diff --git a/.vscode/excel-pq-symbols/excel-pq-symbols.json b/.vscode/excel-pq-symbols/excel-pq-symbols.json
new file mode 100644
index 000000000..a94b204cc
--- /dev/null
+++ b/.vscode/excel-pq-symbols/excel-pq-symbols.json
@@ -0,0 +1,31 @@
+[
+    {
+        "name": "Excel.CurrentWorkbook",
+        "documentation": {
+            "description": "Returns the contents of the current Excel workbook.",
+            "longDescription": "Returns tables, named ranges, and dynamic arrays. Unlike Excel.Workbook, it does not return sheets.",
+            "category": "Accessing data"
+        },
+        "functionParameters": [],
+        "completionItemKind": 3,
+        "isDataSource": true,
+        "type": "table"
+    },
+    {
+        "name": "Documentation",
+        "documentation": {
+            "description": "Contains properties for function documentation metadata",
+            "category": "Documentation"
+        },
+        "functionParameters": [],
+        "completionItemKind": 9,
+        "isDataSource": false,
+        "type": "record",
+        "fields": {
+            "Name": { "type": "text" },
+            "Description": { "type": "text" },
+            "Parameters": { "type": "record" }
+        }
+    }    
+
+]
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 252022b48..7bff8c4e3 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -122,5 +122,16 @@
       "source.fixAll.ruff": "explicit",
       "source.organizeImports.ruff": "explicit"
     }
-  }
+  },
+  "cSpell.words": [
+    "Altayeb",
+    "comtrade",
+    "Ermishina",
+    "figsize",
+    "Mariia",
+    "Saeed"
+  ],
+  "powerquery.client.additionalSymbolsDirectories": [
+    "c:/Users/Lenovo/AHD MIT/ET6-CDSP-group-08-repo-4/.vscode/excel-pq-symbols"
+  ]
 }
diff --git a/0_domain_study/README.md b/0_domain_study/README.md
index 308b71113..42ccaaa74 100644
--- a/0_domain_study/README.md
+++ b/0_domain_study/README.md
@@ -1 +1,140 @@
 # Domain Research
+
+## Background Review
+
+<!-- markdownlint-disable MD012 MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 -->
+
+### The Role of Solar Energy in Humanitarian and Conflict-Affected Contexts
+
+### 1. Introduction
+
+Solar energy plays a key role in ensuring sustainable and equitable energy
+access, particularly in regions affected by armed conflict, displacement, and
+infrastructure destruction. Its decentralized nature, affordability, and rapid
+deployability make it a powerful tool for humanitarian response and recovery
+efforts.
+
+### 2. Energy Poverty and Conflict Impact
+
+As of 2024, over 130 million people were forcibly displaced due to war,
+persecution, or disaster, including 33 million refugees and 63 million
+internally displaced persons (IDPs) ([UNHCR,
+2024](https://reporting.unhcr.org/global-appeal-2024-6383)). Access to food,
+shelter, healthcare, and water are immediate needs—but all are energy-dependent.
+Clean energy access is essential in both emergency and protracted displacement
+settings for cooking, lighting, medical services, education, and safety.
+
+- 80% of displaced people still rely on firewood or biomass for cooking ([WHO,
+  2023](https://energypedia.info/wiki/Energy_Access_in_Displacement_Settings),
+  exposing women and girls to safety risks and indoor
+  air pollution.
+
+- Nearly 90% of refugee settlements lack reliable electricity access ([GPA,
+  2022](https://www.humanitarianenergy.org/assets/resources/SOHES.pdf)).
+
+- Energy poverty worsens gender inequalities, increases environmental
+  degradation, and limits livelihood and learning opportunities.
+
+### 3. Solar Energy in Conflict and Post-Conflict Zones
+
+Renewable energy, especially solar, has proven to be vital in fragile and war-
+torn settings. Solar technologies can be rapidly deployed and maintained
+locally, offering resilient energy for critical infrastructure:
+
+- Mobile clinics and field hospitals powered by solar improve health outcomes in
+  areas where traditional grids are non-functional.
+
+- Solar lighting enhances safety in refugee camps and post-conflict rural areas,
+  especially for women and children.
+
+- Access to energy supports small-scale recovery efforts, such as water pumping,
+  digital communication, and refrigeration of medicines.
+
+While there are fewer large-scale examples due to the security risks in active
+warzones, organizations such as UNHCR and the ICRC have implemented solar
+microgrids and standalone solar systems in conflict-affected regions like South
+Sudan, Syria, and parts of Ukraine.
+
+### 4. Renewable Energy as a Pathway to Peace and Resilience
+
+According to [CYIS, 2024](https://cyis.org), integrating solar energy into
+humanitarian and peacebuilding strategies can:
+
+- Promote cooperation and reduce tension over scarce resources;
+
+- Foster community resilience by enabling shared energy management;
+
+- Reduce dependency on diesel fuel, which is costly and dangerous to transport
+  in war zones.
+
+Access to solar energy can be perceived as a neutral, community-owned resource
+that enables stability and recovery while fostering social cohesion.
+
+### 5. Global Trends in Renewable Energy (Statistical Review of World Energy 2024)
+
+- In 2023, solar energy accounted for 346 GW of newly installed capacity—75% of
+  all new renewable energy.
+
+- China, Europe, and the United States led solar deployment.
+
+- Still, fossil fuels represented 81.5% of global primary energy consumption.
+
+- Over 750 million people worldwide lack electricity access, with conflict zones
+  disproportionately represented.
+
+Source: [Energy Institute Statistical Review
+2024](https://www.energyinst.org/statistical-review)
+
+### 6. Insights from Our World in Data
+
+- Solar power accounts for around 5% of total electricity production globally,
+  growing faster than any other source.
+
+- Solar generation costs have dropped by 89% since 2010.
+
+- Energy inequality remains stark: per capita energy use in developing nations
+  is six times lower than in North America.
+
+Source: [Our World in Data — Renewable
+Energy](https://ourworldindata.org/renewable-energy)
+
+### 7. Conclusion
+
+Solar energy is more than a technical solution—it is a humanitarian and
+peacebuilding tool. In conflict-affected settings where centralized
+infrastructure has collapsed or is unreliable, solar provides an immediate,
+scalable path toward sustainable recovery and resilience.
+
+To be effective, solar solutions must be integrated into broader energy access
+strategies and peacebuilding frameworks. This includes:
+
+- Prioritizing local ownership and maintenance;
+
+- Building market-based models that continue post-aid;
+
+- Aligning with national recovery and climate goals.
+
+In war-affected regions, access to solar energy is not an option—it is a
+necessity for survival, recovery, and long-term peace.
+
+War damages nature badly from pollution, destroyed farmland, poisoned water
+ and air, deforestation, and waste are common results of war.
+These environmental effects hurt both people and ecosystems.
+ It affects food, health, water, and the ability to rebuild communities
+  after the war.  
+
+The UN is starting to take this seriously. In 2024, the UN Environment
+Assembly (UNEA‑6) passed a resolution to improve environmental protection in
+conflict zones.
+[Link here](https://www.bic-rhr.com/research/strengthening-environmental-resilience-conflict-zones-analysis-unea-6-resolution-and-perac)
+
+  >Environmental recovery is now a global priority.
+
+- Renewable energy should be part of post-war recovery plans, especially since
+  they’re clean and decentralized.
+- Renewable energy is a safer, more resilient alternative—less centralized,
+  quicker to deploy, and more sustainable in crisis.
+- Could contribute to or align with UNEP’s future frameworks.
+
+ ``` "Planet over Politics" ```
+
diff --git a/0_domain_study/groupprogress.png b/0_domain_study/groupprogress.png
new file mode 100644
index 000000000..470ecefc4
Binary files /dev/null and b/0_domain_study/groupprogress.png differ
diff --git a/0_domain_study/progress.md b/0_domain_study/progress.md
new file mode 100644
index 000000000..5aacb4e1b
--- /dev/null
+++ b/0_domain_study/progress.md
@@ -0,0 +1,120 @@
+# Team Progress
+
+![infographic](../0_domain_study/groupprogress.png)
+
+## Convergent and Divergent thinking
+
+### Problem Identification
+
+```mermaid
+---
+config:
+  theme: neutral
+  look: neo
+---
+flowchart TB
+ subgraph s1[" "]
+        B{"Sub-domains"}
+        A("Define Domain and Interests")
+        BA("Environmental policy")
+        BB("Solar Energy Systems")
+        BC("Climate change mitigation")
+        BD("Renewable Energy")
+        C{"Domain"}
+        D["Sustainable development"]
+        nn("Start")
+  end
+ subgraph s[" "]
+        n1["Problem Statement"]
+        n2["Research questions"]
+        n3["**How can the adoption of renewable
+        energy—particularly solar power—serve as
+        a tool to combat climate change, reduce inequality,
+        and drive sustainable development in under-served and conflict-affected communities?**"]
+        n31["**What are the economic and environmental benefits of transitioning
+to solar energy?**"]
+        n32["
+        **How can small-scale solar energy users in unregulated markets
+        Verify product quality through digital tools or cooperative purchasing models?**"]
+        n33["**What is the relationship between solar
+        energy availability and civilian displacement
+        patterns in conflict-affected areas in the past decade?**"]
+        n34["**How does the volume and type of
+        construction waste generated vary by project
+        size and location, and what patterns can be
+        identified using publicly available datasets or site records?**"]
+        n35["**How have armed conflicts in the past
+        decade affected the deployment, capacity
+        utilization, and household consumption of
+        solar photovoltaic and small‐scale wind systems
+        in conflict‐affected communities?**"]
+        n36["**How can small-scale solar energy
+        users in unregulated markets verify product
+        quality through  digital tools or cooperative purchasing models?**"]
+        n4(["Actionable Research Question"])
+        n5["**How have armed conflicts in the past
+        decade affected the deployment, capacity utilization,
+        and household consumption of solar photovoltaic and
+        small‐scale wind systems in conflict‐affected communities?**"]
+  end
+    A --> B
+    B --> BA & BB & BC & BD
+    BA ~~~ C
+    BB ~~~ C
+    BC ~~~ C
+    BD ~~~ C
+    nn --> A
+    C --> D
+    D --> n1
+    n1 --> n2
+    n2 --> n3 & n31 & n32 & n33 & n34 & n35 & n36
+    n3 & n31 & n32 & n33 & n34 & n35 & n36 --> n4
+    n4 --> n5
+    style B fill:#C8E6C9
+    style A fill:#FFF9C4
+    style C fill:#C8E6C9
+    style n3 color:#000000
+    style n4 fill:#FFF9C4
+
+```
+
+## Our Actionable Research Question
+
+> _How have armed conflicts over the past 25 years
+affected the deployment, capacity utilization,
+and household consumption of solar photovoltaic systems in conflict‐affected communities?_
+
+## Constraints
+
+- Geographical and Seasonal Limitations
+  - Limited sunlight hours and seasonal variation in some regions
+- Financial Barriers
+  - High initial cost of solar panel installation
+- Infrastructure Challenges
+  - Lack of storage infrastructure (e.g. batteries)
+- Energy Access Disparities
+  - Uneven access to renewable energy across urban and rural areas
+- Time Constraints
+  - Time limit of 12 weeks for research
+- Knowledge Requirements
+  - Requires basic domain knowledge in climate science and energy policy
+
+## Project Scope
+
+- **Time Period:** 25 years
+- **Renewable Energy Theme:** Solar Energy
+
+  _Why Solar Energy?_
+
+  - **Fast & Flexible:** Easy to deploy, remove, and scale
+     — from single homes to entire camps.  
+  - **Off-Grid Ready:** Operates independently of central
+     power infrastructure.  
+  - **Data-Rich:** Ample data on solar use and conflict
+     impacts enables robust analysis.  
+  - **High Impact:** Enhances resilience, reduces emissions,
+     and improves daily life in conflict zones.
+
+- **Regions:** Syria, Iraq, Sudan, South Sudan, Palestine, Mali, Ethiopia,
+  Ukraine, Yemen, Libya, Afghanistan, Nigeria, Central African Republic,
+  Somalia,Pakistan, Mozambique and Myanmar (17 countries)
diff --git a/0_domain_study/understanding_of_problem_domain.md b/0_domain_study/understanding_of_problem_domain.md
new file mode 100644
index 000000000..06880d742
--- /dev/null
+++ b/0_domain_study/understanding_of_problem_domain.md
@@ -0,0 +1,51 @@
+# A Summary of Our Group's Understanding Of The Problem Domain
+
+## An overview of the problem statement using system's thinking
+
+### **Patterns & Trends**
+
+* Recurring blackouts: Power cuts occur not just once but in multiple waves
+as fighting flares up.
+* Geographically shifting outages: Different regions lose service as front lines
+move or specific plants are targeted.
+* Escalating repair delays: Each attack adds to a backlog of damage, so average downtime
+lengthens over months.
+* Rising reliance on alternatives: Households increasingly depend on kerosene lamps,
+car batteries, or small diesel generators.
+
+### Systemic Structures
+
+* Centralized generation model: National grid fed by a handful of large,
+vulnerable plants makes the entire system easy to disable.
+* Fragile supply chains: Imported transformers, turbines, and fuel must cross
+conflict checkpoints, causing chronic shortages.
+* Hazards and unsafe conditions make it difficult for repair teams
+to carry out their duties effectively.
+
+### Mental Models
+
+* Planners assume power must flow from big plants down to users, rather
+than through distributed networks.
+* Combatants view utilities as strategic assets and valid military targets.
+
+## Possible Solutions And Interventions
+
+1. **Distributed, modular generation**  
+   Deploy community‑scale solar and battery clusters that keep  
+   neighborhoods powered even when central plants are taken offline.
+
+2. **Local ownership and maintenance**  
+   Create citizen energy committees trained in basic maintenance  
+   and equipped to manage micro-grid systems independently.
+
+3. **Protect critical assets through local agreements**  
+   Establish “energy safe zones” via negotiated local agreements,  
+   supported by community monitors and neutral facilitators.
+
+4. **Integrate energy into humanitarian mandates**  
+   Recognize electricity as vital to health, education, and safety,  
+   and include energy access in emergency aid planning and funding.
+
+5. **Adapt financial models for conflict**  
+   Pre-position spare parts and fund mobile repair teams using  
+   flexible, multi‑year resilience-focused financing mechanisms.
diff --git a/1_datasets/README.md b/1_datasets/README.md
index 157ea3aad..2e07c27e3 100644
--- a/1_datasets/README.md
+++ b/1_datasets/README.md
@@ -1 +1,160 @@
+<!-- markdownlint-disable MD013 MD033 MD032 MD049-->
 # Datasets
+
+we have a **`raw_data`** folder that contains the original raw datasets used in preprocessing.  
+
+Our data comes from the following sources:
+
+- **IRENA Renewable Energy Statistics** – Published by the *International Renewable Energy Agency (IRENA)*, this dataset provides annual data on renewable energy capacity and generation, including both on-grid and off-grid solar PV deployment across countries and regions.
+
+- **UN Comtrade** – The *United Nations International Trade Statistics Database*, offering detailed trade data on solar-related products (e.g., panels, inverters), helping us understand import/export trends in conflict-affected and stable regions.
+
+1. **[Off-grid Renewable Energy Statistics 2024](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx)**
+2. **[On-grid Renewable Energy Statistics 2024](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx)**
+3. **[UN Comtrade data](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx)**
+
+Additionally, we have **`non-technical explaination of domain modeling.md`** file
+
+---
+
+## [Off-grid Renewable Energy Statistics 2024](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx)
+
+- This dataset is from the International Renewable Energy Agency, which
+is an intergovernmental organization that promotes the adoption and
+sustainable use of renewable energy worldwide.
+- The file consists of two sheets:
+the first one is an ‘about’ file, and the other is the ‘data’ sheet that
+contains the actual data. The data sheet consists of 16 columns, namely:
+Region, UN sub-region, Country, IRENA label, ISO code, Flow, Group technology,
+Sub-technology, Technology, Product code, DataType, Value, Unit, Year, Ptype, Publication.
+- **How it was collected**
+  - According to the [measurement and estimation](https://www.irena.org/publications/2018/Dec/Measurement-and-estimation-of-off-grid-solar-hydro-and-biogas-energy) file of IRENA:
+    - The data was collected from a mix of national databases, international organizations
+    (like GOGLA and SNV), and online sources such as project reports and news articles.
+    Where direct data was unavailable, IRENA used estimation methods (e.g.,
+    trade data, technical assumptions) and peer review to validate and fill gaps.
+- **Some possible flaws are:**
+  - There is no a direct connection between off-grid renewable energy and
+   conflict countries.
+  - The dataset has different unit types in the Units column, depending
+   on the technology utilized.
+  - It has quite a lot of zero values, especially in our targeted countries.
+- **<p>How it is related to our problem?<br>**
+    This dataset will be a huge asset to our research question, it’s like
+    a baseline layer dataset, for example:
+  - We can use the “value” column to get a sense of the deployment or
+    utilization rate of different renewable energy sources and make a
+    comparison between conflict and non-conflicts countries.
+  - Identify whether conflicts correlate to a slowdown, shift or
+    an increase in solar pv utilization.<br>
+
+  However, alone, it won’t be enough; we’ll need to introduce other
+  resources to showcase conflicts regions, e.g (ACLED, UDCP)</p>
+
+---
+
+## [On-Grid  Renewable Energy Statistics 2024](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx)
+
+- This dataset is from the **International Renewable Energy Agency**, which
+is an intergovernmental organization that promotes the adoption and
+sustainable use of renewable energy worldwide.  
+_Showing electricity access by country from 2000 to 2025_
+
+- **Mixed Type Data (Qualitative and Quantitaive)**  
+Format: Excel (.xlsx) file  
+It contains three sheets:  
+  - **Country:**  
+Each row represents a region(continents); Columns include Sub-region, country, ISO3 Code, M49 Code, renewable or nonrenewable, Group Technology, technology, sub-technology, producer type(on-grid and off-grid electricity), year and sum of Electricity Installed Capacity (MW)
+  - **Region:**
+Each row represents a region; Columns include year, renewable or nonrenewable, Group Technology and Sum of Electricity Installed Capacity (MW)
+  - **Global:**
+Columns include year, renewable or nonrenewable, Group Technology and Sum of Electricity Installed Capacity (MW)
+
+- **How it was collected**
+  - According to the [measurement and estimation](https://www.irena.org/publications/2018/Dec/Measurement-and-estimation-of-off-grid-solar-hydro-and-biogas-energy) file of IRENA:
+    - The data was collected from a mix of national databases, international organizations
+    (like GOGLA and SNV), and online sources such as project reports and news articles.
+    Where direct data was unavailable, IRENA used estimation methods (e.g.,
+    trade data, technical assumptions) and peer review to validate and fill gaps.
+
+- **Some Possible flaws are:**
+  - The dataset does not include _conflict status labels,_ so these must be added manually.
+  - Some entries contain _missing or zero values_, which may indicate either a lack of reported data or no deployment during that period.
+
+- **How can someone recreate it?**  
+Go to [IRENA- Renewable Capacity Statistics 2025](https://www.irena.org/Publications/2025/Mar/Renewable-capacity-statistics-2025) , select the latest Renewable Capacity Statistics report, choose format: Excel or CSV and download the full dataset
+
+- **<p>How it is related to our problem?<br>**
+Look at how **reliance on the main power grid (on-grid electricity) drops in conflict-affected countries.**  
+Since the electric grid often _gets damaged or becomes unreliable during conflict,_ we want to **track this decline and show how it affects energy access,** especially how people are forced to **shift** to off-grid solar or other backup sources.
+
+---
+
+## [UN Comtrade Imports Data](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/6f1a08ecd0694b2366bf9896625c5510f18b63b6/1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx)
+
+- **The world's most comprehensive global trade data platform**
+The United Nations Comtrade database aggregates detailed global annual and monthly trade statistics by product and trading partner for use by governments, academia, research institutes, and enterprises. Data compiled by the United Nations Statistics Division covers approximately 200 countries and represents more than 99% of the world's merchandise trade. Information can be extracted in a variety of formats, including API developer tools for integration into enterprise applications and workflows.
+
+- **Possible flaws:**
+  - The tables have many columns that are irrelevant to our purpose.
+  - Some countries have missing data or no data at all.
+  - The need to be familiar with the HS Commodity code to be comfortable with it.
+
+- **How can someone recreate it?**
+  - _Step 1_: Go to the UN Comtrade Website
+    Navigate to the [modern data portal](https://comtradeplus.un.org/TradeFlow)
+
+  - _Step 2_: Open the Data Query Tool
+    On the homepage, click the large "Data" button in the main navigation menu at the top of the page. This will take you to the query builder.
+
+  - _Step 3_: Configure Your Query Filters
+  This is the most important part. You need to tell the database exactly what you're looking for. Fill out the filters on the left-hand side of the page.  
+    Type of Product: Keep this as Goods.  
+  **Frequency**: Select Annual.  
+  **Period**: Select the range of years you want. Click on the box, select 2012 from the start year dropdown, and 2023 (or the latest available year) from the end year dropdown.  
+  **Reporter**: This is the importing country. Click the box, type Nigeria, and select it from the list. (You can select multiple countries here if you want).  
+  **Partner**: To get total imports from the entire world, select World.  
+  Trade Flows: Select Import.  
+  **HS (as reported) commodity codes**: This is where you enter the product codes.
+
+  - _Step 4_: You can preview the data before downloading it in the preferred format.
+
+- **<p>How it is related to our problem?<br>**
+This data set provides detailed solar energy devices (panels, batteries, inverters) import data for the following countries in the period from 2000 to 2024:
+- Syria
+- Iraq
+- Sudan
+- South Sudan
+- Palestine
+- Mali
+- Ethiopia
+- Ukraine
+- Yemen
+- Libya
+- Afghanistan
+- Nigeria
+- Central African Republic
+- Somalia
+- Pakistan
+- Mozambique
+- Myanmar
+- Morocco
+- Gremany
+- Saudi Arabia
+- Rwanda
+
+By observing this data set one can get valuable insights about the effect of conflicts and events on the overall deployment and use of solar energy. For example in 2013 in Pakistan a single coordinated attack in August  destroyed four 220 kV towers, cutting off some 100 MW to 15 districts and extending daily load‑shedding by several hours. By observing the imports data of solar panels and batteries to Pakistan in 2013 and 2014, one can notice a dramatic surge in the imported amounts of these products, which could indicate a clear shift to off grid solar energy as a result of that event (this is an initial observation that needs to be analyzed further to draw concrete results from it).
+
+- **Here is a table that provides brief descriptions for some of the HS commodity codes used in this data set:**
+
+| Category              | HS Code(s)        | Years      | Research Purpose                                                                 |
+|-----------------------|-------------------|------------|----------------------------------------------------------------------------------|
+| Solar Generation (DC) | 8541.40           | Before 2022 | Main code for all solar panels and semiconductor devices.|
+|                       |                   |            | Was split into 8541.41, 8541.42, 8541.43 after 2022.                             |
+| Solar Generation (DC) | 8541.42, 8541.43  | 2022+      | 8541.42: Bare photovoltaic cells (unassembled).                                  |
+|                       |                   |            | 8541.43: Assembled PV panels ready for mounting.                                |
+| Solar Generation (AC) | 8501.80           | 2022+      | For “AC Modules” – panels with built-in microinverters. Small but important.     |
+| Productive Use        | 8501.71, 8501.72  | 2022+       | Complete generator sets (panel + electronics). Reported as one commodity.        |
+|                       | 851310            | All Years  |Lamps; portable, electric, designed to function by their own source of energy (Solar Lanterns)|
+| Energy Storage        | 8507.60           | All years  | Lithium-ion batteries. Crucial for off-grid systems.                             |
+| Power Conversion      | 8504.40           | All years  | Static converters, including inverters and charge controllers.                  |
diff --git a/1_datasets/cleaned_data/IRENA_OFGStats.cleaned.xlsx b/1_datasets/cleaned_data/IRENA_OFGStats.cleaned.xlsx
new file mode 100644
index 000000000..8ff25718c
Binary files /dev/null and b/1_datasets/cleaned_data/IRENA_OFGStats.cleaned.xlsx differ
diff --git a/1_datasets/cleaned_data/IRENA_OFGStats_mw.cleaned.xlsx b/1_datasets/cleaned_data/IRENA_OFGStats_mw.cleaned.xlsx
new file mode 100644
index 000000000..06d059fb7
Binary files /dev/null and b/1_datasets/cleaned_data/IRENA_OFGStats_mw.cleaned.xlsx differ
diff --git a/1_datasets/cleaned_data/IRENA_OFGStats_thousands.cleaned.xlsx b/1_datasets/cleaned_data/IRENA_OFGStats_thousands.cleaned.xlsx
new file mode 100644
index 000000000..f4c6e9329
Binary files /dev/null and b/1_datasets/cleaned_data/IRENA_OFGStats_thousands.cleaned.xlsx differ
diff --git a/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx b/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx
new file mode 100644
index 000000000..a4c5f1d34
Binary files /dev/null and b/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx differ
diff --git a/1_datasets/cleaned_data/ONG_conflictcountriesonly.xlsx b/1_datasets/cleaned_data/ONG_conflictcountriesonly.xlsx
new file mode 100644
index 000000000..df3e30a3e
Binary files /dev/null and b/1_datasets/cleaned_data/ONG_conflictcountriesonly.xlsx differ
diff --git a/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx b/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx
new file mode 100644
index 000000000..bd2266f90
Binary files /dev/null and b/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx differ
diff --git a/1_datasets/images/1.png b/1_datasets/images/1.png
new file mode 100644
index 000000000..4c828b47c
Binary files /dev/null and b/1_datasets/images/1.png differ
diff --git a/1_datasets/images/2.png b/1_datasets/images/2.png
new file mode 100644
index 000000000..c2ff5a882
Binary files /dev/null and b/1_datasets/images/2.png differ
diff --git a/1_datasets/images/3.png b/1_datasets/images/3.png
new file mode 100644
index 000000000..a665c2a73
Binary files /dev/null and b/1_datasets/images/3.png differ
diff --git a/1_datasets/non_tech_exp_of_domain_modeling.md b/1_datasets/non_tech_exp_of_domain_modeling.md
new file mode 100644
index 000000000..c27cb6c40
--- /dev/null
+++ b/1_datasets/non_tech_exp_of_domain_modeling.md
@@ -0,0 +1,41 @@
+<!-- markdownlint-disable MD031 MD033 MD013 MD012 MD001 MD04 MD045 MD049 MD041-->
+## Domain Modeling (non-technical explanation)
+
+Imagine trying to understand how people survive in war-torn areas when the lights go out — literally. That’s where our project begins. We built something called a **domain model**, which is just a fancy way of saying: _"Let’s draw a simple map to make sense of a really messy situation."_
+
+At the center of it all is **solar energy** — not just as a clean tech solution, but as a **lifeline** when everything else fails. When power lines are bombed, families are displaced, and normal life disappears, solar can step in as **survival infrastructure** — helping people charge phones, power lights, and keep hospitals or schools running. We're looking at things like:
+
+
+<table>
+  <tr>
+    <td><img src="https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/update_repo/1_datasets/images/3.png" width="650"/></td>
+    <td><img src="https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/update_repo/1_datasets/images/2.png" width="300"/></td>
+  </tr>
+</table>
+
+
+To understand how this all works, we looked at three big clues (datasets):
+
+- **On-Grid and Off-Grid Data** _tells us how traditional electricity drops off during conflict. It’s like tracking where the lights go out and shows how people start using solar systems when the grid fails — kind of like switching from the main power to a backup generator._
+- **Renewable and Non-Renewables** _helps us compare how energy use shifts in crisis: are countries using more solar or still relying on fossil fuels_
+- **UN Comtrade Data** _tracks the flow of solar equipment (like panels and batteries) into countries over time, revealing how conflict affects supply chains and access to solar tech._
+
+Our domain model focuses on three main areas:  
+<table>
+  <tr>
+    <td style="vertical-align: top; width: 70%;">
+      <ul>
+        <li><strong>"Survival Infrastructure"</strong>: We're looking at <em>solar PV</em> as a <em>fundamental tool for human survival</em> - not just another <em>green tech solution</em>.</li>
+        <li><strong>Conflict Lifecycle</strong>: We break down solar's role across the <em>pre-conflict, active conflict, and post-conflict phases</em> – because its utility changes drastically through each.</li>
+        <li><strong>Three Pillars of Impact</strong>: To get measurable, we're zeroing in on <strong>Deployment Patterns, Capacity Utilization, and Household Consumption</strong>. These are our core measurable areas, directly feeding into our main research question.</li>
+      </ul>
+    </td>
+    <td style="vertical-align: top; width: 30%;">
+      <img src="https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/update_repo/1_datasets/images/1.png" width="2000">
+    </td>
+  </tr>
+</table>
+
+Now, let’s be real — collecting data in conflict zones is **really hard**. A lot of info is missing, unreliable, or never even written down (what we call **“dark data”**). So sometimes we have to connect the dots using smart guesses — like using import numbers as a hint for solar activity.
+
+In the end, our domain model is like the gameboard that helps us play this complex game: **What happens to energy when everything else falls apart — and how can solar make things better?**
diff --git a/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx b/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx
new file mode 100644
index 000000000..ca755d523
Binary files /dev/null and b/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx differ
diff --git a/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx b/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx
new file mode 100644
index 000000000..0576ecb7b
Binary files /dev/null and b/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx differ
diff --git a/1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx b/1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx
new file mode 100644
index 000000000..a25877129
Binary files /dev/null and b/1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx differ
diff --git a/2_data_preparation/IRENA_OFG_cleaned.ipynb b/2_data_preparation/IRENA_OFG_cleaned.ipynb
new file mode 100644
index 000000000..d2a4d7737
--- /dev/null
+++ b/2_data_preparation/IRENA_OFG_cleaned.ipynb
@@ -0,0 +1,2466 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "28ef9446",
+   "metadata": {},
+   "source": [
+    "# Load the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "92bdd070",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>UN Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>IRENA Label</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Product Code</th>\n",
+       "      <th>DataType</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Ptype</th>\n",
+       "      <th>Publication</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>24129.0</td>\n",
+       "      <td>ELECCAP</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>220</td>\n",
+       "      <td>2024 OFG RE Statistics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>24129.0</td>\n",
+       "      <td>ELECCAP</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>220</td>\n",
+       "      <td>2024 OFG RE Statistics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>24129.0</td>\n",
+       "      <td>ELECCAP</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>220</td>\n",
+       "      <td>2024 OFG RE Statistics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>24129.0</td>\n",
+       "      <td>ELECCAP</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>220</td>\n",
+       "      <td>2024 OFG RE Statistics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Sub-Saharan Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>24129.0</td>\n",
+       "      <td>ELECCAP</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>220</td>\n",
+       "      <td>2024 OFG RE Statistics</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region       UN Sub-region Country IRENA Label ISO Code               Flow  \\\n",
+       "0  Africa  Sub-Saharan Africa  Angola      Angola      AGO  Off-grid capacity   \n",
+       "1  Africa  Sub-Saharan Africa  Angola      Angola      AGO  Off-grid capacity   \n",
+       "2  Africa  Sub-Saharan Africa  Angola      Angola      AGO  Off-grid capacity   \n",
+       "3  Africa  Sub-Saharan Africa  Angola      Angola      AGO  Off-grid capacity   \n",
+       "4  Africa  Sub-Saharan Africa  Angola      Angola      AGO  Off-grid capacity   \n",
+       "\n",
+       "  Group Technology     Sub-Technology               Technology  Product Code  \\\n",
+       "0     Solar energy  Solar PV (Others)  Other off-grid solar PV       24129.0   \n",
+       "1     Solar energy  Solar PV (Others)  Other off-grid solar PV       24129.0   \n",
+       "2     Solar energy  Solar PV (Others)  Other off-grid solar PV       24129.0   \n",
+       "3     Solar energy  Solar PV (Others)  Other off-grid solar PV       24129.0   \n",
+       "4     Solar energy  Solar PV (Others)  Other off-grid solar PV       24129.0   \n",
+       "\n",
+       "  DataType  Value Unit  Year  Ptype             Publication  \n",
+       "0  ELECCAP    0.0   MW  2000    220  2024 OFG RE Statistics  \n",
+       "1  ELECCAP    0.0   MW  2001    220  2024 OFG RE Statistics  \n",
+       "2  ELECCAP    0.0   MW  2002    220  2024 OFG RE Statistics  \n",
+       "3  ELECCAP    0.0   MW  2003    220  2024 OFG RE Statistics  \n",
+       "4  ELECCAP    0.0   MW  2004    220  2024 OFG RE Statistics  "
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "raw_df = pd.read_excel(\n",
+    "    \"../1_datasets/raw_data/IRENA_OFGStats.raw.xlsx\", sheet_name=\"data\"\n",
+    ")\n",
+    "df = raw_df.copy()\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "a0aad73a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 52343 entries, 0 to 52342\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   Region            52343 non-null  object \n",
+      " 1   UN Sub-region     52343 non-null  object \n",
+      " 2   Country           52343 non-null  object \n",
+      " 3   IRENA Label       52343 non-null  object \n",
+      " 4   ISO Code          52343 non-null  object \n",
+      " 5   Flow              52343 non-null  object \n",
+      " 6   Group Technology  52343 non-null  object \n",
+      " 7   Sub-Technology    52343 non-null  object \n",
+      " 8   Technology        52343 non-null  object \n",
+      " 9   Product Code      51205 non-null  float64\n",
+      " 10  DataType          52343 non-null  object \n",
+      " 11  Value             52321 non-null  float64\n",
+      " 12  Unit              52343 non-null  object \n",
+      " 13  Year              52343 non-null  int64  \n",
+      " 14  Ptype             52343 non-null  int64  \n",
+      " 15  Publication       52343 non-null  object \n",
+      "dtypes: float64(2), int64(2), object(12)\n",
+      "memory usage: 6.4+ MB\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(52343, 16)"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.info()\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "8cb83cb9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Region                 0\n",
+       "UN Sub-region          0\n",
+       "Country                0\n",
+       "IRENA Label            0\n",
+       "ISO Code               0\n",
+       "Flow                   0\n",
+       "Group Technology       0\n",
+       "Sub-Technology         0\n",
+       "Technology             0\n",
+       "Product Code        1138\n",
+       "DataType               0\n",
+       "Value                 22\n",
+       "Unit                   0\n",
+       "Year                   0\n",
+       "Ptype                  0\n",
+       "Publication            0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "326e44c4",
+   "metadata": {},
+   "source": [
+    "- **It's clear that there are a lot of null values in the product Code but the column itself is not relevant to our study so it will be dropped along with: UN Sub-region, IRENA Label, Ptype, and publication**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "117cb458",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(\n",
+    "    [\n",
+    "        \"UN Sub-region\",\n",
+    "        \"IRENA Label\",\n",
+    "        \"Ptype\",\n",
+    "        \"Publication\",\n",
+    "        \"Product Code\",\n",
+    "        \"DataType\",\n",
+    "    ],\n",
+    "    axis=1,\n",
+    "    inplace=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "fd3e0d3f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2004</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region Country ISO Code               Flow Group Technology  \\\n",
+       "0  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "1  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "2  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "3  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "4  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "\n",
+       "      Sub-Technology               Technology  Value Unit  Year  \n",
+       "0  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2000  \n",
+       "1  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2001  \n",
+       "2  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2002  \n",
+       "3  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2003  \n",
+       "4  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2004  "
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "500a1aef",
+   "metadata": {},
+   "source": [
+    "- **Now, we should handle the 22 missing values in the \"Value\" Column**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "ffc86d77",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>39940</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Bahamas (the)</td>\n",
+       "      <td>BHS</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39946</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Belize</td>\n",
+       "      <td>BLZ</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39957</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Costa Rica</td>\n",
+       "      <td>CRI</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39971</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Dominica</td>\n",
+       "      <td>DMA</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40021</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Nicaragua</td>\n",
+       "      <td>NIC</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40035</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Puerto Rico</td>\n",
+       "      <td>PRI</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40082</th>\n",
+       "      <td>South America</td>\n",
+       "      <td>Brazil</td>\n",
+       "      <td>BRA</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40089</th>\n",
+       "      <td>South America</td>\n",
+       "      <td>Chile</td>\n",
+       "      <td>CHL</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40141</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Egypt</td>\n",
+       "      <td>EGY</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40169</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>SDN</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40209</th>\n",
+       "      <td>Middle East</td>\n",
+       "      <td>Jordan</td>\n",
+       "      <td>JOR</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40283</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Kiribati</td>\n",
+       "      <td>KIR</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40293</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Marshall Islands (the)</td>\n",
+       "      <td>MHL</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40303</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Nauru</td>\n",
+       "      <td>NRU</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40309</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Palau</td>\n",
+       "      <td>PLW</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40330</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Samoa</td>\n",
+       "      <td>WSM</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40352</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Tonga</td>\n",
+       "      <td>TON</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40427</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Lao People's Democratic Republic (the)</td>\n",
+       "      <td>LAO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40522</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Bhutan</td>\n",
+       "      <td>BTN</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43089</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Cabo Verde</td>\n",
+       "      <td>CPV</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43157</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Equatorial Guinea</td>\n",
+       "      <td>GNQ</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43308</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Mauritania</td>\n",
+       "      <td>MRT</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights and SHS</td>\n",
+       "      <td>Solar lights and solar home systems (SHS)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  Region  \\\n",
+       "39940  Central America and the Caribbean   \n",
+       "39946  Central America and the Caribbean   \n",
+       "39957  Central America and the Caribbean   \n",
+       "39971  Central America and the Caribbean   \n",
+       "40021  Central America and the Caribbean   \n",
+       "40035  Central America and the Caribbean   \n",
+       "40082                      South America   \n",
+       "40089                      South America   \n",
+       "40141                             Africa   \n",
+       "40169                             Africa   \n",
+       "40209                        Middle East   \n",
+       "40283                            Oceania   \n",
+       "40293                            Oceania   \n",
+       "40303                            Oceania   \n",
+       "40309                            Oceania   \n",
+       "40330                            Oceania   \n",
+       "40352                            Oceania   \n",
+       "40427                               Asia   \n",
+       "40522                               Asia   \n",
+       "43089                             Africa   \n",
+       "43157                             Africa   \n",
+       "43308                             Africa   \n",
+       "\n",
+       "                                      Country ISO Code               Flow  \\\n",
+       "39940                           Bahamas (the)      BHS  Off-grid capacity   \n",
+       "39946                                  Belize      BLZ  Off-grid capacity   \n",
+       "39957                              Costa Rica      CRI  Off-grid capacity   \n",
+       "39971                                Dominica      DMA  Off-grid capacity   \n",
+       "40021                               Nicaragua      NIC  Off-grid capacity   \n",
+       "40035                             Puerto Rico      PRI  Off-grid capacity   \n",
+       "40082                                  Brazil      BRA  Off-grid capacity   \n",
+       "40089                                   Chile      CHL  Off-grid capacity   \n",
+       "40141                                   Egypt      EGY  Off-grid capacity   \n",
+       "40169                             Sudan (the)      SDN  Off-grid capacity   \n",
+       "40209                                  Jordan      JOR  Off-grid capacity   \n",
+       "40283                                Kiribati      KIR  Off-grid capacity   \n",
+       "40293                  Marshall Islands (the)      MHL  Off-grid capacity   \n",
+       "40303                                   Nauru      NRU  Off-grid capacity   \n",
+       "40309                                   Palau      PLW  Off-grid capacity   \n",
+       "40330                                   Samoa      WSM  Off-grid capacity   \n",
+       "40352                                   Tonga      TON  Off-grid capacity   \n",
+       "40427  Lao People's Democratic Republic (the)      LAO  Off-grid capacity   \n",
+       "40522                                  Bhutan      BTN  Off-grid capacity   \n",
+       "43089                              Cabo Verde      CPV  Off-grid capacity   \n",
+       "43157                       Equatorial Guinea      GNQ  Off-grid capacity   \n",
+       "43308                              Mauritania      MRT  Off-grid capacity   \n",
+       "\n",
+       "      Group Technology        Sub-Technology  \\\n",
+       "39940     Solar energy  Solar lights and SHS   \n",
+       "39946     Solar energy  Solar lights and SHS   \n",
+       "39957     Solar energy  Solar lights and SHS   \n",
+       "39971     Solar energy  Solar lights and SHS   \n",
+       "40021     Solar energy  Solar lights and SHS   \n",
+       "40035     Solar energy  Solar lights and SHS   \n",
+       "40082     Solar energy  Solar lights and SHS   \n",
+       "40089     Solar energy  Solar lights and SHS   \n",
+       "40141     Solar energy  Solar lights and SHS   \n",
+       "40169     Solar energy  Solar lights and SHS   \n",
+       "40209     Solar energy  Solar lights and SHS   \n",
+       "40283     Solar energy  Solar lights and SHS   \n",
+       "40293     Solar energy  Solar lights and SHS   \n",
+       "40303     Solar energy  Solar lights and SHS   \n",
+       "40309     Solar energy  Solar lights and SHS   \n",
+       "40330     Solar energy  Solar lights and SHS   \n",
+       "40352     Solar energy  Solar lights and SHS   \n",
+       "40427     Solar energy  Solar lights and SHS   \n",
+       "40522     Solar energy  Solar lights and SHS   \n",
+       "43089     Solar energy  Solar lights and SHS   \n",
+       "43157     Solar energy  Solar lights and SHS   \n",
+       "43308     Solar energy  Solar lights and SHS   \n",
+       "\n",
+       "                                      Technology  Value Unit  Year  \n",
+       "39940  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "39946  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "39957  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "39971  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40021  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40035  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40082  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40089  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40141  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40169  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40209  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40283  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40293  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40303  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40309  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40330  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40352  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40427  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "40522  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "43089  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "43157  Solar lights and solar home systems (SHS)    NaN   MW  2023  \n",
+       "43308  Solar lights and solar home systems (SHS)    NaN   MW  2023  "
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "missing_rows = df[df[\"Value\"].isnull()]\n",
+    "missing_rows"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8663d0d4",
+   "metadata": {},
+   "source": [
+    "- **So, it's apparent that most of the missing values here are from countries out of our scope, so it's better to just fill the null values with zeros**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58639b39",
+   "metadata": {},
+   "source": [
+    "# Filling the missing values with zeros"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "5503d2bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.int64(0)"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2 = df.fillna(value=0)\n",
+    "df2.isnull().sum().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03841094",
+   "metadata": {},
+   "source": [
+    "**- Now, let's checkup the year range, our research study is from 2000 onward**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "80de3adc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,\n",
+       "       2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021,\n",
+       "       2022, 2023])"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2[\"Year\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae45435e",
+   "metadata": {},
+   "source": [
+    "- **Now, we can add a conflict status column to the dataset to present whether a country experienced conflicts in the predefined period or not.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "9700dd42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2005</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region Country ISO Code               Flow Group Technology  \\\n",
+       "0  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "1  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "2  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "3  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "4  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "5  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "6  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "7  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "8  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "9  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "\n",
+       "      Sub-Technology               Technology  Value Unit  Year  \\\n",
+       "0  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2000   \n",
+       "1  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2001   \n",
+       "2  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2002   \n",
+       "3  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2003   \n",
+       "4  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2004   \n",
+       "5  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2005   \n",
+       "6  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2006   \n",
+       "7  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2007   \n",
+       "8  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2008   \n",
+       "9  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2009   \n",
+       "\n",
+       "  Conflict Status  \n",
+       "0     No Conflict  \n",
+       "1     No Conflict  \n",
+       "2     No Conflict  \n",
+       "3     No Conflict  \n",
+       "4     No Conflict  \n",
+       "5     No Conflict  \n",
+       "6     No Conflict  \n",
+       "7     No Conflict  \n",
+       "8     No Conflict  \n",
+       "9     No Conflict  "
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conflict_countries = [\n",
+    "    \"Syria\",\n",
+    "    \"Iraq\",\n",
+    "    \"Sudan (the)\",\n",
+    "    \"South Sudan\",\n",
+    "    \"Palestine\",\n",
+    "    \"Mali\",\n",
+    "    \"Ethiopia\",\n",
+    "    \"Ukraine\",\n",
+    "    \"Yemen\",\n",
+    "    \"Libya\",\n",
+    "    \"Afghanistan\",\n",
+    "    \"Nigeria\",\n",
+    "    \"Central African Republic\",\n",
+    "    \"Somalia\",\n",
+    "    \"Pakistan\",\n",
+    "    \"Mozambique\",\n",
+    "    \"Myanmar\",\n",
+    "    \"Chad\",\n",
+    "    \"Democratic Republic of the Congo (the)\",\n",
+    "]\n",
+    "df2[\"Conflict Status\"] = df2[\"Country\"].apply(\n",
+    "    lambda x: \"Conflict\" if x in conflict_countries else \"No Conflict\"\n",
+    ")\n",
+    "df2.head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "113ed700",
+   "metadata": {},
+   "source": [
+    "- **let's check if all the unit in the `Unit` column are the same**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "facffb42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['MW', 'Thousands', '1,000 m3'], dtype=object)"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2[\"Unit\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c47c9b54",
+   "metadata": {},
+   "source": [
+    "- Hmm, that's interesting, we have to somehow standardize the value units"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "ff5b7a3e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>11271</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Burundi</td>\n",
+       "      <td>BDI</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11272</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Burundi</td>\n",
+       "      <td>BDI</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11273</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Burundi</td>\n",
+       "      <td>BDI</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11274</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Burundi</td>\n",
+       "      <td>BDI</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11275</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Burundi</td>\n",
+       "      <td>BDI</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34763</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Total biogas production</td>\n",
+       "      <td>1148.0810</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34764</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Total biogas production</td>\n",
+       "      <td>1142.4995</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34765</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Total biogas production</td>\n",
+       "      <td>1135.5455</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34766</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Total biogas production</td>\n",
+       "      <td>1055.3000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34767</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Total biogas production</td>\n",
+       "      <td>1055.3000</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4632 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Region   Country ISO Code                        Flow Group Technology  \\\n",
+       "11271  Africa   Burundi      BDI  Off-grid biogas production        Bioenergy   \n",
+       "11272  Africa   Burundi      BDI  Off-grid biogas production        Bioenergy   \n",
+       "11273  Africa   Burundi      BDI  Off-grid biogas production        Bioenergy   \n",
+       "11274  Africa   Burundi      BDI  Off-grid biogas production        Bioenergy   \n",
+       "11275  Africa   Burundi      BDI  Off-grid biogas production        Bioenergy   \n",
+       "...       ...       ...      ...                         ...              ...   \n",
+       "34763  Africa  Zimbabwe      ZWE  Off-grid biogas production        Bioenergy   \n",
+       "34764  Africa  Zimbabwe      ZWE  Off-grid biogas production        Bioenergy   \n",
+       "34765  Africa  Zimbabwe      ZWE  Off-grid biogas production        Bioenergy   \n",
+       "34766  Africa  Zimbabwe      ZWE  Off-grid biogas production        Bioenergy   \n",
+       "34767  Africa  Zimbabwe      ZWE  Off-grid biogas production        Bioenergy   \n",
+       "\n",
+       "          Sub-Technology                         Technology      Value  \\\n",
+       "11271  Biogas production  Production of biogas for industry     0.0000   \n",
+       "11272  Biogas production  Production of biogas for industry     0.0000   \n",
+       "11273  Biogas production  Production of biogas for industry     0.0000   \n",
+       "11274  Biogas production  Production of biogas for industry     0.0000   \n",
+       "11275  Biogas production  Production of biogas for industry     0.0000   \n",
+       "...                  ...                                ...        ...   \n",
+       "34763  Biogas production            Total biogas production  1148.0810   \n",
+       "34764  Biogas production            Total biogas production  1142.4995   \n",
+       "34765  Biogas production            Total biogas production  1135.5455   \n",
+       "34766  Biogas production            Total biogas production  1055.3000   \n",
+       "34767  Biogas production            Total biogas production  1055.3000   \n",
+       "\n",
+       "           Unit  Year Conflict Status  \n",
+       "11271  1,000 m3  2000     No Conflict  \n",
+       "11272  1,000 m3  2001     No Conflict  \n",
+       "11273  1,000 m3  2002     No Conflict  \n",
+       "11274  1,000 m3  2003     No Conflict  \n",
+       "11275  1,000 m3  2004     No Conflict  \n",
+       "...         ...   ...             ...  \n",
+       "34763  1,000 m3  2019     No Conflict  \n",
+       "34764  1,000 m3  2020     No Conflict  \n",
+       "34765  1,000 m3  2021     No Conflict  \n",
+       "34766  1,000 m3  2022     No Conflict  \n",
+       "34767  1,000 m3  2023     No Conflict  \n",
+       "\n",
+       "[4632 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2[df2[\"Unit\"] == \"1,000 m3\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "7ee6ee0c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Iraq', 'Myanmar', 'Afghanistan', 'Pakistan', 'Nigeria',\n",
+       "       'Mozambique', 'Mali', 'Democratic Republic of the Congo (the)',\n",
+       "       'Ethiopia'], dtype=object)"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conflict_m3 = df2[\n",
+    "    (df2[\"Country\"].isin(conflict_countries)) & (df2[\"Unit\"] == \"1,000 m3\")\n",
+    "]\n",
+    "Countries_value_bigger_zero = conflict_m3[conflict_m3[\"Value\"] > 0][\"Country\"].unique()\n",
+    "Countries_value_bigger_zero"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "a4db2de5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>11324</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Nigeria</td>\n",
+       "      <td>NGA</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11325</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Nigeria</td>\n",
+       "      <td>NGA</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11326</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Nigeria</td>\n",
+       "      <td>NGA</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11327</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Nigeria</td>\n",
+       "      <td>NGA</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11328</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Nigeria</td>\n",
+       "      <td>NGA</td>\n",
+       "      <td>Off-grid biogas production</td>\n",
+       "      <td>Bioenergy</td>\n",
+       "      <td>Biogas production</td>\n",
+       "      <td>Production of biogas for industry</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1,000 m3</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Region  Country ISO Code                        Flow Group Technology  \\\n",
+       "11324  Africa  Nigeria      NGA  Off-grid biogas production        Bioenergy   \n",
+       "11325  Africa  Nigeria      NGA  Off-grid biogas production        Bioenergy   \n",
+       "11326  Africa  Nigeria      NGA  Off-grid biogas production        Bioenergy   \n",
+       "11327  Africa  Nigeria      NGA  Off-grid biogas production        Bioenergy   \n",
+       "11328  Africa  Nigeria      NGA  Off-grid biogas production        Bioenergy   \n",
+       "\n",
+       "          Sub-Technology                         Technology  Value      Unit  \\\n",
+       "11324  Biogas production  Production of biogas for industry    0.0  1,000 m3   \n",
+       "11325  Biogas production  Production of biogas for industry    0.0  1,000 m3   \n",
+       "11326  Biogas production  Production of biogas for industry    0.0  1,000 m3   \n",
+       "11327  Biogas production  Production of biogas for industry    0.0  1,000 m3   \n",
+       "11328  Biogas production  Production of biogas for industry    0.0  1,000 m3   \n",
+       "\n",
+       "       Year Conflict Status  \n",
+       "11324  2000        Conflict  \n",
+       "11325  2001        Conflict  \n",
+       "11326  2002        Conflict  \n",
+       "11327  2003        Conflict  \n",
+       "11328  2004        Conflict  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conflict_m3.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2f477d7",
+   "metadata": {},
+   "source": [
+    "- The `1000 m3` unit is appeared to be primarily used for `Biogass` technology, which is irrelevant to us"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "652945dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Flow                        Unit     \n",
+       "Off-grid biogas production  1,000 m3      4632\n",
+       "Off-grid capacity           MW           33130\n",
+       "Off-grid energy access      Thousands    14581\n",
+       "Name: Technology, dtype: int64"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2.groupby([\"Flow\", \"Unit\"])[\"Technology\"].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "2bec4e7d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df2 = df2[~df2[\"Sub-Technology\"].str.contains(\"biogas\", case=False, na=False)]\n",
+    "df2 = df2[df2[\"Group Technology\"] != \"Bioenergy\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "a3ed5146",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Flow                    Unit     \n",
+       "Off-grid capacity       MW           31594\n",
+       "Off-grid energy access  Thousands    13224\n",
+       "Name: Technology, dtype: int64"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2.groupby([\"Flow\", \"Unit\"])[\"Technology\"].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "f0ffc0fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>48093</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Marshall Islands (the)</td>\n",
+       "      <td>MHL</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Communication)</td>\n",
+       "      <td>Other off-grid solar PV (of which communication)</td>\n",
+       "      <td>0.06000</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41864</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Myanmar</td>\n",
+       "      <td>MMR</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar home systems</td>\n",
+       "      <td>Solar home systems (SHS &gt;50 W)</td>\n",
+       "      <td>3.36687</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23008</th>\n",
+       "      <td>Central America and the Caribbean</td>\n",
+       "      <td>Belize</td>\n",
+       "      <td>BLZ</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar pumps</td>\n",
+       "      <td>Solar pumps</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19906</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Cook Islands (the)</td>\n",
+       "      <td>COK</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar mini-grids</td>\n",
+       "      <td>Solar mini-grids</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18281</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Maldives</td>\n",
+       "      <td>MDV</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar mini-grids</td>\n",
+       "      <td>Number of people connected to solar mini-grids...</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43719</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Namibia</td>\n",
+       "      <td>NAM</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar home systems</td>\n",
+       "      <td>Solar home systems (SHS 11-50 W)</td>\n",
+       "      <td>0.00873</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8795</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Niger (the)</td>\n",
+       "      <td>NER</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar mini-grids</td>\n",
+       "      <td>Number of people connected to solar mini-grids...</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20322</th>\n",
+       "      <td>South America</td>\n",
+       "      <td>Venezuela (Bolivarian Republic of)</td>\n",
+       "      <td>VEN</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar mini-grids</td>\n",
+       "      <td>Solar mini-grids</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46593</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Gabon</td>\n",
+       "      <td>GAB</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar pumps</td>\n",
+       "      <td>Solar pumps</td>\n",
+       "      <td>0.02020</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7153</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar lights</td>\n",
+       "      <td>Number of people using solar lights (&lt;11 W)</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  Region                             Country  \\\n",
+       "48093                            Oceania              Marshall Islands (the)   \n",
+       "41864                               Asia                             Myanmar   \n",
+       "23008  Central America and the Caribbean                              Belize   \n",
+       "19906                            Oceania                  Cook Islands (the)   \n",
+       "18281                               Asia                            Maldives   \n",
+       "43719                             Africa                             Namibia   \n",
+       "8795                              Africa                         Niger (the)   \n",
+       "20322                      South America  Venezuela (Bolivarian Republic of)   \n",
+       "46593                             Africa                               Gabon   \n",
+       "7153                              Africa                              Angola   \n",
+       "\n",
+       "      ISO Code                    Flow Group Technology  \\\n",
+       "48093      MHL       Off-grid capacity     Solar energy   \n",
+       "41864      MMR       Off-grid capacity     Solar energy   \n",
+       "23008      BLZ       Off-grid capacity     Solar energy   \n",
+       "19906      COK       Off-grid capacity     Solar energy   \n",
+       "18281      MDV  Off-grid energy access     Solar energy   \n",
+       "43719      NAM       Off-grid capacity     Solar energy   \n",
+       "8795       NER  Off-grid energy access     Solar energy   \n",
+       "20322      VEN       Off-grid capacity     Solar energy   \n",
+       "46593      GAB       Off-grid capacity     Solar energy   \n",
+       "7153       AGO  Off-grid energy access     Solar energy   \n",
+       "\n",
+       "                 Sub-Technology  \\\n",
+       "48093  Solar PV (Communication)   \n",
+       "41864        Solar home systems   \n",
+       "23008               Solar pumps   \n",
+       "19906          Solar mini-grids   \n",
+       "18281          Solar mini-grids   \n",
+       "43719        Solar home systems   \n",
+       "8795           Solar mini-grids   \n",
+       "20322          Solar mini-grids   \n",
+       "46593               Solar pumps   \n",
+       "7153               Solar lights   \n",
+       "\n",
+       "                                              Technology    Value       Unit  \\\n",
+       "48093   Other off-grid solar PV (of which communication)  0.06000         MW   \n",
+       "41864                     Solar home systems (SHS >50 W)  3.36687         MW   \n",
+       "23008                                        Solar pumps  0.00000         MW   \n",
+       "19906                                   Solar mini-grids  0.00000         MW   \n",
+       "18281  Number of people connected to solar mini-grids...  0.00000  Thousands   \n",
+       "43719                   Solar home systems (SHS 11-50 W)  0.00873         MW   \n",
+       "8795   Number of people connected to solar mini-grids...  0.00000  Thousands   \n",
+       "20322                                   Solar mini-grids  0.00000         MW   \n",
+       "46593                                        Solar pumps  0.02020         MW   \n",
+       "7153         Number of people using solar lights (<11 W)  0.00000  Thousands   \n",
+       "\n",
+       "       Year Conflict Status  \n",
+       "48093  2011     No Conflict  \n",
+       "41864  2014        Conflict  \n",
+       "23008  2007     No Conflict  \n",
+       "19906  2006     No Conflict  \n",
+       "18281  2010     No Conflict  \n",
+       "43719  2021     No Conflict  \n",
+       "8795   2000     No Conflict  \n",
+       "20322  2009     No Conflict  \n",
+       "46593  2014     No Conflict  \n",
+       "7153   2012     No Conflict  "
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2.sample(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e03781f3",
+   "metadata": {},
+   "source": [
+    "- The 'value column in the dataframe has two different unrelated units, in our case, it is better to split the dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "cf12f6fe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter for MW (capacity)\n",
+    "df_mw = df2[df2[\"Unit\"] == \"MW\"].copy()\n",
+    "# Filter for thousands (people served)\n",
+    "df_thousands = df2[df2[\"Unit\"] == \"Thousands\"].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "a55ab4d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Flow               Unit\n",
+      "Off-grid capacity  MW      31594\n",
+      "Name: Technology, dtype: int64\n",
+      "Flow                    Unit     \n",
+      "Off-grid energy access  Thousands    13224\n",
+      "Name: Technology, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_mw.groupby([\"Flow\", \"Unit\"])[\"Technology\"].count())\n",
+    "print(df_thousands.groupby([\"Flow\", \"Unit\"])[\"Technology\"].count())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "467fd70d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Solar PV (Others)', 'Solar PV (Health)',\n",
+       "       'Solar PV (Commercial/Public)', 'Solar PV (Education)',\n",
+       "       'Solar PV (Not specified)', 'Solar PV (Industry)',\n",
+       "       'Solar PV (Tourism)', 'Solar PV (Public lighting)',\n",
+       "       'Solar PV (Communication)', 'Solar PV (Residential)',\n",
+       "       'Solar PV (Agriculture)', 'Solar PV (Multi-purpose)',\n",
+       "       'Solar mini-grids', 'Solar lights', 'Solar pumps',\n",
+       "       'Solar home systems', 'Onshore wind energy', 'Hydropower',\n",
+       "       'Solar cookers', 'Solar lights and SHS'], dtype=object)"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_mw[\"Sub-Technology\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "80cf33f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Hydropower', 'Solar lights', 'Solar mini-grids',\n",
+       "       'Solar home systems', 'Solar cookers'], dtype=object)"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_thousands[\"Sub-Technology\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "5e8b41be",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region Country ISO Code               Flow Group Technology  \\\n",
+       "0  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "1  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "2  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "3  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "4  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "\n",
+       "      Sub-Technology               Technology  Value Unit  Year  \\\n",
+       "0  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2000   \n",
+       "1  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2001   \n",
+       "2  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2002   \n",
+       "3  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2003   \n",
+       "4  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2004   \n",
+       "\n",
+       "  Conflict Status  \n",
+       "0     No Conflict  \n",
+       "1     No Conflict  \n",
+       "2     No Conflict  \n",
+       "3     No Conflict  \n",
+       "4     No Conflict  "
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_mw.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "5ba4d57b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>7003</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Cameroon</td>\n",
+       "      <td>CMR</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Hydropower</td>\n",
+       "      <td>Number of people connected to hydropower</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7004</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Cameroon</td>\n",
+       "      <td>CMR</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Hydropower</td>\n",
+       "      <td>Number of people connected to hydropower</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7005</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Cameroon</td>\n",
+       "      <td>CMR</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Hydropower</td>\n",
+       "      <td>Number of people connected to hydropower</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7006</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Cameroon</td>\n",
+       "      <td>CMR</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Hydropower</td>\n",
+       "      <td>Number of people connected to hydropower</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7007</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Democratic Republic of the Congo (the)</td>\n",
+       "      <td>COD</td>\n",
+       "      <td>Off-grid energy access</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Hydropower</td>\n",
+       "      <td>Number of people connected to hydropower</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Thousands</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Region                                 Country ISO Code  \\\n",
+       "7003  Africa                                Cameroon      CMR   \n",
+       "7004  Africa                                Cameroon      CMR   \n",
+       "7005  Africa                                Cameroon      CMR   \n",
+       "7006  Africa                                Cameroon      CMR   \n",
+       "7007  Africa  Democratic Republic of the Congo (the)      COD   \n",
+       "\n",
+       "                        Flow                   Group Technology  \\\n",
+       "7003  Off-grid energy access  Hydropower (excl. Pumped Storage)   \n",
+       "7004  Off-grid energy access  Hydropower (excl. Pumped Storage)   \n",
+       "7005  Off-grid energy access  Hydropower (excl. Pumped Storage)   \n",
+       "7006  Off-grid energy access  Hydropower (excl. Pumped Storage)   \n",
+       "7007  Off-grid energy access  Hydropower (excl. Pumped Storage)   \n",
+       "\n",
+       "     Sub-Technology                                Technology  Value  \\\n",
+       "7003     Hydropower  Number of people connected to hydropower    0.0   \n",
+       "7004     Hydropower  Number of people connected to hydropower    0.0   \n",
+       "7005     Hydropower  Number of people connected to hydropower    0.0   \n",
+       "7006     Hydropower  Number of people connected to hydropower    0.0   \n",
+       "7007     Hydropower  Number of people connected to hydropower    0.0   \n",
+       "\n",
+       "           Unit  Year Conflict Status  \n",
+       "7003  Thousands  2000     No Conflict  \n",
+       "7004  Thousands  2001     No Conflict  \n",
+       "7005  Thousands  2002     No Conflict  \n",
+       "7006  Thousands  2003     No Conflict  \n",
+       "7007  Thousands  2000        Conflict  "
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_thousands.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12a65404",
+   "metadata": {},
+   "source": [
+    "- **Now, The resultant datasets will be saved to \"cleaned_data\" sub-folder in the \"1_dataset\" folder**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "5b2533ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_mw.to_excel(\n",
+    "    \"../1_datasets/cleaned_data/IRENA_OFGStats_mw.cleaned.xlsx\",\n",
+    "    sheet_name=\"Cleaned_data\",\n",
+    "    index=False,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "32877bbd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_thousands.to_excel(\n",
+    "    \"../1_datasets/cleaned_data/IRENA_OFGStats_thousands.cleaned.xlsx\",\n",
+    "    sheet_name=\"Cleaned_data\",\n",
+    "    index=False,\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/2_data_preparation/IRENA_ONG_cleaned.ipynb b/2_data_preparation/IRENA_ONG_cleaned.ipynb
new file mode 100644
index 000000000..9e53d74f4
--- /dev/null
+++ b/2_data_preparation/IRENA_ONG_cleaned.ipynb
@@ -0,0 +1,538 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "65bf3fb9",
+   "metadata": {},
+   "source": [
+    "# Cleaned- On-Grid Renewable Energy Statistics"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "77e87705",
+   "metadata": {},
+   "source": [
+    "Find the **`raw_data`** file on [Raw On-Grid: IRENA_Stats_extract_2025_H1_raw.xlsx](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx)\n",
+    "\n",
+    "This script prepares a cleaned version of the on-grid portion of the IRENA dataset, focusing on solar and renewable energy deployment in conflict-affected countries.  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "556007db",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### **Selected Conflict-Affected Countries**:   \n",
+    "Nine countries were chosen based on having experienced pre-conflict, active conflict, and in some cases post-conflict phases within the past 25 years:  \n",
+    " **Syria, Iraq, Sudan, South Sudan, Ethiopia, Ukraine, Yemen, Libya, Afghanistan**\n",
+    "\n",
+    "Country Classification:\n",
+    "- **\"Conflict Countries\"**: Countries that experienced identifiable pre-conflict phases (all 9 selected countries: Syria, Iraq, Sudan, South Sudan, Ethiopia, Ukraine, Yemen, Libya, Afghanistan)\n",
+    "- **\"Comparison Countries\"**: Additional countries with mixed conflict/non-conflict status that did not experience pre-conflict phases, included for comparative analysis\n",
+    "\n",
+    "Key Selection Criteria:  \n",
+    "- Time frame: Past 25 years\n",
+    "- Must include pre-conflict phase (primary distinguishing factor)\n",
+    "- Represent different stages of conflict progression (pre-conflict → active conflict → post-conflict where applicable)\n",
+    "\n",
+    " Based on this [**research document**](https://docs.google.com/document/d/1uxgQp8gesLcbfaCGLQAHn3Kgvyu2ZDGxgG-LSWEfq8s/edit?tab=t.0#heading=h.eeoohb5d7fi7) the phases of the 9 conflict countries were added."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd63749b",
+   "metadata": {},
+   "source": [
+    "Find the **`Cleaned_data`** file on [Cleaned On-Grid: IRENA_ONGRIDStats.cleaned.xlsx](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "752d9c9f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "345b170c",
+   "metadata": {},
+   "source": [
+    "### Working on \"Country\" sheet only (relevant to research question)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "62c5b3f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "raw_df = pd.read_excel(\n",
+    "    \"../1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx\", sheet_name=\"Country\"\n",
+    ")\n",
+    "df = raw_df.copy()\n",
+    "\n",
+    "# Dropping both sheets (Region and Global) as they are not needed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "1536df84",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Region       Sub-region  Country ISO3 code  M49 code         RE or Non-RE  \\\n",
+      "0  Africa  Northern Africa  Algeria       DZA        12  Total Non-Renewable   \n",
+      "1  Africa  Northern Africa  Algeria       DZA        12  Total Non-Renewable   \n",
+      "2  Africa  Northern Africa  Algeria       DZA        12  Total Non-Renewable   \n",
+      "3  Africa  Northern Africa  Algeria       DZA        12  Total Non-Renewable   \n",
+      "4  Africa  Northern Africa  Algeria       DZA        12  Total Non-Renewable   \n",
+      "\n",
+      "  Group Technology   Technology Sub-Technology        Producer Type  Year  \\\n",
+      "0     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2000   \n",
+      "1     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2001   \n",
+      "2     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2002   \n",
+      "3     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2003   \n",
+      "4     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2004   \n",
+      "\n",
+      "   Electricity Installed Capacity (MW)  \n",
+      "0                              5459.01  \n",
+      "1                              5455.50  \n",
+      "2                              5891.01  \n",
+      "3                              6013.24  \n",
+      "4                              6305.24  \n"
+     ]
+    }
+   ],
+   "source": [
+    "df.head()\n",
+    "print(df.head())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "208e53ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(38381, 12)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the shape of the DataFrame (number of rows and columns)\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3138620a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 38381 entries, 0 to 38380\n",
+      "Data columns (total 12 columns):\n",
+      " #   Column                               Non-Null Count  Dtype  \n",
+      "---  ------                               --------------  -----  \n",
+      " 0   Region                               38381 non-null  object \n",
+      " 1   Sub-region                           38381 non-null  object \n",
+      " 2   Country                              38381 non-null  object \n",
+      " 3   ISO3 code                            38381 non-null  object \n",
+      " 4   M49 code                             38381 non-null  int64  \n",
+      " 5   RE or Non-RE                         38381 non-null  object \n",
+      " 6   Group Technology                     38381 non-null  object \n",
+      " 7   Technology                           38381 non-null  object \n",
+      " 8   Sub-Technology                       38381 non-null  object \n",
+      " 9   Producer Type                        38381 non-null  object \n",
+      " 10  Year                                 38381 non-null  int64  \n",
+      " 11  Electricity Installed Capacity (MW)  38381 non-null  float64\n",
+      "dtypes: float64(1), int64(2), object(9)\n",
+      "memory usage: 3.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Display information about the DataFrame, including column data types and non-null values\n",
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb5bc091",
+   "metadata": {},
+   "source": [
+    "### Add a \"Classification\" column for conflict countries to be filtered"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "cc7366c4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conflict_countries = [\n",
+    "    \"Syrian Arab Republic (the)\",\n",
+    "    \"Iraq\",\n",
+    "    \"Sudan (the)\",\n",
+    "    \"South Sudan\",\n",
+    "    \"Ethiopia\",\n",
+    "    \"Ukraine\",\n",
+    "    \"Yemen\",\n",
+    "    \"Libya\",\n",
+    "    \"Afghanistan\",\n",
+    "]\n",
+    "# Filter out conflict countries that contain full cycle data of ocnflict in the past 25 years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "9d350acc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Country        Classification\n",
+       "0  Algeria  Comparison Countries\n",
+       "1  Algeria  Comparison Countries\n",
+       "2  Algeria  Comparison Countries\n",
+       "3  Algeria  Comparison Countries\n",
+       "4  Algeria  Comparison Countries\n",
+       "5  Algeria  Comparison Countries\n",
+       "6  Algeria  Comparison Countries\n",
+       "7  Algeria  Comparison Countries\n",
+       "8  Algeria  Comparison Countries\n",
+       "9  Algeria  Comparison Countries"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Classification\"] = df[\"Country\"].apply(\n",
+    "    lambda x: \"Conflict Countries\"\n",
+    "    if x in conflict_countries\n",
+    "    else \"Comparison Countries\"\n",
+    ")\n",
+    "\n",
+    "\n",
+    "df[[\"Country\", \"Classification\"]].head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "1c94b7c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Classification column added.\n",
+      "         Country        Classification\n",
+      "0        Algeria  Comparison Countries\n",
+      "148        Egypt  Comparison Countries\n",
+      "380        Libya    Conflict Countries\n",
+      "454      Morocco  Comparison Countries\n",
+      "688  Sudan (the)    Conflict Countries\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\" Classification column added.\")\n",
+    "print(df[[\"Country\", \"Classification\"]].drop_duplicates().head(5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f37790b6",
+   "metadata": {},
+   "source": [
+    "### Filtered out the years that arent needed \n",
+    "_**Project Scope : 2000 - 2024**_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "cc511eb4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013\n",
+      " 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024]\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = df[(df[\"Year\"] >= 2000) & (df[\"Year\"] <= 2024)]\n",
+    "print(df[\"Year\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "17eb250e",
+   "metadata": {},
+   "source": [
+    "### Filled in missing (null) values if any"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "01548476",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Electricity Installed Capacity (MW)\"] = df[\n",
+    "    \"Electricity Installed Capacity (MW)\"\n",
+    "].fillna(0)\n",
+    "# Fill missing numbers (e.g., if electricity capacity is missing, we assume 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "678bb6f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Producer Type\"] = df[\"Producer Type\"].fillna(\"Unknown\")\n",
+    "df[\"Technology\"] = df[\"Technology\"].fillna(\"Unknown\")\n",
+    "df[\"Sub-Technology\"] = df[\"Sub-Technology\"].fillna(\"Unknown\")\n",
+    "# Fill missing text (e.g., unknown technology or producer type)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "23adf408",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Empty DataFrame\n",
+      "Columns: [Country, Year, Technology, Sub-Technology, Producer Type, Electricity Installed Capacity (MW)]\n",
+      "Index: []\n"
+     ]
+    }
+   ],
+   "source": [
+    "preview = df[\n",
+    "    (df[\"Electricity Installed Capacity (MW)\"] == 0)\n",
+    "    | (df[\"Producer Type\"] == \"Unknown\")\n",
+    "    | (df[\"Technology\"] == \"Unknown\")\n",
+    "    | (df[\"Sub-Technology\"] == \"Unknown\")\n",
+    "]\n",
+    "\n",
+    "print(\n",
+    "    preview[\n",
+    "        [\n",
+    "            \"Country\",\n",
+    "            \"Year\",\n",
+    "            \"Technology\",\n",
+    "            \"Sub-Technology\",\n",
+    "            \"Producer Type\",\n",
+    "            \"Electricity Installed Capacity (MW)\",\n",
+    "        ]\n",
+    "    ].head(10)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff4d3feb",
+   "metadata": {},
+   "source": [
+    "### Dropped the \"M49 Code\" column\n",
+    "*This column isn't useful for our solar conflict-focused analysis*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "751f33ab",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(columns=[\"M49 code\"], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "654634a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['Region', 'Sub-region', 'Country', 'ISO3 code', 'RE or Non-RE',\n",
+      "       'Group Technology', 'Technology', 'Sub-Technology', 'Producer Type',\n",
+      "       'Year', 'Electricity Installed Capacity (MW)', 'Classification'],\n",
+      "      dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.columns\n",
+    "print(df.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fadd5b19",
+   "metadata": {},
+   "source": [
+    "###  Save the cleaned version \n",
+    "On **`1_datasets`** folder on **`cleaned_data`** folder named **IRENA_ONGRIDStats.cleaned**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "cd1a4c71",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_excel(\n",
+    "    \"../1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx\",\n",
+    "    sheet_name=\"IRENA_ONGRIDStats.cleaned\",\n",
+    "    index=False,\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/2_data_preparation/README.md b/2_data_preparation/README.md
index 58add43a2..f54ae1b40 100644
--- a/2_data_preparation/README.md
+++ b/2_data_preparation/README.md
@@ -1 +1,110 @@
 # Data Preparation
+
+<!-- markdownlint-disable MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 MD007 MD029 -->
+## On-Grid Data Preparation Script
+
+This script processes the **on-grid electricity data** from the IRENA dataset.
+
+### Input
+
+- **File**: [IRENA_Stats_extract_2025_H1_raw.xlsx](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx)
+  - **Sheet**: `Country`
+  - **Path**: `1_datasets/raw_data/`
+
+### Process
+
+- Added `Classification` column by filtering conflict-affected countries.
+- Fills missing values in key columns
+- Filtered out years according to project scope (2010 - 2024)
+- Drops unused column `M49 code`
+
+#### **Selected Conflict-Affected Countries**
+
+Nine countries were chosen based on having experienced pre-conflict, active conflict, and in some cases post-conflict phases within the past 25 years:  
+ **Syria, Iraq, Sudan, South Sudan, Ethiopia, Ukraine, Yemen, Libya, Afghanistan**
+
+Country Classification:  
+- **"Conflict Countries"**: Countries that experienced identifiable pre-conflict phases (all 9 selected countries: Syria, Iraq, Sudan, South Sudan, Ethiopia, Ukraine, Yemen, Libya, Afghanistan)
+- **"Comparison Countries"**: Additional countries with mixed conflict/non-conflict status that did not experience pre-conflict phases, included for comparative analysis
+
+Key Selection Criteria:  
+- Time frame: Past 25 years
+- Must include pre-conflict phase (primary distinguishing factor) to see the solar adoption increases or decreases when active conflict.
+- Represent different stages of conflict progression (pre-conflict → active conflict → post-conflict where applicable)
+
+### Output
+
+1. **File**: `IRENA_ONGRIDStats.cleaned.xlsx`
+  - **Sheet**: `Cleaned_OnGrid_Data`
+  - **Path**: `1_datasets/cleaned_data/`
+  - **File Link**: [IRENA_ONGRIDStats.cleaned.xlsx](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx)
+
+---
+
+## UN Comtrade data preparation script
+
+1. **Input dataset**  
+   - **File**: `../1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx`  
+   - **Loaded as**: `raw_df` (and copied to `df`)
+
+2. **Processing steps**  
+   - **Drop unneeded columns**: Drop unneeded columns: a long list of technical
+  fields (e.g. frequency codes, partner metadata, alternative quantity fields,
+   legacy flags, etc.) is removed in one go.
+   - **Rename columns**:
+
+     | original       | new name               |
+     | -------------- | ---------------------- |
+     | `refYear`      | `Year`                 |
+     | `\tISO_Code`   | `Country_Code`         |
+     | `reporterDesc` | `Country`              |
+     | `cmdCode`      | `Product_Code`         |
+     | `cmdDesc`      | `Product_Description`  |
+     | `netWgt`       | `Net_Weight_kg`        |
+     | `primaryValue` | `Value_USD`            |
+
+   - **Handle missing values**: fill missing `Net_Weight_kg`
+    entries with the column mean.  
+   - **Inspect**: prints `.shape`, `.info()`, `.isna().sum()`,
+    duplicate counts, and random samples to verify cleaning.
+
+3. **Output dataset**  
+
+- **Cleaned data** written to Excel at:  
+
+`../1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx`
+
+- No other files are created or saved under `/1_datasets`.
+
+---
+
+### Off-Grid data preparation script
+
+1. **Input dataset**
+    - **File**: ["IRENA_OFGStats.raw"](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx)
+    - **Sheet**: `data`
+    - **Path**: `1_datasets/raw_data/`
+
+2. **Process**
+
+    - Dropped irrelevant columns.
+    - Inspected the data to the its shape and whether it has null values or not.
+    - Filled the null values.
+    - Added a conflict status column.
+    - removed any row with `Bioenergy` technology in it.
+    - Noticed that there are different units for the value columns, which are
+    `1000 m3, thousands, MW`, the 1000 m3 unit was primarily used for bioenergy
+    group technology which is irrelevant to our study so I just deleted any
+    observation that its group technology is Bioenergy. Regarding the other unit
+    which is `thousands`; it mainly measure the number of people using/utilizing
+    that technology and `mw` is the unit of the power produced by a technology
+    so I had to seperate the dataset into two different ones according to the unit.
+
+3. **Output datasets**
+
+- **File**: `IRENA_OFGStats_mw.cleaned.xlsx`
+  - **Sheet**: `Cleaned_Data`
+  - **Path**: `1_datasets/cleaned_data/`
+- **File**: `IRENA_OFGStats_thousands.cleaned.xlsx`
+  - **Sheet**: `Cleaned_Data`
+  - **Path**: `1_datasets/cleaned_data/`
diff --git a/2_data_preparation/UN_comtrade_data_cleaning.ipynb b/2_data_preparation/UN_comtrade_data_cleaning.ipynb
new file mode 100644
index 000000000..867cba510
--- /dev/null
+++ b/2_data_preparation/UN_comtrade_data_cleaning.ipynb
@@ -0,0 +1,1311 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c7925dc6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import necessary libraries\n",
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "8f11f090",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>typeCode</th>\n",
+       "      <th>freqCode</th>\n",
+       "      <th>refPeriodId</th>\n",
+       "      <th>refYear</th>\n",
+       "      <th>refMonth</th>\n",
+       "      <th>period</th>\n",
+       "      <th>reporterCode</th>\n",
+       "      <th>reporterISO</th>\n",
+       "      <th>reporterDesc</th>\n",
+       "      <th>flowCode</th>\n",
+       "      <th>...</th>\n",
+       "      <th>netWgt</th>\n",
+       "      <th>isNetWgtEstimated</th>\n",
+       "      <th>grossWgt</th>\n",
+       "      <th>isGrossWgtEstimated</th>\n",
+       "      <th>cifvalue</th>\n",
+       "      <th>fobvalue</th>\n",
+       "      <th>primaryValue</th>\n",
+       "      <th>legacyEstimationFlag</th>\n",
+       "      <th>isReported</th>\n",
+       "      <th>isAggregate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C</td>\n",
+       "      <td>A</td>\n",
+       "      <td>20190101</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>52</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>M</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>4</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C</td>\n",
+       "      <td>A</td>\n",
+       "      <td>20070101</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>52</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>140</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>M</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1796.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C</td>\n",
+       "      <td>A</td>\n",
+       "      <td>20080101</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>52</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>140</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>M</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1654.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C</td>\n",
+       "      <td>A</td>\n",
+       "      <td>20090101</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>52</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>140</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>M</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7822.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>C</td>\n",
+       "      <td>A</td>\n",
+       "      <td>20100101</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>52</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>140</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>M</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12346.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 47 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  typeCode freqCode  refPeriodId  refYear  refMonth  period  reporterCode  \\\n",
+       "0        C        A     20190101     2019        52    2019             4   \n",
+       "1        C        A     20070101     2007        52    2007           140   \n",
+       "2        C        A     20080101     2008        52    2008           140   \n",
+       "3        C        A     20090101     2009        52    2009           140   \n",
+       "4        C        A     20100101     2010        52    2010           140   \n",
+       "\n",
+       "  reporterISO          reporterDesc flowCode  ...   netWgt  isNetWgtEstimated  \\\n",
+       "0         AFG           Afghanistan        M  ...      0.0               True   \n",
+       "1         CAF  Central African Rep.        M  ...   1796.0              False   \n",
+       "2         CAF  Central African Rep.        M  ...   1654.0              False   \n",
+       "3         CAF  Central African Rep.        M  ...   7822.0              False   \n",
+       "4         CAF  Central African Rep.        M  ...  12346.0              False   \n",
+       "\n",
+       "  grossWgt isGrossWgtEstimated     cifvalue fobvalue primaryValue  \\\n",
+       "0      0.0               False  89932863.97      0.0  89932863.97   \n",
+       "1      NaN               False     26489.00      NaN     26489.00   \n",
+       "2      NaN               False     61941.00      NaN     61941.00   \n",
+       "3      NaN               False    269897.00      NaN    269897.00   \n",
+       "4      NaN               False    173026.00      NaN    173026.00   \n",
+       "\n",
+       "  legacyEstimationFlag isReported  isAggregate  \n",
+       "0                    4      False         True  \n",
+       "1                    0       True        False  \n",
+       "2                    0       True        False  \n",
+       "3                    0       True        False  \n",
+       "4                    0       True        False  \n",
+       "\n",
+       "[5 rows x 47 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read the raw dataset and make a copy dataframe\n",
+    "raw_df = pd.read_excel(\"../1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx\")\n",
+    "df = raw_df.copy()\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "13a50311",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1306, 47)"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the shape of the DataFrame (number of rows and columns)\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "957d777e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1306 entries, 0 to 1305\n",
+      "Data columns (total 47 columns):\n",
+      " #   Column                    Non-Null Count  Dtype  \n",
+      "---  ------                    --------------  -----  \n",
+      " 0   typeCode                  1306 non-null   object \n",
+      " 1   freqCode                  1306 non-null   object \n",
+      " 2   refPeriodId               1306 non-null   int64  \n",
+      " 3   refYear                   1306 non-null   int64  \n",
+      " 4   refMonth                  1306 non-null   int64  \n",
+      " 5   period                    1306 non-null   int64  \n",
+      " 6   reporterCode              1306 non-null   int64  \n",
+      " 7   reporterISO               1306 non-null   object \n",
+      " 8   reporterDesc              1306 non-null   object \n",
+      " 9   flowCode                  1306 non-null   object \n",
+      " 10  flowDesc                  1306 non-null   object \n",
+      " 11  partnerCode               1306 non-null   int64  \n",
+      " 12  partnerISO                1306 non-null   object \n",
+      " 13  partnerDesc               1306 non-null   object \n",
+      " 14  partner2Code              1306 non-null   int64  \n",
+      " 15  partner2ISO               1306 non-null   object \n",
+      " 16  partner2Desc              1306 non-null   object \n",
+      " 17  classificationCode        1306 non-null   object \n",
+      " 18  classificationSearchCode  1306 non-null   object \n",
+      " 19  isOriginalClassification  1306 non-null   bool   \n",
+      " 20  cmdCode                   1306 non-null   int64  \n",
+      " 21  cmdDesc                   1306 non-null   object \n",
+      " 22  aggrLevel                 1306 non-null   int64  \n",
+      " 23  isLeaf                    1306 non-null   bool   \n",
+      " 24  customsCode               1306 non-null   object \n",
+      " 25  customsDesc               1306 non-null   object \n",
+      " 26  mosCode                   1306 non-null   int64  \n",
+      " 27  motCode                   1306 non-null   int64  \n",
+      " 28  motDesc                   1306 non-null   object \n",
+      " 29  qtyUnitCode               1306 non-null   int64  \n",
+      " 30  qtyUnitAbbr               457 non-null    object \n",
+      " 31  qty                       984 non-null    float64\n",
+      " 32  isQtyEstimated            1306 non-null   bool   \n",
+      " 33  altQtyUnitCode            1306 non-null   int64  \n",
+      " 34  altQtyUnitAbbr            457 non-null    object \n",
+      " 35  altQty                    762 non-null    float64\n",
+      " 36  isAltQtyEstimated         1306 non-null   bool   \n",
+      " 37  netWgt                    1187 non-null   float64\n",
+      " 38  isNetWgtEstimated         1306 non-null   bool   \n",
+      " 39  grossWgt                  668 non-null    float64\n",
+      " 40  isGrossWgtEstimated       1306 non-null   bool   \n",
+      " 41  cifvalue                  1306 non-null   float64\n",
+      " 42  fobvalue                  273 non-null    float64\n",
+      " 43  primaryValue              1306 non-null   float64\n",
+      " 44  legacyEstimationFlag      1306 non-null   int64  \n",
+      " 45  isReported                1306 non-null   bool   \n",
+      " 46  isAggregate               1306 non-null   bool   \n",
+      "dtypes: bool(8), float64(7), int64(14), object(18)\n",
+      "memory usage: 408.3+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Display information about the DataFrame, including column data types and non-null values\n",
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "cb239204",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['typeCode', 'freqCode', 'refPeriodId', 'refYear', 'refMonth', 'period',\n",
+       "       'reporterCode', 'reporterISO', 'reporterDesc', 'flowCode', 'flowDesc',\n",
+       "       'partnerCode', 'partnerISO', 'partnerDesc', 'partner2Code',\n",
+       "       'partner2ISO', 'partner2Desc', 'classificationCode',\n",
+       "       'classificationSearchCode', 'isOriginalClassification', 'cmdCode',\n",
+       "       'cmdDesc', 'aggrLevel', 'isLeaf', 'customsCode', 'customsDesc',\n",
+       "       'mosCode', 'motCode', 'motDesc', 'qtyUnitCode', 'qtyUnitAbbr', 'qty',\n",
+       "       'isQtyEstimated', 'altQtyUnitCode', 'altQtyUnitAbbr', 'altQty',\n",
+       "       'isAltQtyEstimated', 'netWgt', 'isNetWgtEstimated', 'grossWgt',\n",
+       "       'isGrossWgtEstimated', 'cifvalue', 'fobvalue', 'primaryValue',\n",
+       "       'legacyEstimationFlag', 'isReported', 'isAggregate'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the column names of the DataFrame\n",
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "7219f147",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define a list of columns to be dropped\n",
+    "columns_to_drop = [\n",
+    "    \"typeCode\",\n",
+    "    \"freqCode\",\n",
+    "    \"refPeriodId\",\n",
+    "    \"refMonth\",\n",
+    "    \"period\",\n",
+    "    \"reporterCode\",\n",
+    "    \"flowCode\",\n",
+    "    \"flowDesc\",\n",
+    "    \"partnerCode\",\n",
+    "    \"partnerDesc\",\n",
+    "    \"partner2Desc\",\n",
+    "    \"partnerISO\",\n",
+    "    \"partner2Code\",\n",
+    "    \"partner2Code\",\n",
+    "    \"partner2ISO\",\n",
+    "    \"classificationCode\",\n",
+    "    \"classificationSearchCode\",\n",
+    "    \"isOriginalClassification\",\n",
+    "    \"aggrLevel\",\n",
+    "    \"isLeaf\",\n",
+    "    \"customsCode\",\n",
+    "    \"customsDesc\",\n",
+    "    \"mosCode\",\n",
+    "    \"motCode\",\n",
+    "    \"motDesc\",\n",
+    "    \"qtyUnitCode\",\n",
+    "    \"qtyUnitAbbr\",\n",
+    "    \"isQtyEstimated\",\n",
+    "    \"altQtyUnitCode\",\n",
+    "    \"altQtyUnitAbbr\",\n",
+    "    \"altQty\",\n",
+    "    \"isAltQtyEstimated\",\n",
+    "    \"isNetWgtEstimated\",\n",
+    "    \"grossWgt\",\n",
+    "    \"isGrossWgtEstimated\",\n",
+    "    \"cifvalue\",\n",
+    "    \"fobvalue\",\n",
+    "    \"qty\",\n",
+    "    \"legacyEstimationFlag\",\n",
+    "    \"isReported\",\n",
+    "    \"isAggregate\",\n",
+    "]\n",
+    "# Drop the specified columns from the DataFrame and create a new DataFrame\n",
+    "new_df = df.drop(columns=columns_to_drop)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "f0a6541f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['refYear', 'reporterISO', 'reporterDesc', 'cmdCode', 'cmdDesc',\n",
+       "       'netWgt', 'primaryValue'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the column names of the new DataFrame\n",
+    "new_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "7f6e4e7e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1306, 7)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the shape of the new DataFrame\n",
+    "new_df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "4a31c4e3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89932863.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1796.0</td>\n",
+       "      <td>26489.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1654.0</td>\n",
+       "      <td>61941.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7822.0</td>\n",
+       "      <td>269897.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>12346.0</td>\n",
+       "      <td>173026.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...            0.0   \n",
+       "1  Electrical apparatus; photosensitive, includin...         1796.0   \n",
+       "2  Electrical apparatus; photosensitive, includin...         1654.0   \n",
+       "3  Electrical apparatus; photosensitive, includin...         7822.0   \n",
+       "4  Electrical apparatus; photosensitive, includin...        12346.0   \n",
+       "\n",
+       "     Value_USD  \n",
+       "0  89932863.97  \n",
+       "1     26489.00  \n",
+       "2     61941.00  \n",
+       "3    269897.00  \n",
+       "4    173026.00  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Rename the columns for clarity\n",
+    "new_df.rename(\n",
+    "    columns={\n",
+    "        \"refYear\": \"Year\",\n",
+    "        \"reporterISO\": \"Country_Code\",\n",
+    "        \"reporterDesc\": \"Country\",\n",
+    "        \"cmdCode\": \"Product_Code\",\n",
+    "        \"cmdDesc\": \"Product_Description\",\n",
+    "        \"netWgt\": \"Net_Weight_kg\",\n",
+    "        \"primaryValue\": \"Value_USD\",\n",
+    "    },\n",
+    "    inplace=True,\n",
+    ")\n",
+    "\n",
+    "# Display the first 5 rows of the DataFrame with the new column names\n",
+    "new_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "1d94166d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Year', 'Country_Code', 'Country', 'Product_Code',\n",
+       "       'Product_Description', 'Net_Weight_kg', 'Value_USD'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the column names of the DataFrame after renaming\n",
+    "new_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "4f2ef319",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year                     0\n",
+       "Country_Code             0\n",
+       "Country                  0\n",
+       "Product_Code             0\n",
+       "Product_Description      0\n",
+       "Net_Weight_kg          119\n",
+       "Value_USD                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check missing values\n",
+    "new_df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "268f223a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Net_Weight_kg\n",
+       "0.000          23\n",
+       "11744.000       1\n",
+       "381924.000      1\n",
+       "13967.000       1\n",
+       "899335.000      1\n",
+       "               ..\n",
+       "4563267.000     1\n",
+       "3360943.000     1\n",
+       "4750917.000     1\n",
+       "359088.608      1\n",
+       "3539582.055     1\n",
+       "Name: count, Length: 1165, dtype: int64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Treat zero weights as missing\n",
+    "new_df[\"Net_Weight_kg\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "00f11609",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#  Treat zero weights as missing\n",
+    "new_df[\"Net_Weight_kg\"] = new_df[\"Net_Weight_kg\"].replace(0, np.nan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "dbf95927",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year                     0\n",
+       "Country_Code             0\n",
+       "Country                  0\n",
+       "Product_Code             0\n",
+       "Product_Description      0\n",
+       "Net_Weight_kg          142\n",
+       "Value_USD                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check missing values after treating zero weights\n",
+    "new_df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d28aa8e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\زينب\\AppData\\Local\\Temp\\ipykernel_71244\\4127293448.py:5: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
+      "  .apply(lambda x: (x[\"Net_Weight_kg\"] / x[\"Value_USD\"]).mean())\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Year                   0\n",
+       "Country_Code           0\n",
+       "Country                0\n",
+       "Product_Code           0\n",
+       "Product_Description    0\n",
+       "Net_Weight_kg          0\n",
+       "Value_USD              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Compute average weight-to-value ratio per product\n",
+    "weight_value_ratio = (\n",
+    "    new_df[new_df[\"Net_Weight_kg\"].notna() & new_df[\"Value_USD\"] > 0]\n",
+    "    .groupby(\"Product_Description\")\n",
+    "    .apply(lambda x: (x[\"Net_Weight_kg\"] / x[\"Value_USD\"]).mean())\n",
+    "    .to_dict()\n",
+    ")\n",
+    "\n",
+    "\n",
+    "# Define a function to estimate missing weight\n",
+    "def estimate_weight(row):\n",
+    "    if np.isnan(row[\"Net_Weight_kg\"]):\n",
+    "        ratio = weight_value_ratio.get(row[\"Product_Description\"])\n",
+    "        if ratio:\n",
+    "            return row[\"Value_USD\"] * ratio\n",
+    "    return row[\"Net_Weight_kg\"]\n",
+    "\n",
+    "\n",
+    "# Apply function to fill missing (zero) weights\n",
+    "new_df[\"Net_Weight_kg\"] = new_df.apply(estimate_weight, axis=1)\n",
+    "\n",
+    "# Check for missing values after estimation\n",
+    "new_df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "ece1fba1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>2.717286e+07</td>\n",
+       "      <td>8.235420e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1090</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>MAR</td>\n",
+       "      <td>Morocco</td>\n",
+       "      <td>850440</td>\n",
+       "      <td>Electrical static converters</td>\n",
+       "      <td>2.679077e+06</td>\n",
+       "      <td>3.953371e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>626</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>MLI</td>\n",
+       "      <td>Mali</td>\n",
+       "      <td>851310</td>\n",
+       "      <td>Lamps; portable, electric, designed to functio...</td>\n",
+       "      <td>1.093373e+06</td>\n",
+       "      <td>1.613039e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>926</th>\n",
+       "      <td>2006</td>\n",
+       "      <td>MLI</td>\n",
+       "      <td>Mali</td>\n",
+       "      <td>851310</td>\n",
+       "      <td>Lamps; portable, electric, designed to functio...</td>\n",
+       "      <td>1.021997e+06</td>\n",
+       "      <td>1.218805e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1296</th>\n",
+       "      <td>2023</td>\n",
+       "      <td>MAR</td>\n",
+       "      <td>Morocco</td>\n",
+       "      <td>854143</td>\n",
+       "      <td>Electrical apparatus; photosensitive semicondu...</td>\n",
+       "      <td>3.056804e+07</td>\n",
+       "      <td>1.330478e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Year Country_Code  Country  Product_Code  \\\n",
+       "173   2012          UKR  Ukraine        854140   \n",
+       "1090  2012          MAR  Morocco        850440   \n",
+       "626   2007          MLI     Mali        851310   \n",
+       "926   2006          MLI     Mali        851310   \n",
+       "1296  2023          MAR  Morocco        854143   \n",
+       "\n",
+       "                                    Product_Description  Net_Weight_kg  \\\n",
+       "173   Electrical apparatus; photosensitive, includin...   2.717286e+07   \n",
+       "1090                       Electrical static converters   2.679077e+06   \n",
+       "626   Lamps; portable, electric, designed to functio...   1.093373e+06   \n",
+       "926   Lamps; portable, electric, designed to functio...   1.021997e+06   \n",
+       "1296  Electrical apparatus; photosensitive semicondu...   3.056804e+07   \n",
+       "\n",
+       "         Value_USD  \n",
+       "173   8.235420e+08  \n",
+       "1090  3.953371e+07  \n",
+       "626   1.613039e+06  \n",
+       "926   1.218805e+06  \n",
+       "1296  1.330478e+08  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create a copy of the DataFrame for further processing\n",
+    "df = new_df.copy()\n",
+    "df.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "2cd8aebc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Net_Weight_kg\n",
+       "7.700172e+07    1\n",
+       "2.447700e+05    1\n",
+       "2.577085e+05    1\n",
+       "6.870000e+02    1\n",
+       "2.780500e+04    1\n",
+       "               ..\n",
+       "2.481100e+04    1\n",
+       "1.328400e+04    1\n",
+       "2.058145e+06    1\n",
+       "1.163100e+04    1\n",
+       "3.551521e+08    1\n",
+       "Name: count, Length: 1306, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_df[\"Net_Weight_kg\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "01e95461",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# check duplicate rows\n",
+    "new_df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08d161e8",
+   "metadata": {},
+   "source": [
+    "Add new *column*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "ede91c5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conflict_years = {\n",
+    "    \"Central African Rep.\": list(range(2012, 2024)),\n",
+    "    \"Somalia\": list(range(1991, 2024)),\n",
+    "    \"Pakistan\": [\n",
+    "        2001,\n",
+    "        2004,\n",
+    "        2007,\n",
+    "        2008,\n",
+    "        2009,\n",
+    "        2014,\n",
+    "        2023,\n",
+    "        2025,\n",
+    "    ],  # Major conflict years\n",
+    "    \"Mozambique\": [2017, 2018, 2019, 2020, 2021],\n",
+    "    \"Myanmar\": list(range(2016, 2024)),\n",
+    "    \"Ethiopia\": [2020, 2021, 2022],\n",
+    "    \"Ukraine\": [2014, 2022, 2023],\n",
+    "    \"Yemen\": list(range(2014, 2024)),\n",
+    "    \"Libya\": [2011, 2014, 2015, 2016, 2017, 2018, 2019, 2020],\n",
+    "    \"Afghanistan\": list(range(2001, 2022)),\n",
+    "    \"Nigeria\": [2009, 2010, 2011, 2014, 2015, 2018, 2020],\n",
+    "    \"Syria\": list(range(2011, 2024)),\n",
+    "    \"Iraq\": list(range(2003, 2017)),\n",
+    "    \"Sudan (...2011)\": [2003, 2004, 2005, 2013, 2019, 2020, 2023, 2024, 2025],\n",
+    "    \"Sudan\": [2003, 2004, 2005, 2013, 2019, 2020, 2023, 2024, 2025],\n",
+    "    \"South Sudan\": list(range(2013, 2020)),\n",
+    "    \"State of Palestine\": list(range(2000, 2025)),\n",
+    "    \"Mali\": list(range(2010, 2024)),\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c74a96b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define a function to check if a year is a conflict year for a given country\n",
+    "def is_conflict_year(row):\n",
+    "    country = row[\"Country\"]\n",
+    "    year = row[\"Year\"]\n",
+    "    if country in conflict_years and year in conflict_years[country]:\n",
+    "        return True\n",
+    "    return False\n",
+    "\n",
+    "\n",
+    "new_df[\"Conflict_Year\"] = new_df.apply(is_conflict_year, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "cbcdc8a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.822000e+03</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.234600e+04</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>3.008100e+04</td>\n",
+       "      <td>195692.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>2.603000e+04</td>\n",
+       "      <td>213046.00</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>2.640000e+03</td>\n",
+       "      <td>10144.00</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.604700e+04</td>\n",
+       "      <td>226134.00</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>2.991000e+03</td>\n",
+       "      <td>48027.00</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "5  2011          CAF  Central African Rep.        854140   \n",
+       "6  2012          CAF  Central African Rep.        854140   \n",
+       "7  2013          CAF  Central African Rep.        854140   \n",
+       "8  2014          CAF  Central African Rep.        854140   \n",
+       "9  2015          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "3  Electrical apparatus; photosensitive, includin...   7.822000e+03   \n",
+       "4  Electrical apparatus; photosensitive, includin...   1.234600e+04   \n",
+       "5  Electrical apparatus; photosensitive, includin...   3.008100e+04   \n",
+       "6  Electrical apparatus; photosensitive, includin...   2.603000e+04   \n",
+       "7  Electrical apparatus; photosensitive, includin...   2.640000e+03   \n",
+       "8  Electrical apparatus; photosensitive, includin...   1.604700e+04   \n",
+       "9  Electrical apparatus; photosensitive, includin...   2.991000e+03   \n",
+       "\n",
+       "     Value_USD  Conflict_Year  \n",
+       "0  89932863.97           True  \n",
+       "1     26489.00          False  \n",
+       "2     61941.00          False  \n",
+       "3    269897.00          False  \n",
+       "4    173026.00          False  \n",
+       "5    195692.00          False  \n",
+       "6    213046.00           True  \n",
+       "7     10144.00           True  \n",
+       "8    226134.00           True  \n",
+       "9     48027.00           True  "
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "597815f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Country\n",
+       "Afghanistan                    [True]\n",
+       "Central African Rep.    [False, True]\n",
+       "Ethiopia                [False, True]\n",
+       "Germany                       [False]\n",
+       "Iraq                           [True]\n",
+       "Libya                   [False, True]\n",
+       "Mali                    [False, True]\n",
+       "Morocco                       [False]\n",
+       "Mozambique              [False, True]\n",
+       "Myanmar                 [False, True]\n",
+       "Nigeria                 [False, True]\n",
+       "Pakistan                [False, True]\n",
+       "Rwanda                        [False]\n",
+       "Saudi Arabia                  [False]\n",
+       "State of Palestine             [True]\n",
+       "Sudan                   [False, True]\n",
+       "Sudan (...2011)         [False, True]\n",
+       "Syria                         [False]\n",
+       "Ukraine                 [False, True]\n",
+       "Yemen                   [False, True]\n",
+       "Name: Conflict_Year, dtype: object"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conflict_years_by_country = new_df.groupby(\"Country\")[\"Conflict_Year\"].apply(\n",
+    "    lambda x: list(np.unique(x))\n",
+    ")\n",
+    "conflict_years_by_country"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "c5cd7919",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Save the cleaned DataFrame to an Excel file\n",
+    "new_df.to_excel(\n",
+    "    \"../1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx\",\n",
+    "    index=False,\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/EDA_Conflict _Duration.ipynb b/3_data_exploration/EDA_Conflict _Duration.ipynb
new file mode 100644
index 000000000..fe38dbd56
--- /dev/null
+++ b/3_data_exploration/EDA_Conflict _Duration.ipynb	
@@ -0,0 +1,1131 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "46fc2f4f",
+   "metadata": {},
+   "source": [
+    "Exploring the Impact of Conflict Duration and Economic Status on Solar Adoption:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "62b1d33f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import necessary libraries\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "58b792ec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.822000e+03</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.234600e+04</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "3  Electrical apparatus; photosensitive, includin...   7.822000e+03   \n",
+       "4  Electrical apparatus; photosensitive, includin...   1.234600e+04   \n",
+       "\n",
+       "     Value_USD  Conflict_Year  \n",
+       "0  89932863.97           True  \n",
+       "1     26489.00          False  \n",
+       "2     61941.00          False  \n",
+       "3    269897.00          False  \n",
+       "4    173026.00          False  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Load the dataset\n",
+    "# read dataframe from GitHup\n",
+    "url = \"https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/raw/refs/heads/main/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx\"\n",
+    "df = pd.read_excel(url, engine=\"openpyxl\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6c8e9b14",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1306, 8)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "caa0fb35",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Country\n",
+       "Afghanistan                    [True]\n",
+       "Central African Rep.    [False, True]\n",
+       "Ethiopia                [False, True]\n",
+       "Germany                       [False]\n",
+       "Iraq                           [True]\n",
+       "Libya                   [False, True]\n",
+       "Mali                    [False, True]\n",
+       "Morocco                       [False]\n",
+       "Mozambique              [False, True]\n",
+       "Myanmar                 [False, True]\n",
+       "Nigeria                 [False, True]\n",
+       "Pakistan                [False, True]\n",
+       "Rwanda                        [False]\n",
+       "Saudi Arabia                  [False]\n",
+       "State of Palestine             [True]\n",
+       "Sudan                   [False, True]\n",
+       "Sudan (...2011)         [False, True]\n",
+       "Syria                         [False]\n",
+       "Ukraine                 [False, True]\n",
+       "Yemen                   [False, True]\n",
+       "Name: Conflict_Year, dtype: object"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# fileter confllict year by country\n",
+    "conflict_years_by_country = df.groupby(\"Country\")[\"Conflict_Year\"].apply(\n",
+    "    lambda x: list(np.unique(x))\n",
+    ")\n",
+    "conflict_years_by_country"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "5b4b698c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "      <th>GDP_Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.822000e+03</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.234600e+04</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "3  Electrical apparatus; photosensitive, includin...   7.822000e+03   \n",
+       "4  Electrical apparatus; photosensitive, includin...   1.234600e+04   \n",
+       "\n",
+       "     Value_USD  Conflict_Year GDP_Status  \n",
+       "0  89932863.97           True    Low GDP  \n",
+       "1     26489.00          False    Low GDP  \n",
+       "2     61941.00          False    Low GDP  \n",
+       "3    269897.00          False    Low GDP  \n",
+       "4    173026.00          False    Low GDP  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Define GDP groups based on the provided information\n",
+    "\n",
+    "# GDP groups dictionary\n",
+    "gdp_groups = {\n",
+    "    \"High GDP\": [\"Germany\", \"Saudi Arabia\"],\n",
+    "    \"Medium GDP\": [\"Iraq\", \"Libya\", \"Morocco\", \"Nigeria\", \"Pakistan\", \"Ukraine\"],\n",
+    "    \"Low GDP\": [\n",
+    "        \"Afghanistan\",\n",
+    "        \"Central African Rep.\",\n",
+    "        \"Ethiopia\",\n",
+    "        \"Mali\",\n",
+    "        \"Mozambique\",\n",
+    "        \"Myanmar\",\n",
+    "        \"Rwanda\",\n",
+    "        \"State of Palestine\",\n",
+    "        \"Sudan\",\n",
+    "        \"Sudan (...2011)\",\n",
+    "        \"Syria\",\n",
+    "        \"Yemen\",\n",
+    "    ],\n",
+    "}\n",
+    "\n",
+    "\n",
+    "# Create mapping from country to GDP status\n",
+    "def map_gdp_status(country):\n",
+    "    for gdp_status, countries in gdp_groups.items():\n",
+    "        if country in countries:\n",
+    "            return gdp_status\n",
+    "    return \"Unknown\"\n",
+    "\n",
+    "\n",
+    "# Apply the mapping to create a new column in the DataFrame\n",
+    "df[\"GDP_Status\"] = df[\"Country\"].apply(map_gdp_status)\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "58eca0e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "      <th>GDP_Status</th>\n",
+       "      <th>Conflict_Group</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "      <td>Low GDP</td>\n",
+       "      <td>Continuous Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.822000e+03</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.234600e+04</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Low GDP</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "3  Electrical apparatus; photosensitive, includin...   7.822000e+03   \n",
+       "4  Electrical apparatus; photosensitive, includin...   1.234600e+04   \n",
+       "\n",
+       "     Value_USD  Conflict_Year GDP_Status       Conflict_Group  \n",
+       "0  89932863.97           True    Low GDP  Continuous Conflict  \n",
+       "1     26489.00          False    Low GDP  Periodical Conflict  \n",
+       "2     61941.00          False    Low GDP  Periodical Conflict  \n",
+       "3    269897.00          False    Low GDP  Periodical Conflict  \n",
+       "4    173026.00          False    Low GDP  Periodical Conflict  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create a new column 'Conflict_Group' based on whether a country has continuous, periodical, or no conflict years.\n",
+    "# Define conflict groups\n",
+    "continuous_conflict = [\n",
+    "    \"Afghanistan\",\n",
+    "    \"Syria\",\n",
+    "    \"Yemen\",\n",
+    "    \"Sudan\",\n",
+    "    \"Sudan (...2011)\",\n",
+    "    \"State of Palestine\",\n",
+    "    \"Libya\",\n",
+    "    \"Mali\",\n",
+    "]\n",
+    "periodical_conflict = [\n",
+    "    \"Iraq\",\n",
+    "    \"Nigeria\",\n",
+    "    \"Central African Rep.\",\n",
+    "    \"Ethiopia\",\n",
+    "    \"Ukraine\",\n",
+    "    \"Myanmar\",\n",
+    "    \"Pakistan\",\n",
+    "    \"Mozambique\",\n",
+    "]\n",
+    "no_conflict = [\"Germany\", \"Morocco\", \"Rwanda\", \"Saudi Arabia\"]\n",
+    "\n",
+    "\n",
+    "# Function to assign conflict group\n",
+    "def classify_conflict(country):\n",
+    "    if country in continuous_conflict:\n",
+    "        return \"Continuous Conflict\"\n",
+    "    elif country in periodical_conflict:\n",
+    "        return \"Periodical Conflict\"\n",
+    "    elif country in no_conflict:\n",
+    "        return \"No Conflict\"\n",
+    "    else:\n",
+    "        return \"Unknown\"\n",
+    "\n",
+    "\n",
+    "# Apply classification\n",
+    "df[\"Conflict_Group\"] = df[\"Country\"].apply(classify_conflict)\n",
+    "\n",
+    "# Save or display the updated DataFrame\n",
+    "df.to_excel(\"solar_imports_with_conflict_group.xlsx\", index=False)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e407b6fc",
+   "metadata": {},
+   "source": [
+    "Let's see the behavior of periodical conflict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "ba259835",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x3200 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter for Periodical Conflict countries\n",
+    "periodical_conflict_df = df[df[\"Conflict_Group\"] == \"Periodical Conflict\"].copy()\n",
+    "\n",
+    "# Get a list of unique countries with periodical conflict\n",
+    "periodical_countries = periodical_conflict_df[\"Country\"].unique()\n",
+    "\n",
+    "# Determine a suitable figure size based on the number of countries\n",
+    "n_countries = len(periodical_countries)\n",
+    "fig_height = n_countries * 4  # Adjust multiplier as needed\n",
+    "fig, axes = plt.subplots(n_countries, 1, figsize=(10, fig_height), sharex=True)\n",
+    "axes = axes.flatten()  # Flatten in case there's only one country\n",
+    "\n",
+    "for i, country in enumerate(periodical_countries):\n",
+    "    country_df = periodical_conflict_df[\n",
+    "        periodical_conflict_df[\"Country\"] == country\n",
+    "    ].copy()\n",
+    "\n",
+    "    # Group by year and sum the Value_USD\n",
+    "    yearly_value = country_df.groupby(\"Year\")[\"Value_USD\"].sum().reset_index()\n",
+    "\n",
+    "    # Plotting\n",
+    "    ax = axes[i]\n",
+    "    sns.lineplot(data=yearly_value, x=\"Year\", y=\"Value_USD\", ax=ax)\n",
+    "    ax.set_title(f\"Total Value USD Over Time in {country}\")\n",
+    "    ax.set_ylabel(\"Total Value USD\")\n",
+    "    ax.grid(True)\n",
+    "\n",
+    "    # Highlight conflict years\n",
+    "    conflict_years_list = [\n",
+    "        year\n",
+    "        for year, is_conflict in zip(country_df[\"Year\"], country_df[\"Conflict_Year\"])\n",
+    "        if is_conflict\n",
+    "    ]\n",
+    "    for year in conflict_years_list:\n",
+    "        ax.axvspan(\n",
+    "            year - 0.5,\n",
+    "            year + 0.5,\n",
+    "            color=\"red\",\n",
+    "            alpha=0.3,\n",
+    "            label=\"Conflict Year\" if year == conflict_years_list[0] else \"\",\n",
+    "        )\n",
+    "\n",
+    "    if i == 0:  # Add legend only to the first plot to avoid redundancy\n",
+    "        ax.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "41a3fb14",
+   "metadata": {},
+   "source": [
+    " Continuous Conflicts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "4a1b94e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter for Continuous Conflict countries\n",
+    "continuous_conflict_df = df[df[\"Conflict_Group\"] == \"Continuous Conflict\"].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "275a565e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x3200 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# prompt: code for contious contries with conflict year\n",
+    "\n",
+    "# Filter for Continuous Conflict countries\n",
+    "continuous_conflict_df = df[df[\"Conflict_Group\"] == \"Continuous Conflict\"].copy()\n",
+    "\n",
+    "# Get a list of unique countries with continuous conflict\n",
+    "continuous_countries = continuous_conflict_df[\"Country\"].unique()\n",
+    "\n",
+    "# Determine a suitable figure size based on the number of countries\n",
+    "n_countries_continuous = len(continuous_countries)\n",
+    "fig_height_continuous = n_countries_continuous * 4  # Adjust multiplier as needed\n",
+    "fig_continuous, axes_continuous = plt.subplots(\n",
+    "    n_countries_continuous, 1, figsize=(10, fig_height_continuous), sharex=True\n",
+    ")\n",
+    "axes_continuous = axes_continuous.flatten()  # Flatten in case there's only one country\n",
+    "\n",
+    "for i, country in enumerate(continuous_countries):\n",
+    "    country_df_continuous = continuous_conflict_df[\n",
+    "        continuous_conflict_df[\"Country\"] == country\n",
+    "    ].copy()\n",
+    "\n",
+    "    # Group by year and sum the Value_USD\n",
+    "    yearly_value_continuous = (\n",
+    "        country_df_continuous.groupby(\"Year\")[\"Value_USD\"].sum().reset_index()\n",
+    "    )\n",
+    "\n",
+    "    # Plotting\n",
+    "    ax_continuous = axes_continuous[i]\n",
+    "    sns.lineplot(\n",
+    "        data=yearly_value_continuous, x=\"Year\", y=\"Value_USD\", ax=ax_continuous\n",
+    "    )\n",
+    "    ax_continuous.set_title(f\"Total Value USD Over Time in {country}\")\n",
+    "    ax_continuous.set_ylabel(\"Total Value USD\")\n",
+    "    ax_continuous.grid(True)\n",
+    "\n",
+    "    # Highlight conflict years (all years in this case)\n",
+    "    conflict_years_list_continuous = [\n",
+    "        year\n",
+    "        for year, is_conflict in zip(\n",
+    "            country_df_continuous[\"Year\"], country_df_continuous[\"Conflict_Year\"]\n",
+    "        )\n",
+    "        if is_conflict\n",
+    "    ]\n",
+    "    for year in conflict_years_list_continuous:\n",
+    "        ax_continuous.axvspan(\n",
+    "            year - 0.5,\n",
+    "            year + 0.5,\n",
+    "            color=\"red\",\n",
+    "            alpha=0.3,\n",
+    "            label=\"Conflict Year\" if year == conflict_years_list_continuous[0] else \"\",\n",
+    "        )\n",
+    "\n",
+    "    if i == 0:  # Add legend only to the first plot to avoid redundancy\n",
+    "        ax_continuous.legend()\n",
+    "\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8bd0403f",
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Filter data for State of Palestine as a continuous conflict country\n",
+    "# No additional code needed at the placeholder; the filtering is already correct.\n",
+    "palestine_df = continuous_conflict_df[continuous_conflict_df[\"Country\"] == \"State of Palestine\"].copy()\n",
+    "\n",
+    "# Group by year and sum the Value_USD\n",
+    "palestine_yearly = palestine_df.groupby(\"Year\")[\"Value_USD\"].sum().reset_index()\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "sns.lineplot(data=palestine_yearly, x=\"Year\", y=\"Value_USD\", marker=\"o\")\n",
+    "plt.title(\"Total Value USD Over Time in State of Palestine (Continuous Conflict)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Value USD\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "# Highlight conflict years (all years in this case)\n",
+    "for year in palestine_yearly[\"Year\"]:\n",
+    "  plt.axvspan(year - 0.5, year + 0.5, color=\"red\", alpha=0.2, label=\"Conflict Year\" if year == palestine_yearly[\"Year\"].iloc[0] else \"\")\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c340ac08",
+   "metadata": {},
+   "source": [
+    "This step visualizes the total import value (USD) over time for countries experiencing continuous conflict. For each country in the \"Continuous Conflict\" group, a line plot is generated showing the yearly import values. Conflict years are highlighted in red to illustrate periods of ongoing conflict and their potential impact on import trends."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0be53f80",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group by year and conflict group and calculate the sum of Value_USD\n",
+    "grouped_data = df.groupby([\"Year\", \"Conflict_Group\"])[\"Value_USD\"].sum().reset_index()\n",
+    "\n",
+    "# Plotting the line chart\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(\n",
+    "    data=grouped_data, x=\"Year\", y=\"Value_USD\", hue=\"Conflict_Group\", marker=\"o\"\n",
+    ")\n",
+    "plt.title(\"Total Value of Imports (USD) by Conflict Group Over Time\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Value (USD)\")\n",
+    "plt.grid(True)\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa818881",
+   "metadata": {},
+   "source": [
+    "This compares section the compares total the import values total over import time for values countries with over periodical time conflict (e.g., for Ukraine) and countries continuous conflict with (e.g., State periodical)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a25208eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ukraine conflict years: [2014, 2022, 2023, 2024, 2000]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# compare periodical conflict \"Ukraine\" and continuous conflict \"state of Palestine  \"\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Filter data for State of Palestine and Ukraine\n",
+    "countries_of_interest = [\"State of Palestine\", \"Ukraine\"]\n",
+    "filtered_df = df[df[\"Country\"].isin(countries_of_interest)].copy()\n",
+    "\n",
+    "# Group by Country, Year and sum the Value_USD\n",
+    "grouped_df = filtered_df.groupby([\"Country\", \"Year\"])[\"Value_USD\"].sum().reset_index()\n",
+    "\n",
+    "\n",
+    "# Plotting the data\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(data=grouped_df, x=\"Year\", y=\"Value_USD\", hue=\"Country\", marker=\"o\")\n",
+    "plt.title(\"Value USD over Years for State of Palestine and Ukraine\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Value USD\")\n",
+    "plt.grid(True)\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "# Get Ukraine conflict years from conflict_years_by_country\n",
+    "ukraine_conflict_years = [\n",
+    "    year\n",
+    "    for year, flag in zip(\n",
+    "        filtered_df[filtered_df[\"Country\"] == \"Ukraine\"][\"Year\"].unique(),\n",
+    "        filtered_df[filtered_df[\"Country\"] == \"Ukraine\"][\"Conflict_Year\"],\n",
+    "    )\n",
+    "    if flag\n",
+    "]\n",
+    "print(\"Ukraine conflict years:\", ukraine_conflict_years)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc062f90",
+   "metadata": {},
+   "source": [
+    "Non-Conflict Country with Strong Economy vs. Periodical Conflict Country\n",
+    "\n",
+    "After examining countries with continuous conflict, I will now compare a non-conflict country with strong economic conditions to a country experiencing periodical conflict. This comparison aims to highlight how the absence or irregular presence of conflict, combined with economic stability, affects the adoption of solar energy technologies. By analyzing these two contrasting cases, I hope to better understand the role of conflict frequency and economic resilience in shaping renewable energy development."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a2d78933",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAJOCAYAAABm7rQwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADcQElEQVR4nOzdd3hTZRsG8Pukmd1QWtpCoWVDoVCWlFVWQZaAKCrIxg9kiwjiBAduGSpDhRZBBJUhIquC7L1BNrSU0QIFulfG+f4IjYSWkrZJT5rev+vKBWfkPU9O856cPHmHIIqiCCIiIiIiIiIiohIkkzoAIiIiIiIiIiIqe5iUIiIiIiIiIiKiEsekFBERERERERERlTgmpYiIiIiIiIiIqMQxKUVERERERERERCWOSSkiIiIiIiIiIipxTEoREREREREREVGJY1KKiIiIiIiIiIhKHJNSRERERERERERU4piUIiIqw06ePInhw4ejevXq0Gg00Gg0qFmzJkaOHInDhw9LHV6Z165dO9SvXz/fbYmJiRAEAdOnTzetmz59OgRBQGJios1jyz2WPRgyZAgEQXjiY8iQIU8sa8OGDWbntKjxBAYGWrSfq6trsY4ltZkzZ2Lt2rVP3O+PP/6AIAhYsGDBY/eJjo6GIAj4+uuvLT6+pefaVpKSklChQgWsWLHCLKaC/q6urq553otnz57FwIEDUa1aNajValSoUAGNGzfG2LFjkZKSYlb2w+9pFxcXBAYG4plnnkFkZCSys7PzHK9t27aYOHFioV7X3bt3MW3aNNSrVw/Ozs5wd3dHixYt8N1330Gr1RaqLFuKioqyqO7nvkcevWYSEZH05FIHQERE0li4cCHGjh2L2rVrY8KECQgODoYgCDh79ix++eUXNGvWDJcuXUL16tWlDpXs0IgRI/D0009LHQYA4N1338WoUaNMy0ePHsWYMWMwc+ZMtG/f3rTe29v7iWVt2LAB3333Hb+4WmjmzJl47rnn0Lt37wL36969O3x9fbF48WKzv9XDIiMjoVAoMHDgQBtEahszZsyAv78/XnjhhSKXcezYMbRq1Qp169bFe++9h8DAQCQmJuLEiRNYsWIFJk+eDHd3d9P+Go0G27ZtAwBkZmbi2rVr2LhxI1555RV89dVX2LRpEypXrmza/8MPP0RERAReffVV1K5d+4nxnDt3Dp07d0ZaWhpef/11tGzZEpmZmVi/fj0mTJiA3377DRs2bICzs3ORX7O1dO/eHfv27TNbFxYWhueeew6vv/66aZ1KpQIA7Nu3z+zcEBGR9JiUIiIqg/bs2YPRo0eje/fu+P3336FUKk3bOnTogDFjxuC3336DRqOxyvEyMzOhVqvtpmUN5ZWRkVGoL5mVK1e2my931atXN0ueZmVlAQBq1qyJFi1aSBWWQ8vMzCzU9UEul2PQoEH4/PPPcfr06TwtAJOSkrBmzRo888wzFiUP7cG9e/ewcOFCzJo1q1jXttmzZ0Mmk2H79u1wc3MzrX/uuefw4YcfQhRFs/1lMlme9/WgQYMwdOhQ9OjRA8899xz2799v2hYeHo7atWvjq6++wvfff19gLHq9Hn379kVKSgoOHjyIWrVqmbZ169YN4eHhePHFFzFp0qQCW71ZmyiKyMrKyvOe8/b2zvf9UrFixXzrPq8HRET2h933iIjKoJkzZ8LJyQkLFy40S0g97Pnnn4e/v7/ZusOHD+OZZ55B+fLloVarERoail9//dVsn9zuFFu2bMGwYcPg7e0NZ2dnZGdnm7qj7du3Dy1btoRGo0FgYCAiIyMBAH/99RcaN24MZ2dnNGjQAJs2bTIr+9KlSxg6dChq1qwJZ2dnVKpUCT179sSpU6fM9tu+fTsEQcAvv/yCt99+G/7+/nB3d0enTp1w/vx5034ffvgh5HI5rl27luf1Dxs2DF5eXqYEx6Nmz54NQRBw6dKlPNumTp0KpVJp6kZ37Ngx9OjRAz4+PlCpVPD390f37t1x/fr1fMu2pnPnzqFatWp46qmncPv2bQD/dQvcuXMnWrZsCWdnZwwbNgwAsHLlSnTu3Bl+fn7QaDSoW7cu3nzzTaSnp5uVm1/3vcDAQPTo0QObNm1C48aNodFoUKdOHSxevDhPXAkJCRg5ciQqV64MpVKJoKAgzJgxAzqdzkZnAli8eDEaNmwItVqN8uXLo0+fPjh79qxp+5AhQ/Ddd98BgFnXn9jYWADAd999h7Zt28LHxwcuLi5o0KABPv/8c6t2Z8o9h+vXr0doaKjpb7B+/XoAxvpVt25duLi4oHnz5nm62eZ2Hfv333/RsWNHuLi4wNvbG2PHjkVGRobZvllZWZg2bRqCgoKgVCpRqVIljBkzBklJSfnGtHr1aoSGhkKtVmPGjBkQBAHp6elYsmSJ6Vy1a9fusa9t+PDhAGCq7w/75ZdfkJWVZXofFvVcx8bGQhAEREVF5dmWX9etixcvon///qa6WbduXdN74EmioqKg0+mK1UoKMHaVc3d3f2yXP0sTXp07d8Yrr7yCAwcOYOfOnWbbBg4ciOXLlyM1NbXAMtasWYMzZ87gzTffNEtI5XrhhRfQuXNnLFq0CAkJCdBqtfDx8cm3dVtSUhI0Gg0mTZpkWpeSkoLJkyebvecmTpyY5/oiCALGjh2LBQsWoG7dulCpVFiyZIlF56Egj74Hcj+vtm3bhldeeQVeXl5wd3fHoEGDkJ6ejoSEBPTr1w+enp7w8/PD5MmT87wHc3Jy8NFHH6FOnTpQqVTw9vbG0KFDcefOnWLHS0RUFjApRURUxuj1evzzzz9o2rQp/Pz8LH7eP//8g1atWiEpKQkLFizAH3/8gUaNGuGFF17I9wvgsGHDoFAosHTpUvz+++9QKBQAjMmIoUOHYsSIEfjjjz/QoEEDDBs2DB988AGmTZuGKVOmYNWqVXB1dUXv3r1x8+ZNU5k3b96El5cXPv30U2zatAnfffcd5HI5nnrqKbNkU6633noLV69exY8//ojvv/8eFy9eRM+ePaHX6wEAI0eOhFwux8KFC82ed+/ePaxYsQLDhw+HWq3O93y8/PLLUCqVeV67Xq/HsmXL0LNnT1SoUAHp6emIiIjArVu38N133yE6OhqzZ89GlSpVnvgFsbh27NiBli1bIiQkBP/88w98fHxM2+Lj4/Hyyy+jf//+2LBhA0aPHg3A+CW9W7duWLRoETZt2oSJEyfi119/Rc+ePS065okTJ/D666/jtddewx9//IGQkBAMHz7c7EtyQkICmjdvjs2bN+O9997Dxo0bMXz4cHzyySd45ZVXzMrLHUMnNzFUVJ988gmGDx+O4OBgrF69GnPmzMHJkycRFhaGixcvAjB2A3zuuecAGLv55D5y68nly5fRv39/LF26FOvXr8fw4cPxxRdfYOTIkcWK7VEnTpzAtGnTMHXqVKxevRoeHh549tln8f777+PHH3/EzJkz8fPPPyM5ORk9evRAZmam2fO1Wi26deuGjh07Yu3atRg7diwWLlxoljwRRRG9e/fGl19+iYEDB+Kvv/7CpEmTsGTJEnTo0CHP2ERHjx7FG2+8gfHjx2PTpk3o27cv9u3bB41Gg27dupnO1bx58x77umrVqoXWrVtj2bJleb7YR0ZGolKlSujSpQuAkjnXZ86cQbNmzXD69Gl89dVXWL9+Pbp3747x48djxowZT3z+X3/9hdDQUHh6ehYrjrCwMMTHx2PAgAHYsWNHnr9nYTzzzDMAkCcp1a5dO6Snp2P79u0FPj86OhoACuyO2bt3b+h0Omzfvh0KhQIvv/wyVq1aZTb2FfBfonHo0KEAjK0xw8PDsWTJEowfPx4bN27E1KlTERUVhWeeeSZPi7C1a9di/vz5eO+997B582a0adPGklNQJCNGjICHhwdWrFiBd955B8uXL8crr7yC7t27o2HDhvj9998xePBgfPXVV/jmm29MzzMYDOjVqxc+/fRT9O/fH3/99Rc+/fRTREdHo127dsX6WxIRlRkiERGVKQkJCSIA8cUXX8yzTafTiVqt1vQwGAymbXXq1BFDQ0NFrVZr9pwePXqIfn5+ol6vF0VRFCMjI0UA4qBBg/KUHx4eLgIQDx8+bFp39+5d0cnJSdRoNOKNGzdM648fPy4CEOfOnfvY16LT6cScnByxZs2a4muvvWZa/88//4gAxG7dupnt/+uvv4oAxH379pnWDR48WPTx8RGzs7NN6z777DNRJpOJMTExjz22KIris88+K1auXNn02kVRFDds2CACEP/8809RFEXx8OHDIgBx7dq1BZaVn/DwcDE4ODjfbXfu3BEBiO+//75p3fvvvy8CEO/cuSMuXbpUVCqV4vjx483iyy0XgLh169YCj28wGEStVivu2LFDBCCeOHEiz7EeVrVqVVGtVotXr141rcvMzBTLly8vjhw50rRu5MiRoqurq9l+oiiKX375pQhA/Pfff03rhg0bJjo5OYmxsbEFxvqw3L//b7/9JoqiKN6/f1/UaDR53g9xcXGiSqUS+/fvb1o3ZsyYPK8rP3q9XtRqteJPP/0kOjk5iffu3TNtGzx4sFi1atUnljF48GDRxcXFbF3VqlVFjUYjXr9+3bQuty74+fmJ6enppvVr164VAYjr1q0zKxOAOGfOHLNyP/74YxGAuHv3blEURXHTpk0iAPHzzz8322/lypUiAPH77783i8nJyUk8f/58ntfg4uIiDh48+ImvNVfu9WH16tWmdadPnxYBiG+//Xa+zynMuY6JiREBiJGRkXnKebS+dOnSRaxcubKYnJxstt/YsWNFtVptdpz8ODs7i6NGjcqzPr+/68MePWdZWVli7969RQAiANHJyUkMDQ0V3377bfH27duFKvvs2bMiAPHVV181W5+TkyMKgiBOnTq1wNf09NNPiwDErKysx+6zceNGEYD42WefiaIoiidPnszznhFFUWzevLnYpEkT0/Inn3wiymQy8dChQ2b7/f777yIAccOGDaZ1AEQPD48n/g3yA0AcM2bMY7c9/B7IfT+OGzfObL/cv8fXX39ttr5Ro0Zi48aNTcu//PKLCEBctWqV2X6HDh0SAYjz5s0rdPxERGVNmW4ptXPnTvTs2RP+/v4QBMGi2WMelpWVhSFDhqBBgwaQy+WP/VVpx44daNKkCdRqNapVq1aiffCJiAqjSZMmUCgUpsdXX30FwNht7ty5cxgwYAAAQKfTmR7dunVDfHx8npZKffv2zfcYfn5+aNKkiWm5fPny8PHxQaNGjcy6C9atWxcAcPXqVdM6nU6HmTNnol69elAqlZDL5VAqlbh48aJZN6xcua0GcoWEhOQpc8KECbh9+zZ+++03AMZfvufPn4/u3bs/cVavoUOH4vr16/j7779N6yIjI+Hr64uuXbsCAGrUqIFy5cph6tSpWLBgAc6cOVNgmdbw8ccfY8iQIfj0008xZ84cyGR5P+7LlSuHDh065Fl/5coV9O/fH76+vnBycoJCoUB4eDgA5HuOH9WoUSNUqVLFtKxWq1GrVi2zc75+/Xq0b98e/v7+Zu+l3HO2Y8cO076LFi2CTqdD1apVLT8Bj9i3bx8yMzPzzHgWEBCADh06YOvWrRaVc+zYMTzzzDPw8vIynZtBgwZBr9fjwoULRY7vUY0aNUKlSpVMy7l1oV27dmbjfuVXR3Ll1tVc/fv3B2Bs8QjANFD2o+fk+eefh4uLS55zEhISkm93rsLq168f3NzczLp0Ll68GIIgmFrUALY/11lZWdi6dSv69OkDZ2fnPNe0rKwss3GZHpWUlISMjAyz1odFpVKpTN3mZs2ahRdffBF37tzBxx9/jLp16+bbCvRxxEdaG+VSKBTw9PTEjRs3ih1v7jFyuxU2aNAATZo0MeuWefbsWRw8eNDUHRMw1vv69eujUaNGZue7S5cuEAQhTyuuDh06oFy5csWO1xI9evQwW86tW927d8+z/tFrmaenJ3r27Gn2mho1agRfX98ntkwjIqIy3n0vPT0dDRs2xLfffluk5+v1emg0GowfPx6dOnXKd5+YmBh069YNbdq0wbFjx/DWW29h/PjxWLVqVXFCJyIqsgoVKkCj0eT7RXb58uU4dOgQ1q1bZ7b+1q1bAIDJkyebJa0UCoWp21fu+Em5Htc1sHz58nnWKZXKPOtzx7p6eEynSZMm4d1330Xv3r3x559/4sCBAzh06BAaNmyYbzcJLy8vs+XcGZge3jc0NBRt2rQxjSOzfv16xMbGYuzYsfnG/7CuXbvCz8/P9GXs/v37WLduHQYNGgQnJycAgIeHB3bs2IFGjRrhrbfeQnBwMPz9/fH+++8/cXwcuVxu6mr4qNyxl3K7RT5s2bJlqFSpEl588cXHlp3f3yctLQ1t2rTBgQMH8NFHH2H79u04dOgQVq9eDQAWdUV59JwDxvP+8HNv3bqFP//8M897KTg4GEDe91Jx3b17F0D+r9nf39+0vSBxcXFo06YNbty4gTlz5mDXrl04dOiQ6X1jzW46j6sLltQRwPi+efTv4OvrC+C/c3H37l3I5fI8g0QLggBfX98856QwXX0L4uzsjBdffBGbNm1CQkICdDodli1bhvDwcNNg9SVxru/evQudTodvvvkmz/uwW7duAAp+H+bGkF/33oLqLWCsu/nV27p162LixIlYtmwZ4uLi8PXXX+Pu3bt49913LX5dudf1R8cDzI31SecuN6EcExPz2H1yu9IGBASY1g0bNgz79u3DuXPnABiT8yqVCi+99JJpn1u3buHkyZN5zrebmxtEUbT4M8QWClPnHq5vt27dQlJSEpRKZZ7XlZCQYPVrGRGRIyrTs+917drV9KtsfnJycvDOO+/g559/RlJSEurXr4/PPvvMNIini4sL5s+fD8A4k9WjA4MCwIIFC1ClShXMnj0bgPGG4/Dhw/jyyy8f24qAiMiWnJyc0KFDB2zZsgXx8fFmN/716tUDgDzj91SoUAEAMG3aNDz77LP5lvvoVOO2mGlv2bJlGDRoEGbOnGm2PjExsVjjuowfPx7PP/88jh49im+//Ra1atVCRETEE5/n5OSEgQMHYu7cuUhKSsLy5cuRnZ1t1uIDMLYkWLFiBURRxMmTJxEVFYUPPvgAGo0Gb7755mPLr1ixIg4dOgRRFPOcz9wWDxUrVszzvE2bNuGFF15AmzZtsHXr1nxbGeX399m2bRtu3ryJ7du3m1pHAcj38604KlSogJCQEHz88cf5bs/vC3Vx5CZo4uPj82y7efOm6f1dkLVr1yI9PR2rV682O5/Hjx+3WpzWotPpcPfuXbPEVEJCAoD/zoWXlxd0Oh3u3LljlpgSRREJCQlo1qyZWZnWrM/Dhw/HDz/8gJ9++gm1atXC7du3Ta0ygeKd69wk0aNjYj2aZCtXrpyp/o4ZMybfsoKCgh57nNzzeO/evTzbKlasiKysLNy7dy9PUuPu3bvIzs7Ot94+TBAEvPbaa/jggw9w+vTpAvd9WO4PCvkNOH///v0nvtcjIiLw/fffY+3atY+9Nq1duxZyudzsGC+99BImTZqEqKgofPzxx1i6dCl69+5t1tIp9weR/CY+yN3+sNIwW2uFChXg5eWVZ1KOXA/PpkhERPkr0y2lnmTo0KHYs2cPVqxYgZMnT+L555/H008/bRoQ1RL79u1D586dzdZ16dIFhw8ftupsPUREhTFt2jTo9XqMGjXKomtR7dq1UbNmTZw4cQJNmzbN91ESN9+CIJhaO+X666+/it0lpU+fPqhSpQpef/11/P333xg9erTFX4iGDh2KrKws/PLLL4iKikJYWBjq1Knz2PgbNmyIWbNmwdPTE0ePHi2w7E6dOiElJSXfLzy//vorZDJZvl3wqlatil27dkGlUqFNmzYWf27lvuZHz/GjA8EXV48ePXD69GlUr1493/eStZNSYWFh0Gg0WLZsmdn669evY9u2bejYsaNpXX6t6YD8z40oivjhhx+sGqu1/Pzzz2bLy5cvB/BfsiL3NT96TlatWoX09HSzc1KQR1vBWeKpp55C/fr1ERkZicjISHh4eJj9UFecc12xYkWo1WqcPHnSbP0ff/xhtuzs7Iz27dvj2LFjCAkJyfd9mF+rv1xKpRLVqlXD5cuX82zLbT2/cuXKPNtyZyt9uIV9fslSwJgwTUlJsbg+REdH48cff0TLli3RunXrPGVlZWWZfnh4nD59+qBevXr49NNP8+0muXLlSmzZsgUjRowwtb4DjEm+3r1746effsL69euRkJBg1nUPMNb7y5cvw8vLK9/z/aTu0vaoR48euHv3LvR6fb6v6dEfa4iIKK8y3VKqIJcvX8Yvv/yC69evm24GJk+ejE2bNiEyMjLPr/SPk5CQkOfXsIoVK0Kn0yExMbFEmyYTEeVq1aoVvvvuO4wbNw6NGzfG//73PwQHB0MmkyE+Pt7Uxdjd3d30nIULF6Jr167o0qULhgwZgkqVKuHevXs4e/Ysjh49ahqTyZZ69OiBqKgo1KlTByEhIThy5Ai++OILVK5cuVjlOjk5YcyYMZg6dSpcXFzyjLNTkDp16iAsLAyffPIJrl27hu+//95s+/r16zFv3jz07t0b1apVgyiKWL16NZKSkp7YGmvAgAGYN28e+vXrhzfffBPNmjVDZmYmNmzYgB9++AHjxo1DtWrV8n2un58fduzYgS5duqBt27aIjo5G/fr1Czxey5YtUa5cOYwaNQrvv/8+FAoFfv75Z5w4ccLi82GJDz74ANHR0WjZsiXGjx+P2rVrIysrC7GxsdiwYQMWLFhg+psOHz4cS5YsweXLl4s8rpSnpyfeffddvPXWWxg0aBBeeukl3L17FzNmzIBarcb7779v2rdBgwYAgM8++wxdu3aFk5MTQkJCEBERAaVSiZdeeglTpkxBVlYW5s+fj/v37xf/hFiZUqnEV199hbS0NDRr1gx79+7FRx99hK5du5qSFREREejSpQumTp2KlJQUtGrVCidPnsT777+P0NBQDBw40KJjNWjQANu3b8eff/4JPz8/uLm5WfRFfNiwYZg0aRLOnz+PkSNHQqPRmLYV51wLgoCXX34ZixcvRvXq1dGwYUMcPHjQlJR72Jw5c9C6dWu0adMGr776KgIDA5GamopLly7hzz//NI279Tjt2rXDxo0b86xv3749nnnmGUyYMAGxsbEIDw+HKIrYuXMnZs2ahWeeecasldH//vc/JCUloW/fvqhfvz6cnJxw7tw5zJo1CzKZDFOnTjUr32AwmMa7ys7ORlxcHDZu3Ihff/0VdevWNSW+Hpa7f/v27Qt8TU5OTli1ahUiIiIQFhaG119/HWFhYcjOzsaff/6J77//HuHh4WYt23INGzYMK1euxNixY1G5cuU8Q1tMnDgRq1atQtu2bfHaa68hJCQEBoMBcXFx2LJlC15//XU89dRTBcZnb1588UX8/PPP6NatGyZMmIDmzZtDoVDg+vXr+Oeff9CrVy/06dNH6jCJiOybVCOs2xsA4po1a0zLuTM0ubi4mD3kcrnYr1+/PM8fPHiw2KtXrzzra9asKc6cOdNs3e7du0UAYnx8vLVfBhFRoRw/flwcOnSoGBQUJKpUKlGtVos1atQQBw0alO/MbCdOnBD79esn+vj4iAqFQvT19RU7dOggLliwwLRP7mxGj86wJIqPn02uatWqYvfu3fOsxyOzKN2/f18cPny46OPjIzo7O4utW7cWd+3aJYaHh4vh4eGm/R6dfS1XQTNzxcbGigDynU3rSb7//nsRgKjRaPLM5HXu3DnxpZdeEqtXry5qNBrRw8NDbN68uRgVFWVR2SkpKeKUKVPEmjVrikqlUnR2dhabNm0qLliwwGx2RFE0n30vV1JSktiqVSuxfPnypr9JQbP67d27VwwLCxOdnZ1Fb29vccSIEeLRo0fznLfHzb6X39/x0b+PKBpnDxw/frwYFBQkKhQKsXz58mKTJk3Et99+W0xLSzPtlzub3JNmQnzY4/7+P/74oxgSEiIqlUrRw8ND7NWrl9lMf6IoitnZ2eKIESNEb29vURAEs2P/+eefYsOGDUW1Wi1WqlRJfOONN0wzkf3zzz9mMRdn9j1L6oIo/vd+/uKLL/KUefLkSbFdu3aiRqMRy5cvL7766qtm51UUjTMjTp06VaxataqoUChEPz8/8dVXXxXv379vUUyiaLyGtGrVSnR2dhYB5Pk7P86dO3dEpVIpAhAPHjyYZ3txznVycrI4YsQIsWLFiqKLi4vYs2dPU/1+eOY1UTSew2HDhomVKlUSFQqF6O3tLbZs2VL86KOPnvgatm7d+tj4c3JyxJkzZ4rBwcGiSqUSVSqVGBwcLM6cOVPMyckx23fz5s3isGHDxHr16okeHh6iXC4X/fz8xGeffdZsptDc14sHs/TlXnOqVKki9uzZU1y8eLHZLKIPGzhwoNigQYMnvqZciYmJ4ptvvinWqVNHVKvVoqurq9i8eXPx22+/zRN/Lr1eLwYEBBQ4k2JaWpr4zjvviLVr1zbVwwYNGoivvfaamJCQYNovv/e7pQp67qPvgcd9XuV3LRXF/OusVqsVv/zyS9P71dXVVaxTp444cuRI8eLFi0V6DUREZYkgio+ZpqOMEQQBa9asMc2gt3LlSgwYMAD//vuvabDaXK6urmZNlgHj7DVJSUl5ZvBr27YtQkNDMWfOHNO6NWvWoF+/fsjIyMh3oEsiIip533zzDcaPH4/Tp0+bBtwmKm2GDBmC33//HWlpaVKHUiaEhISgVatWpjFG7VFuF8BZs2bhlVdekTocIiIiM+y+9xihoaHQ6/W4ffs22rRpU+RywsLC8Oeff5qt27JlC5o2bcqEFBGRHTh27BhiYmLwwQcfoFevXkxIEZHFPv/8c/Tp0wdvv/12sbsR28qsWbNQpUqVPBMwEBER2YMynZRKS0vDpUuXTMsxMTE4fvw4ypcvj1q1amHAgAEYNGgQvvrqK4SGhiIxMRHbtm1DgwYNTNMFnzlzBjk5Obh37x5SU1NNM8M0atQIADBq1Ch8++23mDRpEl555RXs27cPixYtwi+//FLSL5eIiPLRp08fJCQkoE2bNliwYIHU4RBRKfL000/jiy++QExMjN0mpdzd3REVFQW5vEzf9hMRkZ0q0933tm/fnu+Aj4MHD0ZUVBS0Wi0++ugj/PTTT7hx4wa8vLwQFhaGGTNmmAZCDQwMxNWrV/OU8fBp3bFjB1577TX8+++/8Pf3x9SpUzFq1CjbvTAiIiIiIiIiIjtXppNSREREREREREQkDZnUARARERERERERUdnDpBQREREREREREZW4MjfiocFgwM2bN+Hm5gZBEKQOh4iIiIiIiIjIoYiiiNTUVPj7+0Mme3x7qDKXlLp58yYCAgKkDoOIiIiIiIiIyKFdu3atwBlqy1xSys3NDYDxxLi7u0scTTFlZAB79gBKJaBSWaVIrcGALffvo3O5clAUkM20WHY2kJMDtGoFODsXvzwiO6HVarFlyxZ07twZCoVC6nCI7BbrChWZDe5zrMoG9zisL0SWKZN1xd6viQCQkgIcPw6EhgIPvnfbFXuPD7D6Z4uUdSUlJQUBAQGmHMzjlLmkVG6XPXd399KflJLLARcXY4VSq61SpNZggHN2Nty9vKyTlMrKAlJTAXd3JqXIoWi1Wjg7O8Pd3b3s3AwRFQHrChWZDe5zrMoG9zisL0SWKZN1xd6viQDg5GSMzdPT+LA39h4fYPXPFnuoK08aNokDnRMRERERERERUYljUoqIiIiIiIiIiEock1JERERERERERFTiytyYUkREROS49Ho9tFqt1GFQISkUCjg5OUkdBhEREZUwJqWIiIio1BNFEQkJCUhKSpI6FCoiT09P+Pr6PnFAVCIiInIcTEoRERFRqZebkPLx8YGzszMTG6WIKIrIyMjA7du3AQB+fn4SR0REREQlhUkpIiIiKtX0er0pIeXl5SV1OFQEGo0GAHD79m34+PiwKx8REVEZwYHOiYiIqFTLHUPK2dlZ4kioOHL/fhwTjIiIqOxgUoqIiIgcArvslW78+xEREZU9TEoREREREREREVGJY1KKiIiIiIiIiIhKHJNSRERERMWUkJCAcePGoVq1alCpVAgICEDPnj2xdevWEo1DEASsXbu2RI9JREREVFScfY+IiIioGGJjY9GqVSt4enri888/R0hICLRaLTZv3owxY8bg3LlzUodoRqvVQqFQSB0GEREREVtKERERERXH6NGjIQgCDh48iOeeew61atVCcHAwJk2ahP379wMA4uLi0KtXL7i6usLd3R39+vXDrVu3TGUMGTIEvXv3Nit34sSJaNeunWm5Xbt2GD9+PKZMmYLy5cvD19cX06dPN20PDAwEAPTp0weCIJiWp0+fjkaNGmHx4sWmllxLliyBl5cXsrOzzY7Zt29fDBo0yGrnhoiIiKggTEoRERERFdG9e/ewadMmjBkzBi4uLnm2e3p6QhRF9O7dG/fu3cOOHTsQHR2Ny5cv44UXXij08ZYsWQIXFxccOHAAn3/+OT744ANER0cDAA4dOgQAiIyMRHx8vGkZAC5duoRff/0Vq1atwvHjx9GvXz/o9XqsW7fOtE9iYiLWr1+PoUOHFjouIiIioqJg9z0iIiKiIrp06RJEUUSdOnUeu8/ff/+NkydPIiYmBgEBAQCApUuXIjg4GIcOHUKzZs0sPl5ISAjef/99AEDNmjXx7bffYuvWrYiIiIC3tzcAYyLM19fX7Hk5OTlYunSpaR8A6N+/PyIjI/H8888DAH7++WdUrlzZrHUWERGRZORy40OnMz7IIbGlFBEREVERiaIIwDjA+OOcPXsWAQEBpoQUANSrVw+enp44e/ZsoY4XEhJituzn54fbt28/8XlVq1Y1S0gBwCuvvIItW7bgxo0bAIwtrIYMGVLgayEiIrI5tRqZVashp1593A0w/ptRNQhQq6WOjGyASSkiIiKiIqpZsyYEQSgwuSSKYr6JnofXy2QyU4Irl1arzfOcRwcoFwQBBoPhiXHm17UwNDQUDRs2xE8//YSjR4/i1KlTGDJkyBPLIiIishm1Gtk1amHBsdtoOvNvNJm5DU1n/o2Fx+4gu0YtJqYcEJNSREREREVUvnx5dOnSBd999x3S09PzbE9KSkK9evUQFxeHa9eumdafOXMGycnJqFu3LgDA29sb8fHxZs89fvx4oeNRKBTQ6/UW7z9ixAhERkZi8eLF6NSpk1lrLiIiopKWWdEf83ZewZytl5CSaeyyl5Kpw5ytlzBv5xVkVPSTOEKyNialiIiIiIph3rx50Ov1aN68OVatWoWLFy/i7NmzmDt3LsLCwtCpUyeEhIRgwIABOHr0KA4ePIhBgwYhPDwcTZs2BQB06NABhw8fxk8//YSLFy/i/fffx+nTpwsdS2BgILZu3YqEhATcv3//ifsPGDAAN27cwA8//IBhw4YV+nhERERWI5fDycMdkXtj890cuTcWcg8P4zhT5DCYlCIiIiIqhqCgIBw9ehTt27fH66+/jvr16yMiIgJbt27F/PnzIQgC1q5di3LlyqFt27bo1KkTqlWrhpUrV5rK6NKlC959911MmTIFzZo1Q2pqKgYNGlToWL766itER0cjICAAoaGhT9zf3d0dffv2haurK3r37l3o4xEREVmNXI7UzBxTC6lHpWTqkJqZw6SUg+Ffk4iIiKiY/Pz88O233+Lbb7/Nd3uVKlXwxx9/FFjGjBkzMGPGjMdu3759e551a9euNVvu2bMnevbsabZu+vTpmD59+mPLjY+Px4ABA6BSqQqMj4iIyKZ0OrhplHDXyPNNTLlr5HDTKDkTn4NhSykiIiKiMujevXtYsWIFtm3bhjFjxkgdDhERlXU6HfTJKRjaMjDfzUNbBkKXnMyklIOxm6TUJ598AkEQMHHixAL327FjB5o0aQK1Wo1q1aphwYIFJRMgERERkQNp3LgxRo4cic8++wy1a9eWOhwiIiJobt3Eq22rYVyHGnDXGDt2uWvkGNehBoa2CoI64abEEZK12UX3vUOHDuH7779HSEhIgfvFxMSgW7dueOWVV7Bs2TLs2bMHo0ePhre3N/r27VtC0RIRERGVfrGxsVKHQEREZC4rC0f3nkKDSv7YP60jMrO0cNMosePCHfSdvw/9/ASMrO0idZRkRZK3lEpLS8OAAQPwww8/oFy5cgXuu2DBAlSpUgWzZ89G3bp1MWLECAwbNgxffvllCUVLRERERERERLay6tx9/G/pEXz76354XbsC5ZnTuHvmIi7fScMXp1Jx/F6O1CGSFUneUmrMmDHo3r07OnXqhI8++qjAffft24fOnTubrevSpQsWLVoErVYLhUKR5znZ2dnIzs42LaekpAAAtFottFqtFV6BhHQ6QBQBg8H4sALtg3K0VioPBoMxRp0OKO3nm+ghudePUn8dIbKxkqgrWq0WoijCYDDAYK3PLypxBoMBoihCq9XCycnJJvc5VmWDexx+thBZpkzWFXu/JgLG+GSy/+IsAq1BxN83jd/fW5YXoM3IAAA8W1WFHQkqbLyRjXH7k/BHx/JwUxSyjY0V4rM5K3+2SFlXLD2mpEmpFStW4OjRozh06JBF+yckJKBixYpm6ypWrAidTofExET4+fnlec4nn3yS70w2W7ZsgbOzc9ECtzf37lm9yOiEBOsW+M8/1i2PyE5ER0dLHQJRqWDLuiKXy+Hr64u0tDTk5PDX09IqJycHmZmZ2LlzJ3QPD2Jrg/scq7LBPQ4/W4gsUybrir1fE4ODgfR046MIziUJSNY6wVUh4k5OIjY8NIRUW3/gQKITrqUbMGLPbQyqaYAglGx8JcbKny1S1JWMBwnFJ5EsKXXt2jVMmDABW7ZsgVqttvh5wiPvOlEU812fa9q0aZg0aZJpOSUlBQEBAejcuTPc3d2LELkdycwE9uwBXF2BQpzDgmgNBkQnJCDC1xcKmRV6d2ZlAWlpQKtWgEZT/PKI7IRWq0V0dDQiIiLybaVJREYlUVeysrJw7do1uLq6FuqeguxLVlYWNBoN2rZta/w72uA+x6pscI/DzxYiy5TJumLv10QASE4GDh4EmjcHPDyKVMS+hBQAWeheWYMelfJ+X6/uosVLO+7j6F0Zng/0wHOBhbj+WiE+m7PyZ4uUdSW3l9qTSJaUOnLkCG7fvo0mTZqY1un1euzcuRPffvstsrOzjU23H+Lr64uER1rw3L59G3K5HF5eXvkeR6VSQaVS5VmvUChK/wVMqwUEwdgE0RoJpIcoZDLrJKVkMmOMcjlQ2s83UT4c4lpCVAJsWVf0ej0EQYBMJoPMyp+HVHJkMhkEQfjvvWLD+xyrsOE9Dj9biCxTpuqKvV8TAWN8BsN/cRaSXhTx901ji+dulTX5fh9t7q3CpGBXfHE6DR8cT0OzCirUcLcwrVHM+EqEjT5bpKgrlh5Psr9Ex44dcerUKRw/ftz0aNq0KQYMGIDjx4/nSUgBQFhYWJ5mZ1u2bEHTpk3LzsWIiIiIiIiIyMEcTtQiMdsAd4WAMB/lY/d7tY4LWvkokakXMW5/ErL0YglGSdYmWVLKzc0N9evXN3u4uLjAy8sL9evXB2Dsejdo0CDTc0aNGoWrV69i0qRJOHv2LBYvXoxFixZh8uTJUr0MIiIiIiIiIiqmjdezAACd/FVQyh4/WJRMEDCruQe8VDKcTdbh05OpJRUi2YCdtlkzio+PR1xcnGk5KCgIGzZswPbt29GoUSN8+OGHmDt3Lvr27SthlERERERFl5CQgAkTJqBGjRpQq9WoWLEiWrdujQULFlg8SCgREVFpJooiNt8wJqW6Vn7ymFk+Gid82cw4LlTUpQz8fTPLpvGR7Ug6+96jtm/fbrYcFRWVZ5/w8HAcPXq0ZAIiIiKiMiMzRwcnmQypWVq4qRXQGQxwVtr2VunKlSto1aoVPD09MXPmTDRo0AA6nQ4XLlzA4sWL4e/vj2eeeabQ5Wq1Wg5tQEREpcaJ+1rEZxrg7CSgTcW8Y0Lnp72fCiNqOePHCxl441AyNnZWwFeTdxggsm923VKKiIiIqCRka/VYsOMKmn4cjSYf/Y2mH0dj4Y4ryNbqbXrc0aNHQy6X4/Dhw+jXrx/q1q2LBg0aoG/fvvjrr7/Qs2dPAEBycjL+97//wcfHB+7u7ujQoQNOnDhhKmf69Olo1KgRFi9ejGrVqkGlUkEURQiCgIULF6JHjx5wdnZG3bp1sW/fPly6dAnt2rWDi4sLwsLCcPnyZVNZly9fRq9evVCxYkW4urqiWbNm+Pvvv83iDgwMxMyZMzFs2DC4ubmhSpUq+P77703bO3TogLFjx5o95+7du1CpVNi2bZstTiUREZViG69nAzAmmtROj++696gpDdzQoJwc93NETDiQBL3I8aVKGyaliIiIyKGIooiMHJ3Fj7QsLeZtv4w5Wy8iJVMHAEjJ1GHO1ouYt/0y0rK0FpclFuJm+O7du9iyZQvGjBkDFxeXfPcRBAGiKKJ79+5ISEjAhg0bcOTIETRu3BgdO3bEvXv3TPteunQJv/76K1atWoXjx4+b1n/44YcYNGgQjh8/jjp16qB///4YOXIkpk2bhsOHDwOAWQIpLS0N3bp1w99//41jx46hS5cu6Nmzp9mQCgDw1VdfoWnTpjh27BhGjx6NV199FefOnQMAjBgxAsuXL0d2drZp/59//hn+/v5o3769xeeIiIgcnyiK2HQ9t+ueZa2kcillAuY+5QkXuYADd7T47my6LUIkG7Kr7ntERERExZWp1aPee5st2re8ixK7p7ZH5N6YfLdH7o3ByPBqaP3ZP7iXnvPE8s580MXiLn+XLl2CKIqoXbu22foKFSogK8t4cz5mzBh06dIFp06dwu3bt6FSGW/Wv/zyS6xduxa///47/ve//wEAcnJysHTpUnh7e5uVN3ToUPTr1w8AMHXqVISFheHdd99Fly5dAAATJkzA0KFDTfs3bNgQDRs2NC1/9NFHWLNmDdatW2eWvOrWrRtGjx5tKnfWrFnYvn076tSpg759+2LcuHH4448/TMeOjIzEkCFDIAiW/wJORESO72yyDlfT9VDJjC2lCivITY4PG7tj0sFkzP43DWE+SjSr8PjZ+8i+sKUUERERlVnerircTcsxtZB6VEqmDvfSc+DtWvibZEs9mqQ5ePAgjh8/juDgYGRnZ+PIkSNIS0uDl5cXXF1dTY+YmBizbndVq1bNk5ACgJCQENP/K1asCABo0KCB2bqsrCykpKQAANLT0zFlyhTUq1cPnp6ecHV1xblz5/K0lHq4XEEQ4Ovri9u3bwMAVCoVXn75ZSxevBgAcPz4cZw4cQJDhgwpyikiIiIHlttKqq2vCi7yoqUonq2qwbNV1TAAmLA/CUk5BitGSLbEllJERETkUDQKJ5z5oIvF+8tlMrhr5Pkmptw1cvi4qbFmTEuLj22pGjVqQBAEU5e3XNWqVTOWpdEAAAwGA/z8/PJMCAMAnp6epv8/rgvgwwOe5ybA8ltnMBhv4N944w1s3rwZX375JWrUqAGNRoPnnnsOOTnmLcUeHUhdEARTGYCxC1+jRo1w/fp1LF68GB07dkTVqlXzjZGIiMquTTeMXb0tmXWvIB+EuuPoXS1i0/SYejgZC8I82Tq3FGBSioiIiByKIAiFmjUvM0eHoS2DMGfrxTzbhrYMstksfF5eXoiIiMC3336LcePGPTap1LhxYyQkJEAulyMwMNDqcTxq165dGDJkCPr06QPAOMZUbGxsoctp0KABmjZtih9++AHLly/HN998Y+VIiYiotLucqsOFFB3kAtCxCF33HuaqkOGbFp54dutdbL6RjWVXMjGwurOVIiVbYfc9IiIiKtM0SjlGt6uOCR1rwl1jTD65a+SY0LEmRrerbpOEVK558+ZBp9OhadOmWLlyJc6ePYvz589j2bJlOHfuHJycnNCpUyeEhYWhd+/e2Lx5M2JjY7F371688847poHKralGjRpYvXq1qctd//79zVpAFcaIESPw6aefQq/Xm5JcREREuXK77rX0UcJDWfz0RINyCkwNcQMAfHg8BeeStcUuk2yLLaWIiIiozFMpnDAyvBrGtK+B1Cwt3NQK6AwGqArRHa8oqlevjmPHjmHmzJmYNm0arl+/DpVKhXr16mHy5MkYPXo0BEHAhg0b8Pbbb2PYsGG4c+cOfH190bZtW9MYUdY0a9YsDBs2DC1btkSFChUwdepU03hThfXSSy9h4sSJ6N+/P9Tq4nXLICIix7PRNOue9T4jhtd0xp5bOfgnIRtj9yXhz04VoJGzG5+9YlKKiIiICDC1iPJ6MKi5soQalPv5+eGbb74psHubm5sb5s6di7lz5+a7ffr06Zg+fXqe9aIomi0HBgbmWdeuXTuzdYGBgdi2bZvZPmPGjDFbzq873/Hjx/Osu3//PrKysjB8+PB84yYiorLrWroOp5N0kAHoXMl6SSlBEPBlcw903ZKIS6l6fHAiBZ808bBa+WRd7L5HRERERFal1WoRFxeHqVOnokWLFmjcuLHUIRERkZ3Z/GCA8+beSniprJua8FLJMKu5BwQAv1zJxF/XsqxaPlkPk1JEREREZFV79uxB1apVceTIESxYsEDqcIiIyA7913WveAOcP06riiq8Wsc4icibR5JxLbNo4yOSbbH7HhERERFZ1aNdAomIiB52K1OPI3eNg5B3sWLXvUe9FuyKfbdzcOyeFhNOabFSBBQ2OxoVBVtKEREREREREVGJ2XzD2EoqtLwCvhrbTSqikAmY28IDbgoBR5NFzM7xs9mxqGiYlCIiIiIiIiKiErPxunE8KWvOuvc4AS5yfPpgoPN52orYe09v82OS5ZiUIiIiIiIiIqIScTfbgAN3cgDYbjypR3UPUOOlSk4QIWDiKS3uZnN8KXvBpBQRERERERERlYi/b2bBACDYU44Al5Ib5vq92nLUlGXidg4w+WAyDBz70C4wKUVEREREREREJSJ31r2nbTjAeX40TgK+UcVCJQP+ScjG4osZJXp8yh+TUkRERERERERkc8k5Buy5ldt1r2STUgBQxykL79Qyts767GQqTt3XlngMZI5JKSIiIiI7NX36dDRq1MgmZQuCgLVr19qkbCIiovxsi8+GVgRquDmhhnvJdd172MuVndClkgpaERi3PwlpWo4vJSUmpYiIiIgk0K5dO0ycODHP+rVr10IQBJsfPz4+Hl27drX5cYiIiHLldt2TopVULkEQ8FlTD/hrZIhN0+O9YymSxUJMShEREREZ5WQA+hwg/Y7x35zSN9aEXq+HwWDZL76+vr5QqUpm1iMiIqIMnQE7ErIBAE9LmJQCAE+lDLOf8oQMwOqrWVh9NVPSeMoyJqWIiIiIdFnAntnAFzWBL2oY/90z27jejsTExKBGjRp49dVXYTAYEBUVBU9PT6xfvx716tWDSqXC1atXcejQIURERKBChQrw8PBAeHg4jh49albWw933YmNjIQgCVq9ejfbt28PZ2RkNGzbEvn37zJ6zd+9etG3bFhqNBgEBARg/fjzS09NL6uUTEVEptj0hB9kGIMDFCfU8pOm697Dm3kpMCHYFALx7NAUxqTqJIyqbmJQiIiIixyKKQE665Y/sVGDX18COz4CsJGMZWUnG5V1fG7dbWpYNp5c+ffo0WrVqheeffx7z58+HTGa8jcvIyMAnn3yCH3/8Ef/++y98fHyQmpqKwYMHY9euXdi/fz9q1qyJbt26ITU1tcBjvP3225g8eTKOHz+OWrVq4aWXXoJOZ7xJP3XqFLp06YJnn30WJ0+exMqVK7F7926MHTvWZq+ZiIgch6nrXiVViXRTt8TYui54yluBdJ2I8QeSkGOw3ec45U/69CQRERGRNWkzgJn+lu3r7AVMPAUcWJj/9gMLgVYTgNkNgIy7Ty7vrZuA0sXyWC20b98+9OjRA9OmTcPkyZPNtmm1WsybNw8NGzY0revQoYPZPgsXLkS5cuWwY8cO9OjR47HHmTx5Mrp37w4AmDFjBoKDg3Hp0iXUqVMHX3zxBfr3728aB6tmzZqYO3cuwsPDMX/+fKjV0nbFICIi+5WlF7Et3j667j3MSRAwu7knukYn4tR9HT4/lYp3GrpLHVaZwpZSREREVHa5VgTSE/9rIfWorCQgI9G4n0Ti4uLQqVMnvPPOO3kSUgCgVCoREhJitu727dsYNWoUatWqBQ8PD3h4eCAtLQ1xcXEFHuvhcvz8/ExlAcCRI0cQFRUFV1dX06NLly4wGAyIiYkp7sskIiIHtvtWNtJ1Inw1MjQqr5A6HDN+zk74opkHAODHCxn450HyjEoGW0oRERGRY1E4G1ssWcpJAag9809MqT0BNz9gxN+WH9tC7u7uSE5OzrM+KSkJ7u7//Urr7e0Nf39/rFixAsOHDzfbBgAajSZPN4ghQ4bgzp07mD17NqpWrQqVSoWwsDDk5OQUHL7ivy8KuWXmDpxuMBgwcuRIjB8/Ps/zqlSp8oRXS0REZdmmGw9aSVVSQ2YnXfceFuGvxpAazoi6lIHJh5KxMcILPhonqcMqE9hSioiIiByLIBi70Fn60OuAp0bmX9ZTI43bLS2rEDfaderUweHDh/OsP3ToEGrXrm1a1mg0WL9+PdRqNbp06fLEcaEAYNeuXRg/fjy6deuG4OBgqFQqJCYmWhxbfho3box///0XNWrUyPNQKpXFKpuIiByX1iAi+oZxPCl76rr3qDdD3FDXQ4672Qa8djAZBhuOE0n/YVKKiIiIyjalM9BmEhA+1dgyCjD+Gz7VuF5peeunwhg9ejQuX76MMWPG4MSJE7hw4QK+++47LFq0CG+88YbZvi4uLvjrr78gl8vRtWtXpKWlFVh2jRo1sHTpUpw9exYHDhzAgAEDoNFoihXv1KlTsW/fPowZMwbHjx/HxYsXsW7dOowbN65Y5RIRkWPbfycHyVoRXioZmlWwr657D1M7CfimhSc0TgL23M7B/HOcXbYkMClFREREJFcDrSYCb1wE3rhs/LfVBON6GwkMDMSuXbtw+fJldO7cGc2aNUNUVBSioqLw/PPP59nf1dUVGzduhCiK6NatG9LTH3+zvHjxYty/fx+hoaEYOHAgxo8fDx8fn2LFGxISgh07duDixYto06YNQkND8e6775rGniIiIspP7qx7nf1VcLLDrnsPq+Eux4xQNwDA1/+m4cjdgru9U/FxTCkiIiIi4L8WUS4VjP862b5LWpMmTbBp06bHbp8+fTqmT59uWnZ1dcWePXtMy0OGDMGQIUPyPC80NBSHDh0yW/fcc8+ZLYsPdUsIDAw0WwYAT0/PPOuaNWuGLVu2PDZeIiKih+lFEVtu2N+sewV5PlCDXbdy8Oe1LIzfn4QNERXgoWR7HlvhmSUiIiIiIiIiqzucqEVitgHuCgFhPqVj/EFBEPBxE3cEuDjhRoYBbx1JyfMjDVkPk1JEREREREREZHWbHgxw3slfBaXMvrvuPcxdIcM3LTwgF4C/rmdhRUym1CE5LCaliIiIiIiIiMiqRFHE5gfjST1dqXR03XtYo/JKTK7vCgCYcTwFF1N0EkfkmJiUIiIiIiIiIiKrOnFfi5uZBjg7CWjrq5I6nCL5X20XtKmoRJYeGLc/CVl6duOzNialiIiIiIiIiMiqNl43DnDe3k8FtVPp6br3MJkg4KvmHqigkuFcsg4fn0iVOiSHw6QUEREROQSDwSB1CFQM/PsRETkOURSx6UHXva6VS2crqVw+aid81dwDALD0coZpnCyyDrnUARAREREVh1KphEwmw82bN+Ht7Q2lUglBKJ2/yJZFoigiJycHd+7cgUwmg1JZOmZnIiKixzuXrMPVdD2UMmNLqdIu3FeF/9VyxvcXMjD1UDIalFOgkrOT1GE5BCaliIiIqFSTyWQICgpCfHw8bt68KXU4VETOzs6oUqUKZDI25CciKu02PmhN1NZXBRe5Y1zXJzdww4E7Wpy4r8XEA0n4Jbw85EoFIJcDOp3xQYXGpBQRERGVekqlElWqVIFOp4Ner5c6HCokJycnyOVytnAjInIQmx6MJ9W1FM669zhKmYC5LTzQPfou7gkqXPKpimr+5ZGamQM3jRK65GQ434oHsti9rzCYlCIiIiKHIAgCFAoFFAqF1KEQERGVWZfTDbiQooNcADr5l/6uew+r6irHnHYV0ahFfUTtjcWSqKNIydTBXSPH0JaBGN22FlSXLjAxVQhMShERERERERGRVWy6bZy4oqWPEh5Kx+i697CWjaph/t5YfLPtkmldSqYOc7Yal0eG+sH5aoxU4ZU6jvcOISIiIiIiIiJJbLpl7EbftbLjdN0zkcvh5OGOqH2x+W6O3BsLuYeHcZwpsgiTUkRERERERERUbNcMSpxKFSEDEOFgXfcAAHI5UjNzkJKZ/6DmKZk6pGbmMClVCExKEREREREREVGxbdZ5AACaeStQQe0kcTQ2oNPBTaOEuyb/pJO7Rg43jZIz8RUCk1JEREREREREVGwbdZ4AHGvWPTM6HfTJKRjaMjDfzUNbBkKXnMykVCGwTRkRERERERERFcutLBFHDK4AgKcdcTypBzS3bmJ021oAjGNImc++V804+x5ZTNKWUvPnz0dISAjc3d3h7u6OsLAwbNy48bH7b9++HYIg5HmcO3euBKMmIiIiIiIioodtvmMc4DzUQ4CvxgG77uXKyoLq0gWMDPXG4bc64chbHXD4rU4YGeptTEhlZUkdYakiaUupypUr49NPP0WNGjUAAEuWLEGvXr1w7NgxBAcHP/Z558+fh7u7u2nZ29vb5rESERERERERUf423TYAALr6OHBCKldWFpyvxgByObzkckCng5Jd9opE0qRUz549zZY//vhjzJ8/H/v37y8wKeXj4wNPT08bR0dERERERERET3Iv24AD941Jqad9ytDQ1Todx48qJrsZU0qv1+O3335Deno6wsLCCtw3NDQUWVlZqFevHt555x20b9/+sftmZ2cjOzvbtJySkgIA0Gq10Gq11gleKjodIIqAwWB8WIH2QTlaK5UHg8EYo04HlPbzTfSQ3OtHqb+OENkY6woVmQ3uc6zKBvc4rC9ElimTdcXOr4mbrmdCLwJ1ZZnw06is933SmkQRkMn+O4/2yMqfLVLWFUuPKYiiKNo4lgKdOnUKYWFhyMrKgqurK5YvX45u3brlu+/58+exc+dONGnSBNnZ2Vi6dCkWLFiA7du3o23btvk+Z/r06ZgxY0ae9cuXL4ezs7NVXwsRERERERFRWbPgrAxnk2ToFqBHl8qSphjITmRkZKB///5ITk42G37pUZInpXJychAXF4ekpCSsWrUKP/74I3bs2IF69epZ9PyePXtCEASsW7cu3+35tZQKCAhAYmJigSemVMjMBPbsAVxdAbV1ZjfQGgyITkhAhK8vFDIrNLvMygLS0oBWrQCNpvjlEdkJrVaL6OhoREREQKFQSB0Okd1iXaEis8F9jlXZ4B6H9YXIMmWyrtjxNTElx4AW6xOhFYGNLudQI6wh4OEhdVh5JScDBw8CzZvbZ3yA1T9bpKwrKSkpqFChwhOTUpJ331MqlaaBzps2bYpDhw5hzpw5WLhwoUXPb9GiBZYtW/bY7SqVCiqVKs96hUJR+i9gWi0gCMYmiNZIID1EIZNZJyklkxljlMuB0n6+ifLhENcSohLAukKFZsP7HKuw4T0O6wuRZcpUXbHja+KuW9nQikANFwF1hcz/4rQ3gmDsHmev8QE2+2yRoq5Yejy7+0uIomjWsulJjh07Bj8/PxtGRERERERERET52XgjC0AZG+CcrEbSllJvvfUWunbtioCAAKSmpmLFihXYvn07Nm3aBACYNm0abty4gZ9++gkAMHv2bAQGBiI4OBg5OTlYtmwZVq1ahVWrVkn5MoiIiIiIiIjKnAydATsSjI1KnvZxAu5IHBCVOpImpW7duoWBAwciPj4eHh4eCAkJwaZNmxAREQEAiI+PR1xcnGn/nJwcTJ48GTdu3IBGo0FwcDD++uuvxw6MTkRERERERES2sT0hB1l6IMDFCcFugtThUCkkaVJq0aJFBW6PiooyW54yZQqmTJliw4iIiIiIiIiIyBIbrxu77nWtpIIgGCSOhkojdvokIiIiIiIiokLJ0ovYFv+g615l+5oRkEoPJqWIiIiIiIiIqFD23MpGuk5ERbUMjcqXkVkQyeqYlCIiIiIiIiKiQtl4479WUjKB40lR0TApRUREREREREQW0xpERN8wjif1dCWVxNFQacakFBERERERERFZbP+dHCRrRXipZGjurZQ6HCrFmJQiIiIiIiIiIovlzrrX2V8FJ3bdo2JgUoqIiIiIiIiILKIXRWx5MJ5UF866R8XEpBQRERERERERWeRIohaJ2Qa4KQS09GHXPSoeJqWIiIiIiIiIyCIbHwxwHuGvglLGrntUPExKEREREREREdETiaKIzddzZ91j1z0qPialiIiIiIiIiOiJTtzX4mamAc5OAtr6qqQOhxwAk1JERERERERE9ESbrhsHOG/vp4LaiV33qPiYlCIiIiIiIiKiAomiiE0PxpN6ujJbSZF1MClFRERERERERAU6l6xDbJoeShnQnl33yEqYlCIiIiIiIiKiAuXOutfWVwVXBVMJZB18JxERERERERFRgXLHk+rKWffIipiUIiIiIiIiIqLHupyqw4UUHeQC0MmfXffIepiUIiIiIiIiIqLH2nTd2HUvzEcJDyXTCGQ9fDcRERERERER0WPlzrrXtTK77pF1MSlFRERERERERPm6lq7Dqfs6yAB0Ztc9sjImpYiIiIiIiIgoX5tvGAc4b+atQAW1k8TRkKNhUoqIiIiIiIiI8rXxwXhSnHWPbIFJKSIiIiIiIiLK43amHkfuagEAXZiUIhtgUoqIiIiIiIiI8sjtuteovAJ+zuy6R9bHpBQRERERERER5bGRs+6RjTEpRURERERERERm7mUbcOBODgCgayXOuke2waQUEREREREREZmJvpkFvQjU85Sjiqtc6nDIQTEpRURERERERERmNl03jifFWffIlpiUIiIiIiIiIiKTFK0Bu28Zk1JPczwpsiEmpYiIiIiIiIjIZNvNbGhFoLqbE2q6s+se2Q6TUkRERERERERkwln3qKQwKUVEREREREREAIAMnQE7Eh503eN4UmRjTEoREREREREREQBge0IOsvRAgIsTgj3ZdY9si0kpIiIiIiIiIgIAbLpu7Lr3dCUVBEGQOBpydExKERERERERERGy9SK2xXPWPSo5TEoREREREREREXbfykaaTkRFtQyh5RVSh0NlAJNSRERERERERISNN/5rJSVj1z0qAUxKEREREREREZVxWoOI6Bv/jSdFVBKYlCIiIiIiIiIq4w7cyUGyVkR5pYBmFZRSh0NlBJNSRERERERERGXcxgez7nWupIZcxq57VDKYlCIiIiIiIiIqw/SiiM03OOselTwmpYiIiIiIiIjKsCOJWiRmG+CmENDSh133qOQwKUVERERERERUhm18MMB5hL8KSnbdoxLEpBQRERERERFRGSWKIjY/GE+qSyV23aOSxaQUERERERERURl18r4ONzMNcHYSEO6rkjocKmMkTUrNnz8fISEhcHd3h7u7O8LCwrBx48YCn7Njxw40adIEarUa1apVw4IFC0ooWiIiIiIiIiLHkjvrXns/FdRO7LpHJUvSpFTlypXx6aef4vDhwzh8+DA6dOiAXr164d9//813/5iYGHTr1g1t2rTBsWPH8NZbb2H8+PFYtWpVCUdOREREREREVLqJoohND8aTeroyW0lRyZNLefCePXuaLX/88ceYP38+9u/fj+Dg4Dz7L1iwAFWqVMHs2bMBAHXr1sXhw4fx5Zdfom/fviURMhEREREREZFDOJesQ2yaHkoZ0J5d90gCdjOmlF6vx4oVK5Ceno6wsLB899m3bx86d+5stq5Lly44fPgwtFptSYRJRERERERE5BByZ91r66uCq8Ju0gNUhkjaUgoATp06hbCwMGRlZcHV1RVr1qxBvXr18t03ISEBFStWNFtXsWJF6HQ6JCYmws/PL89zsrOzkZ2dbVpOSUkBAGi12tKfyNLpAFEEDAbjwwq0D8rRWqk8GAzGGHU6oLSfb6KH5F4/Sv11hMjGWFeoyGxwn2NVNrjHYX0hskyZrCs2uiZuejCeVIS/svjfAUURkMn+i9Pe2Ht8gNU/W6SsK5YeUxBFUbRxLAXKyclBXFwckpKSsGrVKvz444/YsWNHvompWrVqYejQoZg2bZpp3Z49e9C6dWvEx8fD19c3z3OmT5+OGTNm5Fm/fPlyODs7W/fFEBEREREREdk5pVKJdKgw87AeSRnZ+LipHs6SN1khR5KRkYH+/fsjOTkZ7u7uj91P8qTUozp16oTq1atj4cKFeba1bdsWoaGhmDNnjmndmjVr0K9fP2RkZEChUOR5Tn4tpQICApCYmFjgiSkVMjOBPXsAV1dArbZKkVqDAdEJCYjw9YVCZoXmm1lZQFoa0KoVoNEUvzwiO6HVahEdHY2IiIh8rz1EZMS6QkVmg/scq7LBPQ7rC5FlymRdsdY1Ua1Gjl8lKDw8cC89G+7OSpy+eg+hWbeM17XiSE4GDh4EmjcHPDyKV5Yt2Ht8gNU/W6SsKykpKahQocITk1J2lwsVRdEsifSwsLAw/Pnnn2brtmzZgqZNmz72BKtUKqhUeQdsUygUpf8CptUCgmBsgmiNBNJDFDKZdZJSMpkxRrkcKO3nmygfDnEtISoBrCtUaDa8z7EKG97jsL4QWaZM1RVrXBPVamTXqIXvd15B5N5DSMnUwV0jx5CwQDQMrwPVpQvFS0wJgrH7WW6c9sbe4wNs9tkiRV2x9HiS/iXeeust7Nq1C7GxsTh16hTefvttbN++HQMGDAAATJs2DYMGDTLtP2rUKFy9ehWTJk3C2bNnsXjxYixatAiTJ0+W6iUQERERERER2b3Miv6Yt/MK5my9hJRMHQAgJVOHudsuYd7OK8iomHeMZiJbkzQpdevWLQwcOBC1a9dGx44dceDAAWzatAkREREAgPj4eMTFxZn2DwoKwoYNG7B9+3Y0atQIH374IebOnYu+fftK9RKIiIiIiIiI7JtcDicPd0Tujc13c+TeWMg9PIwtdIhKkKTvuEWLFhW4PSoqKs+68PBwHD161EYRERERERERETkYuRypmTmmFlKPSsnUITUzB15yuXHmN6ISYqcdKYmIiIiIiIjIKnQ6uGmUcNfk3y7FXSOHm0bJhBSVOCaliIiIiIiIiByZTgd9cgqGtgzMd/PQloHQJSczKUUljh1GiYiIiIiIiByc5tZNjGpTEwYRWLIv1jT73tCWgRjdtppx9j2iEsakFBEREREREZGjy8rCN2uPolGDQByY1hEZWVq4aZTQJScbE1JZWVJHSGUQk1JEREREREREDu52lh4/nryLnON3sa6LD0J8nAGdDkp22SMJMSlFRERERERE5OCWXc5AjgEILa9AiLuMLaPILnCgcyIiIiIiIiIHlqUX8fPlTADA8FrOEkdD9B8mpYiIiIiIiIgc2Lq4TNzNNsBfI8PTldRSh0NkwqQUERERERERkYMSRRGLL2YAAAbXdIFcJkgcEdF/mJQiIiIiIiIiclB7bufgXLIOzk4CXgzSSB0OkRkmpYiIiIiIiIgc1KILxlZSzwdp4KFkCoDsC9+RRERERERERA7ocqoO/yRkQwAwpAYHOCf7w6QUERERERERkQOKvJgOAOjop0KQm1ziaIjyYlKKiIiIiIiIyMEk5RiwKjYLADCsFltJkX1iUoqIiIiIiIjIwSy/koFMvYi6HnKEeSulDocoX0xKERERERERETkQrUHET5eMA5wPr+UCQRAkjogof0xKERERERERETmQDdezkJBpQAWVDD0D1FKHQ/RYTEoREREREREROQhRFLHognGA80E1nKFyYispsl9MShERERERERE5iCN3tTh5XwelDOhfTSN1OEQFYlKKiIiIiIiIyEHktpLqU1WDCmoniaMhKhiTUkREREREREQO4Fq6DptvZAMAhtV0ljgaoidjUoqIiIiIiIjIAURdzIABQJuKStT2UEgdDtETMSlFREREREREVMqlag1YGZMJABhW00XiaIgsw6QUERERERERUSn3W2wm0nQiqrk5IdxXKXU4RBZhUoqIiIiIiIioFNOLIiIvZgAwtpKSCYLEERFZhkkpIiIiIiIiolIs+mY2rqXr4akU0LeqRupwiCzGpBQRERERERFRKbb4QjoAoH81Z2jkbCVFpQeTUkRERERERESl1Kn7WhxM1EIuAINqOEsdDlGhMClFREREREREVErltpLqEaCGr8ZJ4miICodJKSIiIiIiIqJS6FamHn9eywJgHOCcqLRhUoqIiIiIiIioFPrpUgZ0ItCsggIh5RVSh0NUaExKEREREREREZUymToRP1/JAAAMZyspKqWYlCIiIiIiIiIqZVZfzURSjogAFydEVFJJHQ5RkTApRURERERERFSKGEQRiy8aBzgfUsMZToIgcURERcOkFBEREREREVEpsvNWDi6n6uEqF9AvSCN1OERFxqQUERERERERUSmy6IKxlVS/IA3cFPxaT6UX371EREREREREpcSFZC123cqBDMDQms5Sh0NULExKEREREREREZUSiy8aZ9zrXEmFABe5xNEQFQ+TUkRERERERESlwN1sA1ZfzQQADK/lInE0RMXHpBQRERERERFRKbD8ag5yDEBIOTmaeimkDoeo2JiUIiIiIiIiIrJz2QYRP8VmAwCG1XSBIAgSR0RUfExKEREREREREdm59bdF3MkWUVEtQ7cAtdThEFkFk1JEREREREREdkwURSy6LgIABtVwhlLGVlLkGJiUIiIiIiIiIrJj+68m4UwaoJYBA6o7Sx0OkdUwKUVERERERERkxxYfuA4A6BughKeSX+PJcfDdTERERERERGSnYhPT8ff5RADA0CCVxNEQWZekSalPPvkEzZo1g5ubG3x8fNC7d2+cP3++wOds374dgiDkeZw7d66EoiYiIiIiIiIqGVF7YyECaFceqOHmJHU4RFYlaVJqx44dGDNmDPbv34/o6GjodDp07twZ6enpT3zu+fPnER8fb3rUrFmzBCImIiIiIiIiKhnJmVr8evgaAGB4ZXZ0Iscjl/LgmzZtMluOjIyEj48Pjhw5grZt2xb4XB8fH3h6etowOiIiIiIiIiLprDwUh4wcPWr7uKB1uUypwyGyOkmTUo9KTk4GAJQvX/6J+4aGhiIrKwv16tXDO++8g/bt2+e7X3Z2NrKzs03LKSkpAACtVgutVmuFqCWk0wGiCBgMxocVaB+Uo7VSeTAYjDHqdEBpP99ED8m9fpT66wiRjbGuUJHZ4D7Hqmxwj8P6QmSZslJXdHoDovbEAgAGN/WHLv2y/V4TAeM1USb779ptb+w9PsDqny1S1hVLjymIoigWpuDk5GRER0cjNjYWgiAgKCgInTp1gru7e5ECzSWKInr16oX79+9j165dj93v/Pnz2LlzJ5o0aYLs7GwsXboUCxYswPbt2/NtXTV9+nTMmDEjz/rly5fD2ZlTaRIREREREZH9OXZXQNQFJ7jIRcxoooeCvfeoFMnIyED//v2RnJxcYL6oUEmpZcuWYezYsabWRrk8PDywYMECvPDCC0UOeMyYMfjrr7+we/duVK5cuVDP7dmzJwRBwLp16/Jsy6+lVEBAABITE4udSJNcZiawZw/g6gqo1VYpUmswIDohARG+vlDIrHDVy8oC0tKAVq0Ajab45RHZCa1Wi+joaEREREChUEgdDpHdYl2hIrPBfY5V2eAeh/WFyDJlpa70+/4Ajl1Lxph21TCxZSX7viYCQHIycPAg0Lw54OEhdTR52Xt8gNU/W6SsKykpKahQocITk1IWd987evQohg4digEDBuC1115DnTp1IIoizpw5g9mzZ2PgwIGoU6cOGjZsWOhgx40bh3Xr1mHnzp2FTkgBQIsWLbBs2bJ8t6lUKqhUeafNVCgUpf8CptUCgmBsgmiNBNJDFDKZdZJSMpkxRrkcKO3nmygfDnEtISoBrCtUaDa8z7EKG97jsL4QWcaR68qxuPs4di0ZSicZBrcKgsLJYN/XRMAYn+GhOO2NvccH2OyzRYq6YunxLE5KffPNN+jduzeioqLM1jdu3Bg//fQTMjIyMGfOHCxevNjiIEVRxLhx47BmzRps374dQUFBFj/3YceOHYOfn1+RnktERERERERkTxbtjgEA9GzoDx83NZCRIXFERLZhcVJqz549mDdv3mO3jxo1CqNHjy7UwceMGYPly5fjjz/+gJubGxISEgAYuwNqHjRVmzZtGm7cuIGffvoJADB79mwEBgYiODgYOTk5WLZsGVatWoVVq1YV6thERERERERE9uZGUiY2njZ+Nx7eumgNN4hKC4uTUjdv3kStWrUeu71WrVq4ceNGoQ4+f/58AEC7du3M1kdGRmLIkCEAgPj4eMTFxZm25eTkYPLkybhx4wY0Gg2Cg4Px119/oVu3boU6NhEREREREZG9+WlfLPQGEWHVvFDPv5SPg0z0BBYnpTIyMqAuYEA1lUqFrKysQh3ckjHWH+0uOGXKFEyZMqVQxyEiIiIiIiKyd+nZOvxywNgog62kqCywOCkFAJs3b4bHY0apT0pKskY8RERERERERGXSqqPXkZKlQ6CXMzrU8ZE6HCKbK1RSavDgwQVuFwShWMEQERERERERlUUGg4jIPbEAgKGtgiCT8fs1OT6Lk1IGg8GWcRARERERERGVWdvO3UZMYjrc1XI816Sy1OEQlQiZ1AEQERERERERlXWL98QAAF5qXgUuqkJ1aiIqtSxOSl26dAlHjhwxW7d161a0b98ezZs3x8yZM60eHBEREREREZGjO3MzBXsv34WTTMCgloFSh0NUYixOSr3xxhtYu3ataTkmJgY9e/aEUqlEWFgYPvnkE8yePdsGIRIRERERERE5rtxWUk/X90UlT43E0RCVHIvbBB4+fBhTpkwxLf/888+oVasWNm/eDAAICQnBN998g4kTJ1o9SCIiIiIiIiJHdDs1C+uO3wQADG8dJHE0RCXL4pZSiYmJqFz5v8HW/vnnH/Ts2dO03K5dO8TGxlo1OCIiIiIiIiJHtmx/HHL0BoRW8UTjKuWkDoeoRFmclCpfvjzi4+MBGGfiO3z4MJ566inT9pycHIiiaP0IiYiIiIiIiBxQllaPn/dfBcBWUlQ2WZyUCg8Px4cffohr165h9uzZMBgMaN++vWn7mTNnEBgYaIsYiYiIiIiIiBzOuuM3cTc9B5U8NXg62FfqcIhKnMVjSn388ceIiIhAYGAgZDIZ5s6dCxcXF9P2pUuXokOHDjYJkoiIiIiIiMiRiKJoGuB8cMuqkDtZ3GaEyGFYnJQKCgrC2bNncebMGXh7e8Pf399s+4wZM8zGnCIiIiIiIiKi/O25dBfnElLhrHTCC82qSB0OkSQsTkoBgEKhQMOGDfPd9rj1RERERERERGRu0e4rAIDnm1SGh0YhcTRE0rA4KTVs2LB813t4eKB27dp4+eWX4erqarXAiIiIiIiIiBzRpdtp+Of8HQgCMLQVBzinssviTqv379/P93H8+HG89957qF27Nq5cuWLLWImIiIiIiIhKvai9xrGkOtapiMAKLk/Ym8hxWdxSas2aNY/dlpmZiUGDBuHNN9/Er7/+apXAiIiIiIiIiBxNUkYOVh25AQAY3pqtpKhss8rw/hqNBlOnTsX+/futURwRERERERGRQ1p+MA6ZWj3q+bmjRbXyUodDJCmrzTlZvnx5JCUlWas4IiIiIiIiIoei1Rvw096rAIBhrYMgCILEERFJy2pJqb1796J69erWKo6IiIiIiIjIoWw4FY+ElCxUcFWhZ0M/qcMhkpzFY0qdPHky3/XJyck4dOgQZs6ciY8++shqgRERERERERE5ClEUsWi3cYDzQWFVoZI7SRwRkfQsTko1atQIgiBAFMU827y9vTF16lSMGjXKqsEREREREREROYIjV+/j5PVkKOUyDHiqitThENkFi5NSMTEx+a738PCAp6enteIhIiIiIiIicji5raSeDa0EL1eVxNEQ2QeLk1JVq1a1ZRxEREREREREDunavQxs/jcBADC0VZDE0RDZD6sNdE5EREREREREeUXtjYVBBNrUrIDavm5Sh0NkN5iUIiIiIiIiIrKR1CwtVh66BgAY1pqtpIgexqQUERERERERkY38dvg60rJ1qO7tgvCa3lKHQ2RXmJQiIiIiIiIisgG9QUTkXuMA58NaB0EmEySOiMi+FCkplZSUhB9//BHTpk3DvXv3AABHjx7FjRs3rBocERERERERUWkVfeYWrt3LhKezAs+GVpY6HCK7Y/Hse7lOnjyJTp06wcPDA7GxsXjllVdQvnx5rFmzBlevXsVPP/1kiziJiIiIiIiISpXFu42tpPo3rwKN0kniaIjsT6FbSk2aNAlDhgzBxYsXoVarTeu7du2KnTt3WjU4IiIiIiIiotLoQkIqLt1Jg1wmYFBYoNThENmlQreUOnToEBYuXJhnfaVKlZCQkGCVoIiIiIiIiIhKo8wcHZxkMriq5dg9tT3OJ6TC10P95CcSlUGFTkqp1WqkpKTkWX/+/Hl4e3MmASIiIiIiIiqbsrV6LNhxBZF7Y5CSqYO7Ro6hLYNQz88dKgW77xE9qtDd93r16oUPPvgAWq0WACAIAuLi4vDmm2+ib9++Vg+QiIiIiIiIyN5l5ugwb/tlzNl6ESmZOgBASqYOc7ZexLztl5GRo5M4QiL7U+ik1Jdffok7d+7Ax8cHmZmZCA8PR40aNeDm5oaPP/7YFjESERERERER2TUnmQyRe2Py3Ra5NwZyWaG/fhM5vEJ333N3d8fu3buxbds2HD16FAaDAY0bN0anTp1sER8RERERERGR3UvN0ppaSD0qJVOH1CwtvFxVJRwVkX0rdFIqV4cOHdChQwdrxkJERERERERUKrmpFXDXyPNNTLlr5HBTKySIisi+FTop9cEHHxS4/b333ityMERERERERESlkd5gwJCWgZi79VKebUNbBkFnMEBZ+BF0iBxaoZNSa9asMVvWarWIiYmBXC5H9erVmZQiIiIiIiKiMidDq8eQloEQRWDJvliz2fdGt6vO2feI8lHopNSxY8fyrEtJScGQIUPQp08fqwRFREREjsPNzU3qEIiIiGxudvRF7L18Fx/1Dsa4DjWRmqWFm1oBncHAhBTRY1il7aC7uzs++OADvPvuu9YojoiIiBxAZo4OouCE4MYtIApOnAqbiIgc1tW76fjlYBwu30mDIAhQymXwclVBKZfBWVnkoZyJHJ7VakdSUhKSk5OtVRwRERGVYtlaPRbsuILIvTHsvkBERA7v6+gL0BlEhNfyRotqXlKHQ1RqFDopNXfuXLNlURQRHx+PpUuX4umnn7ZaYERERFQ6ZebosGDHFczZetG0LiVTZ1oeGV6NvxoTEZHD+PdmMv44fhMA8EaX2hJHQ1S6FPqOcNasWWbLMpkM3t7eGDx4MKZNm2a1wIiIiKh0cpLJELk3Jt9tkXtjMKZ9jRKOiIiIyHa+3HweANCzoT/qV/KQOBqi0qXQSamYmPxvMomIiIgAIDVLi5TM/MePSsnUITVLCy9XVQlHRUREZH0HrtzFP+fvQC4T8HpELanDISp1rDLQOREREVEuN7UC7pr8f/dy18jhplaUcERERETWJ4oiPtt0DgDwYvMABFZwkTgiotLHopZSzz77rMUFrl69usjBEBERUemnNxgwtGWQ2ZhSuQaHBSImMQ21KrpBEAQJoiMiIrKOv8/extG4JKgVMozvUFPqcIhKJYtaSnl4eFj8KIxPPvkEzZo1g5ubG3x8fNC7d2+cP3/+ic/bsWMHmjRpArVajWrVqmHBggWFOi4RERHZjkYpx8jwahjXoYapxZS7Ro7xHWtgSMtAjP75GKauOokcnUHiSImIiIpGbxDxxWZjK6lhrYLg466WOCKi0smillKRkZE2OfiOHTswZswYNGvWDDqdDm+//TY6d+6MM2fOwMUl/6aPMTEx6NatG1555RUsW7YMe/bswejRo+Ht7Y2+ffvaJE4iIiIqnG+2XkJoFU8ceKsTUjOy4emihs5gwObTCYhJTMPlO2m4fj8T8wc0gYczu/MREVHpsubYDVy4lQYPjQIjw6tLHQ5RqSXpfMybNm0yW46MjISPjw+OHDmCtm3b5vucBQsWoEqVKpg9ezYAoG7dujh8+DC+/PJLJqWIiIjswO3ULCzaHYMcvQFrRj2F+1dOok2bNnBWKtCncWV4OCswbvkx7L18F8/O34PIIc1RxctZ6rCJiIgskq3TY1b0BQDA6HbV4aHhjytERVWkpNTvv/+OX3/9FXFxccjJyTHbdvTo0SIHk5ycDAAoX778Y/fZt28fOnfubLauS5cuWLRoEbRaLRQK8wtCdnY2srOzTcspKSkAAK1WC61WW+RY7YJOB4giYDAYH1agfVCO1krlwWAwxqjTAaX9fBM9JPf6UeqvI0Q2sGSPMSEVGuCB2j7OiD6RalZX2lQvj19GNMcry47i8p109J63Gwv6hyK0iqd0QZP9scF9jlXZ4B6Hny1ElpG6rvy07ypuJGWiopsK/ZtVKpk47P2aCBjjk8n+i9Pe2Ht8gNU/W6SsK5YeUxBFUSxMwXPnzsXbb7+NwYMH44cffsDQoUNx+fJlHDp0CGPGjMHHH39cpIBFUUSvXr1w//597Nq167H71apVC0OGDMFbb71lWrd37160atUKN2/ehJ+fn9n+06dPx4wZM/KUs3z5cjg781dZIiIia8rRA9OPOiFdJ2BILT1CvR5/m5GUDfxw3gnX0wXIBREDahjQuEKhbkuIiIhKVJYe+ODB59wL1fRoWZGfW0T5ycjIQP/+/ZGcnAx3d/fH7lfollLz5s3D999/j5deeglLlizBlClTUK1aNbz33nu4d+9ekQMeO3YsTp48id27dz9x30dn68nNq+U3i8+0adMwadIk03JKSgoCAgLQuXPnAk9MqZCZCezZA7i6AmrrDKynNRgQnZCACF9fKGQWjYNfsKwsIC0NaNUK0GiKXx6RndBqtYiOjkZERESeFppEZdmvh68jXXcGlTzVmNq/NUSDvsC60itbh0m/ncK283ew5KITvKrWwKi2QZyZj2xyn2NVNrjH4WcLkWWkrCvfbLuMdN1lBHk5Y/qglpA7WeE7kyXs/ZoIAMnJwMGDQPPmQCEnQSsR9h4fYPXPFinrSm4vtScpdFIqLi4OLVu2BABoNBqkpqYCAAYOHIgWLVrg22+/LWyRGDduHNatW4edO3eicuXKBe7r6+uLhIQEs3W3b9+GXC6Hl5dXnv1VKhVUKlWe9QqFovR/2Gu1gCAYmyBaI4H0EIVMZp2klExmjFEuB0r7+SbKh0NcS4isRBRFLNkfBwAY0jIIGrXK1HT7cXXFU6HAD4Ob4eO/zmLxnhh8/fclxN3Pwsw+DaCUl9CNPtknG97nWIUN73H42UJkmZKuK4lp2Vi0JxYAMLlLHWjUeb9n2oy9XxMBY3wGw39x2ht7jw+w2WeLFJ8rlh6v0H8JX19f3L17FwBQtWpV7N+/H4BxVrxC9gSEKIoYO3YsVq9ejW3btiEoKOiJzwkLC0N0dLTZui1btqBp06b88CYiIpLQ7kuJuHArDS5KJ7zQPMDi5znJBLzXsx4+7BUMmQD8fuQ6Bi8+iOQMjqtDRET247t/LiE9R48GlTzQrYGv1OEQOYRCJ6U6dOiAP//8EwAwfPhwvPbaa4iIiMALL7yAPn36FKqsMWPGYNmyZVi+fDnc3NyQkJCAhIQEZGZmmvaZNm0aBg0aZFoeNWoUrl69ikmTJuHs2bNYvHgxFi1ahMmTJxf2pRAREZEVLdodAwB4vmkA3NWF/6FoYFggFg1pBhelE/ZduYs+8/fg6t10a4dJRERUaNfuZeDnB62Bpz5dh93MiazE4qTU2rVrodfr8f333+Ptt98GYEwQRUVFoW7dupgxYwbmz59fqIPPnz8fycnJaNeuHfz8/EyPlStXmvaJj49HXFycaTkoKAgbNmzA9u3b0ahRI3z44YeYO3cu+vbtW6hjExERkfVcup2K7efvQBCAoa0Ci1xO+9o++G1US/h5qHHlTjr6zNuLw7FFH7OSiIjIGmb/fRE5egNa1fBC65oVpA6HyGFYPKbUc889hwoVKmDw4MEYNmwYateuDQDo168f+vXrV6SDW9LdLyoqKs+68PBwHD16tEjHJCIiIutb/GCMjU51K6Kql0uxyqrn7461Y1ph+JJDOH0jBf1/PIAvngtBr0aVrBApERFR4ZxPSMXqY9cBAFO61JE4GiLHYnFLqbi4OIwbNw5r1qxBvXr10Lp1a0RGRiI9nc3qiYiIyrL76TlYfdR4sz689ZPHh7RERXc1fh0Zhoh6FZGjM2DCiuP4ZuvFQo9fSUREVFxfbD4PUQS6NfBFwwBPqcMhcigWJ6X8/f3x9ttv48KFC9i2bRuqV6+O8ePHw8/PDyNGjMC+fftsGScRERHZqeUH45ClNSDY3x1PBZW3WrnOSjkWvNwEIx4kur6KvoDJv51Ejs5gtWMQEREV5MjVe/j77C04yQS83rm21OEQOZwizYMYHh6OJUuWID4+Hl9//TXOnj2L1q1bIzg42NrxERERkR3L0RmwZG8sAGMrKWsP/OokE/BOj3r4sHd9OMkErDp6HQMXHUBSRo5Vj0NERPQoURTx2cbzAIDnm1RGdW9XiSMicjxFSkrlcnV1Rfv27dG+fXt4enriwoUL1oqLiIiISoG/Tt3E7dRs+Lip0CPE32bHGdiiKhYPaQZXlRwHYu7h2Xl7EZvIIQSIiMh2tl+4g4Ox96CUyzChU02pwyFySEVKSmVkZGDJkiUIDw9HrVq1sHLlSkyaNAmxsbFWDo+IiIjslSiKWLQ7BgAwKKwqlPJi/db1ROG1vPH7q2Go5KnBlcR09Jm3B4c4Mx8REdmAwSDi803GVlJDWgbCz0MjcUREjqlQd4979uzB8OHD4evri1dffRUBAQH4+++/cfHiRbz99tuoVImz4hAREZUVh2Lv4/SNFKjkMvR/qmqJHLOOrzvWjGmJkMoeuJ+hxYAfDuCP4zdK5NhERFR2/HnyJs7Gp8BNLcfodtWlDofIYckt3bFWrVq4fPkyQkND8dlnn6F///7w8PCwZWxERERkxxbtvgIAeLZxZZR3UZbYcX3c1Fj5vzBMXHkMm/+9hQkrjiM2MQPjO9aw+phWRERU9uToDPhqi3FomlHh1eHpXHKfcURljcUtpZ5++mkcPXoUhw8fxquvvsqEFBERURkWdzcDW87cAgAMaxVY4sfXKJ0wf0AT/K9tNQDArL8vYNKvJ5Ct05d4LERE5FhWHopD3L0MVHBVYagEn3FEZYnFLaXmzp1ryziIiIioFIncGwNRBNrW8kbNim6SxCCTCXirW10Eerng3T9OY82xG7hxPxMLBzZBuRJsuUVERI4jI0eHOVsvAQAmdKwBZ6XFX5mJqAhsOyIpEREROZyULC1+PXQNADC8dZDE0QD9n6qCyCHN4KaS42DsPTw7fy9iODMfEREVweLdMUhMy0ZVL2e82LyK1OEQOTwmpYiIiKhQfj10Dek5etT0cUXbmhWkDgeAscXW76+2RCVPDWIezMx34MpdqcMiIqJS5H56DhbuMI6XOCmiFhRO/LpMZGusZURERGQxnd6AyD2xAIBhrYPsamDx2r5uWDOmJRpW9kBShhYvLzqANceuSx0WERGVEvN3XEZqtg51/dzRM8Rf6nCIygQmpYiIiMhiW87cwo2kTJR3UaJPaCWpw8nDx02NFf8LQ9f6vtDqRby28gRmRV+AKIpSh0ZERHYsPjkTUXtjAQBTnq4Nmcx+fnQhcmQWjdpWmEHOx48fX+RgiIiIyL4t2h0DABjwVBWoFU4SR5M/jdIJ3/VvjM83n8eCHZcxZ+tFXL2bjs+eC4FKbp8xExGRtOb8fRE5OgOaB5VHu1reUodDVGZYlJSaNWuWRYUJgsCkFBERkYM6fi0JR67eh8JJwMAWVaUOp0AymYA3u9ZBoJcz3ll7GmuP38SNpEwsHNgU5TkzHxERPeTS7TT8etg4gcfUp+vYVdd0IkdnUVIqJibG1nEQERGRnVv8oJVUz4b+8HFXSxyNZV5sXgWVyznj1Z+P4FDsffSZtweRQ5qhmrer1KEREZGd+GrLeRhEIKJeRTSpWk7qcIjKFI4pRURERE8Un5yJDafiAQDDWwdJHE3htK5ZAatfbYnK5TS4ejcDfebtxX7OzEdERABOXEvCxtMJEATgjS61pQ6HqMyxqKXUo65fv45169YhLi4OOTk5Ztu+/vprqwRGRERE9mPJ3qvQGUS0qFYewf4eUodTaDUrumHN6FZ45afDOH4tCQMXHcB3/RujTc0KcJLJkJqlhZtaAZ3BAGdlkW6PiIioFPp88zkAwLOhlVGropvE0RCVPYW+69q6dSueeeYZBAUF4fz586hfvz5iY2MhiiIaN25sixiJiIhIQhk5OvxyMA4AMKxV6Wol9TBvNxVW/K8FXv/1BM4lpKJJ1XKYv+MyovbGIiVTB3eNHENbBmF0u+pQ2ekg7kREZD27Lt7Bnkt3oXSS4bWImlKHQ1QmFbr73rRp0/D666/j9OnTUKvVWLVqFa5du4bw8HA8//zztoiRiIiIJLTqyHUkZ2pR1csZHetWlDqcYlErnPDNS6H4tn8oovbGYu7WS0jJ1AEAUjJ1mLP1IuZtv4yMHJ3EkRIRkS0ZDCI+33QeAPByi6qoXM5Z4oiIyqZCJ6XOnj2LwYMHAwDkcjkyMzPh6uqKDz74AJ999pnVAyQiIiLpGAwiFu+JBQAMbRkIJ1npn5FIJhNQ3dsVS/bF5rs9cm8M5DIOu0lE5Mg2nk7AqRvJcFE6YUz76lKHQ1RmFfqOy8XFBdnZ2QAAf39/XL582bQtMTHRepERERGR5P45fxsxielwU8vxfNMAqcOxmtQsramF1KNSMnVIzdKWcERERFRStHoDvtxibCX1Sttq8HJVSRwRUdlV6DGlWrRogT179qBevXro3r07Xn/9dZw6dQqrV69GixYtbBEjERERSWTR7hgAwEvNq8BF5TgDgLupFXDXyPNNTLlr5HBTKySIioiISsLvR64jJjEdXi5KjGhTTepwiMq0Qt9dfv3110hLSwMATJ8+HWlpaVi5ciVq1KiBWbNmWT1AIiIiksaZmynYe/kunGQCBrcMlDocq9IbDBjaMghztl7Ms21oyyDoDAYoC9+gnIiI7Fxmjh6z/74AABjboQZcHegHF6LSqNA1sFq1/zLJzs7OmDdvnlUDIiIiIvsQucfYSurp+r6o5KmROBrr0ijlGN3OOIZI5N4Y0+x7g8MCMSq8OjRKzr5HROSIluyLxa2UbFTy1KD/U1WkDoeozCv0T4DVqlXD3bt386xPSkoyS1gRERFR6XUnNRt/HL8JABjeOkjiaGxDpXDCyPBqOPx2BI680wkH3uqE+pU8MH3daYiiKHV4RERkZckZWsz75xIAYFJELajk/AGCSGqFbikVGxsLvV6fZ312djZu3LhhlaCIiIhIWsv2X0WO3oDQKp5oXKWc1OHYjLPSeCvk5apC3N10jF1+FFq9iM7BvuhYt6LE0RERkTUt3HkZKVk61Kroit6hlaQOh4hQiKTUunXrTP/fvHkzPDw8TMt6vR5bt25FYGCgVYMjIiKikpel1WPZ/qsAHLeVVH6qeLlgWOsgLNxxBR/9dRZtanpDKee4UkREjuB2ShYWP+iW/kaXOnCSCRJHRERAIZJSvXv3BgAIgoDBgwebbVMoFAgMDMRXX31l1eCIiIio5K07fhN303Pg76HG08G+UodTosa2r4FVR24gJjEdS/bG4pW2HJqAiMgRzNl6EVlaA5pULYdOdX2kDoeIHrD45z+DwQCDwYAqVarg9u3bpmWDwYDs7GycP38ePXr0sGWsREREZGOiKJp+SR7cMhByp7LVUshNrcCULrUBAHO3XkRiWrbEERERUXHFJKZjxaFrAICpT9eBILCVFJG9KPSdZkxMDCpUqGCLWIiIiEhiey7dxbmEVDgrnfBi87I5K9FzTSqjfiV3pGbr8NWW81KHQ0RExfR19AXoDSLa1/ZG86DyUodDRA8p0s+fO3bsQM+ePVGjRg3UrFkTzzzzDHbt2mXt2IiIiKiELdp9BQDwfJPK8NAoJI5GGjKZgPd6BAMAVhy6hn9vJkscERERFdXpG8n488RNCIJxLCkisi+FTkotW7YMnTp1grOzM8aPH4+xY8dCo9GgY8eOWL58uS1iJCIiohJw6XYa/jl/B4IADG1VdgY4z0/zoPLoEeIHUQQ++PMMRFGUOiQiIiqCzzcbW7z2auiPev7uEkdDRI8qdFLq448/xueff46VK1di/PjxmDBhAlauXIlPP/0UH374oS1iJCIiohIQ+WAsqY51KiKwgovE0UhvWre6UMllOBBzDxtPJ0gdDhERFdLey4nYeeEO5DIBkyJqSx0OEeWj0EmpK1euoGfPnnnWP/PMM4iJibFKUERERFSykjJysOrodQDA8NZlu5VUrkqeGox8MPvezA1nkaXVSxwRERFZShRFfL7J2Eqq/1NVUMXLWeKIiCg/hU5KBQQEYOvWrXnWb926FQEBAVYJioiIiErW8oNxyNIaUM/PHS2qcRDYXKPaVYevuxrX72fix11XpA6HiIgstOXMLRy/lgSNwgljO9SQOhwiegy5pTsOGzYMc+bMweuvv47x48fj+PHjaNmyJQRBwO7duxEVFYU5c+bYMlYiIiKyAa3egJ/2XgVgbCXFqbL/46yU482udTBx5XHM234ZzzcNQEV3tdRhERFRAfQGEV88GEtqeOsg+Ljxuk1kryxuKbVkyRJkZmbi1VdfxYoVK3Dq1ClMnDgREyZMwOnTp7Fy5UqMHDnSlrESERGRDWw4FY+ElCx4u6nQo6Gf1OHYnV6N/NG4iicycvT4bNM5qcMhIqInWHX0Oi7dToOnswL/C68mdThEVACLW0o9POtMnz590KdPH5sERERERCVHFEUs2m0cE3Jgi6pQyZ0kjsj+CIKA93sGo9d3e7D66A0MbFEVoVXKSR0WERHlI0urx+zoCwCAMe1qwF2tkDgiIipIocaUYnN+IiIix3L46n2cvJ4MpVyGAU9VkTocu9UwwBPPNq4EAPhg/RmzH+uIiMh+LNt/FTeTs+DnocbAsKpSh0NET2BxSykAqFWr1hMTU/fu3StWQERERFRyFu0ytpJ6NrQSvFxVEkdj36Y+XQebTifgWFwS/jh+E71DK0kdEhERPSQ1S4vv/rkEAJjYqSbUCrb+JbJ3hUpKzZgxAx4eHraKhYiIiErQtXsZ2HImAQAwrHWQxNHYv4ruaoxpXwNfbD6PTzeeQ+fginBWFupWioiIbOiHXTG4n6FFdW8X9G1cWepwiMgChbqTevHFF+Hj42OrWIiIiKgERe6JhUEE2tSsgFoV3aQOp1QY3joIvxyMw/X7mViw/TImda4tdUhERATgTmo2ftx1BQDwRpfakDsVaqQaIpKIxTWV40kRERE5jtQsLX49fA2AMdFCllErnPB2t7oAgIU7r+D6/QyJIyIiIgD47p9LyMjRo2FlD3QJ9pU6HCKykMVJKQ7oSURE5Dh+PXwdadk61PBxRXgtb6nDKVWeru+Lp4LKI1tnwCcbz0kdDhFRmXftXgZ+PnAVgHH8PzaoICo9LE5KGQwGq3fd27lzJ3r27Al/f38IgoC1a9cWuP/27dshCEKex7lzvCEkIiKylN4gImqvcYDzYa2CePNeSIIg4L2e9SATgL9OxuNgDCd5ISKS0qzoC9DqRbSpWQEta1SQOhwiKgRJO9qmp6ejYcOG+Pbbbwv1vPPnzyM+Pt70qFmzpo0iJCIicjzRZxJw7V4myjkr8GxjziBXFMH+HnihWRUAwIw//4XewBblRERSOBufgjXHbwAApnSpI3E0RFRYkk4Z07VrV3Tt2rXQz/Px8YGnp6f1AyIiIioDFu02tpIa8FRVTpddDK93roX1J27i35sp+P3INVOSioiISs6Xm89DFIHuIX5oUJkzxROVNqVySoLQ0FD4+fmhY8eO+Oeff6QOh4iIqNQ4eT0Jh2LvQ+EkYGBYVanDKdUquKowoZOxtfYXm88jNUsrcURERGXL4av3sfXcbTjJBLweUUvqcIioCCRtKVVYfn5++P7779GkSRNkZ2dj6dKl6NixI7Zv3462bdvm+5zs7GxkZ2ebllNSUgAAWq0WWm0pv3nU6QBRBAwG48MKtA/K0VqpPBgMxhh1OqC0n2+ih+ReP0r9dYTKnB92XgYAdKvvi/IaJ5u/hx29rrzUtBJ+3n8VMXczMOfvC5jahV+KrMYG9zlWZYN7HEevL0TWotVq4ebmhoU7rgAAnmtcCQGeKseuO/Z+TQSM8clk/8Vpb+w9PsDqny1Sfq5YekxBtJNp9QRBwJo1a9C7d+9CPa9nz54QBAHr1q3Ld/v06dMxY8aMPOuXL18OZ2fnooRKRERUKiVlAzOOOcEgCpjcQIcAV6kjcgyn7wv44ZwTnAQRbzbUw0cjdURERI7J1dUVNerUg6+PN+6l58DDWYk9FxORHvcvhJw0qcMjoodkZGSgf//+SE5Ohru7+2P3K1UtpfLTokULLFu27LHbp02bhkmTJpmWU1JSEBAQgM6dOxd4YkqFzExgzx7A1RVQq61SpNZgQHRCAiJ8faGQWaF3Z1YWkJYGtGoFaHiXTo5Dq9UiOjoaERERUCgUUodDZJEvt1yEQYxBs8ByGNmvWYkcsyzUla6iiHM/HcWuS3exP8sPC/qGSh2SY7DBfY5V2eAepyzUF6Li0EOG+dsvI/LHk0jJ1MFdI8eQloEY3akdnGCnLV+sxd6viQCQnAwcPAg0bw542OH4XvYeH2D1zxYpP1dye6k9SalPSh07dgx+fn6P3a5SqaBSqfKsVygUpf/DXqsFBMHYBNEaCaSHKGQy6ySlZDJjjHI5UNrPN1E+HOJaQmVCRo4OKw5fBwCMaFOtxN+3jl5X3usZjKfn7MLWc3dwIDYZrWtySvJis+F9jlXY8B7H0esLUVFk5uiwYMdlzNl60bQuJVOHuVsvQYCAkeHV4Kws9V9vH8/er4mAMT6D4b847Y29xwfY7LNFis8VS48n6V8iLS0Nx48fx/HjxwEAMTExOH78OOLi4gAYWzkNGjTItP/s2bOxdu1aXLx4Ef/++y+mTZuGVatWYezYsVKET0REVGqsOnoDyZlaVCnvjE51K0odjsOpWdENA1sYB47/YP2/0Okd/Bd7IqIS5iSTIXJvTL7bIvfGQG6vSQYiKpCkNffw4cMIDQ1FaKixmfukSZMQGhqK9957DwAQHx9vSlABQE5ODiZPnoyQkBC0adMGu3fvxl9//YVnn31WkviJiIhKA4NBROQe44380FaBcJIJEkfkmCZ2qglPZwUu3ErD8oNxT34CERFZLDVLi5RMXb7bUjJ1nAGVqJSStH1ju3btUNA461FRUWbLU6ZMwZQpU2wcFRERkWPZceEOrtxJh5tKjuebBkgdjsPydFZiUkQtvPfHv/g6+gKeaegPT2el1GERETkEN7UC7hp5vokpd40cbmp2eSUqjdjGkYiIyMEt2m1sJfVi8wC4qhx4vA070L95FdSq6IqkDC1m/33xyU8gIqInOn0jGXsuJWJwWGC+24e2DILOwG7TRKURk1JEREQO7FxCCnZfSoRMAAa3DJQ6HIcnd5LhvR7BAICl+6/i4q1UiSMiIirdTlxLQv8f9uOjv85ieOsgTOhYE+4a4w8s7ho5JnSsidHtqjv2IOdEDow1l4iIyIEtftBKqmt9P1Qu5yxxNGVD65oV0KluRfx99hY+/OsslgxtBkHgOF5ERIV15Op9DFl8EKnZOtSsqIDcyTjL3pj2NZCUngVPFzV0BgNUCiepQyWiImJLKSIiIgeVmJaNtcdvAgCGtQ6UNpgy5p3udaFwErDzwh38c/621OEQEZU6B2PuYdCiA0jN1qF5UHksGdYcrioFnJVyCKIep4/shyDq2UKKqJRjUoqIiMhBLdt/FTk6AxoGeKJxlXJSh1OmBFZwwbBWQQCAD9efRY6OY50QEVlq76VEDF58EOk5erSs7oWooc3yjImYmsru0USOgEkpIiIiB5Sl1WPZ/qsAgOGtg9h9TAJjO9RABVclYhLT8dO+WKnDISIqFXZeuIOhUYeQqdWjbS1vLB7SjK2hiBwYk1JEREQOaN2Jm0hMy4Gfhxpd6/tKHU6Z5KZW4I0utQEAc/6+iMS0bIkjIiKyb9vO3cKIJYeRrTOgYx0ffD+wCdQcL4rIoTEpRURE5GBEUTQNcD64ZSAUTvy4l8pzTQIQ7P//9u48Pqr63v/4a/bsC1kBWQLIjqKgLMomiku11mtvW7W0pUrxYutCe1vtr/fa5fba1tZqF4tSL1atS2/tba07oqKyKoLsewCBLGTfM8s5vz9OMknIZAGSWZL38/E4j0nOOXPymSTfmTPv+X6/J4XqRj+/enNfpMsREYlab+4sZMnTm/EGDK6ckMMfvqxASqQ/0FmqiIhIH7P+YCl7CquJdzm46aKhkS6nX3PYbdx/3QQAnv/wKDtPVEa4IhGR6PPKtgKW/vljfAGTz5w3kN/dfCFup96qivQHaukiIiJ9zBNNvaT+deo5pCa4IlyNXJw3gM+cNxDThB//cxemaUa6JBGRqPGPrcf51nMf4zdMPjd5EI98cbJ6+Ir0I2rtIiIifcihkzWs3lOMzQaLmq7+JpF339Vj8TjtbMwv4/UdhZEuR0QkKvx18zHueWErhgmfn3IOv/rCZJwKpET6FbV4ERGRPmTl2sMAzB+bTV5mYmSLkaBz0hNYMnsEAD99dTcNvkCEKxIRiaznNx3l3//6CYYJN108lF/ceB4Ou64UK9LfKJQSERHpIyrqvPx18zEAvn6peklFm9vnjiQ3JY5j5fXBIZYiIv3R0+sPc+/ftmOa8NUZw/jvGyZiVyAl0i8plBIREekjntv0KfW+AGNzk5kxIiPS5cgpEtxO7r16LAC/f+cARVUNEa5IRCT8nvggn//4x04Abr00jx9+dgI2mwIpkf5KoZSIiEgf4AsY/GndYcA6ydcJfnS6fvIgLhiaRp03wM9f3xPpckREwuqxNQf5ycu7ALh9zkh+8Jlxer0S6ecUSomIiPQBr24voLCqgcwkD5+dPCjS5UgHbDYb9183AYC/fXycrZ9WRLYgEZEw+e3q/TzwmhXG3zn/XL531RgFUiKiUEpERCTWmabJ/zTNUbRw+jA8TkeEK5LOTB6Sxr9cOBiAH/1zJ6ZpRrgiEZHeY5omD725l1+t2gfAt68YzbIrRiuQEhFAoZSIiEjM+/hoOZ8cq8TttHPL9KGRLke64XtXjSXB7WDL0Qr+sfVEpMsREekVpmnyizf28pu3DwBw79Vj+db8cyNclYhEE4VSIiIiMe61HQUMSHRzw+TBZCZ5Il2OdENOShxL544E4Gev7aHO649wRSIiPcs0Tf7rld384d2DAPzHteO5fc7ICFclItFGoZSIiEiMqvf68foNvjojjw++N49/v3JMpEuS03DbrBGckx5PYVUDy9ccinQ5IiI9xjBM7n9pJ080DS3/yfUTuPXSvAhXJSLRSKGUiIhIDGr0BVi+5hBTf7qKWb94h+kPrObpDUdo9AUiXZp0U5zLwfevGQdYV6Q6Vl4X4YpERM6eYZj8v7/v4Kn1R7DZ4Gf/MomFM4ZHuiwRiVIKpURERGJMXaOfR989yCOr91NVbw37qqr388jq/Tz67kENBYshV0/MZVreABr9Bj9ruiqViEisChgm331xG89tOorNBg9+/ny+dLHmOhSRjimUEhERiVINvgB7Cqt4edsJHn5rH9989mO+9PgGsMHKdfkh77NyXT5Ou17eY4XNZuM/rxuPzQYvbytgU35ZpEsSETkj/oDBsr9s5a+bj+Gw23j4i5P5/JRzIl2WiEQ5Z6QLEBER6e8q630cKK7hYHENB0/WcKC4hgMna/i0rA7DbLvvmJxkSmu8wR5Sp6qq91Pd4CNDE57HjAmDUvnSRUN4btOn/Pjlnbx0x6XY7bpUuojEDl/A4O4XtvLKtgKcdhuPfOkCPnPewEiXJSIxQKGUiIhIGJimSVFVoxU4FVdz4GQNB4trOXCyhpPVjR3eLznOyajsJEZlJTEqO4lxA5PJSYkjJd4ZMphKiXeSHOfqzYciveDbC8bw8icF7DhexV83H+MLFw2JdEkiIt3i9Rt867mPeWNnES6Hjd/dfCFXTsiNdFkiEiMUSomIiIRQ7/XjsNupbvCRHOfCbxgkuLt+2fQHDI6U1Vk9n5p6PVk9oGqpaex4rqfclDgrfMpOYmRWIiObvs5K8mCzte01U+/1s2hmHo+s3t/uOItm5uE3DNwaoR9TMpM83Dn/XH766m5+8cYerp6Uq3BRRKJegy/AHX/+mNV7inE77CxfeCGXjc2JdFkiEkMUSomIiJyi+cp2K9flU1XvJyXeyaKZeSydOxKPywFAndfPweLaluF2TSHU4dJafAEz5HEddhvDMhIY2dTrqbn304isxNMKIOLdTpbOHQnQaY0SW746czjPbjpKfkktv3vnAPddPS7SJYmIdKjBF+AbT2/mvX0n8TjtrPjKVGaPzop0WSISYxRKiYiItFLv9bN8zaE2vZCar2xnYnLpqCzueWErxyvqOzxGvMvByOzEYOjUHEINy0jE7eyZHkwel4Mlc0Zwx7xRbXpzKZCKXW6nnR98Zhy3/ukjVn5wmJsuGsrwzMRIlyUi0k6d189tf/qIdQdLiXc5eOKrU5k5KjPSZYlIDFIoJSIi0orDbu/wynZPrjvM7XNGUu8LAJCR6A4Oswv2fspOYmBKXFgmqm4eTtg8qbmG7MW+y8ZmM+vcTN7fX8JPX93Niq9MjXRJIiJt1DT6+fqTH7Ipv4xEt4OViy7m4rwBkS5LRGKUQikREZFWqht8XVzZzs/TX7+YQWnxpCe6w1yd9HU2m43/vHY8Vz3yPqt2FfHB/hIuPVe9D0QkOlQ1+Pja/2zi46MVJHucPPn1i5kyLD3SZYlIDNNHqiIiIq0kx7lIiQ/9mU1KvJP0BDcTBqcqkJJec25OMgunDwPgxy/vxB8wIlyRiAhU1vlY+IQVSKXEOXnmtmkKpETkrCmUEhERaaWoqoGvzhgeclvzle1Eetvdl59LWoKLfUU1PLfpaKTLEZF+rrzWyy1PbOCTTytIS3Dx7OLpnD8kLdJliUgfoFBKRESkyYHiapY+s5mvzRzOnfNHBXtMpcQ7uWv+uSydOzI4j5NIb0pLcLPsitGMzErinPQEvH6D0ppGvH6DOm/o4aUiIr2hpKaRm1ZsYMfxKjIS3Ty3eDoTB6dGuiwR6SN0Zi0iIoI1T8Y3ntrMoZJafvrKbn7yuYl8c965urKdRMzNFw/luvMH8T8f5HPXC1uoqveTEu9k0cw8ls4dqf9HEel1xdUN3LJiI/uLa8hK9vDsbdM4Nyc50mWJSB+iUEpERPo9wzC55/mtHCqpZVBqHN//zDgSPbqynUSWL2Cwcm0+v337QHBdVb2fR1bvB2DJnBHquSciPare68dhtwc/kNlbUI1hQm5KHM8unsaIrKRIlygifYzOZEREpN97+K19rN5TjMdp57GFU8lsCqJEIslht/PkusMht61cl88d80aFtyAR6dMafQGWrznEynX5wZ6ZX50xnP+9fQb1Pj+D0xIiXaKI9EEKpUREpF97fUchv2nqifLAv0xi0jmaJ0OiQ3WDj6r60PNHVdX7qW7wBXvyiYicjXqvn+VrDgV7YoL1PPPbtw9gt9lYMmdEBKsTkb5MYxFERKTf2l9Uzbf/shWARZcM518uPCeyBYm0khznCk62f6qUeCfJca4wVyQifVFZTSN2m42V6/JDbl+5Lh+nXW8bRaR36NlFRET6pcp6H994ejO13gDTRwzg+9eMi3RJIm0EDINFM/NCbvvqjOE0+AJhrkhE+gLTNNlXVM2j7x7gxj+s4+Y/bqS4urHLnpkiIr1Bw/dERKTfCRgmdz+/hfySWganxfP7my/E5dDnNBJd4t1Ols4dCdBujpevzRzO917cxs/+5TxSE9RjSkQ65/UbbMov463dRazeU8SnZfXBbQMS3WQmeUiJd4YMptQzU0R6k0IpERHpd369ah/v7D3ZNLH5FM3LI1HL43KwZM4I7pg3Kng1rOZefpuPlHOsvJ5nbp2mYEpE2imv9fLO3mJW7y7mvX0nqW5sCZzcTjszR2Ywf1wO88dmAyaLZua1mVOq2aKZefgNQ1ehFZFeoVBKRET6lde2F/C7d6yJzX9+43lMHKyJzSW6Jbit07Xm8DQr2cNPb5jIzSs2sv14JV9+YqOCKRHBNE0Onqzhrd3FrN5dxOYj5Rhmy/bMJDeXjc1m/rgcLh2VSaKn7VvBUD0zF83MY+nckXhcjnA+FBHpRxRKiYhIv7G3sJpv/+8nANx6aR6fu2BwhCsSOTNjc1N4dvG0YDB1yxMb+POt0xVMifQzvoDBh/llVhC1p4gjpXVtto/NTebycTnMH5fN+eekYbfbOjxWqJ6ZfsNQICUivUqhlIiI9AuVdT6+8fRH1HkDzByZwX1Xj410SSJnZWxuCs8tns5NKzaw43gVtzyxgWdunUZagjvSpYlIL6qo8/Lu3pO8tbuINftOUt3Qaliew870kRlcPi6by8Zmc056wmkd+9SemRqyJyK9TaGUiIj0eQHD5M7nt3CktI7BafH87uYLcWpic+kDxuQm89zi6dzcFEw1D+VTMCXStxw8WcPq3UW8tbuYzUfKCbQal5eR6Gbe2GwuH5fNpedmkeTRWzwRiR16xhIRkT7vV2/uZc2+k8S57Dz+lSkMSNQbduk7xuQm82yrYOqWP27kz7cpmBKJZf6AwYeHy1m9u4jVe4rJL6lts31MTjLzx1nzQ00ekoajk2F5IiLRLKIfE7/33ntcd911DBo0CJvNxt///vcu77NmzRqmTJlCXFwcI0aMYPny5b1fqIiIxKxXthXw6LsHAWti8wmDNLG59D3NwVRGopudJ6xgqqLOG+myROQU9V4/Xr9BaU0jXr9Bnbdl6F1lnY9/bD3Onc9t4cKfrOKmFRv44wf55JfU4nLYuHRUJvdfN573vzuPN+6ZzXevGsuUYekKpEQkpkW0p1RtbS3nn38+ixYt4sYbb+xy//z8fK655hoWL17MM888w9q1a1m6dClZWVndur+IiPQvewqr+E7TxOaLZ+Vx/WRNbC5915jcZJ77xnRuenxDMJhSjymR6NHoC7B8zaF2V7e7bVYe97+0k39sPdFmWF56got5Y6zeULNHZ5IcpwsZiEjfE9FQ6uqrr+bqq6/u9v7Lly9n6NChPPzwwwCMGzeOjz76iF/+8pcKpUREpI2KOi/feGoz9b4Al47K5HtXaWJz6ftG51jB1M0rFEyJRJN6r5/law7xyOr9wXVV9X4eWb0fwzS5akIuf/v4OKOyk5g/LpvLx+Vw4VD1ghKRvi+mZnldv349CxYsaLPuyiuv5KOPPsLn80WoKhERiTYBw+Rbz23haFkdQwbE89ubLtDE5tJvjM6xhvJlJllD+W5esZHyWg3lE4kUwzCx222sXJcfcvuf1h9m9ugs3v/uXN5aNof7rh7HRcMHKJASkX4hpiY6LywsJCcnp826nJwc/H4/JSUlDBw4sN19GhsbaWxsDH5fVVUFgM/ni/0gy+8H0wTDsJYe4Gs6jq+HjodhWDX6/RDrv2+RVpqfP2L+eaSPevDNfby/v4Q4l53ff2kySW6b/lYRorYSGXkD4nhq0VQW/s9H7Cqo4uYVG/jToimkx1KPqV44z+lRvXCOo/bSd5imydZjlby2o4h9RdX87Mbzqar3h9y3qt5PbaOf3GS3/vbd1C/bSrQ/J4JVn93eUme0ifb6oMdfWyLZVrr7M2MqlAKw2dp+YmCaZsj1zR544AF+9KMftVv/5ptvkpCQ0PMFRkJZWY8fclVhYc8e8J13evZ4IlFi1apVkS5BTrGlxMaT+x0AfHG4j/wt75O/JcJFidpKhHxjFPx2l4PdhdXc8Mg73DE+QGKsTUvTC+c5PaoXznHUXmKTacLRWthSYmdrqY1yr/X+ZECim4wkNynxzpDBVEq8kySPg7feWoXXq16Np6NftpVof06cMAFqa60lGkV7fc16+LUlEm2lrq6uW/vFVCiVm5tL4SlhSXFxMU6nk4yMjJD3ue+++1i2bFnw+6qqKoYMGcKCBQtISUnp1Xp7XX09rF0LSUkQF9cjh/QZBqsKC7kiNxeXvQeGujQ0QE0NXHIJxMef/fFEooTP52PVqlVcccUVuFyx9g6v79pdUM29KzYCBrddOpzvXTk60iX1e2orkTeruIavrPyI4zVenjqWzlOx0mOqF85zelQvnOOovcQe0zTZeaKaV3cU8tqOQo5VNAS3JbodXDY2i2sm5hIIGCyamddmTqlmi2bm4TdMLr/88nCWHtP6ZVuJ9udEgMpK2LQJLr4YUqPwasfRXh/0+GtLJNtK8yi1rsRUKDVjxgz++c9/tln35ptvMnXq1A5/wR6PB4/H0269y+WK/Scwnw9sNqsLYk8ESK247PaeCaXsdqtGpxNi/fctEkKfeC7pI8prvdzx/FbqfQazzs3kvmvGaz6OKKK2EjnjB6fz3OLp3LRiI3sKq/nqkx/z59umMSAxyoOpXjzP6RG9eI6j9hLdTNNkV0EVr2wr4JXtBRwpbekNEO9yMH9cNteeN5C5Y7KJczmC25bOHQnQ7up7S+eOxNNqP+m+ftVWov05Eaz6DKOlzmgT7fVBr722RKKtdPfnRTSUqqmp4cCBA8Hv8/Pz2bp1KwMGDGDo0KHcd999HD9+nKeeegqA22+/nd/97ncsW7aMxYsXs379ep544gmee+65SD0EERGJAv6AwZ3Pb+HTsnqGDkjgtzddoEBKpJVzc5J5/hvT+NLjG9ld0HJVvqgPpkSihGma7C2qtoKobQUcKmkZ+hPnsnPZ2Gw+M2kQl43NJt4dOmDyuBwsmTOCO+aNorrBR3KcC79hKJASkX4toqHURx99xLx584LfNw+z++pXv8qTTz5JQUEBR48eDW7Py8vj1Vdf5Z577uH3v/89gwYN4je/+Q033nhj2GsXEZHo8eAbe3l/fwnxLgePf2UKabEwNEkkzEZltw2mbl6xgWcXT1cwJdKJ/UXV/HNbAa9sO8HBky1BlMdpZ96YbD5z3kAuG5tNoqd7b6sS3NZ+GUnWSA53bF0MXUSkx0U0lJo7d25wovJQnnzyyXbr5syZw8cff9yLVYmISCx56ZMTPPbeIQAe/NfzGJsb4/MFivSi1sHUnsJqBVMiIRw8WcPLnxTwyvYT7CuqCa53O+zMGZPFtecNZP64HJK6GUSJiEjH9EwqIiIxa+eJSr77108A+Le5I7n2vEERrkgk+lnB1HS+9PgGBVMiTfJLanll2wle3lbAnsLq4HqXw8bsc7P4zHkDuXx8Dilx/WT+IhGRMFEoJSIiMam81suSpzfT4DOYMzqL7ywYE+mSRGLGqOwknv/GdG5aoWBK+q8jpbW8st2aI2rniZarRDntNi49N5NrzxvEFeNzSI1XECUi0lsUSomISMzxBwy++dzHHCuvZ1hGAr/5kiY2Fzldo7KTmq7K1xJM/fm2acG5bkRiTb3Xj8NubzOJePMcTs0+Lavj1e0FvLytgO3HK4PrHXYbl4zK5NpJA1kwIUdzE4qIhIlCKRERiTk/f30Paw+UkuB28PjCqaQm6FNskTNxajDVfFU+BVMSaxp9AZavOcTKdflU1ftJiXeyaGYeS+eOpKLexz8/OcE/txXwyacVwfvYbTBzZCafOW8gV07IVU9BEZEIUCglIiIx5R9bj7Pi/XwAfvmv5zMmNznCFYnEtuahfM1zTCmYklhT7/WzfM0hHlm9P7iuqt7PI6v3Y5gmkwan8l+v7AasIGpaXgafOW8gV03MJVP/5yIiEaVQSkREYsaO45V878VtANwxbyTXTBoY4YpE+oaRWU1zTAUnP9/Is4sVTElscNjtrFyXH3Lbn9YfZsN985k/Lpu5o7O4cmIu2clxYa5QREQ6Yo90ASIiIt1R1mpi87ljslh2hSY2F+lJI7OSeO4b08lO9rC3yAqmSmoaI12WSKfqvH7K67xU1ftDbq+q91PnDfDEVy9i4YzhCqRERKKMQikREYl6/oDBN5/9mOMV9QzPSOARTWwu0itODaZuUTAlUcjrN1i1q4hvPvsx83+1huQ4JynxoQeApMQ7SYnTvIMiItFKoZSIiES9B17bw7qDpSS6HTz+lam6PLdIL2oeytfSY2qDgimJOMMw2XColPv+tp2LfvoWi5/6iJe3FVBQ2cDmI+V8bebwkPdbNDMPv2GEt1gREek2zSklIiJR7f+2HOOJD6y5Qn71hfMZnaOJzUV624islsnP9xXVcPOKDTy7eLomhZawMk2TXQVVvLT1BC99coKCyobgtuxkD589fxDXTx7MxMEpXDx8ADZsIa++53E5IvgoRESkMwqlREQkau04Xsm9L24H4FuXjeKqiZrYXCRcmoOpm1YomJLwOlpax0ufHOfvW09woLgmuD45zsk1Ewdy/eRBTBuR0WYYt8flYMmcEdwxbxTVDT6S41z4DUOBlIhIlFMoJSIiUam0ppElT2+m0W9w2dhs7rl8dKRLEul3RmQl8dzilmDqpsc38Nw3FExJzyupaeSVbQX8fetxthytCK53O+3MH5vN9ZMHM3dMFnGdhEwJbuutTfNVI92aqUREJOoplBIRkajjCxjc0TSxeV5mIr/+4mTsmthcJCKsHlMz+NLj69lfbAVTzy6eTlaygik5OzWNft7cWcjft55g7YESAoYJgN0GM0dmcv3kQVw5MVcTlYuI9GEKpUREJOr896u72XCozJrYfOEUTWwuEmF5mYltgqnmoXwKpuR0ef0Ga/ad5O9bj/PWriIa/S2TkJ9/TirXTx7MtecNJDslLoJViohIuCiUEhGRqPK3j4+xcu1hAB764mTO1cTmIlGhOZi66fENCqbktBiGyabDZfxj63Fe3V5IZb0vuG1EZiLXTx7MZycPIi8zMYJViohIJCiUEhGRqLHtWAX3/s2a2PzO+edy5YTcCFckIq3lZSby3DemB4Op7724jV9/cTLxLkebyaWb5/aR/qv5ynn/2HqCl7aeoLCq4yvn2Wwani0i0l/pjEFERKJCSdPE5l6/weXjsrl7/rmRLklEQrB6TE3n3he38eDnz+OP7x/iT+sPU1XvJyXeyaKZeSydO1JXPeunjpbW8Y+tx/nHJ92/cp6IiPRfCqVERCTifAGDpX/+mILKBkZkJfKQJjYXiWrDMxN59JYLWbnuML99+0BwfVW9n0dW7wdgyZwR0dVjyum0Fr/fWuS01Hv9OOz2kD3iSmoaefmTE/zjkxPtrpx3+bhsPnt+11fOExGR/imKzhRERKS/+ukru9mUX0aSx8njC6fqSksiMSApzsWf1h8OuW3lunyWzh3JK9tP4LLbSYpzkuRxkuixbpM8ThLcjvAM24qLoz5nEI7UFKrrvSTHu/FXVpJQVAANDV3fX2j0BVi+5hAr1+W36RG3ePYI/uvlXfzv5mNtrpx3yahMPnu+rpwnIiJdUyglIiJh1/oT9ySPk5kjM3h/fwn3Xj2WUdlJkS5PRLqhusFHVX3oHkdV9X5O1jTym7cOsLeoOuQ+Nhskup0kehzBoCqxaUn2OEl0QGKRQVJCA0nxARJdNpKcdhKdNpJcNpKcNhJdduvWacMZqndlXByNo0az/L1DrFy3qVWgMpyls0fjObBPwVQX6r1+lq85FOwBBy094gzT5LKx2Tz/4aecPySN688fpCvniYjIaVEoJSIiYRXqE/evzhjO3++YSbI+UReJGclxLlLinSGDqZR4JxlJHkZkJRLndlDb6Ke20U9N061hgmlCTdO6Iho7+UkNTUvn4hy0Ca0SnTa++7nJvLfmEL9pN8TQ+n7hpFyMgwdJd9txRcmQ4eTk8F1x1DBMyuu8nKxp5GR1I8VVjZysablt8Pn5zZcuZOW6/JD3/9P6w2z6/uWs+fe5DMvQlfNEROT0KZQSEZGw6egT99++fQC7zRZ9c9CISIcChsGimXlt2nOzRTPzME2TP3x5SrttpmlS7ws0BVQBahv9VDdYYVWt1wqpahr81NbUU5N/lFq7ixrDTo3foNZnUuM3qfWb1PgMav0mXsM6bkMAGgIGJU351oBEN+OHDuDrf94Ssv6V6w6zZM5ILl1RSVmtl2SXjQyPnXS3nQEeO+keOwPcNuu23Xo7qaaJvcd+m809SB1MuHA6ps1Bndd/xs+HDb6AFTJVW2HTyeoG67ambfBUUtOIv2nYXShjcpIpqWnstEdcbaNfgZSIiJwxnfmLiEjYOOz2Dj9xX7kunzvmjQpzRSJypuLdTpbOHQnQbq6hzq6+Z7PZSHA7rcCls05BdXXgOAbJCRDX8XAwr2E2hVUGNb6mwMpvYouPo7rO22mgUlbrJTvJQ1mtl2qfSbUvwGEC3Xr8diDNBek7NjIgyUN6gpsBiW7SE90MSGi6TXQxINHT9L2LJI8z5DxaHc3Z1Pr3aJom5XW+prCpKWRqFTy1XlfVcHoTuQ9IdJOV5CE7xUNWkoesZGsZnBZPdoqn0x5x6uEqIiJnQ6GUiIj0qpKaRt7cWcT24xUsnTuq0zeI1Q0+MpI8Ya5QRM6Ux+VgyZwR3DFvVJursnUUSPUGt92G22P1aGrD6cCb2Hmgkp3k4ZV5KVTVxVPmNShvNChttG6bvy9rNCj3mtZt0/pqn4kBlPmgrKSOgyV13arV5bC1hFdNt7fPGcGq3UX8ZnX7qxiapsn0kRl8+y+fUFLTiC/Qca+mdr8Xp53spnCpJXCKaxM8Zad4yEj04HZ23Oer3uvvtEec3zBw92ifMRER6U8USomISI8rrmrg9Z2FvLa9kI35pRim9Un8f1w7Xp+4i/QxzUPMmgPlqAko/H4ClVUsmjk8OIdUa4tmDsdfWYk7ECC9aVhepz23WvEaJhVV9ZSX11A2/jzKA3bKar3Bpbyu5ba81kdZrZd6XwBfwKS4qXcTWM+LD/7redzyxMaQP+fJ9Ye5fe5IGv1GMJBKT3BZgVJyXNNtS8+mlu/jSIkL3SvrdJ1pjzgREZHuUCglIiI94kRFPa/tKOT1HQV8dKQcs9UH+uedk8pVE3Np8Ab0ibuIhE180QmWzh4NWHNItb363gjr6ntnwG23kR1nJzvJBsPTISGhy/vUewNtwqqyWi+maVJV3/lVDGsa/Ty3eBrJcS4ykzrv1dRboqFHnIiI9E0KpURE5IwdLa3jtR0FvLajkK2fVrTZduHQNK6eOJCrJuYyZEDLGzZ94i4iYdPQgOfAPpZcMJA75o6iut5Lcrwbf2WlFUg1dH1Vv54S73YQ745nUFp8m/Vev9FpD9K0eDfZyR3PqRUuUdsjTkREYppCKREROS2HTtbw2o5CXttRwI7jVcH1NhtcNGwAV0/K5aqJuQxMjQ95f33iLiJh1dBAwpF8cDrJcDrB78ftP72JwHtTV1cxVA9SERHpyxRKiYhIp0zTZH9xDa9uL+C17YXsLaoObrPbYMbIDK6aOJArJ+R0+9N8feIuImHn91tLlNGcTSIi0p8plBIRkXZM02RXQRWvbS/k1R0FHDpZG9zmtNu4ZFQmV0/M5YrxObpanojIWWrdg7SitoG0xDj1IBURkX5BoZSIiABWELXtWCWv7rB6RB0ta7nEudthZ/boTK6aOJArxuWQmqCr5ImI9KQEtxOfz8eOzRuYNWsWCW49z4qISN+nUEpEpB8zDJMtn5bz6vZCXt9RyPGK+uA2j9POvDHZXD0pl8vGZpMcpzdIIiK9rbq6uuudRERE+giFUiIifVC914/Dbm8zkXjzPE4Bw+TDw2W8tr2A13cWUlTVGLxfgtvBZWOzuXriQOaOySLRo5cJERERERHpHXq3ISLSxzT6Aixfc6jdhLlLZo/gsfcP8ecNRyip8Qb3T/Y4uXx8DldPzGX26CziNIeJiIiIiIiEgUIpEZE+pN7rZ/maQ20uLV5V7+eR1fsxTJNJg1MpqfGSGu9iwfgcrp6UyyWjMvE4FUSJiIiIiEh4KZQSEelDHHY7K9flh9z2p/WH2fT9y3lu8TSmDh+Ay2EPc3UiIiIiIiItFEqJiMQw0zTZX1zD6t3F7C+q5p4rRlNV7w+5b1W9n9pGPzNGZoa5ShERERERkfYUSomIxJhGf4CNh8p4e08xq/cU8WmZdcW8AYlu/uuGiaTEO0MGUynxTl1BT0REREREooZCKRGRGHCyupF39hazencR7+8voc4bCG5zO+1cMjKDy8bl0Og3WDQzr82cUs0WzczDbxi40bA9ERERERGJPIVSIiJRyDRNdhVUsXp3Mav3FPPJpxVttmcne5g/LpvLxuZwyagMEtwtT+dL544EaHf1vaVzR+LRlfVERERERCRKKJQSEYkSDb4A6w6W8NbuYt7eXUxhVUOb7eedk8plY7OZPzaHCYNSsNttIY/jcTlYMmcEd8wbRXWDj+Q4F37DUCAlIiIiIiJRRaGUiEgEFVY2sHpPEW/vLmbtwRIafEZwW7zLwaXnZjJ/bDaXjc0mOyWu28dt7jmVkeQB0JA9ERERERGJOgqlRETCyDBMth2v5O3dRazeU8zOE1Vttg9Oi+eysdlcNi6bGSMyiFPvJhERERER6aMUSomInKHk5ORu7Vfb6Of9/SW8vaeIt/ecpKSmMbjNZoMLhqQxf1wO88dlMyYnGZst9LA8ERERERGRvkShlIjIaar3+nHYHUy4cDqmzUGd199monGAT8vqeHuPNUn5hoOleAMtw/KSPE7mjM7isrHZzB2TFRxiJyIiIiIi0p8olBIROQ2NvgDL1xxqd2W7f5s7kgPF1byyvZDVu4vYV1TT5n7DMhKYP9bqDXXR8AG4nZrjSURERERE+reIh1KPPvooDz74IAUFBUyYMIGHH36YWbNmhdz33XffZd68ee3W7969m7Fjx/Z2qSLSz9V7/Sxfc4hHVu8Prquq9/PI6v0Ypsmkwan84d2DADjsNqYOS2f+uGwuG5vDyKxEDcsTERERERFpJaKh1AsvvMDdd9/No48+yiWXXMJjjz3G1Vdfza5duxg6dGiH99u7dy8pKSnB77OyssJRroj0cw67nZXr8kNu+9P6w2y4bz43TxvKtLwBzBmdRVqCO8wVioiIiIiIxI6IhlIPPfQQt956K7fddhsADz/8MG+88QZ/+MMfeOCBBzq8X3Z2NmlpaWGqUkQESmsa8QVMqur9IbdX1fup9wb47xsmhbkyERERERGR2BSxUMrr9bJ582buvffeNusXLFjAunXrOr3vBRdcQENDA+PHj+cHP/hByCF9zRobG2lsbLnSVVWVdfl1n8+Hz+c7i0cQBfx+ME0wDGvpAb6m4/h66HgYhlWj3w+x/vuWfsc0TTbml/PnTZ/y8dEK3v33uaTEO0MGUynxTpLjXLH/vCLSw5rbhNqGnLZeOM/pUb1wjqP2ItI9/bKtRPtzIlj12e0tdUabaK8Pevy1JZJtpbs/02aaptnLtYR04sQJBg8ezNq1a5k5c2Zw/X//93/zpz/9ib1797a7z969e3nvvfeYMmUKjY2NPP300yxfvpx3332X2bNnh/w5P/zhD/nRj37Ubv2zzz5LQkJCzz0gEekz6vzw4Ukba4vsFNW3zAP19KIpfHikkt+8faDdfe6cP4obx6WwdfOmcJYqIiIiIiISderq6rj55puprKxsM/3SqSIeSq1bt44ZM2YE1//0pz/l6aefZs+ePd06znXXXYfNZuOll14KuT1UT6khQ4ZQUlLS6S8mJtTXw9q1kJQEcXE9ckifYbCqsJArcnNx2Xvg6mANDVBTA5dcAvHxZ388kV6080QVz276lH9uK6DeZ316kuh2cP3kgdx80RDG5CYTwM4f3j0Y8up7DqL0ExeRCPL5fKxatYorrrgCl8sV6XIklvTCeU6P6oVzHLUXke7pl20l2p8TASorYdMmuPhiSE2NdDXtRXt90OOvLZFsK1VVVWRmZnYZSkVs+F5mZiYOh4PCwsI264uLi8nJyen2caZPn84zzzzT4XaPx4PH42m33uVyxf4TmM8HNpvVBbEnAqRWXHZ7z4RSdrtVo9MJsf77lj6pwRfg5W0FPLPhCFs/rQiuH5OTzJdnDOOGCwaT5Gl5qnQBS+aM4I55o6iobSAtMQ6/YRDncgCOsNcvEiv6xOuuhFcvnuf0iF48x1F7EemeftVWov05Eaz6DKOlzmgT7fVBr722RKKtdPfnRSyUcrvdTJkyhVWrVnHDDTcE169atYrrr7++28fZsmULAwcO7I0SRaQPO1xSy583HuF/Nx+jos4a7+xy2Lhm0kC+PH0YU4elY7PZQt43we3E5/OxY/MGZs2aRYK7n5wMiYiIiIiI9KCIXn1v2bJlLFy4kKlTpzJjxgwef/xxjh49yu233w7Afffdx/Hjx3nqqacA6+p8w4cPZ8KECXi9Xp555hlefPFFXnzxxUg+DBGJEf6Awdt7inl6wxHe318SXD84LZ6bpw3lixcNITOpfc/KjlRXV/dGmSIiIiIiIv1CREOpL37xi5SWlvLjH/+YgoICJk6cyKuvvsqwYcMAKCgo4OjRo8H9vV4v3/nOdzh+/Djx8fFMmDCBV155hWuuuSZSD0FEYkBxdQMvbPqUZzcdpaCyAbB6xc4dncWXpw9j7phsHPbQvaJERERERESkd0Q0lAJYunQpS5cuDbntySefbPP9d7/7Xb773e+GoSoRiXWmabLhUBnPbDzCGzsK8RvWNR0GJLr5wtQh3DJtKEMG6AqcIiIiIiIikRLxUEpEpCdVNfj42+ZjPLPxKAeKa4Lrpw5L58vTh3H1pFw8Tk1ILiIiIiIiEmkKpUSkT9hxvJI/bzzC37ecoN4XACDB7eCGCwbz5enDGDew48uQioiIiIiISPgplBKRmNXgC/Dq9gKe3nCELUcrgutH5yTx5enDuOGCwSTH6cp4IiIiIiIi0UihlIjEnCOltTy78Sh/+ehTyut8ALgcNq6aOJAvTxvKxXkDsNk0cbmIiIiIiEg0UyglIlGl3uvHYbdT3eAjOc6F3zBIcDsJGCZv7ynmmQ1HWLPvZHD/wWnx3DxtKF+YOoSsZE8EKxcREREREZHToVBKRKJGoy/A8jWHWLkun6p6PynxThbNzOO2WXkseXoz6w6WAmCzwZzRWXx52jDmjc3GYVevKBERERERkVijUEpEokK918/yNYd4ZPX+4Lqqej+PrN6PYZp8beZwdhdU8YWLhnDLxcMYmpEQwWpFRERERETkbCmUEpGo4LDbWbkuP+S2P60/zIffv5z1980nzuUIc2UiIiIiIiLSGxRKiUjE1Hn9vLfvJNuPVfKli4dSVe8PuV9VvZ+aRj8ZSZozSkREREREpK9QKCUiYVVS08jq3UW8ubOIDw6U0Og3GJDo5o7LRpES7wwZTKXEO0mOc0WgWhEREREREektCqVEpNfll9Syalchb+4sYvPRckyzZdvQAQlcMT6Hqnofi2bmtZlTqtmimXn4DQM39jBWLSIiIiIiIr1JoZSI9DjDMNl2vDIYRO0vrmmzfdLgVBaMz+GKCTmMyUnGZrOunrd07kiAdlffWzp3JB7NJSUiIiIiItKnKJQSkR7h9RusP1TKql2FrNpVRFFVY3Cb025j+ogMFkzI4fJxOQxKiw95DI/LwZI5I7hj3iiqG3wkx7nwG4YCKRERERERkT5IoZSInLGqBh/v7j3Jql1FvLunmOrGlvmgEt0O5o7JZsGEHOaOySY1vntzQiW4rael5knNNWRPRERERESkb1IoJSKnpbCygVW7i3hzZyEbDpXiC7RMEJWV7OGK8TlcMT6HmSMz8DjVw0lERERERERCUyglIp0yTZMDxTW8ucsKoj45Vtlm+8isRBZMyOWK8TlMPicNu90WoUpFREREREQkliiUEpF2AobJlqPlwSDqcGldcJvNBhcMSQsGUSOzkiJYqYiIiIiIiMQqhVIi/Uy914/Dbm8zkXiC20mDL8AH+0tYtauIt3YXUVrrDd7H7bRzycgMFkzIZf64bLKT4yL4CERERERERKQvUCgl0o80+gIsX3OIlevyqar3kxLv5Gszh3PrpSO4ecUGdp6oCu6bEudk/jhrfqjZo7NI8ujpQkRERERERHqO3mWK9AMNvgD13gAr1+Xzm9UHguur6v38ZvUBTBPumn8uP3xpZ3BY3sV5A3A5dOU7ERERERER6R0KpURilGmaVNb7KK5u5GR1I8XVDdZtVSMna6zb5nVOh50PvjePJ9cdDnmsP60/zEf/73LW3nsZNpsmKhcREREREZHep1BKYkZHcyFFk56o0RcwKGkKlaywqVXg1BRANS/egNGtY47JSaa0xktVvT/k9qp6P9UNfjKSPKdVq4iIiIiIiMiZiq539CIdCDUX0qKZeSydOxKPyxHp8oDOa3Q77dQ0+lv1amrbu6l1D6eyVhOMd0dqvIvsZA/ZKR6ykjxkp8Q13XqCt9nJccS5HKTEO0MGUynxTpLjXD31qxARERERERHpkkIpiXr1Xj/L1xzikdX7g+uq6v3B75fMGdHt3kimaRIwTPyGiS9g4A9Ytz7DxB8w8AVarTdabQ+xrz9g4g0Y+AMGl5ybyT8/OdFuvqZHVu/HME3OPyeN2576qNuP2Wm3kZXsISvZQ3bTbVZyXPD7lnUePM7uhXL1Xj+LZua1+T02WzQzD79h4EZzSImIiIiIiHSL02ktfr+1yGlTKCVtOZ0kJydbDcvo3tCwnmSaJtWNfsprvZTWeqmu9zF9RAYr1+WH3H/lunxunzOShX/cQGmtD7/ROiwy8RsGXr+B3zCDQZNp9mzNAxLdfOGiIZ3O17ThvvkMSHTj9RtkJ3vIbBUsZSfHtXzd1LspPcGN3d6zczvFu50snTsSIKp7nImIiIiIiES1uDjIzYDUdKirgIQ0qCiHolJoaIh0dTFFoZRY4uKozxmEIzWFCbWNmIke6iorSSgqOKtG5TdMyr0m5cW1lAbqKav1UlbnpazGS1ltI2V1PspqGymt8VJe56W81tdmnqQxOcn88atTO50LqbS2keJqL3uLqs+oRpsNXA47LrsNp8OOy2HD5bDjdNhw2ZtuHXZrm90W/N7lsOO02xiWkUBFna/TGuu8AdbeO494V2SbnMflYMmcEdwxb1Sbea8USImIiIiIiHRDXByMyoN1v4aNj0NDBcSlwbQlMPNuOJCvYOo0KJQSiIujcdRolr93iJXrNrXqQTOcpbNH4zmwL9io6v0mpY0GZY0GZd6m21ZLaaNBeauvK31N3ZLWbTqtkhLcDtIT3GQlu8lM8nQ6F1JWsofvXzMWbLZgsOR02HA33Trt7YMml9MKlFwOO44e6JHk9Rud1pgS58LtjI6hcc1DHZsnNdeQPRERERERkW7KzbACqTW/aFnXUAFrfm59PenrcOR4REqLRQqlhPqcQSx/7xCPtJsP6QCmCdOHZfLvr3xMaaNBQ+D0j28D0uJdDEhyMyCxefEwINHV5jYj0U16opuMRDdxrXrudDUXUsAwmTMm+0weeo8JGIbmaxIREREREenLnE5ryN7Gx0Nv3/gYzPo2HC/SHFPdpFCqv3M6caSmsLKDnkxPrj/M7XPnU29z0hCwrgrntsMAj50BHjsZHjvp7lZfn3I7wPSS1liDY86lkJBwRiXGwlxIsVCjiIiIiEinvHXgcEJDJcSlQsAP7jM7hxfpU0wTKvdD3V4YusjqGRVKQwXUV7ZMfi5dUijV3zmdVNd7O50Pqabex7OXZ5PoayDdbSfRacNm6+aQtwY/eM9+eFwszIUUCzWKiIiIiITkb4C1D1s9PVrPkTNrGTjjIlycSIRUH4UTb8Pxt6H2GCRkwJX/brWPUMFUXBrEp4K/IMyFxi6FUv2d309yvLvT+ZDSEtxkJwD+yP67xMJcSLFQo4iIiIhIG946K5BqnhMH2s6Rc8nd6jEl/UddIZx41wqiqlqmuMHuhtSJUHLUCmxbt5dm05ZYV+FTL6luUyjV3/n9BCqrWDRzeJs5pZotmjkcf2UlbjUqEREREZG+xQjAyX2QkWf1kApl42Mw+zvhrUsk3BrL4MQaK4gq39my3uaArKkw+DLIvQScCVBuWFfZg/Y9C5uvvifdplBKiC86wdLZowFYue7wKVffG2FdfU9ERERERGJb1Qk49hEc/wiObYYTWyB9GNz0fOdz5FQXwoY/wKAL4NwFEJ8WxqJFeomvBgret4Koki2A0bTBBhnnW0HUwFngTm17v4YGK3ia9HVrUvP6SmvIXkW5tb7pyvXSPQqlBBoa8BzYx5ILBnLH3FFU1DWSluDBX1lpBVJqVCIiIiIiscVba4VOrUOo6hMh9quBpKzO58hJyIBtL8CGR8HuhOGzYOxnrCVlUC8/EJEeZHqh+APYtxFObgLD17ItbawVRA2aC3GZnR+noQGOHLeusud0WnNIaXTRGVEoJZaGBhKO5OOz29lRXs6s9HQSDKPr+4mIiEjv0tWwRKQrhgEle9sGUMW7wAy03c9mh+zxMHgKnDMVBk+FrDHgb+x8jpzGapiyCPa8Aid3w6F3rOXV71jHGPsZGHcdZJ4bnscrcjoMHxRvgsNvQmAD7G0VRCXntQRRiYNP/9h+v8Kos6RQStry+6murobkZLBrkm4REZGI0tWwRCSU6qKm8KkphDq+BbzV7fdLHgTnTLGCo3OmwsDJ4Elqv587wXpegY6fb+b/h7WUHoQ9L8Pul+HYh00//yNY/SPIHA1jr7WWQRfo/YREjhmAkk+sK+cVvGcN1WsWlwPnXG6FUSl5katRAIVSIiIiItFJV8MSEQBfPRR8YgVQxz6E45uh8tP2+7kSrCCouQfUOVNPb2idM856Xpn9HWiogrgUCPjaB+AZI+GSu6yluhD2vmr1oDq0Bkr2wQcPWUvyIBh7jRVQDb8UHK6z+jWIdMk0oXyXFUSdeBcay1u2eTIgYwYUpcHUGyA9PVJVyikUSomIiIhEI4ez86thzVoGB98BTwokpFtzvnhSwGYLb50aXijSfV21F8OA0gNte0EV7QTj1OFBNsga27YXVNY469hno7mWxKb5dBzuzvdPzoWpX7eWhkrYv8rqRbV/lTV/1Yd/tJa4VBh9lTXMb9Tl4E48uzqlf3A6m+Zr6mSInGlC1SE4sRqOvwP1RS3bXCkwcLbVIypjElRWQ/H68L9OSqcUSomIiIhEAyNg9YY4/AFUHIGZd3Z+NayaInjj+9a8Mc3sTogfYAVUCQOspc33GdYSP6Bluyf1zIfYaHihSPd11F4uuRM+fhr2vQEnPrbCnVMl5TSFT00h1KALrJ5M0SQuFSZ93lr8jVbPqT0vWz2pak9aE6Vve8F6bhgxD8ZdC6OvhsSMSFcu0SYuDnIzIDUd6iogIc26sl1RactFuGqOWT2ijr8DNUda7uuIh9xLrCAqawrY1UMv2imUEhEREYkEIwCF26wQ6vAHcGQdNFZZ2xIy4Iofd341rMRsSMiE1CFQVwq+Oqs3RW2xtXSXzQHx6S2BVXfCrLi0ljfYGl4o0jVvLax9JHR7MQ0YNNmaOBzAGW9933oy8tRzYqt3h9MDoxdYi/Fr+HSTFVDteRnKD8O+16zFZoehM62Aasw1kD4s0pVLpMXFwag8WPdr2Ph42wB3xp3wzmOw53mo3NdyH7sLsqdZQVT2dH0oEmMUSomIiIiEgxGAwu1NIdT7cGQ9NJ7SI8KTCsMvseZfaazp/GpYpglf+2fLOl891JVBfZkVUtWVWt+3Wdfqtr7MuhS8GYC6EmvprsQsuGtb58MLZ3+n+8cT6Ssaa6B0P5Q0L/ug5iR8+X87bi+bVsC398D1j0LuROvqeH1p/iW7A4bNsJYF/2X17tzdFFAVboMjH1jL6/dC7nnWHFTjrrV+D50EccnJyWF8EBI2uRlWILXmFy3rWge4eZNh4z4r0MycYgVRuZeAK8QE/hITFEqJiIiI9AYjAEU7rBAq//2mnlAhQqhhM60QavilkDvJegPXrKurYbXmiofUwdbSXf7GlqCqTZhVHmJdU8DlrbZCqdqTnQ8vrC6E935lXekrezzkTLDmwHHpE2yJcYYBVcetwKn0gHXbHEJVn2i/f/Z4qC3pvL14a+GCW3qz6uhgs1nPBTkTYO73oPyINbxv98twdJ0VUhVug3f/G9KHt1zJb8jFLc+N3jqcDiezp4zHYTetebqirVdmLMy11535mnqLGbBeS7zl1uuitwK8lYAfzvsPq4dUKJtWwLLdMOU+yLgIPGlhLFp6i0IpERERkZ5gGE0h1PtNw/HWtp8bxpNySgh1XtsQ6lTdvRrWmXJ6IGWgtXSX3wsN5VZA1tnwwoQM2PNPK9BqZrNDxqimkGoi5Iy3vk4bpkvHS/Tx1rUNnUqbej6VHrSGy3YkMRsyz7WWjHOtACY5t/P2Em3zQ4VL+jCY/m/WUltqDenb8wocfNsa5rf+d9aSmAVTvgaX3gNrH8G28TGc0TqPXbTPtded+ZpOlxEAXyXUfgrGUTgZgHKfFTQ1VlihU2OF9b23ArxVgNn+ONnjoWZJ5wFuYw2MuO7Ma5Woo1BKRERE5EwYBhTvtHpBBUOoirb7uJNbQqi8WV2HUKGc7tWwepvTbU267K3rfHhhYzXMv9+6cljxLiuwqy9veoO/D3b9vWV/dxJkj7PevGdPsMKq5LywPSTpI86kd4ppQnVB295OzT2gKj/t+H52FwwY0RI+ZY62AqjMUdYcbaFq66y9BPyRb9uRlpgBF3zZWry1cGC1NcRv3+tWz8xBF8AHv4b3Hmy5T3AeOxPO+5I1d5XNbj3P2mzWnHk2e6t19qZ1tlbf21v2C97v1HWt7tduXavj2x2w/vfRO9deZ/M1zbwbDuRbYY/hbwmQmnsyNYdLoYImXzVtQqY93azHlQzuVPCkW7cpQyApu/MANz4V/AVn+AuQaKRQSkTkDGkuA5Hu6TNtpTmEap6Y/PAHHYRQM5p6QjWFUGd7ifZo5U7oenjhlK+27G+a1pC+4p1WUFW0y7ot2WvNbXXsQ2tp8zMGQPIISBsFKXmQMgKShp7Z1ZQiOVTlNERte4n24Uhd9U7x1Vs9nE6d76n0gPX/15H4AVbg1Dp8yhxt9e47nbbdnfYiLdyJMP6z1hLwwdGN1pUH/7409P4bH7cCnzf/X9vemeGUkAF3b+98rr1L7oKHJlh/f7vDCrWCt06rx2jw61bb7Q4wbVBdY30w4HA2BWIhgrXg1yG2zfsmrP01vNfBfE3nTIe/f60pZDpdNnAmgd8FKbnW78OTBu40a6i6u/nrplt3ivU4T1VV2XmAW1Ee1c/hcvoifpb06KOP8uCDD1JQUMCECRN4+OGHmTVrVof7r1mzhmXLlrFz504GDRrEd7/7XW6//fYwVtzHOZ3WyZDTaZ18S98T7SeV0V4faC6DnhDt9YFq7Amx3lYMw+rhE5yYfK3V06c1dxIMndGqJ9T5fTeECuV0hhfabC1DBUdd3rI+4LPCgqIdTT2qmgKryqPgLYPSMij9qNVxHFYwlZJnBVYpI6xeVfHZoSdF7o2hKr0hmttLtA1HMk2rJ0fAay3YYMOjHVzZzoSh0+CZzxNyuBBY/1MD8pp6Op3bEkJlnGv13ukpvT0ct69yuCDv0q7nsasvh3GftYb9mQHrb28a1tAy02haZzStM0Ksa/V1u3WBU+7Xel0AMK0epF3NHVZXYv3dq471xm+qcwkZMPBReO7zobdvWmENj3S5wQdgs3ovuVObgqTUtqFSm3Wp4EqFqmpYvx7OnwFpaWdWZ2Gp1WsL2j/nNPfmkj4lomdNL7zwAnfffTePPvool1xyCY899hhXX301u3btYujQoe32z8/P55prrmHx4sU888wzrF27lqVLl5KVlcWNN94YgUfQhzSdsDlT05ldW44jMT36Ttii/c0XRH+N0XZSeaporw+CNWoug7MQ7fWBauwJsdxWZn4LVv8Etv+vNdF3a+4kGDrd6gU1fBYM7GchVChnO7zQ4YLssdbSWnkhvPU8BIqh4RhUHbIWfy1U51sLb7fs70xsCahSmsKqrPHdG6oSadHUXgJ+q56A15oI3+m22khHw5Em32wNmQp4rYAl4GsJi0J9bXS0T+t1/q6P0ayr3imbHodL74aEAVaQ1dzTKWNUS/iUnmc9znCItuG4sSQutfNhXUnZcN3D4a2pmWk2Lf4uahwIN//F+h82DOt/0gxYwZbhbwm52qwPWF/X18HObRDnAaejbaBmBkJ8f8q21FwruOssNGuohnmPgc9u9fy1neZw857Q0GA9N0/6Osz6NtRXWkP2Ksqj5zlbelREz6Ieeughbr31Vm677TYAHn74Yd544w3+8Ic/8MADD7Tbf/ny5QwdOpSHH34YgHHjxvHRRx/xy1/+UqHU2Wg1tti28fG2J0PRcsIW7W++IPpr9NZZ9UXrGPdorw/6Ro0z77LeQJ/66d+pnxi2+WTQbDkh6nCb0XLy1NE207DewG/9c+jL/GLCpC9al4U2Tev71reh1p3WLd3bb8K/wK5/hO7a3rz94NstXevtLutrh6vt93an9bu2O1vt42zZZm/a3+Fq+33wWM6O5x7qyf/FkH/f1p8IBzr4G5+6b6Dlfyn1HNj8Px38nYELFlq9Ykyj5ZNszFYn0K3/LkYX+zX16u3WfmbL1+Oug51/73gIw4jZsOkxcCVaIVRe6xCqD12qPZp5UiB5LCRfZJ2rgPX3qy+2AqmqQ1B9CKryoeaoFVaVbbeWZl96Fta+EXoOGtOE0dfD/jebhrfYgFNubU2Tr9vsgK3trc8HdQ3wqQviEloNk2l133aLrf3XnhTYuLzj9jxlkTXMzN8Igcam26bAKLjOe8q2hi7Wtbr1N7Rd19ymoPvDkV6/N3JDprrTO8VbA9/8yJrrKVRvOokNAX/0zstls1mLt4saDT+kDTmzn1FXBwXxkJzc8px4OpxOa8L4Ti9QkQ7ubLBHeHhcQwMcOQ7Hi5qGXRdoyF4fFrFQyuv1snnzZu6999426xcsWMC6detC3mf9+vUsWLCgzborr7ySJ554Ap/Ph8ulk8QzkpthfYIY6s2DacK518Huv5/Zi7jPD42NsCUf3CFeJDo9ZtO24bNg+wtdvIlde8qxWn0dXB9qXav1Xd6/o32BwVPgk2c7rvG8m+DTDR28YTr1TVWrN1Lt9mn+ni62n/IGzJkAs5d1flJ56T3w5g+siSWh6Q1ha62+b7OtO+s7OE7zfdxJsODHXdf30l3QWNXyuIK3tP36tMIKQq87dV9PCnzhyS5OzO+GJ69rGt5zaqBihPg5rf5ebUITI3StHR6jaUlIh6UbujGXwbjIvHkIvrnp4DK/zfNBrP5xZOeDmPVt65P1UJprfP9XYarR1j6kSsyBb7zT9f/i76dbNXYUJDWv62g4y5nq8u/c9H/4jzsi+3ee+a2O/86bVsC398LidyF3okKoaGKzQUKOteRMb1lv+KxgqqpVWOWrhBFzO56DprkHzb4VZ/e/uPvM79rt0OeviyLTXpIHdh341JfD2GutycIdbqu9NN/aXaesO/VrZwfrm762uzq5b6tjY3YxMXK6eiT1BbEwL1c01+j3Q2V5bM3XFOVzAErPiFgoVVJSQiAQICcnp836nJwcCgsLQ96nsLAw5P5+v5+SkhIGDmx/OePGxkYaGxuD31dVVQHg8/nw+Xzt9o8pfr/1RtQwznz+J6cTZ2o6to7ePDSfsB3689mdDOWf4f26/Sb2R1EwqWEXNb75g8jVmD0eLvxy5yeVtcXWVU6Kd4WzMkv2eKgp7rq+Y5siUx801djFXAZ1J625AiJVY9qQ7s1lkJTT4f+iGfIKNK2/D7WuVS+A4D72pmO12mfACGx1Zdg6qc+sL8ec8C9QeQyrN4ItxC0drA9xG+I+Zmf3SR6Ivb6iixorMM+/BSqOWJ94Gn7r01nTbw0tMQJg+LAZ/uDXwX2MDpaAD1vIcMhsun+r16vkgV3Pq1F30no8tcWh9zlNwf+L1v8DrSdgpdX3WWOhrrTrv3PePKg43KrnSXMPklN6o7TptXLqthC9WUIeo2W7abNByuCu/87eGvzZE8Gg7e9fwue0znMckJRnLYMus1bFx+NsqO7871xXjjnkMig91PbDnTYfELR8UGBr/X3zsJr4uLb7nzonTUc990wD0oZDbUkXNZbBkOmYlcfA6WkKYjxNkx27rTe5Djdmm23N2z1ttzXt2/o4prP5e0/bbU4P2J047Sa2TgIfMykb/9W/6uLv04sMcBhebNOWYAvxRtuctgTT7yVgqIdU3+DAMfNObLO+Q6CuDEfCAMyAl4DpsHovRoWmGlvNHWb6e6DGnnjvd+Ikzpl3AWBrFZqZ05bAzLvw7zt0dvMKm6Y1WXtzndEm2uuDpl7qpvX37oH/6ebMIxLZR3d/ZsQnQbCd0uPENM1267raP9T6Zg888AA/+tGP2q1/8803SUiIorl+zkZZWdf7dCA5OZnZteXWkL1QGiow6sopGTgff2kHyVK7HjVtNna4pfNTA+t+zow8MurKsHdRX2nuHAIlhzr9mW3e8HXQcyf0m8JT9jnl8ToyR5JWV9pFjWWU587CV5Lf9FNa3gg3f202/UZM7GBruoXgG2iTtm+oOz5G06Ow2ZuqtuOISyYvMbvzk8qEbA4kTCGQO6bVo27dY6z1Hdr3Hmv7Wwn91zU76I3miEtiTFIX9SVmszt5FgHXhZi21vdv/qs1/w5a19QqkAju2+p+ttDHaHk8Lb9PZ1wik5OysXdSo5GYw+bMz+NLrmu5bzAc4ZS/Yat6bAD2VjW02jcYrLSss47Ruj6rbqcnjtlJOV3WuHrov9OY62v6fVlv0q3/O3v7+/Qgt9vNlYlZXfwfZvKGfT7eRG+v1gK0/NO2+ud117m5MiGjixozeMOYiTduag/XY2AzDexmABsB67ZpsZtG020At8fFzG78ndfnLsI7oLHN39i02Zv+1m2/b/0/YK2ztdr39P4vrL9zV883mbyR9Hm87jD8nUNwN3Tj7+xO4q233sLrjUyN0soZnue43W6uHDOqi9eWTN5IuxFvQoT+F91urkzK6aLGLN5IW9h1jYGmpUv+pqW2WzXOmDqZzIuXYH+vfeBjXLyEksITrP/ok24dq7ckJSUxe+adOEywb2p5o21cvITA9Dt574ON1NR0coU9iTlutxuPx0NjY2PUPk/3Wo1n8d4PIKm4mEljbybz0mUY9RXY49MoKSpk+wcbeqadTJgAtbXWEo2ivb5m77zTo4dbtWpVjx6vO+rq6rq1X8RCqczMTBwOR7teUcXFxe16QzXLzc0Nub/T6SQjI/SVMe677z6WLVsW/L6qqoohQ4awYMECUlJSzvJRRFh9PaxdC0lJZzauGMDptCY17+RkyJaURfrEpWfWdbKhAWpq4JJLID7+jEq02Tvvkm1Lzibtpg56KYVJ1zXmkHLTH8NdVhum0QidfYpoBhh+y68jUFlTDV3VZwQ490s/jUBlrRiNmJ3UiOFn8g13RqCwVrpR49wrr4tAYU26Ud/ll18e4o5h1EdqvPi6RREorEkf+R1GvMb+rifOcyrLO/87V5ZzeWbmmR27B85xgJj4X7RlL8O0te9ZYbt0Gek4uOaawRGtL+iSOzHntLqynd8Ldg+zZ8+OdGXSw3w+H6tWreKKK67oP1O49MRzYrMTJwkUl4PLRcBXQLrfz+yUFDjb98eVlbBpE1x8MaSmnt2xekO01wc999rSJJJtpXmUWlciFkq53W6mTJnCqlWruOGGG4LrV61axfXXXx/yPjNmzOCf//xnm3VvvvkmU6dO7fAX7PF48Hg87da7XK7YfwLz+ZqGUNit5UwYRpdji20V5bgM48x+hr1pGIXTCWf6+/bWdV5fwI8rGiaXjvYacXU4xt02axk2Zxy920+mK9FeH6jGnhDt9YFq7AnRXh/ERo39XE+c5xSVdXhpcdvMu7EdyMd+psfuiXMcIDb+F13WVASthiPZAj5wxRFdZ9NN1TRd2c7mcEfB7056U594T9ddPfGc2JphWHP/Qs8cD6z6DKOlzmgT7fVBD762tBWJttLdn2czzU7HXvWqF154gYULF7J8+XJmzJjB448/zooVK9i5cyfDhg3jvvvu4/jx4zz11FMA5OfnM3HiRJYsWcLixYtZv349t99+O88991y3r75XVVVFamoqlZWVsd9Tqq4O3nvvzK/A0Cx49b2HQ1wW++6zu/peQwNUV8Ps2XA2wyX9DfD+Q9E3YWBrsVAjWAGaw9nyKWLAB+7ESFfVItrrA/DWYTqcBGrLcCQOsE7Mo7DGqP49Rnt9oBp7gtqKnI2ePM/JyYC09LaXFi8qPburC/fUOU6zWGgvIlHC5/Px6quvcs011/SfUKqnnhN7U0UFrF8PM2ZAWlqkq2kv2uuDHn9tiWRb6W72EtE5pb74xS9SWlrKj3/8YwoKCpg4cSKvvvoqw4YNA6CgoICjR48G98/Ly+PVV1/lnnvu4fe//z2DBg3iN7/5TbcDKelAQ4MVPE36OuasbxOoK8eRkI6tovzsAqme5Ixr9wkdAV90hT2xUCO0XCa+6VPEqLsaTbTXB+BOwO/z8f5Hu5g1axauaHzTEO2/x2ivD1RjT1BbkWgQK5cWj4X2IiIi0sMiPtH50qVLWbo09KV6n3zyyXbr5syZw8cff9zLVfVDTSds/k8LeL+8nFnp6daQvWgSC28cYqFG6THV1dWRLkEkJqitSFSIkUuLq72IiEh/EqUDKSVi/H7rZCgGTtpEREREREREJHYplBIRERERERERkbBTKCUiIiIiIiIiImGnUEpERERERERERMJOoZSIiIiIiIiIiISdQikREREREREREQk7hVIiIiIiIiIiIhJ2CqVERERERERERCTsFEqJiIiIiIiIiEjYKZQSEREREREREZGwUyglIiIiIiIiIiJhp1BKRERERERERETCTqGUiIiIiIiIiIiEnUIpEREREREREREJO4VSIiIiIiIiIiISdgqlREREREREREQk7JyRLiDcTNMEoKqqKsKV9IC6OqitBZ8PPJ4eOaTPMKirq6OqtBSXvQcyy8ZG8Hqhqgr8/rM/nkiU8Pl8VlupqsLlckW6HJGopbYiZ6wXznN6VC+c46i9iHRPv2wr0f6cCNbzYUMDVFRAIBDpatqL9vqgx19bItlWmjOX5gymI/0ulKqurgZgyJAhEa5ERERERERERKTvqq6uJjU1tcPtNrOr2KqPMQyDEydOkJycjM1mi3Q5UaeqqoohQ4bw6aefkpKSEulyRKKW2opI96itiHSf2otI96itiHRPJNuKaZpUV1czaNAg7J2Mwup3PaXsdjvnnHNOpMuIeikpKXqCF+kGtRWR7lFbEek+tReR7lFbEemeSLWVznpINdNE5yIiIiIiIiIiEnYKpUREREREREREJOwUSkkbHo+H+++/H0+0XtFBJEqorYh0j9qKSPepvYh0j9qKSPfEQlvpdxOdi4iIiIiIiIhI5KmnlIiIiIiIiIiIhJ1CKRERERERERERCTuFUiIiIiIiIiIiEnYKpfqYBx54gIsuuojk5GSys7P53Oc+x969e9vsY5omP/zhDxk0aBDx8fHMnTuXnTt3ttmnsbGRb33rW2RmZpKYmMhnP/tZjh071maf8vJyFi5cSGpqKqmpqSxcuJCKiorefogiPSKcbWX48OHYbLY2y7333tvrj1Gkp/RUe3n88ceZO3cuKSkp2Gy2kK8Zem2RWBbOtqLXFollPdFWysrK+Na3vsWYMWNISEhg6NCh3HnnnVRWVrY5jl5XJNaFs71E4rVFoVQfs2bNGu644w42bNjAqlWr8Pv9LFiwgNra2uA+v/jFL3jooYf43e9+x4cffkhubi5XXHEF1dXVwX3uvvtu/u///o/nn3+eDz74gJqaGq699loCgUBwn5tvvpmtW7fy+uuv8/rrr7N161YWLlwY1scrcqbC2VYAfvzjH1NQUBBcfvCDH4TtsYqcrZ5qL3V1dVx11VV8//vf7/Bn6bVFYlk42wrotUViV0+0lRMnTnDixAl++ctfsn37dp588klef/11br311jY/S68rEuvC2V4gAq8tpvRpxcXFJmCuWbPGNE3TNAzDzM3NNX/2s58F92loaDBTU1PN5cuXm6ZpmhUVFabL5TKff/754D7Hjx837Xa7+frrr5umaZq7du0yAXPDhg3BfdavX28C5p49e8Lx0ER6VG+1FdM0zWHDhpm//vWvw/NARMLgTNpLa++8844JmOXl5W3W67VF+preaiumqdcW6VvOtq00+8tf/mK63W7T5/OZpqnXFembequ9mGZkXlvUU6qPa+6ON2DAAADy8/MpLCxkwYIFwX08Hg9z5sxh3bp1AGzevBmfz9dmn0GDBjFx4sTgPuvXryc1NZVp06YF95k+fTqpqanBfURiSW+1lWY///nPycjIYPLkyfz0pz/F6/X29kMS6TVn0l66Q68t0tf0VltpptcW6St6qq1UVlaSkpKC0+kE9LoifVNvtZdm4X5tcXa9i8Qq0zRZtmwZl156KRMnTgSgsLAQgJycnDb75uTkcOTIkeA+breb9PT0dvs037+wsJDs7Ox2PzM7Ozu4j0is6M22AnDXXXdx4YUXkp6ezqZNm7jvvvvIz8/nj3/8Y28+LJFecabtpTv02iJ9SW+2FdBri/QdPdVWSktL+clPfsKSJUuC6/S6In1Nb7YXiMxri0KpPuyb3/wm27Zt44MPPmi3zWaztfneNM1260516j6h9u/OcUSiTW+3lXvuuSf49XnnnUd6ejqf//zng59CiMSSnm4vXR3jTI8jEmm93Vb02iJ9RU+0laqqKj7zmc8wfvx47r///k6P0dlxRKJdb7eXSLy2aPheH/Wtb32Ll156iXfeeYdzzjknuD43Nxeg3ScDxcXFwWQ1NzcXr9dLeXl5p/sUFRW1+7knT55sl9CKRLPebiuhTJ8+HYADBw70yGMQCZezaS/dodcW6St6u62EotcWiUU90Vaqq6u56qqrSEpK4v/+7/9wuVxtjqPXFekreru9hBKO1xaFUn2MaZp885vf5G9/+xtvv/02eXl5bbbn5eWRm5vLqlWrguu8Xi9r1qxh5syZAEyZMgWXy9Vmn4KCAnbs2BHcZ8aMGVRWVrJp06bgPhs3bqSysjK4j0g0C1dbCWXLli0ADBw4sCcfkkiv6Yn20h16bZFYF662EopeWySW9FRbqaqqYsGCBbjdbl566SXi4uLaHEevK9IXhKu9hBKW15YwTqouYfBv//ZvZmpqqvnuu++aBQUFwaWuri64z89+9jMzNTXV/Nvf/mZu377dvOmmm8yBAweaVVVVwX1uv/1285xzzjHfeust8+OPPzYvu+wy8/zzzzf9fn9wn6uuuso877zzzPXr15vr1683J02aZF577bVhfbwiZypcbWXdunXmQw89ZG7ZssU8dOiQ+cILL5iDBg0yP/vZz4b9MYucqZ5qLwUFBeaWLVvMFStWmID53nvvmVu2bDFLS0uD++i1RWJZuNqKXlsk1vVEW6mqqjKnTZtmTpo0yTxw4ECb4+g9i/Ql4WovkXptUSjVxwAhl5UrVwb3MQzDvP/++83c3FzT4/GYs2fPNrdv397mOPX19eY3v/lNc8CAAWZ8fLx57bXXmkePHm2zT2lpqXnLLbeYycnJZnJysnnLLbeEvGSxSDQKV1vZvHmzOW3aNDM1NdWMi4szx4wZY95///1mbW1tuB6qyFnrqfZy//33d3kcvbZILAtXW9Fri8S6nmgr77zzTofHyc/PD+6n1xWJdeFqL5F6bbE1PUgREREREREREZGw0ZxSIiIiIiIiIiISdgqlREREREREREQk7BRKiYiIiIiIiIhI2CmUEhERERERERGRsFMoJSIiIiIiIiIiYadQSkREREREREREwk6hlIiIiIiIiIiIhJ1CKRERERERERERCTuFUiIiIiIiIiIiEnYKpURERETCxDRNLr/8cq688sp22x599FFSU1M5evRoBCoTERERCT+FUiIiIiJhYrPZWLlyJRs3buSxxx4Lrs/Pz+d73/sejzzyCEOHDu3Rn+nz+Xr0eCIiIiI9RaGUiIiISBgNGTKERx55hO985zvk5+djmia33nor8+fP5+KLL+aaa64hKSmJnJwcFi5cSElJSfC+r7/+OpdeeilpaWlkZGRw7bXXcvDgweD2w4cPY7PZ+Mtf/sLcuXOJi4vjmWeeicTDFBEREemSzTRNM9JFiIiIiPQ3n/vc56ioqODGG2/kJz/5CR9++CFTp05l8eLFfOUrX6G+vp7vfe97+P1+3n77bQBefPFFbDYbkyZNora2lv/8z//k8OHDbN26FbvdzuHDh8nLy2P48OH86le/4oILLsDj8TBo0KAIP1oRERGR9hRKiYiIiERAcXExEydOpLS0lL/+9a9s2bKFjRs38sYbbwT3OXbsGEOGDGHv3r2MHj263TFOnjxJdnY227dvZ+LEicFQ6uGHH+auu+4K58MREREROW0aviciIiISAdnZ2XzjG99g3Lhx3HDDDWzevJl33nmHpKSk4DJ27FiA4BC9gwcPcvPNNzNixAhSUlLIy8sDaDc5+tSpU8P7YERERETOgDPSBYiIiIj0V06nE6fTOh0zDIPrrruOn//85+32GzhwIADXXXcdQ4YMYcWKFQwaNAjDMJg4cSJer7fN/omJib1fvIiIiMhZUiglIiIiEgUuvPBCXnzxRYYPHx4MqlorLS1l9+7dPPbYY8yaNQuADz74INxlioiIiPQYDd8TERERiQJ33HEHZWVl3HTTTWzatIlDhw7x5ptv8vWvf51AIEB6ejoZGRk8/vjjHDhwgLfffptly5ZFumwRERGRM6ZQSkRERCQKDBo0iLVr1xIIBLjyyiuZOHEid911F6mpqdjtdux2O88//zybN29m4sSJ3HPPPTz44IORLltERETkjOnqeyIiIiIiIiIiEnbqKSUiIiIiIiIiImGnUEpERERERERERMJOoZSIiIiIiIiIiISdQikREREREREREQk7hVIiIiIiIiIiIhJ2CqVERERERERERCTsFEqJiIiIiIiIiEjYKZQSEREREREREZGwUyglIiIiIiIiIiJhp1BKRERERERERETCTqGUiIiIiIiIiIiEnUIpEREREREREREJu/8POWkIxEH7ETQAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Compare Germany (Non-conflict) vs Ukraine (Periodical Conflict)\n",
+    "\n",
+    "# Filter data for Germany and Ukraine\n",
+    "countries_compare = [\"Germany\", \"Ukraine\"]\n",
+    "compare_df = df[df[\"Country\"].isin(countries_compare)].copy()\n",
+    "\n",
+    "# Group by Country and Year, sum Value_USD\n",
+    "compare_grouped = (\n",
+    "    compare_df.groupby([\"Country\", \"Year\"])[\"Value_USD\"].sum().reset_index()\n",
+    ")\n",
+    "\n",
+    "# Add conflict year marker for Ukraine\n",
+    "compare_grouped[\"Conflict_Year_Marker\"] = compare_grouped.apply(\n",
+    "    lambda row: row[\"Year\"]\n",
+    "    if row[\"Country\"] == \"Ukraine\"\n",
+    "    and row[\"Year\"]\n",
+    "    in [\n",
+    "        year\n",
+    "        for year, flag in zip(\n",
+    "            compare_df[compare_df[\"Country\"] == \"Ukraine\"][\"Year\"].unique(),\n",
+    "            compare_df[compare_df[\"Country\"] == \"Ukraine\"][\"Conflict_Year\"],\n",
+    "        )\n",
+    "        if flag\n",
+    "    ]\n",
+    "    else None,\n",
+    "    axis=1,\n",
+    ")\n",
+    "\n",
+    "# Plot using matplotlib and seaborn\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(data=compare_grouped, x=\"Year\", y=\"Value_USD\", hue=\"Country\", marker=\"o\")\n",
+    "plt.title(\"Germany vs Ukraine: Total Import Value (USD) Over Time\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Value USD\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "# Highlight Ukraine's conflict years in red\n",
+    "conflict_years_ukraine = compare_grouped[\n",
+    "    compare_grouped[\"Conflict_Year_Marker\"].notna()\n",
+    "][\"Year\"].tolist()\n",
+    "for year in conflict_years_ukraine:\n",
+    "    plt.axvspan(year - 0.5, year + 0.5, color=\"red\", alpha=0.2)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f45cca80",
+   "metadata": {},
+   "source": [
+    "Compare Saudi Arabia (Non-conflict) with stornger economy vs Central African Rep (Periodical Conflict) with un stable economy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ad145f9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter data for Saudi Arabia and Central African Rep.\n",
+    "countries_sa_vs_caf = [\"Saudi Arabia\", \"Central African Rep.\"]\n",
+    "sa_vs_caf_df = df[df[\"Country\"].isin(countries_sa_vs_caf)].copy()\n",
+    "\n",
+    "# Group by Country and Year, sum Value_USD\n",
+    "sa_vs_caf_grouped = (\n",
+    "    sa_vs_caf_df.groupby([\"Country\", \"Year\"])[\"Value_USD\"].sum().reset_index()\n",
+    ")\n",
+    "\n",
+    "# Add conflict year marker for Central African Rep.\n",
+    "sa_vs_caf_grouped[\"Conflict_Year_Marker\"] = sa_vs_caf_grouped.apply(\n",
+    "    lambda row: row[\"Year\"]\n",
+    "    if row[\"Country\"] == \"Central African Rep.\"\n",
+    "    and row[\"Year\"]\n",
+    "    in [\n",
+    "        year\n",
+    "        for year, flag in zip(\n",
+    "            sa_vs_caf_df[sa_vs_caf_df[\"Country\"] == \"Central African Rep.\"][\n",
+    "                \"Year\"\n",
+    "            ].unique(),\n",
+    "            sa_vs_caf_df[sa_vs_caf_df[\"Country\"] == \"Central African Rep.\"][\n",
+    "                \"Conflict_Year\"\n",
+    "            ],\n",
+    "        )\n",
+    "        if flag\n",
+    "    ]\n",
+    "    else None,\n",
+    "    axis=1,\n",
+    ")\n",
+    "\n",
+    "# Plot using matplotlib and seaborn\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(data=sa_vs_caf_grouped, x=\"Year\", y=\"Value_USD\", hue=\"Country\", marker=\"o\")\n",
+    "plt.title(\"Saudi Arabia vs Central African Rep.: Total Import Value (USD) Over Time\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Value USD\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "# Highlight Central African Rep.'s conflict years in red\n",
+    "conflict_years_caf = sa_vs_caf_grouped[\n",
+    "    sa_vs_caf_grouped[\"Conflict_Year_Marker\"].notna()\n",
+    "][\"Year\"].tolist()\n",
+    "for year in conflict_years_caf:\n",
+    "    plt.axvspan(year - 0.5, year + 0.5, color=\"red\", alpha=0.2)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f5937f3",
+   "metadata": {},
+   "source": [
+    "compare two periodical countries "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "68cdf2aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAJOCAYAAACN2Q8zAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADubElEQVR4nOzdd3gU5drH8e+m90BCSUIJvXdRBJUiIAIiKIhHFAUbVgT0iByPClawAmI/CKKCyEsVFUEUsCCCiohiAekEgUBITzbZef+Y7EJ6Qnazu8nvc1177e7M7DP3ttnJnee5H4thGAYiIiIiIiIiIiKVzMfdAYiIiIiIiIiISPWkxJSIiIiIiIiIiLiFElMiIiIiIiIiIuIWSkyJiIiIiIiIiIhbKDElIiIiIiIiIiJuocSUiIiIiIiIiIi4hRJTIiIiIiIiIiLiFkpMiYiIiIiIiIiIWygxJSIiIiIiIiIibqHElIiIk02dOhWLxcKJEyeKXN+uXTt69+7tuL9hwwYsFgv/93//5/LY7PvasGGDy/flLh999BFDhgyhbt26BAQEEBUVRd++fXn//fexWq0u2+9vv/3G1KlT2bdvn0vat3+uymPSpElYLBauuOKKItdnZ2dzxx13EBsbi6+vL506dSq1TYvFwtSpU8sVR2XZt28fFovFcfHx8aFmzZr07duXtWvXuju8EvXu3Ttf7MVdyvLaL1y4kJkzZ1Y4nrOPUyVt165duwrty53S09OZOnVqmY6Js2bNwmKxsGbNmmK3eeutt7BYLCxbtqzMMZT1tXaVPXv2EBgYyObNm/PFVNz7euLEiSI/i1u2bOGqq66iYcOGBAYGUrduXbp3787999+fb7uzP+s+Pj6Eh4fTrFkzrrnmGv7v//4Pm82Wb3ur1UrTpk3L/Zk+ePAg99xzD02bNiUoKIiaNWvSu3dv3n//fQzDKFdbrmQ/tpd26d27t+MYN3/+fHeHLSLiVH7uDkBERCpPly5d2Lx5M23atHF3KE5nGAY333wz8+fPZ9CgQbz44os0aNCA06dP8+WXX3LXXXdx4sQJ7rvvPpfs/7fffmPatGn07t2bRo0auWQf5WG1WnnvvfcAWLNmDYcPH6ZevXr5tnnttdd44403ePnllznvvPMICwsrtd3NmzdTv359l8TsLPfeey+jRo0iNzeX33//nWnTpjFo0CC++OILevbs6e7wivTqq6+SnJzsuP/xxx/z5JNPMm/ePFq1auVYXpbXfuHChezcuZMJEya4ItQqJT09nWnTpgGUmhy64YYbmDx5Mm+//TaXX355kdvMmzeP2rVrM2TIEGeH6jIPPPAA/fv3p3v37ufcxscff8yVV15J7969efbZZ4mNjSUhIYFt27bxwQcf8MILL+TbvkmTJrz//vsApKWlsXfvXlasWME111zDJZdcwkcffURkZCQA/v7+PProo0ycOJHRo0cTHR1dajzffPMNV1xxBWFhYfz73/+mQ4cOnD59mg8//JAbbriBjz76iIULF+Lj4/7/0d966635Pk8JCQlcffXVjuOYXUREBLGxsWzevJmmTZu6I1QREZdRYkpExIulp6cTEhJS5u0jIiK48MILXRiR+zz33HPMnz+fadOm8eijj+ZbN2TIEB588EF2797tpugKK+97V14rV67k+PHjDB48mI8//ph33nmH//znP/m22blzJ8HBwdxzzz0ltmUYBpmZmQQHB3vF56dhw4aOOC+66CKaN29Or169mDt3rscmpgomi3///XfA7GHZtWtXd4RUpdk/0+URHR3N0KFDWbFiBYmJiYUSJL///jubN2/m/vvvx9/f35nhusyuXbtYsWJFib3AyuLZZ5+lcePGfPbZZ/j5nfnz4l//+hfPPvtsoe2LOpbceuutzJs3j5tvvpnbb7+dxYsXO9Zdd911TJo0iTfeeKPQcaygpKQkrr76aiIjI9myZQt169Z1rBs6dCgdOnTgoYceolOnTjz00EPn+pTLLTc3l5ycHAIDA/Mtr1+/fr6Es73X7dnHsbN5wzFYRKS83P9vAhERKSQ5OZkBAwZQt25dvv/+e+BMd/8ff/yRESNGULNmTcd/Tbdt28a//vUvGjVqRHBwMI0aNeK6665j//79+dotaijfmDFjCAsLY/fu3QwaNIiwsDAaNGjA/fffT1ZWVr7HZ2dn8+STT9KqVSsCAwOpXbs2Y8eO5fjx4yU+n5kzZ2KxWIpMDE2ePJmAgADH0MeffvqJK664gjp16hAYGEhcXByDBw/m0KFDxbZvtVqZMWMGrVq14pFHHilym5iYGC6++OJyP5dGjRpxxRVXsGbNGrp06UJwcDCtWrXi7bffdmwzf/58rrnmGgD69OnjGHphH25hHxazadMmevToQUhICDfffDMAixcv5rLLLiM2Npbg4GBat27NQw89RFpaWomvaWnmzp1LQEAA8+bNo0GDBsybNy/f8BWLxcL//vc/MjIyCsVrsVi45557eP3112ndujWBgYG88847jnUFh/AcPnyY22+/nQYNGhAQEEBcXBwjRozgn3/+ASAzM5P777+fTp06ERkZSVRUFN27d2flypWF4rbv+91336V169aEhITQsWNHVq9efc6vhT2xY4/H7ujRo4wbN4769esTEBBA48aNmTZtGjk5OY5t7ENnnn32WZ566ikaNmxIUFAQXbt2Zf369ecc07mw2Ww8++yzjs9snTp1uPHGG/N9N3r37s3HH3/M/v378w0Dsps2bRrdunUjKiqKiIgIunTpwty5c506tMn+Hs6bN4+WLVsSHBxM165d+e677zAMg+eee47GjRsTFhbGpZdeWui4YP++fPXVV1x44YUEBwdTr149HnnkEXJzc/Nte/LkSe666y7q1atHQEAATZo04eGHHy507CruM127dm3H62J/rcaMGVPsc7vlllvIzs5m4cKFhdbNmzcPwPHdPtfXurgh18UN49q2bRtXXnklUVFRBAUF0blzZz788MMS92H32muvERMTQ//+/cu0fXESExOpVatWvqSUXXl6JY0dO5ZBgwaxZMmSfL9fAQEBXHvttbz55pulvn7/+9//OHbsGNOnT8+XlLJ78MEHadWqFc899xxWq5Xjx48TEBBQ5G/H77//jsViYfbs2Y5l5T1uPPnkkzRu3JjAwEC+/PLLMr8WRSnqM2A/N9ixYwfXXHON4xg7adIkcnJy+OOPP7j88ssJDw+nUaNGRSYKk5OTeeCBB2jcuDEBAQHUq1ePCRMmVPh3SESkrJSYEhHxMIcOHeLiiy9m//79bN68mQsuuCDf+quvvppmzZqxZMkSXn/9dcA8WW3ZsiUzZ87ks88+Y8aMGSQkJHD++ecXW+vqbFarlSuvvJK+ffuycuVKbr75Zl566SVmzJjh2MZmszF06FCmT5/OqFGj+Pjjj5k+fTrr1q2jd+/eZGRkFNv+DTfcQEBAQKE/qHJzc3nvvfcYMmQItWrVIi0tjf79+/PPP//wyiuvsG7dOmbOnEnDhg1JSUkptv1t27Zx8uRJhg4dWqY6TOV9Lj///DP3338/EydOZOXKlXTo0IFbbrmFTZs2ATB48GCefvppAF555RU2b97M5s2bGTx4sKONhIQEbrjhBkaNGsUnn3zCXXfdBcBff/3FoEGDmDt3LmvWrGHChAl8+OGHFRoKdOjQIdauXcvQoUOpXbs2N910E7t373bEC+aQvEGDBhEcHFxkvCtWrOC1117j0Ucf5bPPPuOSSy4pcl+HDx/m/PPPZ/ny5UyaNIlPP/2UmTNnEhkZyalTpwDIysri5MmTPPDAA6xYsYJFixZx8cUXc/XVV7NgwYJCbX788cfMmTOHxx9/nKVLlxIVFcVVV13F33//fU6vx969ewFo0aKFY9nRo0e54IIL+Oyzz3j00Uf59NNPueWWW3jmmWe47bbbCrUxZ84c1qxZw8yZM3nvvffw8fFh4MCB+eryFMdeU6ei7rzzTiZPnkz//v1ZtWoVTzzxBGvWrKFHjx6O7/mrr77KRRddRExMjON9PTvGffv2MW7cOD788EOWLVvmGDL0xBNPVDi+s61evZr//e9/TJ8+nUWLFpGSksLgwYO5//77+eabb5gzZw5vvvkmv/32G8OHDy+UbDh69Cj/+te/uP7661m5ciUjRozgySefzDcUNzMzkz59+rBgwQImTZrExx9/zA033MCzzz7L1VdfXSimgp/p7t27O3oK3XLLLY7XqrjkNkC/fv2Ij4/Pl5gG81j27rvvcuGFFzp6v1XGa/3ll19y0UUXkZSUxOuvv87KlSvp1KkT1157bZnqEH388cf07NmzwkPaunfvzpYtWxg/fjxbtmypUD2/K6+8EsMw+Oqrr/It7927N/v372fnzp0lPn7dunX4+voWewy1WCxceeWVnDx5kh9++IHatWtzxRVX8M477xSqbzVv3jwCAgK4/vrrgfIfN2bPns0XX3zB888/z6effppvWK6zjRw5ko4dO7J06VJuu+02XnrpJSZOnMiwYcMYPHgwy5cv59JLL2Xy5Mn5aqClp6fTq1cv3nnnHcaPH8+nn37K5MmTmT9/vuO9EBFxOUNERJzqscceMwDj+PHjRa5v27at0atXL8f9L7/80gCMJUuWGD/99JMRFxdnXHLJJUZiYmKR7T766KOlxpCTk2OkpqYaoaGhxqxZswrt68svv3Qsu+mmmwzA+PDDD/O1MWjQIKNly5aO+4sWLTIAY+nSpfm227p1qwEYr776aokxXX311Ub9+vWN3Nxcx7JPPvnEAIyPPvrIMAzD2LZtmwEYK1asKPU5nu2DDz4wAOP1118v0/bleS7x8fFGUFCQsX//fseyjIwMIyoqyhg3bpxj2ZIlSwq9tna9evUyAGP9+vUlxmWz2Qyr1Wps3LjRAIyff/7Zsc7+/pfF448/bgDGmjVrDMMwjL///tuwWCzG6NGj82130003GaGhoYUeDxiRkZHGyZMni1z32GOPOe7ffPPNhr+/v/Hbb7+VKTbDMD+fVqvVuOWWW4zOnTsXar9u3bpGcnKyY9nRo0cNHx8f45lnnimx3b179xqAMWPGDMNqtRqZmZnG9u3bje7duxuxsbHG3r17HduOGzfOCAsLy/e+GoZhPP/88wZg/Prrr/najIuLMzIyMhzbJScnG1FRUUa/fv1Kfb6XXnqp4evrW+p2Z5s3b54BGFu3bjUMwzB27dplAMZdd92Vb7stW7YYgPGf//zHsWzw4MFGfHx8qfvIzc01rFar8fjjjxvR0dGGzWZzrOvVq1e+41RxevXqZbRt2zbfMsCIiYkxUlNTHctWrFhhAEanTp3y7WfmzJkGYOzYsSNfm4CxcuXKfO3edtttho+Pj+M9e/3114s8ds2YMcMAjLVr1+aLqajP9PHjxwt9pktj/y7++OOPjmUfffSRARhvvfVWkY8pz2td1HHaMM58FufNm+dY1qpVK6Nz586G1WrNt+0VV1xhxMbG5jveFvTPP/8YgDF9+vRC64p6X+2Kes1OnDhhXHzxxQZgAIa/v7/Ro0cP45lnnjFSUlLK3LZhGMann37q+B6f7a+//jIA47XXXiv2sYZhviYxMTElbvPaa68ZgLF48WLDMAxj1apVhT4zOTk5RlxcnDF8+HDHsvIeN5o2bWpkZ2eXGEtB9sc+99xzxa47+zNg/zy+8MIL+bbt1KmTARjLli1zLLNarUbt2rWNq6++2rHsmWeeMXx8fBzHGrv/+7//MwDjk08+KVf8IiLnQj2mSrFp0yaGDBlCXFwcFouFFStWlLuNDz/8kE6dOhESEkJ8fDzPPfec8wMVEa9n75XSs2dP1q1bR1RUVJHbDR8+vNCy1NRUJk+eTLNmzfDz88PPz4+wsDDS0tLYtWtXqfu2WCyF/rvcoUOHfEMpVq9eTY0aNRgyZAg5OTmOS6dOnYiJiSl1VquxY8dy6NAhPv/8c8eyefPmERMTw8CBAwFo1qwZNWvWZPLkybz++uv89ttvpcZ+Lsr7XDp16kTDhg0d94OCgmjRokWhoZIlqVmzJpdeemmh5X///TejRo0iJiYGX19f/P396dWrF0CZ3ruCDMNwDN+zD89p3LgxvXv3ZunSpfkKbJfk0ksvpWbNmqVu9+mnn9KnTx9at25d4nZLlizhoosuIiwsDD8/P/z9/Zk7d26Rz7FPnz6Eh4c77tetW5c6deqU+fWePHky/v7+BAUF0alTJ3bu3MlHH32Uryj96tWr6dOnD3Fxcfk+A/bP4saNG/O1efXVVxMUFOS4Hx4ezpAhQ9i0aVOh4WUFrV+/Pt8wn3NhHwJUcJjZBRdcQOvWrcs8rPCLL76gX79+REZGOj5vjz76KImJiRw7dqxCMZ6tT58+hIaGOu7bPx8DBw7M13vMvrzgexseHs6VV16Zb9moUaOw2WyOnn9ffPEFoaGhjBgxIt929teo4GtS1s90acaOHYuPj0++XlPz5s0jNDSUa6+91rHM1a/17t27+f333x29ec7+HA8aNIiEhAT++OOPYh9/5MgRAOrUqVPhWKKjo/nqq6/YunUr06dPZ+jQofz5559MmTKF9u3bl6nnrp1RTA8de5yHDx+ucLz2fdg/iwMHDiQmJsYxHBPM3+QjR444hmZC+Y8bV155ZaXVGys4+2rr1q2xWCyO2AD8/Pxo1qxZod/2du3a0alTp3zPacCAAVV+Fl8R8RxKTJUiLS2Njh07MmfOnHN6/Keffsr111/PHXfcwc6dO3n11Vd58cUXz7k9EfF89hobxf2xmpOTU+SJ6ooVK8jIyODOO+8sVBz1bLGxsYWWjRo1ijlz5nDrrbfy2Wef8f3337N161Zq165d4hA7u5CQkHx/dAMEBgbmKw78zz//kJSUREBAAP7+/vkuR48eLfUPj4EDBxIbG+s48T916hSrVq3ixhtvxNfXF4DIyEg2btxIp06d+M9//kPbtm2Ji4vjscceK3FoiD1pZB+yVZryPpeiZoEKDAws02trV9T7lpqayiWXXMKWLVt48skn2bBhA1u3bnUMsyhP+3ZffPEFe/fu5ZprriE5OZmkpCSSkpIYOXIk6enpLFq06JzjLcrx48dLnSlu2bJljBw5knr16vHee++xefNmtm7dys0331xkAeqKvt733XcfW7du5euvv+b555/HarUydOhQEhMTHdv8888/fPTRR4Xe/7Zt2wIU+gzExMQU2k9MTAzZ2dmkpqaWKa6KsMde1PsSFxeX77kV5/vvv+eyyy4D4K233uKbb75h69atPPzww8C5fd6KUzCxHhAQUOLygp+DomoD2d8D+3NNTEwkJiam0DDJOnXq4OfnV+g1KetnujTx8fH07duXhQsXkpWVxYkTJ1i9ejXXXHONI6FaGa+1vWbaAw88UOhzbB8qXNJx2R5DwWM/mL9jJf2GAUX+jnXt2pXJkyezZMkSjhw5wsSJE9m3b1+RdY2KY0+axMXF5Vtuj7O0165hw4YcP368xPpI9gLjDRo0AMznO3r0aJYvX05SUhJg1g6MjY1lwIABjseV97jhrM9cWRT13Srqtz0gIKDQb/uOHTsKPafw8HAMwyhXUlFE5FxpVr5SDBw4MN9/GgrKzs7mv//9L++//z5JSUm0a9eOGTNmOKYcfvfddxk2bBh33HEHYE6PO3nyZGbMmMHdd9/tlJoTIuJZ7H9QHT58uNAfV4ZhkJCQUOQsWy+99BKLFy9m4MCBLF++3PFHTUEFjxunT59m9erVPPbYY/lmGLLX9XGWWrVqER0dXezsTWf3cCmKr68vo0ePZvbs2SQlJTn+qBs7dmy+7dq3b88HH3yAYRjs2LGD+fPn8/jjjxMcHFzsDEpdu3YlKiqKlStX8swzz5R6bK3oczkXRcX0xRdfcOTIETZs2ODoJQU4/jA6F3PnzgXgxRdf5MUXXyxy/bhx484p3qLUrl27xML0AO+99x6NGzdm8eLF+dotWKDaWerXr+/4jtnrLd1www089thjjn8M1apViw4dOvDUU08V2UbBP4qPHj1aaJujR48SEBBAWFiYk59BYfZkXUJCQqFE4JEjR6hVq1apbXzwwQf4+/uzevXqfH+snktvcFcrWKgezrwH9tciOjqaLVu2YBhGvs/VsWPHyMnJKfSaOPOc65ZbbmHdunWsXLmSI0eOkJ2dzS233OJYX5HX2r59we9HwQSB/flNmTKlyJpaAC1btix2P/bHF/U7UbduXbZu3VrotYUzPZaKSh6ezd/fn8cee4yXXnqp1LpQZ1u1ahUWi6XQDJr2OEv7rPfv35+1a9fy0Ucf8a9//avQesMwWLVqFVFRUZx33nmO5WPHjuW5557jgw8+4Nprr2XVqlVMmDDB8Y8T+77Lc9zwhvP8WrVqERwcXKhu2tnrRURcTT2mKmjs2LF88803fPDBB47ZMC6//HL++usvwDypKPifiuDgYA4dOlSuISAi4j0uvfRSLBZLvqmu7dasWUNycjL9+vUrtC4oKIhly5ZxxRVXcOWVVxY5Y1lRLBYLhmEU6mX1v//9r9QhRuVxxRVXkJiYSG5uLl27di10KekPILuxY8eSmZnJokWLmD9/Pt27dy+2GKzFYqFjx4689NJL1KhRgx9//LHYdv39/Zk8eTK///57sYWFjx07xjfffOO051KQ/fUvT08I+x8tBd+7N954o9z7B7MX2vLly7nooov48ssvC12uv/56tm7dWq4/EkszcOBAvvzyyxKHDFksFgICAvL9kXb06NEyf8Yr6vrrr6d379689dZbjt/eK664gp07d9K0adMiPwMF/8BctmxZvl4GKSkpfPTRR1xyySX5/nB1Ffsw0Pfeey/f8q1bt7Jr1y769u3rWFZc7zKLxYKfn1++eDMyMnj33XddFPW5S0lJYdWqVfmWLVy4EB8fH0fCom/fvqSmphZK9tgL6p/9mhTnXL63AMOGDSM6Opq3336befPm0aJFi3yzflbktbYPOd2xY0e+5QVfj5YtW9K8eXN+/vnnIj/DXbt2LTHJHh8fT3BwMHv27Cm0rl+/fiQnJxeZvP/www/x8fHJNzQ5ISGhyH3Yh+oW/D4VZ968eXz66adcd911+YZPA47JD+zF5Ytz6623UqdOHaZMmVLkkMlnn32W33//nQcffDBfr6/WrVvTrVs35s2bV+w/Tsp73PAGV1xxBXv27CE6OrrI53T2EGgREVdRj6kK2LNnD4sWLeLQoUOOH6IHHniANWvWMG/ePJ5++mkGDBjAxIkTGTNmDH369GH37t3MnDkTMH/EdbAXqXqaNm3KPffcw3PPPUdSUpJj5jN77Y2uXbsyatSoIh/r7+/PokWLuPXWWxkxYgQLFizguuuuK3F/ERER9OzZk+eee45atWrRqFEjNm7cyNy5c6lRo4bTnte//vUv3n//fQYNGsR9993HBRdcgL+/P4cOHeLLL79k6NChXHXVVSW20apVK7p3784zzzzDwYMHefPNN/OtX716Na+++irDhg2jSZMmGIbBsmXLSEpKKnU683//+9/s2rWLxx57jO+//55Ro0bRoEEDTp8+zaZNm3jzzTeZNm0aF110kVOeS0Ht2rUD4M033yQ8PJygoCAaN25c5LA0ux49elCzZk3uuOMOHnvsMfz9/Xn//ff5+eefy7Vvu/fff5/MzEzGjx/v6Ll7tujoaN5//33mzp3LSy+9dE77KOjxxx/n008/pWfPnvznP/+hffv2JCUlsWbNGiZNmkSrVq244oorWLZsGXfddRcjRozg4MGDPPHEE8TGxjr+keNqM2bMoFu3bjzxxBP873//4/HHH2fdunX06NGD8ePH07JlSzIzM9m3bx+ffPIJr7/+er6eSb6+vvTv359JkyZhs9mYMWMGycnJTJs2zbHNxo0b6du3L48++iiPPvqoY3nfvn3ZuHFjhepMtWzZkttvv52XX37ZMSPgvn37eOSRR2jQoAETJ050bNu+fXuWLVvGa6+9xnnnnYePjw9du3Zl8ODBvPjii4waNYrbb7+dxMREnn/++RKHDrtLdHQ0d955JwcOHKBFixZ88sknvPXWW9x5552OhMWNN97IK6+8wk033cS+ffto3749X3/9NU8//TSDBg0q8h8ABYWHhxMfH8/KlSvp27cvUVFRjuNoSQIDA7n++ut5+eWXMQyD6dOn51tfkdc6JiaGfv368cwzz1CzZk3i4+NZv359vpnU7N544w0GDhzIgAEDGDNmDPXq1ePkyZPs2rWLH3/8kSVLlhS7n4CAALp37853331XaN3111/Pq6++ysiRI3nooYc4//zzycjIcLwP9957L02aNHFsP2DAAOrXr8+QIUNo1aoVNpuN7du388ILLxAWFpZvNkUwk3T2/WZkZPD333+zYsUKVq9eTa9evRwzzp7tu+++w9fXt1BPqoJq1Kjh+CfPeeedx7///W86duxIcnIyixcv5v333+faa6/l3//+d6HH3nzzzYwbN44jR47Qo0ePQv+kKO9xwxtMmDCBpUuX0rNnTyZOnEiHDh2w2WwcOHCAtWvXcv/999OtWzd3hykiVZ17aq57J8BYvny54/6HH35oAEZoaGi+i5+fnzFy5EjDMMwZlh588EEjKCjI8PX1NWrWrGlMnTrVAIwtW7a46ZmIiKvZbDbjtddeM7p27WqEhIQYAQEBRvPmzY3JkycXmqHo7Fn5zn78+PHjDR8fH8csTyXN9nfo0CFj+PDhRs2aNY3w8HDj8ssvN3bu3GnEx8cbN910U6F9FZyVr6iZ2YqaBc5qtRrPP/+80bFjRyMoKMgICwszWrVqZYwbN87466+/yvTavPnmmwZgBAcHG6dPn8637vfffzeuu+46o2nTpkZwcLARGRlpXHDBBcb8+fPL1LZhGMbKlSuNwYMHG7Vr1zb8/PyMmjVrGn369DFef/11Iysrq9zPJT4+3hg8eHCh/RQ1a9nMmTONxo0bG76+vvlmTippFqpvv/3W6N69uxESEmLUrl3buPXWW40ff/yx2JmXStKpUyejTp06+Z5nQRdeeKFRq1YtIysrq8RZ+e6+++4iH08RM5gdPHjQuPnmm42YmBjD39/fiIuLM0aOHGn8888/jm2mT59uNGrUyAgMDDRat25tvPXWW0U+p+L2XfCzXJSSZrMyDMO45pprDD8/P2P37t2GYZizi40fP95o3Lix4e/vb0RFRRnnnXee8fDDDztmlDt7pr9p06YZ9evXNwICAozOnTsbn332Wb727d+vgq+PfZa58ig4K59hmDO7zZgxw2jRooXh7+9v1KpVy7jhhhuMgwcP5nvsyZMnjREjRhg1atQwLBZLvn2//fbbRsuWLY3AwECjSZMmxjPPPGPMnTvXAPLNWljRWfkKvofFvTdFHf/sbW7YsMHo2rWrERgYaMTGxhr/+c9/Cs0+l5iYaNxxxx1GbGys4efnZ8THxxtTpkwxMjMzS43J7vPPPzc6d+5sBAYGGkCpnzO7n3/+2QAMX19f48iRI4XWV+S1TkhIMEaMGGFERUUZkZGRxg033OCYtfTs44I9jpEjRxp16tQx/P39jZiYGOPSSy8t0yylc+fOLTb+5ORk48EHHzSaN29uBAQEGCEhIUbXrl2N119/Pd+sgoZhGIsXLzZGjRplNG/e3AgLCzP8/f2Nhg0bGqNHjy40Y6f9+2C/hIaGGk2aNDFGjBhhLFmypNiZBC+55BJjyJAhpT4nuwMHDhh333230aRJEyMgIMCIjIw0evbsabz33nuF4rc7ffq0ERwcXOIMi+U5bhR3LCrJuc7KV/DcoLjje1Hf2dTUVOO///2v0bJlS8dr1b59e2PixInG0aNHy/0cRETKy2IYxUx9IYVYLBaWL1/OsGHDAFi8eDHXX389v/76a6Fu/GFhYfkKpebm5nL06FFq167N+vXrGTRoEP/8849TZkIRERER19i3bx+NGzfmueee44EHHnB3ONVC7969OXHihFOHnErRMjMzadiwIffffz+TJ092dzjF2rNnD82bN+ezzz4rtfesiIh4H9WYqoDOnTuTm5vLsWPHaNasWb5Lwdl7fH19qVevHgEBASxatIju3bsrKSUiIiIibhMUFMS0adN48cUXS5zFzt2efPJJ+vbtq6SUiEgVpRpTpUhNTWX37t2O+3v37mX79u1ERUXRokULrr/+em688UZeeOEFOnfuzIkTJ/jiiy9o3749gwYN4sSJE/zf//0fvXv3JjMzk3nz5rFkyRI2btzoxmclIiIiIgK33347SUlJ/P3337Rv397d4RSSk5ND06ZNmTJlirtDERERF9FQvlJs2LCBPn36FFp+0003MX/+fKxWK08++SQLFizg8OHDREdH0717d6ZNm0b79u05ceIEQ4YM4ZdffsEwDLp3785TTz2lIoIiIiIiIiIiUu0pMSUiIiIiIiIiIm6hGlMiIiIiIiIiIuIWSkyJiIiIiIiIiIhbqPh5EWw2G0eOHCE8PByLxeLucEREREREREREvIZhGKSkpBAXF4ePT8l9opSYKsKRI0do0KCBu8MQEREREREREfFaBw8epH79+iVu49bE1DPPPMOyZcv4/fffCQ4OpkePHsyYMYOWLVuW+LiNGzcyadIkfv31V+Li4njwwQe544478m2zdOlSHnnkEfbs2UPTpk156qmnuOqqq8oUV3h4OGC+gBEREef25DxFVhb88gv4+UFAQIWbs9psrN2/n8vi4/EvJetZJtnZkJMD7dtDYGDF2xMpLyd/R0DfE5HSWK1W1q5dy2WXXYa/v7+7w6kcLjjWOFVaGvz+O7RqBaGh7o6maKdOwRdfQJMm4InnZ8nJ8PffcOmlULNmhZtz+m+JN7zHnh6j4qs4J8dY7b4nnn4cBEhMhC1boFs3iI52dzSFOflY7RJOPvd313lXcnIyDRo0cORXSuLWxNTGjRu5++67Of/888nJyeHhhx/msssu47fffiO0mAPB3r17GTRoELfddhvvvfce33zzDXfddRe1a9dm+PDhAGzevJlrr72WJ554gquuuorly5czcuRIvv76a7p161ZqXPbhexEREVUjMRUaal6ckZjKzSXk+HEiatbE39e34vFlZ5s/ABER+oNb3MPJ3xHQ90SkNFarlZCQECIiIqpXYsrJxxqnCgiA4GDzJD0szN3RFC8w0PxDJzLS3ZEU5u8Phw+br2FUVIWbc/pviTe8x54eo+KrOCfHWC2/J558HLQLCDBjrFXL3ZEU5uRjtUs4+dzf3eddZSmP5NbE1Jo1a/LdnzdvHnXq1OGHH36gZ8+eRT7m9ddfp2HDhsycOROA1q1bs23bNp5//nlHYmrmzJn079+fKVOmADBlyhQ2btzIzJkzWbRokeuekIiIiIiIiIiIlJlH1Zg6ffo0AFElZC43b97MZZddlm/ZgAEDmDt3LlarFX9/fzZv3szEiRMLbWNPZhWUlZVFVlaW435ycjJgZhatVuu5PBXPkZMDNpt5yc2tcHPWvDasTmgLOBNbTg44o/utSHk5+TsC+p6IlMb+2+r1v7Hl4YJjjVPZbGCxeG58YMZmPwYahntjKY6Pj2efc3nDe+zJMSq+inNyjNXue+INx0Ewh62D58boxGO1Szj53N9d513l2Z/FMDzj02IYBkOHDuXUqVN89dVXxW7XokULxowZw3/+8x/Hsm+//ZaLLrqII0eOEBsbS0BAAPPnz2fUqFGObRYuXMjYsWPzJaDspk6dyrRp0wotX7hwISEhIRV8ZiIiIiIiIiIi1Ud6ejqjRo3i9OnTpZZI8pgeU/fccw87duzg66+/LnXbgmMU7bm1s5cXtU1xYxunTJnCpEmTHPftRbouu+yyEl/A3NxccnJy8JDcXtGsVvjjDwgJOZO5roCc3Fy+PXiQHg0a4OeMcdw5OZCeDi1bmuN9xWNYLBb8/Pzwdcb77Mmys2HHDrPui5M+g9bcXNbt2UP/pk2dU+/AajXHmXfo4Jm1aUTKyWq1sm7dOvr37199aky54FjjVGlpZnH29u09s+AvmEV/16yBdu08s+hvcjLs3AmXX+6c4ufO/i3xhvfY02NUfBXn5Bir3ffE04+DYBY/37ABevf23OLnTjxWu4STz/3ddd5lH4lWFh6RmLr33ntZtWoVmzZtKnUawZiYGI4ePZpv2bFjx/Dz8yM674Nf3DZ169Ytss3AwEACiygq5u/vX+QbZxgGR48eJSkpqcRYPYJhmAX8wCldFQ3M1zcBsDir62NwMBw9anabFY9To0YNYmJiylS0zivZu0T7+ICTk3D+vr7OOUnKzTXj8/PzzD9oRc5Rcb+zVZILjzVO4eNjnjN4anxwZugFeO45g/19duJr6LTfEm95jz05RsVXcS6Ksdp8T7zhOAhm5wPw3BhdcKx2Khed+1f2eVd59uXWxJRhGNx7770sX76cDRs20Lhx41If0717dz766KN8y9auXUvXrl0dT7x79+6sW7cuX52ptWvX0qNHD6fEbU9K1alTh5CQEM/+g91mg4wM80vnhDhthkFqdjZhAQH4OON5G4b5xQsOVu0cD2MYBunp6Rw7dgyA2NhYN0ckIiIiIiIiVY1bE1N33303CxcuZOXKlYSHhzt6OUVGRhKc18tnypQpHD58mAULFgBwxx13MGfOHCZNmsRtt93G5s2bmTt3br7Z9u677z569uzJjBkzGDp0KCtXruTzzz8v0zDB0uTm5jqSUtGe2DWxIHvhNCcmprKBoMBA5yamgoKUmPJA9u/hsWPHqFOnTtUf1iciIiIiIiKVyq2ZgNdee43Tp0/Tu3dvYmNjHZfFixc7tklISODAgQOO+40bN+aTTz5hw4YNdOrUiSeeeILZs2czfPhwxzY9evTggw8+YN68eXTo0IH58+ezePFiunXrVuGY7ZXlVRRdqgv7Z71azZ4lIiIiIiIilcLtQ/lKM3/+/ELLevXqxY8//lji40aMGMGIESPONbRSefTwPREn0mddREREREREXEVjp0RERERERERExC2UmBIREREREREREbdQYkqc5ujRo9w7cSJNWrcmMDKSBs2aMWT4cNZ/+WWlxmGxWFixYkWl7lNEREREREREys+tNaak6ti3fz8X9elDjRo1ePapp+jQvj1Wq5XP1q3j7gkT+P3nn90dYj5WqxV/f393hyEiIiIiIiJSranHlDjFXffdh8Vi4fuvvmLE1VfTonlz2rZpw6T77uO7jRsBOHDgAEOvuYawWrWIqFOHkddfzz///ONoY8yYMQwbNixfuxMmTKB3796O+71792b8+PE8+OCDREVFERMTw9SpUx3rGzVqBMBVV12FxWJx3J86dSqdOnXi7bffpkmTJgQGBvLOO+8QHR1NVlZWvn0OHz6cG2+80WmvjYiIiIiIiIgUTYkpqbCTJ0+yZu1a7r7jDkJDQwutr1GjBoZhMOzaazl58iQb165l3erV7Nm7l2vPIQH0zjvvEBoaypYtW3j22Wd5/PHHWbduHQBbt24FYN68eSQkJDjuA+zevZsPP/yQpUuXsn37dkaOHElubi6rVq1ybHPixAlWr17N2LFjyx2XiIiIiIiIiJSPhvJJhe3eswfDMGjVokWx23z+xRfs+OUX9u7aRYMGDQB4d+5c2nbpwtYffuD8Sy4p8/46dOjAY489BkDz5s2ZM2cO69evp3///tSuXRswk2ExMTH5Hpednc27777r2AZg1KhRzJs3j2uuuQaA999/n/r16+frpSUiIiIiIiJSiK+vecnNNS9yTtRjSirMMAzALDpenF2//06D+vUdSSmANq1bU6NGDXb98Ue59tehQ4d892NjYzl27Fipj4uPj8+XlAK47bbbWLt2LYcPHwbMnlZjxowp8bmIiIiIiIhINRYQAHVqQnx9iA4xr+vUNJdLuSkxJRXWvFkzLBZLiQkmwzCKTPacvdzHx8eR5LKzWq2FHlOwaLnFYsFms5UaZ1HDDDt37kzHjh1ZsGABP/74I7/88gtjxowptS0RERERERGphgICIK4O/PQWPN8CXmhuXv/0lrlcyalyU2JKKiwqKooB/fvzyuuvk5aWVmh9UlISbVq35sDBgxw8eNCx/Ldduzh9+jStW7YEoHbt2iQkJOR77Pbt28sdj7+/P7nl6EZ56623Mm/ePN5++2369euXr1eXiIiIiIiIiEONUPhmJmycAZlJ5rLMJPP+NzPN9VIuSkyJU7w6axa5NhsXXHIJS5cv56/du9n1++/MfuUVuvfuTb9LL6VD+/ZcP3YsP/70E99v3cqNt95Kr0suoWuXLgBceumlbNu2jQULFvDXX3/x2GOPsXPnznLH0qhRI9avX8/Ro0c5depUqdtff/31HD58mLfeeoubb7653PsTERERERGRasDXF8IiYMsbRa/f8oa53te3cuPyckpMiVM0btSIH7/9lj49e3L/Qw/R7rzz6D94MOs3bOC12bOxWCysWLyYmjVr0rN/f/oNHkyTRo1YvGCBo40BAwbwyCOP8OCDD3L++eeTkpLCjecwa98LL7zAunXraNCgAZ07dy51+4iICIYPH05YWBjDhg0r9/5ERERERESkGvD1hYzTZ3pKFZSZZK5XYqpcNCufOE1sbCxzZs5kzsyZRa5v2LAhK5csyb/QMPLNXjBt2jSmTZtW7D42bNhQaNmKFSvy3R8yZAhDhgzJt2zq1KlMnTq12HYTEhK4/vrrCQwMLHYbERERERERqcZycyE4EoJqFJ2cCqphrs9NqeTAvJt6TEm1dvLkST744AO++OIL7r77bneHIyIiIiIiIp4qNxdSk6HbuKLXdxtnri9HzWNRjymp5rp06cKpU6eYMWMGLfOKsIuIiIiIiIgUKSkNLppg3t7yhtlzKqiGmZS6aAIcOea+2LyUElNSre3bt8/dIYiIiIiIiIi3yM42k09t/wUX3QfpJyGsjtlT6sgxc72UixJTIiIiIiIiIiJllZ0Nv6+GHXMgvi90fUjD9ypANaZERERERERERMoj9RCkJ4LVqqRUBSkxJSIiIiIiIiJSHimHzOuweu6NowpQYkpEREREREREpDxSD5vXYfXdG0cVoMSUiIiIiIiIiEh5KDHlNEpMiYiIiIiIiIiUlTUNsk6ZtzWUr8KUmBKv0KhRI2bOnFnhdqZOnUrdunWxWCysWLHC5fsTERERERGRKiY1r75UYCQEhLk3lipAialq5ujRo9w7cSJNWrcmMDKSBs2aMWT4cNZ/+aVT99P7ssuY8MADTm2zLA4dOkRAQACtWrUqtG7Xrl1MmzaNN954g4SEBAYOHFhsO1u3buX22293Zailmjp1KhaLBYvFgo+PD3FxcVx//fUcPHjQrXGJiIiIiIhUaxrG51RKTLlRRnYO2Tk2ElOzyM6xkZ6d49L97du/n/N69OCLjRt59qmn+GXbNtasWkWfnj25e8IEl+67KIZhkJPj3Oc8f/58Ro4cSXp6Ot98802+dXv27AFg6NChxMTEEBgYWOjx2dnZANSuXZuQkBCnxnYu2rZtS0JCAocOHWLx4sX88ssvjBw50t1hiYiIiIiIVF8pSkw5kxJTbpJlzeX1jX/T9al1nPfk53R9ah1vbPybLGuuy/Z51333YbFY+P6rrxhx9dW0aN6ctm3aMOm++/hu40bHdqdPn+b2u++mTsOGRNSpw6WXX87PO3Y41k+fPp0u3brx7sKFNGrZksi6dfnX6NGkpKQAMOa229j41VfMeuUVLMHBWIKD2bd/Pxs2bcISHMxn69bR9aKLCIyM5KtvvmHP338zdNgw6tatS1hYGOeffz6ff/55uZ+fYRjMmzeP0aNHM2rUKObOnetYN3XqVIYMGQKAj48PFovFjHXMGIYNG8YzzzxDXFwcLVq0AAoP5UtKSuL222+nbt26BAUF0a5dO1avXg1AYmIi1113HfXr1yckJIT27duzaNGifLH17t2b8ePH8+CDDxIVFUVMTAxTp04t9Tn5+fkRExNDXFwcl1xyCbfddhvfffcdycnJjm0++ugjzjvvPIKCgmjSpAnTpk3Ll/CzWCy89tprDBw4kODgYBo3bsySJUvK9+KKiIiIiIiIyT6UT/WlnEKJKScwDIP07JwyX1Izrby6YQ+z1v9FcoaZQEjOyGHW+r94dcMeUjOtZW7LMIwyxXjy5EnWrF3L3XfcQWhoaKH1NWrUcDyXwVddxdF//uGT5cv54dtv6dKpE30HDeLkyZOO7ffs3cuKVatYvWwZq5cuZePXXzP9+ecBmPX883Tv1o3bbr6ZhL17Sdi7lwb1z2SSH3z4YZ55/HF2bd9Oh3btSE1LY9DAgXz++ef89NNPDBgwgCFDhnDgwIFyvQ9ffvkl6enp9OvXj9GjR/Phhx86kmUPPPAA8+bNAyAhIYGEhATH49avX8+uXbtYt26dI9l0NpvNxsCBA/n222957733+O2335g+fTq+vr4AZGZmct5557F69Wp27tzJ7bffzujRo9myZUu+dt555x1CQ0PZsmULzz77LI8//jjr1q0r8/M7evQoy5Ytw9fX17Hvzz77jBtuuIHx48fz22+/8cYbbzB//nyeeuqpfI995JFHGD58OD///DM33HAD1113Hbt27SrzvkVERERERCSPElNO5efuAKqCDGsubR79rEzbRoUG8PXkPsz7dm+R6+d9u5dxvZpw8YwvOZmWXWp7vz0+gJCA0t/G3Xv2YBgGrfJ6BBXny40b+eXXXzl24IBjqNvz06ez4qOP+L/ly7n15psBM1kz/623CA8PB2D0ddex/ssveWraNCIjIwkICCAkOJiYmJhC+3j8kUfo37eveccwiK5Rg47duoGPmSd98sknWb58OatWreKee+4p9bnZzZ07l3/961/4+vrStm1bmjVrxuLFi7n11lsJCwtzJN8KxhQaGsr//vc/AgICimz3888/5/vvv2fXrl2OHlVNmjRxrK9Xrx4PnFVP695772XNmjUsWbKEbt26OZZ36NCBxx57DIDmzZszZ84c1q9fT//+/Yt9Tr/88gthYWHYbDYyMjIAGD9+vCO5+NRTT/HQQw9x0003OeJ64oknePDBBx37Arjmmmu49dZbAXjiiSdYt24dL7/8Mq+++moJr6iIiIiIiIgUYq8xFa6hfM6gxFQlqx0WSGJqtqOnVEHJGTmcTMumdlhgmRJTZWXvWWUfwlacH378kdTUVKLr5c/8ZmRksOfvvx33G8XHO5JSALExMRw7frxMsXTt0iXf/bS0NKZNm8bqjz/myJEj5OTkkJGRUa4eU0lJSSxbtoyvv/7aseyGG27g7bffdiRkitO+fftik1IA27dvp379+o6kVEG5ublMnz6dxYsXc/jwYbKyssjKyirUM61Dhw757sfGxnLs2LESY2vZsiWrVq0iKyuLlStXsmTJkny9oX744Qe2bt2ab1lubi6ZmZmkp6c76mR17949X7vdu3dn+/btJe5bRERERERECrDlQNpR87ZqTDmFElNOEOzvy2+PDyjz9n4+PkQE+xWZnIoI9qNOeBDL7+5R5n2XRfNmzbBYLOz64w+GlbCdzWYjNiaGDWvXFlpXIzLScdvfL/9Hx2KxYLPZyhRLwYTNv//7Xz774guef/55mjVrRnBwMCNGjHAUIi+LhQsXkpmZma+HkmEY2Gw2fvvtN9q0aVPmeAoKDg4ucf0LL7zASy+9xMyZM2nfvj2hoaFMmDChUPz+/v757pflNQsICKBZs2aAWQj9r7/+4s477+Tdd98FzPdr2rRpXH311YUeGxQUVGLbpSUpRUREREREpIC0o2Dkgm8gBNdydzRVghJTTmCxWMo0nM4uIzuHsT0aM2v9X4XWje3RmBybrVztlUVUVBQD+vfnlddfZ/xddxVKxiQlJVGjRg26dO7M0X/+wc/Pj0bx8YXasZWxplVAQAC5uWUr5P7Vt98y5qabuOqqqwBITU1l3759ZXqs3dy5c7n//vsZM2ZMvuXjx4/n7bff5vm8+lfnokOHDhw6dIg///yzyF5TX331FUOHDuWGG24AzGTRX3/9RevWrc95n8V55JFHaNGiBRMnTqRLly506dKFP/74w5G8Ks53333HjTfemO9+586dnR6fiIiIiIhIlWavLxUaBxaV7XYGvYpuEBzgx129m3Jf3+ZEBJsJqIhgP+7r25y7ejd1elLK7tVZs8i12bjgkktYunw5f+3eza7ff2f2K6/QvXdvAPpdeindu3Vj2MiRfLZuHfv27+fbzZv579SpbPvhhzLvq1F8PFu2bmXf/v2cOHGixJ5BzZo0Ydny5Wzfvp2ff/6ZUaNGlbn3FZhD7X788UduvfVW2rVrl+9y3XXXsWDBAqxWa5nbK6hXr1707NmT4cOHs27dOvbu3cunn37KmjVrzPibNWPdunV8++237Nq1i3HjxnH06NFz3l9JmjRpwtChQ3n00UcBePTRR1mwYAFTp07l119/ZdeuXSxevJj//ve/+R63ZMkS3n77bf78808ee+wxvv/++3z1u/r27cucOXNcErOIiIiIiEiVYa8vpcLnTqPElJsE+vsyrlcTtj3cnx/+249tD/dnXK8mBJZxaN65aNyoET9++y19evbk/oceot1559F/8GDWb9jAa7NnA2bvr09WrKDnRRdx87hxtGjfnn/deCP79u+nbp06Zd7XAxMm4OvrS5vOnandoAEHDh4sdtuXpk+nZs2a9OjRgyFDhjBgwAC6FKhDVZK5c+fSpk0bWrVqVWjdsGHDOHnyJB999FGZ2yvK0qVLOf/887nuuuto06YNDz74oKNH2COPPEKXLl0YMGAAvXv3JiYmhmHDhlVofyW5//77+fjjj9myZQsDBgxg9erVrFu3jvPPP58LL7yQF198kfgCvd2mTZvGBx98QIcOHXjnnXd4//338w1v3LNnDydOnHBZzCIiIiIiIlWCvceUCp87jYbyuZG9Z1R0mDn7XUAl5AljY2OZM3Mmc2bOLHab8PBwZr/4IrNffLHQOpth8NBDD/H0WTO+AUy4914m3Huv436L5s3ZvHFjvm0axcdj5M0sV3D5F59/7piVD+Duu+/Ot01JQ/tefvnlYtfVrl2bnJwztbyMAkMR58+fX+TjCu4vKiqKt99+u8hto6KiWLFiRbExAGzYsKHQstIeM3XqVKZOnVpoeY8ePfI9jwEDBjBgQMk1zuLi4lhbRN0wu/IOnRQREREREamWUvISU+ox5TTqMSUiIiIiIiIiUhaOoXzqMeUsSkyJiIiIiIiIiJTGMJSYcgEN5ROp4goOXxQREREREZFzkHUKctIBC4TFujuaKkM9pkRERERERERESmOvLxVSG3wD3RtLFaLElIiIiIiIiIhIaTSMzyWUmBIRERERERERKU2qfUY+JaacSYkpEREREREREZHS2HtMhSsx5UxKTImIiIiIiIiIlMbeYyq0nnvjqGKUmBIRERERERERKY2jx5QSU86kxJTkM/XJJ+nUrZtL2rYEB7Ni1SqXtC0iIiIiIiLiMjmZkHHCvK0aU06lxFQ10vuyy5jwwAOFlq9YtQpLcLDL95+wdy8DBwxw+X5EREREREREnMo+jM8/HAIj3RtLFePn7gCqtex08PWDzNMQFAm5ORAQ4u6oyiU3NxeLxYKPT+k5zpiYmEqISERERERERMTJ7MP4wjSMz9nUY8pdcjLhm5nwXHN4rpl5/c1Mc7kH2btvH83atuXO8eOx2WzMf/dd4uPjWf3JJ7Tp3JnAyEj2HzjA1m3b6D94MLXq1yeybl169e/Pjz/9lK+ts4fy7du/H0twMMtWrKDPoEGEhIXRsWNHNm/enO8x3377LT179iQ4OJgGDRowfvx40tLSKu35i4iIiIiIiGhGPtdRYsoZDAOy08p+yUqBr16EjTMgM8lsIzPJvP/Vi+b6srZlGC57Wjt//ZWL+vThmquv5rXZsx29ojIyMpjx/PP879VX+fXHH6lTuzYpqancdMMNfPX553y3cSPNmzVj0FVXkZKSUuI+Hp42jQfGj2f7jz/SokULrrvuOnJycgD45ZdfGDBgAFdffTU7duxg8eLFfP3119xzzz0ue84iIiIiIiIihaTkDeVTjymn01A+Z7Cmw9NxZds2JBom/AJb3ih6/ZY34KL7YGZ7SE8svb3/HIGA0LLHWkabv/uOK4YPZ8oDD/DAxIn51lmtVubMnEnnjh0dyy7t3TvfNm/MmUPN2Fg2fvUVVwwaVOx+HrjvPgZffjmEhDBt2jTatm3L7t27adWqFc899xyjRo1iwoQJADRv3pzZs2fTq1cvXnvtNYKCgpz2fEVERERERESKlarElKu4tcfUpk2bGDJkCHFxcVgsFlasWFHi9mPGjMFisRS6tG3b1rHN/Pnzi9wmM9NDhsiF1YW0E2d6ShWUmQTpJ8zt3OTAwYP0GzyY/06eXCgpBRAQEECH9u3zLTt27Bh33HsvLdq3J7JuXSLr1iU1NZUDBw+WuK8O7do5bsfGxjraAvjhhx+YP38+YWFhjsuAAQOw2Wzs3bu3ok9TREREREREpGwcNaY0lM/Z3NpjKi0tjY4dOzJ27FiGDx9e6vazZs1i+vTpjvs5OTl07NiRa665Jt92ERER/PHHH/mWubR3jX+I2XOprHz9IahG0cmpoBoQHgu3fl72fZdRREQEp5OTCy1POn2aiIgIx/3atWoRFxvLB0uWcMuYMfnWgflaWiyWfMvG3H47x48fZ+ZzzxHfsCGBgYF0792b7OzsksP393fctrdps9kc1+PGjWP8+PGFHtewYcNSnq2IiIiIiIiIE9hyIS3vb37VmHI6tyamBg4cyMCBA8u8fWRkJJGRZ6ZlXLFiBadOnWLs2LH5trNYLJU7A5zFUr7hdNnp0G2cWVOqoG7j8mbnc/7wvFYtWvDp2rWFlm/94QdaNm/uuB8cHMzqZcsYNGwYA4YMYe3q1YSHh5fY9lfffMOrs2Yx6PLLATh48CAnTpyoULxdunTh119/pVmzZhVqR0REREREROScZRwDWw74+EFwHXdHU+V4dY2puXPn0q9fP+Lj4/MtT01NJT4+ntzcXDp16sQTTzxB586di20nKyuLrKwsx/3kvF5FVqsVq9Wab1ur1YphGNhsNkfPnnLzC8Jy8SQALFveMHtOBdXA6DYOLp6E4RsA59p2Qfbi6IbBHbffzpzXX+eu++7jtptvJjg4mM/Xr2fu/Pm8M3cuNsPAMAwwDIJDQvho2TIGDxvGwKFD+WTlSsLCws40C9jOKrzerEkTFixcSJfOnUlOTmbyww8THBxcaDubYTgujvt58Z3dU8pms/Hvf/+bHj16cNddd3HrrbcSGhrKrl27+Pzzz5k9e7ZzXh8plc1mwzAMrFYrvr6+7g7H+XJyzO+bzQa5uU5p0prXjtVJ7Tniy8kBH81ZId7P/tta8De2SnPBscapbDbzH22eGh+YsdmPgS6c/KVCfHyc9hq65LfEG95jT45R8VWck2Osdt8TbzgOAvjlpRk8NcZzOFZbTh/ADzBCYskxcO3nw8nn/u467yrP/rw2MZWQkMCnn37KwoUL8y1v1aoV8+fPp3379iQnJzNr1iwuuugifv75Z5qf1SvobM888wzTpk0rtHzt2rWEhOQfKufn50dMTAypqamlDlMriY+PD8Hd7sbvkgcg8zQERZKTnUFGRjY2m2vqYUXFxPDJJ5/w5JNPMmDIEDIzM2nWrBmvvPIKAwYPJjkri6zcXHINg+SsLPD3Z9HixQwfPpzLhw5lyZIlZObNmJdyViIPYNbLLzNhwgTO696d+vXr88gjj7DvkUfIzMkx28qTkXc/Ne+1S8vJITknB1JSHDP4paenk5ycTKNGjVi9ejVPPvkkvXr1wjAMGjVqxFVXXeVIHorrZWdnk5GRwaZNmxwzJkrZrNuzx7kNfl7GIb4iXmLdunXuDkHOFhUFhw+7O4qSnXeeeV3gPMQjBAaa8R0/bl6cxKm/Jd7wHnt6jIqv4lwQY7X6nnjycRAgLAyuuMK87YkxnuOxuuGJH+kMHLPU5Ls//3RdfGdz8rl/ZZ93paenl3lbi2F4RhrTYrGwfPlyhg0bVqbtn3nmGV544QWOHDlCQEBAsdvZbDa6dOlCz549i+1lU1SPqQYNGnDixIlC9ZUyMzM5ePAgjRo18o5Z4QwDMjLMTGuBulDn1BxmUio8MJCKt4YZn80GwcFOiU+cLzMzk3379tGgQQPv+MyXV3Y27NgBoaFwVs2zirDm5rJuzx76N22KvzN6mVmtkJYGHTpACcc7EW9htVpZt24d/fv3z1drsEpzwbHGqdLS4JdfoH17M0ZPdOoUrFkD7dpBgfMzj5CcDDt3wuWXQ82aFW7O6b8l3vAee3qMiq/inBxjtfueePpxECAxETZsgN69ITra3dEUdo7Hap8dr+K7awG5zUZgO+8BFwaI08/93XXelZycTK1atThdoKZ1Ubyyx5RhGLz99tuMHj26xKQUmD2Tzj//fP76669itwkMDCQwMLDQcn9//0JvXG5uLhaLBR8fH3y8YUiNfUigxeKUxI99CJ4F8HFmIsli0RAlD+Xj44PFYiny+1Al2LtE+/iAk4cq+vv6OuckKTfXjM/PzzP/oBU5R1X2uFIUFx5rnMLHx/xnkafGB2eGXoDn/jPL/j478TV02m+Jt7zHnhyj4qs4F8VYbb4n3nAcBHMIGnhujOdyrM4rfO4b0cD15U1cdO5f2edd5dmXV2YCNm7cyO7du7nllltK3dYwDLZv305sbGwlRCYiIiIiIiIiVUrKIfM6rJ5746ii3NpjKjU1ld27dzvu7927l+3btxMVFUXDhg2ZMmUKhw8fZsGCBfkeN3fuXLp160a7du0KtTlt2jQuvPBCmjdvTnJyMrNnz2b79u288sorLn8+IiIiIiIiIlLFpObVHVNiyiXcmpjatm0bffr0cdyfNMmcqe6mm25i/vz5JCQkcODAgXyPOX36NEuXLmXWrFlFtpmUlMTtt9/O0aNHiYyMpHPnzmzatIkLLrjAdU9ERERERERERKqerNNgNSfqIqy+e2OpotyamOrduzcl1V6fP39+oWWRkZElVnd/6aWXeOmll5wRnoiIiIiIiIhUZ6l5w/iCa4FfFZwMygN4ZY0pT2CzF50TqeL0WRcRERERkWpLw/hczitn5XOngIAAfHx8OHLkCLVr1yYgIACLp842AOaMA1lZ5owDTpqVLzs7m0ycNCufYZyZdUCz8nkUI++9Pn78OD4+PqXOgCkiIiIiIlLlOBJTGsbnKkpMlZOPjw+NGzcmISGBI0eOuDuc0hkGZGebSSknJJIMIMNqJdjfH6ek4wzDvAQEeO50otVcSEgIDRs2xEeJQxERERERqW40I5/LKTF1DgICAmjYsCE5OTnk5ua6O5ySZWfDrl0QHAz+/hVuzmqzsengQXo2aoS/MxIVVitkZkKTJmZySjyKr68vfn5+nt0rUERERERExFXsNabUY8pllJg6RxaLBX9/f/ydkOxxKXtCwcfHHM5XQb5ATk4OQT4++DuhPeyJvcBA8yIiIiIiIiLiKVRjyuU0NkdEREREREREpKDcbEg/Zt4OV48pV1FiSkRERERERESkoNQjgAF+IRBY093RVFlKTImIiIiIiIiIFJR6VuFz1d11GSWmREREREREREQKUn2pSqHElIiIiIiIiIhIQfYeU6ov5VJKTImIiIiIiIiIFJRiH8qnxJQrKTElIiIiIiIiIlKQhvJVCiWmRERERERERETOZtgg7Yh5Wz2mXEqJKRERERERERGRs2WcgNwssPhCaIy7o6nSlJgSERERERERETmbvfB5aAz4+Lk3lipOiSkRERERERERkbOpvlSlUWJKRERERERERORsmpGv0igxJSIiIiIiIiJyNkePKSWmXE2JKRERERERERGRs9lrTIVrKJ+rKTElIiIiIiIiInI21ZiqNEpMiYiIiIiIiIjYWVMhK8m8raF8LqfElIiIiIiIiIiIXUpeb6nAmuAf6t5YqgElpkRERERERERE7Oz1pTSMr1IoMSUiIiIiIiIiYqf6UpVKiSkRERERERERETvHjHyqL1UZlJgSEREREREREbFLsQ/lU2KqMigxJSIiIiIiIoX5+kJAgHktUp1oKF+l8nN3ACIiIiIiIuJBAgKgRiiERUDGaQiOhNRkSEqD7Gx3RyfiWrYcSP/HvK0eU5VCiSkRERERERExBQRAXB34ZiZseQMykyCoBnQbBxdNgCPHlJySqi0tAYxc8A2E4FrujqZaUGJKRERERERETDVCzaTUxhlnlmUmnbnf+TY4psSUVGGO+lL1wGJxbyzVhGpMiYiIiIiIiFlLKizC7ClVlC1vmOtVc0qqsjTVl6psSkyJiIiIiIiImXDKOG32kCpKZpK5Xokpqco0I1+lU2JKREREREREIDfXLHQeVKPo9UE1zPW5uZUZlUjlcszIp8RUZVFiSkRERERERMyEU2qyWei8KN3GmeuVmJKqLDWvx1S4hvJVFhU/FxEREREREVNSGnS/FwwbfP9W0bPyiVRVhnFWjyklpiqLElMiIiIiIiJiys6Gja9CfCeY9Bukn4DQupCWYialsjUjn1RhmSchJwOwQGicu6OpNpSYEhERERERkTP2fgGbn4aIBhAUDnG9oc1Yd0cl4nr2YXwhdcE3wL2xVCOqMSUiIiIiIiImwwaJO83btbvAsd/gxG/ujUmksmgYn1soMSUiIiIiIiKm5P1gTQXfIKjfx1yWst+9MYlUFntiKlwz8lUmJaZERERERETEdOIX8zq6NUQ2Nm+nHAKbZuKTaiAlbyifekxVKiWmRERERERExGQfxhfdHkJjwCcAbFZIT3BvXCKVwV5jKkw9piqTElMiIiIiIiJiOpGXmKrVDiw+EN7AvJ98wH0xiVQW1ZhyCyWmREREREREBKxpcHqPeTu6nXkd0dC8TladKanicjIgM9G8rRpTlUqJKREREREREYGTu8xZ+UJiIKS2uSw8LzGVoh5TUsXZe0sFRJgXqTRKTImIiIiIiMiZwue12p1ZFhFvXisxJVWdCp+7jRJTIiIiIiIiclZ9qfZnltl7TKnGlFR1qi/lNkpMiYiIiIiIVHeGcdaMfGf1mArP6zGVfhRyMis/LpHKohn53EaJKRERERERkeou7QhkngQfP4hqeWZ5YOSZejspB90Tm0hlsCemVPi80rk1MbVp0yaGDBlCXFwcFouFFStWlLj9hg0bsFgshS6///57vu2WLl1KmzZtCAwMpE2bNixfvtyFz0JERERERMTL2Yfx1WwJvoFnllssZ3pNqc6UVGUp9qF8SkxVNrcmptLS0ujYsSNz5swp1+P++OMPEhISHJfmzZs71m3evJlrr72W0aNH8/PPPzN69GhGjhzJli1bnB2+iIiIiIhI1WAvfH72MD67CM3MJ1WcLdfsNQiqMeUGfu7c+cCBAxk4cGC5H1enTh1q1KhR5LqZM2fSv39/pkyZAsCUKVPYuHEjM2fOZNGiRRUJV0REREREpGpKLKLwuZ2jAPr+yotHpDKl/wNGLvj4Q3Btd0dT7XhljanOnTsTGxtL3759+fLLL/Ot27x5M5dddlm+ZQMGDODbb7+tzBBFRERERES8Q24WnPrDvF2rqB5TeUP5NDOfVFWOwudx4OPr3liqIbf2mCqv2NhY3nzzTc477zyysrJ499136du3Lxs2bKBnz54AHD16lLp16+Z7XN26dTl69Gix7WZlZZGVleW4n5ycDIDVasVqtbrgmVSinByw2cxLbm6Fm7PmtWF1QlvAmdhycsDHK/Ok4u2c/B0BfU9ESmP/bfX639jycMGxxqlsNrOOjKfGB2Zs9mOgYbg3luL4+Hj2OZc3vMeeHGMVjs9yYhd+thyMwJrkBNUt/PjQevgDRsp+ciry3J38Gla774k3HAcB/PLSDJ4aYxHHakvyQfwAW2gcue5+75187u+u867y7M9iGJ7xabFYLCxfvpxhw4aV63FDhgzBYrGwatUqAAICAnjnnXe47rrrHNu8//773HLLLWRmFj296dSpU5k2bVqh5QsXLiQkJKRc8YiIiIiIiHiTJsfW0P7wQhIiO/N9k4mF1vvasrji59sA+LT9K2T7hVd2iCIu1ebwYpof+5i/a/XjlwY3ujucKiE9PZ1Ro0Zx+vRpIiIiStzWq3pMFeXCCy/kvffec9yPiYkp1Dvq2LFjhXpRnW3KlClMmjTJcT85OZkGDRpw2WWXlfoCerzsbNixA0JDwd+/ws1Zc3NZt2cP/Zs2xd/XCV0crVZIS4MOHSAgoOLtiZSXk78joO+JSGmsVivr1q2jf//++Dvpe+fxXHCscaq0NPjlF2jf3ozRE506BWvWQLt24InnZ8nJsHMnXH451KxZ4eac/lviDe+xp8dYhePzPfEOAHUaXsigFi2K3Mb4qy6W9H/oX8cfo1bR27gyxqJUu++Jpx8HARITYcMG6N0boqPdHU1hxRyrfY9nABBfvx0NivkOVBonn/u767zLPhKtLLw+MfXTTz8RGxvruN+9e3fWrVvHxIlnMv1r166lR48exbYRGBhIYGBgoeX+/v7ef8Js7+7p4wPOOFjn8ff1dc7BPzfXjM3PzzNP1KXqc9F3BPQ9ESlNlfidLSsXHmucwsfHHHLhqfHBmaEXYA618UT299kTz7m85T325BircnyJvwLgW6cDvsU9NiIe0v/BL+0Q1O1c+TGWoNp8T7zhOAjmEDTw3BiLOlanHQbAN6JB8d+ByuKic//KPu8qz77cmphKTU1l9+7djvt79+5l+/btREVF0bBhQ6ZMmcLhw4dZsGABYM6416hRI9q2bUt2djbvvfceS5cuZenSpY427rvvPnr27MmMGTMYOnQoK1eu5PPPP+frr7+u9OcnIiIiIiLi0dKPQ/pRsPhAVOvitwtvCEe/VwF0qXoM46zi5/XcG0s15dbE1LZt2+jTp4/jvn043U033cT8+fNJSEjgwIEzB77s7GweeOABDh8+THBwMG3btuXjjz9m0KBBjm169OjBBx98wH//+18eeeQRmjZtyuLFi+nWrVvlPTERERERERFvkLjTvI5sCv4lDF8Lb2hep+x3fUwilSn7NFjTzNtKTLmFWxNTvXv3pqTa6/Pnz893/8EHH+TBBx8std0RI0YwYsSIioYnIiIiIiJStZ3IS0zValfydhF5iSn1mJKqJsUcxkdwbfALcm8s1ZTmHRcREREREamuEn8xr6NLS0zFm9cpB8GwuTYmkcrkGMZX371xVGNKTImIiIiIiFRHthxI/M28Xat9yduGxIKPH9iyIf0f18cmUllS83pMhcW5N45qTIkpERERERGR6ihpD+RmgX/YmR5RxfHxhbAG5u1k1ZmSKkQ9ptxOiSkREREREZHq6OxhfJYy/GmoOlNSFdkTU+FKTLmLElMiIiIiIiLVUVkLn9uF2+tMKTElVYhjKJ8SU+6ixJSIiIiIiEh1dCKvx1RZE1OOHlMayidVRG4WpB83b4fVc28s1ZgSUyIiIiIiItVNVtKZnk/Rbcv2mPC8xJR6TElVkXoEMMAvFAJruDuaakuJKRERERERkeom8VfzOrxh2f8gtxdIT0swe5qIeDtHfal6YLG4N5ZqTIkpERERERGR6sZRX6p92R8TWNOcwQ8DUg65JCyRSuWoL6VhfO6kxJSIiIiIiEh1U97C52D2KHEM51OdKakC7AlWFT53KyWmREREREREqhPDBol5ianocvSYgrMKoKvOlFQBmpHPIygxJSIiIiIiUp0kHwBrKvgGQo2m5XtseF6dKRVAl6rg7BpT4jZKTImIiIiIiFQnib+Y19FtwMevfI+N0Mx8UkUYtrxZ+VCNKTdTYkpERERERKQ6OXGOw/jgTI+pZNWYEi+XcRxs2WDxhZAYd0dTrSkxJSIiIiIiUp2cyOsxVZ7C53bhDczrrCTIOu20kEQqnb3weWhs+XsOilMpMSUiIiIiIlJdWNPh9B7zdvQ5JKb8QyC4jnk75aDz4hKpbCp87jGUmBIREREREakuTu4ya+uE1IWQ2ufWhmNmPg3nEy/mSEypvpS7KTElIiIiIiJSXTiG8Z1DfSm7cBVAlypAM/J5DCWmREREREREqotEe+HzcxjGZxeRVwBdiSnxZvYaUxrK53ZKTImIiIiIiFQHhlGxwud24RrKJ1VAmmpMeQolpkRERERERKqDtATIPGnOQFaz5bm3c/ZQPsPmnNhEKpM17cyskmFx7o1FlJgSERERERGpFk7kDeOr0QL8gs69nbA4sPhCbhakH3NObCKVKf2IeR0UBf6h7o1FlJgSERERERGpFhKdUPgczB5X4XnDn1RnSrxRRoJ5rRn5PIISUyIiIiIiItWBvcdURepL2WlmPvFm6UpMeRIlpkRERERERKq63Gw49Yd525mJKRVAF2/kSEyp8LknUGJKRERERESkqjv1B9isEFgTQp3QSyTCnphSjynxQkpMeRQlpkRERERERKq6E/b6Uu3AYql4e+Hx5rWG8ok3siemwpWY8gRKTImIiIiIiFR1jvpSFSx8bheRl5hKO2IOExTxGrmQedy8qRpTHkGJKRERERERkaouMS8xFe2E+lIAQdHgFwKGDVIPO6dNkUqRAtjAN8j8HIvbKTElIiIiIiJSlWWcgLQEwALRbZzTpsVypteUhvOJN7GcNq/D6jlnWKtUmBJTIiIiIiIiVZl9GF+NpuAf6rx2w1UAXbxRXmJK9aU8hhJTIiIiIiIiVVliXuFzZw3js7MnplL2O7ddEVey95hyxuyU4hRKTImIiIiIiFRlzi58bhehHlPijew9ppSY8hRKTImIiIiIiFRVthxI/M28XcvJPaYcNabUY0q8iCXZvA7TUD5PocSUiIiIiIhIVXV6D+RmmrWlIho5t+3wBuZ15knITnVu2yKuYBg4ekwpMeUxlJgSERERERGpquzD+KLbgcXJf/75h0FQtHlbvabEG+QmgyUH8IHQWHdHI3mUmBIREREREamqTuQVPnf2MD471ZkSb5J93LwOqg2+/u6NRRyUmBIREREREamqEu09ppxc+Nwu3F5nSokp8QLZx8zrEPWW8iRKTImIiIiIiFRFWachOW+IXa22rtmHvceUElPiDbJPmNchMe6NQ/JRYkpERERERKQqSvzVvA5vCIE1XLOPcPtQPtWYEi9gzRvKFxLn3jgkHyWmREREREREqqKzC5+7SsRZQ/kMw3X7EXEGe40pDeXzKEpMiYiIiIiIVEWJLi58DhBaDyy+kJMBGSdctx8RZ7AnpoKVmPIkSkyJiIiIiIhUNYYNTuQN5avlosLnYM5sFpo3LCpFw/nEg+VmQm6yeVs9pjyKElMiIiIiIiJVTfIBsKaAbyDUaObafdkLoCerALp4sMx/zGsjCPzD3BuL5KPElIiIiIiISFVjH8YX1QZ8/Fy7r3B7nSn1mBIPZk9MEeHWMKQwJaZERERERESqGnvhc1fWl7JTjynxBln2HlOR7o1DClFiSkREREREpKo5UQmFz+3C8xJTKUpMiQdz9JhSYsrTKDElIiIiIiJSlVjT4fQe83a0Cwuf29l7TKUeBluO6/cnci4y1WPKUykxJSIiIiIiUpWc3GXOyhdSF0Jqu35/wXXANwiMXDM5JeKJMo+a10pMeRy3JqY2bdrEkCFDiIuLw2KxsGLFihK3X7ZsGf3796d27dpERETQvXt3Pvvss3zbzJ8/H4vFUuiSmZnpwmciIiIiIiLiIRzD+CqhtxSAxXKm15SG84knMnIh+0TeHSWmPI1bE1NpaWl07NiROXPmlGn7TZs20b9/fz755BN++OEH+vTpw5AhQ/jpp5/ybRcREUFCQkK+S1BQkCuegoiIiIiIiGdJzCt8Hl0J9aXs7HWmkjUzn3igrEQzOWXxA0LdHY0U4OJ5Q0s2cOBABg4cWObtZ86cme/+008/zcqVK/noo4/o3LmzY7nFYiEmJsZZYYqIiIiIiHgHw6jcwud2KoAunsw+jM+/Flgt7o1FCvHqGlM2m42UlBSioqLyLU9NTSU+Pp769etzxRVXFOpRJSIiIiIiUiVl/AOZJ8HiCzVbVt5+I+LN62QlpsQDZR0zrwMqoeaalJtbe0xV1AsvvEBaWhojR450LGvVqhXz58+nffv2JCcnM2vWLC666CJ+/vlnmjdvXmQ7WVlZZGVlOe4nJycDYLVasVqtrn0SrpaTAzabecnNrXBz1rw2rE5oCzgTW04O+Hh1nlS8lZO/I6DviUhp7L+tXv8bWx4uONY4lc1m1ojx1PjAjM1+DDQM98ZSHB8fzz7n8ob32JNj9JL4LCd/xQ+w1WhBrsW/0mK1hNbHDzCS95NT3D6d/BpWu++JNxwHAfzy0gweFKNPxlF8gdyA2ticeKx2CSef+7vrvKs8+7MYhmd8WiwWC8uXL2fYsGFl2n7RokXceuutrFy5kn79+hW7nc1mo0uXLvTs2ZPZs2cXuc3UqVOZNm1aoeULFy4kJCSkTPGIiIiIiIi4W7tD79P0+Gf8XasfvzS4sdL265eTxuBf7gTg4w5vkOMbXGn7FinN+XtfJi5pK7/Uu56/6wxwdzjVQnp6OqNGjeL06dNERESUuK1X9phavHgxt9xyC0uWLCkxKQXg4+PD+eefz19//VXsNlOmTGHSpEmO+8nJyTRo0IDLLrus1BfQ42Vnw44dEBoK/v4Vbs6am8u6PXvo37Qp/r6+FY/PaoW0NOjQAQICKt6eSHk5+TsC+p6IlMZqtbJu3Tr69++Pv5O+dx7PBccap0pLg19+gfbtzRg90alTsGYNtGsHnnh+lpwMO3fC5ZdDzZoVbs7pvyXe8B57eoxeEp+v1RxK17DpxTRo1KJSQzD+rIkl6xSX1Q2EqCL27eTXsNp9Tzz9OAiQmAgbNkDv3hAd7e5oHPyyjwPQ2qcmrX74wWnHapdw8rm/u8677CPRysLrElOLFi3i5ptvZtGiRQwePLjU7Q3DYPv27bRvX/xUqYGBgQQGBhZa7u/v7/0nzPbunj4+4IyDdR5/X1/nHPxzc83Y/Pw880Rdqj4XfUdA3xOR0lSJ39mycuGxxil8fMwhF54aH5wZJgfmUBtPZH+fPfGcy1veY0+O0Rvis1kheTcAfnU6Vn6cEfFw/BT+aYehdtuiY3TBa1htvifecBwEcwgaeE6MhgFZ/wDgF1AHbMc99z0Gl537V/Z5V3n25dbEVGpqKrt373bc37t3L9u3bycqKoqGDRsyZcoUDh8+zIIFCwAzKXXjjTcya9YsLrzwQo4eNSvrBwcHExkZCcC0adO48MILad68OcnJycyePZvt27fzyiuvVP4TFBERERERqSzZh83kVGANCKtX+fsPbwjHt0PK/srft0hxclIgN8O87R8NHHdrOFKYW6vobtu2jc6dO9O5c2cAJk2aROfOnXn00UcBSEhI4MCBM7M6vPHGG+Tk5HD33XcTGxvruNx3332ObZKSkrj99ttp3bo1l112GYcPH2bTpk1ccMEFlfvkREREREREKlPWPvM6up17eqtENDSvk5WYEg+SafaWIiAKfFQWwxO5tcdU7969Kan2+vz58/Pd37BhQ6ltvvTSS7z00ksVjExERERERMTLZOclhGoVX8bEpcLjzeuUAyVvJ1KZ7ImpwLrujUOKpXnHRUREREREqoIse2KqnXv2b+8xlXLArOsj4gny6ksRpMSUp1JiSkRERERExNtlnoTck4AFotu4J4aw+ub+rWmQmeieGEQKylRiytMpMSUiIiIiIuLtTv1mXoc3Av8w98TgGwChseZtDecTT6HElMdTYkpERERERMTbndplXtd0U28pu4i8OlPJSkyJh8g8al4Hxrg3DimWElMiIiIiIiLezt5jqmZr98YRbq8zpZn5xAPkZoP1lHlbPaY8lhJTIiIiIiIi3syWA0m/m7fd3mMqLzGlHlPiCbKOmde+weDnpiGuUiolpkRERERERLzZ6b8hNxMsQRAe795Y7EP5VGNKPIF9GF9QDFgs7o1FiqXElIiIiIiIiDc7sdO8DmwIFjf/iWdPjKUeMntyibiTvcdUoIbxeTIlpkRERERERLxZ4i/mdYCbe0sBhNQB30AzKZWW4O5opLpz9Jiq4944pER+5X3A6dOnWbduHfv27cNisdC4cWP69etHRESEK+ITERERERGRkjh6THlAYsriA+ENIGm3WWcqvIG7I5LqLPMf8zpIM/J5snIlpt577z3uuecekpOT8y2PjIzk9ddf59prr3VqcCIiIiIiIlKC7GRI3mfe9oQeU2AO50vanTcz30XujkaqM0diSkP5PFmZh/L9+OOPjB07lmHDhvHTTz+RkZFBeno627ZtY8iQIYwePZqff/7ZlbGKiIiIiIjI2U78al6H1gNfD5l1zD4znwqgizsZNtWY8hJl7jH18ssvM2zYMObPn59veZcuXViwYAHp6enMmjWLt99+29kxioiIiIiISFES84bx1Wzj3jjOFp6XmEre7944pHrLPglGDlh8ITDa3dFICcrcY+qbb75h3Lhxxa6/4447+Prrr50SlIiIiIiIiJTBibzC5zVbuzeOs4Wrx5R4APswvsDaZnJKPFaZE1NHjhyhRYsWxa5v0aIFhw8fdkpQIiIiIiIiUgrDBol5Q/k8qcdURF6tq/RjkJPh3lik+nIkpjSMz9OVOTGVnp5OUFBQsesDAwPJzMx0SlAiIiIiIiJSipQDZvFz30CIaOruaM4IjDQvoF5T4j5ZKnzuLco1K99nn31GZGRkkeuSkpKcEY+IiIiIiIiUxYm8+lJRrcGnXH/auV54Q8j6BZIPQM2W7o5GqiPNyOc1ynX0uummm0pcb7FYKhSMiIiIiIiIlJE9MVWrnXvjKEpEvFn/Sj2mxF2UmPIaZU5M2Ww2V8YhIiIiIiIi5ZGYV/g8ur174yiKY2Y+JabETexD+QJj3BuHlKrMNaZERERERETEQ+RkQNJu87Yn9pgKzyuAnrLfvXFI9ZSTBjmp5u2gOu6NRUpV5sTU7t27+eGHH/ItW79+PX369OGCCy7g6aefdnpwIiIiIiIiUoTE38xZ+ULqmBdPE3FWjynDcG8sUv3Yh/H5R4Jv8ZO4iWcoc2Lq3//+NytWrHDc37t3L0OGDCEgIIDu3bvzzDPPMHPmTBeEKCIiIiIiIvkk5tWX8sRhfABh9QELWFMgK8nd0Uh1k3nUvA7SMD5vUObE1LZt2xg0aJDj/vvvv0+LFi347LPPmDVrFjNnzmT+/PmuiFFERERERETO5smFzwH8giA0LymgAuhS2bKOmdeBKnzuDcqcmDpx4gT169d33P/yyy8ZMmSI437v3r3Zt2+fU4MTERERERGRAgzDnPEOoJaH9piCswqgq86UVDJHjykPHOYqhZQ5MRUVFUVCQgJgztC3bds2unXr5lifnZ2NobHDIiIiIiIirpV+FDITweILNVu6O5ri2RNTKoAulc1eY0pD+bxCmRNTvXr14oknnuDgwYPMnDkTm81Gnz59HOt/++03GjVq5IoYRURERERExM7eW6pmC3PInKeKyJuZL1lD+aSSORJTGsrnDfzKuuFTTz1F//79adSoET4+PsyePZvQ0FDH+nfffZdLL73UJUGKiIiIiIhIHkd9KQ8exgfqMSXuYcuB7ETztmpMeYUyJ6YaN27Mrl27+O2336hduzZxcXH51k+bNi1fDSoRERERERFxAXtiKtpDC5/bRdgTU4fAluveWKT6yDoGGOATCP6R7o5GyqDMiSkAf39/OnbsWOS64paLiIiIiIiIk+Rmw6nfzdueOiOfXUgM+ASALdusi4WSBFIJzh7GZ7G4NxYpkzInpm6++eYil0dGRtKyZUtuuOEGwsLCnBaYiIiIiIiIFHDqT7BZITASwjx8xIqPL4TXh9N/m3WmIjx86KFUDfbElIbxeY0yFz8/depUkZft27fz6KOP0rJlS/7++29XxioiIiIiIlK92QufR7f3jt4gqjMllS1Lhc+9TZl7TC1fvrzYdRkZGdx444089NBDfPjhh04JTERERERERApItBc+9/BhfHb2OlPJB6Cee0ORakIz8nmdMveYKklwcDCTJ0/mu+++c0ZzIiIiIiIiUpQTXpaYCo83r1MOuDcOqT6UmPI6TklMAURFRZGUlOSs5kRERERERORsGYmQdgSwQFRbd0dTNhFKTEklMowzQ/kCY9wbi5SZ0xJT3377LU2bNnVWcyIiIiIiInI2+zC+yMYQ4CUTT9lrTKUdhdws98YiVZ81yZwFEgsE1nJ3NFJGZa4xtWPHjiKXnz59mq1bt/L000/z5JNPOi0wEREREREROYtjGJ8XzW4XWAP8w8GaAmmH3R2NVHWOGflqgU+Z0x3iZmV+pzp16oTFYsEwjELrateuzeTJk7njjjucGpyIiIiIiIjksfeYivaS+lJgzhwYEW/GnnoQiHR3RFKVZR41r4M0jM+blDkxtXfv3iKXR0ZGUqNGDWfFIyIiIiIiIgXZciHxV/O2txQ+twtvqMSUVI6sY+Z1oAqfe5MyJ6bi4+NdGYeIiIiIiIgU5/TfkJMBfqEQ0djd0ZRPhL3O1CGweFlSTbyLo8dUHffGIeXitOLnIiIiIiIi4iKJv5jX0W3Ax9e9sZSXvQB66iH3xiFVn73GlIbyeRUlpkRERERERDydNxY+t4vIG32TdtC9cUjV50hMaSifN1FiSkRERERExNM5ElNeOBQuvIF5nZ0MuWnujUWqrtwMyEk2b6vGlFdRYkpERERERMSTZadAct5kVN40I5+dXzCE5NX8yTnu3lik6rL3lvILB78Q98Yi5XJOiamkpCT+97//MWXKFE6ePAnAjz/+yOHDh50anIiIiIiISLVnn40vrD4E1XRvLOcqPG84n/WYe+OQqkvD+LxWmWfls9uxYwf9+vUjMjKSffv2cdtttxEVFcXy5cvZv38/CxYscEWcIiIiImLn62tecnPNi4hUbSfyCp974zA+u4iG8M9W9ZgS18nKS0xpGJ/XKXePqUmTJjFmzBj++usvgoKCHMsHDhzIpk2bnBqciIiIiJwlIADq1IT4+hAdYl7XqWkuF5Gqy15fKtoLC5/b2WfmU48pcRX1mPJa5e4xtXXrVt54441Cy+vVq8fRo0edEpSIiIiIFBAQAHF14JuZsOUNyEyCoBrQbRxcNAGOHIPsbPfGKCLOZxiQ6MWFz+3sQ/nUY0pcRYkpr1XuxFRQUBDJycmFlv/xxx/Url3bKUGJiIiISAE1Qs2k1MYZZ5ZlJp253/k2OKbElEiVk3LAnM3ONxBqNHd3NOcuwp6YOgGGzb2xSNWkxJTXKvdQvqFDh/L4449jtVoBsFgsHDhwgIceeojhw4c7PUARERGRas/XF8IizJ5SRdnyhrne17dy4xIR17MP44tqBb7+7o2lIkJjwOIHhhUyNJxPnMzIhay83niBMe6NRcqt3Imp559/nuPHj1OnTh0yMjLo1asXzZo1Izw8nKeeeqpcbW3atIkhQ4YQFxeHxWJhxYoVpT5m48aNnHfeeQQFBdGkSRNef/31QtssXbqUNm3aEBgYSJs2bVi+fHm54hIRERHxKL6+kHHa7CFVlMwkc70SUyJVT2Je4fNoLx7GB+DjB6Fx5u3UQ+6NRaqerBOADSz+EFDD3dFIOZU7MRUREcHXX3/N0qVLmT59Ovfccw+ffPIJGzduJDQ0tFxtpaWl0bFjR+bMmVOm7ffu3cugQYO45JJL+Omnn/jPf/7D+PHjWbp0qWObzZs3c+211zJ69Gh+/vlnRo8ezciRI9myZUu5YhMRERHxGLm5EBxp1pQqSlANc71m6BOpeuw9pmp5ceFzu7D65nXaQffGIVWPYxhfHbCUO80hblbuGlN2l156KZdeemmFdj5w4EAGDhxY5u1ff/11GjZsyMyZMwFo3bo127Zt4/nnn3cMI5w5cyb9+/dnypQpAEyZMoWNGzcyc+ZMFi1aVKF4RURERNwiNxdSk81C52fXmLLrNs5cr8SUSNWSkwFJu83b3lz43C60gXmtHlPibJl5E7GpvpRXKndi6vHHHy9x/aOPPnrOwZRm8+bNXHbZZfmWDRgwgLlz52K1WvH392fz5s1MnDix0Db2ZJaIiIiIV0pKM2ffMwz4/s0zs/JdcBt0uwP+SXJvfCLifCd3mbVzgutASBX4gzvMnphSjylxsqy8umWqL+WVyp2YKlivyWq1snfvXvz8/GjatKlLE1NHjx6lbt38B+S6deuSk5PDiRMniI2NLXabo0ePFttuVlYWWVlZjvv2WQetVqujyLvXyskBm828OOG/qNa8NqzO+o+sPbacHPBRl0txAyd/R0DfE5HS2H9bvf43tjyccazJyICDCfg16Ibl4gkYmSkQUhN2r8fy9gByGl2N0XTYubVts4HF4tRjodPZbGeOgYbh3liK4+Pj2edc3vAee3KMbojP59gOfAFbdFtyS9unp79+gCWkHn6AkXaIHH1Pys8bjoMAfnlphkqM0TfzKD5AbmAdbKXt14nHapdw8rm/u867yrO/ciemfvrpp0LLkpOTGTNmDFdddVV5mys3i8WS776R96E7e3lR2xRcdrZnnnmGadOmFVq+du1aQkJCKhJulbVuzx7nNvj5585tT8QD6HsiUrJ169a5OwSv45ubyeAd4yAkiq87zSI114/6hz6i/Yk/sZ16mfWZ9cn2jzi3xqOi4PBh5wbsbOedZ16f9Q9FjxEYaMZ3/Lh5cRKn/pZ4w3vs6TFWcnzn7/+OOOA3W132/Pln6Q/w8Ncv0OrH5QDpR1nz+6/YfJwzy2C1+p548nEQICwMrrjCvF2JMfbOOEoksNU3in9K2q+LjtUu4eRz/8o+70pPTy/ztudcY+psERERPP7441xxxRWMHj3aGU0WKSYmplDPp2PHjuHn50d0dHSJ2xTsRXW2KVOmMGnSJMf95ORkGjRowGWXXUZExDme3HmK7GzYsQNCQ8G/4gd+a24u6/bsoX/Tpvg7Y+YfqxXS0qBDBwgIqHh7IuXl5O8I6HsiUhqr1cq6devo378//k763nk8Jx1rLCd+wYKBYfhwYYNm5sKGd2Gs20ZA0p8MSP2E3G7n0Hs9LQ1++QXatzdj9ESnTsGaNdCuHXji+VlyMuzcCZdfDjVrVrg5p/+WeMN77OkxVnZ8hoHfrn0AtGrVm5a1W3hWfOciNRXj1yAsRiaXx4ZAZOMKNVftvieefhwESEyEDRugd2/I+xvd5QwDv2wzyXReeH0z+VQcJx+rXcLJ5/7uOu+yj0QrC6ckpgCSkpI4ffq0s5orUvfu3fnoo4/yLVu7di1du3Z1vMDdu3dn3bp1+epMrV27lh49ehTbbmBgIIFFfHj9/f29/4TZ3t3Tx8epU0j7+/o65+Cfm2vG5ufntKSASLm46DsC+p6IlKZK/M6WlbOONclmEWRLzRZnji++vnDBFFh7Mz77PsGn6ZVQ97zytevjYw65cMGx0GnsQy/AHGrjiezvsyeec3nLe+zJMVZ2fGlHITMRLL741Wpb+j49/fUDMy7/2pB9EP+0gxDVzCnNVpvviTccB8EcggaVF2NOCuRmABb8g+qUvl8XHKudykXn/pV93lWefZU7MTV79ux89w3DICEhgXfffZfLL7+8XG2lpqaye/dux/29e/eyfft2oqKiaNiwIVOmTOHw4cMsWLAAgDvuuIM5c+YwadIkbrvtNjZv3szcuXPzzbZ333330bNnT2bMmMHQoUNZuXIln3/+OV9//XV5n6qIiIiIZzmVN5SnZoGeE7XaQbOrYfdS2DodBi4E32qS9BOpqk78Yl7XbAF+Qe6NxZn8zMQUKQfcHYlUFfYZ+QKiwEejC7xRuRNTL730Ur77Pj4+1K5dm5tuuokpU6aUq61t27bRp08fx337cLqbbrqJ+fPnk5CQwIEDZw5YjRs35pNPPmHixIm88sorxMXFMXv2bIYPH+7YpkePHnzwwQf897//5ZFHHqFp06YsXryYbt26lfepioiIiHiW4hJTAJ3ugkNfQvI++P09aDu2UkMTESc7sdO8jm7n3jiczb+OeZ2sxJQ4SeY/5nVQFZi5spoqd2Jq7969Ttt57969HcXLizJ//vxCy3r16sWPP/5YYrsjRoxgxIgRFQ1PRERExHPYciApr6d5jSISUwER0Pk+2PwY7JwL8f0hrH7lxigizpOY12OqVhVLTPnVNq/VY0qcJSsvMRWoxJS30rzjIiIiIt4g5SDkZoFfMIQXk3BqNBDqdjW32/qcZ08nLiLFy82Gk3+Yt2u1d28szuafl5hK3u/eOKTqUI8pr1emHlNXX311mRtctmzZOQcjIiIiIsWwD+Or0Rwsxfxv0WKBrpPh0+sg4Vs4+CU0vLTyYhQR5zj1F9iyITCy6vV8tPeYyjoF2clmb0+RilBiyuuVKTEVGRnp6jhEREREpCQl1Zc6W2QjaH0j/Po2/PACxHYDfw+c9lxEimcfxhfd3rNnXzsXPkEQVAsyT0DyQajV1t0RibdTYsrrlSkxNW/ePFfHISIiIiIlKWtiCszC5/s/g9TDsONNOG+ia2MTEeeyFz6vavWl7ELrm4mplP1KTEnF5GaB9ZR5OzDGvbHIOVONKRERERFPZxhwKq/eTFkSU35B0PVB8/afi888VkS8wwl7j6kqmpiyD09UnSmpqKxj5rVvKPiHuTcWOWflnpUP4P/+7//48MMPOXDgANnZ2fnWlTZjnoiIiIiUU2aiWY/F4gORTcv2mLge0KAvHFwP30+Hy+YWX5tKRDxHRiKkHQEsEF1FexOFNTCvNTOfVJRjGF8d98YhFVLus5PZs2czduxY6tSpw08//cQFF1xAdHQ0f//9NwMHDnRFjCIiIiLVm73HU0S82RuqrM6bBH4hkLgTdq9wSWgi4mSJecP4IhtBQBXtARKqxJQ4SeZR81r1pbxauRNTr776Km+++SZz5swhICCABx98kHXr1jF+/HhOnz7tihhFREREqjfHjHxlGMZ3tpA60OEO8/b2OZB50rlxiYjz2etLRbd3bxyu5BjKdwAMm3tjEe9mH8qn+lJerdyJqQMHDtCjRw8AgoODSUlJAWD06NEsWrTIudGJiIiIyFmFz1uW/7EtrjHrUllT4MdZzo1LRJwvsYoXPgcIiQWLL+RmQsZxd0cj3kxD+aqEciemYmJiSExMBCA+Pp7vvvsOgL1792IYhnOjExEREZHyzchXkI8fnD8FsMC+T+CfbU4NTUScyJYLib+at2tV4R5TPn4QVs+8nazhfFIBjqF86jHlzcqdmLr00kv56KOPALjllluYOHEi/fv359prr+Wqq65yeoAiIiIi1Zo1HVIOmrdrNj+3Nmq1g2ZXm7e3Tofc7JK3FxH3OP035GSYteEiGrs7GtcKb2heq86UnCvDBll5Pe5UY8qrlXlWvhUrVjBkyBDefPNNbDZzHPAdd9xBVFQUX3/9NUOGDOGOO+5wWaAiIiIi1VLSbsCA4NoQFHXu7XS6Cw59aU7Pvus9aHez00IUESdJ/MW8jm4DPr7ujcXVIhrCEcxjksi5yD4JRo45LDQg2t3RSAWUucfUiBEjqFevHlOmTGHPnj2O5SNHjmT27NmMHz+egIAAlwQpIiIiUm0lVWAY39kCIqDzBPP2r29D6qGKtScizmcvfF6Vh/HZhceb1+oxJefKPowvsA5Yyj0YTDxImd+9AwcOcO+997J8+XLatGnDxRdfzLx580hLS3NlfCIiIiLVW0XqSxXU6HKo2xVys2Drc6D6oCKexTEjXxUufG4XkZeYUo0pOVeOwucaxuftypyYiouL4+GHH+bPP//kiy++oGnTpowfP57Y2FhuvfVWNm/e7Mo4RURERKonZyamLBY4fzL4+EPCt3Dwy4q3KSLOkZ0CyXvN21V5Rj47e42ptCOQa3VvLOKdsvISU4FKTHm7c+rv1qtXL9555x0SEhJ48cUX2bVrFxdffDFt27Z1dnwiIiIi1ZctJ6/GFFDDCYkpgIhG0OZG8/YPz4NVvd9FPELib+Z1WL2K1ZPzFsG1wC8YjFxIPezuaMQbqcdUlVGhgZhhYWH06dOHPn36UKNGDf78809nxSUiIiIiKQfNYXd+wRBe33ntthlj/vGbcRx2vOG8dkXk3J2wFz6vBr2lwOzB6ZiZTwXQ5RwoMVVlnFNiKj09nXfeeYdevXrRokULFi9ezKRJk9i3b5+TwxMRERGpxuzD+Go0d25hV78g6PqgefvPxXD6L+e1LSLnJrEaFT63i1ABdKkAJaaqDL/ybPzNN9/w9ttvs2TJEnJycrj66qv5/PPP6dOnj6viExEREam+nFlfqqC4HtCwHxz4HHa8BGG3On8fIlI2hnHWjHzVpMcUnOkxlaweU1JOOamQmzcUXTWmvF6ZE1MtWrRgz549dO7cmRkzZjBq1CgiIyNdGZuIiIhI9ebKxBRAl4lwZDOc2gV8B3RxzX5EpGQpByH7NPgEOK+enDdwDOVTjykpJ3tvKf+a4Bvo3likwsrcJ/zyyy/nxx9/ZNu2bdx5551KSomIiIi4kmHAqT/M265KTIXUgY53mLeTVkPmSdfsR0RKZh/GF9UKfP3dG0tlsg/lS1ZiSsrJMYyvjnvjEKcoc2Jq9uzZdOzY0ZWxiIiIiIhdZiJknTJrS0U2dd1+mo+AyOZgZMBvr7tuPyJSPHvh8+o0jA/O9JjKTARrqntjEe+SpfpSVYkTq2iKiIiIiNPYe0tFxJvFyl3Fxw86TAQscGgd/LPNdfsSkaKdqIaFzwECwiAoyrytXlNSHvYeU4Ex7o1DnEKJKRERERFP5JiRrxLqzdRsDWE9zNtbp0Nutuv3KSKmnExIypsZM7qa9ZgCCNfMfHIONJSvSlFiSkRERMQTOQqft6yc/dUYDAE1zdmxdr1XOfsUETi5C4xcCK4NIdVwWFKEfWY+JaakHDKPmtdB6jFVFSgxJSIiIuKJXD0jX0E+wdDuLvP2r29D6qHK2a9IdecYxtcOLBb3xuIOjh5T+90bh3gPmxWy8ybrUI2pKsGvLBvNnj27zA2OHz/+nIMREREREcCabk4fD1CzeeXtt15fOLwW/tkKW5+F3rOq5x/KIpUpMa/weXQ1qy9lpx5TUl5ZxwEDfILAL8Ld0YgTlCkx9dJLL5WpMYvFosSUiIiISEUl7QYMc2iPvTBwZbBY4PwH4ZNRkLAZDn4BDftW3v5FqhvDqL4z8tnZZ+ZLOWC+HkqGS2kcw/jq6vNSRZQpMbV3715XxyEiIiIidkmVPIzvbBGNoM2NsHMu/PACxHYD/7DKj0OkOkj/BzJOgMUXolq7Oxr3CKsPFh/ISYfMRAiu5e6IxNM5Cp9rGF9VoRpTIiIiIp6msutLFdRmjPnHYsZx2PGme2IQqQ4S8+pL1WgOfkHujcVdfP0hNM68naw6U1IGWXmJqUAlpqqKMvWYKujQoUOsWrWKAwcOkJ2dfzrhF1980SmBiYiIiFRb7k5M+QVB1wdhw3j4czE0HgxRlTQ7oEh1Ut2H8dmFNzQnXEjZD3XPc3c04unUY6rKKXdiav369Vx55ZU0btyYP/74g3bt2rFv3z4Mw6BLly6uiFFERESk+rDl5NWYAmq4KTEFENcdGvaDA5/D1meg/1zw8XVfPCJVja8vGOkQEg21qmnhc7uIeEj4VgXQpWyUmKpyyj2Ub8qUKdx///3s3LmToKAgli5dysGDB+nVqxfXXHONK2IUERERqT5SDkJuFvgFQ3h998bSZRL4hULir7BnhXtjEakqAgKgTk2Irw+XPw4TfoHzhpvLq6uIswqgi5TEMJSYqoLKnZjatWsXN910EwB+fn5kZGQQFhbG448/zowZM5weoIiIiEi1Yh/GV6O5WRDYnUJqQ8c7zdvb50BGonvjEfF2AQEQVwd+eguebwGzOsCLbeCXd83l1TU5ZZ+ZTzWmpDTWU2BYAR8IUKH8qqLcZzuhoaFkZWUBEBcXx549exzrTpw44bzIRERERKojd9eXKqj5CKjZCqyp8NMsd0cj4t1qhMI3M2HjDMhMMpdlJpn3v5lprq+O7Imp1MPmcGaR4th7SwXWBp9zKpktHqjciakLL7yQb775BoDBgwdz//3389RTT3HzzTdz4YUXOj1AERERkWrF0xJTPr5wwUOABfZ9Cke3ujsiEe/k6wthEbDljaLXb3nDXO9bDWu5hdQB3yAwciH1iLujEU/mGMZXx71xiFOVOzH14osv0q1bNwCmTp1K//79Wbx4MfHx8cydO9fpAYqIiIhUG4YBp/4wb3tKYgogui00H27e3jYDcrNL3l5ECvP1hYzTZ3pKFZSZZK6vjokpiw+ENzBvp2g4n5RA9aWqpHL3fWvSpInjdkhICK+++qpTAxIRERGptjITIeuU+UdaZFN3R5Nfx7vg4BdmDZhd70K7W9wdkYh3yc2F4EgIqlF0ciqohrk+N6WSA/MQEfGQ9Jc5M189dwcjHivLPpQvxr1xiFOVu8dUkyZNSEwsXPgyKSkpX9JKRERERMrJ3lsqIh78gtwbS0EB4eYsfQA734aUQ+6NR8Tb5OZCajJ0G1f0+m7jzPW5uZUbl6cI18x8UgYaylcllTsxtW/fPnKLOFhmZWVx+PBhpwQlIiIiUi05ZuTzoGF8Z4u/DOqeD7Zs2PasOfRQRMouKQ0umgA9/232kALzutdkc3lSmvtic7eIePNaiSkpSeZR8zpIPaaqkjIP5Vu1apXj9meffUZkZKTjfm5uLuvXr6dRo0ZODU5ERESkWnEUPm/p3jiKY7HA+ZPhk+sgYTMcXA8N+7k7KhHvkZ0Nu3dCXCeY9BtkpZnD91KT4cgxc311Ze8xlawaU1KMnHTIyRvqqhpTVUqZE1PDhg0DwGKxcNNNN+Vb5+/vT6NGjXjhhRecGpyIiIhIteJpM/IVJSIe2twEO/8HP7wIsReCf5i7oxLxHns+gx+eh4a94dJZZk2p6jp872wReYmpjONgTQf/EPfGI54n65h57RcBvsHujUWcqsxD+Ww2GzabjYYNG3Ls2DHHfZvNRlZWFn/88QdXXHGFK2MVERERqbqs6ZBy0Lxds7l7YylN2zEQVt/8A3LHG+6ORsS7HN5kXkd3NHtIKSllCoiAwJrmbfuxUORsjmF86i1V1ZS7xtTevXupVauWK2IRERERqb6SdgMGBNeGoCh3R1My30BzSB/Anx/Cyd/dG4+It8hOhX9+MG/X6+neWDyRvddUiobzSREchc+VmKpqyp2YAti4cSNDhgyhWbNmNG/enCuvvJKvvvrK2bGJiIiIVB9JXjCM72yxF0LD/mDY4PtnwKZeHyKlSvgWjFyIaHQmCSNnqM6UlCQrLzEVqMRUVVPuxNR7771Hv379CAkJYfz48dxzzz0EBwfTt29fFi5c6IoYRURERKo+b6gvVVCXieAfCid/gz3L3R2NiOc7nPfPfPWWKpo9MaWZ+aQo6jFVZZW5+LndU089xbPPPsvEiRMdy+677z5efPFFnnjiCUaNGuXUAEVERESqBW9MTIXUhg53moWct78C9ftAcLS7oxLxTLYcOPyNebveJe6NxVNFxJvXyUpMSRGUmKqyyt1j6u+//2bIkCGFll955ZXs3bvXKUGJiIiIVCu2nLwaU0ANL0pMATQfAVGtwZoKP810dzQinuv4z2BNgcBIqNXe3dF4pvCzakwZhntjEc9iy4GsE+ZtJaaqnHInpho0aMD69esLLV+/fj0NGjRwSlAiIiIi1UrKQcjNAr9gCK/v7mjKx8cXzn8IsMC+NXD0e3dHJOKZDuXNxhd3sfm9kcLC6wMWsKZB5kl3RyOeJPsEYAOfAPCv6e5oxMnKnJi6+eabSUlJ4f7772f8+PHceeedvPvuu7z33nvccccd3HfffTzwwAPlDuDVV1+lcePGBAUFcd5555VYRH3MmDFYLJZCl7Zt2zq2mT9/fpHbZGZmljs2ERERkUphH8ZXozlYzmluGveKbmP2nALYOgPIhYAA8NUf3yKA2fvncF5iqr7qSxXLNxBCY83bqjMlZ8s8q/C5xeLeWMTpynzm884775CRkcGdd97JBx98wC+//MKECRO477772LlzJ4sXL2bcuHHl2vnixYuZMGECDz/8MD/99BOXXHIJAwcO5MCBog9Cs2bNIiEhwXE5ePAgUVFRXHPNNfm2i4iIyLddQkICQUFB5YpNREREpNJ4Y32pgjreBfUugMHToXEjiA6B+PpQp6aZpBKpzpL3Qeoh8PGHmAvdHY1ni1ABdCmCo75UHffGIS5R5uLnxlljfK+66iquuuqqCu/8xRdf5JZbbuHWW28FYObMmXz22We89tprPPPMM4W2j4yMJDIy0nF/xYoVnDp1irFjx+bbzmKxEBMTU+H4RERERCpFVUhMhUXB6GXw7SxYcRdkJkFQDeg2Di6aAEeOQXa2m4MUcRN7b6m6XcE/xL2xeLrweEj4DpL3uzsS8SQqfF6llWtWPosTu8xlZ2fzww8/8NBDD+Vbftlll/Htt9+WqY25c+fSr18/4uPj8y1PTU0lPj6e3NxcOnXqxBNPPEHnzp2LbScrK4usrCzH/eTkZACsVitWq7WsT8kz5eSAzWZecnMr3Jw1rw2rE9oCzsSWkwM+Xjh0Qbyfk78joO+JSGnsv61e/xtbHiUdawwDv1N/YAFyIpphOOvYUR42mzk0ogLHQt/IUCybX8ay6bkzCzOTYOMMDMDodBu5RzMqFqP9GOipRZF9fDz7nKuC77HLeXqMFYjP9+BGfIDcuIuxueq5efrrB2WK0SesPr6ALXk/uaU8j2r3PfGG4yCAX16awYkx+mYeNb9DgXWxVbRdJx6rXcLJ5/7uOu8qz/4shlG2d9XHx4fIyMhSk1MnT5atSN2RI0eoV68e33zzDT169HAsf/rpp3nnnXf4448/Snx8QkICDRo0YOHChYwcOdKx/LvvvmP37t20b9+e5ORkZs2axSeffMLPP/9M8+bNi2xr6tSpTJs2rdDyhQsXEhKi/2iIiIiI6wRak7h853gMLKzu+BY2H+8b9hYQEMCAfn3weaGlmYwqKKgGtvv/4LPPvyRbvaakmgmwJnP5znuxYPBZ25lkBkS5OySPVjv5F3rseY6UoDi+aD3d3eGIh+i962EiMw+yucn9HIvs6O5wpAzS09MZNWoUp0+fJiIiosRty9Vjatq0afmG0jlDwUSXYRhl6pk1f/58atSowbBhw/Itv/DCC7nwwjPjti+66CK6dOnCyy+/zOzZs4tsa8qUKUyaNMlxPzk5mQYNGnDZZf/f3t3Hx1XW+f9/zUxmJvdJmzRJ03tKKfQOSgttgRYUWxFRRFlR+VZdEWGLClRXZdf9Ivp1XbyB4m8XBVfpoiugIqvuskBR7kpLC6WlLQUspaV3uWnSJJNMbubu/P64MrlpJvczc84k7+fjcXrOnHPm5DMzPWdmPnNdn2vNoE+g44VCsHs35OWB1zvqw4WjUTYdOMDq2bPxJqOgaTgMwSAsWqT6E2KPJJ8joPNEZDDhcJhNmzaxevVqvEk67xxvgGuNq6qzpXjhTC47c4ENwWGuMXv2wMKFJsbh8vtxtTclTkoBtDfiag/wvrlzoUcr9WFpaIAnnoAFC8CJn88CAdi7Fy67DCaMfsSopL+XjPY1TgenxzjC+Fzv/DcuLKwJc3nvghTWl3L68wdDizFYAAcgP1TL5afPHnAEw3F3njj9OghQXw/PPguXXAIlJck5pmWRFaoFYGnBVPD7R36sJF+rUyLJn/3t+twV74k2FMNKTH3iE5+grCw5xcZKS0vxeDxUV1f3Wl9bW0t5+cD9Ri3L4he/+AVr167FN8gL5Xa7Oe+889i/f3+/+/j9fvwJ/nN7vd7M/8Acb+7pdid1ZByvx5Oci380amLLykpaUkBkWFJ0joDOE5HBjIn32aEa6FrT9DYArglnJOeaMRJut+lyMdJroWVBTrGpKdVPiylXThFeq3nk19p41wtw7ohM8dfZiZ+5Rvsap4PTYxxpfFWbAXBNvTi157jTnz8YWowFleD24YqF8LbXQsHUQQ87bs6TTLgOgumCBsmLMRKAWAfgwptdNvrjpuBanVQp+uyf7s9dw/lbQ+6wmMz6UmCafC9ZsoRNmzb1Wr9p06ZeXfsSee6553j77be57rrrBv07lmWxa9cuJk+ePKp4RURERFKiq/D5XHvjGI1oFFoCptB5IstuMNudWs9DJFWiHaaQN8CUlfbGkilcbiiYZpabVQBd6C587isxI1vKmDOiUfmSZf369axdu5alS5eyYsUK7r//fg4fPsyNN94ImC52x44d48EHH+x1v5///OcsW7aMBQv6Nne/4447WL58OXPmzCEQCPDjH/+YXbt28W//9m9Jj19ERERk1MbCiHwAjUEz+h7Atvu6R+U7/wvdo/KJjDfVr0C0HXLKMjv5nG6FM6DpAAQOQ+WFdkcjdmvv7GWlEfnGrCEnpmLxJoNJdM0111BfX8+3v/1tqqqqWLBgAY8//njXKHtVVVUcPny4132ampp49NFHueeeexIes7GxkS984QtUV1dTVFTE4sWLef755zn//POTHr+IiIjIqIRbofmIWZ6QeJCWjBEKmeTT4uth5VegtR6yi+DIDrNeRc9lPDr2vJlPXensrldOUzDdzNViSgDaO3/YUGJqzBpWjalUWLduHevWrUu4bePGjX3WFRUV0dra2u/x7r77bu6+++5khSciIiKSOo1vAxbkTILsMTBSVygEtSGoD0BbNTy+Ftqb4eo/Q1a23dGJpJdlwbEXzPKUVfbGkmkKOxNTgcMD7yfjQ4daTI11Q64xJSIiIiJJ1jhGuvGdKhoFbylYboiFoG633RGJpF/Dm9B2ArJyoXyp3dFklq4WU0pMCd01pvxKTI1VSkyJiIiI2GWs1JdKxOWCis5SCtXb7Y1FxA5HO7vxTV4OntEP+T6uFJrSLrTWQKTd3ljEfvHElFpMjVlKTImIiIjYJZ6YKs7w+lL9UWJKxrN4fSmNxjd8/mLwFZlltZoa36IdEG40y0pMjVlKTImIiIjYIRbprDHF2GwxBVB+npmffBM6muyNRSSdgtUm8exya1S5kVJ3PgHo6Gwt5cmDrHx7Y5GUUWJKRERExA7NR8wvwVk5kD/V7mhSI3cSFM4CLKjZYXc0IukTby1VugiyJ9gbS6ZSAXSBHt34KuyNQ1JKiSkRERERO3R14zsd3B57Y0kldeeT8eioRuMbtXidKbWYGt+sIJTNG7td3gWALLsDEBERERmXxnLh854qzoO/PqLElIwf4RaofcUsT1V9qRGLd+ULvGtvHGKPvDyYPQNKVkHwRsgvg7o6OPAuBIN2RydJphZTIiIiInYYL4mpsiXg8kDLEQhW2R2NSOpVbTM15AqmQ+FMu6PJXD0TU5ZlbyySXnl5sPQceONBuOtMuGcR/OhMePOXZn1ent0RSpIpMSUiIiKSbpYFDW+Z5eK59saSar58KJlnlqtftjcWkXQ4qtH4kqJgmpmHmzV4wngzewZsuQee/z60N5p17Y3w3J2w9cdmu4wpSkyJiIiIpFt7PXQ0mBG7imfbHU3qqc6UjBexCBx/0SxPVX2pUcnKhtzOgtfN6s43bni9UFoG2+9PvH3bfWa715veuCSllJgSERERSbd4a6mCGebL11jXMzFlxeyNRSSV6nZDqAl8RWZEPhmdQtWZGnf8fmht6G4pdar2RmhrNPvJmKHElIiIiEi6jZf6UnElC8GTbVqJNR6wOxqR1DnWORpf5YXg1jhToxavM6WR+caPjg7InQDZxYm3ZxdDTrHZT8YMJaZERERE0m28JaY8Xig71yyrO5+MZfH6UhqNLzkKO2sJKTE1foTDUFcL51+fePuyG8z2cDi9cUlKKTElIiIikm7jLTEFUHGemSsxJWNV4JBJoLizYPJyu6MZGwrUlW9c2vkkLLsRVv19d8up7GK4+Ouw4mY4oP8PY43al4qIiIikU7gVmo+Y5eI59saSTvE6U7WvQjRsWlGJjCVHO7vxlS0Fb769sYwV8RpTzUchFgW3x954JPWsKOy5G965Dy7/V1j596amVE4x1NXAKzshGLQ7SkkyJaZERERE0qnxbcCCnFLIKbE7mvQpPh38E0ydqfo93V37RMaKY+rGl3S5k8HthVgIWmsgv9LuiCTVap6GtqMQLoA3jsGhoCl03tGh7ntjmLryiYiIiKRTY2c3vuJx1I0PwOVWdz4Zu9obzYh8AFNW2RrKmOL2QMFUs6w6U2NfpAWO/MYsT/s4ZOWZZFRLi5JSY5wSUyIiIiLpNB7rS8XFu/NVv2xvHCLJdvxFsGLmvM6rsDuasaWgswC66kyNfUd/D5FmyJkK5e+zOxpJIyWmRERERNJJiSmofx3CLfbGIpJM8W58U9SNL+niBdDVYmpsa6uC6v81yzM/DS7VExtPlJgSERERSZdYpLPGFOMzMZU3GfKnmeK2Na/aHY1IckQ7oGqrWVY3vuQrjLeYUmJqTHv3l+a9oXgxFJ9jdzSSZkpMiYiIiKRLy1HzJTYrB/Kn2h2NPbq686nOlIwRNTsg0gY5k2DimXZHM/Z0tZhSV74xq2kvNLwCuGHGWrujERsoMSUiIiKSLo37zbz49PE77Hk8MVWjxJSMEcdeMPMpK02Rf0muws7EVLAaIu32xiLJZ8Xg0H+Y5Yo1kDtOf7QZ53TlFBEREUmXeGJqPHbjiytfArig6SC0nrA7GpHRsawe9aXUjS8l/BPAmw9YptWpjC21z0Dru+DJg6l/Y3c0YhMlpkRERETSpUmJKfxF3d2dajQ6n2S4hr9Cay14sqFiqd3RjE0uV3edKRVAH1sirXDkYbM87WrwFtgbj9hGiSkRERGRdLAsaOwcka94rr2x2K3iPDNXnSnJdPHWUpOXg8dvbyxjWbzOVEB1psaUY/8F4SbIngzl77c7GrGRElMiIiIi6dBxEjoaTQ2a4tl2R2OvngXQLcveWERG42i8G99Ke+MY67oKoKvF1JjRXgtV/2OWZ6wFd5a98YitlJgSERERSYfmA2ZeMAOysu2NxW6lZ4PbB20nIHDI7mhERqa1BhreBFww5SK7oxnb4gXQA0pMjRmHfwVWGIoWwoQldkcjNlNiSkRERCQdAp2JqfFcXyouKxsmnW2Wq1VnSjLUsc1mXroQsifaG8tYpxpTY0vgTah/CXDBjE+bOmIyrikxJSIiIpIOgXfMXIkpI96dr0Z1piRDqRtf+uRPM/OORuhosjUUGSUrBoc2muWySyFvhq3hiDMoMSUiIiKSDs1qMdVLV2LqFYhF7I1FZLjCrd2jSk5dZW8s44E3F3LKzLJaTWW2uhcg+A54cmD6NXZHIw6hxJSIiIhIqoVaIHjMLBfPsTcWp5gwF3yFEA7CyTfsjkZkeKpfglgY8qdC4Sy7oxkfVGcq80Xb4d1fm+UpHwVvkb3xiGMoMSUiIiKSarVvABZkl0BOid3ROIPbA+VLzXK1uvNJhjn2gplPWaX6OOlSoDpTGe/4HyHcAP5ymHy53dGIgygxJSIiIpJqtXvNXK2leot351NiSjKJFe0ufK5ufOnT1WLqXXvjkJHpqDOJKYAZ14Lba2884ihKTImIiIikWk1nYqpIiale4omput0QabM3FpGhOrnPFOH2FXaPLimpV9CZmFKLqcx0+NcQC0HBWTBxmd3RiMMoMSUiIiKSajWvm7laTPWWPxVyK0zx89qddkcjMjQ1W8x88gpwZ9kby3hS2KMrnxWzNxYZnub9ULcZcMHMz6j7q/ShxJSIiIhIKkUjcGKfWVZiqjeXS935JPNUdyam1I0vvfImg8sD0Q5orbU7Ghkqy4JD/2GWJ10M+afZG484khJTIiIiIql08gBE2sGTDflT7I7GeZSYkkwSPgEth02CZPIFdkczvrizoGCqWW5WnamMUb8FWv4Kbj9M/4Td0YhDKTElIiIikkrVe8y84DTzZVZ6i4/M17gf2hvsjUVkMG2d3XLLl4Av395YxqN4namA6kxlhGgI3v1PszzlI+CbaGs44lxKTImIiIikUvVuMy9U94WEckq6uzjWvGxvLCKDaescyGCKuvHZomedKXG+qv+GUB34SmDyh+yORhxMiSkRERGRVOpqMTXb3jicrOI8M1d3PnGyUBN0HDTLU1baG8t41dViSl35HC/SBMceM8szrgWPz954xNGUmBIRERFJFcuCqniLKSWm+tWzzpRl2RuLSH9qtgMx0y03v9LuaManeGJKLaacr/6PEOuA/DlQcqHd0YjDKTElIiIikiotNdBaBy43FMy0OxrnmrTYFDYOVkHLMbujEUms5kUzr1DRc9vEu/IFq0z9InEmXwMEXjLLMz9jRmAVGYASUyIiIiKpEu/GN/F0MyqfJObNhdKFZlnd+cSJomGo7ayBpsSUfbJLICsPrJiS2E5lWTBhD2BB6UVQcIbdEUkGUGJKREREJFXihc/LF9gbRyYo79GdT8Rpal+FSCu4C6B4rt3RjF8uFxSqzpSjBXdBdh24vDD9U3ZHIxlCiSkRERGRVIm3mCqfb28cmSBeAL3mFYhF7Y1F5FTHnjfznPmma67YR3WmnCsWhrrOgucT3gf+UnvjkYyhq6qIiIhIqsQTU2VqMTWokvmmi06oCRr/anc0It0sC472SEyJveJ1ppSYcp6q/4VwHUSyYcJqu6ORDKLElIiIiEgqdLRA/QGzrBZTg3NnQfm5Zlnd+cRJGvdDazV4/JCtejm2K1BXPkcKN8GxR81y43xwq66iDJ0SUyIiIiKpULsPsCC/AvLK7I4mM1TE60y9bG8cIj0de8HMJy0Bt8/eWKS7xpRaTDnLkUcg2gb+6RCcbnc0kmGUmBIRERFJhXjh84qF9saRSeKJqRO7INphaygiXeLd+Mo1Gp8jFEwz8/aTEGq2NxYxgoeh5s9medLVgMvWcCTz2J6Yuvfee5k1axbZ2dksWbKEF154od99n332WVwuV5/pzTff7LXfo48+yrx58/D7/cybN4/HHnss1Q9DREREpLd4fSklpoaucBbklJqk1InddkcjAq0n4OQ+wAXlK+yORgC8+eY6Abiaj9gcjGBZ8O5/ABZMXA45p9sdkWQgWxNTjzzyCLfccgv/+I//yM6dO1m5ciUf+MAHOHx44GaZb731FlVVVV3TnDlzurZt3bqVa665hrVr1/Laa6+xdu1aPv7xj7Nt27ZUPxwRERGRbkpMDZ/LBeXx7nyqMyUOcLzzR/OS+ZA90d5YpFvXyHyqM2W7xlehaQ+4smDG/7E7GslQtiam7rrrLq677jo+//nPc9ZZZ7FhwwamTZvGT37ykwHvV1ZWRkVFRdfk8Xi6tm3YsIHVq1dz2223ceaZZ3Lbbbdx6aWXsmHDhhQ/GhEREZFO0QjUvG6WKxbZG0umqVBiShzkaGdiauoqe+OQ3joTU2oxZbNYBA49aJYnfxCyVU9RRibLrj8cCoXYsWMH3/jGN3qtX7NmDVu2bBnwvosXL6a9vZ158+bxzW9+k/e85z1d27Zu3cqtt97aa//3v//9AyamOjo66OjormMQCAQACIfDhMPhoT4kZ4pEIBYzUzQ66sOFO48RTsKxgO7YIhFw296zVMajJJ8joPNEZDDx99aMf48dSN1f8Ubasbx5RAqmpuRak1SxmGmt5IT4Jp2LF7BOvkGkrQF8hWZ9LNZ9DbQs28IbkNvt7M9cTnmN++O0GCNtZNW8jAsIV1zovPhO5fT4IGkxuvOn4QGswLswaRydJw67Drqrn8TTXoXlLSJS+ZHumLI60wwOiDGhJF6rUyLJn/3t+tw1nL9nW2Kqrq6OaDRKeXl5r/Xl5eVUV1cnvM/kyZO5//77WbJkCR0dHfzyl7/k0ksv5dlnn2XVKvMrRnV19bCOCfC9732PO+64o8/6p556itzc3OE+tHFh04EDyT3g008n93giDqDzRGRgmzZtsjuElJlycitLgQbfZF544km7wxmaiRPh2DG7owDgvdmVFLQfZ+euP1FVfF73hiVLzLzDgYXR/X4T34kTZkqSpL6XOOg17peDYqxo3MGyaAdB3ySeromA65ij4kvI6fFBUmIsb85iOdBS/zZMGmfniUOug95IM+87+js8wGsVH+XdqMfUB8zPhyuucESMCaXoWp0SSf7sn+7PXa2trUPe17bEVJzL1btiv2VZfdbFzZ07l7lz53bdXrFiBUeOHOGHP/xhV2JquMcEuO2221i/fn3X7UAgwLRp01izZg2FhYXDejyOEwrB7t2Qlwde76gPF45G2XTgAKtnz8bbowvlyA8YhmAQFi0Cn4bfFRsk+RwBnScigwmHw2zatInVq1fjTdJ55zTuv7wM70LR3JVc/oHLU3KtSapgEPbsgYULTYw2c7dcCPt/yxL3MWJnXGtWNjTAE0/AggXgxM9ngQDs3QuXXQYTJoz6cEl/L3HYa5yQw2L0bP8tANkz3svlc+c6Lr4+nB4fJC/GgB/egaJQLVgWq08/fXycJw66Drqrfo0nGsTKnc78yjXMd3W27Kmvh2efhUsugZISO0NMLMnX6pRI8md/uz53xXuiDYVtianS0lI8Hk+flky1tbV9WjwNZPny5fzqV7/qul1RUTHsY/r9fvx+f5/1Xq838z8wx5t7ut2QjIt1J6/Hk5yLfzRqYsvKcuYHdRn7UnSOgM4TkcGMiffZ/tSa+lKeyrPxeL0pvdYkhdttulw4Jb7Jy2D/b/HUvtJdSzTe9QJMVxsnir/OTvzM5bTXOBEnxRiLwvHNAHimrTL/D50UXyJOjw+SF2PhNHB5cEXbyA43jJ/zxCnXwdajUP2UCWPmZ/G6T3muIhEzH0fX6qRK0Wf/dH/uGs7fsq1Yic/nY8mSJX2ak23atIkLLrhgyMfZuXMnkydP7rq9YsWKPsd86qmnhnVMERERkRGzLKjabZZV+HxkypaAyw3NhyHYfzkGkZSpfx06GsCbD2Xn2h2NnMrjhfwpAOR36BqRdu/+EojBhKVQtMDuaGQMsLUr3/r161m7di1Lly5lxYoV3H///Rw+fJgbb7wRMF3sjh07xoMPmkr/GzZsYObMmcyfP59QKMSvfvUrHn30UR599NGuY958882sWrWKO++8kyuvvJI//OEPPP3002zevNmWxygiIiLjTEsNtNaZxErZWXZHk5l8+TBxPtTvMaPzzf6w3RHJeHOsczS+ygvAbXv1E0mkYDpEg5Tmupzb8mUsanwNGneCywMz1todjYwRtl5lr7nmGurr6/n2t79NVVUVCxYs4PHHH2fGjBkAVFVVcfjw4a79Q6EQX/3qVzl27Bg5OTnMnz+f//mf/+Hyyy/v2ueCCy7g4Ycf5pvf/Cb/9E//xOzZs3nkkUdYtmxZ2h+fiIiIjEPVe8y8ZA74NIjKiFWcp8SU2OfY82Y+ZdXA+4k9fD647NtQcSZzWhtw5U+ClgA0Bk1NP0kNKwqHTKMRKi6DnMkD7y8yRLan/9etW8e6desSbtu4cWOv21/72tf42te+Nugxr776aq6++upkhCciIiIyPNXxbnwL7Y0j01WcD6//Ampedu6Q4zI2NR+FpndMi5DKFXZHI6fy+aCyDDb/J/z6o7jbGyG7GJbdABfeAsdrlZxKlZo/Q9sRyCqAqR+zOxoZQ2xPTImIiIiMKfEWU0pMjU7pQvBkQ/tJaDoATLQ7Ihkv4q2lyhaDz4EjQI53xXnw4gZ4/vvd69ob4bk7zfLi66FWiamkiwThyCNmedrfQFa+vfHImGJb8XMRERGRMUmJqeTw+ExiAEx3PpF0ideXmrLS3jikL48H8gth232Jt2+7D/Ly4fgLpuWbWlsmz9FHIdIMOVOgfLXd0cgYoxZTIiIiIsnS0QL1B8yyElOjV3E+VG01iamyy+yORsaDUABqd5pl1ZdyHo8H2ppMC6lE2hshWAv7/h1q95kWbxPmQslZMPEsmHgm5E0BlyudUWe+tmqo/l+zPOMzppurSBIpMSUiIiKSLLX7AAvyKyC/zO5oMl/F+WZe+yrEwvbGIuPD8a2mwHPRaVAw1e5o5FTRKOQUmZpSiZJT2cWQVwbeInB7TaKx5mUzxfkKTYJq4pkwcV5nsqpSyaqBvPtLc14UnwMTzrE7GhmDlJgSERERSRYVPk+u4tPBPwE6GqDxTbujkfFAo/E5WzRqRt9bdkN3Tamelt0AwRa4+McQDZsi9if3wck34eQb0Pi2SVZVb+/dRdhXZBJU+bOh1QetFZA3W8kqgKa90PAy4IYZn7Y7GhmjlJgSERERSRbVl0oulxvKl8LhTVC/ExVAl5SKhuH4FrM8VYkpx2oMmtH3wNSUSjQqH4DHCxPnmikuGjaDKXQlq96Exv0QaoLqbcA2s9/TG8FfBBM6u//FuwLmVgwvWeXxmCkaNVOmsWJw6EGzXL4actWKUFJDiSkRERGRZFFiKvkqzu9MTO0C3mt3NDKWndgJ4RbInggl8+2ORvoTCpnk0+LrsVZ+hWhrA57cCbhaAmZ9aIAR+Tze7m58cdGQSVbVvwG1u+H4axCpho4mqH7JTHH+os5aVWd1dwXMLe+brPL5zOiB+YWmJlZOkWnp1RgcOD6nqX0WWg+BJ8+MxCeSIkpMiYiIiCRDNAI1r5vlikX2xjKWxOtMNb0BXGRrKDLGHe3sxld5kWmtJ84VCkFtiEhtAy8cPcrKqVPxjvRYHl93smnyGrB2wcJ5Jjl18s3u1lWNb5tkVdVLZorzF/euVzX5XJg5H17c0H+LrkxITkXb4MhDZnnqx8BbaG88MqYpMSUiIiKSDCcPQKQdvHkwcZbd0Ywd+ZWQPxVajoLrGLDU7ohkLLIsOPaCWVY3vswRjdLc3Gy6yXmSOFKcxwdF86BkHvDRzr/VYZJT8XpVJ9+AxgPQ0dg7WfWJX8PmJ+H5H3Qfr72xuybW4uuhNgMSU8ceg3ATZE+GCo2KKqmlxJSIiIhIMsS78ZXPB7eG0k6qivPh7aPgOmJ3JDJWNR2A4HHw+Ltb6Yn05PGbLp49u3lGO6DhbWh4wySsWo/DaZfAf61LfIxt98FF68HVAFZaoh6Z9lo4/j9mecZacCttIKml/2EiIiIiyaAR+VKn4nx4+/dKTEnqxFtLlZ8HWTn2xiKZw+OH0vlmAlNbqqPFtJBKpL0RgjXw7E3gKYTJy6FiGeRVpCvioTn8a7DCULgAJiyxOxoZB5SYEhEREUkGFT5PnfIlgAtcJyHcCBTZHJCMOfH6UlNX2huHZLZoFHKKTU2pRMmp7GLILYWGA9BaD4efNusLZ8HkZSZRVXauvcnRwJtQvwVwwczPDG8UQpERUmJKREREZLQsC6riLaZU+Dzp/MVQeDoE9kPwTSidYXdEMpa01UH9XrNcqcSUjEI0akbfW3ZDd02pnpbdAMEgXPh9U5Oq+iWofx0CB8301sPg9sKkc0ySavJyKJ6TvuSQFYND/2GWy94LebrWSnooMSUiIiIyWi010FpnRvIqO8vuaMamksWdial9wPvtjkbGkuMvmvnEeZA7yd5YJPM1Bs3oe9D/qHyTFplp0RcgFIDqV6Bqq0lWtVZDzctm2vX/QfZEqFhuWlRlz01t7HWbIXgAPDkw7ZrU/i2RHpSYEhERERmteDe+kjngy7U3lrGqZDEc/A0E3zAt1NS9RJKlqxufRuOTJAiFTPJp8fWw8ivQ1gQ5RaYl1fFas70nXyFMf6+ZLAua34WqbSZJVfMKtJ+EQ4+bCcBTCjX7gfOhYK5pYZUM0XZTWwpgylXgK07OcUWGQIkpERERkdFS4fPUmzAfLA9EGqH9OORMsTsiGQsi7VC9zSxPUWJKkiQUgtoQ1AfA44Fos+nmNxiXCwpnmmnuNRANQd1uk6Sqegka3gJXHdQ/YSa3HwrnQ/EiKD4bsitHnrQ//kcInQT/JJh8+ciOITJCSkyJiIiIjJYKn6eexw/WZHAdhaY9SkxJclRvh2gH5E2G4tPtjkbGmmh0aAmp/nh8UL7UTOd8Earegad/DhObofUNMxhE46tmAvCVdiapzoGiBZCVP/jf8HrB1QaNnV1aZ6wFt2/kMYuMgBJTIiIiIqOlxFR6WNOAo9C4ByouszsaGQuOdXbjm7JS3UPF+fzFYM2FKYugsBBaD0Pja9D0GgTegFAd1P7FTLgg/3TTkqr4bLPs8nQfKy8PZs+A0jII1sKFO+Dd7VCdBa2tdj1CGaeUmBIREREZjY4WqD9glpWYSi1rGrAVAq+DFe39JUtkuKwYHNtsltWNTzKNy2VGzcubAVM+bFr+Bd6Apl3QuBvajkLLfjMd/R14ck0rquJzYMpFsPRC2HIPbL+/u0D7+V+AC26GV3aZ0QNF0kSJKREREZHRqN0HWJBfAflldkczxk0Cdy5EW6HlHSiYY3dAksnq34D2esjKg7Jz7Y5GZHQ8fphwjpkAOuqgabdpUdW4G6JBOLndTOdfAls2wPM/6L5/eyM8/32T8DpzLezel/aHIOOXElMiIiIio6HC52nkhrwzoflVU2dKiSkZjXg3vsoV4EnSyGYiTuEvhbL3msmKmWR+02vQ8S6cdgn817rE99t2H1z0FfDuh3A4rSHL+KXElIiIiMhoqL5UeuWd1Z2YmvpRu6ORTNZVX0rd+GSMc7mh4HQz5edDW7NpIZVIeyO0NYLfr8SUpI3b7gBEREREMpoSU+mVd5aZN78F0XZ7Y5HM1XIcGt82dcoqL7A7GpH06eiA3AmmplQi2cWQU2z2E0kTJaZERERERioagZrXzXLFIntjGS98ZWZIdCsCzW/aHY1kqmMvmPmks8FfZG8sIukUDkNdLSy7IfH2ZTeY7WotJWmkxJSIiIjISJ08AJF28ObBxFl2RzM+uFxQ1Nk6rXGPvbFI5lI3PhnPDrwLK74MF3+9u+VUdrG5veJms10kjVRjSkRERGSk4t34yueD22NvLONJ8UI48YypMyUyXKEWqNlhlqestDcWETsEg/DKLjP63kVfMTWlcoqhrgZe2Wm2i6SRElMiIiIiI6UR+exRuMDMWw9BOADeQlvDkQxTtQWsKBTOgsLpdkcjYo9gEHbvM6Pv+f2mppS674lN1JVPREREZKRU+NwevmLI7UwoNO21NRTJQEfj3fjUWkqEcBhaWpSUElspMSUiIiIyEpYFVfEWUyp8nnbxOlPqzifDEYvA8S1mearqS4mIOIESUyIiIiIj0VIDrXXgckPZWXZHM/4oMSUjceI1CDeDvxhKFtgdjYiIoMSUiIiIyMjEu/GVzAFfrr2xjEeF88DlgY5aaK+xOxrJFF3d+C7SgAUiIg6hxJSIiIjISKjwub082ZB/hllWqykZCsuCY/HElLrxiYg4hRJTIiIiIiOhwuf26+rOt9veOCQzBA5Cy1Fw+6Bimd3RiIhIJyWmREREREaiunM0OCWm7FMcT0ztBStmbyzifPFufOVLwavutyIiTqHElIiIiMhwhYJQ/7ZZVmLKPnmzwZMDkRYIHrI7GnG6Yy+YuUbjExFxFCWmRERERIarZh9gQX4F5JfZHc345c4yRdBBdaZkYO0noa7z/8iUi+yNRUREelFiSkRERGS4VPjcOYp6dOcT6c+xzYAFE8+C3HK7oxERkR6UmBIREREZLhU+d454Yqr5DYiF7I1FnCvejW/KSnvjEBGRPpSYEhERERkuJaacI2cqeItNUqr5r3ZHI04U7YCql8zyFNWXEhFxGiWmRERERIYjFoWa181yxSJ7YxFwuXp051OdKUmg+hWItkNuGUw4w+5oRETkFEpMiYiIiAxH/QGItIE3DybOsjsaASWmZGDHnjfzKatMIlNERBxFiSkRERGR4YgXPi+fD26PvbGIEU9MtRyASIu9sYizWLEe9aXUjU9ExImUmBIREREZDtWXch5/CeRMASxo2md3NOIkJ9+EthOQlQvlS+yORkREElBiSkRERGQ4lJhypq7ufLvtjUOcJd6Nb/IK8PjsjUVERBJSYkpERERkOLoSUyp87iiqMyWn8nig/TjklsCUlXZHIyIi/ciyOwARERGRjNFcA8FacLmh7Cy7o5GeCucDLmivgo468JfaHZHYxeeD4jzIL4SJd0JeKbQEINABoZDd0YmIyCnUYkpERERkqOKtpUrmgC/X3likt6xcyD/dLDfttTcWsY/PB5VlsPNn8MMz4J5FcNc8eO0Bs96n7nwiIk6jxJSIiIjIUMVH5FN9KWdSnSkpzoMXN8Bzd0J7o1nX3mhuv7jBbBcREUexPTF17733MmvWLLKzs1myZAkvvPBCv/v+/ve/Z/Xq1UyaNInCwkJWrFjBk08+2WufjRs34nK5+kzt7e2pfigiIiIy1qnwubP1rDNlWfbGIunn8Zjue9vuS7x9231mu8eT3rhERGRAtiamHnnkEW655Rb+8R//kZ07d7Jy5Uo+8IEPcPjw4YT7P//886xevZrHH3+cHTt28J73vIcPfehD7Ny5s9d+hYWFVFVV9Zqys7PT8ZBERERkLFNiytkKzgC3D8JN0HbE7mgk3WIdEKzrbil1qvZGaGtSYkpExGFsLX5+1113cd111/H5z38egA0bNvDkk0/yk5/8hO9973t99t+wYUOv2//8z//MH/7wB/70pz+xePHirvUul4uKioqUxi4iIiLjTCgI9W+bZSWmnMnthYKzoOk102oqd7rdEUk6hALw5sNw5Cm4aStkFydOTmUXQ04RRJvTHKCIiAzEthZToVCIHTt2sGbNml7r16xZw5YtW4Z0jFgsRnNzMxMnTuy1vqWlhRkzZjB16lSuuOKKPi2qRERERIatZh9gQX4F5JfZHY30p7gzadi4x944JPXaG+G1e+G/Pgx7fwZN78LhbbDsC4n3X3aDGZ0vGk1rmCIiMjDbWkzV1dURjUYpLy/vtb68vJzq6uohHeNHP/oRwWCQj3/8413rzjzzTDZu3MjChQsJBALcc889XHjhhbz22mvMmTMn4XE6Ojro6Ojouh0IBAAIh8OEw+HhPjRniUQgFjNTEt6Ew53HCCfrDT0eWyQCbttLnsl4lORzBHSeiAwm/t6aae+x7mM78QCx8gVEhxt7Cq41SRWLgcvl3PjAxBa/Bg5UP6pwIV7ACrxOJBoGdxo/7rrdzv7MlQmv8VBibKvH/davcR/4Pa5IGwBW0elE5/8tFtPIumA54MK17T6TvMouxlp2A1xwC5GjVSN//E5/Dp0eHyQ9xnF3ngz1Omi3rM7rrlNjTOK1OiWS/Nnfrs9dw/l7Lsuy53/L8ePHmTJlClu2bGHFihVd67/73e/yy1/+kjfffHPA+z/00EN8/vOf5w9/+APve9/7+t0vFotx7rnnsmrVKn784x8n3Odb3/oWd9xxR5/1v/71r8nN1VDQIiIiAosOP8Cs+mf4a/mHeKPyb+wOR/pjxbhs75fwR5p5Yc4/cjJ/rt0RSZJkh05yeu3jzKx7Bo9lvvA05szkrYorqS5aDC7zBS4/P5+FZ86mtKyCWFsj7pxi6mqq2fPWAVpaWux8CCIi40Zrayuf+tSnaGpqorCwcMB9bWsxVVpaisfj6dM6qra2tk8rqlM98sgjXHfddfz2t78dMCkF4Ha7Oe+889i/f3+/+9x2222sX7++63YgEGDatGmsWbNm0CfQ8UIh2L0b8vLA6x314cLRKJsOHGD17Nl4k1E4MhyGYBAWLQKfb/THExmuJJ8joPNEZDDhcJhNmzaxevVqvEk679LB88A9AJx2wZXMmnf58O6cgmtNUgWDsGcPLFxoYnSihgZ44glYsAAG+XzmKVoA9Vu5oPUtYiWL0hNfIAB798Jll8GECaM+XNLfSzLhNe4vxmAV7jd+ifvgn3DFTEIqVrKA2LzPkTd5Bee6XH2PFWgjGjwMWVlEIwEmRKOsqqxMTXxO4fT4IOkxjrvzZBjXQdvU18Ozz8Ill0BJid3R9JXka3VKJPmzv12fu+I90YbCtsSUz+djyZIlbNq0iauuuqpr/aZNm7jyyiv7vd9DDz3E5z73OR566CE++MEPDvp3LMti165dLFzYf5FSv9+P3+/vs97r9WbUB+aE4s093e6kjkDi9XiSc/GPRk1sWVnO/KAuY1+KzhHQeSIymIx6n41FoXYfAFlTFg//XEzhtSYp3G7T5cKp8UF31wswXW0GUrQI6rfiCezF4/r4wPsmU/x1duJnrkx5jXvG2HwU9m2Ed/4brM4uN5MWw8LrcJefj3uw/wdgusJAch6z059Dp8cHKYtx3Jwnw7kO2il+3jk1xhRcq5MqRZ/90/25azh/y9ZR+davX8/atWtZunQpK1as4P777+fw4cPceOONgGnJdOzYMR588EHAJKU+/elPc88997B8+fKu1lY5OTkUFRUBcMcdd7B8+XLmzJlDIBDgxz/+Mbt27eLf/u3f7HmQIiIikvnqD0CkDbx5MHGW3dHIYIo6f5Bs2Q/RNvDk2BuPDE/LYdjzGzj0RHdCqvw8WHAdlC+xNzYREUk6WxNT11xzDfX19Xz729+mqqqKBQsW8PjjjzNjxgwAqqqqOHz4cNf+9913H5FIhJtuuombbrqpa/1nPvMZNm7cCEBjYyNf+MIXqK6upqioiMWLF/P8889z/vnnp/WxiYiIyBhSvdvMy+eD26G/sEq37DLwl0NHDQTegAnn2h2RDEXgINQ9CId3AZ1lcCevMAmpSWfbGZmIiKSQrYkpgHXr1rFu3bqE2+LJprhnn3120OPdfffd3H333UmITERERKRT9R4zr+i/NIA4TNFCqK2Bpt1KTDldw1uw9xdw5C/d66asNAmpkvn2xSUiImlhe2JKRERExPGUmMo8xQuh9mlo3GN3JNKf+tdh78/h2Avd63IWwflfginn2BaWiIiklxJTIiIiIoPpSkylaYQ3Gb3C+YAL2o5AqBF8xTYHJF1OvGYSUlVbO1e4YMYamHUNvNMERafbGp6IiKSXElMiIiIiA2mugWAtuNxQdpbd0chQeQshbyYED0LTHpi00u6IpGYH7P13qHnF3HZ5YOZlMP+zUDgTWlqAXfbFJyIitlBiSkRERGQg8dZSJXPAl2tvLDI8RQuVmLKbZUH1dtNC6sROs87lgdOugHmfhYKptoYnIiL2U2JKREREZCDxEflUXyrzFC2C4380iSnLApfL7ojGD8uC41tMC6n6vWad2wuzPwzzPgN5k+2NT0REHEOJKREREZGBqPB55io4E1xeCNVDexXkVNod0dji8ZgpGjUTgBWDo8/D67+Ak2907ueH2R+BeZ+G3DLbwhUREWdSYkpERERkIEpMZS6PDwrmQmCvaTWlxFRy+HxQnAf5hdDWBDlF0ByANzbB9h9B49tmP082nHE1nHkt5JTaG7OIiDiWElMiIiIi/QkFob7zS7YSU5mpeGF3Yqri/XZHk/l8Pqgsgxc3wLb7oL0Rsovh/Oth2Y3w6t2QlQdn/A2c+SnInmBzwCIi4nRKTImIiIj0p2YfYEF+BeSrC1JGKlwIPARNe003M5fb7ogyW3GeSUo9d2f3uvZGeP4HZvnKn0FjGPxFdkQnIiIZSO/MIiIiIv1R4fPMl38aeHIh2got79gdTWbzeEz3vW33Jd6+/Wcw+SzInZjeuEREJKMpMSUiIiLSH9WXynwuNxQtMMtNu+2NJdNFmqHlhGkhlUh7o6k55fGkMyoREclwSkyJiIiI9EeJqbGhqPP1a9pjbxyZKhaBN/4T/uf/QO4EU1MqkexiUwg9PkKfiIjIECgxJSIiIpJILAo1r5vlikX2xiKjE09MNb8F0Q57Y8k01S/D45+CnRsgcASOvALLbki877IboCWgxJSIiAyLip+LiIiIJFJ/ACJt4M2DibPsjkZGI3sy+EogVA/Nb0Lx2XZH5HzBath5Dxx+2tz2F8M5XwT3NLjwFrOu56h8y24w64/X2hKuiIhkLiWmRERERBKJFz4vnw9u1czJaC6XaTV14lnTnU+Jqf5FQ/Dmr2HvzyHabmp0zbkaFt0AvkIIR0zyafH1sPIrpqZUTpFpKXW8FkIhux+BiIhkGCWmRERERBJRfamxpWhRd2JKEju+BXb8CJoPm9uTzoalfw8T5vbeLxSC2hDUB0yh82izuu+JiMiIKTElIiIikogSU2NLfGS+4CEIB8BbaGs4jtJyHF69G44+a25nT4TFN8PMD5jWZv2JRpWQEhGRUVNiSkRERCSRrsSUCp+PCb5iyJ0OrYch8DqUrLA7IvtF2uGNX8K+/zBF4V0emHsNLLwevPl2RyciIuOEElMiIiIip2qugWCtqa9Tdpbd0UiyFC0wianGPeM7MWVZcOx52HEXBI+bdeVLYclXoXi2vbGJiMi4o8SUiIiIyKniraVK5oAv195YJHmKFkHV4+O7zlTLMXjlJ3D8RXM7pwzOvRmmrx64256IiEiKKDElIiIicqr6/VA2D6aeb3ckkkyFZ5nuah010F4D2eV2R5Q+kTZofByefRZiYXBnwZnXwvzPgVfJVxERsY8SUyIiIsMRagVPFrQ3QXYRRCNqUTPWhFphyWdh7uWQX25u6zUeGzw5kD8Hmt80rabGQ2LKsuDIM2a0vbZas65iOSz9ChTOtDU0ERERUGJKRERk6CLt8OIG2HYftDdCdjEsuwFWroesbJuDk6TQazz2FS00iamOw5CfDx0dEA7bHVVqNB2EHT+E6u3mtmcCnHsrnH6Zuu2JiIhjKDElIiLSH8uCjmYInjBdXXb8Ap77fvf29kZ47k6zfOEtalWT6UKtJikVf01Br/FYNHUVXHQVnHYJtDVD7gSoq4UD70IwaHd0yREOwt6fw5u/BisKbh+c/glonQ+Tz1dSSkREHEWJKRERcY50dJMLtZpEU2sdBOvM8qnzntuiIcgtgVv2wLb7Ex9z232w6qvJjVNSJ9IBjYfh5EFoOGSm1nq44m7zWiai13hsyMuDpR+FLRvgv9b1bhW34svwyq7MTk5ZFrz7FOy8B9pOmHVTVsK568FVDLt22RmdiIhIQkpMiYiIM4y0C1WkwySRWnsml3osd60/AcF605JguIpnmsRFe2Pi7e2N0FIDh16E2e+F/LLh/41xpqCgIHUHtyzzevVMPDUcgobO24HjgNX7PmXzzP+RgV7j9gDklaYubkm92TNgyz3w/A+61/VsFXfmWti9z5bQRq3xbXjl+1C709zOnwpLvgJTLjK3W1rsi01ERGQASkyJiIj9ButCteBjsPs3p7Ry6kw0dTQN/+95/JA3CfJKOueTTKuo+HJeaec0CXJLTautaMgkyxIlLrKLIWciPPkP0NYIp78Pzv6EKZ7tVV2iXkKtZHmyWLVkHh63NfLC4pEOaDzSO+HUcwoN8iXcmwcTZ8GEmWaadCYUVAz8GmcXDj9OcQ6vF0rLYPsALR8vWm/2y6SaU6Fm2HM//PW3ptuex29G2jvrWrMsIiLicEpMiYiIvVobTGJioC5UF94MOx4wrWAScXkSJ5Tiyz3nuaXgLxh+jZVoxLTg6pk8i1t2AwSOmQRH6w7Y/6SZ/EWw4Co4+5MwbZnqunS2inNtu4+swVrFWRa0nuyReIonn94186aj9Gn1dKrCKd2JpwkzYUKPRFRead/XI9Q68GscjYDHN4IHLo7g95vrzUCt4oI1cOAH0BKE3CmQMxVyOufeFLbyGwkrBgcfh13/H7SfNOumvdcUN8+rsDc2ERGRYVBiSkRE0ifcBtV74NiO7ikrGz758MBfFtsaYfk6iEV7J5/iLZ2yi8HtTm3svlyTQIH+uxte/xc48VfY/TC89ggEjsKOjWaaMNMkqBZdY1rqjDeDtYpbeDW8+mCPVk/vQkdg4GN6c/smnOJT8fTht1YbymssmaujwxQ6H6hVXG4pNLxlkuBNr/XenlUIufFEVTxpNRV8E9KfdD75pum2V7fH3C6cAUv+HiYvS28cIiIiSaDElIiIpEYsCnX7OxNQr5h5zesQi/TeL96FbqAvi/mTnFF4OivbjMy26qum3lB2IUTDvRMWk86AS/8vvOeb8O5meO1h2PcHk2x59ntmmr7CdPWb9xHIKbbnsaSbJ2vwVnG7ft23VVxBZd+kU7wLXt6k5CcEhvIaS2YKh83oewO1iqurhVk3Q9sxaDvaOT8GHScgEoDAPjP15MkxCSpP5//H2lLwLoK8yeD2jDxej8fUYvP0OEZHE+z+Cez/PWBBVg4suB7mfgI83pH/LRERERspMSUiIskROA5HX+luCXV8l6l9cqq8STBlKUxZAlPONRNkTheqeD2keBHs/uJyu2HWKjNd/gN483/gtYfgwDNweKuZHv8anHm5aUk1+1KTvBkrgnVwZDsc2WYKw19y2+Ct4i74MnhzTmn1lJO2kLsM9TWWzHPgXTP6HvRtFbfiZnhlJxSeaaaeou3QdrwzWXUUWjsTV+01EG2Dlv3AfvAAr74Ir2LqOxVMh6LToHAmFM0yU/60gZNIPh8U55GVX8iq8kI8eROgOQC7/wBbvt1dV2/G+2HxlyFXgy2IiEhmG0OfgEVEJG3am+D4zs4k1Ktm3lzVdz9vLlQu7kxAdSajiqYmbuUylrtQ+fJg0cfNFDhuCrm/9hCceBNef8xMeZNg4cdNS6qKhZlVjyoWg7q/wpGXupNR9W93b88tgQ/+aPBWcRfdkp54ZfwKBuGVXWb0vYu+YhKiOcVQV2OSUsF+Ru30ZEP+aWbqKRaG9mqTpGo4ADVvQFEEgscg2gGN+83Uk8sDBVOhsDNR1TWfCbmFUFnWtxbb+dfDshthz32QXQpL/x7KlyT72REREbGFElMiIjKwSAhq9vauC1X31777uTxQNg+mLulsDbUESucOvRXQeOlCVVhpEjAX3gxVr5mufnt+a0YZfOnfzFQ23ySoFv4NFE62O+K+QkHz/+DIts5E1PbECafSuTB9mSn8Hm7LnFZxMrYFg7B7H3j3m4LoHR0jH4XP7YXcaWbKmgdVM+DCK6C4CILHoekgBA5B0zud84MQaYXAu2Y6+mzv4137KGz+FTz/g+517Y3dt6/6BTR7wK2P8CIiMnboXU1EZDwJtZpEUXsTZBeZZEC82xKYkdBOvtO7S171boiG+h6reEZ3AmrKEpi8yLQMGo3x1IXK5YLKc8y05jvw9p9NK6q3Hofa12HTP8HTt8Np7zFd/c78YO/XKp2ajpok1OFtZl69xwxL31NWDkxdCtPOh2nLzXLuxN77jOVWcZJ5wuGRJ6QG4/ZAwTQzsap7vWVBWy00HepOVgUOmoSVxwMzVsCj1yU+5vafwaq/h/ajEI0m3kdERCQDKTElIjJeRNrNqGinJgUu/DK8+kvY/5Tplpeo5UvOhN5JqMpzTdcrSQ6PF+ZeZqa2BtO177WHTRLowJ/N5CuA+VeaJNX0C1I3CmE0bBJP8S55R7ZB4Fjf/QqnmJZQ05aZZFTFwsGLL3e2irNWfZVo8CSevIm4xmKrOJH+uFyQW26mPiPotZvWogPWYmsyCSwlpkREZAxRYkpEZCyLRU0RaoBX/h2e+373tvZG063KiplWOwf+YtZ7/DD5bJOAmrrU1IeaMCuzah5lspwJsPRzZqo/ALsfMS2pGg/Dzl+ZqWg6nH0NLPoElJ7e+/6DtYo7VetJ00IunoQ6tgPCrb33cXlM4mnasu6ueUVTR/b4fLlEwmFeeGUfK1euxDvaVnYiY4Unz7QyHKgWW04RRBMMKiEiIpLBlJgSEUm2REN8J1ssamoSNVdBc42Zt9T0vd1SYxIdt+yBbfcnPtb2n8FX3oQr74Xy+WbSsOPOUDIb3vMPcPE3TGHx1x6C1/8Lmg6bmjPP/wCmnmfqUS24GrzZiVvFxbvKWZZJdh15qbs+1Ik3+/7d7KLullDTlpkkZZITSM3N+nIt0ks0Ci2BgWuxtQTUWkpERMYcJaZERJIl0RDfLQFoDEIoQY2mRGIRaG+A9jpoPWHmzTXQUg37IxCsheZqM7diQztmwWRorR+4e0goCIuvHdrxJP3cbphxgZk+8H1Th+q1h01dqqMvm6lwiumK+XyCVnFYMPtSeOiT0Hay7/FLTjd1oeKJqNIzUtdVUET61xg0g0BAgm7Xt8DxWvtiExERSRElpkREksHnSzzEd/zLxNHjEKiBthPQVtdj6nG7vQ7aTw494eRyQ14ZFFT0mCZDfrmZF3TO8yaZQtUDdQ/JLkzWMyGp5s2BBR8zU3ONGdHvrSdg1ip47MbE99l2v/l/6HKZllOV55ok1PTlMPV8yCtJ60MQkX6EQib5tPh6rJVfIdragCd3Aq6WgFk/1B85REREMogSUyIiI2FZZsjvjiYINcGs+bD57sStVawYVC6G//rU0I7tckN2CeSUmsk/EdyFMOccKJ7anYTKm2RGfhqKUMfA3UOikbE9At5YVVAOF3zRTC01A7eK6wjAp/8EpXMgS6+1iGOFQlAbIlLbwAtHj7Jy6lTUuVpERMYyJaZEJHMMt6jzUFkWhFugozPR1NFokk0djd23E62PdQ4znlsC5+6B7QPUcFq/z7RuigE5JZAzqTvxlFPa+7Z/Qu+EUygEwSCccw74/SN7jL5cU2cI+q8/JJktZ8LAreJyS0wLOhHJDNGoqcUWjaa2ZqGIiIjNlJgSkW6pSvwkQ6R94KLOcbGY2d560tTSaa03y631p9w+Zbs1wmKybh+UnDV4DaeOFrj6SQhHRvZ3kiEr23TnWvVVMyR5diFEw0pKjRXRiFrFiYiIiEjGUWJKRIyhJn6SIRaFSAdEOyASOmXeAdFQ73nFfNj1a3guUTc5y9TW+e9bTaKprWHoNZpOlZUDviLwF4P/lLmvqO86fxF4siEry9R1GnCI72KItYwsrmSKJxrzSs1ciYqxQ63iRERERCQDKTElw+PxUFBQoCblY02o1SSlera06Dma1/yPwRt/6k4c9UkqJUgmdc1PST5F2ofXOim3BG7ZY4o3J7L9frjolu7WT3G+Asid2DmVQE7nPL4ufjsrHw5WQ3EF5BQM/7kDDfEtzqFWcSIiIiKSYZSYkqHx+aA4j6z8QlaVF+LJm2C+aDcGNUJMpgi3Q9MRaHwXGg93T+1N8PFfmhYWicRH89r2k96Jn2Ty+CHLb1rvdM2zTYHm0rmmq92A3eSa4VO/NaOVxZNOQy3u3NEBVRETw2hoiG9xCrWKExEREZEMosSUDM7ng8oyeHEDrm33kZXoC7cTklNOro+UDpEOaDoKDYd6J57iU0t14vuVzYPgiYETP+2NcN71plVSV/LIb5I/veaJkkunrjvlvh6vGcJ+INHQIEWdJ5pR6uykIb5FRERERESGTYkpGVxx3gDdvIDF10OtzV+601kfaTRGkzyLJ54aD/dt9dR4GJqrBj+GNw8mzIDi6d1TyRyT1Bko8ZM3Cd5z2zAeaJJlSlFnDfEtIiIiInEej5miUZV0GCmv14xK3dEB4bDd0UiKKDElA/N4IL9wgG5e95lWU5s+YuqZuNzg8vSdu/tZbwEx4OBEyPJ27uvpnvdc7nkcd1b3unkfgtcfS1wYG+Cca6Fuv2mhk5Xdu5tYVnZ3652sbHPcwVrvjNRgybNICAJHeyebGt49JfFkDfw3vLlQfEriqXh6ZzJqhhlOPtHjC7U6O/GTaUWdNcS3iIiIDCYTkhZOj9Gp9W99PtqKJ+LJz6O5NURBro9IS5DcxpPOa0Xv1MRPXh5ts+fgKS3pfg7r6sk9sB+CQbujkyRTYkoG5vFAW9PA3bxaT4ArBs2HR/53akZ4v9wSuOCL/RfG3nYfXHgz/Ow9Q6yP5Oo/adUzoRXvthafPP6Bt828CF4bYFS5acvgP69m0MRTVk7fFk9d0wzzfIwksZYJiR8VdRYZUwoKRjjYgMh44dQv3D05PWnhVJmQtHB6jD3im182FSvfT6tT4vP56Jg8hZ8+/w4PbDlEoC1CYU4Wf3vBTNatOg1/1TH7YwRnJ37y8uhYej4/feEgD2zZ1fs5XHk+/le22x+jJJXtial7772XH/zgB1RVVTF//nw2bNjAypUr+93/ueeeY/369bz++utUVlbyta99jRtvvLHXPo8++ij/9E//xIEDB5g9ezbf/e53ueqqq1L9UMamaBRyigbp5lUOS75himtbMTPimhWDWLR7ued6q8f6cAja22BKJXhc5j6xiNke69w3fpyubT2OnVcGbY0DJ87aGmDmSjjxpmm1FB8ZLto5j0V63MGCSJuZaErOczjUUeVyJ0Io2DvRdOpyXmnqWnRlQuInU4o6Z8KXCRGbtIUieNwe5p+7HMvloTUUIddn+8eRzOP0hIDT4wPnthJw8hfuOKcnLeKc+P8wE5IWTo/R4fG1FU/kp8+/wz1/frtrXaAt0nX7hvMmk1vbT+3XdLEx8WNZFh0x6IhBWwzaotDeNbdoj8LpZ87hd88f5Md/6ec5XDCH3N27UhKf2MPWT4KPPPIIt9xyC/feey8XXngh9913Hx/4wAfYt28f06dP77P/wYMHufzyy7n++uv51a9+xYsvvsi6deuYNGkSH/vYxwDYunUr11xzDd/5zne46qqreOyxx/j4xz/O5s2bWbZsWbofYuaLRs3oewN18wo2w4SzRnb8UMhc9M45x3w4HFGMgxTGzi+Dj/9H//ePRbuTVKcmrbpudyTY1mGmhNt63C+/fPBR5UJB+OLLZjS5VCWehqANHx7LTaurkFwriwhunFQ+3nyhddPcHqYg20skFnPWF9pM+DLhcI5/jXF+jE6OryMc5afPvcMDWw72+BA8i3WXzMbvdU4i18nPoeMTAk6PD5zdSsDhX7gzKUan/j/MhKSF02McbnyWZRGOQSRmEY5ZRGIWEQtC0c7lWOd2yyLcEiLS6iVS00GowUXE6rE91ns53HU8uo7r83q48SOzeWDLoYSxP7DlEH93yenctauBUDhKlhs8LhdetwuPGzN3uchyQ5bbhcfVuc7twusGTzBEVqyYrICHrFiMLJfZJ6vn5DZzjwu8p8zj+4Rmz+G+Fw72+xx+5qw51G/f2SNpZNEWTyb1SCS1xSw6oqckmNryaC9eSfuBfNoORsz9TtlnoD4iE/N8bP6bEjZu3NXvc3jTJZeaHxec9KOCjIqtn7LuuusurrvuOj7/+c8DsGHDBp588kl+8pOf8L3vfa/P/j/96U+ZPn06GzZsAOCss87ilVde4Yc//GFXYmrDhg2sXr2a224zhZpvu+02nnvuOTZs2MBDDz2Ungc21gRDWBetxwLcPbp5xZbdgOui9bhqh9JFLoWiEaxlN+BKkDizlt2Aa7D6SG4PuHPAm5PCGAdJnuUU2976x+lfGJ0eX0Z8UHc4x7/GOD9GJ8fXForw0+fe4Z4/7+9aZz4Em9s3XHyaI5I/Tn4OHX+dcXp84PjuIU5PCEAGxJjk/4eRmEVHtHNqjdIR8tDRFKajvZ2OSHxbjI6oRSi+b6THfXpsz/Jm8fdXD5y0uPHi2fzdczW0tEdwgZlc4HaBCxcuzEoX8XXgcpn1rkgEV1MRrrYGXN5mXLi69sHV41i4cMVvd25zdx4jz5/FrR8bJLFy8en8v1dO0tIeJmZBDIuYBVimdGzMsrA6ly2r8zYQs8CKRLCaiok1nyTmbiJG5/0sq3t/TDLJ6jpe520gP9vLz79w2oDx3XDxbFY9eoSalg4iMYvoIJUy+poIR08O904AzC0v4GPNHQTaIgm3B9oi1LV08OSxDt6qaR7R34Cz4G0wz87wTczzsfnSEh7YsivhdvMcXso1r3s4GRzJNdsL/nJoHXzPLBfkuMHvMfMcD8wt99MQDA34HDa3hijx+5WYGkNs+wQYCoXYsWMH3/jGN3qtX7NmDVu2bEl4n61bt7JmzZpe697//vfz85//nHA4jNfrZevWrdx666199okns2T42vIK+M3LVcwqu5YV679CONiIN6+YrfureeflKt4zs4jX3jEfQKw+F35rgFtghSOmCb2rCrxZfe7f53aC+FacNpFJK27BY4Fne3fiLHr+DURX3EJtEF7ac7TXfU5tk3RqI6U+t0+5x2CNmlyn7LD69AL8y27AnSB5Flt2Ax3tHTz9dt3AB02hs6cW8btXj/LjPh8y92Nh8bFzp/La0b5dG62+L/io9He4xdOLeXSg+BZPZeeRxpH90UgYjrSD34KskV8SF589m0efeydhk2ML+Nj8Sby6752E9030sHs9F9HO84TjWFmJx/nr77Xo9xVKsMHqZ+/+Xpf+jp1o/8GOfcHsEv5r17F+X+Mrz57C5rfruh6n1eO+Ztnqc0wLq9c+8W3xWHrGGf8A3PfY3ft+YEEFj++t6jfGDyyYzON7hjA65gDPw2h8cNFk/neA+C6bX8F/767q9Ur0eg7odSPRYsLnOfF+vY+b6/PwpffO4YEtBxPG/sCWg/zdJbP54ZNv0RaOdl1x45fS+Jcuc6P7mty1vddy97bu+7j6HrPzi1nP+6+eV8H/7Dne73P4wYWTefqN2pE9D5EIVLeCLwwezynPUf967nf5hWfwv/1dZyz4wJmlPPHqX7u/cPZ8rPR9vuJfaAFcHR24TubieqsF/OEeX1pPeZ56HsfV+9jLz53NYwNcB6+aN4ntew8kPC/jtxOdn123W9uxYhVQm4XVHOv3GL2e01PWX/K+Ofypn+4hlgUfPP10nty0s/Na0Xkd6TxAfLyW7m10bYsBVocPKzoDa08Qyx/tujZZp96n83rTfdvMc7OzuO1vBk8I/NO2eoLt4e4XBXp9SulzLsQ3RMK46gvh5UZc3mCf+yU+Vu9jDClpccnpfH9nA20d3V8qXaccu+/52DkPh+FEPrwWAF97P4+rv2OYhQ9eeAaPD3CevOf0Eu77895TEke9k0ihHrf7JjVK4dDIPrPNLS/gsy0DJy3qgyHeabF4q2YI3+oTyobm9hHe18T4fwaJsS7YwQs1oVEkVvwQ7BhhfD7qWgZOWpwMhsjJ9tLR1P/zEG+J5HV3t07yul1kYZEV6sCXm01Wlqdzvdnetexy4fV039frcnVtL8rJYlKBn8KcrIQxFuZkUZrv5wPTsllZ6iFimeRnNGYRtiyi8ZZZVncLrYgF0fhyOELkZCORnBwibnP/qAWRGOY+nVPUgnB82yn/hyfl+6kfwnM4e4Kf7EiIbA9ku+OJIxfZbrrXdSaUzDoXOR7Ibm0hZ98eshcuILu4oOs+8X39ncvZnS3E+vBGCOX7BnwOC3J9nZ+NZaywLTFVV1dHNBqlvLy81/ry8nKqqxP/ylJdXZ1w/0gkQl1dHZMnT+53n/6OCdDR0UFHj//YgUAAgHA4TDjTs7CRiKnVFIuNrG+9x4MnP48fbdpKoC3CxLy/Minfz4mWDk4GQxTmZPHx2y7lWy+fHGFGvdOO10d0t4l5PjZ//T38zc9e4iuX9E2c/ejnr/LQ9cv558ffGF18ozAxz8fqr7+HtvO/THaC5Fn7+Tfj9vq5/Y8v2RJj/Dnc2M+HzI2dv95964+vOzq+b//3vlHG1zLie5pfngrYuHV7wu3xGL+zo2GU58m+kd/XwSbm+fjouYO/xvf8eb+t5/ENF582aIz/ue2wbefJuvfMHjS+h18+Ykt8c8sL+MR50wf9BXnTvppRfNEZnYl5Pj530axBn8Ofbz5o22v8dx8rYuMDryTcvnHrIW68ZDa/3N8yivgKoK4ZGP5rMDHPx+b3F7Jx68uJ4+t8/u7c2TjK528WHIWRtBSYmOfj2iklbHxwV+IYtx7ixksuZWNt1shbCVAJB9qB4ScG5pYXcGIICYHtdeFRnCc5EGgD2kZ07yElLVo6+PPx0bQGyYOGIDD8lmtDPU+214VH9Bp73eAnht+bhT/Ljc/jwu9x4Xe7updPmXquL871Dpq0mJTv56YF+XTMye6VuIzFf5jput3zh5TOFkkdIazjx7EmV2L5fH0So7FTfrjpOoZZSQyLbN/QEisfnZlNe2VWV0uueMsst6v7xwR3z5ZencvuUAeuY8dwTZ2K2+/v3L/7GN2twEzLrl63XS78vizKBomvLN/PT1aV4I4V90koxZdP/RG5SzAIe/bAwoWQlzf0/xw9hFpa+NsLZvZqVRj3txfMJNrSwk3zRzgASEMDPPEinLUACguHdBfLMgnWeLIq5g1TUDBw4qcs38evzwrD6SNoKVwfgkgVFM2FiQP/mh9O9MtcKES4rn7A5zB8oh7XaFrgut0j/36cDvHv75GIiXWU4jmNdOc2hvP3bG8zf+pFwbKs/i8U/ex/6vrhHvN73/sed9xxR5/1Tz31FLm5Tqqwk34FBQXML5vaddE6GQz1eiMPtEVoCIZYUuHl0InuD2FDKZPUp9XSEGPqeeyZk7w0BEO8dqSJT/+yqU/iDKAhGGJZZe/4htI64dRdhtKgIdFxZ07yUh8M8Zlf7OD2y/omz+746Ss8+Lnz+jyH6TJzkpeTgzSXTfQaJ5KK8lhDjW/pZHuePxh6jOdN9vLuCGIc7vM6kpehv78x3GON5G/Hz+OBnr/GYIiVU728W3fKL+g9l1291/duYTPwffpsP2X9tJIhxNga4rKZXo7Wp///4dQhxveBWSa+/l6n/p4nXP2sH+D+PW8UZLdROsivnyV5Ps7Kb2Oqp3fCwer6p8cXqAG291rfudCnFU2C7dNKh/b/8H0zvByp6/0a93lORvB8DXaMob7Ga2Z4OVLf3u/jP7VlUdey1fv5He5+M4bw/DUEQ6yoNOdxf4/71PO41z4JztfBjtFz+1BibAyGWN35HPb8+/HrwqnLg23vtY8LwOrTei0ec0F265DOkyXFrZyZHe2ndWri5a51g9zn1P16b3ORP8RzeV5+G9OzerdqS3SeDrQ9YVyDHGvKEM6TptYQ156ZRX1jW2dLGNOdyCxbnQkMurbFb2e5TdLEGPkX4praWj57wcxeLTPjPnvBTKprarFajzBogYc+JwiQA8zOARpGHN9QYqypqaXCXQUjGR/HB8zKBU72m1+OX2MSbW5therasgHjq6qpZc/RvtuGbOJEOHZsxHfPP36cL1x0ERYmKR/vTvrZC2byhYtm8tKWzbS0jPwHUZYsMfORthiKhjin9sQgz+EJdo00xvx8uOKKUcWYv2/v4M/hSB+/32+ewxMnzORkTz+d1MNt2rQpqccbTGvr0Ft+2paYKi0txePx9GnJVFtb26fFU1xFRUXC/bOysigpKRlwn/6OCaYO1fr167tuBwIBpk2bxpo1aygcYibasUIh2L3bZPy9ibsADcjjwcof5JedAj/3Xlw5soxzOGx+mVi0CHwjq7FkuTxd8Z2aODPxZfPjT184omMni+XycKKlnU//cm/CVmeTCrK597P2xdjzOTxVpsT3b58ZYXyjPUfAnCeD/QJa4OdfV9l3njjdYK9xaUE2P/w/9p/HA/+CnM0dn3DueVKan823rrEvvlDM4m8vmNWrxlTc314wi5hl8YPPvteGyLoN5f/hdz9p07VmCNeZ0nw/31k+wuvMaFsJDPE6uGHlCOODzpYCT8CCobcU6MUbxRokqVKa7+P/TYlC2Qheo0AA9u6Fyy6DCROGf38gFAwO2EogFgxyx/IZIzp2MlqCDDXG71/UdxCjtMQ4hP+HJfl+vnz2FHvOE4D2VtatOg0X9KmB9XerTsNz9DCVZ5wxsmMn6TV2fIxOjw/g+FFuWFrBF99zOs1tYQpyvIQDLfiOH2VVZeXIjzva62DcO2+zbuX5iZ/DlTPxvLydypEOTFVfD88+C5dcAp3f0YctHIZXtnPD/DP44iWXdg1iED5Rh++V7awKh0c+cFYSrtUpl+TP/uFwmE2bNrF69Wq8I/2+MwLxnmhDYVtiyufzsWTJEjZt2sRVV13VtX7Tpk1ceeWVCe+zYsUK/vSnP/Va99RTT7F06dKuJ3jFihVs2rSpV52pp556igsuuKDfWPx+P/4E/7G9Xm9aX7iUiMVM8z+3e8RD17e1DPwBJNISNCO3jeT40aiJLStrxEmBtlBkwC87ZjQle1/HnjGemjxzQoxOfw5TGl8SzhFw/nnidE7/PwjOj9Hp8XmBdZfMBnBmYXGcf61J6XXG7TbNZJwaXzzGWGcbipE00Y1EaBuke0ikrp7cSGTkTYDjr/MIH6O3qYF1q04D+n5Z7CrcPZrnb5SvcSbE6PTzhGgUb9UxbjhvMjf1SFpEmoNkVx0z7/k2v8aOj/GU+BqDHRTn+Z0TXzzGEzVwso4SjweiUXzxZOhojjva62BcayveV17mhgVzuKlH4idyop7sV142TdNGc/xIJDkx7tkFXq8pdN7RgS/eNWy03TRGea1OuRR99k93fmM4f8vWrnzr169n7dq1LF26lBUrVnD//fdz+PBhbrzxRsC0ZDp27BgPPvggADfeeCP/+q//yvr167n++uvZunUrP//5z3uNtnfzzTezatUq7rzzTq688kr+8Ic/8PTTT7N582ZbHuNYkNN4cvAPIHbG58ty/Jcdp8eo+EbP6eeJ02XEa+zwGJ0eH4Df6+GGi0/r/CLRTnFeNpFYzBGxgfOfQ6dfZ5weH0DOgf2sW3k+kCDGlbPMqHx2CoXw9/OF2xGjGiaIsWfSwgkxZsL/Q0IhM3Jhvadv0sIpnB5jZ3zhWth79Cgrp07FkQVYolHn1jEKBsndvStx4sdJwmGNvjcOuKxkD6s1TPfeey/f//73qaqqYsGCBdx9992sWrUKgM9+9rMcOnSIZ599tmv/5557jltvvZXXX3+dyspKvv71r3clsuJ+97vf8c1vfpN33nmH2bNn893vfpePfvSjQ44pEAhQVFREU1NT5nfl6+iAXbtMU9TRNAP0+WgtnkhWfl6vD0m5TSdH9wEkFDLNFM85Z+TNMTu1hiJkud00t4cpyPZ2/rJtexm1Xpwe47iML1nnCGTEeeJ0Tv8/CM6P0enxgWlS/sILL7By5UpHtkx29LWmx3WmZ0Jg1NeZlhYT3znnmPogTosP4ORJ+O//Nl0biopGfpy8PFpnzyGrtKRXK4Hcd/aba+1INTWZ7ppXXGFq1IxSGHih8wt3Us6SZL3GPXk8ZkrWl2+n/z9MxXOYTE6PD5IeYzga5fG//pXLzzgDbzJavzj9OUzWdTCV6upMbaT3vQ9KS+2Opq8kX6tTIsmf/cPhMI8//jiXX3552rvyDTWvYvsn1XXr1rFu3bqE2zZu3Nhn3cUXX8yrr7464DGvvvpqrr766mSEJ3EZ8KtE/EtDSb45eX2MfgSDZHN6jIpvlDLgPHE6x7/GOD9Gp8cX19xsz+h7Q+Ho5zBDWjE4Nj7InFYC0ag5T0bTLSnVnNoaJBP+H4qISBfbE1OSYTLhQ5KI3XSeiEiqOTUhEOf0+EDdQ8aDTPh/KCIiTvoJUERERERERERExhMlpkRERERERERExBZKTImIiIiIiIiIiC2UmBIREREREREREVsoMSUiIiIiIiIiIrZQYkpERERERERERGyhxJSIiIiIiIiIiNhCiSkREREREREREbGFElMiIiIiIiIiImILJaZERERERERERMQWSkyJiIiIiIiIiIgtlJgSERERERERERFbKDElIiIiIiIiIiK2UGJKRERERERERERsocSUiIiIiIiIiIjYIsvuAJzIsiwAAoGAzZEkQUcHBINm7vON+nDhWIzW1lYCDQ143UnIa4ZCEIlAIAB+/+iPJzJcST5HQOeJyGDC4bA5RwIBvF6v3eGkRwquNUkVDEJbGzQ0mGuOEzU0mOevvh7CYbuj6SsQMPE1NCTlcEl/L8mE19jpMSq+0UtyjOPuPHH6dRBMbKGQmTtRkq/VKZHkz/52fe6K51Pi+ZWBuKyh7DXOHD16lGnTptkdhoiIiIiIiIhIxjpy5AhTp04dcB8lphKIxWIcP36cgoICXC6X3eE4SiAQYNq0aRw5coTCwkK7wxFxJJ0nIgPTOSIyOJ0nIoPTeSIyOLvOE8uyaG5uprKyEvcgLRrVlS8Bt9s9aEZvvCssLNTFX2QQOk9EBqZzRGRwOk9EBqfzRGRwdpwnRUVFQ9pPxc9FRERERERERMQWSkyJiIiIiIiIiIgtlJiSYfH7/dx+++34NTKYSL90nogMTOeIyOB0nogMTueJyOAy4TxR8XMREREREREREbGFWkyJiIiIiIiIiIgtlJgSERERERERERFbKDElIiIiIiIiIiK2UGJqnPne977HeeedR0FBAWVlZXzkIx/hrbfe6rWPZVl861vforKykpycHC655BJef/31Xvt0dHTwpS99idLSUvLy8vjwhz/M0aNHe+3T0NDA2rVrKSoqoqioiLVr19LY2Jjqhygyauk8T2bOnInL5eo1feMb30j5YxQZrWSdJ/fffz+XXHIJhYWFuFyuhO8Tej+RTJTOc0TvJZKpknGenDx5ki996UvMnTuX3Nxcpk+fzpe//GWampp6HUfvJZKp0nme2PV+osTUOPPcc89x00038dJLL7Fp0yYikQhr1qwhGAx27fP973+fu+66i3/913/l5ZdfpqKigtWrV9Pc3Ny1zy233MJjjz3Gww8/zObNm2lpaeGKK64gGo127fOpT32KXbt28cQTT/DEE0+wa9cu1q5dm9bHKzIS6TxPAL797W9TVVXVNX3zm99M22MVGalknSetra1cdtll/MM//EO/f0vvJ5KJ0nmOgN5LJDMl4zw5fvw4x48f54c//CF79uxh48aNPPHEE1x33XW9/pbeSyRTpfM8AZveTywZ12pray3Aeu655yzLsqxYLGZVVFRY//Iv/9K1T3t7u1VUVGT99Kc/tSzLshobGy2v12s9/PDDXfscO3bMcrvd1hNPPGFZlmXt27fPAqyXXnqpa5+tW7dagPXmm2+m46GJJE2qzhPLsqwZM2ZYd999d3oeiEgKjeQ86emZZ56xAKuhoaHXer2fyFiRqnPEsvReImPHaM+TuN/85jeWz+ezwuGwZVl6L5GxJVXniWXZ936iFlPjXLzp3sSJEwE4ePAg1dXVrFmzpmsfv9/PxRdfzJYtWwDYsWMH4XC41z6VlZUsWLCga5+tW7dSVFTEsmXLuvZZvnw5RUVFXfuIZIpUnSdxd955JyUlJZxzzjl897vfJRQKpfohiSTdSM6TodD7iYwVqTpH4vReImNBss6TpqYmCgsLycrKAvReImNLqs6TODveT7IG30XGKsuyWL9+PRdddBELFiwAoLq6GoDy8vJe+5aXl/Puu+927ePz+ZgwYUKffeL3r66upqysrM/fLCsr69pHJBOk8jwBuPnmmzn33HOZMGEC27dv57bbbuPgwYP8+7//eyoflkhSjfQ8GQq9n8hYkMpzBPReImNDss6T+vp6vvOd73DDDTd0rdN7iYwVqTxPwL73EyWmxrEvfvGL7N69m82bN/fZ5nK5et22LKvPulOduk+i/YdyHBEnSfV5cuutt3YtL1q0iAkTJnD11Vd3/VIhkgmSfZ4MdoyRHkfELqk+R/ReImNBMs6TQCDABz/4QebNm8ftt98+4DEGOo6IU6X6PLHr/URd+capL33pS/zxj3/kmWeeYerUqV3rKyoqAPr8clBbW9uVga2oqCAUCtHQ0DDgPjU1NX3+7okTJ/pkckWcKtXnSSLLly8H4O23307KYxBJtdGcJ0Oh9xPJdKk+RxLRe4lkmmScJ83NzVx22WXk5+fz2GOP4fV6ex1H7yWS6VJ9niSSrvcTJabGGcuy+OIXv8jvf/97/vKXvzBr1qxe22fNmkVFRQWbNm3qWhcKhXjuuee44IILAFiyZAler7fXPlVVVezdu7drnxUrVtDU1MT27du79tm2bRtNTU1d+4g4VbrOk0R27twJwOTJk5P5kESSLhnnyVDo/UQyVbrOkUT0XiKZIlnnSSAQYM2aNfh8Pv74xz+SnZ3d6zh6L5FMlq7zJJG0vZ+ksdC6OMDf/d3fWUVFRdazzz5rVVVVdU2tra1d+/zLv/yLVVRUZP3+97+39uzZY33yk5+0Jk+ebAUCga59brzxRmvq1KnW008/bb366qvWe9/7Xuvss8+2IpFI1z6XXXaZtWjRImvr1q3W1q1brYULF1pXXHFFWh+vyEik6zzZsmWLddddd1k7d+603nnnHeuRRx6xKisrrQ9/+MNpf8wiw5Ws86SqqsrauXOn9bOf/cwCrOeff97auXOnVV9f37WP3k8kE6XrHNF7iWSyZJwngUDAWrZsmbVw4ULr7bff7nUcfTeRsSBd54md7ydKTI0zQMLpgQce6NonFotZt99+u1VRUWH5/X5r1apV1p49e3odp62tzfriF79oTZw40crJybGuuOIK6/Dhw732qa+vt6699lqroKDAKigosK699tqEQxyLOE26zpMdO3ZYy5Yts4qKiqzs7Gxr7ty51u23324Fg8F0PVSREUvWeXL77bcPehy9n0gmStc5ovcSyWTJOE+eeeaZfo9z8ODBrv30XiKZKl3niZ3vJ67OByoiIiIiIiIiIpJWqjElIiIiIiIiIiK2UGJKRERERERERERsocSUiIiIiIiIiIjYQokpERERERERERGxhRJTIiIiIiIiIiJiCyWmRERERERERETEFkpMiYiIiIiIiIiILZSYEhERERERERERWygxJSIiIiIiIiIitlBiSkRERMQmlmXxvve9j/e///19tt17770UFRVx+PBhGyITERERSQ8lpkRERERs4nK5eOCBB9i2bRv33Xdf1/qDBw/y9a9/nXvuuYfp06cn9W+Gw+GkHk9ERERkNJSYEhEREbHRtGnTuOeee/jqV7/KwYMHsSyL6667jksvvZTzzz+fyy+/nPz8fMrLy1m7di11dXVd933iiSe46KKLKC4upqSkhCuuuIIDBw50bT906BAul4vf/OY3XHLJJWRnZ/OrX/3KjocpIiIikpDLsizL7iBERERExruPfOQjNDY28rGPfYzvfOc7vPzyyyxdupTrr7+eT3/607S1tfH1r3+dSCTCX/7yFwAeffRRXC4XCxcuJBgM8n//7//l0KFD7Nq1C7fbzaFDh5g1axYzZ87kRz/6EYsXL8bv91NZWWnzoxURERExlJgSERERcYDa2loWLFhAfX09v/vd79i5cyfbtm3jySef7Nrn6NGjTJs2jbfeeoszzjijzzFOnDhBWVkZe/bsYcGCBV2JqQ0bNnDzzTen8+GIiIiIDIm68omIiIg4QFlZGV/4whc466yzuOqqq9ixYwfPPPMM+fn5XdOZZ54J0NVd78CBA3zqU5/itNNOo7CwkFmzZgH0KZi+dOnS9D4YERERkSHKsjsAERERETGysrLIyjIfz2KxGB/60Ie48847++w3efJkAD70oQ8xbdo0fvazn1FZWUksFmPBggWEQqFe++fl5aU+eBEREZERUGJKRERExIHOPfdcHn30UWbOnNmVrOqpvr6eN954g/vuu4+VK1cCsHnz5nSHKSIiIjIq6sonIiIi4kA33XQTJ0+e5JOf/CTbt2/nnXfe4amnnuJzn/sc0WiUCRMmUFJSwv3338/bb7/NX/7yF9avX2932CIiIiLDosSUiIiIiANVVlby4osvEo1Gef/738+CBQu4+eabKSoqwu1243a7efjhh9mxYwcLFizg1ltv5Qc/+IHdYYuIiIgMi0blExERERERERERW6jFlIiIiIiIiIiI2EKJKRERERERERERsYUSUyIiIiIiIiIiYgslpkRERERERERExBZKTImIiIiIiIiIiC2UmBIREREREREREVsoMSUiIiIiIiIiIrZQYkpERERERERERGyhxJSIiIiIiIiIiNhCiSkREREREREREbGFElMiIiIiIiIiImILJaZERERERERERMQW/z+q5Mzb4bZQ1wAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "countries_ukr_car = [\"Ukraine\", \"Central African Rep.\"]\n",
+    "ukr_car_df = df[df[\"Country\"].isin(countries_ukr_car)].copy()\n",
+    "\n",
+    "# Group by Country and Year, sum Value_USD\n",
+    "ukr_car_grouped = (\n",
+    "    ukr_car_df.groupby([\"Country\", \"Year\"])[\"Value_USD\"].sum().reset_index()\n",
+    ")\n",
+    "\n",
+    "\n",
+    "# Add conflict year marker for both countries\n",
+    "def conflict_marker(row):\n",
+    "    if row[\"Country\"] == \"Ukraine\" and row[\"Year\"] in conflict_years_ukraine:\n",
+    "        return row[\"Year\"]\n",
+    "    if row[\"Country\"] == \"Central African Rep.\" and row[\"Year\"] in conflict_years_caf:\n",
+    "        return row[\"Year\"]\n",
+    "    return None\n",
+    "\n",
+    "\n",
+    "ukr_car_grouped[\"Conflict_Year_Marker\"] = ukr_car_grouped.apply(conflict_marker, axis=1)\n",
+    "\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(data=ukr_car_grouped, x=\"Year\", y=\"Value_USD\", hue=\"Country\", marker=\"o\")\n",
+    "plt.title(\"Ukraine vs Central African Rep.: Total Import Value (USD) Over Time\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Value USD\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "# Highlight conflict years for both countries\n",
+    "for country, conflict_years in zip(\n",
+    "    countries_ukr_car, [conflict_years_ukraine, conflict_years_caf]\n",
+    "):\n",
+    "    for year in conflict_years:\n",
+    "        plt.axvspan(year - 0.5, year + 0.5, color=\"red\", alpha=0.15)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/IRENA_OFG_mw_explore.ipynb b/3_data_exploration/IRENA_OFG_mw_explore.ipynb
new file mode 100644
index 000000000..579b22afc
--- /dev/null
+++ b/3_data_exploration/IRENA_OFG_mw_explore.ipynb
@@ -0,0 +1,864 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "caaf856a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "cleaned_mw_df = pd.read_excel(\n",
+    "    \"../1_datasets/cleaned_data/IRENA_OFGStats_mw.cleaned.xlsx\",\n",
+    "    sheet_name=\"Cleaned_data\",\n",
+    ")\n",
+    "df_mw = cleaned_mw_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "45aab106",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MW Dataset Info:\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 31594 entries, 0 to 31593\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   Region            31594 non-null  object \n",
+      " 1   Country           31594 non-null  object \n",
+      " 2   ISO Code          31594 non-null  object \n",
+      " 3   Flow              31594 non-null  object \n",
+      " 4   Group Technology  31594 non-null  object \n",
+      " 5   Sub-Technology    31594 non-null  object \n",
+      " 6   Technology        31594 non-null  object \n",
+      " 7   Value             31594 non-null  float64\n",
+      " 8   Unit              31594 non-null  object \n",
+      " 9   Year              31594 non-null  int64  \n",
+      " 10  Conflict Status   31594 non-null  object \n",
+      "dtypes: float64(1), int64(1), object(9)\n",
+      "memory usage: 2.7+ MB\n",
+      "None\n",
+      "\n",
+      "MW Dataset Head:\n",
+      "   Region Country ISO Code               Flow Group Technology  \\\n",
+      "0  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+      "1  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+      "2  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+      "3  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+      "4  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+      "\n",
+      "      Sub-Technology               Technology  Value Unit  Year  \\\n",
+      "0  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2000   \n",
+      "1  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2001   \n",
+      "2  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2002   \n",
+      "3  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2003   \n",
+      "4  Solar PV (Others)  Other off-grid solar PV    0.0   MW  2004   \n",
+      "\n",
+      "  Conflict Status  \n",
+      "0     No Conflict  \n",
+      "1     No Conflict  \n",
+      "2     No Conflict  \n",
+      "3     No Conflict  \n",
+      "4     No Conflict  \n",
+      "\n",
+      "MW Dataset Columns:\n",
+      "['Region', 'Country', 'ISO Code', 'Flow', 'Group Technology', 'Sub-Technology', 'Technology', 'Value', 'Unit', 'Year', 'Conflict Status']\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "Duplicate columns in MW dataset:\n",
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"MW Dataset Info:\")\n",
+    "print(df_mw.info())\n",
+    "print(\"\\nMW Dataset Head:\")\n",
+    "print(df_mw.head())\n",
+    "print(\"\\nMW Dataset Columns:\")\n",
+    "print(df_mw.columns.tolist())\n",
+    "\n",
+    "print(\"\\n\" + \"=\" * 50)\n",
+    "\n",
+    "# Check for duplicate columns\n",
+    "print(\"\\nDuplicate columns in MW dataset:\")\n",
+    "print(df_mw.columns[df_mw.columns.duplicated()].tolist())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "b3c09f87",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Solar PV (Others)', 'Solar PV (Health)',\n",
+       "       'Solar PV (Commercial/Public)', 'Solar PV (Education)',\n",
+       "       'Solar PV (Not specified)', 'Solar PV (Industry)',\n",
+       "       'Solar PV (Tourism)', 'Solar PV (Public lighting)',\n",
+       "       'Solar PV (Communication)', 'Solar PV (Residential)',\n",
+       "       'Solar PV (Agriculture)', 'Solar PV (Multi-purpose)',\n",
+       "       'Solar mini-grids', 'Solar lights', 'Solar pumps',\n",
+       "       'Solar home systems', 'Onshore wind energy', 'Hydropower',\n",
+       "       'Solar cookers', 'Solar lights and SHS'], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_mw[\"Sub-Technology\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "2d3ddbf9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Other off-grid solar PV',\n",
+       "       'Other off-grid solar PV (of which health)',\n",
+       "       'Other off-grid solar PV (of which commercial/public)',\n",
+       "       'Other off-grid solar PV (of which education)',\n",
+       "       'Other off-grid solar PV (of which not specified)',\n",
+       "       'Other off-grid solar PV (of which industry)',\n",
+       "       'Other off-grid solar PV (of which tourism)',\n",
+       "       'Other off-grid solar PV (of which public lighting)',\n",
+       "       'Other off-grid solar PV (of which communication)',\n",
+       "       'Other off-grid solar PV (of which residential)',\n",
+       "       'Other off-grid solar PV (of which agriculture)',\n",
+       "       'Other off-grid solar PV (of which multi-purpose)',\n",
+       "       'Solar mini-grids', 'Solar lights (<11 W)', 'Solar pumps',\n",
+       "       'Solar pumps (public water supply)', 'Solar pumps (agriculture)',\n",
+       "       'Solar home systems (SHS 11-50 W)',\n",
+       "       'Solar home systems (SHS >50 W)', 'Onshore wind energy',\n",
+       "       'Hydropower', 'Solar cookers',\n",
+       "       'Solar lights and solar home systems (SHS)'], dtype=object)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_mw[\"Technology\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "994f82a6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Conflict Status\n",
+      "No Conflict    26748\n",
+      "Conflict        4846\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_mw[\"Conflict Status\"].value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "39420c3d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "subtech_counts = df_mw[\"Sub-Technology\"].value_counts()\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "subtech_counts.plot(kind=\"bar\")\n",
+    "plt.title(\"Distribution of Sub-Technology in MW Dataset\")\n",
+    "plt.xlabel(\"Sub-Technology\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c4991be7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1200x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group the data by Year and Conflict Status, calculating the sum of Values\n",
+    "solar_trend_mw = (\n",
+    "    df_mw[df_mw[\"Group Technology\"] == \"Solar energy\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .unstack()\n",
+    ")\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "solar_trend_mw.plot(marker=\"o\")\n",
+    "\n",
+    "plt.title(\"Solar Technology Usage Trend by Conflict Status (MW)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(title=\"Conflict Status\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "d804c995",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Descriptive Statistics:\n",
+      "              Value       Year\n",
+      "count     31594.000  31594.000\n",
+      "mean          2.302   2011.668\n",
+      "std          25.657      6.930\n",
+      "min          -0.036   2000.000\n",
+      "25%           0.000   2006.000\n",
+      "50%           0.000   2012.000\n",
+      "75%           0.146   2018.000\n",
+      "max        1251.704   2023.000\n",
+      "range      1251.739     23.000\n",
+      "variance    658.281     48.025\n",
+      "skewness     29.624     -0.034\n",
+      "kurtosis   1089.688     -1.207\n",
+      "\n",
+      "Additional Summary:\n",
+      "Total Capacity: 72740.12 MW\n",
+      "Conflict Countries Capacity: 10816.64 MW\n",
+      "Non-Conflict Countries Capacity: 61923.48 MW\n",
+      "Conflict Capacity Percentage: 14.87%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Get descriptive statistics for numeric columns\n",
+    "numeric_stats = df_mw[[\"Value\", \"Year\"]].describe()\n",
+    "\n",
+    "# Add additional statistics\n",
+    "numeric_stats.loc[\"range\"] = numeric_stats.loc[\"max\"] - numeric_stats.loc[\"min\"]\n",
+    "numeric_stats.loc[\"variance\"] = df_mw[[\"Value\", \"Year\"]].var()\n",
+    "numeric_stats.loc[\"skewness\"] = df_mw[[\"Value\", \"Year\"]].skew()\n",
+    "numeric_stats.loc[\"kurtosis\"] = df_mw[[\"Value\", \"Year\"]].kurtosis()\n",
+    "\n",
+    "print(\"Descriptive Statistics:\")\n",
+    "print(numeric_stats.round(3))\n",
+    "\n",
+    "# Additional information about the dataset\n",
+    "total_capacity = df_mw[\"Value\"].sum()\n",
+    "conflict_capacity = df_mw[df_mw[\"Conflict Status\"] == \"Conflict\"][\"Value\"].sum()\n",
+    "non_conflict_capacity = df_mw[df_mw[\"Conflict Status\"] == \"No Conflict\"][\"Value\"].sum()\n",
+    "\n",
+    "print(\"\\nAdditional Summary:\")\n",
+    "print(f\"Total Capacity: {total_capacity:.2f} MW\")\n",
+    "print(f\"Conflict Countries Capacity: {conflict_capacity:.2f} MW\")\n",
+    "print(f\"Non-Conflict Countries Capacity: {non_conflict_capacity:.2f} MW\")\n",
+    "print(\n",
+    "    f\"Conflict Capacity Percentage: {(conflict_capacity / total_capacity * 100):.2f}%\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "9d3f2668",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter data for conflict countries and group by Sub-Technology\n",
+    "conflict_subtech = df_mw[df_mw[\"Conflict Status\"] == \"Conflict\"][\n",
+    "    \"Sub-Technology\"\n",
+    "].value_counts()\n",
+    "\n",
+    "# Create a bar plot\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "conflict_subtech.plot(kind=\"bar\")\n",
+    "plt.title(\"Distribution of Sub-Technologies in Conflict Countries\")\n",
+    "plt.xlabel(\"Sub-Technology\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce044282",
+   "metadata": {},
+   "source": [
+    "Solar pumps is the most utilized sub-technology in conflict countries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "8b295f61",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group by country and sum the values for conflict countries\n",
+    "conflict_by_country = (\n",
+    "    df_mw[df_mw[\"Conflict Status\"] == \"Conflict\"].groupby(\"Country\")[\"Value\"].sum()\n",
+    ")\n",
+    "conflict_by_country = conflict_by_country.sort_values(ascending=True)\n",
+    "\n",
+    "# Create a horizontal bar plot\n",
+    "plt.figure(figsize=(12, 8))\n",
+    "conflict_by_country.plot(kind=\"barh\")\n",
+    "plt.title(\"Total Solar Energy Capacity by Conflict Country (MW)\")\n",
+    "plt.xlabel(\"Capacity (MW)\")\n",
+    "plt.ylabel(\"Country\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "09f9ed26",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Get value counts of Technology\n",
+    "tech_counts = df_mw[\"Technology\"].value_counts()\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "tech_counts.plot(kind=\"bar\")\n",
+    "plt.title(\"Distribution of Technologies in the Dataset\")\n",
+    "plt.xlabel(\"Technology Type\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.xticks(rotation=45, ha=\"right\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "409f6aac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter data for Yemen\n",
+    "yemen_data = df_mw[df_mw[\"Country\"] == \"Yemen\"]\n",
+    "\n",
+    "# Group by Technology and sum the values\n",
+    "yemen_tech = yemen_data.groupby(\"Technology\")[\"Value\"].sum().sort_values(ascending=True)\n",
+    "\n",
+    "# Create a horizontal bar plot\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "yemen_tech.plot(kind=\"barh\")\n",
+    "plt.title(\"Solar Energy Technology Utilization in Yemen (MW)\")\n",
+    "plt.xlabel(\"Capacity (MW)\")\n",
+    "plt.ylabel(\"Technology\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "746628cc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter data for solar pumps in conflict countries\n",
+    "solar_pumps_conflict = df_mw[\n",
+    "    (df_mw[\"Conflict Status\"] == \"Conflict\")\n",
+    "    & (df_mw[\"Technology\"].str.contains(\"Solar pumps\", case=False))\n",
+    "].copy()\n",
+    "\n",
+    "# Group by year and country\n",
+    "pumps_by_country_year = (\n",
+    "    solar_pumps_conflict.groupby([\"Year\", \"Country\"])[\"Value\"].sum().unstack()\n",
+    ")\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "for country in pumps_by_country_year.columns:\n",
+    "    plt.plot(\n",
+    "        pumps_by_country_year.index,\n",
+    "        pumps_by_country_year[country],\n",
+    "        marker=\"o\",\n",
+    "        label=country,\n",
+    "    )\n",
+    "\n",
+    "plt.title(\"Solar Pumps Usage in Conflict Countries Over Time\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# Create a bar plot showing total solar pump capacity by country\n",
+    "total_by_country = (\n",
+    "    solar_pumps_conflict.groupby(\"Country\")[\"Value\"].sum().sort_values(ascending=True)\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "total_by_country.plot(kind=\"barh\")\n",
+    "plt.title(\"Total Solar Pumps Capacity by Conflict Country\")\n",
+    "plt.xlabel(\"Capacity (MW)\")\n",
+    "plt.ylabel(\"Country\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "05d9dc99",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create pivot table for technology distribution by conflict status\n",
+    "tech_conflict_trend = (\n",
+    "    df_mw.groupby([\"Year\", \"Conflict Status\", \"Technology\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(20, 10))\n",
+    "\n",
+    "# Plot for Conflict countries\n",
+    "conflict_data = tech_conflict_trend[\n",
+    "    tech_conflict_trend[\"Conflict Status\"] == \"Conflict\"\n",
+    "]\n",
+    "for tech in conflict_data[\"Technology\"].unique():\n",
+    "    tech_data = conflict_data[conflict_data[\"Technology\"] == tech]\n",
+    "    plt.plot(\n",
+    "        tech_data[\"Year\"],\n",
+    "        tech_data[\"Value\"],\n",
+    "        linestyle=\"--\",\n",
+    "        marker=\"o\",\n",
+    "        label=f\"Conflict - {tech}\",\n",
+    "    )\n",
+    "\n",
+    "plt.title(\"Technology Trends in Conflict vs Non-Conflict Countries\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "abb311a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB78AAAPdCAYAAADyBaxJAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xtcj/f/P/DHu7POIh2U3orSQc4hh2oibMhYwiSnhoTJYU7TbBFzKEbDTD7ZHLZoli1UMkOKNKVGEjHF5pAcO12/P/p2/bw7l5LD4/69vW8f79f1ul6v5/W6rvdlX8/r9bokgiAIICIiIiIiIiIiIiIiIiIieoPJNXYAREREREREREREREREREREL4vJbyIiIiIiIiIiIiIiIiIieuMx+U1ERERERERERERERERERG88Jr+JiIiIiIiIiIiIiIiIiOiNx+Q3ERERERERERERERERERG98Zj8JiIiIiIiIiIiIiIiIiKiNx6T30RERERERERERERERERE9MZj8puIiIiIiIiIiIiIiIiIiN54TH4TEREREREREREREREREdEbj8lvIiIiokYkkUhq9ImNja2X/hwdHWFjY1MvbdWWn58fJBJJo/RdHU9PzxqdB09Pz0aN89q1a5BIJAgJCXnpthrqfDx8+BD+/v7o2rUrNDU1oaysDKlUiokTJyIxMbHe+3tRfn4+pk6dCgMDA8jLy6Njx44AAKlUKnPu6jqOqamp8PPzw7Vr12q134ULFzBhwgS0bt0aKioqUFdXR+fOnbF69Wrcu3evVm01lB9//BGBgYG12qc+r0ciIiIiIiIiovqg0NgBEBEREb3LTp8+LfP9yy+/xLFjxxATEyNTbmVl9SrDeucsXboUU6dOFb8nJibC29sbK1asgJOTk1iuq6vbGOE1iMmTJ2PgwIH12mZGRgYGDBiAO3fuYOrUqfjiiy+grq6Oa9euYd++fejSpQsePHgALS2teu23VHBwMLZs2YKNGzeiS5cuUFdXr7CegYEBTp8+DTMzs1q1n5qaii+++AKOjo6QSqU12mfbtm2YPn06LCwsMG/ePFhZWaGgoABnz57Ft99+i9OnT+PAgQO1iqMh/Pjjj0hJScHs2bNrvE9dx5GIiIiIiIiIqKEw+U1ERETUiHr06CHzXVdXF3JycuXKqWGZmZnJJPCePXsGAGjbtm2V5+Lp06dQUVF5bWe0V8XIyAhGRkb11l5RURGGDx+O//77D6dPn5ZZYcDBwQHjx4/H77//DkVFxXrrs6yUlBQ0adIEM2bMqLKesrLyK/mNnT59GtOmTUP//v0RHh4OZWVlcVv//v3h6+uLyMjIBo+jvhUVFaGwsPCVjSMRERERERERUU1x2XMiIiKi11x+fj6++uortGvXDsrKytDV1cWECRPw77//lqv7448/omfPnlBXV4e6ujo6duyI7du3l6uXkJCAPn36QFVVFaampggICEBxcbG4PTY2FhKJBLt378bixYthaGgITU1NODs749KlS+Xa+/7779GhQweoqKhAR0cHw4cPR1paWrXHVlxcjNWrV4vH1qJFC3h4eODmzZsy9QRBwIoVK2BiYgIVFRV07doVR48ehaOjIxwdHQEAjx49gra2Nj755JNy/Vy7dg3y8vL4+uuvq42pMiEhIZBIJDhy5AgmTpwIXV1dqKqq4vnz5wCAvXv3omfPnlBTU4O6ujpcXFxw/vx5mTY8PT2hrq6OK1euYPDgwVBXV4exsTF8fX3FdkrdunULbm5u0NDQgJaWFkaNGoWcnJxycV29ehXu7u4wNDSEsrIy9PT00K9fPyQlJVV5PBUtey6VSvHBBx8gMjISnTt3RpMmTdCuXTt8//331Y5PeHg4kpOTsXDhwkqX1h80aBBUVVXF73/++Sf69esHDQ0NqKqqwt7eHocOHZLZp3Tcjx07hmnTpqF58+Zo1qwZPvzwQ9y6dUusJ5FI8N133+Hp06fiMvWVLcdd2XLdf//9N0aPHg09PT0oKyujVatW8PDwwPPnzxESEoKPPvoIAODk5FRtHwCwYsUKSCQSbN26VSbxXUpJSQlDhw4Vv9f091B2GfdSL/4egJr/jh0dHXHo0CFcv35dZpn/F8dq9erV+Oqrr9C6dWsoKyvj2LFjlY5jeno6xowZgxYtWkBZWRmWlpbYtGmTTJ3i4mJ89dVXsLCwQJMmTaCtrQ1bW1sEBQVVOp5ERERERERERNVh8puIiIjoNVZcXIxhw4YhICAAY8aMwaFDhxAQECAmfp8+fSrW/fzzzzF27FgYGhoiJCQEBw4cwPjx43H9+nWZNnNycjB27Fh8/PHHOHjwIAYNGoSFCxdi165d5fpftGgRrl+/ju+++w5bt25Feno6hgwZgqKiIrHOypUrMWnSJFhbW2P//v0ICgrChQsX0LNnT6Snp1d5fNOmTcOCBQvQv39/HDx4EF9++SUiIyNhb2+P//77T6y3ePFiLF68GAMHDsQvv/yCqVOnYvLkybh8+bJYR11dHRMnTsQPP/yA3NxcmX42b94MJSUlTJw4sWYDX4WJEydCUVERoaGh+Pnnn6GoqIgVK1Zg9OjRsLKywr59+xAaGoq8vDz06dMHqampMvsXFBRg6NCh6NevH3755RdMnDgR69evx6pVq8Q6T58+hbOzM44cOYKVK1fip59+gr6+PkaNGlUunsGDB+PcuXNYvXo1jh49iuDgYHTq1AkPHjyo0/H99ddf8PX1xaeffopffvkFtra2mDRpEv74448q9zty5AgAwNXVtUb9HD9+HO+99x5yc3Oxfft27N69GxoaGhgyZAj27t1brv7kyZOhqKiIH3/8EatXr0ZsbCw+/vhjcfvp06cxePBgNGnSBKdPn8bp06fx/vvv1+q4u3Xrhri4OCxfvhy///47Vq5ciefPnyM/Px/vv/8+VqxYAQDYtGlTtX0UFRUhJiYGXbp0gbGxcY1iqOnvobaq+x1v3rwZvXr1gr6+vnhcZV/JsGHDBsTExGDNmjX4/fff0a5duwr7Sk1NRbdu3ZCSkoK1a9ciIiIC77//PmbOnIkvvvhCrLd69Wr4+flh9OjROHToEPbu3YtJkybV+bolIiIiIiIiIgIACERERET02hg/frygpqYmft+9e7cAQAgLC5Opl5CQIAAQNm/eLAiCIFy9elWQl5cXxo4dW2X7Dg4OAgDhzJkzMuVWVlaCi4uL+P3YsWMCAGHw4MEy9fbt2ycAEE6fPi0IgiDcv39faNKkSbl6WVlZgrKysjBmzBixbNmyZcKL//mZlpYmABCmT58us++ZM2cEAMKiRYsEQRCEe/fuCcrKysKoUaNk6p0+fVoAIDg4OIhlGRkZgpycnLB+/Xqx7OnTp0KzZs2ECRMmVDk2Lyo9/p9++kks27FjhwBA8PDwKHesCgoKgo+Pj0x5Xl6eoK+vL7i5uYll48ePFwAI+/btk6k7ePBgwcLCQvweHBwsABB++eUXmXpTpkwRAAg7duwQBEEQ/vvvPwGAEBgYWONjK1X2fAiCIJiYmAgqKirC9evXxbKnT58KOjo6wieffFJlewMHDhQACM+ePatR/z169BBatGgh5OXliWWFhYWCjY2NYGRkJBQXFwuC8P/Hvex1snr1agGAkJ2dLZaV/f28eFzjx48Xv2dmZsqMoyAIwnvvvSdoa2sLd+7cqTTmn376SQAgHDt2rNrjy8nJEQAI7u7u1dYVhJr/Hio6nlIODg4yv4ea/o4FQRDef/99wcTEpFybpWNlZmYm5OfnV7jtxXF0cXERjIyMhNzcXJm6M2bMEFRUVIR79+4JgiAIH3zwgdCxY8cKx4KIiIiIiIiIqK4485uIiIjoNRYREQFtbW0MGTIEhYWF4qdjx47Q19dHbGwsAODo0aMoKiqCt7d3tW3q6+vDzs5OpszW1rbcDHEAMksyl9YDINY9ffo0nj59Wm4JZmNjY7z33nuIjo6uNI5jx44BQLl97ezsYGlpKe4bFxeH58+fw83NTaZejx49IJVKZcpMTU3xwQcfYPPmzRAEAUDJUvB3796t9j3QNTVixAiZ74cPH0ZhYSE8PDxkzpGKigocHBzEc1RKIpFgyJAhMmVlx//YsWPQ0NAoN/5jxoyR+a6jowMzMzN8/fXXWLduHc6fPy+zfH1ddOzYEa1atRK/q6iowNzcvMLro64eP36MM2fOYOTIkVBXVxfL5eXlMW7cONy8ebPc8vrVXYsv48mTJzh+/Djc3Nygq6v70u3VRU1/D3VRH2M3dOjQat/X/uzZM0RHR2P48OFQVVWV+T0MHjwYz549Q1xcHICS4/rrr78wffp0HD58GA8fPqzlURERERERERERlcfkNxEREdFr7Pbt23jw4AGUlJSgqKgo88nJyRGXQi59/7eRkVG1bTZr1qxcmbKysswS6pXVLX1vcWndu3fvAgAMDAzK7WtoaChur0hN9y39Xz09vXL1KiqbNWsW0tPTcfToUQAlS1T37NkTnTt3rjSW2igb7+3btwEA3bp1K3eO9u7dW265alVVVaioqMiUKSsr49mzZ+L3u3fvVnhs+vr6Mt8lEgmio6Ph4uKC1atXo3PnztDV1cXMmTORl5dXp+OrzfXxotKEeWZmZrV93L9/H4IgVHruAZS7dqq7Fl/G/fv3UVRUVKPfT001b94cqqqqNRoP4OV+S9Wpj7GrKK6y7t69i8LCQmzcuLHcb2Hw4MEAIP4eFi5ciDVr1iAuLg6DBg1Cs2bN0K9fP5w9e7bGMRERERERERERlaXQ2AEQERERUeWaN2+OZs2aITIyssLtGhoaACDOVr1582aN3y9cH0qTatnZ2eW23bp1C82bN6/RvmWTji/uW1qvNMn8opycnHKzv9977z3Y2Njgm2++gbq6OhITEyt8n3ldSSQSme+lcf78888wMTGplz6aNWuG+Pj4cuU5OTnlykxMTLB9+3YAwOXLl7Fv3z74+fkhPz8f3377bb3EUxMuLi7YunUrwsPD8dlnn1VZt2nTppCTk6v0ugFQ5bVT33R0dCAvL4+bN2/WW5vy8vLo168ffv/9d9y8ebPaxHpNfw9AyWz858+fl2vjv//+a7BxK3vdV6Rp06bi7P3KVqFo3bo1AEBBQQFz5szBnDlz8ODBA0RFRWHRokVwcXHBjRs3oKqqWq/xExEREREREdG7gTO/iYiIiF5jH3zwAe7evYuioiJ07dq13MfCwgIAMGDAAMjLyyM4OPiVxtezZ080adKkXHL55s2biImJQb9+/Srd97333gOAcvsmJCQgLS1N3Ld79+5QVlbG3r17ZerFxcVVumzzzJkzcejQISxcuBB6enr46KOPan1sNeXi4gIFBQVkZGRUeI66du1a6zadnJyQl5eHgwcPypT/+OOPVe5nbm6OJUuWoH379khMTKx1vy9j2LBhaN++PVauXImUlJQK6xw+fBhPnjyBmpoaunfvjv3798vMPi4uLsauXbtgZGQEc3PzVxU6mjRpAgcHB/z000/lZuq/qLYzphcuXAhBEDBlyhTk5+eX215QUIBff/0VQM1/DwAglUpx4cIFmXqXL18ut1R8bdRkdn91VFVV4eTkhPPnz8PW1rbC30JFKwtoa2tj5MiR8Pb2xr1793Dt2rWXioOIiIiIiIiI3l2c+U1ERET0GnN3d8cPP/yAwYMHY9asWbCzs4OioiJu3ryJY8eOYdiwYRg+fDikUikWLVqEL7/8Ek+fPsXo0aOhpaWF1NRU/Pfff/jiiy8aJD5tbW0sXboUixYtgoeHB0aPHo27d+/iiy++gIqKCpYtW1bpvhYWFvDy8sLGjRshJyeHQYMG4dq1a1i6dCmMjY3x6aefAiiZlTtnzhysXLkSTZs2xfDhw3Hz5k188cUXMDAwgJxc+ec5P/74YyxcuBB//PEHlixZAiUlpQY5fqAkEbl8+XIsXrwYV69excCBA9G0aVPcvn0b8fHxUFNTq/X4e3h4YP369fDw8IC/vz/atm2L3377DYcPH5apd+HCBcyYMQMfffQR2rZtCyUlJcTExODChQvVzr6ub/Ly8jhw4AAGDBiAnj17Ytq0aXBycoKamhquX7+On3/+Gb/++ivu378PAFi5ciX69+8PJycnzJ07F0pKSti8eTNSUlKwe/fuGs00rk/r1q1D79690b17d3z22Wdo06YNbt++jYMHD2LLli3Q0NCAjY0NAGDr1q3Q0NCAiooKWrduXWFCFyh5OCQ4OBjTp09Hly5dMG3aNFhbW6OgoADnz5/H1q1bYWNjgyFDhtT49wAA48aNw8cff4zp06djxIgRuH79OlavXv1S7ytv37499u/fj+DgYHTp0gVycnJ1enAjKCgIvXv3Rp8+fTBt2jRIpVLk5eXhypUr+PXXXxETEwMAGDJkCGxsbNC1a1fo6uri+vXrCAwMhImJCdq2bVvn4yAiIiIiIiKidxuT30RERESvMXl5eRw8eBBBQUEIDQ3FypUroaCgACMjIzg4OKB9+/Zi3eXLl6Nt27bYuHEjxo4dCwUFBbRt2xYzZ85s0BgXLlyIFi1aYMOGDdi7dy+aNGkCR0dHrFixotokVnBwMMzMzLB9+3Zs2rQJWlpaGDhwIFauXCmTUPT394eamhq+/fZb7NixA+3atUNwcDAWL14MbW3tcu02adIEQ4YMwa5duzB16tT6PuRyFi5cCCsrKwQFBWH37t14/vw59PX10a1btzr1r6qqipiYGMyaNQufffYZJBIJBgwYgD179sDe3l6sp6+vDzMzM2zevBk3btyARCKBqakp1q5dCx8fn/o8xBoxMzNDYmIiNm7ciAMHDiA4OBjPnz+HgYEB+vbtiz///BNaWloAAAcHB8TExGDZsmXw9PREcXExOnTogIMHD+KDDz545bF36NAB8fHxWLZsGRYuXIi8vDzo6+vjvffeEx+eaN26NQIDAxEUFARHR0cUFRVhx44d8PT0rLTdKVOmwM7ODuvXr8eqVauQk5MDRUVFmJubY8yYMZgxY4ZYt6a/hzFjxuDWrVvi78HGxgbBwcEv9ZDLrFmzcPHiRSxatAi5ubkQBAGCINS6HSsrKyQmJuLLL7/EkiVLcOfOHWhra6Nt27bie7+BktUNwsLC8N133+Hhw4fQ19dH//79sXTpUigqKtb5OIiIiIiIiIjo3SYR6vIvGkREREREjSwzMxPt2rXDsmXLsGjRIplt+fn5kEql6N27N/bt29dIERIREREREREREdGrxJnfRERERPTa++uvv7B7927Y29tDU1MTly5dwurVq6GpqYlJkyaJ9f79919cunQJO3bswO3bt1/50t9ERERERERERETUeJj8JiIiIqLXnpqaGs6ePYvt27fjwYMH0NLSgqOjI/z9/aGnpyfWO3ToECZMmAADAwNs3rwZnTt3bsSoiYiIiIiIiIiI6FXisudERERERERERERERERERPTGk2vsAIiIiIiIiIiIiIiIiIiIiF4Wk99ERERERERERERERERERPTG4zu/ARQXF+PWrVvQ0NCARCJp7HCIiIiIiIiIiIiI6BUTBAF5eXkwNDSEnBznjREREb2JmPwGcOvWLRgbGzd2GERERERERERERETUyG7cuAEjI6PGDoOIiIjqgMlvABoaGgBK/qNGU1OzkaN59YqLi/Hvv/9CV1eXTzQSUb3jPYaIGgrvL0TUUHh/IaKGwvsL0evt4cOHMDY2Fv+9mIiIiN48TH4D4lLnmpqa72zy+9mzZ9DU1OT/40VE9Y73GCJqKLy/EFFD4f2FiBoK7y9Ebwa+GpOIiOjNxf/KJiIiIiIiIiIiIiIiIiKiNx6T30RERERERERERERERERE9MZj8puIiIiIiIiIiIiIiIiIiN54fOc3ERERERERERERERG9tKKiIhQUFDR2GERE9JZRUlKCnFzN5nQz+U1ERERERERERERERHUmCAJycnLw4MGDxg6FiIjeQnJycmjdujWUlJSqrcvkNxERERERERERERER1Vlp4rtFixZQVVWFRCJp7JCIiOgtUVxcjFu3biE7OxutWrWq9u8YJr+JiIiIiIiIiIiIiKhOioqKxMR3s2bNGjscIiJ6C+nq6uLWrVsoLCyEoqJilXVrtjg6ERERERERERERERFRGaXv+FZVVW3kSIiI6G1Vutx5UVFRtXWZ/CYiIiIiIiIiIiIiopfCpc6JiKih1ObvGCa/iYiIiIiIiIiIiIiIiIjojcfkNxERERERERERERERERERvfGY/CYiIiIiIiIiIiIiokZVVCzgdMZd/JL0D05n3EVRsdDYIdUbQRDg5eUFHR0dSCQSJCUlwdHREbNnzxbrSKVSBAYGNlqML0sikSA8PLze2w0JCYG2trb43c/PDx07dqxVG2XH+k3j6ekJV1fXBmu/ocbn2rVr4vVOr7eYmBi0a9cOxcXFjdL/3LlzMXPmzHprj8lvIiIiIiIiIiIiIiJqNJEp2ei9Kgajt8Vh1p4kjN4Wh96rYhCZkt2g/ebk5MDHxwempqZQVlaGsbExhgwZgujo6HrtJzIyEiEhIYiIiEB2djZsbGzK1UlISICXl1eN2iubEH5ZYWFh6N69O7S0tKChoQFra2v4+vrWW/v1ae7cufV+foCGS94TAa//9TV//nwsXrwYcnIlaeOioiKsXLkS7dq1Q5MmTaCjo4MePXpgx44d4j6VPZQRGxsLiUSCBw8eiGVbtmxBhw4doKamBm1tbXTq1AmrVq2S6X/Hjh3IzMysl+NRqJdWiIiIiIiIiIiIiIiIaikyJRvTdiWi7DzvnNxnmLYrEcEfd8ZAG4N67/fatWvo1asXtLW1sXr1atja2qKgoACHDx+Gt7c3/v7773rrKyMjAwYGBrC3t6+0jq6ubr31VxtRUVFwd3fHihUrMHToUEgkEqSmpjZIgrkqBQUFUFRUrLaeuro61NXVX0FEVFOCIKCoqAgKCkw5volOnTqF9PR0fPTRR2KZn58ftm7dim+++QZdu3bFw4cPcfbsWdy/f7/W7W/fvh1z5szBhg0b4ODggOfPn+PChQtITU0V67Ro0QIDBgzAt99+K5MUryvO/CYiIiIiIiIiIiIionr1JL+w0s+zgiIAJUudf/FrarnENwCxzO/XVJkl0Ctrs7amT58OiUSC+Ph4jBw5Eubm5rC2tsacOXMQFxcn1svKysKwYcOgrq4OTU1NuLm54fbt2+L20mW4Q0NDIZVKoaWlBXd3d+Tl5QEomR3p4+ODrKwsSCQSSKXSCuMpu+z5gwcP4OXlBT09PaioqMDGxgYRERGIjY3FhAkTkJubC4lEAolEAj8/v1off6mIiAj07t0b8+bNg4WFBczNzeHq6oqNGzfK1AsODoaZmRmUlJRgYWGB0NDQKttdsGABzM3NoaqqClNTUyxduhQFBQXi9tJx+/7778WZ94JQ/VL3ZZc9LywsxMyZM6GtrY1mzZphwYIFGD9+fLkZqcXFxZg/fz50dHSgr68vM2al52T48OEy5+ivv/6Ck5MTNDQ0oKmpiS5duuDs2bOVxrZu3Tq0b98eampqMDY2xvTp0/Ho0SNxe+mM/cOHD8PS0hLq6uoYOHAgsrP//woHRUVFmDNnjng88+fPr3Zcrl+/jiFDhqBp06ZQU1ODtbU1fvvtN3H78ePHYWdnB2VlZRgYGOCzzz5DYWHlv5ldu3aha9eu0NDQgL6+PsaMGYM7d+6I20tn9h4+fBhdu3aFsrIyTpw4UWl7V69ehZOTE1RVVdGhQwecPn1aZntYWBisra2hrKwMqVSKtWvXymyXSqX46quv4OHhAXV1dZiYmOCXX37Bv//+K/4227dvX+7cnDp1Cn379kWTJk1gbGyMmTNn4vHjx5XGWdn5fvz4MTQ1NfHzzz/L1P/111+hpqaGvLw85OfnY8aMGTAwMICKigqkUilWrlwpxg+Uv75K2+jSpQtUVFRgamqKL774QubcSCQSbNmyBR988AFUVVVhaWmJ06dP48qVK3B0dISamhp69uyJjIyMao+jMnv27MGAAQOgoqIiE9f06dPx0UcfoXXr1ujQoQMmTZqEOXPmVNpOZX799Ve4ublh0qRJaNOmDaytrTF69Gh8+eWXMvWGDh2K3bt317r9ijD5TURERERERERERERE9crq88OVfqbtOgcAiM+8h+zcZ5W2IaBkBnh85j2xrPeqYxW2WRv37t1DZGQkvL29oaamVm576ZLigiDA1dUV9+7dw/Hjx3H06FFkZGRg1KhRMvUzMjIQHh6OiIgIRERE4Pjx4wgICAAABAUFYfny5TAyMkJ2djYSEhKqja+4uBiDBg3CqVOnsGvXLqSmpiIgIADy8vKwt7dHYGAgNDU1kZ2djezsbMydO7dWx/8ifX19XLx4ESkpKZXWOXDgAGbNmgVfX1+kpKTgk08+wYQJE3Ds2LFK99HQ0EBISAhSU1MRFBSEbdu2Yf369TJ1rly5gn379iEsLKzO74VetWoVfvjhB+zYsQMnT57Ew4cPK1xeeufOnVBTU8OZM2ewevVqLF++HEePHgUA8Zzs2LFD5hyNHTsWRkZGSEhIwLlz5/DZZ59VOTtdTk4OGzZsQEpKCnbu3ImYmBjMnz9fps6TJ0+wZs0ahIaG4o8//kBWVpbM+Vu7di2+//57bN++HX/++Sfu3buHAwcOVDkG3t7eeP78Of744w8kJydj1apV4uz4f/75B4MHD0a3bt3w119/ITg4GNu3b8dXX31VaXv5+fn48ssv8ddffyE8PByZmZnw9PQsV2/+/PlYuXIl0tLSYGtrW2l7ixcvxty5c5GUlARzc3OMHj1aTPCeO3cObm5ucHd3R3JyMvz8/LB06VKEhITItLF+/Xr06tUL58+fx/vvv49x48bBw8MDH3/8MRITE9GmTRt4eHiIDwokJyfDxcUFH374IS5cuIC9e/fizz//xIwZMyqNs7LzraamBnd3d5klv4GS62XkyJHQ0NDAhg0bcPDgQezbtw+XLl3Crl27xCR3ZdfX4cOH8fHHH2PmzJlITU3Fli1bEBISAn9/f5l+vvzyS3h4eCApKQnt2rXDmDFj8Mknn2DhwoViUvvF46rtdfvHH3+ga9euMmX6+vqIiYnBv//+W+l+NaWvr4+4uDhcv369ynp2dna4ceNGtfVqRCAhNzdXACDk5uY2diiNoqioSMjOzhaKiooaOxQiegvxHkNEDYX3FyJqKLy/EFFD4f2F6PX2rv87cV09ffpUSE1NFZ4+fSpTbrIgotKP5/dnBEEQhPDzN6usV/oJP39TbLfT8iMV1qmNM2fOCACE/fv3V1nvyJEjgry8vJCVlSWWXbx4UQAgxMfHC4IgCMuWLRNUVVWFhw8finXmzZsndO/eXfy+fv16wcTERKZtBwcHYdasWf9/vExMhPXr1wuCIAiHDx8W5OTkhEuXLlUY144dOwQtLa0aHGn1Hj16JAwePFgAIJiYmAijRo0Stm/fLjx79kysY29vL0yZMkVmv48++kgYPHiw+B2AcODAgUr7Wb16tdClSxfx+7JlywRFRUXhzp07VcZX9liXLVsmdOjQQfyup6cnfP311+L3wsJCoVWrVsKwYcPEMgcHB6F3794y7Xbr1k1YsGBBlfFraGgIISEhVcZXlX379gnNmjWTORYAwpUrV8SyTZs2CXp6euJ3AwMDISAgQPxeUFAgGBkZyRxPWe3btxf8/Pwq3LZo0SLBwsJCKC4ululTXV1d/O+RstdiWfHx8QIAIS8vTxAEQTh27JgAQAgPD690H0EQhMzMTAGA8N1334llpb+ftLQ0QRAEYcyYMUL//v1l9ps3b55gZWUlfjcxMRE+/vhj8Xt2drYAQFi6dKlYdvr0aQGAkJ2dLQiCIIwbN07w8vKSaffEiROCnJxcuXtVqarO95kzZwR5eXnhn3/+EQRBEP79919BUVFRiI2NFQRBEHx8fIT33ntPZpxfVNH11adPH2HFihUyZaGhoYKBgYHMfkuWLCl3nNu3bxfLdu/eLaioqNToOCqipaUl/O9//5Mpu3jxomBpaSnIyckJ7du3Fz755BPht99+k6kzfvx4QV5eXlBTU5P5qKioCACE+/fvC4IgCLdu3RJ69OghABDMzc2F8ePHC3v37i3338OlfweXjmlZlf1dUxHO/CYiIiIiIiIiIiIionqVutyl0k/wx10AAC00VKppBeXq/bnAqcI2a0P4v9mhEomkynppaWkwNjaGsbGxWGZlZQVtbW2kpaWJZVKpFBoaGuJ3AwMDmWWiayspKQlGRkYwNzevcxtZWVni+7HV1dWxYsWKCuupqanh0KFDuHLlCpYsWQJ1dXX4+vrCzs4OT548AVAyDr169ZLZr1evXjJjUNbPP/+M3r17Q19fH+rq6li6dCmysrJk6piYmLzUu85zc3Nx+/Zt2NnZiWXy8vLo0qVLubplZybX5BzNmTMHkydPhrOzMwICAmSWlq7IsWPH0L9/f7Rs2RIaGhrw8PDA3bt3ZZbaVlVVhZmZWYVx5ObmIjs7Gz179hS3KygolJuVW9bMmTPx1VdfoVevXli2bBkuXLggbktLS0PPnj1lrvVevXrh0aNHuHnzZoXtnT9/HsOGDYOJiQk0NDTg6OgIAOXOX3VxlXpx7A0MDABAPObKrq309HQUFRVV2Iaenh4AoH379uXKSts9d+4cQkJCZH4DLi4uKC4uRmZmZoVxVnW+7ezsYG1tjf/9738AgNDQULRq1Qp9+/YFUPJ6g6SkJFhYWGDmzJk4cuRIteNy7tw5LF++XCbGKVOmIDs7W/zt1fTYnz17hocPH1Z7HBV5+vSpzJLnQMl9LiUlBXFxcZgwYQJu376NIUOGYPLkyTL1nJyckJSUJPP57rvvZOoYGBjg9OnTSE5OxsyZM1FQUIDx48dj4MCBKC4uFus1adIEAGSOva6Y/CYiIiIiIiIiIiIionqlqqRQ6UdFUR4AYNdaBwZaKqgsBS0BYKClArvWOtW2Wxtt27aFRCKpMnkLlCTJK0qQly0vu6SwRCKRSerUVmkS6GUYGhrKJKSmTp1aZX0zMzNMnjwZ3333HRITE5Gamoq9e/eK28uOQ2VjAwBxcXFwd3fHoEGDEBERgfPnz2Px4sXIz8+XqVfRkvN1UVFsZdXlHPn5+eHixYt4//33ERMTAysrq0qXIL9+/ToGDx4MGxsbhIWF4dy5c9i0aRMAyLzrvKI4Koq3NiZPnoyrV69i3LhxSE5ORteuXcV3tld0nqp6+OPx48cYMGAA1NXVsWvXLiQkJIjHXNfz9+Ixl/ZZOvZVxVddG1W1W1xcjE8++UTmN/DXX38hPT1d5uGDF1V3vidPniwufb5jxw5MmDBB7Ldz587IzMzEl19+iadPn8LNzQ0jR46sclyKi4vxxRdfyMSYnJyM9PR0mWR0bY+9NtctADRv3hz3798vVy4nJ4du3brh008/xYEDBxASEoLt27fLPDygpqaGNm3ayHxatmxZYT82Njbw9vbGDz/8gKNHj+Lo0aM4fvy4uP3evZLXW7zMAzFi7C/dAhERERERERERERERUS3Jy0mwbIgVAJRLgJd+XzbECvJyVc/Qri0dHR24uLhg06ZNMrNySz148ABAyezHrKws3LhxQ9yWmpqK3NxcWFpa1mtML7K1tcXNmzdx+fLlCrcrKSnJzIqtiIKCgkxCSkdHp8r6L5JKpVBVVRXHxtLSEn/++adMnVOnTlU6BidPnoSJiQkWL16Mrl27om3btvXzHt8ytLS0oKenh/j4eLGsqKgI58+fr3VbioqKFY6pubk5Pv30Uxw5cgQffvhhufc+lzp79iwKCwuxdu1a9OjRA+bm5rh161atYtDS0oKBgQHi4uLEssLCQpw7d67afY2NjTF16lTs378fvr6+2LZtG4CSa/jUqVMyCeVTp05BQ0OjwiTl33//jf/++w8BAQHo06cP2rVr91KrGFTHysqqwmvL3Nwc8vLydW63c+fOuHjxYrnEbJs2baCkpFTpflWd748//hhZWVnYsGEDLl68iPHjx8vsq6mpiVGjRmHbtm3Yu3cvwsLCxIRuRddX586dcenSpQpjlJN7ufRtTa9bAOjUqRNSU1OrbdPKquReXdE9s7YqaislJQWKioqwtrZ+6fZr9zgUERERERERERERERFRPRloY4Dgjzvji19TkZ37TCzX11LBsiFWGGhj0CD9bt68Gfb29rCzs8Py5ctha2uLwsJCHD16FMHBwUhLS4OzszNsbW0xduxYBAYGorCwENOnT4eDg0ONl3yuCwcHB/Tt2xcjRozAunXr0KZNG/z999+QSCQYOHAgpFIpHj16hOjoaHTo0AGqqqpQVVWtU19+fn548uQJBg8eDBMTEzx48AAbNmxAQUEB+vfvDwCYN28e3Nzc0LlzZ/Tr1w+//vor9u/fj6ioqArbbNOmDbKysrBnzx5069YNhw4dqnLm6cvw8fHBypUr0aZNG7Rr1w4bN27E/fv3q13SviypVIro6Gj06tULysrKUFFRwbx58zBy5Ei0bt0aN2/eREJCAkaMGFHh/mZmZigsLMTGjRsxZMgQnDx5Et9++22tj2fWrFkICAhA27ZtYWlpiXXr1okPY1Rm9uzZGDRoEMzNzXH//n3ExMSIDyZMnz4dgYGB8PHxwYwZM3Dp0iUsW7YMc+bMqTDB2qpVKygpKWHjxo2YOnUqUlJS8OWXX9b6OGrK19cX3bp1w5dffolRo0bh9OnT+Oabb7B58+aXanfBggXo0aMHvL29MWXKFKipqSEtLQ1Hjx4VZ8W/6OnTp9We76ZNm+LDDz/EvHnzMGDAABgZGYnb1q9fDwMDA3Ts2BFycnL46aefoK+vD21tbQDlr6+mTZvi888/xwcffABjY2N89NFHkJOTw4ULF5CcnIyvvvqqTsddk+Moy8XFBTt37pQpGzlyJHr16gV7e3vo6+sjMzMTCxcuhLm5Odq1a1ermKZNmwZDQ0O89957MDIyQnZ2Nr766ivo6urKLPF/4sQJ9OnTp15WvuDMbyIiIiIiIiIiIiIiajQDbQzw54L3sHtKDwS5d8TuKT3w54L3GizxDQCtW7dGYmIinJyc4OvrCxsbG/Tv3x/R0dEIDg4GULKccHh4OJo2bYq+ffvC2dkZpqamMsuBN5SwsDB069YNo0ePhpWVFebPny/OHLW3t8fUqVMxatQo6OrqYvXq1XXux8HBAVevXoWHhwfatWuHQYMGIScnB0eOHIGFhQUAwNXVFUFBQfj6669hbW2NLVu2YMeOHeK7oMsaNmwYPv30U8yYMQMdO3bEqVOnsHTp0jrHWJUFCxZg9OjR8PDwQM+ePcV3O5d9h3F11q5di6NHj8LY2BidOnWCvLw87t69Cw8PD5ibm8PNzQ2DBg3CF198UeH+HTt2xLp167Bq1SrY2Njghx9+wMqVK2t9PL6+vvDw8ICnpyd69uwJDQ0NDB8+vMp9ioqK4O3tDUtLSwwcOBAWFhZi8rhly5b47bffEB8fjw4dOmDq1KmYNGkSlixZUmFburq6CAkJwU8//QQrKysEBARgzZo1tT6OmurcuTP27duHPXv2wMbGBp9//jmWL18OT0/Pl2rX1tYWx48fR3p6Ovr06YNOnTph6dKl4jvHy6rp+Z40aRLy8/MxceJEmXJ1dXWsWrUKXbt2Rbdu3XDt2jX89ttv4gMGZa8voCTpHBERgaNHj6Jbt27o0aMH1q1bBxMTkzofd22vW6BkRntqaiouXboklrm4uODXX3/FkCFDYG5ujvHjx6Ndu3Y4cuQIFBRqN6/a2dkZcXFx+Oijj2Bubo4RI0ZARUUF0dHRaNasmVhv9+7dmDJlSu0PugIS4WVfJvAWePjwIbS0tJCbmwtNTc3GDueVKy4uxp07d9CiRYuXXkqBiKgs3mOIqKHw/kJEDYX3FyJqKLy/EL3e3vV/J66rZ8+eITMzE61bt651wpGovhUXF8PS0hJubm4NOmOZ3k0//PADZs2ahVu3blW5fPqbZv78+cjNzcWWLVsapf9Dhw5h3rx5uHDhQqXJ9dr8XcP/yiYiIiIiIiIiIiIiIqI3zvXr17Ft2zZcvnwZycnJmDZtGjIzMzFmzJjGDo3eIk+ePMHFixexcuVKfPLJJ29V4hsAFi9eDBMTkwrfe/8qPH78GDt27Kj1rPLKMPlNREREREREREREREREbxw5OTmEhISgW7du6NWrF5KTkxEVFSW+85qoPqxevRodO3aEnp4eFi5c2Njh1DstLS0sWrQI8vLyjdK/m5sbunfvXm/t1U8KnYiIiIiIiIiIiIiIiOgVMjY2xsmTJxs7DHrL+fn5wc/Pr7HDoBrizG8iIiIiIiIiIiIiIiIiInrjMflNRERERERERERERERERERvPCa/iYiIiIiIiIiIiIiIiIjojcfkNxERERERERERERERERERvfGY/CYiIiIiIiIiIiIiIiIiojcek99ERERERERERERERERERPTGY/KbiIiIiIiIiIiIiIgaV3ERkHkCSP655H+Lixo7onojCAK8vLygo6MDiUSCpKQkODo6Yvbs2WIdqVSKwMDARovxZUkkEoSHhzd2GERETH4TEREREREREREREVEjSj0IBNoAOz8AwiaV/G+gTUl5A8rJyYGPjw9MTU2hrKwMY2NjDBkyBNHR0fXaT2RkJEJCQhAREYHs7GzY2NiUq5OQkAAvL68atRcSEgJtbe16iy8sLAzdu3eHlpYWNDQ0YG1tDV9f33prn4joVVJo7ACIiIiIiIiIiIiIqHEVFQuIz7yHO3nP0EJDBXatdSAvJ2nssOhdkHoQ2OcBQJAtf5hdUu72P8BqaL13e+3aNfTq1Qva2tpYvXo1bG1tUVBQgMOHD8Pb2xt///13vfWVkZEBAwMD2NvbV1pHV1e33vqrjaioKLi7u2PFihUYOnQoJBIJUlNT6/0BgOoUFBRAUVHxlfZJRG8nzvwmIiIiIiIiIiIieodFpmSj96oYjN4Wh1l7kjB6Wxx6r4pBZEp2Y4dGb7L8x5V/Cp6V1CkuAiIXoFziG/j/ZZELZJdAr6zNWpo+fTokEgni4+MxcuRImJubw9raGnPmzEFcXJxYLysrC8OGDYO6ujo0NTXh5uaG27dvi9v9/PzQsWNHhIaGQiqVQktLC+7u7sjLywMAeHp6wsfHB1lZWZBIJJBKpRXGU3bZ8wcPHsDLywt6enpQUVGBjY0NIiIiEBsbiwkTJiA3NxcSiQQSiQR+fn61Pv5SERER6N27N+bNmwcLCwuYm5vD1dUVGzdulKkXHBwMMzMzKCkpwcLCAqGhoVW2u2DBApibm0NVVRWmpqZYunQpCgoKxO2l4/b999+LM+8Fofx1UDrLPTw8HObm5lBRUUH//v1x48YNsY6npydcXV1l9ps9ezYcHR3F746OjvDx8cHs2bPRtGlT6OnpYevWrXj8+DEmTJgADQ0NmJmZ4ffffxf3iY2NhUQiwaFDh9ChQweoqKige/fuSE5OFutcv34dQ4YMQdOmTaGmpgZra2v89ttvVY4NETUszvwmIiIiIiIiIiIiekdFpmRj2q7EcqnHnNxnmLYrEcEfd8ZAG4NGiY3ecCsMK9/WdgAw9ifg+ing4a0qGhFKtl8/BbTuU1IU2B54crd8Vb/cGod27949REZGwt/fH2pqauW2ly4pLggCXF1doaamhuPHj6OwsBDTp0/HqFGjEBsbK9bPyMhAeHg4IiIicP/+fbi5uSEgIAD+/v4ICgqCmZkZtm7dioSEBMjLy1cbX3FxMQYNGoS8vDzs2rULZmZmSE1Nhby8POzt7REYGIjPP/8cly5dAgCoq6vX+NjL0tfXx48//oiUlJQKl2MHgAMHDmDWrFkIDAyEs7MzIiIiMGHCBBgZGcHJyanCfTQ0NBASEgJDQ0MkJydjypQp0NDQwPz588U6V65cwb59+xAWFlbluDx58gT+/v7YuXMnlJSUMH36dLi7u+PkyZO1OtadO3di/vz5iI+Px969ezFt2jSEh4dj+PDhWLRoEdavX49x48YhKysLqqqq4n7z5s1DUFAQ9PX1sWjRIgwdOhSXL1+GoqIivL29kZ+fjz/++ANqampITU19qfNBRC+PyW8iIiIiIiIiIiKid1BRsYAvfk2tdM6tBMAXv6aiv5U+l0CnhvHodvV1alOvhq5cuQJBENCuXbsq60VFReHChQvIzMyEsbExACA0NBTW1tZISEhAt27dAJQkq0NCQqChoQEAGDduHKKjo+Hv7y++R1teXh76+vo1ii8qKgrx8fFIS0uDubk5AMDU1FTcrqWlBYlEUuP2quLj44MTJ06gffv2MDExQY8ePTBgwACMHTsWysrKAIA1a9bA09MT06dPBwBxdvyaNWsqTX4vWbJE/LNUKoWvry/27t0rk/zOz89HaGhotUu+FxQU4JtvvkH37t0BlCSxLS0tER8fDzs7uxofa4cOHcS4Fi5ciICAADRv3hxTpkwBAHz++ecIDg7GhQsX0KNHD3G/ZcuWoX///mLfRkZGOHDgANzc3JCVlYURI0agffv2AGTPExE1Dia/iYiIiIiIiIiIiN5B8Zn3kJ37rNLtAoDs3GeIz7yHnmbNXl1g9HZYVMWMbsn/zfJV16tZWy/Wm51ceb0aKl1eWyKp+qGOtLQ0GBsbi4lvALCysoK2tjbS0tLE5LdUKhUT3wBgYGCAO3fu1Dm+pKQkGBkZiYnvusjKyoKVlZX4fdGiRVi0aFG5empqajh06BAyMjJw7NgxxMXFwdfXF0FBQTh9+jRUVVWRlpYGLy8vmf169eqFoKCgSvv/+eefERgYiCtXruDRo0coLCyEpqamTB0TE5MavetcQUEBXbt2Fb+3a9dOPAe1SX7b2tqKf5aXl0ezZs3EpDUA6OmVXGdlz13Pnj3FP+vo6MDCwgJpaWkAgJkzZ2LatGk4cuQInJ2dMWLECJl+iOjV4zu/iYiIiIiIiIiIiN5Bd/IqT3zXpR6RDCW1yj+KKiV1TOwBTUOUrDNQEQmg2bKkXnXt1kLbtm0hkUjEBGZlBEGoMEFetlxRUVE2aokExcXFtYrpRU2aNKnzvqUMDQ2RlJQkfqZOnVplfTMzM0yePBnfffcdEhMTkZqair1794rby45DZWMDAHFxcXB3d8egQYMQERGB8+fPY/HixcjPz5epV9GS85WpqK/SMjk5uXLvC3/x/eKlKjpPL5aVtleTc1dad/Lkybh69SrGjRuH5ORkdO3atdz70ono1WLym4iIiIiIiIiIiOgd1EJDpV7rEdWanDwwcNX/fSmb3Py/7wMDSurVIx0dHbi4uGDTpk14/Phxue0PHjwAUDLLOysrCzdu3BC3paamIjc3F5aWlvUa04tsbW1x8+ZNXL58ucLtSkpKKCoqqrINBQUFtGnTRvzo6OjUuH+pVApVVVVxbCwtLfHnn3/K1Dl16lSlY3Dy5EmYmJhg8eLF6Nq1K9q2bYvr16/XuP+yCgsLcfbsWfH7pUuX8ODBA3HZel1dXWRnZ8vsk5SUVOf+yoqLixP/fP/+fVy+fFlmyXxjY2NMnToV+/fvh6+vL7Zt21ZvfRNR7TH5TURERERERERERPQOsmutAwOtyhPbEgAGWiqwa13zpBlRrVkNBdz+B2gayJZrGpaUWw1tkG43b96MoqIi2NnZISwsDOnp6UhLS8OGDRvEZa6dnZ1ha2uLsWPHIjExEfHx8fDw8ICDg4PMMtz1zcHBAX379sWIESNw9OhRZGZm4vfff0dkZCSAkuT0o0ePEB0djf/++w9Pnjypc19+fn6YP38+YmNjkZmZifPnz2PixIkoKCgQ33M9b948hISE4Ntvv0V6ejrWrVuH/fv3Y+7cuRW22aZNG2RlZWHPnj3IyMjAhg0bcODAgTrHqKioCB8fH5w5cwaJiYmYMGECevToIS55/t577+Hs2bP43//+h/T0dCxbtgwpKSl17q+s5cuXIzo6GikpKfD09ETz5s3h6uoKAJg9ezYOHz6MzMxMJCYmIiYmpkEfjCCi6jH5TURERERERERERPQOkpeTYPH7FSdpSufgLhtiBXm5qt+LTPTSrIYCs1OA8RHAiO0l/zs7ucES3wDQunVrJCYmwsnJCb6+vrCxsUH//v0RHR2N4OBgACVLW4eHh6Np06bo27cvnJ2dYWpqKrMceEMJCwtDt27dMHr0aFhZWWH+/PnibG97e3tMnToVo0aNgq6uLlavXl3nfhwcHHD16lV4eHigXbt2GDRoEHJycnDkyBFYWFgAAFxdXREUFISvv/4a1tbW2LJlC3bs2AFHR8cK2xw2bBg+/fRTzJgxAx07dsSpU6ewdOnSOseoqqqKBQsWYMyYMejZsyeaNGmCPXv2iNtdXFywdOlSzJ8/H926dUNeXh48PDzq3F9ZAQEBmDVrFrp06YLs7GwcPHgQSkpKAICioiJ4e3vD0tISAwcOhIWFBTZv3lxvfRNR7UmEsi9CeAc9fPgQWlpayM3NhaamZmOH88oVFxfjzp07aNGiBeTk+DwEEdUv3mOIqKHw/kJEDYX3FyJqKLy/0Ovo2N93MCEkAXISoPiFfyk20FLBsiFWGGhjUPnOb5l3/d+J6+rZs2fIzMxE69atoaLCJfKpfoWEhGD27NniUvSvUmxsLJycnHD//n1oa2u/8v6J6P+rzd81Cq8oJiIiIiIiIiIiIiJ6zRw4/w8A4OMeJhhkY4A7ec/QQqNkqXPO+CYiIqI3DZPfRERERERERERERO+gR88LcSQ1BwAworMROhhrN25ARERERC+J6ysRERERERERERERvYOOXMzBs4JitG6uBlsjrcYOh4ioHE9Pz0ZZ8hwAHB0dIQgClzwnesNw5jcRERERERERERHRO6ibVAcz32sDXU0VSCRc4pyIiIjefEx+ExEREREREREREb2DjHVUMWeARWOHQURERFRvuOw5ERERERERERERERERERG98Zj8JiIiIiIiIiIiInrHBPz+Nw5fzEF+YXFjh0JERERUb5j8JiIiIiIiIiIiInqHZPz7CN8ez8D0HxKR96ygscMhIiIiqjdMfhMRERERERERERG9Q345/w8AoG/b5mimrtzI0RARERHVHya/iYiIiIiIiIiIiN4RgiAgPOkWAMC1U8tGjobo/ysqLkJCTgJ+u/obEnISUFRc1Ngh1RtBEODl5QUdHR1IJBIkJSXB0dERs2fPFutIpVIEBgY2WowvSyKRIDw8vLHDeCNcunQJ+vr6yMvLa/C+rl27Jl5z9aWxr9WRI0di3bp1jdY/vf6Y/CYiIiIiIiIiIiJ6RyRmPUDWvSdQVZJHfyu9xg6HCAAQdT0KLmEumHh4IhacWICJhyfCJcwFUdejGrTfnJwc+Pj4wNTUFMrKyjA2NsaQIUMQHR1dr/1ERkYiJCQEERERyM7Oho2NTbk6CQkJ8PLyqlF7ISEh0NbWrrf4wsLC0L17d2hpaUFDQwPW1tbw9fWtt/ZJ1uLFi+Ht7Q0NDY0G78vY2LjSa66+vOoHHz7//HP4+/vj4cOHr6xPerMw+U1ERERERERERET0jvglqWTJ84HW+lBVUmjkaIhKEt9zYufg9pPbMuV3ntzBnNg5DZYAv3btGrp06YKYmBisXr0aycnJiIyMhJOTE7y9veu1r4yMDBgYGMDe3h76+vpQUCj/29PV1YWqqmq99lsTUVFRcHd3x8iRIxEfH49z587B398f+fn5rzSOgoKCV9pfY7l58yYOHjyICRMmNHhf+fn5kJeXr/Sae93U9JqztbWFVCrFDz/80MAR0ZuKyW8iIiIiIiIiIiKid0BBUTEiLmQDAIZxyXNqYE8KnlT6eV70HEDJUucB8QEQIJTbX/i//wuID5BZAr2yNmtr+vTpkEgkiI+Px8iRI2Fubg5ra2vMmTMHcXFxYr2srCwMGzYM6urq0NTUhJubG27f/v+Jej8/P3Ts2BGhoaGQSqXQ0tKCu7u7uKS1p6cnfHx8kJWVBYlEAqlUWmE8ZZeSfvDgAby8vKCnpwcVFRXY2NggIiICsbGxmDBhAnJzcyGRSCCRSODn51fr4y8VERGB3r17Y968ebCwsIC5uTlcXV2xceNGmXrBwcEwMzODkpISLCwsEBoaWmW7CxYsgLm5OVRVVWFqaoqlS5fKJLhLx+37778XZ94LQvnroHSWe3h4OMzNzaGiooL+/fvjxo0bYh1PT0+4urrK7Dd79mw4OjqK3x0dHeHj44PZs2ejadOm0NPTw9atW/H48WNMmDABGhoaMDMzw++//y7uExsbC4lEgkOHDqFDhw5QUVFB9+7dkZycLNa5fv06hgwZgqZNm0JNTQ3W1tb47bffKh2Xffv2oUOHDjAyMhLL7t69i9GjR8PIyAiqqqpo3749du/eLbNfXl4exo4dCzU1NRgYGGD9+vUVLp3/1VdfwdPTE1paWpgyZUqFy55fvHgR77//PjQ1NaGhoYE+ffogIyNDHKcX2wQAV1dXeHp6Vng8pdfz8OHDZa7vmp6TGTNmYM6cOWjevDn69+8PAEhNTcXgwYOhrq4OPT09jBs3Dv/9959MW0OHDi03RkSlmPwmIiIiIiIiIiIiegfk5D6DgZYKmqsro5dZs8YOh95y3X/sXunn02OfAgAS7ySWm/Fd1u0nt5F4J1H8PjBsYIVt1sa9e/cQGRkJb29vqKmpldteuqS4IAhwdXXFvXv3cPz4cRw9ehQZGRkYNWqUTP2MjAyEh4cjIiICEREROH78OAICAgAAQUFBWL58OYyMjJCdnY2EhIRq4ysuLsagQYNw6tQp7Nq1C6mpqQgICIC8vDzs7e0RGBgITU1NZGdnIzs7G3Pnzq3V8b9IX18fFy9eREpKSqV1Dhw4gFmzZsHX1xcpKSn45JNPMGHCBBw7dqzSfTQ0NBASEoLU1FQEBQVh27ZtWL9+vUydK1euYN++fQgLC6vyndRPnjyBv78/du7ciZMnT+Lhw4dwd3ev9bHu3LkTzZs3R3x8PHx8fDBt2jR89NFHsLe3R2JiIlxcXDBu3Dg8eSL7MMW8efOwZs0aJCQkoEWLFhg6dKiYyPf29sbz58/xxx9/IDk5GatWrYK6unqlMfzxxx/o2rWrTNmzZ8/QpUsXREREICUlBV5eXhg3bhzOnDkj1pkzZw5OnjyJgwcP4ujRozhx4gQSExPLNo+vv/4aNjY2OHfuHJYuXVpu+z///IO+fftCRUUFMTExOHfuHCZOnIjCwsJajWWp0ut5x44dNb6+X7Rz504oKCjg5MmT2LJlC7Kzs+Hg4ICOHTvi7NmziIyMxO3bt+Hm5iazn52dHeLj4/H8+fM6xU1vt9d/nQMiIiIiIiIiIiIiemnGOqo4NLMP7j3Oh4I850VR4/v3yb/1Wq+mrly5AkEQ0K5duyrrRUVF4cKFC8jMzISxsTEAIDQ0FNbW1khISEC3bt0AlCSrQ0JCxHc4jxs3DtHR0fD39xffo126/HRNREVFIT4+HmlpaTA3NwcAmJqaitu1tLQgkUhq3F5VfHx8cOLECbRv3x4mJibo0aMHBgwYgLFjx0JZWRkAsGbNGnh6emL69OkAIM6OX7NmDZycnCpsd8mSJeKfpVIpfH19sXfvXsyfP18sz8/PR2hoKHR1dauMsaCgAN988w26dy95yGHnzp2wtLREfHw87OzsanysHTp0EONauHAhAgIC0Lx5c0yZMgVAybukg4ODceHCBfTo0UPcb9myZeKs5J07d8LIyAgHDhyAm5sbsrKyMGLECLRv3x6A7HmqSOly+y9q2bKlzAMMPj4+iIyMxE8//YTu3bsjLy8PO3fuxI8//oh+/foBKEk2Gxoalmv/vffek2nr2rVrMts3bdoELS0t7NmzB4qKigAgXmN1UXrutLW163Q9tmnTBqtXrxa/f/755+jcuTNWrFghln3//fcwNjbG5cuXxVhbtmyJ58+fIycnByYmJnWOn95OTH4TERERERERERERvUN01JQaOwR6B5wZc6bSbfJy8gAAXdWqk56lXqwXOSLy5QIDxOW1JRJJlfXS0tJgbGwsJr4BwMrKCtra2khLSxOT31KpVEx8A4CBgQHu3LlT5/iSkpJgZGT0UknJrKwsWFlZid8XLVqERYsWlaunpqaGQ4cOISMjA8eOHUNcXBx8fX0RFBSE06dPQ1VVFWlpafDy8pLZr1evXggKCqq0/59//hmBgYG4cuUKHj16hMLCQmhqasrUMTExqTbxDQAKCgoys6XbtWsnnoPaJL9tbW3FP8vLy6NZs2Zi0hoA9PT0AKDcuevZs6f4Zx0dHVhYWCAtLQ0AMHPmTEybNg1HjhyBs7MzRowYIdNPWU+fPoWKiopMWVFREQICArB37178888/eP78OZ4/fy6uSnD16lUUFBTIHKuWlhYsLCzKtV92VnlZSUlJ6NOnj5j4bmxl4z137hyOHTtW4ez5jIwM8TfRpEkTACg3S58I4LLnRERERERERERERG+963cfI+9ZQfUVieqJqqJqpR9l+ZIZxZ1bdIaeqh4kqDgJLYEE+qr66Nyic7Xt1kbbtm0hkUjEBGZlBEGoMEFetrxsIlEikaC4uLhWMb2oNLH3MgwNDZGUlCR+pk6dWmV9MzMzTJ48Gd999x0SExORmpqKvXv3itvLjkNlYwMAcXFxcHd3x6BBgxAREYHz589j8eLFyM/Pl6lX0ZLzlamor9IyOTm5cu8Lf/H94qUqOk8vlpW2V5NzV1p38uTJuHr1KsaNG4fk5GR07dq13PvSX9S8eXPcv39fpmzt2rVYv3495s+fj5iYGCQlJcHFxUUcr8oe1qjoHenVjWl111ZNx7I6NW2nbLzFxcUYMmSIzLWblJSE9PR09O3bV6x37949AKjRwxP07mHym4iIiIiIiIiIiOgttyQ8BV2/isJvydmNHQqRSF5OHp/ZfQYA5RLgpd8X2C0QZ4rXFx0dHbi4uGDTpk14/Phxue0PHjwAUDLLOysrCzdu3BC3paamIjc3F5aWlvUa04tsbW1x8+ZNXL58ucLtSkpKKCoqqrINBQUFtGnTRvzo6OjUuH+pVApVVVVxbCwtLfHnn3/K1Dl16lSlY3Dy5EmYmJhg8eLF6Nq1K9q2bYvr16/XuP+yCgsLcfbsWfH7pUuX8ODBA3HZel1dXWRny97bqnqHeG3FxcWJf75//z4uX74ss2S+sbExpk6div3798PX1xfbtm2rtK1OnTohNTVVpuzEiRMYNmwYPv74Y3To0AGmpqZIT08Xt5uZmUFRURHx8fFi2cOHD2Xq1JStrS1OnDhRaUK77FgWFRVV+T54oOShgrLXY13PSefOnXHx4kVIpVKZ67dNmzYyifKUlBQYGRmhefPm1bZJ7x4mv4mIiIiIiIiIiIjeYnfynuHklf/wvLAY1oaa1e9A9Ao5mzhjneM6tFBtIVOup6qHdY7r4Gzi3CD9bt68GUVFRbCzs0NYWBjS09ORlpaGDRs2iMtcOzs7w9bWFmPHjkViYiLi4+Ph4eEBBweHapeXfhkODg7o27cvRowYgaNHjyIzMxO///47IiNLlnyXSqV49OgRoqOj8d9//73U0s9+fn6YP38+YmNjkZmZifPnz2PixIkoKCgQ33M9b948hISE4Ntvv0V6ejrWrVuH/fv3y7xb+kVt2rRBVlYW9uzZg4yMDGzYsAEHDhyoc4yKiorw8fHBmTNnkJiYiAkTJqBHjx7iMuDvvfcezp49i//9739IT0/HsmXLqk3Y1sby5csRHR2NlJQUeHp6onnz5nB1dQUAzJ49G4cPH0ZmZiYSExMRExNT5YMRLi4uOH36tEyyuE2bNjh69ChOnTqFtLQ0fPLJJ8jJyRG3a2hoYPz48Zg3bx6OHTuGixcvYuLEiZCTk6t26f6yZsyYgYcPH8Ld3R1nz55Feno6QkNDcenSJQAlY3no0CEcOnQIf//9N6ZPny4+DFIZqVSK6Oho5OTkiLPa63pOvL29ce/ePYwePRrx8fG4evUqjhw5gokTJ8qM2YkTJzBgwIBaHTu9O5j8JiIiIiIiIiIiInqL/fpXNooFoFMrbZg0q/kyw0SvirOJMw6POIzvXb7Hqj6r8L3L94gcEdlgiW8AaN26NRITE+Hk5ARfX1/Y2Nigf//+iI6ORnBwMICSZabDw8PRtGlT9O3bF87OzjA1NZVZDryhhIWFoVu3bhg9ejSsrKwwf/58Mflnb2+PqVOnYtSoUdDV1cXq1avr3I+DgwOuXr0KDw8PtGvXDoMGDUJOTg6OHDkivlPa1dUVQUFB+Prrr2FtbY0tW7Zgx44dcHR0rLDNYcOG4dNPP8WMGTPQsWNHnDp1CkuXLq1zjKqqqliwYAHGjBmDnj17okmTJtizZ4+43cXFBUuXLsX8+fPRrVs35OXlwcPDo879lRUQEIBZs2ahS5cuyM7OxsGDB6GkpASgZGa0t7c3LC0tMXDgQFhYWGDz5s2VtjV48GAoKioiKipKLFu6dCk6d+4MFxcXODo6Ql9fX0yul1q3bh169uyJDz74AM7OzujVqxcsLS3LvT+8Os2aNUNMTAwePXoEBwcHdOnSBdu2bROXf584cSLGjx8vPuTRunVrODk5Vdnm2rVrcfToURgbG6NTp04A6n5ODA0NcfLkSRQVFcHFxQU2NjaYNWsWtLS0ICdXktJ89uwZDhw4gClTptTq2OndIREqeinAO+bhw4fQ0tJCbm4uNDXfvScfi4uLcefOHbRo0UK8eRAR1RfeY4ioofD+QkQNhfcXImoovL9QYxn6zZ+4cDMXy4dZw6OntLHDeW296/9OXFfPnj1DZmYmWrduXetEHFF1QkJCMHv27GpnHzeE2NhYODk54f79+9DW1q63djdv3oxffvkFhw8frnMbjx8/RsuWLbF27VpMmjSp3mJ7E2zatAm//PILjhw50tih0CtUm79rFF5RTERERERERERERET0imX8+wgXbuZCXk6C99sbNHY4RETvPC8vL9y/fx95eXnQ0NCo0T7nz5/H33//DTs7O+Tm5mL58uUASmbZv2sUFRWxcePGxg6DXmNMfhMRERERERERERG9pX45/w8AwMFcF83UlRs5GiIiUlBQwOLFi2u935o1a3Dp0iUoKSmhS5cuOHHiBJo3b94AEb7evLy8GjsEes0x+U1ERERERERERET0FhIEAQf/ugUAGNbRsJGjISKqPU9PT3h6ejZK346Ojnhd3hzcqVMnnDt3rrHDIHojMPlNRERERERERERE9BaSSCTY7dUDv/51C/2t9Bo7HCIiIqIGx+Q3ERERERERERER0VvKQKsJvPqaNXYYRERERK+EXGMHQERERERERERERERERERE9LKY/CYiIiIiIiIiIiJ6yxz7+w48vo9HZEpOY4dCRERE9Mow+U1ERERERERERET0lglLvIk/Lv+LM5l3GzsUIiIioleGyW8iIiIiIiIiIiKit0jeswIcTb0NABjeqWUjR0NERET06jD5TURERERERERERPQWOXzxNp4XFsNUVw3tW2o1djhENSIUFeHxmXjkRhzC4zPxEIqKGjukeiMIAry8vKCjowOJRIKkpCQ4Ojpi9uzZYh2pVIrAwMBGi/FlSSQShIeHN3YYb4RLly5BX18feXl59dpu2WuqImWvM563Vy8kJATa2to1rp+cnAwjIyM8fvy44YJ6yzD5TURERERERERERPQW+SXpHwCAa8eWkEgkjRwNUfUeHjmCK/2ckTV+PG7NnYus8eNxpZ8zHh450qD95uTkwMfHB6amplBWVoaxsTGGDBmC6Ojoeu0nMjISISEhiIiIQHZ2NmxsbMrVSUhIgJeXV43aq23yrDphYWHo3r07tLS0oKGhAWtra/j6+tZb+yRr8eLF8Pb2hoaGRmOHguzsbAwaNKixwwAAXLt2TXw4hP6/9u3bw87ODuvXr2/sUN4YTH4TERERERERERERvSXuPHyGk1f+A1CS/CZ63T08cgT/zJqNwpwcmfLC27fxz6zZDZYAv3btGrp06YKYmBisXr0aycnJiIyMhJOTE7y9veu1r4yMDBgYGMDe3h76+vpQUFAoV0dXVxeqqqr12m9NREVFwd3dHSNHjkR8fDzOnTsHf39/5Ofnv9I4CgoKXml/jeXmzZs4ePAgJkyY0NihAAD09fWhrKzc2GHUu7ftepowYQKCg4NR9BatiNGQmPwmIiIiIiIiIiIieksc/OsWigWgcytttGr26hNpRKWKnzyp/PP8OYCSpc5vr1gJCEL5BgQBgIDb/itklkCvrM3amj59OiQSCeLj4zFy5EiYm5vD2toac+bMQVxcnFgvKysLw4YNg7q6OjQ1NeHm5obbt2+L2/38/NCxY0eEhoZCKpVCS0sL7u7u4pLWnp6e8PHxQVZWFiQSCaRSaYXxlF2O+sGDB/Dy8oKenh5UVFRgY2ODiIgIxMbGYsKECcjNzYVEIoFEIoGfn1+tj79UREQEevfujXnz5sHCwgLm5uZwdXXFxo0bZeoFBwfDzMwMSkpKsLCwQGhoaJXtLliwAObm5lBVVYWpqSmWLl0qk5AsHbfvv/9enHkvVHAdlM5yDw8Ph7m5OVRUVNC/f3/cuHFDrOPp6QlXV1eZ/WbPng1HR0fxu6OjI3x8fDB79mw0bdoUenp62Lp1Kx4/fowJEyZAQ0MDZmZm+P3338V9YmNjIZFIcOjQIXTo0AEqKiro3r07kpOTxTrXr1/HkCFD0LRpU6ipqcHa2hq//fZbpeOyb98+dOjQAUZGRvV+jABQWFiIGTNmQFtbG82aNcOSJUsqHNdSZZc9v3nzJtzd3aGjowM1NTV07doVZ86cqXDfESNGwMfHRyYeiUSCixcvirFoaGjg8OHDAEpWQOjdu7cY2wcffICMjAxx/9atWwMAOnXqBIlEInNsO3bsgKWlJVRUVNCuXTts3rxZ3FY6Y3zfvn1wdHSEiooKdu3aVWHMfn5+aNWqFZSVlWFoaIiZM2dWOhYAoK2tjZCQEJl+9uzZA3t7e6ioqMDa2hqxsbFi/ZpcMy+6du0a5OTkcPbsWZnyjRs3wsTERDx3Li4uuHv3Lo4fP15hOySLyW8iIiIiIiIiIiKit0QrHVXYtdbB8M5G1VcmakCXOnep9HPz/xJOT86eKzfjW4ZQMgP8ydlzYtGVfs4Vtlkb9+7dQ2RkJLy9vaGmplZue+mS4oIgwNXVFffu3cPx48dx9OhRZGRkYNSoUTL1MzIyEB4ejoiICEREROD48eMICAgAAAQFBWH58uUwMjJCdnY2EhISqo2vuLgYgwYNwqlTp7Br1y6kpqYiICAA8vLysLe3R2BgIDQ1NZGdnY3s7GzMnTu3Vsf/In19fVy8eBEpKSmV1jlw4ABmzZoFX19fpKSk4JNPPsGECRNw7NixSvfR0NBASEgIUlNTERQUhG3btpVbtvnKlSvYt28fwsLCqlzq+smTJ/D398fOnTtx8uRJPHz4EO7u7rU+1p07d6J58+aIj4+Hj48Ppk2bho8++gj29vZITEyEi4sLxo0bhydlHqaYN28e1qxZg4SEBLRo0QJDhw4VE/ne3t54/vw5/vjjDyQnJ2PVqlVQV1evNIY//vgDXbt2bdBjVFBQwJkzZ7BhwwasX78e3333XY32ffToERwcHHDr1i0cPHgQf/31F+bPn4/i4uIK6zs6Osokfo8fP47mzZuLCdqEhAQ8e/YMvXr1AgA8fvwYc+bMQUJCAqKjoyEnJ4fhw4eL7cfHxwMoWY0gOzsb+/fvBwBs27YNixcvhr+/P9LS0rBixQosXboUO3fulIlnwYIFmDlzJtLS0uDi4lIu3p9//hnr16/Hli1bkJ6ejvDwcLRv375GY/OiefPmwdfXF+fPn4e9vT2GDh2Ku3fvlqtT2TXzIqlUCmdnZ+zYsUOmfMeOHfD09BRfXaKkpIQOHTrgxIkTtY73XVR+bQ0iIiIiIiIiIiIieiMNsNbHAGv9Kmf6Eb0uCv/9t17r1dSVK1cgCALatWtXZb2oqChcuHABmZmZMDY2BgCEhobC2toaCQkJ6NatG4CSZHVISIj4Dudx48YhOjoa/v7+4nu05eXloa+vX6P4oqKiEB8fj7S0NJibmwMATE1Nxe1aWlqQSCQ1bq8qPj4+OHHiBNq3bw8TExP06NEDAwYMwNixY8XlsNesWQNPT09Mnz4dAMTZ8WvWrIGTk1OF7S5ZskT8s1Qqha+vL/bu3Yv58+eL5fn5+QgNDYWurm6VMRYUFOCbb75B9+7dAZQkeC0tLREfHw87O7saH2uHDh3EuBYuXIiAgAA0b94cU6ZMAQB8/vnnCA4OxoULF9CjRw9xv2XLlqF///5i30ZGRjhw4ADc3NyQlZWFESNGiEnUF89TRUqX22+oYzQ2Nsb69eshkUhgYWGB5ORkrF+/XjzGqvz444/4999/kZCQAB0dHQBAmzZtKq3v6OiIWbNm4b///oO8vDwuXryIZcuWITY2FtOnT0dsbCy6dOkiPgwwYsQImf23b9+OFi1aIDU1FTY2NuJ10KxZM5lr+8svv8TatWvx4YcfAiiZIZ6amootW7Zg/PjxYr3Zs2eLdSqSlZUFfX19ODs7Q1FREa1atarV2JaaMWOGeCzBwcGIjIzE9u3bZa7tqq6ZsiZPnoypU6di3bp1UFZWxl9//YWkpCQx+V+qZcuWuHbtWq3jfRdx5jcRERERERERERHRW6Z0thhRY7FIPFfpx2jDBgCAQjVJz1Iv1msTHVVhm7VR+nBIdb+TtLQ0GBsbi4lvALCysoK2tjbS0tLEMqlUKia+AcDAwAB37typVUwvSkpKgpGRkZj4rousrCyoq6uLnxUrVlRYT01NDYcOHcKVK1ewZMkSqKurw9fXF3Z2duIM6LS0NHH2bqlevXrJjEFZP//8M3r37g19fX2oq6tj6dKlyMrKkqljYmJSbeIbABQUFGRmS7dr167cOagJW1tb8c/y8vJo1qyZzMxfPT09ACh37nr27Cn+WUdHBxYWFmLfM2fOxFdffYVevXph2bJluHDhQpUxPH36FCoqKuXK6+sYe/ToIXNd9+zZE+np6TV6V3RSUhI6deokJr6rY2Njg2bNmuH48eM4ceIEOnTogKFDh4ozv2NjY+Hg4CDWz8jIwJgxY2BqagpNTU1xmfOy18WL/v33X9y4cQOTJk2SuZ6/+uormSXTAVQ4o/5FH330EZ4+fQpTU1NMmTIFBw4cQGFhYY2O9UUvXg+l563searqminL1dUVCgoKOHDgAADg+++/h5OTU7lXJDRp0qTcqgRUMSa/iYiIiIiIiIiIiN5wgiBgT3wW/nv0vLFDIQIAyKmqVv75vxnFql27QEFfH6gsCS2RQEFfH6pdu1Tbbm20bdsWEomk2sSiIAgVJsjLlisqKpYJW1LpUtE10aRJkzrvW8rQ0BBJSUniZ+rUqVXWNzMzw+TJk/Hdd98hMTERqamp2Lt3r7i97DhUNjYAEBcXB3d3dwwaNAgRERE4f/48Fi9ejPz8fJl6FS05X5mK+iotk5OTK7faRUVLTFd0nl4sK22vJueutO7kyZNx9epVjBs3DsnJyejatWu596W/qHnz5rh//36VbVZUVtNjfBm1ve4kEgn69u2L2NhYHD9+HI6OjrCxsUFRURGSk5Nx6tQpmfd2DxkyBHfv3sW2bdtw5swZ8V3iZa+LF5Wei23btslczykpKYiLi5OpW931ZGxsjEuXLmHTpk1o0qQJpk+fjr59+4rjKJFI6jzGNXngrLI6SkpKGDduHHbs2IH8/Hz8+OOPmDhxYrl69+7dq9HDIsTkNxEREREREREREdEb79z1+/hsfzL6rT2OgqK6J92IXiWJvDz0Fi38vy9lEkP/911v0UJI5OXrtV8dHR24uLhg06ZNePz4cbntDx48AFAyyzsrKws3btwQt6WmpiI3NxeWlpb1GtOLbG1tcfPmTVy+fLnC7UpKStXO5FVQUECbNm3ET01n8wIlM9lVVVXFsbG0tMSff/4pU+fUqVOVjsHJkydhYmKCxYsXo2vXrmjbti2uX79e4/7LKiwsxNmzZ8Xvly5dwoMHD8Rl63V1dZGdnS2zT1XvEK+tF5Os9+/fx+XLl2WWzDc2NsbUqVOxf/9++Pr6Ytu2bZW21alTJ6SmppYrr69jLJsQjouLQ9u2bSFfg9+Qra0tkpKScO/evWrrlip973dsbCwcHR0hkUjQp08frFmzBk+fPhVXDLh79y7S0tKwZMkS9OvXD5aWluUeAlBSUgIAmWtbT08PLVu2xNWrV2Wu5zZt2ogzx2ujSZMmGDp0KDZs2IDY2FicPn0aycnJAMqPcXp6eoUzrV8c48LCQpw7d67cKxSqu2bKmjx5MqKiorB582YUFBRUuHx7SkoKOnXqVPODfYcx+U1ERERERERERET0hgtP+gcA0M+yBRTl+c++9ObQHDAALYMCofB/S06XUtDTQ8ugQGgOGNAg/W7evBlFRUWws7NDWFgY0tPTkZaWhg0bNohLFjs7O8PW1hZjx45FYmIi4uPj4eHhAQcHh2qXWH4ZDg4O6Nu3L0aMGIGjR48iMzMTv//+OyIjIwGUJKcfPXqE6Oho/Pfffy+1FLKfnx/mz5+P2NhYZGZm4vz585g4cSIKCgrEdxbPmzcPISEh+Pbbb5Geno5169Zh//79mDt3boVttmnTBllZWdizZw8yMjKwYcMGcUnnulBUVISPjw/OnDmDxMRETJgwAT169BDf1/zee+/h7Nmz+N///of09HQsW7YMKSkpde6vrOXLlyM6OhopKSnw9PRE8+bN4erqCqDkPdOHDx9GZmYmEhMTERMTU+WDES4uLjh9+nS5hxfq6xhv3LiBOXPm4NKlS9i9ezc2btyIWbNm1eg4R48eDX19fbi6uuLkyZO4evUqwsLCcPr06Ur3cXR0xMWLF5GcnIw+ffqIZT/88AM6d+4MTU1NAEDTpk3RrFkzbN26FVeuXEFMTAzmzJkj01aLFi3QpEkTREZG4vbt28jNzQVQco2uXLkSQUFBuHz5MpKTk7Fjxw6sW7euRsdVKiQkBNu3b0dKSgquXr2K0NBQNGnSBCYmJgBKxvibb75BYmIizp49i6lTp5ZbLQAANm3ahAMHDuDvv/+Gt7c37t+/X26mdlXXTEUsLS3Ro0cPLFiwAKNHjy43C//atWv4559/4OzsXKtjflfxv4KIiIiIiIiIiIiI3mD5hcWIuFAyW214p5aNHA1R7WkOGIA20VFotXMnDNesQaudO9EmOqrBEt8A0Lp1ayQmJsLJyQm+vr6wsbFB//79ER0djeDgYAAlyxSHh4ejadOm6Nu3L5ydnWFqaiqzHHhDCQsLQ7du3TB69GhYWVlh/vz5YsLU3t4eU6dOxahRo6Crq4vVq1fXuR8HBwdcvXoVHh4eaNeuHQYNGoScnBwcOXIEFhYWAEreSRwUFISvv/4a1tbW2LJlC3bs2CGzpPWLhg0bhk8//RQzZsxAx44dcerUKSxdurTOMaqqqmLBggUYM2YMevbsiSZNmmDPnj3idhcXFyxduhTz589Ht27dkJeXBw8Pjzr3V1ZAQABmzZqFLl26IDs7GwcPHpSZpezt7Q1LS0sMHDgQFhYW2Lx5c6VtDR48GIqKioiKimqQY/Tw8MDTp09hZ2cHb29v+Pj4wMvLq0bHqaSkhCNHjqBFixYYPHgw2rdvj4CAgCpnjdvY2KB58+bo0KGDmOh2cHBAUVGRzPu+5eTksGfPHpw7dw42Njb49NNP8fXXX8u0paCggA0bNmDLli0wNDTEsGHDAEBcjj8kJATt27eHg4MDQkJCaj3zW1tbG9u2bUOvXr1ga2uL6Oho/Prrr2jWrBkAYO3atTA2Nkbfvn0xZswYzJ07F6oVvFIhICAAq1atQocOHXDixAn88ssvaN68ebk6lV0zlZk0aRLy8/MrXPJ89+7dGDBggJiop6pJhLIL2L+DHj58CC0tLeTm5oo/zndJcXEx7ty5gxYtWkBOjs9DEFH94j2GiBoK7y9E1FB4fyGihsL7CzWUqNTbmPy/s9DVUEbcwn6Ql6v+3aNU3rv+78R19ezZM2RmZqJ169ZQUVFp7HDoLRMSEoLZs2eLS9G/SrGxsXBycsL9+/ehra1db+1u3rwZv/zyCw4fPgygcY+Rau7atWto3bo1zp8/j44dO1ZY52WuGX9/f+zZs0dchr3U8+fP0bZtW+zevVtcRv5dVJu/axReUUxERERERERERERE1ABKlzwf2sGQiW8iotecl5cX7t+/j7y8PGhoaDR2ONTIHj16hLS0NGzcuBFffvllue3Xr1/H4sWL3+nEd20x+U1ERERERERERET0hsp7VoCjqbcBAK4dueQ5EdHrTkFBAYsXL27sMOg1MWPGDOzevRuurq4VLnlubm4Oc3PzRojszcX1lYiIiIiIiIiIiIjeUBdu5qJYEGCmqwabllyqm4jeLp6eno22HLijoyMEQajXJc8r0pjHSDUnlUohCEKlS54DdbtmQkJC8Pz5c+zdu7fK96tTzXHmNxEREREREREREdEbqleb5ohf5Ix/HjyFRMIlz4mIiOjdxuQ3ERERERERERER0RusqZoSmqopNXYYRERERI2Oy54TERERERERERERvYGeFRQ1dghERERErxUmv4mIiIiIiIiIiIjeQCO/PYURwadwKSevsUMhIiIiei1w2XMiIiIiIiIiIiKiN8yVO3lI+echFOQk0NVQbuxwiIiIiF4LnPlNRERERERERERE9IYJP38LAOBooQsdvu+biIiICACT30RERERERERERERvFEEQEJ70DwBgWMeWjRwNUf0oLhbwz6X7uJyQg38u3UdxsdDYIdUbQRDg5eUFHR0dSCQSJCUlwdHREbNnzxbrSKVSBAYGNlqML0sikSA8PLyxwxDVdjxjY2MhkUjw4MGDRovndRtDojcVlz0nIiIiIiIiIiIieoOcu34fN+8/hbqyApwt9Ro7HKKXlnH+Dk7sTcfjB8/FMjVtZfQZ1RZmnVo0WL85OTnw9/fHoUOH8M8//6BFixbo2LEjZs+ejX79+tVbP5GRkQgJCUFsbCxMTU3RvHnzcnUSEhKgpqZWo/ZCQkIwe/bsekvUhoWFYfXq1fj7779RXFyMVq1aYeDAgVi7dm29tN8YajOeAGBvb4/s7GxoaWm9FvEQUd016szvP/74A0OGDIGhoWG1T7R88sknkEgk5Z6Mef78OXx8fNC8eXOoqalh6NChuHnzZsMGTkRERERERERERNRIDpwvmfXtYq2PJkryjRwN0cvJOH8HkVtSZBLfAPD4wXNEbklBxvk7DdLvtWvX0KVLF8TExGD16tVITk5GZGQknJyc4O3tXa99ZWRkwMDAAPb29tDX14eCQvl5ibq6ulBVVa3XfmsiKioK7u7uGDlyJOLj43Hu3Dn4+/sjPz//lcZRUFBQr+3VdjyVlJSgr68PiURSr3GUjmNjnV+id1GjJr8fP36MDh064JtvvqmyXnh4OM6cOQNDQ8Ny22bPno0DBw5gz549+PPPP/Ho0SN88MEHKCoqaqiwiYiIiIiIiIiIiBpFfmExDiVnAwCGd+KS5/T6KnheVOmnsKDk3++LiwWc2JteZTsn9qbLLIFeWZu1NX36dEgkEsTHx2PkyJEwNzeHtbU15syZg7i4OLFeVlYWhg0bBnV1dWhqasLNzQ23b98Wt/v5+aFjx44IDQ2FVCqFlpYW3N3dkZeXBwDw9PSEj48PsrKyIJFIIJVKK4yn7LLYDx48gJeXF/T09KCiogIbGxtEREQgNjYWEyZMQG5uLiQSCSQSCfz8/Gp9/KUiIiLQu3dvzJs3DxYWFjA3N4erqys2btwoUy84OBhmZmZQUlKChYUFQkNDq2x3wYIFMDc3h6qqKkxNTbF06VKZBHfpuH3//fcwNTWFsrIyBKH8UvchISHQ1tZGREQELCwsoKqqipEjR+Lx48fYuXMnpFIpmjZtCh8fH5m8UNnxlEgk+O677zB8+HCoqqqibdu2OHjwoLi9psuef/XVV2jRogU0NDQwefJkfPbZZ+jYsaO43dPTE66urli5ciUMDQ1hbm5eYTzp6eno27cvVFRUYGVlhaNHj8r0k5+fjxkzZsDAwAAqKiqQSqVYuXJllbERUYlGXfZ80KBBGDRoUJV1/vnnH8yYMQOHDx/G+++/L7MtNzcX27dvR2hoKJydnQEAu3btgrGxMaKiouDi4tJgsRMRERERERERERE1huXDbHDs7zvoadassUMhqtTWWccr3WZi0wwfzOiA7PQH5WZ8l/X4wXNkpz9AS4umAID/LT6FZ4/KzxL2/va9Gsd27949REZGwt/fv8KlqLW1tQGUvKvb1dUVampqOH78OAoLCzF9+nSMGjUKsbGxYv2MjAyEh4cjIiIC9+/fh5ubGwICAuDv74+goCCYmZlh69atSEhIgLx89as1FBcXY9CgQcjLy8OuXbtgZmaG1NRUyMvLw97eHoGBgfj8889x6dIlAIC6unqNj70sfX19/Pjjj0hJSYGNjU2FdQ4cOIBZs2YhMDAQzs7OiIiIwIQJE2BkZAQnJ6cK99HQ0EBISAgMDQ2RnJyMKVOmQENDA/PnzxfrXLlyBfv27UNYWFiV4/LkyRNs2LABe/bsQV5eHj788EN8+OGH0NbWxm+//YarV69ixIgR6N27N0aNGlVpO1988QVWr16Nr7/+Ghs3bsTYsWNx/fp16Ojo1GisfvjhB/j7+2Pz5s3o1asX9uzZg7Vr16J169Yy9aKjo6GpqYmjR49WmNAvLi7Ghx9+iObNmyMuLg4PHz6Uef87AGzYsAEHDx7Evn370KpVK9y4cQM3btyoUZxE77rX+p3fxcXFGDduHObNmwdra+ty28+dO4eCggIMGDBALDM0NISNjQ1OnTpVafL7+fPneP78//+F+vDhQ7G/4uLiej6K119xcTEEQXgnj52IGh7vMUTUUHh/IaKGwvsLETUU3l+oPijIAR+018cH7fUBCDIzYunl8Lf56j1+WHXiu7b1aurKlSsQBAHt2rWrsl5UVBQuXLiAzMxMGBsbAwBCQ0NhbW2NhIQEdOvWDUDJtRMSEgINDQ0AwLhx4xAdHQ1/f39oaWlBQ0MD8vLy0NfXr1F8UVFRiI+PR1pamjhz2NTUVNyupaUFiURS4/aq4uPjgxMnTqB9+/YwMTFBjx49MGDAAIwdOxbKysoAgDVr1sDT0xPTp08HAHF2/Jo1aypNfi9ZskT8s1Qqha+vL/bu3SuT/M7Pz0doaCh0dXWrjLGgoECceQ4AI0eORGhoKG7fvg11dXVYWVnByckJx44dqzL57enpidGjRwMAVqxYgY0bNyI+Ph4DBw6swUgBGzduxKRJkzBhwgQAwOeff44jR47g0aNHMvXU1NTw3XffQUlJqcJ2oqKikJaWhmvXrsHIyEiM58XJollZWWjbti169+4NiUQCExOTGsVIRK958nvVqlVQUFDAzJkzK9yek5MDJSUlNG3aVKZcT08POTk5lba7cuVKfPHFF+XK//33Xzx79uzlgn4DFRcXIzc3F4IgQE6uUVfCJ6K3EO8xRNRQeH8hoobC+wsRNRTeX4heb6XLVFP98ApyqHSb5P9ugWqayjVq68V6Hv72LxUXAHE2bnXvd05LS4OxsbGY+AYAKysraGtrIy0tTUx+S6VSMfENAAYGBrhzp+7vKk9KSoKRkZGY+K6LrKwsWFlZid8XLVqERYsWlaunpqaGQ4cOISMjA8eOHUNcXBx8fX0RFBSE06dPQ1VVFWlpafDy8pLZr1evXggKCqq0/59//hmBgYG4cuUKHj16hMLCQmhqasrUMTExqTbxDQCqqqpi4hsoyQFJpVKZGe96enrVjrmtra3McWtoaFS6z4ttf/zxx/j2229x6dIl8QGAUnZ2doiJiZEpa9++faWJb6DkumrVqpWY+AaAnj17ytTx9PRE//79YWFhgYEDB+KDDz6QmQhKRJV7bZPf586dQ1BQEBITE6v9C6gsQRCq3GfhwoWYM2eO+P3hw4cwNjaGrq5uuZvvu6C4uBgSiQS6urr8f7yIqN7xHkNEDYX3FyJqKLy/EFFD4f2FXlZU2m1cuv0Irh0M0bJpk8YO562joqLS2CG8VRSVq1/e26CtNtS0latc+ly9qTIM2mrXqt3qtG3bFhKJBGlpaXB1da20XmW5hrLlioqKMtslEslLrSTQpMnL/74NDQ2RlJQkfq9uaW8zMzOYmZlh8uTJWLx4MczNzbF3715xlnPZcagqDxMXFwd3d3d88cUXcHFxgZaWlrhE+IsqWnK+IhWNb13GvDb7vDh2L+aNKhqHsqo7ror2Kdtu586dkZmZid9//x1RUVFwc3ODs7Mzfv755yrbJqLXOPl94sQJ3LlzB61atRLLioqK4Ovri8DAQFy7dg36+vrIz8/H/fv3ZWZ/37lzB/b2lT/9paysLC7X8SI5Obl39v/xkEgk7/TxE1HD4j2GiBoK7y9E1FB4fyGihsL7C72Mnaev4+SVu5AAmPFe28YO563D3+WrJycnQZ9RbRG5JaXSOr3d2kJOrnYT5Kqjo6MDFxcXbNq0CTNnziyXrHzw4AG0tbVhZWWFrKws3LhxQ5z9nZqaitzcXFhaWtZrTC+ytbXFzZs3cfny5QpnfyspKaGoqKjKNhQUFNCmTZs69S+VSqGqqorHjx8DACwtLfHnn3/Cw8NDrHPq1KlKx+DkyZMwMTHB4sWLxbLr16/XKZbGUtHYWVhYID4+HuPGjRPLzp49W+u2S6+rW7duwdDQEABw+vTpcvU0NTUxatQojBo1CiNHjsTAgQNx7969Gr+jnOhd9domv8eNGwdnZ2eZMhcXF4wbN0580qhLly5QVFTE0aNH4ebmBgDIzs5GSkoKVq9e/cpjJiIiIiIiIiIiImoIObnPcCrjLgBgWMeWjRwNUf0x69QCAz+xwYm96TIzwNWbKqO3W1uYdWrRIP1u3rwZ9vb2sLOzw/Lly2Fra4vCwkIcPXoUwcHBSEtLg7OzM2xtbTF27FgEBgaisLAQ06dPh4ODA7p27dogcQGAg4MD+vbtixEjRmDdunVo06YN/v77b0gkEgwcOBBSqRSPHj1CdHQ0OnToAFVVVaiqqtapLz8/Pzx58gSDBw+GiYkJHjx4gA0bNqCgoAD9+/cHAMybNw9ubm7o3Lkz+vXrh19//RX79+9HVFRUhW22adMGWVlZ2LNnD7p164ZDhw7hwIEDdR6P14WPjw+mTJmCrl27wt7eHnv37sWFCxdk3sdeE87OzrCwsICHhwfWrl2Lhw8fyjwoAADr16+HgYEBOnbsCDk5Ofz000/Q19eHtrZ2PR4R0dupUZPfjx49wpUrV8TvmZmZSEpKgo6ODlq1aoVmzZrJ1FdUVIS+vj4sLCwAAFpaWpg0aRJ8fX3RrFkz6OjoYO7cuWjfvn25xDkRERERERERERHRm+rXv25BEICuJk1hrFO3JBfR68qsUwu07qCL7PQHePzwOdQ0S5Y6r+8Z3y9q3bo1EhMT4e/vD19fX2RnZ0NXVxddunRBcHAwgJLVOsLDw+Hj44O+fftCTk4OAwcOxMaNGxssrlJhYWGYO3cuRo8ejcePH6NNmzYICAgAANjb22Pq1KkYNWoU7t69i2XLlsHPz69O/Tg4OGDTpk3w8PDA7du30bRpU3Tq1AlHjhwRczGurq4ICgrC119/jZkzZ6J169bYsWMHHB0dK2xz2LBh+PTTTzFjxgw8f/4c77//PpYuXVrnGF8XY8eOxdWrVzF37lw8e/YMbm5u8PT0RHx8fK3akZOTw4EDBzBp0iTY2dlBKpViw4YNGDhwoFhHXV0dq1atQnp6OuTl5dGtWzf89ttvXKGCqAYkQkUvF3hFYmNj4eTkVK58/PjxCAkJKVculUoxe/ZszJ49Wyx79uwZ5s2bhx9//BFPnz5Fv379sHnzZnEJkpp4+PAhtLS0kJub+86+8/vOnTto0aIFb5xEVO94jyGihsL7CxE1FN5fiKih8P5CL2Nw0AmkZj/El642GNfDpLHDeSu96/9OXFfPnj1DZmYmWrduzfem0zunf//+0NfXR2hoaGOHQvRWq83fNY0689vR0RG1yb1fu3atXJmKigo2btz4Sp60IiIiIiIiIiIiInrVLt/OQ2r2QyjISfBBe4PGDoeI6J305MkTfPvtt3BxcYG8vDx2796NqKgoHD16tLFDI6IXvLbv/CYiIiIiIiIiIiIiIPz8PwAARwtdNFVTauRoiIjeTRKJBL/99hu++uorPH/+HBYWFggLC+NreIleM0x+ExEREREREREREb3GiooFNFGUh2unlo0dChHRO6tJkyaIiopq7DCIqBpMfhMRERERERERERG9xhYOtsTMfm2hIC9p7FCIiIiIXmtMfhMRERERERERERG95tSU+U+5RERERNWRa+wAiIiIiIiIiIiIiKi8/MJi/J3zsLHDICIiInpjMPlNRERERERERERE9BqKvXQHAwNPwOP7+MYOhYiIiOiNwOQ3ERERERERERER0WsoPOkfAICFnnojR0JERET0ZmDym4iIiIiIiIiIiOg18/BZAaLS7gAAhnVs2cjREBEREb0ZmPwmIiIiIiIiIiIies1EpuQgv7AYbVuow9pQs7HDIWpwxcVFuHHxAtJOHseNixdQXFzU2CHVG0EQ4OXlBR0dHUgkEiQlJcHR0RGzZ88W60ilUgQGBjZajC9LIpEgPDy83tsNCQmBtra2+N3Pzw8dO3asVRtlx7ohxcTEoF27diguLn4l/TWk58+fo1WrVjh37lxjh0JUK0x+ExEREREREREREb1mws+XLHnu2qklJBJJI0dD1LDSz5zCNu9J2Ld8EX7b8DX2LV+Ebd6TkH7mVIP2m5OTAx8fH5iamkJZWRnGxsYYMmQIoqOj67WfyMhIhISEICIiAtnZ2bCxsSlXJyEhAV5eXjVqr2xC+GWFhYWhe/fu0NLSgoaGBqytreHr61tv7denuXPn1vv5AeoveT9//nwsXrwYcnJ1S7/t378fLi4uaN68ufigRFlbt26Fo6MjNDU1IZFI8ODBgyrb/Pbbb6GhoYHCwkKx7NGjR1BUVESfPn1k6p44cQISiQSXL1+GsrIy5s6diwULFtTpWIgaC5PfRERERERERERERK+RnNxnOH31LgBgaAfDRo6GqGGlnzmFg+tW4NG9/2TKH937DwfXrWiwBPi1a9fQpUsXxMTEYPXq1UhOTkZkZCScnJzg7e1dr31lZGTAwMAA9vb20NfXh4KCQrk6urq6UFVVrdd+ayIqKgru7u4YOXIk4uPjce7cOfj7+yM/P/+VxlFQUFCjeurq6mjWrFkDR1M3p06dQnp6Oj766KMa75Ofn4+cnBzx++PHj9GrVy8EBARUus+TJ08wcOBALFq0qEZ9ODk54dGjRzh79qxYduLECejr6yMhIQFPnjwRy2NjY2FoaAhzc3MAwNixY3HixAmkpaXV+JiIGhuT30RERERERERERESvkUPJ2RAEoJu0KYx1Xn0yjKg+FDx7Vumn8P8Sq8XFRYgJ2VplOzEhW2SWQK+szdqaPn06JBIJ4uPjMXLkSJibm8Pa2hpz5sxBXFycWC8rKwvDhg2Duro6NDU14ebmhtu3b4vbS5fhDg0NhVQqhZaWFtzd3ZGXlwcA8PT0hI+PD7KysiCRSCCVSiuMp+yy5w8ePICXlxf09PSgoqICGxsbREREIDY2FhMmTEBubi4kEgkkEgn8/PxqffylIiIi0Lt3b8ybNw8WFhYwNzeHq6srNm7cKFMvODgYZmZmUFJSgoWFBUJDQ6tsd8GCBTA3N4eqqipMTU2xdOlSmQR36bh9//334sx7QRCqjbfssueFhYWYOXMmtLW10axZMyxYsADjx4+Hq6urzH7FxcWYP38+dHR0oK+vLzNmpedk+PDhMufor7/+gpOTEzQ0NKCpqYkuXbrIJJDL2rNnDwYMGAAVFZVqj+PcuXOYOXMmDA0NsXfvXrF83Lhx+Pzzz+Hs7FzpvrNnz8Znn32GHj16VNsPAFhYWMDQ0BCxsbFiWWxsLIYNGwYzMzOcOnVKptzJyUn83qxZM9jb22P37t016ovodVD+8SIiIiIiIiIiIiIiajQePU3QurkqlOTlGzsUojrbMH5kpdtad+qKDz/zwz9pF8vN+C7r0b27+CftIoytbQEA22ZMxNO8h+Xq+e6NqHFs9+7dQ2RkJPz9/aGmplZue+mS4oIgwNXVFWpqajh+/DgKCwsxffp0jBo1SiaRmJGRgfDwcEREROD+/ftwc3NDQEAA/P39ERQUBDMzM2zduhUJCQmQr8Hvuri4GIMGDUJeXh527doFMzMzpKamQl5eHvb29ggMDMTnn3+OS5cuASiZDV1X+vr6+PHHH5GSklLhcuwAcODAAcyaNQuBgYFwdnZGREQEJkyYACMjI5lE6Ys0NDQQEhICQ0NDJCcnY8qUKdDQ0MD8+fPFOleuXMG+ffsQFhZWo3GpyKpVq/DDDz9gx44dsLS0RFBQEMLDw8vFtXPnTsyZMwdnzpzB6dOn4enpiV69eqF///5ISEhAixYtsGPHDgwcOFCMZezYsejUqROCg4MhLy+PpKQkKCoqVhrLH3/8gdGjR1e6PTs7G7t27cLOnTuRnp6O999/H9999x3ef//9Oh17bTg6OuLYsWP47LPPAADHjh3D/PnzUVxcjGPHjsHZ2Rn5+fk4ffp0uQcf7OzscOLEiQaPkai+MPlNRERERERERERE9BpRlJfDe+30GjsMogb36MH9eq1XU1euXIEgCGjXrl2V9aKionDhwgVkZmbC2NgYABAaGgpra2skJCSgW7duAEqS1SEhIdDQ0ABQMns3Ojoa/v7+4nu05eXloa+vX6P4oqKiEB8fj7S0NHH5aVNTU3G7lpYWJBJJjdurio+PD06cOIH27dvDxMQEPXr0wIABAzB27FgoKysDANasWQNPT09Mnz4dAMTZ8WvWrKk0+b1kyRLxz1KpFL6+vti7d69M8js/Px+hoaHQ1dWtc/wbN27EwoULMXz4cADAN998g99++61cPVtbWyxbtgwA0LZtW3zzzTeIjo5G//79xf61tbVlxjQrKwvz5s0Tr5O2bdtWGcu1a9dgaCj7qor8/HwcOHAAO3fuxNGjR9G1a1d4e3tj1KhR0NHRqfNx15ajoyM+/fRTFBYW4unTpzh//jz69u2LoqIibNiwAQAQFxeHp0+fljunLVu2xLVr115ZrEQvi8lvIiIiIiIiIiIiIiKqVzN3/lzpNolcyRtZ1bWb1qitF+tN+eb7lwsMEJfXlkgkVdZLS0uDsbGxmPgGACsrK2hrayMtLU1MfkulUjHxDQAGBga4c+dOneNLSkqCkZGRmPiui6ysLFhZWYnfFy1aVOE7otXU1HDo0CFkZGTg2LFjiIuLg6+vL4KCgnD69GmoqqoiLS0NXl5eMvv16tULQUFBlfb/888/IzAwEFeuXMGjR49QWFgITU1NmTomJiYvlfjOzc3F7du3YWdnJ5bJy8ujS5cuKC4ulqlra2sr870m52jOnDmYPHkyQkND4ezsjI8++ghmZmaV1n/69Gm5Jc9PnToFd3d3GBsbIyYmBn369Knp4dUrJycnPH78GAkJCbh//z7Mzc3RokULODg4YNy4cXj8+DFiY2PRqlUrmQctAKBJkyYy7wUnet3xnd9EREREREREREREr4HiYgFuW05jdeTfyH1aUP0ORK8xRRWVSj8KSkoAgJaW1lDXaV5lOxrNmqOlpXW17dZG27ZtIZFIkJaWVmU9QRAqTJCXLS+7FLZEIimXfK2NJk2a1HnfUoaGhkhKShI/U6dOrbK+mZkZJk+ejO+++w6JiYlITU2VeRd12XGobGyAkhnE7u7uGDRoECIiInD+/HksXrz4/7F353FZlPv/x99zs9zsICjgCoKiIG6lVlYipaKVy0kzPZXZ3qksDZdzNMv2TUvbO57S0k7WL8tSy1yS1Kw0lVyg3FDUUFxYlB3u+/eHX+8jCrgBw/J6Ph488p65ZuY9c+N4d3/mui4V/t9c76eUNeT8xSgr25ku5j2aMmWKtm3bphtvvFE//PCDoqKi9NVXX5XbvmHDhsrIKD1KQbdu3TRz5kyFhITouuuuU79+/fTf//632ovJrVq1UrNmzbRy5UqtXLlSMTExkk4Oe9+yZUv99NNPWrlypa677rqztj127NglPaQAVDeK3wAAAAAAAABQA/y2N0PrUo7p45/3yurMV7eo+ywWJ1038v4K28Teeb8sloubD7o8/v7+iouL09tvv62cnJyz1mdmZko62cs7NTVV+/btc6xLSkpSVlaWIiMjKzXT6Tp06KD9+/dr+/btZa53dXVVSUlJhftwdnZWq1atHD8XMsR2aGioPDw8HNcmMjJSa9asKdVm7dq15V6Dn376SSEhIZo0aZK6dOmi1q1ba+/eved9/PPl6+uroKAgrVu3zrGspKREmzZtuuB9ubi4lHlNIyIiNGbMGC1dulQ333yzZs2aVe4+OnfurKSkpFLLPDw8dO+992r16tX6448/1LVrV02aNElBQUEaOXKkfvjhh0t6UOJCxMbGKiEhQQkJCerZs6djeUxMjL7//nv98ssvZQ5jv3XrVnXu3LlaMgKVgU9QAAAAAAAAAFADfLXpgCSpX3Sw3Fwqt9gH1FStr+iuAY9PPKsHuHdAQw14fKJaX9G9So77zjvvqKSkRN26ddP8+fO1Y8cOJScn64033tBVV10lSerVq5c6dOig2267TRs3btS6des0YsQIxcTEqEuXLlWSSzpZjOzRo4cGDx6sZcuWKSUlRd99952WLFki6WRx+sSJE1qxYoWOHDlySb2Ip0yZovHjxyshIUEpKSnatGmT7r77bhUVFal3796SpHHjxmn27Nl67733tGPHDr322mv68ssvNXbs2DL32apVK6WmpmrevHnatWuX3njjjQp7TF+KUaNG6cUXX9TXX3+tP//8U4899pgyMjLOOaT9mUJDQ7VixQodPHhQGRkZysvL0yOPPKKEhATt3btXP/30k9avX1/hQw9xcXFnPSRwuvDwcD3zzDPavXu3Fi5cKMMwNHDgQL399tuONseOHVNiYqKjiP7nn38qMTFRBw8edLQ5ePCgEhMTtXPnTknSli1blJiYqGPHjlV4jrGxsVqzZo0SExMdPb+lk79vM2fOVH5+fpnF79WrV6tPnz4V7huoSSh+AwAAAAAAAIDJCopL9O2WNEnSoM5NTU4DVK/WV3TXfW9/oKFPvqAbHh2noU++oHvf+qDKCt+S1LJlS23cuFGxsbGKj49XdHS0evfurRUrVujdd9+VdHJo7AULFqhBgwbq0aOHevXqpbCwsFLDgVeV+fPnq2vXrho+fLiioqI0fvx4R8/k7t2768EHH9Stt96qRo0a6ZVXXrno48TExGj37t0aMWKE2rZtq379+ungwYNaunSp2rRpI0kaNGiQZsyYoVdffVXt2rXT+++/r1mzZpXqPXy6gQMHasyYMXrkkUfUqVMnrV27VpMnT77ojBWZMGGChg8frhEjRuiqq66Sl5eX4uLizpp7+1ymTZumZcuWqXnz5urcubOcnJx09OhRjRgxQhERERo6dKj69eunp59+utx93H777UpKStKff/5Z4bEMw1DPnj01a9YsHTx4UIMGDXKs++abb9S5c2fdeOONkqRhw4apc+fOeu+99xxt3nvvPXXu3Fn33XefJKlHjx7q3LmzvvnmmwqPGxsbq7y8PLVq1UpBQUGO5TExMTp+/LjCw8NLzW8vST///LOysrI0ZMiQCvcN1CSGvazJD+qZ7Oxs+fr6KisrSz4+PmbHqXY2m03p6ekKDAyUxcLzEAAqF/cYAFWF+wuAqsL9BUBV4f6Ciny/7aAemLNBQT5Wrf3n9XKyXFivRVy6+v498cXKz89XSkqKWrZsecEFR6Cy2Ww2RUZGaujQoXr22Wer/fjjx49XVlaW3n///Wo/dlW45ZZb1LlzZ02cONHsKKjnLuTfGj5lAwAAAAAAAIDJvk48OeT5gI5NKHwDwHnau3evZs6cqe3bt2vLli36xz/+oZSUFP397383Jc+kSZMUEhJyzjnZa4OCggJ17NhRY8aMMTsKcEGczQ4AAAAAAAAAAPVZdn6RlienS2LIcwC4EBaLRbNnz9bYsWNlt9sVHR2t5cuXVzg3d1Xy9fWtM72krVarnnjiCbNjABeM4jcAAAAAAAAAmCi/sES3XN5MOw6dUFRjhtsGgPPVvHlz/fTTT2bHAFCDUPwGAAAAAAAAABMF+rjp+b+1l91ul2Ew5DkAAMDFYs5vAAAAAAAAAKgBKHwDAABcGorfAAAAAAAAAGCSNTuO6Lc9x2S3282OAgAAUOtR/AYAAAAAAAAAkzz/bbKGvPez5m88YHYUAACAWo/iNwAAAAAAAACY4M+Dx5Wcli0XJ0O9IgPNjgMAAFDrUfwGAAAAAAAAABMsSDzZ27tnm0D5ebianAZAVbHb7br//vvl7+8vwzCUmJionj17avTo0Y42oaGhmj59umkZL5VhGFqwYEGl73f27Nny8/Or9P2i8k2ePFn333+/2THqhIKCArVo0UIbNmwwO0qtRPEbAAAAAAAAAKqZzWbX15tOFr8HdWpqchrAfHabXfm7MpWbmK78XZmy2+xVfsyDBw9q1KhRCgsLk9VqVfPmzdW/f3+tWLGiUo+zZMkSzZ49W4sWLVJaWpqio6PParN+/frzLhxWdkF4/vz5uuKKK+Tr6ytvb2+1a9dO8fHxlbZ/XLqEhAQZhqHMzEyzo5Tp0KFDmjFjhiZOnOhYlp6ergceeEAtWrSQ1WpVcHCw4uLi9PPPPzvalPfQx5QpU9SpUyfH65ycHE2YMEFhYWFyc3NTo0aN1LNnTy1atKjSzmHkyJEyDKPUz5VXXlmqTUFBgUaNGqWGDRvK09NTAwYM0P79+8vd53vvvSdvb28VFxc7lp04cUIuLi669tprS7VdvXq1DMPQ9u3bZbVaNXbsWE2YMKHSzq8+cTY7AAAAAAAAAADUN+v3HNNfWfnytjrreoY8Rz2Xt/WIMhfuUklWoWOZk6+r/PqHyz26YZUcc8+ePbr66qvl5+enV155RR06dFBRUZG+//57Pfzww/rjjz8q7Vi7du1S48aN1b1793LbNGrUqNKOdyGWL1+uYcOG6YUXXtCAAQNkGIaSkpIq/QGAcykqKpKLi0u1HhOV54MPPtBVV12l0NBQx7LBgwerqKhIH330kcLCwnTo0CGtWLFCx44du+D9P/jgg1q3bp3eeustRUVF6ejRo1q7dq2OHj1a7jaZmZmyWCzy8fE57+P07dtXs2bNcrx2dS09Ksvo0aO1cOFCzZs3TwEBAYqPj9dNN92kDRs2yMnJ6az9xcbG6sSJE/rtt98chfTVq1crODhY69evV25urjw8PCSdfMChSZMmioiIkCTddtttGjdunJKTkxUZGXne5wB6fgMAAAAAAABAtTs15Hnf6GC5uZz9hTlQX+RtPaKjc5NLFb4lqSSrUEfnJitv65EqOe5DDz0kwzC0bt06DRkyRBEREWrXrp0ef/xx/fLLL452qampGjhwoLy8vOTj46OhQ4fq0KFDjvWneqjOmTNHoaGh8vX11bBhw3T8+HFJJ3uTjho1SqmpqTIMo1Rx8HRn9oDNzMzU/fffr6CgILm5uSk6OlqLFi1SQkKC7rrrLmVlZTl6p06ZMuWir8OiRYt0zTXXaNy4cWrTpo0iIiI0aNAgvfnmm6XavfvuuwoPD5erq6vatGmjOXPmVLjfCRMmKCIiQh4eHgoLC9PkyZNVVFTkWH/qun344YeOnvd2e/m9/b///ntFRkbKy8tLffv2VVpammOdzWbTM888o2bNmslqtapTp05asmSJY/2ePXtkGIY+//xzXXvttXJ3d1fXrl21fft2rV+/Xl26dHHs9/Dhw6WOO2vWLEVGRsrNzU1t27bVO++8U+F5f/HFF2rfvr3c3d0VEBCgXr16KScnR6tWrZKLi4sOHjxYqn18fLx69OghSdq7d6/69++vBg0ayNPTU+3atdO3336rPXv2KDY2VpLUoEEDGYahkSNHSjo5pP4rr7yisLAwubu7q2PHjvriiy8c+z/VY/z7779X586d5e7uruuuu07p6en67rvvFBkZKR8fHw0fPly5ubnnPI/yzJs3TwMGDHC8zszM1Jo1a/Tyyy8rNjZWISEh6tatm/71r3/pxhtvrPAalmXhwoWaOHGibrjhBoWGhuryyy/XqFGjdOedd5a7ze+//67g4GDdfvvtWrZsmWw22zmPc6qH+qkff39/x7qsrCx98MEHmjZtmnr16qXOnTtr7ty52rJli5YvX17m/tq0aaMmTZooISHBsSwhIUEDBw5UeHi41q5dW2r5qfdZkgICAtS9e3d9+umn58yN0ih+AwAAAAAAAEA1stvtStyXJUn6W2eGPEfdZCssKffHXnSyCGW32ZW5cFeF+8lcuKvUEOjl7fNCHDt2TEuWLNHDDz8sT0/Ps9afGlLcbrdr0KBBOnbsmH788UctW7ZMu3bt0q233lqq/a5du7RgwQItWrRIixYt0o8//qiXXnpJkjRjxgxHYTYtLU3r168/Zz6bzaZ+/fpp7dq1mjt3rpKSkvTSSy/JyclJ3bt31/Tp0+Xj46O0tDSlpaVp7NixF3T+pwsODta2bdu0devWctt89dVXeuyxxxQfH6+tW7fqgQce0F133aWVK1eWu423t7dmz56tpKQkzZgxQzNnztTrr79eqs3OnTv1+eefa/78+UpMTCx3X7m5uZo6darmzJmjVatWKTU1tdQ5z5gxQ9OmTdPUqVO1efNmxcXFacCAAdqxY0ep/Tz11FN64okntHHjRjk7O2v48OEaP368ZsyYodWrV2vXrl168sknHe1nzpypSZMm6fnnn1dycrJeeOEFTZ48WR999FGZOdPS0jR8+HDdfffdSk5OVkJCgm6++WbZ7Xb16NFDYWFhpR4aKC4u1ty5c3XXXXdJkh5++GEVFBRo1apV2rJli15++WV5eXmpefPmmj9/viTpzz//VFpammbMmCFJeuKJJzRr1iy9++672rZtm8aMGaPbb79dP/74Y6lsU6ZM0VtvvaW1a9dq3759Gjp0qKZPn67//ve/Wrx4sZYtW+Z44KGi8yhLRkaGtm7dqi5dujiWeXl5ycvLSwsWLFBBQUG57+35Cg4O1rfffut4qOR89OjRQ999952sVquGDBmikJAQTZw4UX/++We52yQkJCgwMFARERG67777lJ6e7li3YcMGFRUVqU+fPo5lTZo0UXR0dKki9pl69uxZ6u/KypUr1bNnT8XExDiWFxYW6ueffy5V/Jakbt26afXq1ed9zjiJYc8BAAAAAAAAoBoZhqHFo67R+j3H1CXU/9wbALXQX0+WXwxya9NADe+KVkFK1lk9vs9UklWogpQsuYX7SZIOvrxOtpzis9o1e+nas5aVZ+fOnbLb7Wrbtm2F7ZYvX67NmzcrJSVFzZs3lyTNmTNH7dq10/r169W1a1dJJ4vVs2fPlre3tyTpjjvu0IoVK/T888875tF2cnJScHDweeVbvny51q1bp+TkZMcQyGFhYY71vr6+MgzjvPdXkVGjRmn16tVq3769QkJCdOWVV6pPnz667bbbZLVaJUlTp07VyJEj9dBDD0mSo3f81KlTzyrWnfLEE084/hwaGqr4+Hh99tlnGj9+vGN5YWGh5syZc84h34uKivTee+8pPDxckvTII4/omWeecayfOnWqJkyYoGHDhkmSXn75Za1cuVLTp0/X22+/7Wg3duxYxcXFSZIee+wxDR8+XCtWrNDVV18tSbrnnns0e/ZsR/tnn31W06ZN08033yxJatmypZKSkvT++++X2eM4LS1NxcXFuvnmmxUSEiJJat++vWP9Pffco1mzZmncuHGSpMWLFys3N1dDhw6VdHKUgcGDBzu2Of09P9UDOTAw0PFwRk5Ojl577TX98MMPuuqqqxzbrFmzRu+//75iYmIc2z/33HOlzvNf//qXdu3a5TjGkCFDtHLlSk2YMOGc53GmvXv3ym63q0mTJo5lzs7Omj17tu677z699957uuyyyxQTE6Nhw4apQ4cOpbafMGFCqd8X6eTvRlRUlOP1v//9b912220KCAhQx44ddc0112jIkCGOcyqLYRiKiYlRTEyM3nrrLS1YsEAff/yxXn31VV1++eW688479fe//12+vr6SpH79+umWW25RSEiIUlJSNHnyZF133XXasGGDrFarDh48KFdXVzVo0KDUcYKCgs7q0X+6nj17asyYMSouLlZeXp42bdqkHj16qKSkRG+88YYk6ZdfflFeXt5Zf5+aNm2qPXv2lLtvlI2e3wAAAAAAAABQzSwWQ1eEBcjJYpgdBTCN7XjFhe8LbXe+TvVgNYyK//4lJyerefPmjsK3JEVFRcnPz0/JycmOZaGhoY7CtyQ1bty4VI/RC5WYmKhmzZo5Ct8XIzU11dH71svLSy+88EKZ7Tw9PbV48WLt3LlTTzzxhLy8vBQfH69u3bo5hsFOTk4+q8h49dVXl7oGZ/riiy90zTXXKDg4WF5eXpo8ebJSU1NLtQkJCTmvuc49PDwchW+p9PXNzs7WX3/9dV75Ti+6BgUFSSpd1A0KCnLs9/Dhw9q3b5/uueeeUtfxueee065dZY9W0LFjR11//fVq3769brnlFs2cOVMZGRmO9SNHjtTOnTsdw+p/+OGHGjp0qGP0gUcffdRRpH7qqae0efPmCq9LUlKS8vPz1bt371IZP/7447Mynnnup4ajL+vcz3UeZ8rLy5Mkubm5lVo+ePBg/fXXX/rmm28UFxenhIQEXXbZZaUeMJCkcePGKTExsdTPgw8+WKpNjx49tHv3bq1YsUKDBw/Wtm3bdO211+rZZ5+t8Bqd4u7uruHDh+u7777Ttm3bVFRUpIceeqjU/N633nqrbrzxRkVHR6t///767rvvtH37di1evLjCfdvt9grvJbGxscrJydH69eu1evVqRUREKDAwUDExMVq/fr1ycnKUkJCgFi1alHpPTuU+fTh6nB96fgMAAAAAAABANSkoLpHFMOTiRL8k1G1Nnule7rpThSKLt+t57ev0dsETul1aMEmtW7eWYRhKTk7WoEGDym1XXlHrzOUuLi6l1huGcV7zC5fH3d39orc9pUmTJqWGEj997uKyhIeHKzw8XPfee68mTZqkiIgIffbZZ44huc+8DhUV/H755RcNGzZMTz/9tOLi4uTr66t58+Zp2rRppdqVNeR8Wcq6vmcOwX0++U7fz6l1Zy479b6d+u/MmTN1xRVXlNqPk5NTmTmdnJy0bNkyrV27VkuXLtWbb76pSZMm6ddff1XLli0VGBio/v37a9asWQoLC9O3335bai7oe++9V3FxcVq8eLGWLl2qF198UdOmTdOoUaPKPN6pjIsXL1bTpqWn0DjVa7+8c6/od/Zc53Gmhg0bSjo5/PmZDzO4ubmpd+/e6t27t5588knde++9euqppxxzlp/avlWrVqW2K+v31cXFRddee62uvfZa/fOf/9Rzzz2nZ555RhMmTJCra8X3kuLiYi1btkwff/yxvv76a4WFhenll1/WbbfdVu42jRs3VkhIiGP4/ODgYBUWFiojI6NU7+/09HR1717+/a5Vq1Zq1qyZVq5cqYyMDEeP/ODgYLVs2VI//fSTVq5cqeuuu+6sbY8dO3ZeD4igND5hAQAAAAAAAEA1WbDpgK58YYXe/7HieY6B2s7i6lTuj+FysjRhbekrJ9+Ki1ZOvlZZW/qec78Xwt/fX3FxcXr77beVk5Nz1vrMzExJJ3t5p6amat++fY51SUlJysrKUmRk5AUd80J06NBB+/fv1/bt28tc7+rqqpKSiuc5d3Z2VqtWrRw/5yp+ny40NFQeHh6OaxMZGak1a9aUarN27dpyr8FPP/2kkJAQTZo0SV26dFHr1q21d+/e8z7+hfDx8VGTJk0uKN/5CAoKUtOmTbV79+5S17FVq1ZlFoBPMQxDV199tZ5++mlt2rRJrq6u+uqrrxzr7733Xs2bN0/vv/++wsPDz+qx3rx5cz344IP68ssvFR8fr5kzZ0qSo7h7+vseFRUlq9Wq1NTUszKePlrBxTjXeZwuPDxcPj4+SkpKOud+o6Kiyvw7dzGioqJUXFys/Pz8ctts2rRJY8aMUbNmzXTHHXeoYcOGWrVqlbZu3arx48dXWFg+evSo9u3bp8aNG0uSLr/8crm4uGjZsmWONmlpadq6dWuFxW/pZO/vhIQEJSQkqGfPno7lMTEx+v777/XLL7+UOYXA1q1b1blz5wr3jbPR8xsAAAAAAAAAqslXmw7oaE6hSs7otQjUR4bFkF//cB2dW/7w2X79w2RUwfQA77zzjrp3765u3brpmWeeUYcOHRy9Q999910lJyerV69e6tChg2677TZNnz5dxcXFeuihhxQTE6MuXbpUeqZTYmJi1KNHDw0ePFivvfaaWrVqpT/++EOGYahv374KDQ3ViRMntGLFCnXs2FEeHh7y8PC4qGNNmTJFubm5uuGGGxQSEqLMzEy98cYbKioqUu/evSWdHJZ66NChuuyyy3T99ddr4cKF+vLLL7V8+fIy99mqVSulpqZq3rx56tq1qxYvXlxu4bQyjBs3Tk899ZTCw8PVqVMnzZo1S4mJifrkk08uab9TpkzRo48+Kh8fH/Xr108FBQX67bfflJGRoccff/ys9r/++qtWrFihPn36KDAwUL/++qsOHz5cqgh/qif8qV7Lpxs9erT69euniIgIZWRk6IcffnBsGxISIsMwtGjRIt1www1yd3eXt7e3xo4dqzFjxshms+maa65Rdna21q5dKy8vrzLnJT8f53Mep7NYLOrVq5fWrFnjGEnh6NGjuuWWW3T33XerQ4cO8vb21m+//aZXXnlFAwcOvOBMPXv21PDhw9WlSxcFBAQoKSlJEydOVGxsrHx8fMrcZvXq1br++uvVr18/vfPOO7rpppvK7SF+4sQJTZkyRYMHD1bjxo21Z88eTZw4UQ0bNtTf/vY3SZKvr6/uuecexcfHKyAgQP7+/ho7dqzat2+vXr16VZg/NjZWDz/8sIqKikrNxR4TE6N//OMfys/PL7P4vXr16vMe2h3/Q/EbAAAAAAAAAKrBX5l5+jXlmCRpYKem52gN1A/u0Q0VcHukMhfuUknW/+b2dvK1yq9/mNyjG1bJcVu2bKmNGzfq+eefV3x8vNLS0tSoUSNdfvnlevfddyWd7P26YMECjRo1Sj169JDFYlHfvn315ptvVkmm082fP19jx47V8OHDlZOTo1atWumll16SJHXv3l0PPvigbr31Vh09elRPPfWUpkyZclHHiYmJ0dtvv60RI0bo0KFDatCggTp37qylS5eqTZs2kqRBgwZpxowZevXVV/Xoo4+qZcuWmjVrVqkerKcbOHCgxowZo0ceeUQFBQW68cYbNXny5IvOeC6PPvqosrOzFR8fr/T0dEVFRembb75R69atL2m/9957rzw8PPTqq69q/Pjx8vT0VPv27TV69Ogy2/v4+GjVqlWaPn26srOzFRISomnTpqlfv36ONhaLRSNHjtQLL7ygESNGlNq+pKREDz/8sPbv3y8fHx/17dtXr7/+uiSpadOmevrpp/XPf/5Td911l0aMGKHZs2fr2WefVWBgoF588UXt3r1bfn5+uuyyyzRx4sSLPu/zOY8z3X///brnnnv0yiuvyGKxyMvLS1dccYVef/117dq1S0VFRWrevLnuu+++i8oWFxenjz76SBMnTlRubq6aNGmim266SU8++WS520RFRenAgQPnNWy4k5OTtmzZoo8//liZmZlq3LixYmNj9dlnn8nb29vR7vXXX5ezs7OGDh2qvLw8XX/99Zo9e3a5Q+GfEhsbq7y8PLVt29Yx37x08u/f8ePHFR4eflZv/Z9//llZWVkaMmTIOfOjNMN+5sQI9VB2drZ8fX2VlZVV7hMidZnNZlN6eroCAwNlsTASPoDKxT0GQFXh/gKgqnB/AVBVuL/gvR936aXv/lC3lv76/IGrzI6DM9T374kvVn5+vlJSUtSyZUu5ubld9H7sNrsKUrJkO14oi7errC19q6THN2C2++67T4cOHdI333xjdpRKY7fbdeWVV2r06NEaPny42XHqhFtuuUWdO3e+pAcZ6pIL+beGnt8AAAAAAAAAUA0WbDogSfpbZ3p9A2cyLIbcwv3MjgFUmaysLK1fv16ffPKJvv76a7PjVCrDMPTvf/9bmzdvNjtKnVBQUKCOHTtqzJgxZkeplSh+AwAAAAAAAEAV++Ngtv44eFyuThbdEN3Y7DgAgGo2cOBArVu3Tg888IBjPvW6pGPHjurYsaPZMeoEq9WqJ554wuwYtRbFbwAAAAAAAACoYgs2/SVJim3bSL4eLianAQBUt4SEBLMjAPUCxW8AAAAAAAAAqGJ/69xUdrtdV4UHmB0FAACgzqL4DQAAAAAAAABVrE2wt/51Q6TZMQAAAOo0i9kBAAAAAAAAAAAAAAC4VBS/AQAAAAAAAKCK5BeVaMIXm/Xj9sOy2exmxwEAAKjTKH4DAAAAAAAAQBVJ+DNdn/22T/+cv9nsKAAAAHUexW8AAAAAAAAAqCILNv0lSRrQsYksFsPkNAAAAHUbxW8AAAAAAAAAqAJZeUX64Y90SdKgzk1NTgPALHa7Xffff7/8/f1lGIYSExPVs2dPjR492tEmNDRU06dPNy3jpTIMQwsWLKj0/c6ePVt+fn6Vvl9UvsmTJ+v+++83O0a9U1BQoBYtWmjDhg1mR6kxKH4DAAAAAAAAQBX4bkuaCktsahPkrcjGPmbHAWo0m82mlJQUbdmyRSkpKbLZbFV+zIMHD2rUqFEKCwuT1WpV8+bN1b9/f61YsaJSj7NkyRLNnj1bixYtUlpamqKjo89qs379+vMuHFZ2QXj+/Pm64oor5OvrK29vb7Vr107x8fGVtn9cuoSEBBmGoczMTLOjlOnQoUOaMWOGJk6c6FiWnp6uBx54QC1atJDValVwcLDi4uL0888/O9qU99DHlClT1KlTJ8frnJwcTZgwQWFhYXJzc1OjRo3Us2dPLVq0qNxMaWlp+vvf/642bdrIYrGUetjklG3btmnw4MEKDQ2VYRjn/QDKyJEjZRhGqZ8rr7yyVJuCggKNGjVKDRs2lKenpwYMGKD9+/eXu8/33ntP3t7eKi4udiw7ceKEXFxcdO2115Zqu3r1ahmGoe3bt8tqtWrs2LGaMGHCeWWvD5zNDgAAAAAAAAAAddGCxAOS6PUNnEtSUpKWLFmi7OxsxzIfHx/17dtXUVFRVXLMPXv26Oqrr5afn59eeeUVdejQQUVFRfr+++/18MMP648//qi0Y+3atUuNGzdW9+7dy23TqFGjSjvehVi+fLmGDRumF154QQMGDJBhGEpKSqr0BwDOpaioSC4uLtV6TFSeDz74QFdddZVCQ0MdywYPHqyioiJ99NFHCgsL06FDh7RixQodO3bsgvf/4IMPat26dXrrrbcUFRWlo0ePau3atTp69Gi52xQUFKhRo0aaNGmSXn/99TLb5ObmKiwsTLfccovGjBlzQZn69u2rWbNmOV67urqWWj969GgtXLhQ8+bNU0BAgOLj43XTTTdpw4YNcnJyOmt/sbGxOnHihH777TdHIX316tUKDg7W+vXrlZubKw8PD0knH4Zo0qSJIiIiJEm33Xabxo0bp+TkZEVGRl7QedRF9PwGAAAAAAAAgEr2V2aeftl98gv+AZ2amJwGqLmSkpL0+eeflyp8S1J2drY+//xzJSUlVclxH3roIRmGoXXr1mnIkCGKiIhQu3bt9Pjjj+uXX35xtEtNTdXAgQPl5eUlHx8fDR06VIcOHXKsP9VDdc6cOQoNDZWvr6+GDRum48ePSzrZQ3TUqFFKTU2VYRilioOnO7MHbGZmpu6//34FBQXJzc1N0dHRWrRokRISEnTXXXcpKyvL0eN0ypQpF30dFi1apGuuuUbjxo1TmzZtFBERoUGDBunNN98s1e7dd99VeHi4XF1d1aZNG82ZM6fC/U6YMEERERHy8PBQWFiYJk+erKKiIsf6U9ftww8/dPS8t9vt5e7v+++/V2RkpLy8vNS3b1+lpaU51tlsNj3zzDNq1qyZrFarOnXqpCVLljjW79mzR4Zh6PPPP9e1114rd3d3de3aVdu3b9f69evVpUsXx34PHz5c6rizZs1SZGSk3Nzc1LZtW73zzjsVnvcXX3yh9u3by93dXQEBAerVq5dycnK0atUqubi46ODBg6Xax8fHq0ePHpKkvXv3qn///mrQoIE8PT3Vrl07ffvtt9qzZ49iY2MlSQ0aNJBhGBo5cqSkk0Pqv/LKKwoLC5O7u7s6duyoL774wrH/Uz3Gv//+e3Xu3Fnu7u667rrrlJ6eru+++06RkZHy8fHR8OHDlZube87zKM+8efM0YMAAx+vMzEytWbNGL7/8smJjYxUSEqJu3brpX//6l2688cYKr2FZFi5cqIkTJ+qGG25QaGioLr/8co0aNUp33nlnuduEhoZqxowZGjFihHx9fcts07VrV7366qsaNmyYrFbrBWU61Zv91I+/v79jXVZWlj744ANNmzZNvXr1UufOnTV37lxt2bJFy5cvL3N/bdq0UZMmTZSQkOBYlpCQoIEDByo8PFxr164ttfzU74QkBQQEqHv37vr0008v6BzqKorfAAAAAAAAAFDJ0rLyFd7IU1e09FdTP3ez4wDVrrCwsNyfU0VQm81WqkhZliVLlpQaAr28fV6IY8eOacmSJXr44Yfl6el51vpTQ4rb7XYNGjRIx44d048//qhly5Zp165duvXWW0u137VrlxYsWKBFixZp0aJF+vHHH/XSSy9JkmbMmOEozKalpWn9+vXnzGez2dSvXz+tXbtWc+fOVVJSkl566SU5OTmpe/fumj59unx8fJSWlqa0tDSNHTv2gs7/dMHBwdq2bZu2bt1abpuvvvpKjz32mOLj47V161Y98MADuuuuu7Ry5cpyt/H29tbs2bOVlJSkGTNmaObMmWf1vt25c6c+//xzzZ8/X4mJieXuKzc3V1OnTtWcOXO0atUqpaamljrnGTNmaNq0aZo6dao2b96suLg4DRgwQDt27Ci1n6eeekpPPPGENm7cKGdnZw0fPlzjx4/XjBkztHr1au3atUtPPvmko/3MmTM1adIkPf/880pOTtYLL7ygyZMn66OPPiozZ1pamoYPH667775bycnJSkhI0M033yy73a4ePXooLCys1EMDxcXFmjt3ru666y5J0sMPP6yCggKtWrVKW7Zs0csvvywvLy81b95c8+fPlyT9+eefSktL04wZMyRJTzzxhGbNmqV3331X27Zt05gxY3T77bfrxx9/LJVtypQpeuutt7R27Vrt27dPQ4cO1fTp0/Xf//5Xixcv1rJlyxwPPFR0HmXJyMjQ1q1b1aVLF8cyLy8veXl5acGCBSooKCj3vT1fwcHB+vbbbx0PldQECQkJCgwMVEREhO677z6lp6c71m3YsEFFRUXq06ePY1mTJk0UHR1dqoh9pp49e5b6e7Vy5Ur17NlTMTExjuWFhYX6+eefSxW/Jalbt25avXp1ZZ1ercaw5wAAAAAAAABQyS4PaaDlj8coO7/43I2BOuiFF14od13r1q112223ae/evWf1+D5Tdna29u7dq5YtW0qSpk+fXqqH6ikX0vt5586dstvtatu2bYXtli9frs2bNyslJUXNmzeXJM2ZM0ft2rXT+vXr1bVrV0kni9WzZ8+Wt7e3JOmOO+7QihUr9Pzzzzvm0XZyclJwcPB55Vu+fLnWrVun5ORkx7DGYWFhjvW+vr4yDOO891eRUaNGafXq1Wrfvr1CQkJ05ZVXqk+fPrrtttscPWGnTp2qkSNH6qGHHpIkR+/4qVOnnlWAO+WJJ55w/Dk0NFTx8fH67LPPNH78eMfywsJCzZkz55xDvhcVFem9995TeHi4JOmRRx7RM88841g/depUTZgwQcOGDZMkvfzyy1q5cqWmT5+ut99+29Fu7NixiouLkyQ99thjGj58uFasWKGrr75aknTPPfdo9uzZjvbPPvuspk2bpptvvlmS1LJlSyUlJen9998vs8dxWlqaiouLdfPNNyskJESS1L59e8f6e+65R7NmzdK4ceMkSYsXL1Zubq6GDh0q6eQoA4MHD3Zsc/p7fqpXcWBgoOPhjJycHL322mv64YcfdNVVVzm2WbNmjd5//33FxMQ4tn/uuedKnee//vUv7dq1y3GMIUOGaOXKlZowYcI5z+NMe/fuld1uV5Mm/xvlxNnZWbNnz9Z9992n9957T5dddpliYmI0bNgwdejQodT2EyZMKPX7Ip383Th9yoN///vfuu222xQQEKCOHTvqmmuu0ZAhQxznVN369eunW265RSEhIUpJSdHkyZN13XXXacOGDbJarTp48KBcXV3VoEGDUtsFBQWd1fv/dD179tSYMWNUXFysvLw8bdq0ST169FBJSYneeOMNSdIvv/yivLy8s/7uNW3aVHv27Kn0c62N6PkNAAAAAAAAAFXAMAz5ujOHLVCeEydOVGq783WqB6thGBW2S05OVvPmzR2Fb0mKioqSn5+fkpOTHctCQ0MdhW9Jaty4caleoBcqMTFRzZo1cxS+L0Zqaqqj962Xl1e5DyN4enpq8eLF2rlzp5544gl5eXkpPj5e3bp1czxkkJycfFaR8eqrry51Dc70xRdf6JprrlFwcLC8vLw0efJkpaamlmoTEhJyXnOde3h4OArfUunrm52drb/++uu88p1edA0KCpJUuqgbFBTk2O/hw4e1b98+3XPPPaWu43PPPaddu3aVmbNjx466/vrr1b59e91yyy2aOXOmMjIyHOtHjhypnTt3OobV//DDDzV06FDH6AOPPvqoo0j91FNPafPmzRVel6SkJOXn56t3796lMn788cdnZTzz3E8NR1/WuZ/rPM6Ul5cnSXJzcyu1fPDgwfrrr7/0zTffKC4uTgkJCbrssstKPWAgSePGjVNiYmKpnwcffLBUmx49emj37t1asWKFBg8erG3btunaa6/Vs88+W+E1ulSffPJJqWt7qmf1rbfeqhtvvFHR0dHq37+/vvvuO23fvl2LFy+ucH92u73C+05sbKxycnK0fv16rV69WhEREQoMDFRMTIzWr1+vnJwcJSQkqEWLFqXeP0lyd3cv88Gg+oie3wAAAAAAAABQiZLTshUa4Cl3VyezowCmmThxYrnrThV/vLy8zmtfp7cbPXr0JeWSTvY8NwxDycnJGjRoULntyitUnbncxaX0Qy6GYZQaqv1Cubtf+lQJTZo0KTWU+OnzEZclPDxc4eHhuvfeezVp0iRFRETos88+cwzJfeZ1qKiI98svv2jYsGF6+umnFRcXJ19fX82bN0/Tpk0r1a6sIefLUtb1PXMI7vPJd/p+Tq07c9mp9+3Uf2fOnKkrrrii1H6cnMq+tzs5OWnZsmVau3atli5dqjfffFOTJk3Sr7/+qpYtWyowMFD9+/fXrFmzFBYWpm+//bbU/M733nuv4uLitHjxYi1dulQvvviipk2bplGjRpV5vFMZFy9erKZNm5Zad+b81WeeZ0W/s+c6jzM1bNhQ0snhz898mMHNzU29e/dW79699eSTT+ree+/VU0895Ziz/NT2rVq1KrVdWb+vLi4uuvbaa3Xttdfqn//8p5577jk988wzmjBhglxdXcu8RpdqwIABpd7/M6/zKY0bN1ZISIhjqP3g4GAVFhYqIyOjVO/v9PR0de/evdzjtWrVSs2aNdPKlSuVkZHh6L0fHBysli1b6qefftLKlSt13XXXnbXtsWPHzuthkvqAnt8AAAAAAAAAUElsNrvunr1eXZ5bps37M82OA5jG1dW13J9ThbeQkBD5+PhUuB8fHx/H0MsV7fdC+Pv7Ky4uTm+//bZycnLOWp+ZmSnpZC/v1NRU7du3z7EuKSlJWVlZioyMvKBjXogOHTpo//792r59e5nrXV1dVVJSUuE+nJ2d1apVK8fPuYrfpwsNDZWHh4fj2kRGRmrNmjWl2qxdu7bca/DTTz8pJCREkyZNUpcuXdS6dWvt3bv3vI9/IXx8fNSkSZMLync+goKC1LRpU+3evbvUdWzVqlWZBeBTDMPQ1VdfraefflqbNm2Sq6urvvrqK8f6e++9V/PmzdP777+v8PDws3qsN2/eXA8++KC+/PJLxcfHa+bMmZLk+B0//X2PioqS1WpVamrqWRlPH63gYpzrPE4XHh4uHx8fJSUlnXO/UVFRZf6duxhRUVEqLi5Wfn5+peyvLN7e3qWua3kPphw9elT79u1T48aNJUmXX365XFxctGzZMkebtLQ0bd26tcLit3Sy93dCQoISEhLUs2dPx/KYmBh9//33+uWXX8qcbmDr1q3q3LnzRZxl3UPPbwAAAAAAAACoJL+mHFNaVr683ZwVEeR97g2Aesxisahv3776/PPPy23Tt29fWSyV34/vnXfeUffu3dWtWzc988wz6tChg4qLi7Vs2TK9++67Sk5OVq9evdShQwfddtttmj59uoqLi/XQQw8pJiZGXbp0qfRMp8TExKhHjx4aPHiwXnvtNbVq1Up//PGHDMNQ3759FRoaqhMnTmjFihXq2LGjPDw85OHhcVHHmjJlinJzc3XDDTcoJCREmZmZeuONN1RUVKTevXtLOjks9dChQ3XZZZfp+uuv18KFC/Xll19q+fLlZe6zVatWSk1N1bx589S1a1ctXry43MJpZRg3bpyeeuophYeHq1OnTpo1a5YSExP1ySefXNJ+p0yZokcffVQ+Pj7q16+fCgoK9NtvvykjI0OPP/74We1//fVXrVixQn369FFgYKB+/fVXHT58uFQR/lRP+FO9lk83evRo9evXTxEREcrIyNAPP/zg2DYkJESGYWjRokW64YYb5O7uLm9vb40dO1ZjxoyRzWbTNddco+zsbK1du1ZeXl5lzkt+Ps7nPE5nsVjUq1cvrVmzxjGSwtGjR3XLLbfo7rvvVocOHeTt7a3ffvtNr7zyigYOHHjBmXr27Knhw4erS5cuCggIUFJSkiZOnKjY2NgKH6A5NfrBiRMndPjwYSUmJsrV1dUxn3hhYaGjaF9YWKgDBw4oMTFRXl5eZ/VGP+XEiROaMmWKBg8erMaNG2vPnj2aOHGiGjZsqL/97W+SJF9fX91zzz2Kj49XQECA/P39NXbsWLVv3169evWq8FxjY2P18MMPq6ioqNS87TExMfrHP/6h/Pz8Movfq1evrvJh4GsLen4DAAAAAAAAQCX5OvGAJOmG6MZyc2HYc+BcoqKiNHTo0LMKWD4+Pho6dKijSFXZWrZsqY0bNyo2Nlbx8fGKjo5W7969tWLFCr377ruSTvZ+XbBggRo0aKAePXqoV69eCgsL02effVYlmU43f/58de3aVcOHD1dUVJTGjx/v6PXbvXt3Pfjgg7r11lvVqFEjvfLKKxd9nJiYGO3evVsjRoxQ27Zt1a9fPx08eFBLly5VmzZtJEmDBg3SjBkz9Oqrr6pdu3Z6//33NWvWrFK9Uk83cOBAjRkzRo888og6deqktWvXavLkyRed8VweffRRxcfHKz4+Xu3bt9eSJUv0zTffqHXr1pe033vvvVf/+c9/NHv2bLVv314xMTGaPXt2uT2/fXx8tGrVKt1www2KiIjQE088oWnTpqlfv36ONhaLRSNHjlRJSYlGjBhRavuSkhI9/PDDioyMVN++fdWmTRu98847kk4Ot/3000/rn//8p4KCgvTII49Ikp599lk9+eSTevHFFxUZGam4uDgtXLiwwt7p53I+53Gm+++/X/PmzXMMne7l5aUrrrhCr7/+unr06KHo6GhNnjxZ9913n956660LzhQXF6ePPvpIffr0UWRkpEaNGqW4uLgKH5yRpM6dO6tz587asGGD/vvf/6pz58664YYbHOv/+usvR5u0tDRNnTpVnTt31r333lvuPp2cnLRlyxYNHDhQERERuvPOOxUREaGff/5Z3t7/e+jt9ddf16BBgzR06FBdffXV8vDw0MKFC8sdNv+U2NhY5eXlqVWrVo656aWTf1ePHz+u8PDws3r2//zzz8rKytKQIUMq3Hd9YdjPnBihHsrOzpavr6+ysrLOOcRKXWSz2ZSenq7AwMAqeYIOQP3GPQZAVeH+AqCqcH8BUFW4v9R9+UUl6vr8ch3PL9an912pq8IDzI6EC1Dfvye+WPn5+UpJSVHLli3l5uZ20fux2Wzau3evTpw4IS8vL4WEhHCvRJ1033336dChQ/rmm2/MjlJp7Ha7rrzySo0ePVrDhw83O069c8stt6hz586aOHGi2VGqzIX8W8Ow5wAAAAAAAABQCRL+TNfx/GI19nXTFS3Pf35dACd7xF5Kb1WgpsvKytL69ev1ySef6OuvvzY7TqUyDEP//ve/tXnzZrOj1DsFBQXq2LGjxowZY3aUGoPiNwAAAAAAAABUgq82nRzyfECnJrJYDJPTAABqkoEDB2rdunV64IEHHPOp1yUdO3ZUx44dzY5R71itVj3xxBNmx6hRKH4DAAAAAAAAwCXKKSjWyj8PS5IGdWpqchoAQE2TkJBgdgSgXqD4DQAAAAAAAACXyNPqrGVjeijhz8OKbMx80QAAAGag+A0AAAAAAAAAlSAkwFN3dvc0OwYAAEC9ZTE7AAAAAAAAAAAAAAAAl4riNwAAAAAAAABcgv+s3q37Pv5NP+86anYUAACAeo3iNwAAAAAAAABcJLvdrs9/26dlSYe092iO2XEAAADqNYrfAAAAAAAAAHCRktOOa/uhE3J1sqhf+8ZmxwEAAKjXKH4DAAAAAAAAwEX6OvGAJOm6toHydXcxOQ2Amshut+v++++Xv7+/DMNQYmKievbsqdGjRzvahIaGavr06aZlvFSGYWjBggVmx7goZ74XAGo3it8AAAAAAAAAcBFKbHZ9nfiXJGlQ5yYmpwFqN7u9RBkZv+jgwW+UkfGL7PaSKj/mwYMHNWrUKIWFhclqtap58+bq37+/VqxYUanHWbJkiWbPnq1FixYpLS1N0dHRZ7VZv3697r///vPa3+zZs+Xn51dp+ebPn68rrrhCvr6+8vb2Vrt27RQfH19p+weA6uRsdgAAAAAAAAAAqI1+TTmqg9n58nFzVs82gWbHAWqt9PTvtX3HMyooOOhYZrUGK6L1kwoMjKuSY+7Zs0dXX321/Pz89Morr6hDhw4qKirS999/r4cfflh//PFHpR1r165daty4sbp3715um0aNGlXa8S7E8uXLNWzYML3wwgsaMGCADMNQUlJSpT8AcC5FRUVycakbo2cUFhbK1dXV7BhAvUXPbwAAAAAAAAC4CAs2nRzy/MYOjeXm4mRyGqB2Sk//Xlu2Plyq8C1JBQWHtGXrw0pP/75KjvvQQw/JMAytW7dOQ4YMUUREhNq1a6fHH39cv/zyi6NdamqqBg4cKC8vL/n4+Gjo0KE6dOiQY/2UKVPUqVMnzZkzR6GhofL19dWwYcN0/PhxSdLIkSM1atQopaamyjAMhYaGlpnnzGHPMzMzdf/99ysoKEhubm6Kjo7WokWLlJCQoLvuuktZWVkyDEOGYWjKlCkXfR0WLVqka665RuPGjVObNm0UERGhQYMG6c033yzV7t1331V4eLhcXV3Vpk0bzZkzp8L9TpgwQREREfLw8FBYWJgmT56soqIix/pT1+3DDz909Ly32+1l7uunn35STEyMPDw81KBBA8XFxSkjI0OSVFBQoEcffVSBgYFyc3PTNddco/Xr15fa/scff1S3bt1ktVrVuHFj/fOf/1RxcXG52ZcsWSJfX199/PHHkqQDBw7o1ltvVYMGDRQQEKCBAwdqz549jvYjR47UoEGD9OKLL6pJkyaKiIiQJL3zzjtq3bq13NzcFBQUpCFDhlR4zQBUDorfAAAAAAAAAHARLg9poI7N/TSwU1OzowA1TklJbgU/BZJODnW+fcczksoqep5ctn3HM6WGQC9vnxfi2LFjWrJkiR5++GF5enqetf7UkOJ2u12DBg3SsWPH9OOPP2rZsmXatWuXbr311lLtd+3apQULFmjRokVatGiRfvzxR7300kuSpBkzZuiZZ55Rs2bNlJaWdlZhtiw2m039+vXT2rVrNXfuXCUlJemll16Sk5OTunfvrunTp8vHx0dpaWlKS0vT2LFjL+j8TxccHKxt27Zp69at5bb56quv9Nhjjyk+Pl5bt27VAw88oLvuuksrV64sdxtvb2/Nnj1bSUlJmjFjhmbOnKnXX3+9VJudO3fq888/1/z585WYmFjmfhITE3X99derXbt2+vnnn7VmzRr1799fJSUnfyfGjx+v+fPn66OPPtLGjRvVqlUrxcXF6dixY5JOFq5vuOEGde3aVb///rveffddffDBB3ruuefKPN68efM0dOhQffzxxxoxYoRyc3MVGxsrLy8vrVq1SmvWrJGXl5f69u2rwsJCx3YrVqxQcnKyli1bpkWLFum3337To48+qmeeeUZ//vmnlixZoh49epR7vQBUHoY9BwAAAAAAAICLcGvXFrq1awuzYwA1UsKP7ctdFxDQU506fqDMzPVn9fguza6CgoPKzFyvBg2ulCT9tDZGRUXHzmp5/XW7zjvbzp07Zbfb1bZt2wrbLV++XJs3b1ZKSoqaN28uSZozZ47atWun9evXq2vXrpJOFqtnz54tb29vSdIdd9yhFStW6Pnnn3fMo+3k5KTg4ODzyrd8+XKtW7dOycnJjl7EYWFhjvW+vr4yDOO891eRUaNGafXq1Wrfvr1CQkJ05ZVXqk+fPrrttttktVolSVOnTtXIkSP10EMPSZKjd/zUqVMVGxtb5n6feOIJx59DQ0MVHx+vzz77TOPHj3csLyws1Jw5cyoc8v2VV15Rly5d9M477ziWtWvXTpKUk5Ojd999V7Nnz1a/fv0kSTNnztSyZcv0wQcfaNy4cXrnnXfUvHlzvfXWWzIMQ23bttVff/2lCRMm6Mknn5TF8r8+ou+8844mTpyor7/+2nFe8+bNk8Vi0X/+8x8ZhiFJmjVrlvz8/JSQkKA+ffpIkjw9PfWf//zHMdz5l19+KU9PT910003y9vZWSEiIOnfufD5vCYBLRM9vAAAAAAAAAABQ7QoK0iu13fk6Nbz2qWJmeZKTk9W8eXNH4VuSoqKi5Ofnp+TkZMey0NBQR+Fbkho3bqz09IvPnJiYqGbNmjkK3xcjNTVVXl5ejp8XXnihzHaenp5avHixdu7cqSeeeEJeXl6Kj49Xt27dlJt7skd9cnKyrr766lLbXX311aWuwZm++OILXXPNNQoODpaXl5cmT56s1NTUUm1CQkLOOdf5qZ7fZdm1a5eKiopKZXNxcVG3bt0c2ZKTk3XVVVeVeq+vvvpqnThxQvv373csmz9/vkaPHq2lS5eWKuhv2LBBO3fulLe3t+Na+vv7Kz8/X7t2/e+Bi/bt25ea57t3794KCQlRWFiY7rjjDn3yySeO6wmgatHzGwAAAAAAAAAuQFZukb7bmqZ+7RvL193F7DhAjdQzZksFa50kSVZr4Hnt6/R2V3f/8VJiSZJat24twzCUnJysQYMGldvObreXWSA/c7mLS+n7gGEYstlsF53P3d39orc9pUmTJqWGEvf396+wfXh4uMLDw3Xvvfdq0qRJioiI0Geffaa77rpL0tkPCpR3bSTpl19+0bBhw/T0008rLi5Ovr6+mjdvnqZNm1aqXVlDzp+pomtR3kMMp2crK2dZ23Xq1EkbN27UrFmz1LVrV8c6m82myy+/XJ988slZxz+9cH/muXh7e2vjxo1KSEjQ0qVL9eSTT2rKlClav369Y1h9AFWDnt8AAAAAAAAAcAEWb0nTP7/cojs++NXsKECN5eTkUcHPyeG0/fy6ymoNllReD2xDVmtj+fl1Ped+L4S/v7/i4uL09ttvKycn56z1mZmZkk728k5NTdW+ffsc65KSkpSVlaXIyMgLOuaF6NChg/bv36/t27eXud7V1dUx53V5nJ2d1apVK8fPuYrfpwsNDZWHh4fj2kRGRmrNmjWl2qxdu7bca/DTTz8pJCREkyZNUpcuXdS6dWvt3bv3vI9/ug4dOmjFihVlrmvVqpVcXV1LZSsqKtJvv/3myBYVFaW1a9c6Ct6nsnt7e6tp06aOZeHh4Vq5cqW+/vprjRo1yrH8sssu044dOxQYGFjqerZq1Uq+vr4VZnd2dlavXr30yiuvaPPmzdqzZ49++OGHi7oOAM4fxW8AAAAAAAAAuAALEg9Ikm5s39jkJEDtZhhOimj95KlXZ66VJEW0nizDcKr0Y7/zzjsqKSlRt27dNH/+fO3YsUPJycl64403dNVVV0mSevXqpQ4dOui2227Txo0btW7dOo0YMUIxMTHq0qVLpWc6JSYmRj169NDgwYO1bNkypaSk6LvvvtOSJUsknSxOnzhxQitWrNCRI0cuaTjtKVOmaPz48UpISFBKSoo2bdqku+++W0VFRerdu7ckady4cZo9e7bee+897dixQ6+99pq+/PJLjR07tsx9tmrVSqmpqZo3b5527dqlN954Q1999dVF5fvXv/6l9evX66GHHtLmzZv1xx9/6N1339WRI0fk6empf/zjHxo3bpyWLFmipKQk3XfffcrNzdU999wjSXrooYe0b98+jRo1Sn/88Ye+/vprPfXUU3r88cdLzfctSREREVq5cqVjCHRJuu2229SwYUMNHDhQq1evVkpKin788Uc99thjpYZNP9OiRYv0xhtvKDExUXv37tXHH38sm82mNm3aXNR1AHD+KH4DAAAAAAAAwHnan5GrdSnHZBjSgE5NzI4D1HqBgXFqH/22rNagUsut1mC1j35bgYFxVXLcli1bauPGjYqNjVV8fLyio6PVu3dvrVixQu+++66kk8NiL1iwQA0aNFCPHj3Uq1cvhYWF6bPPPquSTKebP3++unbtquHDhysqKkrjx4939Pbu3r27HnzwQd16661q1KiRXnnllYs+TkxMjHbv3q0RI0aobdu26tevnw4ePKilS5c6CrWDBg3SjBkz9Oqrr6pdu3Z6//33NWvWLPXs2bPMfQ4cOFBjxozRI488ok6dOmnt2rWaPHnyReWLiIjQ0qVL9fvvv6tbt2666qqr9PXXX8vZ+eSsvi+99JIGDx6sO+64Q5dddpl27typ77//Xg0aNJAkNW3aVN9++63WrVunjh076sEHH9Q999yjJ554oszjtWnTRj/88IM+/fRTxcfHy8PDQ6tWrVKLFi108803KzIyUnfffbfy8vLk4+NTbm4/Pz99+eWXuu666xQZGan33ntPn376qdq1a3dR1wHA+TPsp4/1UE9lZ2fL19dXWVlZFd6s6iqbzab09HQFBgae9aQTAFwq7jEAqgr3FwBVhfsLgKrC/aVueCdhp15Z8qeuCgvQp/dfaXYcVKL6/j3xxcrPz1dKSopatmwpNze3i96P3V6izMz1KihIl9UaKD+/rlXS4xsAUPtcyL81ztWUCQAAAAAAAABqrRKbXetSjurjtXskSQM6MeQ5UJkMw0kNGvBACQDg0lD8BgAAAAAAAIAKLNmapqcXJiktK9+xbPryHWrg4aq+0RTBAQAAagrGVwIAAAAAAACAcizZmqZ/zN1YqvAtSenZBfrH3I1asjXNpGQAAAA4E8VvAAAAAAAAAChDic2upxcmyV7GulPLnl6YpBJbWS0AAABQ3Sh+AwAAAAAAAEAZ1qUcO6vH9+nsktKy8rUu5Vj1hQJqKLudh0AAAFXjQv6NofgNAAAAAAAAAGVIP15+4fti2gF1kYuLiyQpNzfX5CQAgLqqsLBQkuTk5HTOts5VHQYAAAAAAAAAaqNAb7dKbQfURU5OTvLz81N6erokycPDQ4ZhmJwKAFBX2Gw2HT58WB4eHnJ2Pndpm+I3AAAAAAAAAJShW0t/BXi66mhOYZnrDUnBvm7q1tK/eoMBNUxwcLAkOQrgAABUJovFohYtWpzXw1UUvwEAAAAAAACgDDmFxSpvislTX70+1T9KThZ6uaJ+MwxDjRs3VmBgoIqKisyOAwCoY1xdXWWxnN9s3hS/AQAAAAAAAKAMU77ZpmO5hWro5Soni6FD2QWOdcG+bnqqf5T6Rjc2MSFQszg5OZ3XfKwAAFQVit8AAAAAAAAAcIbFm9P05cYDshjS+3dcrk7NG2hdyjGlH89XoPfJoc7p8Q0AAFCzUPwGAAAAAAAAgNNk5xdp0oItkqSHY1vp8pCTc3pfFR5gZiwAAACcw/kNjg4AAAAAAAAA9YSPm4umDumo69oG6tHrW5sdBwAAAOeJnt8AAAAAAAAAcIZeUUHqFRVkdgwAAABcAHp+AwAAAAAAAICklCM5SsvKMzsGAAAALhLFbwAAAAAAAAD1XkFxiR7+ZKPiXl+ln3cdNTsOAAAALoKpxe9Vq1apf//+atKkiQzD0IIFCxzrioqKNGHCBLVv316enp5q0qSJRowYob/++qvUPgoKCjRq1Cg1bNhQnp6eGjBggPbv31/NZwIAAAAAAACgNntt2XYlpWXL2cmi8EBPs+MAAADgIpha/M7JyVHHjh311ltvnbUuNzdXGzdu1OTJk7Vx40Z9+eWX2r59uwYMGFCq3ejRo/XVV19p3rx5WrNmjU6cOKGbbrpJJSUl1XUaAAAAAAAAAGqxX3Yf1b9X7ZYkvXhzewV6u5mcCAAAABfD2cyD9+vXT/369Stzna+vr5YtW1Zq2Ztvvqlu3bopNTVVLVq0UFZWlj744APNmTNHvXr1kiTNnTtXzZs31/LlyxUXF1fl5wAAAAAAAACg9srOL1L857/Lbpdu7dJcce2CzY4EAACAi2Rq8ftCZWVlyTAM+fn5SZI2bNigoqIi9enTx9GmSZMmio6O1tq1a8stfhcUFKigoMDxOjs7W5Jks9lks9mq7gRqKJvNJrvdXi/PHUDV4x4DoKpwfwFQVbi/AKgq3F9qpicXbNWBzDy18HfXpBvb8v7UY7z3AADUfrWm+J2fn69//vOf+vvf/y4fHx9J0sGDB+Xq6qoGDRqUahsUFKSDBw+Wu68XX3xRTz/99FnLDx8+rPz8/MoNXgvYbDZlZWXJbrfLYjF1JHwAdRD3GABVhfsLgKrC/QVAVeH+UvOs2pWpBYl/yWJIk3u1UG7WMeWaHQqmOX78uNkRAADAJaoVxe+ioiINGzZMNptN77zzzjnb2+12GYZR7vp//etfevzxxx2vs7Oz1bx5czVq1MhRWK9PbDabDMNQo0aN+B8vAJWOewyAqsL9BUBV4f4CoKpwf6l5bvQL0JbDRfLzcNX1ncLMjgOTubkx1zsAALVdjS9+FxUVaejQoUpJSdEPP/xQqjgdHByswsJCZWRklOr9nZ6eru7du5e7T6vVKqvVetZyi8VSb//HwzCMen3+AKoW9xgAVYX7C4Cqwv0FQFXh/lKzeLpZ9Oyg9ufsTIP6gb+XAADUfjX6X/NThe8dO3Zo+fLlCggIKLX+8ssvl4uLi5YtW+ZYlpaWpq1bt1ZY/AYAAAAAAABQf23en6kSm93xmsI3AABA3WBqz+8TJ05o586djtcpKSlKTEyUv7+/mjRpoiFDhmjjxo1atGiRSkpKHPN4+/v7y9XVVb6+vrrnnnsUHx+vgIAA+fv7a+zYsWrfvr169epl1mkBAAAAAAAAqKH+OJitIe/+rE4t/PTBnV3k7eZidiQAAABUElOL37/99ptiY2Mdr0/Nw33nnXdqypQp+uabbyRJnTp1KrXdypUr1bNnT0nS66+/LmdnZw0dOlR5eXm6/vrrNXv2bDk5OVXLOQAAAAAAAACoHfKLSjR6XqIKS2zytjrLy1rjZ4UEAADABTD1013Pnj1lt9vLXV/RulPc3Nz05ptv6s0336zMaAAAAAAAAADqmGlL/9QfB48rwNNVLw3uwHDnAAAAdUyNnvMbAAAAAAAAACrD2p1HNHN1iiTp5cEd1MjbanIiAAAAVDaK3wAAAAAAAADqtKzcIsX/v98lScO7tVCvqCCTEwEAAKAqUPwGAAAAAAAAUKc9vXCb0rLy1bKhpybfFGl2HAAAAFQRU+f8BgAAAAAAAICqdl+PMP156Lie/1t7ebjylSgAAEBdxSc9AAAAAAAAAHVaZGMfLXzkGlkshtlRAAAAUIUY9hwAAAAAAABAnVNis2v7oeOO1xS+AQAA6j6K3wAAAAAAAADqnP+s3q0bZqzWf1bvNjsKAAAAqgnFbwAAAAAAAAB1StJf2Zq69E8V2+zysjLzIwAAQH1B8RsAAAAAAABAnZFfVKLRn21SUYldvaOCdGvX5mZHAgAAQDWh+A0AAAAAAACgznhlyZ/afuiEGnpZ9dLN7WUYzPUNAABQX1D8BgAAAAAAAFAnrNlxRB/+lCJJenVIBwV4WU1OBAAAgOpE8RsAAAAAAABArZedX6T4/5coSbr9yhaKbRtobiAAAABUO4rfAAAAAAAAAGo9L1dnPRgTrsjGPpp0Q5TZcQAAAGACZ7MDAAAAAAAAAMClslgM3XV1S91xZYicnejzAwAAUB/xKRAAAAAAAABArZWena+cgmLHawrfAAAA9RefBAEAAAAAAADUSiU2ux757ybd8MZqbfsry+w4AAAAMBnDngMAAAAAAAColf69arfW7TkmT1cn+bi5mB0HAAAAJqPnNwAAAAAAAIBaZ+uBLL227E9J0lMD2qm5v4fJiQAAAGA2it8AAAAAAAAAapX8ohKN/ixRRSV29W0XrFsub2Z2JAAAANQAFL8BAAAAAAAA1CovffeHdqafUCNvq164ub0MwzA7EgAAAGoA5vwGAAAAAAAAUGus2n5Ys9fukSS9OqSD/D1dzQ1UR9htdhWkZMl2vFAWb1dZW/rKsPBQAQAAqF0ofgMAAAAAAACoNdo29lZsm0Zq4e+hnm0CzY5TJ+RtPaLMhbtUklXoWObk6yq//uFyj25oYjIAAIALQ/EbAAAAAAAAQK0R6O2mD0d2VbHNbnaUOiFv6xEdnZt81vKSrEIdnZusgNsjKYADAIBagzm/AQAAAAAAANR4f2XmOf5sGIZcnPhq81LZbXZlLtxVYZvMhbtl50EDAABQS/AJEQAAAAAAAECNlno0V31eX6X4z39XXmGJ2XHqjIKUrFJDnZelJKtABSlZ1ZQIAADg0lD8BgAAAAAAAFBjldjsevzzRJ0oKFbqsRy5OvOVZmWxHa+48H2h7QAAAMzGJ0UAAAAAAAAANdZ7P+7Sb3sz5GV11mtDO8nJYpgdqc6weLtWajsAAACzUfwGAAAAAAAAUCNt3p+p15dtlyRNGdBOzf09TE5Ut1hb+srJt+LCtpOvVdaWvtWUCAAA4NJQ/AYAAAAAAABQ4+QVlmj0Z4kqttl1Q/tgDb6sqdmR6hzDYsivf3iFbfz6h8mgtz0AAKglKH4DAAAAAAAAqHFe+DZZuw/nKNDbqucHtZdhUICtCu7RDRVwe+RZPcCdfK0KuD1S7tENTUoGAABw4ZzNDgAAAAAAAAAAZ7qubaCWbDuoqbd0VANP5pyuCgV7suTs7yb36IZyiwpQQUqWbMcLZfF2lbWlLz2+AQBArUPxGwAAAAAAAECNE9s2UKvGxcrd1cnsKHWSvcimY5/+oZKcYjW6J1rWlr5yC/czOxYAAMAlYdhzAAAAAAAAADWC3W7XkRMFjtcUvqvOiV/TVJJVKCdPZ7k28zY7DgAAQKWg+A0AAAAAAACgRvj8t326bmqCFv7+l9lR6jRbQYmOr9wnSfK+voUMF74mBgAAdQPDngMAAAAAAAAw3d6jOXp6YZJyC0t0IDPP7Dh12omfDsiWUySnADd5Xh5kdhwAAIBKwyN9AAAAAAAAAExVXGLT6M8SlVtYoita+uu+a8PMjlRn2XKLdHzVfkmSb68QGU58RQwAAOoOPtkAAAAAAAAAMNU7Cbu0KTVT3lZnTRvaUU4Ww+xIddbx1Qdkzy+Rc5CH3Ds2MjsOAABApaL4DQAAAAAAAMA0ifsyNWPFDknSs4Oi1ayBh8mJ6jiLITlb5NsnRAYPGQAAgDqGOb8BAAAAAAAAmCK3sFhjPktUic2umzo01sBOTcyOVOf59g6R15WNZfFyMTsKAABApaP4DQAAAAAAAMAUFsNQzzaNVFBUoucHtZdh0BO5Ojh5u5odAQAAoEow7DkAAAAAAAAAU7i5OOmp/u30/Zge8vWgJ3JVOv7TARWkZpsdAwAAoEpR/AYAAAAAAABQrY7nF6nEZne89naj8F2Vio/kKWvxbh1+53cVHcoxOw4AAECVofgNAAAAAAAAoNrY7XaN+SxRw//9i/YdyzU7Tr2QvXyvZJPc2jSQS5Cn2XEAAACqDHN+AwAAAAAAAKg2n67bp+XJ6XJ1suhEQbHZceq8ooM5yv39sCTJp0+ouWEAAACqGD2/AQAAAAAAAFSLlCM5enZRkiRpXFwbRTb2MTlR3Ze1dK9kl9zbN5RrUy+z4wAAAFQpit8AAAAAAAAAqlxRiU2jP0tUXlGJrgoL0D3XtDQ7Up1XuO+48pOOSobk0zvE7DgAAABVjuI3AAAAAAAAgCr31g879fu+TPm4OWva0I6yWAyzI9V5WUv3SJI8OgfKJdDD3DAAAADVgOI3AAAAAAAAgCq1MTVDb63cKUl67m/t1cTP3eREdZ/dbpd7+4Zy8neTTy96fQMAgPrB2ewAAAAAAAAAAOo2L6uzWgd6qU2wtwZ0bGJ2nHrBMAx5dWsszy7BMuhlDwAA6gmK3wAAAAAAAACqVESQt75+5GoVldjNjlLvUPgGAAD1CcOeAwAAAAAAAKgSuYXFjj9bnZ3kZaUvTlWz2+w6MidJORsOyW7jYQMAAFC/UPwGAAAAAAAAUOnSj+er56sJmrF8h4pLbGbHqTfyth1R/rajyvx6l2x5xefeAAAAoA6h+A0AAAAAAACgUtntdk34YrPSjxdoybaDKrHTA7k62G12ZS/dK0nyurapnDxdTE4EAABQvRhnCAAAAAAAAMAlKbHZtS7lmNKP5yvQ20070o9r5Z+H5eps0YxhnWR1djI7Yr2QuyldxYfzZLg7y/vapmbHAQAAqHYUvwEAAAAAAABctCVb0/T0wiSlZeWftW5C37aKCPI2IVX9Yy+2KXv5yV7f3jHNZHHjq18AAFD/8AkIAAAAAAAAwEVZsjVN/5i7UeUNat7Yx61a89RnOb8dVElGgSzeLvLq3sTsOAAAAKZgzm8AAAAAAAAAF6zEZtfTC5PKLXxL0rOLk1RiY77vqmYvtil7xT5Jkk9sC1lcGWYeAADUTxS/AQAAAAAAAFywdSnHyhzq/HRpWflal3KsmhLVX4azRQHD28q9Q0N5dgs2Ow4AAIBpGPYcAAAAAAAAwAVLP15x4ftC2+HSWMN8ZQ3zNTsGAACAqej5DQAAAAAAAOCCBXqf33ze59sOF8debDM7AgAAQI1B8RsAAAAAAADABbHb7UpOy6qwjSGpsa+burX0r55Q9VBJTpHSXl6vrCUpshdRBAcAAGDYcwAAAAAAAADnLf14vsZ/sVkJfx4ut43xf/99qn+UnCxGue1waY6v2i/b8ULl/5khnz6hZscBAAAwHcVvAAAAAAAAAOdledIhTZi/WUdzCmV1tmjiDZEK9LbqmUVJSsv639zewb5ueqp/lPpGNzYxbd1Wkl2onLV/SZJ8+oTI4CEDAAAAit8AAAAAAAAAzu3H7Yd178e/SZLaBnvrjeGdFRHkLUnq0y5Y61KOKf14vgK9Tw51To/vqpW9MlX2IptcW3jLrS1DywMAAEgUvwEAAAAAAACch2taNdRVYQGKbuqjsXFtZHV2cqxzshi6KjzAxHT1S/GxfOWsOyhJ8okLlWHwoAEAAIBE8RsAAAAAAABAGUpsdn26LlWDL2smd1cnOVkMfXxPN7k4WcyOVu9lr0iVSuyytvKTW7if2XEAAABqDIrfAAAAAAAAAEr5KzNPYz5L1K8px7T90HE9MzBakih81wC23CLlbT4s6eRc3wAAAPgfit8AAAAAAAAAHBb+/pcmfbVF2fnF8nB1UnQTX7Mj4TQWDxcFxXdRfvJRWVv4mB0HAACgRqH4DQAAAAAAAEDH84v01Dfb9OXGA5KkTs39NP3WTgpt6GlyMpzJ2c8qr6uamB0DAACgxqH4DQAAAAAAANRz2/7K0oNzN2jfsTxZDOmR2FYadX1rhjmvYYqO5MmlobvZMQAAAGosit8AAAAAAABAPefv6arsvGI1a+Cu6bd2UpdQf7Mj4QwFe7N1+N3f5d6+ofyHt5VhMcyOBAAAUONQ/AYAAAAAAADqoYycQjXwdJUkNfZ116y7uqpVoJd83FxMToayZH+/R5JkWJ0ofAMAAJSDcYsAAAAAAACAesRut+v//bZP176yUsuTDjmWX9aiAYXvGip/Z4YKdmdJToZ8erUwOw4AAECNRfEbAAAAAAAAqCcycwv1yH83adwXm3WioFjzN+43OxLOwW63K/v7vZIkrysay9nPzeREAAAANRfDngMAAAAAAAD1wNqdR/T457/rYHa+nC2GHu8ToQd6hJsdC+eQn3xMhfuOy3CxyDu2udlxAAAAajSK3wAAAAAAAEAdVlBcoteWbte/V++W3S6FNfTU9GGd1KGZn9nRcA52m13ZS/+v13f3JnLydjU5EQAAQM1G8RsAAAAAAACow37ZfUzvr9otSRrerYUm3xQpD1e+FqwNSjLyVZJTJMPqJO+YZmbHAQAAqPH4lAsAAAAAAADUYTERjXR/jzB1CWmgPu2CzY6DC+Ac4K7G47uoMC1HFg8Xs+MAAADUeBazAwAAAAAAAACoPIePF2j0vE06lJ3vWDbxhkgK37WU4eIkawsfs2MAAADUCvT8BgAAAAAAAOqIlX+ka9wXv+vIiUKdKCjWf+7sanYkXAR7sU15247KvX1DGRbD7DgAAAC1BsVvAAAAAAAAoJbLLyrRC98m6+Of90qS2gZ7a2xcG5NT4WLl/JqmzIW7Zf3NT43uaW92HAAAgFqD4jcAAAAAAABQi237K0uPzUvUzvQTkqS7r26p8X3byM3FyeRkuBi2whJlr9wnSXJv19DkNAAAALULxW8AAAAAAACgllq947Dunr1eRSV2NfK2atotHdUjopHZsXAJTqz9S7YTRXLyd5NnlyCz4wAAANQqFL8BAAAAAACAWurykAZq3sBD4YFeenlwB/l7upodCZfAlles4z/ulyT59Gohw9liciIAAIDaheI3AAAAAAAAUIus3XVEV7YMkMViyMPVWf/vwavk7+kqwzDMjoZLdHz1ftnziuUc6CGPToFmxwEAAKh1eHQQAAAAAAAAqAVOFBRr7P/7XX+f+as+/CnFsTzAy0rhuw4oOVGoE2v+kiT59A6RYeE9BQAAuFD0/AYAAAAAAABquI2pGRo9L1Gpx3JlGCcL4ahbbLnFcgn2kL3ELvfoALPjAAAA1EoUvwEAAAAAAIAaqrjEprdX7tIbP+xQic2upn7uem1oR10RRnG0rnEJ9FCjf3SULbeYnvwAAAAXieI3AAAAAAAAUAPtO5ar0Z8lasPeDEnSgI5N9OygaPm6u5icDFXFMAw5efL+AgAAXCyK3wAAAAAAAEANlJVXpM37M+Vtddazg6I1qHNTsyOhChQfzVPOhkPyvraZLO58XQsAAHAp+DQFAAAAAAAA1BDFJTY5O1kkSdFNfTVtaCd1bu6n5v4eJidDVclenqrcTekqPpyngNsizY4DAABQq1nMDgAAAAAAAABA+nnXUV3/2o/a9leWY9mAjk0ofNdhRYdylJuYLknyjmlmchoAAIDaj+I3AAAAAAAAYKLCYpte+u4P/f0/v2jv0Vy9tnS72ZFQTbKX7pXsknu7ALk28zY7DgAAQK3HsOcAAAAAAABAFSux2fXr7qPauf+YWp1w0hVhDeVkMbQz/YRGf7ZJWw9kS5Ju7dJcT/aPMjktqkPh/uPK23ZUMiSfPiFmxwEAAKgTKH4DAAAAAAAAVWjJ1jQ9vTBJaVn5/7ckRcG+bopt00hfbTqg/CKb/Dxc9NLN7dU3urGpWVF9spbulSR5dAqUS5CnyWkAAADqBorfAAAAAAAAQBVZsjVN/5i7UfYzlh/Myten6/ZJkq5p1VBTb+moYF+36g8IUxSkZKlge4ZkMeTTq4XZcQAAAOoMit8AAAAAAABAFSix2fX0wqSzCt+n83Fz1qyRXeXibKm2XDCfUwOrPC4PkuFqkXOAu9lxAAAA6gyK3wAAAAAAAEAVWJdy7LShzsuWnV+s3/Zm6KrwgGpKhZrA2c9N/rdEyG6v6NEIAAAAXChTHyldtWqV+vfvryZNmsgwDC1YsKDUervdrilTpqhJkyZyd3dXz549tW3btlJtCgoKNGrUKDVs2FCenp4aMGCA9u/fX41nAQAAAAAAAJwt/XjFhe8LbYe6xzAMsyMAAADUKaYWv3NyctSxY0e99dZbZa5/5ZVX9Nprr+mtt97S+vXrFRwcrN69e+v48eOONqNHj9ZXX32lefPmac2aNTpx4oRuuukmlZSUVNdpAAAAAAAAAGc537JmoDdzfdcXeduO6OgnySpKzzU7CgAAQJ1k6rDn/fr1U79+/cpcZ7fbNX36dE2aNEk333yzJOmjjz5SUFCQ/vvf/+qBBx5QVlaWPvjgA82ZM0e9evWSJM2dO1fNmzfX8uXLFRcXV+a+CwoKVFBQ4HidnZ0tSbLZbLLZbJV5irWCzWaT3W6vl+cOoOpxjwFQVbi/AKgq3F8AXKqiEps+/GmPpi/fXmE7Q1Kwr5u6hPhxz6kH7Da7sr7fo+L0PDk1dJNP7xCzI+EM/D0EAKD2q7FzfqekpOjgwYPq06ePY5nValVMTIzWrl2rBx54QBs2bFBRUVGpNk2aNFF0dLTWrl1bbvH7xRdf1NNPP33W8sOHDys/v/4NM2Wz2ZSVlSW73S6LxdTBAADUQdxjAFQV7i8Aqgr3FwCX6q3V+zV3wyFJUliAm3YfLfv7JrukR69toqNHDldjOpjFlpwtW3qeZLUor42r8tPTzY6EM5w+4igAAKidamzx++DBg5KkoKCgUsuDgoK0d+9eRxtXV1c1aNDgrDanti/Lv/71Lz3++OOO19nZ2WrevLkaNWokHx+fyjqFWsNms8kwDDVq1IgvdgBUOu4xAKoK9xcAVYX7C4BL9UhvH61OOa5HrgvXzZ2b6vtth/TMomQdzP5fEbyxr5sm3xipvtHBJiZFdbGX2JS+fp8kyTumubxbNDY5Ecri5sYUBAAA1HY1tvh9imGUnh3JbreftexM52pjtVpltVrPWm6xWOrtFxuGYdTr8wdQtbjHAKgq3F8AVBXuLwDOl91u15KtB/VryjFNGdBOkhTs56EfxvaUk+Xk91M3dGiiuOjG+nX3Ee3cf1itmjXSFWENHetR951Yf0glx/Jl8XKR9zVN+felhuJ9AQCg9quxxe/g4JNPvR48eFCNG//vScj09HRHb/Dg4GAVFhYqIyOjVO/v9PR0de/evXoDAwAAAAAAoF45kJmnJxds1Yo/Tg5ffX1koK5t3UiSzipsO1kMXRkWoDCvEgUGBshC4bvesBfZdHxFqiTJO7a5LK5OJicCAACou2rso2wtW7ZUcHCwli1b5lhWWFioH3/80VHYvvzyy+Xi4lKqTVpamrZu3UrxGwAAAAAAAFWiuMSm/6zerd6v/agVf6TLxcnQo9e1UtdQf7OjoQbKWX9QJdmFcvK1yusKhjsHAACoSqb2/D5x4oR27tzpeJ2SkqLExET5+/urRYsWGj16tF544QW1bt1arVu31gsvvCAPDw/9/e9/lyT5+vrqnnvuUXx8vAICAuTv76+xY8eqffv26tWrl1mnBQAAAAAAgDpq8/5M/evLLdr2V7YkqVuov164OVqtAr1NToaayqNLkGyFJXL2s8pwrrF9kQAAAOoEU4vfv/32m2JjYx2vH3/8cUnSnXfeqdmzZ2v8+PHKy8vTQw89pIyMDF1xxRVaunSpvL3/9z8Tr7/+upydnTV06FDl5eXp+uuv1+zZs+XkxPBBAAAAAAAAqDzFJTY99MlG7c/Ik4+bsybeEKmhXZozhDkqZHF1kk/P5mbHAAAAqBcMu91uNzuE2bKzs+Xr66usrCz5+PiYHafa2Ww2paenKzAwUBYLT58CqFzcYwBUFe4vAKoK9xcAZ7Lb7TKMkwXuZUmHtGjzX3rixig18rZe0H64v9Qv9iKb5GTI4OGIWqO+f08MAEBdYGrPbwAAAAAAAKCmSsvK01Nfb9N1bQM1rFsLSVLvqCD1jgoyORlqg+wVqcr/85h8bwqTW7if2XEAAADqBYrfAAAAAAAAwGlKbHZ9/PMeTf3+T+UUlmhjaoYGdW4qNxem2cP5KTleqBM/HZC9yCZ7QYnZcQAAAOoNit8AAAAAAADA/9l6IEsTv9qizfuzJEmXhzTQC39rT+EbF+T4yn2yF9nk0txbbpH+ZscBAACoNyh+AwAAAAAAoN7LLSzW68u268Of9qjEZpe3m7Mm9G2rv3drIQtzNuMCFGfm68SvaZIk3z4hjvniAQAAUPUofgMAAAAAAKDe23HohP6zJkV2u3Rjh8Z66qYoBfq4mR0LtVD28lSpxC5rmK+srfzMjgMAAFCvUPwGAAAAAABAvZRfVOIYzrxjcz/F945Quya+im0baHIy1FZFR/KUu/GQJMknLpRe3wAAANXMYnYAAAAAAAAAoDrZbHbN+XmPrnn5B+06fMKx/JHrWlP4xiXJ3XBIsklubf1lDfExOw4AAEC9Q89vAAAAAAAA1BvJadma+NUWbUrNlCR9vHaPnh4YbW4o1Bk+fULk2sxbzgEMmQ8AAGAGit8AAAAAAACo8/IKSzRjxQ79Z/VuFdvs8rI6a1xcG91+ZYjZ0VCHGIYh93YBZscAAACotyh+AwAAAAAAoE5btf2wJi3Yon3H8iRJfdsFa8qAdgr2pXcuKkdxRr4s7s6yuPF1KwAAgJn4NAYAAAAAAIA6bcuBLO07lqcmvm56emC0ekcFmR0JdUzG/B0q+uuE/G9tI7c2/mbHAQAAqLcofgMAAAAAAKBOsdnsOpJToEDvkz2777s2TJI0snuoPK18HYbKlb8rUwU7MyUnQ86NPMyOAwAAUK9ZzA4AAAAAAAAAVJYdh47r1n//rNv/86sKi22SJFdnix6ObUXhG5XObrcr+/s9kiTPbsFy9mcofQAAADPxiR8AAAAAAAC1Xn5Rid5euVPv/bhLRSV2ebg6KSktW52a+5kdDXVY/p8ZKkw9LsPFIp/YFmbHAQAAqPcofgMAAAAAAKBW+2nnEU36aov2HM2VJPWKDNTTA6PV1M/d5GSoy+y203p9X9VETj6u5gYCAAAAxW8AAAAAAADUTvlFJZr45RZ9uemAJCnIx6qnB7RTXLtgGYZhcjrUdXlbj6goLUeG1UneMc3MjgMAAABR/AYAAAAAAEAtZXW2KC0rX4YhjbgyRGPj2sjbzcXsWKgnig7mSIbkfW1TOXnyewcAAFATUPwGAAAAAABArbHr8Ak18rbKx81FhmHoxZvbKyO3UJ1bNDA7GuoZ3z6h8ujYSE6+VrOjAAAA4P9YzA4AAAAAAAAAnEtBcYmmL9+uftNXa+r3fzqWhzb0pPAN07gEecriRv8iAACAmoJPZgAAAAAAADBdic2udSnHlH48X4HeburW0l9OlpPzdv+y+6gmfrVFuw/nSJIOZOSpxGZ3rAeqg91mV0FKlgp2ZMg50EMenQJl8DsIAABQo1D8BgAAAAAAgKmWbE3T0wuTlJaV71jW2NdN8b0j9GvKMf2/DfslSY28rXqqf5RubN9YhkHREdUnb+sRZS7cpZKsQseyrMUpavC3VnKPbmhiMgAAAJyO4jcAAAAAAABMs2Rrmv4xd6PsZyxPy8rX2C82O17fdkULje/bVr7uLtUbEPVe3tYjOjo3+azltpwiHZ2brIDbIymAAwAA1BAUvwEAAAAAAGCKEptdTy9MOqvwfTpni6H/3neFurUMqLZcwCl2m12ZC3dV2CZz4W65RQUwBDoAAEANYDE7AAAAAAAAAOqndSnHSg11XpZim10ltmoKBJyhICWr1FDnZSnJKlBBSlY1JQIAAEBFKH4DAAAAAADAFOnHKy58X2g7oLLZjldc+L7QdgAAAKhaFL8BAAAAAABgikBvt0ptB1Q2i7drpbYDAABA1aL4DQAAAAAAAFN0a+mvxr5uKm+mZENSY183dWvpX52xAAdrS185+VZc2Hbytcra0reaEgEAAKAiFL8BAAAAAABgCieLoaf6R8lexrpTBfGn+kfJyVJeeRyofHa7XcfXHFDJiUIZFkN+/cMrbO/XP0wGv6MAAAA1AsVvAAAAAAAAmKZvdGPFtml01vJgXze9e/tl6hvd2IRUqK/sRTYdm/enshbt1tE5ybKX2OUe3VABt0ee1QPcydeqgNsj5R7d0KS0AAAAOJOz2QEAAAAAAABQf50oKNb6PRmSpIk3tFWQj5sCvU8OdU6Pb1SnkuOFOjonSYWpxyWLIc/Lg2Q4nfwddI9uKLeoABWkZMl2vFAWb1dZW/rS4xsAAKCGofgNAAAAAAAA03y5cb9OFBQrrJGn7r0mTBaKiTBB0cEcHZm9TSWZBTLcnBVwe6TcWvmVamNYDLmF+5W5PQAAAGoGit8AAAAAAAAwTffwAN12RQtFN/Wl8A1T5P1xTMc+/UP2ghI5B7gpYGQ7uTTyMDsWAAAALgLFbwAAAAAAAJimVaC3nv9be7NjoJ6yl9iUtXi37AUlcm3pe3Jub08Xs2MBAADgIlH8BgAAAAAAAFAvGU4WBYyIUs7PafK9oaUMZ4vZkQAAAHAJ+DQHAAAAAACAarc/I1djPkvUptQMs6OgnrHlFSsv+ajjtUsjD/kNCKfwDQAAUAfwiQ4AAAAAAADVbu4vqfpq0wFNW7rd7CioR4qP5in93UQdnZOk/B08eAEAAFDXMOw5AAAAAAAAqlV+UYk+W58qSRpxVYjJaVBfFOzJ0tE5SbLlFMvJx1UWD+b2BgAAqGsofgMAAAAAAKBaLfz9L2XkFqmpn7uujwwyOw7qgZyNh5Qxf4dUYpdLUy81vDNKTj5Ws2MBAACgklH8BgAAAAAAQLWx2+366Oc9kqTbrwyRk8UwNxDqNLvNruxle3V85T5Jknu7ADW4tY0srk4mJwMAAEBVoPgNAAAAAACAarMxNVNbD2TL1dmiW7s2NzsO6rj85KOOwrd3z+by6RMigwcuAAAA6iyK3wAAAAAAAKg2H/9fr++BHZvI39PV3DCo89yiAuR5RbBcm/vIswtD7AMAANR1FL8BAAAAAABQbdo39dVvezJ0Z/dQs6Ogjio6mCOnBlZZrM4yDEMN/tba7EgAAACoJhS/AQAAAAAAUG3uvTZMd13dkrm+USXyko7q2Lw/ZA3zU8CIKIY4BwAAqGcofgMAAAAAAKBaUfhGZbPb7Tqx5oCyvk2R7JK92CZ7UYkMK19/AgAA1Cd8+gMAAAAAAECVW7vziI7kFKpvu2C5OlvMjoM6xF5iU+bXu5Sz7qAkybNbsPwGhstw4vcMAACgvuETIAAAAAAAAKrc9OU79OinmzRz9W6zo6AOseUW6ciHW08Wvg3J98Yw+f2tFYVvAACAeoqe3wAAAAAAAKhSSX9la92eY3K2GBpyeTOz46AOOfpJsgp2Zclwtch/WFu5RwWYHQkAAAAm4hFIAAAAAAAAVKmPf94jSYqLDlaQj5u5YVCn+PZrKedG7mr0YEcK3wAAAKDnNwAAAAAAAKpOZm6hFiQekCTdeVWouWFQJxRn5svZ7+RDFK7NvBU05nIZFsPkVAAAAKgJ6PkNAAAAAACAKvP/ftuv/CKbIhv7qGtoA7PjoBaz2+zKWpKiQ9M2qHDfccdyCt8AAAA4hZ7fAAAAAAAAqBIlNrvm/LJXknTnVSEyDIqUuDi2whJlfPan8rYdlSQVpGTJtbm3yakAAABQ01D8BgAAAAAAQJU4mlOgIB+rsvKKNLBTU7PjoJYqyS7QkY+SVHTghORkqMGQCHl2DjQ7FgAAAGogit8AAAAAAACoEoHebvp/D3bX4eMFcnd1MjsOaqHCAyd09KNtKskulMXTWQF3RMka6mt2LAAAANRQFL8BAAAAAABQpRp5W82OgFqoMC1Hh9/7XfYim5wDPdTwzig5B7ibHQsAAAA1GMVvAAAAAAAAVLo1O44oqomP/D1dzY6CWsolyEPWVn6yF9sUcFukLG58lQkAAICK8YkRAAAAAAAAlSqnoFj/mLtBBSU2LXzkGrUJ9jY7EmoJe7FNkmQ4W2RYDPkPbyvDySLDyTA5GQAAAGoDi9kBAAAAAAAAULd8temAjhcUq6mfu1oHepkdB7WELbdIRz7cqowvd8hut0uSLK5OFL4BAABw3uj5DQAAAAAAgEpjt9v18c97JEl3XBkii4XCJc6t6HCujn6UpOIjeTKsTvK5Ll/ODZnfGwAAABeG4jcAAAAAAAAqzc+7j2r7oRPycHXSkC7NzI6DWiB/V6aOzk2WPa9YTn5WNRzZjsI3AAAALgrFbwAAAAAAAFSaj9fulSTdfFlT+bi5mJwGNV3OuoPKWLBTstnl2sJbAXdEycnb1exYAAAAqKUofgMAAAAAAKBSHMjM09Kkg5KkEVeFmhsGNV728r3KXp4qSXLv2Ej+QyJkuFhMTgUAAIDajOI3AAAAAAAAKsWm1Aw5Wyy6PKSBIoK8zY6DGs411EdyMuQT21ze17eQYTA/PAAAAC4NxW8AAAAAAABUips6NNGVYQHKzC00OwpqKLvNLsNyssjt1qqBguO7yNnfzeRUAAAAqCsYRwgAAAAAAACVpqGXVa0C6fWNsxXuP65D0zeqKD3XsYzCNwAAACoTxW8AAAAAAABcspQjOWZHQA2Wu+WIDr+/WcXpucpassfsOAAAAKijKH4DAAAAAADgkiTuy1Ts1ATd+eE62Wx2s+OgBrHb7cpeuU/HPkmWvcgmtzYN5D80wuxYAAAAqKOY8xsAAAAAAACX5KO1eySdHPLc8n/zOaN+sdvsKkjJku14oSzerrK29JVsdmV8uUO5G9MlSV7dm8j3xjAZTvyOAAAAoGpQ/AYAAAAAAMBFO3y8QIs3p0mS7uweYnIamCFv6xFlLtylkqxCxzKLj6ssVicVH86TLJJf/3B5XdXExJQAAACoDyh+AwAAAAAA4KJ9tj5VhSU2dWrupw7N/MyOg2qWt/WIjs5NPmu5LbtQNklytqjhiCi5RTSo9mwAAACof5jzGwAAAAAAABeluMSmub+kSqLXd31kt9mVuXBXhW0sbk6ytvKrnkAAAACo9yh+AwAAAAAA4KIsSzqkg9n5aujlqhvaNzY7DqpZQUpWqaHOy2I7UaSClKxqSgQAAID6juI3AAAAAAAALsqCxAOSpOHdWsjq7GRyGlSn4qwC5W48dF5tbccrLpADAAAAlYU5vwEAAAAAAHBR3hjeWd9tOagrwwLMjoJqlLl4t06sPnDe7S3erlWYBgAAAPgfen4DAAAAAADgolidnTSoc1MF+7qZHQVVwG6zqyAlS5mLdqv4WL5juUuQh2RILs29ZLhV3OPfydcqa0vfqo4KAAAASKLnNwAAAAAAAC5QQXGJnC0WOVkMs6OgktkKS1SwM1N5244q/4+jsuUUS5KcfF3lfW0zSZJ7+4Zya+MvJ29X5W09oqNzk8vdn1//MBn8ngAAAKCaUPwGAAAAAADABZnz8159/PNePd47QoM6NzU7DipBcWa+Mr/ZrYIdGbIX2RzLDXdnubf1l2tTL8cyi9VZsp78s3t0QwXcHqnMhbtUkvW/ub2dfK3y6x8m9+iG1XYOAAAAAMVvAAAAAAAAnDebza45v+xV6rFc5RQWmx0HF6n4aJ5KThTJGuIjSbJ4uCh/e4ZUbJOTn1XuUQFyiwqQtaWPDKeKZ050j24ot6gAFaRkyXa8UBZvV1lb+tLjGwAAANXugorff/75pz799FOtXr1ae/bsUW5urho1aqTOnTsrLi5OgwcPltVqraqsAAAAAAAAMNmPOw5r79Fcebs562/0+q417Ha7ig6cUF7SUeUnHVXRwVy5NPZU0GOXSZIsrk7yH9xazkEecvn/7N15fFT1of//95mZzEz2fSNsIYQlBARFUVwQV1rFrdd9a7X92dpN7a2ttYt20Wvvt9bbutXeurQuYFu10gW1KoiiZVGQsC8hQAgkkH2b7ZzfH9xGkcUEMvnMTF7Px6OPhznzCfMeyxznzPt8Pp/iVFlW34pry2XJX5YVheQAAABA7/Wq/P7ggw90++23a9GiRZo+fbpOOOEEXXTRRUpOTlZjY6Oqqqp055136utf/7puv/123XLLLZTgAAAAAAAACeipxVslSZdNHaYUL4sKxrrAlhZ1rmpQ95q9+y1LLpfkSvbICUVkJbklSSlTCgylBAAAAPpHr65QLrroIv3nf/6n5s6dq5ycnEOOe/fdd/XLX/5Sv/jFL/S9732v30ICAAAAAADAvK17OrRgfYMsS7r2xBGm4+Ag7EBYltfdM3O7Y+kudX5QL0myvC75x2TLX5Gr5HE5cqUkmYwKAAAA9Lteld8bN26U1+v91HEnnXSSTjrpJAWDwU8dCwAAAAAAgPjyh/dqJEmnj8nXyLxUw2nwb5HWgLrWNKprzV4FNjer4KuT5R2SJklKnpwvy+OSvyJH/tFZPbO8AQAAgETUq/Lb6/Vq06ZNGj16dK/+0N4U5QAAAAAAAIgfXcGInl+2XZJ03fSRZsMMco7jKNzQpa7V+/bvDm5v2+/xwJaWj8rvsTlKHnvolRwBAACARNLrjZnGjBmjkpISzZw5s+d/I0eOjGI0AAAAAAAAxAp/kktPfP54/fXDOs0ozzcdZ1ALVreq4bEP9zvmHZYu/4RcJVfkKqkgxVAyAAAAwKxel98LFy7UwoULtWDBAn3ta19Td3e3hg8frjPOOKOnDC8pKYlmVgAAAAAAABhiWZamjszR1JHMIh4oTiii7k3N6lq9V55svzLOHC5J8o5IlystSd6StH37d4/PlTuDlRgBAACAXpffp556qk499VR9//vfVygU0rvvvqsFCxZowYIFeu655xQIBDR69GitX78+mnkBAAAAAACAuOPYjgJbWmTvaFOg3Sf/qCxZLuuAcZGOkLrXNap7zV51b2iSE7IlSe4cv9LPGCbLsmS5XSr+7gmyPK6BfhkAAABATOt1+f1xSUlJOu2003T88cfrpJNO0iuvvKLf/va32rRpU3/nAwAAAAAAgGG3/2ml/Elu3TSjTCVZyabjxJ2uqj1qnrdZkZagJGmvdsmd6VXW7DIlV+b1jNs7Z526PmyQ7I9+153p3Te7uyJ3vz+T4hsAAAA4UJ/K7+7ubi1evFhvvvmmFixYoKVLl6q0tFQzZszQI488ohkzZkQrJwAAAAAAAAyoa+nSn9+vVcR2dNW04ZIov/uiq2qP9j699oDjkZag9j69VjlXjVPKpH17qLt8bsmWkopS5a/IUfKEPCUNSZVlHThDHAAAAMCBel1+z5gxQ0uXLlVZWZlOO+00ff3rX9eMGTNUWFgYzXwAAAAAAAAw6Nl/bVPEdjStNEfjijJMx4krju2oed7mw45p/stmJVfmyXJZSp8xTOmnDZUnlxsMAAAAgCPR6/WRFi9erLy8PM2cOVNnnnmmzjjjDIpvAAAAAACABBYIR/Tckm2SpOunjzQbJg4Fqlt6ljo/FLsjpEB1iyTJk+On+AYAAACOQq/L7+bmZj322GNKSUnRfffdp5KSEk2cOFFf+9rX9Kc//UkNDQ3RzAkAAAAAAIAB9vdVddrTHlRxpl/nVDAJoq/stsMX330dBwAAAODwer3seWpqqmbNmqVZs2ZJktra2vT222/rzTff1M9//nNdffXVKi8vV1VVVdTCAgAAAAAAYOA8tbhGknT1tOHyuHs9h2JQCzV0KlzfqeQJeXKle3v1O70dBwAAAODwel1+f1JqaqpycnKUk5Oj7OxseTwerV27tj+zAQAAAAAAwJCV25u1YnuzvG6XrjhhuOk4Mc1xHAU2Nqv9nVp1r2+S5feouDxbvtJMuTO9h1363J3pk680cwDTAgAAAImr1+W3bdtatmyZFixYoDfffFPvvPOOOjo6VFJSopkzZ+qhhx7SzJkzo5kVAAAAAAAAA6Q406+bTy9TVyiivDSf6TgxyQ5G1PlBvdrf2alwfee+g5bkK82Q3RmWJ8unrNll2vv0oSeMZM0eJctlDVBiAAAAILH1uvzOyspSR0eHiouLdfrpp+v+++/XzJkzVVZWFs18AAAAAAAAMKAgw6/bZ40zHSNmda3dq6Y/bpDdGZYkWV63UqcWKm36EHnyknvGJVfmKfea8Wqet3m/GeDuTJ+yZo9ScmXegGcHAAAAElWvy+///u//1syZMzVmzJho5gEAAAAAAABijuM4ckK2XF63JCkpP0V2V1juHL/Spg9R6tRCufwH/6otuTJP/opcdW9pVtOOPcoemif/qCxmfAMAAAD9rNfl90033RTNHAAAAAAAAIgB4Yit7/x5lWYfU6zTyvPlGuQFrRO21VW1R21v18qT5VPuNRWSJE9esvK/fIy8w9J7VWJbLku+UZlypQXkK8ik+AYAAACioNfl9w033NCrcY8//vgRhwEAAAAAAIBZ/1y7W39+f4feXF+vxd89Q36X23QkIyLtQXX8a5fa36uT3bZvufLw7k7ZnSG5UpIkSb4RGSYjAgAAAPiEXpffTz75pEaMGKEpU6bIcZxoZgIAAAAAAIAhTy2ukSRdecIw+ZMGX/Ed2t2htkW16lxRL4X3fQfmSk9S2olDlDqtqKf4BgAAABB7el1+f/nLX9acOXO0ZcsW3XDDDbrmmmuUk5MTzWwKh8O666679Mwzz2jXrl0qLi7W5z//eX3/+9+Xy+WStG+/pbvvvluPPfaYmpqaNG3aND300EOaMGFCVLMBAAAAAAAkmg272/Tulr1yWdLV00aYjmNE96ZmdS7bLUlKGpqm9JNLlDwxT5bHZTgZAAAAgE/T60/tDz/8sOrq6vSd73xH8+bN07Bhw3TZZZfplVdeidpM8Pvuu0+PPvqoHnzwQa1du1Y///nP9d///d/69a9/3TPm5z//ue6//349+OCDWrp0qYqKinT22Werra0tKpkAAAAAAAAS1e/f3SpJOqeiSEOyks2GGQB2d1htb9eqa/XenmOpxxUqZUqB8r9yjAq+OlkpUwoovgEAAIA40euZ35Lk8/l05ZVX6sorr1RNTY2efPJJ3XzzzQqFQlqzZo3S0tL6Ndy7776rCy+8UOedd54kaeTIkXruuee0bNkySftmfT/wwAO68847dckll0iSnnrqKRUWFurZZ5/VTTfddNA/NxAIKBAI9Pzc2toqSbJtW7Zt9+triAe2bctxnEH52gFEH+cYANHC+QVAtHB+wWDV2h3SC+/XSpKuPXF4Qr8Hwnu71LG4Tp3v18sJRJQ0JFXecVmyLEvyupR1abmkfd899eekD84vQGzjvQkAQPzrU/n9cZZlybKsqH5gP+WUU/Too49qw4YNGjNmjFauXKm331t06UUAAQAASURBVH5bDzzwgCSpurpau3bt0jnnnNPzOz6fTzNmzNDixYsPWX7fe++9uvvuuw843tDQoO7u7qi8llhm27ZaWlrkOE7PcvIA0F84xwCIFs4vAKKF8wsGq7kf1KszGFFpjl+j0sKqr683HalfOY4jZ3uXnBXNcrZ0fPRAjleRcamq310vy2VFNQPnFyC2sZooAADxr0/ldyAQ0AsvvKDHH39cb7/9ts4//3w9+OCDmjVrVlQ+sH/nO99RS0uLxo0bJ7fbrUgkop/97Ge68sorJUm7du2SJBUWFu73e4WFhaqpqTnkn3vHHXfotttu6/m5tbVVw4YNU35+vjIyMvr9dcQ627ZlWZby8/O58ALQ7zjHAIgWzi8AooXzCwarsiERjSls0jXThh/wXUsiaH5xkzqX7u752Tc2W6nTi+Ub/X8zvgcA5xcgtvn9ftMRAADAUep1+X3zzTdrzpw5Gj58uL7whS9ozpw5ys3NjWY2zZ07V08//bSeffZZTZgwQStWrNAtt9yiIUOG6Prrr+8Z98kLFMdxDnvR4vP55PP5DjjucrkG7YWHZVmD+vUDiC7OMQCihfMLgGjh/ILB6PxjSnTepCGK2IkxKznSEpA8LrlTkyRJyRPy1LWyQSnHFSpt+hAl5acYycX5BYhdvC8BAIh/vS6/H330UQ0fPlylpaVauHChFi5ceNBxL7zwQr+F+/a3v63vfve7uuKKKyRJEydOVE1Nje69915df/31KioqkrRvBnhxcXHP79XX1yfkHcoAAAAAAADRZFmWPO6BmQUdLYFtrWp/Z6e6Vu1R+sxhyjx7hCTJPyZbxXdMkyv5iHcBBAAAABDjev1p/7rrrhuwJaD+rbOz84C77dxud88e46WlpSoqKtJrr72mKVOmSJKCwaAWLlyo++67b0CzAgAAAAAAxKPtjZ1auKFBF08pUaovPothJ2Krq2qP2t/ZqeC2j/bsDe/+aG9vy2XJovgGAAAAElqvP/E/+eSTUYxxcLNnz9bPfvYzDR8+XBMmTNAHH3yg+++/XzfccIOkfXcj33LLLbrnnntUXl6u8vJy3XPPPUpJSdFVV1014HkBAAAAAADizR/eq9Fjb23Roo0N+s21U03H6bO2t2vV/tYORVqD+w64LaUck6+0k0vkLUkzGw4AAADAgIrp211//etf6wc/+IFuvvlm1dfXa8iQIbrpppv0wx/+sGfM7bffrq6uLt18881qamrStGnT9Oqrryo9Pd1gcgAAAAAAgNjXFYxo7tLtkqTLpg4znObIhOs7FWkNypWWpLQTi5U6rVjudK/pWAAAAAAMsBzHcT5t0Je//GXdeeedGjbs0y+C5s6dq3A4rKuvvrpfAg6E1tZWZWZmqqWlRRkZGabjDDjbtlVfX6+CgoIDlpkHgKPFOQZAtHB+ARAtnF8wmMxZsk3ffWGVhuek6M3/PF1ul7n9vh3bUaC6RXZbUK50r3ylmbI+lsexHXWvb1T7OzuVee5IeYftm/gQauhUcFubUo7Jl+WJ7fcs5xcgtg3274kBAEgEvZr5nZ+fr8rKSk2fPl0XXHCBpk6dqiFDhsjv96upqUlr1qzR22+/rTlz5qikpESPPfZYtHMDAAAAAADgKDiOo6ferZEkXXviCKPFd1fVHjXP26xIS7DnmDvTq6zZZfKVZ6lz2W61v1un8J4uSVJ7Wq1yrhgnSUrKT1FSfoqR3AAAAABiS6/K75/85Cf6+te/rt/97nd69NFHVVVVtd/j6enpOuuss/S///u/Ouecc6ISFAAAAAAAAP1n6dYmra1rlT/JpUunDjWWo6tqj/Y+vfaA45GW4L7jHpcUtiVJlt+t1BOKlHbikIGOCQAAACAO9HrP74KCAt1xxx2644471NzcrJqaGnV1dSkvL09lZWWyLHN3BwMAAAAAAKBvnnp3qyTp4iklykoxs0e2Yztqnrf58IPCttx5fqWfXKKUYwvl8rkHJhwAAACAuNPr8vvjsrKylJWV1c9RAAAAAAAAMBBs21Ek4siypGtPHGksR6C6Zb+lzg8l+6LR8o/OHoBEAAAAAOLZEZXfAAAAAAAAiF8ul6VHrz1Ou1u7VZjhN5bDbvv04luS7PZQlJMAAAAASAQu0wEAAAAAAABghsniW5Jc6b1bbr234wAAAAAMbpTfAAAAAAAAg0hVbYt2NHWajiFJ8pVmyp15+GLbnemTrzRzgBIBAAAAiGeU3wAAAAAAAIPID/9SpdN+/qZeXrnTdBRZLktZs8sOOyZr9ihZLmuAEgEAAACIZ30uv++66y7V1NREIwsAAAAAAACiaNWOFr2/rVlul6UTR+WYjiNp38zuQx3PvWa8kivzBjgRAAAAgHjl6esvzJs3Tz/96U81Y8YM3Xjjjbrkkkvk95vdHwoAAAAAAACf7ql3t0qSPjuxWAXpsfF9Tsv8aklS8rEFSj2uUHZbUK50r3ylmcz4BgAAANAnfZ75vXz5cr3//vuaNGmSbr31VhUXF+srX/mKli5dGo18AAAAAAAA6AeNHcGepc6vO2mk2TD/p3tjkwKbWyS3pcyzR8hflqWUyQXyl2VRfAMAAADosyPa83vSpEn65S9/qdraWj3++OOqra3VySefrIkTJ+p//ud/1NLS0t85AQAAAAAAcBTmLt2uYNhWZUmGjh2eZTqOJMkJRORKT1LatGJ5smNjJjoAAACA+HVE5fe/2batYDCoQCAgx3GUk5OjRx55RMOGDdPcuXP7KyMAAAAAAACOQsR29PR7NZL2zfq2rNiYVZ1cmaeibx+vjHNGmI4CAAAAIAEcUfm9fPlyfe1rX1NxcbFuvfVWTZkyRWvXrtXChQu1bt06/ehHP9I3vvGN/s4KAAAAAACAI7Cxvk0tXSFlpyTpgmOGmI6zH5fXLZffYzoGAAAAgATQ5yuLSZMmae3atTrnnHP0u9/9TrNnz5bb7d5vzHXXXadvf/vb/RYSAAAAAAAAR25cUYbe+96ZWr+rTf4k96f/QpR1rd4jJ2QreVI+e3sDAAAA6Dd9Lr8vvfRS3XDDDSopKTnkmPz8fNm2fVTBAAAAAAAA0H/SfB4dNyLbdAw5YVvN87Yo0hxQdshW6vFFpiMBAAAASBB9XvbccRxlZx94odTV1aUf//jH/RIKAAAAAAAA/WN7Y6ccxzEdo0f7e3WKNAfkzvAqZXK+6TgAAAAAEkify++7775b7e3tBxzv7OzU3Xff3S+hAAAAAAAAcPTaukOa9cBbOu9Xb6uhLWA6juxAWG1vbpckpZ81XFYMLMEOAAAAIHEc0cxvyzpwL6aVK1cqJyenX0IBAAAAAADg6L3wfq06ghEFI7by0rym46j97Z2yO0Ly5CUr9TiWOwcAAADQv3q953d2drYsy5JlWRozZsx+BXgkElF7e7u+/OUvRyUkAAAAAAAA+sZxHD317lZJ0vUnjTjoZIaBFOkIqe2tHZKkjLNHyHKbzQP0lW07qtvYrI7WgFIzfCouz5LLlTh/jxP99QEAgMGh1+X3Aw88IMdxdMMNN+juu+9WZmZmz2Ner1cjR47USSedFJWQAAAAAAAA6Ju3N+3RloYOpfk8uvjYoabjqG3BdjmBiJKKU5U8Mc90HKBPNn9Qr0VzN6qj+aPtA1KzfDr18nKVTSkwmKx/JPrrAwAAg0evy+/rr79eklRaWqrp06crKSkpaqEAAAAAAABwdJ5aXCNJ+o/jhirN1+uvgKLGPy5HgeoWZZ49QhazSRFHNn9Qr/m/qTrgeEdzQPN/U6VZN1XGdUGc6K8PAAAMLr268mltbVVGRoYkacqUKerq6lJXV9dBx/57HAAAAAAAAMzY3tip19ftliRdc+IIw2n28ZdlyffVyaZjAH1i244Wzd142DFvP79Rpcfkx+US4Yn++gAAwODTq/I7OztbdXV1KigoUFZW1kH3iHIcR5ZlKRKJ9HtIAAAAAAAA9N5fVtTKcaRTy/M0uiDNdJwepvcdB/qqbmPzfkuBH0x7U0BPffdtebxuSdLYaUU6YfYoSVJXe1B/+q9lh/zdsmMLNP2S0ZKkUCCiOT/51yHHjpiYp9MuHyNJcmxHT//w3UOOLRmbrTOuHd/z87N3vadI2D5gXDgYUWdr6DCvbt/rq9vYrJKx2YcdBwAAEAt6VX6/8cYbysnJ6flnLlQAAAAAAABi182nj9aEIZnKSDa/bV3jnzbInelT+qklcvnNL78O9EVH6+GL73/bVyDvK5G72z8qkx1bat3Tfcjf6/r4WMc5/NjW4H4/H25sdvEnxu7tViR0YPndW7399wAAAGBar644ZsyY0fPPp59+erSyAAAAAAAAoB+4XJZmjjO/R2+wtl2dy3ZLlpRcmSdvMeU34ktqhq9X4067Yozyh6dLklIyvD3HfSkefe724w75e8npH92g4vG6DzvWn/qxm1ksHXasL2X/99pFt02RnAPHNWxr01tzNhzyz/m33v57AAAAMK3PVxxPPPGE0tLSdOmll+53/I9//KM6Ozt1/fXX91s4AAAAAAAA9J7jOApFHHk9LtNRJEktr2yVJKUcky9vcarZMMARKC7PUmqW77BLn6dl+zThtJKD7ont9rhUNCqzV8/lclm9HmtZvR8rSUWlBx9bMDJDy+fXfOrrKy7P6vVzAQAAmNTnK6H/+q//Ul5e3gHHCwoKdM899/RLKAAAAAAAAPTd+9uadNK9r+vXr280HUWBLc0KbGiSXJYyzh5hOg5wRFwuSyddXHbYMadcVn7Q4jseuFyWTr28/LBj4vn1AQCAwafP5XdNTY1KS0sPOD5ixAht27atX0IBAAAAAACg755aXKO9HUFtb+o0msNxHLXM3ypJSj2hSJ7cZKN5gKMRCkQkSdYnvklNy/Zp1k2VKptifouBo1E2pUCzbqpUatb+S5snyusDAACDS5+XPS8oKNCHH36okSNH7nd85cqVys3N7a9cAAAAAAAA6IP61m79fVWdJOm6k0YazdK9tlHBbW2yklzKOGO40SzA0XAcR6sW7JAkTb9ktPKHpaujNaDUjH1LgSfKjOiyKQUqPSZfdRubE/L1AQCAwaPP5fcVV1yhb3zjG0pPT9dpp50mSVq4cKG++c1v6oorruj3gAAAAAAAAPh0zy7ZprDtaOqIbFWW9H4v4P7mOI5aX9+3OmDayUPkzvAaywIcrbpNzWrc2SGP16Xx04vlS0kyHSlqXC5LJWOzTccAAAA4Kn0uv3/605+qpqZGZ555pjyefb9u27auu+469vwGAAAAAAAwIBi29cy/9hXO100faTSLZVnKvWqc2hbsUPppQ41mAY7WqgW1kqQxJxQldPENAACQKPpcfnu9Xs2dO1c/+clPtHLlSiUnJ2vixIkaMWJENPIBAAAAAADgU8xfvUsNbQHlp/s0a0KR6Tjy5CYr+3PlpmMARyXYHda2NY2SpImnlxhOAwAAgN7oc/n9b2PGjNGYMWP6MwsAAAAAAACOwO8Xb5UkXT1tuLwel7EcdndYLv8Rf90ExBSv36PrfnaSalbvVd7QdNNxAAAA0AtHdDWyY8cOvfzyy9q2bZuCweB+j91///39EgwAAAAAAAC9c88lE/X7d7fqqhOGG8tgByPa9Yvl8pVmKOvC0XKnskQ04p8vJUljjje/mgIAAAB6p8/l9+uvv64LLrhApaWlWr9+vSorK7V161Y5jqNjjz02GhkBAAAAAABwGGMK0/XTiyYazdD+zk7ZbUEFd7TL5XMbzQIcrWBXWN5kVjEAAACIN31eB+uOO+7Qt771LVVVVcnv9+vPf/6ztm/frhkzZujSSy+NRkYAAAAAAADEMLszpLaFOyRJGWePkGVw6XWgP/zt4Q/1x3uXqmFbm+koAAAA6IM+X4msXbtW119/vSTJ4/Goq6tLaWlp+vGPf6z77ruv3wMCAAAAAADg4B5/u1rfnPOBVu9sMZqj7a0dcrrD8hSmKOWYfKNZgKO1t7ZdOzc2q2F7u5LTvabjAAAAoA/6XH6npqYqEAhIkoYMGaLNmzf3PLZnz57+SwYAAAAAAIBDitiOHn+nWn9ZsVOra1vN5WgNqv2dnZKkzHNHynJZxrIA/WHVgn2rGIyanKe0bJ/hNAAAAOiLPm9cc+KJJ+qdd95RRUWFzjvvPH3rW9/SqlWr9MILL+jEE0+MRkYAAAAAAAB8wpvr6rWjqUtZKUm6YPIQYzla39gmJ2TLOzxd/vE5xnIA/SHQFdb6JbslSRNnDDWcBgAAAH3V5/L7/vvvV3t7uyTprrvuUnt7u+bOnavRo0frl7/8Zb8HBAAAAAAAwIGeenerJOnyqcPkT3IbyeCEIupeu1eSlDlrpCyLWd+Ib+verVM4EFHOkFQNGZNlOg4AAAD6qM/l96hRo3r+OSUlRQ8//HC/BgIAAAAAAMDhbW5o16KNe2RZ0jUnjjCWw0pyq/C2qepes1e+UVnGcgD9wbEdVS2slSRNnFHCzRwAAABxqM/l978tW7ZMa9eulWVZGj9+vI477rj+zAUAAAAAAIBD+MO7NZKkM8cVaFhOitEsLp9bKVMKjGYA+kPthiY17+5Ukt+tMdOKTMcBAADAEehz+b1jxw5deeWVeuedd5SVlSVJam5u1vTp0/Xcc89p2LBh/Z0RAAAAAABg0IvYjpZUN2p7U6fmLN0mSbp++khjeQJbWuQdmSHLxexYJIYh5Vn6zJcnqrMlIK//iOcMAQAAwKA+f4q74YYbFAqFtHbtWo0dO1aStH79et1www268cYb9eqrr/Z7SAAAAAAAgMFsflWd7p63RnUt3T3HvB6X2rrCRvIEalrV8NiHShqWroIvT5LldhnJAfQnl9ulUZPzTccAAADAUehz+b1o0SItXry4p/iWpLFjx+rXv/61Tj755H4NBwAAAAAAMNjNr6rTV55+X84njofCtr767Pt6xHWsZlUWD1gex3HUMr9akuQtSqX4RkJwHIc9vgEAABJAn69Ohg8frlAodMDxcDiskpKSfgkFAAAAAACAfUud3z1vzQHFt6SeY3fPW6OIfbAR0RHY0KRgdavksZR+1vABe14gWsKhiOb+bKmW/LVaoWDEdBwAAAAchT6X3z//+c/19a9/XcuWLZPj7LuwWrZsmb75zW/q//2//9fvAQEAAAAAAAarJdWN+y11/kmOpLqWbi2pbhyQPI7tqOWVrZKktBOHyJPpG5DnBaJp0/J67d3RrrXv7JTbzexvAACAeNbnZc8///nPq7OzU9OmTZPHs+/Xw+GwPB6PbrjhBt1www09YxsbB+bCCwAAAAAAIBHVtx26+D6ScUerq2qPQjs7ZPncSp85bECeE4i2VQtqJUkTTiuRi2X8AQAA4lqfy+8HHnggCjEAAAAAAADwSQXp/n4ddzSciK3WV2skSemnlsidmhT15wSibffWVtVvbZXLY6ni5CGm4wAAAOAo9bn8vv7666ORAwAAAAAAAJ/Q2B447OOWpKJMv04ozYl6lkh7SJbPLVeqR2mnlkT9+YCBULVghyRp9HEFSsnwGk4DAACAo9Xn8vvjurq6FAqF9juWkZFxVIEAAAAAAAAgPfFOtX781zU9P1vat8f3x3+WpB/NrpDbFf19ij2ZPhV8bbIijd1y+Y7qKyUgJnS1B7VxWb0kaeKMoYbTAAAAoD/0eRObjo4Ofe1rX1NBQYHS0tKUnZ293/8AAAAAAABw9HY2d8lxpGtPHKGHrzpWRZn7L21elOnXI9ccq1mVxQOWybIseXKTB+z5gGha+06dImFb+cPTVVjKhB4AAIBE0OfbdG+//Xa9+eabevjhh3XdddfpoYceUm1trX7zm9/ov/7rv6KREQAAAAAAYNC54zPjNXVkjs6pKJRlWTq3skhLqhtV39atgvR9S50PxIxvuzus9nfrlDa9mBnfSCgjKnPVXN+pkjHZsqzov5cAAAAQfX2+Ypk3b55+//vf6/TTT9cNN9ygU089VaNHj9aIESP0zDPP6Oqrr45GTgAAAAAAgITW2h3SQ29u0m1nj5HP45bLZencCUU9j7tdlk4qyx3wXG1v7VDbG9vVvaFRBTcdM+DPD0RLbkmazrh2vOkYAAAA6Ed9Xva8sbFRpaWlkvbt793Y2ChJOuWUU/TWW2/1bzoAAAAAAIBBYFdLty579F39ZuEW/fCl1abj9Ii0BdX+dq0kKW16ieE0AAAAAHB4fS6/R40apa1bt0qSKioq9Pzzz0vaNyM8KyurP7MBAAAAAAAkvA2723Txw+9o3a425af7dO1JI0xH6tH25nY5QVtJQ9OUXDnws86BaGiu79TrT61RfU2r6SgAAADoZ30uv7/whS9o5cqVkqQ77rhDDz/8sHw+n2699VZ9+9vf7veAAAAAAAAAieq9LXv1H48sVl1Lt8ryU/XCV6arsiTTdCxJUripW+3/qpMkZZ47kj2RkTCqFtZq3bu7tOSv1aajAAAAoJ/1ec/vW2+9teefZ86cqXXr1mnZsmUqKyvTMcew7xMAAAAAAEBv/PXDnbpt7koFI7amjsjW/14/VVkpXtOxerT+c5sUceQry5S/PNt0HKBfhAIRrXt3300dE2cMNZwGAAAA/a3P5fcnDR8+XMOHD++PLAAAAAAAAINCS1dI33+pSsGIrXMnFOp/rpgif5LbdKweod0d6nx/tyQpc1ap4TRA/9mwZJcCnWFl5CdreEWO6TgAAADoZ71e9vyNN95QRUWFWlsP3AunpaVFEyZM0KJFi/o1HAAAAAAAQCLKTE7Sb645TjeeUqqHrz4upopvSbJ8biUfk6/kylx5h6WbjgP0C8dxtGphrSSp8rQSWS6W8gcAAEg0vZ75/cADD+hLX/qSMjIyDngsMzNTN910k+6//36deuqp/RoQAAAAAAAgEQTCEW1p6ND44n3frUwblatpo3INpzo4T5ZfuVeMkxNxTEcB+s2uzS3au6NdniSXxk8vNh0HAAAAUdDrmd8rV67UrFmzDvn4Oeeco+XLl/dLKAAAAAAAgETS0hXS9Y8v0WW/eVfrdh24ql6sstzMjEXiWLVghySp/IRC+VOTDKcBAABANPS6/N69e7eSkg79odDj8aihoaFfQgEAAAAAACSKupYuXfbou3pvS6McR2rqCJmOdEjdm5q0d846hfd2mY4C9Lu8YelKzfJp4oyhpqMAAAAgSnq97HlJSYlWrVql0aNHH/TxDz/8UMXFLBcEAAAAAADwb+t3tenzTyxRXUu3CtJ9evILJ6hiyIFbysUCx3HUMn+rQjva5U5JUtYFZaYjAf3q2HNHaPLZw+Vir28AAICE1euZ35/97Gf1wx/+UN3d3Qc81tXVpR/96Ec6//zz+zUcAAAAAABAvHp38179x6OLVdfSrdEFaXrh5ukxW3xLUvfqvQrtaJfldSl95jDTcYCooPgGAABIbL2e+f39739fL7zwgsaMGaOvfe1rGjt2rCzL0tq1a/XQQw8pEonozjvvjGZWAAAAAACAuLC8plHXP75EwYit40dm67fXTVVWitd0rENyIo5aXt0qSUo7pUTu9NjNCvTVzo1N6moLqfSYPLncvZ4LBAAAgDjU6/K7sLBQixcv1le+8hXdcccdchxHkmRZls4991w9/PDDKiwsjFpQAAAAAACAeDGxJEtTR2YrMzlJv7x8svxJbtORDqvzg90K13fJleJR+mnsh4zEsmRetWo3NGvaBaM09bMjTccBAABAFPW6/JakESNG6O9//7uampq0adMmOY6j8vJyZWdnRysfAAAAAABAXLDtfRMFXC5LXo9L/3v9VPk8brljfJllJ2yr9Z/bJEnpM4bJ5e/T10VATNtb267aDc2yXJbGnlhkOg4AAACi7IiuZrKzs3X88cf3dxYAAAAAAIC41B2K6FvPr1RBhk8/PL9ClmUpxRsfJXLH0l2KNAfkyvAqbXqx6ThAv6paWCtJKj0mT+k5fsNpAAAAEG3xcRUGAAAAAAAQo1o6Q/rSH5ZpSXWjktyWrp42QqML0kzH6rWUYwtkd4TkzvHLivHl2YG+CHSFte5fuyRJE2eUGE4DAACAgUD5DQAAAAAAcIR2Nnfp+seXaGN9u9J9Hv3m2uPiqviWJJfPo4yzRpiOAfS79e/VKRyIKLsoRSVj2bYRAABgMKD8BgAAAAAAOAJr61r1+SeWaHdrQIUZPj35hRM0vjjDdKxec0K25LFkWbG9JzlwJBzH6VnyfOLpQ/l7DgAAMEhQfgMAAAAAAPTR4s17dNPvl6stEFZ5QZqevOEElWQlm47VJy2vbVVgS4uyZpfJNyJ+SnugN7raQvIme5Tkc2vstCLTcQAAADBAKL8BAAAAAAD6qLUrpPZgWCeU5ui3105VZkqS6Uh9Em4JqH1xnRS2ZXeHTccB+l1Khlf/8Z2pam8KyJvMV6AAAACDBZ/8AAAAAAAA+mhWZbEe//zxOmlUrvxJbtNx+qzt9W1S2JZ3ZIb8Y9gLGYkrLdtnOgIAAAAGkMt0AAAAAAAAgFgXsR3d/+p61TZ39RybObYgLovvUEOnOpbtkiRlzhrJXshIOHWbmtXdETIdAwAAAAZQfgMAAAAAABxGdyiirz37vn71xiZ94YklCkVs05GOSutrNZIt+cflyDcy03QcoF9FQrb+8ZtVeuq776hhW5vpOAAAABhgLHsOAAAAAABwCM2dQf1/v1+uJVsb5XW79LUzypXkjt+5BMHadnV9uEeSlHHOCMNpgP636f16dbWFlJbtU25Jquk4AAAAGGCU3wAAAAAAAAexo6lTn39iqTbVtyvd79Fj107VSWW5pmMdlc7luyVJyZPz5R2SZjgN0P+qFu6QJE04dYhccXyjCgAAAI4M5TcAAAAAAMAnrNnZqs8/sUT1bQEVZfj11A0naGxRuulYRy3z/FHyjsiQdyjFNxJPw7Y27drSKpfbUsUpJabjAAAAwADKbwAAAAAAgI9xHEd3zVut+raAxham68kbjldxZrLpWP3CcllKOSbfdAwgKlYt2Dfru+zYAqVkeA2nAQAAgAms/QMAAAAAAPAxlmXp11dO0SVTSvT8l09KiOI71NApOxAxHQOImu6OkDYs3bes/8QZzPoGAAAYrCi/AQAAAADAoOc4jlZsb+75uTDDr/svn6zM5CRzofqJYztqfGatdv33UgVqWk3HAaKibnOLnIijvGFpKirLNB0HAAAAhlB+AwAAAACAQS1iO7rr5dW66KF39JcVtabj9LuulQ0K7eqUE7aVlB//s9iBgymdlKfr7p2uM64dL8uyTMcBAACAIez5DQAAAAAABq3uUETfnPOBXlm9W5YlNXYETUfqV07YVstrNZKk9BnD5EqJ/5nswKGkZvqUmukzHQMAAAAGUX4DAAAAAIBBqakjqC/+fpmW1zTJ63bpl5dP1nmTik3H6lcdy3Yp0tgtV1qS0k4eYjoOEBXtTQGlZVN6AwAAgGXPAQAAAADAILS9sVOfe3Sxltc0KcPv0e9vPCHhim87GFHr69skSRlnDpfL6zacCOh/LQ2d+v333tHL//OBImHbdBwAAAAYxsxvAAAAAAAwqDR1BHXJI4vV0BZQcaZfT91wgsYUppuO1e/aF++U3RaSO8ev1OOLTMcBoqJqYa0cR7Jcltwe5vkAAAAMdnwiBAAAAAAAg0p2qleXHjdU44rS9cLN0xOy+JakSFO3JCnj7BGyKAWRgELBiNYurpMkTZwx1HAaAAAAxAJmfgMAAAAAgEEhFLGV5N5XAn/73LH66szRSvUl7lcj2ReXK/XEIUoqTDEdBYiKjUt3K9AZVkaeX8Mrc03HAQAAQAzgtl8AAAAAAJDQHMfRQ29u0lW/fU/doYgkybKshC6+/81bnCrLZZmOAfQ7x3G0asEOSdKE00rk4u85AAAARPkNAAAAAAASWMR29MO/rNZ/v7JeS7c26R9VdaYjRV3H+7sVbuw2HQOIqt3VrdqzvV3uJJcqpg8xHQcAAAAxIvFvcQYAAAAAAINCxHa0pLpR9W3dKkj3a9LQTN06d4VeXbNbliX94LwKXTwlsfcFDu/tUtOfNkqWVHTbcfLkJpuOBETF2nd2SpLKjy+UPy3JcBoAAADECspvAAAAAAAQ9+ZX1enueWtU1/LRjOckt6VQxJHX49IDl0/WZycWG0w4MFr/uU2yHfnKsyi+kdBOvXyMikdnKX94uukoAAAAiCGU3wAAAAAAIK7Nr6rTV55+X84njoci+458feboQVF8h3Z1qHNFvSQp89yRZsMAUebxujXupMR/XwMAAKBv2PMbAAAAAADErYjt6O55aw4ovj/u2SXbFLEPNyIxtLyyVXKk5Il58g5lNiwSk2M7cgbB+xkAAABHhvIbAAAAAADErSXVjfstdX4wdS3dWlLdOECJzAjUtKp7baPkkjLOGWE6DhA1W1Y26Nm7/6W1i3eajgIAAIAYFPPld21tra655hrl5uYqJSVFkydP1vLly3sedxxHd911l4YMGaLk5GSdfvrpWr16tcHEAAAAAABgoNS3Hb747uu4eOQ4jlrmb5UkpRxbqKT8FLOBgChataBWzbs71VzfZToKAAAAYlBMl99NTU06+eSTlZSUpH/84x9as2aNfvGLXygrK6tnzM9//nPdf//9evDBB7V06VIVFRXp7LPPVltbm7ngAAAAAABgQBSk+/t1XFyyJd+oTLlSPco4i1nfSFyNdR2qXd8ky5IqTysxHQcAAAAxyGM6wOHcd999GjZsmJ544omeYyNHjuz5Z8dx9MADD+jOO+/UJZdcIkl66qmnVFhYqGeffVY33XTTQf/cQCCgQCDQ83Nra6skybZt2bYdhVcS22zbluM4g/K1A4g+zjEAooXzC4Bo4fwSX6aOyFJRhk+7WgMHfdySVJTp19QRWYn7/6klpZ85TGmnlchKciXu60wAnF+OzqoF2yVJIyflKTXLy79H9Dv+TgEAEP9iuvx++eWXde655+rSSy/VwoULVVJSoptvvllf+tKXJEnV1dXatWuXzjnnnJ7f8fl8mjFjhhYvXnzI8vvee+/V3XfffcDxhoYGdXcn7jJoh2LbtlpaWuQ4jlyumF4MAEAc4hwDIFo4vwCIFs4v8ee0URl6fkXDQR9zJH3j1CHau+fgjwMDifPLkQsFIlr37i5JUsmkFNXX1xtOhETEaqIAAMS/mC6/t2zZokceeUS33Xabvve972nJkiX6xje+IZ/Pp+uuu067du37wFtYWLjf7xUWFqqmpuaQf+4dd9yh2267refn1tZWDRs2TPn5+crIyIjOi4lhtm3Lsizl5+dz4QWg33GOARAtnF8ARAvnl/jS0hXS6xtXSZLSfB61B8I9jxVn+vWD88ZrVmWRqXhR5UQcNf9xg1KOL5SvLMt0HPQC55cjV7WwVuGgrazCZFWeWCrLskxHQgLy+xN4iwwAAAaJmC6/bdvW1KlTdc8990iSpkyZotWrV+uRRx7Rdddd1zPukx92Hcc57Adgn88nn893wHGXyzVoLzwsyxrUrx9AdHGOARAtnF8ARAvnl/jxi9c2aG9HUGX5qfrr10/Viu3Nqm/rVkG6XyeU5sjtStyCrGPZLnV9uEeBzc0q+s4JcnndpiOhFzi/9J3jOKp6a6ckqXLGULnd/F1HdPC+BAAg/sV0+V1cXKyKior9jo0fP15//vOfJUlFRfvu3N61a5eKi4t7xtTX1x8wGxwAAAAAACSWFdub9cy/tkmSfnJRpZK9bp1Ulms41cBwQhG1/nPfqnfppw+n+EbCm3HFGK1+e6fGnVT86YMBAAAwaMX0rWwnn3yy1q9fv9+xDRs2aMSIEZKk0tJSFRUV6bXXXut5PBgMauHChZo+ffqAZgUAAAAAAANr2dZGSdLFU0o0vSzPcJroc2xH3Zub1bmiXs1/3aJIa1DuTJ/STqQMRGKzLEslY7N1zo0T5EuO6bk8AAAAMCymPy3eeuutmj59uu655x5ddtllWrJkiR577DE99thjkvZ98L3lllt0zz33qLy8XOXl5brnnnuUkpKiq666ynB6AAAAAAAQTV88dZROKM1RcWay6ShR11W1R83zNivSEtzvuH98jqykmJ7bAAAAAAADJqbL7+OPP14vvvii7rjjDv34xz9WaWmpHnjgAV199dU9Y26//XZ1dXXp5ptvVlNTk6ZNm6ZXX31V6enpBpMDAAAAAICBMGlolukIUddVtUd7n1570Mc63quTf3SWkisTf+Y7Bqf3X61RZ3NQE2cOVWZ+4t/oAgAAgKMT0+W3JJ1//vk6//zzD/m4ZVm66667dNdddw1cKAAAAAAAYMyjCzfrrPGFGl2QZjpK1Dm2o+Z5mw87pnneFvkrcmW5rAFKBQyMSNjWin9uV1drUEVlmZTfAAAA+FSsiwUAAAAAAOLGO5v26L/+sU7n/WqRGtoCpuNEXaC65YClzj8p0hJQoLplgBIBA2fzB/Xqag0qNdOr0smsbgAAAIBPR/kNAAAAAADiQiAc0Q9eqpIkXXH8MOWn+wwnij677fDFd1/HAfGkakGtJKni1BK53XyNCQAAgE/Hp0YAAAAAABAXHlu4RVv2dCgvzadvnTvWdJwB4Ur39us4IF40bG9T3eYWuVyWJpw6xHQcAAAAxAnKbwAAAAAAEPO27e3Ug29ukiT94PzxyvAnGU40MCLNn760uzvTJ19p5gCkAQZO1YIdkqRRx+YrNTPxV3kAAABA//CYDgAAAAAAAHA4juPoRy9XKRC2dfLoXF1wTOLPAnVsRy2vbFX7wh2fOjZr9ihZLmsAUgEDo7sjpA1LdkuSJs4YajgNAAAA4gnlNwAAAAAAiGkL1jfozfUN8rpd+vGFlbKsxC567e6wGp9bp+71TZKk9NOHKWlIqlr+tkWRlo/29nZn+pQ1e5SSK/NMRQWiwnEcVZ4+VA01rSoezaoGAAAA6D3KbwAAAAAAENNOHp2n735mnCK2o7L8NNNxoirSGlDDb1cp3NAlK8ml7P8oV8oxBZKk5Mo8BapbZLcF5Ur3yleayYxvJKTkNK9O/txoOY6T8De7AAAAoH9RfgMAAAAAgJjm9bj05RllpmMMCFdqktzpXjnBiHKvmyBvyUdlv+Wy5C/LMhcOGGAU3wAAAOgrym8AAAAAABCT6lu7lZXildfjMh0lqhzHkZx95bbldinn6vGS7cid7jUdDRhwy+dvVcHIDA0dm035DQAAgD5L7KtHAAAAAAAQl2zb0c3PvK/P/mqRVu9sMR0napyQrabnN6h53uaeY+7/m/0NDDate7r03l+26OUHVqh1T5fpOAAAAIhDzPwGAAAAAAAx50/Ld2hZTZNSvG5lpyRmERxpCWjPH9YotKNdcklpJxYrqTDVdCzAmKqFtZIjDavIUWZ+iuk4AAAAiEOU3wAAAAAAIKY0dQR17z/WSpJuOatcQ7KSDSfqf4Ftrdr7h7Wy24JypXiUc9V4im8MauFgRGsW75QkTZxRYjgNAAAA4hXlNwAAAAAAiCn3zV+nps6Qxham6wsnl5qO0+86lu9W0wsbpYgjT2GK8q6rkCc38Qp+oC82LtutQEdY6Tl+jZiYZzoOAAAA4hTlNwAAAAAAiBnLaxo1Z+l2SdLPLq5UkttlOFH/anl1q9re2Pf6/BW5yrl8jFw+vp7B4OY4jlYtqJUkVc4okctlGU4EAACAeMXVFQAAAAAAiAnhiK07X6ySJF02daimjswxnKj/eYemS5aUfsZwZZw5XBYlH6DdW1vVsK1Nbo9L408uNh0HAAAAcYzyGwAAAAAAxISWrpBy07zKSknSdz8z3nScfuNEHFnufSV3ckWuCm87Tkn5KYZTAbEj1B1RdlGKCkZmKDnNazoOAAAA4hjlNwAAAAAAiAm5aT49feM07WjqUk5qYhRgXWv3qvmvW5T/xYnyZPslieIb+IRh43N05Y+mKRSImI4CAACAOJdYG2cBAAAAAIC4ZlmWhuXEfznsOI5aF2zX3t+vUWRvt9oWbDcdCYhplmXJ62eeDgAAAI4O5TcAAAAAADBqwfp6ff+lVWrpCpmO0i/sYESNc9ardf5WyZFSpxUpa3aZ6VhAzLFtR+vfq1MoyIxvAAAA9A9upwQAAAAAAMZ0hyL64V9Wa1tjpzKTk/Ttc8eZjnRUws0B7f3DGoVq2yWXpawLypR2YrHpWEBM2vrhHv3zybXK/PtWXX33ibIsy3QkAAAAxDnKbwAAAAAAYMzDCzZrW2OnCjN8+srpo03HOSqh3R1q+O0q2e0huVI9yr16vHyjskzHAmLWqgU7JEllU/IpvgEAANAvKL8BAAAAAIARWxra9eiCzZKkH54/QWm++P6awp3tlzvTJ3eaV7nXVciT4zcdCYhZTbs6tGNdk2RJE04tMR0HAAAACSK+ryoBAAAAAEBcchxHP/zLagUjtk4bk6/PTiwyHemIOBFHsiTLZcnldSvv+gmy/G65vG7T0YCYVrWwVpI0cmKeMvKSDacBAABAonCZDgAAAAAAAAafeR/W6e1Ne+T1uPTjCybE5ZLHkY6Q9jy+Sm1vbOs55s7wUnwDnyLYHda6d+skSRNPZ9Y3AAAA+g8zvwEAAAAAwIByHEcPvrFRkvTV00drZF6q4UR9F9rVoT2/X6NIY7eCO9qVOq1Y7nSv6VhAXNiwZLeC3RFlFiRr2Lgc03EAAACQQCi/AQAAAADAgLIsS8996UQ9tmiLbpoxynScPutavVeNc9fLCUbkzvEr77oKim+gDxrrOiRJE2cMleWKv1UfAAAAELsovwEAAAAAwIDLTfPpjs+MNx2jTxzHUdsb29X6Wo0kyTcqUzlXj5c7NclwMiC+nHb5GE06fahSMrhpBAAAAP2LPb8BAAAAAMCAsG1H72zaI8dxTEc5Ik3Pb+gpvlNPKlbejZUU38ARyipMkTeZeTkAAADoX5TfAAAAAABgQDy3dJuu/t9/6da5K0xHOSK+skzJbSn7knJlXzhalpuvVYC+6G4Pqb0pYDoGAAAAEhi3VwIAAAAAgKjb0x7Qff9YJ0maPCzLbJg+cMK2LM++kjt1apF8o7LkyfEbTgXEp5Vvbtfyf9Ro6mdH6oTzS03HAQAAQALiFmUAAAAAABB19/x9rVq7w5owJEPXnDjCdJxeaX+vTrsfeF+R9mDPMYpv4MhEwrbWLNopx3aUXZRiOg4AAAASFOU3AAAAAACIqve27NUL79fKsqSfXTxRnhhfLtyJ2Gp6aZOaX9qk8J4udSzdZToSEPe2rGhQZ2tQKRlejZqcbzoOAAAAEhTLngMAAAAAgKgJhm394KUqSdJVJwyP+SXPI+1B7X1mrYLVrZIlZZwzUumnDzUdC4h7qxbskCRVnDpEbk9s3wADAACA+EX5DQAAAAAAouZ3b1drY327clO9uv3ccabjHFZwZ7v2/n6NIs0BWT63ci4fq+SKXNOxgLi3Z0e76ja1yHJZmnBKiek4AAAASGCU3wAAAAAAIGomDMnQ8JwUffPMcmWmJJmOc0iBLc3a88RqOSFbnly/cq+rUFJhqulYQEJYtXDfrO9Rk/OUlu0znAYAAACJjPIbAAAAAABEzWlj8vXqrafJF+PLHCcVpcqd6ZM726fcK8fJFcNFPRBPIhFb1SsaJEkT2UIAAAAAUUb5DQAAAAAA+p1tO3K5LEmSP8ltOM3BOSFb8liyLEuulCTlf2miXGleWW7LdDQgYbjdLl3945O05YN6DSnPMh0HAAAACS62b7sGAAAAAABxpysY0Wd/tUhPvlOtiO2YjnNQ4b1d2v3gB+p4r67nmDvTR/ENRIEv2aPx04fIsnh/AQAAILoovwEAAAAAQL/69RsbtW5Xm367qFqBcMR0nAN0b25W/UMrFN7dqbYFO2QHYy8jkAhCgYgcJzZvgAEAAEBiYtlzAAAAAADQbzbVt+m3i7ZIku66YIJSvLHz1YPjOOp4r07N8zZLtpQ0NE1511bI5Y3NZdmBePfq71arozmg064Yo6JRmabjAAAAYBCInStQAAAAAAAQ1xzH0fdfqlIo4uis8QU6u6LQdKQeTthW88ub1bFklyQpZUqBsi8ZLStG9yMH4l3rni7VrNojx5F8KXwFCQAAgIHBJ08AAAAAANAvXvygVu9taZQ/yaUfzZ5gOk4Px3bU8LsqBatbJEvK/Eyp0k4tYf9hIIpWL6qV40hDx2UruyjVdBwAAAAMEpTfAAAAAADgqLV0hvSzv62VJH3jzHINy0kZ8AyO7ShQ3SK7LShXule+0kxZLkuWy1Ly+ByF6tqVc+U4JY/NGfBswGASDkW05u06SdLE04caTgMAAIDBhPIbAAAAAAActcWb96i5K6TRBWn64imjBvz5u6r2qHneZkVagj3HXBleZV9QpuTKPKWdWqKUY/LlzvQNeDZgsNm0vF7dHSGlZfs0cmKu6TgAAAAYRCi/AQAAAADAUfvMxGLNy01VMGLL63EN6HN3Ve3R3qfXHnDcbg1q79NrlXvNeCVX5lF8A1Fk247qNjarozWg5f/YKkmqnFEil3tgzwcAAAAY3Ci/AQAAAABAv6gYkjHgz+nYjprnbT7smOZ5W+SvyJXlYo9vIBo2f1CvRXM3qqM5sN/xlAyvoUQAAAAYrLj1EgAAAAAAHLH5Vbu0flebsecPVLfst9T5wURaAgpUtwxQImBw2fxBveb/puqA4luS3vj9Om3+oN5AKgAAAAxWlN8AAAAAAOCI1Ld269t/XKnzfrVI729rMpLBbjt88d3XcQB6z7YdLZq78bBj3n5+o2zbGaBEAAAAGOwovwEAAAAAwBH5yd/Wqi0Q1oQhGTpmaJaRDK703i2r3NtxAHqvbmPzQWd8f1x7U0B1G5sHJhAAAAAGPcpvAAAAAADQZ29v3KN5K3fKZUk/u3ii3Ib20/aVZsqdefhi253pk680c4ASAYNHR+vhi+++jgMAAACOFuU3AAAAAADok0A4oh/+pUqSdN1JI1VZYq5YtlyWsmaXHXZM1uxRsgyV80AiS83w9es4AAAA4GhRfgMAAAAAgD75zcIt2rKnQ/npPt12zhjTcZRcmafca8YfMAPcnelT7jXjlVyZZygZkNiKy7PkS/Ucdkxatk/F5VkDEwgAAACD3uE/nQIAAAAAAHzM9sZOPfTmJknS988brwx/ktE84b1d8uQmK7kyT/6KXAWqW2S3BeVK98pXmsmMbyCKajc0KdgVPuyYUy4rl4v3IQAAAAYI5TcAAAAAAOi14ky/vn3uWC2pbtQFxwwxmiVY2676hz5QyuQCZX+uXJbbJX9ZltFMwGCxe2ur/vHIKjm2VFiaofamgDqaP9rbOy3bp1MuK1fZlAKDKQEAADDYUH4DAAAAAIBe87hd+uKpo3TjKaWyLHOzOR3bUdOLGyVbckK2LDc7uwEDadPyeoUCEQ0dl63zv3qMLLeluo3N6mgNKDVj31LnzPgGAADAQKP8BgAAAAAAn6orGJHLJfk8bkkyWnxLUvvinQrtaJfldytrdpnRLMBgNP2SMmXk+jX2xCK5k/bdfFIyNttwKgAAAAx23BYNAAAAAAA+1S9eXa9ZDyzSv7bsNR1F4eZutb66VZKU+ZlSuTO8ZgMBg0R3R0h2xJa07waYiacPldfP3BoAAADEDj6dAgAAAACAw1pb16onFm9VxHbUGYoYzeI4jppf2iwnaMs7IkOpxxcZzQMMFsGusF7+nxVKzfLp3C9OkMfrNh0JAAAAOAAzvwEAAAAAwCHZtqPvv1SliO3oM5VFmjm2wGierqo96l7XKLktZV8yWhZ7CgNRFw5F9PdHPlTDtjbt2tKijpaA6UgAAADAQTHzGwAAAAAAHNIfl2/X8pompXjd+uHsCtNxZLldcqUlKXVasZIKU03HARKeHbH16v+uVu2GZiX53brgG5OVmZ9iOhYAAABwUJTfAAAAAADgoBo7grr3H+skSbeeNUbFmcmGE0nJFbnyjcyQlcSSy0C0ObajN59ep+qVe+T2uHTeVyYpf3i66VgAAADAIVF+AwAAAACAg7rvH+vU3BnSuKJ0ff7kkUazOI4jy9q3xLkrJcloFmAwcBxH77ywSeve3SXLZemcL05Qydhs07EAAACAw2LPbwAAAAAAcIBwxFZ9W7ck6acXVSrJbe4rBCdsq+GxVer8oF6O4xjLAQwmrXu6tfqtWknSGdeO06jJ+YYTAQAAAJ+Omd8AAAAAAOAAHrdLj3/+eFXVtmri0EyjWdoW7lCwukXNDZ3yj8+R5efrDCDaMvOTdeEtU9SwrU3jTio2HQcAAADoFa4WAQAAAADAQVmWZbz4DjV0qvWNbZKkrPNHyUXxDURVOBSRJ8ktSSoalamiUWbPAQAAAEBfsOw5AAAAAADosbO5S99/aZWaOoKmo8hxHDW9sEmKOPKNyVbyMSy7DETTttV79fQP3lPDtjbTUQAAAIAjQvkNAAAAAAB6/OSva/T0e9v07T+tNB1Fnct2K1jdIivJpeyLRsuyLNORgIS1a0uL/vGbVepoDmjVgh2m4wAAAABHhPIbAAAAAABIkt5cX69/VO2S22XpW+eMNZol0h5U89+rJUkZZ4+QJ8dvNA+QyPbWtuuvD65UOGhreEWOZlxl9v0PAAAAHCnKbwAAAAAAoO5QRD/6y2pJ0hemj9T44gyzedY2yukKK6k4VWknlxjNAiSy1j1devlXKxToDKuwNEOzbpoot4evDAEAABCfPKYDAAAAAAAA8x5+c5O2NXaqKMOvW84eYzqOUo8vkic3WZbPLcvNcudANHS2BvXy/6xQZ0tQOUNSdf7XjlGSz206FgAAAHDEKL8BAAAAABjktjS069GFWyRJP5pdoTRfbHxd4BuVaToCkND+9fIWtTR0KSPPrwu+MVn+1CTTkQAAAICjEhtXswAAAAAAwJhfvLpBwYitGWPyNauyyGiWjmW75RuVyR7fwAA45dJyRUK2pp43UqlZPtNxAAAAgKNG+Q0AAAAAwCD3s4srlZ2apC+dOkqWZW6J8WBtu5pe2CDL7VLhrcdRgANR4NiOLNe+93mSz62zvlBhOBEAAADQfyi/AQAAAAAY5LJSvPrpRRONZnBsR00vbpRsyT8hh+IbiALHdvTPJ9cosyBFx5830ujNLgAAAEA0uEwHAAAAAAAAZqze2SLHcUzHkCS1L96p0I52WX63smaXmY4DJBzHcbTojxu1YcluLf/7VjXu7DAdCQAAAOh3zPwGAAAAAGCQiNiOllQ3qr6tWx2BsO58sUqnjcnXY9cdJ5/HbSxXuLlbra9ulSRlfqZU7gyvsSxAolr2961a9eYOSdIZ149Xbkma4UQAAABA/6P8BgAAAABgEJhfVae7561RXUv3fsc7AmGjxbfjOGp+abOcoC3viAylHl9kLAuQqFYt2KEl86olSadeXq6x03ifAQAAIDGx7DkAAAAAAAluflWdvvL0+wcU35K0rKZJ86vqDKTap3tto7rXNUpuS9mXjJblYg9ioD9tWLpLb83dIEk6/ryRmjRzmOFEAAAAQPRQfgMAAAAAkMAitqO7563RoXb2tiTdPW+NIraZvb/95dlKP2OYMs4YrqTCVCMZgETVuqdLrz+5VnKkiacP1fHnl5qOBAAAAEQVy54DAAAAAJDAllQ3HnTG9785kupaurWkulEnleUOXLD/YyW5lHnOyAF/XmAwyMhL1oyrxmrnxmadelm5LIuVFQAAAJDYKL8BAAAAAEhg9W2HLr6PZFx/CTcH5E73ynJTxgHRVHHyEI2fXkzxDQAAgEGBZc8BAAAAAEhgBen+fh3XH5ywrT2PV6n+4RUK7ekasOcFBoPm+k7N+/VKdbYGe45RfAMAAGCwoPwGAAAAACCBnVCao+JMvw5VfVmSijP9OqE0Z8AytS3coXB9pyLNAblTWJQO6C8dzQG9/D8rtG31Xr01Z73pOAAAAMCAo/wGAAAAACCBuV2Wbp81TpIOKMD//fOPZlfI7RqYmaGhhk61vrlNkpQ1e5RcKUkD8rxAouvuCOnlX61Q295uZeQn69TLx5iOBAAAAAw4ym8AAAAAABLYpvp23fXyav3HcUNVmLH/0uZFmX49cs2xmlVZPCBZHMdR84ubpLAj35hsJR+TPyDPCyS6UCCivz20Uo07O5SS6dWF35ys1Eyf6VgAAADAgGNtMQAAAAAAElQoYuvWuSvU0hXSrtZuLbp9ppbVNKm+rVsF6fuWOh+oGd+S1Ll8twJbWmQluZR90Wj2IQb6QSRsa/5vVmnXllb5Ujy64BuTlZGXbDoWAAAAYATlNwAAAAAACepXr2/UqtoWZSYn6f9deoySPC6dVJZrJEukPaiWv1dLkjLOGiFPjv9TfgNAb7zz503atqZRHq9L53/tGOWWpJmOBAAAABhD+Q0AAAAAQAJaXtOoh97cJEm65+KJByx5PtCcQESe/BQ5wYjSTikxmgVIJJPPHKYdaxt1yqXlKhqVaToOAAAAYBTlNwAAAAAACaYjENatc1fKdqRLppTovEkDs6f34Xhyk5V/0yTZHSFZbpY7B/pLRl6yrvjBCXK5XaajAAAAAMbxqRgAAAAAgATzk7+u0bbGTpVkJeuuCyeYjtPDcllyp3tNxwDi3odv7tCWFQ09P1N8AwAAAPvwyRgAAAAAgATiOI6G5aTI63bpF5cdowx/ktE8La9sVfPftsgORozmABLFuvfqtGjuBs1/rEp7drSbjgMAAADEFJY9BwAAAAAggViWpa/OHK1LjxuqAsP7fAd3tqtt4XbJlnyjs5Q8NsdoHiDeVa9s0Bu/XydJmjRzqHJLUg0nAgAAAGILM78BAAAAAEgAjuMoEP5odrXp4tuxHTW9sFGypeSJeRTfwFGq3dCkV367Wo7taNyJRTr5c6NlWZbpWAAAAEBMofwGAAAAACABzFm6XbN//bbW7Gw1HUWS1P7uToV2tMvyu5U1u8x0HCCuNWxr098f/lCRsK2Rk/I089pxslwU3wAAAMAnUX4DAAAAABDntu7p0E/+ukYbdrfrnU17TMdRuLlbra9slSRlfqZU7gyv2UBAHGtv6ta8X69QsDuiIeVZOveLE+Ry85UeAAAAcDB8UgYAAAAAII6FI7ZumbtCncGIThqVqxtPKTWax3EcNf9ls5ygLe+IDKUeX2Q0DxDvUjJ9KptSoLxhafrszZPk8bpNRwIAAABilsd0AAAAAAAAcOQeenOzVmxvVrrfo/932TFyGV4KOdIUUGBLi+S2lH3JaJZmBo6Sy2XptCvHKBSIyOvnqzwAAADgcOJq5ve9994ry7J0yy239BxzHEd33XWXhgwZouTkZJ1++ulavXq1uZAAAAAAAAyQldub9as3NkqSfnJhpUqykg0nkjw5fhXddpxyLhurpMJU03GAuBTsDmvp36oVidiSJMuyKL4BAACAXoib8nvp0qV67LHHNGnSpP2O//znP9f999+vBx98UEuXLlVRUZHOPvtstbW1GUoKAAAAAED0dQbDunXuCkVsR+dPKtaFk4eYjtTDnelTyjH5pmMAcSkSsvWPR1dpybxqvfn7dabjAAAAAHElLsrv9vZ2XX311frtb3+r7OzsnuOO4+iBBx7QnXfeqUsuuUSVlZV66qmn1NnZqWeffdZgYgAAAAAAoqsjEFF+uk9FGX799KJKWZbZ5cWD29vUvaHJaAYg3tm2o9eeWK0d65rk8bk18fShpiMBAAAAcSUu1kv66le/qvPOO09nnXWWfvrTn/Ycr66u1q5du3TOOef0HPP5fJoxY4YWL16sm2666aB/XiAQUCAQ6Pm5tbVVkmTbtmzbjtKriF22bctxnEH52gFEH+cYANHC+QVAtMTL+SU3NUnP3HiCapu7lOH3GM3rhG01/nGDwvWdyry4TKnHFxnLAsSyw51fHMfRwmc3aPP7DXJ5LH3mpgnKH5EW8+ciIJHwfgMAIP7FfPk9Z84cvf/++1q6dOkBj+3atUuSVFhYuN/xwsJC1dTUHPLPvPfee3X33XcfcLyhoUHd3d1HmTj+2LatlpYWOY4jlysuFgMAEEc4xwCIFs4vAKIl1s8vEduR2/XRLG+fpPr6dnOBJNlLGmXXd0rJbrUXOuqorzeaB4hVhzu/VP1zt9a/s1eypBMuKZE3J6x63kvAgGIrTQAA4l9Ml9/bt2/XN7/5Tb366qvy+/2HHPfJpd0cxznscm933HGHbrvttp6fW1tbNWzYMOXn5ysjI+Pog8cZ27ZlWZby8/Nj8osdAPGNcwyAaOH8AiBaYvn84jiOvvrsB8pP9+m7s8Yp2es2HUnhPV2qX7JJkpQ1u0wpw9nrGziUQ51fVr6+Xevf3itJmnHVGFWcPMRURGBQO9x30AAAID7EdPm9fPly1dfX67jjjus5FolE9NZbb+nBBx/U+vXrJe2bAV5cXNwzpr6+/oDZ4B/n8/nk8/kOOO5yuWLui42BYlnWoH79AKKLcwyAaOH8AiBaYvX88sdl2zV/9W4luS1decIIVQwxewO34zhqeWmzFHbkG5Ot1CkFxvceB2Ldwc4vecPSleRza+pnR6ryVPb5BkyJtf/uAwCAvovp8vvMM8/UqlWr9jv2hS98QePGjdN3vvMdjRo1SkVFRXrttdc0ZcoUSVIwGNTChQt13333mYgMAAAAAEBUbG/s1N3z1kiSbj17jPHiW5I6l9crsKVFVpJL2ReNpvgGjtCwcTm68kfTlJ7DrFMAAADgaMR0+Z2enq7Kysr9jqWmpio3N7fn+C233KJ77rlH5eXlKi8v1z333KOUlBRdddVVJiIDAAAAANDvIraj255fofZAWMePzNZNp5WZjiS7K6yWv2+RJGWcNUIeSjvgsGzbUe2GJu3a3qLQsCRZspSS4VPOkFRJovgGAAAA+kFMl9+9cfvtt6urq0s333yzmpqaNG3aNL366qtKT083HQ0AAAAAgH7xm7c2a+nWJqX5PLr/sslyu8zPsHYle5R9Sbk6lu5S2insTwwczuYP6rVo7kZ1NAf+70itJMnjc+nS7xzfU4ADAAAAODpxV34vWLBgv58ty9Jdd92lu+66y0geAAAAAACiqaq2Rb98bYMk6UezKzQsJ8Vwoo8kV+YpuTLPdAwgpm3+oF7zf1N10MfCAVt7atsovwEAAIB+4jIdAAAAAAAAHFpDe0ApXo9mTSjSfxw31HQc2cGIIu1B0zGAuGDbjhbN3XjYMe++sFm27QxQIgAAACCxxd3MbwAAAAAABpOZYwv0yi2nyetxybLML3fe9vo2dSzdpayLRytlYr7pOEBMq9vY/LGlzg+uvSmguo3NKhmbPUCpAAAAgMRF+Q0AAAAAQAxyHKen7C7K9BtOs09wZ7vaFu2QbMlys5gc8Gk6Wg9ffPd1HAAAAIDD40oVAAAAAIAY09wZ1Pm/flv/XLPbdJQeju2o6cVNki0lV+YquSLXdCQg5qVm+Pp1HAAAAIDDo/wGAAAAACCGOI6jO1+q0uqdrbrn72sVDNumI0mSOt7dqdD2Nlk+t7IuKDMdB4gLxeVZSs06fLGdlu1TcXnWwAQCAAAAEhzlNwAAAAAAMeQvK3bqbx/Wye2ydP/lk+X1mL90DzcH1PJKjSQp8zOlcjNLFegVl8vSqZeXH3bMKZeVy+WyBigRAAAAkNjMX0EDAAAAAABJUm1zl37wlypJ0jfOKNfkYVlmA2nfTPTmv2ySE4zIOyJDqScUmY4ExI1179apfmubzvnihANmgKdl+zTrpkqVTSkwlA4AAABIPB7TAQAAAAAAgGTbjv7z+ZVq6w5r8rAsfXVmjCwtbjtyZ/okt6XsS0bLYoYq0CvN9Z1aOGeDwoGIZl4zTtfdM121Gxq1a/seFQ3LU8mYHGZ8AwAAAP2M8hsAAAAAgBjwu7er9e6WvUpOcuuXl0+Wxx0bi7VZbpeyLxqtjJnD9pXgAD5VJGLrtd+tVjgQ0ZDyLI2bXiyXy1LJmGwlZYVUUJBN8Q0AAABEQWxcSQMAAAAAMMhta+yUJH3//PEqzUs1nOZAFN9A7y2dV636mjb5Ujw66wsVFN0AAADAAGHmNwAAAAAAMeAnF1XqgslDNHVEtukokqRATata/1mj7AtHy5OXbDoOEDdqNzRp+Ss1kqTTrx6n9By/4UQAAADA4MHMbwAAAAAAYsTxI3NkWeZniDphW00vbFRgY7PaFu4wHQeIG90dIf3ziTWSI42bXqzRxxWYjgQAAAAMKpTfAAAAAAAY8t6Wvfr8E0u0u7XbdJT9tC3aofDuTrlSPcqYNdJ0HCBu7NnRru7OsDLzk3XqZeWm4wAAAACDDsueAwAAAABgQGt3SN96fqVqm7v0yILNuuuCCaYjSZJCe7rU+vo2SVLW+WVypyYZTgTEj6Fjs3X5nccrFIjI6+drNwAAAGCg8SkcAAAAAAAD7vrLatU2d2l4Tor+89yxpuNIkhzHUfMLG6WwI195lpIn55uOBMSdrIIU0xEAAACAQYtlzwEAAAAAGGB/+7BOL3xQK5cl/fLyY5Tmi4170zvfr1dgS4usJJeyLxodE/uPA7EuErH1j0dXacf6JtNRAAAAgEGP8hsAAAAAgAG0q6Vb33txlSTp5tNH67gROYYT7eM4jjqW7pIkZZw1XJ7cZMOJgPiwdF61tqxo0CuPVSnYHTYdBwAAABjUYuPWcgAAAAAABgHbdvTtP61US1dIE0sy9c2zyk1H6mFZlvK/OFEdS3cp9YQi03GAuFC7oUnLX6mRJM24aiz7fAMAAACG8YkcAAAAAIABsqcjoB1NXfJ5XPrl5ZOV5I6tBdksj0tpJw0xHQOIC90dIf3ziTWSI42fXqzRxxWYjgQAAAAMepTfAAAAAAAMkIJ0v/72jVO0cnuLRhekmY4jSbKDEXUu263UaUWyYqyMB2KV4zha8Mx6tTcFlJmfrFMui51VHAAAAIDBjKtaAAAAAAAGUIrXo5PKck3H6NH2+jY1v7xZe/+w1nQUIG6se7dOm9+vl8tl6ewbJ7DcOQAAABAjKL8BAAAAAIiy//nnRv3voi2ybcd0lP0E6zrUtmiHJLHPN9AHdZtaJEknXFCqwpEZhtMAAAAA+DduSwUAAAAAIIqWbW3U/7y+QbYjjS/O0Mmj80xHkiQ5tqOmFzZKtpRcmavkitiZjQ7EupnXjtOoyfkaXsn7BgAAAIgllN8AAAAAAERJeyCs255fKduRLjm2xHjx7diOAtUtstuCCmxrU2h7myyfW1kXlBnNBcQby7I0clJs3MgCAAAA4COU3wAAAAAARMlP5q3RtsZOlWQl664LJhjN0lW1R83zNivSEtzvePIxeXJn+AylAuJH7YYmrVpQq9OvHit/apLpOAAAAAAOgj2/AQAAAACIgldW79LcZdtlWdIvLjtGGX5zZVlX1R7tfXrtAcW3JHUu2a2uqj0GUgHxo7sjpH8+sUab36/X8vk1puMAAAAAOATKbwAAAAAA+llDW0B3vLBKkvT/nTpKJ44yty+wYztqnrf5sGOa522RYzsDlAiIL47jaMEz69TeFFBmQbKOP2+k6UgAAAAADoHyGwAAAACAfrZsa6PaukMaV5Su284ZYzRLoLrloDO+Py7SElCgumWAEgHxZe3iOm1+v0Eul6Vzbpwgr59dBAEAAIBYxad1AAAAAAD62WcmFuvFnBR5PS75PG6jWey2wxfffR0HDCbNuzu16PmNkqRpF45SwYgMw4kAAAAAHA7lNwAAAAAAUVBZkmk6giTJle7t13HAYBEJ23rt8dUKByIqGZulKWcPNx0JAAAAwKdg2XMAAAAAAPpBOGLrtudXqKo2tpYP95VmypWWdNgx7kyffKWxUdYDsaKtsVudrUH5Ujw66/MVslyW6UgAAAAAPgUzvwEAAAAA6AcPvrlJL7xfq7c2NOjt75whf5LZ5c57RGzpU0q7rNmjKPaAT8gqSNHl3z9Bzbs7lZbtNx0HAAAAQC9QfgMAAAAAcJRWbG/Wr9/YJEn6wfkVsVN8S2r+W7Xs1qAsv1tWknu/vb3dmT5lzR6l5Mo8gwmB2OVPTVLRKFZFAAAAAOIF5TcAAAAAAEehMxjWrXNXKGI7mn3MEF04ucR0pB5da/aq4706SVLu1ePlK8tSoLpFdltQrnSvfKWZzPgGPsZxHL3x1FoVj87S+JOLZVm8PwAAAIB4QvkNAAAAAMBRuOfva1W9p0NFGX799MJK03F62J0hNf1pgyQp7bQS+cuzJUn+siyDqYDYtnZxnda9t0sbluzWkPIsZRWmmI4EAAAAoA9cpgMAAAAAABCv3lxXr6ff2yZJ+sVlxygzJclwoo9YyR5lnjdK3tJMZZ4z0nQcIOY17+7Uouc3SpKmXTiK4hsAAACIQ8z8BgAAAADgCL34Qa0k6YaTS3Xy6NjaN9uyLKUeV6iUYwtYuhn4FJGwrdceX61wIKKSsVmacvZw05EAAAAAHAHKbwAAAAAAjtADl0/W9LJcXTQldvb5DtV3ypWaJHfqvlnoFN/Ap1syr1r1NW3ypXh01ucrZLl43wAAAADxiPIbAAAAAIAj5HJZuuKE2Jkhagci2vv7NbKDEeVdP0HekjTTkYCYt2N9k95/tUaSNPOacUrL9htOBAAAAOBIsec3AAAAAAB9sG1vp+6et1qdwbDpKAdonrdZ4T1dsiR5sn2m4wBxYe+OdlmSxp9crLJjC0zHAQAAAHAUmPkNAAAAAEAvRWxHtz2/QstqmtTSFdL9l002HalH54cN6ly2W7Kk7MvHypWSZDoSEBeOOXOYCkZmKLck1XQUAAAAAEeJ8hsAAAAAgF56dOFmLatpUprPo1vPGmM6To9wc7eaXtgkSUo/fZj8ZVlmAwFxprgs03QEAAAAAP2AZc8BAAAAAOiFqtoW/fK1DZKkH82u0LCcFMOJ9nFsR41z1svpDitpWLoyzoqdPciBWNW8u1Mv/uJ9Ne3qMB0FAAAAQD+i/AYAAAAA4FN0hyK6Ze4KhW1HsyYU6T+OG2o6Uo/2d3YquLVVltet3CvGynJzqQ8cTiRs69XfrdbOjc1a/OdNpuMAAAAA6Ecsew4AAAAAwKf4r3+s06b6duWn+3TPJRNlWZbpSD1SpxYquL1V/nE58uQmm44DxLwl87aoYVubfCkezbhqrOk4AAAAAPoR5TcAAAAAAIfR1BHUX1bUSpJ+/h+TlJPqNZxof65kj3KuHGc6BhAXdqxv0vuvbpMkzbx2nNKy/YYTAQAAAOhPlN8AAAAAABxGdqpX8285Ta+t2a2ZYwtMx+nRvalJvrIsWZYVUzPRgVjV3R7SP59YIzlSxcnFKpsSO+9nAAAAAP2DjcAAAAAAAPg/EdvRe1v26tV1jXpvy15FbEeSVJjh1zUnjjCc7iMdH9Rrz/9WqfG5dXIcx3QcIOY5jqM3n1mnjuaAsgpTdMplY0xHAgAAABAFzPwGAAAAAEDS/Ko63T1vjepauv/vSLWyU5J07yUTNauy2Gi2jwvv7VLzS5skSUmFqcz6Bnoh1B1RR3NALrels2+oUJLPbToSAAAAgChg5jcAAAAAYNCbX1Wnrzz9/seK732aOkP68tPva35VnaFk+3MithrnrJcTiMg7MkPpM4eZjgTEBW+yRxf/57G68JYpKhiRYToOAAAAgCih/AYAAAAADGoR29Hd89boUIuHW5LunremZwl0k1r/uU3B7W2y/G7lXDFWlotZ38DhfHxbALfbpSHlWebCAAAAAIg6ym8AAAAAwKC2pLrxgBnfH+dIqmvp1pLqxoELdRCBLc1qW7BdkpR9Sbk8WX6jeYB48N5ftmjxnzcpErZNRwEAAAAwANjzGwAAAAAwqNW3Hbr4PpJx0eCEbTX+cYPkSClTC5UyKd9YFiBe7FjfpPdfqZEcaei4bA2fkGs6EgAAAIAoY+Y3AAAAAGBQK0jv3Qzq3o6LBsvjUs7lY+UbnaWs2WXGcgDxors9pH8+sUZypIpThlB8AwAAAIME5TcAAAAAYFA7oTRHxZmHLrYtScWZfp1QmjNwoQ7CNzJT+V+cKJfPbTQHEOscx9Gbz6xTR3NAWYUpOuXSctORAAAAAAwQym8AAAAAwKDmdln60ewKWQd57N/HfjS7Qm7XwUZEV2hPl0L1nQP+vEA8W/tOnbZ80CCX29I5N05QEjeMAAAAAIMG5TcAAAAAYNCbVVmsR6459oAZ4EWZfj1yzbGaVVk84JmcsK3GZ9eq/tcfqGtd44A/PxCPmnZ1aNHzGyRJ0y4Ypfzh6YYTAQAAABhIHtMBAAAAAAAwaVN9mzKSkzSrslhnVxTpX1v2aNOOBo0emq9po/KMzPiWpJZXtyq0s0OuFI+8Q1KNZADiTUt9lyzLUsnYbE05e7jpOAAAAAAGGOU3AAAAAGDQCkdsfeO5Fdre1KlHrzlOJ4/O04mjcjUqLaKCgly5DBXf3Rub1P5WrSQp+3Nj5M7wGckBxJuRk/J0+fePl9vjlmXo/QsAAADAHMpvAAAAAMCg9eTirVpT16rM5CSNLYqN5ZEj7UE1Pr9ekpR6YrGSJ+QaTgTEPsdxZFn7yu7M/BTDaQAAAACYwp7fAAAAAIBBaWdzl+5/bd/ewN/9zDjlpZmfXe04jpr+vFF2W0ieghRlfrbUdCQg5nW3h/Sn+5Zr+7pG01EAAAAAGEb5DQAAAAAYlO56ebU6gxEdNyJbl08dZjqOJKnrwz3qXtsoeSzlXDlOLq/bdCQgpjmOozefWaf6ra1aNGeD7IhtOhIAAAAAg1j2HAAAAAAw6Ly2ZrdeXbNbHpeln11caWxv709KrsxT+pnD5U5Nkrc41XQcIOatfadOWz5okMtt6ewbJsjlZp4HAAAAMJhRfgMAAAAABpXOYFh3vbxaknTjqaUaV5RhONFHLLelzLNHmI4BxIWmXR1a9Py+rQtOvLBM+cPTDScCAAAAYBq3wwIAAAAABhXHkc6ZUKjhOSn65pnlpuNIkrpW75ETZrlmoLciYVuvPb5G4aCtoeOyNfms2Ni6AAAAAIBZlN8AAAAAgEEl1efRj2ZP0Cu3nKYUr/kF0brWNWrvH9aq/pGVckIU4EBv/OvlLWrY1iZfqkdnXl8hK0a2LgAAAABglvmrfAAAAAAABoBtO7IsybL2lWTJXrfhRFKkNaimP66XJPlGZshK4h514NM4tqP2poAk6Yxrxyst22c4EZAYbNtWTU2N2tvblZaWphEjRsjl4r9LAAAgvlB+AwAAAAAGhTlLt+ulFbX62UWVKi80vzewYztq/ON62R1hJRWnKvMzpaYjAXHBclk6+4YKTZo5VEWjMk3HARLCmjVrNH/+fLW2tvYcy8jI0KxZs1RRUWEwGQAAQN9w6x4AAAAAIOE1tAX0X/9YqyXVjXpr4x7TcSRJ7e/UKrCxWVaSSzlXjJXl4RIdOBzHceQ4jqR9KzhQfAP9Y82aNXr++ef3K74lqbW1Vc8//7zWrFljKBkAAEDfcWUNAAAAAEh49/x9rVq7w5owJEPXnzTCdBwFa9vVMn+rJCnz/FFKKkw1GwiIA2ve3ql/PLpK3e0h01GAhGHbtubPn3/YMfPnz5dt2wOUCAAA4OhQfgMAAAAAEto7m/boxQ9qZVnSPRdPlMdt9lLYcRw1vbhRijjyV+Qq9YQio3mAeNC0q0Nv/3Gjqlfu0Yalu0zHARJGTU3NATO+P6m1tVU1NTUDlAgAAODoUH4DAAAAABJWdyii779UJUm67sQROmZYltlA2rdcc+6V4+SfkKvsz5XLsizTkYCYFgnbeu3xNQoHbQ0dl62JM4aajgQkjPb29n4dBwAAYJrHdAAAAAAAAKLlkQWbVb2nQwXpPn3r3LGm4/Tw5CYr79oK0zGAuPCvv2xRw7Y2+VOTdNbnK2S5uGEE6C9ut7tX49LS0qKcBAAAoH8w8xsAAAAAkJAitqMF6+slST+cXaEMf5LRPOHmgLo3NhnNAMSb7esa9cFr2yRJM68dp9Qsn+FEQOJoaGjQK6+88qnjMjIyNGLEiAFIBAAAcPSY+Q0AAAAASEhul6U/fWW6Xlm9S+dNLDaaxbEdNc5dr2B1i7IuLFPaSUOM5gHiQXd7SK8/sUaSNOHUIRo1Od9wIiBx1NTU6LnnnlN3d7dSU1PV0dFxyLGzZs2Sy8UcKgAAEB8ovwEAAAAACSvJ7dL5k8wXzW0LtytY3SLL65KvPNt0HCAm2bajuo3N6mgNKDXDJ2+KRy63S1mFKTr50nLT8YCEsX79ej3//POKRCIqKSnRVVddpZqaGs2fP1+tra094zIyMjRr1ixVVLBNBwAAiB+U3wAAAACAhNLcGdScpdv1hZNHyufp3V6m0RTY1qrW12okSVkXjFZSXrLhREDs2fxBvRbN3aiO5kDPsdQsn068uExFIzOU5DX/XgYSRX5+vnw+n4YPH65LLrlEXq9XFRUVGjdunGpqatTe3q60tDSNGDGCGd8AACDuUH4DAAAAABLKffPX6bkl2/XBtib95tqpRrPYgbAa56yXbCl5Up5SjiswmgeIRZs/qNf831QdcLyjOaDXn1ijWTdVKqswxUAyIDHl5OToi1/8orKysvYrt10ul0pLSw0mAwAAOHrcugcAAAAASBjLtjbquSXbJUk3njLKcBqp+S+bFWnsljvLp+yLy2VZlulIQEyxbUeL5m487Ji3n98o23YGKBGQeILBoObMmaMNGzb0HMvJyWFWNwAASEh8wgEAAAAAJIRQxNadL+6bPXrZ1KE6oTTHaJ7A1hZ1vl8vWVLOFWPlSmbxNeCT6jY277fU+cG0NwVUt7F5YAIBCaa9vV1PPvmk1q1bp5deekmBwOHfbwAAAPGOK28AAAAAQEL43dvVWr+7TTmpXt3xmfGm48g3MlPZl4+V3RqUb2Sm6ThATOpo7V0R19txAD7S0NCgZ555Rs3NzUpOTtYVV1whn89nOhYAAEBUUX4DAAAAAOLe9sZOPfDPfcu5fu+z45Wd6jWcaJ/UKezxDRyOPyWpV+NSMyjsgL6oqanRc889p+7ubmVnZ+uaa65Rbm6u6VgAAABRR/kNAAAAAIh7P/vbWnWHbE0rzdHnji0xmqVzZb18o7PlTu1dqQcMVo7t6L2Xt3zquLRsn4rLs6IfCEgQVVVVevHFFxWJRDR06FBdeeWVSk1NNR0LAABgQFB+AwAAAADi3nc/M07BiK3vfXacLMsyliNQ3aLGOevlSvOq8JtT5E6LjRnoQCyyXJYmnDJEi+s3K9gVPuS4Uy4rl8tl7n0NxJvq6mpFIhGNGzdOn/vc55SUxM1YAABg8KD8BgAAAADEvZF5qXr888cbzWB3htQ4Z73kSP7yLIpv4CBaGrrU3R5SYWmGJKnilCEafVyBdqxv0qK5G9XR/NHe3mnZPp1yWbnK2D4A6JPPfvazKi4u1rHHHiuXy2U6DgAAwICi/AYAAAAAxK3a5i6VZCWbjiHHcdT00iZFWgJy5/qVdWGZ6UhATHEcR2sX1+nt5zfKl+LRFT+cJl+yR5ZlyZeSpLIpBSo9Jl91G5vV0RpQasa+pc6Z8Q18umAwqHfffVennHKK3G633G63pk6dajoWAACAEZTfAAAAAIC4VFXbooseekeXTh2mn15UKbfBkqxz+W51fbhHclnKvWKcXD4ut4F/62wNasEz61S9co8kKX94usKBiHzJ+79PXC5LJWOzTUQE4lZbW5uee+457dy5U+3t7TrvvPNMRwIAADCKq3EAAAAAQNyJ2I6+9+IqhW1H7YGw0eI7tKdLzS9vliRlnDNC3mHpxrIAsWbrh3v0xh/WqqstJJfb0rQLR2nyWcOZ0Q30g4aGBj3zzDNqbm5WcnKyJk2aZDoSAACAcZTfAAAAAIC48/R7NfpwR4vS/R794PzxRrO0zq+WE7TlG5Wp9NOGGs0CxIpIxNZbczZozaKdkqScIak6+4YK5Q3l5hCgP9TU1Oi5555Td3e3cnJydPXVVys3N9d0LAAAAOMovwEAAAAAcWV3a7f++5X1kqTbzx2rgnS/0TzZ/zFGrpRqpZ85XBazWQFJ+5Yw724PSZY0+cxhmnbhKHmS3KZjAQmhqqpKL774oiKRiIYOHaorr7xSqamppmMBAADEBMpvAAAAAEBc+fFf16g9ENYxw7J01bQRpuPI5fco+5Jy0zEA4yIRW5GQLa/fI8uydPrVYzXp9KHs4w30o46ODr388suKRCIaN26cPve5zykpKcl0LAAAgJhB+Q0AAAAAiBsL1tfrbx/Wye2ydM/Flcb2+o50hNS9Zq9SphbKspjtDTTt6tBrj69RRl6yzv3SBFmWpeQ0r0rGek1HAxJKamqqLr30Um3ZskVnn322XC6X6UgAAAAxhfIbAAAAABA3ukMRZack6XPHDtWEIZlGMjiOo6Y/b1T3mr0K7e5U1vmjjOQAYoHjOFq1oFaLX9ikSMhW654utTcFlJ5jdjsCIJEEg0E1NTWpsLBQklReXq7yclYcAQAAOBjKbwAAAABA3JhVWaxppbnyeszNdOv41y51r9kruS2lTCkwlgMwraM5oNd/v1bb1zRKkoaNz9YZ11UoLdtnOBmQONra2vTss8+qpaVFN954o3Jzc01HAgAAiGmU3wAAAACAuJKdam4Z5dDuDrX8bYskKXNWqbwlacayACZtWl6vBc+uU6AjLHeSS9MvKdPEGUNlGdqKAEhEDQ0Nevrpp9XS0qLk5GR1dXWZjgQAABDzKL8BAAAAADHNth19c+4KfbaySLMqi4ztse2EbDXOWS8nZMs3JltpJw8xkgMwLRSM6J0/bVSgI6z84ek66wsVyilONR0LSChbt27VnDlz1N3drZycHF199dXM+gYAAOgFym8AAID/n737jm+jPh84/rnTlmV5y3Yc7zjDcQhJyGCGsBqgUEpbCnRAoRPaX1u696bj1/bX3dJNS1tIJ1AgYc9AEkiALBLHcZzEe8uSrHn3+0PyyYotx4DjlefNy+TGc3ffr2zL9j33fb5CCCGmtX9sP8q9L7Xw8J52TqvIpSBzakoq929sJNLqR82wkPu2+TLCVZy0LFYT51+3iKOv9LLyjZWYpnAaAiFmo507d/Kf//yHWCzG3Llzueaaa8jIkAdMhBBCCCHGQ5LfQgghhBBCCCGmrR5/mG/fvxeAj19YM2WJ72hPEN+zrQDkvG0+psypK70uxGSLRTSeu+cgucVOFp0Rr3gwd2EucxfmTnHLhJh99u7dyz//+U8AFi1axJVXXonFYpniVgkhhBBCzBzT+tHcb3/726xcuZLMzEw8Hg9XXHEF+/btS4nRdZ2vfvWrzJkzB4fDwbnnnsvu3bunqMVCCCGEEEIIISbSrffvpTcQYWFRJu85s3LK2mHOtVPwgVNwX1SOQxJ+4iTSddTH37+zjRcfOsxTd9Uz6AtPdZOEmNWqq6spKSlhzZo1vO1tb5PEtxBCCCHEqzStk99PPPEEN998M8899xwPPfQQ0WiUiy66CL/fb8R873vf44c//CE/+9nP2LZtG0VFRVx44YUMDAxMYcuFEEIIIYQQQrxezx3s5h8vHEVR4NYrl2AxTe2fsLZyN+7zyqa0DUJMFl3T2fHgYf7+nW10N/txZFq48IZaHC6peiDERItEIui6DoDVauX6669n/fr1qOq0vnUrhBBCCDEtTeuy5xs3bkxZ/8Mf/oDH4+GFF17gnHPOQdd1fvSjH/GFL3yBK6+8EoDbb7+dwsJC/vrXv/KBD3xgKpothBBCCCGEEOJ1CkVjfOHfOwG4ZlUZy8typqQdgRc7sBRnYCmUuVbFycPbPcijt++leX8fABWn5LPunQtxuiXxLcREGxgY4G9/+xvz5s3jvPPOA5DR3kIIIYQQr8O0Tn4fq7+/H4Dc3HiJucbGRtra2rjooouMGJvNxtq1a9m8eXPa5HcoFCIUChnrXq8XAE3T0DTtRDV/2tI0DV3XT8q+CyFOPHmPEUKcKPL+IsTs9siedho6/eRlWPnURfMn7Xtd13SCB/uItXjxHYrhvecgqCoFNy/FUuiclDYIMZVCgQgbvrWNUCCK2aZy5lvnseiMYhRFkZ+5E0B+fxHDdXZ28re//Y2+vj76+vpYtWoVTqf8rJlK8r0phBBCzHwzJvmt6zq33HILZ511FnV1dQC0tbUBUFhYmBJbWFhIU1NT2nN9+9vf5mtf+9qI7Z2dnQSDwQls9cygaRr9/f3oui7llIQQE07eY4QQJ4q8vwgxuy33qPz4zTWEYxqhgV46JmFmK+2AD+3xTvBFAfAO7Siw0MMASofvxDdCiGmgfFkWXU0BVr65BFeemc7Ozqlu0qwhv7+IIS0tLWzatIlQKITb7ebSSy/F5/Ph88nPmqkkU2kKIYQQM9+MSX5/+MMf5uWXX+bpp58esU9RlJR1XddHbBvuc5/7HLfccoux7vV6KS0tpaCgALfbPXGNniE0TUNRFAoKCuQPLyHEhJP3GCHEiSLvL0LMfpd5PJN2rcFd3fT+t3X0ne0h3J1mHHV5k9YeISbT4T09uPPsZCeqG5z79nwUBVST/HydaPL7iwDYtWsX9913H7FYjLlz53L11VfLiO9pwm63T3UThBBCCPE6zYjk90c+8hHuuecennzySebOnWtsLyoqAuIjwIuLi43tHR0dI0aDD2ez2bDZbCO2q6p60v7hoSjKSd1/IcSJJe8xQogTRd5fhJh9tjb2UJbrpChr8m4+65qO976DY8Z472vEWZePoqZ/0FqImSYSjvHsPw+w84lmPOWZXPnpFZhMKqpVfq6eSPL7y8lt8+bNPPjggwAsWrSIK6+8Uub4nkbk+1IIIYSY+ab1T3Nd1/nwhz/Mv/71Lx599FEqKytT9ldWVlJUVMRDDz1kbAuHwzzxxBOcccYZk91cIYQQQgghhBCvQ/9ghJv+sp3zf/A4Ow73Ttp1Q439xPrDY8bE+kOEGvsnqUVCnHgdTV42fGsbO59oBqCwKgtd06e4VULMfhkZGQCsWbOGt73tbZL4FkIIIYSYYNN65PfNN9/MX//6V+6++24yMzONOb6zsrJwOBwoisLHPvYxbr31VmpqaqipqeHWW2/F6XRy7bXXTnHrhRBCCCGEEEK8Gt/ftI8uX4iqggxq50zelFTawNiJ71cbJ8R0psU0tm9qYtt/D6FpOhlZVs67bhFltVLWX4jJsHTpUvLy8lKqWwohhBBCiIkzrZPfv/zlLwE499xzU7b/4Q9/4Prrrwfg05/+NIODg9x000309vayevVqHnzwQTIzMye5tUIIIYQQQgghXqsXj/Rxx5YmAL55RR02s2nSrq1mWic0TojpKuANc/8vX6a90QvAvBUe1l67AHuGjDwV4kQZGBjg/vvv55JLLjHuV0riWwghhBDixJnWyW9dP365LUVR+OpXv8pXv/rVE98gIYQQQgghhBATLhrT+Py/dqLrcOXyEs6ozp/U69sqszBlWccsfW7KsmGrzJrEVgkx8WwZZnRNx+owc87V85m/qhBFkXnshThROjs7ueOOO+jv7ycSifDOd75zqpskhBBCCDHrTevktxBCCCGEEEKI2e+Pmw+xp9VLlsPC5y9ZNPkN0HRs1dkEtnekDcm+rApFlSShmHkC3jA2hxmTRcVkUrnovYtRTSqZufapbpoQs9qhQ4e48847CQaD5ObmcvHFF091k4QQQgghTgqS/BZCCCGEEEIIMWVa+gb54UP7AfjcxQvJd9kmvQ3eRw4T2N6BudCJFoyiDRsBbsqykX1ZFY66yR2NLsREOPhiJ4/d8Qq1Z87h9DdXA5BV4JziVgkx++3cuZP//Oc/xGIx5s6dyzXXXENGRsZUN0sIIYQQ4qQgyW8hhBBCCCGEEFMm22nhXWvKefFIH1edVjrp1w8d6mfg8SMAuC8ow7E4n+DBPnqPdpEzNx97VbaM+BYzTjgY5ekN9ezd3ArA4T3drHpjJSaLOsUtE2J203WdZ555hocffhiARYsWceWVV2KxWKa4ZUIIIYQQJw9JfgshhBBCCCGEmDJOq5nPXbKImKajTnKSWQtG6blrH+jgXO7BuaQAAFtVFqorhM2TJYlvMeO0Hujj4T/uwdsVBAWWXVjG6suqJPEtxCSIRCK8+OKLAJx++ulceOGFqKp87wkhhBBCTCZJfgshhBBCCCGEmHShaAyLqhoJb9MUJJn77j1IrDeEKcdG9uXVk359ISZSLKqx7b+NbN/UhK6DK9fGBdfXUjI/Z6qbJsRJw2q18o53vIOGhgZOO+20qW6OEEIIIcRJSZLfQgghhBBCCCEm3Q8e3M+2Qz18+8olLCxyT/r1B3d1EXihHRTIvWoBql3+PBbTn6bptNb34feGyHDbKK7JNh4g8feFePmxo+g6LFxTxFlvn4/NIV/XQpxoAwMDNDU1UVdXB0BOTo4kvoUQQgghppD8FSSEEEIIIYQQYlLtafHyu6cbiWk6rX3BSU9+6zGdvvsbAchcOxdbZdakXl+I16JhRwdP3VWPvy9kbMvItnH222uoXubBne9g7bULMFtUqpd7prClQsxemqbR1NSEz+fD5XLhdDr561//itfrxWKxsGDBgqluohBCCCHESU+S30IIIYQQQgghJo2m6XzhPzuJaToX1xWxbuHkJ+kUk0LBe5cw8MQR3BeUT/r1hXi1GnZ0sPG2XSO2+/tCbLxtF+s/UEf1Mg8LVhdNQeuEODns2bOHjRs34vV6R+zLzc2loKBgClolhBBCCCGOpU51A4QQQgghhBBCnDz+tu0wOw734bKZ+cpli6esHeZcOzlvrkExy5/FYnrTNJ2n7qofM+bpDfVomj5JLRLi5LNnzx42bNgwauIb4OyzzyY3N3eSWyWEEEIIIUYjf+ULIYQQQgghhJgUnQMhvvvAKwB84qL5FGXZJ/X6kY4Awf29k3pNIV6v1vq+lFLno/H1hmit75ucBglxktE0jY0bN44Z89hjj6Fp2iS1SAghhBBCjEWS30IIIYQQQgghJsU379uDNxhlSUkW7z69YlKvrUc1eu58ha7f78K3tXVSry3Eq+HrDdKwvYNQIAKA3zt24nvIeOOEEK9OU1NT2hHfQ7xeL01NTZPUIiGEEEIIMRaZ81sIIYQQQgghxAkXCEc52OlHVeBbb67DpCqTen3vw4eJtPhRnWYcC6U0rZgeIqEYHU1e2hu9tB/y0n6wH39/GIBLbz6FiiX5ZLht4zrXeOOEEK/OwMDAuOJ8Pt8JbokQQgghhBgPSX4LIYQQQgghhDjhnFYz/7n5TLYd6uGUudmTeu1QYz8DTxwBIOfKGkySJBRTQNd0tJiOyRIvwtewo4NNv96FfsxU3YoCeXNdxvbimmwysm1jlj535dgorsk+QS0X4uSkaRovvvgijz766LjiXS7XCW6REEIIIYQYD0l+CyGEEEIIIYSYFCZVYU1V3qReUwtG6blrH+jgXFGIoy5/Uq8vTl6DA2FjRHfbwX46mgZYfXklp6wrBSC70ImuQ0a2jcJKN4WVbooq3RSUubHYTMZ5VFXh7LfXsPG2XWmvddZVNaiTXE1BiNnsyJEjPPDAA7S0tABgtVoJh8Np491uN+Xl5ZPVPCGEEEIIMQZJfgshhBBCCCGEOGEaOn3c/WILN51bjd1iOv4BE6zvngZifSFMOTayL6ua9OuLk4u/L8Qz/zxAe2M/3q7giP0dTcnyyblFGVz37TNw5diPe97qZR7Wf6COp+6qTxkB7sqxcdZVNVQv80xMB4Q4yQ0MDPDwww/z0ksvAfGk97nnnovb7eYf//hH2uPWr1+PqqqT1UwhhBBCCDEGSX4LIYQQQgghhDghdF3ni//exbMHu+kcCPLtK0+Z1OuHDnsJbO8ABXLfvgDVLn8Ci9dP13W8XYO0N3ppa/SSle9g6fnx0dwWu4kDz7cbJctzipyJUd1ZFFa6yZuTYZxHUZVxJb6HVC/zULm0gNb6PvzeEBnueKlzGfEtxMR49tlneeyxx4wR3qeeeirnn38+mZmZAKiqysaNG/F6vcYxbreb9evXU1tbOyVtFkIIIYQQI8lf/kIIIYQQQgghToh/72jm2YPd2C0qN507b9Kvbytzk3vNAqK9IWwVWZN+fTE76LrO0b29tDX2037IS3ujl6AvYuwvrHQbyW+r3cw51ywgK9+BpyITm9MyoW1RVYWSBTkTek4hRNzAwADhcJiSkhIuvvhi5s6dm7K/traWhQsX0tTUhM/nw+VyUV5eLiO+hRBCCCGmGUl+CyGEEEIIIYSYcH2BMN+6by8A/3N+DaW5zilph3OplIM+mWia/rpGRmsxje5mPwFvmPK65Pz0D9++h0B/cr5f1axQUJpJYYWb4nnZKeeoO6fkdfdDCHHidXV1oes6BQUFAJxzzjkUFhayZMmStAltVVWprKyczGYKIYQQQohXSZLfQgghhBBCCCEm3HceeIVuf5j5hS7ed/bkzrU9+EoP1rkuTC7rpF5XTK2GHR0j5sTOyLZx9tvTz4nt6w3SdtCbGNHdT2fTANGIhiPTwnu+dxaKoqAoCtXLPAT9kUQJczcFczMxWWS0pxAzUTAY5Mknn+S5556jpKSEG264AUVRsNvtLF26dKqbJ4QQQgghXidJfgshhBBCCCGEmFDPH+rhzm1HAPjWm5dgMU1ekjDS7qf7jr2odhOem07FnDv+OZXFzNWwo4ONt+0asd3fF2LjbbtY/4E6yuvyMFtMxr77f/kyjS91jTjGajeRV+IiEoxhdcRvm5xz9fwT13ghxKTQNI2XXnqJhx9+GL/fD4DdbicUCmG3y88KIYQQQojZQpLfQgghhBBCCCEmjK7rfCNR7vztp5WysiJ38q4d1ei5cx9ENSxzsjDl2Cbt2mLqaJrOU3fVjxnz4G93o+s67/3BOUZCO6vAgaJA3lwXhRXuxKjuLHIKnSivolS6EGL6O3r0KA888ADNzc0A5Obmsn79eubPlwdbhBBCCCFmG0l+CyGEEEIIIYSYMIqi8LNrlvH9B/fx2YsXTuq1vQ83EWn1ozrN5L51PooiCcyTQWt9X0qp89FoMR2AzsMDlCzIAWDF+gpWXVaFxWYa61AhxAx38OBB/vSnPwFgtVpZu3Ytq1evxmyW26JCCCGEELOR/JYnhBBCCCGEEGJCleY6+fHVyyb1mqHGfgaeOApAzpU1mNwy3/fJIBKO4e0Jjiv27LfPNxLfAHaX5UQ1SwgxjVRUVFBUVERhYSEXXHABmZmZU90kIYQQQghxAknyWwghhBBCCCHE66brOq+0DbCo2D3p19aCUXru2gc6OFcU4qjLn/Q2iMkTDcdo2t3NgRc6OPRyF4vPKRnXcXlzMk5wy4QQ08H+/fvZsmULV199NRaLBVVVufHGG7FY5IEXIYQQQoiTgSS/hRBCCCGEEEK8bht3tfGhv2zn2tVlfOuKukktOe595DCxvhCmXDvZl1dN2nXF5IlGYhze3cOBFzpofLmLaChm7PP3hcjIto1Z+tyVY6O4JnsSWiqEmCrd3d1s3LiR+vp6ALZs2cJZZ50FIIlvIYQQQoiTiCS/hRBCCCGEEEK8LgPBCF+9dzcAeRnWSZ9r231+GVogSsbKQlSb/Jk720TCMW7/7DOEAlFjW2aunXkrPMw7zUNBWSYHX+xk42270p7jrKtqUFWZA16I2SgUCvHkk0/y7LPPomkaqqqyZs0aTjvttKlumhBCCCGEmAJyV0AIIYQQQgghxOvygwf30+4NUZ7n5OZ18yb9+qrdTO7b5k/6dcXEi0U0Du/toevIACsvrQTAYjXhKc+kty0QT3ivKMRTkZnykEX1Mg/rP1DHU3fVp4wAd+XYOOuqGqqXeSa9L0KIE0vXdV566SUefvhhfD4fAPPmzWP9+vXk58v0F0IIIYQQJytJfgshhBBCCCGEeM12Hu3nT88eAuCbV9Rht5gm5bq6phPc0419cd6kjzQXEysW1TiyN1HS/MVOwsEYKLDojDm4cmwAXHRjHbYM85if6+plHiqXFtBa34ffGyLDHS91LiO+hZidFEVh7969+Hw+cnNzWb9+PfPny4NQQgghhBAnO0l+CyGEEEIIIYR4TWKazhf+sxNNh8uXzuHsmoJJu7bv2Rb67z2Ioy6P3HcskgT4DNR+yMuux49y8KUuwoPJkuYZWVaqV3gA3dhmd41vvl5VVShZkDPRTRVCTBM+nw9FUcjIyADgDW94A6WlpaxZswazWW5zCiGEEEIISX4LIYQQQgghhHgVYprO1sYeOgaC7Djcx8tH+8m0m/niGxdNWhsi7X76HzgEgK06WxLfM0QspqFFdSy2eHWA3jY/rzzXBoAzy0r1cg/zVngorspCkdHaQohhotEoW7du5YknnmDRokVcccUVAOTm5nLWWWdNbeOEEEIIIcS0IslvIYQQQgghhBDjsnFXK1+7dw+t/UFjm6rApacU48m0T0ob9KhGz537IKphX5BDxpriSbmueG1iMY3mV3o58EIHB1/sZMX6CpZdVAZA5Sn5LFlbwrzTPBRVS3lyIcTo6uvr2bhxI93d3QB0dHQQiUSwWMZXEUIIIYQQQpxcJPkthBBCCCGEEOK4Nu5q5UN3bB9WiDpO1+GurUc4d34B6+tOfCLa+3ATkVY/qtNMzlvmy6jvaUiLaTTv6+PAC+00vNhJyJ8saX70lR4j+W1zWjjnmgVT1UwhxDTX3d3Npk2b2L9/PwAZGRmcf/75nHrqqaiqOsWtE0IIIYQQ05Ukv4UQQgghhBBCjCmm6Xzt3j0jEt8Qn5VZAb527x4urC3CdAJH74Ya+xl44igAOVfWYHJbT9i1xGujaTp//tKz+HpCxjZHpoWqZfGS5nNqsqeucUKIGWP//v3cddddxGIxVFVl9erVrF27Frt9cqqMCCGEEEKImUuS30IIIYQQQgghxrS1sSel1PmxdKC1P8jWxh5Or847IW3QYzo9/9gPOjhXFOKoyz8h1xHjp2k6LfV9tB7oY+WllQCoqkJhuZtouI/qZQVGwls1yShNIWY7TYvRvHc3vr5eXNk5lCxajKqaXtO5SktLsdlsFBcXs379egoKCia4ta/NRPZxOprt/RNCCCHEyUGS30IIIYQQQgghxtQxkD7x/VriXgvFpJD79gV4H2oi+/KqE3YdMTZN02k90MeBFzpo2NHJoDcMwLwVHnKKMgBYe+0CbE6zJLyFOInUb9nMo3/8Nb6eLmObKzef865/PzWrzzju8c3Nzbz88susX78eRVFwOBx84AMfwO12T5vpLV5vH6e72d4/IYQQQpw8JPkthBBCCCGEECKtdm+QDduOjCvWk3liy9HaytwU3LjkhF5DjK67xcfuJ1to2N5BIJHwBrBlmKk+tQBlWLl7R6aUoxfiZFK/ZTP3/PDWEdt9PV3c88NbufyWz6dNnvp8Ph555BF27NgBxEd819XVAZCVlXXiGv0qvZ4+zgSzvX9CCCGEOLlI8lsIIYQQQgghxKj++cJRvnz3Lvzh2JhxClCUZWdVZe6EtyHmDaENRrEUZkz4uU9GmqbTWt+H3xsiw22juCYbdZR52nVNJxrVsFjj5W77OwbZ+Xh8vnWb00zVqfGS5iULczDJCG8hTlqaFuPRP/56zJgHf/MzqleuNspn737iESKhEA1t7extOko0Fv8ZU+YpQOvtTjl2/5ZniASTVUUURYHESHCbM4PqFauMfQd3bCMcCICiDBstrqAoYLHZqVx2mhF7ZM9Ogn4fCsrQiYdOi8lsoWLpciO2ed9eHvrNz8bs42O3/5rqlavpONiAv78vsVVH14cW4wvzVq4xjmmt38fA0ChrfVgs8YWaVWegmuKvWcv+V+hvb03uTQTriX8XnH42Zqs1EbuX7uYjw0+ViIuvLDzjHKwOpxHb0djA03f9eVz9kxLoQgghhJgJJPkthBBCCCGEEGJUhW47/nCMZWXZrF9cxHceeAUw7qUDDKUN+MpltZhGSaK+Hrqm0/P3/YQa+8l92wKcS6fHnK8zVcOODp66qx5/X8jYlpFt4+y311C9zIOu6bQ1ejnwQjsNL3Sw6Mw5rE6UmC9bnEvtmcVULfMwd2EOJrMkvIU42eiaxkB3Fz2tzaiqSlnd0vj80MPKZI8mOOClee9uShefAsCDG/7GgDsPzeYAQB30Y28/TO/e53n5yAFOOXutcewTf/4d3s6OUc+bW1Kakvx+4s+/p6d59Eol7gIP7/vZ71Ni2w/WjxrryHRz02//aqw//LufMzjgHbOPA91dNO/dzbZ7/knjiy+kjfvEXf81lp+/91/s3/JM2tj/uf0fRvL75YcfYPcTj6SNrVx2mpH83vPkY7z00P1pY8uXLDOS3/Vbn+X5e/+VNnbIUP+GPodCCCGEENOZJL+FEEIIIYQQQgBwpCfA3lYvFy0uAuCsmnz++t7VrKnKQ1UVyvOcfO3ePbT2J0fhFWXZ+cpltayvK57w9viebSFU34diUbEUy8jv16NhRwcbb9s1Yru/L8TG23ZRviSP7qM+fL3JxPjh3d1G8ttsMbHuXYsmrb1CiKm387EH6Wk+Sl9bC72tLfS1txKLRACYM38RZXVL8fX1jutcQ3GaphEuKkOLaZiBYqtCjsOFkrcYdJ2c4jkpx5XWLkmOpNZ1Y6QzQGZe6gNRxfMWkJGVHQ9FTxn1PLR9SEF5BarZZJzXiEXH5kz9eeNwucfdx5w5c+OJ8sQwcgUl+ZSYoqDrujEqPbdkLiULaxkKiI9qJ3ncsAfKcktKKatbmjzvsHnQFUUxkuQA+aXlVC47beRc6YkR8UNJ8qHYouoa2hpGfxDg2P4JIYQQQswEkvwWQgghhBBCiJNcMBLjV0808MvHGzCrCo9+8lwK3fH5u8+Yl2/Era8r5sLaIrY29tAxEMSTGS91PtEjvgEi7X76H2gEIOuSSiwe54Rf42ShaTpP3TV2YqNpZ7zUsMVuonJpPvNWFFK2aOLL2AshpofBAS+9rc3xpHZbCz2tLdgcDi76wP8YMc/+428MdHWmHKeazGQXFhlJald2jrFPB2LOTHSzBSUawRQYQAF0RcWRGU8gq6rK297xTvbv38/atWtxOBxjtnP9TR8fd5/W3/Sxcce+4YMfHXfs6W+5miO7Xz5unCs7h3XXvW/c5z3z7e8ad+yqN72VVW9667hiT33DpZz6hkvHFbt47fm48wvY8PXPHzd2+OdaCCGEEGI6k+S3EEIIIYQQQpykdF3nwT3tfOO/ezjaOwjA8qo8QhEt7TEmVeH06rwT266oRs+d+yCqY1+QQ8aaiR9VPttpmo6vN0h/5yBNO7tTSp2ns/rySk69sAyzReZ0FWI2CAUC+Pt6yZ1TYmz7z/9+g+a9uwn6fSPiM45Jbi46cy2RUIjsojnkFs8hu7gEd35ByijjkkWLceXm0xuJEiosQ7ckRxUrkTBmbw+x7HwO9w1QkdheVVVFVVXVhPb1RBrq41jl3TPz8ilZtHgSWzVxZnv/hBBCCHHykeS3EEIIIYQQQpyEGjp9fO3ePTy5Pz6qrzjLzhcuXcSlS4pHlkqdZN6Hmoi0+lGdZnLeMn/K2zNdaZqOrydIX0eAkgU5mEzxebg3//MALz12BC2qH+cMqdwFDkl8C3ECaVqMI3t20dp0iFB5BaW1dajq6/+e624+Qs/RI/S0NidKlMdHdAf6+3Dl5fOBX/zRiA0HAkbi25WXH09qF80hp7iEnOKSlLLcZ197/XGvraom5q1/E09tf3HEPt1sIZIXn0Zj9+7dnHXWWaiq+rr7O9lU1cR517+fe354a9qYdde9f0I+l1NhtvdPCCGEECcfSX4LIYQQQgghxEmmLxDmjT95msFIDKtJ5X3nVHLzunk4rVP/J2L4yAADTx4FIOfKGkxu63GOODl0HR2gpb6f/s4A/Z2D9HcM4u0aRIvFE9zv+NoasgvjpeEtdhNaVEc1K2TlO7A6zLQ3eo97jQy37YT2QYiTWf2WzTz6x1+njK515eZz3vXvp2b1GWMeG4tG6O9oN5Lag97+lMT0Q7/+Kc2v7Bn1WC0aJRaNYDJbAFj7rhtRTSayi4qx2Oyvu1+apvFSQ6MxF3WKxDabzcYNN9wwIxPfQ2pWn8Hlt3x+xOcwMy+fddcd/3M43c32/gkhhBDi5DL1dzaEEEIIIYQQQkyqbKeVd51eTn37AF+5bDEV+RlT3SSDpcSF+6JyYn0hHHX5xz9gFohFNQa64yO4+zsG48ntzgBrr12AOy8+H+7BHZ1su+/QiGNNZhV3gYNwMGpsqz1rDgtWF+HKtaOqCpqm86fPbx6z9Lkrx0ZxTfZEd02IV0XTYjTv3Y2vrxdXdg4lixbPitGm9Vs2jzqq1tfTxT0/vJXLb/k881auQRmWHN5+/900vrSd3tZmvB0d6Pqw6SgUhdPfei1ma/zhoMKqGmLRaHz0dtEcsovnkFtcQnbRHGxOZ8o1C6vmTVi/YrEYjY2NeL1jP1wTCoVoaWmhsrJywq49FWpWn0H1ytWz8msUZn//hBBCCHHykOS3EEIIIYQQQsxye1u9fP3ePXzh0kXUlWQB8Ok3LMBsmn6j8BRVwb2uDF1/dSW7J4qm6TTv76XtSD+RUgsl83NR1ddfdj0W0ejvGiQz147FFk8k7N3cyvP3NzLQHWS07va1BYzkt6fCTeXSfLI8TrI9DrIKHGR5nLiybSjHtC8jK3UEt6oqnP32Gjbetitt+866qmZC+inEa/V6RkZPR7quE4tGUVSFR//46zFj7/3xd1FNJj7yh7uMEdodhw5y6MUXjBiLzU528RxyEiXKY9Gokfxed937TlxHhtE0jba2Ng4dOkRjYyOHDx+mrq5uXMf6fCPnGJ+JVNVE6eJTproZJ8xs758QQgghTg6S/BZCCCGEEEKIWao/EOGHD+3jz881oenwnQde4Y73rgaYdonvcLMPi8eJYom3ayrm+W7Y0cGTd+5joOsg6H5QMsjMr+KcqxdQvcwzrnP4+0O0N3oTpcmTJcoHeoOgw+UfPZXSRblAvCKwtysIgNmqklWQSGx7HGQVOMmdkxyRX7Ekn4olr30kfPUyD+s/UMdTd9WnjAB35dg466qacfdPiBNhPCOjX28CXIvFiIRCxCJhouEwkXCIaDi+HIuEKV18ivG+c+il7XQfPUI0ERsdFhsNh3jDhz6G2RJPUm/++185sHUz0UiYSDg1Hl3n8k9+ISWhPxo9FiMWi9Hf0U7unLkA1J5zHnMW1JKTSHhn5OROyfvi4OAgL774Io2NjTQ1NREKpVaQON6o7yEul+tENE8IIYQQQogRJPkthBBCCCGEELOMpulseP4I39u0jx5/GIBLlhTxhUtrp7hlo4v1h+j87U5Mbiv576nDnD35c0837Ojgvp/+m0jgMdCTIxR7/C7u++k6Lv3Im6le5iESjuFNJLT7EvNv151dQkFZJgCHd3fz6J9eGfUaFpuJoD9irJfW5vLmTywjy+PE6bae8MRW9TIPlUsLaK3vw+8NkeGOlzqXEd9iKmla7Lgjozf96sf0tBxFUVVWvemtxvYt//k7HQcPJJLUoWHJ5zC6FuPGH//GiL37B9/i4Atb017jY3/5tzHqevcTj/DKM0+kjT3vhg8ayW9/bw+dhw+ljR3o7hyzb0PWXfd+souKjfWyuqWU1S0d17ETRdM0Ojo6iEajzJ0bT8Lrus6mTZuMGJvNRnl5ORUVFVRUVODxePjJT34yZhLc7XZTXl5+wtsvhBBCCCEESPJbCCGEEEIIIWaVl4708eW7d/HS0X4A5nlcfO3yxZw5b3rOn61rOj1/348+GEXJs2PKtEx6GzRN5+Hf/5eI/95RGugj4r+X+3+h4MpZRMAbGRHiKcs0kt85RRkUlGWS5XGQ7XHGy5MnSpQ7Mi0pCe6MLNuIEuUnnoYWPUIs3IsWzQHcgMznKiaHrusMevvpa2+lv72NvvY2upuPHHdkdCjg5+k7/4TZaktJfjfv3UXjsNLgx9K0mDFfsdma/F4zW6yYrVZM1vi/ZosVLRozkt9z5i9E1/X4PqsNs9WKZdiy2Zx8n1q2/o3UrDnTOM/wY8xWKx2NDeN6bQrKKyZ9bmVN0+js7KSxsZFDhw7R1NTE4OAg5eXlvOc97wHA6XSycuVKsrOzqaiooLi4GFVNrRyyfv16NmzYkPY669evH3GMEEIIIYQQJ4okv4UQQgghhBBiFnn5aB8vHe3HZTPzsQtquO6MCizTrMT5cL7NLYQO9KFYVHLfvgBlEtsai2j0tgeof74VX+eDY8aGBx7Dr1ahKCo2p9lIaGd5HEbiG6CoKourPr/yRDf9NZltcyqL6SkWjeLv68WdX2Bse+KO39P00nb6OtqJBAdT4pVxJkXnLlpMXmlFyrZTLriYyuUrhyWdUxPPCsmHTdZ/8KOsv+ljmM2W415z2frLWLb+snG1K7+sgvyyirT759bW4crNHzPBn5mXT8mixeO63kS5++672bdvH4FAIGW7xWLBbrej67rxsM6ll1465rlqa2u56qqr2LhxY8oIcLfbzfr166mtnZ5VR4QQQgghxOwkyW8hhBBCCCGEmMGiMY3mvkHK8+LzQ1+7upyOgRDvOr0cT6Z9ils3tki7n/6NjQBkXVKJpcB5Qq6jxTT6OwcxW01k5sZfk5b6Pv79wxfQor3EwvtSSp2PSh8gFvg1zqxMzIqNkNdGT9CKxTwPT/n7jLCn7/wzsWgkOVrUZjMSchlZOZSfcqoRO1TGOT6q1B4fiWqxnJDy55Mxp7I4ufS0HKX7yGH62lsTH230d7Th7exANZn46J/+aSSZvZ0dydLgikJmbj7ZhUVkFcbLfO96bOyHTwDOeNs7KF18Ssq2eSvXjLu9FvvUvB+qqonzrn//qN9/Q9Zd9/4TMupb13W6uro4dOgQ7e3tvPGNbzT2+f1+AoEAFouFsrIyo4z5nDlzMJlefVtqa2tZuHAhTU1N+Hw+XC4X5eXlMuJbCCGEEEJMOkl+CyGEEEIIIcQM9dzBbr56z2784SgPfXwtdosJk6rwiYsWTHXTjkuPavTcuQ+iOvYFOWSsKT7+Qcc7p6bj7Q7S0+Kjp9VPd7OfnlY/Pa0+tMggp126kDVvqkbTYjz06y8T7GkCYuM+fzQcwNuZOkrSZE5NEr304H0E/aMn0ouqa1KS3//41pcY6DpmPmBFwWy14imv4ppv/K+x+b6f/C/+vt5EotyWMsI1Iyc3pRR0wwtbiQQHjf2qxcLDv/vFmH177PZfU71y9aSXXZ5omhajee9ufH29uLJzKFm0eMb3abjJ6p+u6/h7e+LlyTva6WtvxdvZwfoPfcxIaD9955+o37J51OMVk5mAt5+M7BwAll/yJhafez7ZhcW4CwqN+bKH+nTope3TbmT0RKpZfQaX3/L5EZUXMvPyWXfdxFVe0HWd7u5uDh06ZHz4fMn3o7POOovs7GwAzjnnHM466yzmzJmD2TwxtwdVVaWysnJCziWEEEIIIcRrJclvIYQQQgghhJhhWvsHufX+V7j3pRYAsp0W9rcPcMrc7Klt2KvgffQwkVY/qtNMzlvmv6rRzrqu4+8L0dPix+owU1SVBUB/1yB3fOFBNK0LPdaNFutGj3Whx3pQLYXEIvOB+EjMaHgQiGG2WnHl5tPX1nLc617wvg9TUFZONBwmEgoRDYdxZGamxCy/9E2EAgGiif3RcIhoJEw0HCaneE5KrMVmx+pwEAmF0DVtqHNEQyFi0dS5xVvrX6G/o33UduUUl6Qkv5++8090DY2yHaeB7i5+/7EP4srJxWq3Y7E7cLizuODGDxkxDS9sYXBgAKvDgdUWj7E6HPF/7XacWdmv6poTbbaXdZ/o/kUjEbyd7eQUlxjff1v+83f2PvUY/R3tRMOhEcecfc11uHLzAPBUVOPr7iarsMgYxZ1dWER2YTEZ2TkppcVLFixK246pHBk9mWpWn0H1ytUc2bOL1qZDFJdXUFpb97r6pes6gPH5e/jhh3nmmWdSYsxmM6WlpVRUVKSM6J47d+5rvq4QQgghhBDTmSS/hRBCCCGEEGKGCEVj/P7pQ/z00XoC4RiKAteuKuOTFy0gJ8M61c17VTJWFhFq9JJ55hxM7vRt12IaLfV98ZHcLX56mv10t/gIB/rQNT/z15xiJL///Z1PEPIeGfU8dqefM94yz1i/5COfxJGZRVaBBx2dX77/eoIDvWnb4cjMZcl5Fx43UXX6W64Zc/9w7/nhL43lWDSaTJaHQ0DqwwDn33gTQb8vsT+eTI8n2EPYMlwpscU1C3Bkuo39AW8f/r6+47anv72V/vZWY92ZlZ2S/N52z79ofmX3qMeaLVY+ese/jPWNv/gRrfWvDEuQ27HaHVjt8eW177rRSNg1v7KHwQFvMiYRb0nEm8YxKnW2l3V/Pf3rbW2mvbGB/va2eGnyRInygZ4u0HU+eNufjRHaQd8A3UcPA/G5uN35BUZSO8tThGnYiO01V76dNVe+fUL6N1kjo6eaqpoorV2CLb8Qj8fzqkuC67pOb28vhw4dorGxkUOHDvHWt76V8vJyAKNk+VCyu6Kigrlz507YyG4hhBBCCCFmAvntVwghhBBCCCFmgL5AmCt/sZmDXX4Alpdl8/U31VFXkjWp7dA0ndb6PvzeEBluG8U12ajqq5+j2pxjp+D9S4wEaNAfoaclXqbcYlVZkCiD7uvv5T8/uJdYZNhobq0b9BCqKYPMnFXGOd0FHvraWsmdU0Le3DLyS8vJKy0jb2452YVFKaPLi+clS8MrwEXv+9CYI08vfN8HT+jIU5PZjMlsxuYcfd7zylNXjPtcF73/IynrR3a/zIavf/64x51z7fVkFRYRDgYJDw6OSMzNmb8Qi91OJDhIeHCQSDBIODhIODiI1e5Iie3vbKOn5eio1zFZLJz77vca61vv/jsHt29L266P/eXfmMzxpOtTf/0jR3bvxOKIjza32h2YbXb2Pv34mH176Dc/QzWZUM1mFFVFVVVKFi42Euvezg4GB7zGPkU1DVtWyczLR02Mmo2EgsSi0fg+k8mIURT1hMzXrmkxHv3jr8fu329/TsDbj7eznb6Ods6/4YM43fH3hpceeoAX7vvPqMdZbHZ8vT1G8nvx2vMpX3Iq2YXFZOYXjOvBg4kyNDJ6dpet1zh06BDNzc0EAgEqKiqOmwAPBALs27fPSHZ7vd6U/YcOHTKS3wsWLOCzn/0slmEPKQghhBBCCHGykeS3EEIIIYQQQswA2U4rVQUZeINRPnfxQt68rOQ1JZ1fj4YdHTx55z4Gug6C7gclg8z8Ks65egHVyzzjOke41Y+1OINXnm2l62h8bu6eZh++3r5EYruf4prTjeT3xp9+n5B354jzKKpKdlEuK9+YLN178c23YHNmvKaEXXLk6W34erqN7a68fM6b4SNPSxYtxpWbf9w5lVdc9uYxE43nvOM9afcZZdsTLrjxZga9/UZyPJJIqEeCg2jHxObMmUvxgHdYMj1IJDhILBJBNZmNxDdAd/NRWg/sO16XRxgc8PKf//1Gyrabf3cnJld81Pxz/76LnY9sSnv8+3/xRzLz8gF4+s4/s/3+u0eNUxSV63/4C3LnxL8un/vnnbxw33/iyXFVRTWlJtWv+NSXyJtbBsDOxx7kpQfvT8aqKqpqIhQIjPm5Axj09vPwb39urK+45HIj+e2pqGLOglpj9HZ2UbI8ucOdlZKwzy8tJ7+0fMxrnUiqaqJ08SlTdv0Tac+ePWzcuDElee12u1m/fj21tbXGtr6+PnRdJycn/kBCT08Pd9+d/HpTVZWSkhIqKyuNkd1DZIS3EEIIIYQQkvwWQgghhBBCiGlpMBzjN08d5JpVZRRk2gC49c1LcFhNZNonf1Rfw44O7vvpv4kEHgPdZ2zv8bu476fruPQjb05JgEfDMXrbAvHkdosPXYNTa7Lo+esrqEsyePK5zQT62xKjubtAHzSOLVl4gbFcUF6Jr7c7OZJ7bhl5peXkFJdgPmZ041Cy77U6EXPyTgeTMaeycszo1by5pUDpuI499103jro9Fo0QCabOO336W6+h7twL4qPPE8ny1v17qd/67HGv4/YUYnNmoGsauqahmpP9tTkzcOXmocVixn4t8a+uaSn9OzbRP5yup8ZGQkGCfl/a+Fg0aiz7erppP3jguP1IJ7+8kpJEktuVm29srz3nPGrPOe81n1e8fnv27GHDhg0jtnu9XjZs2MCqVauIRCI0NjbS19fH8uXLufzyywEoLi6msrKSuXPnUlFRQWlpKVbrzJrmQgghhBBCiMmk6LquT3UjpprX6yUrK4v+/n7cbvdUN2fSaZpGR0fHa5pvSgghjkfeY4QQJ4q8v4jZStd1Nu1u4xv/3Utz3yBvWzGX/33b0iltk6bp/Oajf8DX8a+0MZmFV7Lq8gtoPdBPT6ufvvZetGiiTHmsi7y8dZyX7UAfjNKZ3cajO24fcY4sTyF5peVccONNxihbXddPSCnpsczW95f6LZtn5ZzK4y3rftWXb52QUcWaFksmx2OxlCS5pmk43VlGifSAt5/BAW9qQn3YMZ6KKix2OwC9bS30tjaPSLx3NjWy5d8jE6cnqn9iYmmaxo9+9KMR5crTURSF2tpa3va2t53glgkhRnOy3ycWQgghZgMZ+S2EEEIIIYQQ08SBDh9fu3c3T9XHk5NzsuysWzi+cuInUvO+HnydD44ZM9DxAFv+00Kgtw0t1g36QMr+0/PfgD4QxTLXhXVxLpX6CvISJZbz5paRV1JqJAGHm+zE92w2W+dUHm9Z95JFiyfkeqpqAtXEeF41pztr3BUJcormkFM0Z8T2mtVnsPuJRyetf+L1CwQCdHV10dXVRUNDw7gS33V1dSxdupSysjJsNtsktFIIIYQQQojZSZLfQgghhBBCCDHFBoIRfvroAX7/dCNRTcdqVvnAOVV86NxqnNap/bPtwAsdPPefJ1JKnY9KH8TX+VzKpoycXPJLy6l2LsXerqNYVHLfvoDCAieL151/Alst0pmNcypPRln3qTTb+zdTaZqG3+8nMzPT2PbPf/6ThoYGAoHAqz7fggULqKmpmcgmCiGEEEIIcVKS5LcQQgghhBBCTLFfPdHAr588CMAFizx86Y21lOdlTNr1tZhGT6ufjkMDtDd5OettNVis8URay/5euo4cGtd5iqrrqFu31hjNbXe5iLT5af/ZDkAn69JKLAXOE9cRcdKqWX0Gl9/y+VlZ1h1mf/+ms3A4THd3tzGSe+iju7sbs9nMZz7zGaNCRSgUMhLfbrebgoICrFYre/fuPe51XC7XCe2HEEIIIYQQJwtJfgshhBBCCCHEFIjGNMym+HzS7z+nmi0He7h53bxJKXPu6w3RUt9Lx6EBOpq8dB4eIBrRjP0LVxdRPC+b9sYG6rf8hNhg07jOe9a111JelxxVrMd0eu7cB1Ed+4IcMlYXT3hfhBgyW8u6D5nt/ZtKuq7j9/vp6uqit7eXZcuWGfs2bNjAgQMH0h43ODiI0xl/qGfdunWce+655OXlGaXLxzPnt9vtpry8fAJ7JIQQQgghxMlLkt9CCCGEEEIIMYn6AmF+8OB+Dnb5uOPG1SiKQpbDwj8+dGJGbvr7QrQf8lJY6SYjK56MadjewdN/r0+Js9hNZHvC5BSacWRaAXDl5NLfdgQUBVU1ocWiaa/jyMyltDZ1zmHFpJB5XineB5vIeet8mb9bnHCzsaz7cLO9f5Pl8OHDHD58OGUkdzAYNPYvWLDASGjn5+fT3NxMQUEB+fn5KR/Z2dmoqmocV1w88gEfVVVZv349GzZsSNue9evXp5xHCCGEEEII8dpJ8lsIIYQQQgghJlBM09na2EPHQBBPpp1VlbmYVIWYprPh+SN8b+Mr9AYiADzf1MvKitwJu3bQH6GzKV66vONQ/MPfHwbg/OsXsXBNPDFTWOXGU+GmsMJNRlaAgc5dHN61lSMvHYTaJWQXrgMgIzuHyz/5BebMX0jz3t1jzjl84fs+OOoIVOcpBTjq8lFUSXwLIcamaRpNTU34fD5cLhfl5eWvKSkcDAZHlCq/4oorjNHYO3fuZNu2bSOOy8nJIT8/n3A4bCS/L7zwQtavX/+6+lVbW8tVV13Fxo0bU0aAu91u1q9fT21t7es6vxBCCCGEECJJkt9CCCGEEEIIMUE27mrla/fuobU/OYKwOMvOu9aU88CuNnY29wMwv9DFVy9f/LoS35FwDC2qYXNaADiyt4d7fvziiDhFgdw5GajDks82u4+yBQfZ99zTdB46mIxVVcxWK1oshmqKJ7LnnbYaGD7n8G34erqNY1x5+Zx3zJzDWjCKHtEwJUaQS+JbCHE8e/bseVXJYV3XAYyKEjt37mT79u10dXUxMDAwIv6ss86ipKQEgPLycgYHB1NGcefl5WGxWEYcZzJNTFn52tpaFi5cyKFDh2hubqakpISKigoZ8S2EEEIIIcQEk+S3EEIIIYQQQkyAjbta+dAd29GP2d7aH+R7m/YBkGkz8/EL5/Ou08uxmMaf8IjFNHpa/MZo7vamAXpa/Ky4uJzVl1UB8QQ3gDvfbozq9pS7KSjLxGJLTd48+ofbOPTSdiCe8C6rW8r8NWcxb+UanO6stO0Y75zDfXc3ENzfS+7VC7DX5Iy7n0KIk9OePXtGLQvu9XrZsGEDb3jDG8jKykoZyd3V1cUNN9xAUVERAD6fj8bGRuNYl8uVktzOzMw09tXV1VFXV3fiO3YMFZ0KjpLLftzoqMyyeb61GDRtBl87uAqh/AyYbXPSz/Y+zvb+CSGEEOKkIMlvIYQQQgghhHidYprO1+7dgw4oOsyNqmToCn5F56hZQ1fAYTHx0C1rKcqyj/u8gwNh7v/lTjqPDBCLaCP297cHjOWMLBs3fv9s7K7kyMWelmZeuG8T+7c8wxWf+hLu/AIAFp65Fl3Xx5XwPtbx5hwOvNRJYEcHKKBY5Ya5EGJsmqaxcePGMWM2bdo06vauri4j+T1v3jzsdruR7HY4HBPe1tdlzz2w8TOo3hayh7a558D670Lt5VPYsAmS6B/eluS22dQ/mP19nO39E0IIIcRJQ5LfQgghhBBCCPE6bW3sobU/SE1Y5bxBC249Oarbq2g86ohQT4zGLv+I5LevN5QYzR0f1Z1d6GTtNQsAsGVY6G72EYtoWO0mPInR3J6KzPh83dm2lHPZXRZ6WprZ/9zT7H/uaTqbkqMg67c8w4pLrwBg8drzWbz2/Al/HaL9IXr/fQCAzHWl2MrdE34NIcai6zH6+rYRCnVgs3nIzl6JosyehzBmY/8OHTo0rNS5RlZWB1brIOGwg/5+DxB/P83Pz6ekpCRlNHdOTrKyREFBAQUFBZPfgfHYcw9seDc6On1ZFkJWBVtYJ7u/FWXDu+GqP83s5OJs7x/M/j7O9v4JIYQQ4qQiyW8hhBBCCCGEeJ3a+gepCau8KWAdsS9TV3hTwMrdhOkYiM8Fvn1TE60N/XQ0eQn0h1PiB3qS84WrqsL699eRmWcn2+Mcc+7sriNN3P/T76ckvFWTKaWk+Ymkazq9f9+PHoximevCfX7ZCb2eEMfq6NjE/vqvEwq1GdtstiLm13wZj+cNU9iyiTGb+qdpGocPH2b37t28/PLLAOTlHaZ63jZstmRFi1DIScOBlXR3l7F27VqWLFkyVU1+7bQYbPwMHXkW9s/LIDRsGgpbKMb8AwE8Gz8LCy+dmeWlZ3v/YHb0UdfjH6OZDf0TQgghhBhGkt9CCCGEEEII8RpFYxr3vNTC9x/Yx2WD8XLjCqkJagUFHZ3zBi0UZMRHau/f2k53sy++X4HcOS48FZl4yuNzdQ9Xtjhv1Gv3tBxlcGCAkgWLAMjMK6Cn5eiIhLcjc2JHX6cbeep7poXQgT4Ui0ru2xegvIo5zacTXY/R27uV/v4DWCzzyM1dNeNH1g43G0cOQzwxvHPXzUBqcicUamfnrptZUvfzGZcgHm429W9gYIDbbrsNn89nbMvLO8yi2idGxFqtARbVPsHePWtxuVyT2cyxaRqEfRDyQrAfVAsUzE/uf/pHMNgDQS90N9Bh6WJnbeaI04SsKjtrXSzZ04nn1jmgHnObzrMI3vtwcv2XZ0FPw+htyqmAm55Nrv/2AmjbNXqsywMfezm5fvtlcGRrcn14ktSWCZ8eds2/XAUHHxsWq9GRox6/f9/0gHLMz4XPHQVzooLJvz8Eu/4xensBPrkfHImR/vd9Arb/KX3s/7wIWSXx5U1fgK2/Th/7oWchf158+bFb4en/Gxkz3j5+Iz/Zx+vvg7LEQ2fP/Qo2fT59G97xd5iXqMbywu1w70fTx779z7Dosvjyzn/AP29MH/vmX8PSt8eX990Pd16bNrQjz3r8/jVthsqz019PCCGEEGKakOS3EEKIE0ZuHs9s0r+Z7WTon7y/zFyzpX//3nGUnzxygMYuP6URFbeeuIGvaDjz6zHZ+4gFswl01aDoKm5dYW4sflN8ybklREIxPBVuCkozsdjG1/+elqPsfzZR0vzwITyV1bzrOz8GwOZ0csWnvkRh1bwJT3gPSTfytNrzaWKb4kn6rEursBQ4T8j1T7Rj+3e0eeaOrB3NbBo5PJyux9hf/3WOTQwn9gIK++u/QUHBBa/rvUbXdeMaSiLBpes6mhZObI9/JON0FMWMyeQwYiOR3mRcfGNiWcOk2rBYkmW8g8EWdD2GrkfZt/8rY/QP9u3/ChkZ1aP2T1GsOBwlxvrg4GF0PTZqHxXFgsMxd1jsUXQ9kibWhMORrPAQDLagaaGUGE3TaGtrY2DAx7Jl8a8xl8uFMyOEyRykuqqaqqpKjh79WOKcx14j/hLV1GwlPz9CINDIsZzOSmM5FGonFguMiBnicJQbn7tQsINY165EEnsAQr7kctiHPWsx6mnviceGu4jdcTkM9kMkETvs82EvOhP1uv8CEA53E33+RxDqh0TUvlOykh0apYP75mWQ8XI/CqmVQGzRAEOf0Uikj4jqA3OQ0aTGeokoPrCERo21aoPGDcFodIAwPrCER4/Vw8NifYRVH1ijxn4d2Dcv8zj9c+HY2Y9C8uvOFtawGOf1M6j0gX30r0tbWGOorkosFsBPFzi0lBg9cWlbSMNuxA7ioxOcWkqMcd6QhiPxeYzFQni1ZnANnVcx+qejsG9exph9fKXGhbpvwGhvZuIBAk2L0h09ADkmhj8bN/TVYwtrZCXWdF2nI7wbCizHfLcroIA1pJE7bGtbcAdaoS0lbPh584fFtgS2oBXbk9ce1hZLRONA1dj921+dQcFAK+nrzwghhBBCTB+S/BZCCHFCyM3jmU36N7OdbP2T95eZZTb17+G9HTR2+clxWri6vBCe7cZVsp3CZXdicfYacZFADu07rsbXvJzgQDy5sPjsknSnHaGnpZn9zz5lJLyHqCYTzqxsouEwZms8LVCxdPnEdG4UY4083XPkE1Su/ALu3lVkrC46YW04kWbTyNrRTLf+DSWNNS2IqlowmeIPTESjA3i9LxPTgmixQWKxIDFtML6sBcnOXkluzulAPDG7v/4bhIJtKe8po1yNUKiVx59YOiw5nJqoLplzNfPnfwmAcLiLp585IyWJPVxx0Vuorf0eEE/EPfHkKWmv7Cm4mCVLfmasP/X0yrSxeXnncurS3xnrzz53IZo2eqLzWOFwJ89tGf3zl5m5hFUr/2Osb9/xToLB5lFjnc55nL5mk7H+0svvxe+vHzXWbi/hzDOeNNZ37rwZ78DLo8ZGInai0Zcwm80oisLy5S/i928HoL0DLCNnjDAoClisg2zddvGo+89f8oAx6nr//q/T0bkx7bnOHbgA05tuA6Dh4P/S2vavNBeFs/fuwZpIfjc2/pTmivbETguQkxJ+RpcNR2K56fBvOHyKCVLSlGNQFMI2E8+tHBl/2sKvkUib09KygQM1A2nPu3z+N41Wtbffw77KTqgcPXbpvG8bidGOzk3sLT0MpaPH1lV+hcLEcnfPk+wq3AeF4+wbJPqnsPW01NdsQenHmWuKf+IHBnay3b0VVuSMdgbmlXyIclv8lfD563ne8TQszx41trL4eqpc8RYPDh7hecsjsGz02LLCa6jJqQDi30PblY2wdPTYMSkKEavCS0vibSzOW09tSfznsa6HeTn8b6gb/aE0T846llQkR1PvGvwnLBo9Ni/rDHLnXWis7/X/B23ByNHaANmZy8mvfZOxfsB/P5Ga0asnOEweQrGOMfsXspvoM/cx+mdICCGEEGJ6keS3EEKICTfdbq5ONOmf9G86k/5J/6azmdy/SEzj3zuaWVOZR1mek0goxlWeXBavc3HduVX0HRrg4cMPUXLGL0cca3b0UnLGL2ne/CEy3Mte9bWf2XAH+599CkjM4b3kVOavOZN5K0/H4Rr9pvdEG8/I2pb831FxyTtRjh01NgNM1sjhqfJq+gcquh4hFguiaYPEEklnLTaI3T4Xm60AiI/y7ep6LCUxHYsll4uLriAvby0AXu/L7N7zKeN8WiJ2qD3zqj9Defn7AQgEGtnx4rvT9qWi4sNG8lvTgnR1PZw29liaNph+3zGjm9ONjE7sNZZezdf76LEKoKAoCgqpJaHjDwQoidHfo4/KHU5VbKiqZcR2s6aCvxsy4tUZzKoTs5oxLCLZH3NUg+4GyKuOt0F1YFYcjKRjjkTh6PMw9zQAYlETumYlpqVWzVYUUHULwV334zr1cgDstkxCvnjiU9OjaKo24goj+hfTUXVGzlv86Nfh7XfE22vKwBwZ41z9yaS/anJgHhrArMQ/Dyn/zl9vxJpUG2bVOTJm6PDLfzos1o7ZnExealpkzK89oz2qY8TnT3EVDdtvTTnvsRRX8fhjMzzJWOV45y0cFmseETve/plUJ6rJbqyrGYXGa6ioFqzWoXS8kvKvgoIpowhUNdEGCzZbsq/GVCOJc5kzSsAUv92pqhYc9rLU0w47v9VVCqbElCWqGaezatQ2xKIDhMJDDz+kZ7PNwWrJwZ5ZkyznjorbvXTY+RItTnwdObNqjVhFUcjOXp3s19DXWmI9070ULMnXMC/3bDQ9POy8ydciI2N+Smx+3nlEY75k3LCvXy0WYrD7keP2L5RTeNwYIYQQQojpQNH1Y/9qOPl4vV6ysrLo7+/H7T4x5QGnM03T6OjowOPxoKozc14+IcT0oesxntl8zhijbxRstiLOPOOJGXvzeKb2b+hH/tCNV12PoWlhdF1jaFSTpkXYsvVSwuH0T/5brYWsPO1fKf0zmRyYzfGRBJoWTZT0HJ3JZMdszjTaEA53jxHrGHesqtqxWNyJWI1wuHNEjK7H2Pb8W47TPw8rlv8NRVHRdQ2TyYHNlrzR4/c3JG6IJ8oTohslS00mR0rpzYGB3WhahGR5U924YWsyOcjMXGzE9vW/gBYLppxv6BiT6iQnZ5UR29OzmVjMl4gdaoWGrsXYX/+1MV9/szmb+TVfQlFUVNWKx7N+2HmfSfsaK4pKYeEbjfXe3ucIhdLfBCwsvNz4Wuvt20Yo2JI21uO5FDUxx2V//3YGB4+MGqfrGg0N/zvmzUezOZuami+gKCoF+RdiNsdv7nsHduH3jT5yDSA//3zj62dgYC8+3960sXl552K1xkc8+Xz7GBhIM58mkJt7NjZb/Aaz399Av3dH2tic7NW8sP3qMUcvms1ZzKv+LLm5p+NwlALxUU29vc+lPSY7+zTj6zIYbKGn5+m0se6sZbgyagAIhTro6n4sfWzmKWRmxueaDoe76ex8KG1sZuZiMjNrj/P+Ge/f0lN+Q3b2CiBeXrW9/b9p4zMy5pGdnUi6xIK0tf0nbazTWUFOTnzuTU2L0tqafl5Rh6OU3NwzgXjS+77nfsVj+zro80dYk5fJPJOVrqMDxGI6i1adwopzryQWi/LwpjWYbL0jKoZC/Ntai7g4/8IXMCVuyh89egcxbRD0+Pd6oL+XriONdB1pou7sK5i/+IMA1G97ln27fkheuYec4hLMVktKqWSrNZ/ysvcZ12o89HPCoc5EUWXNOD+6hsWSw7x5nzZiGw7+H8HBI8Z+3RgNq2E2u6hd9F0g/j2/fcc70r5mQ5Yv+ws5OWtoOPh/DHhHHwEKcOqpfzCWDx36BX1929LGLlnyK0ymeGKg6fBv6e15Jm3s4sU/Nr6Xjxz9M91dj6aNXVT7v9gSyZb6+u9w+Mhv0sYOWb7sLwSDrbS13502Zn7Nl8jIiCcO2zvup6X5rrSx8+Z91vg+6ux8mKNH089hW1V1C1lZpwLQ3f0kTYfTt7ey4mbj6723dwv767+Jz7cnbbxxjcqP03joJ2kTvwsXfIuSkqvjbeh5mhdfvC7tuWrmfZ6ysvhctP39O3j+hbemb2/lx6iq/AgQT36/vPMmTCYHqmrHZHJgUh2opvhyXu7aRJI+Pkq8vf0+BgNHaDryq+P2b1H+e8k+0gh6Ijurayh6/OeuWVOwnP5xKF4a/52j/l7YccewuJixrMZ0zOd8DirPRtd1Yg0b4bHvJOKS50bXUGIx1PO/ArXxpK/e8Cj856bEdTXQY0YsmgYXfQMSo4059DTcfhm9bhPbl2aN0bO45S/1k9M/eoly1n4W1n0uvtyxF36xJv2JzvgIXPTN+HLvIfjx0lHDdEBfcSPqZT8E4PEH7+PxzfHvZQthFnCQxexnHoewEIOl18KbEw8Ihf1w65z4JbIsr61/VhfY3DDvPHjTz5PbN34+ntC0u8GeBbas5LLLA7lVI09+Ar3a98+ZZrb3D2Z/H2d7/16tk/0+sRBCCDEbyMhvIYQQEyo+h+vxy04+/8LVRvJouNpF/2vctD7a/Fe6u59IOXa4hQtvNW5at7T8g87OTaQzf/5XjbkO29ruGfOmdc28L5CREb8p1tGxkZaW5E3rSKRvXP3bsvWyRNJWM0pm1sz7nJGk6ex8iIONPzISz/EYzVifX/Ml8vPXAdDV9Siv7PvSsNjUfxfM/ypFRfEbql3dj7Nz503DynRqw5Lb8dehdO67AOjt28qOHe8coy+jC4fbeWbzmSnbKis+QlXVxwAIDDayZcv6UY6MKyt7LzXz4jdfg8E2Nj97TtrYkpJ3sHDB14H4a//0M6enjS0qejOLa78PgKaFePqZM8bVn2OFwx08+9z5xnpe3lpOXfp7Y33rtsvTliDNzl7FiuV/M9Z3vHg9kUjPqLHHliDdvfvj4y5Bum//1wgEDoyrP8eKRvvYs/cTAFgsuSnJ78ZDP6evb8uox6mqPSX53XT4N3R3P572OoWFlxvLR4/+iY6O+9PGFhRcyNCvpc3Nd9La9s/xdGVU0Wgfe/d+CoAzTn/cSH63t/+Xw2MkilavesB47+nseojGxh+njT3ttH8Z71/d3U9woOG7aWOXLbvDSH739j6bmLN1dNVVnzzO+wtEo/28su9z1C3+iZH89g7sZO8rn017zKKF3zWS3z7fPva+8rm0sfPnf9VIfgcCjbzyyufTxs6r/rSRtAsGm3ll3xfSxlZWfIRYzD+u/h05+kcj+R2J9I953pKSdwxLfvvHjC0qerNxw1bXI2PGegouxuU+nX9tP8rPHz3AV1f9gMsrjo2J/zvIGuBKvN7nMdvTP3iiKGCy+vB6nzfacbDxxyPfIxyQNT/+M3Ao+V2z8nQ6Iu0EgtsJtI48d0ZGTUryu7393jHLFA9Pfnd3P8HAwM5RYy2W5M/pUGiMcqjDDMUNDOyiu+fJ40THDfj2Hic2mYj1+/aNGTt8dKzff2DMWC2WfC/3j/M9NRTqYHDwMD09T6WNiY+siwsOHqWnN/0DJ9Fo/7Bzt9HTmz6xXxp5TzI23EFv7+a0sSVzrjaWw5HucSW+If59NDzxrSgmVNWByWRPjEpNzi1rsxVSULAek2o3EtPx5XiyOjs7Wd47I2Mey5f9JbHPnkhsD53XnjLa1emsZM3qB8bVXrM5k5KCy9G3/Iq2UIyQVR05Xy2ArmMLaRS39KFsS/8wAouvhuJ4aXRbIAB70z/Uw4qOxGukYA6FoPnF9LHB5OdZ0WIwMMo38pDY8OS1ArpGdr+GbRz9y+6PgGIC1QSKGl9W1PiIWdOwEcUmK7hLEjGJj+HHDBsVjNkBc1ca+3RU2qIZ7A7kstuXw4VaIbWJ0MV1i+nc+RiLs/zUuMNYTC5QVoK6Jt7u0jWpbVj9IVBUsgeasYWeOH7/zv4eVJ8XT3jb3Mbo3hHW35r+9Z0C2dkrsdmKxvwZaLMVp3zPzCSzvX8w+/s42/snhBBCiJOPJL+FEEJMmGh0gI6O8d2s9Hq3j7o95aa1b/+YpSy1WLK8nj9wgK7u9KO7qmOfNJYDg4fGTNpVVv6PsTwYPDLum/fD+f37RmyLRr0pyz7fK2mPj8X8yWUtOOaNCE0bVgZT19G00BgtG1amk9db7UNJswyMee7U2LFGyB/bxlcXO/LXnPiDAMcvq6kolsSNeBVVTS31abHkDHuNlcTo5viHxZKdEmu3FxslS+PlBYeOUbHb56TEOp1VmEwZiTg15RijXGNCZuYiLObMYaUQ47HhSA+BQMNx+5eRMR+btQCTObVcsjuzDnWU1w1AUVMn48x0LULX0owuO4YrYwHRHO8YEcnPa4arhtycs0aNCoU7R/3eOlZGxgJsNg+qmiz16HRWkpt7dtpjTKZk+VeHo4y83PQPZZhNydfN7ig1yvqOxmLOTsba55CXd27aWG3MErtJLlctVlsyMWGzesjPOy9tvN2eLA1qteaRn39+2liHfa6xbLFkjx3rKDeWzeZM8vMvSBvrdFaNO3lqNidH/5lMtjHP63ItNJZV1Tpm7PBKC4qijhl72FfGB7//OM19gzg18DYvNUqJmswqrmwbGTk2bE4zmZl1wKtPDve2tdB7wEU4FAVdSRSeVnDl5JHlKaKg4tSU44qL3kIk2hd/r1OGlTdVlGGlYuNK5lxDONIzaqz5mO/7stL3EA53MVTCd/h7kGnY95Bt2NfcWIbiykpvoNBz6biOmVvyTvLz1qXdryjJpN2cOW8nJyf9g1AmU3I+0+KiN5PlHn3EKsTfz4fk551H9xiVDobYbB4yMmpwOMrSxjjspcZyXv66lOohx3JmzDOWc3PPZHHt/6WNdSUeNgHIyV41ZmxWVrK8fpb7VCoqbubQoZ+njR+SnXM6paXvMUZdj1ZC22hPRg2nLDn+OSH+HjFhowU1DbRIsqTwzg0oj3yN+XlWdtZmxkddD0+gJiquzG/wo5ySFx8BrZriMcMTxIpqzBsNwNxV8MYfDUsKD49V4vuHlK2Ba+5Kf9685OeZ0lXw/sdHxgxdx5k3rA2nwSf2oRzZxvxHbjh+/677L1Sm/1lnyKuGW8b3QASZheg3PkRHRwe7d+9m9+7ddHcnq8Tsicw1kt8Fcyp42ye+P77zmixw8XeA+AMB8/9Qy86KSPr+tdpQ1l8Xf51mGEUxMb/my4lpPyD1gd54X+NVeWZe32D29w9mfx9ne/+EEEIIcfKRsudIORspey6EeL16+7Zx5PDv6O55IjURO4bS0hvIGDGnGhQVXYEpMRdcX9/z+MdI5BV6LjVKbXu9L+PzpU+KFRRchMUST6gMDOxmYOCYksbD7rHl563Dao3feDy2pLHf30DT4duO27+Kiv8h07UgkUiI39R0Z55izJMZCrXj89cbSYZ4UkVFSdxQdToqjZGlkUg/g8EjxnkUY25IFVCx2QqMZEYsNkg43GMkZIdi4usqJpPTeH01LYqmhRIx8SRub+82XnwpfQnTITO15N1sL+kn/YuT/k1PM6F/3c0+9m9rZ9ueDn7o7SHfZeODa6soeSWA3WGmZmUhc2qyUdWRIxNfbf+ikQi/fN87iIZDlC85lflrzqJ65ZpJm8P71dJiUZ568HSi1p6RzzsB6GAO53H2RZtR043GnMaS05q0M/q82NN3WpPxmPH962+Gg49Bw2Nw8HFY+2lY/YH4vt4m+M15EOiiI8/K/nkZhGzJPtiCMeY3+PF0h2G8yeHpRovBj+rosHSzf55zlP4F8ETy4WM7Jzw5HAqF+M1vfkNXV5exzWQyUVNTw+LFi5k/fz42m22MM4zTnnvoeOS96ft3/m+N0vEzVUfHJvbXfz3loVabrZj5NV/C43nDFLZsYsz2/sHs7+Ns7994nez3iYUQQojZYObdlRBCCDHlolE/oBkJ11Cwlc6ueFlIh6OScLiT2LCSn6niN1dr5n32uDdXs7NPM8rZHo/bfQpu9ynjio3PPbv4+IGAy7UAl2uBsa7rMdra7z7uzeOqyg+P2T+brXDMkWDDWSxZRuL+eEwmh1He/XhU1WzMszwkN/f0RMm7sfs3U0veJUv6Sf9mIumf9O9E6GzzcffdB1COBAh2xctgmxT40hXzuXZdFQ6rCcaRK3O7lxMJWDE7wmnn/I74zWRmxkfkmi0W3vzpL5NXVj5tE97DhQ/58Oy9lpalPyMxTD0p8en07L2G8Hwf9ursKWjh65M66k1hto16m3H9i4ah4dFEwvtR6Nqfuv/QU8nkd045fGIf/HgJnu5WCrp76cuyELIq2MI62f2R+IOD7hIof21Tokw51QTrv4tnw7sp6A7Tl2Ue1r9o/DN41XcmJPHd1dVFW1sbdXXxqhY2mw2LxYLJZGLevHksXryYBQsWTEzCe7jay/HwWwo2fpo+pSvZP70AZf1PZnziG8DjeQMFBRfQ07OVrq4D5OfPIzd31fT5vnudhvoXnwarA5vNQ3b2ylnTP5j9fZzt/RNCCCHEyUNGfiNP9MnIbyHEeMRiAbq6HqOj4wG6uh+jsuJmKipuAiAa9dHUdBuewktxZSygs/PBMUumLan7+Yx+cryjY5P0T/o3bUn/pH/T2XTq3/7t7TzyrwNoXcmpIlSzQvniPGpWFlJ5Sj5m6/hv9h7Z/TKb/vxhKi5sBkat2suhh0pYd9X3qV6+apQzTB96VCN8dIBQQz+OujwshRkEXuyg5859DHiep2PhX4gOm9/cPJiLZ9+1ZHacRu7VC3CeOr4S6dPRbB/1Nm37p8XA1wHuxDQNIR98tyJe3hzi5cDnLI/P91y9Lj4HtemYkux77oEN706sjHx/4ao/zfwE6p57YONnwNuS3OYugfXfeV196+7uNkqat7e3YzKZ+NSnPoXdHq8W1NHRgdvtNtZPKC0GTZvB1w6uwvgDCzOw1PlY5B6MENPbyX6fWAghhJgNJPmN/FIjf3gJIdKJxQbp6n6cjo776ep6FE0LGvvy8y9g6Snpy39P25urE0T6N7NJ/2Y26d/MNlX9C/ojKAroFpUNzx9h470NnNmjoKHTZoeKZQW84y0Lcbqsxz/ZMKGAH4vdzr5nn+b+n/wvWZVeSs5ox+qKGjFhn5nmzYX0N7q55H8+xaIz088TPxX0mEb4qI/QwT5CDf2Em7zoEQ2ArIsryFxbSrChj67f7IzHozGYs4+orR9zKAtH74L41BxA/vuWzMiR38PpemzWjsyEeP+mxai+3kOJMuaPwcEn4iO4P/Bkcv+/PgAWRzzhXXk2OHLSnspwgpLD08oEJYd7e3vZtWsXu3fvpq0t+X6sqipVVVVccskl5ObmTmTLRYLcgxFiejvZ7xMLIYQQs4Ekv5FfauQPLyHEaHQ9xtPPnEE4nJzfz2Evw1N4KYWei3G5ahPzSI99Drl5PHNJ/2a2k6F/8v4yc01W/8LBKI0vdVH/fDtHdveQuTqfnza30+4NYdXhdNXOuReUc805ldgt479+X3sbB1/YQsMLWzm6dxdXffnbaLEoG77++XiAouMqCmB2RokGzPjanKDHf2Ze9eVbKV08vmk6JkOkzU/HL15ED2sp29UMM7aqbJzLPTgW5aFrOm3f3UqsP5z2XKYsG0WfWYkyypzoM438jXSCHHgYXrkvnvTubUzd58iBj+8Ga8bru8ZJMHL4tdJ13fj9/dlnn2XTpk0AKIpCVVUVixcvZuHChTidzqls5qwW02I83/Y8De0NVBdWc1rRaZhm0ddnTIuxvWM7nYFOCpwFLPcsn1X9g9nfx9nev/E42e8TCyGEELOBzPkthBCCWCxId/cT9PU/T828z6MoCopiIid7Df3elyj0XIKn8BIyXYuPm/AeTlFM5OSsJhKpJCfHg6LMrpvH8f6tmepmnDDSv5nt5OifvL/MVCeyf7GIRtPubuq3tXPo5S6ikWRSN9wZpN0bosht56Z11Vx1Wum4kt6aFqN1/z4atm/l4Atb6T56OGV/8749nHbZm3Hl5uPr6QJdwdc6MoGXmZdPyaLFr7+Tr5Ku6URafIQa+gkd7MNSlEHWxZUAmPMdoIPqNGOrzMJWnY2tKguzx5mSxFZUhezLqum+Y2/a62RfVjUrEt9igsQi0LwdSlcl5wF48W+w6x/xZdUMc1fFy5hXrYM5y8A0AbcoVFN8pPgspWkaTU1N+Hw+XC4X5eXlYz6g0dfXx549e9i9ezennXYay5YtA6C2tpb6+noj4Z2R8TofOhDH9XDTw3xn63doD7Qb2wqdhXx21We5oPyCKWzZxJjt/YPZ38fZ3j8hhBBCnDxk5DfyRJ+MahDi5BSLhejpeYL2REnzWMwPwOpV9+NyLQAgGh3AZHK9qoT3seQ9Rghxosj7iziWFtO4/fObCQwbnWxyW1h2Vgk1pxWSVeTk3zuauWxpMTbz2Env4SMkW/a/wt++9Eljn6KqzF24mKoVq6hesYqc4hIA6rds5p4f3pr2nJff8nlqVp/xero4LrquE2nxG2XMQ4396KGYsd/scVJ0ywpjPdoTxJRtG1fienBXF333NqSMADdl2ci+rApHXf7EdmQKyfvLa6Dr0N0ADY/GS5k3PgXhAfjQs1BYG4955b54ifPqdVBxFtgyp7bNM8yePXvYuHEjXq/X2OZ2u1m/fj21tbXGtv7+fiPhffToUWP7vHnzeOc73zmpbRZxDzc9zC2P34JO6i04JTEn/Q/P/eGMTi7O9v7B7O/jbO/fq3Gy3ycWQgghZgMZ+S2EECcZr3cnR478gc6uR4jFfMZ2u20OnsJLMJlcxjazWW5ICiGEmJ50TaftYD/N9X2cdnEFAKpJpbAqi8Z9PexSo2wnBFka119cbozwfuuKuWnP2dfexsHtW2l4YSu5c0o4/4YPAVA0r4bcOXPxVFZTvWIVFUtXYHe5Rhxfs/oMLr/l8zz6x1/HR4AnZObls+6695+wxLeu6cT6Qphz7UC8hHH3X/YS6wkaMYrdFB/ZXRUf2T3c0HHj4ajLx16bR6ixH20gjJppxVaZJSO+T2atL8PWX8PBx6H/SOo+Ry70HU4mvxdeGv84gWZryd49e/awYcOGEdu9Xi8bNmzgqquuYsGCBfzpT3+iqakpJaa8vJzFixenJMinq9n4+YtpMb6z9TsjkooAOjoKCt/a8i3K3eWYRpkCxGlxUpRRZKwf7DuY9loOs4NiV7Gx3tjfSLoxLzazjRJXibF+qP8Qmq6NGms1WZmbmfz5edh7mKgWjfdPj/HN576Ztn9A2v6ZVBPl7nJj/ejAUcKx0afXUBWViqwKY73F10IwGhw1FgWqsqqM1TZ/G4FIYPRYoDKr0njgbbTY19rHMncZZjV+67VrsAtvyDvi+CGlmaVYTBYAuge76Q/1p40tySzBZrIB0BPsoS/YlzZ2jmsOdnP853xfsI+eYM+ImOP1T0Hhu1u/y7rSdTP++1EIIYQQJwdJfgshxCynaSFisRAWS/yJ5XC4i7b2uwGw2Yoo9FyKx3MJbvfS1zXCWwghhDjRdF2n66iP+m3t1D/fjq8nBED1sgLsuXb+sqWJ37e302IJgQIl2Q5uWleNmubn21jlzLuPHua86z+Aoqqoqonrf/jLcf2crFl9BtUrV9O8dze+vl5c2TmULFqMOoE3i3VNJ9oRINTQR/BgP+HGfnRNZ86XTzeS0I5FuUS7g9iqsrBVZWGZ45qwBLWiKtirsyfkXGKGiYbg8HPgngP5NfFt/k7Y8ef4sskKZWviZcyrz4OiU2ASR87P1pK9mqaxcePGMWM2btzIwoULjfepsrIyI+GdmTkzHmidTp8/XdcJxuKJVYfZAcBgdJDn254nEA0QiAQIRAP4I34Ckfi/p3pO5dKq+MMdPcEebtx0I4PRQfpCffgj/vTXQqdrsIsr77ly1P0XlF3A/637P2P9iruvGDVJCXBmyZn86oJfGetX//dqAtHRk77LPcu5/eLbjfXrNl43amIUYFHuIjZclnz44v0PvZ9mX3PaPh0rXf+KMop46K0PGeuffvLT7OzaOeo5smxZPH3108b6l575Elvbto4aazPZeP6dzxvr33zumzxx9Im07Xvp3S8ZI5y///z32XRo09gdGsVofXzsqsfId8Srovz65V/zt1f+lvb4+6+8n9LMUgBu33M7f9j1h7Sx/7z8n8zPmQ/AXfvu4hcv/iJt7F8u+QunFJwCwN0Nd/P9578/vg4No6PTFmhje8d2VhatfNXHCyGEEEJMNkl+CyHELKRpYXp6nqG94z46Ox9ibsk7mDfv0wDk5p5JWdl78RS8Abf71Fk3T64QQojZZ6AnyCvPtlK/rZ3etuRNfIvNRNWpBWxu6OYrv91Hly8+WmxuroOb183jLcvnYjWn/zl351c+Q+v+V4x1o5z58pVUrViNMixp92oeEFNVE6WLT3k1XRyXwT3dBHZ0EDrYh+aPpuxTrCrRniCW/HiSJvuy6gm/vpgltBg0bQZfO7gKofyM+DzZo9F16NibLGXetBkiATj9w/CGb8Vjys+Ir1etiy9bnZPXl2HSleztCHRwy+O3zOiSvbt27UopdT4ar9dLU1MT69evx+l0zrhSva/38zd8qopgNMiBvgNGUnp4kjoQDXBqwamcURKvxNHmb+MLT38Bf8RvxA7FabrGu2rfxadXxv+O6g/1c9MjN6VtQ1gLG8lvi2rhQN+BV/UaOMwOrCbriO1OS+r3VJYtK23yO8OcMSJ2aDTxsVzW1AombqubmB4bNTbTmjki1meLVxELx8IMRgdHPW640fp37HkzLBlk2VKrkwy/5nhjbaotZd1pcaaNPZbTPDL2tfZxKKEOYDfbx2yDOuzvcofJMWbs8NHldtPY5x0+Uttqso4aO97+dQY6jxsjhBBCCDEdyJzfyFwuMp+dELODpoXp6d1MR/v9dHY9RDSavEGWlXUap624a4raJe8xQogTQ95fZi5N02mt78PvDZHhtlFck416zKjk4YmMgy928sCv4iPBTGaV8iV51JxWSMWSPMxWEzuP9nPZz55mbo6Dj5w3jyuXz8ViSn5N9He00fDCNpp27uCyj38OsyWeCHj8z79j12MPUnnqaVStWEVlmnLmk03XdaJdg4Qa+nGeko/qjLfX+3AT3ofjo9MVi4q1wh0vY16dhbXEhWKS74MJocXQDj2Dt3k/7pL5qBVnpk8OzzR77oGNnwFvS3Kbew6s/y7UXp7cFvLB/Z+EhsfA15Z6DlchLL8OzvvC5LR5HGJajDf88w3xEcM65AfzscfsBE1BuuxdKIpCobOQjW/ZSEegg57QsNGtx9wRqcmpMZJXLb4Wuga7hoWmBi/IWWCUE271tdIWiL9WQ7dZhscvyFlAhiUDRVFo9bWyp2kPfe19hAZDhINhwoNhY1kLaVx/3fUUFBTQ5m/jX//4Fx2NHcd9HdZdug61WE25rq7rxvrivMUUOAuAeNJ3d/du0JPt1NGNttfl1zHHNQeAdn87Ozp2pOzXSZ53Sf4So3R1Z6CTzS2bU2KHvxZ1+XXGiNWuwS4eO/IYMS3GT3b8hIHwwKj9UlDIc+RxasGpDMYG48npYYntQCTADUtu4ENL41NV1PfWpx1FDXBd7XV8cuUngfjn7aJ/XpQ29i01b+GrZ3wVAF/Yxw2bbsBpceI0O8mwZKQsL85bzLqydQBousbWtq04zU4O9h/kS898Ke01hvz+Db+fkaNqt7Vt44ZNNxw3bqb2D2Z/H2d7/16tk/0+sRBCCDEbyMhvIYSYBXRdZ8vWSwkEkvO/Wa0ePJ71FHouJStr+RS2TgghhEhq2NHBU3fV4+8LGdsysm2c/fYa5tRk07C9k/pt7cyZn83qy+LzdZYvzqPq1AIql+ZTuCiHu15qZm93L7dYPQAsmZvF7Tes4ozqPCwmFU2L0bxvLwdf2ELDMeXMj+5+mYpTVwBw+luu5uxrrsNkntg/i3RNf1VzYuu6TrQ7SKihj9DBfkIH48cCmFwWHHXxkqn22jxQFWxVWVjnZqKMMapdvEaJ5LDqbSF7aNtoyeGZaM89sOHdjMj2elthw7tg9Yfg4u/Et1kzkolvsyM+ors6UcrcUwvTbKqcx48+TnugnTn+OSztXoozlhwpGzAFeCnvJVpoYXvHdh5ofIC/7/972nM9+JYHjTmT/7L3L/xpz59GD9Th7xf/nZr8GkwmE/+s/yd/3/p3CoIF2GK25IcW/9epO/nQBz+Ex+Phvsb72PTIJhb3LU7bDr/fT0FBAY8cfoTHex6nluPP1/1c93PcseeOtPt/eO4PubD8QgB2dOzg009+Om3st876Fpe74l/ze3v28qknP5U29ktrvmQkvxv6G/jiM19MG/vJ0z5pJL+bfc18/dmvp+9QwlBZ8IcPP5w2ZvgczS6Li6KMolET1E6zk6WepUZsriOX753zPTIsGTjMDiNm6LihkucQHyk9vPT3WFRFZU3xGiD+0MHPdvyMjkDHqCO2FeIPZyz3zMy/2ZZ7llPoLJy1/YPZ38fZ3j8hhBBCnHwk+S2EEDOMpkXo7X2W7p6nqJn3ORRFRVEUsrNXEY0O4PGsx+O5lOysFVLSXAghxLTSsKODjbftGrHd3xdi4227UJR4lWUAf3+IVW+sRFEUTBaVc96ziD8928RvfrqLHn8Yq0nlmtVlFGfFExNr58dHMza8sIVNv/wxgwPJCiiKqlKysJbq5avIKys3ttucqeVhJ8Lgri767m0g1h82tpmyrGRfVm0ksYcLHeyj5859xLzh1B1mBVuZG8WS/FlunePCOmfqR6a/qrLZM8mYyeF3w1V/mp4JcF0HLQqxcHxO7lg4sZz417MIdC0+4nvUUsmJbVtvgwu/AWZLPLm9/tvgzIXSNWCxT2aPjqvF10Khs9Ao5/vn3X9mjn8OazrWjIh1xBys6VjDc57n6Ax04ra6KXQWAqnTGSi6gkkz4e3zUmAvwGw2k2XLolavJXsgG0vUgjlmxhK1GMt3/vJObrrpJjweD1m2LGq0Gub2zh21zTo6fn983udsWzaObAf9Wj9Rc5SIOULMHCNqjhI1R/nAaR9gzpw5Rmzv3F4CvgCOmCOljPLwcw+aBnHmOlkUWWT0bShWQUFRlJSy0dm2bE4tOHVE7NB6rj03JXZV0SrjXEOhSuK/odcTIMeWw5klZ6bsH36Nua7k6+O2ujmv9Dza/G3s6dkTj9N0Fh3RyfFBrwv2liroiYeHLq++nFVFq3BanGSYE0ltSzxRnW3LNs5b7CpOmUd6LDaTjYsrLx5X7GtlUk18dtVnueXxW1A1WHhEM/r3SqmKrsJnVn0mpTz1TDLb+wezv4+zvX9CCCGEOPlI2XNO7nI2uh6jp2crXV0HyM+fR27uKhRl9vwyq+sx+vq2EQp1YLN5yM5eKf2bYWZ7H8fbP02L0tv3HB3t99HR+SDRaB8AK1ZsIDsrPnotGh3AZHJOu9dHyhILIU4UeX+ZWTRN50+f35wy4ns0eXMzmL+qiJrTCsnMteMLRbl98yF++9RBegMRACrynHz4vBrWzVFpevF58ksrKKuLz7HdefgQf/rUh7FlZMTLmS9fSeWpp01KOfPBXV1037E37f6M04vRQzFs1dlkrIgni6I9Qdq+tw1MCtayzHgZ86qsEYnvaWO8ZbNnGi0GP6pL7VcKJd7Pm7eBbdhDE31HIOxLTTbHQvFl1QQ1FyZjd/8b+o+OnqBWzclR1wAPfw2aXxgZFwvFk90fezkZ+7drYd996fv2pW44/Czc/sbjvw7XbIAFbzh+3CTSdI2DfQfZ3rGdF9pfYHvHdtr8bWx44wYW5cUTvT/Y9gPaN7YfNzn81hvfyqo5q9i7dy979uzB7/cTCATw+/34/X40TQPgQx/6EIWF8e/RJ554gsceeyxt+6677joqKysBqK+vZ/fu3WRkZBgfTqfTWHa5XJhMr/539W1t2/jiv77ImvY18d4NH3mvx8dpPlf4HN+88pszsiTxUMnlVfs0rn9II39Y9fOuTPjjhSpbF6gzvuTy03/5PuqP/0COVzO29bpNaB+9nrPe8ckpbNnEmO39g9nfx9nev/E6me8TCyGEELOFjPw+iXV0bGJ//dcJheLzkh1tBputiPk1X8bjmV43PF6LY/sH0r+ZZrb3cTz98/sPcPjIH+jsfJBIJDk3ocWSi8ezHos529hmNmdOWtuFEEKIdPraA/S0+BnoCTLQG8TXE2SgO0hf5yDhQPS4x5/9tvmULMgBYHNDFzf9ZTt9iaR3ZZ6D9y4wMXfgII1//Tt/TJQzX3jmWiP5nV9aztu/+h2KaxZOeDnzseiaTt+9DcRH0Y5eEtr/bCsAWjBmJL9NOTYK3r8Ea2kmimV6PcA2wnQbGd1/FCKDEA1CJBj/d+jDmhEv0T3kuV+CvzOeeD42PrMIaq8YI/ENoIO3GX66DD65P7n5zmuh7eXRD8nwwKfqk+tbbosnoUdjyUhNfre9DI1PjNEcPZkANR37da6A2QYmG5it8aS5rz39uYZLM+fyVHix40V+t+t37OjYQX+o39iu6AouzcWug7uY556HxWLhTblv4o5Y+nLfCgrOmJO8YB4AHR0d7Ny5c9RYi8VCKJR8SKesrIwzzzxzRCJ7aN1isRixNTU11NTUvN6uj7Dcs5y6Dh9nPvMMO5YvZ9CZLOvuCARYtmMHvrOCM7Yk8XLPci5qdHPjv3pG7MsdgE/8S+N3V+fM2P4BeB98kLxv/j5Z3iQhZ0CDb/4eb8EpuC9KP/f4dDfb+wezv4+zvX9CCCGEOLlI8vsk1dGxiZ27bubYG1ehUDs7d93Mkrqfz+jkovRvZvcPZn8fx9u/SKSPlpY7gUTCu+ANeDyXkJ29ClWVt3AhhJi1pmFZ6VhUw9cbiieze+MJ7fhyiIs/uASLNd6+HQ82seeZ1jHPpesaWrQZdD8oGajmEmOqDr83mXSaX5hJKKJRnefgqtCzxPbtpu15L0OPjQ2VM5+7KDlvrqIozF1UN7GdH6svMY1Ie4BQY3+i1PnYcyE7lhbgWl1krCuKgq0q+8Q2ciJoseOXzb7vE+DMA0cOFCbmJ9Z12H57POkcGUwknweT6/k1cPrNyVP96QoI9g9LZA87bu4KuO7eZOxt50Cge/T2Fp86Mvnd1zR6bF4NlJ2e7I0GgU4r0aAJsz2GsyCMMZNM7Jjy9I6ceJ9N1uSH2Rb/15mbGlt9HmSXpcYMfVgcqbFnfAROuTqevD72vCZrauzlP4XLfpzYZxslGU78fWQ8/RsWN1kGo4Ps7NzJ863Pc0rmKaypXIPZbCYUC/HKvleo9leToWWQTTb2mB0trIEOuw/v5pyycygsLGQwMDiuawX88Xmhq6urMZvNo47OHp7MBqisrDRGdk8VVYfrH9YwdTVT0txCV0E+g3YHjuAg+Z1doOtc/0g26pemtJmv2VD/YOQ7qApowPWPxGZs//RYjPZbvz0iqRjfGX+Qpf3Wb5N5/vkor6EywFSb7f2D2d/H2d4/IYQQQpx8JHNyEtL1GPvrv076G1cK++u/QUHBBdOufPJ4SP9mdv9g9vfx+P3D6F9W1nLKSm8kL28t2dmrJeEthBAngz33ELvvszQ2FOCL5OKy9FBZ3Ynp0u+csFG1uq4TCkQZ6EkktHtC1J5ZjDmR0H76H/W89MiR0X90Ab6eIDlF8VLQuSUuCivduHLsZObayMyz48qxM+gN8vhf64mF64kEHgPdlzyB4sLiXIfJWsNvtzTyhXKFjqaD1Kw8nb9/8HQWFbv56+fupmPAi82ZQcWpK6hesYqKU1fgcE1e5RMtFCPS6iPS6ifcHP830uaHmI7JbTn+CQBHcQCb8ygMhCAzkWgM+eDo1niCORaJz988/KNgIZQkRjwO9sILt6fuH35M2emw+Ipk7H2fSOyPgTYsLhaNl+Q++5ZEGwbg1+sSMUPtiCRjy1YbI6PTJk/9HfDHS2DBpXDNX+PnVRS475Pxc42mcm1q8rtlBwT7Ro8N+1PX7Vnx9pntyQ9L4t/8Y0bfLr0aBvuS+4fHO/PAEU9Ue4/Yad+eRXQw+Tum2RGjcHk/7tIgvPnXqee97p7R2zqatZ8ef2zVueOPtWcdP6b8DHDPwbu7l9btWbRlFhrJ06KBdoqX9+NenBuPm2ChUAiz2WyU+961fxdbdm6hraeN/oF+ooNR7DE7Vs3KwzzMvA/Oo6ioiFMKTuHS/Evpa+8zzqWRSJAqChkZGYTD8YcRXMNGQo9lKK7I6STHZIJAAN3nj39RaxpBTSOo69gXLMBSUgJApKODwLZtoOnxOF1H13TQNNA1HEuXYkuM9o60tzPw4EOga+iaZhwztOxctRLnsmVGbN9dd40ah6aRceYZuM45B4CBRx7B3BV/HRRdx9PROaJvamcfgedfwDa/ho7vfDexNfmmPTTjXcbqNWS/5cr46+n30/qVrw4FMCwYAMeK5eS+4x3xTeEwzZ/5zLGnTcaesoS8G280Nh/96Mfir9EobbAvWkTBzcnv+8M33Gj0bzTqsP71/f3vxLz9o7bBWlZK0Ze/bGxu+cxniXZ2jtoGS1Exc759azL2i18kcuToqK+DKTeXuT/+kbG59StfJdRwYNQ2qBkZlP0m+T7R9o1v4n/uOaJtbaSl60Tb2mj+xCeJtKavQFHx178aiceOH/8Y/+bNaWPL//AH1MTXe9evfsXAGKX7S3/1K8w58Yor3b//A95NG9PGzv3xj7EUxR/g6vnrX+m/+25iPt+4+tdw+eWY0kxBUvz1b2BfMB+A/nv/S88df057uqIvfhHHkiUAeB96iO7f/jZtbOGnPoXztNMA8D35JJ0//3na2IKP/A+us+Lz1fuf20LH//3Q2DfuPl52OaaMjJRdee+5HvcllwAQ3LOH1i9/JeW44XKuvdb4/gwdPEjLJz+VDD3ml7Dst76V3GuvBSB8tJmjH/lI2uZlXXYZeTe8B4BoZyeH3/u+lP1aIDCu/gWef4GM1avSxwkhhBBCTBOSRTkJxecXHuOXWnRCoVa2bH0TFkt8bpulp9xmlFQ+fPh3dHY9kvboJXU/wWrNB+Do0Tto77g/bezi2u9jt88BoKXl77S2/Ttt7MIF3yQjowqAtrZ7aE6Mhj1WJOJ9Vf2bN+8zZLmXAtDV9RhNh3+T9siqyo+RkxP/Rb+nZzONh36WNrai/EPk5Z0NQF//CzQ0/CBtbFnpDRQUXACAd2AX9fW3po3Nzl417v6Vl91AcXH8D6fBwcPs2fvZtEcVFV5GSck1AARDbezefUvaWE/BRZSWXg9AJNLHyztvShubn7eW8vIPABCLDfLiSzemjc3JOZ2qyo+M+2u0r28bOTlrAHhh+7XoWjixN/l/0MnMXMLCBV8zjt6+/R1EYwNDu4f9Eanjci1gcW3yc7Vjx7sJhTuSV9aTsU5nJUtPuS0Z++L1DA4eNvYPnVZHx26fw4rl8ZvAx+8fKf2rqfn8mLFCCCFmkT33sOuHv+G52NcJ2XIhkU+17elhzb7fUHcLrykBHotp+PtCuLJtqKb4EM99W9rYv7XdSHhHQrGUY0oX5RgJbZsN0MFkVsjMNuPKUsl0K2S6wZWp47CGgXjs0iWDLPU0xZOnQ/MVByNofft4OlJC0D9KKWfdR8R/L0qklPIth/jtUyZMKtz07a9SVxG/aX32ecsx1bcxJ9eESdkBTc/DIS2RjIrBOZ+CirPi5zv4ODz6rcS+xP5E0gotBud/CRZemoh9Au75sJHIGvqIxTKIxvKwXXwdLH83AB0/2ky0d2TzFXyoA63EOH65Y/WR/4HHd8K5n4dzE4mkvsPw5zenP+jMjw5LfvfBw19JH6vFksnvWAR2/TN9bO7w0awKdNenDSUYLzt93ORwhgdcBanHLnrjUGB89LIl8a/ZcUwbgDf/Kt4WI0ltSx5nO+ZBh//Zkb69x1p3nN+ntBje7jk0PzPyCY/ooErzMzlwoYJ73vnjv+Z0oprwZr+LLU2Psv3CkWWzl2/fzuozz8M9zgoTQ78TK4nS60cPH6bxwAEGvF58Xi8Dfj++QAD/4CDhaJT3vetdlFRX0+Zv4//+/hVKI/HElZPUpLWq63gPHqSoqAiH2cHF5nJe6W7AEQxhDwSwB/zY/X6sAz6UUIicVaugtJT8zi4cgQCDDkfqfNjJBuMIBOKjpKurCTz/PM3/89G0/Sv+5jfIfutbAQjt20fLJ9LPdVv4hS8kk99HjtD+rW+ljS245RYj+R3t7KLrF79MG6s47EbyO3K0OW3ccNHOTqxlpfTffXfaGNXhNJJreiSC97//TX9CswmGkt+6zsAD6ZOiaKk/QwYeeiiR/B5JD4ZS1gdffDH9eYeJdnbif+45Yl1do++vXZSyHti+nciRI6PGWo8ZzR98eSeh/ftHjTUXFaXGvrKX4EujT3egZqU+jBJqaCDc0DBq7LHChw8T2rNnXLGRpsNp2wDEH6QYOu+RI2PHRpIPJ0VaWsaODSerX0Rb28aMPVak4SBpHoNCCyQfbop2dY15Xs2XfHgu1t0zZmzM600u9/aOHdvXN+y4/lfVtyGRgyP7GO1KVijRAgGCu3alPT467GtbGxwkOMbXQ/zBjjg9HCa0d2/62FXJhLUejRLaty9t7FiGX1MIIYQQYjqT5PdJKBTqOH4Q4Pcnf3HW9eT8jIFAI319W9Iep2nJP4YGBw+PGRuLJcvTDQaPHCc2+cdQMNgyZux4DPUvGukztoXDnWOed/icy+FI95ix4eK3DTuub8zYwsI3GsvRSP+YsTbb+EoR+v17CQaTN0liscExz5vlPtVY1mKhMWNdrvnJWC0yZqzDUWYs63pszNihhybG+zU6PK6/fwe6Hh41zmRKvak24NtLNNo/aqyq2lLW/YGGtIlqVUl9Cw0GjzI4OHo5TWVYAb/X0j8hhBAnAS3Grp//lSdMH4Nj8k8haw5P8DH4yS+pe39fcrRvLAyn3QjWxOiuJ++lbVcTA34LAwEbvkEHA4NO/CEHOirXfrqGnKpSALw7nuDw7tQkpUP14jJ3k6l2QI8HiuLlw5dY/kWd52fYFW88r+RPfAxVN1/2KLAivrzv/tGTszpE/GeP+RKEw0cAEwo6xXYv/tYGrInkd4XHDM9uhNFzHrD8uuTyYG98JHU6g8kMth4JEesJEdGrCGvVRPQqIloVMfJRGGRO+JDxU9ySB1pvN1b1IBalAYt6EKvSgElpB1RaAr9HU3ONEu4p3dc1VK0Hm6sRbJ54cneIxQGexfFy1aoZVEv836H1vHnJWHsWLL02fezclclYWyas/268ZL4pETf8I6d8WBuc8J4HUvcPP6Z9N97v3xhPAh/DSA6f2Yv7i7+HymM+z2/7Y/rPxbEWXDz+2Amk69C+PQvoY2ThZQXQad+eRaZ+vML2Y10jMVo4Fosnpob/q+uYsrONZHK0pwfN50OPxUDTjH/jyxr2RQtREnPahxobiba1occ00GLxWF2P/xvTcK09B8VqZdv9O3jmzDNHtGvQ4Yhv/+dmzr2sE0tB/H3h4IYNHHz2WQK6TgAIKAoBk4lBs5lBi5XrL3sjZYmEyu4NG3h2WELqWH319ZRUV1PoLKSiN0BV834cg4M4goPYB4M4BgexB4NYw2HmXHChcZwnGkV76OGRr2XiQxsMAqB1dbF8+/Z4P4bPhx5/4QFYvmMH2tpzATBlZsYT1qoKqhp/3Yctm3KSX+em7Gycq1eDqsS/t1U1ZXlohDjERwhnXrx+1DhUBdv85AMy5rxcct7xjvg1VQUScfFlBedpye9lS3nyb6qxmAsKUDPdeD6VHC2a8looijG6FkBxOCj83GdHj0VJSRArJhOFX/zi8N0px1nnzk1pS9GXh9coT22DpSj1b9qcd7+bnt+kfwh9iLmggMLPfRY9FB7ZXgVMxySeCz/zabRAYGQsCuoxo3M9n/ok2sDAKOdVUGypfyN6Pv5xYv3eEV1DUYzvyyEF//MR/KtX0fXjnxy3f9lveyuWwqL0AWryZ0vuDTfgfuMb04cOa3PuO99J5vkXpI0d/rplX/U2Ms5IXwHCnJ9vLGdd8SYcy5YR3L+frh/9KH27E/I/9jHs8+ePus827Gst8/zzsJaXjxoHYFuwwFh2nX0Wc3/xi7SxjiXJaVCcq1ePGWtfXJs87tRTU2LH3cePj+zj0MMxALZ58yi97Vdpjx/+PWctK6N0WBWBEbGlpcaypaiQ0jFGwFvmzDGWTbm5lP3+dyn7g6+8Qsf3/jft8UPMBQXHjRFCCCGEmA4k+X0Sstk844qrqPgIroz4L+nDk4dz5lxFTs7p6Q7DYkneKCgqugJ3YlT18dpS6LkUV8aCtLEOR/IX+4KCC1LWh/P56zl06KdpzzNkqH8uV/Lp8JycNdQtTv9H6fC+ZGetGHesO7NuzNjMzOQfZBmuBWPGxrQw7e3HL69YUfERCjzrjXWbrXjM8zozqo1lqzV/zFiHM/mHqNmcOXbssM+TqtrGjLXbixNtHd/X6PC4JXU/JT4b3NDdB8W4aWG1pN6krav7CboeHZaQVozjhiocGLGLfxx/oCNxLmVY7LFJ9cW1/4emJUYxHBOvqsm5GV9L/4QQQqTSNJ3m/b20HeknUmqhZH4uqvpaU1JToHk7tO+GgTYYaIGBNmJt+3gu8HmwMnLkoqKArrM58m68v7qHgJKHn3z85LM+t5nchfHf2Q48eYgXji4eeT1A1SP4WjqM5Pcc5RVO1/5Fht5FBl1k0I05FmZoyJLTvDZ57MAAoZYwPsUJqgVdNaUkSZ39fpRinebeQbwHwwTal+GPmQjEVAYTH8GYTihN2fThFrrhtHml2M1mnO7k7xwRczmBrBtBURPFVRJJAEUFRcWpFzP00zZircKf99HE65iIV1R0XUGPOsmgiqHUc9eT2YTCqTeBDRaFQGwJQykS9xsqGdBfAqzEWEyMxQQTv3Po3YcIPnsX1mU3oeu6kcSEoVGyCoMvbqD7DTeg5FfjsC42xrzGrAX0Od8/8vpa/MMeqjHaoKlOevtXp339bFYXrsSv1LpioeeVYUl2oomPOGt5FplD98NVle7HRh/1CGAuKqTjxVyGpqBJFU8Ot27LJXT/y1hLe8m6PFmhoOs3v4knoHR9ROloS1Ehue9+txHb+dOfEevtBfRh5aB1dF3DXFCA56PJ0bodP/gBkda2+Hl1Lf4664CmYcrNofirXzVi27/9HUKHGoe1YajMtI7qyiD3Xe8m2t0/St+SfYx299Nw6RuZt/EBY2vLZz6L/7nn0LV4ovnYhPbCHduN2OaPfZyBTZvSvsYLtr+AkhiR3fHd7405erdm8zOYc+Ol2ntuv52+O+9KG1v10EOEm5t5viqRVEnz/vLMiuWUbXqQBe+Mj/StP3SIZ49JJg43MGyU5ECohfJDPTgGB7GEgpjDg5ijQdTIICYtQuUVVyQupXDTxR9n8D/3olhtKDYbis2KarWh2O0oNivW0mQSNeP00yn50Y9Q7DZUWyLeakO1WVHsdiMRZy4oYO7RZs585hm2Lx9lZPuOHcw92mwkbjJOP52qe8dXst6xZAnlt/9xXLG2qirm/t//jSvWUlxM0Ze+ePxAIPPcczEXFRFtbx99Tl5FwVxYiPO0FSgmE3k33jCu86o2G7nXXXf8QEAxm8lNfG2MR87VV4871vOxj+K9995x92+8Mi9In/A9luvssR/OGu7/27vv8Liqc+/7vz29SBp1ybLkCm7IBozB9BKMMfWFkIRQTA4Q4DkPITQnlIcTkvCGXt8ngZjkQAqhJCEJKSemOqYYG8fYxqYYXGVbkmXJ6mXa3u8fI81oLI0swLI8o+/H11zSzNyzZ91Tlrb3vdda/qOPHnSsb+ZMeQ89VE0v/H6v+eV94xuDzs9beYik/v/e78kzdao8U6fuPVCSZ9KklAXqPbknTpR74kRlnXSimp5/fq/5FV717UHl5xozRq4xgzvhwzl6dNIJKAPGlpbGp2zfa2xxsZxfSfx/fNA5fnvgHO25uco66aSU9yfFZmcP+nNp8/niU7bvNdbt7nOCg2/2bO3+zW8H9R0EAABIBxS/R6Dc3CPldpcqGNyp/hduNOR2l2rC+Ov6XU85J2eGcnJmDOq5srOnKTt72t4DJWVlTVZWVurid29+/0Hy+w/q975iK6qamj98ofy83jFJI5UH4vGUxads3xu3u0QlJWcNLtZVOGCsZUW1adODnzs/pzNn0G1wOPyDjrXbPYOOtdmcg4od7Gc0NzcxGqJn2vjBKMg/ftCxubmzBh2bkzN9kNv8/PkBABI2rqrTWy98pvamnmlTd8if69YJFx6siYcP44lDLdUy6zcp0lircOMuRZrrFWnZrXBrkyJtLSq+7jdyZcdKmFt//bS2re9SOOpRKOJW2JyoNtsxCubGilmWZcqM7JCsdsnwy+YYLcOwKezM0ipdnPS0TdtalD8l9runqUmF9Wvk6WqUJ7hbnq7dcnf/7gq1qui6Z+KPc7XY5H3zA5mSWiW1KvkEsHH/6ZIjamrjrjY1fJylrnVjFHTYFXLY+/z8ytrtKqgI6cQHFuvCzZtVrP7X9BwMz9qd2v1WbIrY0VPPlLP72H7njnZVL/xnyseNGj1Lru4/xcGaZtX8/CXZckbLHhgjW25F7GfOaBl2p6zVVfIcHjvwazgjssyIzJZqRZurZDZtk9lcpWjLdikSlHvMTfIfFzvxM9LUpJ0PpV4vVJLM8M/lnnGhjO41pCXJ6mxUcO0LitSs1q5frpYk5V9+uXxHxv7Wmy0tvdbo7Sv3mxfKf0ysDWZn54Cxgf/n3PjBcisSGTA2e+5cZZ9ySvx63X3393/QW5Jn+nRF2qWBisNmSKr/vz+Vb9aspOL37qd/peju3f0+ynPIIUnF7+a//EXhHf1P8eyaMCGp+N32r38p+NmGfmMdZaOSrne8/7661q7tN9YeCCgyLzHi3DQM1RcVxtfELtxVL1v367LnFMrRpqZYsSAFyzRl9IzW3MsJOr2nKTa8nth6vXZ77PF2u2S3yXQ4FXS5FIlE4v+Zb8jL02cnnqCgw6kup0NBp1NBu11Bh0NBu13zmxrVumlTUkG4DyN2EsfWxt3q+R/Z6MNnatya1cpye+T3epTl88nrcatJTWqyNWvSMYkTov8+fac+KFmjiENy2t2aXjRdM4tn6oiSI3Ro0aHyuRJ9QsGpc6VT5w74WvRwlZf3GVHcH9+sI+QoLVX5jmqV7aju+/4pNnV1uhZuDLtdJbffph3X3xA/WSFxZ+xzVXL7bZ+rMHwgIT/yO9Bleo6Znh8AABh5KH6PQIZh16SDf6C1665VzyiNXvdKkiYd/F/9Fr7TAfmld35S5ueY6fkhc1jhkDr+5zeKVFfJUTZGvjMvk+F07f2BaSIaDGrz7/6gttomZZXmavwlX5d9j2kt01mm5rdxVZ0WLey7VmJ7U1CLFq7TvGsq91oAD3VG1NUeViRkKhyKKhKKKhyMKhIyFQlHNeGwIrk8sd3kLWt2quqDakXa2xTp6FS4K6hIV6j7sabmLZir3LLYDCNLH3pOq3YeLim/+5J8Ut/5H36msqMPi223qlTrvP3PpBMNfaZwx2LJ6jWFsJElp+8U2V0HK7d9iwqsXfKYbfJGW1U0MTG97ZgZ4xTY9JfY6HGXpBxDkl8ysro3k69QxNS66mY1mjnqmHywumQpKEshQwoblky7oajd0GnVO1QwabrmPfqWzttarYqxqZde6YyEledzyu+yK5JTJE/DNjktQy5Lchs2uWVTNNSlqqy9/21z5BfJN7UyNvVwQWJ6VUdhgfw9Uzb3jFzt+WlzyV6UeN+D1T5lnf3/pZh+PCx7bmLkl//IAnWtfFx2pyl7oSEVOiRjoqSJkmEkTcVqzw0o58ze03In2hHesUOdq1crUrNKodo12n3QYery58jT3qL8Datls2KFTe/MmXKOHi3PtMQJoobXq5xzzkn5mninJ048NZyugWO71xOWJMNm28t2K5Ou55xzdv/n5UmSGY0XjwcqDnuPOkpZJyaPVMu94ILYyO+eKZ3VPcV0f9MfX3qpzNaW7hH9Rmwyn+5Ye27ybD75V1ypaFNTfJro2LTRsd/te0xpXPif/xkbUW4Y3VNRd7dBhgyXS/bcXEnS9vLR/Y8cfv99lW/foeLvfy9puyW33arC714XKwjYbImfPQXrXqOsR911l0p/8IPuGLtMWeoIhdTZ1aWOzk5FnM74igctF12kddOnq6OjI+kS7l6b96pwWD1jHZtnzdKaxn4Wo+8W8njU5fWmvL+3nFGJk3srT5ujsSfN1uq61Vq5c6Xer3tT6+rXKWyGZcjQ6e6r5OyOPX/aN3T8+FN0RMkROqTgELns+3d/oXfhxiapuK7XurQZUrjJmTtXeuxR7bz7HkVqE8syOUpKVHL7bbH70xj5kd+BLtNzzPT8AADAyGJYVopT+0eQlpYWBQIBNTc3KycnZ7ibs9/U1b2s9et/qFA4sa6wy1miyZPvVHHx6cPYsn2D/NJfpueY6flJUntzsxY9slCd7WF5/U7Nu/Ea+QeYPjPdtDc36+VHFqqzIyqvz67TMyi/lqfu1o6f/U6fTpqjrqxsedpaNenT1zT62kuUc8Xtw928L23dg09o6boC2XLaZNhDsqIumS1ZOrayQZUL/nO4m/elZUp+7c1BdbSEFO6KFadDnREteW69gh1hmZYpr3tbPL/OYIVshk12h01FY7MVDVvdBe2owqGoLvqv2fLnxor/b73wqT5YvD3l8158x+HKK+8uaN/1mFbtSD2zx1cvz9eo2YdJkpZc/WOts3XPLmKZskdDspkh2aMh2c2Q5nx7uspPii2L8tGTf9OGNbvl9Drl9HvkyvKqozmoT6t3Ktz+N0mGsnLHy+70KRruUFvTZkmWnP5zdOY5h+ig82PPY5rR2FralvTvLY2q3rpVuz7+QO3NjQq2tijS3iKrs005Vpcc4Xadff0typ18qI74f1/T5LZPNXfX6ylzO/1/Xa+pJ83R7Ltf1wSzTlOr35HNly1XVkDenICycnNVPqpIMw6uUF7ZaHmzslNuS5Kal76rZx74kbqcdsmw9c3PMuUJR3Tp936owLH9nxhgWZaizUGFd7QrVN2mcHWbwtXtijYHVXT1dLkn5EqS2lfuVOMfPpUtyylnWZZcZVlylvnlKsuSPd/TXYDdt9qXv6eqb31rr8XTMb/+tfyzj9rnzz/UMj0/KxrVGxd+U2/1rPnaz5rRJ3z4kb7ywvP9FlCj0Wi8QN3Z2Rn/fdq0afJ1v1arVq3SihUr4veFQqGkbVx11VUa3T1979KlS/XKK6/021bDMHTppZdq4sTYskWbN2/WunXr5PP54hev1xv/PScnR9u2btWvf/vbvb4O35o/X+O7t/vY+4/pv9f+t6w9zogo9BZqZvFMLZi1QKOyRvW3mWHT8sorfQs3paUZVbixolF1/HulIrt2yVFU9LmnAj/QjYT82les0O6NG5U/caL8Rx6Zcfll8vsnZX6OmZ7fYIzU48QAAGSSjBn5/fjjj+uBBx5QTU2NDjnkED366KM64XOs2TQSvf7w+9rmOkvOvO1yuToVCnkVbizX9n+8r4vuTf/CG/mlv0zPMdPze+7We7TNZanDFlJsodKwNj70M1WEDF10723D3bwvLSm/7uP/GzIkv5an7tbLb7dq81mXxPKTJOVp/cGXaPzbrTpdd6d1AXzdg09o+TabmsZs6JWf5Mt1afm2AunBJ9KqQLyn4civoyWkrvawwsFor0tE4a7YaOoZXymPr3/8weJt2vFpUyymu6gdDiUed8UDx8vpih1ge/fPG7V+WW2f5/N4Nqghp0ENvfMza1XQUqCuroNVu7Glz2PCHR1Sd/HbUfWmHCqTXSHZzaDsVneBOhqSLRKWGgqk7uK3v+pTjd2+PXG/GZI9GpbdDMoWDSnL+V/x55hywsEqe+VZuYvy5SoqkLO4SI7iIjmKxspRXJQ0de+0q8/RVMuSGY0oGg4rEg6rvaVNH918g3IKpqmxMKAaW7gnY/lKSpRX36yWhv/Rb/+5RsZLv1SW1Skj2KHzvneH8qYcrkt+uVyT2j7V6btel03SnuM8I5I6Wpo0zufSmHyfigKj1apJcviz5c4JyBfIVSAvT+WjinXIQaMVKCqW3Wbo33f0LC1ysb6MnNlH6aDmdlVNOVqNhbn95NekMZ8sU0534dQyY2szG47Y6O3OD+vV+OJnMjsi/W4/0tAl94TY795DCuQ5eLbsOftv9Klv1hHaOnWSls04rM99nV6v3jnuOB29drWmpOm0y5mWn2VZMk0zfrHb7XrvsEopbKZcE3vpjEMUfvVVHXfcccrOjp3s8c477+jNN99UMBjs51mk0tLSePG7s7NT1dXVe2zaiBeqzV7Tno8bN05z585NKmj3FLU9Hk/SmvLjx4/X+F4zFPSnfOwYmeqSzXL3zS/2giiiTnUEuuI3jfKPkiVLFdkV8SnMjyg5QhXZFUnPfyDJmTtX2aeemtGFG8NuT8sTTAZrJOTnO+ootY0bJ19xcWJZhAyR6e+flPk5Znp+AABgZMiI4vcLL7ygG264QY8//riOO+44LVy4UGeccYY++ugjjRkzuPWbR5rnbr1H693dB2iaE9M+yohovTui5269J62LN+SX3vlJmZ/jiMqvlw4jpPVukd8BzAqHtGhpqz6qcEtKHpHWYYT0YYVb1tJWfX1+KC2nQI8Gg1pRFdW2vL7rs3YYIXXk1si2tVBTg8G0nCJ8UPlVFalo026Zlj1WoA5GFQlGFY1amnZcYrrb1a9VqW5ra78F7WjE1BX3Hx8voPzrN+u0eV1TynZVHl8quzs2OW7dpzXatKotZWykrUPO/FhRyWs0yueLyuk05XCYCocthULbtC1Q039+gRpVSBrV9ZmKQutkC0Zk6wrL6AzL2flTSbGC9uj1f1Hu2xtlKTZ9s2kYMm2Got0/FUxMMe2ZNlZZNW/IysuSme2X6fMp5AvI9Lplul1qC/jiK2U3TBujtTvLFA1HZIbrFd1So+hnEZmRsMxIRCdffo0mHRo7mPjv1/6mJb98ss/6yjkF07SjyCcpnHR7hxFWR5FPozVZavgo6b66XTs0/vCjNKU0W6WRUjU6x8nu98mZ5Zc7J0u+QJYKinNVUVaggtFTZLcZevP7p6gt1KaPdycKZj0TQlmytEk7VR51anT32T3t4Xat2bVGshQfBWrJij+mPLtc4wOxbXWEO7SidkUirjsmakW19rhD1Wbzp8jPL3feGVr3uzflqbfJvdtQcE6WDj55piTJ9NlkdkRk2SwF8ywFCy11FcZ+BgssFeXXq1Ldf1PdNv1r5xIpxUzQBd4CHVZ8WPz6G1VvKNWEWHmePM0smRm/vmTbEkXMvgX4aDSqpTOmyCalLJ6+M32KrC2vyG63K8uVpWPLjo2HvLn9TXWEO5JG2fa0yef06eSKk+O3/6vqX2oJtsgyE++BZVmyZMltc+usyWfFY1/b8Jp2d+yOnUxgJW/Xbtj19cO/Ho995eNXtLNlZ+K1sLq3a1kyLVNbDp0qm5U6v6XTp2nTKwtlk03fnvttOeyx/26+tOwlbavdFttWT5vNxLavPv9q+d2xacr/+K8/asvWLfH29jxGVuyEiCsvulJFgSJJ0nOLntOm9ZvicT3b7Ln+rcu+pbGlYyVJz/ztGW1cvTF+/57Tu590+kkKRqz+C8PdOUZNadmyZSqeUKyZ2bHPxPa27cmFb6diSw50/6zprFG5Yie+hApCihwakeW0ZDpNmQ5TlsNSu9plylSzt1kVqpAk1dhr9ELXC7K6LFkNsfe25ztnytTlh1yu2aNmS5JW1a3Sz1b9LB5jWmb8PTQtU5dXXq5sV7aWF6/S0TuPlmFZfUa2W5JWlKxR9qa/65DCQyRJ88bP08kVJ6vYN/BSEgcaCjcAAAAAMLJlRPH74Ycf1pVXXqlvf/vbkqRHH31UL7/8sp544gndc889w9y6A097c7O2ubqP9ux5bKd7+eFN7oh++b17ZeteJ/GMK87VqClTJEnP336POiKpz5w/6avHa+LRsQN5v/8/96otnPpM5qNOO0yVp8Wmn/vDf92n1mDqEQQzjp6oWV+9QJL0px89oKb2/g9Qmpapeq856PwmHJyvk6+KfXb+cf+j2lkfUirlFdmae11stNyiR3+m6ur2lLGjSjw64+bvSpJef+JJbd3clDK2MM+hc2+7SZL01tO/1mcf9y1a9Aj4zEG/f3l+my744fclSWv+/jetfPPjlNvNcZv62l23SpI++dcbWvo//04Z63dEdeHdscJe1er39dqzr6WM9dqi8SLg7m1V+sv/fT5lrMeI6uL7blN7c7OqXAO/h5vdUbU3N8enmH7qe/elPFjptKKa/0CiEPn09+6TlSLWYUV1Wa/YX33vXpn9rBcqSXYrqm/1jl1wr8wUZ+7bLFP/8UDs9W1vbtZmd2TA/La5rHh+v/nePYqkWP/bsCxd/sAt8evPfP8ehZTi+2lJVzzw/cHFSrrg5ssUKIkVEZ695R51Walje/cRz976E212D/z+9eT3j/ufUFtogD5i7h59RNcAfcQxvfqIH96vptRfT02ZUaZj518qSXrpJw+poSmaMnbCpF59xH2PqKY+qJ2+vb9//3P/I6rdFd4jINFvjSpx64wFN0iSXv/pE9q6te9I1R6FeXade/sCSdJb//2UPvtkV8rY/CzpvDtjn4llv3tWH63eljI24DF1wV2xz/Cav/xFK99ZL8uyVDvaJyma+vtXlqWnbnu437V0JUM+I6xv3h8bGb7lveV64w9vpmyDxwrr4gdjsbs2bdRfn/hzylh3NKJLH459j7paW/W7Hz/ZTwNjnNGILns48Xn/7+89LEkyZakur2PP8KT8qvMb9dQdP5PRJ0ByRE39x8M3x68/dfPDsWJpP+xRU5f3in365ocUTdFH2E1Llz90UyL2pocUtafoT0zpiodujF//1U0PKtI9os2Spbq89oHzy9utvz7x676j9ixp2nE3xK+u+cfvFXam2FU0pKbaicrtXhu2bsNrcmc71fMZN2KVp/j16vU5qpgxS5JU88lL8mZlSXvE9FSjqj7s0uQTzpQkbV77gizlKxSWQmHJkl21gUQb+suvNlAnwxZQnffYxJYNqX3ZezpuYqxY9Xb2ZLWffXT/uUlq3FGtnslxl1qmIlOOTw4Idl8kmave0zkTY/3fymXL1FXbs9j2Hs1zSB+sWR0vfm/YslU55bOTYixZqvNLA33/6oqylZU3SyGnJdOwZNqkqlC7jrEZWnTDiVr83mta+mr3usjRiEKNTQo1Nqlpy3ZtlLTlkG265LzLJUnrPl6t1//+csrXYfSkCv3H16+OtXfjJ1r84j9TxpaML9W3L75WkrR9x1a9/bt+9g1MybIVx35J1X86ovJ+ulGGDFmy1LU6Ei9+B/Ms3Zv3nNrtHTJlyWgwpAbJWG9IljSqbJTuvuRuSVIkGtFzLzzXvWkj+adlKFAU0GFXHBZ/+j8+90fJSo7peYwrz6WZ/ytR/H7x2Rdli9r6xNlNu/xG8jrTyTkassurt373lkyZivgiOnZBovj999/9Xa4uV6Kt3e0xZCjoCurk20+Ox/7zuX+5jbyXAAAc1UlEQVTK29n/Gs5BR1Bn3dGr+P2X1+Rp8/QbG7aFk4rfi19eLHdT/yf+mDJlk6fve9crP5vcqlseW84lfGo4Xvz+96p/y74z9X5EW2dbvPi9bsM6KfWqBGrubI4XvzfUblC0MfXf8MbORo1VrPi9vWW7rGjqFb8+rkm9n9xbtbda7UrsZHQVdenl0S8rZA8pZAv1eX1O850W/73BaNBLLS+l3PYZ485QZWFsHfba9lq9se2NlLFnjU+8x41djVpeuzxlbH1nvboiXar2V2tZyTId2nCofNHEtPUdjk6tKVijan+1Dso9KH57jitHOS6mewUAAAAApJe0L36HQiGtXLlSt956a9Ltc+fO1dKlS/t9TDAYTDo7v6UlVnDomfIu0y16ZGHSNKh9GFJYUW33Jw4kNVZXq2TSJElSa9ShHb7UVaWGrds0/qjY69gatmmbryNl7NiNWzTt1O7YLqnKnzq2ZOO2+PvT3Gaqyt+ZOoeB7JFf1tbE+96wq1NV/v6nLJQk745oPHZ3TYuqfKljXTsj8dhd2xoGjHXsdsdjd26uVZUvdW5lnT51eLtS3t87P3u7N77d2o1VqhrgvajoSEy1WLd54NjyTn/iddi2fcDYsq5EbEv9rgFjS4Ox2EWPLFSnbc+iYXKOIUW06JGFOv8HsYLgDl+Xokb/BzQLw8nTSNb4wgoZ/U+ZmhfxJsXWeU112Pp/vXOinqTYBq+lVnv/+fnNxHu86JGFChmpD9TKiI1g7Mmv2W1Xg6P/7Tose1Ibmp127XL2H2tYSopttTu00536u9zZ3qbs7vhWm0M1A8T27iMabU6FjdTvc+/8WsM2bRvge/+F+4h2a8A+Im9zTTy2qSmsKn/q71RSH1Hfpe0D9BGS4vnV7LJp2wDbddUl+pNd1U0D9j2Oxl59xNZdA+Zma/P0iq0ZMHZs7z5iy/bB9auG1GmEtS0r9Xe0dx/RtLNWVf7Un53efURb025t86ceEdzTR0hSOBLRNn9rytjikD/p817ta03ZRyTp7kN3+Ps/GWHPPqLe35Xyb+qefcRuX0it9v7f5959hCQ1+yNqsvf/fnhMZ/J32WeqwZH6dUsSz6+5712WFI1E42shd3ii2ulOvd1wsCPejpAnqmpP6u9nsL01Hht0+bXdm/rzPrO513ZtxarK6t1fD9B3SvH8qvqp1YyxBeLb7Soo045I6s/P6K5Ef2kzfdqRtTtlbEnIEY912LK1Iyv1dovsWfFYlydfO7LqB85nT935NTq7r1hG7CWpT/RTZn1I4XDqIqNRa8Vjo43hAWPtO41EbEtkwFhHXeLvUbRtgFhjgH3t7vw+dCQqn76cxN9wyyYVdharMMXDXR2uxOtgmirvKE8RKdm7kv9+FnUVxQvZfZoVNpJic8O5skW++DS1LjNW4LZkJW3XY3hks/rfrsvmSor1OvovfEuS05bcR/hdfkWM5JO2rO7+0G5Pfh1y/DnqbO+Mfbxi1ff446yINai8g56g7F570v+tRo0epWqrWpZhxU68MZS42CSnPdHmcRPHaYN7g2QoKbbnsdne7HjslMopWhtYG4u1GcmPsUnFecXx2MNnHa7lpcuTYmVT/DGO0OD+a+yb6NPYkrHx7c4YPUMXWRfJMIzYRb1+ylB5Vnk89pCCQ3TDzBtkky32vN3/ek44nhiYmIjNP0R3zL4jeXu9fs4onBGPnZo3Vfcef68kyWbY+sRPzpusmvbYjBnV/mpV+6pV2FUoT9SjLnuX6j318fe6d3sBDA3TNONLLwA48PDdBAAg/aV98bu+vl7RaFQlJSVJt5eUlKi2tu8akZJ0zz336Ec/+lGf23ft2qWurgGKihmisz3cvf7uwApDPnm6j5NF3Q7V1cVGcfiskMo7fCkfZwtkxWO9RmTAWE9+IBHriA4Y6x2XiPW5Usd2OaR61wCFt249+WWN8sa3m5VjV3lr6jb4CxKvgz/XqfLG1AeB/TlGYrv5XpXXpY71+a1EbFG2yrelHt1qmIMo3iiWn88ZTry+BTkq35G6AOWzReKxzryAyj8e4L0wQvFYy+8b+D22ErFdUXPAWLcVa+9gP6Od7Yn8RqUY/SRJTjMaj5Okkk6nrH5G5UmSwzSTYgs77TKN/tts3yM2v8tQIFWslXiPP29+OV1ReW39b9eQktqQFYzKHU79GveO9YfDKo+mjm3v7Ep85yIDx/buI1wRq79Bj310tofltRlD00e4B/6s+SfkJGJ9GjB2zz6isNM3qD7GsCyVdw7QhoAtsd3CLJUPMCLOl5V477JKc1S+NXUf4fMlPpdZJXkq/zR1sdDjTsR6SwpUXtOhLvvn6ENTbNprT3w3rUBOr9ehb//l6RUbMmwq3/O7HE/VkrtX3xPq6lR5V/8jGSXJZQSTPu+jgrEPZZfNpnrX3ov8hSGvPP0c9HAYkeQ+IiSZ6n+UpN1I7nvyw6YC4RSxspJic8MRZaWINfaIzYmG5Y3GYruMz5GfFY2Ph+2xqz4xq0DALbmDe47yTFxpD1mKdrcjz++RozPxGd5zULnpK4i3uSA3W/a2rj22lrjmLhgbjy0uKpStqS0e166o6px7z6844lPAH+gughkyDKlswpT4dqdWzpR/09Z4sUqGkfRaTDhoRjy2cvqR8n+yMeVzHTShMrHdSYfJGUr9vT9ozNR47EEVk2U2JH/G6lsbVBtJMU93L6WOPBVmF8SvT6w4OL7dssIKVealLtaPGzshHluUXaLKvINSxlaMTbwXOZ7cAWNHjy2Px7rtvn5jB5tfUSBf5RPGyjAMFRYWxrcbjUZ15JFHSlLivev1e25ubqLvsSwdf/zxSTG9Y7OyspK+R6edmhidGy9idj/G4/EkxZ4779z4lNK94z6o+kBb12zda34TZk3QrAmzZLfbk7Y7//z5siyrT1t7Lr1jr/zGlf3G9vzeO/aqb1w1YHt6x15+zuUp49785E199K+PUt7f4/CjD9eJU05Ua1OrWhU7GeSrR31VGmAW6lB7SHXtsXbMmzpPmpo61uq0VNcZiz2h/ASdUH5C6uAuqa4rFnto4FAdGjg0Zejq+tXaYN8gb9Tb78wflix12js1b8o8uTpd8TaM0ih9Y/Q3UrehU/HYXOXqrKKzUsf2aq9HHp2Ue9KgtmvI0BH+AdZa75TKjXIVugtVH4wVuuu9fU++KfIUqdwoT/pMANj3TNNUc3OzLMuSLcPW/AYyQWtr6pNZAQBAejCsVIvbpYnq6mqNHj1aS5cu1THHHBO//Sc/+Yl++9vf6pNPPunzmP5GfldUVKixsVE5OZk/rduff/yg1mrvhY3p8sVH1aYT8otJ1/ykzM+R/GLI78D0p8d/o3X1W/YaV1k4Tl/935cNfYP2sb//5jd6f8uWvcbNHDdOZ19Gfgea5X/4p17+eMVe406feqRmf/2M/dCifWv9Ox/ohdf/ste4C089T5OPm7HXuANNpucXjoT1w/t/KFfElbJ4GnQE9aPv/0hOh3MYWvjlZHp+UTOqS399qaZsiy1j0DvHnnXYP6n4RM986xnZbalPWDuQvVb1mhYsie2b9F5bvifXB096UHPGzBmWtgEjiWma2rVrl4qKiih+AweglpYW5eXlqbm5eUQcJwYAIBOl/cjvwsJC2e32PqO86+rq+owG7+F2u+V29x1NZbPZRsR/PObdeI02PvQzdRh916STJFmSz3Jp3s3XpOXrQX7pnZ+U+TmSH/kdyM684hvadO+je83vzCu+kZb5zf3mhfr47ofVaYQHzG/uNy8kvwPQrPNP01sfrtnr53PW+aelZX6Tjpku3+v/VIcVTJ2f4dakY6aT3wHI7XLr0BMO1ceLP5Ylq9/i6WEnHCa3q/9ZHQ50mZ6fzWbTVXOu0oP/eFAzGmYkrYndae/UBwUfaMGcBWlZ2O8xd9xcPWw8rHvfu1c7O3bGby/xleiWo27RnLEUvoH9xTCMEXMMCkg3fC8BAEh/af/X3OVy6YgjjtCrr76adPurr76qY489dphadWDzBwKqCPUs+LfHnd3XK0KG/IHAfm3XvkJ+6Z2flPk5kh/5Hch8Pp/Ks7qnU06RX3lWgXy+1FM7H8g8Hq/GlXSvGJwiv7ElBfJ4Ui+lcCDL9PycLpeOHB8blZkqvyPHT5HTNYi1Fw5Adoddc4/5SuxKivzmHvMV2R3pOeo00/OTpG+e9E1NPWWqQo5Q0u0hR0hTT5mqb570zWFq2b6R6fnNGTtHC85aoPcnv68lpUu0vGi5lpQu0arJq7TgrAUZURyeM3aOXr7gZT11+lO674T79NTpT2nRBYsyIjcAAAAAAKQMmPZckl544QXNnz9fP//5z3XMMcfoySef1C9+8Qt9+OGHGjt27F4f39LSokAgMOKms3nu1nu0zWWpw5Y4eOUzXaoIGbro3tuGsWX7Bvmlv0zPkfzSW6bn9+z9C7W9raFPfuVZBbr4+9cMY8v2jRd+tlBbdtar0xaO3+YzXRpbUqALryW/A93ip/+kFZs/6fP5PHL8FJ1y+VeHsWX7xuqXl+vVdxerXV3x2/zy6LRjTtFhp88expbtG5menxSbIvz1Na9rV9MuFeUW6dRDT03rEcN7yvT8omZU/679tzbu3KiJJRM1q3RW2k51DuDAY5qm6urqVFxczAhT4AA0Uo8TAwCQSTKi+C1Jjz/+uO6//37V1NSosrJSjzzyiE488cRBPXYk79S0Nzdr0SML1dkeltfv1Lwbr0nb0Yr9aW9u1suPLFRnR1Ren12nk1/ayfQcR0J+9DHpq6OjQ/98+o/qaGqTLzdLZ1z+tbQd8d2frq5OvfqHF9W2u0VZ+Tk67esXpO2I6P5ken7hUEgr/7pY9bV1Kiwt1hHnnpK2I777E41EtWH5R2ptbFF2Xo4Omj0trUdE7ynT80P6ozgFYKjQvwAHtpF8nBgAgEyRMcXvL2Ok79TwHy8AQ4k+BsBQoX8BMFToXwAMFfoX4MA20o8TAwCQCdjLBgAAAAAAAAAAAACkPYrfAAAAAAAAAAAAAIC0R/EbAAAAAAAAAAAAAJD2KH4DAAAAAAAAAAAAANIexW8AAAAAAAAAAAAAQNqj+A0AAAAAAAAAAAAASHsUvwEAAAAAAAAAAAAAaY/iNwAAAAAAAAAAAAAg7VH8BgAAAAAAAAAAAACkPYrfAAAAAAAAAAAAAIC0R/EbAAAAAAAAAAAAAJD2KH4DAAAAAAAAAAAAANIexW8AAAAAAAAAAAAAQNqj+A0AAAAAAAAAAAAASHsUvwEAAAAAAAAAAAAAaY/iNwAAAAAAAAAAAAAg7VH8BgAAAAAAAAAAAACkPYrfAAAAAAAAAAAAAIC0R/EbAAAAAAAAAAAAAJD2KH4DAAAAAAAAAAAAANIexW8AAAAAAAAAAAAAQNqj+A0AAAAAAAAAAAAASHsUvwEAAAAAAAAAAAAAaY/iNwAAAAAAAAAAAAAg7VH8BgAAAAAAAAAAAACkPYrfAAAAAAAAAAAAAIC0R/EbAAAAAAAAAAAAAJD2KH4DAAAAAAAAAAAAANIexW8AAAAAAAAAAAAAQNqj+A0AAAAAAAAAAAAASHsUvwEAAAAAAAAAAAAAaY/iNwAAAAAAAAAAAAAg7VH8BgAAAAAAAAAAAACkPcdwN+BAYFmWJKmlpWWYWzI8TNNUa2urPB6PbDbOhwCwb9HHABgq9C8Ahgr9C4ChQv8CHNh6jg/3HC8GAADph+K3pNbWVklSRUXFMLcEAAAAAAAAADCcWltbFQgEhrsZAADgCzAsTmOTaZqqrq5Wdna2DMMY7ubsdy0tLaqoqNC2bduUk5Mz3M0BkGHoYwAMFfoXAEOF/gXAUKF/AQ5slmWptbVVZWVlzM4AAECaYuS3JJvNpvLy8uFuxrDLycnhP14Ahgx9DIChQv8CYKjQvwAYKvQvwIGLEd8AAKQ3Tl8DAAAAAAAAAAAAAKQ9it8AAAAAAAAAAAAAgLRH8Rtyu92688475Xa7h7spADIQfQyAoUL/AmCo0L8AGCr0LwAAAMDQMizLsoa7EQAAAAAAAAAAAAAAfBmM/AYAAAAAAAAAAAAApD2K3wAAAAAAAAAAAACAtEfxGwAAAAAAAAAAAACQ9ih+AwAAAAAAAAAAAADSHsXvDHHPPffoyCOPVHZ2toqLi3Xeeedp/fr1STGWZemHP/yhysrK5PV6dfLJJ+vDDz9MigkGg7ruuutUWFgov9+vc889V9u3b0+KaWxs1Pz58xUIBBQIBDR//nw1NTUNdYoAhsn+7F/GjRsnwzCSLrfeeuuQ5whgeOyr/uXJJ5/UySefrJycHBmG0e9+CfsvwMiyP/sX9l+AkWdf9DG7d+/Wddddp8mTJ8vn82nMmDH67ne/q+bm5qTtsA8DAAAAfD4UvzPEkiVLdO2112rZsmV69dVXFYlENHfuXLW3t8dj7r//fj388MP66U9/qhUrVqi0tFSnnXaaWltb4zE33HCD/vznP+v555/X22+/rba2Np199tmKRqPxmIsvvlirV6/WokWLtGjRIq1evVrz58/fr/kC2H/2Z/8iST/+8Y9VU1MTv9xxxx37LVcA+9e+6l86Ojo0b9483X777Smfi/0XYGTZn/2LxP4LMNLsiz6murpa1dXVevDBB7V27Vr96le/0qJFi3TllVcmPRf7MAAAAMDnZCEj1dXVWZKsJUuWWJZlWaZpWqWlpda9994bj+nq6rICgYD185//3LIsy2pqarKcTqf1/PPPx2N27Nhh2Ww2a9GiRZZlWdZHH31kSbKWLVsWj3n33XctSdYnn3yyP1IDMMyGqn+xLMsaO3as9cgjj+yfRAAccL5I/9Lb4sWLLUlWY2Nj0u3svwAYqv7Fsth/AfDl+5gev//97y2Xy2WFw2HLstiHAQAAAL4IRn5nqJ5psvLz8yVJmzdvVm1trebOnRuPcbvdOumkk7R06VJJ0sqVKxUOh5NiysrKVFlZGY959913FQgENHv27HjM0UcfrUAgEI8BkNmGqn/pcd9996mgoECHHXaYfvKTnygUCg11SgAOEF+kfxkM9l8ADFX/0oP9F2Bk21d9THNzs3JycuRwOCSxDwMAAAB8EY7hbgD2PcuydNNNN+n4449XZWWlJKm2tlaSVFJSkhRbUlKirVu3xmNcLpfy8vL6xPQ8vra2VsXFxX2es7i4OB4DIHMNZf8iSddff71mzpypvLw8vffee7rtttu0efNm/fKXvxzKtAAcAL5o/zIY7L8AI9tQ9i8S+y/ASLev+piGhgbddddduuaaa+K3sQ8DAAAAfH4UvzPQd77zHX3wwQd6++23+9xnGEbSdcuy+ty2pz1j+osfzHYApL+h7l9uvPHG+O8zZsxQXl6evva1r8VHUwHIXPu6f9nbNr7odgCkn6HuX9h/AUa2fdHHtLS06KyzztK0adN05513DriNgbYDAAAAQGLa8wxz3XXX6a9//asWL16s8vLy+O2lpaWS1OfM4Lq6uviZyKWlpQqFQmpsbBwwZufOnX2ed9euXX3OaAaQWYa6f+nP0UcfLUnasGHDPskBwIHpy/Qvg8H+CzByDXX/0h/2X4CRY1/0Ma2trZo3b56ysrL05z//WU6nM2k77MMAAAAAnw/F7wxhWZa+853v6E9/+pPeeOMNjR8/Pun+8ePHq7S0VK+++mr8tlAopCVLlujYY4+VJB1xxBFyOp1JMTU1NVq3bl085phjjlFzc7Pee++9eMzy5cvV3NwcjwGQWfZX/9KfVatWSZJGjRq1L1MCcIDYF/3LYLD/Aow8+6t/6Q/7L0Dm21d9TEtLi+bOnSuXy6W//vWv8ng8SdthHwYAAAD4/Jj2PENce+21evbZZ/XSSy8pOzs7fnZxIBCQ1+uVYRi64YYbdPfdd+vggw/WwQcfrLvvvls+n08XX3xxPPbKK6/UzTffrIKCAuXn52vBggWaPn265syZI0maOnWq5s2bp6uuukoLFy6UJF199dU6++yzNXny5OFJHsCQ2l/9y7vvvqtly5bplFNOUSAQ0IoVK3TjjTfq3HPP1ZgxY4YtfwBDZ1/0L1JsVFVtbW18lOXatWuVnZ2tMWPGKD8/n/0XYATaX/0L+y/AyLQv+pjW1lbNnTtXHR0deuaZZ9TS0qKWlhZJUlFRkex2O/swAAAAwBdhISNI6vfy9NNPx2NM07TuvPNOq7S01HK73daJJ55orV27Nmk7nZ2d1ne+8x0rPz/f8nq91tlnn21VVVUlxTQ0NFiXXHKJlZ2dbWVnZ1uXXHKJ1djYuB+yBDAc9lf/snLlSmv27NlWIBCwPB6PNXnyZOvOO++02tvb91eqAPazfdW/3HnnnXvdDvsvwMiyv/oX9l+AkWlf9DGLFy9OuZ3NmzfH49iHAQAAAD4fw7IsayiK6gAAAAAAAAAAAAAA7C+s+Q0AAAAAAAAAAAAASHsUvwEAAAAAAAAAAAAAaY/iNwAAAAAAAAAAAAAg7VH8BgAAAAAAAAAAAACkPYrfAAAAAAAAAAAAAIC0R/EbAAAAAAAAAAAAAJD2KH4DAAAAAAAAAAAAANIexW8AAAAAAAAAAAAAQNqj+A0AAAAAAAAAAAAASHsUvwEAAIAMYlmW5syZo9NPP73PfY8//rgCgYCqqqqGoWUAAAAAAADA0KL4DQAAAGQQwzD09NNPa/ny5Vq4cGH89s2bN+uWW27RY489pjFjxuzT5wyHw/t0ewAAAAAAAMAXQfEbAAAAyDAVFRV67LHHtGDBAm3evFmWZenKK6/UqaeeqqOOOkpnnnmmsrKyVFJSovnz56u+vj7+2EWLFun4449Xbm6uCgoKdPbZZ2vjxo3x+7ds2SLDMPT73/9eJ598sjwej5555pnhSBMAAAAAAABIYliWZQ13IwAAAADse+edd56ampp0wQUX6K677tKKFSs0a9YsXXXVVbrsssvU2dmpW265RZFIRG+88YYk6cUXX5RhGJo+fbra29v1gx/8QFu2bNHq1atls9m0ZcsWjR8/XuPGjdNDDz2kww8/XG63W2VlZcOcLQAAAAAAAEY6it8AAABAhqqrq1NlZaUaGhr0xz/+UatWrdLy5cv18ssvx2O2b9+uiooKrV+/XpMmTeqzjV27dqm4uFhr165VZWVlvPj96KOP6vrrr9+f6QAAAAAAAAADYtpzAAAAIEMVFxfr6quv1tSpU3X++edr5cqVWrx4sbKysuKXKVOmSFJ8avONGzfq4osv1oQJE5STk6Px48dLkqqqqpK2PWvWrP2bDAAAAAAAALAXjuFuAAAAAICh43A45HDEdvtN09Q555yj++67r0/cqFGjJEnnnHOOKioq9Itf/EJlZWUyTVOVlZUKhUJJ8X6/f+gbDwAAAAAAAHwOFL8BAACAEWLmzJl68cUXNW7cuHhBvLeGhgZ9/PHHWrhwoU444QRJ0ttvv72/mwkAAAAAAAB8IUx7DgAAAIwQ1157rXbv3q2LLrpI7733njZt2qRXXnlFV1xxhaLRqPLy8lRQUKAnn3xSGzZs0BtvvKGbbrppuJsNAAAAAAAADArFbwAAAGCEKCsr0zvvvKNoNKrTTz9dlZWVuv766xUIBGSz2WSz2fT8889r5cqVqqys1I033qgHHnhguJsNAAAAAAAADIphWZY13I0AAAAAAAAAAAAAAODLYOQ3AAAAAAAAAAAAACDtUfwGAAAAAAAAAAAAAKQ9it8AAAAAAAAAAAAAgLRH8RsAAAAAAAAAAAAAkPYofgMAAAAAAAAAAAAA0h7FbwAAAAAAAAAAAABA2qP4DQAAAAAAAAAAAABIexS/AQAAAAAAAAAAAABpj+I3AAAAAAAAAAAAACDtUfwGAAAAAAAAAAAAAKQ9it8AAAAAAAAAAAAAgLT3/wPln/8PTUKt7AAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 2000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter for specific technologies and create the plot\n",
+    "technologies_to_include = [\n",
+    "    \"Solar lights and solar home systems (SHS)\",\n",
+    "    \"Solar pumps\",\n",
+    "    \"Solar pumps (agriculture)\",\n",
+    "    \"Solar pumps (public water supply)\",\n",
+    "    \"Solar mini-grids\",\n",
+    "    \"Solar lights (<11 W)\",\n",
+    "    \"Solar home systems (SHS >50 W)\",\n",
+    "    \"Solar home systems (SHS 11-50 W)\",\n",
+    "    \"Solar cookers\",\n",
+    "]\n",
+    "\n",
+    "plt.figure(figsize=(20, 10))\n",
+    "\n",
+    "conflict_data = tech_conflict_trend[\n",
+    "    tech_conflict_trend[\"Conflict Status\"] == \"Conflict\"\n",
+    "]\n",
+    "\n",
+    "for tech in technologies_to_include:\n",
+    "    tech_data = conflict_data[conflict_data[\"Technology\"] == tech]\n",
+    "    plt.plot(\n",
+    "        tech_data[\"Year\"],\n",
+    "        tech_data[\"Value\"],\n",
+    "        linestyle=\"--\",\n",
+    "        marker=\"o\",\n",
+    "        label=f\"Conflict - {tech}\",\n",
+    "    )\n",
+    "\n",
+    "plt.title(\"Technology Trends in Conflict Countries\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c7f4a9f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20, 10))\n",
+    "no_conflict_data = tech_conflict_trend[\n",
+    "    tech_conflict_trend[\"Conflict Status\"] == \"No Conflict\"\n",
+    "]\n",
+    "for tech in no_conflict_data[\"Technology\"].unique():\n",
+    "    tech_data = no_conflict_data[no_conflict_data[\"Technology\"] == tech]\n",
+    "    plt.plot(\n",
+    "        tech_data[\"Year\"],\n",
+    "        tech_data[\"Value\"],\n",
+    "        linestyle=\"-\",\n",
+    "        marker=\"s\",\n",
+    "        label=f\"No Conflict - {tech}\",\n",
+    "    )\n",
+    "\n",
+    "plt.title(\"Technology Trends in Conflict vs Non-Conflict Countries\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "9f590ede",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "# Create a pivot table for the heatmap\n",
+    "heatmap_data = pd.pivot_table(\n",
+    "    df_mw[df_mw[\"Conflict Status\"] == \"Conflict\"],\n",
+    "    values=\"Value\",\n",
+    "    index=\"Country\",\n",
+    "    columns=\"Sub-Technology\",\n",
+    "    aggfunc=\"sum\",\n",
+    ")\n",
+    "\n",
+    "# Create a heatmap\n",
+    "plt.figure(figsize=(15, 10))\n",
+    "sns.heatmap(\n",
+    "    heatmap_data,\n",
+    "    cmap=\"YlOrRd\",\n",
+    "    annot=True,\n",
+    "    fmt=\".1f\",\n",
+    "    cbar_kws={\"label\": \"Total Capacity (MW)\"},\n",
+    "    linewidths=0.5,\n",
+    ")\n",
+    "\n",
+    "plt.title(\"Distribution of Solar Sub-Technologies Across Conflict Countries\")\n",
+    "plt.xlabel(\"Sub-Technology\")\n",
+    "plt.ylabel(\"Country\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2bd0ead5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1500x800 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group the data by Region and Year for non-conflict countries, calculating the sum of Values\n",
+    "non_conflict_regional = (\n",
+    "    df_mw[df_mw[\"Conflict Status\"] == \"No Conflict\"]\n",
+    "    .groupby([\"Year\", \"Region\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .unstack()\n",
+    ")\n",
+    "\n",
+    "# Create a stacked area plot\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "non_conflict_regional.plot(kind=\"area\", stacked=True)\n",
+    "\n",
+    "plt.title(\"Solar Energy Capacity Evolution in Non-Conflict Regions\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(title=\"Region\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "18af6086",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1500x800 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAHWCAYAAAD3vrTNAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAnp5JREFUeJzs3Xd8U9X7wPHPTfeGQgeFMkSmTEERHIBsBNyIKLJUBEERcOAE/QoKMvyBoCJLhrgABZUlgmCRPaWWvVtaaJvuNMk9vz9KI6EttKVt0vZ58+rrRW7Ovfe5p0n65NwzNKWUQgghhBBClBoGRwcghBBCCCEKRhI4IYQQQohSRhI4IYQQQohSRhI4IYQQQohSRhI4IYQQQohSRhI4IYQQQohSRhI4IYQQQohSRhI4IYQQQohSRhI4IYQQQohSpkwncNu3b+fhhx+mevXqeHh4EBISQuvWrRk9enShjjdgwABq1qxZtEHmYdy4cWialufPqVOnSiQOR0pKSuLDDz+kZcuW+Pv74+HhQc2aNRk0aBB79uxxdHj5durUKTRNY8GCBbZtERERjBs3jsTExCI914ABA677uikuuV1jQUyYMIGVK1fm2L5p0yY0TWPTpk03FV9hFNf7/eLFi7zxxhs0btwYX19fPD09qVOnDi+//DJHjx4t8vNdLT4+nj59+hAcHIymaTz00EMAaJrGuHHjbOUKW+8FfV1f+znn5uZG9erVee6554iJiSnQuQujZs2aDBgwoNjPI0RxcHV0AMXll19+oVevXrRr145JkyZRpUoVoqOj2bVrF8uWLWPKlCmODjFf1qxZQ0BAQI7tVapUcUA0Jef48eN07tyZ2NhYXnjhBcaPH4+vry+nTp3iu+++o0WLFiQmJuZaN86mSpUqbNu2jdq1a9u2RUREMH78eAYMGECFChWK9HxeXl5s3LixSI9Z3CZMmMBjjz1mSyiy3X777Wzbto2GDRuWeEzvvPMOL7/8cpEec8eOHfTo0QOlFMOHD6d169a4u7sTFRXF4sWLufPOO0lISCjSc17tgw8+YMWKFcybN4/atWsTGBiYa7nC1nthX9fZn3MpKSmsW7eOKVOmEBERwb59+3BzcytQDAWxYsUK/P39i+34QhSnMpvATZo0iVq1arF27VpcXf+7zD59+jBp0iQHRvaftLQ0vL29r1umRYsWVK5cuYQiylt6ejqenp7F2oqTzWq18vDDD3Pp0iW2bdtGo0aNbM+1bduW/v3789tvvxXrB3tR8vDw4K677iqx8xkMhhI9X3Hy9/d32LVcnXAXhaSkJB588EE8PT2JiIigWrVqtufatWvHkCFD+OGHH4r0nNc6dOgQtWvX5qmnnrpuuZKu96s/5zp27MilS5eYP38+W7dupX379sV23ubNmxfbsYUobmX2Furly5epXLmyXfKWzWCwv2xd15k0aRL169fHw8OD4OBgnnnmGc6dO3fD83z22Wfcd999BAcH4+PjQ+PGjZk0aRJms9muXLt27WjUqBF//vknbdq0wdvbm0GDBt3cRfLfratPPvmEqVOnUqtWLXx9fWndujV///13jvK7du2iV69eBAYG4unpSfPmzfnuu+/syixYsABN01i3bh2DBg0iKCgIb29vTCYTSikmTJhAjRo18PT0pGXLlqxfv5527drRrl07AFJSUqhQoQJDhgzJNV4XFxcmT56c5zWtXLmSgwcPMnbsWLvk7WrdunWzJb/Hjh1j4MCB1KlTB29vb6pWrUrPnj05ePCg3T7Zt4UWL17MqFGjCA0NxcvLi7Zt27J3794c9dSnTx9q1qyJl5cXNWvW5Mknn+T06dM5Yjl//jzPP/884eHhuLu7ExYWxmOPPcbFixdt13z17cVx48bx6quvAlCrVi3b7aNNmzYxePBgAgMDSUtLy3Ge+++/n9tuuy3PesuvuLg43N3deeedd3I89++//6JpGv/3f/9n23bo0CEefPBBKlasiKenJ82aNWPhwoU3PE9etyCzb5tl0zSN1NRUFi5caKuL7NdSXrfyfv75Z1q3bo23tzd+fn506tSJbdu25Xqef/75hyeffJKAgABCQkIYNGgQRqOxUPFrmsbw4cNZtGgRDRo0wNvbm6ZNm7J69eobHm/OnDnExMQwadIku+Ttao899lixXGf2a3DDhg1ERkbaveZyk1e9b9++nZ49e1KpUiU8PT2pXbs2I0eOtMWR1+u6oFq2bAlgew9l27BhAx06dMDf3x9vb2/uvvtufv/99xz7//TTTzRp0gQPDw9uueUWPv300xyvO8j9FuqZM2d4+umnCQ4OxsPDgwYNGjBlyhR0XbeVKcjn7okTJ+jTpw9hYWG2rjwdOnRg3759Ba4XIa5WZhO41q1bs337dl566SW2b9+eI6G62tChQ3n99dfp1KkTP//8Mx988AFr1qyhTZs2XLp06brnOX78OH379mXRokWsXr2awYMHM3ny5FyTl+joaJ5++mn69u3Lr7/+yrBhw254HVarFYvFYvdjtVpzlPvss89Yv34906dPZ8mSJaSmptK9e3e7P1R//PEHd999N4mJiXz++ef89NNPNGvWjCeeeCLXvkuDBg3Czc2NRYsW8cMPP+Dm5sZbb73FW2+9RdeuXfnpp5944YUXePbZZzly5IhtP19fXwYNGsSSJUty/KGcNWsW7u7u101e161bB5DjdlpeLly4QKVKlfjoo49Ys2YNn332Ga6urrRq1YqoqKgc5d98801OnDjBV199xVdffcWFCxdo164dJ06csJU5deoU9erVY/r06axdu5aPP/6Y6Oho7rjjDrvXxPnz57njjjtYsWIFo0aN4rfffmP69OkEBATkeSvs2WefZcSIEQAsX76cbdu2sW3bNm6//XZefvllEhISWLp0qd0+hw8f5o8//uDFF1/MV51c+5qxWCy2P0BBQUH06NGDhQsX2v1RApg/fz7u7u62FpqoqCjatGnDP//8w//93/+xfPlyGjZsyIABA4qsJXvbtm14eXnRvXt3W13MmjUrz/JLly7lwQcfxN/fn2+++Ya5c+eSkJBAu3bt2Lp1a47yjz76KHXr1uXHH3/kjTfeYOnSpbzyyiuFjveXX35h5syZvP/++/z4448EBgby8MMP271+crNu3TpcXFzo2bNnvs5TlNeZfRu/efPm3HLLLXavufxau3Yt9957L2fOnGHq1Kn89ttvvP3227Yk63qv64I6efIkAHXr1rVtW7x4MZ07d8bf35+FCxfy3XffERgYSJcuXeySuDVr1vDII49QqVIlvv32WyZNmsQ333yTry8dcXFxtGnThnXr1vHBBx/w888/07FjR8aMGcPw4cNzlM/P52737t3ZvXs3kyZNYv369cyePZvmzZsXef9XUQ6pMurSpUvqnnvuUYAClJubm2rTpo2aOHGiSk5OtpWLjIxUgBo2bJjd/tu3b1eAevPNN23b+vfvr2rUqJHnOa1WqzKbzerrr79WLi4uKj4+3vZc27ZtFaB+//33fMX/3nvv2WK/9qd27dq2cidPnlSAaty4sbJYLLbtO3bsUID65ptvbNvq16+vmjdvrsxms925evTooapUqaKsVqtSSqn58+crQD3zzDN25eLj45WHh4d64okn7LZv27ZNAapt27a2bcePH1cGg0FNmzbNti09PV1VqlRJDRw48LrX3rVrVwWojIyM61dSHiwWi8rMzFR16tRRr7zyim37H3/8oQB1++23K13XbdtPnTql3Nzc1LPPPnvdY6akpCgfHx/16aef2rYPGjRIubm5qcOHD+e5b/bvaP78+bZtkydPVoA6efJkjvJt27ZVzZo1s9s2dOhQ5e/vb/fazU3//v3zfN106NDBVu7nn39WgFq3bp3dNYaFhalHH33Utq1Pnz7Kw8NDnTlzxu483bp1U97e3ioxMTHPa8zr/ZL92r6aj4+P6t+/f46y2b+zP/74QymV9R4LCwtTjRs3tr1elVIqOTlZBQcHqzZt2uQ4z6RJk+yOOWzYMOXp6Wn3GshNbvEDKiQkRCUlJdm2xcTEKIPBoCZOnHjd49WvX1+FhoZet0y24rrOtm3bqttuuy3H+QD13nvv2R5fW+9KKVW7dm1Vu3ZtlZ6enmfc13td5yY79piYGGU2m1VCQoL67rvvlI+Pj3ryySdt5VJTU1VgYKDq2bOn3f5Wq1U1bdpU3XnnnbZtd9xxhwoPD1cmk8m2LTk5WVWqVCnH665GjRp2r7s33nhDAWr79u125YYOHao0TVNRUVFKqfx/7l66dEkBavr06fmqDyEKosy2wFWqVIktW7awc+dOPvroIx588EGOHDnC2LFjady4sa0V5Y8//gDI0Yx+55130qBBg1yb56+2d+9eevXqRaVKlXBxccHNzY1nnnkGq9Vq1yoFULFiRe6///4CXceGDRvYuXOn3U9uo/UeeOABXFxcbI+bNGkCYLvld+zYMf79919by8rVLTPdu3cnOjo6R2vVo48+avf477//xmQy0bt3b7vtd911V45bTbfccgs9evRg1qxZKKWArBaFy5cv5/pN9mZYLBYmTJhAw4YNcXd3x9XVFXd3d44ePUpkZGSO8n379rW7lVKjRg3atGljey1A1m3g119/nVtvvRVXV1dcXV3x9fUlNTXV7pi//fYb7du3p0GDBkV2PS+//DL79u3jr7/+ArL6Ti1atIj+/fvj6+t7w/29vLxyvGZ27txp16rVrVs3QkNDmT9/vm3b2rVruXDhgl3r6MaNG+nQoQPh4eF25xgwYABpaWk5bucVt6ioKC5cuEC/fv3sukL4+vry6KOP8vfff+e4/dyrVy+7x02aNCEjI4PY2NhCxdC+fXv8/Pxsj0NCQggODs719nphOcN1Xu3IkSMcP36cwYMH4+npedPHu1ZoaChubm5UrFiR3r1706JFC7sWs4iICOLj4+nfv3+OVuWuXbuyc+dOUlNTSU1NZdeuXTz00EO4u7vb9vf19c1Xy+fGjRtp2LAhd955p932AQMGoJTKMTjoRp+7gYGB1K5dm8mTJzN16lT27t2bo9VbiMIqs4MYsrVs2dLWn8JsNvP6668zbdo0Jk2axKRJk7h8+TKQ+6jOsLCw634onzlzhnvvvZd69erx6aefUrNmTTw9PdmxYwcvvvgi6enpduULM3K0adOm+RrEUKlSJbvHHh4eALYYsm9zjBkzhjFjxuR6jGtvF18bb3ZdhYSE5Ng3t20vv/wyHTp0YP369XTu3JnPPvuM1q1b3/CWSvXq1YGs2yj169e/blmAUaNG8dlnn/H666/Ttm1bKlasiMFg4Nlnn83xO4CsPxa5bdu/f7/tcd++ffn999955513uOOOO/D390fTNLp37253zLi4uDz7MxXWgw8+SM2aNfnss8+4++67WbBgAampqfm+fWowGGyv+by4urrSr18/ZsyYQWJiIhUqVGDBggVUqVKFLl262Mpdvnw5z/dG9vMl6UbvV13XSUhIsBscdKP3RkFde7zsY97oeNWrV+fo0aOkpqbi4+Nz3bLOcJ1Xi4uLAyjy13q2DRs2EBAQQHx8PF9++SU//vgjI0aM4PPPPwf++/y6to/g1eLj49E0DaVUvj+jrnX58uVc+23m9Xq/UZ1rmsbvv//O+++/z6RJkxg9ejSBgYE89dRTfPjhh3ZfBIQoqDKfwF3Nzc2N9957j2nTpnHo0CHgvzdgdHR0jg+nCxcuXDd5WrlyJampqSxfvpwaNWrYtufVObUkRnDmJfs6xo4dyyOPPJJrmXr16tk9vjbe7Lq6tmMxQExMTI4Pvvvvv59GjRoxc+ZMfH192bNnD4sXL75hrF26dOHLL79k5cqVvPHGGzcsv3jxYp555hkmTJhgt/3SpUu5TmWQ2/xSMTExtuszGo2sXr2a9957z+78JpOJ+Ph4u/2CgoLyNdilIAwGAy+++CJvvvkmU6ZMYdasWXTo0CHH7+dmDRw4kMmTJ7Ns2TKeeOIJfv75Z0aOHGnXolCpUiWio6Nz7HvhwgWA674/PD09MZlMObbfqF/p9Vz9fs0tJoPBQMWKFQt9/OLUpUsX1q1bx6pVq+jTp891yzrbdQYFBQEU+Ws929VfVDt16mT7DBg8eDB33HGH7bkZM2bkOTo2JCQEs9mMpml5fkbdyM283vNSo0YN5s6dC2S1ZH733XeMGzeOzMxMW4IqRGGU2Vuoub0JAdvtr+xvVNm3NK9NLHbu3ElkZCQdOnTI8xzZCU72ty4ApRRz5swpfODFpF69etSpU4f9+/fbWiWv/bnRt8FWrVrh4eHBt99+a7f977//zrOl8qWXXuKXX35h7NixhISE8Pjjj98w1gcffJDGjRszceJEW6J9rbVr19puIWmaZvc7gKyO5ufPn89132+++cZ2WxeybndERETYRj5mf4u/9phfffVVjgEk3bp1448//sh1sMT13Kh15Nlnn7UNJoiKiiry284ADRo0oFWrVsyfP5+lS5diMpkYOHCgXZkOHTqwceNG2x+wbF9//TXe3t7XnWqiZs2axMbG2v0xzczMZO3atTnK5qcFC7Jex1WrVmXp0qV2v8PU1FR+/PFH24hNZzR48GBCQ0N57bXX8nxtLl++HHC+66xbty61a9dm3rx5uSbl2Yqi1U/TND777DNcXFx4++23Abj77rupUKEChw8fzvPzy93dHR8fH1q2bMnKlSvJzMy0HTMlJSVfI4U7dOjA4cOHc0wU/vXXX6Np2k1PaVK3bl3efvttGjduXKomIxfOqcy2wHXp0oVq1arRs2dP6tevj67r7Nu3jylTpuDr62uboLNevXo8//zzzJgxA4PBQLdu3Th16hTvvPMO4eHh1x2t1qlTJ9zd3XnyySd57bXXyMjIYPbs2UU6Eefu3btznay2YcOGBZ6A8osvvqBbt2506dKFAQMGULVqVeLj44mMjGTPnj18//33190/MDCQUaNGMXHiRCpWrMjDDz/MuXPnGD9+PFWqVMkxPQvA008/zdixY/nzzz95++237fql5MXFxYUVK1bQuXNnWrduzdChQ2nfvj0+Pj6cPn2aH374gVWrVtnquUePHixYsID69evTpEkTdu/ezeTJk/O83RMbG8vDDz/Mc889h9Fo5L333sPT05OxY8cCWXNg3XfffUyePJnKlStTs2ZNNm/ezNy5c3O06L3//vv89ttv3Hfffbz55ps0btyYxMRE1qxZw6hRo/K8Bdy4cWMAPv30U/r374+bmxv16tWzJdEVKlTgmWeeYfbs2dSoUSPfIxcha1qc3KaQgax5r65OTAcNGsSQIUO4cOECbdq0ydHK995777F69Wrat2/Pu+++S2BgIEuWLOGXX35h0qRJ151I+YknnuDdd9+lT58+vPrqq2RkZPB///d/uY6ibty4MZs2bWLVqlVUqVIFPz+/XFscDQYDkyZN4qmnnqJHjx4MGTIEk8nE5MmTSUxM5KOPPspvNZW4gIAAfvrpJ3r06EHz5s3tJvI9evQoixcvZv/+/TzyyCNOeZ2fffYZPXv25K677uKVV16hevXqnDlzhrVr17JkyRLgxq/r/KpTpw7PP/88s2bNYuvWrdxzzz3MmDGD/v37Ex8fz2OPPUZwcDBxcXHs37+fuLg4Zs+eDWS9Jx944AG6dOnCyy+/jNVqZfLkyfj6+uZoQb/WK6+8wtdff80DDzzA+++/T40aNfjll1+YNWsWQ4cOtRsVmx8HDhxg+PDhPP7449SpUwd3d3c2btzIgQMH8nV3QYjrctz4ieL17bffqr59+6o6deooX19f5ebmpqpXr6769euXY8Sg1WpVH3/8sapbt65yc3NTlStXVk8//bQ6e/asXbncRqWtWrVKNW3aVHl6eqqqVauqV199Vf322285RnDlNforL9cbhQqo9evXK6X+Gw01efLkHMfgmpFlSim1f/9+1bt3bxUcHKzc3NxUaGiouv/++9Xnn39uK5M9CnXnzp05jqnruvrf//6nqlWrptzd3VWTJk3U6tWrVdOmTdXDDz+c67UMGDBAubq6qnPnzuX7+pVSKjExUX3wwQfq9ttvt/sdPv300+qvv/6ylUtISFCDBw9WwcHBytvbW91zzz1qy5Ytqm3btnYjY7NH1i1atEi99NJLKigoSHl4eKh7771X7dq1y+7c586dU48++qiqWLGi8vPzU127dlWHDh3KMWpNKaXOnj2rBg0apEJDQ5Wbm5sKCwtTvXv3VhcvXlRK5T5CUymlxo4dq8LCwpTBYMjxelFKqU2bNilAffTRR/mus+uNQgXU0aNH7cobjUbl5eWlADVnzpxcj3nw4EHVs2dPFRAQoNzd3VXTpk1zXEte1/jrr7+qZs2aKS8vL3XLLbeomTNn5joKdd++feruu+9W3t7ediOacxsNqZRSK1euVK1atVKenp7Kx8dHdejQwe41odR/76G4uDi77dmv7xuNlMxrFOqLL76Yo2xur4u8xMTEqNdff13ddtttytvbW3l4eKhbb71VDRkyRB08eLBYr/NmRqEqlTXivFu3biogIEB5eHio2rVr2430VurGr+v8xK6UUhcvXlS+vr6qffv2tm2bN29WDzzwgAoMDFRubm6qatWq6oEHHlDff/+93b4rVqxQjRs3Vu7u7qp69erqo48+Ui+99JKqWLGiXbncfm+nT59Wffv2VZUqVVJubm6qXr16avLkyXajgfP7uXvx4kU1YMAAVb9+feXj46N8fX1VkyZN1LRp0+xGrwpRGJpSV7XPC1EI2YMN3nvvPd5880275zIzM6lZsyb33HNPjgmDS9qmTZto374933///XU7QzuL0aNHM3v2bM6ePZtrx3khRP6YzWaaNWtG1apVbfNMClHaldlbqKJ47N+/n2+++YY2bdrg7+9PVFQUkyZNwt/fn8GDB9vKxcXFERUVxfz5822Ld4v8+fvvvzly5AizZs1iyJAhkrwJUUCDBw+mU6dOVKlShZiYGD7//HMiIyP59NNPHR2aEEVGEjhRID4+PuzatYu5c+faFpNv164dH374od0w/V9++YWBAwdSpUoVZs2aVajZ2Mur7A7qPXr04H//+5+jwxGi1ElOTmbMmDHExcXh5ubG7bffzq+//krHjh0dHZoQRUZuoQohhBBClDJldhoRIYQQQoiyShI4IYQQQohSRhI4IYQQQohSRgYx5JOu61y4cAE/Pz+HLoklhBCi5CilSE5OJiwsLNfJyoVwFEng8unChQuEh4c7OgwhhBAOcPbs2TxXdxHCESSBy6fspWDOnj1b4CWssum6TlxcHEFBQfJNLh+kvgpG6iv/pK4KpjzXV1JSEuHh4QVeDkyI4iYJXD5l3zb19/e/qQQuIyMDf3//cvchWBhSXwUj9ZV/UlcFI/WFdJ0RTqd8vhOFEEIIIUoxSeCEEEIIIUoZSeCEEEIIIUoZ6QMnhBBCOBGr1YrZbHZ0GMIB3N3d893PVBI4IYQQwgkopYiJiSExMdHRoQgHMRgM1KpVC3d39xuWlQROCCGEcALZyVtwcDDe3t4y8rWcyV4wIDo6murVq9/w9y8JnBBCCOFgVqvVlrxVqlTJ0eEIBwkKCuLChQtYLBbc3NyuW1YGMQghhBAOlt3nzdvb28GRCEfKvnVqtVpvWFYSOCGEEMJJyG3T8q0gv39J4IQQQgghShlJ4IQQQgjhdDZt2oSmaTIqNw+SwAkhhBCiQAYMGICmaWiahqurK9WrV2fo0KEkJCQU2TnatGlDdHQ0AQEBRXbMskQSOCGEEEIUWNeuXYmOjubUqVN89dVXrFq1imHDhhXZ8d3d3QkNDZV+gXmQBE4IIYQQBebh4UFoaCjVqlWjc+fOPPHEE6xbt872/Pz582nQoAGenp7Ur1+fWbNm2e0fERFBs2bN8PT0pGXLlqxcuRJN09i3bx+Q+y3UH3/8kdtuuw0PDw9q1qzJlClT7I5Zs2ZNJkyYwKBBg/Dz86N69ep8+eWXxVYHjiQJnBBCiDInJTOFOQfmYNZlSaqScOLECdasWWObu2zOnDm89dZbfPjhh0RGRjJhwgTeeecdFi5cCEBycjI9e/akcePG7Nmzhw8++IDXX3/9uufYvXs3vXv3pk+fPhw8eJBx48bxzjvvsGDBArtyU6ZMoWXLluzdu5dhw4YxdOhQ/v3332K5bkeSiXyFEEKUKUop3o14l/Wn17P74m4+7/S5o0Mqk1avXo2vry9Wq5WMjAwApk6dCsAHH3zAlClTeOSRRwCoVasWhw8f5osvvqB///4sWbIETdOYM2cOnp6eNGzYkPPnz/Pcc8/leb6pU6fSoUMH3nnnHQDq1q3L4cOHmTx5MgMGDLCV6969u+1W7uuvv860adPYtGkT9evXL45qcBhJ4IQQQpQpiyMXs/70egB0dAdHU3a1b9+e2bNnk5aWxldffcWRI0cYMWIEcXFxnD17lsGDB9slZBaLxTYgISoqiiZNmuDp6Wl7/s4777zu+SIjI3nwwQfttt19991Mnz4dq9WKi4sLAE2aNLE9r2kaoaGhxMbG3vT1OhtJ4IQQQpQZe2P3MmXXf/2i/N39HRhN2ebj48Ott94KwP/93//Rvn17xo8fz/Dhw4Gs26itWrWy2yc7yVJK5RicoJS67vnyu8+1S1Bpmoaul71E3qF94P7880969uxJWFgYmqaxcuXKHGUiIyPp1asXAQEB+Pn5cdddd3HmzBnb8yaTiREjRlC5cmV8fHzo1asX586dsztGQkIC/fr1IyAggICAAPr16yfzygghRBlzOf0yYzaNwapuvAyRKHrvvfcen3zyCVarlapVq3LixAluvfVWu59atWoBUL9+fQ4cOIDJZLLtv2vXrusev2HDhmzdutVuW0REBHXr1rUlhuWJQxO41NRUmjZtysyZM3N9/vjx49xzzz3Ur1+fTZs2sX//ft555x27JteRI0eyYsUKli1bxtatW0lJSaFHjx5264j17duXffv2sWbNGtasWcO+ffvo169fsV+fEEKIkmHVrby+5XVi0/+7VaYh00+UpHbt2nHbbbcxYcIExo0bx8SJE/n00085cuQIBw8eZP78+bY+cn379kXXdZ5//nkiIyNZu3Ytn3zyCZD3clKjR4/m999/54MPPuDIkSMsXLiQmTNnMmbMmBK7Rmfi0Fuo3bp1o1u3bnk+/9Zbb9G9e3cmTZpk23bLLbfY/m80Gpk7dy6LFi2iY8eOACxevJjw8HA2bNhAly5diIyMZM2aNfz999+2ptw5c+bQunVroqKiqFevXjFdnRBCiJIya/8stkdvd3QY5d6oUaMYOHAgx44d46uvvmLy5Mm89tpr+Pj40LhxY0aOHAmAv78/q1atYujQoTRr1ozGjRvz7rvv0rdvX7tGmqvdfvvtfPfdd7z77rt88MEHVKlShffff99uAEN54rR94HRd55dffuG1116jS5cu7N27l1q1ajF27FgeeughIGtIsdlspnPnzrb9wsLCaNSoEREREXTp0oVt27YREBBgdx/+rrvuIiAggIiICEnghBCilNtybgtfHsia60tDQ3H9vlTi5l07dUe2vn370rdv3xz/z02bNm3Yv3+/7fGSJUtwc3OjevXqQFaL3rV93B599FEeffTRPI956tSpHNuy55Ura5w2gYuNjSUlJYWPPvqI//3vf3z88cesWbOGRx55hD/++IO2bdsSExODu7s7FStWtNs3JCSEmJgYAGJiYggODs5x/ODgYFuZ3JhMJrt780lJSUBWYlnYzpC6rqOUKpOdKYuD1FfBSH3ln9RVwThzfV1IucDYLWMBMFzpFZR961RDA8VNxe2M11xWfP3119xyyy1UrVqV/fv38/rrr9O7d2+8vLwcHVqp4LQJXPab5sEHH+SVV14BoFmzZkRERPD555/Ttm3bPPe9dqRKbvfTcxvNcrWJEycyfvz4HNvj4uJs890UlK7rGI1GlFIYDDKH8o1IfRWM1Ff+SV0VjLPWV6aeyajtozBmGvHEk3CXcAzaf/FpaARaAm9qConk5OSiCFXkIiYmhnfffZeYmBiqVKnC448/zocffujosEoNp03gKleujKurKw0bNrTb3qBBA9solNDQUDIzM0lISLBrhYuNjaVNmza2MhcvXsxx/Li4OEJCQvI8/9ixYxk1apTtcVJSEuHh4QQFBeHvX7hh6bquo2kaQUFBTvUh6KykvgpG6iv/pK4Kxlnra8L2CUQlRQFgwsRx63G75zU0arjWyPUuTH7l1R9L3LzXXnuN1157zdFhlFpOm8C5u7tzxx13EBUVZbf9yJEj1KhRA4AWLVrg5ubG+vXr6d27NwDR0dEcOnTINvChdevWGI1GduzYYZskcPv27RiNRluSlxsPDw88PDxybDcYDDf1AaZp2k0fozyR+ioYqa/8k7oqGGerr19O/MK3R761PVZX/l1NQwONm4rZWa5XiGs5NIFLSUnh2LFjtscnT55k3759BAYGUr16dV599VWeeOIJ7rvvPtq3b8+aNWtYtWoVmzZtAiAgIIDBgwczevRoKlWqRGBgIGPGjKFx48a2UakNGjSga9euPPfcc3zxxRcAPP/88/To0UMGMAghRCl0PPE44yLGATJoQZRfDk3gdu3aRfv27W2Ps29Z9u/fnwULFvDwww/z+eefM3HiRF566SXq1avHjz/+yD333GPbZ9q0abi6utK7d2/S09Pp0KEDCxYssJvUb8mSJbz00ku20aq9evXKc+45IYQQzivVnMorm14hw5rVF1mSN1FeOTSBy22I8LUGDRrEoEGD8nze09OTGTNmMGPGjDzLBAYGsnjx4kLHKYQQwvGUUoyPGM9J40lHhyKEw8nNfSGEEKXCN/9+w2+nfnN0GEI4BUnghBBCOL0DcQeYvGsyIEtkCQFOPApVCCGEAEjISGD0ptFYdAtQ/vq9nU9MJyE1s0TOVdHHnaoVinYiXaUUQ4YM4YcffiAhIYG9e/fSrFmzXMtqmsaKFStsKy6JvEkCJ4QQwmlZdStjt4wlJi3vlXPKsvOJ6dz/ySZMlpJZEcLD1cDGMe0KlcRFRERw77330qlTJ9asWWPbvmbNGhYsWMCmTZu45ZZbqFy5cp7HiI6OzrG6ksid3EIVQgjhtL48+CV/XfjL0WE4TEJqZoklbwAmi17o1r558+YxYsQItm7dypkzZ2zbjx8/TpUqVWjTpg2hoaG4uuZsO8rMzDpnaGhornOwipwkgRNCCOGUIs5HMHvfbED6vTm71NRUvvvuO4YOHUqPHj1si90PGDCAESNGcObMGTRNo2bNmkDWLBTDhw9n1KhRVK5cmU6dOgFZt1BXrlxpO+65c+fo06cPgYGB+Pj40LJlS7Zv3w5kJYYPPvggISEh+Pr6cscdd7Bhw4aSvGyHkgROCCGE04m8HMmozaNs/d3KW7+30ubbb7+lXr161KtXj6effpr58+ejlOLTTz/l/fffp1q1akRHR7Nz507bPgsXLsTV1ZW//vrLNtH+1VJSUmjbti0XLlzg559/Zv/+/bz22mu2tdJTUlLo3r07GzZsYO/evXTp0oWePXvatf6VZdIHTgghhFM5m3SWoRuGkmpOdXQoIp/mzp3L008/DUDXrl1JSUnh999/p2PHjvj5+eHi4kJoaKjdPrfeeqtt2cvcLF26lLi4OHbu3ElgYKBtn2xNmzaladOmtsf/+9//WLFiBT///DPDhw8vystzStICJ4QQwmlcSr/E8+uf53LGZUeHIvIpKiqKHTt20KdPHwBcXV154oknmDdv3nX3a9my5XWf37dvH82bN7clb9dKTU3ltddeo2HDhlSoUAFfX1/+/fdfaYETQgghSlJyZjJDNwzlXMo5R4ciCmDu3LlYLBaqVq1q26aUws3NjYSEhDz38/Hxue5xvbyuPxL21VdfZe3atXzyySfceuuteHl58dhjj9kGRJR1ksAJIYRwOJPVxMt/vMy/8f86OhRRABaLha+//popU6bY1hvP9uijj7JkyZJCH7tJkyZ89dVXxMfH59oKt2XLFgYMGMDDDz8MZPWJO3XqVKHPV9rILVQhhBAOZdWtvPHnG+yM2XnjwsKprF69moSEBAYPHkyjRo3sfh577DHmzp1b6GM/+eSThIaG8tBDD/HXX39x4sQJfvzxR7Zt2wZk9Ydbvnw5+/btY//+/fTt29c2wKE8kAROCCGEwyil+N/2/7HhTPmZ/qEsmTt3Lh07diQgICDHc48++ij79u0rdFLl7u7OunXrCA4Opnv37jRu3JiPPvoIFxcXAKZNm0bFihVp06YNPXv2pEuXLtx+++03dT2lidxCFUII4TCf7fuMH478AGTN9SbThdir6OOOh6uhRFdiqOjjnu/yq1atyvO522+/HaWyfp+jRo2ye27Tpk257pNdPluNGjX44Ycfci1bs2ZNNm7caLftxRdfvFHIZYYkcEIIIRxiaeRSvjiQNf+XJG+5q1rBi41j2pXqtVBF8ZAETgghRIlbc2oNH+34CJDk7UaqVvCSpErkIH3ghBBClKhtF7YxdstYFEqSNyEKSRI4IYQQJeafS/8w8o+RWHQLIEtkCVFYksAJIYQoEaeMpxi6YShpljRHhyJEqScJnBBCiGIXmxbLkPVDSDDlPTO/ECL/JIETQghRrJIyk3hhwwtcSL3g6FCEKDMkgRNCCFFsMiwZjPh9BEcTjjo6FCHKFEnghBBCFJv3It5jT+weR4chRJkj88AJIYQoFv/G/8uvJ391dBilX+JZSLtcMufyrgQVwkvmXMCpU6eoVasWe/fupVmzZiV23rJAEjghhBDFYs6BOY4OofRLPAszW4DFVDLnc/WA4bsLlcRFRERw77330qlTJ9asWZOvfcLDw4mOjqZy5coFPl95J7dQhRBCFLkTxhOsP73e0WGUfmmXSy55g6xzFbK1b968eYwYMYKtW7dy5syZfO3j4uJCaGgorq7SnlRQksAJIYQocnMPzpVJesuR1NRUvvvuO4YOHUqPHj1YsGCB7bmEhASeeuopgoKC8PLyok6dOsyfPx/IuoWqaRr79u0DwGq1MnjwYGrVqoWXlxf16tXj008/dcAVOT9JeYUQQhSp8ynn+eXEL44OQ5Sgb7/9lnr16lGvXj2efvppRowYwTvvvIOmabzzzjscPnyY3377jcqVK3Ps2DHS09NzPY6u61SrVo3vvvuOypUrExERwfPPP0+VKlXo3bt3CV+Vc5METgghRJGad3AeVmV1dBiiBM2dO5enn34agK5du5KSksLvv/9Ox44dOXPmDM2bN6dly5YA1KxZM8/juLm5MX78eNvjWrVqERERwXfffScJ3DXkFqoQQogiE5sWy4pjKxwdhihBUVFR7Nixgz59+gDg6urKE088wbx58wAYOnQoy5Yto1mzZrz22mtERERc93iff/45LVu2JCgoCF9fX+bMmZPvPnXlibTACSGEKDIL/1mIWTc7OgxRgubOnYvFYqFq1aq2bUop3NzcSEhIoFu3bpw+fZpffvmFDRs20KFDB1588UU++eSTHMf67rvveOWVV5gyZQqtW7fGz8+PyZMns3379pK8pFJBWuCEEEIUiYSMBL6L+s7RYYgSZLFY+Prrr5kyZQr79u2z/ezfv58aNWqwZMkSAIKCghgwYACLFy9m+vTpfPnll7keb8uWLbRp04Zhw4bRvHlzbr31Vo4fP16Sl1RqSAucEEKIIrHo8CIyrBmODkOUoNWrV5OQkMDgwYMJCAiwe+6xxx5j7ty5xMbG0qJFC2677TZMJhOrV6+mQYMGuR7v1ltv5euvv2bt2rXUqlWLRYsWsXPnTmrVqlUSl1OqSAucEEKIm5acmcw3/37j6DBECZs7dy4dO3bMkbwBPProo+zbtw9XV1fGjh1LkyZNuO+++3BxcWHZsmW5Hu+FF17gkUce4YknnqBVq1ZcvnyZYcOGFfdllEoOTeD+/PNPevbsSVhYGJqmsXLlyjzLDhkyBE3TmD59ut12k8nEiBEjqFy5Mj4+PvTq1Ytz587ZlUlISKBfv34EBAQQEBBAv379SExMLPoLEkKIcmrZv8tIMac4Ooyyx7tS1uoIJcXVI+uc+bRq1Sp++SX3KWNuv/12lFK8++67HD58mLS0NC5fvszKlSttLWo1a9ZEKWVbRsvDw4P58+eTmJhIQkICs2bNYuLEibZ54sR/HHoLNTU1laZNmzJw4EAeffTRPMutXLmS7du3ExYWluO5kSNHsmrVKpYtW0alSpUYPXo0PXr0YPfu3bi4uADQt29fzp07Z1va4/nnn6dfv36sWrWqeC5MCCHKkTRzGl8f/trRYZRNFcKzlrYqo2uhisJzaALXrVs3unXrdt0y58+fZ/jw4axdu5YHHnjA7jmj0cjcuXNZtGgRHTt2BGDx4sWEh4ezYcMGunTpQmRkJGvWrOHvv/+mVatWAMyZM4fWrVsTFRVFvXr1iufihBCinPjhyA8kmhIdHUbZVSFckiqRg1P3gdN1nX79+vHqq69y22235Xh+9+7dmM1mOnfubNsWFhZGo0aNbPPMbNu2jYCAAFvyBnDXXXcREBBww7lohBBCXF+mNZOF/ywEQENzcDRClB9OPQr1448/xtXVlZdeeinX52NiYnB3d6dixYp220NCQoiJibGVCQ4OzrFvcHCwrUxuTCYTJtN/CwgnJSUBWUmlrusFvpbsfZVShd6/vJH6Khipr/yTuiqY69XXiqMriE2PtT02OFG7gIYGipv6PctrRDgrp03gdu/ezaeffsqePXvQtIJ9q1NK2e2T2/7XlrnWxIkT7ZbzyBYXF0dGRuGGyeu6jtFoRCmFweA8H3LOSuqrYKS+8k/qqmDyqi+LbuGrA18BEGIIoYKhgoMizJ2GRqAlkNjY2BsXzkNycnIRRiRE0XHaBG7Lli3ExsZSvXp12zar1cro0aOZPn06p06dIjQ0lMzMTBISEuxa4WJjY2nTpg0AoaGhXLx4Mcfx4+LiCAkJyfP8Y8eOZdSoUbbHSUlJhIeHExQUhL+/f6GuSdd1NE0jKChI/mjkg9RXwUh95Z/UVcHkVV+rjq8iJj3rTkasHkucHueoEHOloVHDtUaud2Hyy9PTswgjEqLoOG0C169fP9vAhGxdunShX79+DBw4EIAWLVrg5ubG+vXrbYvcRkdHc+jQISZNmgRA69atMRqN7NixgzvvvBOA7du3YzQabUlebjw8PPDwyDl022Aw3NQHvqZpN32M8kTqq2CkvvJP6qpgrq0vXenM/Wdu1nNoqCv/nImGBho39TuW14dwVg5N4FJSUjh27Jjt8cmTJ9m3bx+BgYFUr16dSpXs56Jxc3MjNDTUNnI0ICCAwYMHM3r0aCpVqkRgYCBjxoyhcePGtuSvQYMGdO3aleeee44vvvgCyJpGpEePHjICVQghCmnD6Q2cNJ4EcLrETYjywKEJ3K5du2jfvr3tcfYty/79+7NgwYJ8HWPatGm4urrSu3dv0tPT6dChAwsWLLDNAQewZMkSXnrpJdto1V69ejFz5syiuxAhhChHlFJ8eSBrLcvs1jchRMlyaALXrl07lMr/G//UqVM5tnl6ejJjxgxmzJiR536BgYEsXry4MCEKIYS4xpbzW4hKiAKk9a0kRKdEk2BKKJFzVfSoSBXfKsV2/Hbt2tGsWbMcqypdrWbNmowcOZKRI0fmWUbTNFasWMFDDz3EqVOnqFWrFnv37rWt6FAeOG0fOCGEEM5HKcUXB7K6o0jrW/GLTommx8oeZFozS+R87i7urH5odb6TuAEDBrBw4UKGDBnC559/bvfcsGHDmD17tt1dteXLl+Pm5lbUYd+0TZs22d0RvFp0dDShoaE3fY78JKYFIb0zhRBC5NuOmB0ciDsASOtbSUgwJZRY8gZZEzMXtLUvPDycZcuWkZ6ebtuWkZHBN998YzeTBGTdEfPz8yuSWItDVFQU0dHRdj83M4q5OEkCJ4QQIt/mHJgDyKoL4j+333471atXZ/ny5bZty5cvJzw8nObNm9uVbdeunV0LVGxsLD179sTLy4tatWqxZMmSHMc/evQo9913H56enjRs2JD169ffMKbDhw/TvXt3fH19CQkJoV+/fly6dOmG+wUHBxMaGmr3kz0SeefOnXTq1InKlSsTEBBA27Zt2bNnj93+48aNo3r16nh4eBAWFmZbiKBdu3acPn2aV155BU3TCjy/bW4kgRNCCJEvB+IOsD1mOyCtb8LewIEDmT9/vu3xvHnzGDRo0A33GzBgAKdOnWLjxo388MMPzJo1y27iZV3XeeSRR3BxceHvv//m888/5/XXX7/uMaOjo2nbti3NmjVj165drFmzhosXL9qmGyus5ORk+vfvz5YtW/j777+pU6cO3bt3t032/MMPPzBt2jS++OILjh49ysqVK2ncuDGQldBWq1aN999/39ayd7OkD5wQQoh8mXPwv9Y3SeDE1fr168fYsWM5deoUmqbx119/sWzZMjZt2pTnPkeOHOG3337j77//tq1XPnfuXBo0aGArs2HDBiIjIzl16hTVqlUDYMKECXTr1i3P486ePZvbb7+dCRMm2LbNmzeP8PBwjhw5Qt26dfPcN/sc2apWrUpUVNaAnfvvv9/uuS+++IKKFSuyefNmevTowZkzZwgNDaVjx464ublRvXp12/yzgYGBuLi44OfnVyT96UASOCGEEPlwLOkYf57/E5DWN5FT5cqVeeCBB1i4cCFKKR544AEqV6583X0iIyNxdXWlZcuWtm3169enQoUKdmWqV69ul1i1bt36usfdvXs3f/zxB76+vjmeO378+HUTuC1bttj10XN1/S9Nio2N5d1332Xjxo1cvHgRq9VKWloaZ86cAeDxxx9n+vTp3HLLLXTt2pXu3bvTs2dPu2MUJUnghBBC3NA3J75xdAjCyQ0aNIjhw4cD8Nlnn92wfPY0YtfrD5bbVGM36j+m6zo9e/bk448/zvFclSrXH11bq1YtuwTyagMGDCAuLo7p06dTo0YNPDw8aN26NZmZWYNMwsPDiYqKYv369WzYsIFhw4YxefJkNm/eXCwjbyWBE0IIcV0njSfZcnGLo8MQTq5r1662ZKZLly43LN+gQQMsFgu7du2y3WqMiooiMTHRVqZhw4acOXOGCxcuEBYWBsC2bduue9zbb7+dH3/8kZo1axZp69eWLVuYNWsW3bt3B+Ds2bM5BkZ4eXnRq1cvevXqxYsvvkj9+vU5ePAgt99+O+7u7lit1iKLRwYxCCGEuK55h+ahUDLyVFyXi4sLkZGRREZG2q2GlJd69erZlrrcvn07u3fv5tlnn8XLy8tWpmPHjtSrV49nnnmG/fv3s2XLFt56663rHvfFF18kPj6eJ598kh07dnDixAnWrVvHoEGDbphAxcbGEhMTY/djNpsBuPXWW1m0aBGRkZFs376dp556yi7WBQsWMHfuXA4dOsSJEydYtGgRXl5e1KhRA8iaB+7PP//k/Pnz+RoReyOSwAkhhMjTCeMJfjn5i6PDEKWEv78//v7++S4/f/58wsPDadu2LY888gjPP/+83bxrBoOBFStWYDKZuPPOO3n22Wf58MMPr3vMsLAw/vrrL6xWK126dKFRo0a8/PLLBAQE2KYEyUu9evWoUqWK3c/u3buBrIEQCQkJNG/enH79+vHSSy/ZxVqhQgXmzJnD3XffTZMmTfj9999ZtWqVbV33999/n1OnTlG7dm2CgoLyXUd50VRB1rIqx5KSkggICMBoNBboxXk1XdeJjY0lODj4hi8iIfVVUFJf+Sd1lX8jNo5g09lN+Gq+pKk0dHRHh5RvGhqda3bmk7afFPoYRfHZnx8ZGRmcPHmSWrVq4enpadvu7CsxiKKV1+sgN9IHTgghRK52xuxk09lNAFQ2VOaM9YxD4ymPqvhWYfVDq8vMWqii6EgCJ4QQIgdd6UzZNQUAAwY8NA8HR1R+VfGtIkmVyEHuHQghhMhhzck1/HP5H0DmfRPCGUkCJ4QQwo7JauLTPZ8CWf3IZPSpEM5HEjghhBB2von8hgupFwBpfStpMq6wfCvI718SOCGEEDaJGYl8efBLAGl5K0HZM/WnpaU5OBLhSNkTIednHj0ZxCCEEMLmiwNfkJyZDEjrW0lycXGhQoUKxMbGAuDt7X3DJaNE2aLrOnFxcXh7e+drBQlJ4IQQQgBwNuksy6KWOTqMcis0NBTAlsSJ8sdgMFC9evV8Je+SwAkhhADg072fYtEtjg6j3NI0jSpVqhAcHGxbvkmUL+7u7vmeXFwSOCGEEOyP28/aU2sdHYYg63ZqfvpAifJNBjEIIUQ5p5SyTdorAxeEKB0kgRNCiHJu45mN7I3dC8jABSFKC0nghBCiHDPrZqbtmQZI65sQpYkkcEIIUY59H/U9p5NOA9L6JkRpIgmcEEKUU8mZyXy+/3NAWt+EKG0kgRNCiHJq7sG5JJgSAGl9E6K0kQROCCHKoZjUGBZHLnZ0GEKIQpIETgghyqEZe2dgspocHYYQopAkgRNCiHIm8nIkq46vcnQYQoibIAmcEEKUI0oppuyeIn3ehCjlJIETQohyZOv5rWyP3u7oMIQQN0kSOCGEKCcsuoWpu6cCMm2IEKWdJHBCCFFO/HTsJ44lHgNk2hAhSjtJ4IQQohxIM6fx2b7PAGl9E6IscGgC9+eff9KzZ0/CwsLQNI2VK1fanjObzbz++us0btwYHx8fwsLCeOaZZ7hw4YLdMUwmEyNGjKBy5cr4+PjQq1cvzp07Z1cmISGBfv36ERAQQEBAAP369SMxMbEErlAIIZzDwn8WEpceB0jrmxBlgUMTuNTUVJo2bcrMmTNzPJeWlsaePXt455132LNnD8uXL+fIkSP06tXLrtzIkSNZsWIFy5YtY+vWraSkpNCjRw+sVqutTN++fdm3bx9r1qxhzZo17Nu3j379+hX79QkhhDOIS4tj/j/zHR2GEKIIuTry5N26daNbt265PhcQEMD69evtts2YMYM777yTM2fOUL16dYxGI3PnzmXRokV07NgRgMWLFxMeHs6GDRvo0qULkZGRrFmzhr///ptWrVoBMGfOHFq3bk1UVBT16tUr3osUQggH+7+9/0e6Jd3RYQghipBDE7iCMhqNaJpGhQoVANi9ezdms5nOnTvbyoSFhdGoUSMiIiLo0qUL27ZtIyAgwJa8Adx1110EBAQQERGRZwJnMpkwmf6bpTwpKQkAXdfRdb1Q8eu6jlKq0PuXN1JfBSP1lX/lqa4iL0fy07GfgKy+b4Xp/2bAgIaGoZR1m9bQQHFTv+fy8BoRpVOpSeAyMjJ444036Nu3L/7+/gDExMTg7u5OxYoV7cqGhIQQExNjKxMcHJzjeMHBwbYyuZk4cSLjx4/PsT0uLo6MjIxCXYOu6xiNRpRSGAyl64PQEaS+CkbqK//KS10ppZiwcwIKhb/mTxWXKoU6jgEDYS5haGjolJ6ERkMj0BJIbGxsoY+RnJxchBEJUXRKRQJnNpvp06cPuq4za9asG5ZXSqFp/33LvPr/eZW51tixYxk1apTtcVJSEuHh4QQFBdkSyILSdR1N0wgKCirTfzSKitRXwUh95V95qavfz/zOgYQDACSrZFIsKYU6jgEDCsUxy7FSl8DVcK2R65f4/PL09CzCiIQoOk6fwJnNZnr37s3JkyfZuHGjXfIUGhpKZmYmCQkJdq1wsbGxtGnTxlbm4sWLOY4bFxdHSEhInuf18PDAw8Mjx3aDwXBTH/iapt30McoTqa+CkfrKv7JeV5nWTKbtmQZkJTLqyr/CUij0K/9KCw0NNG7qd1xWXx+i9HPqV2Z28nb06FE2bNhApUqV7J5v0aIFbm5udoMdoqOjOXTokC2Ba926NUajkR07dtjKbN++HaPRaCsjhBBlzTf/fsPZ5LOATBsiRFnk0Ba4lJQUjh07Znt88uRJ9u3bR2BgIGFhYTz22GPs2bOH1atXY7VabX3WAgMDcXd3JyAggMGDBzN69GgqVapEYGAgY8aMoXHjxrZRqQ0aNKBr164899xzfPHFFwA8//zz9OjRQ0agCiHKpPiMeD7f/znwX+ubEKJscWgCt2vXLtq3b297nN3nrH///owbN46ff/4ZgGbNmtnt98cff9CuXTsApk2bhqurK7179yY9PZ0OHTqwYMECXFxcbOWXLFnCSy+9ZBut2qtXr1znnhNCiLJg1r5ZpJiz+rtJ8iZE2eTQBK5du3YolfeHy/Wey+bp6cmMGTOYMWNGnmUCAwNZvHhxoWIUQojS5HjicX448oOjwxBCFDOn7gMnhBCiYCbvmoxVWW9cUAhRqkkCJ4QQZcSWc1v46/xfjg5DCFECJIETQogywKyb+WTXJwCFWm1BCFG6SAInhBBlwA9HfuCE8QQgAxeEKA8kgRNCiFLOaDIya1/WKjXS+iZE+SAJnBBClHJfHviSRFMiIK1vQpQXksAJIUQpdjrpNEv/XeroMIQQJUwSOCGEKMWm7pqKRbc4OgwhRAmTBE4IIUqpHdE72Hh2o6PDEEI4gCRwQghRCll1K5N3TQZk4IIQ5ZEkcEIIUQr9fPxn/o3/F5CBC0KUR5LACSFEKZNqTuX/9v4fIK1vQpRXksAJIUQpM/fgXC6lXwKk9U2I8koSOCGEKEUupFzg68NfOzoMIYSDSQInhBClyPTd0zFZTY4OQwjhYJLACSFEKbEvdh+/nfrN0WEIIZyAJHBCCFEK6Epn8k6ZNkQIkUUSOCGEKAV2X9zNgUsHABm4IISQBE4IIUqFw5cPOzoEIYQTkQROCCFKgWOJxxwdghDCiUgCJ4QQpcCxBEnghBD/kQROCCGcnK50aYETQthxLUjhqKgovvnmG7Zs2cKpU6dIS0sjKCiI5s2b06VLFx599FE8PDyKK1YhhCiXzqecJ8Oa4egwhBBOJF8tcHv37qVTp040bdqUP//8kzvuuIORI0fywQcf8PTTT6OU4q233iIsLIyPP/4Yk0kmmRRCiKIit0+FENfKVwvcQw89xJgxY/j2228JDAzMs9y2bduYNm0aU6ZM4c033yyyIIUQojw7bjwOZM3/JlOICCEgnwnc0aNHcXd3v2G51q1b07p1azIzM286MCGEEFmOJhwFZP43IcR/8nUL1d3dnWPH8t+En59kTwghRP7IAAYhxLXyPQq1bt26hIeH88wzzzB//nxOnTpVjGEJIYQAsOgWThpPOjoMIYSTyfco1M2bN7N582Y2bdrE8OHDycjIoHr16tx///20b9+e9u3bU7Vq1eKMVQghyp0zyWcw62ZHhyGEcDL5TuDuvfde7r33Xt5++23MZjPbtm1j06ZNbNq0iW+++QaTycStt95KVFRUccYrhBDlioxAFULkpkDzwGVzc3Pjvvvu44477qB169asXbuWOXPmFKifnBBCiBvL7v8mI1ALSClqm6XlUpRdBUrgMjIyiIiI4I8//mDTpk3s3LmTWrVq0bZtW2bPnk3btm2LK04hhCiXshM4Sd4K5snkFF67nMBvnvsdHYoQxSLfCVzbtm3ZuXMntWvX5r777mPEiBG0bduWkJCQ4oxPCCHKtewpRET+Nc4w8erlBFwBQ3KMo8MRoljkO4GLiIigSpUqtG/fnnbt2nHfffdRuXLl4oxNCCHKNZPVxNnks44Oo1QJsFr5JPYSbsAGby/qBTZwdEhCFIt8TyOSmJjIl19+ibe3Nx9//DFVq1alcePGDB8+nB9++IG4uLgCn/zPP/+kZ8+ehIWFoWkaK1eutHteKcW4ceMICwvDy8uLdu3a8c8//9iVMZlMjBgxgsqVK+Pj40OvXr04d+6cXZmEhAT69etHQEAAAQEB9OvXj8TExALHK4QQJemU8RRWZXV0GKWGphQT4y4TZrVy2tUVM3Cri7ejwxKiWOQ7gfPx8aFr16589NFHbN++nUuXLjFp0iS8vb2ZNGkS1apVo1GjRgU6eWpqKk2bNmXmzJm5Pj9p0iSmTp3KzJkz2blzJ6GhoXTq1Ink5GRbmZEjR7JixQqWLVvG1q1bSUlJoUePHlit/33o9e3bl3379rFmzRrWrFnDvn376NevX4FiFUKIknY0UW6fFsRgYxL3pmeQoWms8fGiW7qsyy3KrkKNQoWshC4wMJDAwEAqVqyIq6srkZGRBTpGt27d6NatW67PKaWYPn06b731Fo888ggACxcuJCQkhKVLlzJkyBCMRiNz585l0aJFdOzYEYDFixcTHh7Ohg0b6NKlC5GRkaxZs4a///6bVq1aATBnzhxat25NVFQU9erVK2wVCCFEscqeQkRGoN7YHekZDE8wAjA3wI9njUkUoI1CiFIn3wmcruvs2rWLTZs28ccff/DXX3+RmppK1apVad++PZ999hnt27cvssBOnjxJTEwMnTt3tm3z8PCgbdu2REREMGTIEHbv3o3ZbLYrExYWRqNGjYiIiKBLly5s27aNgIAAW/IGcNdddxEQEEBERESeCZzJZMJk+u/bW1JSkq0edF0v1DXpuo5SqtD7lzdSXwUj9ZV/paWurh7AYHBgMmLAgIbm0BiuJ8hiYXLsJVyA1T4+9ExJx00Z0DUDoMFN/J6d/TUiyq98J3AVKlQgNTWVKlWq0K5dO6ZOnUr79u2pXbt2sQQWE5M1cujaUa4hISGcPn3aVsbd3Z2KFSvmKJO9f0xMDMHBwTmOHxwcbCuTm4kTJzJ+/Pgc2+Pi4sjIyCjYxVyh6zpGoxGlFAaDc34QOhOpr4KR+sq/0lJXR+KPAFDNpRremuP6chkwEOYShoaGjnMlNAal817MbirpOqfdffH0qo+7i4VYAM0AWgjExhb6+Fd32RHCmeQ7gZs8eTLt27enbt26xRlPDpqm2T1WSuXYdq1ry+RW/kbHGTt2LKNGjbI9TkpKIjw8nKCgIPz9/fMbvh1d19E0jaCgIKf+o+EspL4KRuor/0pDXaWZ04hJz/qSec56Do3rf+4VJwMGFIpjlmNOl8C9HB/PbelJpGgav3u6MODSnv+e1AygakIuX+Lzy9PT8+aDFKIY5DuBGzJkSHHGkUNoaCiQ1YJWpUoV2/bY2Fhbq1xoaCiZmZkkJCTYtcLFxsbSpk0bW5mLFy/mOH5cXNx157Dz8PDAw8Mjx3aDwXBTH/iapt30McoTqa+CkfrKP2evq5NJ/y1gr678cySFQr/yz1m0S01jkDGre8v8AH9eSDTmcpNXwU38jp319SFEvhO4QYMG5avcvHnzCh3M1WrVqkVoaCjr16+nefPmAGRmZrJ582Y+/vhjAFq0aIGbmxvr16+nd+/eAERHR3Po0CEmTZoEQOvWrTEajezYsYM777wTgO3bt2M0Gm1JnhBCOJvsFRhE7qqaLXx46TIA3/v68ERyCm4OjkmIkpTvBG7BggXUqFGD5s2bo1TRfBNMSUmxWz/15MmT7Nu3j8DAQKpXr87IkSOZMGECderUoU6dOkyYMAFvb2/69u0LQEBAAIMHD2b06NFUqlSJwMBAxowZQ+PGjW2jUhs0aEDXrl157rnn+OKLLwB4/vnn6dGjh4xAFUI4rewpRGQEak7uumJK7CX8dcUBd3eqm80EW2W+PFG+5DuBe+GFF1i2bBknTpxg0KBBPP300wQGBt7UyXft2mU3cjW7z1n//v1ZsGABr732Gunp6QwbNoyEhARatWrFunXr8PPzs+0zbdo0XF1d6d27N+np6XTo0IEFCxbg4uJiK7NkyRJeeukl22jVXr165Tn3nBBCOIPjiccBWQM1N6/GJ3BbZiYJBgMHPdx5KjnF0SEJUeI0VYDmNJPJxPLly5k3bx4RERE88MADDB48mM6dO99wYEFpl5SUREBAAEaj8aYGMcTGxhIcHCz9KvJB6qtgpL7yrzTU1f3f3U9cesFXuCkOBgzUca3DUctRh/eB656Sysdxl9GBmRUDGJ6QW7+3KzQDNHwQHl9Q6PMVxWe/EMWhQJ9cHh4ePPnkk6xfv57Dhw9z2223MWzYMGrUqEFKinwDEkKIomA0GZ0meXMmt2Saee9SPACL/f14xpjspDPTCVH8Cv3a1zQNTdNKxWSYQghRmsgAhpy8dJ2psXF4K8Xfnh40y8iggvztEeVYgRI4k8nEN998Q6dOnahXrx4HDx5k5syZnDlzBl9f3+KKUQghypXsJbTEFUrx7qV4apstXHRx4ZyrC00yzY6OSgiHyvcghmHDhrFs2TKqV6/OwIEDWbZsGZUqVSrO2IQQolySFjh7jyen0CM1DQvwnZ8vwxONjg5JCIfLdwL3+eefU716dWrVqsXmzZvZvHlzruWWL19eZMEJIUR5JAncfxqaMnnjcgIACwL8GWhMcuCaFEI4j3wncM8880yZH2kqhBCOppSSBO4Kf6vOlNg43IE/vLy4LzUN3yKah1SI0q5AE/kKIYQoXpczLpNoSnR0GA5XwWrl04uXqGaxcs7VhTSDRl2LxdFhCeE0ZAS2EEI4kaMJRx0dgsPVyjSz9MJFbjeZSNI0Vvn68EBqmqPDEsKp5CuBe+GFFzh79my+Dvjtt9+yZMmSmwpKCCHKq+wVGMqru9IzWBwdQ7jFwjlXF77z9+X5xCRHhyWE08nXLdSgoCAaNWpEmzZt6NWrFy1btiQsLAxPT08SEhI4fPgwW7duZdmyZVStWpUvv/yyuOMWQogyqTz3f3ssKYW3LsfjCuz1cOe0qxvPGpMdHZYQTilfCdwHH3zAiBEjmDt3Lp9//jmHDh2ye97Pz4+OHTvy1Vdf2dYbFUIIUXDZi9iXJwalGBWfSP+krGTtVx9vKlitPJSa6uDIhHBe+R7EEBwczNixYxk7diyJiYmcPn2a9PR0KleuTO3atWWEqhBC3CSlVLm7heql63wcd5n2aekAzPf34960dG6VAQtCXFe+E7irVahQgQoVKhRxKEIIUb7FpMaQai4/rU4hFgszL8ZRP9OMCfi8QgBPJyVTSZbIEuKGCpXACSGEKHrl6fZpQ5OJGRcvEWy1ctlgYKm/Ly8YjXjING9C5IskcEII4SSyBzBoaCjKbibTITWNiXGX8VKKo25u/O3lwfBEWWFBiIKQBE4IIZxE9iL2ZTZ5U4rBxiRGJmStZbrVy5M0TaNfUoqDAxOi9JEETgghnERZnkLEVSnevRTPwylZffy+9/WlTqaJezLNDo5MiNKpwCsxjBs3jtOnTxdHLEIIUW5ZdSsnjCccHUaxCLBa+TImlodTUrECsyv40zojnWaSvAlRaAVO4FatWkXt2rXp0KEDS5cuJSMjozjiEkKIcuVcyjlMVpOjwyhy1c1mFl+4yB0ZJlI0jRkVA3jamEw1i9XRoQlRqhU4gdu9ezd79uyhSZMmvPLKK1SpUoWhQ4eyc+fO4ohPCCHKhez+b2WJi1J8FhNHTYuF864uLPb3Y3iCET9VRvv4CVGCCrWYfZMmTZg2bRrnz59n3rx5nD9/nrvvvpvGjRvz6aefYjQaizpOIYQo07KnENHK0FjMrqlp1LRYiDcY2OTlyRBjknS8FqKIFCqBy6brOpmZmZhMJpRSBAYGMnv2bMLDw/n222+LKkYhhCjzsgcwlJURqJpSPHtlEfrVvj48mZxahlJTIRyvUAnc7t27GT58OFWqVOGVV16hefPmREZGsnnzZv7991/ee+89XnrppaKOVQghyqyytoTW/Wnp3Go2k2TQCLFYbq61QAiRQ4HfU02aNOGuu+7i5MmTzJ07l7Nnz/LRRx9x66232so888wzxMXFFWmgQghRVpmtZk4aTzo6jKKjFM8nZnWlWeXrQ4cr65wKIYpOgbsjPP744wwaNIiqVavmWSYoKAhd1rITQoh8OZV0CqsqO6My707PoGGmmTRNI8CqS783IYpBgVvglFJUrFgxx/b09HTef//9IglKCCHKkzI1ga9SPJ/d983Hhy6paQ4OSIiyqcAJ3Pjx40lJybnsSVpaGuPHjy+SoIQQojw5mlB2RqC2zDBxu8mECXBFx83RAQlRRhWqBU7Tcn7I7N+/n8DAwCIJSgghypPsAQxlYQTqc1da33719aF7qvR9E6K45LtrQsWKFdE0DU3TqFu3rl0SZ7VaSUlJ4YUXXiiWIIUQoiwrK7dQG5lMtMnIwAKYNfCUCXuFKDb5TuCmT5+OUopBgwYxfvx4AgICbM+5u7tTs2ZNWrduXSxBCiFEWZVuSeds8llHh1Eksvu+rfHx5oEU6fsmRHHKdwLXv39/AGrVqkWbNm1wc5OeDUIIcbNOGE+UiVundTMzaZ+Wjg4kGzR8pPVNiGKVrwQuKSkJf39/AJo3b056ejrp6bn3bcguJ4QQ4sbKyhqo2asu/O7tJX3fhCgB+UrgKlasSHR0NMHBwVSoUCHXQQzZgxus1rIzl5EQQhS37AEMGlqpbYmrYTbbpguJdnElQHd8AqcrjX9VdRo6OhAhikm+EriNGzfaRphu3Lgx1wROCCFEwWUvYl9akzeAwYlJGIDNXp50T011dDgAzLd24UPL07x04TAjHR2MEMUgX9OItG3bFlfXrFyvXbt2tG3bNs+fomSxWHj77bepVasWXl5e3HLLLbz//vt2qzwopRg3bhxhYWF4eXnRrl07/vnnH7vjmEwmRowYQeXKlfHx8aFXr16cO3euSGMVQojCKO23UKuYLfRIyUraTrm5UdkJVuE5qYcy2fIEOgbSU3POWypEWVDgeeDmz5/P999/n2P7999/z8KFC4skqGwff/wxn3/+OTNnziQyMpJJkyYxefJkZsyYYSszadIkpk6dysyZM9m5cyehoaF06tSJ5ORkW5mRI0eyYsUKli1bxtatW0lJSaFHjx5yu1cI4VDJmcnEpMU4OoybMsiYhBvwt6eHU6y6YFUar5qHkIEHbbRDWEObOjokIYpFgRO4jz76iMqVK+fYHhwczIQJE4okqGzbtm3jwQcf5IEHHqBmzZo89thjdO7cmV27dgFZrW/Tp0/nrbfe4pFHHqFRo0YsXLiQtLQ0li5dCoDRaGTu3LlMmTKFjh070rx5cxYvXszBgwfZsGFDkcYrhBAFkd3/rbSqbLHy8JWVeSLd3Ql1gi/FC6xd2KXq4UM6t2rniPa8xdEhCVEsCrzG8OnTp6lVq1aO7TVq1ODMmTNFElS2e+65h88//5wjR45Qt25d9u/fz9atW5k+fToAJ0+eJCYmhs6dO9v28fDwoG3btkRERDBkyBB2796N2Wy2KxMWFkajRo2IiIigS5cuuZ7bZDJhMplsj5OSskZY6bpudwu3IHRdRylV6P3LG6mvgpH6yj9nqaurl9By5mW0DBjQ0DBc851/gDERDwX7PDy4PzUDveBtAkXqpB7CZMsTAAx0WcscvQeduLnfs6NfI0LkpcAJXHBwMAcOHKBmzZp22/fv30+lSpWKKi4AXn/9dYxGI/Xr18fFxQWr1cqHH37Ik08+CUBMTNath5CQELv9QkJCOH36tK2Mu7s7FStWzFEme//cTJw4Mde1XePi4sjIyCjU9ei6jtFoRCmFweDYD7rSQOqrYKS+8s9Z6urAhQMAVDRUJMgQ5LA4bsSAgTCXMDQ0dLISGl9rJr2vTEAc5VeHtpmuxDowRqvSeCXxSTLwoKXbKaJ8WlNHM1DZJYPY2MJHdnV3HCGcSYETuD59+vDSSy/h5+fHfffdB8DmzZt5+eWX6dOnT5EG9+2337J48WKWLl3Kbbfdxr59+xg5ciRhYWG2iYWBHKNi81qvtSBlxo4dy6hRo2yPk5KSCA8PJygoqNBz3em6jqZpBAUFyR/YfJD6Khipr/xzlrq6sP8CAAl6Aol6osPiuBEDBhSKY5ZjtgRuWEICXsrKYXd3miceIdhicWiMcy1dOWCphi/pNLAeYUliJzQNalo9CQ4OLvRxPT09izBKIYpOgRO4//3vf5w+fZoOHTrYRqbqus4zzzxT5H3gXn31Vd544w1bYti4cWNOnz7NxIkT6d+/P6GhoUBWK1uVKlVs+8XGxtpa5UJDQ8nMzCQhIcGuFS42NpY2bdrkeW4PDw88PDxybDcYDDf1ga9p2k0fozyR+ioYqa/8c4a6yl4DVV3558wUCv3KP19d58kr3Uq2eXowOMmxrVQn9VA+sfQGYKDLb8y29kK/clNaod3U71jeS8JZFfiV6e7uzrfffsu///7LkiVLWL58OcePH2fevHm4u7sXaXBpaWk53jwuLi62Pgm1atUiNDSU9evX257PzMxk8+bNtuSsRYsWuLm52ZWJjo7m0KFD103ghBCiOMVnxBOfEe/oMArliaRk/HXFcTdX7spjVZ6Skj3q1IQ7d2sHWWttiaXgbRNClDqFfpXXrVuXunXrFmUsOfTs2ZMPP/yQ6tWrc9ttt7F3716mTp3KoEGDgKxv0CNHjmTChAnUqVOHOnXqMGHCBLy9venbty8AAQEBDB48mNGjR1OpUiUCAwMZM2YMjRs3pmPHjsUavxBC5KW0jkD10nWeMWa1uG3y9mawMcmh8cy3dmWXqocvadyiXeAv1dih8QhRUgqVwJ07d46ff/6ZM2fOkJmZaffc1KlTiyQwgBkzZvDOO+8wbNgwYmNjCQsLY8iQIbz77ru2Mq+99hrp6ekMGzaMhIQEWrVqxbp16/Dz87OVmTZtGq6urvTu3Zv09HQ6dOjAggULcHFxKbJYhRCiILJHoJY2jyanEKjrnHV1pXl64QZ0FZUTVybsBRjosoZZ1gcdGo8QJanACdzvv/9Or169qFWrFlFRUTRq1IhTp06hlOL2228v0uD8/PyYPn26bdqQ3Giaxrhx4xg3blyeZTw9PZkxY4bdBMBCCOFI2f3fShM3pRhwpfVtvY8Xg4yO6/t27a3TNdY7sCJfykX5UeA+cGPHjmX06NEcOnQIT09PfvzxR86ePUvbtm15/PHHiyNGIYQoc0pjAtcrOYUQq5WLLi40MGXeeIdiNN/ajd1X3To9SrhD4xGipBU4gYuMjLRN4eHq6kp6ejq+vr68//77fPzxx0UeoBBClDVKqVKXwBmUziCjEYBffby5K8N0gz2KT9at06xRp4Nc1rBUl/7MovwpcALn4+NjW6EgLCyM48f/64h76dKlootMCCHKqNi0WJIzS9cEsfckx1DNYuGywUAts9lh60Zce+v0N7l1KsqpAveBu+uuu/jrr79o2LAhDzzwAKNHj+bgwYMsX76cu+66qzhiFEKIMqW0tb5pSvFI/CkAVvv60M+B875de+tURp2K8qrACdzUqVNJubJ48bhx40hJSeHbb7/l1ltvZdq0aUUeoBBClDXZCZyG5vQT+AJ0SEujmjmVJIOBMIvFYSueHter2G6dyqhTUd4VOIG75ZZbbP/39vZm1qxZRRqQEEKUddlTiJSG5E1TiucSs/q+rfLxoY+D1ga9+tbpPdoBfrPeKbdORblW6Il8d+3aRWRkJJqm0aBBA1q0aFGUcQkhRJlVmibxfSAljfqZmaQZXKigK4elTPOs3dij6uJLGrW0GLaqJg6KRAjnUOAE7ty5czz55JP89ddfVKhQAYDExETatGnDN998Q3i4DOUWQoi86EovNX3gvHSdkQmJAKytUJPu8ScdEsdxvYptrdNBLr/xmfUhh8QhhDMpcFeGQYMGYTabiYyMJD4+nvj4eCIjI1FKMXjw4OKIUQghyozzKefJsDp2BYP8GmhMIsRq5ayrKxUMFXFzQAzX3jr91dpKbp0KQSFa4LZs2UJERAT16tWzbatXrx4zZszg7rvvLtLghBCirDmWUDpa30ItFgZeWWnhF18fHsq0OCQOuXUqRO4K3AJXvXp1zGZzju0Wi4WqVasWSVBCCFFWXT0C1ZmNjE/EUyl2enjQKSXNITFcfet0oMsaluodHBKHEM6owAncpEmTGDFiBLt27UKprBFUu3bt4uWXX+aTTz4p8gCFEKIsyU7gnHkEatMMEw+kpqEDBz3cqWWxlngMacqDEeYRmHDnXu0Av8qoUyHsFPgW6oABA0hLS6NVq1a4umbtbrFYcHV1ZdCgQQwaNMhWNj4+vugiFUKIMsDZBzBoSvFqfAIAq329eSQltcRjUApeNQ/hsKpJJYxU1y6yRW6dCmGnwAnc9OnTiyEMIYQo+8y6mZNGx4zkzK/uqWk0NWWSqmmYgQq6jl7CU/fOtD7EL/pduGGhv8taplofL9HzC1EaFDiBy17IXgghRMGcTTqLWc/Zh9hZeOk6r8QnAvCdny9PO2DJrDXWlky50u/tRZeVzLb2AifvLyiEIxR6Il+A9PT0HAMa/P39byogIYQoq44kHnF0CNfV35hMiNXKOVcXbs3MLPFpQyL1cEaZhwHwpMvvfGdtRzqeJRyFEKVDgdvFU1NTGT58OMHBwfj6+lKxYkW7HyGEELn79cSvgHOOQA2xWBhkTAKyFqy/J8NUoue/rPx4NnMMaXhyt3aQKGs1LlC5RGMQojQpcAL32muvsXHjRmbNmoWHhwdfffUV48ePJywsjK+//ro4YhRCiFLveOJx/jj7B+CcI1Bfjk/ESyn2eLjTMSWtRFPMTOXC0MyRnCeIGloMlTUje6h34x2FKMcKnMCtWrWKWbNm8dhjj+Hq6sq9997L22+/zYQJE1iyZElxxCiEEKXevEPzHB1CnhpnmOh5ZdqQvZ4e3Gop2Ul7x1v6s0M1wJd0uhu285N+T4meX4jSqMAJXHx8PLVq1QKy+rtlTxVyzz338OeffxZtdEIIUQbEpMbwy4lfHB1G7pTi9SvThvzq480jySU7bcgiS0eWWDuiofOC6098ae1RoucXorQqcAJ3yy23cOrUKQAaNmzId999B2S1zGUvbi+EEOI/C/9ZiFWV/GS4+ZE9bUiappGhaVTU9RI7d4S1IeMsWTMbDHFZzRxLD5msV4h8KnACN3DgQPbv3w/A2LFjbX3hXnnlFV599dUiD1AIIUqzxIxEfjjyg6PDyJXnVdOGfO/ny4MlOGnvGT2YYeaXseLCA4ZtrLO2wIhviZ1fiNKuwNOIvPLKK7b/t2/fnn///Zddu3ZRu3ZtmjZtWqTBCSFEafdN1DdkWDMcHUauBhiTCbVaueDiwi0lOG1IivLkWfNoEvGjiXacZOXFCWQtbSEK4qbmgYOsxe2rV69eFLEIIUSZkmZOY2nkUkeHkasQi4WBV6YNWeXrw/NX/l/cdKUx0jyMIyqcYBJoop1gsd6pRM4tRFmS71uoGzdupGHDhiQl5XyTG41GbrvtNrZs2VKkwQkhRGm24tgKEk2Jjg4jVy8lJOKtFHs93OmQWnLThky1PMYGvSXuZNLXZQOL9Y4ldGYhypZ8J3DTp0/nueeey3WlhYCAAIYMGcLUqVOLNDghhCitzLqZhf8sBJxv4t5GJhO9UtIA2FOC04asst7FTOvDAAx3Wcls64PIMllCFE6+E7j9+/fTtWvXPJ/v3Lkzu3fvLpKghBCitFtzcg3RqdGAk03cqxSvX86aNuSXEpw25KBei1fNQwB4xmUdS6wdMeFeIucWoizKdwJ38eJF3Nzy7uLq6upKXFxckQQlhBClma5028S9ztb61jU1jWZXpg1JK6FpQ2JVAM9njiIDD9oa9rPfegsXCSz28wpRluU7gatatSoHDx7M8/kDBw5QpUqVIglKCCFKsy3ntnAs8RjgXK1vHrrOqCvThvzg58tDJTBtiEm5MiRzFNFU4hbtAn4qlf3cWuznFaKsy3cC1717d959910yMnIOh09PT+e9996jRw+ZQVsIIeYemgs4X+tbf2MyVaxWol1cqJlpLpFpQ963PMNeVQd/Uulo2M1q1aYEzipE2ZfvaUTefvttli9fTt26dRk+fDj16tVD0zQiIyP57LPPsFqtvPXWW8UZqxBCOL09F/ewN3Yv4Fytb0EWC4OvTBXycwlNG3JaD+Yb6/0APO+ymqnWx4v9nEKUF/lO4EJCQoiIiGDo0KGMHTsWpbI+mDRNo0uXLsyaNYuQkJBiC1QIIUqDq/u+OVMC93KCEW+l2O/hTvsSmjbkK2t3dAzcqx1gobUzesEX/xFC5KFAE/nWqFGDX3/9lYSEBI4dO4ZSijp16lCxYsXiik8IIUqNowlH2XxuM+BcrW8NTSbbMlm7PDwYnJRc7Oe8rPz43toWgHraGbaoJsV+TiHKk0KtxFCxYkXuuOOOoo5FCCFKtfmH5js6hJyU4o0r04b86uNdIgMXAL62dCYDDxppJ/hdv71EzilEeeL07dnnz5/n6aefplKlSnh7e9OsWTO7+eaUUowbN46wsDC8vLxo164d//zzj90xTCYTI0aMoHLlyvj4+NCrVy/OnTtX0pcihCjDLqRc4NeTvzo6jBy6pabR/Mq0IamaRqUSmDYkXbnztbUzAG0M/3CSsGI/pxDljVMncAkJCdx99924ubnx22+/cfjwYaZMmUKFChVsZSZNmsTUqVOZOXMmO3fuJDQ0lE6dOpGc/N8tgpEjR7JixQqWLVvG1q1bSUlJoUePHlitVgdclRCiLFr4z0Ksyrk+U7yumjbk+xKaNgTge2tbEvAjXItlp7VeiZxTiPLmphezL04ff/wx4eHhzJ//322JmjVr2v6vlGL69Om89dZbPPLIIwAsXLiQkJAQli5dypAhQzAajcydO5dFixbRsWPWmnuLFy8mPDycDRs20KVLlxK9JiFE2ZOQkcCPR390dBg5DDAmEWq1ct7VhVsyM0tk2hCLMjDH+gAAXQ07mGOV6aWEKA5OncD9/PPPdOnShccff5zNmzdTtWpVhg0bxnPPPQfAyZMniYmJoXPnzrZ9PDw8aNu2LREREQwZMoTdu3djNpvtyoSFhdGoUSMiIiLyTOBMJhMmk8n2OCkpa8i9ruvohbwFoes6SqlC71/eSH0VjNRX/hV1XS2JXILJmvV5oV3552ghFgsDjVl3Ilb7+PKsMbnQo0B1DCi0fO3/q96KsyqYiiRzXA/D4MDBHBqgcXO/Z3k/CWfl1AnciRMnmD17NqNGjeLNN99kx44dvPTSS3h4ePDMM88QExMDkGP6kpCQEE6fPg1ATEwM7u7uOUbKhoSE2PbPzcSJExk/fnyO7XFxcblOZpwfuq5jNBpRSmEwOPXda6cg9VUwUl/5V5R1lW5JZ2nkUgDCDGH4GfyKIsSb9nLcQbyU4rBnBe403EKc/00kMRgwetdEoWEg7+MoBZ8lZM311tUnioPuzWng4ASusksGsbGxhT7G1d1xhHAmTp3A6bpOy5YtmTBhAgDNmzfnn3/+Yfbs2TzzzDO2cppm/21XKZVj27VuVGbs2LGMGjXK9jgpKYnw8HCCgoLw9/cvzOWg6zqaphEUFCR/YPNB6qtgpL7yryjranHkYpLNWX/ko/VoYvS8vxiWlGYZGdybEoMO/O2uGJCw76aOp2NAQxGUdPC6CVyEtSFRllA8MZGabuJwqmNfh5oGNa2eBAcHF/oYnp6eRRiREEXHqRO4KlWq0LBhQ7ttDRo04Mcfs/qahIaGAlmtbFevwxobG2trlQsNDSUzM5OEhAS7VrjY2FjatMl7SRcPDw88PDxybDcYDDf1ga9p2k0fozyR+ioYqa/8K4q6MlvNfH3466zjXZm419Hzv2lK8drleABW+3rzaErydZOufB8XhQH9usf68krft16GbazU70Z38K1kDbJaDW/idyzvJeGsnPqVeffddxMVFWW37ciRI9SoUQOAWrVqERoayvr1623PZ2ZmsnnzZlty1qJFC9zc3OzKREdHc+jQoesmcEIIcSO/nvyVi2kXAeeZuLdXSiq3ZWaSomlYFQSUUB+uw3p1/tSbYkDHFQslM2RCiPLLqVvgXnnlFdq0acOECRPo3bs3O3bs4Msvv+TLL78Esr5Bjxw5kgkTJlCnTh3q1KnDhAkT8Pb2pm/fvgAEBAQwePBgRo8eTaVKlQgMDGTMmDE0btzYNipVCCEKSle60y2b5a3rvJyQCMB3fr48UwIrLmT70pI12rSLYSer9dYldl4hyiunTuDuuOMOVqxYwdixY3n//fepVasW06dP56mnnrKVee2110hPT2fYsGEkJCTQqlUr1q1bh5/ffx2Jp02bhqurK7179yY9PZ0OHTqwYMECXFxcHHFZQogyYNPZTZwwngCcp/XtucQkgqw6Z1xdaWDKLLEP+HOqMquuJG0hWjxJ+JTQmYUovzSVvSq9uK6kpCQCAgIwGo03NYghNjaW4OBg6VeRD1JfBSP1lX83W1dKKZ7+7WkOxB1wmta3amYLP527gDvwRYA/Q4xJRXZsHQOx/k0ITjqQax+4981PM8/andbaP5xUocRQqcjOfTM0Dbo3rsJnfQu/lFdRfPYLURzkU14IIQpo98XdHIg7ADhP69vo+ATcgb89PehaQisuACQqH5ZZ7wegkeGk0yRvQpR1ksAJIUQBzT00F8ApJuwFuCM9g45p6ViBf93dqVGCywQutnYkDU/qa6fZZG1aYucVoryTBE4IIQogKj6Kree3As7R+mZQitfjEwBY6evDo8kpJXbuDOXGAktXAO41HOAo4SV2biHKO0nghBCiAGbtm+XoEOw8mpxCvUwzRoMBd6XwK8Fuzcut93KJAMK4xF7rrSV2XiGEJHBCCJFvO6J3sPHsRkeHYeNn1RmeYATgez9fuqemldi5rUqzLVrf3WU7u6hfYucWQkgCJ4QQ+WLVrUzaOQlwnr5vLyQaCdR1jru50jwjg5KcGGm93pKTqgoBpHBKDwEnqRMhygtJ4IQQIh9+Ov4TUQlZK8M4Q9+3mplmnrwyUe8Gb29amDJL7NxKwedXJu7t5RLBRlX4aTqEEIUjCZwQQtxAqjmV/9vzf4DztL69Gp+AG/Cnlyc9Uktu2hCAnaoe+1Qd3MkkRXmhy58SIUqcvOuEEOIGvjr4FZczLgPO0fp2d1o696VnYAZOublS1VJy04YAfGHpCUBPwzZ+1VuV6LmFEFkkgRNCiOs4n3Ker//52tFh2LgqxWtXpg1Z7ufLY8kl2/p2VK/K7/rtaOh4kokJ9xI9vxAiiyRwQghxHdN2TyNTL7n+ZTfyRFIyt5gtxBsM+OtWvEt4NcQvr4w87WjYI4vWC+FAksAJIUQe9sbuZe2ptY4Ow6aC1cqwxKxpQ37w86VLanqJnj9GVWSl9R4AwrVYjPiW6PmFEP+RBE4IIXKhK52Pd3wMOM/AhRcTjPjrin/d3WiVnl7iH+ALLF0w48od2r+std5RwmcXQlxNEjghhMjFLyd+4Z/L/wDOMXChgSmTx68sk/WnlxdNM80lev4U3Z2lVxatb2Y4xnmCSvT8Qgh7ksAJIcQ10sxpTN89HXCO1jdvXWdS7CVcgPXeXjyYUrIDFwBWpjcjBW9u1c6x1dqoxM8vhLAnCZwQQlxjwT8LiE2PBZyj9e3NywnUtFiIcXEhzaARYi3ZaUNMypVv01sA0N6wl0hqluj5hRA5SQInhBBXiUmNYd6heY4Ow6ZHSioPpqRiBX7w9aVXSsmtd5rtZ2sb4nQ/QojnkF6rxM8vhMhJEjghhLjKp3s+xWQ1OToMAMLNZt6+FA/AYn8/nklOKvEbulcvWt/D5W+2qdtKOAIhRG4kgRNCiCsOxh1k9YnVjg4DyJqwd1LsZXyUYreHB00zMvDXS/527kr9Ho6pqvhqGUTrlZBF64VwDpLACSEEoJRi0s5Jjg7D5uX4RBplZmI0GDji7kazEh51CpCh3JhqfgyAh70PsE61LPEYhBC5kwROCCGAtafWsi9un6PDAOCetHQGJCUDsNDfjyeuTB9S0hZbO3GeIEKJJ8M9UBatF8KJyLtRCFHuZVgymLp7KuD4aUMqW6z8L+4yAD/6+vBkcrJDPqiNypuZlgcBeNhlC4e5xQFRCCHyIgmcEKLcW3R4EdGp0YBjpw3RlGJC3GUq6TpR7m6EWCwEWXWHxPKFpSeJ+FFHO8d2awOHxCCEyJskcEKIci0uLY6vDn4FOL71bZAxidYZGaRrGlu9PLknwzGjYWNUReZZuwLQybCLfdRxSBxCiLxJAieEKNdm7J1BmiVrbjVHtr41yTAxPCFrofr5/n48Y0x2WCyfWh4lAw9aaFGskTVPhXBKksAJIcqtyPhIVh5b6egw8LPqfBx3CVdgnbcXPVJScXNQLMf0ML61tgOgpSGKE1R1UCRCiOuRBE4IUS4ppfhk1yeOXypLKd69HE81i5Vzri5YgeolvFTW1SZbeqNjoINhNyut9zgsDiHE9UkCJ4Qol/6K/YtdF3c5OgweTkmla2oaZuBnHx+6paU7LJbdeh3W6ndiQKe6dpGLBDosFiHE9UkCJ4QodzKtmcyJmgM4duBCrUwzYy8nALDI388295sjKAUfm/sA8KBhKz9a2zosFiHEjUkCJ4Qod76J+oYL6RcAxw1ccNcVk+Mu4aUUf3t6cFd6Ot7KcbdzN+rN2aEa4EEmHphJwsdhsQghbkwSOCFEuWLVrSyJXAKAwYEfgWPiE6iXaeaywcBZV1cami0Oi8WqND62ZLW+9XbZxAr9XofFIoTIH0nghBDlSsSFCC6mXcSAwWGtb/enpvHkleWxlvj78VhKqkPiyLbcei9HVDgBpJCg+2LC3aHxCCFuTBI4IUS5svzocgACDAEO6f8WYrHw/qV4AJb5+fJ0UrJDpw/OUG5MtTwOwBMum/hV3eXAaIQQ+SUJnBCi3LiUfok/zv4BQIAWUOLnd1GKj2MvE6DrHHJ345bMTAJ1xyyVle1ra2eiqUQYl4jUq8mC9UKUEqXqnTpx4kQ0TWPkyJG2bUopxo0bR1hYGF5eXrRr145//vnHbj+TycSIESOoXLkyPj4+9OrVi3PnzpVw9EIIR1t1fBVWlTXHmofmUeLnH2RMooXJRKqmsdvTgztNmSUew9WMyofPrixY/5DLVraopg6NRwiRf6Umgdu5cydffvklTZo0sds+adIkpk6dysyZM9m5cyehoaF06tSJ5OT/huOPHDmSFStWsGzZMrZu3UpKSgo9evTA6sDJMoUQJUspZbt96ohbp/VMmQy9slTWggB/+iallHgM15pt6YkRX+pqZ/nL2ggcvBasECL/SkUCl5KSwlNPPcWcOXOoWLGibbtSiunTp/PWW2/xyCOP0KhRIxYuXEhaWhpLly4FwGg0MnfuXKZMmULHjh1p3rw5ixcv5uDBg2zYsMFRlySEKGF7Y/dyKumUQ87tphQT4y7jBmz08qJncorDlsrKFq0CmX9lwfqOht3s51YHRySEKIhSkcC9+OKLPPDAA3Ts2NFu+8mTJ4mJiaFz5862bR4eHrRt25aIiAgAdu/ejdlstisTFhZGo0aNbGWEEGXfj0d/BLJa30q6Be7FBCN1zFlThhgNmkOXyso23fIoJty5Q/uX36x3OjocIUQBuTo6gBtZtmwZe/bsYefOnTmei4mJASAkJMRue0hICKdPn7aVcXd3t2u5yy6TvX9uTCYTJpPJ9jgpKQkAXdfRC9npWNd1lFKF3r+8kfoqGKmvvCVnJrP21FrbYwMGNLQSmQeuaUYGA4xZnx/L/P0Zkpjk8IECR/Uwvr+y0sLthqPMsfbAcJ0pVQwoNFTp+MZ/FQ3QuLn3hLyfhLNy6gTu7NmzvPzyy6xbtw5PT888y2ma/bdppVSObde6UZmJEycyfvz4HNvj4uLIyMi4QeS503Udo9GIUgqDobR9FJY8qa+CkfrK26qzqzBZTbjjTk2XmrhoLoS5hKGhoVN8f6A9dCsfX9qGC7DFL5T7CeOSv+MTgg8TH0bHwL0eRzno3ZYGN5gPzwBU881KiHQHzZ1XGBpQ2SWD2NjYQh/j6v7UQjgTp07gdu/eTWxsLC1atLBts1qt/Pnnn8ycOZOoqCggq5WtSpUqtjKxsbG2VrnQ0FAyMzNJSEiwa4WLjY2lTZs2eZ577NixjBo1yvY4KSmJ8PBwgoKC8Pf3L9T16LqOpmkEBQXJH9h8kPoqGKmvvG3YmdXf1YKFY9Zjtkl8j1mOFWsCN/bSZaqY04lxcSFJT+Hu5H3Fdq782qXX4c/MOrhgpbblOF8n3LjvW/aUx/8mgF6KBjpoGtS0ehIcHFzoY1yv8UAIR3LqBK5Dhw4cPHjQbtvAgQOpX78+r7/+OrfccguhoaGsX7+e5s2bA5CZmcnmzZv5+OOPAWjRogVubm6sX7+e3r17AxAdHc2hQ4eYNGlSnuf28PDAwyPnNAMGg+Gm/jhqmnbTxyhPpL4KRuorp3/j/+Vw/GEAu2RNodCv/CsOd6Vn0OdK682Pfj4MS0xyeOqjFEy6smD9w4at/Gi9L98JmSIreStVCRyg0G7q/SDvJeGsnDqB8/Pzo1GjRnbbfHx8qFSpkm37yJEjmTBhAnXq1KFOnTpMmDABb29v+vbtC0BAQACDBw9m9OjRVKpUicDAQMaMGUPjxo1zDIoQQpQ92VOHlCRfXeeDuMsA/OjrQ5+kFKdIezbot7NL1cMTE65YScbb0SEJIQrJqRO4/HjttddIT09n2LBhJCQk0KpVK9atW4efn5+tzLRp03B1daV3796kp6fToUMHFixYgIuLiwMjF0IUtwxLBqtPrC7x875xOYFQq5Uzrq5UtFqp5AQd4S3KYFuw/gmXTXxjvd+xAQkhbkqpS+A2bdpk91jTNMaNG8e4cePy3MfT05MZM2YwY8aM4g1OCOFUNpzZQHJmyXZCb5+axoMpqejAL77eDE1MKtHz5+VH630cU9WoQDKXdH8yHT4TnRDiZsjNfSFEmVXSKy9UtFp576qF6p9Kco4RjEnKi2mWR4HsBetbOTYgIcRNkwROCFEmnUk6w86YrPkjVUlMfaEU71yKp5Kuc9TNjVpmM/6646fcsCqNl8wjiKES1bRYDus1SuGMbkKIa8m7WAhRJq04tqJEz/dAahqd0tIxA394e9I6w3TDfUrCJEsfNunN8MTEo4bNbFGNHR2SEKIISAInhChzLLqFlcdWltj5gi0W3rycdet0qb8fTzvBQvUAy6338IW1JwDDXVYy2/oQsmC9EGWDJHBCiDJny7ktXEq/VDInU4rxl+Lx1xUH3d1pnGHCWzn+1ulevTZvmJ8FYKDLbyy0dpGBC0KUIZLACSHKnJIcvPB4cgr3pGeQoWns8vTg9szMYj/njcSoigzJHEUm7nQw7Ga7tT5xVHB0WEKIIiQJnBCiTLmYepE/z/8JFP/ghWpmM2PiEwFY5O9HXydYNzNDuTEkcxSxVKSudhY3ZeEwtRwdlhCiiEkCJ4QoU34+/jO6Kv6Jcw1K8b+4eLyVYqeHB3enpeHh4DunSsEb5ufYr2pTgWTuNRxgjUwZIkSZJAmcEKLM0JVeYqNP+yUl08JkIlXTiHJ3o6HZUiLnvZ4vrD1Yqd+DC1aedfmVedZujg5JCFFMJIETQpQZu2J2cTb5bLGfp3ZmJi9duXX6tb8fTyQ7ftTpRmsz21JZL7qsZLa1l8z3JkQZJu9uIUSZ8ePRH4HiHbzgqhQT4i7jDvzp5UmX1FSHj+08pofxknk4CgOPGzax3HoPqXg5OCohRHGSBE4IUSYYTUY2nN4AFO/ghZfjE2mYacZoMBDj4sItFmuxnSs/EpUPz5rHkII3d2qRnFHBnCPEoTEJIYqfJHBCiDJh9YnVZOrFO4VH76RkBlxZ3/Rrfz8eS0kt1vPdiEUZGG5+iVMqlKrEUV27yHbV0KExCSFKhiRwQohSTylV7HO/3ZuWzpuXEwCYF+DHk0nJDv8A/dDyFFv1xniTwSMuW/hBb+vgiIQQJcXRnz9CCHHTDl8+zJGEI0Dx3D5taMrkk9hLuAA/+3rTLjWNynrxT1VyPd9a2jH/yijTYa4/8bm1F7JMlhDlhyRwQohSrzgHL1QxW5h5MRZvpYjw9CTMbHF4v7ddel3etgwC4FmX1cyzdMOMq0NjEkKULEnghBClWpo5jV9P/goUfeubn1Vn1sU4gqw6Ue5uJBs0Wpocu1TWeVWJFzJfwYwrXQw72GJtQjz+Do1JCFHyJIETQpRq606vI9Vc9IMJXJViamwct5rNXHRxYbeHB13S0ov8PAWRpjx4LnM0lwiggXYKizIQRXWHxiSEcAxJ4IQQpVqxDF5QinGX4rkrI2ulheV+Pjzp4Ml6lYJXzUM4rGpSCSOttEh+Vy0dGpMQwnEkgRNClFonEk+wN3YvULS3T4cmGnkwJRULMKeCP88mJjl8eMBM60P8ot+FGxYGuKxhod7FwREJIRxJEjghRKlVHOuePpicwrDEJAC+qBDAs4lJDl9pYa21JVMsvQEY5rKSWdYHZZksIco5+QQQQpRKZquZn47/VKTHbJWewXuX4gFY7O/Lo8kp+KriW9UhP6L0aowyDwWgj2EjP1jbko6nQ2MSQjieJHBCiFJp07lNJGQkFNnxbs3MZNrFONyANd5e3JGeQajVsdOFJChfnjWPIRUvWmv/cFQP4zxBDo1JCOEcJIETQpQ6RpORuQfnAkUzeCHIYmFWTBx+SrHLwwN/Xaee2XLTx70ZZuXCMPPLnFXBVNcuUkW7xG7qOzQmIYTzkAROCFGqHE04ypO/PMk/l/8Bbn7wgpeuM/NiHFWsVk66uXLB1YU2GaaiCPWm/M/yNNv02/AhnR6GCJbLMllCiKtIAieEKDXWnVrHU78+xdnks0VyPBel+CT2Eg0zzVw2GNjs5UWv1LQiOfbN+MbSnoXWrFGmQ11/4ktrTwdHJIRwNrL2ihDC6Vl1KzP3zeSrg18V3UGV4o3L8dyXnkG6prHU35fhV0afOtIOvR7vWgYC8JzLauZaumORj2ohxDXkU0EI4dSMJiOvb3mdv87/BWT1eSuKOd8eTDhN7+RkdOCLCv4MSzA6fK63c6oyQzNHYsaVroYdbLY2IUGWyRJC5EISOCGE0zqacJSX/3jZdsu0qJK3bikp9Lt8CYAvA/wZaEzC/aaPenPSlAfPZ47iMgE01E6RqVw4IstkCSHyIH3ghBBOKbf+bkWRvD2alMKEuKzk7Ts/X3qkphKgO3aut2uXybpTi2SjauHQmIQQzk1a4IQQTqVY+rtdMSAxidEJiQD87l+VhulxVLM4dq43yLlM1hRrb0eHJIRwcpLACSGcRnH1d0MpXkow8pwxa5DCEn8/GrqE0tAcffPHvknrrC1sy2S9eGWZLBzeG08I4ewkgRNCOIXi6u+mKcWblxPok5wCwFcBfnRJzcDN2/Etb1F6NV4xDwOylsn6XpbJEkLkk/SBE0I4XHH1d3NViolxl+mTnIIOfFbBnwdTUqnqBLdNZZksIcTNcOoEbuLEidxxxx34+fkRHBzMQw89RFRUlF0ZpRTjxo0jLCwMLy8v2rVrxz///GNXxmQyMWLECCpXroyPjw+9evXi3LlzJXkpQohcWHUrn+75lNGbR5NuSS/SY3voOtMuxvFAahpmYEbFAJ5OSiHIqhfpeQpDlskSQtwsp07gNm/ezIsvvsjff//N+vXrsVgsdO7cmdTUVFuZSZMmMXXqVGbOnMnOnTsJDQ2lU6dOJCcn28qMHDmSFStWsGzZMrZu3UpKSgo9evTA6uCFqoUoz6y6lVc2vWIbrFAUa5pm89F1Zl+Mo116BhmaxsyKATyXmESA7vjkDWSZLCHEzXPqPnBr1qyxezx//nyCg4PZvXs39913H0oppk+fzltvvcUjjzwCwMKFCwkJCWHp0qUMGTIEo9HI3LlzWbRoER07dgRg8eLFhIeHs2HDBrp06VLi1yWEgPn/zOePs38ARThYAahgtTI7Jo5GmZkkaxpzA/x5McHo8Hnesl27TNZ0y2MOjkgIURo5dQvctYxGIwCBgYEAnDx5kpiYGDp37mwr4+HhQdu2bYmIiABg9+7dmM1muzJhYWE0atTIVkYIUbL+ufwPM/fOBIo2eQu2WFgQfZFGmZnEGwx8HeDH8ETnSN6UguXWe2zLZD3vskqWyRJCFFqp+eRQSjFq1CjuueceGjVqBEBMTAwAISEhdmVDQkI4ffq0rYy7uzsVK1bMUSZ7/9yYTCZMJpPtcVJS1vQDuq6jF/I2jK7rKKUKvX95I/VVMKWlvtLMabz+5+tYldV229RQBN8lw81mvoiJparFQoyLC6t8fRmSmIwBA9fWiI4BhYZeQt9hLyl/3jYPZJ1+BwDdDNvZbG2KET8MRZS8Fqes2lKl6xs/WZOxaNzce8LZ30+i/Co1Cdzw4cM5cOAAW7duzfGcptn3nVFK5dh2rRuVmThxIuPHj8+xPS4ujoyMjHxGbU/XdYxGI0opDIbS9lFY8qS+Cqa01Nf0f6ZzOuk0rrhS06UmLprLTR+zhimZt6P3UNFq4YKbN1sq1KeHSedSHsuI6hgwetdEoeWS3hWtTaY6fJzUmQTlgytWnvTZTbxbVVy1MBqUguQNsm7VVPPNSoj0UhIzZMVb2SWD2NjYQh/j6v7UQjiTUpHAjRgxgp9//pk///yTatWq2baHhoYCWa1sVapUsW2PjY21tcqFhoaSmZlJQkKCXStcbGwsbdq0yfOcY8eOZdSoUbbHSUlJhIeHExQUhL9/4RaX1nUdTdMICgpy6j+wzkLqq2BKQ339cfYPfjn3CwA6OiesJ276mE0yMnjvYiz+us6/7m4ccnfh8bh9191Hx4CGIijpYLElcEnKm/HmfqzQ7wWgnnaG+w17+Tq1C+l4FMs5i4vhyk3ufxNAL0WTDGsa1LR6EhwcXOhjeHrKvHzCOTl1AqeUYsSIEaxYsYJNmzZRq1Ytu+dr1apFaGgo69evp3nz5gBkZmayefNmPv74YwBatGiBm5sb69evp3fvrNnOo6OjOXToEJMmTcrz3B4eHnh45PyQNRgMN/XHUdO0mz5GeSL1VTDOXF9xaXGM2zYOyOr3phdB4tQ6PZ3pFy/hrRR7PNyJdnXlsZT8tZhk3RLUiyWB22JtxGvmIURTCQM6/VzWc1Svymzrg0V+rpKiyEreSlUCB1mtrDfxfnDG95IQ4OQJ3IsvvsjSpUv56aef8PPzs/VZCwgIwMvLC03TGDlyJBMmTKBOnTrUqVOHCRMm4O3tTd++fW1lBw8ezOjRo6lUqRKBgYGMGTOGxo0b20alCiGKl6503v7rbRJNicDNT9JrUIoHU1J5+1I87sBfnp5kavBAatrNB3sT0pQHEy1PssiaNWiqphZDT0MEC61dSMLHobEJIcoWp07gZs+eDUC7du3sts+fP58BAwYA8Nprr5Gens6wYcNISEigVatWrFu3Dj8/P1v5adOm4erqSu/evUlPT6dDhw4sWLAAF5eb73sjhLixpZFLibhw86O+XZWiR0oqgxOTqGmxALDe2ws/q5X2GZk3ffybsVuvw2jzUE6prK4dfQwbiVMBzLA+4tC4hBBlk1MncErd+Fu6pmmMGzeOcePG5VnG09OTGTNmMGPGjCKMTgiRH1HxUUzdPRUo/JQh7rriwZQUBhuTbMtgJRoM/OTrQ/OMDJpkmos05oIwKVemWh5jjrUHOgaqcJknXDayyNqZywQ4LC4hRNnm1AmcEKJ0M1lNvLHlDcx6VoJV0OTNU9d5LDmFAcZkQq6snHLZYGC1rw/VzGb6JSU7dGqLQ3oNRpuHEqWqA/CgYSsWZWC69TEoRX3FhBCljyRwQohiM333dI4lHivwfj66Tp+kZPoZk6l0ZR6uiy4u/Orjza2ZmTyTlOzQ9MiiDMy29uJTyyNYcKUyRvq5ruMby/3EUMmBkQkhygtJ4IQQxeKv83+xOHIxkP9bp/5Wnb5JyTydlGxbt/ScqwvrfLxpmGFigIMTN4DjehVGmYexX9UGoJNhJwGkMs0irW5CiJIjCZwQosjFZ8Tz9l9vA/lL3gKtVvoZk+mTlIzvlb6vJ91c2ejtRbN0E4OMjp9MVSlYZO3EBEtfMvDAn1QGufzGcus9nCHU0eEJIcoZSeCEEEVKKcV7Ee9xKf1S1uPrJG9BFgsDjck8lpyC15XELcrdja2eXrRKT2ewEyRuABdVBV41D+FPvSkAd2sHqanF8H/WR0psOS4hhLiaJHBCiCL1/ZHv2XR20/+3d+/BUdV5n8ffp9OdC7k0IZiEcBEUFTSgXAS8oHhZ8H4ZZtdyLGZqRR11YFB2nlJmawdHawp9LBV3Z5kR5ln2ecqdVWvQR3d0QEYQB4PgQNBw1UAgwAQCuXR30unuc87vu38kaYiJSkLn0sn3RTXpnP716d/51q9Of3Ku39mmyHZ4MBDk3lBD/EbzZampfJ6exjVNTcxvufdwX/CBO41f2vOpJ5s0YjyU8j4fuZP5VCb0dteUUgOYBjilVMIcDBzknz9vvsNJR7tOR8dsHgoEub2hMb7y2ZGWys60NGaFwzwY7Btb3ACCksEz9k9421wHQLFVwVWeXfzBvZ1oPHYqpVTv0ACnlEoI27V5+pOnibpRoO2u04ujMR4OBJndGI7vcCxJT2d/qpebw019KrgBfGbG8V9ij3GM8/Bg+EnKOvaY81nl3tnbXVNKKUADnFIqQX6787fsrd3bZtqESJSHA0FuCDfFp23MyKDSl8KcxiaujkR6upvfqfmivP+Rle7tCB5GWSe427OZf3Vv0VthKaX6FA1wSqlz9vnxz1m9azXQfCGNKU0RHqkPclVLQDM03/Kq2pvCbQ1hbmhK/A3kz9U+M5In7J+xr+WivHM9n9Ag6fwPd24v90wppdrTAKeUOieBaIAlf1uCIBQ4Dv9cXcPkaPNuVBtYlzmIkMfitsYwfnNuN7HvDkYs/sW9lRed+4jhI48AP/Z+yB+dmzjBkN7unlJKdUgDnFKqy4wYnt3yLCfCJyh0HN49WsUgEWLA+1mZOBbc1hAm8yzua9wbjkke/2Q/wmfmMgBu8JRyHvUsd+YienkQpVQfpgFOKdUlDbEGlmxYxMcntuEV4ZUTzdd9eysrC58Ybm0Mk95Hg5sI/CVyKS9FF9DAIAYR4aGU9/mzO4ONTOrt7iml1PfSAKeU6rSKQAWL1j1ERVM1qUb4ZU0tO9LTOOTzcm9DA77e7uC3qJVs3nens8a9jp3RsQBMsr5mkudrfufeja2rRKVUktC1lVKqUz4+vIElm35Bg9gUOA6P1QUIWxY/Cob65AolIj42mEm87V7Lx+YKnJZepuDyn1PWssMdy/9yb+vlXiqlVOf0xfWtUqoPMmJYueO3/M9dqwCYHIkws7GJkbbNtGisl3vXlhGLv8vFvOPO5M/udEJnXALkMquCKZ6vkJwRvFF3Ew2k92JPlVKqazTAKaW+V6PdyH/d8AQfHf8MgP8UDBGzLG4NhxnuuL3cu9MOmGG8417Lv5trOCr58enDqGFWyk5EYLNM5HV3NuMRwli92FullOo6DXBKqe90OHiYRWvnc6DpBD4RFtXWc8jn5Zc1dfEb0PemU5LDn90ZvOPO5Au5MD49izA3eXbgp5Ed5iL+r3sjtAQ2D73fb6WUOhca4JRS3+pvRz/hqQ1PEBKb/Jbj3Zosi1/V1PXqtquQZLDBTOJd92o2mctxSQGaj2ub6SljtFXFATOM982M+DFvSinVn+iaTSnVjojwLztX8N+//D0CXBGJcn1jmJG2zfReOt4tIJmsN5P5izudv5kJxM4413WidYDJnq+pkWw2mkl8zBW90kellOopGuCUUm2E7TD/beOTfFhVAsDcYAhD7xzvViPZfOhO5S9mGiXmsjZb0y60jjHd2ouLh0/M5fxv95Ye7ZtSSvUmDXBKqbgjoSMsWjufr8NVeEVYWFvPYZ+XJbU9d7xbtQxmnTuVD8x0tprxmDPuiDDOqmSK5yts8bBVLuWP5uYe6ZNSSvU1GuCUUgCUHPuUf9rwc4ImxlDH5bG6eiIei2d64Hi3Y5LHWvdK1rrT+Ltc3OY2VhOsg1zuOUBEfHwml/F/XA1tSimlAU6pAcw1LodDh1l/4H1WlK3EABMjUW4Ihxll28zoxuPdqmQI/8+9ivfd6XwhY9u8Nsn6mgmeCkKSTokp5nX3P3RbP5RSKhlpgFNqgGiINfBV3Vfsr9vP/pNlfHVyF183HCEiTrzN3aEGLIFbGsOM6Ibj3eolk7+403jXXM1WMz6+pc3CcKW1n0s8lYQkk81mAqXuRQn/fKWU6i80wCnVz4gIxxqOsa92H1+d2sv+6h3sryvnaKyuw/bpxnBRzGZ2Y5jyVC+/rK1P6PFuTZLKR2YS/+5ewyZzRZv7jV5p7eNSzyFqJYe/mQlsc8cn7HOVUqo/0wCnVBJzjUtFoILdNbvY/Y9t7D6+k4OR4zSI3WH7fMdhXMzmkliMAsclRYSgx0OWEQYbl58EQwk53s0RD5+aYt51r2aduZJGMuKvjbMOM82zjwbJYJO5nM/dcQn4RKWUGlg0wCmVJFzjcjh4mN2ndrGnahu7q3eyt/EoEWm/q9MrwtiYzcWxGKNtm0FGsK3maDbEdRniGsY4NkWOm7ATFESgVMbyrnsN77szOIU//tpwTnK95wtcLD6VCfybOydBn6qUUgOTBjil+iAjhspgJbtrdrP7H9vYU13K3oYjhM84Xq3VIGMYH40xLhajwPVgxKHJgqHG5TzHZYTtMMZxSO2GfrpisU9GsbbluLZKKYi/NoQgN3p2kG7Z/N29mD+am0DvPaqUUgmhAU6pXhZxIlQEKiivL+erE6XsPrGDvaHKDneDZhjD+FiM8dEYQ1yDoXnL2nDHZYTtkpcxnjGBL/BguqWvVTKEL8yFlJoL2WnGUiYXECY9/vogItzgKSWPIHvMKNaY69pcEkQppVRiaIBTqoc4xqEyVEl5XTlfnyyj/OSXlAcqqIzVdRi30oxhXMzm0miMoa6LABHLYoRjM8J2GGfb+M3pkw0MHqrTEnfyQYOkU2bGsFPGsrMlsJ1gSLt2mTQxzbOX860THDKFfGiubHOiglJKqcTTtaxSCWbEUNVY1RzUavZQfqKU8voDHIycxKbjgOV3XS6K2Vxo25zXcvmOiAVFjsvIlrA22HTPVjVoPungaxnOTjM2Hti+lhFt7oIAzTeLv9g6wkXWMTKsKE2SSoUZxmYzkY26OlFKqR6ja1ylvoNtbIKRAIHwKYJN1QTDpwg0nSIQqWt+RAMEYyECdgNBp5GA08RJp4FwBycWQPMu0LExm7G2TYHjkCpCxLJIFaHIcSlwHMbaDkMSFNaMWNSRRbUM5oTkUi25VDOYasnlhDT/rJbBnGRwm5vDtxrOSS71HCaXEC4ejssQdskY9srohPRPKaVU12iAU/2CHW0kGDpGqKGKUGM1wfAJGiP1RJ0mInaYqNtExIkQdaJE3AgRN0rUxIi4NlFxiBiHiDhExSUqhjBCwBIaPV076N4rwhjb5qKYzXDbIU0MtmVhAcMch0LHZYztUOh27izQmKQQIJOAZBEgk6BktvyeST1ZVIYuIBS7kWrxUy25nGTwWe/OzCZMsXWQ4VYNHgx1ksU+RrHeTEFPPlBKqb5lQAW4FStW8OKLL1JVVcVll13G8uXLmTlzZm93S7UwrkMgcJi6wCFqA0eobThGdd0/iNFEgx0iaDcScsKE3AghEyNoHEIYQhZEuhi02rD4Rk45/Uu2a8gxhhzjkmWEQcaQIUKGCGlGSEXwiZAiAli4kkKe4yHH9jLUSSfX8WDjI4qPqPgIk8p2fERJJSot0/HRJGkEGURAMgm2BLPWgBZkEE1nnDDQofYnqQKQR4DzrHryCJJlNZGGjYUgWPHPPSU5/F3GsUUG1GpBKaWS0oBZU7/55ps88cQTrFixgmuuuYbXXnuNW2+9lT179jBq1Kje7l6/IMbguBEcO4LjNOE4ERwnQiB0jLrgEWob/kFdYzV1kRpqovXU2SHqnCbqTIxaDAEPuNZZBjELSGl9clqWMWQaIcMIqcYiRSBFLDx48IiFRzwgHhAvSAoiXozxYsSHK6lgfBhJRdx0xM1EnCxcNxNbMoiaDE7i47h4cUnBlRQcvNikYOPFIQWblB456zKbRvxWI34aySTCICtKKjapaZl4o7UYIIaPsKRTL5mcJJcDMpx9nM+3HIanlFIqiQyYAPfyyy8zf/58HnroIQCWL1/OunXr+N3vfseyZct6pA8vrfkB1U01pKSk0JVdUoIgZ9ziSJD4d3Hza83PWv+XM59L8+8GwYjQ+s+0tDNyxnMEc2Z7wEGwRXBofYBjtfzEwrHAOdvwdaYOgliWa8hxLQa5HtKMjxTXi8ekYbnpGDcD1wzCdrOIutk0uX7CZjAhJ5dG4yfUx4Z0KjZp8UeMNMtuDlo4pOLgxcFnuTRHQkMKzc89CBaCwcLFg42XqKTSRCqNkk6QTOoli6OcB1gg4EEYny7sbbIwustTKaX6tb71bddNYrEY27dv5+mnn24zffbs2ZSUlPRYPzYEyznqtb51N1ev+ub3/Xd+/1tn06i5hQjZRsh2LQa5KaS5PrxuGpY7CONkYTs5NLmDaXTyCDrnUe/kEyKdqpb3ezB4aQ04Lr6W515cvC3BJwuXHBrwWgG8GDwtQSgFIcVqDUYGD9JyfTSJB6TmJZCWvaenA+/p5ZN4S9PSymA1f4o0/3Rp/dnykObdpTG8xCxffBdpHdlExYfbnFhP0y1iSimlOmlABLhTp07hui4FBQVtphcUFHD8+PEO3xONRolGo/HfA4EAAPX19ZguniGYf/IycuxQl957mvWN59bp73/55kFcpyMKgIjn9Huk5TWxWnb5eU5Pw0IkJR5cRDzNgcX4MLTsbiQFR3wY8eHgwzVeXEnFluaI5YgPR9IweAlgyCLMYCtMFo1kEyHdipKKQwaGXAwQwKUBh8PYkkKUVMKSwdDB2ZQHDLZ44wGpqWVXpYsPpyWWJQe35dFdBCciEG13MJ9qR2vVOclZLwHscIj6+vouzyMYDDbPS/QvLdW3DIgA18r6xi4+EWk3rdWyZcv49a9/3W76+eef3y19UyoRKnq7A0lEa9U5yVqvVcCqh899PqFQCL/f//0NleohAyLADR06lJSUlHZb26qrq9ttlWu1ZMkSFi9eHP/dGENtbS15eXnfGvq+TzAYZOTIkRw5coScnJwuzWMg0Xp1jtbr7GmtOmcg10tECIVCFBUV9XZXlGpjQAS41NRUpkyZwvr167n33nvj09evX8/dd9/d4XvS0tJIS0trM23w4MEJ6U9OTs6AWwmeC61X52i9zp7WqnMGar10y5vqiwZEgANYvHgx8+bNY+rUqVx11VWsXLmSyspKHn300d7umlJKKaVUpwyYAHffffdRU1PDs88+S1VVFcXFxXzwwQd6TJtSSimlks6ACXAAjz/+OI8//nivfX5aWhpLly5tt2tWdUzr1Tlar7OnteocrZdSfY8lem60UkoppVRSSZYLaCmllFJKqRYa4JRSSimlkowGOKWUUkqpJKMBrhOWLVvGlVdeSXZ2Nvn5+dxzzz3s37+/TRsR4ZlnnqGoqIiMjAxmzZrF7t2727SJRqMsXLiQoUOHkpmZyV133cXRo0fbtKmrq2PevHn4/X78fj/z5s07p9vB9IaerNfo0aOxLKvN45v3vu3rElWvlStXMmvWLHJycrAsq8Nxo+PrtLOpV7KPr0TUqra2loULF3LJJZcwaNAgRo0axc9//vP4bQZb9YexpVRSEHXW5syZI6tXr5Zdu3bJzp075fbbb5dRo0ZJQ0NDvM3zzz8v2dnZsmbNGikrK5P77rtPhg0bJsFgMN7m0UcfleHDh8v69etlx44dcsMNN8jll18ujuPE29xyyy1SXFwsJSUlUlJSIsXFxXLHHXf06PKeq56s1/nnny/PPvusVFVVxR+hUKhHl/dcJaper7zyiixbtkyWLVsmgNTV1bX7LB1fnatXso+vRNSqrKxMfvCDH8h7770n5eXl8tFHH8lFF10kc+fObfNZ/WFsKZUMNMCdg+rqagFk06ZNIiJijJHCwkJ5/vnn420ikYj4/X75/e9/LyIi9fX14vP55I033oi3OXbsmHg8Hlm7dq2IiOzZs0cA+eyzz+JttmzZIoDs27evJxatW3RXvUSav2BfeeWVnlmQHtKVep1p48aNHQYSHV+dq5dI/xtf51qrVm+99ZakpqaKbdsi0n/HllJ9ke5CPQetuw6GDBkCQEVFBcePH2f27NnxNmlpaVx//fWUlJQAsH37dmzbbtOmqKiI4uLieJstW7bg9/uZPn16vM2MGTPw+/3xNsmou+rV6oUXXiAvL48rrriC3/zmN8Rise5epG7VlXqdDR1fnatXq/40vhJVq0AgQE5ODl5v8yVF++vYUqovGlAX8k0kEWHx4sVce+21FBcXA3D8+HEACgoK2rQtKCjg8OHD8Tapqank5ua2a9P6/uPHj5Ofn9/uM/Pz8+Ntkk131gtg0aJFTJ48mdzcXLZt28aSJUuoqKjgD3/4Q3cuVrfpar3Oho6vztUL+tf4SlStampqeO655/jpT38an9Yfx5ZSfZUGuC5asGABX375JZs3b273mmVZbX4XkXbTvumbbTpqfzbz6au6u15PPvlk/PnEiRPJzc3lhz/8YXyrSbJJdL2+bx5dnU9f0d316k/jKxG1CgaD3H777Vx66aUsXbr0O+fxXfNRSnWd7kLtgoULF/Lee++xceNGRowYEZ9eWFgI0O4vzerq6vhftoWFhcRiMerq6r6zzYkTJ9p97smTJ9v9hZwMurteHZkxYwYA5eXlCVmGnnQu9TobOr46V6+OJOv4SkStQqEQt9xyC1lZWbzzzjv4fL428+lPY0upvkwDXCeICAsWLODtt99mw4YNjBkzps3rY8aMobCwkPXr18enxWIxNm3axNVXXw3AlClT8Pl8bdpUVVWxa9eueJurrrqKQCDAtm3b4m22bt1KIBCIt0kGPVWvjpSWlgIwbNiwRC5St0pEvc6Gjq/O1asjyTa+ElWrYDDI7NmzSU1N5b333iM9Pb3NfPrL2FIqKfTsORPJ7bHHHhO/3y8ff/xxm8sJhMPheJvnn39e/H6/vP3221JWVib3339/h5fFGDFihPz1r3+VHTt2yI033tjhZUQmTpwoW7ZskS1btsiECROS7lT8nqpXSUmJvPzyy1JaWioHDx6UN998U4qKiuSuu+7q8WU+F4mqV1VVlZSWlsqqVasEkE8++URKS0ulpqYm3kbH19nXqz+Mr0TUKhgMyvTp02XChAlSXl7eZj79bd2lVDLQANcJQIeP1atXx9sYY2Tp0qVSWFgoaWlpct1110lZWVmb+TQ1NcmCBQtkyJAhkpGRIXfccYdUVla2aVNTUyMPPPCAZGdnS3Z2tjzwwAMdXt6gL+upem3fvl2mT58ufr9f0tPT5ZJLLpGlS5dKY2NjTy1qQiSqXkuXLv3e+ej4Ou376tUfxlciatV6mZWOHhUVFfF2/WFsKZUMLBGRxG/XU0oppZRS3UWPgVNKKaWUSjIa4JRSSimlkowGOKWUUkqpJKMBTimllFIqyWiAU0oppZRKMhrglFJKKaWSjAY4pZRSSqkkowFOKaWUUirJaIBTSimllEoyGuCUGkBEhJtvvpk5c+a0e23FihX4/X4qKyt7oWdKKaU6QwOcUgOIZVmsXr2arVu38tprr8WnV1RU8NRTT/Hqq68yatSohH6mbdsJnZ9SSikNcEoNOCNHjuTVV1/lF7/4BRUVFYgI8+fP56abbmLatGncdtttZGVlUVBQwLx58zh16lT8vWvXruXaa69l8ODB5OXlcccdd3DgwIH464cOHcKyLN566y1mzZpFeno6r7/+em8splJK9Wt6M3ulBqh77rmH+vp65s6dy3PPPcfnn3/O1KlTefjhh/nxj39MU1MTTz31FI7jsGHDBgDWrFmDZVlMmDCBxsZGfvWrX3Ho0CF27tyJx+Ph0KFDjBkzhtGjR/PSSy8xadIk0tLSKCoq6uWlVUqp/kUDnFIDVHV1NcXFxdTU1PCnP/2J0tJStm7dyrp16+Jtjh49ysiRI9m/fz8XX3xxu3mcPHmS/Px8ysrKKC4ujge45cuXs2jRop5cHKWUGlB0F6pSA1R+fj6PPPII48eP595772X79u1s3LiRrKys+GPcuHEA8d2kBw4c4Ec/+hEXXHABOTk5jBkzBqDdiQ9Tp07t2YVRSqkBxtvbHVBK9R6v14vX27waMMZw55138sILL7RrN2zYMADuvPNORo4cyapVqygqKsIYQ3FxMbFYrE37zMzM7u+8UkoNYBrglFIATJ48mTVr1jB69Oh4qDtTTU0Ne/fu5bXXXmPmzJkAbN68uae7qZRSCt2FqpRq8bOf/Yza2lruv/9+tm3bxsGDB/nwww958MEHcV2X3Nxc8vLyWLlyJeXl5WzYsIHFixf3dreVUmpA0gCnlAKgqKiITz/9FNd1mTNnDsXFxSxatAi/34/H48Hj8fDGG2+wfft2iouLefLJJ3nxxRd7u9tKKTUg6VmoSimllFJJRrfAKaWUUkolGQ1wSimllFJJRgOcUkoppVSS0QCnlFJKKZVkNMAppZRSSiUZDXBKKaWUUklGA5xSSimlVJLRAKeUUkoplWQ0wCmllFJKJRkNcEoppZRSSUYDnFJKKaVUktEAp5RSSimVZP4/jlpcO5Wk76QAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group the data by Region and Year for non-conflict countries, calculating the sum of Values\n",
+    "conflict_regional = (\n",
+    "    df_mw[df_mw[\"Conflict Status\"] == \"Conflict\"]\n",
+    "    .groupby([\"Year\", \"Region\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .unstack()\n",
+    ")\n",
+    "\n",
+    "# Create a stacked area plot\n",
+    "plt.figure(figsize=(15, 8))\n",
+    "conflict_regional.plot(kind=\"area\", stacked=True)\n",
+    "\n",
+    "plt.title(\"Solar Energy Capacity Evolution in Conflict Regions\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.legend(title=\"Region\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59de393c",
+   "metadata": {},
+   "source": [
+    "# Findings\n",
+    "- Solar pumps is the most used sub-tech in the conflict countries\n",
+    "- There is missing data for some huge countries (e.g Ukraine)\n",
+    "- there is no data for some sub-technologies in some countries\n",
+    " (Sudan has no data in hydropower)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/IRENA_OFG_thousands_explore.ipynb b/3_data_exploration/IRENA_OFG_thousands_explore.ipynb
new file mode 100644
index 000000000..debdcae72
--- /dev/null
+++ b/3_data_exploration/IRENA_OFG_thousands_explore.ipynb
@@ -0,0 +1,452 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3b4cefee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "ccc96fbd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cleaned_thousands_df = pd.read_excel(\n",
+    "    \"../1_datasets/cleaned_data/IRENA_OFGStats_thousands.cleaned.xlsx\",\n",
+    "    sheet_name=\"Cleaned_data\",\n",
+    ")\n",
+    "df_thousands = cleaned_thousands_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "70512a3f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Thousands Dataset Info:\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 13224 entries, 0 to 13223\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   Region            13224 non-null  object \n",
+      " 1   Country           13224 non-null  object \n",
+      " 2   ISO Code          13224 non-null  object \n",
+      " 3   Flow              13224 non-null  object \n",
+      " 4   Group Technology  13224 non-null  object \n",
+      " 5   Sub-Technology    13224 non-null  object \n",
+      " 6   Technology        13224 non-null  object \n",
+      " 7   Value             13224 non-null  float64\n",
+      " 8   Unit              13224 non-null  object \n",
+      " 9   Year              13224 non-null  int64  \n",
+      " 10  Conflict Status   13224 non-null  object \n",
+      "dtypes: float64(1), int64(1), object(9)\n",
+      "memory usage: 1.1+ MB\n",
+      "None\n",
+      "\n",
+      "Thousands Dataset Head:\n",
+      "   Region                                 Country ISO Code  \\\n",
+      "0  Africa                                Cameroon      CMR   \n",
+      "1  Africa                                Cameroon      CMR   \n",
+      "2  Africa                                Cameroon      CMR   \n",
+      "3  Africa                                Cameroon      CMR   \n",
+      "4  Africa  Democratic Republic of the Congo (the)      COD   \n",
+      "\n",
+      "                     Flow                   Group Technology Sub-Technology  \\\n",
+      "0  Off-grid energy access  Hydropower (excl. Pumped Storage)     Hydropower   \n",
+      "1  Off-grid energy access  Hydropower (excl. Pumped Storage)     Hydropower   \n",
+      "2  Off-grid energy access  Hydropower (excl. Pumped Storage)     Hydropower   \n",
+      "3  Off-grid energy access  Hydropower (excl. Pumped Storage)     Hydropower   \n",
+      "4  Off-grid energy access  Hydropower (excl. Pumped Storage)     Hydropower   \n",
+      "\n",
+      "                                 Technology  Value       Unit  Year  \\\n",
+      "0  Number of people connected to hydropower    0.0  Thousands  2000   \n",
+      "1  Number of people connected to hydropower    0.0  Thousands  2001   \n",
+      "2  Number of people connected to hydropower    0.0  Thousands  2002   \n",
+      "3  Number of people connected to hydropower    0.0  Thousands  2003   \n",
+      "4  Number of people connected to hydropower    0.0  Thousands  2000   \n",
+      "\n",
+      "  Conflict Status  \n",
+      "0     No Conflict  \n",
+      "1     No Conflict  \n",
+      "2     No Conflict  \n",
+      "3     No Conflict  \n",
+      "4        Conflict  \n",
+      "\n",
+      "Thousands Dataset Columns:\n",
+      "['Region', 'Country', 'ISO Code', 'Flow', 'Group Technology', 'Sub-Technology', 'Technology', 'Value', 'Unit', 'Year', 'Conflict Status']\n",
+      "\n",
+      "Duplicate columns in Thousands dataset:\n",
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Thousands Dataset Info:\")\n",
+    "print(df_thousands.info())\n",
+    "print(\"\\nThousands Dataset Head:\")\n",
+    "print(df_thousands.head())\n",
+    "print(\"\\nThousands Dataset Columns:\")\n",
+    "print(df_thousands.columns.tolist())\n",
+    "print(\"\\nDuplicate columns in Thousands dataset:\")\n",
+    "print(df_thousands.columns[df_thousands.columns.duplicated()].tolist())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "18f1dea1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Conflict Status\n",
+      "No Conflict    11256\n",
+      "Conflict        1968\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_thousands[\"Conflict Status\"].value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "eaa785ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Hydropower' 'Solar lights' 'Solar mini-grids' 'Solar home systems'\n",
+      " 'Solar cookers']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_thousands[\"Sub-Technology\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7cfaaff2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Number of people connected to hydropower'\n",
+      " 'Number of people using solar lights (<11 W)'\n",
+      " 'Number of people connected to solar mini-grids (Tier 1)'\n",
+      " 'Number of people connected to solar mini-grids (Tier 2+)'\n",
+      " 'Number of people using SHS (11-50 W)'\n",
+      " 'Number of people using SHS (>50 W)'\n",
+      " 'Number of people served by solar cookers']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_thousands[\"Technology\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "af38db44",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "subtech_counts = df_thousands[\"Sub-Technology\"].value_counts()\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "subtech_counts.plot(kind=\"bar\")\n",
+    "plt.title(\"Distribution of Sub-Technology in thousands Dataset\")\n",
+    "plt.xlabel(\"Sub-Technology\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f10af80b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1200x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group the data by Year and Conflict Status, calculating the sum of Values\n",
+    "solar_trend_mw = (\n",
+    "    df_thousands[df_thousands[\"Group Technology\"] == \"Solar energy\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .unstack()\n",
+    ")\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "solar_trend_mw.plot(marker=\"o\")\n",
+    "\n",
+    "plt.title(\"Solar Technology Usage Trend by Conflict Status (Thousands)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Number of people using Solar Technology (in thousands)\")\n",
+    "plt.legend(title=\"Conflict Status\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "347a0694",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group by country and sum the values for conflict countries\n",
+    "conflict_by_country = (\n",
+    "    df_thousands[df_thousands[\"Conflict Status\"] == \"Conflict\"]\n",
+    "    .groupby(\"Country\")[\"Value\"]\n",
+    "    .sum()\n",
+    ")\n",
+    "conflict_by_country = conflict_by_country.sort_values(ascending=True)\n",
+    "\n",
+    "# Create a horizontal bar plot\n",
+    "plt.figure(figsize=(12, 8))\n",
+    "conflict_by_country.plot(kind=\"barh\")\n",
+    "plt.title(\"Total Solar Energy Capacity by Conflict Country (MW)\")\n",
+    "plt.xlabel(\"Number of people using Solar Technology (in thousands)\")\n",
+    "plt.ylabel(\"Country\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1d4a41f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB7kAAAPdCAYAAAD/G9wOAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xlczdn/B/DXvW33ti/aaLOTJYOQJbviizCMZSzZYqTsspdQNNYxI2MrwzDMUJOaKYbKEolEdFVSyighlbSpe35/9Luf6eq2iizv5zzuY+aecz7nvD/L+dR0Pud8eIwxBkIIIYQQQgghhBBCCCGEEEIIIeQTwG/oAAghhBBCCCGEEEIIIYQQQgghhJCaokFuQgghhBBCCCGEEEIIIYQQQgghnwwa5CaEEEIIIYQQQgghhBBCCCGEEPLJoEFuQgghhBBCCCGEEEIIIYQQQgghnwwa5CaEEEIIIYQQQgghhBBCCCGEEPLJoEFuQgghhBBCCCGEEEIIIYQQQgghnwwa5CaEEEIIIYQQQgghhBBCCCGEEPLJoEFuQgghhBBCCCGEEEIIIYQQQgghnwwa5CaEEEIIIYQQQgghhBBCCCGEEPLJoEFuQggh5DPC4/Fq9AkLC6uX9vr164f27dvXS1215ebmBh6P1yBtV8fe3r5G58He3r5B40xJSQGPx4Ovr+871/W+zkdubi42bdqErl27Ql1dHUpKSjAzM8OMGTMQHR1d7+2VV1xcjLlz58LQ0BBycnLo1KkTAMDMzEzq3NX1OMbFxcHNzQ0pKSn1FvO7kJxDPT09vHr1qkK+mZkZhg8f3gCR/efhw4eYP38+WrVqBaFQCGVlZbRr1w5r1qzBv//++17bTklJwf/+9z9oa2uDx+Nh4cKFMs+9r68veDxerc/rX3/9BTc3t1rHdebMGYwYMQL6+vpQVFSEtrY2Bg4ciF9//RVv3rypdX3vg4eHB/z9/Wu1TV2PIyGEEEIIIYQQQr4M8g0dACGEEELqz9WrV6W+b9iwAaGhobhw4YJUurm5+YcM64uzdu1azJ07l/seHR0NR0dHeHh4oH///ly6rq5uQ4T3XsyaNQu2trb1WmdSUhKGDBmCzMxMzJ07F+vXr4eqqipSUlJw8uRJdOnSBdnZ2dDQ0KjXdiW8vb3x888/Y/fu3ejSpQtUVVVlljM0NMTVq1fRvHnzWtUfFxeH9evXo1+/fjAzM6uHiOvHs2fP4OXlhQ0bNjR0KFICAwMxYcIENGrUCPPnz8dXX30FHo+H2NhYHDp0CEFBQbh169Z7a3/RokWIjIzEoUOHYGBgAENDQzDGKpT73//+h6tXr8LQ0LBW9f/111/46aefajzQzRjDjBkz4Ovri2HDhmH79u0wNjZGTk4OQkNDMW/ePDx//hwLFiyoVRzvg4eHB8aOHYtRo0bVeJu6HkdCCCGEEEIIIYR8GWiQmxBCCPmM9OjRQ+q7rq4u+Hx+hXTyfjVv3lxqwLOwsBAA0LJlyyrPRUFBAQQCwUc7Q70qRkZGMDIyqrf6SktLMXr0aDx//hxXr16VWjGgb9++mDZtGv7++28oKCjUW5tvu3v3LoRCIebPn19lOSUlpc+qj9na2mLHjh1wdHSEgYFBQ4cDAEhOTsaECRPQqlUrhIaGSj3YMGDAADg7O8PPz++9xnD37l1069ZNaqBW1ixjXV3dD/IAy/fffw9fX1+sX78e69atk8obMWIEli9fjgcPHrz3OOqb5D74oY4jIYQQQgghhBBCPk20XDkhhBDyhSkuLsbGjRvRpk0bKCkpQVdXF9OnT8ezZ88qlD127BisrKygqqoKVVVVdOrUCQcPHqxQLioqCn369IGysjKaNWuGzZs3QywWc/lhYWHg8Xg4fvw4Vq9ejcaNG0NdXR2DBg1CfHx8hfoOHToECwsLCAQCaGtrY/To0RCJRNXum1gshpeXF7dvenp6mDp1Kh4/fixVjjEGDw8PmJqaQiAQoGvXrjh37hz69euHfv36AQDy8vKgqamJOXPmVGgnJSUFcnJy+P7776uNqTKSpXjPnj2LGTNmQFdXF8rKyigqKgIAnDhxAlZWVlBRUYGqqipsbGwqzFK1t7eHqqoqHjx4gGHDhkFVVRXGxsZYsmQJV4/EkydP8M0330BNTQ0aGhoYP348MjIyKsT18OFDTJgwAY0bN4aSkhL09fUxcOBAxMTEVLk/spYrlyxvHRwcjM6dO0MoFKJNmzY4dOhQtcfH398fsbGxWLlyZaVL4g8dOhTKysrc98uXL2PgwIFQU1ODsrIyevbsiaCgIKltJMc9NDQU3333HRo1agQdHR2MGTMGT5484crxeDwcOHAABQUF3PLylS1HXtly5ffv38fEiROhr68PJSUlmJiYYOrUqSgqKoKvry/GjRsHAOjfv3+1bfj7+4PH4+H8+fMV8ry9vcHj8XDnzh0AdT+HEhs3bkRJSUmNZhRnZWVh3rx5aNKkCRQVFdGsWTOsXr26wvXH4/Ewf/58HDlyBG3btoWysjIsLCwQGBhYo5i2b9+O169fY8+ePTJn7vN4PIwZM0YqrSb3kZr0Icn968GDB/j777+5c1XZMtqVLbMdHByMgQMHQkNDA8rKymjbti08PT25OH766SduX6pr482bN9iyZQvatGmDtWvXyixjYGCA3r17c99rcq6qWnqfx+NJXROSPn/v3j1MnDgRGhoa0NfXx4wZM5CTkyO13evXr3H48GFuvyT32arug5Udx3/++QcDBw6Euro6lJWV0atXrwr94tmzZ3BwcICxsTH3c65Xr174559/ZB4rQgghhBBCCCGEfHpokJsQQgj5gojFYtjZ2WHz5s2YNGkSgoKCsHnzZm6At6CggCu7bt06fPvtt2jcuDF8fX3h5+eHadOm4dGjR1J1ZmRk4Ntvv8XkyZMREBCAoUOHYuXKlTh69GiF9letWoVHjx7hwIED2LdvHxITEzFixAiUlpZyZTw9PTFz5ky0a9cOp0+fxq5du3Dnzh1YWVkhMTGxyv377rvv4OLigsGDByMgIAAbNmxAcHAwevbsiefPn3PlVq9ejdWrV8PW1hZ//vkn5s6di1mzZiEhIYEro6qqihkzZuDXX3+VGrABgD179kBRUREzZsyo2YGvwowZM6CgoIAjR47gjz/+gIKCAjw8PDBx4kSYm5vj5MmTOHLkCF69eoU+ffogLi5Oavs3b95g5MiRGDhwIP7880/MmDEDO3bswJYtW7gyBQUFGDRoEM6ePQtPT0/8/vvvMDAwwPjx4yvEM2zYMNy8eRNeXl44d+4cvL298dVXXyE7O7tO+3f79m0sWbIEixYtwp9//omOHTti5syZuHjxYpXbnT17FgBqvLxxeHg4BgwYgJycHBw8eBDHjx+HmpoaRowYgRMnTlQoP2vWLCgoKODYsWPw8vJCWFgYJk+ezOVfvXoVw4YNg1AoxNWrV3H16lX873//q9V+W1pa4tq1a3B3d8fff/8NT09PFBUVobi4GP/73//g4eEBAPjpp5+qbWP48OHQ09ODj49PhTxfX1907twZHTt2BPDu59DU1BTz5s3DwYMHpfrE2woLC9G/f3/88ssvWLx4MYKCgjB58mR4eXlVGHAGgKCgIPz4449wd3fHqVOnuIHnhw8fVhvT2bNnoa+vX+MZ87W5j1TXhzp37oyrV6/CwMAAvXr14s5VbZbRPnjwIIYNGwaxWIy9e/fizJkzcHZ25h7AWbt2LcaOHQsAXP1VtXHjxg1kZWXBzs6uRis/1PZc1cbXX3+NVq1a4dSpU1ixYgWOHTuGRYsWcflXr16FUCjEsGHDuP3as2ePVB2y7oOyHD16FEOGDIG6ujoOHz6MkydPQltbGzY2NlID3VOmTIG/vz/WrVuHs2fP4sCBAxg0aBBevHjxTvtKCCGEEEIIIYSQjwgjhBBCyGdr2rRpTEVFhft+/PhxBoCdOnVKqlxUVBQDwPbs2cMYY+zhw4dMTk6Offvtt1XW37dvXwaARUZGSqWbm5szGxsb7ntoaCgDwIYNGyZV7uTJkwwAu3r1KmOMsZcvXzKhUFihXGpqKlNSUmKTJk3i0lxdXVn5X2VEIhEDwObNmye1bWRkJAPAVq1axRhjLCsriykpKbHx48dLlbt69SoDwPr27culJSUlMT6fz3bs2MGlFRQUMB0dHTZ9+vQqj015kv3//fffuTQfHx8GgE2dOrXCvsrLyzMnJyep9FevXjEDAwP2zTffcGnTpk1jANjJkyelyg4bNoy1bt2a++7t7c0AsD///FOq3OzZsxkA5uPjwxhj7Pnz5wwA27lzZ433TeLt88EYY6ampkwgELBHjx5xaQUFBUxbW5vNmTOnyvpsbW0ZAFZYWFij9nv06MH09PTYq1evuLSSkhLWvn17ZmRkxMRiMWPsv+P+9nXi5eXFALD09HQu7e3+U36/pk2bxn1PTk6WOo6MMTZgwACmqanJMjMzK435999/ZwBYaGhojfZx8eLFTCgUsuzsbC4tLi6OAWC7d+9mjNXPOXz27Bl7/vw509DQYF9//TWXb2pqyv73v/9x3/fu3Svz+tuyZQsDwM6ePculAWD6+vosNzeXS8vIyGB8Pp95enpWG5tAIGA9evSo0X7U5j5S0z7EWMX9Z0z2uZdcY8nJyYyxsr6rrq7OevfuzV2Hsjg6OlboQ5X57bffGAC2d+/eGpWv6bmStT8SAJirqyv3XXK9eHl5SZWbN28eEwgEUvuqoqIi1WckKrsPls+THMfXr18zbW1tNmLECKlypaWlzMLCgnXr1o1LU1VVZQsXLpR5LAghhBBCCCGEEPJ5oJnchBBCyBckMDAQmpqaGDFiBEpKSrhPp06dYGBggLCwMADAuXPnUFpaCkdHx2rrNDAwQLdu3aTSOnbsWGHGNwCMHDmyQjkAXNmrV6+ioKAA9vb2UuWMjY0xYMAAmUs1S4SGhgJAhW27deuGtm3bctteu3YNRUVF+Oabb6TK9ejRA2ZmZlJpzZo1w/Dhw7Fnzx4wxgCULeH+4sWLat/TXFNff/211PeQkBCUlJRg6tSpUudIIBCgb9++3DmS4PF4GDFihFTa28c/NDQUampqFY7/pEmTpL5ra2ujefPm+P7777F9+3bcunVLatn5uujUqRNMTEy47wKBAK1atZJ5fdTV69evERkZibFjx0JVVZVLl5OTw5QpU/D48eMKy+JXdy2+i/z8fISHh+Obb76p13cKz5gxAwUFBVIz0318fKCkpMSdy/o6hzo6OnBxccGpU6cQGRkps8yFCxegoqLCzUCWkPTBt/tr//79oaamxn3X19eHnp6e1DEvf82XlJRw/a42ansfqUkfehcRERHIzc3FvHnzajTr+n2o7bmqDVl9qbCwEJmZmTWu4+37oCwRERHIysrCtGnTpK4RsVgMW1tbREVF4fXr1wDK7vu+vr7YuHEjrl27hjdv3tRupwghhBBCCCGEEPLRo0FuQggh5Avy9OlTZGdnQ1FREQoKClKfjIwMbklvyfu5jYyMqq1TR0enQpqSkpLU0ueVlVVSUgIArqxkKVlZS/Q2bty4yqVma7qt5N/6+voVyslKW7BgARITE3Hu3DkAZUtLW1lZoXPnzpXGUhtvx/v06VMAgKWlZYVzdOLECall1wFAWVkZAoFAKk1JSQmFhYXc9xcvXsjcNwMDA6nvknc+29jYwMvLC507d4auri6cnZ3x6tWrOu1fba6P8iQD48nJydW28fLlSzDGKj33ACpcO9Vdi+/i5cuXKC0trVH/qY127drB0tKSW7K8tLQUR48ehZ2dHbS1tQHU7zlcuHAhGjdujOXLl8vMf/HiBQwMDCoM3Orp6UFeXr7aYw5IXwspKSkVrvnw8HAAZddDTa4FSVxAze8jNelD76I299Oaqk3/AGp/rmqjPvpSTZZ+l9wbx44dW+E62bJlCxhjyMrKAgCcOHEC06ZNw4EDB2BlZQVtbW1MnToVGRkZNY6JEEIIIYQQQgghHzf5hg6AEEIIIR9Oo0aNoKOjg+DgYJn5klmWktmnjx8/hrGx8QeLTzJYkp6eXiHvyZMnaNSoUY22fXswqfy2knKSAZPyMjIyKszmHjBgANq3b48ff/wRqqqqiI6Olvm+8bp6e9BJEucff/wBU1PTemlDR0cH169fr5Aua8DH1NQUBw8eBAAkJCTg5MmTcHNzQ3FxMfbu3Vsv8dSEjY0N9u3bB39/f6xYsaLKslpaWuDz+ZVeNwCqvHbqm7a2NuTk5Lj3Lden6dOnY968eRCJRHj48CHS09Mxffp0qTL1dQ6FQiHc3Nzg4OCAoKCgCvk6OjqIjIwEY0zqOs7MzERJSUmtj3njxo0RFRUllda6dWsAZdfD7t27ce3atWrfy/0u95H3ofz9tL507doV2tra+PPPP+Hp6VntDPGanivJYH9RUZHU9u/7XdY1meEuiXH37t2VXgOSh3kaNWqEnTt3YufOnUhNTUVAQABWrFiBzMzMSn/+EUIIIYQQQggh5NNCM7kJIYSQL8jw4cPx4sULlJaWomvXrhU+kgGlIUOGQE5ODt7e3h80PisrKwiFwgqDyI8fP8aFCxcwcODASrcdMGAAAFTYNioqCiKRiNu2e/fuUFJSklryGShbxryy5YmdnZ0RFBSElStXQl9fH+PGjav1vtWUjY0N5OXlkZSUJPMcde3atdZ19u/fH69evUJAQIBU+rFjx6rcrlWrVlizZg06dOiA6OjoWrf7Luzs7NChQwd4enri7t27MsuEhIQgPz8fKioq6N69O06fPi01e1QsFuPo0aMwMjJCq1atPlToEAqF6Nu3L37//fcKM+/Lq8uM14kTJ0IgEMDX1xe+vr5o0qQJhgwZUmn5dz2HM2bMQNu2bbFixYoKy54PHDgQeXl58Pf3l0r/5ZdfuPzaUFRUrHCtSx68WbRoEVRUVDBv3jzk5ORU2JYxBj8/PwDvdh95H3r27AkNDQ3s3bu3yuXXa3M9KCgowMXFBffv38eGDRtklsnMzMSVK1cA1Pxc6evrQyAQ4M6dO1Ll/vzzz2pjqkpNVm+oTq9evaCpqYm4uLhK742KiooVtjMxMcH8+fMxePDgD34fI4QQQgghhBBCyPtDM7kJIYSQL8iECRPw66+/YtiwYViwYAG6desGBQUFPH78GKGhobCzs8Po0aNhZmaGVatWYcOGDSgoKMDEiROhoaGBuLg4PH/+HOvXr38v8WlqamLt2rVYtWoVpk6diokTJ+LFixdYv349BAIBXF1dK922devWcHBwwO7du8Hn8zF06FCkpKRg7dq1MDY2xqJFiwCUzbJdvHgxPD09oaWlhdGjR+Px48dYv349DA0NwedXfAZw8uTJWLlyJS5evIg1a9bIHEipL2ZmZnB3d8fq1avx8OFD2NraQktLC0+fPsX169ehoqJS6+M/depU7NixA1OnTsWmTZvQsmVL/PXXXwgJCZEqd+fOHcyfPx/jxo1Dy5YtoaioiAsXLuDOnTvVzqaub3JycvDz88OQIUNgZWWF7777Dv3794eKigoePXqEP/74A2fOnMHLly8BAJ6enhg8eDD69++PpUuXQlFREXv27MHdu3dx/PjxD/4u5O3bt6N3797o3r07VqxYgRYtWuDp06cICAjAzz//DDU1NbRv3x4AsG/fPqipqUEgEKBp06Yyl/WW0NTUxOjRo+Hr64vs7GwsXbpU6pqt73MoJycHDw8PjB49GsB/7y4Hyq6rn376CdOmTUNKSgo6dOiAy5cvw8PDA8OGDcOgQYNq3V5lmjZtit9++w3jx49Hp06dMH/+fHz11VcAgLi4OBw6dAiMMYwePfqd7iPvg6qqKrZt24ZZs2Zh0KBBmD17NvT19fHgwQPcvn0bP/74IwCgQ4cOAIAtW7Zg6NChkJOTQ8eOHSu93yxbtgwikQiurq64fv06Jk2aBGNjY+Tk5ODixYvYt28f1q9fj169etX4XPF4PEyePBmHDh1C8+bNYWFhgevXr1f7QEx1OnTogLCwMJw5cwaGhoZQU1PjHqqqKVVVVezevRvTpk1DVlYWxo4dCz09PTx79gy3b9/Gs2fP4O3tjZycHPTv3x+TJk1CmzZtoKamhqioKAQHB2PMmDHvtB+EEEIIIYQQQgj5eNAgNyGEEPIFkZOTQ0BAAHbt2oUjR47A09MT8vLyMDIyQt++fblBFgBwd3dHy5YtsXv3bnz77beQl5dHy5Yt4ezs/F5jXLlyJfT09PDDDz/gxIkTEAqF6NevHzw8PNCyZcsqt/X29kbz5s1x8OBB/PTTT9DQ0ICtrS08PT2lBg43bdoEFRUV7N27Fz4+PmjTpg28vb2xevVqaGpqVqhXKBRixIgROHr0KObOnVvfu1zBypUrYW5ujl27duH48eMoKiqCgYEBLC0t69S+srIyLly4gAULFmDFihXg8XgYMmQIfvvtN/Ts2ZMrZ2BggObNm2PPnj1IS0sDj8dDs2bNsG3bNjg5OdXnLtZI8+bNER0djd27d8PPzw/e3t4oKiqCoaEhrK2tcfnyZWhoaAAA+vbtiwsXLsDV1RX29vYQi8WwsLBAQEAAhg8f/sFjlwwOurq6YuXKlXj16hUMDAwwYMAAbtCyadOm2LlzJ3bt2oV+/fqhtLQUPj4+sLe3r7Lu6dOn4/jx4wBQoez7OIejRo1Cz549ERERIZUuEAgQGhqK1atX4/vvv8ezZ8/QpEkTLF269L0MJA8fPhyxsbHYtm0b9u7di7S0NPD5fDRt2hS2trZS+/cu95H3YebMmWjcuDG2bNmCWbNmgTEGMzMzTJs2jSszadIkXLlyBXv27IG7uzsYY0hOTq7wCgUJHo8HHx8fjB49Gvv27cPChQvx8uVLqKmpoVOnTtiyZQu3lH1tztW2bdsAAF5eXsjLy8OAAQMQGBhYaRw1sWvXLjg6OmLChAnIz89H3759ERYWVut6Jk+eDBMTE3h5eWHOnDl49eoV9PT00KlTJ64vCAQCdO/eHUeOHEFKSgrevHkDExMTuLi4VPp+eUIIIYQQQgghhHx6eKyqNfMIIYQQQr4QycnJaNOmDVxdXbFq1SqpvOLiYpiZmaF37944efJkA0VICCGEEEIIIYQQQgghBKCZ3IQQQgj5At2+fRvHjx9Hz549oa6ujvj4eHh5eUFdXR0zZ87kyj179gzx8fHw8fHB06dPP/iS3YQQQgghhBBCCCGEEEIqokFuQgghhHxxVFRUcOPGDRw8eBDZ2dnQ0NBAv379sGnTJujr63PlgoKCMH36dBgaGmLPnj3o3LlzA0ZNCCGEEEIIIYQQQgghBKDlygkhhBBCCCGEEEIIIYQQQgghhHxC+A0dACGEEEIIIYQQQgghhBBCCCGEEFJTNMhNCCGEEEIIIYQQQgghhBBCCCHkk0Hv5K5HYrEYT548gZqaGng8XkOHQwghhBBCCCGEEEII+YgwxvDq1Ss0btwYfD7NPyKEEEIIqSsa5K5HT548gbGxcUOHQQghhBBCCCGEEEII+YilpaXByMioocMghBBCCPlk0SB3PVJTUwNQ9kuqurp6A0fzfonFYjx79gy6urr01CkhXxjq/4R8uaj/E/Llov5PyJeL+j8h9Ss3NxfGxsbc3xEJIYQQQkjd0CB3PZIsUa6urv5FDHIXFhZCXV2d/ieXkC8M9X9CvlzU/wn5clH/J+TLRf2fkPeDXnVICCGEEPJu6P9OCCGEEEIIIYQQQgghhBBCCCGEfDJokJsQQgghhBBCCCGEEEIIIYQQQsgngwa5CSGEEEIIIYQQQgghhBBCCCGEfDLondyEEEIIIYQQQgghhBBCPhpisRjFxcUNHQYhhBBCPjBFRUXw+TWbo02D3IQQQgghhBBCCCGEEEI+CsXFxUhOToZYLG7oUAghhBDygfH5fDRt2hSKiorVlqVBbkIIIYQQQgghhBBCCCENjjGG9PR0yMnJwdjYuMYzuQghhBDy6ROLxXjy5AnS09NhYmICHo9XZXka5CaEEEIIIYQQQgghhBDS4EpKSpCfn4/GjRtDWVm5ocMhhBBCyAemq6uLJ0+eoKSkBAoKClWWpUfhCCGEEEIIIYQQQgghhDS40tJSAKjREqWEEEII+fxIfgeQ/E5QFRrkJoQQQgghhBBCCCGEEPLRqG55UkIIIYR8nmrzOwANchNCCCGEEEIIIYQQQgghhBBCCPlk0CA3IYQQQgghhBBCCCGEEEIIIYSQTwYNchNCCCGEEEIIIYQQQgj5bJSKGa4mvcCfMf/iatILlIpZQ4dUbxhjcHBwgLa2Nng8HmJiYtCvXz8sXLiQK2NmZoadO3c2WIwNyd7eHqNGjWroMKS4ublBX18fPB4P/v7+DR1Oldzc3NCpU6eGDuOz86HOva+vLzQ1NT+Zegl5VzTITQghhBBCCCGEEEIIIeSzEHw3Hb23XMDE/dew4LcYTNx/Db23XEDw3fT32m5GRgacnJzQrFkzKCkpwdjYGCNGjMD58+frtZ3g4GD4+voiMDAQ6enpaN++fYUyUVFRcHBwqFF99Tl4lZKSAh6PBz09Pbx69Uoqr1OnTnBzc6uXdj4lIpEI69evx88//4z09HQMHTq0oUMiNfQhH0p4+0EVQkjN0CA3IYQQQgghhBBCCCGEkE9e8N10fHc0Guk5hVLpGTmF+O5o9Hsb6E5JSUGXLl1w4cIFeHl5ITY2FsHBwejfvz8cHR3rta2kpCQYGhqiZ8+eMDAwgLy8fIUyurq6UFZWrtd2a+PVq1fYunVrg7Vf3xhjKCkpqdO2SUlJAAA7OzsYGBhASUmpPkMj5KPw5s2bhg6h3rxLfycfHg1yE0IIIYQQQgghhBBCCPlo5ReXVPopfFMKoGyJ8vVn4iBrYXJJmtuZOKmlyyurs7bmzZsHHo+H69evY+zYsWjVqhXatWuHxYsX49q1a1y51NRU2NnZQVVVFerq6vjmm2/w9OlTLl+yVPSRI0dgZmYGDQ0NTJgwgZsVbW9vDycnJ6SmpoLH48HMzExmPG8vV56dnQ0HBwfo6+tDIBCgffv2CAwMRFhYGKZPn46cnBzweDzweLx6mW3t5OSE7du3IzMzs9IysmbJampqwtfXF8B/s8JPnjyJPn36QCgUwtLSEgkJCYiKikLXrl2hqqoKW1tbPHv2rEL969evh56eHtTV1TFnzhwUFxdzeYwxeHl5oVmzZhAKhbCwsMAff/zB5YeFhYHH4yEkJARdu3aFkpISLl26JHM/YmNjMWDAAAiFQujo6MDBwQF5eXkAys7niBEjAAB8Ph88Hk9mHZL2goKCYGFhAYFAgO7duyM2NlaqXEREBKytrSEUCmFsbAxnZ2e8fv2ay3/58iWmTp0KLS0tKCsrY+jQoUhMTOTyJbP2/f390apVKwgEAgwePBhpaWky45Lw8fFB27ZtIRAI0KZNG+zZs6fK8mKxGFu2bEGLFi2gpKQEExMTbNq0qUbHDPhvyfmtW7fC0NAQOjo6cHR0lBpINTMzg4eHB2bMmAE1NTWYmJhg3759UnH8+++/GD9+PLS0tKCjowM7OzukpKRIlTl06BDatWsHJSUlGBoaYv78+Vz9ADB69OgKfe3MmTPo0qULBAIBmjVrhvXr10sNiiYmJsLa2hoCgQDm5uY4d+5clcfL3t4e4eHh2LVrF9cPJXGGh4ejW7duXHwrVqyo0QBsSEgI2rZty/WR9PSyB3wuXrwIBQUFZGRkSJVfsmQJrK2tue++vr4wMTGBsrIyRo8ejRcvXkiVl9yrDh06xK1ewRir8T3u559/hrGxMZSVlTFu3DhkZ2dzZcRiMdzd3WFkZAQlJSV06tQJwcHBXP7XX38NJycn7vvChQvB4/Fw7949AEBJSQnU1NQQEhICoH77O/n40CA3IYQQQgghhBBCCCGEkI+W+bqQSj/fHb0JALienFVhBnd5DGUzuq8nZ3FpvbeEyqyzNrKyshAcHAxHR0eoqKhUyJcsBc4Yw6hRo5CVlYXw8HCcO3cOSUlJGD9+vFT5pKQk+Pv7IzAwEIGBgQgPD8fmzZsBALt27eIGf9LT0xEVFVVtfGKxGEOHDkVERASOHj2KuLg4bN68GXJycujZsyd27twJdXV1pKenIz09HUuXLq3V/ssyceJEtGjRAu7u7u9cl6urK9asWYPo6GjIy8tj4sSJWL58OXbt2oVLly4hKSkJ69atk9rm/PnzEIlECA0NxfHjx+Hn54f169dz+WvWrIGPjw+8vb1x7949LFq0CJMnT0Z4eLhUPcuXL4enpydEIhE6duxYIbb8/HzY2tpCS0sLUVFR+P333/HPP/9wA6VLly6Fj48PAHDHtyrLli3D1q1bERUVBT09PYwcOZIb2I2NjYWNjQ3GjBmDO3fu4MSJE7h8+TLXFlA2WHrjxg0EBATg6tWrYIxh2LBhUoPD+fn52LRpEw4fPowrV64gNzcXEyZMqDSm/fv3Y/Xq1di0aRNEIhE8PDywdu1aHD58uNJtVq5ciS1btmDt2rWIi4vDsWPHoK+vX6NjJhEaGoqkpCSEhobi8OHD8PX15R6AkNi2bRu6du2KW7duYd68efjuu+9w//59rp3+/ftDVVUVFy9exOXLl7kBX8kDD97e3nB0dISDgwNiY2MREBCAFi1aAADXt3x8fKT6WkhICCZPngxnZ2fExcXh559/hq+vLzeILxaLMWbMGMjJyeHatWvYu3cvXFxcKj1WQFm/trKywuzZs7nrxNjYGP/++y+GDRsGS0tL3L59G97e3jh48CA2btxYZX35+fnYunUrjhw5gosXLyI1NZXr19bW1mjWrBmOHDnClS8pKcHRo0cxffp0AEBkZCRmzJiBefPmISYmBv3795fZ5oMHD3Dy5EmcOnUKMTExAFCje5xkuzNnziA4OBgxMTFSK17s2rUL27Ztw9atW3Hnzh3Y2Nhg5MiR3AMb/fr1Q1hYGFc+PDwcjRo14vpvVFQUCgsL0atXLwD119/JR4qRepOTk8MAsJycnIYO5b0rLS1l6enprLS0tKFDIYR8YNT/CflyUf8n5MtF/Z+QLxf1f0Lq15f098O6KCgoYHFxcaygoEAq3dQlsNKP/aFIxhhj/rceV1lO8vG/9Zir9yv3szLL1EZkZCQDwE6fPl1lubNnzzI5OTmWmprKpd27d48BYNevX2eMMebq6sqUlZVZbm4uV2bZsmWse/fu3PcdO3YwU1NTqbr79u3LFixY8N/xMjVlO3bsYIwxFhISwvh8PouPj5cZl4+PD9PQ0KjBnlYvOTmZAWC3bt1iwcHBTEFBgT148IAxxpiFhQVzdXXlygJgfn5+UttraGgwHx8fqboOHDjA5R8/fpwBYOfPn+fSPD09WevWrbnv06ZNY9ra2uz169dcmre3N1NVVWWlpaUsLy+PCQQCFhERIdX2zJkz2cSJExljjIWGhjIAzN/fv8r93bdvH9PS0mJ5eXlcWlBQEOPz+SwjI4Mxxpifnx+rbhhG0t5vv/3Gpb148YIJhUJ24sQJxhhjU6ZMYQ4ODlLbXbp0ifH5fFZQUMASEhIYAHblyhUu//nz50woFLKTJ08yxsrONQB27do1roxIJGIAWGRkWT9ydXVlFhYWXL6xsTE7duyYVLsbNmxgVlZWMvclNzeXKSkpsf3798vMr8kxmzZtGjM1NWUlJSVcmXHjxrHx48dz301NTdnkyZO572KxmOnp6TFvb2/GGGMHDx5krVu3ZmKxmCtTVFTEhEIhCwkJYYwx1rhxY7Z69WqZcTIm+xrt06cP8/DwkEo7cuQIMzQ0ZIyV9Tc5OTmWlpbG5f/9998y6yrv7T7MGGOrVq2qsA8//fQTdy3LIjnHkn4n2UZfX5/7vmXLFta2bVvuu7+/P1NVVeXOycSJE5mtra1UvePHj5e6T7i6ujIFBQWWmZnJpdX0Hifr+PD5fJaens4YKzsvmzZtkmrf0tKSzZs3jzHG2J07dxiPx2PPnj1jWVlZTEFBgW3cuJGNGzeOMcaYh4cHd8+sz/5OPpzKfheQpUFncnt6esLS0hJqamrQ09PDqFGjEB8fL1WGMQY3Nzc0btwYQqEQ/fr145YdkCgqKoKTkxMaNWoEFRUVjBw5Eo8fP5Yq8/LlS0yZMgUaGhrQ0NDAlClTpJZAAMqWixkxYgRUVFTQqFEjODs7Sy1jQgghhBBCCCGEEEIIIeTDinO3qfTjPbkLAEBPTVCjusqXu+zSX2adtcFY2fLnlS1FLSESiWBsbAxjY2MuzdzcHJqamhCJRFyamZkZ1NTUuO+GhoZVLvtdnZiYGBgZGaFVq1Z1riM1NRWqqqrcx8PDo9ptbGxs0Lt3b6xdu7bO7QKQmlEpmQ3coUMHqbS3j4+FhYXUO8mtrKyQl5eHtLQ0xMXFobCwEIMHD5bap19++YV7f7ZE165dq4xNJBLBwsJCagZ/r169IBaLK4xz1ISVlRX339ra2mjdujV3bdy8eRO+vr5SMdvY2EAsFiM5ORkikQjy8vLo3r07V4eOjo5UHQAgLy8vtV9t2rSpcA1KPHv2DGlpaZg5c6ZUuxs3bqxwrMofk6KiIgwcOLDS/Jocs3bt2kFOTo77LqsflL82eDweDAwMuDI3b97EgwcPoKamxsWtra2NwsJCJCUlITMzE0+ePKk0zsrcvHkT7u7uUsdDMgM7Pz8fIpEIJiYmMDIy4rYpf15rQyQSwcrKSure0qtXL+Tl5VUY/ypPWVkZzZs3576/fezs7e3x4MED7lUKhw4dwjfffMOdE0m75cnaB1NTU+jq6krFW5N7nKzjIzn/ubm5ePLkCTcLu/x+S+po3749dHR0EB4ejkuXLsHCwgIjR47kZmaHhYWhb9++AFCv/Z18nOQbsvHw8HA4OjrC0tISJSUlWL16NYYMGYK4uDiuQ3l5eWH79u3w9fVFq1atsHHjRgwePBjx8fHcD/uFCxfizJkz+O2336Cjo4MlS5Zg+PDhuHnzJncjnDRpEh4/fsyt3e/g4IApU6bgzJkzAIDS0lL873//g66uLi5fvowXL15g2rRpYIxh9+7dDXB0CCGEEEIIIYQQQgghhCgrVv9n7G5NtWGoIUBGTqHM93LzABhoCNCtqXat6q1Oy5YtwePxIBKJMGrUqErLMcZkDoS/na6goCAdN48HsVhc5/iEQmGdt5Vo3LgxtxwxUDYAWxObN2+GlZUVli1bViGPx+NxDwhIlF9WW6L88ZAcp7fTanp8ypcNCgpCkyZNpPKVlJSkvstafr68ys5p+VjflaQesViMOXPmwNnZuUIZExMTJCQk1DhGWbHJSpMcq/3790sNngOQGoAur7rrrabHrCb9oKoyYrEYXbp0wa+//lqhHV1dXfD5dZv/KRaLsX79eowZM6ZCnkAgqHBNS+KqC1nHqiYP1cg6LuXj0tPTw4gRI+Dj44NmzZrhr7/+klr+W9Y+yPJ2/6jpPe5tkrzyZWTtd/ly1tbWCAsLg6KiIvr164f27dujtLQUsbGxiIiIwMKFCwGgXvs7+Tg16CB3+ZfFA2XvN9DT08PNmzdhbW0Nxhh27tyJ1atXczeNw4cPQ19fH8eOHcOcOXOQk5ODgwcP4siRIxg0aBAA4OjRozA2NsY///wDGxsbiEQiBAcH49q1a9zNeP/+/bCyskJ8fDxat26Ns2fPIi4uDmlpaWjcuDGAsnc62NvbY9OmTVBXV68Qf1FREYqKirjvubm5AMo6zrv84vEpEIvFYIx99vtJCKmI+j8hXy7q/4R8uaj/E/Llov5PSP2ivvT+yPF5cB1hju+ORoMHSA10S4ZLXEeYQ45fP4OPEtra2rCxscFPP/0EZ2fnCgMl2dnZ0NTUhLm5OVJTU5GWlsbNdIyLi0NOTg7atm1brzGV17FjRzx+/BgJCQkyZ3MrKiqitLS0yjrk5eW5dxXXRrdu3TBmzBisWLGiQp6urq7UO6oTExORn59f6zZkuX37NgoKCrgB12vXrkFVVRVGRkbQ0tKCkpISUlNTudmedWVubo7Dhw/j9evX3Hm/cuUK+Hx+nWbOX7t2DSYmJgDKVqZNSEhAmzZtAACdO3fGvXv3Kj0P5ubmKCkpQWRkJHr27AkAePHiBRISEqSur5KSEty4cQPdunUDAMTHxyM7O5trpzx9fX00adIEDx8+xLffflujfWjZsiWEQiHOnz+PWbNmyYyzPo9ZZTp37owTJ05AT09P5tgOULZqwvnz59G/f3+Z+QoKChX6RufOnREfH1/leUhNTcWTJ0+4caarV69WG6+sfmhubo5Tp05JDfBGRERATU2twoBtbc2aNQsTJkyAkZERmjdvLjVz2tzcnJvlLfH2d1lqeo+TdXwk519dXR2NGzfG5cuXYW1tzW0TERHBXbNA2Xu59+3bB0VFRbi7u4PH46FPnz7YunUrCgoKuP0xNzevt/5OPk4NOsj9tpycHAD/PQmWnJyMjIwMDBkyhCujpKSEvn37IiIiAnPmzMHNmzfx5s0bqTKNGzdG+/btERERARsbG1y9ehUaGhpSTxv16NEDGhoaiIiIQOvWrXH16lW0b9+e61hA2ZIqRUVFuHnzpswbnaenJ9avX18h/dmzZygsLHz3A/IRE4vFyMnJAWOszk89EUI+TdT/CflyUf8n5MtF/Z+QLxf1f0Lq16tXrxo6hM+abXtDeE/ujPVn4pCe89/fZw00BHAdYQ7b9obvpd09e/agZ8+e6NatG9zd3dGxY0eUlJTg3Llz8Pb2hkgkwqBBg9CxY0d8++232LlzJ0pKSjBv3jz07dv3vS6T27dvX1hbW+Prr7/G9u3b0aJFC9y/fx88Hg+2trYwMzNDXl4ezp8/zy3zXX6p73e1adMmtGvXDvLy0kMRAwYMwI8//ogePXpALBbDxcWlwgzUuiouLsbMmTOxZs0aPHr0CK6urpg/fz74fD7U1NSwdOlSLFq0CGKxGL1790Zubi4iIiKgqqqKadOm1bidb7/9Fq6urpg2bRrc3Nzw7NkzODk5YcqUKdzS6rXh7u4OHR0d6OvrY/Xq1WjUqBG3OoCLiwt69OgBR0dHzJ49GyoqKhCJRDh37hx2796Nli1bws7ODrNnz8bPP/8MNTU1rFixAk2aNIGdnR3XhoKCApycnPDDDz9AQUEB8+fPR48ePaQGEMtzc3ODs7Mz1NXVMXToUBQVFeHGjRt4+fIlFi9eXKG8QCCAi4sLli9fDkVFRfTq1QvPnj3DvXv3MHPmzHo/ZpX59ttv8f3338POzg7u7u4wMjJCamoqTp8+jWXLlsHIyAhubm6YO3cu9PT0MHToULx69QpXrlyBk5MTgP8GwXv16gUlJSVoaWlh3bp1GD58OIyNjTFu3Djw+XzcuXMHsbGx2LhxIwYNGoTWrVtj6tSp2LZtG3Jzc7F69epq4zUzM0NkZCRSUlK4pdXnzZuHnTt3wsnJCfPnz0d8fDxcXV2xePHid/6dzMbGBhoaGti4cSPc3d2l8pydndGzZ094eXlh1KhROHv2bIUJq7LU9B4nEAgwbdo0bN26Fbm5uXB2dsY333wDAwMDAMCyZcvg6uqK5s2bo1OnTvDx8UFMTIzUrPx+/fphwYIFkJeXR58+fbi0JUuWoHPnztyDDfXZ38nH6aMZ5GaMYfHixejduzfat28PAMjIyACACjc3fX19PHr0iCujqKgILS2tCmUk22dkZEBPT69Cm3p6elJl3m5HS0sLioqKXJm3rVy5UupGnpubC2NjY+jq6lb6dNDnQiwWg8fjvdPSHoSQTxP1f0K+XNT/CflyUf8n5MtF/Z+Q+iUQ1Oy90aTubNsbYrC5Aa4nZyHzVSH01MqWKK/vGdzlNW3aFNHR0di0aROWLFmC9PR06OrqokuXLvD29gZQtsSuv78/nJycYG1tDT6fD1tb2w/yqsxTp05h6dKlmDhxIl6/fo0WLVpg8+bNAICePXti7ty5GD9+PF68eAFXV1e4ubnVW9utWrXCjBkzsG/fPqn0bdu2Yfr06bC2tkbjxo2xa9cu3Lx5s17aHDhwIFq2bAlra2sUFRVhwoQJUvu0YcMG6OnpwdPTEw8fPoSmpiY6d+6MVatW1aodZWVlhISEYMGCBbC0tISysjL3MEFdbN68GQsWLEBiYiIsLCwQEBAARUVFAGUz8sPDw7F69Wr06dMHjDE0b94c48eP57b38fHBggULMHz4cBQXF8Pa2hp//fWX1MMDysrKcHFx4V7v2rt3bxw6dKjSmGbNmgVlZWV8//33WL58OVRUVNChQwduOWhZ1q5dC3l5eaxbtw5PnjyBoaEh5s6d+16OWWWUlZVx8eJFuLi4YMyYMXj16hWaNGmCgQMHcmM306ZNQ2FhIXbs2IGlS5eiUaNGGDt2LFfHtm3bsHjxYuzfvx9NmjRBSkoKbGxsEBgYCHd3d3h5eUFBQQFt2rThZq3z+Xz4+flh5syZ6NatG8zMzPDDDz/A1ta2yniXLl2KadOmwdzcHAUFBUhOToaZmRn++usvLFu2DBYWFtDW1uYe3nhXfD4f9vb28PDwwNSpU6XyevTogQMHDnD3gkGDBmHNmjXYsGFDlXXW9B7XokULjBkzBsOGDUNWVhaGDRuGPXv2cPnOzs7Izc3FkiVLkJmZCXNzcwQEBKBly5Zcmfbt26NRo0YwNTXlzmffvn1RWlpaYcZ2ffV38nHisZousP+eOTo6IigoCJcvX+ZeOh8REYFevXpxN0KJ2bNnIy0tDcHBwTh27BimT58utWw4AAwePBjNmzfH3r174eHhgcOHDyM+Pl6qTMuWLTFz5kysWLECDg4OePToEUJCQqTKKCoq4pdffsGECROq3Yfc3FxoaGggJyfnixjkzszMhJ6eHv1PLiFfGOr/hHy5qP8T8uWi/k/Il4v6PyH160v6+2FdFBYWIjk5GU2bNqUHAsgXIywsDP3798fLly+hqan53trx9fXFwoULkZ2d/d7aIJ+O2bNn4+nTpwgICPhgbbq5ucHf3x8xMTEfrE3y6anN7wIfxf+dODk5ISAgAKGhodwANwBueYK3Z1JnZmZys64NDAxQXFyMly9fVlnm6dOnFdp99uyZVJm323n58iXevHlTr8tkEEIIIYQQQgghhBBCCCGEEPKh5eTk4J9//sGvv/7KLc1OyKeqQQe5GWOYP38+Tp8+jQsXLqBp06ZS+U2bNoWBgQHOnTvHpRUXFyM8PBw9e/YEAHTp0gUKCgpSZdLT03H37l2ujJWVFXJycnD9+nWuTGRkJHJycqTK3L17F+np6VyZs2fPQklJCV26dKn/nSeEEEIIIYQQQgghhBBCCCHkA7Gzs8PIkSMxZ84cDB48uKHDIeSdNOhy5fPmzcOxY8fw559/onXr1ly6hoYGhEIhAGDLli3w9PSEj48PWrZsCQ8PD4SFhSE+Ph5qamoAgO+++w6BgYHw9fWFtrY2li5dihcvXuDmzZuQk5MDAAwdOhRPnjzBzz//DABwcHCAqakpzpw5AwAoLS1Fp06doK+vj++//x5ZWVmwt7fHqFGjavxelC9puSFaroyQLxf1f0K+XNT/CflyUf8n5MtF/Z+Q+vUl/f2wLmi5ckIIIeTLVpvfBeQ/UEwyeXt7AwD69esnle7j4wN7e3sAwPLly1FQUIB58+bh5cuX6N69O86ePcsNcAPAjh07IC8vj2+++QYFBQUYOHAgfH19uQFuAPj111/h7OyMIUOGAABGjhyJH3/8kcuXk5NDUFAQ5s2bh169ekEoFGLSpEnYunXre9p7QgghhBBCCCGEEEIIIYQQQgghtdWgM7k/N1/Sk5j0JDchXy7q/4R8uaj/E/Llov5PyJeL+j8h9etL+vthXdBMbkIIIeTLVpvfBej/TgghhBBCCCGEEEIIIYQQQgghhHwyaJCbEEIIIYQQQgghhBBCCCGEEELIJ4MGuQkhhBBCCCGEEEIIIYQQQgghhHwyaJCbEEIIIYQQQgghhBBCCCGEEELIJ4MGuQkhhBBCCCGEEEIIIYR8PsSlQPIlIPaPsn+LSxs6onrDGIODgwO0tbXB4/EQExODfv36YeHChVwZMzMz7Ny5s8FibEj29vYYNWpUQ4chxc3NDfr6+uDxePD392/ocKrk5uaGTp06NXQYn51P4dwDqHAvaWh16c/v81jXJJ76OIZTpkyBh4dHvcb1vsTGxsLIyAivX79ukPZpkJsQQgghhBBCCCGEEELI5yEuANjZHjg8HDg1s+zfO9uXpb9HGRkZcHJyQrNmzaCkpARjY2OMGDEC58+fr9d2goOD4evri8DAQKSnp6N9+/YVykRFRcHBwaFG9fn6+kJTU7NeYktJSQGPx4Oenh5evXolldepUye4ubnVSzufEpFIhPXr1+Pnn39Geno6hg4d2tAhkRr6kAPTH9vg8sdi165d8PX1rdU277Of1SWe2rpz5w6CgoLg5OTE3VOr+ri5ub3XuDZt2oSePXtCWVlZ5s+KDh06oFu3btixY8d7ab868g3SKiGEEEIIIYQQQgghHxATMxQl50D8qhh8NUUoNdUAj89r6LAIIfUpLgA4ORUAk07PTS9L/+YXwHxkvTebkpKCXr16QVNTE15eXujYsSPevHmDkJAQODo64v79+/XWVlJSEgwNDdGzZ89Ky+jq6tZbe3Xx6tUrbN26FevXr2/QOOoLYwylpaWQl6/9cEpSUhIAwM7ODjwe/cwhn7d36SuyaGho1HobAwODemm7vNLSUvB4vDrFU1s//vgjxo0bBzU1NSgrKyM9PZ3L27p1K4KDg/HPP/9waaqqqlBVVX2nNqs6b8XFxRg3bhysrKxw8OBBmdtPnz4dc+fOxcqVKyEnJ/dOsdQWzeQmhBBCCCGEEEIIIZ+1grvPkbHlOp7vj0XWb/F4vj8WGVuuo+Du84YOjRBSE8WvK/+8KSwrIy4Fgl1QYYAb+C8t2EV66fLK6qylefPmgcfj4fr16xg7dixatWqFdu3aYfHixbh27RpXLjU1FXZ2dlBVVYW6ujq++eYbPH36lMuXLBV95MgRmJmZQUNDAxMmTOBmRdvb28PJyQmpqang8XgwMzOTGc/by5VnZ2fDwcEB+vr6EAgEaN++PQIDAxEWFobp06cjJydHalbgu3JycsL27duRmZlZaRlZs2Q1NTW52YiSGYwnT55Enz59IBQKYWlpiYSEBERFRaFr165QVVWFra0tnj17VqH+9evXQ09PD+rq6pgzZw6Ki4u5PMYYvLy80KxZMwiFQlhYWOCPP/7g8sPCwsDj8RASEoKuXbtCSUkJly5dkrkfsbGxGDBgAIRCIXR0dODg4IC8vDwAZedzxIgRAAA+n1/pILekvaCgIFhYWEAgEKB79+6IjY2VKhcREQFra2sIhUIYGxvD2dlZaongly9fYurUqdDS0oKysjKGDh2KxMRELl8ya9/f3x+tWrWCQCDA4MGDkZaWJjMuCR8fH7Rt2xYCgQBt2rTBnj17qiwvFouxZcsWtGjRAkpKSjAxMcGmTZtqdMyA/5Ze3rp1KwwNDaGjowNHR0e8efOGK2NmZgYPDw/MmDEDampqMDExwb59+6Ti+PfffzF+/HhoaWlBR0cHdnZ2SElJkSpz6NAhtGvXDkpKSjA0NMT8+fO5+gFg9OjRFframTNn0KVLFwgEAjRr1gzr169HSUkJl5+YmAhra2sIBAKYm5vj3LlzVR4ve3t7hIeHY9euXVw/lMQZHh6Obt26cfGtWLFCqq23PXr0CCNGjICWlhZUVFTQrl07/PXXX1x+bes7evQounbtCjU1NRgYGGDSpElS/bqmfaWu/fntZbj79esHZ2dnLF++HNra2jAwMKhwz6rJDPyAgAC0bNkSQqEQ/fv3x+HDh8Hj8ZCdnQ3gv74SGBgIc3NzKCkp4dGjRxXief36NaZOnQpVVVUYGhpi27ZtFdras2cPWrZsCYFAAH19fYwdO7bSuMRiMX7//XeMHFn2MJacnBwMDAy4j6qqKuTl5SukvR1Xfd7j1q9fj0WLFqFDhw6Vxm1jY4MXL14gPDy80jLvCw1yE0IIIYQQQgghhJDPVsHd53hxVITSnGKp9NKcYrw4KqKBbkI+BR6NK/+cnFJW5lEEkPukikpYWf6jiP+SdnaQXWctZGVlITg4GI6OjlBRUamQL1nelTGGUaNGISsrC+Hh4Th37hySkpIwfvx4qfJJSUnw9/dHYGAgAgMDER4ejs2bNwMoWyrX3d0dRkZGSE9PR1RUVLXxicViDB06FBERETh69Cji4uKwefNmyMnJoWfPnti5cyfU1dWRnp6O9PR0LF26tFb7L8vEiRPRokULuLu7v3Ndrq6uWLNmDaKjoyEvL4+JEydi+fLl2LVrFy5duoSkpCSsW7dOapvz589DJBIhNDQUx48fh5+fn9Ss8jVr1sDHxwfe3t64d+8eFi1ahMmTJ1cYoFm+fDk8PT0hEonQsWPHCrHl5+fD1tYWWlpaiIqKwu+//45//vmHGyhdunQpfHx8AIA7vlVZtmwZtm7diqioKOjp6WHkyJHcwG5sbCxsbGwwZswY3LlzBydOnMDly5e5toCyAcEbN24gICAAV69eBWMMw4YNkxoczs/Px6ZNm3D48GFcuXIFubm5mDBhQqUx7d+/H6tXr8amTZsgEong4eGBtWvX4vDhw5Vus3LlSmzZsgVr165FXFwcjh07Bn19/RodM4nQ0FAkJSUhNDQUhw8fhq+vb4XlmLdt24auXbvi1q1bmDdvHr777jtu1YT8/Hz0798fqqqquHjxIi5fvswNokoeePD29oajoyMcHBwQGxuLgIAAtGjRAgC4vuXj4yPV10JCQjB58mQ4OzsjLi4OP//8M3x9fblBfLFYjDFjxkBOTg7Xrl3D3r174eLiUumxAsr6tZWVFWbPns1dJ8bGxvj3338xbNgwWFpa4vbt2/D29sbBgwexcePGSutydHREUVERLl68iNjYWGzZsoWb5VuX+oqLi7Fhwwbcvn0b/v7+SE5Ohr29fYVy1fUVibr057cdPnwYKioqiIyMhJeXF9zd3at9kKC8lJQUjB07FqNGjUJMTAzmzJmD1atXVyiXn58PT09PHDhwAPfu3YOenl6FMsuWLUNoaCj8/Pxw9uxZhIWF4ebNm1z+jRs34OzsDHd3d8THxyM4OBjW1taVxnbnzh1kZ2eja9euNd4fWerrHldTioqKsLCwqHSg/L1ipN7k5OQwACwnJ6ehQ3nvSktLWXp6OistLW3oUAghHxj1f0K+XNT/CflyUf8n5Mv1qfd/camYPfG4xtJcLlb6eeIRycSl4oYOlXwhvqS/H9ZFQUEBi4uLYwUFBdIZruqVf46OLStz5/eqy0k+d37/r94tTWWXqYXIyEgGgJ0+fbrKcmfPnmVycnIsNTWVS7t37x4DwK5fv162m66uTFlZmeXm5nJlli1bxrp3785937FjBzM1NZWqu2/fvmzBggXcd1NTU7Zjxw7GGGMhISGMz+ez+Ph4mXH5+PgwDQ2NGuxp9ZKTkxkAduvWLRYcHMwUFBTYgwcPGGOMWVhYMFdXV64sAObn5ye1vYaGBvPx8ZGq68CBA1z+8ePHGQB2/vx5Ls3T05O1bt2a+z5t2jSmra3NXr9+zaV5e3szVVVVVlpayvLy8phAIGARERFSbc+cOZNNnDiRMcZYaGgoA8D8/f2r3N99+/YxLS0tlpeXx6UFBQUxPp/PMjIyGGOM+fn5seqGYSTt/fbbb1zaixcvmFAoZCdOnGCMMTZlyhTm4OAgtd2lS5cYn89nBQUFLCEhgQFgV65c4fKfP3/OhEIhO3nyJGOs7FwDYNeuXePKiEQiBoBFRkYyxsquQQsLCy7f2NiYHTt2TKrdDRs2MCsrK5n7kpuby5SUlNj+/ftl5tfkmE2bNo2ZmpqykpISrsy4cePY+PHjue+mpqZs8uTJ3HexWMz09PSYt7c3Y4yxgwcPstatWzOx+L+f70VFRUwoFLKQkBDGGGONGzdmq1evlhknY7Kv0T59+jAPDw+ptCNHjjBDQ0PGWFl/k5OTY2lpaVz+33//LbOu8t7uw4wxtmrVqgr78NNPP3HXsiwdOnRgbm5uMvNqUp+sOMq7fv06A8BevXrFGKt5X3mX/mxnZ8d979u3L+vdu7dU3ZaWlszFxYX7Xt2xdnFxYe3bt5dKW716NQPAXr58yRj7r6/ExMRIlSsfz6tXr5iioqLMfis5hqdOnWLq6upS9/Sq+Pn5MTk5OalzVN7b/VNWXPV5jyuvup8Vo0ePZvb29jWuryqV/i4gA72TmxBCCCGEEEIIIYR8loqScyrM4H5baU4RipJzIGiu+WGCIoTU3qoqZmjz/v/9n6r6NaurfLmFsZWXqyHGypZCr+59yyKRCMbGxjA2NubSzM3NoampCZFIBEtLSwBlyySrqalxZQwNDatc9rs6MTExMDIyQqtWrepcR2pqKszNzbnvq1atwqpVq6rcxsbGBr1798batWtx7NixOrddfnahZDZw+WVz9fX1KxwfCwsLKCsrc9+trKyQl5eHtLQ0ZGZmorCwEIMHD5bapri4GF999ZVUWnWzKUUiESwsLKRm8Pfq1QtisRjx8fFcvDVlZWXF/be2tjZat24NkUgEALh58yYePHiAX3/9lSvDGINYLEZycjISExMhLy+P7t27c/k6OjpSdQCAvLy81H61adOGuwa7desmFc+zZ8+QlpaGmTNnYvbs2Vx6SUlJpe8mFolEKCoqwsCBAyvNr8kxa9eundS7fQ0NDSss317+2uDxeDAwMOCuBcnxKt+XAKCwsBBJSUnIzMzEkydPKo2zMjdv3kRUVJTU8uulpaUoLCxEfn4+RCIRTExMYGRkxOWXP6+1IRKJYGVlJXVv6dWrF/Ly8vD48WOYmJhU2MbZ2Rnfffcdzp49i0GDBuHrr7/mjlNd6rt16xbc3NwQExODrKwsiMViABXvCTWdeVyX/lxVHUDV98ihQ4dys4tNTU1x7949xMfHc/dbibevfaBsdnJVs5uTkpJQXFwss99KDB48GKampmjWrBlsbW1ha2uL0aNHS92fyisoKICSklK1P0+qEhcXV2/3uNoQCoXIz8+vt/pqiga5CSGEEEIIIYQQQshnSfyq6gHu2pYjhDQQxYrLgFdg2hNQbwzkpkP2e7l5ZfmmPWtXbzVatmwJHo8HkUgk9U7UtzHGZA5cvJ2uoKAgHTWPxw0s1YVQKKzzthKNGzdGTEwM911bW7tG223evBlWVlZYtmxZhTwej8c9ICBRflltifLHQ3Kc3k6r6fEpXzYoKAhNmjSRyldSUpL6Lmv5+fIqO6flY31XknrEYjHmzJkDZ2fnCmVMTEyQkJBQ4xhlxSYrTXKs9u/fLzV4DkBqALq86q63mh6zmvSDqsqIxWJ06dJF6qEACV1dXfD5dXuTr1gsxvr16zFmzJgKeQKBoMI1LYmrLmQdq+oeqpk1axZsbGwQFBSEs2fPwtPTE9u2bYOTk1Ot63v9+jWGDBmCIUOG4OjRo9DV1UVqaipsbGyk3nEPVN9XJOqjP9fmHnngwAEUFBRIbVfVcShPKBRWee5kbfM2NTU1REdHIywsDGfPnsW6devg5uaGqKgo7lUW5TVq1Aj5+fkoLi6GoqJitfXLUp/3uNrIyspC8+bN662+mqJ3chNCCCGEEEIIIYSQzxJfrWZ/IKxpOULIR4wvB9hu+f8vbw9M/P93281l5eqRtrY2bGxs8NNPP+H169cV8rOzswGUzdpOTU1FWloalxcXF4ecnBy0bdu2XmMqr2PHjnj8+HGlg6CKioooLS2tsg55eXm0aNGC+9R0kLtbt24YM2YMVqxYUSFPV1dX6h3ViYmJ9TYL8Pbt29zAFgBcu3YNqqqqMDIygrm5OZSUlJCamiq1Ty1atJCaZV8T5ubmiImJkTrvV65cAZ/Pr9PM+WvXrnH//fLlSyQkJKBNmzYAgM6dO+PevXsVYm7RogUUFRVhbm6OkpISREZGcnW8ePECCQkJUtdXSUkJbty4wX2Pj49HdnY21055+vr6aNKkCR4+fFihzaZNm8rch5YtW0IoFOL8+fMy8+v7mFWmc+fOSExMhJ6eXoXYNTQ0oKamBjMzs0rjBMoGRd/uG507d0Z8fLzM88Dn87l+/uTJf6tPXL16tdp4ZfVDc3NzRERESA2mRkREQE1NrcLgZXnGxsaYO3cuTp8+jSVLlmD//v11qu/+/ft4/vw5Nm/ejD59+qBNmzbvtKpEQ2jSpAl3fkxNTQGUrV4gece6RPk+UVMtWrSAgoKCzH5bnry8PAYNGgQvLy/cuXMHKSkpuHDhgsw6O3XqBKDsZ0Nd1ec9rjbu3r1bYab4h0CD3IQQQgghhBBCCCHks6TUVAM8xar//MVXV0ReZDreZH74JRYJIfXMfCTwzS+AuqF0unrjsnTzke+l2T179qC0tBTdunXDqVOnkJiYCJFIhB9++IFbynbQoEHo2LEjvv32W0RHR+P69euYOnUq+vbtW69Lxr6tb9++sLa2xtdff41z584hOTkZf//9N4KDgwGULY+el5eH8+fP4/nz5/W+3OymTZtw4cIFxMfHS6UPGDAAP/74I6Kjo3Hjxg3MnTu3wgzNuiouLsbMmTMRFxeHv//+G66urpg/fz74fD7U1NSwdOlSLFq0CIcPH0ZSUhJu3bqFn376CYcPH65VO99++y0EAgGmTZuGu3fvIjQ0FE5OTpgyZUqtlyoHAHd3d5w/fx53796Fvb09GjVqxK0O4OLigqtXr8LR0RExMTFITExEQEAAnJycAJQNLtvZ2WH27Nm4fPkybt++jcmTJ6NJkyaws7Pj2lBQUICTkxMiIyMRHR2N6dOno0ePHjKXawYANzc3eHp6YteuXUhISEBsbCx8fHywfft2meUFAgFcXFywfPly/PLLL0hKSsK1a9dw8ODB93LMKvPtt9+iUaNGsLOzw6VLl5CcnIzw8HAsWLAAjx8/5vZt27Zt+OGHH5CYmIjo6Gjs3r2bq0MyCJ6RkYGXL18CANatW4dffvkFbm5uuHfvHkQiEU6cOIE1a9YAKOvnrVu3xtSpU3H79m1cunQJq1evrjZeMzMzREZGIiUlBc+fP4dYLMa8efOQlpYGJycn3L9/H3/++SdcXV2xePHiSmeiL1y4ECEhIUhOTkZ0dDQuXLjAPeRQ2/pMTEygqKiI3bt34+HDhwgICMCGDRtqdyI+QnPmzMH9+/fh4uKChIQEnDx5Er6+vgBqN+teVVUVM2fOxLJly6T6bfljGRgYiB9++AExMTF49OgRfvnlF4jFYqklzcvT1dVF586dcfny5TrvX33e44CypeljYmKQmpqK0tJSxMTEICYmBnl5eVyZlJQU/Pvvvxg0aFCd464rGuQmhBBCCCGEEEIIIZ8lHp8H1T5GVZZRbKKKwjvP8fSHaOSGpYGVVr/8JCHkI2Y+Elh4F5gWCHx9sOzfC2Pf2wA3ADRt2hTR0dHo378/lixZgvbt22Pw4ME4f/48vL29AZQNnvj7+0NLSwvW1tYYNGgQmjVrhhMnTry3uCROnToFS0tLTJw4Eebm5li+fDk3a7Rnz56YO3cuxo8fD11dXXh5edVr261atcKMGTNQWFgolb5t2zYYGxvD2toakyZNwtKlSyt9T21tDRw4EC1btoS1tTW++eYbjBgxAm5ublz+hg0bsG7dOnh6eqJt27awsbHBmTNnKp2dXBllZWWEhIQgKysLlpaWGDt2LAYOHIgff/yxTnFv3rwZCxYsQJcuXZCeno6AgABuyeKOHTsiPDwciYmJ6NOnD7766iusXbsWhob/PdDh4+ODLl26YPjw4bCysgJjDH/99ZfUwwPKyspwcXHBpEmTYGVlBaFQiN9++63SmGbNmoUDBw7A19cXHTp0QN++feHr61vlsVq7di2WLFmCdevWoW3bthg/fjw3A7i+j1lllJWVcfHiRZiYmGDMmDFo27YtZsyYgYKCAqirqwMApk2bhp07d2LPnj1o164dhg8fjsTERK6Obdu24dy5czA2NuZmqNrY2CAwMBDnzp2DpaUlevToge3bt3OzhPl8Pvz8/FBUVIRu3bph1qxZUu/vrszSpUshJycHc3NzblnwJk2a4K+//sL169dhYWGBuXPnYubMmdyAuiylpaVwdHRE27ZtYWtri9atW2PPnj0AUOv6dHV14evri99//x3m5ubYvHkztm7dWrMT8BFr2rQp/vjjD5w+fRodO3aEt7c39yDC28t5V+f777+HtbU1Ro4ciUGDBqF3797o0qULl6+pqYnTp09jwIABaNu2Lfbu3Yvjx4+jXbt2ldbp4OAgc5n92qivexxQ9mDHV199BVdXV+Tl5eGrr77CV199JTX7/fjx4xgyZAjXDz4kHqvJwvGkRnJzc6GhoYGcnBzuRvm5EovFyMzMhJ6eXp3fX0EI+TRR/yfky0X9n5AvF/V/Qr5cn0v/z7/zDDlBD1Ga8987JOU0lKA5ohkUjNTw8nQiihLKZmkpGKlCe2wrKBjU33sKCZH4kv5+WBeFhYVITk5G06ZNIRAIGjocQj6IsLAw9O/fHy9fvpT5nt764uvri4ULF3JL6BNCymzatAl79+6Vep1EQyksLETr1q3x22+/cSuBfMyKiorQsmVLHD9+HL169aqXOmvzu4B8vbRICCGEEEIIIYQQQshHRFxcCr5i2bt3lTvqQti+EYqScyB+VQy+mmLZUub8smUpG01vh/zoTGSfeYg3j/PwdPctqA8wgVo/I/DkPt3BfUIIIYQQIm3Pnj2wtLSEjo4Orly5gu+//x7z589v6LAAlC35/8svv+D58+cNHUqNPHr0CKtXr663Ae7aokFuQgghhBBCCCGEEPJZefMsH8/23oZafxOo9mwMHp8HHp8HQXNNmeV5PB5UuuhD0FITL/0eoFCUhdxzjyAuKIHm8GYfNnhCCCGEEPLeJCYmYuPGjcjKyoKJiQmWLFmClStXNnRYnL59+zZ0CDXWqlUrtGrVqsHap0dRCSGEEEIIIYQQQshngzGGbL8HEL8uQWF8FsCr+bZy6krQmWoO7QmtIa8jgJp11e/zJoQQQt5Vv379wBh7r0uVA4C9vT0tVU4IgB07duDJkycoLCxEQkIC1q5dC3l5mhP8KaKzRgghhBBCCCGEEEI+G/k3n6LoYQ54CnxojWoBHq8Wo9wom9Wt3EkPwo663HLmAJBzNgXCtjpQNFar75AJIYQQQgghtUQzuQkhhBBCCCGEEELIZ6E0rxjZQckAAPVBppDXEda5rvID3AX3s/DqQhoy98Qg+69ksDel7xwrIYQQQgghpO5okJsQQgghhBBCCCGEfBayAx+CFZRAwVAFqr2b1Fu9isZqUO6kCzAg7+JjPP3hFooe5dZb/YQQQgghhJDaoUFuQgghhBBCCCGEEPLJK4zPQkHMM4AHaH3dEjy52i1TXhU5FQVoT2gDnanm4KspouRZAZ7tvY3sM0kQF9OsbkIIIYQQQj40GuQmhBBCCCGEEEIIIZ+8N88KAD4Pqr2aQNHo/bw3W2iuA4NFnaHcRb9sVveVJ3h+6C4YY++lPUIIIYQQQohs8g0dACGEEEIIIYQQQggh70qtdxMoNdeEvLbgvbbDV1aA9rhWUO7YCC9PP4CatRF4vPqbNU4IIYQQQgipHs3kJoQQQgghhBBCCCGfBUVDFfCV5D5IW4LW2jBY2gVCcx0ureDucxQmvvwg7RNCKlcqLkVURhT+evgXojKiUCr+fF4rwBiDg4MDtLW1wePxEBMTg379+mHhwoVcGTMzM+zcubPBYmxI9vb2GDVqVEOHIcXNzQ36+vrg8Xjw9/dv6HCq5Obmhk6dOjV0GJ+dT+HcA6hwL2lodenP7/NY1ySe+jiGU6ZMgYeHR73G9bH48ccfMXLkyHqrjwa5CSGEEEIIIYQQQsgniZUyZP2RgOIneQ3SPk/hvwH10txiZP2RiOcH7+Ll6USIC0saJCZCvnT/PPoHNqdsMCNkBlwuuWBGyAzYnLLBP4/+ea/tZmRkwMnJCc2aNYOSkhKMjY0xYsQInD9/vl7bCQ4Ohq+vLwIDA5Geno727dtXKBMVFQUHB4ca1efr6wtNTc16iS0lJQU8Hg96enp49eqVVF6nTp3g5uZWL+18SkQiEdavX4+ff/4Z6enpGDp0aEOHRGroQw5Mf2yDyx+LXbt2wdfXt1bbvM9+Vpd4auvOnTsICgqCk5MTd0+t6uPm5vbe4kpJScHMmTPRtGlTCIVCNG/eHK6uriguLq5znbNnz0ZUVBQuX75cLzHSIDchhBBCCCGEEEII+STlRTxB/o2neH7wLtibhp2pyVOSg/JXugCA19cz8HTHTRTEZzVoTIR8af559A8Why3G0/ynUumZ+ZlYHLb4vQ10p6SkoEuXLrhw4QK8vLwQGxuL4OBg9O/fH46OjvXaVlJSEgwNDdGzZ08YGBhAXr7iG0l1dXWhrKxcr+3WxqtXr7B169YGa7++McZQUlK3B5eSkpIAAHZ2djAwMICSklJ9hkbIR+Vd+oosGhoatX4I5330s9LSUojF4jrFU1s//vgjxo0bBzU1NRgbGyM9PZ37LFmyBO3atZNKW7p06TvHVdl5u3//PsRiMX7++Wfcu3cPO3bswN69e7Fq1apK6woLC4OZmVml+UpKSpg0aRJ2795d53jLo0FuQgghhBBCCCGEEPLJKckqRO7ZFACAho2Z1KzqhsBXkoOWXQvoOnSEnI4ApTnFeOFzD1kn4yHOf9OgsRHyqct/k1/pp6i0CEDZEuWbr28GA6uwPfv/fzZf3yy1dHllddbWvHnzwOPxcP36dYwdOxatWrVCu3btsHjxYly7do0rl5qaCjs7O6iqqkJdXR3ffPMNnj79b0BeslT0kSNHYGZmBg0NDUyYMIGbFW1vbw8nJyekpqaCx+NVOpDw9nLl2dnZcHBwgL6+PgQCAdq3b4/AwECEhYVh+vTpyMnJkZoV+K6cnJywfft2ZGZmVlpG1ixZTU1NbjaiZAbjyZMn0adPHwiFQlhaWiIhIQFRUVHo2rUrVFVVYWtri2fPnlWof/369dDT04O6ujrmzJkjNfOQMQYvLy80a9YMQqEQFhYW+OOPP7j8sLAw8Hg8hISEoGvXrlBSUsKlS5dk7kdsbCwGDBgAoVAIHR0dODg4IC+vbHURNzc3jBgxAgDA5/PB4/Fk1iFpLygoCBYWFhAIBOjevTtiY2OlykVERMDa2hpCoRDGxsZwdnbG69evufyXL19i6tSp0NLSgrKyMoYOHYrExEQuXzJr39/fH61atYJAIMDgwYORlpYmMy4JHx8ftG3bFgKBAG3atMGePXuqLC8Wi7Flyxa0aNECSkpKMDExwaZNm2p0zID/ll7eunUrDA0NoaOjA0dHR7x589/PUjMzM3h4eGDGjBlQU1ODiYkJ9u3bJxXHv//+i/Hjx0NLSws6Ojqws7NDSkqKVJlDhw6hXbt2UFJSgqGhIebPn8/VDwCjR4+u0NfOnDmDLl26QCAQoFmzZli/fr3UAGFiYiKsra0hEAhgbm6Oc+fOVXm87O3tER4ejl27dnH9UBJneHg4unXrxsW3YsWKKgeRHz16hBEjRkBLSwsqKipo164d/vrrLy6/tvUdPXoUXbt2hZqaGgwMDDBp0iSpfl3TvlLX/vz2Mtz9+vWDs7Mzli9fDm1tbRgYGFS4Z9VkBn5AQABatmwJoVCI/v374/Dhw+DxeMjOzgbwX18JDAyEubk5lJSU8OjRowrxvH79GlOnToWqqioMDQ2xbdu2Cm3t2bMHLVu2hEAggL6+PsaOHVtpXGKxGL///ju3nLecnBwMDAy4j6qqKuTl5SukvR1Xfd3jbG1t4ePjgyFDhqBZs2YYOXIkli5ditOnT1d5fKszcuRI+Pv7o6Cg4J3qAWiQmxBCCCGEEEIIIYR8YhhjyP7zAdgbMRSbqkO5q35Dh8RRaqYB/QWdodq7CcAD8qMzkbEzmpYvJ+QddD/WvdLPotBFAIDozOgKM7jf9jT/KaIzo7nvtqdsZdZZG1lZWQgODoajoyNUVFQq5Etm1zHGMGrUKGRlZSE8PBznzp1DUlISxo8fL1U+KSkJ/v7+CAwMRGBgIMLDw7F582YAZUvluru7w8jICOnp6YiKiqo2PrFYjKFDhyIiIgJHjx5FXFwcNm/eDDk5OfTs2RM7d+6Eurq61KzAdzVx4kS0aNEC7u7u71yXq6sr1qxZg+joaMjLy2PixIlYvnw5du3ahUuXLiEpKQnr1q2T2ub8+fMQiUQIDQ3F8ePH4efnh/Xr13P5a9asgY+PD7y9vXHv3j0sWrQIkydPRnh4uFQ9y5cvh6enJ0QiETp27Fghtvz8fNja2kJLSwtRUVH4/fff8c8//3ADpUuXLoWPjw8AcMe3KsuWLcPWrVsRFRUFPT09jBw5khvYjY2NhY2NDcaMGYM7d+7gxIkTuHz5MtcWUDYgeOPGDQQEBODq1atgjGHYsGFSg8P5+fnYtGkTDh8+jCtXriA3NxcTJkyoNKb9+/dj9erV2LRpE0QiETw8PLB27VocPny40m1WrlyJLVu2YO3atYiLi8OxY8egr69fo2MmERoaiqSkJISGhuLw4cPw9fWtsBzztm3b0LVrV9y6dQvz5s3Dd999h/v373Pt9O/fH6qqqrh48SIuX77MDaJKHnjw9vaGo6MjHBwcEBsbi4CAALRo0QIAuL7l4+Mj1ddCQkIwefJkODs7Iy4uDj///DN8fX25QXyxWIwxY8ZATk4O165dw969e+Hi4lLpsQLK+rWVlRVmz57NXSfGxsb4999/MWzYMFhaWuL27dvw9vbGwYMHsXHjxkrrcnR0RFFRES5evIjY2Fhs2bIFqqqqAFCn+oqLi7Fhwwbcvn0b/v7+SE5Ohr29fYVy1fUVibr057cdPnwYKioqiIyMhJeXF9zd3at9kKC8lJQUjB07FqNGjUJMTAzmzJmD1atXVyiXn58PT09PHDhwAPfu3YOenl6FMsuWLUNoaCj8/Pxw9uxZhIWF4ebNm1z+jRs34OzsDHd3d8THxyM4OBjW1taVxnbnzh1kZ2eja9euNd4fWerrHidLTk4OtLW13ym+rl274s2bN7h+/fo71QMAYKTe5OTkMAAsJyenoUN570pLS1l6ejorLS1t6FAIIR8Y9X9CvlzU/wn5clH/J+TL9bH2/9cxmSzN5SJLW3WJFT993dDhVKowJYelb41iL/980NChkI/El/T3w7ooKChgcXFxrKCgQCq9vW/7Sj/fnfuOMcZYUFJQleUkn6CkIK7ePsf7yCxTG5GRkQwAO336dJXlzp49y+Tk5FhqaiqXdu/ePQaAXb9+nTHGmKurK1NWVma5ublcmWXLlrHu3btz33fs2MFMTU2l6u7bty9bsGAB993U1JTt2LGDMcZYSEgI4/P5LD4+XmZcPj4+TENDowZ7Wr3k5GQGgN26dYsFBwczBQUF9uBB2f3PwsKCubq6cmUBMD8/P6ntNTQ0mI+Pj1RdBw4c4PKPHz/OALDz589zaZ6enqx169bc92nTpjFtbW32+vV/Pxu8vb2ZqqoqKy0tZXl5eUwgELCIiAiptmfOnMkmTpzIGGMsNDSUAWD+/v5V7u++ffuYlpYWy8vL49KCgoIYn89nGRkZjDHG/Pz8WHXDMJL2fvvtNy7txYsXTCgUshMnTjDGGJsyZQpzcHCQ2u7SpUuMz+ezgoIClpCQwACwK1eucPnPnz9nQqGQnTx5kjFWdq4BsGvXrnFlRCIRA8AiIyMZY2XXoIWFBZdvbGzMjh07JtXuhg0bmJWVlcx9yc3NZUpKSmz//v0y82tyzKZNm8ZMTU1ZSUkJV2bcuHFs/Pjx3HdTU1M2efJk7rtYLGZ6enrM29ubMcbYwYMHWevWrZlYLObKFBUVMaFQyEJCQhhjjDVu3JitXr1aZpyMyb5G+/Tpwzw8PKTSjhw5wgwNDRljZf1NTk6OpaWlcfl///23zLrKe7sPM8bYqlWrKuzDTz/9xF3LsnTo0IG5ubnJzKtJfbLiKO/69esMAHv16hVjrOZ95V36s52dHfe9b9++rHfv3lJ1W1paMhcXF+57dcfaxcWFtW8vfZ9fvXo1A8BevnzJGPuvr8TExEiVKx/Pq1evmKKiosx+KzmGp06dYurq6lL39Kr4+fkxOTk5qXNU3tv9U1Zc9XmPe9uDBw+Yurp6pf1bUvfbP6Nk0dLSYr6+vjLzKvtdQJaKL+wghBBCCCGEEEIIIeQjJc5/g+wzZe84Ve9vDAW9hnvvbHWUTNWh79wZjP23fHLJ8wIUp+dBuYNuA0ZGyKclclJkpXly/LJXFegq16xPlS8X/HXwuwUGcP27sqWoJUQiEYyNjWFsbMylmZubQ1NTEyKRCJaWlgDKlklWU1PjyhgaGla57Hd1YmJiYGRkhFatWtW5jtTUVJibm3PfV61aVeU7WQHAxsYGvXv3xtq1a3Hs2LE6t11+dqFkNnCHDh2k0t4+PhYWFlLvJLeyskJeXh7S0tKQmZmJwsJCDB48WGqb4uJifPXVV1Jp1c2mFIlEsLCwkJrB36tXL4jFYsTHx3Px1pSVlRX339ra2mjdujVEIhEA4ObNm3jw4AF+/fVXrgxjDGKxGMnJyUhMTIS8vDy6d/9vJQIdHR2pOgBAXl5ear/atGnDXYPdunWTiufZs2dIS0vDzJkzMXv2bC69pKQEGhoalR6ToqIiDBw4sNL8mhyzdu3aQU7uv9eQGBoaVli+vfy1wePxYGBgwF0LkuNVvi8BQGFhIZKSkpCZmYknT55UGmdlbt68iaioKKnl10tLS1FYWIj8/HyIRCKYmJjAyMiIyy9/XmtDJBLByspK6t7Sq1cv5OXl4fHjxzAxMamwjbOzM7777jucPXsWgwYNwtdff80dp7rUd+vWLbi5uSEmJgZZWVkQi8UAKt4TajrzuC79uao6gKrvkUOHDuWW4TY1NcW9e/cQHx/P3W8l3r72AUBRUbHK2c1JSUkoLi6W2W8lBg8eDFNTUzRr1gy2trawtbXF6NGjpe5P5RUUFEBJSananydViYuLq7d7XHlPnjyBra0txo0bh1mzZknlSVYLAMr6Q1FRkVRanz598Pfff0ttIxQKkZ9f+9eDvI0GuQkhhBBCCCGEEELIJyPvWjrEeW8gryeEWj/j6jdoYDwFPiR/qmRihqxTCShOzkVB+2fQtGsBOTXFBo2PkE+BskL1D7N01usMfWV9ZOZnynwvNw886Cvro7Ne51rVW52WLVuCx+NBJBJJvRP1bYwxmQMXb6crKChIx83jcQNLdSEUCuu8rUTjxo0RExPDfa/pUrWbN2+GlZUVli1bViGPx+NJPQAEQGpZbYnyx0NynN5Oq+nxKV82KCgITZo0kcpXUlKS+i5r+fnyKjun5WN9V5J6xGIx5syZA2dn5wplTExMkJCQUOMYZcUmK01yrPbv3y81eA5AagC6vOqut5oes5r0g6rKiMVidOnSReqhAAldXV3w+XV7k69YLMb69esxZsyYCnkCgaDCNS2Jqy5kHavqHqqZNWsWbGxsEBQUhLNnz8LT0xPbtm2Dk5NTret7/fo1hgwZgiFDhuDo0aPQ1dVFamoqbGxspN5xD1TfVyTqoz/X5h554MAB7r3Pku2qOg7lCYXCKs+drG3epqamhujoaISFheHs2bNYt24d3NzcEBUVxb3KorxGjRohPz8fxcXFUFSs2++H9XmPk3jy5An69+8PKysr7Nu3r0J++Z8PkZGRcHFxQVhYGJcm676QlZUFXd13f+CT3slNCCGEEEIIIYQQQj4Zav2MoTGiGbTGtARP/hP70xZjUGqqAfCBgrsv8HTHTeTfyqzRH0oJIVWT48thRbcVAMoGtMuTfHfp5sLN/K4v2trasLGxwU8//YTXr19XyM/OzgZQNms7NTUVaWlpXF5cXBxycnLQtm3beo2pvI4dO+Lx48eVDoIqKiqitLS0yjrk5eXRokUL7lPTQe5u3bphzJgxWLFiRYU8XV1dqXdUJyYm1susPgC4ffs2N7AFANeuXYOqqiqMjIxgbm4OJSUlpKamSu1TixYtpGbZ14S5uTliYmKkzvuVK1fA5/PrNHP+2rVr3H+/fPkSCQkJaNOmDQCgc+fOuHfvXoWYW7RoAUVFRZibm6OkpASRkf+tevDixQskJCRIXV8lJSW4ceMG9z0+Ph7Z2dlcO+Xp6+ujSZMmePjwYYU2mzZtKnMfWrZsCaFQiPPnz8vMr+9jVpnOnTsjMTERenp6FWLX0NCAmpoazMzMKo0TKBsUfbtvdO7cGfHx8TLPA5/P5/r5kydPuG2uXr1abbyy+qG5uTkiIiKkfkeIiIiAmppahcHL8oyNjTF37lycPn0aS5Yswf79++tU3/379/H8+XNs3rwZffr0QZs2bd5pVYmG0KRJE+78mJqaAihbvUDyjnWJ8n2iplq0aAEFBQWZ/bY8eXl5DBo0CF5eXrhz5w5SUlJw4cIFmXV26tQJQNnPhrqqz3scUPYu9379+qFz587w8fGR+YBI+TaaNGlS4WfG29dXUlISCgsLK8wsr4tP7P8ECCGEEEIIIYQQQsiXjMfnQa1XEyiZyV4q9WPGk+NDY4gZ9By/goKhCsT5Jcg6EY8Xv8ShNLeoocMj5JM3yHQQtvfbDj1lPal0fWV9bO+3HYNMB72Xdvfs2YPS0lJ069YNp06dQmJiIkQiEX744QduKdtBgwahY8eO+PbbbxEdHY3r169j6tSp6Nu3b62WjK2tvn37wtraGl9//TXOnTuH5ORk/P333wgOLluq3czMDHl5eTh//jyeP39ebwPNEps2bcKFCxcQHx8vlT5gwAD8+OOPiI6Oxo0bNzB37twKMzTrqri4GDNnzkRcXBz+/vtvuLq6Yv78+eDz+VBTU8PSpUuxaNEiHD58GElJSbh16xZ++uknHD58uFbtfPvttxAIBJg2bRru3r2L0NBQODk5YcqUKbVeqhwA3N3dcf78edy9exf29vZo1KgRtzqAi4sLrl69CkdHR8TExCAxMREBAQFwcnICUDa4bGdnh9mzZ+Py5cu4ffs2Jk+ejCZNmsDOzo5rQ0FBAU5OToiMjER0dDSmT5+OHj16yFyuGQDc3Nzg6emJXbt2ISEhAbGxsfDx8cH27dtllhcIBHBxccHy5cvxyy+/ICkpCdeuXcPBgwffyzGrzLfffotGjRrBzs4Oly5dQnJyMsLDw7FgwQI8fvyY27dt27bhhx9+QGJiIqKjo7F7926uDskgeEZGBl6+fAkAWLduHX755Re4ubnh3r17EIlEOHHiBNasWQOgrJ+3bt0aU6dOxe3bt3Hp0iWsXr262njNzMwQGRmJlJQUPH/+HGKxGPPmzUNaWhqcnJxw//59/Pnnn3B1dcXixYsrnYm+cOFChISEIDk5GdHR0bhw4QL3kENt6zMxMYGioiJ2796Nhw8fIiAgABs2bKjdifgIzZkzB/fv34eLiwsSEhJw8uRJ+Pr6AqjdrHtVVVXMnDkTy5Ytk+q35Y9lYGAgfvjhB8TExODRo0f45ZdfIBaLpZY0L09XVxedO3fG5cuX67x/9XmPe/LkCfr16wdjY2Ns3boVz549Q0ZGBjIyMuocHwBcunQJzZo1Q/Pmzd+pHoAGuQkhhBBCCCGEEELIJ6Aw8SXYm6pnG34qFJuoQm9+J6gPNgXkeCgUZSFj+00U/5vX0KER8skbZDoIIV+H4JDNIWzpswWHbA4h+Ovg9zbADQBNmzZFdHQ0+vfvjyVLlqB9+/YYPHgwzp8/D29vbwBlgyf+/v7Q0tKCtbU1Bg0ahGbNmuHEiRPvLS6JU6dOwdLSEhMnToS5uTmWL1/OzRrt2bMn5s6di/Hjx0NXVxdeXl712narVq0wY8YMFBYWSqVv27YNxsbGsLa2xqRJk7B06dJK31NbWwMHDkTLli1hbW2Nb775BiNGjICbmxuXv2HDBqxbtw6enp5o27YtbGxscObMmUpnJ1dGWVkZISEhyMrKgqWlJcaOHYuBAwfixx9/rFPcmzdvxoIFC9ClSxekp6cjICCAW7K4Y8eOCA8PR2JiIvr06YOvvvoKa9euhaGhIbe9j48PunTpguHDh8PKygqMMfz1119SDw8oKyvDxcUFkyZNgpWVFYRCIX777bdKY5o1axYOHDgAX19fdOjQAX379oWvr2+Vx2rt2rVYsmQJ1q1bh7Zt22L8+PHcDOD6PmaVUVZWxsWLF2FiYoIxY8agbdu2mDFjBgoKCqCurg4AmDZtGnbu3Ik9e/agXbt2GD58OBITE7k6tm3bhnPnzsHY2JibcWpjY4PAwECcO3cOlpaW6NGjB7Zv387NEubz+fDz80NRURG6deuGWbNmSb2/uzJLly6FnJwczM3NuWXBmzRpgr/++gvXr1+HhYUF5s6di5kzZ3ID6rKUlpbC0dERbdu2ha2tLVq3bo09e/YAQK3r09XVha+vL37//XeYm5tj8+bN2Lp1a81OwEesadOm+OOPP3D69Gl07NgR3t7e3IMIby/nXZ3vv/8e1tbWGDlyJAYNGoTevXujS5cuXL6mpiZOnz6NAQMGoG3btti7dy+OHz+Odu3aVVqng4ODzGX2a6O+7nFnz57FgwcPcOHCBRgZGcHQ0JD7vIvjx49j9uzZ71SHBI/Rekj1Jjc3FxoaGsjJyeFulJ8rsViMzMxM6Onp1fn9FYSQTxP1f0K+XNT/CflyUf8n5Mv1sfT/N09f4+kPtyCnqQS97ywgp/r5vMf6TcZrZP2RAJQw6M3v9OktwU5q5Uv6+2FdFBYWIjk5GU2bNoVAIGjocAj5IMLCwtC/f3+8fPlS5nt664uvry8WLlzILaFPCCmzadMm7N27V+p1Eg2lsLAQrVu3xm+//catBPI5uXv3LgYOHIiEhARoaMhelak2vwvIv48gCSGEEEIIIYQQQgipD0zM8PL0A6CUQUFPGXyV+lnO9mOhYKACve86QZxXzA1ws1IxCu4+h7Cjbq2WziSEEEIIIVXbs2cPLC0toaOjgytXruD777/H/PnzGzosAGVL/v/yyy94/vx5Q4fyXjx58gS//PJLpQPctUWD3IQQQgghhBBCCCHko/X6egaKH+WCpygHTbsWn+WgL0+OBzmN/5bIfBWahtx/UqEU9RRaY1pCXptmtBJCCCGE1IfExERs3LgRWVlZMDExwZIlS7By5cqGDovTt2/fhg7hvRkyZEi91keD3IQQQgghhBBCCCHko1SaW4Scv5MBABo2ppDXrN27Ej9VfGUF8BT4KHqQjac7b0LDtilUehiCxy8b4GdihqLkHIhfFYOvpgilphpcHiGEkE9Lv3798CHeKmtvbw97e/v33g4hH7sdO3Zgx44dDR0GqQc0yE0IIYQQQgghhBBCPkrZAUlgRaVQMFaDilXjhg7ng1Ht2RiCVlrIOpWA4uRcZAckIT/2GbS/boU3Ga+RfSYJpTnFXHk5DUVojmgOYftGDRg1IYQQQgghHw6/oQMghBBCCCGEEEIIIeRtBXEvUHD3BcDnQWtMyy9uprJ8IyF0Z3eEpl1z8BT5KE7ORcaOm3hxVCQ1wA0ApTnFeHFUhIK7n+f7GwkhhBBCCHkbDXITQgghhBBCCCGEkI+OQmMVCNpoQ826CRQNVRo6nAbB4/OgatUY+gu7QLG5BlBa9XK22Wcegonf/5K3hBBCCCGENDQa5CaEEEIIIYQQQgghHx15TQF0pplDfbBZQ4fS4OS1BVAfYFxtudKcIhQl53yAiAghhBBCCGlY9E5uQgghhBBCCCGEEPLREBeXgq8oBwDg8XiAXAMH9JEQv3pTo3JZJ+KhZKoOYYdGUO6o+56jIoQQQgghpGHQIDchhBBCCCGEEEII+SiwUjGe7YmBQmNVaA5vBr6yQkOH9NHgqynWqJw4txgFsc8hrysE/n+QuyS7EM/3x0JeTxkKesrl/i0EX4n+PEgIIYQQQj49tFw5IYQQQgghhBBCCPkovLr4L95k5KPwfhYYvVpailJTDchpVD3QzVdThPY0c2j8rykEbbS59JKn+Sh5UYhCURZehT/Gy98TkPlTDJ64XkW653W8jsrgyrISMUpf12zWOCEfK1ZaiteR15ETGITXkdfBSksbOqR6wxiDg4MDtLW1wePxEBMTg379+mHhwoVcGTMzM+zcubPBYmxI9vb2GDVqVEOHIcXNzQ36+vrg8Xjw9/dv6HCq5Obmhk6dOjV0GB9MddeLr68vNDU1P1g8NREWFgYej4fs7OyGDqVOPoV+QD4d9KgmIYQQQgghhBBCCGlwb54XIPf8IwCAxvBmkFOhWdzl8fg8aI5ojhdHRZWW0bJrDmFbnQrpiqbqaDSrA0oy8/EmM5/7tzjvDUpzigA+jytblJKL5wdiwVdR+P8Z30Kp2d98dcWyZeQJ+Ujlnj2Lpx6eKMn47+ENeQMD6K9aCfUhQ95buxkZGdi0aROCgoLw77//Qk9PD506dcLChQsxcODAemsnODgYvr6+CAsLQ7NmzdCoUaMKZaKioqCiolKj+nx9fbFw4cJ6GTBLSUlB06ZNoauri6SkJKipqXF5nTp1wqhRo+Dm5vbO7XxKRCIR1q9fDz8/P/To0QNaWloNHRIhhHw2aJCbEEIIIYQQQgghhDQoxhiy/RKBEgallppQ/kqvoUP6KAnbN4LO5LbIPpOE0pxiLl1OQwmaI5pB2L7iYBcA8AXyELTQBFpoSqWL89/gTWY+5BsJubTS7MKyvNdvUJycg+LkHKlttL5uCRVLAwBASXYR3mS8hoKeMuQ0lcDj137wm4kZipJzIH5VDL6aIpSaatSpHkKAsgHufxcsxNtLQZQ8fVqWvmvnexnoTklJQa9evaCpqQkvLy907NgRb968QUhICBwdHXH//v16ayspKQmGhobo2bNnpWV0dXXrrb26ePXqFbZu3Yr169c3aBz1hTGG0tJSyMvXfjglKSkJAGBnZ0cPCNXRmzdvoKBAD77Vp+LiYigq1uw1KB+7z2lfSO3RcuWEEEIIIYQQQgghpEHlR2eiKCkHPAU+tEa1oIGAKgjbN4KBSzc0mt0B2hNao9HsDjBwsax0gLsqfGUFKJlpQE71vz8Oq3Q1QOP1PaE3vxO0vmkFtX7GEJjrlA2E8wB5PWWubGFCFl743kOGVxSeuEbg6a5ovPjtPnLPpyI/9nm1y54X3H2OjC3X8Xx/LLJ+i8fz/bHI2HIdBXef13pfyOdNnJ9f+aeoCEDZEuVPPTwrDHCXZTIADE83eUgtXV5ZnbU1b9488Hg8XL9+HWPHjkWrVq3Qrl07LF68GNeuXePKpaamws7ODqqqqlBXV8c333yDp0+fcvmSpaKPHDkCMzMzaGhoYMKECXj16hWAsqWVnZyckJqaCh6PBzMzM5nxvL1ceXZ2NhwcHKCvrw+BQID27dsjMDAQYWFhmD59OnJycsDj8cDj8eplprWTkxO2b9+OzMzMSsvIWrJYU1MTvr6+AMoeHODxeDh58iT69OkDoVAIS0tLJCQkICoqCl27doWqqipsbW3x7NmzCvWvX78eenp6UFdXx5w5c1Bc/N+DQYwxeHl5oVmzZhAKhbCwsMAff/zB5UuWgw4JCUHXrl2hpKSES5cuydyP2NhYDBgwAEKhEDo6OnBwcEBeXh6AsvM5YsQIAACfz6/0Z5ukvaCgIFhYWEAgEKB79+6IjY2VKhcREQFra2sIhUIYGxvD2dkZr1+/5vJfvnyJqVOnQktLC8rKyhg6dCgSExO5fMnS2/7+/mjVqhUEAgEGDx6MtLQ0mXFJ+Pj4oG3bthAIBGjTpg327NlTZfk//vgDHTp04I7JoEGDpOKsqr7y571fv34QCATYs2cPhEIhgoODpdo5ffo0VFRUuOP977//Yvz48dDS0oKOjg7s7OyQkpLClS8tLcXixYuhqakJHR0dLF++HKyG70ap7JilpKSAz+fjxo0bUuV3794NU1PTSuvfs2cPWrZsCYFAAH19fYwdO5bLKyoqgrOzM/T09CAQCNC7d29ERUVVGtuLFy8wceJEGBkZQVlZGR06dMDx48elyvTr1w/z58/H4sWL0ahRIwwePLjS+g4dOoR27dpBSUkJhoaGmD9/PpdX3T0MALy9vdG8eXMoKiqidevWOHLkSKVtAYC7uzv09fURExMDoPrr3MzMDBs3boS9vT00NDQwe/ZsFBcXY/78+TA0NIRAIICZmRk8PT2rbJd8HmiQmxBCCCGEEEIIIYQ0mNK8YuQEPQQAqA8ygbyOsJotCI/Pg6C5JpQ76UHQXLPeZz7zleSgaKQGlc760LA1Q6Op5jBY2hVNNvSCotF/yw/z5PhQMFAG5Hhgb8R4k/4aBTHPkHvuEbJ+FeFNxn9/lC5MykbO2RTkx2Si+Eke8mMy8eKoSGpGOgCU5hTjxVERDXQTKfGdu1T6eezsDADIv3FTaonyCljZjO78Gze5pAcDB8msszaysrIQHBwMR0dHmUuES97nyxjDqFGjkJWVhfDwcJw7dw5JSUkYP368VPmkpCT4+/sjMDAQgYGBCA8Px+bNmwEAu3btgru7O4yMjJCenl7lwJeEWCzG0KFDERERgaNHjyIuLg6bN2+GnJwcevbsiZ07d0JdXR3p6elIT0/H0qVLa7X/skycOBEtWrSAu7v7O9fl6uqKNWvWIDo6GvLy8pg4cSKWL1+OXbt24dKlS0hKSsK6deuktjl//jxEIhFCQ0Nx/Phx+Pn5Sc0qX7NmDXx8fODt7Y179+5h0aJFmDx5MsLDw6XqWb58OTw9PSESidCxY8cKseXn58PW1hZaWlqIiorC77//jn/++YcbFFy6dCl8fHwAgDu+VVm2bBm2bt2KqKgo6OnpYeTIkXjzpuxhodjYWNjY2GDMmDG4c+cOTpw4gcuXL0sNQNrb2+PGjRsICAjA1atXwRjDsGHDuDokMW/atAmHDx/GlStXkJubiwkTJlQa0/79+7F69Wps2rQJIpEIHh4eWLt2LQ4fPiyzfHp6OiZOnIgZM2ZAJBIhLCwMY8aM4QZ7a1qfi4sLnJ2dIRKJMG7cOPzvf//Dr7/+KlXm2LFj3IBrfn4++vfvD1VVVVy8eBGXL1/mHoKQPOCwbds2HDp0CAcPHsTly5eRlZUFPz+/Ks9JdcfMzMwMgwYN4s6zhI+PD+zt7WU+2HDjxg04OzvD3d0d8fHxCA4OhrW1NZe/fPlynDp1CocPH0Z0dDRatGgBGxsbZGVlyYyvsLAQXbp0QWBgIO7evQsHBwdMmTIFkZGRUuUOHz4MeXl5XLlyBT///LPMury9veHo6AgHBwfExsYiICAALVq0AFCze5ifnx8WLFiAJUuW4O7du5gzZw6mT5+O0NDQCm0xxrBgwQLufHTq1KlG1zkAfP/992jfvj1u3ryJtWvX4ocffkBAQABOnjyJ+Ph4HD16tNKHgMhnhpF6k5OTwwCwnJychg7lvSstLWXp6emstLS0oUMhhHxg1P8J+XJR/yfky0X9n5Av14fo/4UpOezfDVdZxs6bTFxC95lPkbhEzIqf5bP8e89ZTmgqe3HiPsvYHc1Kcou4Mi//esjSXC7W+PPEI5KJS8UNuFfvx5f098O6KCgoYHFxcaygoEAqPa51m0o/jxwcGGOMZZ8JrLKc5JN9JpCrN76HlcwytREZGckAsNOnT1dZ7uzZs0xOTo6lpqZyaffu3WMA2PXr1xljjLm6ujJlZWWWm5vLlVm2bBnr3r07933Hjh3M1NRUqu6+ffuyBQsWcN9NTU3Zjh07GGOMhYSEMD6fz+Lj42XG5ePjwzQ0NGqwp9VLTk5mANitW7dYcHAwU1BQYA8ePGCMMWZhYcFcXV25sgCYn5+f1PYaGhrMx8dHqq4DBw5w+cePH2cA2Pnz57k0T09P1rp1a+77tGnTmLa2Nnv9+jWX5u3tzVRVVVlpaSnLy8tjAoGARURESLU9c+ZMNnHiRMYYY6GhoQwA8/f3r3J/9+3bx7S0tFheXh6XFhQUxPh8PsvIyGCMMebn58eqG4aRtPfbb79xaS9evGBCoZCdOHGCMcbYlClTmMP/X+sSly5dYnw+nxUUFLCEhAQGgF25coXLf/78ORMKhezkyZOMsbJzDYBdu3aNKyMSiRgAFhkZyRgruwYtLCy4fGNjY3bs2DGpdjds2MCsrKxk7svNmzcZAJaSkiIzv7r6JOd9586dUmVOnz7NVFVVufOak5PDBAIBCwoKYowxdvDgQda6dWsmFv/3c6OoqIgJhUIWEhLCGGPM0NCQbd68mct/8+YNMzIyYnZ2djJjZaxmx+zEiRNMS0uLFRYWMsYYi4mJYTwejyUnJ8us89SpU0xdXV2qn0vk5eUxBQUF9uuvv3JpxcXFrHHjxszLy4sx9t/18vLly0rjHjZsGFuyZAn3vW/fvqxTp06Vlpdo3LgxW716tcy8mtzDevbsyWbPni213bhx49iwYcO47wDY77//ziZPnszatGnD0tLSuLzqrnPGyu5vo0aNkirj5OTEBgwYIHX+yaerst8FZKF3chNCCCGEEEIIIYSQBqNkqg6DxV1Qml8CnhwtOvgp4snxoNBICIVGQgjNdWSWUTJVB+tmgDeZ+XiTngdWJK6yztKcIhQl50DQXPM9REw+Na2jb1aeKScHAJCv4Xuoy5drcf6fd4oLADdDtbrXLIhEIhgbG8PY2JhLMzc3h6amJkQiESwtLQGUzQxVU/tvxQRDQ8Mql/2uTkxMDIyMjNCqVas615Gamgpzc3Pu+6pVq7Bq1aoqt7GxsUHv3r2xdu1aHDt2rM5tl59Bra+vDwDo0KGDVNrbx8fCwgLKyv+9WsHKygp5eXlIS0tDZmYmCgsLKyzXXFxcjK+++koqrWvXrlXGJhKJYGFhITWDv1evXhCLxYiPj+firSkrKyvuv7W1tdG6dWuIRCIAwM2bN/HgwQOp2cyMMYjFYiQnJyMxMRHy8vLo3r07l6+joyNVBwDIy8tL7VebNm24a7Bbt25S8Tx79gxpaWmYOXMmZs+ezaWXlJRAQ0ND5j5YWFhg4MCB6NChA2xsbDBkyBCMHTsWWlpatarv7WP/v//9D/Ly8ggICMCECRNw6tQpqKmpYciQIVLHp3zfAcpmOSclJSEnJwfp6elSx1hyLFg1S5ZXd8xGjRqF+fPnw8/PDxMmTMChQ4fQv3//SmcSDx48GKampmjWrBlsbW1ha2uL0aNHQ1lZGUlJSXjz5g169erFlVdQUEC3bt2kzmN5paWl2Lx5M06cOIF///0XRUVFKCoqqrCyRHXXc2ZmJp48eYKBAwfKzK/JPUwkEsHBwUFqu169emHXrl1SaYsWLYKSkhKuXbuGRv/H3n2HR1GufRz/zqZsKkkgjRIgQCihSW9KCNIPTcSCiKI0XxFsqEdRKYpwRBERQWwEERUbHERFAQnSewQkQghgQOmkkJC++/7BycqSQgKBBfL7XFeui515Zuaeyc6S5J77fvz/mW7lUu/zevXqFXgugwcPpnPnztSpU4du3brRs2dP23tDbm5KcouIiIiIiIiIiEOZPFwwebg4Ogy5itzDK9gS4Gk7TpC4cO8lt7GczbrkGCkbTBckLAvj0bwZzsHB5Bw/XvC83IaBc1AQHs3/aUdenP1eSlhYGIZhEBsbS9++fQsdZ7VaC0yEX7zcxcX+s9AwDCyWoh8KKYq7+5VPAVGpUiXbfLlwPgFbHFOmTKFNmzY888wz+dYZhpEvuXhhW+08F16PvOt08bLiXp8Lx37//fdUrlzZbr3ZbLZ7XVD7+QsV9j29MNYrlbcfi8XCiBEjGP2/9vwXqlq1Kvv27St2jAXFVtCyvGv1wQcf2CXPAZz+93DJxZycnFi+fDnr16/n559/5p133mHs2LFs2rTJ9uBBcfZ38bV3dXWlf//+fPbZZ9x777189tln3HPPPTg7O9tibdasWb6W5gABxXwApihFXTNXV1cGDRrE3Llz6devH5999hnTp08vdF/e3t5s376d6Ohofv75Z15++WXGjx/Pli1bCn1opqj32ptvvslbb73F9OnTadiwIZ6enjzxxBN289DDpd/Pl/qsKO5nWHFi79y5M59//jk//fQTAwcOtC2/1Pu8sHNp2rQpBw8e5Mcff2TFihXcfffddOrUia+//rrIc5Ibnx6PFRERERERERGRay5l1WHO7ThxyQoqufk4lXMt1jiTd/HGiQAYTk4EvfD8/15clIj53+ugF57HKCQ5d7nKly9P165deffdd0lLS8u3PikpCThf8ZiQkMDhw4dt6/bs2UNycrKtOvFqaNSoEUeOHCk0Cerq6kpubm6R+3B2dqZWrVq2r+ImuVu2bEm/fv3497//nW9dQECA3RzVcXFxnDt3rlj7vZTffvuN9PR02+uNGzfi5eVFlSpVCA8Px2w2k5CQYHdOtWrVsqtQLY7w8HBiYmLsvu/r1q3DZDJdVuX8xo0bbf9OTExk37591K1bFzifxPv999/zxVyrVi1cXV0JDw8nJyfHbh7m06dPs2/fPrv3V05ODlu3brW93rt3L0lJSbbjXCgoKIjKlStz4MCBfMcMDQ0t9DwMw6Bdu3ZMmDCBHTt24OrqyqJFiy57f3kGDhzIsmXL+P3331m1apVdcrRp06bExcURGBiYb98+Pj74+PhQsWJFu2uck5PDtm1FdIkowTUbOnQoK1asYNasWWRnZ9OvX78i9+ns7EynTp14/fXX2blzJ4cOHeKXX36xfT/Xrl1rG5udnc3WrVsL/ZxYs2YNffr04f7776dx48bUqFGDuLi4S57Xxby9valevTorV64scH1xPsPq1atnFzvA+vXr88Xeu3dvPvvsM4YOHcoXX3xhW36p93lRypUrxz333MMHH3zAwoUL+eabbwqdx1xuHqrkFhERERERERGRayrrr1RSlh8CCwT4mTFXL7jtqdyczKE+OPm4kptceKW2k48Zc6jeF1Iy5bp0gbenc/y1yeQcO2Zb7hwURNALz59ffxXMmjWLtm3b0rJlSyZOnEijRo3Iyclh+fLlzJ49m9jYWDp16kSjRo0YOHAg06dPJycnh0cffZSIiIhLthG+EhEREbRv354777yTadOmUatWLf744w8Mw6Bbt25Ur16d1NRUVq5caWvz7VEKFe55Jk2aRP369W0Vt3k6duzIzJkzad26NRaLheeeey5fFfvlysrKYsiQIbz44ov8+eefjBs3jsceewyTyYS3tzdjxozhySefxGKxcOutt5KSksL69evx8vLiwQcfLPZxBg4cyLhx43jwwQcZP348J0+eZNSoUQwaNKjErcoBJk6cSIUKFQgKCmLs2LH4+/vbugM899xztG7dmpEjRzJs2DA8PT2JjY1l+fLlvPPOO4SFhdGnTx+GDRvGnDlz8Pb25t///jeVK1emT58+tmO4uLgwatQoZsyYgYuLC4899hitW7fO16o8z/jx4xk9ejTlypWje/fuZGZmsnXrVhITE3nqqafyjd+0aRMrV66kS5cuBAYGsmnTJk6ePGlLcpZ0fxeKiIggKCiIgQMHUr16dVq3bm1bN3DgQKZOnUqfPn2YOHEiVapUISEhgW+//ZZnnnmGKlWq8PjjjzNlyhTCwsKoV68e06ZNsz2EUpTiXLN69erRunVrnnvuOR5++OEiq6KXLl3KgQMHaN++PX5+fvzwww9YLBbq1KmDp6cn//d//8czzzxD+fLlqVq1Kq+//jrnzp1jyJAhBe6vVq1afPPNN6xfvx4/Pz+mTZvGsWPHLuvhmfHjx/PII48QGBhI9+7dOXv2LOvWrWPUqFHF+gx75plnuPvuu2natCm333473333Hd9++y0rVuSfGuKOO+5g/vz5DBo0CGdnZ/r373/J93lh3nrrLSpWrMgtt9yCyWTiq6++Ijg4GF9f3xJfA7mxqJJbRERERERERESuGavFSuK3cWAB94b+SnCXQYbJwLdXzSLH+PaqgWEqnXa/UraU69KFWitXUHXePCq98QZV582j1soVVy3BDRAaGsr27duJjIzk6aefpkGDBnTu3JmVK1cye/Zs4Hx16+LFi/Hz86N9+/Z06tSJGjVqsHDhwqsWV55vvvmGFi1aMGDAAMLDw3n22Wdt1dtt27blkUce4Z577iEgIIDXX3+9VI9du3ZtHn74YTIyMuyWv/nmm4SEhNC+fXvuu+8+xowZU2rJ9dtvv52wsDDat2/P3XffTa9evRg/frxt/SuvvMLLL7/M5MmTqVevHl27duW7774rVjXxhTw8PPjpp584c+YMLVq0oH///tx+++3MnDnzsuKeMmUKjz/+OM2aNePo0aMsWbLEVr3aqFEjVq9eTVxcHLfddhtNmjThpZdeomLFirbt586dS7NmzejZsydt2rTBarXyww8/2D084OHhwXPPPcd9991HmzZtcHd3t6ukvdjQoUP58MMPiYqKomHDhkRERBAVFVXotSpXrhy//vorPXr0oHbt2rz44ou8+eabdO/e/bL2dyHDMBgwYAC//fabXRV33nn9+uuvVK1alX79+lGvXj0efvhh0tPTKVeuHABPP/00DzzwAIMHD6ZNmzZ4e3tzxx13XPK4xb1mQ4YMISsri4cffrjI/fn6+vLtt9/SsWNH6tWrx3vvvcfnn39O/fr1gfPvgzvvvJNBgwbRtGlT9u/fz08//YSfn1+B+3vppZdo2rQpXbt2pUOHDgQHBxc5dUJRHnzwQaZPn86sWbOoX78+PXv2tFWFF+czrG/fvrz99ttMnTqV+vXrM2fOHObOnUuHDh0KPF7//v2ZN28egwYN4ttvvy3W+7wgXl5e/Oc//6F58+a0aNGCQ4cO8cMPP2AyKQV6szOs6glValJSUvDx8SE5Odn2wXmzslgsnDhxgsDAQH1QiJQxuv9Fyi7d/yJll+5/kbLratz/Z9f+RfLSAxhuTgQ/1bzYravl5pO++xRJ38XbVXQ7+Zjx7VUD9wb+Dozs6ilLfz+8HBkZGRw8eJDQ0FDc3NwcHY7INREdHU1kZCSJiYlXtfI0KiqKJ554oljVy1JykyZN4osvvmDXrl2ODkXkhlaSnwXUrlxERERERERERK6JnMQMUn4+BIBP91AluMs49wb+uIVXIPNgMpazWZi8XTGH+qiCW0REbhipqanExsbyzjvv8Morrzg6HJEyRUluERERERERERG56qxWK0n/jceaZcG1ejk8WwQ7OiS5DhgmA7eavo4OQ0RE5LI89thjfP755/Tt2/eSrcpFpHSpz5yIiIiIiIiIiFx12UdSyfjjDDgZ+PULU7WuiIgI0KFDB6xW61VtVQ4wePBgtSq/CqKiosjMzGThwoU4OTk5OhyRMkWV3CIiIiIiIiIictW5hngTMLwh2SfScQn0cHQ4IiIiIiJyA1OSW0RERERERERErglzDV/MNXwdHYaIiIiIiNzg1K5cRERERERERESumqy/Usk5k+HoMERERERE5CaiSm4REREREREREbkqrDkWznzxB7lJmVQYFI5bbT9HhyQiIiIiIjcBVXKLiIiIiIiIiMhVkbLqMDkn0zHMTrhW8XJ0OCIiIiIicpNQkltEREREREREREpd9vE0zkYfBsC3d01MHi4OjkhERERERG4WSnKLiIiIiIiIiEipslqsJH67H3KtuNUtj3tDf0eHJCJliMVi5a+9iezbcoy/9iZisVgdHVKpsVqtDB8+nPLly2MYBjExMXTo0IEnnnjCNqZ69epMnz7dYTE60uDBg+nbt6+jw7Azfvx4goKCMAyDxYsXOzqcIo0fP55bbrnFoTGUpffv6dOnCQwM5NChQ44O5Zrr378/06ZNc3QYcoNTkltEREREREREREpV2pZjZP2ZguFqwrdvTQzDcHRIIlJGxO84wScvrGfxWztY/tEeFr+1g09eWE/8jhNX9bjHjh1j1KhR1KhRA7PZTEhICL169WLlypWlepxly5YRFRXF0qVLOXr0KA0aNMg3ZsuWLQwfPrxY+4uKisLX17dUYjt06BCGYRAYGMjZs2ft1t1yyy2MHz++VI5zI4mNjWXChAnMmTOHo0eP0r17d0eHdN0ryfv3SuzYsYOePXsSGBiIm5sb1atX55577uHUqVPAP+/nmJiYfNte/GDJgQMHGDBgAJUqVcLNzY0qVarQp08f9u3bV2QMkydPplevXlSvXt227PHHH6dZs2aYzeYCHzjIyMhg8ODBNGzYEGdn52I/1BEVFYVhGPm+MjIy7MbNmjWL0NBQ3NzcaNasGWvWrCl0n3/88QeGYbBp0ya75a1atcJsNnPu3DnbsqysLDw8PHj//fcBePnll5k0aRIpKSnFil+kIEpyi4iIiIiIiIhIqclNySL5h4MAlOtSHWdfNwdHJCJlRfyOEyybs5u0pEy75WlJmSybs/uqJboPHTpEs2bN+OWXX3j99dfZtWsXy5YtIzIykpEjR5bqseLj46lYsSJt27YlODgYZ2fnfGMCAgLw8PAo1eOWxNmzZ3njjTccdvzSZrVaycnJuaxt4+PjAejTpw/BwcGYzebSDO2mdC3evydOnKBTp074+/vz008/ERsby8cff0zFihXtErPFkZWVRefOnUlJSeHbb79l7969LFy4kAYNGpCcnFzodunp6Xz00UcMHTrUbrnVauXhhx/mnnvuKXC73Nxc3N3dGT16NJ06dSpRrOXKlePo0aN2X25u//yctnDhQp544gnGjh3Ljh07uO222+jevTsJCQkF7q9u3bpUrFiRVatW2ZalpqayY8cOAgMDWb9+vW35pk2bSE9PJzIyEoBGjRpRvXp1FixYUKJzELmQktwiIiIiIiIiIlJqTO7OeLWrhGu1cni1reTocETkJpCdmVvoV052LnC+RfmahXFF7mfNwji71uWF7bOkHn30UQzDYPPmzfTv35/atWtTv359nnrqKTZu3Ggbl5CQQJ8+ffDy8qJcuXLcfffdHD9+3LY+r1X0/PnzqV69Oj4+Ptx77722qujBgwczatQoEhISMAzDrvrzQhe3e05KSmL48OEEBQXh5uZGgwYNWLp0KdHR0Tz00EMkJyfbqjpLo9p61KhRTJs2jRMnCn+ooKDW3b6+vkRFRQH/VNF++eWX3Hbbbbi7u9OiRQv27dvHli1baN68OV5eXnTr1o2TJ0/m2/+ECRMIDAykXLlyjBgxgqysLNs6q9XK66+/To0aNXB3d6dx48Z8/fXXtvXR0dEYhsFPP/1E8+bNMZvNhVaz7tq1i44dO+Lu7k6FChUYPnw4qampwPnvZ69evQAwmUyFdjXJO973339P48aNcXNzo1WrVuzatctu3Pr162nfvj3u7u6EhIQwevRo0tLSbOsTExN54IEH8PPzw8PDg+7duxMX9889kVe1v3jxYmrXro2bmxudO3fm8OHDBcaVZ+7cudSrVw83Nzfq1q3LrFmzihxfULvxiyv5x48fT9WqVTGbzVSqVInRo0cXur1hGHz44YfccccdeHh4EBYWxpIlS+z2v2TJEsLCwnB3dycyMpJ58+ZhGAZJSUkFxrh+/XpSUlL48MMPadKkCaGhoXTs2JHp06dTtWrVIs/vYnv27OHAgQPMmjWL1q1bU61aNdq1a8ekSZNo0aJFodv9+OOPODs706ZNG7vlM2bMYOTIkdSoUaPA7Tw9PZk9ezbDhg0jODi4RLEahkFwcLDd14WmTZvGkCFDGDp0KPXq1WP69OmEhIQwe/bsQvfZoUMHoqOjba/XrFlD7dq16d27t93y6OhoKleuTFhYmG1Z7969+fzzz0t0DiIXUpJbRERERERERERKjeFiwqdLdQJGNMIwqU25iFy59x9fXejXsjm7ATgal5SvgvtiaUmZHI1Lsr3+ZOz6AvdZEmfOnGHZsmWMHDkST0/PfOvzWoFbrVb69u3LmTNnWL16NcuXLyc+Pj5ftWZ8fDyLFy9m6dKlLF26lNWrVzNlyhQA3n77bSZOnEiVKlU4evQoW7ZsuWR8FouF7t27s379ej799FP27NnDlClTcHJyom3btkyfPt2uunPMmDElOv+CDBgwgFq1ajFx4sQr3te4ceN48cUX2b59O87OzgwYMIBnn32Wt99+mzVr1hAfH8/LL79st83KlSuJjY1l1apVfP755yxatIgJEybY1r/44ovMnTuX2bNn8/vvv/Pkk09y//33s3q1/ff+2WefZfLkycTGxtKoUaN8sZ07d45u3brh5+fHli1b+Oqrr1ixYgWPPfYYAGPGjGHu3LkAtutblGeeeYY33niDLVu2EBgYSO/evcnOzgbOJ9O7du1Kv3792LlzJwsXLmTt2rW2Y8H5hyC2bt3KkiVL2LBhA1arlR49etj2kRfzpEmTmDdvHuvWrSMlJYV777230Jg++OADxo4dy6RJk4iNjeW1117jpZdeYt68eUWeS1G+/vpr3nrrLebMmUNcXByLFy+mYcOGRW4zYcIE7r77bnbu3EmPHj0YOHAgZ86cAc4/ENG/f3/69u1LTEwMI0aMYOzYsUXuLzg4mJycHBYtWoTVai1y7KUEBARgMpn4+uuvyc0t/kMyv/76K82bN7+iY5dUamoq1apVo0qVKvTs2ZMdO3bY1mVlZbFt2za6dOlit02XLl3sKrIvFhkZydq1a23dDlatWkWHDh2IiIiwq/BetWqVrYo7T8uWLdm8eTOZmUV/dosUJn8vExERERERERERkRKyZueCyYThdD6xrQS3iFxLaSnFS5IUd1xx7d+/H6vVSt26dYsct2LFCnbu3MnBgwcJCQkBYP78+dSvX58tW7bYKj4tFgtRUVF4e3sDMGjQIFauXMmkSZPw8fHB29sbJyenYldwrlixgs2bNxMbG0vt2rUB7CpEfXx8bNWdpcUwDKZMmUKvXr148sknqVmz5mXva8yYMXTt2hU4P1fxgAEDWLlyJe3atQNgyJAhturvPK6urnz88cd4eHhQv359Jk6cyDPPPMMrr7xCeno606ZN45dffrFV0NaoUYO1a9cyZ84cIiIibPuZOHEinTt3LjS2BQsWkJ6ezieffGJ7wGHmzJn06tWL//znPwQFBdkecijO9R03bpztePPmzaNKlSosWrSIu+++m6lTp3LffffZ5oEOCwtjxowZREREMHv2bA4fPsySJUtYt24dbdu2tcUXEhLC4sWLueuuuwDIzs5m5syZtGrVynacevXqsXnzZlq2bJkvpldeeYU333yTfv36ARAaGsqePXuYM2cODz744CXPqSAJCQkEBwfTqVMnXFxcqFq1aoHHvtDgwYMZMGAAAK+99hrvvPMOmzdvplu3brz33nvUqVOHqVOnAlCnTh12797NpEmTCt1f69ateeGFF7jvvvt45JFHaNmyJR07duSBBx4gKCjIbmzbtm0xmezrRdPT023zZVeuXJkZM2bw7LPPMmHCBJo3b05kZCQDBw4stBobzifnK1W6dh1v6tatS1RUFA0bNiQlJYW3336bdu3a8dtvvxEWFsapU6fIzc3Nd/5BQUEcO3as0P126NCBtLQ0tmzZQps2bYiOjuaZZ56hffv2DBo0iHPnzuHs7MzGjRuZOXOm3baVK1cmMzOTY8eOUa1ataty3nJzU5JbRERERERERESuWPKPh8g8lIxf/9q4VvJydDgichMZ/nZEoeuM/+WePMsVb67jC8c9MKntFcUF2KpAC2tFnSc2NpaQkBBbghsgPDwcX19fYmNjbUnu6tWr2xLcABUrViyy7felxMTEUKVKFVuC+3IkJCQQHh5ue/3CCy/wwgsvFLlN165dufXWW3nppZf47LPPLvvYF1ZQ5yXfLqz6DQoKynd9GjdubDenc5s2bUhNTeXw4cOcOHGCjIyMfMnrrKwsmjRpYrfsUlW2sbGxNG7c2K6Cv127dlgsFvbu3ZsvWXgpF7atLl++PHXq1CE2NhaAbdu2sX//frv5i61WKxaLhYMHDxIXF4ezs7MteQ1QoUIFu30AODs7251X3bp1be/BixPNJ0+e5PDhwwwZMoRhw4bZlufk5ODj41Oic7vQXXfdxfTp06lRowbdunWjR48e9OrVq8D55fNc+D7w9PTE29vb9n3fu3dvvrbgl0qaA0yaNImnnnqKX375hY0bN/Lee+/x2muv8euvv9q9xxYuXEi9evXsth04cKDd65EjR/LAAw+watUqNm3axFdffcVrr73GkiVLCn1QIj093W4+7NJS2P3aunVrWrdubVverl07mjZtyjvvvMOMGTNsyy/+LLNarUV+voWFhVGlShWio6OpX78+O3bsICIigsDAQEJDQ1m3bh1ms5n09HQ6duxot627uztAiedBF8mjJLeIiIiIiIiIiFyRrMNnSd3wN1jBkpZ96Q1ERErAxex0yTEVw3zx9DUX2bLcy89MxTDfEu33UsLCwjAMg9jYWPr27VvouMISRRcvd3FxsVtvGAYWi+Wy48tLIl2JSpUqERMTY3tdvnz5Ym03ZcoU2rRpwzPPPJNvnWEY+dpEX9hWO8+F1yPvOl28rLjX58Kx33//PZUrV7ZbbzbbPyhRUPv5CxWV/LvUQw/Flbcfi8XCiBEj7OauzlO1alX27dtX7BgLiq2gZXnX6oMPPrBLngM4ORV+75hMpiK/tyEhIezdu5fly5ezYsUKHn30UaZOncrq1avzvf/zFHVfFHSOxW1BXqFCBe666y7uuusuJk+eTJMmTXjjjTfs2rGHhIRQq1Ytu+0Kuq+8vb3p3bs3vXv35tVXX6Vr1668+uqrhSa5/f39SUxMLFacJVHc+9VkMtGiRQvbvO3+/v44OTnlq9o+ceLEJR/Y6NChA6tWraJRo0aEhYURGBgIYGtZbjabqVatGtWrV7fbLq/lfEBAQElOUcRGc3KLiIiIiIiIiMhls+ZaSPwmDqzg0SQQtzA/R4ckImWQyWRw2z1hRY659e4wTKU8lUL58uXp2rUr7777LmlpafnWJyUlAeerthMSEjh8+LBt3Z49e0hOTs5XJVqaGjVqxJEjRwpNgrq6ul5yHmFnZ2dq1apl+ypukrtly5b069ePf//73/nWBQQE2M1RHRcXV2rVnL/99hvp6em21xs3bsTLy4sqVaoQHh6O2WwmISHB7pxq1aplV2VfHOHh4cTExNh939etW4fJZLqsyvmNGzfa/p2YmMi+fftsbfCbNm3K77//ni/mWrVq4erqSnh4ODk5OWzatMm2j9OnT7Nv3z6791dOTg5bt261vd67dy9JSUkFttsPCgqicuXKHDhwIN8xQ0NDCz2Pi7+3KSkpHDx40G6Mu7s7vXv3ZsaMGURHR7NhwwZ27dpVgqv1j7p16+abn/7CcywuV1dXatasWeB9XFKGYVC3bt0i99WkSRP27Nlzxce6WHHvV6vVSkxMDBUrVgTOn3+zZs1Yvny53bjly5fbWuAXJjIykvXr17N8+XI6dOhgWx4REUF0dDTR0dH5qrgBdu/eTZUqVfD39y/hWYqcpyS3iIiIiIiIiIhctrNr/iL7WBomD2d8/lX4H71FRK62mk0C6TaiAZ6+9hW5Xn5muo1oQM0mgVfluLNmzSI3N5eWLVvyzTffEBcXR2xsLDNmzLC1oO7UqRONGjVi4MCBbN++nc2bN/PAAw8QERFxybbYVyIiIoL27dtz5513snz5cg4ePMiPP/7IsmXLgPPt0VNTU1m5ciWnTp0q9bbBkyZN4pdffmHv3r12yzt27MjMmTPZvn07W7du5ZFHHim0ireksrKyGDJkCHv27OHHH39k3LhxPPbYY5hMJry9vRkzZgxPPvkk8+bNIz4+nh07dvDuu+/aVe8Wx8CBA3Fzc+PBBx9k9+7drFq1ilGjRjFo0KAStyqH83OAr1y5kt27dzN48GD8/f1t3QGee+45NmzYwMiRI4mJiSEuLo4lS5YwatQo4HxHgT59+jBs2DDWrl3Lb7/9xv3330/lypXp06eP7RguLi6MGjWKTZs2sX37dh566CFat25daHvv8ePHM3nyZN5++2327dvHrl27mDt3LtOmTSv0PDp27Mj8+fNZs2YNu3fv5sEHH7Sr/I6KiuKjjz5i9+7dHDhwgPnz5+Pu7n7ZczKPGDGCP/74g+eee459+/bx5Zdf2uZpL6yifunSpdx///0sXbqUffv2sXfvXt544w1++OEHu+tVHDExMfTp04evv/6aPXv2sH//fj766CM+/vjjIvfVtWtXfv/993zV3Pv37ycmJoZjx46Rnp5OTEwMMTExZGVl2cbs2bOHmJgYzpw5Q3Jysm1MUSZMmMBPP/3EgQMHiImJYciQIcTExPDII4/Yxjz11FN8+OGHfPzxx8TGxvLkk0+SkJBgN6YgkZGRpKWl8fHHH9vNax8REcHWrVvZuHEjkZGR+bZbs2YNXbp0KXLfIkVRu3IRERERERERkVJitVjJPJiM5WwWJm9XzKE+GKVcNXg9yTmdTsqKBAB8/lUDJy9XB0ckImVdzSaBhDYO4GhcEmkpmXiWO9+ivLQruC8UGhrK9u3bmTRpEk8//TRHjx4lICCAZs2aMXv2bOB8sm3x4sWMGjWK9u3bYzKZ6NatG++8885ViyvPN998w5gxYxgwYABpaWnUqlWLKVOmANC2bVseeeQR7rnnHk6fPs24ceMYP358qR27du3aPPzww7z//vt2y998800eeugh2rdvT6VKlXj77bfZtm1bqRzz9ttvJywsjPbt25OZmcm9995rd06vvPIKgYGBTJ48mQMHDuDr60vTpk0vOc/4xTw8PPjpp594/PHHadGiBR4eHtx5551FJoCLMmXKFB5//HHi4uJo3LgxS5YswdX1/P+rjRo1YvXq1YwdO5bbbrsNq9VKzZo1ueeee2zbz507l8cff5yePXuSlZVF+/bt+eGHH+weHvDw8OC5557jvvvu48iRI9x66618/PHHhcY0dOhQPDw8mDp1Ks8++yyenp40bNiQJ554otBtnn/+eQ4cOEDPnj3x8fHhlVdesavk9vX1ZcqUKTz11FPk5ubSsGFDvvvuOypUqHBZ1y00NJSvv/6ap59+mrfffps2bdowduxY/u///i9fC/o84eHheHh48PTTT3P48GHMZjNhYWF8+OGHDBo0qETHr1KlCtWrV2fChAkcOnQIwzBsr5988slCt2vYsCHNmzfnyy+/ZMSIEbblQ4cOZfXq1bbXeXPFHzx40Nbuu0ePHvz555/5xhTVpj0pKYnhw4dz7NgxfHx8aNKkCb/++qvdAw55nwMTJ07k6NGjNGjQgB9++OGSDyCEhoZSrVo1/vzzT7skd+XKlalatSrx8fH5ktwZGRksWrSIn376qch9ixTFsBZ3cgK5pJSUFHx8fEhOTqZcuXKODueqslgsnDhxgsDAQEwmNQQQKUt0/4uUXbr/Rcou3f8ixZO++xRJ38WTm/xPpY2Tjyu+vWri3uDGbMNY1P1vtVo59dFuMvcnYa7li/+QBqU2B6nIzaos/f3wcmRkZHDw4EFCQ0Nxc3NzdDgi10R0dDSRkZEkJibi6+t71Y4TFRXFE088YWuhfzObNGkS7733nt30ANejH374gTFjxrB79+4y93vWu+++y3//+19+/vlnR4ci15mS/CygSm4RERERERERkSuUvvsUpz+Nzbc8NzmL05/GUuH+ejdsorsw1vQcrFm54GzCr28tJbhFRETEIWbNmkWLFi2oUKEC69atY+rUqTz22GOODuuSevToQVxcHH/99VeJ54S/0bm4uFyTThZyc1OSW0RERERERETkClgtVpK+iy9yTNJ3B3ALr3BTtS43ebgQ8Ehjso+m4ezv7uhwREREpIyKi4vj1Vdf5cyZM1StWpWnn36a559/3tFhFcvjjz/u6BAcYvjw4Y4OQW4CSnKLiIiIiIiIiFyBzIPJdi3KC5KbnEnm/iTcavtdo6iuDcNk4FrZy9FhiIiI3LA6dOhQ5FzKpWXw4MEMHjz4qh/HEd566y3eeustR4chItdY2WryLyIiIiIiIiJSyixni05w5zk1dzfH3tpG5oFk2zKr5er/Ubu0ZcQlkvT9ASxZuY4ORUREREREyihVcouIiIiIiIiIXAGTt2vxBloh5/g5DLOTbVHahr9JWXUYl4qe//vywrWiJ84B7hhO119tgiUrl8RF+8k9k4HhYsKnS3VHhyQiIiIiImWQktwiIiIiIiIiIlfAHOqDk49rkS3LnXxc8X+kMTnHz+ES5GFbnnU0DUtqNplxSWTGJV2wgYFLoAcVBtazzXdttVgdPqf32ZUJ5J7JwMnHFe+IKg6NRUREREREyi4luUVEREREREREroBhMvDtVZPTn8YWOsa3V01c/Nxw8XOzX967Jl6tKpJ1NJXso2m2L2tmLtlH0zB5u9jGJi89QPruU7aK77zqb2d/92uS/M76O5Wza46cj7tPLUxm/VlJREREREQcQ7+NiIiIiIiIiIhcIZdgzwKXO/mY8e1VA/cG/gWuN7k64RrijWuIt22Z1WolNzGTnJPn7BLJWUfTyE3JIjcli4y9ibblhosJ5yAPAoY3wuR6vhW6NdeK4XRliW+rxUrmgWQsR86SkeJKyk+HwALuDf1xD69wRfsWERERERG5Ekpyi4iIiIiIiIhcobNr/wLAXNsX74gQLGezMHm7Yg71KXGVtWEYOJd3w7m8fdW3/4PhZB9Ls6v4zj6WhjXbQm5Spi3BDXB6/h6yj6fZKr5d/1f17eTnVqx40nefIum7eFsL9jMcO7/CxYRvr5olOh8REREREZHSZnJ0ACIiIiIiIiIiN7Lc1CzSth4HwDsiBLeavnjcEohbTd9SbSNucnPGXN0HrzaV8OsXRuDIW6g0oS1BTzejwn317MZm/51KbmImGXtOc3ZlAqc/jeXY1K38PX4DJz/ebTfWmmuxe52++xSnP40teI7xbAtZCSmldk4iIleDxZLL4d93ErtuNYd/34nFkuvokEqN1Wpl+PDhlC9fHsMwiImJoUOHDjzxxBO2MdWrV2f69OkOi9GRBg8eTN++fR0dhp3x48cTFBSEYRgsXrzY0eEUafz48dxyyy0OjaEsvX9Pnz5NYGAghw4dcnQopaJ///5MmzbN0WFIGaIkt4iIiIiIiIjIFUjdcBRyLLhU8cJcw+eaHtswGbgEeOQ7btATTfEf1hCfnjXwaBaES2UvcDawZuVizbRP9hyfvp1jU7dw+tM9JK/4k8Rv44o8ZtJ3B7BarKV+LiIipSFu03o+GDmELye+wA8zpvLlxBf4YOQQ4jatv6rHPXbsGKNGjaJGjRqYzWZCQkLo1asXK1euLNXjLFu2jKioKJYuXcrRo0dp0KBBvjFbtmxh+PDhxdpfVFQUvr6+pRLboUOHMAyDwMBAzp49a7fulltuYfz48aVynBtJbGwsEyZMYM6cORw9epTu3bs7OqTrXknev1dix44d9OzZk8DAQNzc3KhevTr33HMPp06dAv55P8fExOTb9uIHSw4cOMCAAQOoVKkSbm5uVKlShT59+rBv374iY5g8eTK9evWievXql3UOUVFRGIaR7ysjI8Nu3KxZswgNDcXNzY1mzZqxZs2aQvf5xx9/YBgGmzZtslveqlUrzGYz586dsy3LysrCw8OD999/H4CXX36ZSZMmkZKiByLl2lCSW0RERERERETkMlmycknb8DcA3u2rYBilV7l9JUweLrjV9MX71sqUv6s2QaOaUHlCO4KebIpvrxq2cZasXHJOpZNzOoP03ac5uyIBy7mcIvedm5xJ5sHkq30KIiIlFrdpPUumvUbqmVN2y1PPnGLJtNeuWqL70KFDNGvWjF9++YXXX3+dXbt2sWzZMiIjIxk5cmSpHis+Pp6KFSvStm1bgoODcXbOPyNpQEAAHh4epXrckjh79ixvvPGGw45f2qxWKzk5Rf/fWJj4+HgA+vTpQ3BwMGazuTRDuyldi/fviRMn6NSpE/7+/vz000/Exsby8ccfU7FiRbskbnFkZWXRuXNnUlJS+Pbbb9m7dy8LFy6kQYMGJCcX/vNSeno6H330EUOHDrVbnpCQUKLjlytXjqNHj9p9ubn9M+XNwoULeeKJJxg7diw7duzgtttuo3v37oUep27dulSsWJFVq1bZlqWmprJjxw4CAwNZv/6fz9FNmzaRnp5OZGQkAI0aNaJ69eosWLCgROcgcrmU5BYRERERERERuUznth7Hci4Hp/JuuNf3d3Q4RTKcDFyCPHGt4m1bZnJ1ouLYVvgPaYBPj1Bcq5Ur1r4sZwtoZS4icpVkZ2QU+pWTdf7zyGLJ5Zeo94vczy9Rc+xalxe2z5J69NFHMQyDzZs3079/f2rXrk39+vV56qmn2Lhxo21cQkICffr0wcvLi3LlynH33Xdz/Phx2/q8VtHz58+nevXq+Pj4cO+999qqogcPHsyoUaNISEjAMIxCqz8vbveclJTE8OHDCQoKws3NjQYNGrB06VKio6N56KGHSE5OtlWAlka19ahRo5g2bRonTpwodExBrbt9fX2JiooC/qmi/fLLL7nttttwd3enRYsW7Nu3jy1bttC8eXO8vLzo1q0bJ0+ezLf/CRMmEBgYSLly5RgxYgRZWf/8v2W1Wnn99depUaMG7u7uNG7cmK+//tq2Pjo6GsMw+Omnn2jevDlms7nQytddu3bRsWNH3N3dqVChAsOHDyc1NRU4//3s1asXACaTqdAH4fKO9/3339O4cWPc3Nxo1aoVu3btshu3fv162rdvj7u7OyEhIYwePZq0tDTb+sTERB544AH8/Pzw8PCge/fuxMX9050lr2p/8eLF1K5dGzc3Nzp37szhw4cLjCvP3LlzqVevHm5ubtStW5dZs2YVOb6gduMXV/KPHz+eqlWrYjabqVSpEqNHjy50e8Mw+PDDD7njjjvw8PAgLCyMJUuW2O1/yZIlhIWF4e7uTmRkJPPmzcMwDJKSkgqMcf369aSkpPDhhx/SpEkTQkND6dixI9OnT6dq1apFnt/F9uzZw4EDB5g1axatW7emWrVqtGvXjkmTJtGiRYtCt/vxxx9xdnamTZs2dstDQ0Pp1KkT8+fPt/v+FsYwDIKDg+2+LjRt2jSGDBnC0KFDqVevHtOnTyckJITZs2cXus8OHToQHR1te71mzRpq165N79697ZZHR0dTuXJlwsLCbMt69+7N559/fsm4RUqDktwiIiIiIiIiIpfJrbYfnq2CKdchBMPp+qjiLiknL1fcwvzwbl+Fcl2qFWsbk7frVY5KROQfMx7sX+jXkmmvAfBX7O/5KrgvlnrmNH/F/m57/cFjDxe4z5I4c+YMy5YtY+TIkXh6euZbn9cK3Gq10rdvX86cOcPq1atZvnw58fHx3HPPPXbj4+PjWbx4MUuXLmXp0qWsXr2aKVOmAPD2228zceJEqlSpwtGjR9myZcsl47NYLHTv3p3169fz6aefsmfPHqZMmYKTkxNt27Zl+vTpdpWgY8aMKdH5F2TAgAHUqlWLiRMnXvG+xo0bx4svvsj27dtxdnZmwIABPPvss7z99tusWbOG+Ph4Xn75ZbttVq5cSWxsLKtWreLzzz9n0aJFTJgwwbb+xRdfZO7cucyePZvff/+dJ598kvvvv5/Vq1fb7efZZ59l8uTJxMbG0qhRo3yxnTt3jm7duuHn58eWLVv46quvWLFiBY899hgAY8aMYe7cuQC261uUZ555hjfeeIMtW7YQGBhI7969yc7OBs4n07t27Uq/fv3YuXMnCxcuZO3atbZjwfmHILZu3cqSJUvYsGEDVquVHj162PaRF/OkSZOYN28e69atIyUlhXvvvbfQmD744APGjh3LpEmTiI2N5bXXXuOll15i3rx5RZ5LUb7++mveeust5syZQ1xcHIsXL6Zhw4ZFbjNhwgTuvvtudu7cSY8ePRg4cCBnzpwBzj8Q0b9/f/r27UtMTAwjRoxg7NixRe4vODiYnJwcFi1ahNV6ZVOwBAQEYDKZ+Prrr8nNzb30Bv/z66+/0rx583zL9+zZQ6tWrXjxxRcJDg7m4YcfZvXq1YXGmZqaSrVq1ahSpQo9e/Zkx44dtnVZWVls27aNLl262G3TpUsXu4rsi0VGRrJ27VpbB4NVq1bRoUMHIiIi7Cq8V61aZaviztOyZUs2b95MZmbmpS+CyBVSkltERERERERE5DI5+7vjd0cYni2DLz34BmAO9cHJp+gEtpOPGXPotZ17XETkUlKTEkt1XHHt378fq9VK3bp1ixy3YsUKdu7cyWeffUazZs1o1aoV8+fPZ/Xq1XbJaovFQlRUFA0aNOC2225j0KBBtnm9fXx88Pb2xsnJieDgYAICAi4Z34oVK9i8eTPffvstnTt3pkaNGvTs2ZPu3bvj6uqKj4+PXSWol5fXlV0QzleWTpkyhffff9/WrvtyjRkzhq5du1KvXj0ef/xxtm/fzksvvUS7du1o0qQJQ4YMsUu6Abi6uvLxxx9Tv359/vWvfzFx4kRmzJiBxWIhLS2NadOm8fHHH9O1a1dq1KjB4MGDuf/++5kzZ47dfiZOnEjnzp2pWbMmFSpUyBfbggULSE9P55NPPqFBgwZ07NiRmTNnMn/+fI4fP46Xl5ftIYeCKmwvNm7cODp37kzDhg2ZN28ex48fZ9GiRQBMnTqV++67jyeeeIKwsDDatm3LjBkz+OSTT8jIyCAuLo4lS5bw4Ycfctttt9G4cWMWLFjAX3/9ZVcxn52dzcyZM2nTpg3NmjVj3rx5rF+/ns2bNxcY0yuvvMKbb75Jv379CA0NpV+/fjz55JP5rlVJJCQkEBwcTKdOnahatSotW7Zk2LBhRW4zePBg28MTr732GmlpabaY33vvPerUqcPUqVOpU6cO9957L4MHDy5yf61bt+aFF17gvvvuw9/fn+7duzN16lS7zgp52rZti5eXl93XhZX9lStXZsaMGbz88sv4+fnRsWNHXnnlFQ4cOFBkDIcOHaJSpUr5ltepU4dJkyZx6NAhlixZgtVqpVevXtSsWZPx48dz8OBB29i6desSFRXFkiVL+Pzzz3Fzc6Ndu3a2Cv5Tp06Rm5tLUFCQ3TGCgoI4duxYobF16NCBtLQ022dTdHQ0ERERREREsHXrVs6dO0dWVhYbN27Ml+SuXLkymZmZRe5fpLQ4NMn966+/0qtXLypVqlRge5K8FikXf02dOtU2pkOHDvnWX/zkUWJiIoMGDcLHxwcfHx8GDRqUr01FQkICvXr1wtPTE39/f0aPHm3XwkRERERERERE5GZnmAx8e9UscoxvrxoYphuzal1Ebkyj531d6Ffvp14AwMvXr1j7unDcsJkfF7jPksirriysFXWe2NhYQkJCCAkJsS0LDw/H19eX2NhY27Lq1avj7f3PtBIVK1Yssu33pcTExFClShVq16592ftISEiwS/C99tprl9yma9eu3Hrrrbz00kuXfVzAroI6L1F3YdVvUFBQvuvTuHFjuzmd27RpQ2pqKocPH2bPnj1kZGTQuXNnu3P65JNP8iXkC6qyvVBsbCyNGze2q+Bv164dFouFvXv3lvhcL2xbXb58eerUqWN7b2zbto2oqCi7mLt27YrFYuHgwYPExsbi7OxMq1atbPuoUKGC3T4AnJ2d7c6rbt26+d6DeU6ePMnhw4cZMmSI3XFfffXVK3p44a677iI9PZ0aNWowbNgwFi1adMk5zy98H3h6euLt7W37vu/duzdfW/CWLVteMo5JkyZx7Ngx3nvvPcLDw3nvvfeoW7duvjbxCxcuJCYmxu7r4vfGyJEjOXbsGJ9++ilt2rThq6++on79+ixfvrzQ46enp9vNnX0xwzCIjIxk7ty5HDlyhDZt2jBhwgSefPJJ25jWrVtz//3307hxY2677Ta+/PJLateuzTvvvJNvXxeyWq1FfmaFhYVRpUoVoqOjSUlJYceOHURERBAUFERoaCjr1q1j48aNpKen07FjR7tt3d3dAUo8t7nI5XB25MHT0tJo3LgxDz30EHfeeWe+9Re37/jxxx8ZMmRIvrHDhg2za32SdxPlue+++zhy5AjLli0DYPjw4QwaNIjvvvsOgNzcXP71r38REBDA2rVrOX36NA8++CBWqzXfh4GIiIiIiIiISOaBJFI3HsW7fRW7Oa5vBu4N/Klwfz2SvosnN/mfAgAnHzO+vWrg3uD6nntcRG4+LkUkgvJUrlcfr/L+RbYs967gT+V69Uu030sJCwvDMAxiY2Pp27dvoeMKSypdvNzFxcVuvWEYWCyWy47v4r+VX45KlSoRExNje12+fPlibTdlyhTatGnDM888k2+dYRj52i9f2FY7z4XXI+86XbysuNfnwrHff/89lStXtltvNpvtXhfUfv5CRSUKL/XQQ3Hl7cdisTBixAi7uavzVK1alX379hU7xoJiK2hZ3rX64IMP7JLnAE5OToXGbDKZivzehoSEsHfvXpYvX86KFSt49NFHmTp1KqtXr873/s9T1H1R0DkWtwV5hQoVuOuuu7jrrruYPHkyTZo04Y033rBrxx4SEkKtWrXstivovvL29qZ379707t2bV199la5du/Lqq6/SuXPnAo/t7+9PYmLRnSW2b9/O/Pnz+eyzzzAMg6eeeoqhQ4cWOt5kMtGiRQtbJbe/vz9OTk75qqpPnDiRr7r7Yh06dGDVqlU0atSIsLAwAgMDAWwty81mM9WqVaN69ep22+W1kS9OpwmRK+XQJHf37t3p3r17oesvbt/x3//+l8jISGrUqGG33MPDo9BWH7GxsSxbtoyNGzfaPog/+OAD2rRpw969e6lTpw4///wze/bs4fDhw7b2EG+++SaDBw9m0qRJlCtXrsB9Z2Zm2s0rkJKSApz/8L+SHzxuBBaLBavVetOfp4jkp/tfpOzS/S9Sdun+F8kvJfoImfsSMdyd8a1U9B/Bb0Tm8PIE1vUj40ASSX+fxrdSBdxq+GKYrizZIlLW6f65ekwmJzoOHm6bo7sgkQ8Ox2QqPDl3OcqXL0/Xrl159913GT16dL7EaFJSEr6+voSHh5OQkMDhw4dt1dx79uwhOTmZevXqlWpMF2rUqBFHjhxh3759BVZzu7q6XnIeYWdn53xJvuJo2bIl/fr149///ne+dQEBAXZFbnFxcaVW+fnbb7+Rnp5uS0Ru3LgRLy8vqlSpgp+fH2azmYSEBCIiIq7oOOHh4cybN4+0tDTb933dunWYTKbLqpzfuHEjVatWBc53p923b5+tDX7Tpk35/fffC/0+hIeHk5OTw6ZNm2jbti0Ap0+fZt++fXbvr5ycHLZu3WqrdN67dy9JSUkFttsPCgqicuXKHDhwgIEDBxb7PC7+3qakpNi12IbzSeK8hPDIkSNtFdRNmzYt9nHy1K1blx9++MFu2datW0u8H1dXV2rWrElaWlqJt72YYRjUrVu3yHmvmzRpwqeffppv+ZEjR1iwYIGtu0CvXr346KOP6NatG87ORaf0rFYrMTExtm4Hrq6uNGvWjOXLl3PHHXfYxi1fvpw+ffoUua/IyEhGjx5NeHg4HTp0sC2PiIhg5syZmM3mfFXcALt376ZKlSr4++uhSLn6HJrkLonjx4/z/fff2z1Bk2fBggV8+umnBAUF0b17d8aNG2dr6bJhwwZ8fHzsnjRq3bo1Pj4+rF+/njp16rBhwwYaNGhgN/9B165dyczMZNu2bfnmFMgzefJkJkyYkG/5yZMnycjIuNJTvq5ZLBaSk5OxWq2YTJraXaQs0f0vUnbp/hcpu3T/i9iznsokd18iGJBZz3xFbWSvdxYvCylBuRhemZw9ddLR4Yjc8M6ePevoEG5qYa3a0vupF/gl6n27im7vCv5EPjicsFZtr8pxZ82aRdu2bWnZsiUTJ06kUaNG5OTksHz5cmbPnk1sbCydOnWiUaNGDBw4kOnTp5OTk8Ojjz5KRETEJdtiX4mIiAjat2/PnXfeybRp06hVqxZ//PEHhmHQrVs3qlevTmpqKitXrrS1+b6w1feVmjRpEvXr18+XnMubv7p169ZYLBaee+65Qqt4SyorK4shQ4bw4osv8ueffzJu3Dgee+wxTCYT3t7ejBkzhieffBKLxcKtt95KSkoK69evx8vLiwcffLDYxxk4cCDjxo3jwQcfZPz48Zw8eZJRo0YxaNCgS1bJFmTixIlUqFCBoKAgxo4di7+/v607wHPPPUfr1q0ZOXIkw4YNw9PTk9jYWJYvX84777xDWFgYffr0YdiwYcyZMwdvb2/+/e9/U7lyZbtkpouLC6NGjWLGjBm4uLjw2GOP0bp160Lbe48fP57Ro0dTrlw5unfvTmZmJlu3biUxMZGnnnqqwG06duxIVFQUvXr1ws/Pj5deesmu8jsqKorc3FxatWqFh4cH8+fPx93dnWrVqpX4mgGMGDGCadOm8dxzzzFkyBBiYmKIiooCCq+oX7p0KV988QX33nsvtWvXxmq18t133/HDDz8wd+7cEh0/JiaGcePGMWjQIMLDw3F1dWX16tV8/PHHPPfcc4Vu17VrV55//nkSExPx8/tnGoVq1arRvHlzRo4cyYABA+zWXWzChAm0bt2asLAwUlJSmDFjBjExMbz77ru2MU899RSDBg2iefPmtGnThvfff5+EhAQeeeSRIs8rMjKStLQ0Pv74Yz744APb8oiICAYPHoyTkxMPP/xwvu3WrFlDly5dity3SGm5YZLc8+bNw9vbm379+tktHzhwIKGhoQQHB7N7926ef/55fvvtN9tcB8eOHbO1UbhQYGCgrUXDsWPH8v2n4+fnh6ura742Dhd6/vnn7T7IU1JSCAkJISAgoNDq75uFxWLBMAwCAgL0Ry6RMkb3v0jZpftfpOzS/S9iL3H1PtIBt/oVKF+7iqPDuap0/4uUrqLmX5XSEdaqLTVbtOKv2N9JTUrEy9ePyvXql3oF94VCQ0PZvn07kyZN4umnn+bo0aMEBATQrFkzZs+eDZxPti1evJhRo0bRvn17TCYT3bp1uybTZX7zzTeMGTOGAQMGkJaWRq1atZgyZQoAbdu25ZFHHuGee+7h9OnTjBs3jvHjx5fasWvXrs3DDz/M+++/b7f8zTff5KGHHqJ9+/ZUqlSJt99+m23btpXKMW+//XbCwsJo3749mZmZ3HvvvXbn9MorrxAYGMjkyZM5cOAAvr6+NG3alBdeeKFEx/Hw8OCnn37i8ccfp0WLFnh4eNgeJrgcU6ZM4fHHHycuLo7GjRuzZMkSXF1dgfMV+atXr2bs2LHcdtttWK1WatasyT333GPbfu7cuTz++OP07NmTrKws2rdvzw8//GD38ICHhwfPPfecbYrXW2+9lY8//rjQmIYOHYqHhwdTp07l2WefxdPTk4YNG/LEE08Uus3zzz/PgQMH6NmzJz4+Przyyit2ldy+vr5MmTKFp556itzcXBo2bMh3331HhQoVLuu6hYaG8vXXX/P000/z9ttv06ZNG8aOHcv//d//5WtBnyc8PBwPDw+efvppDh8+jNlsJiwsjA8//JBBgwaV6PhVqlShevXqTJgwgUOHDmEYhu31hfNnX6xhw4Y0b96cL7/8khEjRtiW//777wVW1hckKSmJ4cOHc+zYMXx8fGjSpAm//vqr3UMLeff2xIkTOXr0KA0aNOCHH3645EMFoaGhVKtWjT///NOu60HlypWpWrUq8fHx+QpEMzIyWLRoET/99FOx4he5Uoa1uJMTXGWGYbBo0aJC5y2pW7cunTt3vuR/+tu2baN58+Zs27aNpk2b8tprrzFv3jz27t1rNy4sLIwhQ4bw73//m+HDh/Pnn3/mu/FcXV355JNPuPfee4t1DikpKfj4+JCcnFwmktwnTpwgMDBQv+SKlDG6/0XKLt3/ImWX7n+Rf+QkZ3LsP1vAYiVw5C24htxc83FfTPe/SOkqS38/vBwZGRkcPHiQ0NBQPRAgZUZ0dDSRkZEkJibi6+t71Y4TFRXFE088QVJS0lU7xvVi0qRJvPfeexw+fNjRoRTphx9+YMyYMezevfum+Dnr3Xff5b///S8///yzo0ORG1hJfha4ISq516xZw969e1m4cOElxzZt2hQXFxfi4uJo2rQpwcHBHD9+PN+4kydP2qq3g4OD2bRpk936xMREsrOzL6utiIiIiIiIiIjcnFLX/gUWK66hPjd9gltERETkRjBr1ixatGhBhQoVWLduHVOnTuWxxx5zdFiX1KNHD+Li4vjrr78ICQlxdDhXzMXF5Zp0pxDJc0M8GvLRRx/RrFkzGjdufMmxv//+O9nZ2VSsWBGANm3akJyczObNm21jNm3aRHJyMm3btrWN2b17N0ePHrWN+fnnnzGbzTRr1qyUz0ZEREREREREbkSWjBzSNp+f1sw74uZuUy4iIiJyo4iLi6NPnz6Eh4fzyiuv8PTTT5dq2/2r6fHHH78pEtwAw4cPp06dOo4OQ8oQh1Zyp6amsn//ftvrgwcPEhMTQ/ny5alatSpwvoXPV199xZtvvplv+/j4eBYsWECPHj3w9/dnz549PP300zRp0oR27doBUK9ePbp168awYcOYM2cOcP5G69mzp+1m69KlC+Hh4QwaNIipU6dy5swZxowZw7Bhw9Q2SERERERERETOMxmUu70qGfuTcKvj5+hoRERE5CbQoUMHrsWssoMHD2bw4MFX/TiO8NZbb/HWW285OgwRucYcWsm9detWmjRpQpMmTQB46qmnaNKkCS+//LJtzBdffIHVamXAgAH5tnd1dWXlypV07dqVOnXqMHr0aLp06cKKFStwcnKyjVuwYAENGzakS5cudOnShUaNGjF//nzbeicnJ77//nvc3Nxo164dd999N3379uWNN964imcvIiIiIiIiIjcSk6sT3u2rEPBwAwzDcHQ4IiIiIiIiZZZhvRaPCJURKSkp+Pj4kJycfNNXgFssFk6cOEFgYCAm0w3R9V5ESonuf5GyS/e/SNml+1+k7NL9L1K6ytLfDy9HRkYGBw8eJDQ0FDc3N0eHIyIiItdYSX4W0G8nIiIiIiIiIiJFsFqsnP4slnMxJ7DmqlZARERERETE0Rw6J7eIiIiIiIiIyPUu448zpO88RcbeRNzqlsdw0p9TREREREREHEmV3CIiIiIiIiIiRTj76xEAPFtVxOSmBLeIiIiIiIijKcktIiIiIiIiIlKIzIQUsg6lgJOBd7tKjg5HRETKOKvVyvDhwylfvjyGYRATE0OHDh144oknbGOqV6/O9OnTHRajIw0ePJi+ffs6Ogw748ePJygoCMMwWLx4saPDKdL48eO55ZZbHBrDjfD+jYqKwtfX96rs+0rv50OHDtk+G66FQYMG8dprr12TY11tS5cupUmTJlgsFkeHIsWkJLeIiIiIiIiISCFSV5+v4va4JRAnH7ODoxERkeKwWqxkxCdxLuYEGfFJWC3Wq37MY8eOMWrUKGrUqIHZbCYkJIRevXqxcuXKUj3OsmXLiIqKYunSpRw9epQGDRrkG7NlyxaGDx9erP2VZrIuL7kWGBjI2bNn7dbdcsstjB8/vlSOcyOJjY1lwoQJzJkzh6NHj9K9e3dHh3TdK8n7tyy4GtejtO77nTt38v333zNq1KjL3sfjjz9Os2bNMJvNBT5gkZGRweDBg2nYsCHOzs7FeoildevW/N///Z/dstmzZ2MYBh999JHd8iFDhtC2bVsAevbsiWEYfPbZZ5d9PnJtKcktIiIiIiIiIlKA7FPppO85DYB3+8oOjkZERIojffcpjv1nM6c+2MWZL/Zy6oNdHPvPZtJ3n7pqxzx06BDNmjXjl19+4fXXX2fXrl0sW7aMyMhIRo4cWarHio+Pp2LFirRt25bg4GCcnfNPoxEQEICHh0epHrckzp49yxtvvOGw45c2q9VKTk7OZW0bHx8PQJ8+fQgODsZs1gNzl+Lo9++1kpWVVaxx1/P1mDlzJnfddRfe3t7F3ubo0aN295PVauXhhx/mnnvuKXB8bm4u7u7ujB49mk6dOhXrGJGRkaxatcpuWXR0NCEhIQUuj4yMtL1+6KGHeOedd4p7OuJgSnKLiIiIiIiIiBQgdc0RsIJb3fK4BHk6OhwREbmE9N2nOP1pLLnJ9smj3OQsTn8ae9US3Y8++iiGYbB582b69+9P7dq1qV+/Pk899RQbN260jUtISKBPnz54eXlRrlw57r77bo4fP25bn9cqev78+VSvXh0fHx/uvfdeW1X04MGDGTVqFAkJCRiGQfXq1QuM5+L2xklJSQwfPpygoCDc3Nxo0KABS5cuJTo6moceeojk5GQMw8AwjFKpth41ahTTpk3jxIkThY4pqHW3r68vUVFRwD9V4V9++SW33XYb7u7utGjRgn379rFlyxaaN2+Ol5cX3bp14+TJk/n2P2HCBAIDAylXrhwjRoywSyharVZef/11atSogbu7O40bN+brr7+2rY+OjsYwDH766SeaN2+O2WxmzZo1BZ7Hrl276NixI+7u7lSoUIHhw4eTmpoKnP9+9urVCwCTyYRhGAXuI+9433//PY0bN8bNzY1WrVqxa9cuu3Hr16+nffv2uLu7ExISwujRo0lLS7OtT0xM5IEHHsDPzw8PDw+6d+9OXFycbX1e9e7ixYupXbs2bm5udO7cmcOHDxcYV565c+dSr1493NzcqFu3LrNmzSpyfEHttS+u5B8/fjxVq1bFbDZTqVIlRo8eXej2hmHw4Ycfcscdd+Dh4UFYWBhLliyx2/+SJUsICwvD3d2dyMhI5s2bh2EYJCUlFRpnUTFc6lpeLD4+nj59+hAUFISXlxctWrRgxYoV+a7Lq6++yuDBg/Hx8WHYsGGF7u/i7S68Hn/88Qe33norbm5uhIeHs2LFigLvpwMHDhAZGYmHhweNGzdmw4YNAEXe97NmzSIsLAw3NzeCgoLo379/oXFZLBa++uorevfufclzyMjIYOHChfTo0YOQkBC79+2MGTMYOXIkNWrUKHBbT09PZs+ezbBhwwgODr7kseB8knvv3r0cPXrUtmz16tU8//zzREdH25YdPnzYdp3y9O7dm82bN3PgwIFiHUscS0luEREREREREZECuIVXwLV6OVVxi4g4mCUrt9Ava/b5uVOtFitJ38UXuZ+k7+LtWpcXts+SOHPmDMuWLWPkyJF4euZ/ICqvJbDVaqVv376cOXOG1atXs3z5cuLj4/NVL8bHx7N48WKWLl3K0qVLWb16NVOmTAHg7bffZuLEiVSpUoWjR4+yZcuWS8ZnsVjo3r0769ev59NPP2XPnj1MmTIFJycn2rZty/Tp0ylXrhxHjx7l6NGjjBkzpkTnX5ABAwZQq1YtJk6ceMX7GjduHC+++CLbt2/H2dmZAQMG8Oyzz/L222+zZs0a4uPjefnll+22WblyJbGxsaxatYrPP/+cRYsWMWHCBNv6F198kblz5zJ79mx+//13nnzySe6//35Wr15tt59nn32WyZMnExsbS6NGjfLFdu7cObp164afnx9btmzhq6++YsWKFTz22GMAjBkzhrlz5wLYrm9RnnnmGd544w22bNlCYGAgvXv3Jjs7GzifTO/atSv9+vVj586dLFy4kLVr19qOBecfgti6dStLlixhw4YNWK1WevToYdtHXsyTJk1i3rx5rFu3jpSUFO69995CY/rggw8YO3YskyZNIjY2ltdee42XXnqJefPmFXkuRfn666956623mDNnDnFxcSxevJiGDRsWuc2ECRO4++672blzJz169GDgwIGcOXMGOP9ARP/+/enbty8xMTGMGDGCsWPHXlEMxbmWF0pNTaVHjx6sWLGCHTt20LVrV3r16kVCQoLduKlTp9KgQQO2bdvGSy+9VJzLZcdisdC3b188PDzYtGkT77//fqHnOnbsWMaMGUNMTAy1a9dmwIAB5OTkFHrfb926ldGjRzNx4kT27t3LsmXLaN++faGx7Ny5k6SkJJo3b17omA0bNvDII49QsWJFnnrqKerXr09MTAw+Pj4lPveSaNeuHS4uLraE9p49e0hPT+fhhx8mJSXF9sDCqlWrcHV1tbUrB6hWrRqBgYGFPtgi15f8vUxERERERERERAT3OuVxr1Pe0WGIiJR5f7+8vtB1bnX88H+oAZkHk/NVcF8sNzmLzIPJuNX0BeDYfzZjScvfhrrKlNuKHdv+/fuxWq3UrVu3yHErVqxg586dHDx4kJCQEADmz59P/fr12bJlCy1atADOJ7GioqJs7X8HDRrEypUrmTRpEj4+Pnh7e+Pk5FTsisYVK1awefNmYmNjqV27NoBdxaSPjw+GYRR7f8VhGAZTpkyhV69ePPnkk9SsWfOy9zVmzBi6du0KnJ+7d8CAAaxcuZJ27doB5+fTzav+zuPq6srHH3+Mh4cH9evXZ+LEiTzzzDO88sorpKenM23aNH755RfatGkDnL8ea9euZc6cOURERNj2M3HiRDp37lxobAsWLCA9PZ1PPvnE9oDDzJkz6dWrF//5z38ICgqyPeRQnOs7btw42/HmzZtHlSpVWLRoEXfffTdTp07lvvvu44knngAgLCyMGTNmEBERwezZszl8+DBLlixh3bp1toTdggULCAkJYfHixdx1110AZGdnM3PmTFq1amU7Tr169di8eTMtW7bMF9Mrr7zCm2++Sb9+/QAIDQ1lz549zJkzhwcffPCS51SQhIQEgoOD6dSpEy4uLlStWrXAY19o8ODBDBgwAIDXXnuNd955h82bN9OtWzfee+896tSpw9SpUwGoU6cOu3fvZtKkSZcVQ1xcXLGu5YUaN25M48aNba9fffVVFi1axJIlS+weROjYseMVPUjy888/Ex8fT3R0tO09NWnSpALfp2PGjOFf//oXcP4hgfr167N//37q1q1b4H2fkJCAp6cnPXv2xNvbm2rVqtGkSZNCYzl06BBOTk4EBgbaLT9y5AiffPIJ8+bN48iRI9xxxx0sXLiQTp06YTJdm7pbT09PWrRoQXR0NAMGDCA6Oppbb70Vs9lMu3btiI6OJiwsjOjoaFq1apWvHXzlypU5dOjQNYlVrowquUVERERERERERETkhmY5W7z5bYs7rris1vOV4YW1os4TGxtLSEiILcENEB4ejq+vL7GxsbZl1atXt5vftmLFikW2/b6UmJgYqlSpYktwX46EhAS8vLxsX6+99tolt+natSu33nrrZVWrXujCCuqgoCAAu4rboKCgfNencePGdkmrNm3akJqayuHDh9mzZw8ZGRl07tzZ7pw++eQT2/zZeYqqUIXz39PGjRvbVfC3a9cOi8XC3r17S3yueUl3gPLly1OnTh3be2Pbtm1ERUXZxdy1a1csFgsHDx4kNjYWZ2dnW/IaoEKFCnb7AHB2drY7r7p16+Z7D+Y5efIkhw8fZsiQIXbHffXVV/Ndq5K46667SE9Pp0aNGgwbNoxFixZdcs7zC98Hnp6eeHt7277ve/futT0kkudSSfOiYijutbxQWloazz77rO2e9vLy4o8//shXyX2p99Sl7N27l5CQELvkdGHneuE1q1ixIkCRnyWdO3emWrVq1KhRg0GDBrFgwQLOnTtX6Pj09HTMZnO+z74XX3yRsWPH0qBBAw4fPsynn35Kly5drlmCO09kZKStkjs6OpoOHToAEBERYbe8Y8eO+bZ1d3cv8tzl+qFKbhERERERERGRC6RtPU5uUgaebSrh5Oni6HBERMq8ShPbFrouL8Fi8nYt1r4uHBf8XNGJsOIICwvDMAxiY2Pp27dvoeOsVmuBifCLl7u42P+/YxgGFovlsuNzd3e/7G3zVKpUiZiYGNvr8uWL1+VkypQptGnThmeeeSbfOsMwbA8I5CmoFfSF1yPvOl28rLjX58Kx33//PZUr209HYjab7V4X1H7+QoV9Ty+M9Url7cdisTBixAi7eaPzVK1alX379hU7xoJiK2hZ3rX64IMP7BK+AE5OToXGbDKZivzehoSEsHfvXpYvX86KFSt49NFHmTp1KqtXr873/s9T1H1R0DlefPyLFRVDYdsW9f1+5pln+Omnn3jjjTeoVasW7u7u9O/f324ueLj0e+pSiorhYgXdO0XdK97e3mzfvp3o6Gh+/vlnXn75ZcaPH8+WLVtsHQku5O/vz7lz58jKysLV9Z/P1RdffJGKFSsyf/58ateuzb333sugQYPyvYeutsjISCZNmsRff/3F6tWrbRX0ERERvPPOOyQkJHDw4EG7+bjznDlzhoCAgGsar1weVXKLiIiIiIiIiPyPNddKyso/SVmRQPquU44OR0REAJOrU6Ffhsv5P3GbQ31w8ik60e3kY8Yc+s9csIXtsyTKly9P165deffdd0lLS8u3PikpCThftZ2QkMDhw4dt6/bs2UNycjL16tUr0TFLolGjRhw5cqTQJKirqyu5uUXPQ+7s7EytWrVsX8VNcrds2ZJ+/frx73//O9+6gIAAuzmq4+LiSq1y8rfffiM9Pd32euPGjXh5eVGlShXCw8Mxm80kJCTYnVOtWrXsquyLIzw8nJiYGLvv+7p16zCZTJdVOb9x40bbvxMTE9m3b5+tDX7Tpk35/fff88Vcq1YtXF1dCQ8PJycnh02bNtn2cfr0afbt22f3/srJyWHr1q2213v37iUpKanAdvtBQUFUrlyZAwcO5DtmaGhooedx8fc2JSWFgwcP2o1xd3end+/ezJgxg+joaDZs2MCuXbtKcLX+Ubdu3Xzz0194joUpLIbiXssLrVmzhsGDB3PHHXfQsGFDgoODr0q767p165KQkMDx48dtyy4+9+Io7L53dnamU6dOvP766+zcuZNDhw7xyy+/FLiPW265BTj/OXahWrVqMXnyZBISEvjss89ITEwkMjKS2rVr88orr+R7L1wtbdu2xWw2M2vWLNLT02nWrBlwvpo+OTmZOXPm4ObmRuvWre22y8jIID4+vshW7XL9UJJbREREREREROR/0nefJDcxE5OnC57NAi+9gYiIXBcMk4Fvr6LnfvbtVQPDVDoVtheaNWsWubm5tGzZkm+++Ya4uDhiY2OZMWOGrQV1p06daNSoEQMHDmT79u1s3ryZBx54gIiIiCtuYVyUiIgI2rdvz5133sny5cs5ePAgP/74I8uWLQPOt0dPTU1l5cqVnDp1qtRb9E6aNIlffvklX/vujh07MnPmTLZv387WrVt55JFHCq3iLamsrCyGDBnCnj17+PHHHxk3bhyPPfYYJpMJb29vxowZw5NPPsm8efOIj49nx44dvPvuu8ybN69Exxk4cCBubm48+OCD7N69m1WrVjFq1CgGDRpka61eEhMnTmTlypXs3r2bwYMH4+/vb+sO8Nxzz7FhwwZGjhxJTEyMbd7oUaNGAec7CvTp04dhw4axdu1afvvtN+6//34qV65Mnz59bMdwcXFh1KhRbNq0ie3bt/PQQw/RunXrQltejx8/nsmTJ/P222+zb98+du3axdy5c5k2bVqh59GxY0fmz5/PmjVr2L17Nw8++KBd5XdUVBQfffQRu3fv5sCBA8yfPx93d3eqVatW4msGMGLECP744w+ee+459u3bx5dffmmbp72wqueiYijutbxQrVq1+Pbbb4mJieG3337jvvvuu6IODIXp3LkzNWvW5MEHH2Tnzp2sW7eOsWPHFnmuBSnovl+6dCkzZswgJiaGP//8k08++QSLxUKdOnUK3EdAQABNmzZl7dq1Ba43mUx06dKFBQsWcOzYMZ599ll+/vlnatWqRUpKim3c/v37iYmJ4dixY6SnpxMTE0NMTIxdFfyePXuIiYnhzJkzJCcn28YUxd3dnVatWvHOO+/Qrl0723vQxcWFNm3a8M4779gS4RfauHEjZrPZbvoAuX4pyS0iIiIiIiIiwvkWkGd//QsArzYVMVxKVs0nIiKO5d7Anwr318tX0e3kY6bC/fVwb+B/VY4bGhrK9u3biYyM5Omnn6ZBgwZ07tyZlStXMnv2bOB8Amrx4sX4+fnRvn17OnXqRI0aNVi4cOFVielC33zzDS1atGDAgAGEh4fz7LPP2qo427ZtyyOPPMI999xDQEAAr7/+eqkeu3bt2jz88MNkZGTYLX/zzTcJCQmhffv23HfffYwZM8ZuHu0rcfvttxMWFkb79u25++676dWrF+PHj7etf+WVV3j55ZeZPHky9erVo2vXrnz33XdFVicXxMPDg59++okzZ87QokUL+vfvz+23387MmTMvK+4pU6bw+OOP06xZM44ePcqSJUtsbaAbNWrE6tWriYuL47bbbqNJkya89NJLtrmWAebOnUuzZs3o2bMnbdq0wWq18sMPP9g9PODh4cFzzz3HfffdR5s2bXB3d+eLL74oNKahQ4fy4YcfEhUVRcOGDYmIiCAqKqrIa/X888/Tvn17evbsSY8ePejbty81a/7zAIqvry8ffPAB7dq1o1GjRqxcuZLvvvuOChUqXNZ1Cw0N5euvv+bbb7+lUaNGzJ4925b4vTiBWdwYinMtL/TWW2/h5+dH27Zt6dWrF127dqVp06aXdT5FcXJyYvHixaSmptKiRQuGDh3Kiy++CICbm1ux91PQfe/r68u3335Lx44dqVevHu+99x6ff/459evXL3Q/w4cPZ8GCBZc8Xrly5Rg6dChr1qxh3759dtMoDB06lCZNmjBnzhz27dtHkyZNaNKkCX///bdtTI8ePWjSpAnfffcd0dHRtjGXEhkZydmzZ23zceeJiIjg7NmzBbYq//zzzxk4cGCpfR7J1WVYLzU5gRRbSkoKPj4+JCcnU65cOUeHc1VZLBZOnDhBYGAgJpOelRApS3T/i5Rduv9Fyi7d/1JWZOxP5NSHuzFcTAT/u6Xm40b3v0hpK0t/P7wcGRkZHDx4kNDQ0BIlbC5mtVjJPJiM5WwWJm9XzKE+V6WCW6Q0REdHExkZSWJiYoFzH5eWqKgonnjiCVsL/ZvZpEmTeO+99+ymB7hZrVu3jltvvZX9+/fbPUxwLWRkZFCnTh2++OKLm6Ly+eTJk9StW5etW7eW+KEXKT0l+VnA+RrFJCIiIiIiIiJyXcur4vZoHqQEt4jIDcwwGbjV9HV0GCJyjcyaNYsWLVpQoUIF1q1bx9SpU3nsscccHdZVsWjRIry8vAgLC2P//v08/vjjtGvX7ponuOF89fgnn3zCqVOnrvmxr4aDBw8ya9YsJbhvIEpyi4iIiIiIiEiZl/V3Kpn7EsEA79uqODocERERESmmuLg4Xn31Vc6cOUPVqlV5+umnef755x0d1lVx9uxZnn32WQ4fPoy/vz+dOnXizTffdFg8ERERDjt2aWvZsmWh89PL9UntyktRWWo3pHZlImWX7n+Rskv3v0jZpftfyoKcMxmk/JIAFivl767j6HCuG7r/RUpXWfr74eUorXblIiIicmNSu3IRERERERERkRJwLu9G+f61US2AiIiIiIjI9U+P4IqIiIiIiIiI/I9hGI4OQUSkzNMDRyIiImVTSX4GUJJbRERERERERMosy7lszny9j6y/Ux0diohImefk5ARAVlaWgyMRERERR8j7GSDvZ4KiqF25iIiIiIiIiJRZqZuOcW7rcbKPpBL4eBNVcouIOJCzszMeHh6cPHkSFxcXTCbVaImIiJQVFouFkydP4uHhgbPzpVPYSnKLiIiIiIiISJlkzbaQuu4vALzaV1aCW0TEwQzDoGLFihw8eJA///zT0eGIiIjINWYymahatWqxfjdTkltEREREREREyqRzO05gSc3GyccVj8YBjg5HREQAV1dXwsLC1LJcRESkDHJ1dS12JxcluUVERERERESkzLFarJxdcwQAr1srYzipJa6IyPXCZDLh5ubm6DBERETkOqbf4ERERERERESkzMmIPUPOyXQMNyc8WwY7OhwREREREREpASW5RURERERERKTMOfvr/6q4W1fEZFajOxERERERkRuJfosTERERERERkTLFarHiVq88ucmZeLWt7OhwREREREREpISU5BYRERERERGRMsUwGZTrEIJ3+yoYJsPR4YiIiIiIiEgJqV25iIiIiIiIiJRJSnCLiIiIiIjcmJTkFhEREREREZEy4+yvRzi36xRWi9XRoYiIiIiIiMhlUpJbRERERERERMqE3LNZJP90iDMLYsk6fNbR4YiIiIiIiMhlUpJbRERERERERMqE1PV/Q64V16reuFb1dnQ4IiIiIiIicpmU5BYRERERERGRm54lM5fUDUcB8G5fBcPQfNwiIiIiIiI3KmdHByAiIiIiIiIiJWe1WMk8mIzlbBYmb1fMoT4YJiVuC5O25RjWjByc/d1xC6/g6HBERERERETkCijJLSIiIiIiInKDSd99iqTv4slNzrItc/JxxbdXTdwb+DswsuuTNddC6tq/APC6rbIeBhAREREREbnBqV25iIiIiIiIyA0kffcpTn8aa5fgBshNzuL0p7Gk7z7loMiuX+m7TpGblInJywXPpkGODkdERERERESukJLcIiIiIiIiIjcIq8VK0nfxRY5J+u4AVov1GkV0YzB5ueAS4o1X20oYLvpTiIiIiIiIyI1O7cpFREREREREbhCZB5PzVXBfLDc5k8yDybjV9L02Qd0A3Gr5Ya7pCxZHRyIiIiIiIiKlQUluERERERERkRuE5WzRCe6SjitLDMMAJ0dHISIiIiIiIqVBPbpEREREREREbgDWXCuZB5OLNdbk7XqVo7kxZP2dSkr0YSzpOY4ORUREREREREqRktwiIiIiIiIiNwBrjoX02DOXHOfkY8Yc6nMNIrr+nV19hJRlhy45j7mIiIiIiIjcWJTkFhEREREREblOWTJzsVqsAJjMTpS/MwzP1hWL3Ma7QxUwrkV017ecMxmk7zoJgFe7yg6ORkREREREREqTktwiIiIiIiIi16H0309zfNpW0rYesy1zq1Mev761qHB/PZx87FuSO/mYKde5Ksk/HCTl5z+xWq3XOuTrSurav8AC5lq+uFb2cnQ4IiIiIiIiUoqcHR2AiIiIiIiIiPwjNzmTxCXxZPx+GoC0TcfwbBGMYfxTnu3ewB+38ApkHkzGcjYLk7cr5lAf0jb8jTXbwtlVh7FmW/D5V6jddmVFblo2aVvOPxzg3b6Kg6MRERERERGR0qYkt4iIiIiIiMh1wGqxkrbhb5J//hNrZi6YDLzbV8a7Y9UCE9WGycCtpq/dMq92lcFkkPTfeFLX/oU1x4Jv75oYprKV6E7beBRrtgWXip6Yw3wdHY6IiIiIiIiUMiW5RURERERERBws+1gaZ76JI/vwWQBcq3rj1y8Ml2DPEu/Lq00lDGcTid/G2ZK9fneGlZlEtzXbQuqGv4HzVdxlsZJdRERERETkZqckt4iIiIiIiIiDWbMtZB85i2F2wqd7dTxbVryipLRni2AMZxNnvtzLuW3HseZaKH9XHQynmz/ha8nMwS3Mj8yEFNwb+Ts6HBEREREREbkKlOQWERERERERcYCcMxk4l3cDwDXEG7/+tXEL88WpnLlU9u/RJBCcDc58vhdyLKWyzxuBk5cr5e+pgzXHguFkcnQ4IiIiIiIichUoyS0iIiIiIiJyDeWezSLpu3jSfz9N0ONNcQn0AMCzWVCpH8ujYQBO5cy4VvYqE1XcFzKcleAWERERERG5Wek3PhEREREREZFrwGqxkrrpKMfe3Eb6zlNgsZJ5MPmqH9dcrZwt4Wu1WDm79i8sWblX/bjXmtVqJWVlAtnH0xwdioiIiIiIiFxlquQWERERERERucqyj6eR+O1+sv5MAcClshd+d9TCtYr3NY0j+ceDpK75i/TfT+M/OByT+eb5s0DWoRRSlv9JyqrDVHqxFSa3m+fcRERERERExJ5+4xMRERERERG5ilJWJZCyIgFyrRiuJsp1ro5X20oOaR/uXr8CaZuPkXUwmVMf7cb/4QY3TTL47K9HAPBsGnjTnJOIiIiIiIgUTO3KRURERERERK4mw4BcK271yhP0VDO8b6vssPmxzdV9CBjaEMPdmayEs5z8YBeWc9kOiaU0ZZ84R0bsGTDA67bKjg5HRERERERErjIluUVERERERERKUW5att280N63VabC4PpUeCAcZ183B0Z2nmuINwHDGmLydCb7r1ROvr+L3NQsR4d1RfKquN3qVcAlwMPB0YiIiIiIiMjVpiS3iIiIiIiISCmwWq2kbTvO8Te3cnrBH1hzLAAYTibc65bHMBxTvV0Q10peBAxvhMnbhexjaZz6aDfWXKujw7osuSlZnNtxAgDviCoOjkZERERERESuBSW5RURERERERK5Q9slznPpgF4lf7cNyLgfDZJB79vqujnYJ8iRgRGOc/Mx4d6zqsBbqVyp1/V+Qa8W1WjnM1co5OhwRERERERG5BpwdHYCIiIiIiIjIjcqaY+Hs6iOkrEqAHCuGi4lynaridWtlDKfr/7lyF393gp9qjuHyT6xWq/W6qjq/FJOnKyZPZ1Vxi4iIiIiIlCFKcouIiIiIiIhchtyzWZz8YCc5J9IBMNf2w69PTZwruDs4spK5MMGdk5TBmc/34tc/7IaZ29r7tsp4tQ6GG+ChAhERERERESkd+g1QRERERERE5DKYvFxw8nbF5OVC+Xvr4P9Q/RsuwX2xpP/Gk/VnCifn7CT7WJqjwyk2w8UJw3TjVJ+LiIiIiIjIlVGSW0RERERERKQYrFYr53aexJKRA4BhGPjdVYfgp5rhcUvgDdXiuzB+d4bhUtETS2o2J9/fSdZfqY4OqVAZ+xJJ33Maq8Xq6FBERERERETkGlOSW0REREREROQScs5kcGru75z57A+Slx2yLXf2NWPycHFcYKXMycuVgGENcaniheVcDic/2EXW4bOODisfq9VK8g8HOP3JHtI2HXV0OCIiIiIiInKNKcktIiIiIiIiUghrroWU6MMcf2sbmfsSwdnAqZwrVuvNWz1s8nAhYGhDXKuVw5qRw8kPd5F5KNnRYdnJ3JdI9rFzGK5OeNwS6OhwRERERERE5BpTkltERERERESkAJkJKZx4J4aUZYewZlsw1/Ah6PGmlOtY9aZoTV4Uk5sz/g83wFzDB2tmLsnfH7yuEvtnfz0CgGfLYEzuzg6ORkRERERERK41/SYoIiIiIiIicpG07cdJ/GofWMHk4YzPv2rg0fTmmHe7uExmJyoMrk/y9wco16nadXPuWUfOkhmfDCbwurWSo8MRERERERERB1CSW0REREREROQibrX9MLk741a3PD7/qoGT580z73ZJmFyd8LsjzG5ZTlIGzr5uDoronypuj8aBDo1DREREREREHEdJbhERERERESkTrBYrmQeTsZzNwuTtijnUB8N0vjo5JymTczEnKNchBAAnL1eCnmqGk5erI0O+7qRtPUbiov2Uv6cOHo0Crvnxc06nk77rFABet1W+5scXERERERGR64OS3CIiIiIiInLTS999iqTv4slNzrItc/JxxedfNchNySLl50NYsyy4BLjjXt///HoluO1YrVYyDyRDrpUzn/+BNceCZ9OgaxqDJT0Hl4qemDxdcK3kdU2PLSIiIiIiItcPJblFRERERETkppa++xSnP43Ntzw3OYszn/1he+1arRzO/u7XMrQbimEY+PWvDSaDc1vPz1luzbHg1bLiNYvBtYo3gaOaYM3IvWbHFBERERERkeuPktwiIiIiIiJy07JarCR9F3/JcT59a+LVsqKtfbkUzDAZ+PULw3A2kbbxKEnf7occK15tK127GAwDw11/zhARERERESnLTI4OQERERERERORqyTyYbNeivDAuAR5KcBeTYTLw7VPTNid20pJ4zv565Koe05qdy9m1f2HJyLmqxxEREREREZEbg5LcIiIiIiIictOynL10grsk4+Q8wzDw6RGKd8cQACznrm7yOW3bcZKXHuDknJ1YrdareiwRERERERG5/qm/l4iIiIiIiNyUso6mkbb9RLHGmrxdr3I0Nx/DMPDpUh1zqA/mWr5X7ThWi5Wza/4CwLN5EIahinsREREREZGyTkluERERERERuWlYLVYy/jhD6rq/yIxPLtY2Tj5mzKE+Vzmym5dbmJ/t39bsXNK2ncCzVXCpJaPTfz9F7ukMTB7OeLQILpV9ioiIiIiIyI1NSW4RERERERG5KaRuOkrqr0fIOZ1xfoEJ3Ov741LJk5Sf/ix0O99eNTQfdymwWq2c/jSWjL2JZB9Lw7d3zSu+rlarlbOrz8/37dm6IiZXp9IIVURERERERG5wSnKLiIiIiIjITSHrzxRyTmdguDnj2SoYrzYVcfZ1A8AlwIOk7+LJTf5n7m0nHzO+vWrg3sDfUSHfVAzDwL2BPxn7EknbeBRrjgW/fmFXlOjOOphM9pFUcDbh1bZSKUYrIiIiIiIiNzIluUVEREREROSGYrVayTqUQurav/DuVA3Xip4AeLevgmuINx7NgvJV/Lo38MctvAKZB5OxnM3C5O2KOdRHFdylzLNFMDibSPxyL+e2HseaY6H8XXUwnC7vOp/99X9zcTcLxMlL86aLiIiIiIjIeUpyi4iIiIiIyA3BmmPh3M6TpK77m+y/UgEw3J0p3782AC7BnrgEexa6vWEycKvpey1CLdM8mwRiOBmc+WIv6TEnOZNjofy9dTGcTSXajzXXiuFqAicDr9uqXKVoRURERERE5EakJLeIiIiIiIhc13JTs0jbdIzUjX9jOZt9fqGzCc+mgXi1Uwvr65FHowAMZxOnF8SSvvs0id/EUf6eOiXah+FkUOG+euSmZqmKW0REREREROwoyS0iIiIiIiLXLavFyolZv5F7JgMAUzlXvNpUwrNlME6eLg6OToriHl4B/wfrc+bLvVc0n7YS3CIiIiIiInIxJblFRERERETkumG1WMmMS8Qc5odhMjBMBp7NgkiPPY33rZVxb+iP4VSyttfiOG61/Qh+tkW+OdIvJX33KZyDPXHxd79KkYmIiIiIiMiNTEluERERERERcThLZi7nth0ndf3f5JxKp8KgerjX9wfAu0MI3h1DMAzDwVHK5bgwwZ11+CzJy/+kwn11MbkV/CcJS0YOZ77ahzUrl8BHb8E1xPtahSoiIiIiIiI3CCW5RURERERExGFyzmSQuuFv0rYcw5qRC4Dh5kxuWrZtjOGk5PbNwJpr4fTnf5B7JoOTH+4i4OEGmDzyt5xP23wMa2YuzoHuuFT2ckCkIiIiIiIicr1TkltERERERESuOUtWLolf7iX999NgPb/M2d8dr3aV8GgahMlcsvbWcv0znExUuL8epz7aRfaRVE6+vwv/oQ3s5ty25lhIXfsXAN7tq2CY9ICDiIiIiIiI5Kckt4iIiIiIiFwTVqvV1nLccDGRk5QJVjCH+eLVrjJutf2U1LzJuVbyImB4I05+uIvsY2mcfH8nAUMbYvJyJfNgMuk7T5KbkoXh5YLHLYGODldERERERESuU0pyi4iIiIiIyFWVm5pF2qZjnNtxgsCRt2Byd8YwDHx718RkdsIlyNPRIco15BLkScDwRpz6cBc5J9I5PmMHGAaWs1n/DMq2kPHHGdwb+DsuUBEREREREblumRwdgIiIiIiIiNycso+lcebrfRydspmU5X+Scyqdc9uP29abq5ZTgruMcgnwIGBEY0yezlhSs+0T3IA1M5fTn8aSvvuUgyIUERERERGR65kquUVERERERKTUWC1WMvaeIXXd32TuT7Itd6nihXe7yrg3VGWunOfkawZT0c/eJ313ALfwCmpjLyIiIiIiInaU5BYREREREZFSYzmbxen5e8ACGODewB+vdpVwrVbONh+3CEDmweR8FdwXy03OJPNgMm41fa9NUCIiIiIiInJDUJJbRERERERECmW1WMk8kIzlyFkyU8241fC1q6rNOZNBxv5EvFpWBMDJx4xni2AMsxNebSrh7OfmqNDlOnepBHdJx4mIiIiIiEjZoSS3iIiIiIiIFCh99ymSvosnN/l8kvE0x3DyccWnZw2cvF1JXfsX6b+fBiuYQ31wCfAAwO+OMEeGLTcIk7drqY4TERERERGRskNJbhEREREREcknffcpTn8am295bnIWZxb8YbfMXMsXa7blWoUmNwlzqA9OPq62hygK4uRjxhzqcw2jEhERERERkRuBktwiIiIiIiJix2qxkvRd/CXHeTQPwvvWyrgEe16DqORmY5gMfHvVLPBhijy+vWrYtccXERERERERATA5OgARERERERG5vmQeTC6yujaPR5NAJbjlirg38KfC/fVw8rFvSe7kY6bC/fVwb+DvoMhERERERETkeubQJPevv/5Kr169qFSpEoZhsHjxYrv1gwcPxjAMu6/WrVvbjcnMzGTUqFH4+/vj6elJ7969OXLkiN2YxMREBg0ahI+PDz4+PgwaNIikpCS7MQkJCfTq1QtPT0/8/f0ZPXo0WVmX/qOOiIiIiIjIzcZytni/CxV3nEhR3Bv4E/xcS/yHNaT8vXXwH9aQ4OdaKMEtIiIiIiIihXJokjstLY3GjRszc+bMQsd069aNo0eP2r5++OEHu/VPPPEEixYt4osvvmDt2rWkpqbSs2dPcnNzbWPuu+8+YmJiWLZsGcuWLSMmJoZBgwbZ1ufm5vKvf/2LtLQ01q5dyxdffME333zD008/XfonLSIiIiIicp0zebteelAJxolcimEycKvpi8ctgbjV9FWLchERERERESmSQ+fk7t69O927dy9yjNlsJjg4uMB1ycnJfPTRR8yfP59OnToB8OmnnxISEsKKFSvo2rUrsbGxLFu2jI0bN9KqVSsAPvjgA9q0acPevXupU6cOP//8M3v27OHw4cNUqlQJgDfffJPBgwczadIkypUrV4pnLSIiIiIicn0zh/rg5ONaZMtyJx8z5lCfaxiViIiIiIiIiMh5Dk1yF0d0dDSBgYH4+voSERHBpEmTCAwMBGDbtm1kZ2fTpUsX2/hKlSrRoEED1q9fT9euXdmwYQM+Pj62BDdA69at8fHxYf369dSpU4cNGzbQoEEDW4IboGvXrmRmZrJt2zYiIyMLjC0zM5PMzEzb65SUFAAsFgsWi6VUr8P1xmKxYLVab/rzFJH8dP+LlF26/0XKlnL/qkHiZ38UsT4UK1asFus1jEpErjX9/y9SunQviYiIiJSO6zrJ3b17d+666y6qVavGwYMHeemll+jYsSPbtm3DbDZz7NgxXF1d8fPzs9suKCiIY8eOAXDs2DFbUvxCgYGBdmOCgoLs1vv5+eHq6mobU5DJkyczYcKEfMtPnjxJRkZGic/3RmKxWEhOTsZqtWIyObTrvYhcY7r/Rcou3f8iZUwgmNpVwLLutP1yL2dMHQI4G5jL2RMnHBObiFwz+v9fpHSdPXvW0SGIiIiI3BSu6yT3PffcY/t3gwYNaN68OdWqVeP777+nX79+hW5ntVoxjH/m77rw31cy5mLPP/88Tz31lO11SkoKISEhBAQE3PQtzi0WC4ZhEBAQoF9yRcoY3f8iZZfuf5Gy56x7Jmc5jUs1b3LqeeBbqQJuNTRfskhZov//RUqXm5ubo0MQERERuSlc10nui1WsWJFq1aoRFxcHQHBwMFlZWSQmJtpVc584cYK2bdvaxhw/fjzfvk6ePGmr3g4ODmbTpk126xMTE8nOzs5X4X0hs9mM2WzOt9xkMpWJX/wMwygz5yoi9nT/i5Rduv9FypbM+GQAPBoHkFbDCfdAP93/ImWQ/v8XKT26j0RERERKxw31U9Xp06c5fPgwFStWBKBZs2a4uLiwfPly25ijR4+ye/duW5K7TZs2JCcns3nzZtuYTZs2kZycbDdm9+7dHD161Dbm559/xmw206xZs2txaiIiIiIiItcVS2YuWQkpAJjDfB0bjIiIiIiIiIjIBRxayZ2amsr+/fttrw8ePEhMTAzly5enfPnyjB8/njvvvJOKFSty6NAhXnjhBfz9/bnjjjsA8PHxYciQITz99NNUqFCB8uXLM2bMGBo2bEinTp0AqFevHt26dWPYsGHMmTMHgOHDh9OzZ0/q1KkDQJcuXQgPD2fQoEFMnTqVM2fOMGbMGIYNG3bTtx0XEREREREpSOahZMi14uRrxqm8G5zUHKIiIiIiIiIicn1waJJ769atREZG2l7nzW/94IMPMnv2bHbt2sUnn3xCUlISFStWJDIykoULF+Lt7W3b5q233sLZ2Zm7776b9PR0br/9dqKionBycrKNWbBgAaNHj6ZLly4A9O7dm5kzZ9rWOzk58f333/Poo4/Srl073N3due+++3jjjTeu9iUQERERERG5Ljn7ueHVvjImN2cMQ3Nwi4iIiIiIiMj1w7BarVZHB3GzSElJwcfHh+Tk5Ju+AtxisXDixAkCAwM1l5BIGaP7X6Ts0v0vUnbp/hcpu3T/i5SusvT3QxEREZGrSb+diIiIiIiIiIiIiIiIiIjIDUNJbhEREREREbGT9VcqGfsSsWTlOjoUEREREREREZF8lOQWERERERERO6nr/uLUx7tJWZng6FBERERERERERPJRkltERERERERsrFYrmfuTAHCr5evQWERERERERERECqIkt4iIiIiIiNjknEwnNyULnA3M1cs5OhwRERERERERkXyU5BYRERERERGbjLhEAMzVfTBcnBwcjYiIiIiIiIhIfkpyi4iIiIiIiI2tVXmYr0PjEBEREREREREpjJLcIiIiIiIiAoA110LmgWQAzLX8HByNiIiIiIiIiEjBlOQWERERERERALKOpGLNzMXk6YxLRU9HhyMiIiIiIiIiUiBnRwcgIiIiIiIi1wfXqt4EPdmUnMRMDJPh6HBERERERERERAqkJLeIiIiIiIgAYBgGLkGeuASpiltERERERERErl9qVy4iIiIiIiIiIiIiIiIiIjcMJblFRERERESEjLhETn/+B+m7Tzk6FBERERERERGRIinJLSIiIiIiImTEniH9t5NkxCU6OhQRERERERERkSIpyS0iIiIiIiJk7D+f3HYL83NwJCIiIiIiIiIiRVOSW0REREREpIzLSc4k50Q6GGCu4ePocEREREREREREiqQkt4iIiIiISBmXGZcEgEsVb0weLo4NRkRERERERETkEpTkFhERERERKeMy81qV1/J1bCAiIiIiIiIiIsWgJLeIiIiIiEgZZrVaydifBIBZSW4RERERERERuQE4OzoAERERERERcRxLWjZOvmas2RbM1co5OhwRERERERERkUtSkltERERERKQMc/JyJeixJliycjGc1exLRERERERERK5/+guGiIiIiIiIYHJ1cnQIIiIiIiIiIiLFoiS3iIiIiIhIGWXNtWLJzHV0GCIiIiIiIiIiJaIkt4iIiIiISBmVeSiZvydu4PSCWEeHIiIiIiIiIiJSbEpyi4iIiIiIlFGZ+5Mg1wpOhqNDEREREREREREpNiW5RUREREREyqiM/UkAuNXyc2wgIiIiIiIiIiIloCS3iIiIiIhIGWQ5l032kbMAmMN8HRuMiIiIiIiIiEgJKMktIiIiIiJSBmUeSAYrOAe44+xjdnQ4IiIiIiIiIiLFpiS3iIiIiIhIGZTXqtxcy9ehcYiIiIiIiIiIlJSS3CIiIiIiImVQZlwiAG5hmo9bRERERERERG4szo4OQERERERERK4tq8WKV7vKZOxPwlzDx9HhiIiIiIiIiIiUiJLcIiIiIiIiZYxhMvBqWwmvtpUcHYqIiIiIiIiISImpXbmIiIiIiIiIiIiIiIiIiNwwlOQWEREREREpQ6wWK2lbjpFzJsPRoYiIiIiIiIiIXBYluUVERERERMqQ7KNpJH4Tx/G3t2PNtTg6HBERERERERGRElOSW0REREREpAzJ3J8IgHBQHvYAAQAASURBVLmGD4aTfiUUERERERERkRuP/qIhIiIiIiJShmTEJQFgruXr0DhERERERERERC6XktwiIiIiIiJlhDU7l8xDyQC4hfk5OBoRERERERERkcvjfDkbZWdnc+zYMc6dO0dAQADly5cv7bhERERERESklGUeSoEcK6ZyrjgHuDs6HBERERERERGRy1LsSu7U1FTmzJlDhw4d8PHxoXr16oSHhxMQEEC1atUYNmwYW7ZsuZqxioiIiIiIyBXI3J8EgFstXwzDcGwwIiIiIiIiIiKXqVhJ7rfeeovq1avzwQcf0LFjR7799ltiYmLYu3cvGzZsYNy4ceTk5NC5c2e6detGXFzc1Y5bRERERERESigjPgkAs1qVi4iIiIiIiMgNrFjtytevX8+qVato2LBhgetbtmzJww8/zHvvvcdHH33E6tWrCQsLK9VARURERERE5MoEDGlIZnwSrqE+jg5FREREREREROSyFSvJ/dVXXxVrZ2azmUcfffSKAhIREREREZGrw+TujHuD/2fvzsOjKg/2j99nJslkn0lIQhIIWxLDLiKVzQUq4Aa4tHWhRVQUW6so4KvS/lSsu1awlda6ULEu1bpgXVpEELHsylIEIoSArAkBspGQTJI55/cHJRoDmAkzOVm+n+viMvOc55zc49vzSubO85wEu2MAAAAAAACckgY/k/tESktL9d577yk7OzsQeQAAAAAAAAAAAAAAOCG/S+4rr7xSs2fPliRVVFRowIABuvLKK9W3b1+98847AQ8IAAAAADg1lmXp0GvZKvlkp8wj1XbHAQAAAAAAOCV+l9yff/65zjnnHEnSvHnzZFmWiouL9cc//lEPPfRQwAMCAAAAAE6N71ClKr46qMOf7ZZCTnlDLwAAAAAAAFv5/elGSUmJ4uPjJUnz58/XT37yE0VGRuqSSy5RTk5OwAMCAAAAAE5N5bZiSVJYp1g5wpz2hgEAAAAAADhFfpfcaWlpWrFihcrLyzV//nyNGjVKklRUVKTw8PCABwQAAAAAnBpvTpEkKTzDY28QAAAAAACAAAjx94Q77rhDP//5zxUdHa3OnTtr2LBhko5uY96nT59A5wMAAAAAnALLtFSZWyJJcmV67A0DAAAAAAAQAH6X3LfccovOOuss7d69WyNHjpTDcXQxeLdu3XgmNwAAAAA0M9V7y2RV1sgIdyqsQ4zdcQAAAAAAAE6Z3yW3JA0YMEADBgyoM3bJJZcEJBAAAAAAIHAqtx3dqtyV7pHhNGxOAwAAAAAAcOoaVHJPnTq1wRecOXNmo8MAAAAAAALMZ8kID+F53AAAAAAAoNVoUMm9bt26Oq/XrFkjn8+nrKwsSdLWrVvldDp15plnBj4hAAAAAKDRYkd0VszwTpJp2R0FAAAAAAAgIBpUci9evLj265kzZyomJkYvv/yy4uLiJElFRUW6/vrrdc455wQnJQAAAACg0QynIbFVOQAAAAAAaCUc/p7w1FNP6dFHH60tuCUpLi5ODz30kJ566qmAhgMAAAAANJ55pFqWxQpuAAAAAADQuvhdcpeWlmr//v31xgsKCnT48OGAhAIAAAAAnLoDz3+l/Me/UNVuflYDAAAAAACth98l9+WXX67rr79eb7/9tvbs2aM9e/bo7bff1sSJE3XFFVcEIyMAAAAAwE++w1Wqzi+Xr9grZ5zL7jgAAAAAAAAB06Bncn/XX/7yF9155536xS9+oerq6qMXCQnRxIkT9eSTTwY8IAAAAADAf97cYklSaGqUnNFh9oYBAAAAAAAIIL9L7sjISP35z3/Wk08+qdzcXFmWpYyMDEVFRQUjHwAAAACgESpziiVJrow4e4MAAAAAAAAEmN8l9zFRUVHq27dvILMAAAAAAALAsix5txVJksIzPfaGAQAAAAAACDC/S+7y8nI99thjWrRokQoKCmSaZp3j27dvD1g4AAAAAID/ag5UyFdSJYUYcnWJtTsOAAAAAABAQPldct94441asmSJxo8fr5SUFBmGEYxcAAAAAIBG8m4rliS5urhlhDrtDQMAAAAAABBgfpfc//73v/XRRx9p6NChwcgDAAAAADhFYWkxih6SqtCUKLujAAAAAAAABJzfJXdcXJzi4+ODkQUAAAAAEABhaTEKS4uxOwYAAAAAAEBQOPw94cEHH9R9992nI0eOBCMPAAAAAAAAAAAAAAAn5PdK7qeeekq5ublq3769unTpotDQ0DrH165dG7BwAAAAAAD/VOYWyzCksE6xMkL8/r1mAAAAAACAZs/vkvuyyy4LQgwAAAAAQCCUfrJTVd+UynN5hqIHptgdBwAAAAAAIOD8Lrnvv//+YOQAAAAAAJwi01ujql2HJUnhmXE2pwEAAAAAAAgO9q4DAAAAgFbCu71EMi0548MVEh9udxwAAAAAAICg8Hslt8/n06xZs/SPf/xDu3btUlVVVZ3jhYWFAQsHAAAAAGg4b06xJCk802NrDgAAAAAAgGDyeyX3Aw88oJkzZ+rKK69USUmJpk6dqiuuuEIOh0MzZswIQkQAAAAAQENUbiuSJLkyPPYGAQAAAAAACCK/S+7XXntNL7zwgu68806FhITommuu0Ysvvqj77rtPK1euDEZGAAAAAMAP8JV4VVNQIRlSeLrH7jgAAAAAAABB43fJnZ+frz59+kiSoqOjVVJSIkkaPXq0Pvroo8CmAwAAAAA0SGVusSQptEO0HJGh9oYBAAAAAAAIIr+fyd2xY0fl5eWpU6dOysjI0IIFC9S/f3998cUXcrlcwcgIAAAAAPgBkf2SFJoUKavKZ3cUAAAAAACAoPJ7Jffll1+uRYsWSZJuv/123XvvvcrMzNS1116rG264IeABAQAAAAA/zHAYCusYI1c3j91RAAAAAAAAgsrvldyPPfZY7dc//elP1bFjRy1fvlwZGRkaO3ZsQMMBAAAAAAAAAAAAAPBdfpfc3zdo0CANGjQoEFkAAAAAAI1Qvma/vNtLFNk/SeHpHrvjAAAAAAAABJXf25W//PLL+uijj2pf33XXXfJ4PBoyZIh27twZ0HAAAAAAgB9WseGAjqzZr+q9ZXZHAQAAAAAACDq/S+5HHnlEERERkqQVK1Zo9uzZeuKJJ5SQkKApU6YEPCAAAAAA4MSsGlPeHSWSJFeGx94wAAAAAAAATcDv7cp3796tjIwMSdJ7772nn/70p5o0aZKGDh2qYcOGBTofAAAAAOAkqnYdllVlyhEdqtDkKLvjAAAAAAAABJ3fK7mjo6N16NAhSdKCBQs0YsQISVJ4eLgqKioCmw4AAAAAcFKV24okSa50jwyHYXMaAAAAAACA4PN7JffIkSN144036owzztDWrVt1ySWXSJI2bdqkLl26BDofAAAAAOAkvDnFkqTwTI+tOQAAAAAAAJqK3yu5//SnP2nw4ME6cOCA3nnnHbVr106StGbNGl1zzTUBDwgAAAAAOD6zokZVew5LklwZcTanAQAAAAAAaBp+r+T2eDyaPXt2vfEHHnggIIEAAAAAAA3jK/EqJClSMi2FeFx2xwEAAAAAAGgSfpfcn3/++UmPn3vuuY0OAwAAAABouNDkKCVPOVNmlc/uKAAAAAAAAE3G75J72LBh9cYMw6j92ufjwxUAAAAAaEqOMKfdEQAAAAAAAJqM38/kLioqqvOnoKBA8+fP149+9CMtWLAgGBkBAAAAAN9jVftkVZt2xwAAAAAAAGhyfq/kdrvd9cZGjhwpl8ulKVOmaM2aNQEJBgAAAAA4sSPrD6j4/VxFDUyRZ3Q3u+MAAAAAAAA0Gb9Xcp9IYmKitmzZEqjLAQAAAABOonJbsaxqU0ZYwH6sAwAAAAAAaBH8Xsm9YcOGOq8ty1JeXp4ee+wxnX766QELBgAAAAA4Psu05N1WLEkKz4yzNwwAAAAAAEAT87vk7tevnwzDkGVZdcYHDRqkv/71rwELBgAAAAA4vur8cpnl1TLCHApLi7E7DgAAAAAAQJPyu+TesWNHndcOh0OJiYkKDw8PWCgAAAAAwIl5c4olSa5uHhkhbFcOAAAAAADaFr9L7s6dOwcjBwAAAACggSq3FUmSXBkee4MAAAAAAADYoFG/8r9kyRKNGTNGGRkZyszM1NixY/Wf//wn0NkAAAAAAN9jVZvy7iiVJIVneuwNAwAAAAAAYAO/S+5XX31VI0aMUGRkpCZPnqxbb71VEREROv/88/X666/7da3PP/9cY8aMUWpqqgzD0HvvvVd7rLq6Wnfffbf69OmjqKgopaam6tprr9W+ffvqXGPYsGEyDKPOn6uvvrrOnKKiIo0fP15ut1tut1vjx49XcXFxnTm7du3SmDFjFBUVpYSEBE2ePFlVVVV+vR8AAAAACDbLNOUe1VkRfRMUkhRpdxwAAAAAAIAm5/d25Q8//LCeeOIJTZkypXbs9ttv18yZM/Xggw9q3LhxDb5WeXm5Tj/9dF1//fX6yU9+UufYkSNHtHbtWt177706/fTTVVRUpDvuuENjx47Vl19+WWfuTTfdpN/97ne1ryMiIuocHzdunPbs2aP58+dLkiZNmqTx48frgw8+kCT5fD5dcsklSkxM1NKlS3Xo0CFNmDBBlmXpmWeeafD7AQAAAIBgc7hCFHNuR7tjAAAAAAAA2Mbvknv79u0aM2ZMvfGxY8fqN7/5jV/Xuuiii3TRRRcd95jb7dYnn3xSZ+yZZ57RWWedpV27dqlTp06145GRkUpOTj7udbKzszV//nytXLlSAwcOlCS98MILGjx4sLZs2aKsrCwtWLBAmzdv1u7du5WamipJeuqpp3Tdddfp4YcfVmxsrF/vCwAAAAAAAAAAAAAQHH6X3GlpaVq0aJEyMjLqjC9atEhpaWkBC3Y8JSUlMgxDHo+nzvhrr72mV199Ve3bt9dFF12k+++/XzExMZKkFStWyO121xbckjRo0CC53W4tX75cWVlZWrFihXr37l1bcEvSBRdcIK/XqzVr1mj48OHHzeP1euX1emtfl5YefS6eaZoyTTNQb7tZMk1TlmW1+vcJoD7uf6Dt4v4H7GdW1Kjy60K50t1yxrqa7vty/wNtFvc/EFjcSwAAAIHhd8k9bdo0TZ48WevXr9eQIUNkGIaWLl2quXPn6g9/+EMwMkqSKisrdc8992jcuHF1Vlb//Oc/V9euXZWcnKyNGzdq+vTp+u9//1u7Cjw/P19JSUn1rpeUlKT8/PzaOe3bt69zPC4uTmFhYbVzjufRRx/VAw88UG/8wIEDqqysbNT7bClM01RJSYksy5LD4fej3QG0YNz/QNvF/Q/Yz9x6WOa/8qX4MIVc27npvi/3P9Bmcf8DgXX48GG7IwAAALQKfpfcv/rVr5ScnKynnnpK//jHPyRJPXr00JtvvqlLL7004AElqbq6WldffbVM09Sf//znOsduuumm2q979+6tzMxMDRgwQGvXrlX//v0lSYZh1LumZVl1xhsy5/umT5+uqVOn1r4uLS1VWlqaEhMTW/0W56ZpyjAMJSYm8kMu0MZw/wNtF/c/YL/iZaU6Iimqezu5j/PLvMHC/Q+0Xdz/QGCFh4fbHQEAAKBV8LvklqTLL79cl19+eaCzHFd1dbWuvPJK7dixQ59++ukPlsf9+/dXaGiocnJy1L9/fyUnJ2v//v315h04cKB29XZycrJWrVpV53hRUZGqq6vrrfD+LpfLJZer/haBDoejTfzgZxhGm3mvAOri/gfaLu5/wF7e3BJJUvhp8U1+H3L/A20X9z8QONxHAAAAgdHov1VVVVVpz5492rVrV50/gXSs4M7JydHChQvVrl27Hzxn06ZNqq6uVkpKiiRp8ODBKikp0erVq2vnrFq1SiUlJRoyZEjtnI0bNyovL692zoIFC+RyuXTmmWcG9D0BAAAAQGPUHKqQr7BSchhydXXbHQcAAAAAAMA2fq/kzsnJ0Q033KDly5fXGT+2tbfP52vwtcrKyrRt27ba1zt27ND69esVHx+v1NRU/fSnP9XatWv14Ycfyufz1T4fOz4+XmFhYcrNzdVrr72miy++WAkJCdq8ebOmTZumM844Q0OHDpV0dCv1Cy+8UDfddJOee+45SdKkSZM0evRoZWVlSZJGjRqlnj17avz48XryySdVWFioO++8UzfddFOr33YcAAAAQMtQua1YkhTWKUYOl9PeMAAAAAAAADbyu+S+7rrrFBISog8//FApKSknfWb1D/nyyy81fPjw2tfHnm89YcIEzZgxQ++//74kqV+/fnXOW7x4sYYNG6awsDAtWrRIf/jDH1RWVqa0tDRdcskluv/+++V0fvuhz2uvvabJkydr1KhRkqSxY8dq9uzZtcedTqc++ugj3XLLLRo6dKgiIiI0btw4/f73v2/0ewMAAACAQPLmFEmSwjPjbE4CAAAAAABgL79L7vXr12vNmjXq3r37KX/zYcOGybKsEx4/2TFJSktL05IlS37w+8THx+vVV1896ZxOnTrpww8//MFrAQAAAEBTs0xL3u1Hn8ftyvDYGwYAAAAAAMBmfpfcPXv21MGDB4ORBQAAAABwHIbDUPspZ8qbW6ywjjF2xwEAAAAAALCVoyGTSktLa/88/vjjuuuuu/TZZ5/p0KFDdY6VlpYGOy8AAAAAtEnOmDBF9kuS4Wz8I6MAAAAAAABagwat5PZ4PHWevW1Zls4///w6cyzLkmEY8vl8gU0IAAAAAAAAAAAAAMD/NKjkXrx4cbBzAAAAAACOw6zy6dArm+VK9yjmnA4ynA3akAsAAAAAAKDValDJfd5559V+vWvXLqWlpdVZ2S0dXcm9e/fuwKYDAAAAgDau6ptSeXOKVVNQoZjzOtodBwAAAAAAwHZ+LwHo2rWrDhw4UG+8sLBQXbt2DUgoAAAAAMBRlduKJEmuTE+9XzYGAAAAAABoi/wuuY89e/v7ysrKFB4eHpBQAAAAAICjvDnFkqTwDI+tOQAAAAAAAJqLBm1XLklTp06VJBmGoXvvvVeRkZG1x3w+n1atWqV+/foFPCAAAAAAtFW+sipV55VLklyU3AAAAAAAAJL8KLnXrVsn6ehK7q+++kphYWG1x8LCwnT66afrzjvvDHxCAAAAAGijvNuKJUmhKVFyRoedfDIAAAAAAEAb0eCSe/HixZKk66+/Xn/4wx8UGxsbtFAAAAAAAKnyfyW3K9Njaw4AAAAAAIDmpMEl9zEvvfRSMHIAAAAAAI7DCHUoPCPO7hgAAAAAAADNht8lNwAAAACgacT/9DRZl2VIht1JAAAAAAAAmg9KbgAAAABoxowQh90RAAAAAAAAmhU+LQEAAACAZsg8Um13BAAAAAAAgGaJldwAAAAA0MxYPkt5j38hZ2yYEm7soxC3y+5IAAAAAAAAzUajSu6tW7fqs88+U0FBgUzTrHPsvvvuC0gwAAAAAGirqvYcluX1yVdWLWdMmN1xAAAAAAAAmhW/S+4XXnhBv/rVr5SQkKDk5GQZhlF7zDAMSm4AAAAAOEXebcWSpPAMjwyHcfLJAAAAAAAAbYzfJfdDDz2khx9+WHfffXcw8gAAAABAm1eZUyRJcmV47A0CAAAAAADQDDn8PaGoqEg/+9nPgpEFAAAAANo80+tT1a7Dko6u5AYAAAAAAEBdfpfcP/vZz7RgwYJgZAEAAACANs+7o0QyLTnjwxXSLsLuOAAAAAAAAM2O39uVZ2Rk6N5779XKlSvVp08fhYaG1jk+efLkgIUDAAAAgLbG+7+tylnFDQAAAAAAcHx+l9zPP/+8oqOjtWTJEi1ZsqTOMcMwKLkBAAAA4BSEZ8XLqjYV0aud3VEAAAAAAACaJb9L7h07dgQjBwAAAABAUvhpcQo/Lc7uGAAAAAAAAM2W38/kBgAAAAAAAAAAAADALg1ayT116lQ9+OCDioqK0tSpU086d+bMmQEJBgAAAABtTcWmQ3LEhCqsQ4wMp2F3HAAAAAAAgGapQSX3unXrVF1dXfv1iRgGH8IAAAAAQGNYlqWi97bJPFylhBt7KzyDLcsBAAAAAACOp0El9+LFi4/7NQAAAAAgMGoKjsg8XCWFOOTq7LY7DgAAAAAAQLPFM7kBAAAAoBmozCmWJLm6xsoI5Uc1AAAAAACAE2nQJye//OUvtXv37gZd8M0339Rrr712SqEAAAAAoK3xbiuWJLYpBwAAAAAA+AEN2q48MTFRvXv31pAhQzR27FgNGDBAqampCg8PV1FRkTZv3qylS5fqjTfeUIcOHfT8888HOzcAAAAAtBqWz5R3e7EkyZXpsTULAAAAAABAc9egkvvBBx/Ubbfdpjlz5ugvf/mLNm7cWOd4TEyMRowYoRdffFGjRo0KSlAAAAAAaK2qdh2WVWXKERWq0OQou+MAAAAAAAA0aw0quSUpKSlJ06dP1/Tp01VcXKydO3eqoqJCCQkJSk9Pl2EYwcwJAAAAAK2WN7dYkuTK8Mhw8LMVAAAAAADAyTS45P4uj8cjj8cT4CgAAAAA0DbFDE87WnCHOu2OAgAAAAAA0Ow1quQGAAAAAASO4XTI1cVtdwwAAAAAAIAWwWF3AAAAAAAAAAAAAAAAGoqV3AAAAABgo9LFu+Qr9irqrBSFdYi2Ow4AAAAAAECzx0puAAAAALDRkbUFKl+VL19xpd1RAAAAAAAAWgS/S+4ZM2Zo586dwcgCAAAAAG1KTbFXNQcqJENydfPYHQcAAAAAAKBF8Lvk/uCDD5Senq7zzz9fr7/+uiorWW0AAAAAAI3hzSmSJIWlxcgRwdOkAAAAAAAAGsLvknvNmjVau3at+vbtqylTpiglJUW/+tWv9MUXXwQjHwAAAAC0WpXbiiVJrgyPrTkAAAAAAABakkY9k7tv376aNWuW9u7dq7/+9a/au3evhg4dqj59+ugPf/iDSkpKAp0TAAAAAFoVy7Tk/V/JHZ4RZ28YAAAAAACAFqRRJfcxpmmqqqpKXq9XlmUpPj5ezz77rNLS0vTmm28GKiMAAAAAtDrV+eUyy6tlhDkU1inG7jgAAAAAAAAtRqNK7jVr1ujWW29VSkqKpkyZojPOOEPZ2dlasmSJvv76a91///2aPHlyoLMCAAAAQKthllfL2S5crq5uGSGn9PvHAAAAAAAAbUqIvyf07dtX2dnZGjVqlObMmaMxY8bI6XTWmXPttdfq//7v/wIWEgAAAABam/DMOKX8349kVvnsjgIAAAAAANCi+F1y/+xnP9MNN9ygDh06nHBOYmKiTNM8pWAAAAAA0BY4wpw/PAkAAAAAAAC1/C6577333mDkAAAAAIA2w6yskRHqkOFkm3IAAAAAAAB/+V1yT5069bjjhmEoPDxcGRkZuvTSSxUfH3/K4QAAAACgNTr82R6Vrdin2BGdFXPOiXfJAgAAAAAAQH1+l9zr1q3T2rVr5fP5lJWVJcuylJOTI6fTqe7du+vPf/6zpk2bpqVLl6pnz57ByAwAAAAALVrltiJZXp8ckX7/SAYAAAAAANDm+b033qWXXqoRI0Zo3759WrNmjdauXau9e/dq5MiRuuaaa7R3716de+65mjJlSjDyAgAAAECLZh6pVvXeMklSeIbH3jAAAAAAAAAtkN8l95NPPqkHH3xQsbGxtWOxsbGaMWOGnnjiCUVGRuq+++7TmjVrAhoUAAAAAFqDytwSyZJCkiLldLvsjgMAAAAAANDi+F1yl5SUqKCgoN74gQMHVFpaKknyeDyqqqo69XQAAAAA0Mp4txVJksIzPfYGAQAAAAAAaKEatV35DTfcoHnz5mnPnj3au3ev5s2bp4kTJ+qyyy6TJK1evVqnnXZaoLMCAAAAQItXmVMsSXKxVTkAAAAAAECjhPh7wnPPPacpU6bo6quvVk1NzdGLhIRowoQJmjVrliSpe/fuevHFFwObFAAAAABauJpDFfIVVkoOQ65ubrvjAAAAAAAAtEh+l9zR0dF64YUXNGvWLG3fvl2WZSk9PV3R0dG1c/r16xfIjAAAAADQKhhhTsWO7CxfWZUcLr9/HAMAAAAAAIAaUXIfEx0drfj4eBmGUafgBgAAAAAcnzMmTLHnd7I7BgAAAAAAQIvm9zO5TdPU7373O7ndbnXu3FmdOnWSx+PRgw8+KNM0g5ERAAAAAAAAAAAAAABJjVjJ/dvf/lZz5szRY489pqFDh8qyLC1btkwzZsxQZWWlHn744WDkBAAAAIAWreZQhar2lsmV7pEzKtTuOAAAAAAAAC2W3yX3yy+/rBdffFFjx46tHTv99NPVoUMH3XLLLZTcAAAAAHAcR746qNL53yi8R7wSJvSyOw4AAAAAAECL5fd25YWFherevXu98e7du6uwsDAgoQAAAACgtfHmFEmSwjPjbE4CAAAAAADQsvldcp9++umaPXt2vfHZs2fr9NNPD0goAAAAAGhNzCqfvN+USpJcGR57wwAAAAAAALRwfm9X/sQTT+iSSy7RwoULNXjwYBmGoeXLl2v37t3617/+FYyMAAAAANCiVX1TKvksOd1hCkmMsDsOAAAAAABAi+b3Su7zzjtPW7du1eWXX67i4mIVFhbqiiuu0JYtW3TOOecEIyMAAAAAtGiV24olSa6MOBmGYW8YAAAAAACAFs7vldySlJqaqocffjjQWQAAAACgVfr2edwee4MAAAAAAAC0Ag0quTds2NDgC/bt27fRYQAAAACgtfGVV6s6r1yS5Er32BsGAAAAAACgFWhQyd2vXz8ZhiHLsk46zzAM+Xy+gAQDAAAAgNbAGRWq5Ht+pKrdZXLGhNkdBwAAAAAAoMVrUMm9Y8eOYOcAAAAAgFYrxBOuEE+43TEAAAAAAABahQaV3J07dw52DgAAAAAAAAAAAAAAflCDSu7vy83N1dNPP63s7GwZhqEePXro9ttvV3p6eqDzAQAAAECLVX2wQiUf5Cq8e7yiB6faHQcAAAAAAKBVcPh7wscff6yePXtq9erV6tu3r3r37q1Vq1apV69e+uSTT4KREQAAAABaJG9OkSq3FKniq4N2RwEAAAAAAGg1/F7Jfc8992jKlCl67LHH6o3ffffdGjlyZMDCAQAAAEBLVplTLElyZXpszQEAAAAAANCa+L2SOzs7WxMnTqw3fsMNN2jz5s0BCQUAAAAALZllWqrMKVJlTqEkydXNY28gAAAAAACAVsTvkjsxMVHr16+vN75+/XolJSUFIhMAAAAAtFgVGw8q//HVOjhno1RtSZIOvZatio1sWQ4AAAAAABAIfm9XftNNN2nSpEnavn27hgwZIsMwtHTpUj3++OOaNm1aMDICAAAAQItQsfGgDr2aXW/cLK3SoVez1e4XPRTRO8GGZAAAAAAAAK2H3yX3vffeq5iYGD311FOaPn26JCk1NVUzZszQ5MmTAx4QAAAAAFoCy7RU/EHuSecUf7Bd4T3byXAYTZQKAAAAAACg9fG75DYMQ1OmTNGUKVN0+PBhSVJMTEzAgwEAAABAS+LdUSJfSdVJ5/hKvPLuKFF4uqdpQgEAAAAAALRCfpfc30W5DQAAAABHmYdPXnD7Ow8AAAAAAADH5/D3hP3792v8+PFKTU1VSEiInE5nnT8AAAAA0BY5YsICOg8AAAAAAADH5/dK7uuuu067du3Svffeq5SUFBkGz5IDAAAAAFdXt5zusJNuWe50u+Tq6m7CVAAAAAAAAK2P3yX30qVL9Z///Ef9+vULQhwAAAAAaJkMhyHPmHQdejX7hHM8Y7rJcPCLwgAAAAAAAKfC7+3K09LSZFlWMLIAAAAAQIsW0TtB0ed0qDfudLvU7hc9FNE7wYZUAAAAAAAArYvfK7mffvpp3XPPPXruuefUpUuXIEQCAAAAgJbLqvJJksJ7t1Nk7wQ5YsLk6upmBTcAAAAAAECA+F1yX3XVVTpy5IjS09MVGRmp0NDQOscLCwsDFg4AAAAAWhrvtmJJUlT/9oro2c7eMAAAAAAAAK1Qo1ZyAwAAAADqqymuVM2hSskhubq57Y4DAAAAAADQKvldck+YMCEYOQAAAACgxTu2ijusQ4wc4X7/uAUAAAAAAIAGaNSnLqZpatu2bSooKJBpmnWOnXvuuQEJBgAAAAAtjTe3RJLkyvDYGwQAAAAAAKAV87vkXrlypcaNG6edO3fKsqw6xwzDkM/nC1g4AAAAAGhJwv/3DO7w7vE2JwEAAAAAAGi9/C65f/nLX2rAgAH66KOPlJKSIsMwgpELAAAAAFqcyD4JiuyTYHcMAAAAAACAVs3vkjsnJ0dvv/22MjIygpEHAAAAAAAAAAAAAIATcvh7wsCBA7Vt27ZgZAEAAACAFqti0yFV7SuTZVo/PBkAAAAAAACN1qCV3Bs2bKj9+rbbbtO0adOUn5+vPn36KDQ0tM7cvn37BjYhAAAAADRzlmmp8K2tsiprlPTrfgpLi7E7EgAAAAAAQKvVoJK7X79+MgxDlvXtioQbbrih9utjxwzDkM/nC3xKAAAAAGjGqveWyaqskRHuVGiHaLvjAAAAAAAAtGoNKrl37NgR7BwAAAAA0GJV5hZLklzdPDIchr1hAAAAAAAAWrkGldydO3cOdg4AAAAAaLG824olSeHpbnuDAAAAAAAAtAEOf0949NFH9de//rXe+F//+lc9/vjjAQkFAAAAAC2FVW3K+02pJMmV4bE3DAAAAAAAQBvgd8n93HPPqXv37vXGe/Xqpb/85S8BCQUAAAAALYV3V6lUY8oRE6aQpEi74wAAAAAAALR6fpfc+fn5SklJqTeemJiovLw8v671+eefa8yYMUpNTZVhGHrvvffqHLcsSzNmzFBqaqoiIiI0bNgwbdq0qc4cr9er2267TQkJCYqKitLYsWO1Z8+eOnOKioo0fvx4ud1uud1ujR8/XsXFxXXm7Nq1S2PGjFFUVJQSEhI0efJkVVVV+fV+AAAAALQ93v89jzs83S3D4HncAAAAAAAAweZ3yZ2WlqZly5bVG1+2bJlSU1P9ulZ5eblOP/10zZ49+7jHn3jiCc2cOVOzZ8/WF198oeTkZI0cOVKHDx+unXPHHXdo3rx5euONN7R06VKVlZVp9OjR8vl8tXPGjRun9evXa/78+Zo/f77Wr1+v8ePH1x73+Xy65JJLVF5erqVLl+qNN97QO++8o2nTpvn1fgAAAAC0PbHD05RwY29Fn93B7igAAAAAAABtQoi/J9x444264447VF1drR//+MeSpEWLFumuu+7yuxS+6KKLdNFFFx33mGVZevrpp/Xb3/5WV1xxhSTp5ZdfVvv27fX666/r5ptvVklJiebMmaNXXnlFI0aMkCS9+uqrSktL08KFC3XBBRcoOztb8+fP18qVKzVw4EBJ0gsvvKDBgwdry5YtysrK0oIFC7R582bt3r27tqh/6qmndN111+nhhx9WbGzscTN6vV55vd7a16WlR5/DZ5qmTNP0699FS2OapizLavXvE0B93P9A28X9D5yA01BYN7cktdr7g/sfaLu4/4HA4l4CAAAIDL9L7rvuukuFhYW65ZZbarfzDg8P1913363p06cHLNiOHTuUn5+vUaNG1Y65XC6dd955Wr58uW6++WatWbNG1dXVdeakpqaqd+/eWr58uS644AKtWLFCbre7tuCWpEGDBsntdmv58uXKysrSihUr1Lt37zor0S+44AJ5vV6tWbNGw4cPP27GRx99VA888EC98QMHDqiysjIQ/xqaLdM0VVJSIsuy5HD4vSEAgBaM+x9ou7j/gbaL+x9ou7j/gcD67g6VAAAAaDy/S27DMPT444/r3nvvVXZ2tiIiIpSZmSmXyxXQYPn5+ZKk9u3b1xlv3769du7cWTsnLCxMcXFx9eYcOz8/P19JSUn1rp+UlFRnzve/T1xcnMLCwmrnHM/06dM1derU2telpaVKS0tTYmLiCVd/txamacowDCUmJvJDLtDGcP8DbRf3P1Bf2dK98pV4Fdm/vUJTouyOEzTc/0Dbxf0PBFZ4eLjdEQAAAFoFv0vuY/Lz81VYWKhzzz1XLpdLlmXJMIxAZpOketdsyPf5/pzjzW/MnO9zuVzHLfcdDkeb+MHPMIw2814B1MX9D7Rd3P9AXUfWFKhm/xG5Orvl6hBjd5yg4v4H2i7ufyBwuI8AAAACw++/VR06dEjnn3++TjvtNF188cXKy8uTdPRZ3f4+k/tkkpOTJaneSuqCgoLaVdfJycmqqqpSUVHRSefs37+/3vUPHDhQZ873v09RUZGqq6vrrfAGAAAAAEnyHa5Szf4jkiTX/57JDQAAAAAAgODzu+SeMmWKQkNDtWvXLkVGRtaOX3XVVZo/f37AgnXt2lXJycn65JNPaseqqqq0ZMkSDRkyRJJ05plnKjQ0tM6cvLw8bdy4sXbO4MGDVVJSotWrV9fOWbVqlUpKSurM2bhxY21hL0kLFiyQy+XSmWeeGbD3BAAAAKD18G4vliSFpkTJGR1mbxgAAAAAAIA2xO/tyhcsWKCPP/5YHTt2rDOemZlZ+6zshiorK9O2bdtqX+/YsUPr169XfHy8OnXqpDvuuEOPPPKIMjMzlZmZqUceeUSRkZEaN26cJMntdmvixImaNm2a2rVrp/j4eN15553q06ePRowYIUnq0aOHLrzwQt1000167rnnJEmTJk3S6NGjlZWVJUkaNWqUevbsqfHjx+vJJ59UYWGh7rzzTt10002t/tnaAAAAABrHu61EkuRK99gbBAAAAAAAoI3xu+QuLy+vs4L7mIMHDx73+dQn8+WXX2r48OG1r6dOnSpJmjBhgubOnau77rpLFRUVuuWWW1RUVKSBAwdqwYIFion59ll3s2bNUkhIiK688kpVVFTo/PPP19y5c+V0OmvnvPbaa5o8ebJGjRolSRo7dqxmz55de9zpdOqjjz7SLbfcoqFDhyoiIkLjxo3T73//e7/eDwAAAIC2ozK3WJLkyvDYmgMAAAAAAKCtMSzLsvw54ZJLLlH//v314IMPKiYmRhs2bFDnzp119dVXyzRNvf3228HK2uyVlpbK7XarpKSk1a8AN01TBQUFSkpKksPh9673AFow7n+g7eL+B75VU1ip/Ce+kByGUu8fLIfL+cMntWDc/0Dbxf0PBFZb+vwQAAAgmBq8krtbt2764osv9OSTT2rYsGH68ssvVVVVpbvuukubNm1SYWGhli1bFsysAAAAANAs+Ior5YwNkzMuvNUX3AAAAAAAAM1Ng0vub775Rj6fTz179tSGDRv07LPPyul0qry8XFdccYV+/etfKyUlJZhZAQAAAKBZcHXzKHn6WbIqfXZHAQAAAAAAaHP8fia3JCUnJ+uBBx4IdBYAAAAAaDEMw5AR0agfqQAAAAAAAHAK/PpEZvPmzcrPzz/pnL59+55SIAAAAABozqwaU3IYMhyG3VEAAAAAAADaJL9K7vPPP1+WZZ3wuGEY8vnYrg8AAABA61W2Mk+HF+9S9NkdFTs8ze44AAAAAAAAbY5fJfeqVauUmJgYrCwAAAAA0Ox5txXLLK+R4bA7CQAAAAAAQNvkV8ndqVMnJSUlBSsLAAAAADRrls+Sd0eJJMmV7rE3DAAAAAAAQBvF2gMAAAAAaKCqPYdleX0yIkIUmhptdxwAAAAAAIA2qcEl93nnnaewsLBgZgEAAACAZs2bWyxJCu/mluEw7A0DAAAAAADQRjV4u/LFixcHMwcAAAAANHvebcWSJFeGx9YcAAAAAAAAbRnblQMAAABAA1jVPnl3lUqi5AYAAAAAALBTg1dyAwAAAEBbZlWbijmno6rzyhWSEGF3HAAAAAAAgDaLkhsAAAAAGsARGSr3BV3sjgEAAAAAANDmsV05AAAAAAAAAAAAAKDF8Hsl99SpU487bhiGwsPDlZGRoUsvvVTx8fGnHA4AAAAAmgOzskbe7SVydXPLEc6GWAAAAAAAAHby+9OZdevWae3atfL5fMrKypJlWcrJyZHT6VT37t315z//WdOmTdPSpUvVs2fPYGQGAAAAgCblzS3WoVeyFZIUqeSpZ9odBwAAAAAAoE3ze7vySy+9VCNGjNC+ffu0Zs0arV27Vnv37tXIkSN1zTXXaO/evTr33HM1ZcqUYOQFAAAAgCZXua1YkuTq5rY3CAAAAAAAAPwvuZ988kk9+OCDio2NrR2LjY3VjBkz9MQTTygyMlL33Xef1qxZE9CgAAAAAGAXb26xJCk8w2NrDgAAAAAAADSi5C4pKVFBQUG98QMHDqi0tFSS5PF4VFVVderpAAAAAMBmvlKvagoqJIOV3AAAAAAAAM1Bo7Yrv+GGGzRv3jzt2bNHe/fu1bx58zRx4kRddtllkqTVq1frtNNOC3RWAAAAAGhylbklkqTQ1Gg5IkNtTgMAAAAAAIAQf0947rnnNGXKFF199dWqqak5epGQEE2YMEGzZs2SJHXv3l0vvvhiYJMCAAAAgA28x57HzVblAAAAAAAAzYLfJXd0dLReeOEFzZo1S9u3b5dlWUpPT1d0dHTtnH79+gUyIwAAAADYwrKsb5/Hne6xNQsAAAAAAACO8rvkPiY6Olp9+/YNZBYAAAAAaHYSJvaWN7dEYV1i7Y4CAAAAAAAANaLkLi8v12OPPaZFixapoKBApmnWOb59+/aAhQMAAAAAOxmGodDESIUmRtodBQAAAAAAAP/jd8l94403asmSJRo/frxSUlJkGEYwcgEAAAAAAAAAAAAAUI/fJfe///1vffTRRxo6dGgw8gAAAABAs2CZlore3qqwTjGKOrO9jFCn3ZEAAAAAAAAgyeHvCXFxcYqPjw9GFgAAAABoNqrzynVkbYFK/vWN5GAHKwAAAAAAgObC75L7wQcf1H333acjR44EIw8AAAAANAve3GJJkqtrrAyn3z86AQAAAAAAIEj83q78qaeeUm5urtq3b68uXbooNDS0zvG1a9cGLBwAAAAA2KVyW7EkyZXhsTUHAAAAAAAA6vK75L7sssuCEAMAAAAAmg+rxlTVjhJJkivdY28YAAAAAAAA1OF3yX3//fcHIwcAAAAANBtVuw/LqjbliApRaHKU3XEAAAAAAADwHTxYDgAAAAC+p3ar8nSPDIdhbxgAAAAAAADU0aCV3PHx8dq6dasSEhIUFxcnwzjxhzyFhYUBCwcAAAAAdjDLqyUHz+MGAAAAAABojhpUcs+aNUsxMTG1X5+s5AYAAACAli7usgy5L+wi8bMPAAAAAABAs9OgknvChAm1X1933XXBygIAAAAAzYYjvEE/LgEAAAAAAKCJ+f1M7rVr1+qrr76qff3Pf/5Tl112mX7zm9+oqqoqoOEAAAAAoKlZPsvuCAAAAAAAADgJv0vum2++WVu3bpUkbd++XVdddZUiIyP11ltv6a677gp4QAAAAABoSgXPrlfBn9aral+Z3VEAAAAAAABwHH6X3Fu3blW/fv0kSW+99ZbOO+88vf7665o7d67eeeedQOcDAAAAgCbjK69W9d4yVe0+LGd0mN1xAAAAAAAAcBx+l9yWZck0TUnSwoULdfHFF0uS0tLSdPDgwcCmAwAAAIAm5N1eLFlSSPtIOWMpuQEAAAAAAJojv0vuAQMG6KGHHtIrr7yiJUuW6JJLLpEk7dixQ+3btw94QAAAAABoKt5txZKk8HSPrTkAAAAAAABwYn6X3E8//bTWrl2rW2+9Vb/97W+VkZEhSXr77bc1ZMiQgAcEAAAAgKbizS2RJLkyPPYGAQAAAAAAwAmF+HtC37599dVXX9Ubf/LJJ+V0OgMSCgAAAACaWk2xVzUHKyRDcnVz2x0HAAAAAAAAJ+B3yX0i4eHhgboUAAAAADS5Y1uVh3WMkSM8YD8qAQAAAAAAIMD8/uTG4XDIMIwTHvf5fKcUCAAAAADs4PS4FNEnQWEdo+2OAgAAAAAAgJPwu+SeN29endfV1dVat26dXn75ZT3wwAMBCwYAAAAATSk8w6NwnsUNAAAAAADQ7Pldcl966aX1xn7605+qV69eevPNNzVx4sSABAMAAAAAAAAAAAAA4PscgbrQwIEDtXDhwkBdDgAAAACaTHV+uaoPHJFlWXZHAQAAAAAAwA8ISMldUVGhZ555Rh07dgzE5QAAAACgSZUs2Kn9T61R2dJ9dkcBAAAAAADAD/B7u/K4uDgZhlH72rIsHT58WJGRkXr11VcDGg4AAAAAgs0yLXm3l0iSXF1ibU4DAAAAAACAH+J3yf3000/Xee1wOJSYmKiBAwcqLi4uULkAAAAAoElU7y2TVVkjI9yp0A7RdscBAAAAAADAD/C75J4wYUIwcgAAAACALSpziyVJrm4eGQ7j5JMBAAAAAABgu4A8kxsAAAAAWirvsZI73W1vEAAAAAAAADQIJTcAAACANsuqMVX1TakkKTzDY28YAAAAAAAANAglNwAAAIA2y7uzVFa1KUdMqEKSIu2OAwAAAAAAgAbw+5ncAAAAANBahHWMUbsJPWVW1MgweB43AAAAAABAS9Coldw1NTVauHChnnvuOR0+fFiStG/fPpWVlQU0HAAAAAAEk8PlVESPdorq397uKAAAAAAAAGggv1dy79y5UxdeeKF27dolr9erkSNHKiYmRk888YQqKyv1l7/8JRg5AQAAAAAAAAAAAADwfyX37bffrgEDBqioqEgRERG145dffrkWLVoU0HAAAAAAECzeb0pUMn+HvDtL7Y4CAAAAAAAAP/i9knvp0qVatmyZwsLC6ox37txZe/fuDVgwAAAAAAimiq8OqmzZPplHauTqHGt3HAAAAAAAADSQ3yu5TdOUz+erN75nzx7FxMQEJBQAAAAABJs3t1iS5Mrw2JoDAAAAAAAA/vG75B45cqSefvrp2teGYaisrEz333+/Lr744kBmAwAAAICg8JVVqTr/iCTJ1c1tcxoAAAAAAAD4w+/tymfNmqXhw4erZ8+eqqys1Lhx45STk6OEhAT9/e9/D0ZGAAAAAAioY6u4Q1Oi5IwOO/lkAAAAAAAANCt+l9ypqalav369/v73v2vt2rUyTVMTJ07Uz3/+c0VERAQjIwAAAAAElHdbiSTJle6xNwgAAAAAAAD85nfJLUkRERG64YYbdMMNNwQ6DwAAAAAEXSXP4wYAAAAAAGixGlRyv//++w2+4NixYxsdBgAAAACCzVdeLctbIzkMubrG2h0HAAAAAAAAfmpQyX3ZZZc16GKGYcjn851KHgAAAAAIKmdUqFJ+O0g1hZVyuBq1uRUAAAAAAABs1KBPdEzTDHYOAAAAAGgyhsNQaEKE3TEAAAAAAADQCA67AwAAAABAU7EsS5Zl2R0DAAAAAAAAp6BRJfeiRYs0evRopaenKyMjQ6NHj9bChQsDnQ0AAAAAAqpm/xHlPbpaRfNy7I4CAAAAAACARvK75J49e7YuvPBCxcTE6Pbbb9fkyZMVGxuriy++WLNnzw5GRgAAAAAIiMptxTJLq1RTWGl3FAAAAAAAADRSg57J/V2PPvqoZs2apVtvvbV2bPLkyRo6dKgefvjhOuMAAAAA0Jx4c4slSeEZHltzAAAAAAAAoPH8XsldWlqqCy+8sN74qFGjVFpaGpBQAAAAABBols+Sd3uJJMmV7rE3DAAAAAAAABrN75J77NixmjdvXr3xf/7znxozZkxAQgEAAABAoFXtPSzL65MREaLQ1Gi74wAAAAAAAKCR/N6uvEePHnr44Yf12WefafDgwZKklStXatmyZZo2bZr++Mc/1s6dPHly4JICAAAAwCnwbiuWJIV3c8twGPaGAQAAAAAAQKP5XXLPmTNHcXFx2rx5szZv3lw77vF4NGfOnNrXhmFQcgMAAABoNo6V3C6exw0AAAAAANCi+V1y79ixIxg5AAAAACCowjrHyqyooeQGAAAAAABo4fwuub/LsixJR1dtAwAAAEBz5r6gi9wXdLE7BgAAAAAAAE6RozEn/e1vf1OfPn0UERGhiIgI9e3bV6+88kqgswEAAAAAAAAAAAAAUIffK7lnzpype++9V7feequGDh0qy7K0bNky/fKXv9TBgwc1ZcqUYOQEAAAAgEbz7ipVWEqUjFCn3VEAAAAAAABwivwuuZ955hk9++yzuvbaa2vHLr30UvXq1UszZsyg5AYAAADQrJgVNTrw7H8lp6GU6QPljAq1OxIAAAAAAABOgd/blefl5WnIkCH1xocMGaK8vLyAhAIAAACAQPFuL5YsKcQTTsENAAAAAADQCvhdcmdkZOgf//hHvfE333xTmZmZAQkFAAAAAIFSua1YkuTK8NiaAwAAAAAAAIHh93blDzzwgK666ip9/vnnGjp0qAzD0NKlS7Vo0aLjlt8AAAAAYCdvbokkyZXusTcIAAAAAAAAAsLvldw/+clPtGrVKiUkJOi9997Tu+++q4SEBK1evVqXX355MDICAAAAQKP4SqtUU3BEMqTwdLfdcQAAAAAAABAAfq/klqQzzzxTr776aqCzAAAAAEBAeXOLJUmhqdFyRPI8bgAAAAAAgNbA75XckpSbm6v/9//+n8aNG6eCggJJ0vz587Vp06aAhgMAAACAU1H7PG62KgcAAAAAAGg1/C65lyxZoj59+mjVqlV65513VFZWJknasGGD7r///oAHBAAAAIDGijmvo9yXdFNk3wS7owAAAAAAACBA/C6577nnHj300EP65JNPFBYWVjs+fPhwrVixIqDhAAAAAOBUhCZFKuacDgrrGGN3FAAAAAAAAASI3yX3V199pcsvv7zeeGJiog4dOhSQUAAAAAAAAAAAAAAAHI/fJbfH41FeXl698XXr1qlDhw4BCQUAAAAAp6ps+T6Vf5kvX3m13VEAAAAAAAAQQH6X3OPGjdPdd9+t/Px8GYYh0zS1bNky3Xnnnbr22muDkREAAAAA/GKZlkoX7lTR2zmqOXDE7jgAAAAAAAAIIL9L7ocfflidOnVShw4dVFZWpp49e+rcc8/VkCFD9P/+3/8LRkYAAAAA8Et1frnMIzUywpwKS+N53AAAAAAAAK1JiL8nhIaG6rXXXtPvfvc7rVu3TqZp6owzzlBmZmYw8gEAAACA37zbiiVJrq6xMpx+/24vAAAAAAAAmjG/S+5j0tPT1a1bN0mSYRgBCwQAAAAAp8qbWyxJcmV4bM0BAAAAAACAwGvUkoY5c+aod+/eCg8PV3h4uHr37q0XX3wx0NkkSV26dJFhGPX+/PrXv5YkXXfddfWODRo0qM41vF6vbrvtNiUkJCgqKkpjx47Vnj176swpKirS+PHj5Xa75Xa7NX78eBUXFwflPQEAAAAIHqvGlHdHiSTJle6xNwwAAAAAAAACzu+S+95779Xtt9+uMWPG6K233tJbb72lMWPGaMqUKUF5JvcXX3yhvLy82j+ffPKJJOlnP/tZ7ZwLL7ywzpx//etfda5xxx13aN68eXrjjTe0dOlSlZWVafTo0fL5fLVzxo0bp/Xr12v+/PmaP3++1q9fr/Hjxwf8/QAAAAAIrqo9h2VVmXJEhSg0OcruOAAAAAAAAAgwv7crf/bZZ/XCCy/ommuuqR0bO3as+vbtq9tuu00PPfRQQAMmJibWef3YY48pPT1d5513Xu2Yy+VScnLycc8vKSnRnDlz9Morr2jEiBGSpFdffVVpaWlauHChLrjgAmVnZ2v+/PlauXKlBg4cKEl64YUXNHjwYG3ZskVZWVkBfU8AAAAAgqc6v1yS5OrmkeHg0UoAAAAAAACtjd8lt8/n04ABA+qNn3nmmaqpqQlIqBOpqqrSq6++qqlTp9Z5Dvhnn32mpKQkeTwenXfeeXr44YeVlJQkSVqzZo2qq6s1atSo2vmpqanq3bu3li9frgsuuEArVqyQ2+2uLbgladCgQXK73Vq+fPkJS26v1yuv11v7urS0VJJkmqZM0wzoe29uTNOUZVmt/n0CqI/7H2i7uP/RUkSelSxXr3ayvD7+9xog3P9A28X9DwQW9xIAAEBg+F1y/+IXv9Czzz6rmTNn1hl//vnn9fOf/zxgwY7nvffeU3Fxsa677rrasYsuukg/+9nP1LlzZ+3YsUP33nuvfvzjH2vNmjVyuVzKz89XWFiY4uLi6lyrffv2ys/PlyTl5+fXluLflZSUVDvneB599FE98MAD9cYPHDigysrKRr7LlsE0TZWUlMiyLDkcjXq0O4AWivsfaLu4/9EiFZTanaBV4P4H2i7ufyCwDh8+bHcEAACAVsHvkluS5syZowULFmjQoEGSpJUrV2r37t269tprNXXq1Np53y/CT9WcOXN00UUXKTU1tXbsqquuqv26d+/eGjBggDp37qyPPvpIV1xxxQmvZVlWndXg3/36RHO+b/r06XXeb2lpqdLS0pSYmKjY2NgGv6+WyDRNGYahxMREfsgF2hjuf6Dt4v4H2i7uf6Dt4v4HAis8PNzuCAAAAK2C3yX3xo0b1b9/f0lSbm6upKPPzU5MTNTGjRtr552sHG6MnTt3auHChXr33XdPOi8lJUWdO3dWTk6OJCk5OVlVVVUqKiqqs5q7oKBAQ4YMqZ2zf//+etc6cOCA2rdvf8Lv5XK55HK56o07HI428YOfYRht5r0CqIv7H2i7uP/R3JUs+EbeHaWKOaeDInq2sztOq8L9D7Rd3P9A4HAfAQAABIbfJffixYuDkeMHvfTSS0pKStIll1xy0nmHDh3S7t27lZKSIunos8JDQ0P1ySef6Morr5Qk5eXlaePGjXriiSckSYMHD1ZJSYlWr16ts846S5K0atUqlZSU1BbhAAAAAJq/yi1Fqt5bJuusZLujAAAAAAAAIEgatV15UzNNUy+99JImTJigkJBvI5eVlWnGjBn6yU9+opSUFH3zzTf6zW9+o4SEBF1++eWSJLfbrYkTJ2ratGlq166d4uPjdeedd6pPnz4aMWKEJKlHjx668MILddNNN+m5556TJE2aNEmjR49WVlZW079hAAAAAH4zj1Srel+ZJMmV7rE3DAAAAAAAAIKmRZTcCxcu1K5du3TDDTfUGXc6nfrqq6/0t7/9TcXFxUpJSdHw4cP15ptvKiYmpnberFmzFBISoiuvvFIVFRU6//zzNXfuXDmdzto5r732miZPnqxRo0ZJksaOHavZs2c3zRsEAAAAcMoqc0skSwpJipQzNszuOAAAAAAAAAgSw7Isy+4QrUVpaancbrdKSkoUGxtrd5ygMk1TBQUFSkpK4llCQBvD/Q+0Xdz/aO6K3tum8pV5ih6SKs/YdLvjtCrc/0Dbxf0PBFZb+vwQAAAgmPjpBAAAAECr4N1WLImtygEAAAAAAFq7BpXc/fv3V1FRkSTpd7/7nY4cORLUUAAAAADgj5oSr2oOVkiG5OrmtjsOAAAAAAAAgqhBJXd2drbKy8slSQ888IDKysqCGgoAAAAA/GF5fQrvHi9XukeOiBC74wAAAAAAACCIGvTpT79+/XT99dfr7LPPlmVZ+v3vf6/o6Ojjzr3vvvsCGhAAAAAAfkhoUqQSrutldwwAAAAAAAA0gQaV3HPnztX999+vDz/8UIZh6N///rdCQuqfahgGJTcAAAAAAAAAAAAAIGgaVHJnZWXpjTfekCQ5HA4tWrRISUlJQQ0GAAAAAA1hHqmW6fUpJC7c7igAAAAAAABoAn4/rM40zWDkAAAAAIBGOfLfAyr+Z64i+yUq/urudscBAAAAAABAkPldcktSbm6unn76aWVnZ8swDPXo0UO333670tPTA50PAAAAAE7Ku61YkhSSFGlvEAAAAAAAADQJh78nfPzxx+rZs6dWr16tvn37qnfv3lq1apV69eqlTz75JBgZAQAAAOC4LNNS5fYSSZIrw2NvGAAAAAAAADQJv1dy33PPPZoyZYoee+yxeuN33323Ro4cGbBwAAAAAHAy1fvKZFXUyHA5FdYhxu44AAAAAAAAaAJ+r+TOzs7WxIkT643fcMMN2rx5c0BCAQAAAEBDeHOLJUmubm4ZTsPeMAAAAAAAAGgSfpfciYmJWr9+fb3x9evXKykpKRCZAAAAAKBBKv/3PG5XusfWHAAAAAAAAGg6fm9XftNNN2nSpEnavn27hgwZIsMwtHTpUj3++OOaNm1aMDICAAAAQD1Wjamqb0olSeE8jxsAAAAAAKDN8LvkvvfeexUTE6OnnnpK06dPlySlpqZqxowZmjx5csADAgAAAMCJxF15mqp2HlZI+0i7owAAAAAAAKCJ+F1yG4ahKVOmaMqUKTp8+LAkKSYmJuDBAAAAAOBkjBCHIvskKrJPot1RAAAAAAAA0IT8Lrm/i3IbAAAAAAAAAAAAANCUHHYHAAAAAAB/md4alS7cKe83JbIsy+44AAAAAAAAaEKU3AAAAABaHO+OUpUu3KXCf2yVYRh2xwEAAAAAAEATouQGAAAA0OJ4txVLksIzPLbmAAAAAAAAQNPzq+Surq7W8OHDtXXr1mDlAQAAAIAfdKzkdqV7bM0BAAAAAACApudXyR0aGqqNGzeyHSAAAAAA2/jKqlSdXy5JcqW7bU4DAAAAAACApub3duXXXnut5syZE4wsAAAAAPCDvLklkqTQ5Cg5o8NsTgMAAAAAAICmFuLvCVVVVXrxxRf1ySefaMCAAYqKiqpzfObMmQELBwAAAADf580tliS5eB43AAAAAABAm+R3yb1x40b1799fkuo9m5ttzAEAAAAEW9Xuw5IouQEAAAAAANoqv0vuxYsXByMHAAAAADRI0q1nqGrvYYUmR/3wZAAAAAAAALQ6fj+T+5ht27bp448/VkVFhSTJsqyAhQIAAACAEzGchlydYuUIc9odBQAAAAAAADbwu+Q+dOiQzj//fJ122mm6+OKLlZeXJ0m68cYbNW3atIAHBAAAAAAAAAAAAADgGL9L7ilTpig0NFS7du1SZGRk7fhVV12l+fPnBzQcAAAAABxjWZYK/rxeRe/kyFdebXccAAAAAAAA2MTvZ3IvWLBAH3/8sTp27FhnPDMzUzt37gxYMAAAAAD4rpqCI6radVjVeeXyXJpudxwAABAApmkpL6dY5aVeRcW6lJLpkcNh2B0LAAAAzZzfJXd5eXmdFdzHHDx4UC6XKyChAAAAAOD7KrcVS5LCusTKCPF7UyoAANDM5K4r0H/ezFF5sbd2LMrj0jlXZSr9jCQbkwEAAKC58/uToXPPPVd/+9vfal8bhiHTNPXkk09q+PDhAQ0HAAAAAMd4/1dyu9I9tuYAAACnLnddgeY/t7FOwS1J5cVezX9uo3LXFdiUDAAAAC2B3yu5n3zySQ0bNkxffvmlqqqqdNddd2nTpk0qLCzUsmXLgpERAAAAQBtn+Sx5t5dIksIzPPaGAQAAp8Q0Lf3nzZyTzln6jxx1PT2RrcsBAABwXH6v5O7Zs6c2bNigs846SyNHjlR5ebmuuOIKrVu3TunpPBcPAAAAQOBV7T0sy+uTER6i0NRou+MAAIBTkJdTXG8F9/eVFXmVl1PcNIEAAADQ4vi9kluSkpOT9cADDwQ6CwAAAAAc17dblbtlsKILAIAWrbz05AW3v/MAAADQ9jSq5C4qKtKcOXOUnZ0twzDUo0cPXX/99YqPjw90PgAAAACQw+VUSGIEW5UDANAKRMW6AjoPAAAAbY/f25UvWbJEXbt21R//+EcVFRWpsLBQf/zjH9W1a1ctWbIkGBkBAAAAtHHRQzsoedoARQ1MsTsKAAA4RSmZHkV5Tl5gR8e5lJLpaZpAAAAAaHH8Lrl//etf68orr9SOHTv07rvv6t1339X27dt19dVX69e//nUwMgIAAACAJLFVOQAArYDDYeicqzJPOufsKzPl4L/7AAAAOAG/S+7c3FxNmzZNTqezdszpdGrq1KnKzc0NaDgAAAAAqCn2yvKZdscAAAABlH5Gki68ubei3GF1xqPjXLrw5t5KPyPJpmQAAABoCfx+Jnf//v2VnZ2trKysOuPZ2dnq169foHIBAAAAgCTp0GvZqtlfrnbjeyo8M87uOAAAIEDSz0hS19MTlZdTrPJSr6Jij25RzgpuAAAA/JAGldwbNmyo/Xry5Mm6/fbbtW3bNg0aNEiStHLlSv3pT3/SY489FpyUAAAAANoks6JG1XsOS5YUkhRpdxwAAHCKLMvS0n/kqNsZiepwWpwcDkMdsvglNgAAAPinQSV3v379ZBiGLMuqHbvrrrvqzRs3bpyuuuqqwKUDAAAA0KZ5t5ccLbgTIhTidtkdBwAAnKJdmwq1YfEebfrPPl37yBBFxob98EkAAADA9zSo5N6xY0ewcwAAAABAPd7cYkmSK8Njaw4AAHDqTNPSinnbJEl9hnek4AYAAECjNajk7ty5c7BzAAAAAEA9lduKJUmudI+tOQAAwKnLWZ2vQ3vLFRYRojMv5PNGAAAANF6DSu7v27t3r5YtW6aCggKZplnn2OTJkwMSDAAAAEDb5iutUk3BEcmQwtPddscBAACnwFdtatX7R3eL7H9BJ4VHhdqcCAAAAC2Z3yX3Sy+9pF/+8pcKCwtTu3btZBhG7THDMCi5AQAAAATEsa3KQ1Oj5Yjkg3AAAFqyjZ/v1eHCSkW5w9T3x2l2xwEAAEAL53fJfd999+m+++7T9OnT5XA4gpEJAAAAABSWFqPYC7rIyUovAABatKqKGn35r28kSWeN6abQMKe9gQAAANDi+V1yHzlyRFdffTUFNwAAAICgCkmIUOxwVnoBANDShbqcOvvKTG1dna/ug5PtjgMAAIBWwO+meuLEiXrrrbeCkQUAAAAAAABAK2M4DGUNTNaY2/rJ4az7caRp+rR70wZlL1ui3Zs2yDR9NqUEAABAS+L3Su5HH31Uo0eP1vz589WnTx+FhtbdOnDmzJkBCwcAAACgbfJuL5HvsFeudI+c0WF2xwEAAI1kmpYcDuO4x3JWLdenc59XWeHB2rHo+AT9+LpJyhw4pKkiAgAAoAXyu+R+5JFH9PHHHysrK0uSZBjf/iX1u18DAAAAQGOVrdiniq8OKnZEJ8WO6Gx3HAAA0AjF+4/o/T+s15kXdVbPs1PrfHaYs2q53p/5SL1zygoP6v2Zj2js1N9QdAMAAOCE/C65Z86cqb/+9a+67rrrghAHAAAAQFtnmZa824slSa4Mj61ZAABA4616f7sOF1Zqx4aD6nVOh9px0/Tp07nPn/TcxS8/r/QfDZTD4Qx2TAAAALRAfj+T2+VyaejQocHIAgAAAACqzi+XWV4jI8yhsI4xdscBAACNsP+bUm1bUyAZ0uDL0usc25u9qc4W5cdz+NBB7c3eFMyIAAAAaMH8Lrlvv/12PfPMM8HIAgAAAADy5hZLklxd3TJC/P6RBQAA2MyyLK2YlytJyhqYrHYdouscLysuatB1GjoPAAAAbY/f25WvXr1an376qT788EP16tVLoaGhdY6/++67AQsHAAAAoO3xbiuWJLnSPbbmAAAAjbM7u1B7txTJEWLorDFd6x2P9sQ16DoNnQcAAIC2x++S2+Px6IorrghGFgAAAABtnOUz5d1RKonncQMA0BJZ5reruPuc11Gx7SLqHD+0d7cSu3RTdHzCSbcsj2mXoA49egU1KwAAAFouv0vul156KRg5AAAAALRxlmmp/It8WVU+GeEOhSRF2h0JAAD4KS+3WAd3lyks3KkzL+pc59g369fog6cfV8cevTRswo36cNZjJ7zO8AmT5HA4gx0XAAAALZTfJTcAAAAABFrFxoMq/iBXvpIqSZJVaWr/k1/IMyZdEb0TbE4HAAAaKjUzTj+5+0yVHqxQRHRY7fi6jz/U4rnPyzJNeY8cUZe+/TV26m/06dzn66zojmmXoOETJilz4BA74gMAAKCF8Lvk7tq1qwzDOOHx7du3n1IgAAAAAG1LxcaDOvRqdr1xX0mVDr2arXa/6EHRDQBAC5Lc1a3krm5JkunzafHLL2j9xx9Kknqdd75G3HSrQkJDlTlwiNJ/NFB7szeprLhI0Z44dejRixXcAAAA+EF+l9x33HFHndfV1dVat26d5s+fr//7v/8LVC4AAAAAbYBlWir+IPekc4o/2K7wnu1kOE78y7YAAMBeVZU18h6pUUx8eO2Y90i5Pnz6cX3z37WSpLOvmaCzLv1pnQU0DodTab36NnleAAAAtGx+l9y33377ccf/9Kc/6csvvzzlQAAAAADaDu+Oktotyk/EV+KVd0eJwtM9TRMKAAD4bf0nu7T2410adFk39RvRSZL0wazHtHPDOoWEuXTxrdPYghwAAAAB4wjUhS666CK98847gbocAAAAgDbAPHzygtvfeQAAoOkdKa3SuoW75asxFR337Urus6++Vp7kFF39wOMU3AAAAAgov1dyn8jbb7+t+Pj4QF0OAAAAQBvgiAkL6DwAAND0vvzXN6rx+pTUOUZJnb/dijw5PVPXz/yLHE6esQ0AAIDA8rvkPuOMM+o8N8eyLOXn5+vAgQP685//HNBwAAAAAFo3V1e3nO6wk25Z7nS75OrqbsJUAACgoUoOHNGmz/fKsixFu/+rl6Y8pqvuf1TJGadJEgU3AAAAgsLvkvuyyy6r89rhcCgxMVHDhg1T9+7dA5ULAAAAQBtgOAx5xqTr0KvZJ5zjGdNNhsM44XEAAGCfVe/vkM9XpVDnYm1eslGStHPjf2tLbgAAACAY/C6577///mDkAAAAANBGRfROUEhKpGryjtQZd7pd8ozppojeCTYlAwAAJ3Ng12FtXbVdVWX/lNeXL4czRCNv+rV6Dx9pdzQAAAC0cgF7JjcAAAAANIbp9ammoEKSFHflaTIchhwxYXJ1dbOCGwCAZuyb/2ar6vDrsszDCo+O0dhpv1Fazz52xwIAAEAb0OCS2+Fw1HkW9/EYhqGamppTDgUAAACg7TDLq+VK98hX7FXkGUk/+HMHAACw38Fd32jFW0/IMivlaZ+qK34zQ3HJqXbHAgAAQBvR4JJ73rx5Jzy2fPlyPfPMM7IsKyChAAAAALQdIfHhSryhtyzTouAGAKCFiO+Ypk59Tld1ZaXGTJmu8OhouyMBAACgDWlwyX3ppZfWG/v66681ffp0ffDBB/r5z3+uBx98MKDhAAAAALQdbE0OAEDz5qupkWRp37bDcjoduuS2/5MjJETOEJ6ICAAAgKbVqL+B7tu3T/fff79efvllXXDBBVq/fr169+4d6GwAAAAAWjlfWZXks+R0u+yOAgAATqKi7LA+nPWoouITdChvkEoPVmrE9T2VNTDZ7mgAAABog/wquUtKSvTII4/omWeeUb9+/bRo0SKdc845wcoGAAAAoJUrX5Wv0k92Knpoqjxj0u2OAwAAjqMob6/mPf47FeXtlTPUJWdEZ0V5ktT19AS7owEAAKCNanDJ/cQTT+jxxx9XcnKy/v73vx93+3IAAAAA8EfllkJJUkhSpM1JAADA8ezetEHvP/WIKsvLFNMuUQobo+pKj350SVeFhbNNOQAAAOzR4L+J3nPPPYqIiFBGRoZefvllvfzyy8ed9+677wYsHAAAAIDWy1dWpardhyVJ4d3jbU4DAAC+76tPF2jhi3+S6fMpJSNLXfpfq3WfHFJsYoR6np1qdzwAAAC0YQ0uua+99loZhhHMLAAAAADakMqtRZIlhaZEKYRncgMA0KysePvvWv7Wa5KkrCHn6rxf/Ep/f3CtJGnQ2G5yhjjsjAcAAIA2rsEl99y5c4MYAwAAAEBbU/n10a3KWcUNAEDzk5rVQw6nUwMvv1KDfzpOS9/KUXWlT4mdYpRxZpLd8QAAANDG8eAcAAAAAE3O8lmq3FosiZIbAIDmwjJNGY6jK7Q79+mn62c9J0/7ZElS+y6xio53afBl6TIc7PYIAAAAe7GvEAAAAIAmV7WrVFZljRyRIQpLi7E7DgAAbV5+bo5e/r9bdWjv7tqxYwW3JJ12VrJ+8bvBSuvJL6cBAADAfpTcAAAAAJpcaEqU4q/OUuyozqwGAwDAZltXLtWbM+7RoT279J/XXz7hPJ7DDQAAgOaC7coBAAAANDlHeIgi+/E8TwAA7GRZlla/95aWvvE3SVLXfmfqol9PrTPn079lK7mbW90HJ8vhpOQGAABA80DJDQAAAAAAALQxNdXV+uS5P2rzfxZLkvpfNFbnjZ8oh9NZO2fvliJlL8/TlpX56pDlkTsx0q64AAAAQB2U3AAAAACaVMXmQ6reX66I3gkK5cNyAACaXGVZmd578nfa+/VmGQ6Hfnz9L9Vv1MV15liWpeXzciVJPc9JpeAGAABAs0LJDQAAAKBJla/OV+XXhZIMhQ7nA3MAAJpaiMslyZArMkqjp9yjLn3PqDdn+7oDKvimVCEupwZc3KXJMwIAAAAnQ8kNAAAAoMlY1T55c4slSeHd4+0NAwBAGxUSGqqx036jitJSteuYVu+46TO18p/bJUn9RqQpyu1q6ogAAADASTnsDgAAAACg7ajcXiKr2pTTHabQZFZxAwDQVNYv+Jc+f31u7evIWPdxC25Jyl6ep+L9RxQeHaozRnRqooQAAABAw7GSGwAAAECTObpN+dFV3IZh2JwGAIDWz/T59NnfXtS6+R9Ikrr07a9OvfuecL6vxtQXH+6QJA24uIvCIvj4EAAAAM0Pf0sFAAAA0CQsy/q25M5iq3IAAILNe+SIPvrD49qxfo0k6exrJiitV5+TnuMMcejCm/tow+I96n1Oh6aICQAAAPiNkhsAAABAk6gpOCJfkVcKMeTK8NgdBwCAVq2kIF/zHv+dDu3ZpZAwly66dapOGzi0Qecmd3MruZs7yAkBAACAxqPkBgAAANAkag5UyAhzKqxLrBxhTrvjAADQau3dkq1//v4hVZSWKCouXpffdZ/ad8v4wfOqKmsUFs7HhQAAAGj++FsrAAAAgCYR0TtBqd3jZZZX2x0FAIBWrbzokCpKS5TUJV2X3XWvYtol/OA5pYcq9OZDX6jX2akaeFk3OZ2OJkgKAAAANA4lNwAAAIAmY4Q45HS77I4BAECrdtqgszVm6nR1Ob2/wsIjGnTOFx/sUFVFjQp2lcrhMIKcEAAAADg1/EomAAAAgKCzaky7IwAA0GqYpk+7N21Q9rIl2r1pg7yVR7Tor8/q8KGDtXNOGzi0wQX3ob1l+npVviRp8OUZMgxKbgAAADRvrOQGAAAAEHRF7+aoatdhuS/uqoie7eyOAwBAi5Wzark+nfu8ygq/LbQdzhCZvhrl5+Zo3ENP+V1Sr3wvV7Kk9P6Jat8lNtCRAQAAgICj5AYAAAAQVJZpqXJrkcyyahkup91xAABosXJWLdf7Mx+pN276aiRJ3c4Y4HfBvS+nWN98dUiGw9CgS9MDkhMAAAAINrYrBwAAABBU1XvLagtuV2dWhwEA0Bim6dOnc58/6ZyvPl0g0/Q1+JqWZWnFvG2SpJ5DU+RpH3lKGQEAAICm0qxL7hkzZsgwjDp/kpOTa49blqUZM2YoNTVVERERGjZsmDZt2lTnGl6vV7fddpsSEhIUFRWlsWPHas+ePXXmFBUVafz48XK73XK73Ro/fryKi4ub4i0CAAAArV7F14WSpPBMj4yQZv0jCAAAzdbe7E11tig/nsOHDmpv9qaTzvmuovwjOri7TCFhDv1odNdTjQgAAAA0mWb/CVOvXr2Ul5dX++err76qPfbEE09o5syZmj17tr744gslJydr5MiROnz4cO2cO+64Q/PmzdMbb7yhpUuXqqysTKNHj5bP9+1vtY4bN07r16/X/PnzNX/+fK1fv17jx49v0vcJAAAAtFaVx0ru7vE2JwEAoOWpqqzQro3/VVlxUYPmN3SeJMWnROkXDw7WyBt6KcrtamxEAAAAoMk1+2dyh4SE1Fm9fYxlWXr66af129/+VldccYUk6eWXX1b79u31+uuv6+abb1ZJSYnmzJmjV155RSNGjJAkvfrqq0pLS9PChQt1wQUXKDs7W/Pnz9fKlSs1cOBASdILL7ygwYMHa8uWLcrKymq6NwsAAAC0Mr7SKlXvLZMkhWdRcgMA0BC+mhrt/Gqdsv/zmbZ9uVJmTY1GT7mnQedGe+L8+l5RHpe69UtsREoAAADAPs2+5M7JyVFqaqpcLpcGDhyoRx55RN26ddOOHTuUn5+vUaNG1c51uVw677zztHz5ct18881as2aNqqur68xJTU1V7969tXz5cl1wwQVasWKF3G53bcEtSYMGDZLb7dby5ctPWnJ7vV55vd7a16WlpZIk0zRlmmYg/zU0O6ZpyrKsVv8+AdTH/Q+0Xdz/aIyKrw9JkkI7RMuICuF/Py0U9z/QdnH/Nx3LsrQ/N0fZSz/TlhX/UUVpSe2xuJQOioj1KDq+ncoKD53wGtHtEpSS1eMH/+9VU+XTwd1lSk53Byw/GoZ7CQAAIDCadck9cOBA/e1vf9Npp52m/fv366GHHtKQIUO0adMm5efnS5Lat29f55z27dtr586dkqT8/HyFhYUpLi6u3pxj5+fn5yspKane905KSqqdcyKPPvqoHnjggXrjBw4cUGVlZcPfaAtkmqZKSkpkWZYcjma/6z2AAOL+B9ou7n80hhXmldE7Vr4ElwoKCuyOg0bi/gfaLu7/ppO7cqlW/n1u7WtXdIy69D9LXQcMUnynLjIMQ2dcdqX+89dnT3iNMy79mQ4ePHEJfsyWpQe1cWGBuv0oTmdckhKI+Gig7z5mEQAAAI3XrEvuiy66qPbrPn36aPDgwUpPT9fLL7+sQYMGSZIMw6hzjmVZ9ca+7/tzjje/IdeZPn26pk6dWvu6tLRUaWlpSkxMVGxs7EnPbelM05RhGEpMTOSHXKCN4f4H2i7ufzRKkqS+dofAqeL+B9ou7v/gqCgt1daVSxXdLkHpZ54lSYoedr7WvvcPdev/I3U/e5g69+knh9NZ57ykkRfJ7Xbrs5dfqLOiO7pdgoZde6Myzxryg9/be6RaW5dtlSR16dH+uIs/EDzh4eF2RwAAAGgVmnXJ/X1RUVHq06ePcnJydNlll0k6uhI7JeXb3zgtKCioXd2dnJysqqoqFRUV1VnNXVBQoCFDhtTO2b9/f73vdeDAgXqrxL/P5XLJ5XLVG3c4HG3iBz/DMNrMewVQF/c/0HZx/wNtF/c/0HZx/wdGdZVX29es1ub/LNY369fI9PnUsUdvZf7o6EKOaE+cfvXCawoJDT3pdbIGna3MswZrb/YmlRUXKdoTpw49esnhcJ70vGPWLditqooatesQpaxBKXI4Tr7IA4HFfQQAABAYLepvVV6vV9nZ2UpJSVHXrl2VnJysTz75pPZ4VVWVlixZUltgn3nmmQoNDa0zJy8vTxs3bqydM3jwYJWUlGj16tW1c1atWqWSkpLaOQAAAAD8V7GlUN6dpbJMy+4oAADYZvemDZr/7NP6y6Rf6MOnH9f2Natl+nxK6pqujB8NlmV9+9/JHyq4j3E4nErr1Vc9hp6ntF59G1xwlxVVasPiPZKkQZelU3ADAACgxWrWK7nvvPNOjRkzRp06dVJBQYEeeughlZaWasKECTIMQ3fccYceeeQRZWZmKjMzU4888ogiIyM1btw4SZLb7dbEiRM1bdo0tWvXTvHx8brzzjvVp08fjRgxQpLUo0cPXXjhhbrpppv03HPPSZImTZqk0aNHKysry7b3DgAAALR0JR9sV83BCrX7RQ9F9E6wOw4AALZY/c+39c1/10qSYhOT1OPsYepx9jC169ip6bN8uEO+alOpmR517t2uyb8/AAAAECjNuuTes2ePrrnmGh08eFCJiYkaNGiQVq5cqc6dO0uS7rrrLlVUVOiWW25RUVGRBg4cqAULFigmJqb2GrNmzVJISIiuvPJKVVRU6Pzzz9fcuXPl/M4zjV577TVNnjxZo0aNkiSNHTtWs2fPbto3CwAAALQiNQcrVHOwQnIYcmV47I4DAEDQlR48oK+XLdHXSz/T5ffMUEy7o7/g1ff8CxWbkKQe5wxTh6yeMmzarrpwX7m+Xp4nSRp8eboMg1XcAAAAaLkM67t7IuGUlJaWyu12q6SkRLGxsXbHCSrTNFVQUKCkpCSeJQS0Mdz/QNvF/Q9/HF62VyUfbJerm1uJk/raHQeniPsfaLu4/0+usrxMOauWK/s/i7V781e14+eMu05nXfpTG5PVt+frQi16OVtJnWN10S/72B2nzWpLnx8CAAAEU7NeyQ0AAACgZar8ulCSFN493uYkAAAEXunBAi352xzlrl0tX3V17XjHnr3V85wfK3PgEBvTHV/H7vH6+e8GqarCZ3cUAAAA4JRRcgMAAAAIKNPrk3d7iSRKbgBA62CZpo6UlijKEydJckVGa/vaL+Srrla7jp3U89wfq/vQcxWbkGRz0pMLCXUqJNT5wxMBAACAZo6SGwAAAEBAebcVSz5LzvhwhSRG2B0HAIBGO7Rnt7KXfqbspZ8pPCpa4x//gyTJFRmpkTffpoS0zkrs3LVZP996d3ahDhdWqvugZDmcbDkPAACA1oGSGwAAAEBAeXOLJUnhWXHN+kN/AEDbYpo+7c3epLLiIkV74tShRy85HPVXNZcXF+nrZZ8re+li7d++rXa8sqxU5cVFtau5e54zvMmyN5ZpWlr6Vo4K95Wrsqxa/S/obHckAAAAICAouQEAAAAElHt0N0X0TZAjMtTuKAAASJJyVi3Xp3OfV1nhwdqx6PgE/fi6SXWen73y3Te1/B+vybJMSZLD6VSX0/urxznDlT5goELDXE2e/VRsWZmvwn3lckWGqOfZqXbHAQAAAAKGkhsAAABAQBkOQ64ubrtjAAAg6WjB/f7MR+qNlxUe1PszH9GIG3+t00deJElKSOssyzKVclp39Th7mLIGn6PI2Jb537Saap9Wf7BdktT/ws4Kj+KXzwAAANB6UHIDAAAAAACgVTJNnz6d+/xJ53z+2kvqc/4oORxOdT3jTN3wh+cVl9zyVz1/9dlelRV5FR3nUt9hHe2OAwAAAASUw+4AAAAAAFqPQ69nq2hejmoKK+2OAgDA0Wdwf2eL8uOpqjiivdmbJEnOkNBWUXB7j1RrzfxvJElnjemqkLD6zx4HAAAAWjJWcgMAAAAICF95tSq+OihZUszwNLvjAADagIrDpSrK26fi/H0qyt9X+3VMuwRdeuf/U1lxUYOu09B5LcXaBbvkLa9RXEqUsgal2B0HAAAACDhKbgAAAAAB4d1aJFlSaHKkQjzhdscBALQSlWVlKsrfq6qKCnXu0692/KWpv1Lh3t3HPae8pFiSFO2Ja9D3aOi8lqJr3wTlbSvWGSM7yeEw7I4DAAAABBwlNwAAAICAqNhSKEkK7x5vcxIAQEu17ctVOrBzu4rz/rcyOz9PlYdLJUkxCYma9KeXaudGxMRIkqLj2ykuOVWelNQ6/5SkDj16KTo+4aRblse0S1CHHr2C+K6aXnI3ty6f1t/uGAAAAEDQUHIDAAAAOGWWaR1dyS1KbgBoLUzTp92bNypv5zfydu6itJ695XA0/tnOVRVHVJSfp+L8fSrOz1NR3j5Veys1Zso9tXNW//Mt5W39ut65UXHx8iQlyzJNGQ6HJOmS2+9SeGS0QsNPvHuIw+HUj6+bpPdnPnLCOcMnTDql99WcWJYlwzi6cvvYPwEAAIDWiJIbAAAAwCmr2lUq80iNjIgQhaXF2h0HAHCKclYt16dzn6+zAjo6PkE/vm6SMgcOOeF51ZWVKj14QO06ptWOLXzxT9r2xUqVH+e514bhkK+mWs6QUElSev+zFJ/SUXEpqfIkp/7vnykKC4+od25MfEKD3kvmwCEaO/U39d5PTLsEDZ9w8vfT0iycu1lRbpf6X9BZ4VGhdscBAAAAgoaSGwAAAMApq/z6f6u4T4uT4WTlGAC0ZDmrlh935XNZ4UG9P/MRjZ36GyV07qKDO79RUf4+Fecf3Vq8OG+fyooK5XA6dfsr78rhPLo6uqqysrbgjoiJrd1O/NjW4pb17fcYePmVQXlPmQOHKP1HA7U3e5PKiosU7YlThx69Ws0KbknK31Girav2yzCkrIHJlNwAAABo1Si5AQAAAJwyR1SIQtqFs1U5ALRwpunTp3OfP+mcxS8/r9Ssntqy/PPjHg+LiFR5cZFi2h1daX3W2J+o/4Vj5ElJVXhUdMAzN5TD4VRar762ff9gsixLK97NlSRlDUpWuw72/XsGAAAAmgIlNwAAAIBTFnNOR8Wc01GWaf3wZABAs3Ro725t+OTfdbb0Pp7Dhw4qLCJCyemZ8iR/u634sZXZEdExdeYndOoSxNSQpF2bCrUvp1jOEIfOGtPN7jgAAABA0FFyAwAAAAgYw8FW5QDQ3FmWpZL9+crL3apuZwyQKzJKkrRpySKt/ff7DbpGWq++GjXptmDGRANZpqUV846u4u4zvKNi4sNtTgQAAAAEHyU3AAAAgFNSta9MoUmRMkIcdkcBABzHkdIS7c/NUd62LcrftlV5uTmqPFwqSbpi+gPq2u9MSVJazz7atfG/2p+b84PXjPbEBTUzGm7rF/t1aG+ZwiJCdOaFne2OAwAAADQJSm4AAAAAjWZVmzrw7H8lh6H2d/RXSByrxwDATtVVXsm0FBp+9P8fZy/9TP965vf15jlDQpTUJb3OWNd+Z6pz33564dcTT7pleUy7BHXo0SuwweEX07SUl1Os8hKvVr53dBV3/ws6KTwq1OZkAAAAQNOg5AYAAADQaN7txbKqTTljw+T0uOyOAwBtimWaKty3V/m5W5WXs0X5uVt1YOcODZ8wSf0uuESSlJB2dGVvXGpHpaRnKjkzSynppymxS1c5Q+oXog6HUz++bpLen/nICb/v8AmT5HA4g/Om8INy1xXoP2/mqLzYWzsW6nIqph2/aAYAAIC2g5IbAAAAQKNVfF0oSQrvHi/D4HncANAUSgryteC5Z5Sfm6OqiiP1jh/cvbP263ZpnfTrOW8oPDq6wdfPHDhEY6f+Rp/Ofb7Oiu6YdgkaPmGSMgcOObU3gEbLXVeg+c9trDde7fXpkzmb5QxxKP2MJBuSAQAAAE2LkhsAAABAo1iWpcotRZKk8Kx4m9MAQOtSXVmp/du3KS93q/JztiipW4YGXvYzSVJ4dKx2bdogWZZCwlxq3y1dyemnKSUzSykZWYpJSKy9jsPh9KvgPiZz4BCl/2igdm/eqLyd3yilcxel9ezNCm4bmaal/7x58uelL/1HjrqeniiHg188AwAAQOtGyQ0AAACgUWoOVMhXWCk5DbkyPHbHAYBmwTR92pu9SWXFRYr2xKlDj14NKoZN06eNixcq/3+l9sHdu2RZZu3xsuKi2pLbFRmpS267U/Ed0tSuYyc5Q4Lz8Y7D4VRazz5yJbRXUlKSHA5HUL4PGiYvp7jOFuXHU1bkVV5OsTpkxTVRKgAAAMAelNwAAAAAGqXyf1uVu7q55XCxsg8AclYtr7fFd3R8gn583bdbfFuWpcOHDip/2xZVVVaq97ARkiTDcGjZm6/oSEnxt+e2S1BK+mlKzjhNqVk96nyv7kPPC/4bQrNSXnrygtvfeQAAAEBLRskNAAAAoFGOldxsVQ4ARwvu92c+Um+8rPCg3p/5iLoPPU/VXq/yt21RefHRRz1EeeLU67zzZRiGDMNQ3xEXyqypUXJmllLST1N0fLumfhtoxqJiXQGdBwAAALRklNwAAAAAGsU9upsqvy5URE9KGABtm2n69Onc50865+tlS2q/NhwOJXbqquSMTPlqahQSGipJGnrlL4KaEy1bSqZHEdGhqij7/+zdeXxcZdnG8d+ZJTPZ961puqXpvu8tLWspZSmgIKiAoCCICwIqoL6K6CugvuIugiIIBUFRhIIUKDsUWmgLpXu6b9n3bdZz3j8mmSRNJk2h6WS5vn5iMyf3nNxPJhOSc83zPP6INQmpLnILU05cUyIiIiIiUaKQW0REREREPpaYIQnEDEmIdhsiIlF3aOvmDkuURzL1zHMYv/BUskaOwulyn4DOZCDxewJYR6lZeEkhNptxQvoREREREYkmhdwiIiIiIiIiIp9AQ8vy40eTN34ieeMm9HI3MlC9/th2PA1+YhOd2GwGjbW+8McSUl0svKSQgulZUexQREREROTEUcgtIiIiIiLHxDItap7ZhWtkMrET0zEctmi3JCISVdWHD/aoLiEltZc7kYFs4qI8SvbUseSaiWQNT6K4qIbGOi/xSaElyjWDW0REREQGE4XcIiIiIiJyTPyHG2h8t5imDWXETtR+3CIyeAX8ft5Y/lc2rFxx1NrE9Azyxk88AV3JQJU3NpXLfjwPu90Wvi0iIiIiMlhpyoWIiIiIiBwTz7YqANyjUzSLW0QGrdqyUp64/ZZwwF0wa1639addeS02m/1EtCYDSMAfpLa8KXy7NeAWERERERnsNJNbRERERESOSXNryD0uLcqdiIhETzAQoPLQQdwJiSz96k0UzJxD0ZrVvPLQ/TRUVYTrEtMzOO3KaymcuyCK3Up/9c6/d7FldTGnXzGOwlnZ0W5HRERERKTPUMgtIiIiIiI9Fqz34T/YACjkFpHBx7IsDCO073HakDzOv+k20obmk5SRBUDh3AUUzJ7Loa2baaipJiEllbzxEzWDWz6WPRsr2PhqaL93p0vfQyIiIiIi7SnkFhERERGRHvNsrwbAmZeAPTEmyt2IiJw4dRXl/Pd3v2DBZy5n2KQpAIyYNrNTnc1mJ3/ilBPdngwwjTVeXvnbVgCmnpHPiMkZUe5IRERERKRv0UY+IiIiIiLSY57tWqpcRAaf3Rve45Fbb+DQti28/MAfsUwz2i3JAGaaFi89uBlPo5+M/ATmX1gQ7ZZERERERPoczeQWEREREZEesSyLYIMPgFiF3CIyCJjBIG8/8Qhrn34SgOxRoznvxtswbJozIL1nw4v7OLS9BofLzlnXTMLu1PebiIiIiMiRFHKLiIiIiEiPGIZB1nVTCdR4sSdpqXIRGdgaqip57re/4ODWTQBMO+tcTrniGhxOZ5Q7k4GsfH89a57ZA8DJl44hJTsuyh2JiIiIiPRNCrlFREREROSYOFJc0W5BRKRX1VdW8Mht36S5rpaY2FiWXHcDY+cvinZbMgik5cUz/cxhNFR7GDc/J9rtiIiIiIj0WQq5RURERESkRyx/EMNpj3YbIiK9LiEtneGTp1F5cD/LbrqN1Ny8aLckg4TdbmP+pwqwTAvDMKLdjoiIiIhIn6WQW0REREREjipQ5aHknvdxF6aSfsUEDJsuvIvIwNJYU43d4cSdkIBhGJx57dcxbDacMVq9Qnpf6Z46MvITsDtC+2/rv7MiIiIiIt2zRbsBERERERHp+zzbqiBgYXoCuvAuIgPO/k0beeTWG1h576+xLAuAGHesAm45IapLGvnPr9bz71+so7nBF+12RERERET6Bc3kFhERERGRo2reVgVA7Li0KHciInL8WKbJmqf+wep/PoZlmdSUHKa5vo64pORotyaDRMAf5IW/bCbgM4mJdeCOc0a7JRERERGRfkEht4iIiIiIdMv0BfHurgHArZBbRAaIprpa/vu7/2Pfxg0ATDx1MWd86Ss4Xe4odyaDyTtP7aLyYAPuBCeLr9J2ICIiIiIiPaWQW0REREREuuXdWQMBC3uKC0dWXLTbERH5xA5u28xzv/k5DVWVOGJcnHH19Uw6dXG025JBZu/GCja+chCAM64cT3yKlscXEREREekphdwiIiIiItItz/bQUuXucWkYhmaYiUj/FgwEWPnHX9FQVUnakKEsu+k2MoaNiHZbMsg01nh5+eGtAEw5fSgjJmdEuSMRERERkf5FIbeIiIiIiERkWRaebW0ht4hIf2d3ODjn699m46rnOf1LXyHGHRvtlmQQev3v2/E0+MnIT2DBp0ZHux0RERERkX5HIbeIiIiIiEQWtEhYOBRPUTXuguRodyMi8rEc3rGN+spyxs5fBMCQMeMYMmZclLuSwWzBRaPxNgU49bKx2J22aLcjIiIiItLvKOQWEREREZGIDIeNxEV5JC7Ki3YrIiLHzLIs1v/3ad549EFsNjvpeflamlz6hJSsOD71rRnRbkNEREREpN9SyC0iIiIiIiIiA46nsYEX7v0NO997B4DRcxaQmJEV5a5kMPM2B6g8WM+QwtRotyIiIiIi0u8p5BYRERERkS6ZTX6at1TiHpuGPTEm2u2IiPRYya4inv313dSWlWJ3ODj1C19m6pJzMAwj2q3JIGVZFq8/uo2idWUsvLiQqWfkR7slEREREZF+TSG3iIiIiIh0ybOjmuoni3DmxJF948xotyMi0iMfvPAcrz38Z4KBAMlZ2Zx3423kFBRGuy0Z5La9U0LR+2UYNoPskUnRbkdEREREpN9TyC0iIiIiIl3ybKsCwD02LcqdiIj0XGNtDcFAgNGz53HW9Tfijk+IdksyyFWXNPLG49sBmHv+SHJGJUe5IxERERGR/k8ht4iIiIiIdGKZFp4d1YBCbhHp+yzTxLDZAJh/8WdJH5rP2PmLtDy5RF3Qb/LiA5sJ+EzyxqYyfcnwaLckIiIiIjIg2KLdgIiIiIiI9D2+A/WYTQEMt4OY4VpWVUT6Jsuy2PjySv5++y0EfD4AbDY74xacrIBb+oR3ntpFxYEG3PFOzvziBGw2fV+KiIiIiBwPmsktIiIiIiKdhJcqH5OCYdcFeRHpe3yeZlb9+Q9sfes1ADa9+hLTzjo3uk2JtFO2r44PXzkAwBlXjic+xRXljkREREREBg6F3CIiIiIi0kk45B6npcpFpO+p2L+XFb+6m6rDBzFsNhZ+9gtMPfPsaLcl0kHmsERO/8I4akqbGTElI9rtiIiIiIgMKAq5RURERESkg2CDD39JIxjgHpMa7XZERDrY9NoqXn7gXgI+LwmpaZx7460MHTcx2m2JdGIYBuMXDIl2GyIiIiIiA5JCbhERERER6cCeEEPu9+fiO9iAPSEm2u2IiISt+c8/eevvfwNg+JTpnPONbxOXlBzlrkQ62v1BOUMKU3DHO6PdioiIiIjIgGWLdgMiIiIiItL32BNiiNVS5SLSx4xbcDKxiUmcdMnlXPTdOxRwS59TsqeWF+7fxBP/u5bGWm+02xERERERGbA0k1tERERERERE+qyyvbvJGjEKgOSsbL70m/txxydEuSuRzrzNAV56YDOmaZEzKpm4JK2GIiIiIiLSWzSTW0REREREwjw7qym770Ma1hZHuxURGURMM8iBzRvZ+vbrHNi8EdMM4vd5een+3/PIrTewe8N74VoF3NIXWZbF649uo67CQ2Kam1MvG4thGNFuS0RERERkwNJMbhERERERCfNsqcK3pw5HeizMyY12OyIyCBStWc0rD91PQ1VF+FhcSioOp5O68jIwDCoP7GfU9NlR7FKke9veKaHo/TIMm8GZV0/EFaf9uEVEREREepNCbhERERERCfNsrwLQftwickIUrVnNM/fc2el4U001ADGxcSy76TZGTJ1xolsT6bHqkkbeeGIHAHPOG0lugfaKFxERERHpbVquXEREREREAPCXNxGo9IDdwFWYEu12RGSAM80grzx0f7c1TrebYZOnnqCORD6ed57aRcAbJG9sCjOWDo92OyIiIiIig4JCbhERERERAcCzLTRz0jUyGZtLiz6JSO86tHVzhyXKu9JYXcWhrZtPUEciH8/pXxjP+JNyWXzVRGw27cMtIiIiInIi6MqViIiIiIgAbUuVu8dqqXIR6X2Vhw70qK6hZelykb7KHe/k9CvGR7sNEREREZFBRSG3iIiIiIhgegN499QC4B6XGuVuRGSgsiyLQ9s288ELz7Fjzds9uk9Cin4mSd/TWOtl36ZKxi/IxTA0e1tERERE5ERTyC0iIiIiIpiNAdxjUgnWeHFmxkW7HREZYHyeZra++RofvPgcFfv3ho/bHA7MQCDi/RLTM8gbP7H3GxQ5BpZpserBLRzcVk1teTPzLyyIdksiIiIiIoOOQm4REREREcGR5ibjyolYphXtVkRkgNm/6UOe+eWdeJsaAXDEuBi/6FSmLTmX2tISnrnnzoj3Pe3Ka7HZ7CeqVZEe2fDSfg5uq8bhtDF2bk602xERERERGZQUcouIiIiISJhh05KrIvLJmGaQppoaEtLSAcgcPpKg309Kdi7TzjqXiacsxp2QAEDWiFGcf/P3eOWh+2moqgifIzE9g9OuvJbCuQuiMgaRSEr31LHm6d0ALLp0DGm58VHuSERERERkcFLILSIiIiIyyAXrfVh+E0eaO9qtiEg/1lRXy0evvMjGVc+TkJrO537yCwBiE5O47M57SB86DMNm63S/wrkLKJg9l0NbN9NQU01CSip54ydqBrf0Ob7mAC8+sAnTtCiYkcX4k3Kj3ZKIiIiIyKClkFtEREREZJBrXFNM3ar9xM/PJfWC0dFuR0T6meKd2/nghefY/s6bBP1+AHzNzTTWVBOfkgpAxrAR3Z7DZrOTP3FKb7cq8rFZlsVrj22nrsJDYpqb0y4fi2Fo9RMRERERkWhRyC0iIiIiMsg1b68GICY3IcqdiEh/sveDdbz1xHJKdxeFj2WPGs20s85j7IJFOGNcUexO5PiqPNTAzvdLMWwGZ149EVecM9otiYiIiIgMagq5RUREREQGsWCDD//BegDc41Kj3I2I9HWWZYVnr3qbmyndXYTd4WDs/EVMO+s8ckaP0exWGZAyhiZy4c3TqTzUSG5BcrTbEREREREZ9BRyi4iIiIgMYp7t1WCBc0g89iTNuhSRzizTZN/GDWx48Tnyxk5gzgUXAzB69jxO/cI1jF90GnFJCv1k4BtSmMqQQr0gTERERESkL1DILSIiIiIyiHm2VwHgHpcW5U5EpK/xNDaw+bWX+fCl56guPgxA+b49zF72aQybDbvDwcxzL4xukyK9bOOrB8gfn0ZqTny0WxERERERkXYUcouIiIiIDFJW0MSzI7Qft3usQm4RCSnft4cNLzzL1rdeI+D1AhATG8fEU89g2pJzMWy2KHcocmLs21TJm08U4XDZuexH80hI1YonIiIiIiJ9hUJuEREREZFByrevDssTxBbvICY/MdrtiEgf8f6zT7HljVcAyMgfzrSzzmP8olOJccdGuTORE6ex1svLf9sCwPj5uQq4RURERET6GIXcIiIiIiKDlDMvgbTLxmM2+zFsRrTbEZEoqK+qYOOqFxg77yQyho0AYPpZ5xHw+5m+5Fzyxk/EMPTzQQYXy7R4+aEtNNf7Sc+LZ8FFBdFuSUREREREjqCQW0RERERkkLK5HMRNzoh2GyJyglmWxcEtH/HBC89R9N47WKZJU001Z177dQByRo9h2Y23RrlLkejZsGo/B7ZW43DaWHL1JBxOe7RbEhERERGRIyjkFhERERERERkEfM1NbHnzNT544VkqD+4PH88bN5ER02ZErzGRPqR0bx1r/rMbgIWXFJI2JD7KHYmIiIiISFcUcouIiIiIDELNmyrwFTcSNyUDZ7Yu4IsMdJZlsfx7N1N9+CAADpeLCYtOY9qSc8kcPjLK3Yn0HR++fADTtCiYkcmEhUOi3Y6IiIiIiESgkFtEREREZBBqfK8Ez/ZqDKdNIbdIP2WaQQ5t3UxDTTUJKankjZ+IzRZaVtkMBtnzwfuMnD4Lm82OYRiMnb+I7avfYNpZ5zLxlDNwxem5L3KkM64aT3pePBMX5Wk/ehERERGRPkwht4iIiIjIIGP6gnh21QIQOy4tyt2IyMdRtGY1rzx0Pw1VFeFjCWkZnHTJZTTWVPPhS89TX1nOBd/5AaNnzQVg7oWfYcHFn8Ow2aLVtkifZ7fbmLl0RLTbEBERERGRo1DILSIiIiIyyHh310LAxJ7swpEdF+12ROQYFa1ZzTP33NnpeENVBS/86Tfh27GJSXgbG8K3HTExJ6Q/kf6mprSJrauLmbNsJHaHXgQiIiIiItIfKOQWERERERlkPNuqAHCPS9VSrCL9jGkGeeWh+7utsTkcnHnN1xh30ikKtkWOIhgwefGBzZTvr8fvCXDy58ZGuyUREREREekBvTxVRERERGQQsSyrXcitpcpF+ptDWzd3WKK8K2YgQHJWtgJukR549z+7KN9fjyvewYylw6PdjoiIiIiI9JBCbhERERGRQSRQ1kSwxgsOA1dBSrTbEZFj1FBTfVzrRAazfZsr+WDVAQBOv2I8CanuKHckIiIiIiI9peXKRUREREQGkUClB8PtIGZYIrYYe7TbEZFjYJkmBzZv7FFtQkpqL3cj0r811np5+aEtAEw+JY9R0zKj3JGIiIiIiBwLhdwiIiIiIoNI7IR0hvxgHmaTP9qtiMgx8DQ08Pwf72H3urVHrU1MzyBv/MQT0JVI/2KaFsVFNTTWePnglQM01/tJz4tnwUWjo92aiIiIiIgcI4XcIiIiIiKDjGE3sCdqr16R/qJ0906euecu6spLsTudTDx1MRtfej5i/WlXXovNppUaRNrbtaGMN58oorHG2+H4+AVDcGhlExERERGRfkcht4iIiIjIIGH6ghhOG4ZhRLsVEekBy7LYuGolrz50H8FAgOTsHJbd9F2yRxYwYvJ0XnnofhqqKsL1iekZnHbltRTOXRDFrkX6nl0bylh536YuP/bWP4tISHNRMD3rBHclIiIiIiKfhEJuEREREZFBouapnXj31pJy3ihiJ2ZEux0ROYqm2hrefOwhgoEABbPmsfSrN+KOTwCgcO4CCmbP5dDWzTTUVJOQkkre+ImawS1yBNO0ePOJom5r3vpHESOnZmKz6UVgIiIiIiL9hUJuEREREZFBwDItPDuqMBsDGG79GSDSH8SnpHLWV2+kpvgws5Z9utMqDDabnfyJU6LUnUj/0LoHd3caqr0UF9WQNzb1BHUlIiIiIiKflK5uiYiIiIgMAr6D9S0Btx3XiKRotyMiEWxb/QaxCUkMnzINgMLZ86PbkEg/d2hHdY/qGuu6D8JFRERERKRvsUW7ge7cddddzJ49m8TERLKysrjwwgvZvn17h5qrrroKwzA6vM2bN69Djdfr5Rvf+AYZGRnEx8dz/vnnc/DgwQ411dXVXHHFFSQnJ5OcnMwVV1xBTU1Nbw9RREREROSE8GyrAsBdmIph79N/BogMSsGAn1cevI/nfvNznvvtz2moqox2SyL9Wn2Vhxf/son3ntvbo/r4JFfvNiQiIiIiIsdVn7669frrr/O1r32Nd999l5deeolAIMCSJUtobGzsULd06VKKi4vDb//97387fPzGG2/kqaee4vHHH+ett96ioaGB8847j2AwGK75/Oc/zwcffMDKlStZuXIlH3zwAVdcccUJGaeIiIiISG8Lh9zj0qLciYgcqa6ijCduv40NK1cAMPmMs4hLToluUyL92OY3D/Ho7e9S9H4ZAI6Y7i9/JaS6yC1MOQGdiYiIiIjI8dKnlytfuXJlh9sPPvggWVlZrFu3jpNPPjl83OVykZOT0+U5amtreeCBB3jkkUdYvHgxAMuXLyc/P59Vq1Zx1llnsXXrVlauXMm7777L3LlzAfjzn//M/Pnz2b59O2PHju3y3F6vF6+3bTmruro6AEzTxDTNjz/wfsA0TSzLGvDjFJHO9PwXGbz0/O+/gnVe/IcbwYCYwmQ9hnLM9PzvPXs/WMfzf7gHT0M9rvgEln71JkbNmA2gr7f0Cf3x+Z+U4SboNxlSmMxJF4+mrsLDC3/eHLH+pItHAxamaZ24JmXQ6k/PJREREZG+rE+H3Eeqra0FIC2t4+yT1157jaysLFJSUjjllFP46U9/SlZWFgDr1q3D7/ezZMmScP2QIUOYNGkSq1ev5qyzzuKdd94hOTk5HHADzJs3j+TkZFavXh0x5L7rrru44447Oh0vLy/H4/F84vH2ZaZpUltbi2VZ2Gx9ekEAETnO9PwXGbz0/O+/zE2h36PJclHZVANNUW1H+iE9/48/y7L46Pln+OjFZ8GySMsfwaIvfoWE9AzKysqi3Z5IWH94/lceaKKhysfwqSkAOFPhlC+NID0/FtNoJiEP5l0ylA9XltBcFwjfLzbJwdSlOSTkWXreyQlTX18f7RZEREREBoR+E3JblsXNN9/MwoULmTRpUvj42WefzWc+8xmGDx/Onj17+MEPfsDpp5/OunXrcLlclJSUEBMTQ2pqaofzZWdnU1JSAkBJSUk4FG8vKysrXNOV7373u9x8883h23V1deTn55OZmUlSUtInHXKfZpomhmGQmZnZZ//IFZHeoee/yOCl53//5RsbR1ODDWdWHPFd/N4rcjR6/h9/lmUR9DSBZTFl8dmc8oVrcDid0W5LpJO+/PxvqPLw7tO7KXqvDIfLxoTZw4lPCe2tfeR/7rKysph6cgHFO2toqvURlxxD7ugUbDYjCp3LYOZ2u6PdgoiIiMiA0G9C7q9//ets3LiRt956q8PxSy+9NPz+pEmTmDVrFsOHD+e5557j05/+dMTzWZaFYbT9IdP+/Ug1R3K5XLhcrk7HbTZbn/vDrzcYhjFoxioiHen5LzJ46fnfP7nzk3DnD+wXYUrv0/P/+Gj/d+biq69n9Ox5FM6eH+Wu5HgKmhZr91RRVu8hK9HNnJFp2PtpkBo0LdburWbnwWpGNzqYOyqjT4zF7wuy4YV9bHhxPwG/CQYUzszG7rB3+zPKwuKgE8pcJllOGGKz9duQe8B9nw2QsfSE/jsqIiIicnz0i5D7G9/4Bs888wxvvPEGQ4cO7bY2NzeX4cOHU1RUBEBOTg4+n4/q6uoOs7nLyspYsGBBuKa0tLTTucrLy8nOzj6OIxEREREREZHByLIs1v/3aQ5s2cQF3/oehs2G0+X+RAH3QAqGBspYVm4q5o4VWyiubdvCLDfZze3LJrB0Um4UOzt2nceyJ+pjsSyLHWtLefc/u2io9gKQOzqZhZ8pJGt49y/mGtiPjcYiIiIiIoNPnw65LcviG9/4Bk899RSvvfYaI0eOPOp9KisrOXDgALm5oV+EZ86cidPp5KWXXuKSSy4BoLi4mE2bNvHzn/8cgPnz51NbW8vatWuZM2cOAGvWrKG2tjYchIuIiIiI9EfNWyuxuezEDE/CsGvmkEg0eJsaeeFPv6FozWoAdr73LoVzP9nfmgMpGBooY1m5qZjrl6/HOuJ4Sa2H65ev597LZ/Sb8fTVsdRXenjl4a2YQYvENDcLLhpNwYzMblfhg747no9DYxERERERCTEsyzryd8k+46tf/SqPPfYYTz/9NGPHjg0fT05OJjY2loaGBn70ox9x0UUXkZuby969e/ne977H/v372bp1K4mJiQBcf/31PPvsszz00EOkpaXx7W9/m8rKStatW4fdbgdCe3sfPnyY++67D4Brr72W4cOHs2LFih73W1dXR3JyMrW1tYNiT+6ysjKysrK0zJLIIKPnv8jgped//1Tyf+8TqGgm/fLxxE7KiHY70k/p+f/xle3dzYpf3UVNSTE2u4NTv3A1084676ihXHciBUOtZ+xPwVBfHItlWfiDFqZl4Xbaw8cP1TTj9QcJmBb+oEkgaBEwTfxBC4fN4Bt/39AhqD9SSqyTH543gXi3g7Mm5oSPv7q9jNomf5f3iXHYOGdy2/jfLCqnssHXZa3NZnD+1CHh26t3VVBW543Yz4XT88Lvr91TxeGaZgBM0+LHz26hprnrntqPpaulvpdOygl/3T44UMPeisaI5zlzQjbxrtD8i02HatlZ1tCpxvQGsbnsnD4+iyS3k7UrdlPZ5MMzKh7D0fXPo1PGZJIaHwPAtuI6Pnv/u92OJzfZzVu3ns7eykY+OlgbsW7eqHRykkP7Ke+rbGTD/pqItbNGpDI0NQ6Ag9VNvL+3OmLt9GEpDE+PB0IB77u7K7usM02Lu57fSnmE7wHo+NhMHJJEYXbo2lhVo483dpRHvN/YnETG54auZdU2+3l1W1nE2tFZCUzKSwag0RvgpS2dV0dsNTIjnqn5KQB4/EFWbioJj6W77zMDyGl5XPrjqg7dGUzXD0VERER6U5+eyX3vvfcCcOqpp3Y4/uCDD3LVVVdht9v56KOPePjhh6mpqSE3N5fTTjuNJ554IhxwA/zqV7/C4XBwySWX0NzczBlnnMFDDz0UDrgBHn30UW644QaWLFkCwPnnn8/vf//73h+kiIiIiEgvCVQ0E6hoBruBa3RKtNsRGXQ2vbaKl//yRwJ+H4npmSy76TZyC8ce/Y7dCJoWd6zY0ikUBsLH/uc/m8hMdGMz2o7lJLkZkhILQLMvyObDtVhA68veW1//bhEK/FoDN48/yPp91R1rW85qWaHa1hDNFzB5e1dF+JNaWO3OHwqsWoOxoGnx4uYSvvvURxHHYgB3rNjC4vHZ/OWtPQSCoUA5YIYCZl9L0FyYncAX5o8I3/drj62n2RfsFEQHTJOJucn87OIp4drF97xOZYMXf7AluDYtgmaoo6n5KTz9tZPCtRffuzpiiD001d1twA1Q0+zn5n9+SF5KbIeQ+1cv7WBjhGA1PT6mQ8j9+1d2smZPVZe1sU57h5D7/jd289r2yKFm+5D7odV7+O9HJd3239VYurKucHE45H5y3QGWv7s/4nnevOW0cMj9zIeHuf+N3eGPOSyY7XUwx+Pg8QQvE7+ziCS3kznLRvGrl3bwm39tjHjep792Ujjk/ts7e7sNuAGKaz2s3VNFUVk9P3x6c8S6B6+aHQ651+6p4jtPRu7hD5+fEQ65PzhQw41PfBCx9hcXTwk/57YU13ZbezTtH5vvnj0u/PzcX9XU7Xm/eUZhOOQurfN0W3vdyaPCz+WqRl+3tVfMGx4OuRu8gR6PzaLtcZlfkN6j+4iIiIjI4NKnQ+6jTTKPjY3lhRdeOOp53G43v/vd7/jd734XsSYtLY3ly5cfc48iIiIiIn1V87ZQEOIakYTN3ad/9Rc5IU7kvs9vP/EI7/77CQBGTJvJOV//FrGJXc/YsyyLem+AqgYfSbFO0lrCub0VjTy6Zh9VjX6qGr1UNfo4VNNMRTezOAEqGnxcdO/qDsduOH00Ny8JBeyHapq4+E/vRLz/NQtH8j/nTQCgstHH5/+yJmLtZXOH8dNPTQZCAdYXH3wvYu2np+dxz6XTAPAHTa5/dH2342gNud7bW8Xdz2+LWHfKmMwOIfer28po8gW7rI1tNzMboKbJR3WEWdSBoNnhdqLbQYPHgcNu4LDbiLHbQu/bDGKddg5Wdx9yQ2i27ITcjt8H0/JTSI51dlmfeMTP7ilDk4mJMHs55ogtKSYOSQoH9kczLieJek8AgLJ6L9tL6o96n7E5iWQlujodd7TrY3RmAosKI68i4nK21Y7MiA/VWhbpVUGGHfTh8oX6PzMugdiYtsdueHpct+dNaPd1c0X4eh2prN5DbnJst+dtDc4BspPc3dZmJMS0e9/VbW12krvtc8TFRKw91scmLzU2fCzB5ei2h+HpceH3Y532bmtHZMSH33c5bd3WFmS21TrtbbU9HUtZ/dGfVyIiIiIyOOlKl4iIiIjIAOXZHgq53ePSotyJSPSdyH2fg6ZFxsSZ2Fc8Rd4p5zH3okuJTQwFPTtK6/ndKzupbvRR2eijqtFLdaMfX0ug+j/njueaRaOAUMD85zf3fKwe0uKdxMU4MAwwMEhqF6I67TZGtoRURvj/2pYIT09oCy6dNoOxLTNB26+w3rrcem5yWzjnsBtMbpndabQ/Z8uNYe1CNMMIhZp7ulnKulVZvZdLZg3FZhgtobINZ0vQ7LTbGNUucAP40fkTwSIcRjttoX8ddoO0uJgOtX//8rzw18RhN0L/ttQfGY6+eNMpEXt8Z1cln/vzu0cdy4+WTew0K/XHF0w66v1aff/cCT2u/c5Z43pce8MZheH3P8lYjnTVSSO56qSRPerhc3OGcXpWCm/9o4iS3U0AJKS5WPDp0YyemdVhif9PzxjKp2cM7dF5z5qYy0Or9x21LivRzfyCdM6ckN2j8548JpOTx2T2qHbeqHTmjerZbOTpw1J55Oq5XX7skzw2o7MSIp73SPlpcT2uzUp097g2OdYZru3pWLIS3UetEREREZHBSSG3iIiIiMgAZHqDeHeHlr9VyC2DXaR9n0tqPVy/fP1R9332BoJUNfqobPBR1Rh6m5SXxOisUPj70cFafvzsZpqqKjgccFPT7MeyIC7nczTtiuN/NpeGg+tGb4AVHx7u8vPExdgJtJt5m58Wy5cXjSQt3kV6fAyp8TEcrmnm9mciL6fc6g+fnxkxgByeHs+r3z71qOcAyEpy88JNJ/eoNsntZMU3Fvao1uWwc+enJvc45Pr5xVN7dF6AS2bl97i2dSnnT2rOyDRyk92U1Hq6XH69dX/hOSP7/s/jaI3lrSeL+HDVAQAcMTZmnDWc6WcOwxFjP8o9u6fHpm8aSGMRERERkehQyC0iIiIiMgB5d1ZD0MKe7saREXv0O4gMUD3Zw/rWf33E7opGFo3OZPLQ0Ezk9/dWcdM/PqCqwUdjF0tf/8+548Mhtz/gJ2b9c8yq28STuZ/CcoVmdzoTkxkVHxPenxhCAfP/nDue9ISYcHid1vLmPmIp7axEd6eZu0HT4k+v7xoQwdBACrnsNoPbl03g+uXrMaDDeFrnH9++bEKvLY9/PEVrLClZoZn+Y+fmMO/CUSSkHp8ZvHps+qaBNBYRERERiQ6F3CIiIiIiA1DrLO7YsWkdlngVGUyqGn2s31fdYYnyrtQ2+/n5yu04z7GFQ26H3caBquZwjcNmkBofEw6lM1v2Im6oqmTLAz9jRu1WAH40y8mc8xeTGufssDdxq7T4mPCs7o9jIAVDA2ksAEsn5XLv5TM6LYuf00vL4vem3h6LZVnsWl+OI8bGiMmhPZonLBxC9ogkMocdn9n17emx6ZsG0lhERERE5MQzLMvq6gXT8jHU1dWRnJxMbW0tSUlJ0W6nV5mmSVlZGVlZWdhsnS/ciMjApee/yOCl53//YpkW/sMNGG4HTs3klk+orz//a5p87ChtYEdpPUWl9ewobaCorJ6KBh8XThvCfz7oennw9maPSOX6Uws4fVxoP94mX4CtxXWkxbtIi48hye3o9IKR/Zs+5Lnf/oKm2hpiYuNYev2NFM5d0CtjPNKJ3GO8tw2ksUBotv3aPVWU1XvISgzNRO8vQf2RgqbFmt0V7DxYzuihmcwdlfGJx1K+v543/7GD4p21JKa5+fwdc3E4P9mS5D010B4bjaV/GkzXD0VERER6k2Zyi4iIiIgMQIbNIGbo8Z8NJxJNtU1+dpTVkxzrZEzLXsqbDtVy3u/einif9ntcd+fmM8d22MM6LsbBzOFdL5NtmSZrn36St59YjmWZZA4bwbKbv0tqbt4xjOaTWToplzMn5AyIYGggjQVCM9Qj7Yfe39htBvNGpTMqIUhWVjq2T/CYNNZ6effp3Wx7pxgscDhtjJufQ5dr1feSgfbYaCwiIiIiMpgp5BYREREREZE+xRcw2XiwhqKy1tnZoX/L6r0AXDFvOD+5cBIAIzPiMQwYkhxLYXYCY7ITKcwK/Ts6KwG30866fdXHdd/nbe+8yVuPPwzApNPO5PQvfQVnjOuTDvuYDaRgaCCNRToK+IN8+PIB1j2/D783tL994exs5n+qgMS047PvtoiIiIiIDD4KuUVEREREBpiKh7dgi3WQdHo+jnQtVS59V53HT1FpA0Wl9aTFx7BkYg4QWir84j+90+V9hiS7iXO1LW0c73Kw+Y6ziIuJ/Oft8d73edz8RRSteZuR02cx+bQlPb6fyGBUuruOd/+zG4CsEUksuqSQnFHJUe5KRERERET6O4XcIiIiIiIDSLDRj2drJViQtGR4tNuRASC0J28lOw9WMbrB/rH35A2aFk+uO9Bu7+wGSura9mA+eUxmOOROiYthcl4yqfExjGmZlV2YncDorAQS3c5O5+4u4IbQctj3Xj6j077POT3c99myLLa99Rqj58zH6XJj2Gwsu+m7nfboFpEQT6Mfd3zouZo3NpWJi4aQW5DMmDk5GP10GXoREREREelbFHKLiIiIiAwgnh3VYIEzNx5H8olfPlkGlpWbio8IhveQ200w3OANUNRuefFEt5NvLi4EwGbAnf/dRm2zv8N9cpLcFGYnMGdEaofjK76x8LiO5ePu++zzNPPS/b9n29uvM/GUxZx1/TcxDEMBt0gXmup8rHl6FzvXl/P5H80lvuW/Q6deNi7KnYmIiIiIyECjkFtEREREZADxbKsCwD225/sLi3Rl5aZirl++vtM+1iW1Hq5fvp57L5/B0km5/OqlHXx4sIai0gYO1TR3qB2eHhcOuQ3D4OKZQzEtizHZiYzJTmB0ViLJsZ1nZveWY933ufLgfp655y6qDh3AsNnIGKbVEUS6EvSbfPjKAd5/fi9+T2jf7T0fVjDp5LwodyYiIiIiIgOVQm4RERERkQHCClp4tlcD4B6XepRqkciCpsUdK7Z0CrghtKe1AdyxYgtnTsjh1e1lbDxYG/54ZqKLMdkJFGYlMi4nscN9f3DehF7t+3ja+tZrvHj/7wh4vSSkpnHujbcydNzEaLcl0qdYlsWeDyt4+187qSsPvcgla3giCz9TSO7olOg2JyIiIiIiA5pCbhERERGRAcK3vw7LE8AW5yBmWFK025F+wrIsapr8pMbHhI9d98j7Hfau7nQfoLjWw9o9VXzxpBE0eoPh2dkpcTER79cfBPx+Xnv4L3z44nMADJs0lXNv+A5xySnRbUwkCkzT4tCOakoO1OLPd5I3Jg1byxL/lmnx7B8+ZP/m0AoicckxzL+wgLFzte+2iIiIiIj0PoXcIiIiIiIDROtS5a4xqQoYpBPTtDhU08zOsoa2t/IGikrr8QRMtv54aXh/6qpGX4/OWVbv4VPTh/Zm2ydcc30tO955E4B5F32W+Rd/DpvNHuWuRE68XRvKePOJIhprvC1HDhGf4mLRpYUUTM/CsBmk5sZzaHsN0xbnM2PpcGLcuswkIiIiIiInhv76EBEREREZIGxJMTiy4ogdp/24BzNfwGRvZSO7yhpYOikHwwgF1zc8voFnNxZ3eR/DgOLaZoamxgFwyax81u+vOernykp0H7e++4rEtAzOveEWzGCAkdNnRbsdkajYtaGMlfdt6nS8scbLyvs2sfS6SRRMz2L2OSOYcupQkjJio9CliIiIiIgMZgq5RUREREQGiMST8kg8KQ/L6monZRmI9lQ0smF/dYeZ2fsqmwiaoe+B1bedzpCUUPg0Ij2eGLuNkRnxjM5KoCArgdFZCYzOTGBUZjxuZ9ts5c/Myuc3LxdRUuvpcl9uA8hJdjNnZP96QYVpBjm0dTMNNdUkpKSSNz60x/bqfzxGdsFoCmfPB2D4lGlR7FIkukzT4s0nirqteesfRYycmokrzokrznmCOhMREREREWmjkFtEREREZIBpnbkr0RM0LdbuqaKs3kNWYigMtn/MJeSrGn3sLGugqKyenWUNfOP0QtJa9s9+/L393Pf67k73SXA5KMiMp94TCB/76mkF3Li4EIfddtTPabcZ3L5sAtcvX48BHYLu1lHcvmzCxx5TNBStWc0rD91PQ1VF+Fh8ahqxCYlUHNiHKy6evN9MIC4pOYpdikRfcVFNuyXKu9ZQ7aW4qIa8saknqCsREREREZGOFHKLiIiIiAwAvoP1OLPjMZxHDzCld63cVMwdK7ZQXOsJH8tNdnP7sgksnZR71Puv2V3Jfz44zK6WmdlH7o+9ZEIO8wvSAZiSl8LckWmhGdnt3nKS3J1e7BAXc2x//i2dlMu9l8/oNJacYxhLX1G0ZjXP3HNnp+ON1VU0VldhdzhZfM1XFXCLAI113Qfcx1onIiIiIiLSGxRyi4iIiIj0c5Y/SPl9GwHIvnkmjtSBt09yf7FyUzHXL1/faYnvkloP1y9fz+8+P51xOUnsLGtgV3lDeJnxn1w4iWn5KQDsKm/k72v3d7j/0NTY8NLiGQkx4ePnTsnl3Cm9FzYvnZTLmRNyWLO7gp0Hyxk9NJO5ozL61Qxu0wzyykP3d1vjSkhgzPyFJ6gjkb4lGDQ5sKWKrOFJxCXFEJ/k6tH9elonIiIiIiLSGxRyi4iIiIj0U5Zp4d1Ti2dHNZbfxJbkxJ6i0CFagqbFHSu2dLmHdeuxrz+2ocv7biuuC4fcs0ek8vXTRlOYnUBBZugtNsbe5f1OBLvNYN6odEYlBMnKSsfWjwJuILQHd7slyrvSVFPNoa2byZ845QR1JRJdlmVRtree7WtL2Pl+Kc31fk66eDTTFg8jtzCF+JQYGmt8Ee+fkOoitzDlxDUsIiIiIiJyBIXcIiIiIiL9UPOmCmpW7CJY2xZCWJ4gns2VxE7KiGJnH9/x3Mf6ePMFTCobvcS7HCS5nQDsKK3nsTX7KW/wUl7v5UBVU4dlvSNxOWyMyU4MLy1ekJnAjGEp4Y8XZify7bPG9tZQBp2GmurjWifSn9WWN7NjbQk71pZSU9oUPh6b6Ay/b7MZLLp0DCvv2xTxPAsvKex3L3gREREREZGBRSG3iIiIiEg/07ypgsrlWzsdt3wmlcu3kn75+H4XdH/Sfaw/Dn/QpLLBR5zLHg6ui0rreXTNfioavC1vPsrrvdQ2+wG469OT+dycYQBU1Ht5aPXeY/68P7toChdOzztu45Du+T1Hf+EBQEJKai93IhJdPk+Av9+xhmDABMDhtDFyWiZj5+aQPz4Vm90Wri2YnsXS6ybx5hNFNNa07b2dkOpi4SWFFEzPOuH9i4iIiIiItKeQW0RERESkH7FMi5oVu7qtqVmxG/eEdIx+MsvuaPtY33v5jB4H3f6gSVWjj9iYtuB6Z1k9j605QHmDl4r6UHhd3uClpikUXN/5qcl8fm4ouC5viBxcO2wGjd5A+PbIzHiuP7WAzAQXGYkuyuo8/O9znV98cKTsJO2ZfiL4fV7eefLvvPfMv7A7HAQDgYi1iekZ5I2feAK7E+ldAX+QvRsrKd1Ty0kXFwIQ43YwcmoG3iY/Y+bmMGpaJjHuyJeFCqZnMXJqJod2VFFyoIKc/AzyxqRpBreIiIiIiPQJCrlFRERERPoR757aDkuUdyVY68W7pxZ3QcqJaeoTONo+1gZwx4otTB2aQrzb0S64buDva/dTXu8Nz7our/dS3RJc//RTk7hs7nAAyuq9/PXtPV1+fvsRwfWojAS+ckoBmYkuMhJiyExwtbzvIjnW2SHcyU2O5dal4zqM5YG39lBS6+lyPAaQkxxahl161/5NH/LS/b+nprQYgKyRoyku2hax/rQrr8Vmi96+5yLHg2VaHC6qYfvaEnatK8PnCQIwYeEQUnPiATjz6onHFFLbbAZ5Y1JxpvjJykpVwC0iIiIiIn2GQm4RERERkX7ErO8+4D7Wumhbu6ey232sLaC41sP8u1/hfy+cxOXzQsF1eb2XB97qeXB93SmjOgTWrf+mHBFc5yS7ue3scV2d9qjsNoPbl03g+uXrMVp6b9X6GW5fNqHP7DM+EDU31PP6Iw+w+bVVACSkpXPG1V9l9Ky5FK1ZzSsP3U9DVUW4PjE9g9OuvJbCuQui1bLIJ1Zb3sSWtw6zY20pDdXtlhZPczFmTg5OV9ulH4XUIiIiIiIyUCjkFhERERHpR2yJMce1rrd5/EH2VTZxsLqJg9XN7f4Nvb9kYk6PzmNAx6XCM+K57uRR4bC6LbiOITUuplNw/d2zxx/voXVp6aRc7r18Rqf9xXN6eX9xgYoD+/jnT75PU20NGAbTlpzDws9eiSsuDoDCuQsomD2XQ1s301BTTUJKKnnjJ2oGt/RLlmVhGKGfcxUHGlj/wn4AYmIdjJ6Zxdi52eQWpPSbbStERERERESOlUJuEREREZF+xDUyGVtSDGZd5Jna9mQXrpHJJ6SfRm+AQzUdw+tTxmRy0ugMADbsr+Fzf3434v29/mCPPs/ya+aGzwktwfU5Jya4PlZLJ+Vy5oQc1u6poqzeQ1ZiaIlyzeDuXam5ecQnpxCbmMSZ136DvLGdvz9sNjv5E6dEoTuRT87nCbB7Qznb15SQNyaFWeeMBGD45HQKZ2VRMCOL4ZPTcTj1wg0RERERERn4FHKLiIiIiPQjgbImLG/3wXDKslHHbfZeky/Aoepm4l0OhqTEArCjtJ5v//NDDlY3U9XYOWyPsdvCgfTQ1FiSY50MTY1teYvr8G9eSixr9lQddR/reaPSj8t4ThS7zWB+Qf/qub8xzSBb3niV8QtPwe5wYnc4uPDWHxKfkord4Yx2eyLHRTBocmBLFTvWlLDnwwoCfhOAhmovM88egWEYOJx2llwzKcqdioiIiIiInFgKuUVERERE+gl/eRPlf/kIyxvEk+Skod5HhtUWZlcYFk2Lchk6KaObs3StutHHsxsPd1hK/GB1M5UtIfY3Th/Nt5aMBSDWaWfjwdrwfZPcjg7h9awRqeGPDU2N5cPbl3T7ubWPtRyr8v17eem+31G8czv1FeXMv/hzACRlZEW5M5Hj553/7GLLW4fxNPjDx1Ky4xg7N5vC2Tnh5cpFREREREQGI4XcIiIiIiL9QKDaQ8VfNmE2+GlOjeHT1RU0AlOxk45BJRYbrSDmG/XcOywhvPdzsy/IoZomDhwRXh+sbuacSTlcd0oBAA3eAD94enOXnzvJ7SBotsXPuclu7r9iJkNT48hrmakdSU9CGO1jLT0V8Pl4999P8N4zT2IGg8TExhGfmhbttkSOi7qKZhLT3eGfm021XjwNfmITnRTOzmbs3BwyhyUq3BYREREREUEht4iIiIhInxes81Hxl48I1nqxZ8bydU8t9S0f20DnpcvvWLGFMyfkcLimmUU/fzXieUdlxIffz0l2c+aE7COWFA+9f2SI7bDbWDIx57iMrZX2sZajObDlI166//dUFx8CYPTs+Zz+petITDv2lQtEepNpWhQX1dBY5yU+yUVuYQq2CD/Lmht87Hy/jB1rSyjZXcdnvjuLrOFJAEw9YxijZ2aTPz4Vm912IocgIiIiIiLS5ynkFhERERHpw4KNfsof+IhApQd7qov9i/PY/vfSbu9TXOth7Z4qZo1IxWZAXIyjy/C6MDshfB+n3cafvzCrt4fTLe1jLZGsf34Frz50HwDxqWmc8cWvUDh3QZS7Euls14Yy3nyiiMYab/hYfIqLRZcWUjA9tJx+wBdkz8YKdqwtZf+mSsyWlTIMA0r31IVD7oyhCWQMTej8SUREREREREQht4iIiIhIX9b4fgmB0iZsiTFkXjOZN3aX9+h+ZfUenHYbG364hCS3Q8vbSr82cvpM3vy7iwmLTmPR56/CHa/gT/qeXRvKWHnfpk7HG2u8rLxvE0uvm0RKdhz/+vk6/J62VTgyhyUyZk42hbOziU92nciWRURERERE+i2F3CIiIiIifYhpWuwoq+fdXZW8s7uSNbur+EpyHFd/aRKO9FiG1cQf/SRAVqIboNv9skX6qvqqCvZsWMeUM84CIDVnCFf/5s8kaP9t6aNM0+LNJ4q6rXnrH0Vc9uN5OGPsuOIcjJ2Tw5g5OaQN6dnPdREREREREWmjkFtEREREpA94ct1BXt5aypo9VdQ3+rCAQMvH/mg18sX0UGg9Z2QaOcluSms9WF2cxyC0v/ackQoDpf+xTJMPV63kzccexOfxkD50GHljxwMo4JY+rbiopsMS5V1pqPZSuruOi26ZSWKaGyPCPt0iIiIiIiJydAq5RUREREROIMuy2FnWwLp91Vw6Oz+8jPjLW0t5flMJduCnRhwZsU52npTNnMIMJucl47TbgNC+1T9aNoHrl6/HgA5Bd2tccvuyCdgVnkg/U3lwPy/e/3sOb98CQG7hWC1LLv1GY133AXf7uryxqb3cjYiIiIiIyMCnkFtEREREpBdZlsWu8gbe2V3Fu7sqeXd3JZWNPgDmjkpnZEZomdqLZgxl0pAkluxtJnZHLXhhUWE2rmFJnc65dFIu914+gztWbKG41hM+npPs5vZlE1g6KffEDE7kOAj4/az9zz9Y89Q/MYMBnO5YFn3uC0xdcg42mz3a7Yn0SHxSz/bS7mmdiIiIiIiIdE8ht4iIiIhIL/n3+oPc+d9tVDR0nOHndtqYOTyVRm8gfOyM8VnM3F5H445asEH658d3GXC3WjoplzMn5LB2TxVl9R6yEkNLlGsGt/QnlmXx5P9+n0PbQrO3R82cwxlfup6kjMwodyZybGKTYo5ak5DqIrcwpfebERERERERGQQUcouIiIiIfAKWZbGnopF3d1fxzu5Krpw/nFkjQnsHJ7mdVDR4cTlCofa8UenML0hnytBkXA57h3PUPr+XxjUlYEDaJWOJnZh+1M9ttxnMLzh6nUhfZRgGk08/i+riw5z+xa8wZt5J4SX8RfqTtNx4hk9JZ9/Gyog1Cy8pxKYXIomIiIiIiBwXCrlFRERERI6BZVnsq2zi3d2VvLM7tPx4abu9WEekx4VD7nkF6Tx+7Tym5afgdkZedrn+lQM0vHEQgJRPjSZuWlbvDkIkiorWrsbhjGHk9FkATDj5dEbPnocrLj7KnYn0nGVZbF9TwpDRKSRlxAJw7vVT2P1BOW8+UURjTdt/FxJSXSy8pJCC6frZLiIiIiIicrwo5BYRERGRQSVoWse0xLdlWXgDZjik3l5az9Jfv9mhJsZuY9qwFOaPSufMCdnh4wkuB/NGdT/TOljnpb4l4E4+dxQJc7SftgxMDVWVvPLgfRStXU1CahpX3XMvrrh4DMNQwC39irc5wOuPbqPo/TJyRiXxqW/NwGa3YRgGBdOzGDk1k+KiGhrrvMQnhZYo1wxuERERERGR40sht4iIiIgMGis3FXPHii0U13rCx3KT3dy+bAJLJ4XCZcuyOFjdHJqlvSs0U3veqHTuuXQaAGOyEslMdDEyPZ55o9KYV5DOjGGp3c7U7o49yUXmNZPx7qklcVHeJx6jSF9jmSYbX36BNx97CG9TIza7nQmnnIHNoT9Hpf8p2V3Liw9spr7Sg2EzGD45A45YYt9mM8gbmxqlDkVERERERAYHXVUQERERkUFh5aZirl++HuuI4yW1Hq5fvp4vzB9OgzfIu7srOVTT3KHm/X3V4fdtNoN3bjsdh932ifoxfUFsMaFgPCY/kZj8xE90PpG+qPLQAV66//cc2rYZgJyCQpZcdwOZw0dGuTORY2OaFutX7mPts3uwTIukDDdnfmkiOaOSo92aiIiIiIjIoKSQW0REREQGvKBpcceKLZ0CbgALMIBH1+wnYIYqHDaDqfmh5cfnjUpnxvCUDvf5pAF385ZKqv9dRMZVE4kZqnBbBqbaslIeufUGgn4/TpebhZ+9gmlLz8Nm+3irHohES3O9jxf+vIlDO2oAKJydzSmfH4srVpdUREREREREokV/kYmIiIjIgLVqSynv76vmgwPVHZYoP5IFBEyLC6YO4eJZQ5k5PJW4mN75VdlTVE3lo1shaNH4XolCbhmwkrOyKZyzAG9jA4uv+RpJmVnRbknkY4lxO/A0BXC67Jz8uTGMnZuDYWiPbRERERERkWhSyC0iIiIi/UrQtCit83CgqokD1c0t/zZxsKqZQzXNvPrtU4lxhGZa/3dTMf9ef6jH5z59fBaLCjN7q3W8++qofHgLBC3cE9NJOX90r30ukRPN19zE6n8+xszzLiQxLQOAs77yTexOpwJB6Xf8viB2u4HNbsPutLH0y5PAgJSsuGi3JiIiIiIiIijkFhEREZEeCJoWa3ZXsvNgFaMb7MwdlYHd1juhlWVZVDX6OgTY1ywcFQ6ub3lyI/9afzDi/Q/XNDMiIx6AU8ZkkuR2EjBNlr+7/6ifOyvRfXwG0QXfoQYqHtyE5TdxjUkl/XPjMOwK/mRg2LVuDaseuJeGygpqy0q44Nv/A4AjJibKnYkcu4qD9bz4l82MnpXNnPNC+8enZCvcFhERERER6UsUcouIiIhIt1ZuKuaOFVvaLfe9h9xkN7cvm8DSSbkf65wN3gBxTju2lqD8qQ0HeW5jMQeqmjlQ3USTL9ih/tzJuQxPDwXXeamxOGwGQ1JiyU+LJT81jvy0OIamxpKfFkdOcltQfcG0PC6YlkfQtHh5axkltZ4u9+U2gJxkN3NGpn2s8RyNv7SRir9+hOUJEjMiifTLx2M4Ptm+3iJ9QWNNNa88dD873nkTgOTsHKYuOTfKXYl8PJZl8dFrB1n9r10EAyZb3z7MtMX5xLh16URERERERKSv0V9qIiIiIhLRyk3FXL98fadguKTWw/XL13Pv5TMiBt2ldR62l9RzoLopHF4frGpif1UT1U1+3vjOaQxLD82M213eyKqtZR3un53kCgfYBm0znq8/pYBvnlF4TDPJ7TaD25dN4Prl6zGgw3haz3L7sgm9Nju97pUDmI0BnEMTyLhqIrYYe698HpHeYJpBDmzZRPG+vXiHjyB/wiQMw8amV1/i9eUP4G1sxLDZmHnuhSz4zOdxunpvRQSR3tJc7+OVh7ey96NKAIZPTueML4xXwC0iIiIiItJH6a81EREREelS0LS4Y8WWLmc+tx77/lObqPMEOFQdCrFvOWtceCb18nf38btXdkY8/8GapnDIvXh8NllJbvJbZmPnpcTidnYdBMd+zIB46aRc7r18xhGz0kMzuD/JrPSeSL2oEHu8k8QzhmFTYCL9SNGa1bzy0P00VFWEjyWkZTBi2gw2vfIiAFkjC1hy3Q1kjyyIVpsin8iBrVWsemgLTbU+7A4bCy4qYPKpQ7WXvIiIiIiISB+mK2wiIiIi0qW1e6o6hMFdqWz0ccuTG8O3L54xNBxyF2QmUJiVQH5aHMPaLScemp0dS6LbGb7f1PwUpuan9Mo42ls6KZczJ+Swdk8VZfUeshJDS5T3xgxu0xcMz9i2xdhJOV8BoPQvRWtW88w9d3Y63lBVwaZXXiQhPYOZZ5/PjHMuwGbX6gTSPzU3+PjvvRsJ+ExSc+JYcs0kMoYmRLstEREREREROQqF3CIiIiLSiWlarNlT2aPaMdkJzBiWGpqBnRobPn7h9DwunJ7XWy1+bHabwfyC9F79HGZzgPL7N+Iel0bSkuGaDSj9jmkGeeWh+49aN+PcC7DZFHBL/xWbEMNJFxdSfqCehZ8pxKntJERERERERPoFhdwiIiIiAoSC7Q0HqnluYwnPbyo+6izuVnecP6nXQ+P+xPQGqXhwE/7iRoL1PhIWDMGeGBPttkSOyaGtmzssUd6VhsoKDm3dTP7EKSeoK5FPzrIstq8pITkzjtyCZAAmndz3XpAlIiIiIiIi3VPILSIiIjLI1TT5+O3LOzsF2/ExdoKWhcdvdnk/g9B+1nNGpp2gTvs+y29S+fBmfPvrMWIdZF4zWQG39EsNNdXHtU56hxUM0vT+OgLl5TgyM4mbNROjny4dfyLG4msO8Npj2yl6r5TENDeX/mAOrtjjf1lkwD0u772Hb9cumgoKiJ89u9+OBQbgY6OxiIiIiMggppBbREQGpYF0IUVj6bv66nhM06K03kNucmhpcbfTzj/eP0CDN0CCy8Hi8VmcMzmXk8dk8tr2Mq5fvh6bZTKhYjdp3nqqXIlsyRiFadi4fdmEXtnPujf11uNiBUwqH92Kd1ctRoydzC9NwpkTfxw67uZz9tHvsY9rII2nP48l4Peze92aHtUmpKT2cjfHV39+XI5U9+KLlN55F4GSkvAxR04O2d/7LklLlkSxs2N3IsZSsruWl/66mboKD4bNYMLCXJyu4//YD+THpZH+OxYY2I8NaCwiIiIiMvgYlmVZ0W5ioKirqyM5OZna2lqSkpKi3U6vMk2TsrIysrKysNls0W5HRE4QKxik8b33qNq1i7R+PJNjIF1I0Vj6rr42HtO0WL+/mmc3FrNyUwlxMXZe/tYp4b2iH3l3HzlJbhYVZuB2dnxev/6XJ3D88dekNdWEj1XFpRD46o2ccs2lJ3IYn1hvPS6WaVH1+DaaN1aAw0bmlybiGpVyHDqOrK99j31SA2k8/X0sK379M3a88+ZR6xLTM7jm9w/0mz25+/vj0l7diy9y6Js3wpF/zrf8TM/7za/7zZh6eyymabH+hX2sXbEHy7RITHez5OqJ5IxK/gRdd02PS981kMajsfR/g+n6oYiIiEhvUsh9HA2mX1IVcosMPgPlwvBAupCisfRdfWU8pmmxbn81z7UE2yV1bUuRJ7ocvHjzyeHZ3JH0lbEcD705Fs/Oair+sgnsBhlfmIB7bO8u4T6QHhcYWOMZCGMp3b2T//zf/zJqyDA2blwXOmi0W7GhZWyLF5/L1Gu/GoUOj11ffVwsy4JAACsYxAoEQu8HAhhOJ/bkUAhrmSbeop0QDH3M9Pk5dMMNBKuqIp7XnpJCzo/vCI2vdcwWONLTiJs1K1xX9+KLWH5/+ONtXx8Le0oqCYsWttWuXInZ7AnVtKvDsrAlJ5N05plttf/9L8G6+g41reO1JyaSvGxZ6HYwyI4FJ2HW1kYciyMnh9Evr8Kw26l7/nkC5eVd1hlOJ6mf+1xbDy+9RPPBEt7Ymk5ZnRuAYRlNzB5VTYzTIO2Ky8O19a++iv/AgYg9pF52WfiFnQ1vvolvz55ONZZpUvGHP2LW13f6WCtbUiIZX/0qRsvf0CkXXYQtPrTiR+PatXi3bYt43+QLLgh/TzSt34Bn00cRa5POPRdHejoAzR99RPOGDRFrE89aijM7CwDPli00vf/+0cdiGNjT00m/5urwWI6UcMopxAwfDoB3924a33orYg/xCxfiGjUKAN/+/TS89lrE2ri583CPHQOA//Bh6letilw7axbuCROwgkGKTj2NYITvHQB7ejqFb7yOYbcTqKykdsWKiLWxkycTN3MmAMHaWmr+/VTEWvf48cTPmwuA2dhI9eNPRKx1jRkTfs6ZXi/Vy5d3qrFMk8r77sdsaIh4HltiImntHpuY4cM7/Hyr/MtfsIItW9Ec8TPRmZdH8rLz2mof+CuWz9tSekRtdg4pF326rfbBhzAbG7vsyZGRTupnPxu+XfXwIwSqqqh+5JGI98EwcGRnh5//A8lgun4oIiIi0psUch9Hg+mXVIXcIoNLX70wfKysYJCdZyzuENR30I8upGgsfY8VDIbe/H52n30OgbKyrgsNA0dWFiP//a+I47ElJGA4QrvKmB4PZnNzxM9rT0jAcDq7rP3FC9t5bO3+ttq4eE6fnMc5k3M5aXgizpaLll32EB+PYbd3/9gAjqwsRq18HntcXKgHn6/7C69xcdjcobDB8vkIdhcGxMVhiw2F8JbfT7CbEMQWGxsOCiy/n2BNTYePW8Egez9zScRwpHUsw594vMPjYouNxZ6YGD5HoLIy4v09O5qwJycQNzkDyzQJlFdE7tcVgz0lJXReyyJQFrkvI8aJI7VtSWjf4WL2Xnpp5Iv17Z4zgcrKzj+7W8scjnAIAhAoL8cyI+y/brfjyMhoq62owAoGu6612XBkZrbVVlaGwrtIvaanH/X7zJ6ZyfBHHsY1YkT4mP/QIYKNjS3BnAmWFeq/JaiLnTwpXOvdtYtgdXVLTUvgFr6PRfyC+eEwwLNlC/6S0i7OGbqdeMYZGDGhfdabP/gA3759oXOaJpYZpOwX/4dZVxdxLLakJDJv/GanYCjp7LPDAVbzxo14tmyJeI7EJUtwpKWF+23euDFibcLpp+PMagmwtu+gecP6TjXlVRVU1VYz88qrcQ4ZAkDjli0cvOqLHDaCbBmSgSembacrt8/PhMOVDI1NZPTLq/AfPEjj6tURe4ibOw/XqJEA+A4eovHNNyLXzpqFq7AQAH9JCQ2vvhqxNnb6dNzjxgGh78n6l17qss4yTSr+eC/Bbp6/toQEUi+/HCyLuFmzwkFToLycst/8BgItP+MD/tD7gQBWMEDi6WeQ+tlLwz0c+Mr1oe/3YADL3xJeBwPgD5B03nlk33oLEArGdiw4CSI8j5KWLSPvFz8HQj9Xt0+ZGrH3YxG/YD7D/vrX8O3ts+dEDDJjp01jxON/D98uWnRyxJ+hrnHjGPWftqBv51ln4d+3v8ta5/BhjH7hBQAa16xl/5VXHrXvYX/7G/Fz57D3c5+PGNjaEhIY+/574dv7v3Q1DatX89Gka6lOHceYon+QU/IuBoDDwfh2IfGBr3+dhlUvR/z84zZ+GH7eH/r2d6h79tmj9twTo19/DWd2NgCld91F1d8ejlg76vn/4hoZeh6V/erXVN53X8Takf/+F+4JEwCo+NN9lP/61xFrhz/2KHEzZgBQ9fDDlN5517EOo0t5v/tt+IUPtSue5fB3vhOxdsgvfh5+4UP9yy9z8Gtfj1ibc8cdpF56CQANb7/NgauviVibddutpF911TF/n3m2bmXPpz4dsS792mvJuvkmAHx797Jr6dkRa1O/cAU53/seAP7SMnaeckrE2pTPXEzuT34CQLCujh1z5h61555IOOMM8v/w+/DtrZOnQOuLW47wiX5GnHxKxN9/j/wZseuspfj27etR/62Py0AymK4fioiIiPQm7cktIiLdsoLB0MWurkKSlmPF3/0ezZs2YdhsJJ5+OrFTpgChmRg1T/6rU32rhFNODs8m8h8+TPVjj7UrPaL2pJOIX7AgVFtWRtWDD0U8b9y8uSSeeioAgepqKv/0p9D9Skq6DVGwLAIlJRz85o3hC47tzx87bSrJ558PhGZXlN59d+fP3/Kue9JEUj/zmdAh06Tk9h/RqaiFa8zYDrOJim//Uegievuyls8RM2okGV/+cmg/0R6Mpen9deGLQqV33dUp+GvlyM4JX6wDKPu//4t4Iduemkb2bbeGb5f/9rf4Dx3qstYWn0DOD38Qvl1x7714j5j9FKio6NFY9n3hC9hTUqElhMu/948demh6730sy4TWsKnd+yP+/lj44nTpL35BwyuvttSEPt7+/VErnsHecrGp9K67QrNzItSOfnkVzpyc0Nfs5z/v9uJ0h/GUllJ00sKIJSOefJLYSROB0EyX8nvuiVg7fPkjuGfM5P191RT96QFmPN12YfLClrdWOX/6E6mnTgOg5skn2fs/PyCSvN/8BntKSvePDRAoK6PyT38i6+abAWh8620OfjXyzM6cH90ensnTtG4d+7/4pYi1WbfcQvqXvgiAZ/Nm9n72cxFrM274Bpktn9e7ew97Lrig274jjWXXaad3OJZ62WXk/OB/AAhWVbHz5CMuTtucYIYuFCdf9GmG/PSnAJhNzd1eyE4652zyWh9X0+y2NuHUU8n/073h27uWLIFIoTF0eP4fuuGGiC8OcE+dwsgn2maU7fnMJREfb1dhIaNWPBO+ve+KL3Q5kxHAmZ/P6JdeDN8+8OVrIwa29owM8n75y6N+nwXLy9lz4acY90FbuFX8w9tpfPvtru9gszF+y+bwzbJf/arbAGtsuwCr8sGHqOtmBt+Yd9/B3lJb869/U/PPf3bb+5HMujpKf/yTTsfj5swJh9z1r75K5b1/ingO96TJ4ZC74a23u/8ZMXp0OORuWruW0pbvUYCgYVCUncrurBQMC3LHTWD4py4KnffZ5zDr6sgBsmsbqYp343U6cPkDpDV6MIBAbWPov0cV5ZTc8eOIPQz52d3hkNu7Y3u3tTk/uj0ccvv27Om2NuvWW8Mht//gwW5rj8ZsaAj/voBpts2mbGqitv3vMkeIGTY8/L5lmng2bYpY2+G5aHdEDLhbe2hlOBzY09MxHA4Mux3T5yVYETmwb+UcPjz0fWIY4Rcmtn5tW8XNmBF6cVRrTcuEfcMwiCkY3bF23rzQ7xGtk/oNA6PlhjM/v0Nt/IIFBAoLw1tiQFsPHV4E080Lj9prrYtfsCD8QowjGW5XqNYXxDQt4ubOxZ6ayhyrDJ9VQ8LMdODcULG944tM4mbOwuZyR26g3YtSYqdP6/L3Yv+hQzR/8MFRxxI7bRrOvLzQaV2u8HH3hAkknXtu5BZaXsgF4B47pvvapLal2F2jC7qttae0vYgqZuRIks4992ON5Uitvx8BOPOGdNtD+8fUkZXdbW3MsLbvNUdGZre1rS8KONbvM3tSEkktoXtX3OPHhd+3xceTdH7k2tiJE9tq3S6SLzg/cu3UthezGE4nyRde2KnGd/Agze+/H/Ec4XPNnk1My/PSPX58h4+lfOpTWGbbzx+j3UodMaMKOtQmf+pCLE/XL4p05g/tWHvB+R1fvNjuvB3+tiL0Qp7m9eu7fYFUq54+fiIiIiIy+CjkFhGRbh01TCW09F7V/X8GQhe0WkNu/+HDVN5/f8T72VNTwyF3oKyMyr88ELHWFhcXDrmD1TVUPfhgxFrD6QiH3GZDQ8+Cx3YaIix7aHo84ZDb8geo+fvjEc+RVH92OOQGug1BEk49tUPIXfvUU1g+X5e1cXPnkvHlLx/zxTqAuhdfIlBc3GWdq7CwQ8hd/8qr+Hbv7rLWOXRoh5C74bXXIwdY6ekdQu6Gt9+m+f11Per9SM3r2s0+bL9sLuAt2knTe+8RiWWa4WvygfLyiOEc0GF2qunxdrvsaPsQAiM6K5v89a09PPxCDWX1Xs7fXcWMbmqd9mPrsaffZ93Nxj6ujnjcu3XkSjMdltc9yudo/3mO/JztZnnHFCzBMXQ2ze/8FstX33nJ1u5WHjjy+8XRza/lR56nh6voBMrLQ+eNcG7jiH2UDbs9ch9HHDcckWs7rVDQXQ92e4+/z1pXLGhlT07CnpYW+noYYBi20ONls3V6LJxZ2cSMGBH+eIf69ss5AzH5+binTAld9A/XG223243PVTia+IULwRb6WKCsHO/WrUcdi3vSJJy5uR2O2VpWQwBwFYwmsd3Sz0eyJyW29TtiePe1LSsGQCgcaq2t9HtYW1dOXTD0Io18dwLJ+cPCtYaz7TEzgPTGtu0O2guUl+PMzem2B0e7sToyM7utdea1hSb2tDQSu1kppnUpZABbcnLEWn9xMZ6PIi/t3Cp+wXxiRo8mdvr0th5SU8m88Ztgt2M4nBh2e+hr03LbVTCqrTYlhfz7/gR2RyiQdtjb7uewY2+3IoMtLpbRb7weDq6NlueJ4XCEvofb/ewxbDbGvN221HNPZ6Xm/vjHR539mH9f5BdTHKl1ZnlP5N5+e4/q2gfePanL/EbkGb4AlYcaePGBzaTnJXDmtV/u8HXsTvoXr+pRHUDaZZfBZZd1Ot7TxyXzppu6fFySL7iA5B6+QCvpnHNIOuecHtUmLl5M4uLFPapNWLSIhEWLPvFYjhQ3Y0Z4tvjRxE6eRN4v/69Hte6xY3pUe6zfZ868vB5/vzsyM8n7ec9q7cnJDPnZz3pUa4uNZcjdnWfV9/ix+frXIz42uT++o0c9AOFZ6D2R9a1v9bg28+tfo3HN2h6F3D19/ERERERk8NFy5cfRYFpuSMuViwweVY88QulP7zxqXfzChaHZH0vPCu9R59u7l+q///2IyraLjQmnnRbeo85/6BBVyx89orStNv6kBSScdBIQuqBe9be/RayNmz2bhJNPBiBYU0PlX0OBuP/w4R4tL5l0/jKceXlHXBg1cE8YH75IaPp8VLYE+10MDdfoQpLOCl1styyrbXbYEb2CQczwYSSd3bbMYeUDD7Ttk9chazNw5OaSfO65x7zsIkD1409E3PPOnppKyqc/Fb5d869/EazterldW2JChwC/9umnCVR2vS+oLdbdYX/M2ueeI1DacRlD3/791Dwe+QUDrVKvvBJXwahQeGXYOuwB2LR+PYHS0lBwaDNCIVvr+zYb8SedFA7evLt2hfYxbTmPYWsJrVred40ZE14qPFBeTrChIfQ5W+vttnDo5UhPD5/X9HiwAgGa163jwHVfOep48h/8K/FzIlwYbhdwhJZKbvt1rd7j554Xt/P8plLKG7yYLbPjEt0OlozL4uIZecwrSD/6eY8W+hoGTWvf69H3Wf7fHiJh7ty28x5FT0OH4+njPGe60/DOYWqe3gVAyqdGkzA39yj3OH6O91iibSCNpz+MJeDz8c6Tj/HeM//GskziklNY/OWvUTh7foe6/jCWnhpIY4F223yUlnb9c7yfbPMBx28slmWx6fVDvP3kToIBk9ikGC79/mzik10R73O86XHpuwbSeDSWgWEwXT8UERER6U0KuY+jwfRLqkJukYHP8vmofOhvlP/udxH3bGuvP1wYHkgXUjSWvut4jydoWhyqbmZYelz49tw7V1HR4AsF2xNyOHdKDieNzsDlOL5fn4H02BzPsTSuK6X6nzsASDw9n+QlI3qh48gG0uMCA2s8fX0sphnkse9/i9LdOwEYd9IpnP7F64hN7Py3S18fy7EYSGNpVffiixz65o2hG+3H1PIiorzf/JqkbmbB9yWfdCzNDT5eeXgbezdWADBsYjpnXDmeuKSY3mo5Ij0ufddAGo/G0v8NpuuHIiIiIr1J6aSIiHTSuHYtuz/96dAen35/pyViOzAMHDk5xM2aeeIa/JgMu53s73235cYRM0lbbmd/77v94gK3xtJ3HY/xBE2Ld3ZV8oP/bGLeXS/zmftWY5qhC392m8H3zhnPg1fNZt3/nMkvL5nK6eOyj3vAfbzG0lccr7E0fVRB9ZOhgDthwRCSzhzebX1vGEiPCwys8fT1sdhsdsYvPJW45BTO//b3OfeG73QZcEPfH8uxGEhjaZW0ZAl5v/k1jiP2uXVkZ/e7UOiTjOXg9mqe+Mla9m6swOYwWPiZQs77+pSoBNygx6UvG0jj0VhEREREREI0k/s4GkyvxNRMbpGBKVBZSdnPf0Ht008Dob0ws275DrbYOA7deGOoaAC8wr7uxRcpvfOuDnuNO3JyyP7ed/vVOEBj6cvqXnyR0p/eGZo52KK78QRNi7V7qvjvR8U8v6mEigZv+GNJbgfPfH0hIzLiT0jvRxpIj80nGUvz9ioqH94CQYu4WdmkfrowtNx9lAykxwUG1nj60liKd24HIHf0WCA0m9vb1ERsQmJ3dwvrS2P5pAbSWFpZwSBN768jUF6OIzOTuFkz+1VY396xjiXgD7L8B+/SWOMlJTuOJddMJDO/Z9/XvW2gPS6N771H1a5dpBUUED97dr8dCwy8x0Zj6Z8G0/VDERERkd6kkPs4Gky/pCrkFhl4gjU17Fp6NsGaGjAMUi65hKybbsSekgIMvAvDA+lCisbSN63cVMyPn95E+u4tpHnrqXIlUjlqAj+8YBJLJ3Xev/nnK7fxx9d2hW8nxzpZMiGbc6bkclJBBjGO6P73diBd5P4432dW0KL01+sIlDcTOyWDtM+Oi2rA3dbXwHnOwMAaT7TH0n7v7ZScHK742W9xutwf61yD/fkvfdeBbVXsfL+MhZ8pxOnS49hb9Pe/yPE1mK4fioiIiPQmhdzH0WD6JVV/5IoMTMU/+AHNmzaT+6PbiZ06tdPHB9JFbpHetHJTMdcvX8+Rv2S1RqLfXFxIRYOXC6blMXtEGgDr9lXxpYfeZ8mEbM6dksuCPhBsH2mw//c/UOOh/vWDpJw3CsM++MYv/Ufxzu28cO9vqDy4Hwjtvb34mq/iivv4q0EM9ue/9A3b15RgsxsUzso+erEcN3r+ixxfg+n6oYiIiEhvckS7ARERiY5gQwMVv/8DqZ//HDHDhgGQfdttGC4XhqPr/zwYdjtxc+bQMGIEcVlZGLrIJdJJ0LS4Y8WWTgE3ED7261VFLbWEQ+7p+am89/3FfS7YHuwsv4nhDD0mjhQ3qReMjnJHIpG1n71tWSZxySks/vLXKJw9P9qtiXwivuYArz++nR1rSnG67GSPTCIpPTbabYmIiIiIiEgUKeQWERlkLMuifuVKSu+6m0BZGd7duxh2//0A2OKjs9+vyECydk8VxbWeo9adOiaD86cOCd+22Qxi+sDy19LGX95ExV82kXzeKOImZ0S7HZFuNdXV8o87vtth9vbpX7yO2ETNEJP+wTQtiotqaKzzEp/kIrcwBZvNoHRPHS8+sIm6Cg+GAdPOHEZCiiva7YqIiIiIiEiUKeQWERlEfPv2UfKT/6XxrbcAcA4bRtoXroxyVyIDh2VZbC+t61Htp2YMZX5Bei93JB9XoNpDxV82Eaz1Uv/6AWInpveJPbhFIolNTCIpI5Pm+jrN3pZ+Z9eGMt58oojGGm/4WHyKi7wxKex8vwzTtEhIc7HkSxPJHZ0SvUZFRERERESkz1DILSIyCJheL5V/+QuV992P5fNhOJ2kX3st6dd+GZtLM2FEPqntJfWs+PAwKzYepqLee/Q7AFmJ7l7uSj6uYJ2P8r98RLDWiyMzloyrJirglj6pZOcOUnKH4I5PwDAMzrr+Rmx2u2ZvS7+ya0MZK+/b1Ol4Y42XHWtLARg9M4tTLxuLK855otsTERERERGRPkoht4jIIFDz+ONU/O73AMQvmE/2D36Aa+TIKHcl0r/trWjk2Y2HeebDw+wobQgfdztspCfEUNXg63JfbgPISXYzZ2TaCetVei7Y6Kf8gY8IVnqwp7nJvGYy9oSYaLcl0kH7vbcnnHI6S6+/EYD4lNToNiZyjEzT4s0nirqtccU5WPylCdjtthPUlYiIiIiIiPQHCrlFRAYoy7IwjNDMw5TPfY76VS+T8tlLSTrnnPBxEfl4Hn5nLz98enP4dozdxiljM1k2dQiLx2fxxo5yrl++HgM6BN2tz7zbl03ArpnBfY7pCVDx100ESpuwJcWQefUk7Mla7UL6luKd23nh3t+E994O+v2YwSA2uz3KnYkcu+Kimg5LlHfF2xSgZGcteWP1Ig4RERERERFpo5BbRGSAsYJBqv/+OPUrVzLsoQcxHA5sMTEMf+ThaLcm0i9VNnj576YSxuUkMntEaPb1vFHp2G0GCwrSWTZ1CGdNzCE5tm0J1aWTcrn38hncsWILxbWe8PGcZDe3L5vA0km5J3wccnSNa4rxH2rAFu8g85rJONJjo92SSFj72duWZRKXnKK9t6VfqiltovxAPeX76tm3ubJH92ms69lWICIiIiIiIjJ4KOQWERlAmj/6iJIf3YFnc2iGae2zz5Jy4YXRbUqkH6rz+HlhUwkrNhbz9s4KgqbFeVNywyH3mOxE3vv+YtLiIy9jvXRSLmdOyGHtnirK6j1kJYaWKNcM7uizTAvvnlrMeh+2xBhcI5MxbAYJi4YSbAoQNyUTZ1ZctNsUCas8dIAV99wVnr097qRTOP2L12nvbenTTNOipqSJxhov+RPatuh45rcfUF/p6eaencUnaVUNERERERER6Ught4jIABCsq6P817+m+u+Pg2VhS0wk6+abSF62LNqtifQblmXx3EfFPPPBYV7bXo4vaIY/NjkvudMe2t0F3K3sNoP5BenHvVf5+Jo3VVCzYhfBWl/4mC0phtTzC4idlEHK2SOj2J1I12ITk2iur9PsbemzgkGT6uImyvfXh98qDtYT8Jm44hxc/ctF4e1ycguSiU2MIWtYIhlDE1izYjfN9f6I505IdZFbmHKCRiIiIiIiIiL9hUJuEZF+zLIs6p59ltKf/ZxgRQUASecvI/uWW3BkZES5O5G+zzQtbC0zqw3D4A+v7mJrcR0Ao7MSOH/qEM6bksuozIRotinHSfOmCiqXb+103KzzUbl8K+mXjyd2kn52St9Qdfggqbl5GIZBXFIyF37nB6Tk5Gr2tkRdMGBSU9pEel7bfxv/+8eN7N9c1anWEWMjNSceX3MAV1xoW48zvzSxQ4070cnK+zZF/HwLLykM/7daREREREREpJVCbhGR/syyqH78CYIVFcSMGkXOD39I/Ly50e5KpE8Lmhbv7KpkxYeHeW1HGS9/61QSXKFfia5aMJx9lU0smzqEcTmJ4Vln0v9ZpkXNil3d1tSs2I17QjqGwhSJooDPx+onH+P9Z/7N2d/4FuNPOgWA3MKxUe5MBqOAP0jlwcaWPbTrKD/QQOWhBsygxdX/twh3Qii4Ts9LoHhXLZn5iWQOa3tLyY47akBdMD2LpddN4s0nimisadt7OyHVxcJLCimYntWrYxTpr4JmkPVl6ylvKiczLpMZWTOw2+zRbutjGUhjEREREZETRyG3iEg/Y3o8YJrY4uIwbDZybv8hDa+8SvqXvogRc/Tlk0UGI9O02HCgmmc+OMxzH5VQ0dB2Ef2VbWWcP3UIAJfOHhatFqWXeffUdliivCvBWi/ePbW4C1JOTFMiRyjeuZ2Vf/w1VYcOAHB4+9ZwyC3S2/zeIHaHgc1uA+C95/bw3nN7sUyrU60rzkFdZXM45J593kjmX1jwsV8kVDA9i5FTMykuqqGxzkt8UmiJcs3g7gPMIOx9G/ehHdA0BkacBP04fAwGfKz/6BHK6/aTmTSMGZOvwO7of39Drdq3irvX3k1pU2n4WHZcNrfNuY3FwxdHsbNjN5DGIiIiIiInlkJuEZF+pOH11yn5yf+SuHgx2bfdCoB7zBjcY8ZEuTORvuvd3ZV86x8fcqimOXwsNc7J2ZNzWTZlSKe9tmVgMuu7D7iPtU7keGo/e9uyTO29LT1mmtbHCoZ9ngAVB+op399A+f56yvbXU1PSyEW3zCJ7ZGhJ/LikGCzTwp3gDO2fPSyRrJYZ2onp7g6rnThjPnnoabMZ5I1N/cTnkeNoyzMEV97Kel8l5XY7mcEgM2LSsS/9GUw4P9rdHbNVb93F3TsepdTe9r2bveFX3DbmMhYv/G4UOzs2q/at4ubXbsKyLGj3PCxrLOHm127inlN/1W/C4YE0FhERERE58RRyi4j0A/7iYkrvvIv6l14CoH7VKjJv/CY2tzvKnYn0PTvLGvAGgkwckgxAfloch2qaiY+xc9bEHJZNG8LC0Rk4W2aqycBl+U1wGBiGgS2xZ7O0eloncryU7t7Jf3//y/Ds7XEnncLpX7xOe2/LUe3aUNZpie/4FBeLLu24xLdlWeFAeu/GCt7+105qypqg8wRtKg83hEPughlZDJuYTkKqS9t3HCszCPtWQ0MpJGTD8AX9b/bzlmdY9ex13J2eQqkjO3w4OxDgtmevYzH0q6B71Vt3cfPOR7GO+PWvzAY373yUe6BfBN1BM8jdb9/eKRQGsAwDw7L42eofcVr+aX1+ue+BNBYRERERiQ6F3CIifZjl91P1yHLKf/97rKYmsNtJu/JKMr/2VQXcIu0cqGri2Y3FPPPhYbYW13Ha2Ewe/OIcAPJSYnn0mrnMHJ6K26kLZAOdZVn4DtTTtK6Upg/Lybx6MjH5ibhGJmNLcGI2+CPe157swjUy+QR2KwLepkaqDh3Q7G05Jrs2lLHyvk2djjfWeFl53ybGzMkmGDAp31/PvAsKKJwdCikdLjs1pU1AaM/r9vtnZw5LJD7ZFT6XO96JO955YgY0kGx5BlbeCnWH244lDYH+MPvZsiDoA08dq1bdws1Z6Z1eC1Fmt3NzVjr3vPQtFttdHcN7pxtGLGy7vX8NeOu7/lx2J4xqtx3DwfehueaIdiwClknQsHCPWRo+fnjnizQ3luG3gvjNQOjflvcdhp15s78arn3pgz9TWrOPP+z5D5ZB5DB1x6OUOewcrNuP1fo/C8yW952GnVtP/xW0LG2+fO0v2VG5NVxnYWIBphWq/9mSP4EzFoC/rfk/Piz/AMtqPXOojpZbv1z8R1xx6aHatb/k7cOrW84W+hqYLfexsLhq8jWU+us6jaP9eEp8tXz6n0v48+J7yUoPrfj12Po/8Nye57t+LIC7F/6U/OypAPzrw7/w753/iVh7x7wfMDpvLgDPbn6Uv2/7e8Ta7836DhOHhx7nl7b/i4c2PRj+WEOguUdjWV/yHrOHzIv4OURERERk8FLILSLSR3mLijj0rW/j3bEDgNgZM8i5/XbcY7U0uQxcQdNi7Z4qyuo9ZCW6mTMyDXuEZVfL6jw891Eo2N6wvyZ83GEzcNptmKYVXrL1pNEZJ6J9iaJgrZfGDWU0rSslUN62NH3z5gpi8hMxbAapF46mcvnWiOdIWTbqY+8nK3IsPA0NuBMSABg2aSpnXX8jBTPnaPa29IhpWrz5RFG3NTvWtu1tW7avLhxyZw1PZNk3ppI5LJHYvrZyxQCZ/cw/vkCnafJ1xaHjlzx8fIJuywJ/E/iawN8IvkawOSGz3d8JGx4FT03oY76GUK2vMVSfMgyW/G9b7Z8WQfW+0MfMAEHg7vwhoVF0EQpjWdye6KT4uS8RxMBvhN6yY5K56KsfhWvveulr1Hqq8AN+w8BnGAQMA78BwywHP/lK23+TL191HYeCzfgNwufzt3zuAn+A/7QLua9/+7vspuvtRYb4A7zQLuT+68a/sMlqgm7++24ZBiV2+Pf2x9lO1y+Gc5smt3rrwREKo1fvXMGb/sqI57y7oRwjdRgAG/e+xEuewxFrg7UHoCXkLtr3Ou807YlYe86uVRE/1t5uTxm+sq3QEnKXHFrLxoZ9Ees9xR9CS8hddvj9bmubD74HLSF3RfG6bmsbD6yGlpC7suTDbmsjKT+wGhRyi4iIiEgXFHKLiPRRtqRk/IcOYU9JIes73yb5U5/CsGl5ZRm4Vm4q5o4VWyiu9YSP5Sa7uX3ZBJZOyu1U/42/b2DNniogdP113sh0zp82hKUTc0iN72MX7qXXBBt8VP1jB96i6nCmYDhtxE7KIG5mNq5RbTOzYydlkH75eGpW7CJY23Zx3J7sImXZKGIn6cUQcvyYZpBDWzfTUFNNQkoqeeMnYgaCrH7yMTa+9DxX/Oy3JGeFgsdJp2q/UenMMi3qqzzUlDVRU9pETWkzNaWNlB9swFMfeVWKVhMWDWH0zCwy8xPDx2LcDoZNTO/Ntj+e/jz7uZUZDI2hq3XgsQADnvsWZIyBrHEthy147y8tgXVj21vr7awJcPr3207zq8nQVBn6+JGfZ/hC+OJzbbdf+iE0VXTZiTdnMq1rQgXNIA9TS3m8QYU9mXK7nQMOB6WObi4XGQZ1djs/T0/rcHi6EcdF7W6/6DSpcMR3eYomOv6uVm23U2F0/aIGv8PV4XaSI44Uvx8nEGMZOAld3HJikGXruPrA3Lg8bLVFbOzB1a+JtgRO8jVhYND6V5cNMACHBbT7W+z81EnMOLQGMDDa1bVG6ZbdEX7/0+nTmb23GqOl9sg3Z0xC+LwXZ81i7o7SlnN2ro83era6wg3NkJ6QE759Qc48ZpRsj1ifm5Qffn9pzjzGH/wgYu2wlJHh98/InsuIPasj1hamtL3wYlH2LH6348Xw7aJgI7+NjXjXsMygefQiERERERmUDMuyuvoLTD6Guro6kpOTqa2tJSlpYM/CME2TsrIysrKysCl0EzkuLNOkac0a4ue3LVPa+M47uMaNw5GaGsXOOtLzX3rDyk3FXL98fafLwq0XB686aQQHqpr42UVTSE8IXeh85N19/Hv9QZZNGcJ5U3LJStIS/r2tLzz/LcvCrPdhTwp9H1imRfHdazHrfMSMSCJ+ZjaxkzOwuSNfzbZMC++eWsx6H7bEGFwjkzWDW46rojWreeWh+2moaguY4pKSsTkcNFSFZv4t+vxVzLng4mi1eMz6wvP/uOiDs4U9jX5qSpuwO23hQLqh2sPyH75L0P/xw50zr57AmNk5Ry+Mtkizn1t/C/gks58tC4J+CHgg4A0tkR2bEvpYwAcH17Z9rP2/fk8ojC5seQGKvxlWfrdzXeu/IxdBwRnwt/MACALr3S7K7XYyg0FmeLyEv8vy58LVbUEfP84AM8KLFkYsgquebbv9s5HQXNWxxhkHzjisvFkYlz0BgGmZPPXkpZQHGqgwLMoJUmH5KTc9VASbWZA8ht9f8M/wKeYsn01z0MOxmpI4kuGZk3DanThtTvIT87ly4pXhjz+x7Qm8QW/44+E3u5MUVwqzc2aHa4uqizAts8tap81JrKMHaWgE7214gC9t/PVR6/465UZmT7/6Y3+eEyG4+3XOevUrlNntoVn1RzAsi+xgkJWn/Ql7++Xg+6CBNJZjNZiuH4qIiIj0Js3kFhHpAzzbd1Byxx00r19P/p/vJ2HRIoAOgbdIJMeyxHdfFDQt7lixJeK8J4AH394LwPObSrh83nAALp87jCta3peBL1jno2lDGY3rSjGb/eTeNhfDbmDYDNIuHoM9zY0zo2cXwA2bgbsgpXcblkGraM1qnrnnzk7Hm+pqAYiJi2PpV2/qX3tvm0HY+zbuQzugaQyMOCnqwfDHEuXZwsGAyb5NldSUNlFd2kRty7+ehlDAWTgriyXXTAIgLtkFFtgcBsmZcaRkxZKaE0dyVhwBb5A3/9H9cuUA8Umuo9b0OssCMxAKgm2O8B7F+JqgfFvo32dvBKwIwbABz98C+98J7RXdVcA8/nyY8+XQeWsPwZ9P7/jx9r9hzLoazrsn9L63Dh46N3LvUz/XFnIDrHswcm1iDmSHHrtVcbHcnZ7aYSZ0diDAbZXVLG5qBuOIF4lMuii0JI0zDmLi296ccaFlxcNfSouXzr6dcn8dlf5Gyn21lHtrqGiuoKK5gsmZWfyupdZm2Pi5bz9NgaYu2y23d+zhM2MvwWbYyIjNIDM2k8qmcn6+7v8ij7fFjfO+1+1eyZeOu/So52hVmFrY49pjNWPyFWRv+BVlNiKHqWaorq+zj1jIbc0GNyeE+m4/HqNlDsutzQb29nuj91EDaSwiIiIiEh0KuUVEoshsbKT8j3+k6qG/QTCIERdHoLzzsoJy/PX3YLjVsS7xHQ0ef5AtxXU0eALUewLUe/w0eAPUtbyfHOvs0H8kn56Rx6LCtuWkjS4uUsrAYgVMmrdW0rSuDM+OKmid0Oiw4S9tJGZIaHlP95i+s9qFDG6mGeSVh+7vtibGFUvBzDknqKPjoCUYttUdJqX1WH9bRhrCs4VNy6DYN5FGM5V4WzW5tduwHae9ki3LorHG27K0eGh58fhUF9PPbAkqDXjh/k2YZueXdcWnuIiJbfvz3GYzuOzH84hPcWE74vcTMxBg/b/X0hhIBrqaVW+S4KghtyCxLWTGAHvL+b31ULO/68A44IW8mZDREjhW7oIPHj2irt37M66A8ctCtYc3wD+v6nxOq+WH9xk/hEXfajlvEfz5tHDH3QbD9cXw7h8jf+Ezx7e9b3NAQ0nk2vYzph3u0Gxthyv0fvit5fbQWW21dhec+j1wHlHT+m9iLnjrWRUXy81ZGZ1euFdmt3NzVgb3lFWw+LS25ccty2Lt/C9R3lxORVMF5c3llDeXU1lfRHlzOeOaxvHzwjOB0O89P/jo3ojBdWljaYfbZ488GwsrHFxnxmaSERd6PyO24/Yc35n9nQ63g2aQv228nzJfbeRQ2JXCjHYzsfsyuyOG28Zcxs07H40cpo65DLujH2x3Y7Oz+PS7uefZ67g7PaXjcyYY5NbKGhafd1//eCHSQBqLiIiIiESFQm45ZlYwSNN77+HbtYumggLiZ8/GsPfPPzqsYJCm99cRKC/HkZlJ3KyZGksfMJDGAl2PB5uNhpdfpuSndxIoLgYg8czFZH/vezhz+0YwOZD1h2C4JyIt8V1S6+H65eu59/IZH2s8QdOiwROgzuPvEErnp8UxJju0jGpZnYffvlJEvScQDq/rWurqPQEunzeM75w1rqXWy6f/GHmvvpMKerY36CljMhme3vW+jjLwNG0sp/qpnVjNgfCxmOFJxM3MIm5KZrfLkYv0tmDAT31lJfUVZdRVlFNXUUZdeTnl+3Z3WKK8Kw3VlRzaupn8iVNOULefQKRlpOuKQ8ePQzB8QrTslbzLM5c3666m0WwL+OJtFSxKeoCClbfBuHN7FKYEgyb2lpmwlmWx6q+bqSpuoKbMQ8DXcXnxrCEOpp+cCq5E7HYbIyfEYfPXkZriJyXJT0qSh+SEZmJsvtBM5SoXpIX2u01s2gxr/hk6bvpDy24HfdjqDrMowWJlzS1YWC279oa03l6Y8Gdsd301dD/LhAv/BNM+Fyra+xb8/bORB3juL9tC7rpD8OYvI9cOX9D2vmVC9d7ItQFv2/sxCZCcD0Efq8y6owfDQ0+B3KktoXJsx5A5o90M4Lh0uO7NroNoe0yHPZVxJcDX34vcb3s2G5x6K5Zl4TN9eINefEEf/qA/vBx3jnsCd2e0jOOIYNgyDLAsbsnK4NyDL/CTkaFVmwzD4MZXb6TB39Dlp3XbO27FcvLQkwlaQdLd6WTGZYYD69b32/vRgh/1bGxdsNvs3HbSHdz82k1dh8KGwa0LfoS9H4WPixd+l3uAu3c8Smm7trPNUMC9eOF3o9bbMZtwPouB01beynpfadvqBzEZ2M+7r3/8XG41kMYiIiIiIiecrg7KMal78UVK77yLQEno1fGNgCMnh+zvfZekJUui29wxOnIsoLH0BQNpLBB5PDEFBTS9/TYAzrw8sn/wPySeemqUuhxceisYPtGOtsS3AdyxYgtzRqSzdm9lS1gdemvw+sPvnz05h/OmDAFgW0kdn/7japp8wS4/5/WnFnDr0lBw3ewPsvzd/RH7q21umymV6HaQlxJLottBkttJottBottBgttBottJfIydt3dVHnXMWYnac3sgC9b7sAImjtTQ4+xIj8VqDmBPjiFuRjZxM7JwZsZFuUsZDCzLwtvYSF1FGfWV5dSVlzF0wmQyh40AYNe6NfznF/8bmiH7MTXUVB+nbntRSzDceZ9kCP+X5hiC4ba7tuyRbAY6vsVltAWQ9SXQVNn2sWBrXcv9RiwKBZcQmj1cvqPtY0F/qPfW2zOvgpJN7CobxsqaWzq102imsbLmFpbycwo2/wcmXwRA8P1HqF/9FDXNydQ0p1LtSaPGm0mNL5NkRxmfvmU25M3EMAxKth2grj7Uj0GQJHspqY5DJNsPk9m4Bw59C1r2k106dxM8dzPURvj6pI0Kh9xUFsGae7ss25MWy4tZD7Bg70Uk+NpWs2iMqWH1iH8xNvAhBU3tQuVAuxVTYuIhPrPrINjhCs1KbpU8FOZ+pes6hxuGTG+rzRgLV7/UdbjcertVegHctIng7te5+9WvRAyGDcviZ+mpLJp7HcFh8/AFfeGQuTVgTohJIL91mAas8h7G3+RvC6LNtvdHJI/gvFGhfbMty+KWN24Jn9MXDL15g178pp+pmVM7BMULHltAvb++y8djVvYsvjrtq5Tau1llxjDwA+vK13c4PD1rOr6gj/TY9NCM67hQcJ0Rm0FOfMc91X9xyi8in/84Wzx8Mfec+ivuXns3pU1ts8Sz43O4dc5tLB6+uJt7902LF36X0+Z9i/UfPUJ53X4yk4YxY/IV/WMG95EmnI993LnM3rcaGkohITv0opN+9MKDsIE0FhERERE5oRRyS4/Vvfgih755Y6cLeoHS0tDx3/y634SQGkvfNJDGAt2PJ1BSAnY76ddcQ8ZXrsMW27N9ZKMtaFqs2V3JzoNVjG6wM3dURr9a4rsnez//8OnNFGQmYAH+oEnQtBiWFkdKXOjiV1mdh02HawkELQJmy1vQbPnXYt6oNEZlhpZQ3lPRyLMfHsbfUhM0LfxBi6Bp4jctzp86hHmjQrOYtxbX8etVO9qd12x7P2jyxZNGcuH0PAA2Harlqr+upaLRF3GsFlBc62HlpmK+959NEeuGp8eFQ+5Yp71DwO1y2EhsF0pnJrRdnE5PcHHDGYUkuhwtH3e2hNYOktwO0uPbalPjY3j7ttMj9hA0LR5ds5+SWk+Xj40B5CSHlpSXgcUKmHi2VdH4fimeHVXETc8m7TNjAHAOiSfz2inEjEjC6Ec/Z+STMQM+Dr32TxrKD5GQmUfeqZ/BdpzDB9MM0lBVhdPtJjYhtDpF6Z5dvP3EI9SVh4JtX3Nzh/uc+oUvh0Pu+ORUsCwczhgSMzJJyswiMT2TpMxM/F4v7z395FF7SEg5wUvsN1WFlqgOeMDf3PFfywwF1a02/gMqdkBFUXjv6q73SrZCs3x/Pzu0z3I4YA60hMwBuGkT2J2h8z71Fdj4RNvS1Ue6dR/EpoTef/WnsP7hyOO5eWtoyXSAD5+IGAQDMG4ZZl0pb9Zd3XLgyJ8nNsDitdqvMLJqd3jx78cez6Cu4etdntI0bR1mJc+fWYn9g4dIcRwiyV6O3WkPBbt2Z+jf9nswJ+bA0NkdP97+/cR2oWbWBFh4U6faYPVe7j78DKX2jexJ20RuXQFx/iSanHUUJ+3CwuQnwTSSTroKcqcQMGyMSBtLy1eM6tzJrPnM7wmaQUzLJGgFCZrB0L9WkCkZI5jYUlsRm8S/howKf8y0TIKml6DVhOk3mesbyqmttaaHe/b+54jatvOeln8al4y9JNSDp5qvv/J16rx1HZYoPpJlGJQ4HMx665sRa84ddS53L7o79NhYJt95/TsRa0/LPy0cchuGwap9qwhYgS5r02OPWGmmi/8UxdhicNlduB1uypvKI37e9i4cfWGH239c3M1S7FG2ePhiTss/jfdL3mdX6S4KsguYlTOrX83gPpLdEcPs6VcfvbA/sNmhZVWAfm8gjUVEREREThiF3NIjVjBI6Z13dT1jpWW5stI77yLxjDP6/LLSGkvf1JfHYpkmmGaoD8sKhXAt72NZHQJqs7kZKxDACgQo/d+fdjseR1oamTd8o88/Nq06L/G9J+pLfLcuq13b7KfO42d4ehyJ7tDF9A8O1PDy1tLQx5r91Db7OVTTfNS9n8vqvZz5qzc6HPvjZTM4Z3JojGv2VPGNv2+IeP9fXDylXcjdwC9f2hGxdnxOYjjkrm7y8cLm0oi1pXVtfQdNq9uAuz2faTJzeGpbEO0KhdCJbgcJLgdT81PCtUNSYnn9O6eG62IcXe3zGZLgcnDzmWN61MPR2G0Gty+bwPXL12PQcc5g6/Xk25dN6FcvqJDILMvCf7iRpnWlNH1QhtnUFi4E67xYloVhGBiGgWtUchQ7lROt6F+/4ZX/PE+Dr+1PlIS/PcLpF55N4UWRA65IGmuq2fX+mtBS4hXl4QC7vrICyzQ57covM+OcC4DQ7yF7Nrzf4f6xiUltAXZWVvh45oiRXH//cmKTkjGOmHlqBnxsff5xGnx2ukzEsEiMCZCXkwgVO0OHMka3fXjnKmishEAz+D0d/41JhFPahXfPfRvKt7UE1kfUulPghnazRf/+WTiwpusvVEwCfO9Q2+0PH4ddL4dvdrtXclMzVO3q+ryhL0hbyA2RA+7W2laupNBMY5sDbM5Q+GFzhN7sjo6hcUYhFJzesdbubKuPiae4JpNGs+tVSkIMPFYyxd5x5LUcSc5JpmlvM8mpBqnpNlLS7aRkOknJcpOSmQc5w8L3Hn3xJXDRRS3LYXf/e139qJM5mDmKRn8jTYGm0Ju/5S3QxCmx8Yxtqf3AbvJH8zBNviYa/Y00B5pp8jdR76sn0PJ4WFgcTt7ZaTxVDjtX73wEWj707Vnf5srkKwHYV7ev2yD4a9O+xsSMUMxd2VzJ7z/4fcTaGHsMp+afCkCzv5kVu1dErM1PzA+/H7SCbCzfGLG2O3bDTow9JvRmiyHBmRD+mNPmZFb2rA4fj7GHgminzcnYtLEdznXrnFuxGbZwTWt9jD2GVHfHF6M8df5TOO3OcI3T5uzwM+C9kp4tfT49a/rRi/oQu83O7JzZDLcNJysrC5st8u+HIiIiIiIiJ5JCbumRpvfXdVhuuRPLIlBSwo5FJ2NzuRhy993Ez50DQN1//0vpL/4v4l1zf3Q7CaeElu+rf+UVSn7yvxFrs2+7jaSzQjN5G1ev5vD3/ydibdZNN5J8fmj/pqb16zn0rW8DYHq9mFVVPR7LkdKvupK0K0MXiLy7d7P/6msinir1s58l47prAfAfOsTey6+IWJvyqQvJvOEGAAKVley5+DMRa5OWLiX71lt6/Lg0vb+O+LlzsEyTnWdEXlYuft48htx1Z/j2zrPOwvL5u6yNmz6NvHvuCd/eff4FBOu7Xr7PPX48+X/8Q/j2nksvJVDWcaZDjx+X+QswnE6wLJxDhjDyyX+GS/Zd8QU827Z1CKBbA+n/b+/O46Oq7/2Pv89s2feQhEACYZHFgLKIoqioiKhotXaxWrS3brc/tS61V629F1vr3qrUXuvSq7a11tq61rYoKrUVUBRBQURAwppAFrJPJrOc8/tjJjOZZCZEhSSTvJ6Px0Bm5jPffD8zc85Mzud8v19HXp7Gvb4sEnvxd+T+4IOo2HDROi1NE9ZEDnTvuuxytYamFu/GZtOkjR+Hr1b+13+pednr8fPonE9NTfi1GegO5RTfHl9A9W6vmtr8UQXpJo9PTW1+fX3mSBVnB08keGndHj381jY1heKa26NH3vzh0qN13LjgOpsfVzbqwTe7HvTtnRSnTSkuhxw2Qw6bIZc9cjAvL82lqSOzZLcZctpsctiN4M92m+w2Q8OzIic9jMhO1bdmlQbbsRuh/22hdm2aOjI7HDt2WLpuP7dcDpshu80mZ6hdhy0YP74wcgB3XEG6bjunXP/dwwjtDhMKM/Wd75X1Km+n3dZva14vKB+uX397ere10osScK109Kzu95/IszEyPb0t06W06QVKnVHIdORD2JbnlujlZ1+TFF0gbPHa9fKzr+lsSePPu0aWZcnd2BCcSry2JrwednNtjZpqanTE/DM09ZTTJEnNtTVa9ljs4pzNble72x2+nlM8QqdeeqUyczKVkZmmzMxkOeWXfO7gxRnpl93hVOrGpyV3bXA0tLc1GON1y9a0WycP262X90yKs1aydNKwLbI9eGTwxvzDotcEfvWWYOE6lswR0UXuyrXSnvdjx5pdRqY6U4PrGDuTu//vSo+OnXB6cCrp1hq9XrH0wGslz75RKj6iU5HZESk02zuNwj/tDmnerZHic7ho7QwWrTufMHDa7cFLL3inXKzm4m+quc6jpjqPmuva1Lzfo+Y6j3xeUxecM1zNSaakTw/YVmPa1HCR+4TLy9VsNarNbAsXoXf5W7TJt0/uVreO96RppHOkJOn92o/0x01/jBSsO/3f6mvV7XNu16mjTpUkrahc0WOBeVjKsHAhtsXXolVVq3r1PMSSn5Kv7KRs2QybspOyw7dnujJ1VNFRshk22Q17+GIzbLLb7CrLinxvyEnO0XnjzwvG2DrF2mxyGA7NKJwRjs1Oztb1M66PirUZNjlsDtkMm8ZkjYnqw5KTlmhb4zYt+WDJAXP55Um/1NHDj5bL7pLDFv8whmEYemLBE71+js6f2MPa5F0UphX2eP/0gukqTC1UtbtaVoy5aQwZKkwt1PSC6b3+nQAAAACA+Chyo1f8Nb2bes3cv1+mJMsbmb7PbGuTv6oq/mM8nyO2LXIw0vS09xzb6cCl5fX2GBvz8aFcugq0tETa9fl77kNLpOhrmWaPsYHGpk4PPFBscBG/3r4uneN6bLc+en1If9VeWd7Yo0X9paXR1/ftC/erW2zBsOjr1TWf+/XoYDZFnidbanQxJNDaIjNOod30RI/etfx+yRe7gP+51tjsFvv5Rpr29jXsT71Z+3nxyx/rxMMKlOIKFgE2Vjbpg531nYrVwYJ1kydYwP7514/QYYXBKWIfX1Ghe5bGP/A8c3ROuMjd0u7XJ1VN3WKSnTZlpTjlNyO9nDQ8UxfPHqXMFKcyk53KSnGqqrFN97++5YA5P/6dWZo9Ni/mfceOy9fLV805YBuSNKEoQ3d+dUqvYgszk3Xh0aN6FZuW5NAFs0r10PKtg2qK7wXlw3Xq5CKtrtiv6maPCjKC/WcEd+Ky/KY8n+5X8oRcGaGZAVwj0uXZvF8pk/OUNqNQSeNzmI78yzADUoKvYWn6vXrzxX8oWODu+l4Izu+w/MV/aOxXvqd9FRV6+sc/iNvW/o2rpFCRO7OgUGNKspSRaigz2VJmkl8ZTp8ynR6lGc2yuVZK+pYkKSk1TVPfv1xq7/4ZI0kaOUu6NHKynFY+KDVXxgzdUZSi5QU1mvVJrtI8kT+33MkBrZ60X0fY3BrfZg8Wl7sWmEceFZyuOlZBOrXL/nzuTZKnMThVuCM59H9S6DFdlkFZ9EK39Y7jmnWZJCng9+qu303vca3kO/PzNW7KV2TY7OFpqTumvzYtU4dZAblCJy7s9Ldod8tumZYZnsa6c+xxI45Thiv43WBj3UZtqN0g0zLl85gKNNoUaDIUaLLJbLPpqxccr4LU4Oj6Py1ZoaaK+KO0t9Rs1R6rd9+33m1dqcn6piTp9b2v6SerfhI39r6592lkRrDIXdNWo9d2vBY3ttXXGv4505WpgpQCpTpTgxdHqtKcaUp1BK93Hu08IWeC7phzRzgu1ZmqNEeatjRs0X/9q/v64l3dc8I9OqroqG63j8keo8dPe/yAj5ekgtSCqHWpe5LhytB/lP9Hr2JddpdOLj1ZJ5on6plNzxywMHzCyBMG/BTZdptdN826Sdf/83oZMqLy6Tjh5cZZNw74PAAAAAAgUVDkRq/Y8vN7FVdw661KLS+Xa1SkAJp+8ska/Zf4axO6SkZGYo87rsdY54ji8M+pM2f0HFscGfWXXF4ejnVv2KDqW2/tMQ8pkktXjmGRgq1rVGmPfXDkR4pkjsLCnmNzI9Ph2bOze4y1Z2dL6v3rEo4zjJ7bzYg+0Drqj08rZvVMki0tusBc+uQTsgKxp6C0pUYfaC15+NeyfNEjjHr7uhTedptSp06VDAVHdHcy8pcPBovyRnAUhwxDsgVHBhldptUb+cslsny+0EFbo/tjOhmx5AHJ7w/e1/kio9vx4hG/+LksSS3vrtaeyy47YD5GXp58gY61lzuv2WypICNJtlDhp6qxTXUtXvnN0HrOoZiONaOPG5ev5NAos3W7GrR5X7P8gS6xpqlAwNKi2aPC60u/8ck+/XtLbbidrutL33LmJO2u73mKb0vSvqZ2vbB2ty4IFWn/ubm6x8J1bXN7uMidleKUw2YoK8UZKkg7gv+HitN56ZFRYHMnFOi3352lzGRHOD4j2aEkR/eDhdNLczS9NHqayYBp6Zn3dg2KwvDgneLblCNtm5xGjRypwyRlq+vIzkQSMAP6oPoD1bhrNCx1mKYXTE/Yg9sBMxBZk9PseU1Ob2VLZDryVr9yL5yo1CnBz8/02cOVPnu4bKnOmI/tCwG/Vx+s/71qmnZqWGappk9ZJPtBXve5T2x8WYGlN+oDb11krWRXnuwL7pYmn93fvQvOqOJrk7exRq01lXLX7ZO7vkat9fs1rGycRp5wniRp0wuPRE1R3p2hZq9De/75Z+VOXyDJUrrDqwxnuzKd7cp0epThCP6cnxR5HVMzs3RuznLJ1yp5Fbx05kzucj0lVOQ2giOfXamh/9OknNHRsUecHxzB3RETig/U79JdO5/RPrtbuwo9mrS7TBltKWpOadMnI3fKMkzdHcjRSSc9LPuYE7s/ZWc/KK/plTcQvPhMX/jngBVQ54mWP8ou1N5WS17TK1+gSd622vBjfaZPV+RcEZ5K+dnNf9aHNR/KF/BF2je98gV88pk+/d9p/6cUR/D72t2r79Yr216Rx++Rxx58vGEZ3dd9NqRqu3TWS1+J+8r9/dy/qyQzWLT9y5a/6IkNXUbYWlKSP1Xp3hw9cn5ZeATz8uc3qPaTdmW05yopkNK1We06fU+4yO1OaZTHYag5aX/UpSX0/3TvrfIMq1eLq01p3uyo0fWRblhqcTWoNXNH+LY0Z5pSHCnh4nJHMTrFGbwtPyXyPfzwvMN106ybIgXrLsXrzms7H1t8rN74xhvqjWGpw3TW2LO63V6WVaZfpP5iUIwYHmyF4Xmj5um+uffprtV3aZ87sgxNYWqhbpx1o+aNij+rFgAAAADg86HIjV7ZkFsmX3KW8jyNkmyqG3+izNQc2dz1ytvyliRTtSnZurOpVPkf+3RZnqVJwfqV3q839ezHcUbMSro4y9IRoSU3P2yy9FQPsd9Kt3RUqGb1SbOlx3uI/VqyqWNDdaptrZZ+HYqtbSrVpb3I5fbGEuVtCB4N7TxY94wpAS0IzVRX5bF050eRkehdDzHNnxzQV4qCP9e2m1q8LlIo7DoAeO4Ev84P1fCbfNIPP2jr1mbHY+aMS9V3Rvb+dWnILdNsSaYlXf5uS7gdS1bkZ0uaPsquH3YaSHrZqhZ5/WZ0nILrqU4ZYeknnWZAvnRFk5o9vtD90e1PKMrQfWM6tft2g2qa24Ozg4cydLfl6o5e5PLdT7OUvCM4cmp4VrKevizSiSvfrNLmfZ1Gz3d68nLSXHrpyshJEtcs3aEPdzfEjE112bXs+siB5xv+tlXvbotMrdv5NbEZhlbcdHL4+s1/3aTln1bL5/XrgV7kc+aLNTJf+odi+XDxfGWlBItAS17fomfe2xUzTpLeufkUFWUFD/69tG6PnlixPW7sGVOHh4vca3c26MmV8WOvOnmcqpsj71uX6dV3A5uVbxmqNSw9bj9MXluwrcqGSNxhBRk67fBCZSYHC9FZnYvXyU5NHJ4Zjj3/qFJdMKu027qmsYzITtGI7O4Hu3urc2E4yfTqPzrl8kQol0QqDHdM8f2zF9ZqYcP6cC6vZE/Rj8+dlnBTfL++43Xdveoezdp0mArac7QiqV4/mniLbpz9Xwl5UHgw5dM1l4+TVurHE/87KpdAi1fudTVyr9knX1Vk1KItwyXLGzkJqj+L25L0+tt36q5NTyu/akyo+LhOtWse0E0TL9C8OTf3a98+l40v6/VXrtBdOTnK3ztbGU3BQmpt3hbd9MoVmid98UJ3wCe1NwcvjmQpI/TFx+uW1j8ry9Ok9uZGuRvr5W5qUmtzq1pb21Qw4UiN/MatkqT6ik/0l/++Wm6/U34rxolI498PF7k9zT0sV9JJU81ujczJ1XlT18m0BWQ6UxRwpsh0JCngyFGLM0WBwpHqvJL7e9O/rjbTL7/DKdPuUsDukml3ym93KiOtUHM7xf71zJ+q0e9WwLApoOjRxumudHVedObJolGqaq1SwAooYLXJtFoV8ARUbe3TPodDZXVTddz2ryrdGznZalpNvVaMfl4VeR/ptDW3ybH2TiXZk/TSOS+FYy5bdpnerYq9drbD5tDaRWvD1x9b/5j+ueufcZ+vS8ovkTO0Hvb7+97XPypif9+QJG/AGy5yt/nb1NDeEL4vVi4trkguTptTSfakqOmpO6bB7vzZnls3UqfUf0OpbVlKbstQSlumktzpsgeCfXR9M7JMUIYvR3JH3jeBpHYF0j0KpHlkprcr2xH5/jftvCL9s/KfyjDsyjJsshvDZDMKw/0pySyRw+7QitEPaP7m78acRl6SVo5+Xj8YcXn49tPLTtfpZafHfc46K80s1YWZF/Yq9mCgMDywzRs1TyeVnDRoTnIDAAAAgIGKIncXDz30kO69915VVVXp8MMP1wMPPKDjjz++v7vV76rdPv1p6jm63F2v4tEnaowjI3yfe8JCVW5/S4+m5mjltuBByrOPLNakUBFrZ51bz6/dE7ftUycX6oiSbEnS7vq2HmOPG5evo0YHK9d7Gz09xk4flaNjQ2vz1jS3R8X6e5NLRb2k+q7NalxBuhaEBng3e3x65aP4026X5KTqK0cGf27zBvSPDfHXzy7MjBzYaw8E9NrGfXFjc9OCBwN7+7p80x05GeDfW2rjtpvqij7wsnr7fnn9sUdnJzujY9fvaVRjW+yTDpz26JHRW6tbYo4MfrgXuVS1eKWW4MkHATP6TIGqxjbtqHMrFrc3ehrL6maPdte3xYxN6/I81LV6VRlnJHPXWmiD26d9Te29zsc0op+bDk67EZVfVqpThZlJwfWZO9aAttlCa0EbUf2YUJihkycWhO+z22xy2kLrO9sNpSdFdv3HjMmTYShqTemOdajtdpuKspLV7AmOur/Ru0Gn2KYo1Xls+PFf9TfrDf963e0qD6+FLUnzJhdq3uSe1y3s0NcF5QXlw/XzpK2a0jq+Wy7rU7ZoQfmZfdqfL+2l5/R445joXBqbte2l56Tyq/qxY5/P6zte19pH3tD/eq9Vasf24pEufr9ZL330hnSPlWpBAAAlT0lEQVSFEuog92DKpze5nJRzvKrufk8KhPZbdkMpk/OUOrNQyeNyZNgHxokjr799p55e+oEWfDZJhumWFFyCxNo4SU9v/0DSnYlR6DYDev3Nm/R00xwtWGt0yaVcT4+1pNdv0DxHsuRvixSsOy4ls6RJodGhzXulP3xdlqdZHner3G6v3O2WWv0uuQNODTviBJVc8ogkqW73Nj17/x/k8TtlWt0/v0a0rdX53wj+bEvLUpMvMlLatJsyXQH5kkz5kkytzXbopNB9tTm9G0VfmWLpcMPQhWNGq8nbeVpxfyj/Fk1Vnf7Q6Z6bWz6OKpp1Ni57nOYeeUn4+qOb/qDtTdtjxo5IH6FFkyNl7r9X/F2f7P8kZmxZ3VTN3/zdbrenebM1f/N39dphj6tCH0lSuLDcwWmLPgnEYXPIZXPJZXfJZXPJtEzZQt8dxmWPU1N7k5x2Z1SM0+6Uy+6KKnyePvp0TciZEI5x2V1Rj+vcj/884j/17Unf1qb9m/ToS388QC5P6MaFV2usY6Ka6trUXOeJXPZ7VPSVyMlWJXunqHVT7FmIUjNdyjeKwtcXnHm02k7wKSMvWRm5yXImxS8OzhoxS7NGzIp7vyQNTxsud8k+LdMTOnb7uV0K9g1aNfoFtZVUa86I3i1HMhBQGB7Y7DZ7zKniAQAAAAAHD0XuTv70pz/p2muv1UMPPaTjjjtOjzzyiE4//XRt3LhRpV3WHx5qCjKSdXy+obHO7sWfFHu6xo49U8f7Vqns6BKNykvT2GGRaa+nlmTpR2dMjNv2hKJI8W/y8MweY6eMjIzNGV+Y3mPstNLs8M+j8tPCsTvqWjXy3xsOmMuYY0o1Oi9NkqJGoUzv1G5BRrIWnzU5fL0jqiO+fERktGpOmku3feXwyC/r1Kah6OchI8mpO86NXse38yDXsvy08O/vzetSkBE8yGwzpPu/eUTod0ZPtW0YhgozkqLa+OX5R8q0gv0LxhrhvuSlRR+Q/uW3pskfMMNtGqEpwCUpMzn6gO2S86fJ6+8cK22sapLvhQO/LqeeNVnlI4LvgyRH9AH2e847Qm1dpkHv6ISzS4Hl9nOnqLXdH869c7Sty4jiW8+arJaO2E4jf2INPL7lzEm6+pRx+mh3gxqeOXA+F397uo4Zmx8sKocKzTZD3UY133z6JN18+qTuvzCG82eV6vxZvdtnzRmfrznje572PifVpVv8G7XAOTtmLgvts+Xwv6tZZWf06nf2t6W3/0qzPNO6zYCdYk/XLM80Lb39V1pwS2IUh5fe/isd3jQ1Zi6HN01NmFwCZkCfPPaWzg+cHjOX8wOn68XHlumkn56UEAe7B1M+nycX14h0WaaltBmFSj1i2CEZsW1ZVmiWEEumTFmWJbthDz+PvoBPbr87fL9pBU/UMi1TPn+7Xvz7Bzr8s+4nOBmmW4dvkV6wPtCYw7fIbncpJzlHma7g57jb59a+5krJ9AVHOYf/90p+n3JzxigrJziy1NNcpcptb0gBbySu02NySo5Tzpi5kqT2/du0e+V9kfv9ndv2K2viWcqfeWkwt9rN2vHnb0sBnwLeFr1Qe0SPuTxnTlXLixer3XSozZ8kj98pr98pn8+h0aM367xQkXtn5S49vSJVdl+mbFb3DzbvZ7vUUfa30jLl9kW+K3gdptpcAXmSAmpLCqi+MHJyU3pegf42u0ptSabakgIK2KNPTDuueHykncmHy7KtDRXr47z2tjS1Twp+5+p4XTpGDXe8B2yGLWoKaUmakDtBw1KGyWazheMdhkM2w6YRGSOiYo8febwmuidGjUi2G8Gfs5Ozo2LPGXuu5hQdL3uoLbvsssmmqqa9cr0f/M7ZdVrsjhG3cyrO01dnn6lJeRPlskV/n1o85Tb5xpty2BxyyCHJkKzQe98KThve0exFxZfq6xne4Mw4oZjOsfZOf+qVGzM1yl8uy2/JMrvHGoX2yDZenSLvHlOl/iN00jajx1xO2fptrbuvVeu0Jubr1rK/XdmFwSVuisdly/SbyshNVkZesjLzUpSRl6z03CQ5upw8WTAqM1ZzX1h45LP7em3PXa+ipjHhqdf3Zm6TZVi6b9Z9A36f3BWFYQAAAADAUEaRu5P77rtPl1xyiS69NHgw8YEHHtCrr76qX//617rzzjv7uXf9a2phkvJswaJr1+KbYRiyLEsLHDO05d8rZBiGquuHq+QrwfX5apa+pLL1rd3a7LCvMk9jzv+6JKn69b+qbE1j3NiaIzN02KLgVID7/vmqylZWx42tnZQiXXpx8HEr31TZG8GpnkdblsY7Zhw4l3+9HXP65LpSm3RNcCrD2vXva+TzH8XtQ12xJf3ge5Kkxq0fq+gv78SN3V9gSjf+P0lS0+5tGvZs/LX6GnID0i1X9up1mW+fpqLC4AFpv6dd6U+9Er8P6T7pJ1eHr9uefFH2GAe8JakmxSf9LBLrefTPssUY1SVJ+5J80h2R2P2//qPsgeiDb6W9fV2eW6qG0P0Bu19T74kU8HY8+Fs5vLGLKgFbQFPvvTJ8feuDT8rZFjvWMkxN+fn/C1/f9OATcrbGiZWl8l98L3x9w4P/J0eTU3mWpWMOkM98+zR99viLWh1nmu4Z15+p3BHBdSyX3vm/stfGP2A5+dI5GjEpOMXAq/f+Wra98UdNjr1wpsZMnylJWvbAI9KuOAuvSyo5d5JGT5+pE3V4j7nMs03Th3/7q6afFZwa95+PPiHfp+3d2uuQe8JwzQjtI/795O/l6WEfkX5UnmaH9hErn/6jWnvYR6QemaHjQvuI1c89r8Yu+wjLsjTBMTGyBnuMXCY0TtRr1/866n7HOKdO+l5wtN+GN15X1d+3xu2DUWrTvNA+YvM7K7Xjz/H3EVaxpfmhfcSuDeu06Yn4+wizwNRpoX3Evm1b9OGvXj9gLmX1Y1S9c7vWLVna+bdGxfoz/TpjcXD79LV5tPzHXdZL7cSb7tPCn3w/fH3pDQ8FCy4x+FJ8WvizSOw/bvjf8D6i6zuu1enWaf7Zkj1+Lgu9J+rVGx5WwBXQWXdF2n3lxl/K4Y/9dcZv92vhPZHYv968RM64+whTZ94b2Z+8fMsDcnlijy41ZemMX0T2Jy//eIlcnfYnpmVpoePEHl+bhd4TtfSGh7udVHPCf39LadnBEYYv/fQBuRrjj3A96rozlD9ytCTpxdsfkGt/p9guT3L5pcepdHLwJKcX73pAruqu7UbGfI67YJomzAzODPDHu+7VQm/Pucz3zNb7O1dps97Stk+3SZsk6w/du3HKuafphFOCw3x/+5vbtHVdRfSSHJ3+PX7BcVqwMPh97PdP/kwb3/8sxqqzQbNOmKqvfuM6SdLzf7pfa1fGHl0r09Lo/fH3d5I0Zqtfj95yu2QzNKG8SP/xn8Hvf/9+5VEtf+PD+I8bn6nLr1kiSXp3xd/0j1dWxI0dOapSV/1wriTpo4/f13NLO+//HKFLcFRt4c7Vui5U5N66a7t++/Hh4VzG1MXfF0rSuM/atVUzYqw+LG31p0V+Y2p+1HYRsNmD03o7nArYXXIkR0bXZuQUqrZkpixHsgxHiuz2JNllV7phV5ZhV3Z6ZOS23e7QOe5bZLSEpq9WsBBshH7OMSIjh1P2D5Mr5RT5Wv8aNx9XyslK2R9c1/2KnXfI3Rj8jOla3M0uTJMiq4ho3rpL1FDtDt/f+TGZeSlSp/O3xi4/RVm7msNLs6hT8Tg1wyVNi8Qm/+0w2T8LFvXN0EWScjU6bg5SsDic5stW62+l99Ugw2Zo2kOR+z94vlIVH8afdec/H5wbngHl/b9v1+bV8Wf+ueQXx8ueFtzvbvjXHm38d2Xc2IsPO1bO0Ew2W9+r1odvBr83uxR/iRBDhhymSzKkjJxg4bpj5HXHz2nZkZMiJh07XJOO7b9lNDqPfK40Ip/jRalFCTnyuQOFYQAAAADAUEWRO8Tr9WrNmjW66aabom6fP3++Vq5cGfMx7e3tam+PFHGamoLTJpqmKdOMPcVzolr1+NOa6Ig/itQwDDmNJE12BYtsG7dsCD8HzVsbNNV5ZNzHrv/sw3Bsw9baHmM/2rIuHLt/S5XKnVPjx26LxNZs2a1JzsPjxvaUS1cf71ofbrdu284e29205+NI7M49PcZu2bspHNu4b1+Psdtqt8o0zV69Lkn2FK16/GmdfNWlMi2zx3b3NO2Meu9OsE2U3RZ7N7GvtTIqdpwxTkmO2AdCaz37omLLzDKlOTNixvaUS9fXpcXfGNXuiPYRynUNi/n4tkBrVGxRa6EKkmIfaPWZ3qjYYU35Gp48MmasZVlRsdn12SpJHt2rfJLsKZpsj/0+k6SmmhplDw+OMkuuTta4pMPixu6vrNLwCcERbo4quya44r8vKit2avSR04P9321qsjN+Hyq2btfuDz7t1fa/b8UnMs8MPhdtFS2a0sO2PBD2ET3l0nX731AR6UPttl09bkd9tY+It4/qnEuaI0Mf/PHvKndOiRu3o74i3G7ACvT4fui6j5hkm9TrfcRhxvi4+4hG736luuLvEzpel6muqWrw1kW1O8Y/WpnOnJiP67qPGNVe0ut9xEh3ca/3EcNbCuLuI3rK5whX9/dne7tbKWZwtorc+myVJY2N205L7X7lFgdnbciuzehxH9FQVS1zYrDPGdWpPe8jduyVOT0YW1pdKGdyUtzYjvfZlhc+VP2evUqvjl9wq9+xJ/y8tX62X9k18U9Ua9peHY5t296o/JqauLEtO+vDse6djRrWQ+yB+TSsLlhg9O3JjbRbG+ixXX9adqS/Deox1kqZEIl1u3qMNVyRWLc39XPmZkUK3EayDCNVhi1VMtKUk1oabjcjc5hcGReE7kuVYURv06UFkdzsNodGtpwQ9zeOysuL2jZclTkK+IOF5c6F4GCXUsKxxUapNrnaJJ0ln3u5ZLV0CsyQM3Wu7K7xKjaC/W7Y51ZrQ+wTqRwue1Qf3E3tcjd6Y8Z6kn1RsX5fQH5f7O/wXT/vez5d4sAMm2S322TYjKh2ncl2Jac7wzGGEZx5xzCCI7gDZkBGKDw106XswpTwfV1jLSvyN0lmXrKKxmRK4Rh1+tmQbArH5gxP1agpeWptaFftrhYdyCkXTdRhRxfFvX8g/V10csnJOnHEifqg+gPVttUqPyU/PPJ5IPUTGGhM0+y2HwTwxbEtAQAAHBwUuUNqa2sVCARUWBi9hmxhYaH27o29jvKdd96pn/zkJ91ur6mpkccTe/3eROWJs85xV5WeXWoxWuQqTFd1dfDgtb3Ipc2fxRlVJck5Li0c6yxM0eZN8WMdpUnh2KTCdG3eFz/WNtoRjnUNy9Dm7cHYdCtdxcklvc6lK39RIJJbdro2t8fvQ3u+NxxrpSb3GOvObgvHeu127W5fHz82063q6upevy6eumC83+vpuQ/JnnAfJGmLf3PMqUslqS0pOnZbYJvs/tgjuT3OdhV1it1ubZezPXr380VeF5/dp+xO7e62V6q2PfboJ78toIxOsVWuvWpob4gZGzBMpVRHio3VKdVq9jTHjLUkOasjhaW6tP1qc7d96feZJBVrRvg5bslq1ubG+K/dsORJ4di2HI82x1knVJIyM0vDsb5cnzbXxI9NyStUY0XdAfOQJNO0wu0aBXZt3hm/3f7aR3zR18UaYUTazcvU5o3x+9BX+4gGT0WvcvE1eXtsty090u6B9hGelOjt/jP/ZsnqPomtJHm67CO2B7bJ5o89G4HTcipLuQfMpcqzS/XOeuV3anePsVv72mMXVv1d9hFVjirVtcd+P5td9hE1SdVqbI89Utbqso+oS6lViyfyfkm30jS8F69NlWeXWo3oWQzKmorktYL9cGe0aGvzpriPH6GZkfdEdpu2NkRiu+6581MnR95reX59VhuvXUM52aMj7wkjdnGwK2eDpTFjyrS7reOAXfT7wpCh4qIx4XbHj5ugiqZAp2U+ons9elRknzZx/BRtrYteiqJz6xPGHBGOnTR+hj6tbI+01akTjY318rXF/k4XlUtqsTJzCjVuSuT5HT1utho3t4Ya7KgQRoyeEdlfF5fO0N5R8Yv9JUdMDcfm541V3qjuS0F0KD488rplpOSHYxv3V8rfvOOAuaSOOFFjjjhZdnvoMzdU1MwenhxuN+A3VX5qx6wwoRhFUs3Ij+xXLcvSEQsKw/kbHU9H6EpqtjNqu5921vBwNbij7Y6fk9Ij39P8VvB7s901XjbnWJn+PZLVKhlpsjlGyAitQe23gvuVmV8dLjNgRYq1HUuwGJLDaYvqw1HnFYdjw2+LUBHYZjeiYmd9vaNdI/IyG6ElXmyKjv1GkWQVRbVnGFLNjlateGrXAV+b4xeN0rCy4Ij6zu1OOT1PU07Pi/u4/fWRfdjYORkaOyf+CUKNLfUdS7VrxJHJGnFk/JNxWtoa1BKa/T5vvF154wtVU9Gqf/32wEVun9qickgEo2yjNCptlCSprrZ333OAocw0TTU2NsqyLNlssf/mA9B7zc2xjy8AAADg8zGsjnn7hrjKykqNGDFCK1eu1OzZkYONt99+u37/+99r06buB4NjjeQuKSlRfX29MjMP7jpy/e3NX/1GEysPvB7wpuJPdPJVl/ZBj744chmYBlMu0uDKh1wGpsGUy/pH/6K87QeewrZudJWmXP61PujRlzOY8hlMuaz5x7/1r9/de8C4Ey76oWacfnwf9OiLW7N0hf7127sPGHfCxTdqxoLj+qBHX45pWnrqx++otcGj7qdoSJKl9JxkXXjbMbLZ4i/HMRBEcom/ZEd6ThK5AEgopmmqpqZGw4YNo8gNHARNTU3KyclRY2PjoDt+CAAA0Jcocod4vV6lpqbqz3/+s84999zw7ddcc43WrVunt95664BtNDU1KSsra1B+SfW4W7Xzf95Sij095jrVlmXJHWjRqJ+eqOTUtBgtDBzkMjANplykwZUPuQxMgykXn8ejih+/2WMubYEWlf3sZDmTk2O0MLAMpnwGUy5+v1+/XHShLLM1boxhT9f3f/eUHI6BPdmR3+/XLy/6tqxA/FG2iZJLh8/WVmvpIxvi3r/ginKNnVbQhz364sgFwGBjmqaqq6tVUFBAkRs4CAbz8UMAAIC+xF8nIS6XSzNmzNCyZcuibl+2bJmOPfbYfurVwJGcmqZtOdskBQ9od9ZxvSJn24AvpEjkMlANplykwZUPuQxMgykXZ3KymguDSw3Ey6W5sHbAF1E7DKZ8BlMuDodDR33lOz3GHHX2xQlRFHY4HDrq7It7jEmUXDqMnVagBVeUKy07eg349JykhCukkgsAAAAAAMChx0juTv70pz9p0aJFevjhhzV79mw9+uijeuyxx/Txxx9r1KhRB3z8UDgTc+ntv9KY+jFKdUTW/2v1N6siZ5sW3HJVP/bs8yOXgWkw5SINrnzIZWAaTLmsufd3ytiXH5WL29+s5sJazfjhRf3Ysy9mMOUzmHL59zP/0Psv/05mILIWos2eoZlnX6Tjzz+9H3v2+Q2mXDqYpqWqLQ1qbWpXWmaSho/PTtipsAdbLns279feXbUqKsnXiMNyEzYXAJ8fI7mBg2soHD8EAADoCxS5u3jooYd0zz33qKqqSuXl5br//vt1wgkn9OqxQ+VLqsfdqrd/8wd56txKzkvVnEsvTIiRgrF43K1a8X9Py7vfI1duso675AJyGQAGUy7S4MqH7X9gGky5+DwebfrdX+WpbVVyfpomXnRWQowSjmcw5ePzePTJb19W675GpRVmadLFZydsLn6/Xx+9vlqN1TXKKhimqfNmJdSo584GUy4Y2ChyAUMX2z9wcA2V44cAAACHGkXug2gofUnlj1xg6GL7B4Yutn9g6GL7B4Yutn/g4BpKxw8BAAAOJf46AQAAAAAAAAAAAAAkDIrcAAAAAAAAAAAAAICEQZEbAAAAAAAAAAAAAJAwKHIDAAAAAAAAAAAAABIGRW4AAAAAAAAAAAAAQMKgyA0AAAAAAAAAAAAASBgUuQEAAAAAAAAAAAAACYMiNwAAAAAAAAAAAAAgYVDkBgAAAAAAAAAAAAAkDIrcAAAAAAAAAAAAAICEQZEbAAAAAAAAAAAAAJAwKHIDAAAAAAAAAAAAABIGRW4AAAAAAAAAAAAAQMKgyA0AAAAAAAAAAAAASBgUuQEAAAAAAAAAAAAACYMiNwAAAAAAAAAAAAAgYVDkBgAAAAAAAAAAAAAkDIrcAAAAAAAAAAAAAICEQZEbAAAAAAAAAAAAAJAwKHIDAAAAAAAAAAAAABIGRW4AAAAAAAAAAAAAQMKgyA0AAAAAAAAAAAAASBgUuQEAAAAAAAAAAAAACYMiNwAAAAAAAAAAAAAgYVDkBgAAAAAAAAAAAAAkDIrcAAAAAAAAAAAAAICEQZEbAAAAAAAAAAAAAJAwKHIDAAAAAAAAAAAAABIGRW4AAAAAAAAAAAAAQMKgyA0AAAAAAAAAAAAASBgUuQEAAAAAAAAAAAAACYMiNwAAAAAAAAAAAAAgYVDkBgAAAAAAAAAAAAAkDEd/d2AwsSxLktTU1NTPPTn0TNNUc3OzkpOTZbNxrgQwlLD9A0MX2z8wdLH9A0MX2z9wcHUcN+w4jggAAIAvhiL3QdTc3CxJKikp6eeeAAAAAAAAABiompublZWV1d/dAAAASFiGxWmDB41pmqqsrFRGRoYMw+jv7hxSTU1NKikp0a5du5SZmdnf3QHQh9j+gaGL7R8Yutj+gaGL7R84uCzLUnNzs4qLi5kdAQAA4EtgJPdBZLPZNHLkyP7uRp/KzMzkj1xgiGL7B4Yutn9g6GL7B4Yutn/g4GEENwAAwJfH6YIAAAAAAAAAAAAAgIRBkRsAAAAAAAAAAAAAkDAocuMLSUpK0uLFi5WUlNTfXQHQx9j+gaGL7R8Yutj+gaGL7R8AAADAQGRYlmX1dycAAAAAAAAAAAAAAOgNRnIDAAAAAAAAAAAAABIGRW4AAAAAAAAAAAAAQMKgyA0AAAAAAAAAAAAASBgUuQEAAAAAAAAAAAAACYMi9xB155136qijjlJGRoYKCgp0zjnn6NNPP42KsSxLt956q4qLi5WSkqK5c+fq448/joppb2/X1Vdfrfz8fKWlpenss8/W7t27o2Lq6+u1aNEiZWVlKSsrS4sWLVJDQ8OhThFAHH25/Y8ePVqGYURdbrrppkOeI4DYDtb2/+ijj2ru3LnKzMyUYRgxP9f5/AcGlr7c/vn8Bwaeg7EP2L9/v66++mpNmDBBqampKi0t1fe//301NjZGtcN3AAAAAAB9gSL3EPXWW2/pyiuv1DvvvKNly5bJ7/dr/vz5am1tDcfcc889uu+++/SrX/1K7733noqKinTqqaequbk5HHPttdfqhRde0DPPPKO3335bLS0tWrhwoQKBQDjmggsu0Lp167R06VItXbpU69at06JFi/o0XwARfbn9S9JPf/pTVVVVhS8//vGP+yxXANEO1vbvdru1YMEC/ehHP4r7u/j8BwaWvtz+JT7/gYHmYOwDKisrVVlZqZ///Odav369nnzySS1dulSXXHJJ1O/iOwAAAACAPmEBlmVVV1dbkqy33nrLsizLMk3TKioqsu66665wjMfjsbKysqyHH37YsizLamhosJxOp/XMM8+EY/bs2WPZbDZr6dKllmVZ1saNGy1J1jvvvBOOWbVqlSXJ2rRpU1+kBuAADtX2b1mWNWrUKOv+++/vm0QAfG5fZPvvbPny5ZYkq76+Pup2Pv+Bge9Qbf+Wxec/kAi+7D6gw7PPPmu5XC7L5/NZlsV3AAAAAAB9h5HckKTw9GK5ubmSpIqKCu3du1fz588PxyQlJenEE0/UypUrJUlr1qyRz+eLiikuLlZ5eXk4ZtWqVcrKytLRRx8djjnmmGOUlZUVjgHQvw7V9t/h7rvvVl5eno488kjdfvvt8nq9hzolAL30Rbb/3uDzHxj4DtX234HPf2BgO1j7gMbGRmVmZsrhcEjiOwAAAACAvuPo7w6g/1mWpeuvv15z5sxReXm5JGnv3r2SpMLCwqjYwsJC7dixIxzjcrmUk5PTLabj8Xv37lVBQUG331lQUBCOAdB/DuX2L0nXXHONpk+frpycHK1evVo333yzKioq9Jvf/OZQpgWgF77o9t8bfP4DA9uh3P4lPv+Bge5g7QPq6up022236YorrgjfxncAAAAAAH2FIjd01VVX6aOPPtLbb7/d7T7DMKKuW5bV7bauusbEiu9NOwAOvUO9/V933XXhn6dOnaqcnBx97WtfC4/uAtB/Dvb2f6A2vmg7AA6+Q7398/kPDGwHYx/Q1NSkM888U5MnT9bixYt7bKOndgAAAADgi2K68iHu6quv1ssvv6zly5dr5MiR4duLiookqduZ1tXV1eEzu4uKiuT1elVfX99jzL59+7r93pqamm5niAPoW4d6+4/lmGOOkSRt3br1oOQA4Iv5Mtt/b/D5Dwxch3r7j4XPf2DgOBj7gObmZi1YsEDp6el64YUX5HQ6o9rhOwAAAACAvkCRe4iyLEtXXXWVnn/+eb355psqKyuLur+srExFRUVatmxZ+Dav16u33npLxx57rCRpxowZcjqdUTFVVVXasGFDOGb27NlqbGzU6tWrwzHvvvuuGhsbwzEA+lZfbf+xrF27VpI0fPjwg5kSgF46GNt/b/D5Dww8fbX9x8LnP9D/DtY+oKmpSfPnz5fL5dLLL7+s5OTkqHb4DgAAAACgrzBd+RB15ZVX6umnn9ZLL72kjIyM8NnaWVlZSklJkWEYuvbaa3XHHXdo/PjxGj9+vO644w6lpqbqggsuCMdecskl+sEPfqC8vDzl5ubqhhtu0JQpUzRv3jxJ0qRJk7RgwQJddtlleuSRRyRJl19+uRYuXKgJEyb0T/LAENdX2/+qVav0zjvv6KSTTlJWVpbee+89XXfddTr77LNVWlrab/kDQ9nB2P6l4CivvXv3hkdlrl+/XhkZGSotLVVubi6f/8AA1FfbP5//wMB0MPYBzc3Nmj9/vtxut5566ik1NTWpqalJkjRs2DDZ7Xa+AwAAAADoOxaGJEkxL0888UQ4xjRNa/HixVZRUZGVlJRknXDCCdb69euj2mlra7OuuuoqKzc310pJSbEWLlxo7dy5Myqmrq7OuvDCC62MjAwrIyPDuvDCC636+vo+yBJALH21/a9Zs8Y6+uijraysLCs5OdmaMGGCtXjxYqu1tbWvUgXQxcHa/hcvXnzAdvj8BwaWvtr++fwHBqaDsQ9Yvnx53HYqKirCcXwHAAAAANAXDMuyrENRPAcAAAAAAAAAAAAA4GBjTW4AAAAAAAAAAAAAQMKgyA0AAAAAAAAAAAAASBgUuQEAAAAAAAAAAAAACYMiNwAAAAAAAAAAAAAgYVDkBgAAAAAAAAAAAAAkDIrcAAAAAAAAAAAAAICEQZEbAAAAAAAAAAAAAJAwKHIDAAAAAAAAAAAAABIGRW4AAAAAAAAAAAAAQMKgyA0AAAAcgGVZmjdvnk477bRu9z300EPKysrSzp07+6FnAAAAAAAAwNBDkRsAAAA4AMMw9MQTT+jdd9/VI488Er69oqJCN954o5YsWaLS0tKD+jt9Pt9BbQ8AAAAAAAAYLChyAwAAAL1QUlKiJUuW6IYbblBFRYUsy9Ill1yiU045RbNmzdIZZ5yh9PR0FRYWatGiRaqtrQ0/dunSpZozZ46ys7OVl5enhQsX6rPPPgvfv337dhmGoWeffVZz585VcnKynnrqqf5IEwAAAAAAABjwDMuyrP7uBAAAAJAozjnnHDU0NOi8887Tbbfdpvfee08zZ87UZZddposuukhtbW268cYb5ff79eabb0qSnnvuORmGoSlTpqi1tVX/8z//o+3bt2vdunWy2Wzavn27ysrKNHr0aP3iF7/QtGnTlJSUpOLi4n7OFgAAAAAAABh4KHIDAAAAn0N1dbXKy8tVV1env/zlL1q7dq3effddvfrqq+GY3bt3q6SkRJ9++qkOO+ywbm3U1NSooKBA69evV3l5ebjI/cADD+iaa67py3QAAAAAAACAhMN05QAAAMDnUFBQoMsvv1yTJk3SueeeqzVr1mj58uVKT08PXyZOnChJ4SnJP/vsM11wwQUaM2aMMjMzVVZWJknauXNnVNszZ87s22QAAAAAAACABOTo7w4AAAAAicbhcMjhCH6VNk1TZ511lu6+++5uccOHD5cknXXWWSopKdFjjz2m4uJimaap8vJyeb3eqPi0tLRD33kAAAAAAAAgwVHkBgAAAL6E6dOn67nnntPo0aPDhe/O6urq9Mknn+iRRx7R8ccfL0l6++23+7qbAAAAAAAAwKDBdOUAAADAl3DllVdq//79+ta3vqXVq1dr27Zteu211/Td735XgUBAOTk5ysvL06OPPqqtW7fqzTff1PXXX9/f3QYAAAAAAAASFkVuAAAA4EsoLi7WihUrFAgEdNppp6m8vFzXXHONsrKyZLPZZLPZ9Mwzz2jNmjUqLy/Xddddp3vvvbe/uw0AAAAAAAAkLMOyLKu/OwEAAAAAAAAAAAAAQG8wkhsAAAAAAAAAAAAAkDAocgMAAAAAAAAAAAAAEgZFbgAAAAAAAAAAAABAwqDIDQAAAAAAAAAAAABIGBS5AQAAAAAAAAAAAAAJgyI3AAAAAAAAAAAAACBhUOQGAAAAAAAAAAAAACQMitwAAAAAAAAAAAAAgIRBkRsAAAAAAAAAAAAAkDAocgMAAAAAAAAAAAAAEgZFbgAAAAAAAAAAAABAwvj/LcT+1GvfP94AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 2000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create pivot table for technology distribution by conflict status\n",
+    "tech_conflict_trend = (\n",
+    "    df_thousands.groupby([\"Year\", \"Conflict Status\", \"Technology\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(20, 10))\n",
+    "\n",
+    "# Plot for Conflict countries\n",
+    "conflict_data = tech_conflict_trend[\n",
+    "    tech_conflict_trend[\"Conflict Status\"] == \"Conflict\"\n",
+    "]\n",
+    "for tech in conflict_data[\"Technology\"].unique():\n",
+    "    tech_data = conflict_data[conflict_data[\"Technology\"] == tech]\n",
+    "    plt.plot(\n",
+    "        tech_data[\"Year\"],\n",
+    "        tech_data[\"Value\"],\n",
+    "        linestyle=\"--\",\n",
+    "        marker=\"o\",\n",
+    "        label=f\"Conflict - {tech}\",\n",
+    "    )\n",
+    "\n",
+    "plt.title(\"Technology Trends in Conflict vs Non-Conflict Countries\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Number of people using Technology (in thousands)\")\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "962ae3dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20, 10))\n",
+    "no_conflict_data = tech_conflict_trend[\n",
+    "    tech_conflict_trend[\"Conflict Status\"] == \"No Conflict\"\n",
+    "]\n",
+    "for tech in no_conflict_data[\"Technology\"].unique():\n",
+    "    tech_data = no_conflict_data[no_conflict_data[\"Technology\"] == tech]\n",
+    "    plt.plot(\n",
+    "        tech_data[\"Year\"],\n",
+    "        tech_data[\"Value\"],\n",
+    "        linestyle=\"-\",\n",
+    "        marker=\"s\",\n",
+    "        label=f\"No Conflict - {tech}\",\n",
+    "    )\n",
+    "\n",
+    "plt.title(\"Technology Trends in Conflict vs Non-Conflict Countries\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Number of people using Technology (in thousands)\")\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ab9b9198",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "# Create a pivot table for the heatmap\n",
+    "heatmap_data = pd.pivot_table(\n",
+    "    df_thousands[df_thousands[\"Conflict Status\"] == \"Conflict\"],\n",
+    "    values=\"Value\",\n",
+    "    index=\"Country\",\n",
+    "    columns=\"Sub-Technology\",\n",
+    "    aggfunc=\"sum\",\n",
+    ")\n",
+    "\n",
+    "# Create a heatmap\n",
+    "plt.figure(figsize=(15, 10))\n",
+    "sns.heatmap(\n",
+    "    heatmap_data,\n",
+    "    cmap=\"YlOrRd\",\n",
+    "    annot=True,\n",
+    "    fmt=\".1f\",\n",
+    "    cbar_kws={\"label\": \"Number of people using Solar Technology (in thousands)\"},\n",
+    "    linewidths=0.5,\n",
+    ")\n",
+    "\n",
+    "plt.title(\"Distribution of Solar Sub-Technologies Across Conflict Countries\")\n",
+    "plt.xlabel(\"Sub-Technology\")\n",
+    "plt.ylabel(\"Country\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63151f41",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/IRENA_ONG_explore_1.ipynb b/3_data_exploration/IRENA_ONG_explore_1.ipynb
new file mode 100644
index 000000000..a2b79cf04
--- /dev/null
+++ b/3_data_exploration/IRENA_ONG_explore_1.ipynb
@@ -0,0 +1,832 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "2dd35fd6",
+   "metadata": {},
+   "source": [
+    "## **1. Exploratory Data Analysis**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aada7731",
+   "metadata": {},
+   "source": [
+    "In this data exploration, we will look at the data cleaned and analyzes data between conflict and comparison countries.  \n",
+    " The analysis follows a structured approach:\n",
+    "\n",
+    "**Data Preparation**: Standard setup including data loading, quality checks, and missing value assessment.\n",
+    "\n",
+    "**Key Analysis Areas**:\n",
+    "- **Temporal Trends**: Compares electricity capacity growth over time between conflict and comparison countries\n",
+    "- **Solar Focus**: Examines solar energy deployment specifically in conflict-affected regions\n",
+    "- **Energy Types**: Analyzes distribution differences between renewable and non-renewable capacity\n",
+    "- **Producer Analysis**: Investigates how different types of electricity producers are distributed across conflict vs. other regions\n",
+    "\n",
+    "**Purpose**: To reveal impact energy infrastructure development, particularly for renewable technologies in both conflict and other countries."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "688892f2",
+   "metadata": {},
+   "source": [
+    "[Key findings for EDA 1](#key-finding)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "970ea2fc",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31mFailed to start the Kernel. \n",
+      "\u001b[1;31mUnable to start Kernel 'base (Python 3.12.7)' due to a timeout waiting for the ports to get used. \n",
+      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
+     ]
+    }
+   ],
+   "source": [
+    "# 1. Import Required Libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "7fd1bc46",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Visualization settings\n",
+    "%matplotlib inline\n",
+    "sns.set(style=\"whitegrid\", palette=\"pastel\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b62c6f6c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2. Load Dataset\n",
+    "url = \"https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/ongrid_analysis/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx\"\n",
+    "df = pd.read_excel(url, engine=\"openpyxl\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2ccaabf7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Region       Sub-region  Country ISO3 code         RE or Non-RE  \\\n",
+      "0  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "1  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "2  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "3  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "4  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "\n",
+      "  Group Technology   Technology Sub-Technology        Producer Type  Year  \\\n",
+      "0     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2000   \n",
+      "1     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2001   \n",
+      "2     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2002   \n",
+      "3     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2003   \n",
+      "4     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2004   \n",
+      "\n",
+      "   Electricity Installed Capacity (MW)        Classification  \n",
+      "0                              5459.01  Comparison Countries  \n",
+      "1                              5455.50  Comparison Countries  \n",
+      "2                              5891.01  Comparison Countries  \n",
+      "3                              6013.24  Comparison Countries  \n",
+      "4                              6305.24  Comparison Countries  \n",
+      "Shape of dataset: (38381, 12)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 3. Quick Preview\n",
+    "print(df.head())\n",
+    "print(\"Shape of dataset:\", df.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "028c090a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 38381 entries, 0 to 38380\n",
+      "Data columns (total 12 columns):\n",
+      " #   Column                               Non-Null Count  Dtype  \n",
+      "---  ------                               --------------  -----  \n",
+      " 0   Region                               38381 non-null  object \n",
+      " 1   Sub-region                           38381 non-null  object \n",
+      " 2   Country                              38381 non-null  object \n",
+      " 3   ISO3 code                            38381 non-null  object \n",
+      " 4   RE or Non-RE                         38381 non-null  object \n",
+      " 5   Group Technology                     38381 non-null  object \n",
+      " 6   Technology                           38381 non-null  object \n",
+      " 7   Sub-Technology                       38381 non-null  object \n",
+      " 8   Producer Type                        38381 non-null  object \n",
+      " 9   Year                                 38381 non-null  int64  \n",
+      " 10  Electricity Installed Capacity (MW)  38381 non-null  float64\n",
+      " 11  Classification                       38381 non-null  object \n",
+      "dtypes: float64(1), int64(1), object(10)\n",
+      "memory usage: 3.5+ MB\n",
+      "None\n",
+      "               Year  Electricity Installed Capacity (MW)\n",
+      "count  38381.000000                         3.838100e+04\n",
+      "mean    2013.529715                         3.787876e+03\n",
+      "std        7.008350                         2.796739e+04\n",
+      "min     2000.000000                         1.000000e-03\n",
+      "25%     2008.000000                         5.140800e+00\n",
+      "50%     2014.000000                         6.735000e+01\n",
+      "75%     2020.000000                         7.900000e+02\n",
+      "max     2024.000000                         1.228502e+06\n",
+      "Columns: ['Region', 'Sub-region', 'Country', 'ISO3 code', 'RE or Non-RE', 'Group Technology', 'Technology', 'Sub-Technology', 'Producer Type', 'Year', 'Electricity Installed Capacity (MW)', 'Classification']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 4. Basic Info and Summary\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(\"Columns:\", df.columns.tolist())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8fb6713a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Missing values per column:\n",
+      "Region                                 0\n",
+      "Sub-region                             0\n",
+      "Country                                0\n",
+      "ISO3 code                              0\n",
+      "RE or Non-RE                           0\n",
+      "Group Technology                       0\n",
+      "Technology                             0\n",
+      "Sub-Technology                         0\n",
+      "Producer Type                          0\n",
+      "Year                                   0\n",
+      "Electricity Installed Capacity (MW)    0\n",
+      "Classification                         0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 5. Missing Values\n",
+    "print(\"Missing values per column:\")\n",
+    "print(df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ec022142",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of Countries: 224\n",
+      "Year Range: 2000 - 2024\n",
+      "Years: [2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024]\n",
+      "Classification: ['Comparison Countries' 'Conflict Countries']\n",
+      "Producer Types: ['On-grid electricity' 'Off-grid electricity']\n",
+      "RE Categories: ['Total Non-Renewable' 'Total Renewable']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 6. Unique Value Checks (Sanity Check)\n",
+    "print(\"Number of Countries:\", df[\"Country\"].nunique())\n",
+    "print(\"Year Range:\", df[\"Year\"].min(), \"-\", df[\"Year\"].max())\n",
+    "print(\"Years:\", sorted(df[\"Year\"].unique()))\n",
+    "print(\"Classification:\", df[\"Classification\"].unique())\n",
+    "print(\"Producer Types:\", df[\"Producer Type\"].unique())\n",
+    "print(\"RE Categories:\", df[\"RE or Non-RE\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e87bbaf4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Classification\n",
+       "Comparison Countries    37317\n",
+       "Conflict Countries       1064\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Country\"].value_counts()\n",
+    "df[\"Year\"].min(), df[\"Year\"].max()\n",
+    "df[\"Classification\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "90e97ab0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Country\n",
+      "United States of America (the)                                595\n",
+      "Argentina                                                     540\n",
+      "Brazil                                                        506\n",
+      "Germany                                                       457\n",
+      "United Kingdom of Great Britain and Northern Ireland (the)    452\n",
+      "                                                             ... \n",
+      "South Sudan                                                    37\n",
+      "Turks and Caicos Islands                                       35\n",
+      "Saint Barthélemy                                               34\n",
+      "Montserrat                                                     31\n",
+      "Sint Maarten (Dutch Part)                                      13\n",
+      "Name: count, Length: 224, dtype: int64\n",
+      "Classification\n",
+      "Comparison Countries    37317\n",
+      "Conflict Countries       1064\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 7. Value Distributions\n",
+    "print(df[\"Country\"].value_counts())\n",
+    "print(df[\"Classification\"].value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "50146423",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Electricity Installed Capacity (MW)</th>\n",
+       "      <th>Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>38376</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Polynesia</td>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>TUV</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>2.397</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38377</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Polynesia</td>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>TUV</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>2.397</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38378</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Polynesia</td>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>TUV</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>2.397</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38379</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Polynesia</td>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>TUV</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>2.497</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38380</th>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>Polynesia</td>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>TUV</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2024</td>\n",
+       "      <td>2.997</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Region Sub-region Country ISO3 code     RE or Non-RE Group Technology  \\\n",
+       "38376  Oceania  Polynesia  Tuvalu       TUV  Total Renewable     Solar energy   \n",
+       "38377  Oceania  Polynesia  Tuvalu       TUV  Total Renewable     Solar energy   \n",
+       "38378  Oceania  Polynesia  Tuvalu       TUV  Total Renewable     Solar energy   \n",
+       "38379  Oceania  Polynesia  Tuvalu       TUV  Total Renewable     Solar energy   \n",
+       "38380  Oceania  Polynesia  Tuvalu       TUV  Total Renewable     Solar energy   \n",
+       "\n",
+       "               Technology              Sub-Technology        Producer Type  \\\n",
+       "38376  Solar photovoltaic  On-grid Solar photovoltaic  On-grid electricity   \n",
+       "38377  Solar photovoltaic  On-grid Solar photovoltaic  On-grid electricity   \n",
+       "38378  Solar photovoltaic  On-grid Solar photovoltaic  On-grid electricity   \n",
+       "38379  Solar photovoltaic  On-grid Solar photovoltaic  On-grid electricity   \n",
+       "38380  Solar photovoltaic  On-grid Solar photovoltaic  On-grid electricity   \n",
+       "\n",
+       "       Year  Electricity Installed Capacity (MW)        Classification  \n",
+       "38376  2020                                2.397  Comparison Countries  \n",
+       "38377  2021                                2.397  Comparison Countries  \n",
+       "38378  2022                                2.397  Comparison Countries  \n",
+       "38379  2023                                2.497  Comparison Countries  \n",
+       "38380  2024                                2.997  Comparison Countries  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()\n",
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ad5a0d6e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 8. Trends: Installed Capacity Over Time\n",
+    "df_grouped = (\n",
+    "    df.groupby([\"Year\", \"Classification\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.lineplot(\n",
+    "    data=df_grouped,\n",
+    "    x=\"Year\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    hue=\"Classification\",  # Changed from \"Conflict_Status\" to \"Classification\"\n",
+    ")\n",
+    "plt.title(\n",
+    "    \"Electricity Capacity Over Time: Choosen Conflict and Other Comparison Countries\"\n",
+    ")\n",
+    "plt.ylabel(\"Installed Capacity (MW)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b3f27d41",
+   "metadata": {},
+   "source": [
+    "**Key Finding:** Comparison countries show rapid growth more volatile in electricity from 2000 to 2025, reaching approximately 10,000 MW.  \n",
+    "In contrast, conflict-affected countries show a steady, linear increase in capacity. This suggests that while other comparison countries regions scale quickly, growth in conflict areas is more stable and sustained, reflecting a consistent investment in energy infrastructure despite underlying challenges. ultimately steady, consistent growth seen in conflict areas. The growth is linear and sustained, demonstrating stable energy infrastructure development in conflict regions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "692fa058",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 8.1 Filter: Solar Energy in Both Conflict and Non-Conflict Countries\n",
+    "df_solar = df[df[\"Technology\"].str.contains(\"Solar\", case=False, na=False)]\n",
+    "\n",
+    "# Group by Year and Classification (changed from Conflict_Status)\n",
+    "df_solar_grouped = (\n",
+    "    df_solar.groupby([\"Year\", \"Classification\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Plot Solar Capacity: Conflict vs Non-Conflict\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.lineplot(\n",
+    "    data=df_solar_grouped,\n",
+    "    x=\"Year\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    hue=\"Classification\",  # Changed from Conflict_Status\n",
+    "    marker=\"o\",\n",
+    ")\n",
+    "plt.title(\"Solar Energy Capacity Over Time: Conflict vs Other Comparison Countries\")\n",
+    "plt.ylabel(\"Installed Capacity (MW)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.legend(title=\"Status\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# Optional: Create separate plots for each status\n",
+    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n",
+    "\n",
+    "# Conflict countries only\n",
+    "df_solar_conflict = df_solar_grouped[\n",
+    "    df_solar_grouped[\"Classification\"] == \"Conflict Countries\"\n",
+    "]\n",
+    "sns.lineplot(\n",
+    "    data=df_solar_conflict,\n",
+    "    x=\"Year\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    ax=ax1,\n",
+    "    color=\"red\",\n",
+    "    marker=\"o\",\n",
+    ")\n",
+    "ax1.set_title(\"Solar Capacity in Conflict-Affected Countries\")\n",
+    "ax1.set_ylabel(\"Installed Capacity (MW)\")\n",
+    "ax1.set_xlabel(\"Year\")\n",
+    "ax1.tick_params(axis=\"x\", rotation=45)\n",
+    "\n",
+    "# Non-conflict countries only\n",
+    "df_solar_non_conflict = df_solar_grouped[\n",
+    "    df_solar_grouped[\"Classification\"] == \"Comparison Countries\"\n",
+    "]\n",
+    "sns.lineplot(\n",
+    "    data=df_solar_non_conflict,\n",
+    "    x=\"Year\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    ax=ax2,\n",
+    "    color=\"green\",\n",
+    "    marker=\"o\",\n",
+    ")\n",
+    "ax2.set_title(\"Solar Capacity in Other Comparison Countries\")\n",
+    "ax2.set_ylabel(\"Installed Capacity (MW)\")\n",
+    "ax2.set_xlabel(\"Year\")\n",
+    "ax2.tick_params(axis=\"x\", rotation=45)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# Optional: Show the difference/ratio between conflict and non-conflict\n",
+    "# Pivot to have classification as columns\n",
+    "df_solar_pivot = df_solar_grouped.pivot(\n",
+    "    index=\"Year\", columns=\"Classification\", values=\"Electricity Installed Capacity (MW)\"\n",
+    ").fillna(0)\n",
+    "\n",
+    "# Add ratio column\n",
+    "df_solar_pivot[\"Ratio\"] = (\n",
+    "    df_solar_pivot[\"Comparison Countries\"] / df_solar_pivot[\"Conflict Countries\"]\n",
+    ")\n",
+    "\n",
+    "# Plot the ratio\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.lineplot(data=df_solar_pivot.reset_index(), x=\"Year\", y=\"Ratio\", marker=\"o\")\n",
+    "plt.title(\"Solar Capacity Ratio: Conflict to Other Comparison Countries\")\n",
+    "plt.ylabel(\"Ratio (Comparison / Conflict)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.axhline(y=1, color=\"red\", linestyle=\"--\", alpha=0.7, label=\"Equal capacity\")\n",
+    "plt.legend()\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "42330aa8",
+   "metadata": {},
+   "source": [
+    "\n",
+    "\n",
+    "**Key Findings:** \n",
+    "\n",
+    " **Graph 1: Solar Energy Capacity Over Time - Conflict vs Comparison Countries**  \n",
+    "Armed conflicts have severely limited solar PV **deployment** - conflict countries show near-zero solar capacity throughout 15 years while non-conflict countries achieved exponential growth to 2 million MW.\n",
+    "\n",
+    " **Graph 2: Individual Country Trends**  \n",
+    "\n",
+    "Conflict countries pattern:  \n",
+    "- Flat growth from 2000-2015\n",
+    "- Brief peak around 2018-2020 (~9,000 MW)\n",
+    "- Sharp decline after 2020, returning to low levels  \n",
+    "\n",
+    "Comparison countries pattern:   \n",
+    "- Steady exponential growth curve\n",
+    "- Consistent upward trajectory with no major setbacks\n",
+    "- Reaches ~1.8×10⁶ MW by 2025\n",
+    "\n",
+    "\n",
+    " **Graph 3: Solar Capacity Ratio Analysis**\n",
+    "The deployment gap between conflict and comparison areas is extreme (100,000+ times difference), meaning **household consumption** of solar PV in conflict areas is essentially zero, creating massive energy inequality.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd36e461",
+   "metadata": {},
+   "source": [
+    "**Key Finding:** Solar capacity in conflict-affected regions shows a dramatic growth trajectory, particularly accelerating after 2015. The capacity grows from near zero in 2005 to over 8,000 MW by around 2020, with the steepest growth occurring between 2015-2020, suggesting increased investment in solar infrastructure despite conflict conditions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a95b050e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Box Plot: Renewable vs Nonrenewable\n",
+    "# plt.figure(figsize=(10, 6))\n",
+    "sns.barplot(\n",
+    "    data=df,\n",
+    "    x=\"RE or Non-RE\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    hue=\"Classification\",\n",
+    "    estimator=\"mean\",  # You can use \"sum\" if you want total capacity\n",
+    "    palette=\"Set2\",\n",
+    ")\n",
+    "plt.title(\"Average Installed Capacity by Energy Type and Classification\")\n",
+    "plt.ylabel(\"Average Installed Capacity (MW)\")\n",
+    "plt.xlabel(\"Energy Type\")\n",
+    "plt.legend(title=\"Country Classification\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d8225861",
+   "metadata": {},
+   "source": [
+    "**Key Finding:** The energy infrastructure is heavily skewed toward non-renewable sources. Total non-renewable capacity dominates at around 0.5 MW, while total renewable capacity is significantly lower at approximately 0.4 MW. This suggests a continued reliance on traditional energy sources rather than sustainable alternatives."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "329c0a73",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 10. On-Grid Producer Types by Conflict Status\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.countplot(data=df, x=\"Producer Type\", hue=\"Classification\")\n",
+    "plt.title(\"Distribution of Producer Types (Conflict vs Other Comparison Countries)\")\n",
+    "plt.xlabel(\"Producer Type\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33eb8fd7",
+   "metadata": {},
+   "source": [
+    "**Key Finding:** There's a dramatic disparity in energy production between conflict and other regions. On-grid electricity production is overwhelmingly concentrated in comparison countries (approximately 30,000 units), while conflict-affected regions show minimal on-grid production. Off-grid electricity shows some presence in both regions, but still favors comparison areas."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa24b080",
+   "metadata": {},
+   "source": [
+    "<a id=\"key-finding\"></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e33e4cd8",
+   "metadata": {},
+   "source": [
+    "## **Key Findings from EDA 1:** "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "208d5f60",
+   "metadata": {},
+   "source": [
+    "The analysis revealed a substantial gap in electricity capacity between conflict and non-conflict countries, with conflict-affected regions showing significantly lower infrastructure development.\n",
+    "\n",
+    "\n",
+    "**Main Discoveries:**\n",
+    "- Conflict areas are getting MORE solar power, not less - went from almost zero to 8,000+ MW in 15 years\n",
+    "- People skip regular electricity and go straight to solar in conflict zones\n",
+    "- Solar growth exploded after 2015 in conflict areas\n",
+    "- Peaceful countries grow solar slowly and steadily\n",
+    "\n",
+    "**Surprising Finding:**\n",
+    "War-torn areas are actually adopting solar faster than peaceful ones!\n",
+    "\n",
+    "**Overall Insight:** While conflict regions face significant challenges in traditional energy infrastructure, they're experiencing remarkable growth in solar capacity, potentially leapfrogging traditional energy systems.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "367904ed",
+   "metadata": {},
+   "source": [
+    "| **Aspect**                           | **Conflict Countries**                                                                        | **Comparison Countries**                                                              |\n",
+    "| ------------------------------------ | --------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------- |\n",
+    "| **Electricity Capacity (2000–2025)** | Slow, steady, and linear growth (max \\~10,000 MW)                                             | Rapid, volatile growth reaching \\~1.8 million MW                                      |\n",
+    "| **Solar Energy Trends**              | - Near-zero until 2015<br>- Sharp increase \\~2015–2020 (peak \\~8,000 MW)<br>- Drop after 2020 | - Exponential growth since 2010<br>- \\~2×10⁶ MW by 2025<br>- No major setbacks        |\n",
+    "| **On-grid vs Off-grid Capacity**     | Minimal on-grid presence<br>Some off-grid uptake       | Strong on-grid dominance (\\~30,000+ units)<br>Off-grid also present but less dominant |\n",
+    "| **Renewable vs Nonrenewable**        | Still reliant on nonrenewables<br>Renewables slowly increasing, driven by solar               | Higher total nonrenewables, but more diversified<br>Renewables growing steadily       |\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba14eeb1",
+   "metadata": {},
+   "source": [
+    "**EDA 2 Focus Shift:** Given this stark disparity, the next phase will conduct a deeper dive exclusively into conflict-affected countries to understand the internal dynamics of energy development within these challenging environments."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/IRENA_ONG_explore_2.ipynb b/3_data_exploration/IRENA_ONG_explore_2.ipynb
new file mode 100644
index 000000000..26e406f69
--- /dev/null
+++ b/3_data_exploration/IRENA_ONG_explore_2.ipynb
@@ -0,0 +1,1567 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "21ce44f9",
+   "metadata": {},
+   "source": [
+    "## **2. Exploratory Data Analysis**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b9e58bc2",
+   "metadata": {},
+   "source": [
+    "Building on EDA 1's findings that conflict-affected regions show accelerated solar capacity growth (0 to 8,000+ MW over 15 years), this second exploration focuses exclusively on **conflict-affected countries** to understand how different **phases of conflict** influence solar photovoltaic deployment patterns.\n",
+    "\n",
+    "In this data exploration, we will examine the same cleaned dataset but filter it to analyze only conflict-affected countries and their solar energy development across different conflict phases. The analysis follows a structured approach:\n",
+    "\n",
+    "**Data Preparation**: Filtering to conflict-affected countries only, conflict phase labeling, and focused data quality checks for solar energy metrics.\n",
+    "\n",
+    "\n",
+    " Conflicted- Affected Countries (9) in the past _25 years_: **Syria, Iraq, Sudan, South Sudan, Ethiopia, Ukraine, Yemen, Libya, Afghanistan**  \n",
+    "Based on this [**research document**](https://docs.google.com/document/d/1uxgQp8gesLcbfaCGLQAHn3Kgvyu2ZDGxgG-LSWEfq8s/edit?tab=t.0#heading=h.eeoohb5d7fi7) the phases of the 9 conflict countries were added.\n",
+    "\n",
+    "**Key Analysis Areas**:\n",
+    "- **Categorization: Conflict Phase Mapping**: Categorizing each country-year into Pre-Conflict, Active Conflict, and Post-Conflict phases\n",
+    "- **Correlation Analysis: Solar Capacity by Phase**: Explored correlations between solar deployment varies across active conflict phase\n",
+    "- **Country-Specific Patterns**: Analyzing individual country trajectories through active conflict phase\n",
+    "- **Temporal Phase Analysis**: Understanding timing relationships between conflict events and solar infrastructure development\n",
+    "- **Capacity Variation Analysis**: Investigating high vs. low capacity patterns within conflict-affected regions\n",
+    "\n",
+    "**Purpose**: To reveal how different phases of armed conflict specifically influence solar photovoltaic system deployment, capacity utilization, and development patterns within conflict-affected communities, providing insights into the complex relationship between conflict dynamics and renewable energy infrastructure.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "7c02b785",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Import Required Libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import matplotlib.lines as mlines\n",
+    "\n",
+    "import matplotlib.patches as mpatches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "5a2c9fc8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Visualization settings\n",
+    "%matplotlib inline\n",
+    "sns.set(style=\"whitegrid\", palette=\"pastel\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "bad83686",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2. Load Dataset\n",
+    "\n",
+    "df = pd.read_excel(\n",
+    "    \"../1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx\", engine=\"openpyxl\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "41af8f3b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Region       Sub-region  Country ISO3 code         RE or Non-RE  \\\n",
+      "0  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "1  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "2  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "3  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "4  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+      "\n",
+      "  Group Technology   Technology Sub-Technology        Producer Type  Year  \\\n",
+      "0     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2000   \n",
+      "1     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2001   \n",
+      "2     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2002   \n",
+      "3     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2003   \n",
+      "4     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2004   \n",
+      "\n",
+      "   Electricity Installed Capacity (MW)        Classification  \n",
+      "0                              5459.01  Comparison Countries  \n",
+      "1                              5455.50  Comparison Countries  \n",
+      "2                              5891.01  Comparison Countries  \n",
+      "3                              6013.24  Comparison Countries  \n",
+      "4                              6305.24  Comparison Countries  \n",
+      "Shape of dataset: (38381, 12)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 3. Quick Preview\n",
+    "print(df.head())\n",
+    "print(\"Shape of dataset:\", df.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "508f7ea5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Electricity Installed Capacity (MW)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>930.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>930.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>1095.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>1095.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>1095.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region       Sub-region Country ISO3 code         RE or Non-RE  \\\n",
+       "0  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+       "1  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+       "2  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+       "3  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+       "4  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+       "\n",
+       "  Group Technology   Technology Sub-Technology        Producer Type  Year  \\\n",
+       "0     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2000   \n",
+       "1     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2001   \n",
+       "2     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2002   \n",
+       "3     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2003   \n",
+       "4     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2004   \n",
+       "\n",
+       "   Electricity Installed Capacity (MW)  \n",
+       "0                                930.0  \n",
+       "1                                930.0  \n",
+       "2                               1095.0  \n",
+       "3                               1095.0  \n",
+       "4                               1095.0  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 4. Working with Conflict countries only\n",
+    "# Drop all rows where conflict_status == \"non-conflict\"\n",
+    "df = df[df[\"Classification\"] != \"Comparison Countries\"]\n",
+    "\n",
+    "# Optional: reset the index after filtering\n",
+    "df = df.reset_index(drop=True)\n",
+    "\n",
+    "# Delete conflict column\n",
+    "df = df.drop(columns=[\"Classification\"])\n",
+    "\n",
+    "\n",
+    "# Display the result\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "cdfa8a47",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 5. Phases labeling:   Pre-Conflict, Conflict, Post-Conflict\n",
+    "# marking each row (per country, per year) in a separate file\n",
+    "# Make a copy of the full DataFrame\n",
+    "labeled_df = df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5de14510",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#'Year' column is integer\n",
+    "labeled_df[\"Year\"] = labeled_df[\"Year\"].astype(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f9cf3721",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conflict_phases = {\n",
+    "    \"Iraq\": {\n",
+    "        \"pre-conflict\": range(2000, 2003),  # 2000–2002\n",
+    "        \"active-conflict\": range(2003, 2018),  # 2003–2017\n",
+    "        \"post-conflict\": range(2018, 2025),  # 2018–2024\n",
+    "    },\n",
+    "    \"Afghanistan\": {\n",
+    "        \"pre-conflict\": range(2000, 2001),  # 2000\n",
+    "        \"active-conflict\": range(2001, 2022),  # 2001–2021\n",
+    "        \"post-conflict\": range(2022, 2025),  # 2022–2024\n",
+    "    },\n",
+    "    \"Libya\": {\n",
+    "        \"pre-conflict\": range(2000, 2011),  # 2000–2010\n",
+    "        \"active-conflict\": [2011] + list(range(2014, 2021)),  # 2011, 2014–2020\n",
+    "        \"transitional\": range(2012, 2014),  # 2012–2013\n",
+    "        \"post-conflict\": range(2021, 2025),  # 2021–2024\n",
+    "    },\n",
+    "    \"Yemen\": {\n",
+    "        \"pre-conflict\": range(2000, 2014),  # 2000–2013\n",
+    "        \"active-conflict\": range(2014, 2025),  # 2014–2024\n",
+    "    },\n",
+    "    \"Ukraine\": {\n",
+    "        \"pre-conflict\": range(2000, 2014),  # 2000–2013\n",
+    "        \"active-conflict\": range(2014, 2025),  # 2014–2024\n",
+    "    },\n",
+    "    \"Ethiopia\": {\n",
+    "        \"pre-conflict\": range(2000, 2020),  # 2000–2019\n",
+    "        \"active-conflict\": range(2020, 2023),  # 2020–2022\n",
+    "        \"post-conflict\": range(2023, 2025),  # 2023–2024\n",
+    "    },\n",
+    "    \"South Sudan\": {\n",
+    "        \"pre-conflict\": range(2000, 2012),  # 2000–2011\n",
+    "        \"active-conflict\": range(2013, 2021),  # 2013–2020\n",
+    "        \"post-conflict\": range(2021, 2025),  # 2021–2024\n",
+    "        \"transitional\": [2012],  # Independence year\n",
+    "    },\n",
+    "    \"Sudan (the)\": {  # Fixed: Changed from \"Sudan\" to \"Sudan (the)\" to match your data\n",
+    "        \"pre-conflict\": range(2000, 2003),  # 2000–2002\n",
+    "        \"active-conflict\": list(range(2003, 2006))\n",
+    "        + list(range(2019, 2022))\n",
+    "        + list(range(2023, 2025)),\n",
+    "        \"transitional\": list(range(2006, 2019)) + [2022],  # e.g. 2006–2018 + 2022\n",
+    "    },\n",
+    "    \"Syrian Arab Republic (the)\": {\n",
+    "        \"pre-conflict\": range(2000, 2011),  # 2000–2010\n",
+    "        \"active-conflict\": range(2011, 2025),  # 2011–2024 (ongoing)\n",
+    "    },\n",
+    "}\n",
+    "\n",
+    "\n",
+    "def assign_conflict_phase(row):\n",
+    "    country = row[\"Country\"]\n",
+    "    year = row[\"Year\"]\n",
+    "\n",
+    "    # Check if the country has defined phases\n",
+    "    if country in conflict_phases:\n",
+    "        for phase, years in conflict_phases[country].items():\n",
+    "            if year in years:\n",
+    "                return phase\n",
+    "        return \"unknown\"  # No phase matched, though country exists\n",
+    "    else:\n",
+    "        return \"non-conflict\"  # Country not in the dictionary\n",
+    "\n",
+    "\n",
+    "# Apply the function to assign the phase\n",
+    "labeled_df[\"Conflict Phase\"] = labeled_df.apply(assign_conflict_phase, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "be2ea2b0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 7. SAVE FILE\n",
+    "# Filter only rows that are in a conflict phase\n",
+    "conflict_only_df = labeled_df[\n",
+    "    labeled_df[\"Conflict Phase\"].isin(\n",
+    "        [\"pre-conflict\", \"active-conflict\", \"post-conflict\"]\n",
+    "    )\n",
+    "]\n",
+    "conflict_only_df.to_excel(\n",
+    "    \"../1_datasets/cleaned_data/ONG_conflictcountriesonly.xlsx\", index=False\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "36945131",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1064 entries, 0 to 1063\n",
+      "Data columns (total 12 columns):\n",
+      " #   Column                               Non-Null Count  Dtype  \n",
+      "---  ------                               --------------  -----  \n",
+      " 0   Region                               1064 non-null   object \n",
+      " 1   Sub-region                           1064 non-null   object \n",
+      " 2   Country                              1064 non-null   object \n",
+      " 3   ISO3 code                            1064 non-null   object \n",
+      " 4   RE or Non-RE                         1064 non-null   object \n",
+      " 5   Group Technology                     1064 non-null   object \n",
+      " 6   Technology                           1064 non-null   object \n",
+      " 7   Sub-Technology                       1064 non-null   object \n",
+      " 8   Producer Type                        1064 non-null   object \n",
+      " 9   Year                                 1064 non-null   int32  \n",
+      " 10  Electricity Installed Capacity (MW)  1064 non-null   float64\n",
+      " 11  Conflict Phase                       1064 non-null   object \n",
+      "dtypes: float64(1), int32(1), object(10)\n",
+      "memory usage: 95.7+ KB\n",
+      "None\n",
+      "              Year  Electricity Installed Capacity (MW)\n",
+      "count  1064.000000                          1064.000000\n",
+      "mean   2013.873120                          2299.941446\n",
+      "std       7.050008                          6130.054280\n",
+      "min    2000.000000                             0.001000\n",
+      "25%    2008.000000                            14.030000\n",
+      "50%    2015.000000                           199.000000\n",
+      "75%    2020.000000                          1352.000000\n",
+      "max    2024.000000                         37831.000000\n",
+      "Columns: ['Region', 'Sub-region', 'Country', 'ISO3 code', 'RE or Non-RE', 'Group Technology', 'Technology', 'Sub-Technology', 'Producer Type', 'Year', 'Electricity Installed Capacity (MW)', 'Conflict Phase']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 8. Basic Info and Summary\n",
+    "print(labeled_df.info())\n",
+    "print(labeled_df.describe())\n",
+    "print(\"Columns:\", labeled_df.columns.tolist())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a62375f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Missing values per column:\n",
+      "Region                                 0\n",
+      "Sub-region                             0\n",
+      "Country                                0\n",
+      "ISO3 code                              0\n",
+      "RE or Non-RE                           0\n",
+      "Group Technology                       0\n",
+      "Technology                             0\n",
+      "Sub-Technology                         0\n",
+      "Producer Type                          0\n",
+      "Year                                   0\n",
+      "Electricity Installed Capacity (MW)    0\n",
+      "Conflict Phase                         0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 9. Missing Values\n",
+    "print(\"Missing values per column:\")\n",
+    "print(labeled_df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "81aabf85",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of Countries: 9\n",
+      "Year Range: 2000 - 2024\n",
+      "Years: [2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024]\n",
+      "Producer Types: ['On-grid electricity' 'Off-grid electricity']\n",
+      "RE Categories: ['Total Non-Renewable' 'Total Renewable']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 10. Unique Value Checks (Sanity Check)\n",
+    "print(\"Number of Countries:\", labeled_df[\"Country\"].nunique())\n",
+    "print(\"Year Range:\", labeled_df[\"Year\"].min(), \"-\", labeled_df[\"Year\"].max())\n",
+    "print(\"Years:\", sorted(labeled_df[\"Year\"].unique()))\n",
+    "print(\"Producer Types:\", labeled_df[\"Producer Type\"].unique())\n",
+    "print(\"RE Categories:\", labeled_df[\"RE or Non-RE\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "fccac198",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2000, 2024)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = labeled_df\n",
+    "df[\"Country\"].value_counts()\n",
+    "df[\"Year\"].min(), df[\"Year\"].max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "fb48d3c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Country\n",
+      "Ukraine                       182\n",
+      "Ethiopia                      171\n",
+      "Afghanistan                   151\n",
+      "Sudan (the)                   130\n",
+      "Syrian Arab Republic (the)    125\n",
+      "Iraq                          110\n",
+      "Yemen                          84\n",
+      "Libya                          74\n",
+      "South Sudan                    37\n",
+      "Name: count, dtype: int64\n",
+      "Conflict Phase\n",
+      "active-conflict    527\n",
+      "pre-conflict       342\n",
+      "post-conflict      115\n",
+      "transitional        80\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 11. Value Distributions\n",
+    "print(df[\"Country\"].value_counts())\n",
+    "print(df[\"Conflict Phase\"].value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "3bd263a0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Electricity Installed Capacity (MW)</th>\n",
+       "      <th>Conflict Phase</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1059</th>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Eastern Europe</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>1257.77</td>\n",
+       "      <td>active-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1060</th>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Eastern Europe</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>1402.00</td>\n",
+       "      <td>active-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1061</th>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Eastern Europe</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>1761.00</td>\n",
+       "      <td>active-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1062</th>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Eastern Europe</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>1761.00</td>\n",
+       "      <td>active-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1063</th>\n",
+       "      <td>Europe</td>\n",
+       "      <td>Eastern Europe</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>Onshore wind energy</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>1761.00</td>\n",
+       "      <td>active-conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Region      Sub-region  Country ISO3 code     RE or Non-RE  \\\n",
+       "1059  Europe  Eastern Europe  Ukraine       UKR  Total Renewable   \n",
+       "1060  Europe  Eastern Europe  Ukraine       UKR  Total Renewable   \n",
+       "1061  Europe  Eastern Europe  Ukraine       UKR  Total Renewable   \n",
+       "1062  Europe  Eastern Europe  Ukraine       UKR  Total Renewable   \n",
+       "1063  Europe  Eastern Europe  Ukraine       UKR  Total Renewable   \n",
+       "\n",
+       "     Group Technology           Technology       Sub-Technology  \\\n",
+       "1059      Wind energy  Onshore wind energy  Onshore wind energy   \n",
+       "1060      Wind energy  Onshore wind energy  Onshore wind energy   \n",
+       "1061      Wind energy  Onshore wind energy  Onshore wind energy   \n",
+       "1062      Wind energy  Onshore wind energy  Onshore wind energy   \n",
+       "1063      Wind energy  Onshore wind energy  Onshore wind energy   \n",
+       "\n",
+       "            Producer Type  Year  Electricity Installed Capacity (MW)  \\\n",
+       "1059  On-grid electricity  2019                              1257.77   \n",
+       "1060  On-grid electricity  2020                              1402.00   \n",
+       "1061  On-grid electricity  2021                              1761.00   \n",
+       "1062  On-grid electricity  2022                              1761.00   \n",
+       "1063  On-grid electricity  2023                              1761.00   \n",
+       "\n",
+       "       Conflict Phase  \n",
+       "1059  active-conflict  \n",
+       "1060  active-conflict  \n",
+       "1061  active-conflict  \n",
+       "1062  active-conflict  \n",
+       "1063  active-conflict  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()\n",
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "21eac127",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 12. General Trends\n",
+    "# Filter for Solar PV only\n",
+    "solar_df = df[df[\"Group Technology\"].str.contains(\"Solar\")]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "7fb27b941602401d91542211134fc71a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Electricity Installed Capacity (MW)</th>\n",
+       "      <th>Conflict Phase</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>Off-grid Solar photovoltaic</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>Off-grid Solar photovoltaic</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>Off-grid Solar photovoltaic</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2005</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>Off-grid Solar photovoltaic</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>Off-grid Solar photovoltaic</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Region       Sub-region Country ISO3 code     RE or Non-RE  \\\n",
+       "50  Africa  Northern Africa   Libya       LBY  Total Renewable   \n",
+       "51  Africa  Northern Africa   Libya       LBY  Total Renewable   \n",
+       "52  Africa  Northern Africa   Libya       LBY  Total Renewable   \n",
+       "53  Africa  Northern Africa   Libya       LBY  Total Renewable   \n",
+       "54  Africa  Northern Africa   Libya       LBY  Total Renewable   \n",
+       "\n",
+       "   Group Technology          Technology               Sub-Technology  \\\n",
+       "50     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+       "51     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+       "52     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+       "53     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+       "54     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+       "\n",
+       "           Producer Type  Year  Electricity Installed Capacity (MW)  \\\n",
+       "50  Off-grid electricity  2003                                  0.2   \n",
+       "51  Off-grid electricity  2004                                  0.7   \n",
+       "52  Off-grid electricity  2005                                  1.2   \n",
+       "53  Off-grid electricity  2006                                  1.7   \n",
+       "54  Off-grid electricity  2007                                  2.2   \n",
+       "\n",
+       "   Conflict Phase  \n",
+       "50   pre-conflict  \n",
+       "51   pre-conflict  \n",
+       "52   pre-conflict  \n",
+       "53   pre-conflict  \n",
+       "54   pre-conflict  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 14. SOLAR ENERGY DATAFRAME\n",
+    "solar_df = df[\n",
+    "    df[\"RE or Non-RE\"].str.contains(\"Total Renewable\", case=False, na=False)\n",
+    "    & df[\"Group Technology\"].str.contains(\"Solar energy\", case=False, na=False)\n",
+    "].copy()\n",
+    "\n",
+    "solar_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "63a162a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1000x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1000x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1000x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1000x600 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 15. Renewable Energy DataFrame\n",
+    "# Filter renewable entries\n",
+    "renewable_df = df[df[\"RE or Non-RE\"].str.lower() == \"total renewable\"].copy()\n",
+    "\n",
+    "# Standardize country names\n",
+    "renewable_df[\"Country\"] = renewable_df[\"Country\"].replace(\n",
+    "    {\"Sudan\": \"Sudan (the)\", \"Syria\": \"Syrian Arab Republic (the)\"}\n",
+    ")\n",
+    "\n",
+    "# Define groups\n",
+    "group1 = [\"Ukraine\"]\n",
+    "group2 = [\"Sudan (the)\", \"Afghanistan\", \"Iraq\", \"Ethiopia\"]\n",
+    "group3 = [\"Yemen\", \"Syrian Arab Republic (the)\"]\n",
+    "group4 = [\"Libya\", \"South Sudan\"]\n",
+    "\n",
+    "# Collect all technologies and create color mapping\n",
+    "all_techs = sorted(renewable_df[\"Group Technology\"].unique())\n",
+    "\n",
+    "# Define color map with Solar highlighted\n",
+    "highlight_color = \"#FFA500\"  # bright orange for solar\n",
+    "default_cmap = plt.get_cmap(\"Pastel1\")\n",
+    "\n",
+    "color_dict = {}\n",
+    "for i, tech in enumerate(all_techs):\n",
+    "    if \"solar\" in tech.lower():\n",
+    "        color_dict[tech] = highlight_color\n",
+    "    else:\n",
+    "        color_dict[tech] = default_cmap(i % 9)\n",
+    "\n",
+    "\n",
+    "# Plot function\n",
+    "def plot_group(countries, title):\n",
+    "    group_df = renewable_df[renewable_df[\"Country\"].isin(countries)]\n",
+    "    grouped = (\n",
+    "        group_df.groupby([\"Country\", \"Group Technology\"])[\n",
+    "            \"Electricity Installed Capacity (MW)\"\n",
+    "        ]\n",
+    "        .sum()\n",
+    "        .unstack(fill_value=0)\n",
+    "    )\n",
+    "    grouped = grouped.loc[grouped.sum(axis=1).sort_values(ascending=False).index]\n",
+    "    grouped = grouped.reindex(columns=all_techs, fill_value=0)  # consistent order\n",
+    "\n",
+    "    plt.figure(figsize=(10, 6))\n",
+    "    grouped.plot(\n",
+    "        kind=\"bar\",\n",
+    "        stacked=True,\n",
+    "        color=[color_dict[tech] for tech in grouped.columns],\n",
+    "        edgecolor=\"white\",\n",
+    "        linewidth=0.7,\n",
+    "    )\n",
+    "    plt.title(title, fontsize=14, weight=\"bold\")\n",
+    "    plt.ylabel(\"Installed Capacity (MW)\")\n",
+    "    plt.xticks(rotation=45, ha=\"right\")\n",
+    "    plt.legend(title=\"Group Technology\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
+    "    plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n",
+    "    plt.gca().set_facecolor(\"#f9f9f9\")\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "\n",
+    "# Plot each group\n",
+    "plot_group(group1, \"Total Renewable Installed Capacity - Ukraine\")\n",
+    "plot_group(\n",
+    "    group2, \"Total Renewable Installed Capacity - Sudan, Afghanistan, Iraq, Ethiopia\"\n",
+    ")\n",
+    "plot_group(group3, \"Total Renewable Installed Capacity - Yemen, Syria\")\n",
+    "plot_group(group4, \"Total Renewable Installed Capacity - Libya, South Sudan\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "604a44b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 16. Plotting Solar PV Capacity Growth per country\n",
+    "\n",
+    "# Sort just in case\n",
+    "solar_df = solar_df.sort_values(by=[\"Country\", \"Year\"])\n",
+    "\n",
+    "# Set plot style\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "\n",
+    "# Create the FacetGrid\n",
+    "g = sns.FacetGrid(solar_df, col=\"Country\", col_wrap=3, height=4, sharey=False)\n",
+    "\n",
+    "# Map lineplot to each subplot\n",
+    "g.map_dataframe(sns.lineplot, x=\"Year\", y=\"Electricity Installed Capacity (MW)\")\n",
+    "\n",
+    "# Formatting\n",
+    "g.set_titles(\"{col_name}\")\n",
+    "g.set_axis_labels(\"Year\", \"Installed Capacity (MW)\")\n",
+    "g.fig.subplots_adjust(top=0.92)\n",
+    "g.fig.suptitle(\"Solar PV Installed Capacity Growth (2000–2025)\", fontsize=16)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd66c4bc",
+   "metadata": {},
+   "source": [
+    " All these countries have experienced conflict or political instability, yet they still managed to build significant solar power capacity, with Ukraine reaching over 8,000 MW and Yemen hitting 250+ MW despite ongoing wars. The data shows that even in conflict zones, governments prioritize renewable energy development, but the growth patterns are highly volatile - countries can rapidly build solar capacity during stable periods but face sharp declines when conflicts intensify, demonstrating both the resilience of renewable energy investment and its vulnerability to disruption in unstable regions."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "399db0ec",
+   "metadata": {},
+   "source": [
+    "**Key Finding:** The individual country plots reveal distinct solar energy development patterns and timelines across the dataset.\n",
+    "\n",
+    " **Ukraine** shows the most dramatic growth trajectory, rising exponentially from near-zero to _8,000 MW between 2016-2022 before declining._  \n",
+    " **Yemen** demonstrates the second-highest peak capacity (~250 MW) with rapid growth around 2020 followed by a sharp decline.     \n",
+    " **Sudan** shows steady, consistent growth reaching ~100 MW by 2025.  \n",
+    " Most other countries (**Afghanistan, Ethiopia, Iraq, Libya, South Sudan**) exhibit much smaller-scale development with capacities under 50 MW, often with periods of stagnation or decline. \n",
+    " \n",
+    " The visualization effectively demonstrates that solar capacity development varies dramatically not just in scale but also in timing and sustainability, with some countries experiencing rapid buildups followed by capacity losses while others maintain steady growth patterns."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "402761ad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 17. Solar PV Installed Capacity Growth (2000–2025) in Active Conflict Years\n",
+    "# Sort for proper line plots\n",
+    "solar_df = solar_df.sort_values(by=[\"Country\", \"Year\"])\n",
+    "\n",
+    "# Set visual style\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "# Create facet grid (3 charts per row)\n",
+    "g = sns.FacetGrid(solar_df, col=\"Country\", col_wrap=3, height=4, sharey=False)\n",
+    "g.map_dataframe(\n",
+    "    sns.lineplot, x=\"Year\", y=\"Electricity Installed Capacity (MW)\", color=\"blue\"\n",
+    ")\n",
+    "\n",
+    "# Highlight conflict years\n",
+    "for ax, country in zip(g.axes.flat, solar_df[\"Country\"].unique()):\n",
+    "    ax.set_xlim(2000, 2025)\n",
+    "    ax.set_xticks(range(2000, 2026, 5))\n",
+    "    ax.tick_params(axis=\"x\", rotation=45, labelsize=10)\n",
+    "\n",
+    "    # Shade active-conflict periods\n",
+    "    conflict_years = conflict_phases.get(country, {}).get(\"active-conflict\", [])\n",
+    "    if conflict_years:\n",
+    "        # Normalize to list of ints\n",
+    "        if isinstance(conflict_years, range):\n",
+    "            conflict_years = list(conflict_years)\n",
+    "        elif isinstance(conflict_years, list):\n",
+    "            conflict_years = [\n",
+    "                y for r in conflict_years for y in (r if isinstance(r, range) else [r])\n",
+    "            ]\n",
+    "\n",
+    "        conflict_years = sorted(set(conflict_years))\n",
+    "\n",
+    "        # Group consecutive years into periods\n",
+    "        periods = []\n",
+    "        start = end = conflict_years[0]\n",
+    "        for y in conflict_years[1:]:\n",
+    "            if y == end + 1:\n",
+    "                end = y\n",
+    "            else:\n",
+    "                periods.append((start, end))\n",
+    "                start = end = y\n",
+    "        periods.append((start, end))\n",
+    "\n",
+    "        # Add shaded regions\n",
+    "        for i, (start, end) in enumerate(periods):\n",
+    "            ax.axvspan(\n",
+    "                start,\n",
+    "                end + 1,\n",
+    "                color=\"red\",\n",
+    "                alpha=0.3,\n",
+    "                label=\"Active Conflict\" if i == 0 else \"\",\n",
+    "            )\n",
+    "\n",
+    "# Add labels\n",
+    "g.set_titles(\"{col_name}\")\n",
+    "g.set_axis_labels(\"Year\", \"Installed Capacity (MW)\")\n",
+    "\n",
+    "# Add conflict legend\n",
+    "red_patch = mpatches.Patch(color=\"red\", alpha=0.3, label=\"Active Conflict\")\n",
+    "g.fig.legend(handles=[red_patch], loc=\"upper right\")\n",
+    "\n",
+    "# Title and layout\n",
+    "g.fig.subplots_adjust(top=0.88)\n",
+    "g.fig.suptitle(\n",
+    "    \"Solar PV Installed Capacity Growth (2000–2025)\\nRed = Active Conflict Years\",\n",
+    "    fontsize=16,\n",
+    ")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0326e868",
+   "metadata": {},
+   "source": [
+    "**Key Finding:** \n",
+    "*The charts reveal a striking pattern where solar PV capacity growth is significantly disrupted during periods of active conflict across multiple countries. In several cases, solar capacity development either stagnates completely or experiences dramatic declines during conflict periods (highlighted in red), with recovery occurring only after conflicts end. This pattern is particularly evident in countries like Iraq, Libya, Syria, Sudan, and Yemen, where conflict periods coincide with either minimal solar development or actual capacity losses, suggesting that armed conflict represents a major barrier to renewable energy infrastructure development and maintenance.*\n",
+    "\n",
+    "The visualization effectively demonstrates how geopolitical instability directly impacts a country's ability to build and maintain clean energy infrastructure, with solar capacity growth typically resuming or accelerating only during periods of relative peace and stability."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b322ae19",
+   "metadata": {},
+   "source": [
+    "-**Ukraine**: Explosive growth to 8,000+ MW (2016-2022), then sharp decline after renewed conflict  \n",
+    "-**Yemen**: Rapid surge to ~250 MW around 2020, followed by sharp drop due to conflict instability  \n",
+    "-**Sudan**: Steady growth from 2018 reaching ~100 MW by 2025 - rare stable development during instability  \n",
+    "-**Ethiopia**: Moderate adoption 2019-2025, staying below 40 MW  \n",
+    "-**Iraq**: Exponential growth during conflict years, then dropped to 20 MW by 2025  \n",
+    "-**Syria & South Sudan:** Low but increasing capacity, peaking at 14-30 MW by 2025  \n",
+    "-**Libya:** Lowest capacity, increased during conflict but declined to ~4 MW by 2025  \n",
+    "-**Afghanistan:** Peaked at 20 MW (2015), dropped 40% during conflict, recovered to 26 MW by 2025"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "aaa76714",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Available Producer Types:\n",
+      "['On-grid electricity' 'Off-grid electricity']\n",
+      "On-grid data shape: (173, 12)\n",
+      "Off-grid data shape: (119, 12)\n",
+      "Data shape: (258, 4)\n",
+      "Countries found: 9\n",
+      "Countries: ['Afghanistan', 'Ethiopia', 'Iraq', 'Libya', 'South Sudan', 'Sudan (the)', 'Syrian Arab Republic (the)', 'Ukraine', 'Yemen']\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "=== SUMMARY STATISTICS ===\n",
+      "\n",
+      "Total Capacity by Type and Country:\n",
+      "Type                        Off-Grid    On-Grid\n",
+      "Country                                        \n",
+      "Afghanistan                  258.838    452.438\n",
+      "Ethiopia                     180.422    180.422\n",
+      "Iraq                         438.500    448.532\n",
+      "Libya                         90.073     94.073\n",
+      "South Sudan                   18.371     63.371\n",
+      "Sudan (the)                  928.164   1091.914\n",
+      "Syrian Arab Republic (the)     6.000    228.493\n",
+      "Ukraine                        0.000  50081.076\n",
+      "Yemen                       2078.392   2238.392\n",
+      "\n",
+      "Latest Year Capacity (2025 or most recent):\n",
+      "Type                        Off-Grid   On-Grid\n",
+      "Country                                       \n",
+      "Afghanistan                   21.776    53.476\n",
+      "Ethiopia                      21.554    21.554\n",
+      "Iraq                          39.000    41.576\n",
+      "Libya                          6.333     8.333\n",
+      "South Sudan                    2.469    30.469\n",
+      "Sudan (the)                  135.570   189.860\n",
+      "Syrian Arab Republic (the)     2.000    60.000\n",
+      "Ukraine                        0.000  5500.000\n",
+      "Yemen                        269.995   409.995\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 18. ON-GRID VS OFF-GRID SOLAR CAPACITY BY PRODUCER TYPE WITH CONFLICT PERIODS HIGHLIGHTED\n",
+    "# This code creates charts showing on-grid vs off-grid solar growth for all countries\n",
+    "# Blue lines = on-grid solar capacity (Utility, Commercial, Industrial)\n",
+    "# Orange lines = off-grid solar capacity (Residential, Distributed, Community)\n",
+    "# Red shaded areas = periods of active conflict\n",
+    "\n",
+    "# Step 1: Filter for solar technologies only (all countries)\n",
+    "solar_conflict_df = df[\n",
+    "    df[\"Technology\"].str.contains(\"Solar\", case=False, na=False)\n",
+    "].copy()\n",
+    "\n",
+    "# Step 2: Create separate dataframes for on-grid and off-grid based on Producer Type\n",
+    "# First, let's check what Producer Types are actually available\n",
+    "print(\"Available Producer Types:\")\n",
+    "print(df[\"Producer Type\"].unique())\n",
+    "\n",
+    "# Filter for on-grid producers (adjust these based on your actual data)\n",
+    "ongrid_df = solar_conflict_df[\n",
+    "    solar_conflict_df[\"Producer Type\"].str.contains(\n",
+    "        \"grid|Grid|Utility|Commercial|Industrial\", case=False, na=False\n",
+    "    )\n",
+    "].copy()\n",
+    "\n",
+    "# Filter for off-grid producers (adjust these based on your actual data)\n",
+    "offgrid_df = solar_conflict_df[\n",
+    "    solar_conflict_df[\"Producer Type\"].str.contains(\n",
+    "        \"Off-grid|Residential|Distributed|Community\", case=False, na=False\n",
+    "    )\n",
+    "].copy()\n",
+    "\n",
+    "print(f\"On-grid data shape: {ongrid_df.shape}\")\n",
+    "print(f\"Off-grid data shape: {offgrid_df.shape}\")\n",
+    "\n",
+    "# Step 3: Group by country and year for both on-grid and off-grid\n",
+    "ongrid_grouped = (\n",
+    "    ongrid_df.groupby([\"Country\", \"Year\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "ongrid_grouped[\"Type\"] = \"On-Grid\"\n",
+    "\n",
+    "offgrid_grouped = (\n",
+    "    offgrid_df.groupby([\"Country\", \"Year\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "offgrid_grouped[\"Type\"] = \"Off-Grid\"\n",
+    "\n",
+    "# Step 4: Combine the datasets\n",
+    "combined_df = pd.concat([ongrid_grouped, offgrid_grouped], ignore_index=True)\n",
+    "\n",
+    "# Step 5: Check if we have data to work with\n",
+    "if combined_df.empty:\n",
+    "    print(\n",
+    "        \"No data available for the specified filters. Please check your Producer Type values.\"\n",
+    "    )\n",
+    "    print(\"Available Producer Types in your data:\")\n",
+    "    print(df[\"Producer Type\"].unique())\n",
+    "    exit()\n",
+    "\n",
+    "print(f\"Data shape: {combined_df.shape}\")\n",
+    "print(f\"Countries found: {combined_df['Country'].nunique()}\")\n",
+    "print(f\"Countries: {list(combined_df['Country'].unique())}\")\n",
+    "\n",
+    "# Sort the data by country and year\n",
+    "combined_df = combined_df.sort_values(by=[\"Country\", \"Year\"])\n",
+    "\n",
+    "# Step 6: Only proceed if we have data\n",
+    "if combined_df.empty:\n",
+    "    print(\"No data to plot. Exiting.\")\n",
+    "else:\n",
+    "    # Set up the chart style\n",
+    "    sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "    # Step 7: Create multiple small charts (one for each country)\n",
+    "    countries = combined_df[\"Country\"].unique()\n",
+    "    n_countries = len(countries)\n",
+    "\n",
+    "    if n_countries == 0:\n",
+    "        print(\"No countries found in the data.\")\n",
+    "    else:\n",
+    "        # Calculate appropriate subplot layout\n",
+    "        col_wrap = min(3, n_countries)  # Max 3 columns or number of countries if less\n",
+    "\n",
+    "        g = sns.FacetGrid(\n",
+    "            combined_df, col=\"Country\", col_wrap=col_wrap, height=4, sharey=False\n",
+    "        )\n",
+    "\n",
+    "        # Step 8: Draw lines for both on-grid and off-grid\n",
+    "        g.map_dataframe(\n",
+    "            sns.lineplot,\n",
+    "            x=\"Year\",\n",
+    "            y=\"Electricity Installed Capacity (MW)\",\n",
+    "            hue=\"Type\",\n",
+    "            style=\"Type\",\n",
+    "            markers=True,\n",
+    "        )\n",
+    "\n",
+    "# Step 9: Add formatting to each individual chart\n",
+    "countries = combined_df[\"Country\"].unique()\n",
+    "\n",
+    "for chart, country in zip(g.axes.flat, countries):\n",
+    "    # Make the year labels easier to read\n",
+    "    chart.tick_params(axis=\"x\", rotation=45, labelsize=10)\n",
+    "    chart.set_xticks(range(2000, 2026, 5))\n",
+    "    chart.set_xticklabels(range(2000, 2026, 5))\n",
+    "\n",
+    "    # Set the time range from 2000 to 2025\n",
+    "    chart.set_xlim(2000, 2025)\n",
+    "\n",
+    "    # Add red shading for conflict periods (if data exists)\n",
+    "    if country in conflict_phases:\n",
+    "        conflict_years = conflict_phases.get(country, {}).get(\"active-conflict\", [])\n",
+    "\n",
+    "        if conflict_years:\n",
+    "            # Convert range objects to lists if needed\n",
+    "            if hasattr(conflict_years, \"__iter__\") and not isinstance(\n",
+    "                conflict_years, list\n",
+    "            ):\n",
+    "                conflict_years = list(conflict_years)\n",
+    "\n",
+    "            # Handle cases where conflict_years might be a mix of ranges and lists\n",
+    "            all_conflict_years = []\n",
+    "            for year_item in conflict_years:\n",
+    "                if isinstance(year_item, int):\n",
+    "                    all_conflict_years.append(year_item)\n",
+    "                else:\n",
+    "                    all_conflict_years.extend(list(year_item))\n",
+    "\n",
+    "            # If we have continuous periods, create separate spans\n",
+    "            if all_conflict_years:\n",
+    "                # Sort the years\n",
+    "                all_conflict_years = sorted(set(all_conflict_years))\n",
+    "\n",
+    "                # Group consecutive years into continuous periods\n",
+    "                periods = []\n",
+    "                current_start = all_conflict_years[0]\n",
+    "                current_end = all_conflict_years[0]\n",
+    "\n",
+    "                for i in range(1, len(all_conflict_years)):\n",
+    "                    if all_conflict_years[i] == current_end + 1:\n",
+    "                        current_end = all_conflict_years[i]\n",
+    "                    else:\n",
+    "                        periods.append((current_start, current_end))\n",
+    "                        current_start = all_conflict_years[i]\n",
+    "                        current_end = all_conflict_years[i]\n",
+    "\n",
+    "                # Add the last period\n",
+    "                periods.append((current_start, current_end))\n",
+    "\n",
+    "                # Add red shading for each continuous period\n",
+    "                for start_year, end_year in periods:\n",
+    "                    chart.axvspan(\n",
+    "                        start_year,\n",
+    "                        end_year + 1,\n",
+    "                        color=\"red\",\n",
+    "                        alpha=0.3,\n",
+    "                        label=\"Active Conflict\" if start_year == periods[0][0] else \"\",\n",
+    "                    )\n",
+    "\n",
+    "# Step 10: Make sure all charts show year labels at the bottom\n",
+    "for chart in g.axes.flat:\n",
+    "    chart.tick_params(axis=\"x\", which=\"both\", bottom=True, labelbottom=True)\n",
+    "\n",
+    "# Step 11: Add titles and labels\n",
+    "g.set_titles(\"{col_name}\")\n",
+    "g.set_axis_labels(\"Year\", \"Installed Capacity (MW)\")\n",
+    "\n",
+    "# Step 12: Add legends\n",
+    "# Create custom legend handles\n",
+    "\n",
+    "red_patch = mpatches.Patch(color=\"red\", alpha=0.3, label=\"Active Conflict\")\n",
+    "ongrid_line = mlines.Line2D(\n",
+    "    [], [], color=\"blue\", marker=\"o\", label=\"On-Grid (Utility/Commercial/Industrial)\"\n",
+    ")\n",
+    "offgrid_line = mlines.Line2D(\n",
+    "    [],\n",
+    "    [],\n",
+    "    color=\"orange\",\n",
+    "    marker=\"s\",\n",
+    "    label=\"Off-Grid (Residential/Distributed/Community)\",\n",
+    ")\n",
+    "\n",
+    "g.fig.legend(\n",
+    "    handles=[ongrid_line, offgrid_line, red_patch],\n",
+    "    loc=\"upper right\",\n",
+    "    bbox_to_anchor=(1.0, 0.95),\n",
+    ")\n",
+    "\n",
+    "# Step 13: Add spacing and main title\n",
+    "g.fig.subplots_adjust(top=0.85, bottom=0.15, right=0.85)\n",
+    "g.fig.suptitle(\n",
+    "    \"On-Grid vs Off-Grid Solar Capacity by Producer Type (2000–2025)\\nActive Conflict Periods Highlighted\",\n",
+    "    fontsize=16,\n",
+    ")\n",
+    "\n",
+    "# Step 14: Show the final chart\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# Optional: Summary statistics\n",
+    "print(\"\\n=== SUMMARY STATISTICS ===\")\n",
+    "print(\"\\nTotal Capacity by Type and Country:\")\n",
+    "summary_stats = (\n",
+    "    combined_df.groupby([\"Country\", \"Type\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .sum()\n",
+    "    .unstack(fill_value=0)\n",
+    ")\n",
+    "print(summary_stats)\n",
+    "\n",
+    "print(\"\\nLatest Year Capacity (2025 or most recent):\")\n",
+    "latest_year = combined_df[\"Year\"].max()\n",
+    "latest_stats = (\n",
+    "    combined_df[combined_df[\"Year\"] == latest_year]\n",
+    "    .groupby([\"Country\", \"Type\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .sum()\n",
+    "    .unstack(fill_value=0)\n",
+    ")\n",
+    "print(latest_stats)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f10365f",
+   "metadata": {},
+   "source": [
+    "## **Key Findings:**\n",
+    "\n",
+    "**Conflict Impact:**  \n",
+    "• Red conflict periods show clear disruption/stagnation in solar development across all countries  \n",
+    "• Ukraine's massive scale (8,000+ MW) highlights what others missed due to instability  \n",
+    "\n",
+    "**Capacity Patterns:**  \n",
+    "• On-grid (blue) dominates in most countries, showing utility-scale drives growth  \n",
+    "• Off-grid (orange) shows resilience in Afghanistan, Yemen, Sudan during unstable periods  \n",
+    "• Most countries had minimal solar before 2010, so conflict interrupted early development  \n",
+    "\n",
+    "**Recovery Trends:**  \n",
+    "• Libya and Sudan show post-conflict solar capacity recovery  \n",
+    "• Different conflict timing across countries (2010s Libya, 2011-2020s Syria)  \n",
+    "• Renewable energy appears part of reconstruction efforts in recovering nations"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/README.md b/3_data_exploration/README.md
index 8d180e06e..67683d1de 100644
--- a/3_data_exploration/README.md
+++ b/3_data_exploration/README.md
@@ -1 +1,169 @@
 # Data Exploration
+
+<!-- markdownlint-disable MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 MD007 -->
+
+## UN Comtrade data preparation script
+
+### 1. **Input dataset**  
+
+    File:../1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx
+
+### 2. Exploratory Data Analysis (EDA) Steps
+
+- Load the cleaned dataset from GitHub.  
+- Display general dataset information and description.  
+- Generate descriptive statistics for numeric columns:  
+   'Mean, standard deviation, minimum, and maximum values'
+- Identify potential outliers in relevant columns using simple statistical
+   boxplot charts
+- Analyze relationships between key variables
+- Generate initial visualizations for selected conflict-affected countries
+  (e.g., Sudan, Palestine, Ukraine) to highlight trade patterns and potential correlations.
+
+### 3. Key Questions
+
+- Do you have the right data?  
+The dataset contains relevant trade information; however, it is not
+ comprehensive enough to address all aspects of our research questions.
+- Do you need other data?  
+Yes, we require additional data on conflict events such as their dates,
+intensity, and duration to provide a more complete analysis.
+- Do you have the right question?
+The research question is well-formulated, but to address it thoroughly, we need
+ to collect additional data.
+- The research question is well-formulated, but to address it thoroughly, we need
+ to collect additional data.
+
+------
+
+## On-Grid Data Preparation
+
+### 1. Input dataset
+
+    File: ../1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx  
+
+### EDA 1
+
+The analysis revealed a substantial gap in electricity capacity between conflict and comparison countries, with conflict-affected regions showing significantly lower infrastructure development.
+
+**Main Discoveries:**
+- Conflict areas are getting MORE solar power, not less - went from almost zero to 8,000+ MW in 15 years
+- People skip regular electricity and go straight to solar in conflict zones
+- Solar growth exploded after 2015 in conflict areas
+- Peaceful countries grow solar slowly and steadily
+
+**Surprising Finding:**
+War-torn areas are actually adopting solar faster than peaceful ones!
+
+**Overall Insight:** While conflict regions face significant challenges in traditional energy infrastructure, they're experiencing remarkable growth in solar capacity, potentially leapfrogging traditional energy systems.
+
+### EDA 2
+
+Focused only on the 9 conflict countries and phases :  
+**Why EDA 2 Focuses on Conflict-Affected Countries?**
+- The research question specifically targets **conflict-affected regions.**
+- EDA 1 showed _extreme disparities in energy trends_ between conflict and other countries.
+- Comparison countries dominate the dataset, making comparisons **statistically unbalanced.**
+- Many "comparison" countries did not experience a full-cycle phases periods of conflict in the past 25 years — making classification unclear.
+- Conflict countries showed unexpected patterns, like the solar surge in 2015–2020, which deserve deeper investigation individually.
+- A focused analysis allows context-specific insights into how conflict influences solar adoption and on-grid and off-grid.
+
+Based on this [**research document**](https://docs.google.com/document/d/1uxgQp8gesLcbfaCGLQAHn3Kgvyu2ZDGxgG-LSWEfq8s/edit?tab=t.0#heading=h.eeoohb5d7fi7) the phases of the 9 conflict countries were added.
+
+**Main Discoveries:**
+- **Ukraine has 8,000+ MW** - 30x more than any other country
+- **Active Conflict stops solar growth** - capacity drops during wars
+- **Three waves**: Early starters (2004-2010), Middle (2015-2018), Recent (2018-2025)
+- **Rapid growth possible** - 500%+ increases in stable periods
+
+**Suprising Findings:**
+- **War zones still build solar** - Yemen hit 250 MW during conflict
+- **2018-2022 was golden period** - most countries started then
+- **Recovery is slow** - Sudan/Ethiopia recover best, Libya struggled
+
+**Key Insight:**
+- Conflict disrupts but doesn't stop solar development.
+  _Countries can rapidly build solar capacity during brief stable periods, but growth becomes highly volatile during wars._
+
+**Numbers:**
+- Ukraine: 8,000+ MW
+- Yemen: 250 MW  
+- Sudan: 100 MW
+- Others: Under 50 MW
+
+### 2. Output dataset
+
+- **File**: `../1_datasets/cleaned data\ONG_conflictcountriesonly.xlsx`  
+    - - **Path**: `1_datasets/cleaned_data/`
+    - **Description:** Contains annual electricity installed capacity (MW) per the 9 countries only, with corresponding conflict phase classification.
+    - **File Link**: [ONG_conflict countriesonly](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/cleaned_data/ONG_conflictcountriesonly.xlsx)
+    - **Conflict Phases Defined:**
+- Pre-conflict
+- Active conflict
+- Post-conflict  
+(Defined manually per country using historical conflict timelines)
+
+ Conflicted- Affected Countries (9) in the past _25 years_: **Syria, Iraq, Sudan, South Sudan, Ethiopia, Ukraine, Yemen, Libya, Afghanistan**  
+Based on this [**research document**](https://docs.google.com/document/d/1uxgQp8gesLcbfaCGLQAHn3Kgvyu2ZDGxgG-LSWEfq8s/edit?tab=t.0#heading=h.eeoohb5d7fi7) the phases of the 9 conflict countries were added.
+  
+### 3. Exploratory Data Analysis (EDA) Steps
+
+- Load Dataset  
+  - Loaded from GitHub using pandas.read_excel() with openpyxl engine.  
+- General Information  
+  - Used .info() and .describe() to inspect structure, types, nulls, and distributions.
+- Descriptive Statistics  
+  - Analyzed Electricity Installed Capacity (MW):  
+    - Mean: Provided insight into average installed capacity
+    - Std deviation: Identified variance across countries and years
+    - Min/Max: Helped identify extreme values (potential outliers)
+- Missing Values
+Checked for nulls using df.isnull().sum() — no major issues found.
+- Outlier Detection
+  - Used boxplots on:
+    - Electricity Installed Capacity (MW) by RE or Non-RE
+- Key Variable Relationships
+  - Compared capacity trends by:
+    - Year vs Classification
+    - Producer Type (On-grid/Off-grid) vs Classification
+    - Visualized using seaborn lineplot and countplot
+- Initial Country Visuals
+  - Filtered for conflict-affected countries (e.g., Sudan, Syria, Ukraine)
+  - Plotted solar vs other renewables over time
+  - Showed variation in growth rates and technology mix across countries
+
+### 3. Key Questions
+
+- **Do you have the right data?**  
+ Partially. The dataset provides reliable installed capacity data across countries, years, and technology types, especially for renewable energy trends.
+- **Do you need other data?**  
+ Yes. To fully understand the role of solar adoption in conflict zones, we needed:
+  - Conflict event timelines added
+- **Do you have the right question?**
+Yes.
+
+-------
+
+## Off-Grid data preparation
+
+### 1. **Input dataset** 
+
+  File:../1_datasets/cleaned_data/IRENA_OFGStats.cleaned.xlsx
+
+### 2. Exploratory Data Analysis (EDA) Steps
+
+- Loaded the clean dataset.
+- checked for general information using df.info()
+- Made several visuals to understand the gist of the dateset ->
+  - Line plots to capture the off-grid capacity and off-grid energy access over time.
+  - Bar plots to illustrate Total Off-grid Solar Capacity and Energy access by Region and Conflict Status.
+  - Box plots to show Distribution of Off-grid Capacity and Energy access by Conflict Status.
+  - bar plots to view the entries by: conflict status and group technology.
+
+### 3. Key Questions
+
+- **Do you have the right data?** 
+  - This dataset is highly relevant to our case study, but it need to be accompanied by other data.
+
+- **Do you need other data?**
+  - Yes, we need more comprehensive conflict data and a wider array of socioeconomic indicators.
diff --git a/3_data_exploration/UN_comtrade_data_exploration.ipynb b/3_data_exploration/UN_comtrade_data_exploration.ipynb
new file mode 100644
index 000000000..ab28643e4
--- /dev/null
+++ b/3_data_exploration/UN_comtrade_data_exploration.ipynb
@@ -0,0 +1,1209 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "392893af",
+   "metadata": {},
+   "source": [
+    "**Exploratory Data Analysis**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dabeb125",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "8633eb47",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>reporterISO</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89932863.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1796.0</td>\n",
+       "      <td>26489.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1654.0</td>\n",
+       "      <td>61941.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7822.0</td>\n",
+       "      <td>269897.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>12346.0</td>\n",
+       "      <td>173026.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year reporterISO               Country  Product_Code  \\\n",
+       "0  2019         AFG           Afghanistan        854140   \n",
+       "1  2007         CAF  Central African Rep.        854140   \n",
+       "2  2008         CAF  Central African Rep.        854140   \n",
+       "3  2009         CAF  Central African Rep.        854140   \n",
+       "4  2010         CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...            0.0   \n",
+       "1  Electrical apparatus; photosensitive, includin...         1796.0   \n",
+       "2  Electrical apparatus; photosensitive, includin...         1654.0   \n",
+       "3  Electrical apparatus; photosensitive, includin...         7822.0   \n",
+       "4  Electrical apparatus; photosensitive, includin...        12346.0   \n",
+       "\n",
+       "     Value_USD  \n",
+       "0  89932863.97  \n",
+       "1     26489.00  \n",
+       "2     61941.00  \n",
+       "3    269897.00  \n",
+       "4    173026.00  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Load the dataset\n",
+    "# read dataframe from GitHup\n",
+    "url = \"https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/raw/refs/heads/main/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx\"\n",
+    "new_df = pd.read_excel(url, engine=\"openpyxl\")\n",
+    "new_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ee1fdc00",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape of dataset: (781, 7)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check the shape of the dataset (rows, columns)\n",
+    "print(\"Shape of dataset:\", new_df.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "d77e1b72",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 781 entries, 0 to 780\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Year                 781 non-null    int64  \n",
+      " 1   reporterISO          781 non-null    object \n",
+      " 2   Country              781 non-null    object \n",
+      " 3   Product_Code         781 non-null    int64  \n",
+      " 4   Product_Description  781 non-null    object \n",
+      " 5   Net_Weight_kg        781 non-null    float64\n",
+      " 6   Value_USD            781 non-null    float64\n",
+      "dtypes: float64(2), int64(2), object(3)\n",
+      "memory usage: 42.8+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Get data types and non-null counts\n",
+    "new_df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "500c92e6",
+   "metadata": {},
+   "source": [
+    "Descriptive Statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "804bd496",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>781.000000</td>\n",
+       "      <td>781.000000</td>\n",
+       "      <td>7.810000e+02</td>\n",
+       "      <td>7.810000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2015.530090</td>\n",
+       "      <td>851609.829706</td>\n",
+       "      <td>7.092923e+06</td>\n",
+       "      <td>3.616844e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>5.271177</td>\n",
+       "      <td>1477.434037</td>\n",
+       "      <td>4.203779e+07</td>\n",
+       "      <td>1.287941e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>850171.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>7.802800e+01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2011.000000</td>\n",
+       "      <td>850440.000000</td>\n",
+       "      <td>1.144590e+05</td>\n",
+       "      <td>8.403230e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>850760.000000</td>\n",
+       "      <td>9.247740e+05</td>\n",
+       "      <td>5.789766e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2020.000000</td>\n",
+       "      <td>851310.000000</td>\n",
+       "      <td>4.985596e+06</td>\n",
+       "      <td>1.962766e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2024.000000</td>\n",
+       "      <td>854143.000000</td>\n",
+       "      <td>7.573800e+08</td>\n",
+       "      <td>2.197252e+09</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Year   Product_Code  Net_Weight_kg     Value_USD\n",
+       "count   781.000000     781.000000   7.810000e+02  7.810000e+02\n",
+       "mean   2015.530090  851609.829706   7.092923e+06  3.616844e+07\n",
+       "std       5.271177    1477.434037   4.203779e+07  1.287941e+08\n",
+       "min    2007.000000  850171.000000   0.000000e+00  7.802800e+01\n",
+       "25%    2011.000000  850440.000000   1.144590e+05  8.403230e+05\n",
+       "50%    2016.000000  850760.000000   9.247740e+05  5.789766e+06\n",
+       "75%    2020.000000  851310.000000   4.985596e+06  1.962766e+07\n",
+       "max    2024.000000  854143.000000   7.573800e+08  2.197252e+09"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Get summary statistics for numeric columns\n",
+    "new_df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a3764369",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Year                   0\n",
+      "reporterISO            0\n",
+      "Country                0\n",
+      "Product_Code           0\n",
+      "Product_Description    0\n",
+      "Net_Weight_kg          0\n",
+      "Value_USD              0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check for missing valuesprint(\"Missing values in each column:\")\n",
+    "print(new_df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b93ff3c",
+   "metadata": {},
+   "source": [
+    "Data Distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "69c78f50",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "## Boxplot for Value_USD\n",
+    "plt.figure(figsize=(8, 3))\n",
+    "sns.boxplot(x=new_df[\"Value_USD\"])\n",
+    "plt.title(\"Outliers in Import Value\")\n",
+    "plt.show()\n",
+    "\n",
+    "# Boxplot for Net_Weight_kg\n",
+    "plt.figure(figsize=(8, 3))\n",
+    "sns.boxplot(x=new_df[\"Net_Weight_kg\"])\n",
+    "plt.title(\"Outliers in Net Weight (kg)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "80f3d3ae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the distribution of import values\n",
+    "yearly_trend = new_df.groupby(\"Year\")[\"Value_USD\"].sum()\n",
+    "\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "yearly_trend.plot(marker=\"o\")\n",
+    "plt.title(\"Total Import Value Over the Years\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Import Value (USD)\")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "0dca6203",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the distribution of import values by country\n",
+    "grouped_all = new_df.groupby([\"Country\", \"Year\"])[\"Value_USD\"].sum().reset_index()\n",
+    "\n",
+    "# Plot\n",
+    "plt.figure(figsize=(14, 8))\n",
+    "sns.lineplot(data=grouped_all, x=\"Year\", y=\"Value_USD\", hue=\"Country\", marker=\"o\")\n",
+    "\n",
+    "plt.title(\"Yearly Import Value by Country\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Total Import Value (USD)\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\", title=\"Country\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "960f8769",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the top 10 imported products by value\n",
+    "top_products = (\n",
+    "    new_df.groupby(\"Product_Description\")[\"Value_USD\"]\n",
+    "    .sum()\n",
+    "    .sort_values(ascending=False)\n",
+    "    .head(10)\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "top_products.plot(kind=\"barh\")\n",
+    "plt.title(\"Top 10 Imported Products by Value\")\n",
+    "plt.xlabel(\"Total Import Value (USD)\")\n",
+    "plt.ylabel(\"Product\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d184b06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter the DataFrame to keep only specific product codes\n",
+    "product_codes_to_keep = [854140, 854142, 854143, 850171, 850172]\n",
+    "\n",
+    "# 2. Filter the DataFrame using the .isin() method\n",
+    "# This creates a new DataFrame containing only the rows where 'Product_Code' is one of the values in the list.\n",
+    "filtered_df = new_df[new_df[\"Product_Code\"].isin(product_codes_to_keep)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "977caad4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>reporterISO</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89932863.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>1796.0</td>\n",
+       "      <td>26489.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>1654.0</td>\n",
+       "      <td>61941.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>7822.0</td>\n",
+       "      <td>269897.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>12346.0</td>\n",
+       "      <td>173026.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year reporterISO               Country  Product_Code  Net_Weight_kg  \\\n",
+       "0  2019         AFG           Afghanistan        854140            0.0   \n",
+       "1  2007         CAF  Central African Rep.        854140         1796.0   \n",
+       "2  2008         CAF  Central African Rep.        854140         1654.0   \n",
+       "3  2009         CAF  Central African Rep.        854140         7822.0   \n",
+       "4  2010         CAF  Central African Rep.        854140        12346.0   \n",
+       "\n",
+       "     Value_USD  \n",
+       "0  89932863.97  \n",
+       "1     26489.00  \n",
+       "2     61941.00  \n",
+       "3    269897.00  \n",
+       "4    173026.00  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Display the first few rows of the filtered DataFrame\n",
+    "del filtered_df[\"Product_Description\"]\n",
+    "filtered_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "373785d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>reporterISO</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>2.648900e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>ETH</td>\n",
+       "      <td>6.513850e+03</td>\n",
+       "      <td>1.768899e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Libya</td>\n",
+       "      <td>LBY</td>\n",
+       "      <td>7.500000e+01</td>\n",
+       "      <td>6.029000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Mali</td>\n",
+       "      <td>MLI</td>\n",
+       "      <td>2.755890e+05</td>\n",
+       "      <td>1.890501e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Mozambique</td>\n",
+       "      <td>MOZ</td>\n",
+       "      <td>7.092923e+06</td>\n",
+       "      <td>1.542937e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>2023</td>\n",
+       "      <td>State of Palestine</td>\n",
+       "      <td>PSE</td>\n",
+       "      <td>7.092923e+06</td>\n",
+       "      <td>1.591510e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>2023</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>7.424970e+06</td>\n",
+       "      <td>8.617447e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>Myanmar</td>\n",
+       "      <td>MMR</td>\n",
+       "      <td>2.598260e+07</td>\n",
+       "      <td>5.602194e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>PAK</td>\n",
+       "      <td>7.669890e+08</td>\n",
+       "      <td>2.219008e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>UKR</td>\n",
+       "      <td>7.307988e+06</td>\n",
+       "      <td>3.280624e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>178 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Year               Country reporterISO  Net_Weight_kg     Value_USD\n",
+       "0    2007  Central African Rep.         CAF   1.796000e+03  2.648900e+04\n",
+       "1    2007              Ethiopia         ETH   6.513850e+03  1.768899e+05\n",
+       "2    2007                 Libya         LBY   7.500000e+01  6.029000e+03\n",
+       "3    2007                  Mali         MLI   2.755890e+05  1.890501e+06\n",
+       "4    2007            Mozambique         MOZ   7.092923e+06  1.542937e+06\n",
+       "..    ...                   ...         ...            ...           ...\n",
+       "173  2023    State of Palestine         PSE   7.092923e+06  1.591510e+07\n",
+       "174  2023               Ukraine         UKR   7.424970e+06  8.617447e+07\n",
+       "175  2024               Myanmar         MMR   2.598260e+07  5.602194e+07\n",
+       "176  2024              Pakistan         PAK   7.669890e+08  2.219008e+09\n",
+       "177  2024               Ukraine         UKR   7.307988e+06  3.280624e+08\n",
+       "\n",
+       "[178 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Aggregate the data by Year, Country, and reporterISO\n",
+    "# and sum the Net_Weight_kg and Value_USD columns\n",
+    "\n",
+    "aggregated_df = (\n",
+    "    filtered_df.groupby([\"Year\", \"Country\", \"reporterISO\"])[\n",
+    "        [\"Net_Weight_kg\", \"Value_USD\"]\n",
+    "    ]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "aggregated_df.head(190)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "0e3838ba",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>reporterISO</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>131</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.993286e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>1796.0</td>\n",
+       "      <td>2.648900e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>30081.0</td>\n",
+       "      <td>1.956920e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>26030.0</td>\n",
+       "      <td>2.130460e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>2640.0</td>\n",
+       "      <td>1.014400e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>5074.0</td>\n",
+       "      <td>6.677900e+04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>130</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>6910976.0</td>\n",
+       "      <td>3.944910e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>4663.0</td>\n",
+       "      <td>1.739300e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>100209.0</td>\n",
+       "      <td>3.408000e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>940785.0</td>\n",
+       "      <td>5.152166e+06</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>178 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Year               Country reporterISO  Net_Weight_kg     Value_USD\n",
+       "131  2019           Afghanistan         AFG            0.0  8.993286e+07\n",
+       "0    2007  Central African Rep.         CAF         1796.0  2.648900e+04\n",
+       "45   2011  Central African Rep.         CAF        30081.0  1.956920e+05\n",
+       "56   2012  Central African Rep.         CAF        26030.0  2.130460e+05\n",
+       "67   2013  Central African Rep.         CAF         2640.0  1.014400e+04\n",
+       "..    ...                   ...         ...            ...           ...\n",
+       "31   2009                 Yemen         YEM         5074.0  6.677900e+04\n",
+       "130  2018                 Yemen         YEM      6910976.0  3.944910e+07\n",
+       "10   2007                 Yemen         YEM         4663.0  1.739300e+05\n",
+       "76   2013                 Yemen         YEM       100209.0  3.408000e+05\n",
+       "86   2014                 Yemen         YEM       940785.0  5.152166e+06\n",
+       "\n",
+       "[178 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_df = aggregated_df.sort_values(by=\"Country\")\n",
+    "sorted_df.head(180)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5b8a7fb4",
+   "metadata": {},
+   "source": [
+    "##  The Impact of Conflict Zones on Renewable Energy Adoption\n",
+    "\n",
+    "The following visualizations explore how conflict zones may influence the adoption and spread of renewable energy technologies. By analyzing import values and trends for key products (such as solar panels and generators) in selected countries, we can observe patterns that may be linked to periods of conflict or instability. These charts help illustrate the relationship between geopolitical events and the uptake of sustainable energy solutions in affected regions.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "f1d3a62e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# --- Step 1: Isolate the data for a single country\n",
+    "\n",
+    "country_to_plot = \"Sudan\"\n",
+    "country_df = aggregated_df.loc[aggregated_df[\"Country\"] == country_to_plot].copy()\n",
+    "\n",
+    "# sort by year before plotting to ensure the line connects points correctly.\n",
+    "country_df.sort_values(\"Year\", inplace=True)\n",
+    "\n",
+    "\n",
+    "# --- Step 2: Create the plot ---\n",
+    "\n",
+    "# --- Bar Chart of USD Value (Good for comparing specific years) ---\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.bar(\n",
+    "    country_df[\"Year\"],  # X-axis\n",
+    "    country_df[\"Value_USD\"],  # Bar heights\n",
+    "    color=\"skyblue\",  # A nice blue color for bars\n",
+    ")\n",
+    "\n",
+    "# Add titles and labels\n",
+    "plt.title(f\"Total Panels And Generators Import Value (USD) for {country_to_plot}\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Value (USD) - in millions\")\n",
+    "plt.xticks(country_df[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Display the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "7afb07e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# --- Step 1: Isolate the data for a single country\n",
+    "\n",
+    "country_to_plot = \"Ukraine\"\n",
+    "country_df = aggregated_df.loc[aggregated_df[\"Country\"] == country_to_plot].copy()\n",
+    "\n",
+    "# sort by year before plotting to ensure the line connects points correctly.\n",
+    "country_df.sort_values(\"Year\", inplace=True)\n",
+    "\n",
+    "\n",
+    "# --- Step 2: Create the plot ---\n",
+    "\n",
+    "# --- Bar Chart of USD Value (Good for comparing specific years) ---\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.bar(\n",
+    "    country_df[\"Year\"],  # X-axis\n",
+    "    country_df[\"Value_USD\"],  # Bar heights\n",
+    "    color=\"skyblue\",  # A nice blue color for bars\n",
+    ")\n",
+    "\n",
+    "# Add titles and labels\n",
+    "plt.title(f\"Total Panels And Generators Import Value (USD) for {country_to_plot}\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Value (USD) - in millions\")\n",
+    "plt.xticks(country_df[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Display the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "fa492e81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# --- Step 1: Isolate the data for a single country\n",
+    "\n",
+    "country_to_plot = \"Ethiopia\"\n",
+    "country_df = aggregated_df.loc[aggregated_df[\"Country\"] == country_to_plot].copy()\n",
+    "\n",
+    "# sort by year before plotting to ensure the line connects points correctly.\n",
+    "country_df.sort_values(\"Year\", inplace=True)\n",
+    "\n",
+    "\n",
+    "# --- Step 2: Create the plot ---\n",
+    "\n",
+    "# --- Bar Chart of USD Value (Good for comparing specific years) ---\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.bar(\n",
+    "    country_df[\"Year\"],  # X-axis\n",
+    "    country_df[\"Value_USD\"],  # Bar heights\n",
+    "    color=\"skyblue\",  # A nice blue color for bars\n",
+    ")\n",
+    "\n",
+    "# Add titles and labels\n",
+    "plt.title(f\"Total Panels And Generators Import Value (USD) for {country_to_plot}\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Value (USD) - in millions\")\n",
+    "plt.xticks(country_df[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Display the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "0ffb13e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# --- Step 1: Isolate the data for a single country\n",
+    "\n",
+    "country_to_plot = \"Pakistan\"\n",
+    "country_df = aggregated_df.loc[aggregated_df[\"Country\"] == country_to_plot].copy()\n",
+    "\n",
+    "# sort by year before plotting to ensure the line connects points correctly.\n",
+    "country_df.sort_values(\"Year\", inplace=True)\n",
+    "\n",
+    "\n",
+    "# --- Step 2: Create the plot ---\n",
+    "\n",
+    "# --- Bar Chart of USD Value (Good for comparing specific years) ---\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.bar(\n",
+    "    country_df[\"Year\"],  # X-axis\n",
+    "    country_df[\"Value_USD\"],  # Bar heights\n",
+    "    color=\"skyblue\",  # A nice blue color for bars\n",
+    ")\n",
+    "\n",
+    "# Add titles and labels\n",
+    "plt.title(f\"Total Panels And Generators Import Value (USD) for {country_to_plot}\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Value (USD) - in millions\")\n",
+    "plt.xticks(country_df[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Display the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4fc87dda",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "country_to_plot = \"south Sudan\"\n",
+    "country_df = aggregated_df.loc[aggregated_df[\"Country\"] == country_to_plot].copy()\n",
+    "\n",
+    "# sort by year before plotting to ensure the line connects points correctly.\n",
+    "country_df.sort_values(\"Year\", inplace=True)\n",
+    "\n",
+    "\n",
+    "# --- Step 2: Create the plot ---\n",
+    "\n",
+    "# --- Bar Chart of USD Value (Good for comparing specific years) ---\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "plt.bar(\n",
+    "    country_df[\"Year\"],  # X-axis\n",
+    "    country_df[\"Value_USD\"],  # Bar heights\n",
+    "    color=\"skyblue\",  # A nice blue color for bars\n",
+    ")\n",
+    "\n",
+    "# Add titles and labels\n",
+    "plt.title(f\"Total Panels And Generators Import Value (USD) for {country_to_plot}\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Value (USD) - in millions\")\n",
+    "plt.xticks(country_df[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Display the plot\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/3_data_exploration/solar_imports_with_conflict_group.xlsx b/3_data_exploration/solar_imports_with_conflict_group.xlsx
new file mode 100644
index 000000000..9127f18c6
Binary files /dev/null and b/3_data_exploration/solar_imports_with_conflict_group.xlsx differ
diff --git a/4_data_analysis/README.md b/4_data_analysis/README.md
index b0957fc33..35bdad841 100644
--- a/4_data_analysis/README.md
+++ b/4_data_analysis/README.md
@@ -1 +1,345 @@
 # Data Analysis
+
+<!-- markdownlint-disable MD028 MD031 MD033 MD035 MD032 MD004 MD009 MD007 MD013 MD045 MD024 MD001 -->
+## _Analytical Questions_
+
+## Q1. **What are the trends in solar energy adoption across the conflict cycle—pre-conflict, active conflict, and post-conflict periods—in conflict-affected countries?** 
+
+> **Analysis File:** [phases_analysis.ipynb](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/4_data_analysis/phases_analysis.ipynb)  
+> **Technical Explanation:** [tech_exp.md](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/9ab2b7b9b55ea2ae81c0e6b93cc95eeace6f59e7/4_data_analysis/phases_analysis/3.tech_exp.md)  
+> **Non-Technical Explanation:** [non_tech_exp.md](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/1d6bc8faea79a39dbc9175977e4577ed14e26799/4_data_analysis/phases_analysis/2.non_tech_exp.md)
+
+<details>
+<summary><b>1. Dataset</b></summary>
+
+#### A. **Input dataset**  
+
+- **File**: `../1_datasets/cleaned data\ONG_conflictcountriesonly.xlsx`  
+- **Description:** Contains annual electricity installed capacity (MW) per the 9 countries only, with corresponding conflict phase classification.
+
+#### B. **Data Quality & Standardization:**  
+
+  - **Missing Data Check:**
+    - No missing values were found across all columns, including:
+      - Country, Year, Electricity Installed Capacity (MW), and others.
+    - A check using `pandas.isnull().sum()` confirmed zero null values per column.
+    - No interpolation was necessary.
+
+  - **Data Standardization**
+    - **Country column**    
+     Cleaned to ensure consistency by:
+       - Removing leading/trailing whitespace
+       - Converting all names to title case (e.g., "sudan" → "Sudan")
+
+    - **Year column**  
+       Ensured to be of integer type to allow accurate sorting and grouping by year.
+
+#### C. **Sorting the Dataset**
+
+To prepare for time-series analysis and ensure accurate visualizations:  
+- The dataset was **sorted by `Country` and `Year`** using `pandas.sort_values()`.
+
+This ensures that each country’s solar energy data appears in **chronological order**, which is essential for:
+  - **Line plots**
+  - **Phase-based comparisons**
+  - **Trend analysis over time**
+
+> Sorting prevents jumbled or misleading graphs and allows clear visualization of patterns like solar capacity growth from pre-conflict to post-conflict periods.
+
+</details>
+
+<details>
+<summary><b>2. Conducting Analysis</b></summary>
+
+To answer the question the following steps were taken:
+
+**a. Analysis Techniques Used**:  
+- **Line Charts**: Solar adoption trends by country over time.
+- **Stacked Bar Charts**: Comparison of installed capacity per conflict phase.
+- **Heatmaps**: Visual growth intensity per country and year.
+- **Regression Plots**: Basic linear regression during conflict periods.
+- **Archetype Table**: Pattern classification of country behaviors.  
+- Added Economic Status column to help in analysis.
+  
+ Charts and visuals generated using `matplotlib`, `seaborn`.  
+Output folder for **graphs only:**  `4_data_analysis/phases_analysis/2.output_graphs`
+
+</details>
+
+<details>
+<summary><b>3. Assumptions and Limitations</b></summary>
+
+#### - Assumptions
+
+- Conflict phase years manually assigned using conflict timelines.
+- Off-grid data may be underreported in national statistics.
+- Growth during conflict may be due to emergency policies or donor funding, not sustained planning.
+
+#### - Limitations
+
+- Incomplete post-conflict data for countries like Syria and Yemen, some are even still active.
+- Data does not account for:
+  - Localized variations in conflict severity
+  - Influence of external aid or solar subsidies
+- Small dataset (only 9 countries) limits global generalization.
+- "Conflict period" definitions may not fully reflect complex realities.
+- Installed ≠ working — some reported capacity might not be functional.
+- Ukraine’s extreme growth (50,000+ MW) skews comparative visuals.
+
+</details>
+
+<details>
+
+<summary><b>4. Key Findings & Summary</b></summary>
+
+#### - Conflict-Phase Solar Adoption Summary
+
+| **Conflict Phase**     | **Key Countries**                       | **Observation**                                                           |
+|------------------------|-----------------------------------------|---------------------------------------------------------------------------|
+| **Pre-Conflict**       | Ethiopia, Sudan                         | Very limited growth — solar was not a strategic priority pre-conflict     |
+| **Active-Conflict**    | Ukraine, Yemen, Sudan, Afghanistan      | Peak solar installation, driven by emergency needs and resilience efforts |
+| **Post-Conflict**      | Iraq, South Sudan, Afghanistan          | Recovery and growth due to international aid and reconstruction support   |
+
+---
+
+#### - Archetype-Based Country Patterns
+
+| Archetype                | Countries                          | Traits                                                                |
+|--------------------------|------------------------------------|-----------------------------------------------------------------------|
+| **Conflict-Fueled Growth**     | Ukraine, Yemen, Syria, Sudan       | Rapid adoption during war; survival and independence were key drivers |
+| **Recovery-Driven Growth**     | Iraq, South Sudan, Afghanistan     | Modest growth during war, stronger recovery post-conflict             |
+| **Stalled Post-Conflict**      | Ukraine (dip), Yemen (plateau)     | Growth halted after early gains                                       |
+| **Fragile, Flat Growth**       | Libya, Ethiopia                    | Low growth in all phases                                              |
+
+---
+<details>
+<summary><b>More analysis</b></summary>
+
+#### - Regression Analysis: Solar Capacity vs. Conflict Period
+
+- **Model Output:**
+  - **Coefficient**: +1359.32
+  - **Intercept**: 568.99
+- **Interpretation:**  
+  > On average, solar capacity grew significantly during conflict periods, suggesting a positive correlation. Conflicts can act as a disruptive yet accelerating factor for decentralized energy systems.
+
+#### - On-Grid vs Off-Grid Trends
+
+**1. Grid-Connected Solar Dominates:**
+- Avg. grid capacity: ~1,600 MW
+- Avg. off-grid: ~50 MW
+
+**2. Off-Grid Systems Used During Conflict:**
+- Portable and fast to deploy
+- Especially important in rural conflict zones
+</details>
+</details>
+
+## Q2. **To what extent are these datasets comparable, and what differences, if any, exist in what they measure?** 
+
+> **Analysis File:** [comparison_analysis.ipynb](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/comparison-analysis/4_data_analysis/data_comparison_analysis/comparison_analysis.ipynb)  
+> **Technical Explanation:** [tech_exp.md](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/comparison-analysis/4_data_analysis/data_comparison_analysis/tech_explanation.md)  
+> **Non-Technical Explanation:** [non_tech_exp.md](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/comparison-analysis/4_data_analysis/data_comparison_analysis/non_tech_explanation.md)
+
+<details>
+<summary><b>1. Dataset</b></summary>
+
+#### A. **Input dataset**  
+
+We used three datasets to analyze solar adoption trends across four conflict-affected countries:
+
+- **UN Comtrade**: Annual solar equipment import values (USD).
+- **IRENA**: On-grid solar capacity (MW), by year and country.
+- **IRENA**: Off-grid solar capacity (MW), by year and country.
+
+The countries examined were:
+
+- **Ukraine** (imports vs on-grid),
+- **Sudan** (on-grid vs off-grid),
+- **Yemen** and **Ethiopia** (imports vs off-grid).
+
+All datasets were filtered to include only solar technologies (e.g., _“Solar photovoltaic”_), and aggregated by year and country.
+
+</details>
+
+<details>
+<summary><strong>2. Conducting Analysis</strong></summary>
+
+### Steps Taken
+
+- **Cleaning & Filtering**: Removed non-solar entries, retained only relevant categories like _“Solar PV (Others)”_.
+- **Aggregation**: Used `.groupby()` and `.sum()` to calculate total imports and capacity per year.
+- **Normalization**: Applied Min-Max scaling to compare variables with different units (USD vs MW).
+- **Merging**: Joined datasets on `Year` and `Country` using `pd.merge()` for aligned year-over-year comparison.
+- **Correlation**: Calculated Pearson correlation coefficients to quantify linear relationships between variables.
+- **Visualization**: Created time-series line and scatter plots for each country and variable pair.
+
+</details>
+
+<details>
+<summary><strong>3. Assumptions and Limitations</strong></summary>
+
+### Assumptions
+
+- Import values are assumed to reflect solar-related purchases.
+- Conflict data was not yet incorporated, despite being core to the broader research focus.
+- On-grid and off-grid systems are considered functionally separate in fragile contexts.
+- Min-Max normalization was used to enable direct trend comparisons.
+
+### Limitations
+
+- **Import ≠ Deployment**: Equipment might be stockpiled, unused, or re-exported.
+- **No time lags modeled**: Imports may impact deployment in future years.
+- **Normalization hides magnitude**: Actual deployment scale is flattened.
+- **Sparse data**: Yemen and Ethiopia had limited off-grid data years.
+- **Linear focus**: Pearson correlation doesn’t detect nonlinear or delayed effects.
+- **Data gaps**: Not all countries had data across all years.
+- **Some Conflict timelines missing**: Deployment may correlate with conflict intensity or aid, but this was not tested.
+
+</details>
+
+<details>
+<summary><strong>4. Key Findings & Summary</strong></summary>
+
+- **Ukraine**: Some alignment between import and on-grid deployment trends. Pearson correlation = **0.34**. Visual patterns suggest policy or donor-driven surges.
+- **Ethiopia**: Strong correlation (**0.9**) between imports and off-grid deployment (2013–2023), though data range is short.
+- **Yemen**: Similar to Ethiopia but even more limited data coverage.
+- **Sudan**: On-grid and off-grid deployments grew independently. Off-grid systems surged, possibly due to decentralized aid and resilience strategies.
+
+> **Conclusion**: Import trends sometimes reflect deployment trends — but **not reliably across all contexts**. Aid flows, informal markets, and conflict dynamics complicate the relationship.
+
+</details>
+
+----
+
+## **Q3. How does prolonged conflict impact solar product imports and their market dynamics across conflict-affected countries?**
+
+> **Objective:**  
+ Explore the relationship between conflict duration and solar product import
+ trends, including product category mix and pricing, while comparing
+  conflict-affected countries with stable countries.  
+
+> **Analysis File:** [4_data_analysis\duration_analysis\conflict_duration_analysis.ipynb](duration_analysis/conflict_duration_analysis.ipynb)   
+> **Technical Explanation:** [4_data_analysis/duration_analysis/technical_explanation.md](duration_analysis/technical_explanation.md)   
+> **Non-Technical Explanation:** [non_tech_exp.md](duration_analysis/non_tech_exp.md)
+
+<details>
+<summary><b>1. Dataset</b></summary>
+
+### A. Input dataset
+
+- **File:** 4_data_analysis\Conflict_Duration_Analysis\conflict_duration_analysis.ipynb
+- **Description:** Annual solar product import data across multiple countries
+ (conflict-affected and stable), containing:
+  - Country  
+  - Year  
+  - Product Description  
+  - Net Weight (kg)  
+  - Import Value (USD)
+
+### B. **Data Processing & Standardization:**  
+
+### Conflict Duration Categories
+
+- **Continuous Conflict Countries:**  
+  Afghanistan, Syria, Yemen, Sudan , State of Palestine, Libya, Mali
+
+- **Periodical Conflict Countries:**  
+  Iraq, Nigeria, Central African Republic, Ethiopia, Ukraine, Myanmar,
+   Pakistan, Mozambique
+
+- **No Conflict Countries:**  
+  Germany, Morocco, Rwanda, Saudi Arabia
+
+- **Product Categorization:**  
+  Imported solar products classified into:
+  - PV Modules  
+  - Inverters  
+  - Lead-Acid Batteries  
+  - Lithium Batteries  
+  - Solar Lamps  
+  - Solar Generators  
+  - Other
+
+**Data Cleaning:**  
+
+- Changed column names and removed unnecessary ones.
+- Treated null and zero values.
+- Added new columns to indicate conflict year status and GDP category.
+</details>
+
+<details>
+<summary><b>2. Conducting Analysis</b></summary>
+
+## The following analyses were conducted
+
+- **Comparison of Solar Imports Over Time:**  
+  Total import values compared between:  
+  - Continuous Conflict countries  
+  - Periodical Conflict countries
+  - Stable countries  
+
+- **Product Mix Analysis:**  
+  Breakdown of solar product categories imported during conflict group
+
+- **Country-Specific Trends:**  
+  Time series of imports by key product categories (PV Modules, Solar Lamps,
+   Lithium Batteries) for each group
+
+- **Price Trends:**  
+  Analysis of average price per kg for main product categories during conflict
+   years to detect market pricing shifts.
+
+Visualizations generated using `matplotlib` and `seaborn`, including line plots,
+ bar charts, and shaded conflict period areas.
+
+</details>
+
+<details>
+<summary><b>3. Assumptions and Limitations</b></summary>
+
+- **Imports rise during conflicts** in countries like Syria, Yemen, and Ukraine, reflecting increased demand for alternative energy.  
+  _→ Conflict often damages centralized power grids, increasing reliance on imported solar products as emergency energy solutions._
+
+- **Conflict-period imports** often exceed pre- and post-conflict levels.  
+  _→ During active conflict, demand for decentralized and backup power sources spikes, especially in humanitarian or survival contexts._
+
+- **Stable countries** show more **gradual and steady import growth**.  
+  _→ Without urgent disruption, energy transitions in stable countries tend to follow policy-driven, long-term investment plans._
+
+- **PV Modules** dominate overall imports.  
+  _→ PV panels are the core component of solar systems, making them the foundation of any solar energy deployment strategy._
+
+- **Solar Lamps** and **Lithium Batteries** have a **larger share during conflicts**, indicating a need for portable power.  
+  _→ In emergencies, small-scale, off-grid solutions are critical for lighting, communication, and basic household use — especially when grid access is unreliable._
+
+- **Inverters** and **Lead-Acid Batteries** maintain **smaller, steady shares**.  
+  _→ These components support more permanent solar setups, which are harder to install or maintain during unstable conditions._
+
+</details>
+
+<details>
+<summary><b>4. Key Findings & Summary</b></summary>
+
+- Solar imports tend to increase in periodical conflict countries rather than in continuous conflict countries.
+- Import patterns vary by economic status.
+- PV modules are the most imported solar product.
+- Conflict type, economy, and stability influence solar adoption.
+
+</details>
+
+<details>
+<summary><b>5. Takeaway Insights</b></summary>
+
+- **Conflict periods often coincide with increased solar imports in affected
+ countries, likely due to humanitarian aid and urgent energy needs.**  
+- **Product mixes shift towards portable and off-grid solutions (solar lamps,
+ lithium batteries) during conflicts, emphasizing resilience needs.**  
+- **Stable countries exhibit steadier import growth, indicating planned,
+ long-term solar adoption rather than reactive demand.**  
+- **Price fluctuations during conflict highlight supply chain vulnerability
+ but also market adaptation to urgent demand.**  
+- **Country-specific trends reveal how the nature and duration of conflicts
+ shape solar product import patterns, useful for targeting aid and development programs.**
+ 
+</details>
diff --git a/4_data_analysis/data_comparison_analysis/comparison_analysis.ipynb b/4_data_analysis/data_comparison_analysis/comparison_analysis.ipynb
new file mode 100644
index 000000000..ce577459d
--- /dev/null
+++ b/4_data_analysis/data_comparison_analysis/comparison_analysis.ipynb
@@ -0,0 +1,3693 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "gk5ulKMHqd4d",
+   "metadata": {
+    "id": "gk5ulKMHqd4d"
+   },
+   "source": [
+    "# Data Analysis\n",
+    "### Sub-Analytical Question:\n",
+    "#### **To what extent are these datasets comparable and consistent, and what differences, if any, exist in what they measure?**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cedb6177",
+   "metadata": {
+    "id": "cedb6177"
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "230f7048",
+   "metadata": {
+    "id": "230f7048"
+   },
+   "outputs": [],
+   "source": [
+    "# 1. Load datasets\n",
+    "importsdf = pd.read_excel(\n",
+    "    \"https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/raw/refs/heads/main/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx\"\n",
+    ")\n",
+    "ongriddf = pd.read_excel(\n",
+    "    \"https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/raw/refs/heads/main/1_datasets/cleaned_data/IRENA_ONGRIDStats.cleaned.xlsx\"\n",
+    ")\n",
+    "offgriddf = pd.read_excel(\n",
+    "    \"https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/raw/refs/heads/main/1_datasets/cleaned_data/IRENA_OFGStats.cleaned.xlsx\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "93b9d0f0",
+   "metadata": {
+    "id": "93b9d0f0"
+   },
+   "outputs": [],
+   "source": [
+    "# 2. Standardize & select\n",
+    "imports_df = importsdf.rename(columns={\"Value_USD\": \"Imports_USD\"})\n",
+    "ongrid_df = ongriddf.rename(\n",
+    "    columns={\"Electricity Installed Capacity (MW)\": \"OnGrid_MW\"}\n",
+    ")\n",
+    "offgrid_df = offgriddf.rename(columns={\"Value\": \"OffGrid_MW\"})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "af5d6593",
+   "metadata": {
+    "collapsed": true,
+    "id": "af5d6593"
+   },
+   "outputs": [],
+   "source": [
+    "# === Filter ON-GRID for only solar-related entries ===\n",
+    "# solar_ongrid = ongrid_df[\n",
+    "# (ongrid_df[\"Technology\"].str.contains(\"Solar photovoltaic\", case=False, na=False)) &\n",
+    "# (ongrid_df[\"Producer Type\"].str.contains(\"On-grid electricity\", case=False, na=False))\n",
+    "# ]\n",
+    "# solar_ongrid.head(30)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7827b356",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 206
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 115,
+     "status": "ok",
+     "timestamp": 1753101835487,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "7827b356",
+    "outputId": "ac5d4644-cac5-414a-a541-da248031b964"
+   },
+   "outputs": [],
+   "source": [
+    "# Group and aggregate total installed solar capacity by Country & Year\n",
+    "# solar_ongrid_agg = solar_ongrid.groupby(\n",
+    "#   [\"Country\", \"Year\"], as_index=False\n",
+    "# )[\"OnGrid_MW\"].sum()\n",
+    "# solar_ongrid_agg.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "47acbf1a",
+   "metadata": {
+    "id": "47acbf1a"
+   },
+   "outputs": [],
+   "source": [
+    "# === Filter OFF-GRID for only solar-related deployment (exclude people counts etc.) ===\n",
+    "# Keep only rows that represent power capacity (not people, households, etc.)\n",
+    "valid_units = [\"kW\", \"MW\"]\n",
+    "offgrid_df = offgrid_df[offgrid_df[\"Unit\"].isin(valid_units)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "6f12da5e",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 176,
+     "status": "ok",
+     "timestamp": 1753130205405,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "6f12da5e",
+    "outputId": "b0f6991c-70cc-4262-af21-32a6571d552f"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<>:4: SyntaxWarning: invalid escape sequence '\\('\n",
+      "<>:4: SyntaxWarning: invalid escape sequence '\\('\n",
+      "C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_19264\\2650819059.py:4: SyntaxWarning: invalid escape sequence '\\('\n",
+      "  \"Solar PV \\(Others\\)|Solar mini-grids\", case=False, na=False\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO Code</th>\n",
+       "      <th>Flow</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Conflict Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Benin</td>\n",
+       "      <td>BEN</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Benin</td>\n",
+       "      <td>BEN</td>\n",
+       "      <td>Off-grid capacity</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar PV (Others)</td>\n",
+       "      <td>Other off-grid solar PV</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>MW</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>No Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region Country ISO Code               Flow Group Technology  \\\n",
+       "0  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "1  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "2  Africa  Angola      AGO  Off-grid capacity     Solar energy   \n",
+       "3  Africa   Benin      BEN  Off-grid capacity     Solar energy   \n",
+       "4  Africa   Benin      BEN  Off-grid capacity     Solar energy   \n",
+       "\n",
+       "      Sub-Technology               Technology  OffGrid_MW Unit  Year  \\\n",
+       "0  Solar PV (Others)  Other off-grid solar PV         0.0   MW  2010   \n",
+       "1  Solar PV (Others)  Other off-grid solar PV         0.0   MW  2011   \n",
+       "2  Solar PV (Others)  Other off-grid solar PV         0.0   MW  2012   \n",
+       "3  Solar PV (Others)  Other off-grid solar PV         0.0   MW  2010   \n",
+       "4  Solar PV (Others)  Other off-grid solar PV         0.0   MW  2011   \n",
+       "\n",
+       "  Conflict Status  \n",
+       "0     No Conflict  \n",
+       "1     No Conflict  \n",
+       "2     No Conflict  \n",
+       "3     No Conflict  \n",
+       "4     No Conflict  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Keep solar records that are either \"Solar PV (Others)\" or \"Solar mini-grids\"\n",
+    "solar_offgrid = offgrid_df[\n",
+    "    offgrid_df[\"Sub-Technology\"].str.contains(\n",
+    "        \"Solar PV \\(Others\\)|Solar mini-grids\", case=False, na=False\n",
+    "    )\n",
+    "]\n",
+    "\n",
+    "solar_offgrid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "d9fbe35d",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 73,
+     "status": "ok",
+     "timestamp": 1753131592157,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "d9fbe35d",
+    "outputId": "8dad54bb-5a9f-43f1-987c-bfaa64e0c06b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>0.100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>0.100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>16.100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>16.344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>17.394</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Country  Year  OffGrid_MW\n",
+       "0  Afghanistan  2010       0.100\n",
+       "1  Afghanistan  2011       0.100\n",
+       "2  Afghanistan  2012      16.100\n",
+       "3  Afghanistan  2013      16.344\n",
+       "4  Afghanistan  2014      17.394"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group Off grid by Country and Year\n",
+    "solar_offgrid_agg = solar_offgrid.groupby([\"Country\", \"Year\"], as_index=False)[\n",
+    "    \"OffGrid_MW\"\n",
+    "].sum()\n",
+    "solar_offgrid_agg.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "cf71bb2d",
+   "metadata": {
+    "collapsed": true,
+    "id": "cf71bb2d"
+   },
+   "outputs": [],
+   "source": [
+    "# Group imports data by Country and Year\n",
+    "imports_df_agg = imports_df.groupby([\"Country\", \"Year\"], as_index=False)[\n",
+    "    \"Imports_USD\"\n",
+    "].sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "izJHTrPJcv7_",
+   "metadata": {
+    "id": "izJHTrPJcv7_"
+   },
+   "source": [
+    "# **First: Imports VS Solar Off Grid**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "LSZ_yUPmFUdw",
+   "metadata": {
+    "id": "LSZ_yUPmFUdw"
+   },
+   "source": [
+    "## Correlation analysis between Imports data and Off grid data (solar only) for Yemen (2010-2015)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "G9PM3dl_E5ar",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 237
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 63,
+     "status": "ok",
+     "timestamp": 1753102936170,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "G9PM3dl_E5ar",
+    "outputId": "2a3e4ad0-0c7e-4155-8daf-599eecfae32c"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>329</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>7779766.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>330</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>9926717.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>331</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>10505127.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>332</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>6403622.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>333</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>12308661.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>334</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>33475232.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Country  Year  Imports_USD\n",
+       "329   Yemen  2010    7779766.0\n",
+       "330   Yemen  2011    9926717.0\n",
+       "331   Yemen  2012   10505127.0\n",
+       "332   Yemen  2013    6403622.0\n",
+       "333   Yemen  2014   12308661.0\n",
+       "334   Yemen  2015   33475232.0"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group imports data for Yemen between 2010 and 2015\n",
+    "yemen_imports = imports_df_agg[\n",
+    "    (imports_df_agg[\"Country\"] == \"Yemen\")\n",
+    "    & (imports_df_agg[\"Year\"].between(2010, 2015))\n",
+    "]\n",
+    "yemen_imports.head(6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "-gioymtNZ9IJ",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 237
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 77,
+     "status": "ok",
+     "timestamp": 1753102979242,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "-gioymtNZ9IJ",
+    "outputId": "9a6beb54-a87a-4a8d-c4fe-644a617c89f8"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1750</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>1.0070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1751</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>1.2860</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1752</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>1.3670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1753</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>2.3690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1754</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>5.4025</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1755</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>60.0003</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Country  Year  OffGrid_MW\n",
+       "1750   Yemen  2010      1.0070\n",
+       "1751   Yemen  2011      1.2860\n",
+       "1752   Yemen  2012      1.3670\n",
+       "1753   Yemen  2013      2.3690\n",
+       "1754   Yemen  2014      5.4025\n",
+       "1755   Yemen  2015     60.0003"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group  solar Off grid data for Yemen between 2010 and 2015\n",
+    "yemen_offgrid = solar_offgrid_agg[\n",
+    "    (solar_offgrid_agg[\"Country\"] == \"Yemen\")\n",
+    "    & (solar_offgrid_agg[\"Year\"].between(2010, 2015))\n",
+    "]\n",
+    "yemen_offgrid.head(6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "dhDsJumvct_6",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 237
+    },
+    "executionInfo": {
+     "elapsed": 64,
+     "status": "ok",
+     "timestamp": 1753101924180,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "dhDsJumvct_6",
+    "outputId": "65687d9e-9e15-42e7-94e3-a7d8768d977b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>7779766.0</td>\n",
+       "      <td>1.0070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>9926717.0</td>\n",
+       "      <td>1.2860</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>10505127.0</td>\n",
+       "      <td>1.3670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>6403622.0</td>\n",
+       "      <td>2.3690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>12308661.0</td>\n",
+       "      <td>5.4025</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>33475232.0</td>\n",
+       "      <td>60.0003</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year  Imports_USD  OffGrid_MW\n",
+       "0  2010    7779766.0      1.0070\n",
+       "1  2011    9926717.0      1.2860\n",
+       "2  2012   10505127.0      1.3670\n",
+       "3  2013    6403622.0      2.3690\n",
+       "4  2014   12308661.0      5.4025\n",
+       "5  2015   33475232.0     60.0003"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Merge on 'Year' and Country\n",
+    "yemen_merged = pd.merge(\n",
+    "    yemen_imports[[\"Year\", \"Imports_USD\"]],\n",
+    "    yemen_offgrid[[\"Year\", \"OffGrid_MW\"]],\n",
+    "    on=\"Year\",\n",
+    "    how=\"inner\",\n",
+    ")\n",
+    "yemen_merged.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "nb5Hyodgdeet",
+   "metadata": {
+    "id": "nb5Hyodgdeet"
+   },
+   "outputs": [],
+   "source": [
+    "# Compute correlation\n",
+    "yemen_correlation = yemen_merged[\"Imports_USD\"].corr(yemen_merged[\"OffGrid_MW\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "8pYtNrYady5F",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 56,
+     "status": "ok",
+     "timestamp": 1753101962098,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "8pYtNrYady5F",
+    "outputId": "363d8f7d-56aa-47ad-aed5-6f88ff0b19e2"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correlation between import value and off-grid capacity for Yemen: 0.9839829903810307\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\n",
+    "    \"Correlation between import value and off-grid capacity for Yemen:\",\n",
+    "    yemen_correlation,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "MeHmIjpRanlt",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 307
+    },
+    "executionInfo": {
+     "elapsed": 221,
+     "status": "ok",
+     "timestamp": 1753109021606,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "MeHmIjpRanlt",
+    "outputId": "8b3f3137-0082-4a7b-e05b-68fbff703c95"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 400x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Scatter plot\n",
+    "plt.figure(figsize=(4, 3))\n",
+    "sns.scatterplot(\n",
+    "    data=yemen_merged, x=\"Imports_USD\", y=\"OffGrid_MW\", color=\"darkorange\", s=50\n",
+    ")\n",
+    "plt.title(\"Yemen: Imports vs Off-Grid Solar Deployment\")\n",
+    "plt.xlabel(\"Imports (USD)\")\n",
+    "plt.ylabel(\"Off-Grid Solar Deployment (MW)\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "DEnmOANCFwgr",
+   "metadata": {
+    "id": "DEnmOANCFwgr"
+   },
+   "source": [
+    "## Correlation analysis between Imports data and Off grid data (solar only) for Ethiopia (2011-2023)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "CMpHNiD1FRnf",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 457
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 33,
+     "status": "ok",
+     "timestamp": 1753103365458,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "CMpHNiD1FRnf",
+    "outputId": "a03e6414-b92c-4c47-bb26-1c034a89c0a2"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>2.097474e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>2.787158e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>2.594942e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>4.737693e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>4.564162e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5.148506e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>4.190237e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>6.891282e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>7.506078e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>6.940082e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>6.480637e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>1.069483e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>1.306549e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Country  Year   Imports_USD\n",
+       "35  Ethiopia  2011  2.097474e+07\n",
+       "36  Ethiopia  2012  2.787158e+07\n",
+       "37  Ethiopia  2013  2.594942e+07\n",
+       "38  Ethiopia  2014  4.737693e+07\n",
+       "39  Ethiopia  2015  4.564162e+07\n",
+       "40  Ethiopia  2016  5.148506e+07\n",
+       "41  Ethiopia  2017  4.190237e+07\n",
+       "42  Ethiopia  2018  6.891282e+07\n",
+       "43  Ethiopia  2019  7.506078e+07\n",
+       "44  Ethiopia  2020  6.940082e+07\n",
+       "45  Ethiopia  2021  6.480637e+07\n",
+       "46  Ethiopia  2022  1.069483e+08\n",
+       "47  Ethiopia  2023  1.306549e+08"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group imports data for Ethiopia between 2011 and 2023\n",
+    "ethiopia_imports = imports_df_agg[\n",
+    "    (imports_df_agg[\"Country\"] == \"Ethiopia\")\n",
+    "    & (imports_df_agg[\"Year\"].between(2011, 2023))\n",
+    "]\n",
+    "ethiopia_imports.head(15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "u1X8wvjPGvk0",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 457
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 77,
+     "status": "ok",
+     "timestamp": 1753107270667,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "u1X8wvjPGvk0",
+    "outputId": "bd5009b4-b431-4c1c-f747-f052aa446a11"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>603</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>0.03260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>604</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>0.09417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>605</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>0.09417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>606</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>3.43755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>607</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>3.45255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>608</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>10.58755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>609</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>10.59109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>610</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>14.17499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>611</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>14.74049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>612</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>15.63099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>613</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>17.19649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>614</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>17.19649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>615</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>17.19649</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Country  Year  OffGrid_MW\n",
+       "603  Ethiopia  2011     0.03260\n",
+       "604  Ethiopia  2012     0.09417\n",
+       "605  Ethiopia  2013     0.09417\n",
+       "606  Ethiopia  2014     3.43755\n",
+       "607  Ethiopia  2015     3.45255\n",
+       "608  Ethiopia  2016    10.58755\n",
+       "609  Ethiopia  2017    10.59109\n",
+       "610  Ethiopia  2018    14.17499\n",
+       "611  Ethiopia  2019    14.74049\n",
+       "612  Ethiopia  2020    15.63099\n",
+       "613  Ethiopia  2021    17.19649\n",
+       "614  Ethiopia  2022    17.19649\n",
+       "615  Ethiopia  2023    17.19649"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group  solar Off grid data for Ethiopia between 2011 and 2023\n",
+    "ethiopia_offgrid = solar_offgrid_agg[\n",
+    "    (solar_offgrid_agg[\"Country\"] == \"Ethiopia\")\n",
+    "    & (solar_offgrid_agg[\"Year\"].between(2011, 2023))\n",
+    "]\n",
+    "ethiopia_offgrid.head(15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "mFNMCmQCHIhS",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 457
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 112,
+     "status": "ok",
+     "timestamp": 1753107260786,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "mFNMCmQCHIhS",
+    "outputId": "dd7afbb9-1094-4c7d-b49b-a6983b9b3e89"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>2.097474e+07</td>\n",
+       "      <td>0.03260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>2.787158e+07</td>\n",
+       "      <td>0.09417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>2.594942e+07</td>\n",
+       "      <td>0.09417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>4.737693e+07</td>\n",
+       "      <td>3.43755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4.564162e+07</td>\n",
+       "      <td>3.45255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>5.148506e+07</td>\n",
+       "      <td>10.58755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4.190237e+07</td>\n",
+       "      <td>10.59109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>6.891282e+07</td>\n",
+       "      <td>14.17499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>7.506078e+07</td>\n",
+       "      <td>14.74049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>6.940082e+07</td>\n",
+       "      <td>15.63099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2021</td>\n",
+       "      <td>6.480637e+07</td>\n",
+       "      <td>17.19649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2022</td>\n",
+       "      <td>1.069483e+08</td>\n",
+       "      <td>17.19649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2023</td>\n",
+       "      <td>1.306549e+08</td>\n",
+       "      <td>17.19649</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year   Imports_USD  OffGrid_MW\n",
+       "0   2011  2.097474e+07     0.03260\n",
+       "1   2012  2.787158e+07     0.09417\n",
+       "2   2013  2.594942e+07     0.09417\n",
+       "3   2014  4.737693e+07     3.43755\n",
+       "4   2015  4.564162e+07     3.45255\n",
+       "5   2016  5.148506e+07    10.58755\n",
+       "6   2017  4.190237e+07    10.59109\n",
+       "7   2018  6.891282e+07    14.17499\n",
+       "8   2019  7.506078e+07    14.74049\n",
+       "9   2020  6.940082e+07    15.63099\n",
+       "10  2021  6.480637e+07    17.19649\n",
+       "11  2022  1.069483e+08    17.19649\n",
+       "12  2023  1.306549e+08    17.19649"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Merge on 'Year' and Country\n",
+    "ethiopia_merged = pd.merge(\n",
+    "    ethiopia_imports[[\"Year\", \"Imports_USD\"]],\n",
+    "    ethiopia_offgrid[[\"Year\", \"OffGrid_MW\"]],\n",
+    "    on=\"Year\",\n",
+    "    how=\"inner\",\n",
+    ")\n",
+    "ethiopia_merged.head(13)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "gqvG2Wx2HgMj",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 84,
+     "status": "ok",
+     "timestamp": 1753103664987,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "gqvG2Wx2HgMj",
+    "outputId": "0d8c9660-01c0-4467-d372-f2c6623109cc"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correlation between import value and off-grid capacity for Ethiopia: 0.8294117928315476\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Compute correlation\n",
+    "ethiopia_correlation = ethiopia_merged[\"Imports_USD\"].corr(\n",
+    "    ethiopia_merged[\"OffGrid_MW\"]\n",
+    ")\n",
+    "print(\n",
+    "    \"Correlation between import value and off-grid capacity for Ethiopia:\",\n",
+    "    ethiopia_correlation,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "skQu4xH5aBYa",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 307
+    },
+    "executionInfo": {
+     "elapsed": 226,
+     "status": "ok",
+     "timestamp": 1753109036915,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "skQu4xH5aBYa",
+    "outputId": "5bcd96b0-649b-4b9d-a135-9284aca73fce"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAEiCAYAAAC7u9a3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABM4UlEQVR4nO3dd1wT9/8H8FdYISAKyEZEhTJFxS1qERUUrXtWq+Cq2yqOOn6OOupXbdVaZ6viBHFStTioA/dAQEVxg4KCCggiIDI+vz/SpMQEyEFCMLyfj0cems997u79IZd75+4+dx8eY4yBEEIIURENVQdACCGkeqNERAghRKUoERFCCFEpSkSEEEJUihIRIYQQlaJERAghRKUoERFCCFEpSkSEEEJUihIRIYQQlapwItqxYwd4PF6Jr/Pnz4vr/vzzzwgNDS1xGZGRkWWur0OHDujQoUNFwy7V+fPnpWJX5noOHjyo1PUoU1hYGBYtWqTqMDhLS0vDnDlz4OLiAj09PdSsWROtW7fGhg0bkJ+fL1U/ISEB3bt3h7GxMXg8HqZOnQoAiI6OhqenJ2rVqgUej4e1a9eWue47d+5g1KhRsLOzg0AggEAgwFdffYWxY8fK9R0Q8ff3R7169eSqy+Px5PqcEhMTMWHCBDg4OEAgEMDY2Bhubm4YM2YMEhMT5Y5NRPTdTkhI4DwvV6Lvk+ilo6MDU1NTtG3bFvPmzcPz58+VHgMALFq0CDwer1LWVZVs3LgRO3bsKNe8WooKIjAwEE5OTlLlLi4u4v///PPP6N+/P3r37l3u9WzcuLHc88qradOmuHr1qkTsRLawsDBs2LDhi0pGDx48gI+PDz58+IDp06fDw8MDubm5OH78OH744QccOHAAYWFh0NPTE88zbdo0XL9+Hdu3b4eFhQUsLS0BACNHjkR2djb27dsHIyOjMhPDli1bMGnSJDg6OuKHH36Aq6sreDwe4uLiEBwcjBYtWuDJkyews7Mrsx3z58/HDz/8UKG/RXFJSUlo2rQpDA0NMX36dDg6OiIzMxP379/H/v378ezZM9jY2Chsfcry888/w8vLC4WFhUhLSxN/bmvWrMGff/6JoUOHqjpEtbRx40aYmJjA39+f87wKS0QNGzZE8+bNFbW4ElVGchD9OiYly8nJkdhRfykKCwvRr18/vH//Hjdu3ICDg4N4Wrdu3eDp6YnBgwcjICAAmzdvFk+LjY1Fy5YtpX5ExcbGYsyYMfD19S1z3ZcvX8aECRPQvXt3HDx4EDo6OuJpHTt2xMSJE3HgwAEIBIJSlyP628uTrLj4888/kZqaihs3bqB+/fri8t69e2Pu3LkoKipS6PrKQ57t7quvvpL4/vbs2RPTp09H586d4e/vj0aNGsHNzU3ZoRIOKu0aEY/HQ3Z2Nnbu3Ck+dP78FFtWVhbGjx8PExMT1K5dG3379sWrV68k6sg6NZeeno4JEybA2toaOjo6aNCgAebNm4e8vDypGCZNmoQtW7bAwcEBfD4fLi4u2Ldvn0Q9WafmIiMjMXjwYNSrVw8CgQD16tXDt99+q/DDfdFh/Z07dzBgwADUqlULxsbGCAgIQEFBAR4+fIiuXbvCwMAA9erVw8qVK2XGvmfPHgQEBMDCwgICgQCenp6Ijo6WWt/Ro0fRpk0b6OnpwcDAAN7e3rh69arMmKKiotC/f38YGRnBzs4O/v7+2LBhAwBInBIRnYY5cOAAWrVqhVq1akFPTw8NGjTAyJEjS22/u7s72rdvL1VeWFgIa2tr9O3bV1y2adMmNG7cGDVq1ICBgQGcnJwwd+7cUpd/5MgR3L9/H7Nnz5ZIQiKDBg2Cj48Ptm3bhpSUFPHf88mTJzhx4oS4jaJTTgUFBdi0aZO4vDQ///wzNDU1sWXLFokkVNyAAQNgZWUlfu/v748aNWrg7t278PHxgYGBATp16iSe9vkR2Pv37zFmzBjUrl0bNWrUQNeuXfHo0aNS4xJJS0uDhoYGzMzMZE7X0JDcXciz7cgSHh6OXr16oU6dOtDV1YW9vT3Gjh2L1NRUiXolbXflYWxsjC1btqCgoABr1qyRmPb48WMMGTIEZmZm4PP5cHZ2Fm/XIly/V58rKirCypUr4eTkBD6fDzMzMwwfPhxJSUniOkuWLIGWlpbMU6AjR45E7dq18fHjRwBAvXr18M033+D48eNwd3eHQCCAs7Mzjh8/DkB4StTZ2Rn6+vpo2bKlzFO+kZGR6NmzJ4yNjaGrqwt3d3fs379foo5oOz937lyp++Z69erh3r17iIiIEH8X5D1tDABgFRQYGMgAsGvXrrH8/HyJV0FBgbje1atXmUAgYN26dWNXr15lV69eZffu3ZNYRoMGDdjkyZPZqVOn2NatW5mRkRHz8vKSWJ+npyfz9PQUv8/NzWWNGjVi+vr67JdffmGnT59m8+fPZ1paWqxbt24S8wJgNjY2zMXFhQUHB7OjR4+yrl27MgDswIED4nrnzp1jANi5c+fEZQcOHGALFixgR44cYREREWzfvn3M09OTmZqasrdv30qsx9bWltna2pb5txOtp/i6Fy5cyAAwR0dHtmTJEhYeHs5mzZrFALBJkyYxJycntm7dOhYeHs5GjBjBALBDhw5JLdPGxob16tWLHTt2jO3Zs4fZ29uzmjVrsqdPn4rr7t27lwFgPj4+LDQ0lIWEhLBmzZoxHR0ddvHiRamYbG1t2Y8//sjCw8NZaGgoe/LkCevfvz8DIP5Mr169yj5+/MiuXLnCeDweGzx4MAsLC2Nnz55lgYGBbNiwYaX+TX777TcGgD169EiiPCwsjAFgR48eZYwxFhwczACwyZMns9OnT7N//vmHbd68mU2ZMqXU5X///fcMAIuLiyuxzsaNGxkAFhwczDIzM9nVq1eZhYUFa9u2rbiNKSkp7OrVqwwA69+/v7i8JAUFBUwgELA2bdqUGt/n/Pz8mLa2NqtXrx5bvnw5O3PmDDt16pR4WvHtrKioiHl5eTE+n8+WLVvGTp8+zRYuXMgaNGjAALCFCxeWuq49e/aIt4eTJ0+yzMzMEuvKu+2Ivtvx8fHisk2bNrHly5ezo0ePsoiICLZz507WuHFj5ujoyD59+iSuV9J2VxJZ36fPWVpaMjs7O/H7e/fusVq1ajE3Nze2a9cudvr0aTZ9+nSmoaHBFi1aJLVseb5XoriLE213kyZNYidPnmSbN29mpqamzMbGRrz/eP36NePz+WzevHkS86alpTGBQMBmzpwpLrO1tWV16tRhDRs2ZMHBwSwsLIy1atWKaWtrswULFrC2bduyw4cPsyNHjjAHBwdmbm7OcnJyxPOfPXuW6ejosPbt27OQkBB28uRJ5u/vzwCwwMBAcT15981RUVGsQYMGzN3dXfxdiIqKKvFz+JzCEpGsl6ampkRdfX195ufnV+IyJkyYIFG+cuVKBoAlJyeLyz5PRJs3b2YA2P79+yXmXbFiBQPATp8+LS4DwAQCAUtJSRGXFRQUMCcnJ2Zvby8uk5WIPldQUMA+fPjA9PX12W+//SYxzc7OTmJjL0lpiejXX3+VqNukSRMGgB0+fFhclp+fz0xNTVnfvn2lltm0aVNWVFQkLk9ISGDa2tps9OjRjDHGCgsLmZWVFXNzc2OFhYXiellZWczMzIx5eHhIxbRgwQKpNkycOFHqS8cYY7/88gsDwDIyMsr8OxSXmprKdHR02Ny5cyXKBw4cyMzNzVl+fj5jjLFJkyYxQ0NDTstmjIl/eHz8+LHEOidOnGAA2IoVK8Rltra2rHv37lJ1AbCJEyeWud6UlBQGgA0ePFhqWkFBgcQPuOKfm5+fHwPAtm/fLjXf54lIFPfn2+OyZcvkSkRFRUVs7NixTENDgwFgPB6POTs7s2nTpkkkEi7bjqxE9Pk68/Pz2fPnzxkA9tdff4mnlbbdySJPImrVqhUTCATi9126dGF16tSRSrqTJk1iurq6LD09XWLZZX2visctEhcXJ3P/dv36dQZAYlv38/NjZmZmLC8vT1y2YsUKpqGhIfE3tLW1ZQKBgCUlJYnLYmJiGABmaWnJsrOzxeWhoaESP+IYY8zJyYm5u7uLv08i33zzDbO0tBR/rlz2za6urhL7Zi4Udmpu165duHnzpsTr+vXrnJbRs2dPifeNGjUCgFJPf509exb6+vro37+/RLnogtmZM2ckyjt16gRzc3Pxe01NTQwaNAhPnjyROEz+3IcPH/Djjz/C3t4eWlpa0NLSQo0aNZCdnY24uDiJuk+ePMGTJ09KbqgcvvnmG4n3zs7O4PF4EtcitLS0YG9vL/PvM2TIEIlTRba2tvDw8MC5c+cAAA8fPsSrV68wbNgwiVMuNWrUQL9+/XDt2jXk5ORILLNfv35yx9+iRQsAwMCBA7F//368fPlSrvlq166NHj16YOfOneJrEu/evcNff/2F4cOHQ0tLeFmzZcuWyMjIwLfffou//vpL6rRORbB/h+gqT8+nwsJCFBQUiF/yXFdp1qwZtLW1xa9ff/1Vqo48f3vRZ/v5xfghQ4bIFTuPx8PmzZvx7NkzbNy4ESNGjEB+fj7WrFkDV1dXREREACjftlPcmzdvMG7cONjY2EBLSwva2tqwtbUFAKnvEsBtuyuL6LMFgI8fP+LMmTPo06cP9PT0JD63bt264ePHj7h27ZrE/GV9r2QRTfv8In7Lli3h7OwssY/64Ycf8ObNGxw4cACA8JTepk2b0L17d6lTXU2aNIG1tbX4vbOzMwDh5Yvi19FE5aL9xJMnT/DgwQPxdvJ5u5OTk/Hw4UOJdZVn38yFwhKRs7MzmjdvLvFq1qwZp2XUrl1b4j2fzwcA5ObmljhPWloaLCwspHYaZmZm0NLSQlpamkS5hYWF1DJEZZ/XLW7IkCFYv349Ro8ejVOnTuHGjRu4efMmTE1NS42vvIyNjSXe6+joQE9PD7q6ulLlovPGxZXUTlEbRf+Ken8VZ2VlhaKiIrx7906iXFbdknz99dcIDQ1FQUEBhg8fjjp16qBhw4YIDg4uc96RI0fi5cuXCA8PBwAEBwcjLy9P4os8bNgwbN++Hc+fP0e/fv1gZmaGVq1aiecpSd26dQEA8fHxJdYRXeMqTw8xOzs7iaSyePFiAICJiQkEAoHML25QUBBu3ryJo0ePylymqHt5WdLS0qClpSX1PZK1LZTG1tYW48ePx7Zt2/D48WOEhITg48ePmDlzpng9ALdtR6SoqAg+Pj44fPgwZs2ahTNnzuDGjRviHb6s7xKX7a4sL168EF+DS0tLQ0FBAX7//XeJz0xbWxvdunUDAKkfOGV9r2Qp6+9VfF7RNVLRNarjx48jISEBkyZNkppX1j6itHLRfuL169cAgBkzZki1e8KECQCk212efTMXCus1pyq1a9fG9evXwRiTSEZv3rxBQUEBTExMJOqnpKRILUNU9vkfWyQzMxPHjx/HwoULMXv2bHF5Xl4e0tPTFdEMhSupnaI2iv5NTk6Wqvfq1StoaGjAyMhIopzrEUKvXr3Qq1cv5OXl4dq1a1i+fDmGDBmCevXqoU2bNiXO16VLF1hZWSEwMBBdunRBYGAgWrVqJdVjcsSIERgxYgSys7Nx4cIFLFy4EN988w0ePXok/oX9OW9vb/zxxx8IDQ2V+CyLCw0NhZaWVrnuVzt27JhEJxnRTk9TUxMdO3bE6dOnkZycLLFTErWrpHtt5P27165dGwUFBUhLS5PYlmVtC1wMHDgQy5cvR2xsrHg9ALdtRyQ2Nha3b9/Gjh074OfnJy4v7QyCou7JuXHjBlJSUjBq1CgAgJGRETQ1NTFs2DBMnDhR5jzFew8CZX+vZCn+96pTp47EtFevXknto6ZMmYIBAwYgKioK69evh4ODA7y9vctuoJxE65szZ45E55/iHB0dFbY+eVTqkxX4fL7Cjx46deqEDx8+SN0ou2vXLvH04s6cOSP+RQAIT6WEhITAzs5OaiMR4fF4YIyJfwWIbN26FYWFhQpoheIFBwdLnIZ4/vw5rly5It65Ojo6wtraGkFBQRL1srOzcejQIXFvqLLI88uIz+fD09MTK1asAIAyexmJdg6hoaG4ePEiIiMjS+1tp6+vD19fX8ybNw+fPn3CvXv3Sqzbp08fuLi44H//+5/M3mQhISE4ffo0Ro8ezflIAgDc3NwkzgoU7wE3Z84cFBYWYty4cTJvmq0oLy8vAMDevXslyoOCguSaX1ZiAYSnpRMTE8Vtqci2I0oqn3+XtmzZIleM5ZWeno5x48ZBW1sb06ZNAyA80vTy8kJ0dDQaNWokdUanefPmUgmmrO+VLB07dgQA7NmzR6L85s2biIuLk9pH9enTB3Xr1sX06dPxzz//YMKECQq9QdbR0RFfffUVbt++LbPNzZs3h4GBAeflVmT/rrAjotjYWBQUFEiV29nZwdTUFIDwS3r+/HkcO3YMlpaWMDAwqHDmHT58ODZs2AA/Pz8kJCTAzc0Nly5dws8//4xu3bqhc+fOEvVNTEzQsWNHzJ8/H/r6+ti4cSMePHgg1YW7uJo1a+Lrr7/GqlWrYGJignr16iEiIgLbtm2DoaGhVH17e3sApf/KU7Y3b96gT58+GDNmDDIzM7Fw4ULo6upizpw5AIRdcVeuXImhQ4fim2++wdixY5GXl4dVq1YhIyMD//vf/+Raj+h+jBUrVsDX1xeamppo1KgRli5diqSkJHTq1Al16tRBRkYGfvvtN2hra8PT07PM5Y4cORIrVqzAkCFDIBAIMGjQIInpY8aMgUAgQNu2bWFpaYmUlBQsX74ctWrVEl+fkkVTUxOHDh2Ct7c32rRpg+nTp6NNmzbIy8vDsWPH8Mcff8DT01PmdZqKatu2LTZs2IDJkyejadOm+P777+Hq6goNDQ0kJyfj0KFDACDXaThZfHx88PXXX2PWrFnIzs5G8+bNcfnyZezevVuu+ZctW4bLly9j0KBBaNKkCQQCAeLj47F+/XqkpaVh1apVACq27Tg5OcHOzg6zZ88GYwzGxsY4duxYmadUuXj8+DGuXbuGoqIi8Q2t27Ztw/v377Fr1y64urqK6/72229o164d2rdvj/Hjx6NevXrIysrCkydPcOzYMZw9e1Zi2WV9r2RxdHTE999/j99//x0aGhrw9fVFQkIC5s+fDxsbG3FiFNHU1MTEiRPx448/Ql9fv1w3iJZly5Yt8PX1RZcuXeDv7w9ra2ukp6cjLi4OUVFR4mtUXLi5uWHfvn0ICQlBgwYNoKurK//9WuXq4lBMab3mALA///xTXDcmJoa1bduW6enpMQDiHhaiZdy8eVNi2bJ6r33ea44xYffGcePGMUtLS6alpcVsbW3ZnDlzpHpG4d8eThs3bmR2dnZMW1ubOTk5sb1795a53qSkJNavXz9mZGTEDAwMWNeuXVlsbCyztbWV6gmoiO7bn3cJ9/PzY/r6+lLL8PT0ZK6urlLL3L17N5syZQozNTVlfD6ftW/fnkVGRkrNHxoaylq1asV0dXWZvr4+69SpE7t8+bJEnZJiYoyxvLw8Nnr0aGZqasp4PJ64h9Tx48eZr68vs7a2Zjo6OszMzIx169ZNomtvWTw8PBgANnToUKlpO3fuZF5eXszc3Jzp6OgwKysrNnDgQHbnzh25lp2amspmz57NnJycmK6uLqtRowZr2bIlW79+vUQXYpGK9porLiYmho0YMYLVr1+f8fl8pqury+zt7dnw4cPZmTNnJOqW9LmLpn2+nWVkZLCRI0cyQ0NDpqenx7y9vdmDBw/k6jV37do1NnHiRNa4cWNmbGzMNDU1mampKevatSsLCwuTqi/PtiOr19z9+/eZt7c3MzAwYEZGRmzAgAHsxYsXUjGWtt3JItr2RS8tLS1Wu3Zt1qZNGzZ37lyWkJAgc774+Hg2cuRIZm1tzbS1tZmpqSnz8PBgS5culVq2PN8rWd23CwsL2YoVK5iDgwPT1tZmJiYm7LvvvmOJiYkyY0pISGAA2Lhx42RO57I9xsfHMwBs1apVEuW3b99mAwcOZGZmZkxbW5tZWFiwjh07ss2bN4vrcNk3JyQkMB8fH2ZgYCDudi+vCieiL0l5dhpfGnm6sBJCuKns79W6desYABYbG1sp61M1TqfmMjMzceTIEVy8eBEJCQnIycmBqakp3N3d0aVLF3h4eHBZHCGEkGKio6MRHx+PxYsXo1evXhKnEdWZXJ0VkpOTMWbMGFhaWmLx4sXIzs5GkyZNxOf/z507B29vb7i4uCAkJETZMRNCiFrq06cPhgwZgiZNmkg861Dd8Rgr1gWkBKLnIvn7+6Nhw4Yy6+Tm5iI0NBRr167FgAEDMGPGDIUHSwghRP3IlYjevn0r7vkmD671CSGEVF9yJSLgy33sPyGEkKpN7kSko6ODVq1awcvLC15eXvDw8JC6KY0QQgjhSu5EtHv3bkREROD8+fN49uwZdHV10bp1a3FiatWqFbS1tZUdL2dFRUV49eoVDAwMquXwvYQQ9cMYQ1ZWFqysrKTGifoSyZ2IiktKSsLZs2cRERGBc+fO4fnz5+K73E+dOqWMOMstKSnpixjemBBCuEpMTCzx0WRfknIlouIeP36MXbt2Yd26dfjw4UOVe/ZaZmYmDA0NkZiYKNejU/Lz83H69Gn4+PhUySM8LqgtVZc6tYfaUvnev38PGxsbZGRkoFatWqoOp8I4P2vu2bNnOHfuHM6fP4/z588jMzMTHh4e+PHHH+V6hlhlE52Oq1mzptyJSPTY/aq8IcqD2lJ1qVN7qC2qoy6XG+RORH5+fjh37hyysrLQtm1bfP3115g0aRKaN28OTU1NZcZICCFEjcmdiHbv3o26deti7ty56NSpE9zd3dUmGxNCCFEduRPR/fv3xafjVq9ejY8fP6Jdu3bw9PREhw4d0LRpU7XovUHURFEBkJsG8HgAY4CgNqDxxY8Dqb6q4+dVHdtcArlb7eTkBCcnJ4wbNw6AMDGJes39+uuvyM3NRbt27XD8+HGlBUuIXHLeAvd3A1FrgawkwKAO0HQq4DIM0KMnflQ51fHzqo5tLkW506+LiwuMjY1hZGQEIyMj7Nu3DydOnFBkbIRwl/MWONQVeBP1X1lWIhAxHXgQBPQ9US2/6FVWdfy8qmOby8DpXNqbN2+wf/9+jB8/Hs7OzrC2tsaIESPw4MEDTJs2TWo0Q0IqVVGB8Fdm8S94ca9vAff3AEVV6xaDaqs6fl7Vsc1ykPuIyMXFBQ8fPoSWlhZatGiBfv36wcvLC23btoWurq4yYyREPrlpwlMdpYlaCzgPAfTNKyMiUprq+HlVxzbLQe5E1KtXL3h5eaFdu3b08FNSNfF4wlMcpclKFNYjqlcdP6/q2GY5yJ2Ili9frsw4CKk4xgADm9K/6AY2wnpE9arj51Ud2ywHuRPR4sWL5aq3YMGCcgdDSIUIagt7HkVML7lO06mAwKSyIiKlqY6fV3VssxzkTkSLFi2ClZUVzMzMUNLj6Xg8HiUiojoaWsLurw+ChBd9P2feTDhdg54EUiVUx8+rOrZZDnInoq5du+LcuXNo3rw5Ro4cie7du9OjfUjVo2cq7P56f8+/92gkCk91iO/RqF6/NKu86vh5Vcc2l0HuRBQWFobk5GTs2LEDM2fOxNixYzF8+HCMHDkSjo6OyoyREG70TIGmU4Q9j8R3rZtUu1+ZX4zq+HlVxzaXgtN9RJaWlpgzZw4ePnyIkJAQvHnzBi1atEDbtm2Rm5urrBgJ4U5DU9j9Vc9M+G81/YJ/Marj51Ud21yCcj9ZoUWLFkhISMD9+/cRHR2N/Px8CAQCRcZGCCGkGuD8lNKrV69izJgxsLCwwO+//w4/Pz+8evVKrrF+CCGEkM/JfUS0cuVKBAYGIi0tDUOHDsWlS5fg5uamzNgIIYRUA3InotmzZ6Nu3boYOHAgeDweAgMDZdZbvXq1woIjhBCi/uRORF9//TV4PB7u3btXYh0aKI8QQghXciei8+fPKzEMQlSIBigjRKXo20aqNxqgjBCVk6vX3P/+9z9kZ2fLtcDr16/j77//rlBQhFQK0QBlEdP/fQgl+2+AssO+wumEEKWTKxHdv38ftra2GD9+PE6cOIG3b//7ghYUFODOnTvYuHEjPDw8MHjwYOrKTao+GqCMkCpDrkS0a9cunD17FkVFRRg6dCgsLCygo6MDAwMD8Pl8uLu7Y/v27fD398eDBw/Qvn17ZcdNSMXIO0BZbmplRENItSb3NaJGjRphy5Yt2Lx5M+7cuYOEhATk5ubCxMQETZo0gYlJ9XtQH/mC0QBlhFQZnDsr8Hg8NG7cGI0bN1ZGPIRUDhqgjJAqg/MjfhTpwoUL6NGjB6ysrMDj8RAaGiox3d/fHzweT+LVunVr1QRL1ItogLLSVMMByghRBZUmouzsbDRu3Bjr168vsU7Xrl2RnJwsfoWFhVVihERtiQYoM28me3o1HaCMEFVQ6X1Evr6+8PX1LbUOn8+HhYVFJUVEqhUaoIyQKqHK39B6/vx5mJmZwdDQEJ6enli2bBnMzMxUHRZRFxUdoIyeykBIhXH+xowcORK//fYbDAwMJMqzs7MxefJkbN++XWHB+fr6YsCAAbC1tUV8fDzmz5+Pjh074tatW+Dz+TLnycvLQ15envj9+/fvAQD5+fnIz88vc52iOvLUreqoLRzoGP/3/8Ii4assuanAg33A7U1A1kvAwBpoPB5wGlzmtSX6bKqmL6UtVT0+rniMcesWpKmpieTkZKmjktTUVFhYWKCgoKB8gfB4OHLkCHr37l1ineTkZNja2mLfvn3o27evzDqLFi3CTz/9JFUeFBQEPT29csVGCCFVSU5ODoYMGYLMzEy1eICA3EdE79+/B2MMjDFkZWVBV1dXPK2wsBBhYWFKP2VmaWkJW1tbPH78uMQ6c+bMQUBAgETcNjY28PHxkesDy8/PR3h4OLy9vaGtra2QuFWF2qIkRQXA7c3ApXkl12n3M9B4XImn+KpUeyqI2lL5RGd61IXcicjQ0FDchdrBwUFqOo/Hk3kkokhpaWlITEyEpaVliXX4fL7M03ba2tqcNiyu9asyaouCZacDMWsAlltynZg1gOu3gL55qYuqEu1REGpL5anKsZWH3Ino3LlzYIyhY8eOOHToEIyN/zunrqOjA1tbW1hZWXFa+YcPH/DkyRPx+/j4eMTExMDY2BjGxsZYtGgR+vXrB0tLSyQkJGDu3LkwMTFBnz59OK2HEIWipzIQolByJyJPT08AwmRhY2MDDY2K34IUGRkJLy8v8XvRKTU/Pz9s2rQJd+/exa5du5CRkQFLS0t4eXkhJCREqqMEIeVWnl5v9FQGQhSKc685W1tbZGRk4MaNG3jz5g2KiiR7Fw0fPlzuZXXo0AGl9ZU4deoU1/AIkV95xyISPZUhYnrJdeipDITIjXMiOnbsGIYOHYrs7GwYGBhIDA/O4/E4JSJCVEY0FlHxYSBEYxE9CBLe6FpSMhI9leFBkHC4iM/RUxkI4YTz+bXp06dj5MiRyMrKQkZGBt69eyd+paenKyNGQhRLEWMRiZ7K4LkaMKgLgCf813M10PckPZWBEA44HxG9fPkSU6ZMoXtyyJdL3rGInIeU3uutok9lIIQAKMcRUZcuXRAZGamMWAipHIrs9aahKUxWembCfykJEcIZ5yOi7t27Y+bMmbh//z7c3Nyk+rP37NlTYcERohTU642QKoVzIhozZgwAYPHixVLTeDweCgtLOa9OSFVAvd4IqVI4n5orKioq8UVJiHwRaCwiQqqUCt2V+vHjR0XFQUjlol5vhFQZnBNRYWEhlixZAmtra9SoUQPPnj0DAMyfPx/btm1TeICEKI2o19vQG8D4FOG/TadQEiKkknFORMuWLcOOHTuwcuVK6OjoiMvd3NywdetWhQZHiNJRrzdCVI5zItq1axf++OMPDB06FJqa/31pGzVqhAcPHig0OEIIIeqPcyJ6+fIl7O3tpcqLiorUbtRAQgghysc5Ebm6uuLixYtS5QcOHIC7u7tCgiKEEFJ9cL6PaOHChRg2bBhevnyJoqIiHD58GA8fPsSuXbtw/PhxZcRICCFEjXE+IurRowdCQkIQFhYGHo+HBQsWIC4uDseOHYO3t7cyYiSEEKLGOB8RAcLnzXXp0kXRsRBCCKmGypWIRD58+CA1MF7NmjUrFBAhhJDqhfOpufj4eHTv3h36+vqoVasWjIyMYGRkBENDQxgZGSkjRkIIIWqM8xHR0KFDAQDbt2+Hubm5xAithBBCCFecE9GdO3dw69YtODo6KiMeQggh1QznU3MtWrRAYmIZg4oRQgghcuJ8RLR161aMGzcOL1++RMOGDaUGxmvUqJHCgiOEEKL+OCeit2/f4unTpxgxYoS4jMfjgTFGA+MRQgjhjHMiGjlyJNzd3REcHEydFQghhFQY50T0/PlzHD16VOaDTwkhhBCuOHdW6NixI27fvq2MWAghhFRDnI+IevTogWnTpuHu3btwc3OT6qzQs2dPhQVHCCFE/XFOROPGjQMALF68WGoadVYghBDCFedE9Pmz5QghhJCKKNez5gghhBBF4ZyI7O3t4eXlhT179uDjx4/KiIkQQkg1wjkR3b59G+7u7pg+fTosLCwwduxY3LhxQxmxEUIIqQY4J6KGDRti9erVePnyJQIDA5GSkoJ27drB1dUVq1evxtu3b5URJyGEEDXFORGJaGlpoU+fPti/fz9WrFiBp0+fYsaMGahTpw6GDx+O5ORkRcZJCCFETZU7EUVGRmLChAmwtLTE6tWrMWPGDDx9+hRnz57Fy5cv0atXL0XGSQghRE1x7r69evVqBAYG4uHDh+jWrRt27dqFbt26QUNDmNPq16+PLVu2wMnJSeHBEkIIUT+cE9GmTZswcuRIjBgxAhYWFjLr1K1bF9u2batwcIQQQtQf50T0+PHjMuvo6OjAz8+vXAERJSoqAHLTAB4PYAwQ1AY0OG8Cqls+IUQtlWsvkZGRgW3btiEuLg48Hg/Ozs4YNWoUatWqpej4iKLkvAXu7wai1gJZSYBBHaDpVMBlGKBnWvWXTwhRW5w7K0RGRsLOzg5r1qxBeno6UlNTsWbNGtjZ2SEqKkoZMZKKyk0FDnUFIqYDWYkAmPDfiOnAYV9hEqmInLfKXT4hRK1xTkTTpk1Dz549kZCQgMOHD+PIkSOIj4/HN998g6lTpyohRFJhD/YBb0r4kfD6FnB/D1BUzofVFhUIj4SUtXxCiNor1xHRjz/+CC2t/87qaWlpYdasWYiMjFRocERBbm8qfXrUWuFRU3nkpgnnV9byCSFqj3MiqlmzJl68eCFVnpiYCAMDA4UERRQsK6mM6YnCDgblweP9ezpOScsnhKg9zolo0KBBGDVqFEJCQpCYmIikpCTs27cPo0ePxrfffquMGElFGdQpY7qNsJdbeTAmnF9ZyyeEqD3OieiXX35B3759MXz4cNSrVw+2trbw9/dH//79sWLFCk7LunDhAnr06AErKyvweDyEhoZKTGeMYdGiRbCysoJAIECHDh1w7949riGTxuNLn950KiAwKd+yBbWF8ytr+YQQtcc5Eeno6OC3337Du3fvEBMTg+joaKSnp2PNmjXg8/mclpWdnY3GjRtj/fr1MqevXLkSq1evxvr163Hz5k1YWFjA29sbWVlZXMOu3pwGA+bNZE8zbybsYq2hWb5la2gJ51fW8gkhaq/cdxvq6enBzc2tQiv39fWFr6+vzGmMMaxduxbz5s1D3759AQA7d+6Eubk5goKCMHbs2Aqtu1oRmAB9Twh7r0WtFV6zMbApdp9PBY9W9EyVu3xCiFqTKxGJEoE8Dh8+XO5giouPj0dKSgp8fHzEZXw+H56enrhy5UqJiSgvLw95eXni9+/fvwcA5OfnIz8/v8z1iurIU7eqk2iLtiHgNh74auB/Tz7QrS08UlFEW5W8fHX6XAD1ag+1pfJV9fi4kisRqeKJCSkpKQAAc3NziXJzc3M8f/68xPmWL1+On376Sar89OnT0NPTk3v94eHhctet6qgtVZc6tYfaUnlycnJUHYJCyZWIAgMDlR1HiXifdftljEmVFTdnzhwEBASI379//x42Njbw8fFBzZo1y1xffn4+wsPD4e3tDW1t7fIHXgVQW6oudWoPtaXyic70qItyXyN68+YNHj58CB6PBwcHB5iZmSkyLvGTvVNSUmBpaSmx3s+Pkorj8/kyO01oa2tz2rC41q/KqC1Vlzq1h9pSeapybOXBudfc+/fvMWzYMFhbW8PT0xNff/01rK2t8d133yEzM1NhgdWvXx8WFhYSh8ifPn1CREQEPDw8FLYeQgghqsU5EY0ePRrXr1/H8ePHkZGRgczMTBw/fhyRkZEYM2YMp2V9+PABMTExiImJASDsoBATE4MXL16Ax+Nh6tSp+Pnnn3HkyBHExsbC398fenp6GDJkCNewCSGEVFGcT839/fffOHXqFNq1aycu69KlC/7880907dqV07IiIyPh5eUlfi+6tuPn54cdO3Zg1qxZyM3NxYQJE/Du3Tu0atUKp0+fpkcJEUKIGuGciGrXri2zF12tWrVgZGTEaVkdOnQAK+XRLzweD4sWLcKiRYu4hkkIIeQLwfnU3P/93/8hICAAycnJ4rKUlBTMnDkT8+fPV2hwhBBC1B/nI6JNmzbhyZMnsLW1Rd26dQEAL168AJ/Px9u3b7FlyxZxXRoojxBCSFk4J6LevXsrIQxCCCHVFedEtHDhQmXEQQghpJrifI0IADIyMrB161bMmTMH6enpAISn4V6+fKnQ4AghhKg/zkdEd+7cQefOnVGrVi0kJCRgzJgxMDY2xpEjR/D8+XPs2rVLGXESQghRU5yPiAICAuDv74/Hjx9DV1dXXO7r64sLFy4oNDhCCCHqj3MiunnzpswhGKytrcVPzCaEEELkxTkR6erqynzy68OHD2FqaqqQoAghhFQfnBNRr169sHjxYvHATDweDy9evMDs2bPRr18/hQdICCFEvXFORL/88gvevn0LMzMz5ObmwtPTE/b29jAwMMCyZcuUESMhhBA1xrnXXM2aNXHp0iWcPXsWUVFRKCoqQtOmTdG5c2dlxEcIIUTNlXtgvI4dO6Jjx46KjIUQQkg1xCkRFRUVYceOHTh8+DASEhLA4/FQv3599O/fH8OGDSt1CG9CCCFEFrmvETHG0LNnT4wePRovX76Em5sbXF1d8fz5c/j7+6NPnz7KjJMQQoiakvuIaMeOHbhw4QLOnDkjMZgdAJw9exa9e/fGrl27MHz4cIUHSQghRH3JfUQUHByMuXPnSiUhQHi9aPbs2di7d69CgyOEEKL+5E5Ed+7cKXUocF9fX9y+fVshQRFCCKk+5E5E6enpMDc3L3G6ubk53r17p5CgCCGEVB9yJ6LCwkJoaZV8SUlTUxMFBQUKCYoQQkj1IXdnBcYY/P39wefzZU7Py8tTWFCEEEKqD7kTkZ+fX5l1qMccIYQQruRORIGBgcqMgxBCSDVVrqHCCSGEEEWhREQIIUSlKBERQghRKUpEhBBCVIpTIsrPz8eIESPw7NkzZcVDCCGkmuGUiLS1tXHkyBFlxUIIIaQa4nxqrk+fPggNDVVCKIQQQqojziO02tvbY8mSJbhy5QqaNWsGfX19ielTpkxRWHCEEELUH+dEtHXrVhgaGuLWrVu4deuWxDQej0eJiBBCCCecE1F8fLwy4iCEEFJNUfdtQgghKsX5iAgAkpKScPToUbx48QKfPn2SmLZ69WqFBEYIIaR64JyIzpw5g549e6J+/fp4+PAhGjZsiISEBDDG0LRpU2XESAghRI1xPjU3Z84cTJ8+HbGxsdDV1cWhQ4eQmJgIT09PDBgwQBkxEkIIUWOcE1FcXJx4bCItLS3k5uaiRo0aWLx4MVasWKHwAAkhhKg3zolIX19fPBqrlZUVnj59Kp6WmpqquMgIIYRUC5yvEbVu3RqXL1+Gi4sLunfvjunTp+Pu3bs4fPgwWrdurYwYCSGEqDHOiWj16tX48OEDAGDRokX48OEDQkJCYG9vjzVr1ig8QEIIIeqNcyJq0KCB+P96enrYuHGjQgMihBBSvdANrYQQQlRKriMiIyMj8Hg8uRaYnp5eoYAIIYRUL3IlorVr1yo5DNkWLVqEn376SaLM3NwcKSkpKomHEEKI4smViET3DamCq6sr/vnnH/F7TU1NlcVCCCFE8cr1rLnCwkKEhoYiLi4OPB4PLi4u6Nmzp1KShJaWFiwsLBS+XEIIIVUD50T05MkTdOvWDS9fvoSjoyMYY3j06BFsbGzw999/w87OTqEBPn78GFZWVuDz+WjVqhV+/vlniZ57n8vLyxPfcAsA79+/BwDk5+cjPz+/zPWJ6shTt6qjtlRd6tQeakvlq+rxccVjjDEuM3Tr1g2MMezduxfGxsYAgLS0NHz33XfQ0NDA33//rbDgTpw4gZycHDg4OOD169dYunQpHjx4gHv37qF27doy55F1XQkAgoKCoKenp7DYCCFEVXJycjBkyBBkZmaiZs2aqg6nwjgnIn19fVy7dg1ubm4S5bdv30bbtm3FN7sqQ3Z2Nuzs7DBr1iwEBATIrCPriMjGxgapqalyfWD5+fkIDw+Ht7c3tLW1FRa7KlBbqi51ag+1pfK9f/8eJiYmapOIOJ+a4/P5yMrKkir/8OEDdHR0FBJUSfT19eHm5obHjx+XWIfP54PP50uVa2trc9qwuNavyqgtVZc6tYfaUnmqcmzlwfmG1m+++Qbff/89rl+/DsYYGGO4du0axo0bh549eyojRrG8vDzExcXB0tJSqeshhBBSeTgnonXr1sHOzg5t2rSBrq4udHV10bZtW9jb2+O3335TaHAzZsxAREQE4uPjcf36dfTv3x/v379XaXdyQgghisX51JyhoSH++usvPHnyBHFxcWCMwcXFBfb29goPLikpCd9++y1SU1NhamqK1q1b49q1a7C1tVX4ugghhKhGue4jAgB7e3vY29ujoKAAHz9+VGRMYvv27VPKcgkhhFQdcp+aCwsLw+7duyXKli1bhho1asDQ0BA+Pj549+6dwgMkhBCi3uRORL/88ov45lAAuHLlChYsWID58+dj//79SExMxJIlS5QSJCGEEPUldyKKjY2Fh4eH+P3Bgwfh7e2NefPmoW/fvvj1119x7NgxpQRJCCFEfcmdiLKysiSeZnDp0iV07NhR/N7V1RWvXr1SbHSEEELUntyJyMrKCnFxcQCEN6+KnqQgkpaWRo/QIYQQwpncveb69++PqVOnYu7cuQgLC4OFhQVat24tnh4ZGQlHR0elBEkqUVEBkJsG8HgAY4Dg36Pgz8s0yt3hkhBCJMi9N1m4cCFevXqFKVOmwMLCAnv27JEY9iE4OBg9evRQSpCkkuS8Be7vBqLWAllJgEEdoOkPgH0vIGwYkHz937KpgMswQM9U1RETQtSA3IlIT09Pqvt2cefOnVNIQERFct4Ch7oCb6L+K8tKBCJmAA+CgU4bgH3t/y2bDjwIAvqeoGRECKkwzo/4IWqoqEB4JFQ8CRX3+haQcAr4qq9k2f09QFFh5cRICFFblIiI8PpP1NrS69zdBjh/J1kWtRbITVVWVISQaoISERF2QshKLL1OVqL0abisROG8hBBSAZSIiLAnnIFN6XUMbITXkT4v4zauIiGESKFERITdsZtOLb2O2yggbo9kWdOpgMBEWVERQqoJuXrNrVu3Tu4FTpkypdzBEBXR0BJ2x34QJOyE8DnzZkC9rsC1pZJlLsMADU3p+oQQwoFciWjNmjUS79++fYucnBwYGhoCADIyMqCnpwczMzNKRF8qPVNhd+z7e/69jyhReOqt+H1ERQWAQd1i9xHR0RAhpOLkSkTx8fHi/wcFBWHjxo3Ytm2b+EkKDx8+xJgxYzB27FjlREkqh54p0HQK4Dyk2FMU/k02vY5IltGRECFEQTg/p2X+/Pk4ePCgxON8HB0dsWbNGvTv3x9Dhw5VaICkkmloAvrm0uWyygghRAE4d1ZITk5Gfn6+VHlhYSFev36tkKAIIYRUH5wTUadOnTBmzBhERkaC/dt1NzIyEmPHjkXnzp0VHiAhhBD1xjkRbd++HdbW1mjZsiV0dXXB5/PRqlUrWFpaYuvWrcqIkRBCiBrjfI3I1NQUYWFhePToER48eADGGJydneHg4KCM+AghhKi5cg8q4+DgQMmHEEJIhcmViAICArBkyRLo6+sjICCg1LqrV69WSGCEEEKqB7kSUXR0tLinXFRUFHglPOiypHJCCCGkJHIlouKD3p0/f15ZsRBCCKmGOPWaKygogJaWFmJjY5UVDyGEkGqGUyLS0tKCra0tCgtpVE5CCCGKwfk+ov/7v//DnDlzkJ6erox4CCGEVDOcu2+vW7cOT548gZWVFWxtbaGvry8xPSoqSmHBEUIIUX+cE1Hv3r2VEAYhhJDqinMiWrhwoTLiIIQQUk2V+8kKWVlZ4oeeAoCGhgZq1KihkKAIIYRUH3J3VoiJiUH37t3F762srGBkZCR+GRoa4ubNm0oJkhBCiPqS+4jo999/R7t27STKdu/eDWtrazDGsH37dqxbtw67d+9WeJCEEELUl9yJ6PLly/D395coa926NRo0aAAAEAgEGDhwoEKDI4QQov7kPjWXmJiIunXrit8vXrwYJiYm4veWlpY0QishhBDO5E5EfD4fSUlJ4vfTpk1DzZo1xe8TExOhp6en2OgIIYSoPbkTkbu7O0JDQ0ucfvjwYbi7uysiJkIIIdWI3NeIJkyYgMGDB6NevXoYP348NDSEOaywsBAbN27E77//jqCgIKUFSgghRD3JnYj69euHgIAATJ48GXPnzkWDBg3A4/Hw9OlTfPjwAQEBAejfv78yYyWEEKKGON3QumLFCvTp0wfBwcF4/PgxAKB9+/b49ttv0bp1a6UESAghRL1xfrJC69atKekQQghRGM7DQBQXHByM7OxsRcVSteS8Eb6yXwNFBWXXLyoQ1i0+j6wyQgghEiqUiMaOHVsp9w5t3LgR9evXh66uLpo1a4aLFy8qb2W5qcJ/93sBmyyAvS2AqHVAztuS58l5K6yzt0WxeX4D3icAf/WWfzmEEFINVSgRFX/oqbKEhIRg6tSpmDdvHqKjo9G+fXv4+vrixYsXil9Zzlvgr77C/2clAWBAViIQMR047Cs7ieS8BQ51FdbJSiw2zwzg+GDAay2goVX2cgghpJqSKxG9f/9e2XGUaPXq1Rg1ahRGjx4NZ2dnrF27FjY2Nti0aZNiV1RUANzfDby9LXv661vA/T1AUaH0PG9KGAzw9S0g4RTwVd/Sl0MIIdWYXInIyMgIb968AQB07NgRGRkZAIATJ07AyspKacF9+vQJt27dgo+Pj0S5j48Prly5otiV5aYBUWtLrxO19r9Td/LOc3cb4Pxd6cshhJBqTK5eczVq1EBaWhrMzMxw/vx55OfnA4DU07gVLTU1FYWFhTA3N5coNzc3R0pKisx58vLykJeXJ34vOprLz88Xxy1TYSHwIRX5PIGw/r//SviQKqwnWs6/80BW3eLz8GtL1vl8OUoiam+p7f5CqFNbAPVqD7Wl8lX1+LjiMTku9PTr1w+XL1+Gs7MzIiIi4OHhAR0dHZl1z549q7DgXr16BWtra1y5cgVt2rQRly9btgy7d+/GgwcPpOZZtGgRfvrpJ6nyoKAgehYeIUQt5OTkYMiQIcjMzJR45ueXSq4joj179mDnzp14+vQpIiIi4OrqWik7dRMTE2hqakod/bx580bqKElkzpw5CAgIEL9///49bGxs4OPjU/oHVlQA3N6M/MtLEd5gO7yfjYQ2y5Ws0+5noPE4QENTYh5cmlfyclvNBdIfAI8Pl7wcJcnPz0d4eDi8vb2hra2t1HUpmzq1BVCv9lBbKp8qr9srg1yJKD8/H+PGjQMAREZGYsWKFTA0NFRmXAAAHR0dNGvWDOHh4ejTp4+4PDw8HL169ZI5D5/PB5/PlyrX1tYuY8PSBhp+Bzw6IHzHciUTkXkz4XS+rox59go7IXzOvBnQwAe4sRhg+aUsR7nKbvuXQ53aAqhXe6gtlacqx1YenDsr8Hg8pQb0uYCAAGzduhXbt29HXFwcpk2bhhcvXogTo0LpmQI9Dwn/b2ADgAcY1AU8VwN9TwJ6JrLn6XtCWMegbrF5fgW+CQHOTRUeOZW1HEIIqaY4d1aIiIio1AtlgwYNQlpaGhYvXozk5GQ0bNgQYWFhsLW1Vc4KBf8miYFnAW1tgDFhWWmn0fRMgaZTAOchAI/33zwA0OuIZJmST8cRQsiXRq5E1LlzZ3h5ecHZ2RmMMfTp06dSOiuITJgwARMmTFD4ckulZyZMRPLS0AT0ZVy3klVGCCFErEp3ViCEEKL+5EpEAoFAJZ0VCCGEqD/Ow0CcO3cOgPBmUx6Ph9q1ays8KEUS3SYlb3fH/Px85OTk4P379198zxRqS9WlTu2htlQ+0f6sMp73WRk4JaKMjAzMmzcPISEhePfuHQBhj7rBgwdj6dKlVfIoKSsrCwBgY2Oj4kgIIUSxsrKyUKtWLVWHUWFyPVkBANLT09GmTRu8fPkSQ4cOFXdciIuLQ1BQEGxsbHDlyhUYGRkpO2ZOioqK8OrVKxgYGMjV9Vx0A2xiYuIXf8cytaXqUqf2UFsqH2MMWVlZsLKygoZGhQZRqBLkPiJavHgxdHR08PTpU6mnGixevBg+Pj5YvHgx1qxZo/AgK0JDQwN16tThPF/NmjWr9IbIBbWl6lKn9lBbKpc6HAmJyJ1KQ0ND8csvv8h8tI6FhQVWrlyJI0eOKDQ4Qggh6k/uRJScnAxXV9cSpzds2LDEJ2ITQgghJZE7EZmYmCAhIaHE6fHx8VW+B508+Hw+Fi5cKPN5dV8aakvVpU7tobaQipK7s8KoUaPw5MkThIeHSz1VIS8vD126dIGdnR22bdumlEAJIYSoJ7kTUVJSEpo3bw4+n4+JEyfCyckJAHD//n1s3LgReXl5iIyMpG7ShBBCOJE7EQHC028TJkzA6dOnxTdS8Xg8eHt7Y/369bC3t1daoIQQQtQTp0Qk8u7dOzx+/BgAYG9vD2NjY4UHRgghpHoo151QRkZGaNmyJVq2bPnFJaGNGzeifv360NXVRbNmzXDx4sUS6x4+fBje3t4wNTVFzZo10aZNG5w6daoSoy0bl/YUd/nyZWhpaaFJkybKDZADrm3Jy8vDvHnzYGtrCz6fDzs7O2zfvr2Soi0d17bs3bsXjRs3hp6eHiwtLTFixAikpaVVUrQlu3DhAnr06AErKyvweDyEhoaWOU9ERASaNWsGXV1dNGjQAJs3b1Z+oHLi2p4vYR+gDr78W3I5CAkJwdSpUzFv3jxER0ejffv28PX1xYsXL2TWv3DhAry9vREWFoZbt27By8sLPXr0QHR0dCVHLhvX9ohkZmZi+PDh6NSpUyVFWrbytGXgwIE4c+YMtm3bhocPHyI4OFh87VKVuLbl0qVLGD58OEaNGoV79+7hwIEDuHnzJkaPHl3JkUvLzs5G48aNsX79ernqx8fHo1u3bmjfvj2io6Mxd+5cTJkyBYcOHVJypPLh2p6qvg9QG6waadmyJRs3bpxEmZOTE5s9e7bcy3BxcWE//fSTokMrl/K2Z9CgQez//u//2MKFC1njxo2VGKH8uLblxIkTrFatWiwtLa0ywuOEa1tWrVrFGjRoIFG2bt06VqdOHaXFWB4A2JEjR0qtM2vWLObk5CRRNnbsWNa6dWslRlY+8rRHlqq0D1AX1eaI6NOnT7h16xZ8fHwkyn18fHDlyhW5llFUVISsrKwqcTqyvO0JDAzE06dPsXDhQmWHKLfytOXo0aNo3rw5Vq5cCWtrazg4OGDGjBnIzc2tjJBLVJ62eHh4ICkpCWFhYWCM4fXr1zh48CC6d+9eGSEr1NWrV6Xa3qVLF0RGRlbqyM7KUpX2AeqE8zAQX6rU1FQUFhZKPaLI3Nxc7idC/Prrr8jOzsbAgQOVESIn5WnP48ePMXv2bFy8eBFaWlXnoy9PW549e4ZLly5BV1cXR44cQWpqKiZMmID09HSVXicqT1s8PDywd+9eDBo0CB8/fkRBQQF69uyJ33//vTJCVqiUlBSZbS8oKEBqaiosLS1VFJliVKV9gDqpNkdEIp8/gZsxJtdTuYODg7Fo0SKEhITAzMxMWeFxJm97CgsLMWTIEPz0009wcHCorPA44fLZFBUVgcfjYe/evWjZsiW6deuG1atXY8eOHSo/KgK4teX+/fuYMmUKFixYgFu3buHkyZOIj48XD0b5pZHVdlnlX5qqug9QB1XnZ7GSmZiYQFNTU+pX6Zs3b2Q+yLW4kJAQjBo1CgcOHEDnzp2VGabcuLYnKysLkZGRiI6OxqRJkwAId+aMMWhpaeH06dPo2LFjpcT+ufJ8NpaWlrC2tpZ4ArFoaJKkpCR89dVXSo25JOVpy/Lly9G2bVvMnDkTANCoUSPo6+ujffv2WLp06Rd1FGFhYSGz7VpaWl/0I8Cq4j5AnVSbIyIdHR00a9YM4eHhEuXh4eHw8PAocb7g4GD4+/sjKCioSp2z59qemjVr4u7du4iJiRG/xo0bB0dHR8TExKBVq1aVFbqU8nw2bdu2xatXr/Dhwwdx2aNHj8o97IeilKctOTk5UmPKaGpqAvjyRuBs06aNVNtPnz6N5s2bV+kRT0tTVfcBakVl3SRUYN++fUxbW5tt27aN3b9/n02dOpXp6+uzhIQExhhjs2fPZsOGDRPXDwoKYlpaWmzDhg0sOTlZ/MrIyFBVEyRwbc/nqlKvOa5tycrKYnXq1GH9+/dn9+7dYxEREeyrr75io0ePVlUTxLi2JTAwkGlpabGNGzeyp0+fskuXLrHmzZuzli1bqqoJYllZWSw6OppFR0czAGz16tUsOjqaPX/+nDEm3ZZnz54xPT09Nm3aNHb//n22bds2pq2tzQ4ePKiqJkjg2p6qvg9QF9UqETHG2IYNG5itrS3T0dFhTZs2ZREREeJpfn5+zNPTU/ze09OTAZB6+fn5VX7gJeDSns9VpUTEGPe2xMXFsc6dOzOBQMDq1KnDAgICWE5OTiVHLRvXtqxbt465uLgwgUDALC0t2dChQ1lSUlIlRy3t3LlzpX4HZLXl/PnzzN3dneno6LB69eqxTZs2VX7gJeDani9hH6AOyvWIH0IIIURRqs01IkIIIVUTJSJCCCEqRYmIEEKISlEiIoQQolKUiAghhKgUJSJCCCEqRYmIEEKISlEiIoQQolKUiAhRkW3btkmN3aMKLVq0wOHDh1UdhlopzxDrnzt16hRat24NAwMDmJqaol+/foiPj1d8sFUAJSJSpfj7+6N3796qDqNECQkJ4PF4iImJqdBy8vLysGDBAsyfP19cVlLbY2JiwOPxkJCQIC7bsmULGjduDH19fRgaGsLd3R0rVqwQT1+0aBF4PB54PB60tLRgYmKCr7/+GmvXrkVeXp7E8ufPn4/Zs2ejqKioQm0i/+E6JPnnnj17hl69eqFjx46IiYnBqVOnkJqair59+yo40qqBEhEhcvr06ZPClnXo0CHUqFED7du35zzvtm3bEBAQgClTpuD27du4fPkyZs2aJfEkcgBwdXVFcnIyXrx4gXPnzmHAgAFYvnw5PDw8kJWVJa7XvXt3ZGZm4tSpUxVuFxHy9fXF0qVLS0wcnz59wqxZs2BtbQ19fX20atUK58+fF0+PiopCYWEhli5dCjs7OzRt2hQzZszA7du31WKk289RIiJVWocOHTB58mRMnToVRkZGMDc3xx9//IHs7GyMGDECBgYGsLOzw4kTJ8TznD9/HjweD3///TcaN24MXV1dtGrVCnfv3pVY9qFDh+Dq6go+n4969erh119/lZher149LF26FP7+/qhVqxbGjBmD+vXrAwDc3d3B4/HQoUMH8TpbtmwpPkJp27Ytnj9/XmK79u3bh549e5brb3Ls2DEMHDgQo0aNgr29PVxdXfHtt99iyZIlEvW0tLRgYWEBKysruLm5YfLkyYiIiEBsbKzE0ZOmpia6deuG4ODgcsVDuBsxYgQuX76Mffv24c6dOxgwYAC6du2Kx48fAwCaN28OTU1NBAYGorCwEJmZmdi9ezd8fHy+2OE0SkOJiFR5O3fuhImJCW7cuIHJkydj/PjxGDBgADw8PBAVFYUuXbpg2LBhyMnJkZhv5syZ+OWXX3Dz5k2YmZmhZ8+e4l+Tt27dwsCBAzF48GDcvXsXixYtwvz587Fjxw6JZaxatQoNGzbErVu3MH/+fNy4cQMA8M8//yA5ORmHDx9GQUEBevfuDU9PT9y5cwdXr17F999/X+qIpBcvXkTz5s3L9fewsLDAtWvXSk10JXFycoKvr6/UNaGWLVvi4sWL5YqHcPP06VMEBwfjwIEDaN++Pezs7DBjxgy0a9cOgYGBAIQ/gk6fPo25c+eCz+fD0NAQSUlJ2Ldvn4qjVxJVP/6bkOL8/PxYr169xO89PT1Zu3btxO8LCgqYvr6+xJgxycnJDAC7evUqY+y/R/3v27dPXCctLY0JBAIWEhLCGGNsyJAhzNvbW2LdM2fOZC4uLuL3tra2rHfv3hJ14uPjGQAWHR0tsWwA7Pz583K18d27dwwAu3DhQqltFxGNnRMfH88YY+zVq1esdevWDABzcHBgfn5+LCQkhBUWFornKW2Ijx9//JEJBAKJsr/++otpaGhILIMoBgB25MgR8fv9+/czAExfX1/ipaWlxQYOHMgYE27TX331FZs5cyaLiopiERERzNPTk3Xq1IkVFRWpqCXKU22GCidfrkaNGon/r6mpidq1a8PNzU1cJhqC+82bNxLztWnTRvx/Y2NjODo6Ii4uDgAQFxeHXr16SdRv27Yt1q5di8LCQvEIqfIctRgbG8Pf3x9dunSBt7c3OnfujIEDB5Y4xHdubi4AQFdXt8xly2JpaYmrV68iNjYWERERuHLlCvz8/LB161acPHlSarTXzzHGpI7WBAIBioqKkJeXB4FAUK64iHyKioqgqamJW7duibczkRo1agAANmzYgJo1a2LlypXiaXv27IGNjQ2uX7+O1q1bV2rMykan5kiV9/k5cR6PJ1Em2qnK0+tLVFfWzpjJGJpLX19frhgDAwNx9epVeHh4ICQkBA4ODrh27ZrMurVr1waPx8O7d+8kymvWrInMzEyp+hkZGQCAWrVqSZQ3bNgQEydOxN69exEeHo7w8HBERESUGWtcXJz4WpdIeno69PT0KAlVAnd3dxQWFuLNmzewt7eXeFlYWAAQDh//eZISvVfH3o2UiIjaKp4I3r17h0ePHsHJyQkA4OLigkuXLknUv3LlChwcHKR2AMXp6OgAAAoLC6Wmubu7Y86cObhy5QoaNmyIoKCgEpfh4uKC+/fvS5Q7OTkhNjYWHz9+lCi/efMmTE1NYWRkVGJcLi4uAITdhkvz4MEDnDx5Ev369ZMoj42NRdOmTUudl8jvw4cPiImJEXfzj4+PR0xMDF68eAEHBwcMHToUw4cPx+HDhxEfH4+bN29ixYoVCAsLAyDsyXjz5k0sXrwYjx8/RlRUFEaMGAFbW1u4u7ursGXKQYmIqK3FixfjzJkziI2Nhb+/P0xMTMT36UyfPh1nzpzBkiVL8OjRI+zcuRPr16/HjBkzSl2mmZkZBAIBTp48idevXyMzMxPx8fGYM2cOrl69iufPn+P06dN49OgRnJ2dS1xOly5dpBLh0KFDoaWlhWHDhiEyMhJPnz7Fnj17sHz5csycOVNcb/z48ViyZAkuX76M58+f49q1axg+fDhMTU0lTkcWFBQgJSUFr169wt27d/H777/D09MTTZo0kVgeIOw8URVurlUXkZGRcHd3FyeNgIAAuLu7Y8GCBQCER9DDhw/H9OnT4ejoiJ49e+L69euwsbEBAHTs2BFBQUEIDQ2Fu7s7unbtCj6fj5MnT6rnUauKr1ERIkFWZ4UffvhBoo6trS1bs2aNRBmKXRAWdVY4duwYc3V1ZTo6OqxFixYsJiZGYp6DBw8yFxcXpq2tzerWrctWrVpV5noYY+zPP/9kNjY2TENDg3l6erKUlBTWu3dvZmlpyXR0dJitrS1bsGBBqRf+4+LimEAgYBkZGRLljx8/Zv369WPW1tZMX1+fubm5sfXr10ss6+DBg6xbt27i9VlZWbF+/fqxO3fuiOssXLiQAWAAmKamJjM2Nmbt2rVja9asYR8/fpRYZ1JSEtPW1maJiYklxkuIMvEYk3FinJAv2Pnz5+Hl5YV3797B0NBQ1eGUaODAgeLTeao0c+ZMZGZm4o8//lBpHKT6olNzhKjIqlWrxL2kVMnMzEzqZlhCKhMdERG186UcERFChCgREUIIUSk6NUcIIUSlKBERQghRKUpEhBBCVIoSESGEEJWiREQIIUSlKBERQghRKUpEhBBCVIoSESGEEJWiREQIIUSl/h/rroeiL651VAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 400x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Scatter plot\n",
+    "plt.figure(figsize=(4, 3))\n",
+    "sns.scatterplot(\n",
+    "    data=ethiopia_merged, x=\"Imports_USD\", y=\"OffGrid_MW\", color=\"darkorange\", s=50\n",
+    ")\n",
+    "plt.title(\"Ethiopia: Imports vs Off-Grid Solar Deployment\")\n",
+    "plt.xlabel(\"Imports (USD)\")\n",
+    "plt.ylabel(\"Off-Grid Solar Deployment (MW)\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "GqifOhJDIeeF",
+   "metadata": {
+    "id": "GqifOhJDIeeF"
+   },
+   "source": [
+    "## Correlation analysis between Imports data and solar Off grid data between 2016 and 2018"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "Pb9QAZ3QHqoG",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 363
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 67,
+     "status": "ok",
+     "timestamp": 1753108005912,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "Pb9QAZ3QHqoG",
+    "outputId": "d2494b84-b787-4026-b3ca-6e4cbc4dcc1f"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>1.047814e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>7.392743e+05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>5.960503e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5.148506e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>4.190237e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>6.891282e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>Germany</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>7.590390e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>Germany</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>8.856396e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>Germany</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>1.006528e+10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Libya</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>1.468795e+07</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 Country  Year   Imports_USD\n",
+       "16  Central African Rep.  2016  1.047814e+06\n",
+       "17  Central African Rep.  2017  7.392743e+05\n",
+       "18  Central African Rep.  2018  5.960503e+06\n",
+       "40              Ethiopia  2016  5.148506e+07\n",
+       "41              Ethiopia  2017  4.190237e+07\n",
+       "42              Ethiopia  2018  6.891282e+07\n",
+       "64               Germany  2016  7.590390e+09\n",
+       "65               Germany  2017  8.856396e+09\n",
+       "66               Germany  2018  1.006528e+10\n",
+       "78                 Libya  2016  1.468795e+07"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Filter Imports data for a list of years\n",
+    "years_filter = [2016, 2017, 2018]\n",
+    "filtered_imports = imports_df_agg[imports_df_agg[\"Year\"].isin(years_filter)]\n",
+    "filtered_imports.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "AfVAOPTzLGUJ",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 46,
+     "status": "ok",
+     "timestamp": 1753108012687,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "AfVAOPTzLGUJ",
+    "outputId": "3a5cd8d9-231f-41ca-e965-edc045aebaae"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Central African Rep.', 'Ethiopia', 'Germany', 'Libya', 'Mali', 'Morocco', 'Mozambique', 'Myanmar', 'Nigeria', 'Pakistan', 'Rwanda', 'Saudi Arabia', 'State of Palestine', 'Sudan', 'Ukraine', 'Yemen']\n"
+     ]
+    }
+   ],
+   "source": [
+    "unique_countries = filtered_imports[\"Country\"].nunique()\n",
+    "unique_countries_list = list(filtered_imports[\"Country\"].unique())\n",
+    "print(unique_countries_list)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "YdaANtw1LiIx",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 194,
+     "status": "ok",
+     "timestamp": 1753108260561,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "YdaANtw1LiIx",
+    "outputId": "57700052-18f2-4a35-9ec8-6dc23a869454"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(33, 3)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Filter Off grid data for a list of years and the countries present in imports data\n",
+    "years_filter = [2016, 2017, 2018]\n",
+    "filtered_offgrid = solar_offgrid_agg[\n",
+    "    (solar_offgrid_agg[\"Year\"].isin(years_filter))\n",
+    "    & (solar_offgrid_agg[\"Country\"].isin(unique_countries_list))\n",
+    "]\n",
+    "filtered_offgrid.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "UyeidfpVQg9B",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 58,
+     "status": "ok",
+     "timestamp": 1753108262813,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "UyeidfpVQg9B",
+    "outputId": "d570ca0b-68c6-4fd0-a1ac-265091172b8d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Ethiopia', 'Libya', 'Mali', 'Morocco', 'Mozambique', 'Myanmar', 'Nigeria', 'Pakistan', 'Rwanda', 'Saudi Arabia', 'Yemen']\n",
+      "11\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Get the countries common between both data sets for these years\n",
+    "unique_countries2 = filtered_offgrid[\"Country\"].nunique()\n",
+    "unique_countries_list2 = list(filtered_offgrid[\"Country\"].unique())\n",
+    "print(unique_countries_list2)\n",
+    "print(unique_countries2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "-xQVdDReQ7p4",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 55,
+     "status": "ok",
+     "timestamp": 1753108266959,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "-xQVdDReQ7p4",
+    "outputId": "2ba09c16-a0b5-48b5-a36d-9531d2eb8129"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(31, 3)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Filter imports data for countries present across both imports data and solar offgrid data\n",
+    "filtered_imports1 = imports_df_agg[\n",
+    "    (imports_df_agg[\"Year\"].isin(years_filter))\n",
+    "    & (imports_df_agg[\"Country\"].isin(unique_countries_list2))\n",
+    "]\n",
+    "filtered_imports1.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "PI8vBF1fTjrd",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 206
+    },
+    "executionInfo": {
+     "elapsed": 60,
+     "status": "ok",
+     "timestamp": 1753108290346,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "PI8vBF1fTjrd",
+    "outputId": "71c31eba-630d-4b72-b6cd-fceb97f12101"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5.148506e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>4.190237e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>6.891282e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Libya</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>1.468795e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Libya</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1.738022e+07</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Country  Year   Imports_USD\n",
+       "40  Ethiopia  2016  5.148506e+07\n",
+       "41  Ethiopia  2017  4.190237e+07\n",
+       "42  Ethiopia  2018  6.891282e+07\n",
+       "78     Libya  2016  1.468795e+07\n",
+       "79     Libya  2017  1.738022e+07"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create a new list excluding 'Yemen' to make both the same shape and Saudi Arabia because it is an outlier\n",
+    "filtered_countries = [\n",
+    "    c for c in unique_countries_list2 if c not in [\"Yemen\", \"Saudi Arabia\"]\n",
+    "]\n",
+    "\n",
+    "# Apply the filter\n",
+    "filtered_imports2 = imports_df_agg[\n",
+    "    (imports_df_agg[\"Year\"].isin(years_filter))\n",
+    "    & (imports_df_agg[\"Country\"].isin(filtered_countries))\n",
+    "]\n",
+    "filtered_offgrid2 = solar_offgrid_agg[\n",
+    "    (solar_offgrid_agg[\"Year\"].isin(years_filter))\n",
+    "    & (solar_offgrid_agg[\"Country\"].isin(filtered_countries))\n",
+    "]\n",
+    "filtered_imports2.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "Fzj1jLmYUyf8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 896
+    },
+    "executionInfo": {
+     "elapsed": 195,
+     "status": "ok",
+     "timestamp": 1753108297702,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "Fzj1jLmYUyf8",
+    "outputId": "a2826d4d-6590-490a-b657-16281b6e9eff"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5.148506e+07</td>\n",
+       "      <td>10.58755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>4.190237e+07</td>\n",
+       "      <td>10.59109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Ethiopia</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>6.891282e+07</td>\n",
+       "      <td>14.17499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Libya</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>1.468795e+07</td>\n",
+       "      <td>4.76820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Libya</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1.738022e+07</td>\n",
+       "      <td>4.97820</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Country  Year   Imports_USD  OffGrid_MW\n",
+       "0  Ethiopia  2016  5.148506e+07    10.58755\n",
+       "1  Ethiopia  2017  4.190237e+07    10.59109\n",
+       "2  Ethiopia  2018  6.891282e+07    14.17499\n",
+       "3     Libya  2016  1.468795e+07     4.76820\n",
+       "4     Libya  2017  1.738022e+07     4.97820"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Sort both dataframes\n",
+    "filtered_imports2 = filtered_imports2.sort_values(by=[\"Country\", \"Year\"])\n",
+    "filtered_offgrid2 = filtered_offgrid2.sort_values(by=[\"Country\", \"Year\"])\n",
+    "\n",
+    "# Merge on both 'Country' and 'Year'\n",
+    "time_filtered_merged = pd.merge(\n",
+    "    filtered_imports2[[\"Country\", \"Year\", \"Imports_USD\"]],\n",
+    "    filtered_offgrid2[[\"Country\", \"Year\", \"OffGrid_MW\"]],\n",
+    "    on=[\"Country\", \"Year\"],\n",
+    "    how=\"inner\",  # Use 'inner' to keep only rows that exist in both dataframes\n",
+    ")\n",
+    "\n",
+    "time_filtered_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "7myzm5CjW5aw",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 95,
+     "status": "ok",
+     "timestamp": 1753108304912,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "7myzm5CjW5aw",
+    "outputId": "1504fe9c-6189-4aeb-a2ad-8fbe63d64644"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correlation between import value and off-grid capacity in the period (2016-2018) 0.34794288463822876\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Compute correlation\n",
+    "time_filtered_correlation = time_filtered_merged[\"Imports_USD\"].corr(\n",
+    "    time_filtered_merged[\"OffGrid_MW\"]\n",
+    ")\n",
+    "print(\n",
+    "    \"Correlation between import value and off-grid capacity in the period (2016-2018)\",\n",
+    "    time_filtered_correlation,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "lTvWSSltcWT6",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 407
+    },
+    "executionInfo": {
+     "elapsed": 166,
+     "status": "ok",
+     "timestamp": 1753109364479,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "lTvWSSltcWT6",
+    "outputId": "d42c4bf5-e836-4d77-d6bf-6537cd35b96e"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Scatter plot\n",
+    "plt.figure(figsize=(8, 4))\n",
+    "sns.scatterplot(\n",
+    "    data=time_filtered_merged, x=\"Imports_USD\", y=\"OffGrid_MW\", color=\"darkorange\", s=50\n",
+    ")\n",
+    "plt.title(\"2016-2018: Imports vs Off-Grid Solar Deployment\")\n",
+    "plt.xlabel(\"Imports (USD)\")\n",
+    "plt.ylabel(\"Off-Grid Solar Deployment (MW)\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "Cs8VIvg7BTa9",
+   "metadata": {
+    "id": "Cs8VIvg7BTa9"
+   },
+   "source": [
+    "# **Second: Imports VS  On Grid**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "sZAQBgm5ugUY",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 612,
+     "status": "ok",
+     "timestamp": 1753130248823,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "sZAQBgm5ugUY",
+    "outputId": "cd20c225-c4c2-478f-ef1f-249acfdf002c"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "      <th>Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>217.2</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>310.2</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Solar energy</td>\n",
+       "      <td>Solar photovoltaic</td>\n",
+       "      <td>On-grid Solar photovoltaic</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>322.2</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Region       Sub-region  Country ISO3 code     RE or Non-RE  \\\n",
+       "111  Africa  Northern Africa  Algeria       DZA  Total Renewable   \n",
+       "112  Africa  Northern Africa  Algeria       DZA  Total Renewable   \n",
+       "113  Africa  Northern Africa  Algeria       DZA  Total Renewable   \n",
+       "114  Africa  Northern Africa  Algeria       DZA  Total Renewable   \n",
+       "115  Africa  Northern Africa  Algeria       DZA  Total Renewable   \n",
+       "\n",
+       "    Group Technology          Technology              Sub-Technology  \\\n",
+       "111     Solar energy  Solar photovoltaic  On-grid Solar photovoltaic   \n",
+       "112     Solar energy  Solar photovoltaic  On-grid Solar photovoltaic   \n",
+       "113     Solar energy  Solar photovoltaic  On-grid Solar photovoltaic   \n",
+       "114     Solar energy  Solar photovoltaic  On-grid Solar photovoltaic   \n",
+       "115     Solar energy  Solar photovoltaic  On-grid Solar photovoltaic   \n",
+       "\n",
+       "           Producer Type  Year  OnGrid_MW        Classification  \n",
+       "111  On-grid electricity  2014        2.2  Comparison Countries  \n",
+       "112  On-grid electricity  2015       17.2  Comparison Countries  \n",
+       "113  On-grid electricity  2016      217.2  Comparison Countries  \n",
+       "114  On-grid electricity  2017      310.2  Comparison Countries  \n",
+       "115  On-grid electricity  2018      322.2  Comparison Countries  "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Filter ON-GRID for only solar-related entries\n",
+    "solar_ongrid = ongrid_df[\n",
+    "    (ongrid_df[\"Technology\"].str.contains(\"Solar photovoltaic\", case=False, na=False))\n",
+    "    & (\n",
+    "        ongrid_df[\"Producer Type\"].str.contains(\n",
+    "            \"On-grid electricity\", case=False, na=False\n",
+    "        )\n",
+    "    )\n",
+    "]\n",
+    "solar_ongrid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "QZ9R-VB5vGws",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 94,
+     "status": "ok",
+     "timestamp": 1753130273210,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "QZ9R-VB5vGws",
+    "outputId": "f11b3a48-8965-40fc-ae65-3ce6f38ebc62"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>1.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>31.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>31.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>31.7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Country  Year  OnGrid_MW\n",
+       "0  Afghanistan  2017        1.7\n",
+       "1  Afghanistan  2018        1.7\n",
+       "2  Afghanistan  2019       31.7\n",
+       "3  Afghanistan  2020       31.7\n",
+       "4  Afghanistan  2021       31.7"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group and aggregate total installed solar capacity by Country & Year\n",
+    "solar_ongrid_agg = solar_ongrid.groupby([\"Country\", \"Year\"], as_index=False)[\n",
+    "    \"OnGrid_MW\"\n",
+    "].sum()\n",
+    "solar_ongrid_agg.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "xG46OiDqhJJh",
+   "metadata": {
+    "id": "xG46OiDqhJJh"
+   },
+   "outputs": [],
+   "source": [
+    "# The total amount of On-Grid electricity capacity (including non renewable)\n",
+    "total_ongrid = ongrid_df[\n",
+    "    ongrid_df[\"Producer Type\"].str.contains(\"On-grid electricity\", case=False, na=False)\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "P-ORSpgxtGE_",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 327,
+     "status": "ok",
+     "timestamp": 1753130288107,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "P-ORSpgxtGE_",
+    "outputId": "015eb566-5d73-43aa-a8fa-baef9f3feef2"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "      <th>Classification</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>5459.01</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>5455.50</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>5891.01</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>6013.24</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Africa</td>\n",
+       "      <td>Northern Africa</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>DZA</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>Natural gas</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>6305.24</td>\n",
+       "      <td>Comparison Countries</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Region       Sub-region  Country ISO3 code         RE or Non-RE  \\\n",
+       "0  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+       "1  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+       "2  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+       "3  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+       "4  Africa  Northern Africa  Algeria       DZA  Total Non-Renewable   \n",
+       "\n",
+       "  Group Technology   Technology Sub-Technology        Producer Type  Year  \\\n",
+       "0     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2000   \n",
+       "1     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2001   \n",
+       "2     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2002   \n",
+       "3     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2003   \n",
+       "4     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2004   \n",
+       "\n",
+       "   OnGrid_MW        Classification  \n",
+       "0    5459.01  Comparison Countries  \n",
+       "1    5455.50  Comparison Countries  \n",
+       "2    5891.01  Comparison Countries  \n",
+       "3    6013.24  Comparison Countries  \n",
+       "4    6305.24  Comparison Countries  "
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The total amount of On-Grid electricity capacity (excluding solar energy)\n",
+    "non_solar_ongrid = ongrid_df[\n",
+    "    (\n",
+    "        ongrid_df[\"Producer Type\"].str.contains(\n",
+    "            \"On-grid electricity\", case=False, na=False\n",
+    "        )\n",
+    "    )\n",
+    "    & (ongrid_df[\"Group Technology\"].str.lower() != \"solar energy\")\n",
+    "]\n",
+    "non_solar_ongrid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "hTsDtNkl6xyz",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 87,
+     "status": "ok",
+     "timestamp": 1753130297637,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "hTsDtNkl6xyz",
+    "outputId": "2de8a6ed-2a2a-4e3b-f606-5c7523f4c0c3"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>194.298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>194.298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>194.298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>201.606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>216.586</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Country  Year  OnGrid_MW\n",
+       "0  Afghanistan  2000    194.298\n",
+       "1  Afghanistan  2001    194.298\n",
+       "2  Afghanistan  2002    194.298\n",
+       "3  Afghanistan  2003    201.606\n",
+       "4  Afghanistan  2004    216.586"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group and aggregate total installed On grid capacity and non solar on grid capacity by Country & Year\n",
+    "total_ongrid_agg = total_ongrid.groupby([\"Country\", \"Year\"], as_index=False)[\n",
+    "    \"OnGrid_MW\"\n",
+    "].sum()\n",
+    "non_solar_ongrid_agg = non_solar_ongrid.groupby([\"Country\", \"Year\"], as_index=False)[\n",
+    "    \"OnGrid_MW\"\n",
+    "].sum()\n",
+    "non_solar_ongrid_agg.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e8LuYGujvg_c",
+   "metadata": {
+    "id": "e8LuYGujvg_c"
+   },
+   "source": [
+    "## Correlation analysis between Imports data and On Grid data (solar only) for Ukraine"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "JxKGYbHAEi3B",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 68,
+     "status": "ok",
+     "timestamp": 1753128114594,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "JxKGYbHAEi3B",
+    "outputId": "713e6a58-9c00-446e-9e55-0760788506ba"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>308</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>9.837867e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>1.209295e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>310</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>1.020807e+09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>311</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>7.467528e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>312</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1.106136e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Country  Year   Imports_USD\n",
+       "308  Ukraine  2010  9.837867e+07\n",
+       "309  Ukraine  2011  1.209295e+08\n",
+       "310  Ukraine  2012  1.020807e+09\n",
+       "311  Ukraine  2013  7.467528e+08\n",
+       "312  Ukraine  2014  1.106136e+08"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group imports data for Ukraine between 2010 and 2024\n",
+    "ukraine_imports = imports_df_agg[\n",
+    "    (imports_df_agg[\"Country\"] == \"Ukraine\")\n",
+    "    & (imports_df_agg[\"Year\"].between(2010, 2024))\n",
+    "]\n",
+    "ukraine_imports.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "7kFc2MQvxama",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 99,
+     "status": "ok",
+     "timestamp": 1753128123505,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "7kFc2MQvxama",
+    "outputId": "09f51d8b-eab2-46c3-d3f4-7b999cb50403"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2899</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2900</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>188.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2901</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>371.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2902</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>748.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2903</th>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>819.1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Country  Year  OnGrid_MW\n",
+       "2899  Ukraine  2010        2.5\n",
+       "2900  Ukraine  2011      188.2\n",
+       "2901  Ukraine  2012      371.6\n",
+       "2902  Ukraine  2013      748.4\n",
+       "2903  Ukraine  2014      819.1"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group  solar On grid data for Ukraine between 2010 and 2024\n",
+    "ukraine_ongrid = solar_ongrid_agg[\n",
+    "    (solar_ongrid_agg[\"Country\"] == \"Ukraine\")\n",
+    "    & (solar_ongrid_agg[\"Year\"].between(2010, 2024))\n",
+    "]\n",
+    "ukraine_ongrid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "2vWbYdTpFeAd",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 77,
+     "status": "ok",
+     "timestamp": 1753128128531,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "2vWbYdTpFeAd",
+    "outputId": "7c32cc6c-8064-4ecd-fa1d-823b2ced7d51"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Imports_USD</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>9.837867e+07</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>1.209295e+08</td>\n",
+       "      <td>188.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>1.020807e+09</td>\n",
+       "      <td>371.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>7.467528e+08</td>\n",
+       "      <td>748.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>1.106136e+08</td>\n",
+       "      <td>819.1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year   Imports_USD  OnGrid_MW\n",
+       "0  2010  9.837867e+07        2.5\n",
+       "1  2011  1.209295e+08      188.2\n",
+       "2  2012  1.020807e+09      371.6\n",
+       "3  2013  7.467528e+08      748.4\n",
+       "4  2014  1.106136e+08      819.1"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Merge on 'Year' and Country\n",
+    "ukraine_merged = pd.merge(\n",
+    "    ukraine_imports[[\"Year\", \"Imports_USD\"]],\n",
+    "    ukraine_ongrid[[\"Year\", \"OnGrid_MW\"]],\n",
+    "    on=\"Year\",\n",
+    "    how=\"inner\",\n",
+    ")\n",
+    "ukraine_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "1bItadblFrYz",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 21,
+     "status": "ok",
+     "timestamp": 1753128131513,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "1bItadblFrYz",
+    "outputId": "7e397ec3-d093-4876-a626-607ed8cfcfa0"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Correlation between import value and on-grid capacity for Ukraine: 0.3438388607077003\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Compute correlation\n",
+    "ukraine_correlation = ukraine_merged[\"Imports_USD\"].corr(ukraine_merged[\"OnGrid_MW\"])\n",
+    "print(\n",
+    "    \"Correlation between import value and on-grid capacity for Ukraine:\",\n",
+    "    ukraine_correlation,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "NB4ikBPg5uX9",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 151
+    },
+    "executionInfo": {
+     "elapsed": 420,
+     "status": "ok",
+     "timestamp": 1753127275212,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "NB4ikBPg5uX9",
+    "outputId": "594e1260-d9a0-4d64-a7cc-18cba7b8f7bc"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Scatter plot\n",
+    "plt.figure(figsize=(8, 4))\n",
+    "sns.scatterplot(\n",
+    "    data=ukraine_merged, x=\"Imports_USD\", y=\"OnGrid_MW\", color=\"darkorange\", s=50\n",
+    ")\n",
+    "plt.title(\"Ukraine: Imports vs On-Grid Solar Deployment\")\n",
+    "plt.xlabel(\"Imports (USD)\")\n",
+    "plt.ylabel(\"On-Grid Solar Deployment (MW)\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "qoRToFhciXpi",
+   "metadata": {
+    "id": "qoRToFhciXpi"
+   },
+   "outputs": [],
+   "source": [
+    "# Min-Max normalization for both columns\n",
+    "ukraine_merged[\"Imports_Normalized\"] = (\n",
+    "    ukraine_merged[\"Imports_USD\"] - ukraine_merged[\"Imports_USD\"].min()\n",
+    ") / (ukraine_merged[\"Imports_USD\"].max() - ukraine_merged[\"Imports_USD\"].min())\n",
+    "\n",
+    "ukraine_merged[\"OnGrid_Normalized\"] = (\n",
+    "    ukraine_merged[\"OnGrid_MW\"] - ukraine_merged[\"OnGrid_MW\"].min()\n",
+    ") / (ukraine_merged[\"OnGrid_MW\"].max() - ukraine_merged[\"OnGrid_MW\"].min())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "o7qlXI7Sg8qw",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 179
+    },
+    "executionInfo": {
+     "elapsed": 671,
+     "status": "ok",
+     "timestamp": 1753128526081,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "o7qlXI7Sg8qw",
+    "outputId": "35d654ea-4d80-4eb0-ac48-ca978cf97e3f"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Line plots\n",
+    "\n",
+    "plt.figure(figsize=(8, 4))\n",
+    "\n",
+    "# Plot normalized imports\n",
+    "plt.plot(\n",
+    "    ukraine_merged[\"Year\"],\n",
+    "    ukraine_merged[\"Imports_Normalized\"],\n",
+    "    label=\"Normalized Imports (USD)\",\n",
+    "    marker=\"o\",\n",
+    "    linestyle=\"-\",\n",
+    ")\n",
+    "\n",
+    "# Plot normalized on-grid solar\n",
+    "plt.plot(\n",
+    "    ukraine_merged[\"Year\"],\n",
+    "    ukraine_merged[\"OnGrid_Normalized\"],\n",
+    "    label=\"Normalized On-Grid Solar (MW)\",\n",
+    "    marker=\"s\",\n",
+    "    linestyle=\"-\",\n",
+    ")\n",
+    "\n",
+    "# Customize plot\n",
+    "plt.title(\"Ukraine: Normalized Imports vs. On-Grid Solar (2010–2024)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Normalized Value (0–1)\")\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.xticks(ukraine_merged[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "vW2R-yxmmnlw",
+   "metadata": {
+    "id": "vW2R-yxmmnlw"
+   },
+   "source": [
+    "# **Third: On-Grid VS Off-Grid**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "QELJl27cmym1",
+   "metadata": {
+    "id": "QELJl27cmym1"
+   },
+   "source": [
+    "##Comparing between non solar on-grid and solar off-grid in Sudan"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "Wf-uQ_2Prc3J",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 70,
+     "status": "ok",
+     "timestamp": 1753131696163,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "Wf-uQ_2Prc3J",
+    "outputId": "c91f8257-f979-4c1f-d6e7-e55b09394797"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1526</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>2.26374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1527</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>3.48881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1528</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>8.06846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1529</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>14.66846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1530</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>16.58646</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Country  Year  OffGrid_MW\n",
+       "1526  Sudan (the)  2010     2.26374\n",
+       "1527  Sudan (the)  2011     3.48881\n",
+       "1528  Sudan (the)  2012     8.06846\n",
+       "1529  Sudan (the)  2013    14.66846\n",
+       "1530  Sudan (the)  2014    16.58646"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group  solar Off grid data for Sudan between 2010 and 2023\n",
+    "sudan_offgrid = solar_offgrid_agg[\n",
+    "    (solar_offgrid_agg[\"Country\"] == \"Sudan (the)\")\n",
+    "    & (solar_offgrid_agg[\"Year\"].between(2010, 2023))\n",
+    "]\n",
+    "sudan_offgrid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "lSxb3zh9r66f",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 83,
+     "status": "ok",
+     "timestamp": 1753131671748,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "lSxb3zh9r66f",
+    "outputId": "11ab0c12-e123-4d54-f150-84d3c1bd33f3"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4724</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>2661.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4725</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>2661.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4726</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>2765.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4727</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>2765.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4728</th>\n",
+       "      <td>Sudan (the)</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>2765.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Country  Year  OnGrid_MW\n",
+       "4724  Sudan (the)  2010     2661.0\n",
+       "4725  Sudan (the)  2011     2661.0\n",
+       "4726  Sudan (the)  2012     2765.0\n",
+       "4727  Sudan (the)  2013     2765.0\n",
+       "4728  Sudan (the)  2014     2765.0"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Group  non solar On grid data for Sudan between 2010 and 2023\n",
+    "sudan_ongrid = non_solar_ongrid_agg[\n",
+    "    (non_solar_ongrid_agg[\"Country\"] == \"Sudan (the)\")\n",
+    "    & (non_solar_ongrid_agg[\"Year\"].between(2010, 2023))\n",
+    "]\n",
+    "sudan_ongrid.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "MunRKAAOuAul",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "collapsed": true,
+    "executionInfo": {
+     "elapsed": 85,
+     "status": "ok",
+     "timestamp": 1753131707227,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "MunRKAAOuAul",
+    "outputId": "8b6d9181-d915-407c-a2c0-31e39c764eac"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>OffGrid_MW</th>\n",
+       "      <th>OnGrid_MW</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2.26374</td>\n",
+       "      <td>2661.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>3.48881</td>\n",
+       "      <td>2661.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>8.06846</td>\n",
+       "      <td>2765.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>14.66846</td>\n",
+       "      <td>2765.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>16.58646</td>\n",
+       "      <td>2765.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year  OffGrid_MW  OnGrid_MW\n",
+       "0  2010     2.26374     2661.0\n",
+       "1  2011     3.48881     2661.0\n",
+       "2  2012     8.06846     2765.0\n",
+       "3  2013    14.66846     2765.0\n",
+       "4  2014    16.58646     2765.0"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Merge on 'Year' and Country\n",
+    "sudan_merged = pd.merge(\n",
+    "    sudan_offgrid[[\"Year\", \"OffGrid_MW\"]],\n",
+    "    sudan_ongrid[[\"Year\", \"OnGrid_MW\"]],\n",
+    "    on=\"Year\",\n",
+    "    how=\"inner\",\n",
+    ")\n",
+    "sudan_merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "OQDVgFuIuxLp",
+   "metadata": {
+    "id": "OQDVgFuIuxLp"
+   },
+   "outputs": [],
+   "source": [
+    "# Normalize OffGrid_MW\n",
+    "sudan_merged[\"OffGrid_Normalized\"] = (\n",
+    "    sudan_merged[\"OffGrid_MW\"] - sudan_merged[\"OffGrid_MW\"].min()\n",
+    ") / (sudan_merged[\"OffGrid_MW\"].max() - sudan_merged[\"OffGrid_MW\"].min())\n",
+    "\n",
+    "# Normalize OnGrid_MW\n",
+    "sudan_merged[\"OnGrid_Normalized\"] = (\n",
+    "    sudan_merged[\"OnGrid_MW\"] - sudan_merged[\"OnGrid_MW\"].min()\n",
+    ") / (sudan_merged[\"OnGrid_MW\"].max() - sudan_merged[\"OnGrid_MW\"].min())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "o9AXb01fuy7I",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 179
+    },
+    "executionInfo": {
+     "elapsed": 388,
+     "status": "ok",
+     "timestamp": 1753131717069,
+     "user": {
+      "displayName": "Mohamed Altayeb",
+      "userId": "11689706532021511115"
+     },
+     "user_tz": -120
+    },
+    "id": "o9AXb01fuy7I",
+    "outputId": "504f53ae-9ed0-459b-9e01-757238a97307"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Line plot\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "# Plot normalized Off-Grid MW\n",
+    "plt.plot(\n",
+    "    sudan_merged[\"Year\"],\n",
+    "    sudan_merged[\"OffGrid_Normalized\"],\n",
+    "    label=\"Normalized Off-Grid Solar (MW)\",\n",
+    "    marker=\"o\",\n",
+    "    linestyle=\"-\",\n",
+    ")\n",
+    "\n",
+    "# Plot normalized On-Grid MW\n",
+    "plt.plot(\n",
+    "    sudan_merged[\"Year\"],\n",
+    "    sudan_merged[\"OnGrid_Normalized\"],\n",
+    "    label=\"Normalized On-Grid Non Solar (MW)\",\n",
+    "    marker=\"s\",\n",
+    "    linestyle=\"-\",\n",
+    ")\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title(\"Sudan: Normalized Off-Grid Solar vs. On-Grid Non Solar (MW)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Normalized Value (0–1)\")\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.xticks(sudan_merged[\"Year\"])\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "collapsed_sections": [
+    "DEnmOANCFwgr",
+    "GqifOhJDIeeF"
+   ],
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/4_data_analysis/data_comparison_analysis/non_tech_explanation.md b/4_data_analysis/data_comparison_analysis/non_tech_explanation.md
new file mode 100644
index 000000000..38a3ad9df
--- /dev/null
+++ b/4_data_analysis/data_comparison_analysis/non_tech_explanation.md
@@ -0,0 +1,94 @@
+# 🔍 Research Conclusions
+
+Our analysis suggests that there is **moderate alignment** between solar
+equipment import trends and solar electricity deployment trends in some
+conflict-affected countries — notably Ukraine. In contrast, in places like
+Sudan, off-grid deployment seems to grow independently from centralized
+systems, highlighting the role of solar as a decentralized resilience
+technology. However, inconsistencies, missing data, and differing
+deployment patterns suggest that **import value alone is not a reliable
+proxy** for solar adoption in all contexts.
+
+---
+
+## 📊 Summary of Analysis Approach
+
+We analyzed three datasets:
+
+1. UN Comtrade data on **solar equipment imports** by country and year.
+2. IRENA data on **on-grid solar electricity deployment** (MW).
+3. IRENA data on **off-grid solar deployment** (MW).
+
+We cleaned and filtered the data to focus only on solar technologies and
+aggregated them by year and country. The datasets were then normalized
+using Min-Max scaling and merged by year to allow direct comparisons.
+
+We focused on four countries:
+
+- **Ukraine**: imports vs on-grid solar deployment.
+- **Yemen** and **Ethiopia**: imports vs off-grid deployment.
+- **Sudan**: comparison between on-grid and off-grid deployment only.
+
+For each country, we produced visual plots comparing trends and calculated
+**Pearson correlation coefficients** to quantify relationships between
+variables.
+
+---
+
+## 📈 Confidence in Results
+
+We have **moderate confidence** in the visual and statistical patterns
+observed, especially for countries like Ukraine where data coverage is
+relatively complete. The use of Pearson correlation adds robustness to the
+findings by quantitatively evaluating trend alignment.
+
+However, confidence is lower in countries with:
+
+- Missing or sparse data (e.g., Yemen)
+- Ambiguous reporting structures
+- Untracked deployment (e.g., informal solar usage)
+
+---
+
+## ⚠️ Limitations
+
+1. **Imports do not equal usage**: Imported equipment may be unused,
+   stockpiled, or exported again.
+2. **No modeling of time lags**: Equipment imports may precede deployment
+   by 1–2 years — our analysis compares only same-year values.
+3. **Normalization hides magnitudes**: Min-Max scaling distorts actual
+   values, masking real-world scale differences.
+4. **Conflict data not integrated yet**: Despite the conflict-focused
+   research question, the current analysis does not yet incorporate
+   conflict timelines, severity, or displacement data.
+5. **Pearson correlation only captures linear relationships**: Nonlinear or
+   lagged relationships remain unexplored.
+
+---
+
+## 🔬 Future Research Directions
+
+1. **Integrate conflict data**: Include metrics like conflict severity,
+   number of incidents, or displacement figures to test impact on energy
+   access.
+2. **Use lagged correlation/regression**: Investigate whether imports in
+   one year influence solar deployment in subsequent years.
+3. **Model non-linear relationships**: Use more advanced machine learning
+   models (e.g., Random Forest, XGBoost) for richer pattern detection.
+4. **Compare informal vs formal solar usage**: Especially relevant in
+   off-grid contexts like Yemen and Ethiopia.
+5. **Spatial analysis**: Match solar deployment to sub-national conflict
+   zones to study localized effects.
+
+---
+
+## 🛠️ Techniques & Libraries Used
+
+### Analysis Techniques
+
+- Data cleaning and filtering by energy type
+- Grouping and aggregation using `.groupby()`
+- Normalization using Min-Max scaling
+- Merging datasets by year and country
+- Pearson correlation analysis for linear trend alignment
+- Time-series line and scatter plots
diff --git a/4_data_analysis/data_comparison_analysis/tech_explanation.md b/4_data_analysis/data_comparison_analysis/tech_explanation.md
new file mode 100644
index 000000000..903b47996
--- /dev/null
+++ b/4_data_analysis/data_comparison_analysis/tech_explanation.md
@@ -0,0 +1,116 @@
+# 🧪 Technical Description of Analysis and Results (Updated with Pearson Correlation)
+
+## 1. Objective
+
+This analysis examined whether trends in solar equipment imports align
+with trends in solar electricity deployment across four conflict-affected
+countries: **Sudan**, **Ukraine**, **Yemen**, and **Ethiopia**. It aimed to
+assess how consistently the different data sources reflect real-world solar
+adoption patterns, especially in fragile or disrupted energy systems.
+
+---
+
+## 2. Techniques Used
+
+### a. Data Aggregation
+
+The analysis aggregated raw data by `Country` and `Year` using
+`.groupby()` and `.sum()` for the key columns: `Imports_USD`, `OnGrid_MW`,
+and `OffGrid_MW`. This approach simplified the timeline and made it easier
+to compare values across countries and datasets.
+
+### b. Filtering & Cleaning
+
+Non-solar entries were removed, such as those related to hydro and fossil
+fuels. The focus was placed on technologies labeled **"Solar PV (Others)"**
+and **"Solar photovoltaic"**. This ensured the analysis stayed focused on
+solar electricity and maintained consistency across datasets.
+
+### c. Normalization
+
+Min-Max normalization was used to scale values like import dollars and
+deployment megawatts between 0 and 1. This allowed for fair visual
+comparisons across variables with different units.
+
+### d. Dataset Merging
+
+The datasets were merged using `pd.merge()` on the `Year` column (and
+`Country` when needed). This enabled direct year-by-year comparison of
+import and deployment data from different sources.
+
+### e. Pearson Correlation Analysis
+
+After merging and normalizing the datasets, **Pearson correlation
+coefficients** were calculated between the compared variables (e.g., imports
+vs on-grid MW, imports vs off-grid MW). This provided a quantitative measure
+of the linear relationship between trends, supplementing the visual
+inspection.
+
+### f. Visualization
+
+Line plots were created to compare:
+
+- Imports vs on-grid solar in **Ukraine**
+- Imports vs off-grid solar in **Yemen**
+- Imports vs off-grid solar in **Ethiopia**
+- On-grid vs off-grid solar in **Sudan**
+
+These visualizations helped identify patterns, potential lags, or
+misalignments in deployment and import activity.
+
+---
+
+## 3. Country-Specific Results
+
+In **Sudan**, the analysis compared on-grid and off-grid solar deployment.
+Off-grid systems appeared to grow more independently from the grid,
+suggesting the importance of decentralized solar in fragile contexts.
+
+In **Ukraine**, imports and on-grid solar deployment showed some
+alignment, though the Pearson correlation didn't show strong correlation
+(0.343), that properly comes from the fact that the On-Grid data set has
+some duplicated values, and other possible causes.
+
+In **Ethiopia**, the correlation between imports and off-grid deployment was
+strong (0.9), but the time range was only between 2013 and 2023.
+
+In **Yemen**, same case as Ethiopia, with the available data being even more limited.
+
+---
+
+## 4. Possible Flaws in the Analysis
+
+- Import value does not directly equate to installed capacity. Equipment may
+be imported but not deployed immediately — or at all. Also, time lags
+between import and deployment were not modeled, which could hide real
+relationships.
+- Several countries lacked full annual coverage across all datasets, limiting
+the depth of trend analysis.
+- Min-Max normalization can obscure the actual
+scale of deployment and imports, making it hard to interpret magnitude
+differences.
+- While Pearson correlation was applied, it captures only linear
+relationships. Nonlinear patterns or delayed effects would not be detected
+using this method. Additionally, conflict data was not integrated, which is
+a core component of the broader research question.
+
+---
+
+## 5. Alternative Approaches
+
+- Lagged correlation or
+regression could reveal whether imports in one year predict deployment in
+the next.
+- Adding conflict data — such as number of conflict events or fatalities —
+would allow for direct correlation with deployment or import behavior.
+- Nonlinear modeling techniques or time-series methods could also be used in
+more advanced analysis stages.
+
+---
+
+## 6. Libraries Used
+
+- `pandas`: for data manipulation, aggregation, filtering, merging
+- `matplotlib.pyplot`: for line and scatter plots
+- `seaborn` *(optional)*: useful for enhanced plotting or correlation
+  heatmaps
diff --git a/4_data_analysis/duration_analysis/conflict_duration_analysis.ipynb b/4_data_analysis/duration_analysis/conflict_duration_analysis.ipynb
new file mode 100644
index 000000000..1f6046657
--- /dev/null
+++ b/4_data_analysis/duration_analysis/conflict_duration_analysis.ipynb
@@ -0,0 +1,995 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "97230301",
+   "metadata": {},
+   "source": [
+    "# The Effect of Conflict duration on Solar Energy Adoption:\n",
+    " ## **_Analysis of Trade Data_**\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e210a87",
+   "metadata": {},
+   "source": [
+    "### Objective of the Analysis\n",
+    "\n",
+    "**The objective of this analysis is to explore the impact of prolonged conflict duration on solar adoption across countries, while also considering their economic status. By grouping countries into categories based on the length of conflict (Continuous, Periodical, or No Conflict) and analyzing their GDP classification, we aim to identify patterns or disparities in the level of solar energy adoption. This can help reveal whether persistent instability hinders renewable energy efforts.**\n",
+    "\n",
+    "### 🔑 Key Questions\n",
+    "\n",
+    "\n",
+    "1. How is solar energy adoption expected to vary between countries with continuous conflict, periodical conflict, and no conflict?\n",
+    "\n",
+    "2. What role does economic strength (GDP) play in enabling or limiting solar imports during times of conflict?\n",
+    "\n",
+    "3. Are there identifiable trends in solar import volumes over time that distinguish periodical conflict countries from those with ongoing conflicts?\n",
+    "\n",
+    "4. Which solar products (e.g., PV modules vs. other types) are likely to dominate imports in conflict-affected areas compared to stable countries?\n",
+    "\n",
+    "5. How might the interaction between conflict duration, economic capacity, and political conditions influence the success of solar energy adoption initiatives?\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "aebd47ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import necessary libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "b76669c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.822000e+03</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.234600e+04</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "3  Electrical apparatus; photosensitive, includin...   7.822000e+03   \n",
+       "4  Electrical apparatus; photosensitive, includin...   1.234600e+04   \n",
+       "\n",
+       "     Value_USD  Conflict_Year  \n",
+       "0  89932863.97           True  \n",
+       "1     26489.00          False  \n",
+       "2     61941.00          False  \n",
+       "3    269897.00          False  \n",
+       "4    173026.00          False  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Load the dataset\n",
+    "# read dataframe from GitHup\n",
+    "url = \"https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/raw/refs/heads/main/1_datasets/cleaned_data/UN_comtrade_clean_dataset.xlsx\"\n",
+    "df = pd.read_excel(url, engine=\"openpyxl\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6bbe24a",
+   "metadata": {},
+   "source": [
+    "## Conflict Duration Grouping\n",
+    "\n",
+    "Countries are categorized based on real-world conflict patterns into three groups:\n",
+    "\n",
+    "- Continuous Conflict: Countries experiencing prolonged and ongoing conflict (e.g., Afghanistan, Libya, Mali, Sudan, Yemen).\n",
+    "- Periodical Conflict: Countries facing intermittent conflict across years (e.g., Iraq, Ukraine, Nigeria).\n",
+    "- No Conflict: Countries with political stability and no major recent conflicts (e.g., Germany, Morocco, Saudi Arabia).\n",
+    "\n",
+    "This classification supports the analysis of how the duration of conflict may influence solar adoption trends.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "cadee4b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "      <th>Conflict_Group</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "      <td>Continuous Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.822000e+03</td>\n",
+       "      <td>269897.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.234600e+04</td>\n",
+       "      <td>173026.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "3  2009          CAF  Central African Rep.        854140   \n",
+       "4  2010          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "3  Electrical apparatus; photosensitive, includin...   7.822000e+03   \n",
+       "4  Electrical apparatus; photosensitive, includin...   1.234600e+04   \n",
+       "\n",
+       "     Value_USD  Conflict_Year       Conflict_Group  \n",
+       "0  89932863.97           True  Continuous Conflict  \n",
+       "1     26489.00          False  Periodical Conflict  \n",
+       "2     61941.00          False  Periodical Conflict  \n",
+       "3    269897.00          False  Periodical Conflict  \n",
+       "4    173026.00          False  Periodical Conflict  "
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Define conflict groups\n",
+    "continuous_conflict = [\n",
+    "    \"Afghanistan\",\n",
+    "    \"Syria\",\n",
+    "    \"Yemen\",\n",
+    "    \"Sudan\",\n",
+    "    \"Sudan (...2011)\",\n",
+    "    \"State of Palestine\",\n",
+    "    \"Libya\",\n",
+    "    \"Mali\",\n",
+    "]\n",
+    "periodical_conflict = [\n",
+    "    \"Iraq\",\n",
+    "    \"Nigeria\",\n",
+    "    \"Central African Rep.\",\n",
+    "    \"Ethiopia\",\n",
+    "    \"Ukraine\",\n",
+    "    \"Myanmar\",\n",
+    "    \"Pakistan\",\n",
+    "    \"Mozambique\",\n",
+    "]\n",
+    "no_conflict = [\"Germany\", \"Morocco\", \"Rwanda\", \"Saudi Arabia\"]\n",
+    "\n",
+    "\n",
+    "# Function to assign conflict group\n",
+    "def classify_conflict(country):\n",
+    "    if country in continuous_conflict:\n",
+    "        return \"Continuous Conflict\"\n",
+    "    elif country in periodical_conflict:\n",
+    "        return \"Periodical Conflict\"\n",
+    "    elif country in no_conflict:\n",
+    "        return \"No Conflict\"\n",
+    "    else:\n",
+    "        return \"Unknown\"\n",
+    "\n",
+    "\n",
+    "# Apply classification\n",
+    "df[\"Conflict_Group\"] = df[\"Country\"].apply(classify_conflict)\n",
+    "\n",
+    "# Save or display the updated DataFrame\n",
+    "df.to_excel(\"solar_imports_with_conflict_group.xlsx\", index=False)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29eb0a06",
+   "metadata": {},
+   "source": [
+    " ## GDP Data Integration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "5f85601d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Country_Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Product_Code</th>\n",
+       "      <th>Product_Description</th>\n",
+       "      <th>Net_Weight_kg</th>\n",
+       "      <th>Value_USD</th>\n",
+       "      <th>Conflict_Year</th>\n",
+       "      <th>Conflict_Group</th>\n",
+       "      <th>GDP_Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>7.700172e+07</td>\n",
+       "      <td>89932863.97</td>\n",
+       "      <td>True</td>\n",
+       "      <td>Continuous Conflict</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2007</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.796000e+03</td>\n",
+       "      <td>26489.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>CAF</td>\n",
+       "      <td>Central African Rep.</td>\n",
+       "      <td>854140</td>\n",
+       "      <td>Electrical apparatus; photosensitive, includin...</td>\n",
+       "      <td>1.654000e+03</td>\n",
+       "      <td>61941.00</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Periodical Conflict</td>\n",
+       "      <td>Low GDP</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Country_Code               Country  Product_Code  \\\n",
+       "0  2019          AFG           Afghanistan        854140   \n",
+       "1  2007          CAF  Central African Rep.        854140   \n",
+       "2  2008          CAF  Central African Rep.        854140   \n",
+       "\n",
+       "                                 Product_Description  Net_Weight_kg  \\\n",
+       "0  Electrical apparatus; photosensitive, includin...   7.700172e+07   \n",
+       "1  Electrical apparatus; photosensitive, includin...   1.796000e+03   \n",
+       "2  Electrical apparatus; photosensitive, includin...   1.654000e+03   \n",
+       "\n",
+       "     Value_USD  Conflict_Year       Conflict_Group GDP_Status  \n",
+       "0  89932863.97           True  Continuous Conflict    Low GDP  \n",
+       "1     26489.00          False  Periodical Conflict    Low GDP  \n",
+       "2     61941.00          False  Periodical Conflict    Low GDP  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Define GDP groups based on the provided information\n",
+    "\n",
+    "# GDP groups dictionary\n",
+    "gdp_groups = {\n",
+    "    \"High GDP\": [\"Germany\", \"Saudi Arabia\"],\n",
+    "    \"Medium GDP\": [\"Iraq\", \"Libya\", \"Morocco\", \"Nigeria\", \"Pakistan\", \"Ukraine\"],\n",
+    "    \"Low GDP\": [\n",
+    "        \"Afghanistan\",\n",
+    "        \"Central African Rep.\",\n",
+    "        \"Ethiopia\",\n",
+    "        \"Mali\",\n",
+    "        \"Mozambique\",\n",
+    "        \"Myanmar\",\n",
+    "        \"Rwanda\",\n",
+    "        \"State of Palestine\",\n",
+    "        \"Sudan\",\n",
+    "        \"Sudan (...2011)\",\n",
+    "        \"Syria\",\n",
+    "        \"Yemen\",\n",
+    "    ],\n",
+    "}\n",
+    "\n",
+    "\n",
+    "# Create mapping from country to GDP status\n",
+    "def map_gdp_status(country):\n",
+    "    for gdp_status, countries in gdp_groups.items():\n",
+    "        if country in countries:\n",
+    "            return gdp_status\n",
+    "    return \"Unknown\"\n",
+    "\n",
+    "\n",
+    "# Apply the mapping to create a new column in the DataFrame\n",
+    "df[\"GDP_Status\"] = df[\"Country\"].apply(map_gdp_status)\n",
+    "\n",
+    "df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b7391089",
+   "metadata": {},
+   "source": [
+    "## Product Categorization "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "60f97af2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def categorize_product(description):\n",
+    "    description = str(description).lower()\n",
+    "    if \"photovoltaic\" in description:\n",
+    "        return \"PV Modules\"\n",
+    "    elif \"static converter\" in description:\n",
+    "        return \"Inverters\"\n",
+    "    elif \"lead-acid\" in description:\n",
+    "        return \"Lead-Acid Batteries\"\n",
+    "    elif \"lithium-ion\" in description:\n",
+    "        return \"Lithium Batteries\"\n",
+    "    elif \"portable\" in description and \"electric\" in description:\n",
+    "        return \"Solar Lamps\"\n",
+    "    elif \"electric generator\" in description:\n",
+    "        return \"Solar Generators\"\n",
+    "    else:\n",
+    "        return \"Other\"\n",
+    "\n",
+    "\n",
+    "df[\"Product_Category\"] = df[\"Product_Description\"].apply(categorize_product)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2a737ff",
+   "metadata": {},
+   "source": [
+    " ### **Analysis 1: Trend Comparison by conflict country\n",
+    " **Line chart showing total import value trends for each conflict group over time.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "7c4f937f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#  Time Trends by Conflict Group (Periodical VS Continuous) ---\n",
+    "plt.figure(figsize=(14, 7))\n",
+    "for group in [\"Periodical Conflict\", \"Continuous Conflict\"]:\n",
+    "    group_data = df[df[\"Conflict_Group\"] == group]\n",
+    "    trend = group_data.groupby(\"Year\")[\"Value_USD\"].sum()\n",
+    "    plt.plot(trend.index, trend, label=group)\n",
+    "\n",
+    "plt.title(\"Solar Product Imports Over Time by Conflict Group\")\n",
+    "plt.ylabel(\"Total Import Value (USD)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e10a33aa",
+   "metadata": {},
+   "source": [
+    "### Analysis 2: GDP vs Solar Adoption\n",
+    "\n",
+    "- Relationship between economic development and solar adoption\n",
+    "\n",
+    "- Differences in this relationship between conflict groups"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "c19e93de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\زينب\\AppData\\Local\\Temp\\ipykernel_26016\\739922633.py:3: FutureWarning: \n",
+      "\n",
+      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+      "\n",
+      "  sns.barplot(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Solar Adoption by Conflict Group and GDP Status ---\n",
+    "plt.figure(figsize=(14, 7))\n",
+    "sns.barplot(\n",
+    "    data=df,\n",
+    "    x=\"Conflict_Group\",\n",
+    "    y=\"Value_USD\",\n",
+    "    hue=\"GDP_Status\",\n",
+    "    estimator=sum,\n",
+    "    ci=None,\n",
+    "    order=[\"No Conflict\", \"Periodical Conflict\", \"Continuous Conflict\"],\n",
+    ")\n",
+    "plt.title(\"Total Solar Imports by Conflict Group and GDP Status\")\n",
+    "plt.ylabel(\"Total Import Value (USD)\")\n",
+    "plt.xlabel(\"Conflict Group\")\n",
+    "plt.yscale(\"log\")  # Use log scale for better visualization of large differences\n",
+    "plt.legend(title=\"GDP Status\")\n",
+    "plt.grid(True, which=\"both\", linestyle=\"--\", linewidth=0.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f46b2bb",
+   "metadata": {},
+   "source": [
+    "## Analysis 3: Product Mix by Conflict Group\n",
+    "\n",
+    "- Differences in product preferences between conflict and non-conflict settings\n",
+    "\n",
+    "- Identification of which products are most important in conflict zones"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "5c64da04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Product Mix Across Conflict Groups ---\n",
+    "product_mix = (\n",
+    "    df.groupby([\"Conflict_Group\", \"Product_Category\"])[\"Value_USD\"].sum().unstack()\n",
+    ")\n",
+    "\n",
+    "# Normalize to show percentages\n",
+    "product_mix_percent = product_mix.div(product_mix.sum(axis=1), axis=0) * 100\n",
+    "\n",
+    "ax = product_mix_percent.plot(kind=\"bar\", stacked=True, figsize=(12, 6))\n",
+    "plt.title(\"Solar Product Mix by Conflict Group (%)\")\n",
+    "plt.ylabel(\"Percentage of Total Imports\")\n",
+    "plt.xlabel(\"Conflict Group\")\n",
+    "plt.xticks(rotation=0)\n",
+    "plt.legend(title=\"Product Category\", bbox_to_anchor=(1.05, 1))\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Add percentages to all segments of the stacked bars using ax.text\n",
+    "for container in ax.containers:\n",
+    "    for patch in container.patches:\n",
+    "        width, height = patch.get_width(), patch.get_height()\n",
+    "        x, y = patch.get_xy()\n",
+    "        if height > 0:\n",
+    "            ax.text(\n",
+    "                x + width / 2.0,\n",
+    "                y + height / 2.0,\n",
+    "                f\"{height:.1f}%\",\n",
+    "                ha=\"center\",\n",
+    "                va=\"center\",\n",
+    "                color=\"white\",  # Set text color for better visibility\n",
+    "                fontsize=8,\n",
+    "            )  # Adjust fontsize as needed\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "248138dc",
+   "metadata": {},
+   "source": [
+    "## Analysis 4: Statistical Comparison\n",
+    "\n",
+    "-  differences between conflict groups\n",
+    "\n",
+    "- Identification of statistically significant patterns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "c8d524aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Statistical Comparison by Conflict Group and GDP Status:\n",
+      "                                   Value_USD                              \\\n",
+      "                                        mean        median           sum   \n",
+      "Conflict_Group      GDP_Status                                             \n",
+      "Continuous Conflict Low GDP     4.304237e+06  1.383758e+06  1.179361e+09   \n",
+      "                    Medium GDP  6.145910e+06  2.989207e+06  1.843773e+08   \n",
+      "No Conflict         High GDP    1.632752e+09  1.285895e+08  3.134884e+11   \n",
+      "                    Low GDP     2.273031e+06  6.573871e+05  1.727504e+08   \n",
+      "                    Medium GDP  2.523981e+07  6.570057e+06  2.246343e+09   \n",
+      "Periodical Conflict Low GDP     6.936723e+06  1.893903e+06  2.400106e+09   \n",
+      "                    Medium GDP  8.398748e+07  2.161070e+07  2.511226e+10   \n",
+      "\n",
+      "                               Net_Weight_kg  \n",
+      "                                        mean  \n",
+      "Conflict_Group      GDP_Status                \n",
+      "Continuous Conflict Low GDP     1.848440e+06  \n",
+      "                    Medium GDP  7.112552e+05  \n",
+      "No Conflict         High GDP    6.958514e+07  \n",
+      "                    Low GDP     2.839489e+05  \n",
+      "                    Medium GDP  3.030245e+06  \n",
+      "Periodical Conflict Low GDP     6.842107e+06  \n",
+      "                    Medium GDP  6.701808e+07  \n"
+     ]
+    }
+   ],
+   "source": [
+    "#  Statistical Summary\n",
+    "conflict_stats = df.groupby([\"Conflict_Group\", \"GDP_Status\"]).agg(\n",
+    "    {\"Value_USD\": [\"mean\", \"median\", \"sum\"], \"Net_Weight_kg\": \"mean\"}\n",
+    ")\n",
+    "\n",
+    "print(\"\\nStatistical Comparison by Conflict Group and GDP Status:\")\n",
+    "print(conflict_stats)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "648f5144",
+   "metadata": {},
+   "source": [
+    "**Histogram of Import Values (USD) by Conflict Group**\n",
+    "\n",
+    "This code plots histograms of solar import values (in USD) for three groups of countries based on their conflict status: No Conflict, Periodical Conflict, and Continuous Conflict. By using a logarithmic scale on the y-axis, it highlights the frequency distribution of import values across these groups, allowing comparison of how import volumes vary with conflict intensity."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "9d658e09",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Prepare data for each group\n",
+    "groups = [\"No Conflict\", \"Periodical Conflict\", \"Continuous Conflict\"]\n",
+    "data = [df[df[\"Conflict_Group\"] == group][\"Value_USD\"] for group in groups]\n",
+    "\n",
+    "plt.figure(figsize=(12, 7))\n",
+    "plt.hist(\n",
+    "    data,\n",
+    "    bins=50,\n",
+    "    stacked=False,\n",
+    "    label=groups,\n",
+    "    edgecolor=\"black\",\n",
+    "    alpha=0.7,\n",
+    ")\n",
+    "plt.title(\"Histogram of Import Values (USD) by Conflict Group\")\n",
+    "plt.xlabel(\"Import Value (USD)\")\n",
+    "plt.ylabel(\"Frequency\")\n",
+    "plt.yscale(\"log\")\n",
+    "plt.legend(title=\"Conflict Group\")\n",
+    "plt.grid(True, linestyle=\"--\", linewidth=0.5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "daf60f36",
+   "metadata": {},
+   "source": [
+    "## Analysis 5: Solar Adoption Intensity Relative to Economic Capacity\n",
+    "\n",
+    "\n",
+    "This code calculates a new metric called **Conflict Intensity**, which measures solar import value relative to each country's GDP per capita. It then visualizes this intensity across three conflict groups—Non-conflict, Periodical Conflict, and Continuous Conflict—using boxplots on a logarithmic scale to compare how solar adoption intensity differs by conflict status while accounting for economic size.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "a12211e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Ensure 'GDP_per_capita' exists, otherwise set to a default value (e.g., 1 to avoid division by zero)\n",
+    "if \"GDP_per_capita\" not in df.columns:\n",
+    "    # If you have GDP and population columns, uncomment and use the following:\n",
+    "    # df[\"GDP_per_capita\"] = df[\"GDP\"] / df[\"Population\"]\n",
+    "    # Otherwise, set to a default value to avoid error\n",
+    "    df[\"GDP_per_capita\"] = 1  # Replace with actual calculation if data is available\n",
+    "\n",
+    "# Create conflict intensity metric (Value_USD per GDP capita)\n",
+    "df[\"Conflict_Intensity\"] = df.apply(\n",
+    "    lambda x: x[\"Value_USD\"] / x[\"GDP_per_capita\"] if x[\"GDP_per_capita\"] > 0 else 0,\n",
+    "    axis=1,\n",
+    ")\n",
+    "\n",
+    "# Plot intensity by conflict group\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.boxplot(\n",
+    "    data=df,\n",
+    "    x=\"Conflict_Group\",\n",
+    "    y=\"Conflict_Intensity\",\n",
+    "    order=[\"Non-conflict\", \"Periodical Conflict\", \"Continuous Conflict\"],\n",
+    ")\n",
+    "plt.title(\"Solar Adoption Intensity (USD/GDP per capita) by Conflict Group\")\n",
+    "plt.yscale(\"log\")\n",
+    "plt.ylabel(\"Import Value per GDP capita (log scale)\")\n",
+    "plt.grid(True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e4b0194b",
+   "metadata": {},
+   "source": [
+    "## Analysis 6: Heatmap of Solar Import Shares Across Conflict and Economic Group\n",
+    "\n",
+    "This code creates a heatmap visualization showing the distribution of solar import values as percentages of total imports, broken down by conflict group, GDP status, and product category. The heatmap helps identify which solar products are most commonly imported within each economic and conflict context, revealing patterns in solar adoption across different country groups."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "71ddf802",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create a pivot table including Product Category, Conflict Group, and GDP Status\n",
+    "product_conflict_gdp_value_matrix = df.pivot_table(\n",
+    "    index=[\"Product_Category\", \"GDP_Status\"],\n",
+    "    columns=\"Conflict_Group\",\n",
+    "    values=\"Value_USD\",\n",
+    "    aggfunc=\"sum\",\n",
+    "    fill_value=0,\n",
+    ")\n",
+    "\n",
+    "# Filter the matrix to exclude 'High GDP' from the index\n",
+    "product_conflict_gdp_value_matrix_filtered = product_conflict_gdp_value_matrix.drop(\n",
+    "    \"High GDP\", level=\"GDP_Status\"\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize=(12, 10))\n",
+    "sns.heatmap(\n",
+    "    product_conflict_gdp_value_matrix_filtered, annot=True, cmap=\"viridis\", fmt=\".2e\"\n",
+    ")  # Use scientific notation for large numbers\n",
+    "plt.title(\n",
+    "    \"Heatmap of Total Import Value (USD) by Product Category, GDP Status (Excluding High GDP), and Conflict Group\"\n",
+    ")\n",
+    "plt.xlabel(\"Conflict Group\")\n",
+    "plt.ylabel(\"Product Category, GDP Status\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "475063b5",
+   "metadata": {},
+   "source": [
+    "### ✅ Key Findings After the Analysis\n",
+    "\n",
+    "#### After the analysis we found:\n",
+    "\n",
+    "**1. Solar imports increase in periodical conflict areas:**\n",
+    "  Periodical conflict zones show growing imports of solar products over time, likely due to temporary stability and stronger economic capacity that enable continued investment in renewable energy, as seen in Chart 1.\n",
+    "\n",
+    "**2. Solar imports decline in continuous conflict areas:**\n",
+    "  Lower solar imports in continuous conflict regions can be attributed to weak economies, deteriorated infrastructure, and ongoing political and security instability that hinder import and distribution processes, which Chart 1 and Chart 4 help illustrate.\n",
+    "\n",
+    "**3. Economic status plays a critical role:**\n",
+    "  Countries with middle and high GDP tend to adopt larger and more sustainable solar solutions, while low-income countries mainly rely on basic, low-cost options like solar lamps. This relationship is reflected in Chart 2.\n",
+    "\n",
+    "**4. PV modules dominate solar imports in conflict zones:**\n",
+    "  Photovoltaic (PV) modules are the most imported solar product in conflict-affected areas, reflecting a focus on essential and practical solar solutions suitable for unstable environments, as indicated by Chart 3.\n",
+    "\n",
+    "**5. A three-way relationship exists between conflict duration, economic status, and solar adoption:**\n",
+    "  Conflict duration drives the need for independent energy solutions; economic capacity shapes the scale and type of solar products adopted; and stability and supportive policies facilitate sustained and large-scale adoption, which is supported by the data patterns shown in Chart 4.\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/4_data_analysis/duration_analysis/non_tech_exp.md b/4_data_analysis/duration_analysis/non_tech_exp.md
new file mode 100644
index 000000000..bb49e48c4
--- /dev/null
+++ b/4_data_analysis/duration_analysis/non_tech_exp.md
@@ -0,0 +1,44 @@
+# Non-Technical Explanation
+
+**What is This Analysis About?**
+This study explores how long-term conflicts and economic conditions affect the
+ adoption of solar energy in different countries. It uses trade data to see
+  which countries import more solar technology and whether conflict or wealth
+   plays a bigger role.
+**Key Findings**
+
+- Conflict Impact: Countries with continuous conflicts (like Afghanistan) tend to
+ adopt less solar energy compared to periodical conflict (  like Ukraine).
+
+- Economic Influence: Wealthier countries (High GDP) generally adopt more solar
+ technology, even if they face periodic conflicts.
+
+- Exceptions: Some countries defy trends—like low-GDP nations with high solar   adoption—highlighting
+ unique success stories.
+
+**How Was This Done?**
+Data Collection: The study used UN trade data, focusing on solar product imports.
+
+Grouping: Countries were split into:
+
+Continuous conflict zones.
+
+Periodically unstable regions.
+
+Conflict-free nations.
+
+Further divided by wealth (High/Medium/Low GDP).
+
+Product Types: Solar imports were categorized (e.g., solar panels, batteries, lamps).
+
+Trends Over Time: Graphs show how solar adoption changes in each group.
+
+**Why Does It Matter?**
+
+Policy Insights: Helps governments and NGOs target solar investments where
+ they’re needed most.
+
+Exceptions Highlight Solutions: Identifies countries overcoming barriers,
+ offering lessons for others.
+
+Global Energy Transition: Shows how conflict and economy shape renewable energy progress.
diff --git a/4_data_analysis/duration_analysis/solar_imports_with_conflict_group.xlsx b/4_data_analysis/duration_analysis/solar_imports_with_conflict_group.xlsx
new file mode 100644
index 000000000..6f7857e31
Binary files /dev/null and b/4_data_analysis/duration_analysis/solar_imports_with_conflict_group.xlsx differ
diff --git a/4_data_analysis/duration_analysis/technical_explanation.md b/4_data_analysis/duration_analysis/technical_explanation.md
new file mode 100644
index 000000000..2ff289f09
--- /dev/null
+++ b/4_data_analysis/duration_analysis/technical_explanation.md
@@ -0,0 +1,55 @@
+# Technical Explanation
+
+## Overview
+
+The Conflict duration  notebook analyzes the impact of conflict duration on
+solar energy adoption across different countries, considering their economic
+ status (GDP classification). The analysis uses trade data from the UN Comtrade
+  database, focusing on solar-related product imports.
+
+## Key Components
+
+### Data Processing
+
+1. **Data Loading**: The dataset is loaded from a GitHub repository containing
+    cleaned UN Comtrade data.
+2. **Conflict Grouping**: Countries are categorized into three groups based on
+    conflict duration:
+   - Continuous Conflict (e.g., Afghanistan, Syria)
+   - Periodical Conflict (e.g., Iraq, Ukraine)
+   - No Conflict (e.g., Germany, Saudi Arabia)
+3. **GDP Integration**: Countries are further classified by GDP status
+    (High, Medium, Low) to analyze economic influences.
+4. **Product Categorization**: Solar-related products are categorized
+    (e.g., PV Modules, Inverters, Solar Lamps).
+
+### Analysis
+
+1. **Trend Comparison**: A line chart compares solar import trends over time
+    for each conflict group.
+2. **GDP Influence**: Examines how economic status affects solar adoption under
+    conflict conditions.
+3. **Exceptions**: Identifies countries that deviate from general trends.
+
+### Tools and Libraries
+
+- **Python Libraries**: Pandas, NumPy, Matplotlib, Seaborn for data manipulation
+   and visualization.
+- **Data Source**: UN Comtrade clean dataset (Excel format).
+
+### Key Questions Addressed
+
+1. Does prolonged conflict negatively affect solar adoption rates?
+2. How does economic status influence solar adoption under conflict?
+3. Are there differences in adoption between conflict categories?
+4. Which countries stand out as exceptions?
+5. Are there correlations between conflict duration, GDP, and solar imports?
+
+## Technical Highlights
+
+- **Data Cleaning**: The dataset is pre-cleaned, focusing on relevant columns
+   like country, product description, net weight, value, and conflict year.
+- **Visualization**: Uses Matplotlib and Seaborn for trend analysis and
+   comparison charts.
+- **Statistical Analysis**: Likely includes correlation and group comparison
+analyses (though code details are not fully shown)
diff --git a/4_data_analysis/output_graphs/Average Installed Capacity (Total Renewable) by Conflict Phase.png b/4_data_analysis/output_graphs/Average Installed Capacity (Total Renewable) by Conflict Phase.png
new file mode 100644
index 000000000..0a9d4cd4a
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Installed Capacity (Total Renewable) by Conflict Phase.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase - Ongrid and Off grid per country.png b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase - Ongrid and Off grid per country.png
new file mode 100644
index 000000000..9e29ca145
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase - Ongrid and Off grid per country.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Economic Status (excluding Ukraine).png b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Economic Status (excluding Ukraine).png
new file mode 100644
index 000000000..21f4b0f9e
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Economic Status (excluding Ukraine).png differ
diff --git a/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Economic Status per country.png b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Economic Status per country.png
new file mode 100644
index 000000000..90ac07d56
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Economic Status per country.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Grid Type in Ukraine.png b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Grid Type in Ukraine.png
new file mode 100644
index 000000000..b4dd64632
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Grid Type in Ukraine.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Grid Type.png b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Grid Type.png
new file mode 100644
index 000000000..6bebb9b22
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar Capacity by Conflict Phase and Grid Type.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phase per country- stacked barchart.png b/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phase per country- stacked barchart.png
new file mode 100644
index 000000000..2a4d44aa4
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phase per country- stacked barchart.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phases with and without Ukraine.png b/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phases with and without Ukraine.png
new file mode 100644
index 000000000..ab1a1b324
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phases with and without Ukraine.png differ
diff --git a/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phases.png b/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phases.png
new file mode 100644
index 000000000..87ecf1995
Binary files /dev/null and b/4_data_analysis/output_graphs/Average Solar PV Capacity by Conflict Phases.png differ
diff --git a/4_data_analysis/output_graphs/Heat map for countries with similar pattern.png b/4_data_analysis/output_graphs/Heat map for countries with similar pattern.png
new file mode 100644
index 000000000..b24354c19
Binary files /dev/null and b/4_data_analysis/output_graphs/Heat map for countries with similar pattern.png differ
diff --git a/4_data_analysis/output_graphs/Low Capacity vs low capacity countries soalr adoption.png b/4_data_analysis/output_graphs/Low Capacity vs low capacity countries soalr adoption.png
new file mode 100644
index 000000000..c074734f1
Binary files /dev/null and b/4_data_analysis/output_graphs/Low Capacity vs low capacity countries soalr adoption.png differ
diff --git a/4_data_analysis/output_graphs/Offgrid Solar adoption in past 25 years in 9 conflict countries.png b/4_data_analysis/output_graphs/Offgrid Solar adoption in past 25 years in 9 conflict countries.png
new file mode 100644
index 000000000..20198f7cb
Binary files /dev/null and b/4_data_analysis/output_graphs/Offgrid Solar adoption in past 25 years in 9 conflict countries.png differ
diff --git a/4_data_analysis/output_graphs/Ongrid Solar adoption in past 25 years in 9 conflict countries.png b/4_data_analysis/output_graphs/Ongrid Solar adoption in past 25 years in 9 conflict countries.png
new file mode 100644
index 000000000..accf4173a
Binary files /dev/null and b/4_data_analysis/output_graphs/Ongrid Solar adoption in past 25 years in 9 conflict countries.png differ
diff --git a/4_data_analysis/output_graphs/Regression.. Effect of Conflict on Solar Growth Rate.png b/4_data_analysis/output_graphs/Regression.. Effect of Conflict on Solar Growth Rate.png
new file mode 100644
index 000000000..badf294b2
Binary files /dev/null and b/4_data_analysis/output_graphs/Regression.. Effect of Conflict on Solar Growth Rate.png differ
diff --git a/4_data_analysis/output_graphs/Solar Adoption Intensity -USD-GDP per capita- by Conflict Group.png b/4_data_analysis/output_graphs/Solar Adoption Intensity -USD-GDP per capita- by Conflict Group.png
new file mode 100644
index 000000000..b604ed96e
Binary files /dev/null and b/4_data_analysis/output_graphs/Solar Adoption Intensity -USD-GDP per capita- by Conflict Group.png differ
diff --git a/4_data_analysis/output_graphs/Solar Energy Analysis by Year.png b/4_data_analysis/output_graphs/Solar Energy Analysis by Year.png
new file mode 100644
index 000000000..37284c5d3
Binary files /dev/null and b/4_data_analysis/output_graphs/Solar Energy Analysis by Year.png differ
diff --git a/4_data_analysis/output_graphs/Solar Product Imports over time by Conflct Group.png b/4_data_analysis/output_graphs/Solar Product Imports over time by Conflct Group.png
new file mode 100644
index 000000000..2f2785589
Binary files /dev/null and b/4_data_analysis/output_graphs/Solar Product Imports over time by Conflct Group.png differ
diff --git a/4_data_analysis/output_graphs/Solar Product Mix by Conflict Geoup (%).png b/4_data_analysis/output_graphs/Solar Product Mix by Conflict Geoup (%).png
new file mode 100644
index 000000000..539870f3c
Binary files /dev/null and b/4_data_analysis/output_graphs/Solar Product Mix by Conflict Geoup (%).png differ
diff --git a/4_data_analysis/output_graphs/Sudan- Normalized Off-Grid Solar vs Ongrid Solar.png b/4_data_analysis/output_graphs/Sudan- Normalized Off-Grid Solar vs Ongrid Solar.png
new file mode 100644
index 000000000..953302e9a
Binary files /dev/null and b/4_data_analysis/output_graphs/Sudan- Normalized Off-Grid Solar vs Ongrid Solar.png differ
diff --git a/4_data_analysis/output_graphs/Ukraine- Normalized Imports vs Ongrid Solar.png b/4_data_analysis/output_graphs/Ukraine- Normalized Imports vs Ongrid Solar.png
new file mode 100644
index 000000000..d57fc222c
Binary files /dev/null and b/4_data_analysis/output_graphs/Ukraine- Normalized Imports vs Ongrid Solar.png differ
diff --git a/4_data_analysis/phases_analysis/1.phases_analysis.ipynb b/4_data_analysis/phases_analysis/1.phases_analysis.ipynb
new file mode 100644
index 000000000..15cc45202
--- /dev/null
+++ b/4_data_analysis/phases_analysis/1.phases_analysis.ipynb
@@ -0,0 +1,2483 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "76d5fe13",
+   "metadata": {},
+   "source": [
+    "## **3. Data Analysis : Phases Analysis**\n",
+    "> ####  _Sub-Analytical Question:_\n",
+    "> #### **Q1. What are the trends in solar energy adoption across the conflict cycle—pre-conflict, active conflict, and post-conflict periods—in conflict-affected countries?**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe3b1ed4",
+   "metadata": {},
+   "source": [
+    "After conducting initial data exploration in [EDA 1](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/3_data_exploration/IRENA_ONG_explore_1.ipynb) and [EDA 2](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/3_data_exploration/IRENA_ONG_explore_2.ipynb), and summarizing key findings in the [Exploration README](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/3_data_exploration/README.md), this analysis phase builds on that foundation by focusing on trends across the **three conflict periods** — *pre-conflict*, *active conflict*, and *post-conflict*.\n",
+    "\n",
+    "The goal is to investigate whether any **clear patterns emerge** in solar energy adoption among the 9 conflict-affected countries studied.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "810e9ae5",
+   "metadata": {},
+   "source": [
+    "\n",
+    "#### Summary of Previous Discoveries\n",
+    "\n",
+    "* **Ukraine dominates the data** with over **8,000 MW by 2024**, nearly **30x** more than any other country.\n",
+    "* **Conflict impacts solar growth unevenly:** While countries like Ukraine and Yemen showed large capacity increases during conflict, most others experienced stagnation or minimal growth, suggesting the effect of conflict varies by context.  \n",
+    "* **Growth is possible even in fragile states**: Yemen reached \\~250 MW during conflict, Sudan grew steadily to \\~100 MW.\n",
+    "\n",
+    "> **Key Insight**: *While conflict hinders development, short windows of stability allow for rapid solar expansion. Growth patterns become volatile when conflict resumes.*\n",
+    "\n",
+    "The goal is to:\n",
+    "\n",
+    "* Compare how solar development varies by **conflict phase**\n",
+    "* Identify **shared or divergent patterns** across countries\n",
+    "* Explore **exceptions** (e.g., growth during active conflict)\n",
+    "* Investigate the **volatility** and **recovery trajectories**\n",
+    "\n",
+    "\n",
+    "This structured investigation helps answer:  \n",
+    "**To what extent does conflict interrupt solar development?**  \n",
+    "**Which countries recover faster—and why?**  \n",
+    "**Can meaningful infrastructure still be developed during war?**  \n",
+    "\n",
+    "The following sections use stacked bar charts, heatmaps, and comparative trend lines to dig deeper into this question.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "3c8f6ed1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 1. Import Required Libraries\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "from sklearn.linear_model import LinearRegression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2260de6c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Visualization settings\n",
+    "%matplotlib inline\n",
+    "sns.set(style=\"whitegrid\", palette=\"pastel\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0b8304ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2. Load Dataset\n",
+    "\n",
+    "\n",
+    "url = \"https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/main/1_datasets/cleaned_data/ONG_conflictcountriesonly.xlsx\"\n",
+    "\n",
+    "df = pd.read_excel(url, engine=\"openpyxl\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "480ea87f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Region       Sub-region Country ISO3 code         RE or Non-RE  \\\n",
+      "0  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+      "1  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+      "2  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+      "3  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+      "4  Africa  Northern Africa   Libya       LBY  Total Non-Renewable   \n",
+      "\n",
+      "  Group Technology   Technology Sub-Technology        Producer Type  Year  \\\n",
+      "0     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2000   \n",
+      "1     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2001   \n",
+      "2     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2002   \n",
+      "3     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2003   \n",
+      "4     Fossil fuels  Natural gas    Natural gas  On-grid electricity  2004   \n",
+      "\n",
+      "   Electricity Installed Capacity (MW) Conflict Phase  \n",
+      "0                                930.0   pre-conflict  \n",
+      "1                                930.0   pre-conflict  \n",
+      "2                               1095.0   pre-conflict  \n",
+      "3                               1095.0   pre-conflict  \n",
+      "4                               1095.0   pre-conflict  \n",
+      "Shape of dataset: (984, 12)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 3. Quick Preview\n",
+    "print(df.head())\n",
+    "print(\"Shape of dataset:\", df.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "ee70fc12",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Missing values per column:\n",
+      " Region                                 0\n",
+      "Sub-region                             0\n",
+      "Country                                0\n",
+      "ISO3 code                              0\n",
+      "RE or Non-RE                           0\n",
+      "Group Technology                       0\n",
+      "Technology                             0\n",
+      "Sub-Technology                         0\n",
+      "Producer Type                          0\n",
+      "Year                                   0\n",
+      "Electricity Installed Capacity (MW)    0\n",
+      "Conflict Phase                         0\n",
+      "dtype: int64\n",
+      "Rows with missing data per country:\n",
+      " Series([], dtype: int64)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 4. Data Quality & Standardization:\n",
+    "\n",
+    "# Check for missing values\n",
+    "missing_summary = df.isnull().sum()\n",
+    "print(\"Missing values per column:\\n\", missing_summary)\n",
+    "\n",
+    "# Optional: See missing data by country\n",
+    "missing_by_country = df[df.isnull().any(axis=1)].groupby(\"Country\").size()\n",
+    "print(\"Rows with missing data per country:\\n\", missing_by_country)\n",
+    "\n",
+    "# Trim whitespace and convert country names to title case\n",
+    "df[\"Country\"] = df[\"Country\"].str.strip().str.title()\n",
+    "\n",
+    "# Ensure 'Year' column is of integer type\n",
+    "df[\"Year\"] = df[\"Year\"].astype(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "465e379b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Electricity Installed Capacity (MW)</th>\n",
+       "      <th>Conflict Phase</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>26.927</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Oil</td>\n",
+       "      <td>Oil</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>2.798</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>191.500</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>26.927</td>\n",
+       "      <td>active-conflict</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Region     Sub-region      Country ISO3 code         RE or Non-RE  \\\n",
+       "0   Asia  Southern Asia  Afghanistan       AFG  Total Non-Renewable   \n",
+       "1   Asia  Southern Asia  Afghanistan       AFG  Total Non-Renewable   \n",
+       "2   Asia  Southern Asia  Afghanistan       AFG      Total Renewable   \n",
+       "3   Asia  Southern Asia  Afghanistan       AFG      Total Renewable   \n",
+       "4   Asia  Southern Asia  Afghanistan       AFG  Total Non-Renewable   \n",
+       "\n",
+       "                    Group Technology            Technology  \\\n",
+       "0                       Fossil fuels   Fossil fuels n.e.s.   \n",
+       "1                       Fossil fuels                   Oil   \n",
+       "2  Hydropower (excl. Pumped Storage)  Renewable hydropower   \n",
+       "3  Hydropower (excl. Pumped Storage)  Renewable hydropower   \n",
+       "4                       Fossil fuels   Fossil fuels n.e.s.   \n",
+       "\n",
+       "         Sub-Technology         Producer Type  Year  \\\n",
+       "0   Fossil fuels n.e.s.  Off-grid electricity  2000   \n",
+       "1                   Oil   On-grid electricity  2000   \n",
+       "2  Renewable hydropower  Off-grid electricity  2000   \n",
+       "3  Renewable hydropower   On-grid electricity  2000   \n",
+       "4   Fossil fuels n.e.s.  Off-grid electricity  2001   \n",
+       "\n",
+       "   Electricity Installed Capacity (MW)   Conflict Phase  \n",
+       "0                               26.927     pre-conflict  \n",
+       "1                                2.798     pre-conflict  \n",
+       "2                                0.003     pre-conflict  \n",
+       "3                              191.500     pre-conflict  \n",
+       "4                               26.927  active-conflict  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 5. Sort the dataframe by Country and Year\n",
+    "df = df.sort_values(by=[\"Country\", \"Year\"]).reset_index(drop=True)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4928da2f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Region     Sub-region      Country ISO3 code     RE or Non-RE  \\\n",
+      "40   Asia  Southern Asia  Afghanistan       AFG  Total Renewable   \n",
+      "45   Asia  Southern Asia  Afghanistan       AFG  Total Renewable   \n",
+      "50   Asia  Southern Asia  Afghanistan       AFG  Total Renewable   \n",
+      "55   Asia  Southern Asia  Afghanistan       AFG  Total Renewable   \n",
+      "61   Asia  Southern Asia  Afghanistan       AFG  Total Renewable   \n",
+      "\n",
+      "   Group Technology          Technology               Sub-Technology  \\\n",
+      "40     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+      "45     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+      "50     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+      "55     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+      "61     Solar energy  Solar photovoltaic  Off-grid Solar photovoltaic   \n",
+      "\n",
+      "           Producer Type  Year  Electricity Installed Capacity (MW)  \\\n",
+      "40  Off-grid electricity  2009                                0.002   \n",
+      "45  Off-grid electricity  2010                                0.102   \n",
+      "50  Off-grid electricity  2011                                0.120   \n",
+      "55  Off-grid electricity  2012                               16.122   \n",
+      "61  Off-grid electricity  2013                               16.843   \n",
+      "\n",
+      "     Conflict Phase  \n",
+      "40  active-conflict  \n",
+      "45  active-conflict  \n",
+      "50  active-conflict  \n",
+      "55  active-conflict  \n",
+      "61  active-conflict  \n",
+      "Region                                 0\n",
+      "Sub-region                             0\n",
+      "Country                                0\n",
+      "ISO3 code                              0\n",
+      "RE or Non-RE                           0\n",
+      "Group Technology                       0\n",
+      "Technology                             0\n",
+      "Sub-Technology                         0\n",
+      "Producer Type                          0\n",
+      "Year                                   0\n",
+      "Electricity Installed Capacity (MW)    0\n",
+      "Conflict Phase                         0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 6. SOLAR ENERGY DATAFRAME\n",
+    "solar_df = df[\n",
+    "    df[\"RE or Non-RE\"].str.contains(\"Total Renewable\", case=False, na=False)\n",
+    "    & df[\"Group Technology\"].str.contains(\"Solar energy\", case=False, na=False)\n",
+    "].copy()\n",
+    "\n",
+    "print(solar_df.head())\n",
+    "print(solar_df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "3ff3126c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Conflict Phase              active-conflict  post-conflict  pre-conflict\n",
+      "Country                                                                 \n",
+      "Afghanistan                         292.010        160.428         0.000\n",
+      "Ethiopia                             62.552         42.738        75.132\n",
+      "Iraq                                175.500        273.032         0.000\n",
+      "Libya                                39.341         29.332        15.600\n",
+      "South Sudan                           9.933         53.394         0.000\n",
+      "Sudan (The)                         713.516          0.000         0.009\n",
+      "Syrian Arab Republic (The)          228.493          0.000         0.000\n",
+      "Ukraine                           48770.376          0.000      1310.700\n",
+      "Yemen                              2236.023          0.000         2.369\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 7. Solar Energy Analysis\n",
+    "# Group by Country and Conflict Phase, summing total installed capacity\n",
+    "solar_by_phase = (\n",
+    "    solar_df.groupby([\"Country\", \"Conflict Phase\"])[\n",
+    "        \"Electricity Installed Capacity (MW)\"\n",
+    "    ]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "#  Pivot for cleaner comparison\n",
+    "solar_pivot = solar_by_phase.pivot(\n",
+    "    index=\"Country\",\n",
+    "    columns=\"Conflict Phase\",\n",
+    "    values=\"Electricity Installed Capacity (MW)\",\n",
+    ").fillna(0)\n",
+    "\n",
+    "print(solar_pivot)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dfbb80f3",
+   "metadata": {},
+   "source": [
+    "**Summary Insights: Active-Conflict Period**\n",
+    "\n",
+    "| Type                    | Countries                    | Insight                                                                  |\n",
+    "| ----------------------- | ---------------------------- | ------------------------------------------------------------------------ |\n",
+    "| **High solar adoption** | Ukraine, Yemen, Sudan        | Solar grew **despite or because of conflict** due to necessity or policy |\n",
+    "| **Moderate adoption**   | Iraq, Afghanistan, Syria     | Maintained solar investment **during instability**                       |\n",
+    "| **Low adoption**        | Ethiopia, Libya, South Sudan | Conflict **disrupted infrastructure or investment capacity**             |\n",
+    "\n",
+    "**Summary Insights: Post-Conflict Period**\n",
+    "\n",
+    "| Type                    | Countries                      | Insight                                                                                                                |\n",
+    "| ----------------------- | ------------------------------ | ---------------------------------------------------------------------------------------------------------------------- |\n",
+    "| **High solar adoption** | Iraq, South Sudan, Afghanistan | Post-conflict recovery likely **boosted energy investments**, often with **international aid** or reconstruction plans |\n",
+    "| **Moderate adoption**   | Ethiopia, Libya                | Gradual solar growth, possibly **limited by fragile governance or slow economic recovery**                             |\n",
+    "| **Low/no adoption**     | Sudan, Syria, Ukraine, Yemen   | **Ongoing instability** -  so no data                 |\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "526657c3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1800x1500 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 8. Visualizing Solar Energy by Conflict Phase\n",
+    "solar_by_phase_year = (\n",
+    "    solar_df.groupby([\"Country\", \"Conflict Phase\", \"Year\"])[\n",
+    "        \"Electricity Installed Capacity (MW)\"\n",
+    "    ]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Custom colors for conflict phases\n",
+    "phase_colors = {\n",
+    "    \"pre-conflict\": \"#8ecae6\",\n",
+    "    \"active-conflict\": \"#ff6b6b\",\n",
+    "    \"post-conflict\": \"#90be6d\",\n",
+    "    \"transitional\": \"#f9c74f\",\n",
+    "}\n",
+    "\n",
+    "countries = solar_by_phase_year[\"Country\"].unique()\n",
+    "num_countries = len(countries)\n",
+    "\n",
+    "# Set up subplots: 3 countries per row\n",
+    "ncols = 3\n",
+    "nrows = (num_countries + ncols - 1) // ncols\n",
+    "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(18, 5 * nrows), sharex=True)\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for idx, country in enumerate(countries):\n",
+    "    ax = axes[idx]\n",
+    "    subset = solar_by_phase_year[solar_by_phase_year[\"Country\"] == country]\n",
+    "\n",
+    "    for phase in subset[\"Conflict Phase\"].unique():\n",
+    "        phase_data = subset[subset[\"Conflict Phase\"] == phase]\n",
+    "        ax.plot(\n",
+    "            phase_data[\"Year\"],\n",
+    "            phase_data[\"Electricity Installed Capacity (MW)\"],\n",
+    "            label=phase,\n",
+    "            color=phase_colors.get(phase, \"#999999\"),  # default gray if not in dict\n",
+    "            marker=\"o\",\n",
+    "        )\n",
+    "\n",
+    "    ax.set_title(f\"{country}\", fontsize=14, fontweight=\"bold\")\n",
+    "    ax.set_ylabel(\"Capacity (MW)\", fontsize=10)\n",
+    "    ax.grid(True)\n",
+    "    ax.legend(fontsize=9)\n",
+    "\n",
+    "# Hide unused subplots\n",
+    "for j in range(idx + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "plt.xlabel(\"Year\", fontsize=12)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "204095dc",
+   "metadata": {},
+   "source": [
+    "| Archetype                        | Countries                                       | Key Traits                                                     |\n",
+    "| -------------------------------- | ----------------------------------------------- | -------------------------------------------------------------- |\n",
+    "| **Conflict-Fueled Growth**       | Ukraine, Yemen, Syria, Sudan                    | Surging solar adoption during crisis; energy independence push |\n",
+    "| **Recovery-Driven Growth**       | Iraq, South Sudan, Afghanistan                  | Modest conflict-period adoption, rising sharply post-conflict  |\n",
+    "| **Growth Stalled Post-Conflict** | Ukraine (dip), Yemen (plateau), Syria (no data) | Halts due to ongoing challenges and active conflict            |\n",
+    "| **Fragile, Flat Growth**         | Libya, Ethiopia                                 | Limited adoption in all phases; needs stability & investment   |\n",
+    "\n",
+    "**Key Finding:**\n",
+    "> The visual patterns confirm that solar energy plays different roles depending on conflict context: as a lifeline during chaos, a tool for recovery, or a missed opportunity where instability lingers.\n",
+    "Countries that harnessed the urgency of conflict to invest in solar (e.g., Ukraine, Yemen) saw rapid expansion — but sustaining that growth post-conflict depends on political stability, institutional readiness, and external support continuity."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d7efa8b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 9. Average Installed Capacity (Total Renewable) by Conflict Phase\n",
+    "\n",
+    "# === Filter for Total Renewable energy only ===\n",
+    "total_renewable_df = df[df[\"RE or Non-RE\"].str.lower() == \"total renewable\"]\n",
+    "\n",
+    "# === Define consistent conflict phase color palette ===\n",
+    "phase_colors = {\n",
+    "    \"pre-conflict\": \"#8ecae6\",\n",
+    "    \"active-conflict\": \"#ff6b6b\",\n",
+    "    \"post-conflict\": \"#90be6d\",\n",
+    "    \"transitional\": \"#f9c74f\",\n",
+    "}\n",
+    "\n",
+    "# === Split into Ukraine and Others ===\n",
+    "ukraine_df = total_renewable_df[total_renewable_df[\"Country\"] == \"Ukraine\"]\n",
+    "others_df = total_renewable_df[total_renewable_df[\"Country\"] != \"Ukraine\"]\n",
+    "\n",
+    "\n",
+    "# === Group and pivot ===\n",
+    "def group_and_pivot(df):\n",
+    "    grouped = (\n",
+    "        df.groupby([\"Country\", \"Conflict Phase\"])[\"Electricity Installed Capacity (MW)\"]\n",
+    "        .mean()\n",
+    "        .unstack(fill_value=0)\n",
+    "        .reindex(\n",
+    "            columns=[\n",
+    "                \"pre-conflict\",\n",
+    "                \"active-conflict\",\n",
+    "                \"post-conflict\",\n",
+    "                \"transitional\",\n",
+    "            ],\n",
+    "            fill_value=0,\n",
+    "        )\n",
+    "    )\n",
+    "    return grouped\n",
+    "\n",
+    "\n",
+    "ukraine_grouped = group_and_pivot(ukraine_df)\n",
+    "others_grouped = group_and_pivot(others_df)\n",
+    "\n",
+    "# === Plotting ===\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(16, 6), gridspec_kw={\"width_ratios\": [1, 2]})\n",
+    "\n",
+    "# Plot Ukraine\n",
+    "ukraine_grouped.plot(\n",
+    "    kind=\"bar\",\n",
+    "    stacked=True,\n",
+    "    color=[phase_colors[phase] for phase in ukraine_grouped.columns],\n",
+    "    edgecolor=\"white\",\n",
+    "    linewidth=0.7,\n",
+    "    ax=axes[0],\n",
+    ")\n",
+    "axes[0].set_title(\"Ukraine – Total Renewable Capacity\", fontsize=14, weight=\"bold\")\n",
+    "axes[0].set_ylabel(\"Avg Installed Capacity (MW)\")\n",
+    "axes[0].tick_params(axis=\"x\", rotation=0)\n",
+    "axes[0].legend(title=\"Conflict Phase\")\n",
+    "axes[0].grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n",
+    "axes[0].set_facecolor(\"#f9f9f9\")\n",
+    "\n",
+    "# Plot Other Countries\n",
+    "others_grouped.plot(\n",
+    "    kind=\"bar\",\n",
+    "    stacked=True,\n",
+    "    color=[phase_colors[phase] for phase in others_grouped.columns],\n",
+    "    edgecolor=\"white\",\n",
+    "    linewidth=0.7,\n",
+    "    ax=axes[1],\n",
+    ")\n",
+    "axes[1].set_title(\n",
+    "    \"Other Conflict Countries – Total Renewable Capacity\", fontsize=14, weight=\"bold\"\n",
+    ")\n",
+    "axes[1].set_ylabel(\"Avg Installed Capacity (MW)\")\n",
+    "axes[1].tick_params(axis=\"x\", rotation=45)\n",
+    "axes[1].legend(title=\"Conflict Phase\")\n",
+    "axes[1].grid(axis=\"y\", linestyle=\"--\", alpha=0.3)\n",
+    "axes[1].set_facecolor(\"#f9f9f9\")\n",
+    "\n",
+    "fig.suptitle(\n",
+    "    \"Average Installed Capacity (Total Renewable) by Conflict Phase\",\n",
+    "    fontsize=16,\n",
+    "    weight=\"bold\",\n",
+    ")\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# ----------------------------------------------------------------------------"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e467411a",
+   "metadata": {},
+   "source": [
+    "| Aspect                        | Observation                                    |\n",
+    "| ----------------------------- | ---------------------------------------------- |\n",
+    "| **Ukraine**                   | Massive solar growth during active-conflict    |\n",
+    "| **Other countries**           | Low to moderate capacity, rarely >2000 MW      |\n",
+    "| **Conflict phase trend**      | Active-conflict phase leads in renewable energy expansion |\n",
+    "| **Post-conflict development** | Uneven and limited across most cases           |\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "0aa16cbf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 10. Average Solar PV Capacity by Conflict Phase (with and without Ukraine)\n",
+    "# Group with Ukraine\n",
+    "avg_with_ukraine = (\n",
+    "    solar_df.groupby(\"Conflict Phase\")[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .mean()\n",
+    "    .sort_index()\n",
+    ")\n",
+    "\n",
+    "# Group without Ukraine\n",
+    "filtered_df = solar_df[solar_df[\"Country\"] != \"Ukraine\"]\n",
+    "avg_without_ukraine = (\n",
+    "    filtered_df.groupby(\"Conflict Phase\")[\"Electricity Installed Capacity (MW)\"]\n",
+    "    .mean()\n",
+    "    .sort_index()\n",
+    ")\n",
+    "\n",
+    "# Plot side-by-side\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 6), sharey=True)\n",
+    "\n",
+    "# Plot with Ukraine\n",
+    "axes[0].bar(\n",
+    "    avg_with_ukraine.index,\n",
+    "    avg_with_ukraine.values,\n",
+    "    color=[phase_colors.get(phase, \"#999999\") for phase in avg_with_ukraine.index],\n",
+    "    edgecolor=\"black\",\n",
+    ")\n",
+    "axes[0].set_title(\"With Ukraine\", fontsize=14, weight=\"bold\")\n",
+    "axes[0].set_ylabel(\"Avg Installed Capacity (MW)\")\n",
+    "axes[0].tick_params(axis=\"x\", rotation=45)\n",
+    "\n",
+    "# Plot without Ukraine\n",
+    "axes[1].bar(\n",
+    "    avg_without_ukraine.index,\n",
+    "    avg_without_ukraine.values,\n",
+    "    color=[phase_colors.get(phase, \"#999999\") for phase in avg_without_ukraine.index],\n",
+    "    edgecolor=\"black\",\n",
+    ")\n",
+    "axes[1].set_title(\"Excluding Ukraine\", fontsize=14, weight=\"bold\")\n",
+    "axes[1].tick_params(axis=\"x\", rotation=45)\n",
+    "\n",
+    "fig.suptitle(\"Average Solar PV Capacity by Conflict Phase\", fontsize=16, weight=\"bold\")\n",
+    "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "9fedabe2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 11. Visualizing Solar Capacity by Conflict Phase\n",
+    "\n",
+    "# Ensure consistent column order\n",
+    "ordered_phases = [\"pre-conflict\", \"active-conflict\", \"post-conflict\", \"transitional\"]\n",
+    "existing_phases = [phase for phase in ordered_phases if phase in solar_pivot.columns]\n",
+    "solar_pivot = solar_pivot[existing_phases]\n",
+    "\n",
+    "# Split the data\n",
+    "ukraine_only = solar_pivot.loc[solar_pivot.index == \"Ukraine\"]\n",
+    "others_only = solar_pivot.loc[solar_pivot.index != \"Ukraine\"]\n",
+    "\n",
+    "# Create subplots\n",
+    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
+    "\n",
+    "# Chart 1: Other countries\n",
+    "others_only.plot(\n",
+    "    kind=\"bar\",\n",
+    "    stacked=True,\n",
+    "    ax=axes[0],\n",
+    "    color=[phase_colors[phase] for phase in others_only.columns],\n",
+    ")\n",
+    "axes[0].set_title(\n",
+    "    \"Installed Solar Capacity by Conflict Phase\\n(Excluding Ukraine)\",\n",
+    "    fontsize=13,\n",
+    "    weight=\"bold\",\n",
+    ")\n",
+    "axes[0].set_ylabel(\"Installed Capacity (MW)\")\n",
+    "axes[0].set_xlabel(\"Country\")\n",
+    "axes[0].tick_params(axis=\"x\", rotation=45)\n",
+    "axes[0].legend(title=\"Conflict Phase\")\n",
+    "axes[0].grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
+    "\n",
+    "# Chart 2: Ukraine only\n",
+    "ukraine_only.plot(\n",
+    "    kind=\"bar\",\n",
+    "    stacked=True,\n",
+    "    ax=axes[1],\n",
+    "    color=[phase_colors[phase] for phase in ukraine_only.columns],\n",
+    ")\n",
+    "axes[1].set_title(\n",
+    "    \"Installed Solar Capacity by Conflict Phase\\n(Ukraine)\", fontsize=13, weight=\"bold\"\n",
+    ")\n",
+    "axes[1].set_ylabel(\"Installed Capacity (MW)\")\n",
+    "axes[1].set_xlabel(\"Country\")\n",
+    "axes[1].tick_params(axis=\"x\", rotation=0)\n",
+    "axes[1].legend(title=\"Conflict Phase\")\n",
+    "axes[1].grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
+    "\n",
+    "# Overall layout\n",
+    "fig.suptitle(\"Average Solar PV Capacity by Conflict Phase\", fontsize=16, weight=\"bold\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "50d9def1",
+   "metadata": {},
+   "source": [
+    "| Aspect                    | Observation                                                           |\n",
+    "| ------------------------- | --------------------------------------------------------------------- |\n",
+    "| **Ukraine**               | Massive solar capacity (50,000 MW) during active-conflict             |\n",
+    "| **Other countries**       | Generally low capacity (<1000 MW)                                     |\n",
+    "| **Active-conflict phase** | Dominant growth phase for most countries                              |\n",
+    "| **Post-conflict phase**   | Uneven growth; some countries recover, others remain stagnant because others still active with ongoing instabilities and not have post-conflict periods and others adoption increases        |\n",
+    "| **Pre-conflict phase**    | Least development, suggesting solar wasn’t a priority before conflict because of the lack of teh years from 2000 as war started early 2000s  |\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "8dc1d08b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Solar Capacity Impact Analysis by Conflict Phase (Excluding Ukraine)\n",
+      "======================================================================\n",
+      "Analyzing 6 countries with solar data\n",
+      "\n",
+      "SUMMARY TABLE: Solar Capacity Impact by Conflict Phase\n",
+      "===========================================================================\n",
+      "Country                   Pre-Conflict Conflict     Post-Conflict Trend       \n",
+      "---------------------------------------------------------------------------\n",
+      "Iraq                      0.0          11.7         39.0          Recovery    \n",
+      "Afghanistan               0.0          13.9         53.5          Recovery    \n",
+      "Libya                     1.4          4.9          7.3           Increased   \n",
+      "Yemen                     0.2          203.3        0.0           Increased   \n",
+      "Ethiopia                  3.8          20.9         21.4          Increased   \n",
+      "South Sudan               0.0          1.2          13.3          Recovery    \n",
+      "\n",
+      "ANALYSIS BY TREND CATEGORY\n",
+      "========================================\n",
+      "\n",
+      "RECOVERY (3 countries):\n",
+      "  • Iraq: 0.0 → 11.7 → 39.0 MW\n",
+      "  • Afghanistan: 0.0 → 13.9 → 53.5 MW\n",
+      "  • South Sudan: 0.0 → 1.2 → 13.3 MW\n",
+      "\n",
+      "INCREASED (3 countries):\n",
+      "  • Libya: 1.4 → 4.9 → 7.3 MW\n",
+      "  • Yemen: 0.2 → 203.3 → 0.0 MW\n",
+      "  • Ethiopia: 3.8 → 20.9 → 21.4 MW\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x1200 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "======================================================================\n",
+      "SEPARATE ANALYSIS: UKRAINE\n",
+      "======================================================================\n",
+      "Ukraine Solar Capacity Analysis:\n",
+      "  Pre-Conflict (2000-2013): 93.6 MW average annually\n",
+      "  Active Conflict (2014-2024): 4433.7 MW average annually\n",
+      "  Change during conflict: +4635.7%\n",
+      "  Trend: INCREASED - Remarkable growth despite ongoing conflict\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Ukraine Context:\n",
+      "  • Ukraine represents a unique case of ongoing conflict (2014-present)\n",
+      "  • Unlike other countries, Ukraine has no post-conflict period yet\n",
+      "  • This makes it distinct from countries with complete conflict cycles\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 12. Solar Capacity Impact Analysis by Conflict Phase\n",
+    "\n",
+    "# Your conflict phase definitions\n",
+    "conflict_phases = {\n",
+    "    \"Iraq\": {\n",
+    "        \"pre-conflict\": range(2000, 2003),\n",
+    "        \"active-conflict\": range(2003, 2018),\n",
+    "        \"post-conflict\": range(2018, 2025),\n",
+    "    },\n",
+    "    \"Afghanistan\": {\n",
+    "        \"pre-conflict\": range(2000, 2001),\n",
+    "        \"active-conflict\": range(2001, 2022),\n",
+    "        \"post-conflict\": range(2022, 2025),\n",
+    "    },\n",
+    "    \"Libya\": {\n",
+    "        \"pre-conflict\": range(2000, 2011),\n",
+    "        \"active-conflict\": [2011] + list(range(2014, 2021)),\n",
+    "        \"transitional\": range(2012, 2014),\n",
+    "        \"post-conflict\": range(2021, 2025),\n",
+    "    },\n",
+    "    \"Yemen\": {\n",
+    "        \"pre-conflict\": range(2000, 2014),\n",
+    "        \"active-conflict\": range(2014, 2025),\n",
+    "    },\n",
+    "    \"Ukraine\": {\n",
+    "        \"pre-conflict\": range(2000, 2014),\n",
+    "        \"active-conflict\": range(2014, 2025),\n",
+    "    },\n",
+    "    \"Ethiopia\": {\n",
+    "        \"pre-conflict\": range(2000, 2020),\n",
+    "        \"active-conflict\": range(2020, 2023),\n",
+    "        \"post-conflict\": range(2023, 2025),\n",
+    "    },\n",
+    "    \"South Sudan\": {\n",
+    "        \"pre-conflict\": range(2000, 2012),\n",
+    "        \"active-conflict\": range(2013, 2021),\n",
+    "        \"post-conflict\": range(2021, 2025),\n",
+    "        \"transitional\": [2012],\n",
+    "    },\n",
+    "    \"Sudan (the)\": {\n",
+    "        \"pre-conflict\": range(2000, 2003),\n",
+    "        \"active-conflict\": list(range(2003, 2006))\n",
+    "        + list(range(2019, 2022))\n",
+    "        + list(range(2023, 2025)),\n",
+    "        \"transitional\": list(range(2006, 2019)) + [2022],\n",
+    "    },\n",
+    "    \"Syrian Arab Republic (the)\": {\n",
+    "        \"pre-conflict\": range(2000, 2011),\n",
+    "        \"active-conflict\": range(2011, 2025),\n",
+    "    },\n",
+    "}\n",
+    "\n",
+    "# Filter to only solar type if needed\n",
+    "if \"Type\" in solar_df.columns:\n",
+    "    solar_df = solar_df[solar_df[\"Type\"].str.lower() == \"solar\"].copy()\n",
+    "\n",
+    "# Ensure required columns exist\n",
+    "required_columns = [\"Country\", \"Year\", \"Electricity Installed Capacity (MW)\"]\n",
+    "missing_columns = [col for col in required_columns if col not in solar_df.columns]\n",
+    "if missing_columns:\n",
+    "    raise ValueError(f\"Missing required columns: {missing_columns}\")\n",
+    "\n",
+    "\n",
+    "# Calculate average capacity per year for each country and phase\n",
+    "def calculate_phase_averages(country_data, country_name):\n",
+    "    \"\"\"Calculate average annual capacity for each phase of a country\"\"\"\n",
+    "    if country_name not in conflict_phases:\n",
+    "        return {}\n",
+    "\n",
+    "    phases = conflict_phases[country_name]\n",
+    "    averages = {}\n",
+    "\n",
+    "    for phase, years in phases.items():\n",
+    "        if isinstance(years, range):\n",
+    "            year_list = list(years)\n",
+    "        else:\n",
+    "            year_list = list(years)\n",
+    "\n",
+    "        # Get data for this phase\n",
+    "        phase_data = country_data[country_data[\"Year\"].isin(year_list)]\n",
+    "\n",
+    "        if len(phase_data) > 0 and len(year_list) > 0:\n",
+    "            # Calculate average annual capacity\n",
+    "            total_capacity = phase_data[\"Electricity Installed Capacity (MW)\"].sum()\n",
+    "            num_years = len(year_list)\n",
+    "            averages[phase] = total_capacity / num_years\n",
+    "        else:\n",
+    "            averages[phase] = 0.0\n",
+    "\n",
+    "    return averages\n",
+    "\n",
+    "\n",
+    "# Get available countries (exclude Ukraine from main analysis)\n",
+    "conflict_countries = list(conflict_phases.keys())\n",
+    "available_countries = [\n",
+    "    c\n",
+    "    for c in conflict_countries\n",
+    "    if c in solar_df[\"Country\"].unique() and c != \"Ukraine\"\n",
+    "]\n",
+    "\n",
+    "print(\"Solar Capacity Impact Analysis by Conflict Phase (Excluding Ukraine)\")\n",
+    "print(\"=\" * 70)\n",
+    "print(f\"Analyzing {len(available_countries)} countries with solar data\")\n",
+    "print()\n",
+    "\n",
+    "# Create summary table data\n",
+    "summary_data = []\n",
+    "\n",
+    "for country in available_countries:\n",
+    "    country_data = solar_df[solar_df[\"Country\"] == country].copy()\n",
+    "\n",
+    "    if len(country_data) > 0:\n",
+    "        averages = calculate_phase_averages(country_data, country)\n",
+    "\n",
+    "        # Get the three main phases\n",
+    "        pre_avg = averages.get(\"pre-conflict\", 0)\n",
+    "        active_avg = averages.get(\"active-conflict\", 0)\n",
+    "        post_avg = averages.get(\"post-conflict\", 0)\n",
+    "\n",
+    "        # Determine trend with better logic\n",
+    "        trend = \"No Data\"\n",
+    "\n",
+    "        if pre_avg > 0 and active_avg > 0:\n",
+    "            if post_avg > 0:\n",
+    "                # All three phases available\n",
+    "                pre_to_active_change = (\n",
+    "                    (active_avg - pre_avg) / pre_avg if pre_avg > 0 else 0\n",
+    "                )\n",
+    "                active_to_post_change = (\n",
+    "                    (post_avg - active_avg) / active_avg if active_avg > 0 else 0\n",
+    "                )\n",
+    "\n",
+    "                if pre_to_active_change < -0.3:  # 30% drop threshold\n",
+    "                    if active_to_post_change > 0.3:  # 30% recovery threshold\n",
+    "                        trend = \"Recovery\"\n",
+    "                    else:\n",
+    "                        trend = \"Drop\"\n",
+    "                elif pre_to_active_change > 0.3:  # 30% increase threshold\n",
+    "                    trend = \"Increased\"\n",
+    "                else:\n",
+    "                    trend = \"Stable\"\n",
+    "            else:\n",
+    "                # Only pre and active available\n",
+    "                change = (active_avg - pre_avg) / pre_avg if pre_avg > 0 else 0\n",
+    "                if change < -0.3:\n",
+    "                    trend = \"Drop\"\n",
+    "                elif change > 0.3:\n",
+    "                    trend = \"Increased\"\n",
+    "                else:\n",
+    "                    trend = \"Stable\"\n",
+    "        elif active_avg > 0 and post_avg > 0:\n",
+    "            # Only active and post available\n",
+    "            change = (post_avg - active_avg) / active_avg if active_avg > 0 else 0\n",
+    "            if change > 0.3:\n",
+    "                trend = \"Recovery\"\n",
+    "            elif change < -0.3:\n",
+    "                trend = \"Collapse\"\n",
+    "            else:\n",
+    "                trend = \"Stable\"\n",
+    "\n",
+    "        summary_data.append(\n",
+    "            {\n",
+    "                \"Country\": country,\n",
+    "                \"Pre-Conflict Avg (MW)\": round(pre_avg, 1),\n",
+    "                \"Conflict Avg (MW)\": round(active_avg, 1),\n",
+    "                \"Post-Conflict Avg (MW)\": round(post_avg, 1),\n",
+    "                \"Trend\": trend,\n",
+    "            }\n",
+    "        )\n",
+    "\n",
+    "# Create DataFrame for summary table\n",
+    "summary_df = pd.DataFrame(summary_data)\n",
+    "\n",
+    "# Display the summary table\n",
+    "if not summary_df.empty:\n",
+    "    print(\"SUMMARY TABLE: Solar Capacity Impact by Conflict Phase\")\n",
+    "    print(\"=\" * 75)\n",
+    "    print(\n",
+    "        f\"{'Country':<25} {'Pre-Conflict':<12} {'Conflict':<12} {'Post-Conflict':<13} {'Trend':<12}\"\n",
+    "    )\n",
+    "    print(\"-\" * 75)\n",
+    "\n",
+    "    for _, row in summary_df.iterrows():\n",
+    "        country_short = row[\"Country\"][:24]  # Truncate long names\n",
+    "        print(\n",
+    "            f\"{country_short:<25} {row['Pre-Conflict Avg (MW)']:<12.1f} \"\n",
+    "            f\"{row['Conflict Avg (MW)']:<12.1f} {row['Post-Conflict Avg (MW)']:<13.1f} \"\n",
+    "            f\"{row['Trend']:<12}\"\n",
+    "        )\n",
+    "\n",
+    "    print()\n",
+    "\n",
+    "    # Categorize countries by trend\n",
+    "    trend_categories = {\n",
+    "        \"Drop\": [],\n",
+    "        \"Recovery\": [],\n",
+    "        \"Increased\": [],\n",
+    "        \"Stable\": [],\n",
+    "        \"Collapse\": [],\n",
+    "    }\n",
+    "\n",
+    "    for _, row in summary_df.iterrows():\n",
+    "        trend = row[\"Trend\"]\n",
+    "        if trend in trend_categories:\n",
+    "            trend_categories[trend].append(row[\"Country\"])\n",
+    "\n",
+    "    print(\"ANALYSIS BY TREND CATEGORY\")\n",
+    "    print(\"=\" * 40)\n",
+    "    for trend, countries in trend_categories.items():\n",
+    "        if countries:\n",
+    "            print(f\"\\n{trend.upper()} ({len(countries)} countries):\")\n",
+    "            for country in countries:\n",
+    "                row = summary_df[summary_df[\"Country\"] == country].iloc[0]\n",
+    "                print(\n",
+    "                    f\"  • {country}: {row['Pre-Conflict Avg (MW)']:.1f} → \"\n",
+    "                    f\"{row['Conflict Avg (MW)']:.1f} → {row['Post-Conflict Avg (MW)']:.1f} MW\"\n",
+    "                )\n",
+    "\n",
+    "    # Create visualization only if we have data\n",
+    "    if len(summary_df) > 0:\n",
+    "        fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(16, 12))\n",
+    "\n",
+    "        # Plot 1: Bar chart comparing averages\n",
+    "        countries_to_plot = summary_df[\"Country\"].tolist()\n",
+    "        pre_values = summary_df[\"Pre-Conflict Avg (MW)\"].tolist()\n",
+    "        conflict_values = summary_df[\"Conflict Avg (MW)\"].tolist()\n",
+    "        post_values = summary_df[\"Post-Conflict Avg (MW)\"].tolist()\n",
+    "\n",
+    "        x = np.arange(len(countries_to_plot))\n",
+    "        width = 0.25\n",
+    "\n",
+    "        ax1.bar(\n",
+    "            x - width,\n",
+    "            pre_values,\n",
+    "            width,\n",
+    "            label=\"Pre-Conflict\",\n",
+    "            color=\"#8ecae6\",\n",
+    "            alpha=0.8,\n",
+    "        )\n",
+    "        ax1.bar(\n",
+    "            x,\n",
+    "            conflict_values,\n",
+    "            width,\n",
+    "            label=\"Active Conflict\",\n",
+    "            color=\"#ff6b6b\",\n",
+    "            alpha=0.8,\n",
+    "        )\n",
+    "        ax1.bar(\n",
+    "            x + width,\n",
+    "            post_values,\n",
+    "            width,\n",
+    "            label=\"Post-Conflict\",\n",
+    "            color=\"#90be6d\",\n",
+    "            alpha=0.8,\n",
+    "        )\n",
+    "\n",
+    "        ax1.set_title(\n",
+    "            \"Average Annual Solar Capacity by Phase\", fontsize=14, fontweight=\"bold\"\n",
+    "        )\n",
+    "        ax1.set_ylabel(\"Average Capacity (MW)\")\n",
+    "        ax1.set_xticks(x)\n",
+    "        ax1.set_xticklabels(\n",
+    "            [c[:10] + \"...\" if len(c) > 10 else c for c in countries_to_plot],\n",
+    "            rotation=45,\n",
+    "            ha=\"right\",\n",
+    "        )\n",
+    "        ax1.legend()\n",
+    "        ax1.grid(True, alpha=0.3, axis=\"y\")\n",
+    "\n",
+    "        # Plot 2: Trend distribution\n",
+    "        trend_counts = summary_df[\"Trend\"].value_counts()\n",
+    "        colors = [\"#ff6b6b\", \"#90be6d\", \"#ffd166\", \"#8ecae6\", \"#ff8fab\"]\n",
+    "\n",
+    "        if not trend_counts.empty:\n",
+    "            ax2.pie(\n",
+    "                trend_counts.values,\n",
+    "                labels=trend_counts.index,\n",
+    "                autopct=\"%1.1f%%\",\n",
+    "                colors=colors[: len(trend_counts)],\n",
+    "            )\n",
+    "            ax2.set_title(\n",
+    "                \"Distribution of Conflict Impact Trends\", fontsize=14, fontweight=\"bold\"\n",
+    "            )\n",
+    "\n",
+    "        # Plot 3: Scatter plot - Pre vs Conflict\n",
+    "        if len(pre_values) > 0 and len(conflict_values) > 0:\n",
+    "            scatter_colors = []\n",
+    "            for t in summary_df[\"Trend\"]:\n",
+    "                if t == \"Drop\":\n",
+    "                    scatter_colors.append(\"#ff6b6b\")\n",
+    "                elif t == \"Recovery\":\n",
+    "                    scatter_colors.append(\"#90be6d\")\n",
+    "                elif t == \"Increased\":\n",
+    "                    scatter_colors.append(\"#ffd166\")\n",
+    "                else:\n",
+    "                    scatter_colors.append(\"#8ecae6\")\n",
+    "\n",
+    "            ax3.scatter(pre_values, conflict_values, c=scatter_colors, alpha=0.7, s=100)\n",
+    "\n",
+    "            max_val = max(\n",
+    "                max(pre_values) if pre_values else [0],\n",
+    "                max(conflict_values) if conflict_values else [0],\n",
+    "            )\n",
+    "            if max_val > 0:\n",
+    "                ax3.plot(\n",
+    "                    [0, max_val], [0, max_val], \"k--\", alpha=0.5, label=\"No Change Line\"\n",
+    "                )\n",
+    "\n",
+    "            ax3.set_xlabel(\"Pre-Conflict Avg (MW)\")\n",
+    "            ax3.set_ylabel(\"Conflict Avg (MW)\")\n",
+    "            ax3.set_title(\n",
+    "                \"Pre-Conflict vs Conflict Period\", fontsize=14, fontweight=\"bold\"\n",
+    "            )\n",
+    "            ax3.grid(True, alpha=0.3)\n",
+    "\n",
+    "            # Add country labels to scatter plot\n",
+    "            for i, country in enumerate(countries_to_plot):\n",
+    "                if i < len(pre_values) and i < len(conflict_values):\n",
+    "                    ax3.annotate(\n",
+    "                        country[:8],\n",
+    "                        (pre_values[i], conflict_values[i]),\n",
+    "                        xytext=(5, 5),\n",
+    "                        textcoords=\"offset points\",\n",
+    "                        fontsize=8,\n",
+    "                    )\n",
+    "\n",
+    "        # Plot 4: Change patterns\n",
+    "        for i, country in enumerate(countries_to_plot):\n",
+    "            phases = [\"Pre\", \"Conflict\", \"Post\"]\n",
+    "            values = [pre_values[i], conflict_values[i], post_values[i]]\n",
+    "\n",
+    "            # Only plot if we have data\n",
+    "            valid_indices = [j for j, v in enumerate(values) if v > 0]\n",
+    "            if len(valid_indices) > 1:\n",
+    "                valid_phases = [phases[j] for j in valid_indices]\n",
+    "                valid_values = [values[j] for j in valid_indices]\n",
+    "                ax4.plot(valid_phases, valid_values, \"o-\", alpha=0.7, label=country[:8])\n",
+    "\n",
+    "        ax4.set_title(\"Individual Country Trajectories\", fontsize=14, fontweight=\"bold\")\n",
+    "        ax4.set_ylabel(\"Average Capacity (MW)\")\n",
+    "        ax4.grid(True, alpha=0.3)\n",
+    "        ax4.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\", fontsize=8)\n",
+    "\n",
+    "        plt.tight_layout()\n",
+    "        plt.show()\n",
+    "\n",
+    "else:\n",
+    "    print(\"No data available for analysis.\")\n",
+    "\n",
+    "# Separate analysis for Ukraine\n",
+    "print(\"\\n\" + \"=\" * 70)\n",
+    "print(\"SEPARATE ANALYSIS: UKRAINE\")\n",
+    "print(\"=\" * 70)\n",
+    "\n",
+    "ukraine_data = solar_df[solar_df[\"Country\"] == \"Ukraine\"].copy()\n",
+    "if len(ukraine_data) > 0:\n",
+    "    ukraine_averages = calculate_phase_averages(ukraine_data, \"Ukraine\")\n",
+    "\n",
+    "    ukraine_pre = ukraine_averages.get(\"pre-conflict\", 0)\n",
+    "    ukraine_active = ukraine_averages.get(\"active-conflict\", 0)\n",
+    "\n",
+    "    # Ukraine only has pre-conflict and active-conflict phases\n",
+    "    print(\"Ukraine Solar Capacity Analysis:\")\n",
+    "    print(f\"  Pre-Conflict (2000-2013): {ukraine_pre:.1f} MW average annually\")\n",
+    "    print(f\"  Active Conflict (2014-2024): {ukraine_active:.1f} MW average annually\")\n",
+    "\n",
+    "    if ukraine_pre > 0 and ukraine_active > 0:\n",
+    "        change_pct = ((ukraine_active - ukraine_pre) / ukraine_pre) * 100\n",
+    "        print(f\"  Change during conflict: {change_pct:+.1f}%\")\n",
+    "\n",
+    "        if change_pct > 30:\n",
+    "            ukraine_trend = \"INCREASED - Remarkable growth despite ongoing conflict\"\n",
+    "        elif change_pct < -30:\n",
+    "            ukraine_trend = \"DROPPED - Significant decline during conflict\"\n",
+    "        else:\n",
+    "            ukraine_trend = \"STABLE - Minimal change during conflict\"\n",
+    "    else:\n",
+    "        ukraine_trend = \"INSUFFICIENT DATA\"\n",
+    "\n",
+    "    print(f\"  Trend: {ukraine_trend}\")\n",
+    "\n",
+    "    # Create Ukraine-specific visualization\n",
+    "    if ukraine_pre > 0 or ukraine_active > 0:\n",
+    "        fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n",
+    "\n",
+    "        # Bar chart for Ukraine\n",
+    "        phases = [\"Pre-Conflict\\n(2000-2013)\", \"Active Conflict\\n(2014-2024)\"]\n",
+    "        values = [ukraine_pre, ukraine_active]\n",
+    "        colors = [\"#8ecae6\", \"#ff6b6b\"]\n",
+    "\n",
+    "        bars = ax1.bar(phases, values, color=colors, alpha=0.8)\n",
+    "        ax1.set_title(\n",
+    "            \"Ukraine: Solar Capacity by Phase\", fontsize=14, fontweight=\"bold\"\n",
+    "        )\n",
+    "        ax1.set_ylabel(\"Average Annual Capacity (MW)\")\n",
+    "        ax1.grid(True, alpha=0.3, axis=\"y\")\n",
+    "\n",
+    "        # Add value labels\n",
+    "        for bar, val in zip(bars, values):\n",
+    "            if val > 0:\n",
+    "                ax1.text(\n",
+    "                    bar.get_x() + bar.get_width() / 2,\n",
+    "                    bar.get_height(),\n",
+    "                    f\"{val:.1f} MW\",\n",
+    "                    ha=\"center\",\n",
+    "                    va=\"bottom\",\n",
+    "                    fontweight=\"bold\",\n",
+    "                )\n",
+    "\n",
+    "        # Time series plot for Ukraine\n",
+    "        ukraine_yearly = ukraine_data.groupby(\"Year\")[\n",
+    "            \"Electricity Installed Capacity (MW)\"\n",
+    "        ].sum()\n",
+    "\n",
+    "        if not ukraine_yearly.empty:\n",
+    "            years = ukraine_yearly.index\n",
+    "            capacities = ukraine_yearly.values\n",
+    "\n",
+    "            # Color points by phase\n",
+    "            colors_by_year = []\n",
+    "            for year in years:\n",
+    "                if year in conflict_phases[\"Ukraine\"][\"pre-conflict\"]:\n",
+    "                    colors_by_year.append(\"#8ecae6\")\n",
+    "                elif year in conflict_phases[\"Ukraine\"][\"active-conflict\"]:\n",
+    "                    colors_by_year.append(\"#ff6b6b\")\n",
+    "                else:\n",
+    "                    colors_by_year.append(\"gray\")\n",
+    "\n",
+    "            ax2.scatter(years, capacities, c=colors_by_year, s=60, alpha=0.8)\n",
+    "            ax2.plot(years, capacities, \"k-\", alpha=0.5)\n",
+    "\n",
+    "            # Add vertical line at conflict start\n",
+    "            ax2.axvline(\n",
+    "                x=2014,\n",
+    "                color=\"red\",\n",
+    "                linestyle=\"--\",\n",
+    "                alpha=0.7,\n",
+    "                label=\"Conflict Start (2014)\",\n",
+    "            )\n",
+    "\n",
+    "            ax2.set_title(\n",
+    "                \"Ukraine: Solar Capacity Over Time\", fontsize=14, fontweight=\"bold\"\n",
+    "            )\n",
+    "            ax2.set_xlabel(\"Year\")\n",
+    "            ax2.set_ylabel(\"Annual Capacity (MW)\")\n",
+    "            ax2.grid(True, alpha=0.3)\n",
+    "            ax2.legend()\n",
+    "\n",
+    "        plt.tight_layout()\n",
+    "        plt.show()\n",
+    "\n",
+    "    print(\"\\nUkraine Context:\")\n",
+    "    print(\"  • Ukraine represents a unique case of ongoing conflict (2014-present)\")\n",
+    "    print(\"  • Unlike other countries, Ukraine has no post-conflict period yet\")\n",
+    "    print(\"  • This makes it distinct from countries with complete conflict cycles\")\n",
+    "\n",
+    "\n",
+    "else:\n",
+    "    print(\"No Ukraine solar data found in the dataset\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "455c472f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--- With Ukraine ---\n",
+      "Regression Coefficient: 1359.32\n",
+      "Intercept: 568.99\n",
+      "✅ Conflict periods increase solar growth.\n",
+      "--- Without Ukraine ---\n",
+      "Regression Coefficient: 1857.46\n",
+      "Intercept: 257.42\n",
+      "✅ Conflict periods increase solar growth.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 13. Simple Regression Analysis on Solar Growth Rate During Conflict Periods without Ukraine\n",
+    "\n",
+    "# --- Filter Solar Energy Only ---\n",
+    "solar_df = df[\n",
+    "    df[\"RE or Non-RE\"].str.contains(\"Total Renewable\", case=False, na=False)\n",
+    "    & df[\"Group Technology\"].str.contains(\"Solar energy\", case=False, na=False)\n",
+    "].copy()\n",
+    "\n",
+    "# --- Convert capacity to numeric ---\n",
+    "solar_df[\"Electricity Installed Capacity (MW)\"] = pd.to_numeric(\n",
+    "    solar_df[\"Electricity Installed Capacity (MW)\"], errors=\"coerce\"\n",
+    ")\n",
+    "\n",
+    "# --- Sort by Country & Year for % change ---\n",
+    "solar_df = solar_df.sort_values(by=[\"Country\", \"Year\"])\n",
+    "\n",
+    "# --- Compute Growth Rate ---\n",
+    "solar_df[\"Growth Rate (%)\"] = (\n",
+    "    solar_df.groupby(\"Country\")[\"Electricity Installed Capacity (MW)\"].pct_change()\n",
+    "    * 100\n",
+    ")\n",
+    "\n",
+    "# --- Drop NA growth values ---\n",
+    "solar_df = solar_df.dropna(subset=[\"Growth Rate (%)\"])\n",
+    "\n",
+    "# --- Mark Conflict Periods (active + post only) ---\n",
+    "solar_df[\"Conflict\"] = solar_df[\"Conflict Phase\"].apply(\n",
+    "    lambda x: 1 if str(x).lower() in [\"active-conflict\", \"post-conflict\"] else 0\n",
+    ")\n",
+    "\n",
+    "# --- Prepare 2 datasets ---\n",
+    "df_with_ukraine = solar_df.copy()\n",
+    "df_without_ukraine = solar_df[solar_df[\"Country\"] != \"Ukraine\"].copy()\n",
+    "\n",
+    "# --- Setup subplots ---\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(16, 6), sharey=True)\n",
+    "\n",
+    "\n",
+    "# --- Helper function ---\n",
+    "def run_regression(data, ax, title):\n",
+    "    X = data[[\"Conflict\"]]\n",
+    "    y = data[\"Growth Rate (%)\"]\n",
+    "    model = LinearRegression()\n",
+    "    model.fit(X, y)\n",
+    "    data[\"Predicted Growth\"] = model.predict(X)\n",
+    "\n",
+    "    coef = model.coef_[0]\n",
+    "    intercept = model.intercept_\n",
+    "\n",
+    "    # Print summary\n",
+    "    print(f\"--- {title} ---\")\n",
+    "    print(\"Regression Coefficient:\", round(coef, 2))\n",
+    "    print(\"Intercept:\", round(intercept, 2))\n",
+    "    if coef < 0:\n",
+    "        print(\"⚠️ Conflict periods reduce solar growth.\")\n",
+    "    elif coef > 0:\n",
+    "        print(\"✅ Conflict periods increase solar growth.\")\n",
+    "    else:\n",
+    "        print(\"➖ No measurable effect.\")\n",
+    "\n",
+    "    # Plot\n",
+    "    sns.scatterplot(\n",
+    "        data=data, x=\"Conflict\", y=\"Growth Rate (%)\", hue=\"Country\", alpha=0.6, ax=ax\n",
+    "    )\n",
+    "    sns.lineplot(\n",
+    "        data=data, x=\"Conflict\", y=\"Predicted Growth\", color=\"black\", linewidth=2, ax=ax\n",
+    "    )\n",
+    "    ax.set_title(title)\n",
+    "    ax.set_xlabel(\"Conflict Period (0=No, 1=Yes)\")\n",
+    "    ax.set_ylabel(\"Growth Rate (%)\")\n",
+    "    ax.grid(True)\n",
+    "    ax.legend().remove()\n",
+    "\n",
+    "\n",
+    "# --- Run regression for both sets ---\n",
+    "run_regression(df_with_ukraine, axes[0], \"With Ukraine\")\n",
+    "run_regression(df_without_ukraine, axes[1], \"Without Ukraine\")\n",
+    "\n",
+    "plt.suptitle(\n",
+    "    \"Effect of Conflict Periods on Solar Energy Growth Rate\", fontsize=16, weight=\"bold\"\n",
+    ")\n",
+    "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "61f2ddcf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABvcAAAR1CAYAAACODpnQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5gT1f4G8HdmUnazLdtYmkhHelsEKaIgNkQFr1gQxYuI/aeCiKCCBbAAKnLFcr12FL2AKIqKBREv0hUsNKUIIizbsyVlZn5/zGZINmX7Zjfzfp7He0kmc3K+35lMzp6Tc0ZQVVUFERERERERERERERERETV4YqQrQERERERERERERERERESVw8E9IiIiIiIiIiIiIiIiokaCg3tEREREREREREREREREjQQH94iIiIiIiIiIiIiIiIgaCQ7uERERERERERERERERETUSHNwjIiIiIiIiIiIiIiIiaiQ4uEdERERERERERERERETUSHBwj4iIiIiIiIiIiIiIiKiR4OAeERERERFRPfJ4PJGuAkURnk+hMTdEREREFK04uEdERERENeZwOPD6669jwoQJGDJkCLp164bMzEyMGjUKjz32GPbs2RPpKtaK8ePHo1OnTujUqRNWrFhRqX2OHDmi79OpU6dKv5csy/jggw8wceJEDB48GN26dUPv3r1x0UUX4aGHHsLu3burG0aA559/Xq/f9OnTa63cmnjggQf88rZ///5qlzV9+nS9nOeff74Wa1l1n376KW644YaA531jPXLkSARqFlokzo+srCw888wzGDNmDM4880x069YNQ4YMwW233Ya1a9dCVdV6qUc4f/31F6ZOnYqBAweiW7duGDRoEO644w4AoY9nda4h4Xz//fe47LLLqrXvr7/+iocffhgXXHABevfujZ49e+L888/HAw88gJ9//rnGdYukAwcOYPLkydi+fXuV9x02bJh+jDZt2lQHtSMiIiIiqjlTpCtARERERI3bpk2bcM899yA7O9vvebfbjcLCQuzduxfvvPMOxo0bhwceeAAmE5ugFXE4HPjnP/+Jn376ye95t9uNP/74A3/88QeWL1+OmTNnYty4cRGqZd0pKirCZ5995vfcsmXLMHPmzAjVqOZOnDiBe+65B1u3bkWLFi0iXZ0G7cMPP8Ts2bNRUlLi9/yJEyfw1Vdf4auvvsLgwYPx3HPPIT4+PkK1BG677Tb89ttv+uOTJ0/i8OHD9fLexcXFmDp1Kr766qsq7yvLMp544gm89dZbAYOkhw4dwqFDh7By5UpMnDgR9913X21Vud4sWrQIL7/8MtxuN/75z39GujpERERERHWCPStEREREVG3bt2/HTTfdBJfLBQCwWCwYNGgQWrVqBYfDgY0bN+Kvv/6Cqqp4++23kZWVhUWLFkW41tV3ySWXoGfPngCAjh071tn7zJ07Vx/YM5vNGDJkCFq2bInCwkJ88803yMvLgyzLePzxx9GzZ09069atzuoSCZ9++imKi4v9nlu1ahWmTp0Kq9UaoVrVzIEDB7B169aQ2ydNmqT/OyEhoT6qVGl9+/bV69e1a9c6fa8PP/wQ999/v/74tNNOw8CBAwEAW7duxe+//w4A2LBhA+677z4sWbKkTusTSn5+vt/A3rnnnovTTz8dp59+etj9ausakpOTU62BPQB46KGHsHz5cv1xr1690L17dxQUFOC7775DTk4OVFXFv//9b6Snp2PChAnVrmckfPjhh3C73dXe/+qrr0ZBQQEAoHnz5rVVLSIiIiKiWsXBPSIiIiKqFqfTialTp+oDe507d8bixYvRsmVL/TUejweLFi3CSy+9BAD4/PPP8f7772Ps2LERqXNNXXXVVXX+Hh6PBx999JH+eOnSpejRo4f+OCcnB5dffjmOHz8ORVGwYsWKqBvc++CDD/R/JyUlIT8/H/n5+fjss8+qvQRhQzd16tRIVyGkgQMH6gNsdenEiROYPXu2/viGG27AtGnT9Nm+iqJg4cKFeOWVVwAAX3/9NbZu3YrMzMw6r1t5DofD7/HixYsrNSu5Pq4h4Xz11Vf6wJ7JZMJTTz2FkSNH6tsdDgduv/12/PDDDwC0uMaOHQubzRaR+kbCzTffHOkqEBERERFViPfcIyIiIqJqWb16NY4ePQoAsNlsePHFF/0G9gCt8/jee+/F+eefrz/34osv+i0F57230aBBgwBoAzuXXXYZevTogcGDB2P27NnIycmpcv1+/fVX3HLLLcjMzETv3r3xz3/+Ezt37sSqVauC3n/N975sX3/9NR5//HH06dMHvXv31gdewt0vq6SkBIsWLcKIESPQvXt3XHDBBXj99derfG+w3Nxcv1kncXFxfttTUlJw6623YvDgwRg8eDASExMDyvB4PHj//fdx7bXXYsCAAXp95syZg7///rtK9SksLMSCBQtw8cUXo2fPnujSpQv69++PCRMm4Ntvv/V7re/9BceOHYsdO3Zg1KhR6NatG8455xzs2LGjwvfbt2+fPmuxRYsW+L//+z992/vvvx923+3bt2PixIno27cv+vTpg9tuuw1//PFHpd5z1qxZGDFiBHr06IH+/fvjxhtvxKeffhpw/HxjHDNmDJxOJ5555hkMGzYM3bt3x6hRo7B06VK//aZPn47rr79ef3z06FF06tQJw4YN05+r6J573333HW6//XacffbZ+v3n7r33XuzcuTPgtZs2bdLLuueee1BSUoIFCxbodbzgggvw8ssvQ5blCnMDhL7nXm2/zzvvvKMvxdm9e/eAZXxFUcTUqVPRsWNHJCUl4ZxzzglYuhOo2vEEqn4NGj9+vN+xA7QZjZW5R1tF99z7/PPPceONN6J///7o0aMHzj//fEyfPl2fsQhox2P48OFBY6jIv//9b/3f119/vd/AHgDEx8dj/vz5MJvNaNasGYYOHYqsrKyAcqpyPq5YsUKv3/jx4wO2hzr3fa/J69evx+7du3HrrbeiX79+6N27N2644QZs2bJFf733fPR+L3lj9D0uvvnfuXMnpkyZgp49eyIzMxPz588HEP6ee06nEy+//DJGjRqFHj16oF+/fhg/fjw+/vjjoOfW33//jdmzZ+OCCy5Ajx499FzdcccdlboeEhERERGFwpl7RERERFQtX3/9tf7vkSNHomnTpiFfe+ONN+KLL74AoA1s7NmzB2eccUbA6x5++GEsW7ZMf5yVlYV3330XP/30Ez744INK369v/fr1uP322/VZhQDw/fffY/Pmzbj00ksr3P/ZZ5/Fnj179MennXZa2Nc7nU5MmDABP/74o/7cwYMHMW/evIABsIqkpKTAbrcjLy8PgNYZfc0112DEiBHo1KkTBEHANddcg2uuuSbo/rm5ubjtttuwfft2v+cPHjyIgwcPYuXKlXj++edx1llnVViX0tJS3HTTTX5xAUBeXh42btyIjRs3Yu7cubjiiisC9s3KysLNN9+sL2+Xm5tbqWUI//vf/+r/vvzyyzFq1Cg8+eSTcDqd+rKM7dq1C9jvs88+w5QpU+DxePTnvvrqK2zevBmtW7cO+X4rV67Eww8/7HeuOJ1O/O9//8P//vc/rFmzBgsWLIDFYgnY1+1248Ybb8S2bdv05/bu3YtHHnkEP//8M+bOnVthvBVRVRWPPPII3n33Xb/nT5w4gU8++QSffvoppkyZ4resp6/i4mKMGzcOv/zyi/7cwYMHsWDBAhw/fhwPPfRQjetYW+/j+1kZM2YMBEEI+ro333wTdrs96PaaHE+g9q5B1fHQQw8FDGB774G3Zs0avPrqqzWapVhQUOA3oPSPf/wj6OvS09Oxfv16pKSkBGyr6flYXZs3b8abb74Jp9OpP/fDDz9g27ZtePvtt9GrV68ql/nggw/q1/nS0tKw1wlAm9U4YcIE7Nq1S3/O6XRi8+bN2Lx5M77//nvMmzdPPy+PHj2KK6+8MuB+tCdOnMDatWuxbt06LFmyBEOGDKly3YmIiIiIOHOPiIiIiKpl9+7d+r/79u0b9rXdu3eH2WzWH/sOAHidPHkSy5YtQ+fOnfXZFV6//vqrvkxcRRwOB+677z69c99ut2PMmDG46KKLAMDvXlOh7NmzB61atcJ1112HLl264JJLLgn7+hdeeMFvAKxfv3645ppr0KZNG/zvf/+rVL29JEnCP//5T/1xdnY2Fi9ejMsuuwwDBgzAnXfeieXLlwcsC+j1wAMP6AN7JpMJ559/PsaOHYtmzZoB0Gbi3X777Th8+HCFdXn//ff1uNLS0nDttddi3LhxfvcVe/3114Pu+9dff8HhcODiiy/G5ZdfjosvvjhgFmJ5LpcLq1atAgAIgoDRo0cjMTERI0aM8KtTeXl5eZg5c6Y+sGe323HFFVfgwgsvRElJiV9nvK+dO3fiwQcf1M+VNm3a4Oqrr8bZZ5+td9B/8cUXmDdvXtD99+7di23btqFr16645ppr0LlzZ33b8uXL8emnnwIAhg4d6ncOxcfHY9KkSbj66qvD5gPQ8us7kJKZmYlrr71Wv/edqqqYP3++/l7lrVu3Dr/88guGDBmC6667Dqmpqfq2ZcuWoaioqMI6VEZN38fj8fgNqIe7t19ycnLQgb2aHs/KXoMuueSSgGM3adIkTJo0qdr3aPvggw/8zu1BgwZh/Pjx6NChAwBt8Omee+6B2+1G3759Q75/OL/++qs+uywmJgZt27YN+dpgA3tAzc/H6nrllVdgsVhw5ZVX6tdyQBtgf+uttwBo98ebNGkS4uPj9e2XXHJJyOPi/ZHJddddh44dO+KCCy4IW4fHH39cv5bExcVhzJgxuPzyyxETEwNAG1j2PYavvPKKPrDXtm1bXHvttRg/frz+4wS3241Zs2ZBUZTqpISIiIiIDI4z94iIiIioWnyXqUtLSwv7WrPZDLvdri/vlpubG/R155xzDl544QVIkoT8/HxcfPHFOHnyJABg//79GDx4cIX1WrNmjT7rLS4uDsuXL9eXC924cSMmTJhQYRlWqxVLly5Fenp6ha9VVdXvHnETJkzAAw88AECb1XHTTTdh8+bNFZbj6+abb8bJkyfx5ptv+j2fl5eHL774Al988QXmzp2LadOm+d3Da/v27fjmm28AaIOEb7zxhj7Tx3fWSVFRERYvXoynnnoqbD3S0tJw+eWXY+/evXj66afRvn17AMCxY8dwzjnnAAD+/PPPkPuPHz8eM2bMqHTcX331lX5u9OvXT58x+Y9//AOrV68GAHz44YeYMmWK38yrTz75RB/sTEhIwMqVK/XO/G+//TbkPbSeffZZfUDw3HPPxaJFi/RyV69ejSlTpgAA3nvvPdxwww1BZ/aMHDkS8+fPhyiK8Hg8uP3227Fu3ToAwFtvvYWLL74YF110EVJSUvQYkpKSKnWPvdLSUvzrX//SH99zzz245ZZbAGj3n3vkkUfw3nvvAQDmz5+PCy+8EKIY+PvNKVOm6DnwHZhyu904dOgQunTpUmFdKqMm71NQUOA3yJGUlFTl96+N41mZa9BVV12FI0eO6LkHan7PRN/lMqdNm4aJEycC0Aa8L7vsMvzxxx+QZRk//fQTBg4ciFatWlX5/X2vu4mJiSFnRoZSW+djddhsNqxYsQKtWrXS6++dYblv3z4A2gzrqVOn4tNPP9WvB2PHjkX//v2DlpmRkYH33nsPsbGxFb7/8ePH9XuhWiwWfPDBB/ognXcmtaIoePXVV/Vrsu+1ccmSJfr55nK5MHXqVCQlJaF9+/YoLi72G5AkIiIiIqoMztwjIiIiomrxXf6wMnw77kPdh+7666+HJEkAtM5936XWKjvDyHc5yssvv9zvPoBnnXUWBg4cWGEZAwYMqNTAHqDdg8132bXbbrtN/7fVasUNN9xQqXJ8CYKAmTNnYtWqVbjmmmuQkZER8BqHw4GHH37Yb6bImjVr9H+PHDnSbwm/+Ph4fXAD0JZVrWjGyMUXX4wnn3wSK1euRPv27eFwOLBx40a88847+mtKS0tD7l/RjMfyfJfkHDNmjP7vAQMGoEWLFgC0Ac7PP//cbz/vPfoAYPTo0X6zdIYOHRp0Cdi8vDy/WZUzZszwGzC85JJL9BmpiqLog6bl3XbbbfoAhslk8jv+u3bt8rt/YlVt2LABhYWFALT7D/rOzBJFEffdd58+MHH06FH89ttvAWVIkuR3v7/evXv73aexuLi42vWrzfcpfz2p6mym2jqetXENqqrjx4/j4MGDALRzaNy4cfo2i8WCl156Cd9//z3+97//1WhZTt97H1b1XqBA7ZyP1TVs2DB9YA8Azj77bP3f1T2Hhw8fXqmBPQDYsmWLnr++ffv6LQ3cq1cv/fGhQ4f0+wb6DmZfffXVmDFjBj788EMcP34cixYtwmOPPYYbbriBA3tEREREVC2cuUdERERE1ZKcnIzjx48DgP7/obhcLuTn5/vtG0z5+/b5LuPo29m/bNmyoDPGrrrqKpw4cUJ/3KZNm4DXtG/fvsKlMr0DSZXhndUDaEvZlZ9xFKwOlXXGGWdg9uzZmD17Ng4cOIAffvgBX3/9NTZs2KDn49lnn8Xll18Oi8Xit9RmsGUNfTubCwsLkZeXF3L5Pa/9+/fjvffeww8//IDff/89YNAl3CCB78BqRY4dO+Z3XJYvX67PdAPgN0j2/vvvY9SoUfpj38HVYLOx2rZt67eMLKDNqvHWPT4+3m/gwKtLly76/fSCLWMqCILfEqUA/Dr93W438vPzK5zZGsqhQ4f0f3fq1EkfdPLy1tu7nOXhw4cDjntycrK+bKBXXFycfi9E3wGfmqjp+9jtdr/H3tm3lVUbxxOo/DWoNv3999/6v1NTUwPyGCyW6vDNcX5+PhRFqdLMuto4H8urbE69ywp71cZxqcp1/tixY/q/N27c6Ldka3m///47WrZsicmTJ2Pz5s348ccfkZubi+XLl+vLQrds2RKXXHIJbrjhhgqvwUREREREwXBwj4iIiIiqpXPnzvqg3pYtW/CPf/wj5Gu3b9/uNzMnVIev1Wr1exyq43n16tVBl7ocMmSI3+PqzE4BUKWZFL5L2wUbwKjqDMc9e/Zgz549yMrKQvv27TF06FAA2iBhmzZtcM011+DLL7/E7bffDkAb2Dp8+DDat28Pkyl8876q+fjss88wdepUuN1umM1mDBw4EL1790bfvn0rtbxpVfK4fPlyv076LVu2hHzt5s2b8ccffwS9Z1hlj4HvPSArszxhsNeoqqrnJli5lS07lIqOp7cO4d6r/GcKCP25qomavo/FYkGbNm1w4MABAMBvv/2GPn36BH3tc889h5MnT2LEiBE466yzYDaba+V4ApW/BtUm32NYW4OtwfgOSLlcLvz+++/6Pf3Ku+2229C+fXucf/756NatG4DaOR/LD8RVdmZrXRyXqlyffOtttVqRkJAQ8rXemOLj4/Huu+/i66+/xpo1a/C///1PX876yJEjePHFF7Fq1SqsWLGCA3xEREREVGVclpOIiIiIqsV7zzVAGwQKNRMGAF555RX9382bNw8766GmmjRpov/bO1Dgy3t/pnDKD9CE47tkZkFBgd8sMkCbxVEVa9aswX333YennnoKzz33XNDXnHnmmX6PnU4nAPgtR/nrr78G7Oe7TJ7dbg85gxLQOrMff/xxvaP67bffxquvvoo77rjDb6nCcCqbR1VVsWLFikq91sv3Poe+xyDYMf/jjz8CnmvatKk++FBYWBh0JqhvDsvP0PPau3ev32Pf97dardW6d5yX78yiPXv2BAz8OBwOv3oHm7XYmPheU1atWhV0MLq4uBjvvfce3n//fUyaNAkvvPACgNo7npHgOystOztbn+3o9fXXX+O5557Dp59+iqNHj1b7fdLT0/1+WPHhhx8Gfd3OnTvx1Vdf4aWXXsIVV1yBjRs3Aqj++eg7EFdSUuK3T6j7r9aH6l7n+/Xrh++//97vv/Xr1+v/Pu+88/TXiqKIXr16YcGCBdi4cSM+/fRTPPbYY/oxP3bsmN+1jIiIiIiosji4R0RERETVMmbMGH0grbS0FDfffHPAwIrL5cJjjz2GDRs26M/dfPPNNZ518dZbb+kz3Hz/69+/v35fLUAbIPDtDF+/fr3eUR1OVWZbNWvWTO/0VlUVr776qr6tpKTE73Fl+A5w/PLLL/jPf/7jt11VVfz73//WH1utVn2gYtiwYfrzn3zyib4EIaB1vC9cuFB/PHz48LBxZmdnIysrS3/sO0j10Ucf+b021LJ4lc3j//73P/04paSk4Ndffw16fOfNm6fvs3LlSrhcLgBaZ7vXp59+6rfM4Zo1a7B///6A97Tb7X7nyrx58/TyvOV482cymfxy6+v555/X91MUxe949+rVS5/t5LuEYWVnK5111ll+9zDzPRdUVcWCBQv0wZLTTz+9TgfN68P111+v3yfvp59+woIFC/zOLZfLhZkzZ+qzn0wmEy6//HIAtXc8IyEjI0P/DKuqitdee03f5na7sWjRIrzwwgu455578O233wJAwJKYlT2nbrrpJv3fb7zxBtauXeu3PSsrC/fff7/+uFWrVvqPCap7PvpeOw4fPuw3ePnZZ59Vqt5V4fv9Em7mdFWu85mZmfrrN23a5PdDid27d6NXr14YNWoUpkyZAqfTieLiYlxzzTXo27cvBg0apN8XtF27dhg7dqzfPQN9l/wkIiIiIqosLstJRERERNVitVrxzDPPYMKECXC73Thw4ABGjRqFQYMGoXXr1igoKMCGDRv87oE3bNgwXH311XVarwsvvBALFy5EdnY2ioqKMGbMGJx33nkoLCzEl19+WSfvef311+sDT6+++ip2796N1q1b4/vvv8fBgwerVFavXr0wePBgfUD0ySefxOrVq9GjRw8oioIdO3b4zRYbO3asvrxc//79kZmZia1bt8Lj8eCGG27AsGHDYLfb8d133+Gvv/4CACQmJurLeoaSmJgIq9WqzwqcMGECRowYgYMHD/oN1gLa4K7NZqtSnL7++9//6v8eMWJEwMCF1/nnn49Zs2bB5XIhNzcXa9euxciRI3HhhRdiwYIFyMrKQl5eHkaPHo0LLrgAOTk5YY/5rbfeiptuugmqquKrr77CZZddhv79++Ovv/7C+vXr9deNGzcOp512WtAyNmzYgNGjR6Nfv3745ZdfsHPnTn3b9ddfr//bdwnAEydO6AMoTz75ZMj6xcXF4YYbbsCLL74IAJg/fz7Wr1+PDh064Mcff8Qvv/yiv3batGk1WgK0IWjevDkeeughPPTQQwC0Gb9r167FwIED4Xa7/QaBAeDGG2/0m4FXG8czUiZOnIiHH34YAPDCCy9g69at6NSpE7Zs2aLfL9Jut+PSSy8FELik5N133w1RFLFgwQJ9gDSYiy++GF999RVWr14Nt9uNO+64A5mZmejSpQtycnLwzTffoKioCIA2+PXggw/qn8fqno+dO3fWny8sLMTtt9+OUaNGYffu3XjvvfdqlLdgfHOzYMECfPLJJxg7dmylZxwH07JlS5x33nlYu3Yt3G43rrrqKpx//vmIj4/HZ599BpfLhb1796JDhw76EqLp6enYvn07AO36OXz4cKSmpuLAgQP47rvv9LIzMzOrXS8iIiIiMi4O7hERERFRtWVmZuL111/H3XffjaysLLjdbqxbty7oa6+88ko8/PDDdT4AER8fjyeeeAK33norPB4P8vLy9MEju92O3r1745tvvgFQs/uh+Ro/fjw2btyox+5dng0ALrroImzevDlguc5wnn76aUyaNAk///wzAG0Gn2/HudeQIUMwbdo0/bEoili4cCFuvfVW/PLLL3C73fj888/99klKSsK//vUvvyX2grFarbjuuuv0mWh///033nrrLQBa3uLj4+FwOABo94/q2LFjpePzlZeX5zcAd8EFF4R8bXx8PIYOHarPNlq2bBlGjhyJ2NhYzJ8/H5MnT0ZpaSlycnLw7rvvAgBiY2MxcuRIvwFEr8GDB2PmzJl48skn4Xa78ccffwQs4Tly5Ejcd999Ies0dOhQfPvttwGzA6+++mq/5fnatm0Lu92OvLw8ANqSiKIoYs6cOWHvZXbXXXfhr7/+0mdLbt682e9+k6IoYvr06X7v1ZiNHTsWqqri8ccfh8vlwsGDB4MOkI8dOxb33HOP33O1cTwj5aqrrsKPP/6oL09b/jhbLBY89dRT+sBVQkICOnbsqA/0ez9Dx48fr3Dg8oknnkBcXByWLVsGANi6dSu2bt3q9xqz2YxZs2bp9/z0qs752LRpU1xyySVYvXp1wD59+vRBcXGxPoBZG/r27avPrPNeO/v27VujwT0AePTRR3HgwAHs378fTqcTH3/8sd/2jh074sEHH9QfP/LIIzh48CD27NmD4uLigNcD2g8WRo4cWaN6EREREZExcXCPiIiIiGokMzMTX375JZYvX46vv/4ae/bsQV5eHiwWC5o2bYp+/fph7Nixfvd6qmtnn302li5dikWLFmHHjh0QRREDBgzAtGnT8M477+ivq8lsM1+SJGHx4sV47bXXsHz5chw9ehQtW7bE2LFjMWHCBAwZMqRK5aWkpGDZsmVYtWoV1qxZg927dyMvLw8mkwkpKSno1q0bLr74Ylx44YUB+2ZkZGDZsmX473//i08++QT79u1DcXExmjdvjqFDh2LixIl+948KZ+rUqTjttNPw7rvv4vDhw0hISED79u1x4403Yvv27ViyZAkA4Kuvvqr24N5HH32kL59ot9vRv3//sK8fOXKkPri3efNmHDx4EK1bt8aAAQOwbNkyPPvss9i8eTNEUcSZZ56Je++9F1u2bAk6uAdoA7P9+vXD0qVLsXHjRvz999+IjY1F165dcdVVVwXNsa/FixdjyZIlWLFiBXJyctC6dWtcd911GDt2rN/rLBYLnn/+eTz11FPYvXs3bDYbunTpgtLS0oBZWL4kScLTTz+tD1Du3LkTOTk5eq5uvPFGdOvWLWwdG5urrroKQ4YMwVtvvYXvvvsOR48ehdvtRnp6Onr37o2rrroq5HlS0+MZSfPmzcOQIUPw3nvv4ddff0VJSQlSU1Nx5pln4uabbw74jM2fPx9z5szBjz/+CLPZjA4dOlTqfcxmMx599FGMHj0a7733HrZs2YKsrCyIooiWLVvirLPOwnXXXRf0Ho7VPR/nzZuH0047DR999BGysrLQokULXHrppbjppptw3XXXVStfofzf//0fCgoKsG7dOrhcLrRs2RKpqak1LjclJQX//e9/8cYbb+Dzzz/XB51btmyJiy++GOPHj/f7LCcnJ2PZsmVYvnw5Vq9ejSNHjiA3Nxfx8fHo1KkTLrvsMowZM6bRz7glIiIiosgQ1GB3KSciIiIiaqR2796N7777Dna7HcnJyejfvz8SEhIAaPeFmjBhAn744QcAwKJFi8LOFCMq78iRIxg+fLj+eM+ePRGsDRERERERERkRZ+4RERERUVQpLCzE/Pnz9cedOnXCWWedBVmW8eOPP2LXrl0AtOUaK5olRkRERERERETU0HBwj4iIiIiiSmZmJoYMGYLvvvsOgDazKtjsqnvvvRd2u72ea0dEREREREREVDMc3CMiIiKiqCIIAl544QUsW7YMX3zxBfbv34+CggIIgoCUlBT07NkT48aNw4ABAyJdVSIiIiIiIiKiKuM994iIiIiIiIiIiIiIiIgaCTHSFSAiIiIiIiIiIiIiIiKiyuHgHhEREREREREREREREVEjwcE9IiIiIiIiIiIiIiIiokaCg3tEREREREREREREREREjQQH94iIiIiIiIiIiIiIiIgaCQ7uERERERERERERERERETUSHNwjIiIiIiIiIiIiIiIiaiQ4uEdERERERERERERERETUSHBwj4iIiIiIiIiIiIiIiKiR4OAeERERERERERERERERUSPBwT0iIiIiIiIiIiIiIiKiRoKDe0RERERERERERERERESNBAf3iIiIiIiIiIiIiIiIiBoJDu4RERERERERERERERERNRIc3CMiIiIiIiIiIiIiIiJqJDi4R0RERERERERERERERNRIcHCPiIiIiIiIiIiIiIiIqJHg4B4RERERERERERERERFRI8HBPSIiIiIiIiIiIiIiIqJGgoN7RERERERERERERERERI0EB/eIiIiIiIiIiIiIiIiIGgkO7hERERERERERERERERE1EhzcIyIiIiIiIiIiIiIiImokOLhHRERERERERERERERE1EhwcI+IiIiIiIiIiIiIiIiokeDgHhEREREREREREREREVEjwcE9IiIiIiIiIiIiIiIiokaCg3tEREREREREREREREREjQQH94iIiIiIiIiIiIiIiIgaCQ7uERERERERERERERERETUSHNwjIiIiIiIiIiIiIiIiaiQ4uEdERERERERERERERETUSHBwj4iIiIiIiIiIiIiIiKiR4OAeERERERERERERERERUSPBwT0iIiIiIiIiIiIiIiKiRoKDe0RERERERERERERERESNBAf3iIiIiIiIiIiIiIiIiBoJDu4RERERERERERERERERNRIc3CMiIiIiIiIiIiIiIiJqJDi4R0RERERERERERERERNRIcHCPiIiIiIiIiIiIiIiIqJHg4B4RERERERERERERERFRI8HBPSIiIiIiIiIiIiIiIqJGgoN7RERERERERERERERERI0EB/eIiIiIiIiIiIiIiIiIGgkO7hERERERERERERERERE1EhzcIyIiIiIiIiIiIiIiImokOLhHRFFh/Pjx6NSpE8aMGRPpqhARERFVy4EDB9CpUyd06tQJffv2RWlpacjXrly5EhdccAG6deuGwYMH45133qnSe02fPh2dOnVC//79a1rtaqmN9z9w4ADcbnct1oqIiIio8irbngnWZ8V+LCKqKQ7uERERERERNQCrVq3S/+1wOPDll18Gfd0ff/yBGTNm4ODBg3C73cjKyoKiKPVVzYgrLi7G/PnzMWrUKLhcrkhXh4iIiIiIqN6ZIl0BIiIiIiIiAlavXu33eOXKlbjkkksCXrdr1y59MG/27Nno378/kpOT66WOteWBBx7A3XffDVGs+u9N//Of/+CVV16pg1oRERER1b7nnnsOLpcLZrM50lUhoijCwT0iIiIiIqII27ZtG/78808AwGmnnYY///wTGzduxIkTJ9CkSRO/15aUlOj/Hjx4ME477bR6rWttSEpKQlJSUrX2VVW1lmtDREREVHdSUlIiXQUiikJclpOIopJ37fKZM2fiySefRK9evdC/f3/8/PPPAIAPP/wQV1xxBTIzM9GjRw8MHz4cc+fOhcPh8Ctn9+7duPHGG9GzZ08MHjwYL730ElavXq3fD4eIiIioNnz00UcAAKvViocffhgAIMuy/rzX+PHjMWvWLP3xeeed59cm2b17N/75z3/qbZfFixdjw4YNYdsuhw8fxqRJk/R9nnnmGciy7PeayrSdvPedmTBhAn7//XdMnDgRvXr1wqBBg/Dkk0/63R8v2D1qioqKMHfuXAwbNgzdunVD//79cfXVV+OLL77w22/x4sX64z59+mD8+PF1Vk8iIiKimqro/nobN27E5Zdfju7du+Piiy/GypUr9W2PPfYYOnXqhG7duqGgoMBvvwsvvBCdOnXCLbfcoj9X2f4uImr8OHOPiKLa559/jsLCQgCA2WxGx44d8eGHH+L+++/3e92RI0fwxhtvIDs7GwsWLAAA7N+/H9deey2KiooAAKWlpVi4cCG6du1av0EQERFRVHO73fjss88AaDPxhgwZgoyMDBw/fhyrVq3CTTfdVKlyfv/994C2y/PPP49u3bqF3MfpdGLcuHE4ceKEvs+LL76IlJQU3HDDDQBQ6baT17Fjx3DttdciLy8PgDbT8D//+Q/sdjsmT54csi73338/1q5dqz/Oy8vDjh07cNddd+GZZ57BRRddFDb++qonERERUW05cuQIJk2apP+46Pfff8f06dNRUlKCa6+9FpdeeinefvttuN1ufPPNN7jssssAAAcOHMCBAwcAACNHjgRQ9bYQETVunLlHRFGtsLAQ48ePx5o1a7Bw4UJYLBYsW7YMANC/f398/PHHWL16Nc455xwAwIYNG/R9FyxYgKKiIgiCgPvuuw+ffPIJpkyZgl9++SUSoRAREVGU+vbbb/UBpvPPPx+CIOD8888HAOzdu9ev7fHcc89hypQp+uNly5bh22+/BQA888wzKCoqgiiKmD59Oj755BNMmzYNv/76a8j3LikpQceOHbFq1So8//zziImJAeB//7/Ktp28Dh48iK5du2LVqlV45plnYDJpvyn95JNPQtbD4XDgyy+/BABMmTIFa9euxQcffICuXbvCZDLps/ceeOABTJgwQd/vs88+w3PPPVdv9SQiIiKqTfn5+Tj77LOxatUqLFmyBKmpqQCAZ599Fk6nEz179sTpp58OAHpbCQC++uorAEBMTAyGDRsGoOptISJq3Dhzj4iimtlsxj333IO4uDi0bdsWAPDuu+/i+PHjMJvNSElJwcmTJ9GiRQsA0Jc48Hg8+P777wEAw4YN038x3759e2zdulXvRCMiIiKqKe/Sm2azGcOHDwegLbP01ltvAdB+he1dOSAlJQUJCQn6vmlpaWjatClkWdY7bYYPH44bb7wRgNZ2+fnnn/Hpp5+GfP9HH30ULVq0wBlnnIEPP/wQX331Ff7++299e2XaTuXNmzcPGRkZepnffvstcnJyQtZBkiSYzWa4XC5s374dnTp1QmZmJt58801YrVaYzWYA2r364uPj9f2aNGmCuLi4eqsnERERUW2yWq144oknkJiYiDPOOAO33XYbHnvsMeTn52PXrl3IzMzEJZdcgn/961/YsGEDSktLERMTow/unXvuuTVqCxFR48XBPSKKar4dPl6qquKnn37CF198ge3bt+Po0aP6NkVRAAA5OTlwOp0AgB49evjt3717dw7uERERUa1wOBxYt24dAKBNmzbYsWMHAK29YrPZUFxcjNWrV2PatGn6AFcwOTk5KCkpAaC1VXz17Nkz5OBebGys3ukDQB84873vXGXaTr5sNhsyMjL0x0lJSQFlBqvHlClT8MQTT+Cbb77BN998A5PJhO7du+Oiiy7CVVddpc8qDKU+6klERERUm1q2bInExET9se9y6t4fW40aNQr/+te/UFxcjO+//x69e/fGjz/+CODUkpxA1dtCRNS4cXCPiKKa7y+7ve677z58/PHHsNlsOO+88zB58mScOHECixcv1l8jSZL+b1H0X8HY5XLVXYWJiIjIUNasWaP/oGjv3r2YNGlSwGtycnKwfv16fVZfML4Df6qqVvr9rVar32Nvu8e3jMq0nXxZLBa/x77tqnAmTJiAwYMH46OPPsJ3332H3bt3Y8eOHdixYwc+//xzvP322wHtMl/1VU8iIiKi2iLLst9j37aO999t2rRBt27d8PPPP+PLL79Ebm4uFEVBQkIChg4dqr++qm0hImrceM89Iopq3nuneB06dAgff/wxAGDGjBl4+umncdVVV8Fms/m9Ljk5WR8YLH+fmi1bttRhjYmIiMhIvEtyVmTVqlVht9vtdn21gl27dvlt2759e/Uqh8q3nWrK4XBg69at2LZtG26++WasXLkSW7Zswe233w4A2LZtG/bv3w8AEARB3887CFlf9SQiIiKqTUeOHMHJkyf1x759UC1bttT/PWrUKADA119/rd+L+LzzztN/rMS2EJHxcOYeERmKd7kqAFi3bh369u2L33//Hf/5z3/05z0eD0wmE8455xysXr0aX3zxBd555x30798fy5cv15fLIiIiIqqJv//+G1u3bgUAXHLJJViwYEHAay677DLs3r0bX3/9NfLy8mC320OWd8EFF2DFihX4+uuv8frrr2PIkCFYu3at3gFUHVVpO9XE3r17MW7cOADA5s2bMXnyZIiiiOPHj+uv8b6H74y7HTt2ID093a+suqwnERERUXkejwfr168Puu3000+vcN+77roL06dPR35+vj7LLj09HV26dNFfN3LkSDz11FPIy8vTbxXjuyRnfbXZiKjh4KeZiAylXbt2OP3003Ho0CF8+eWX+PLLLwNek5OTgyZNmuCuu+7CN998g6KiIjz66KP69vT0dGRlZdVntYmIiCgKffTRR/r9T7y/xi5v9OjRmDdvHtxuNz799FNce+21IcubPHkyPv/8cxQVFWHevHmYN28eAKB169Y4ePBgtepYlbZTTfTp0weXXnopPvroI6xevRqrV6/2237eeeehbdu2AID27dvrz990003o0KEDVq5cWS/1JCIiIirP4XAEXVodAO64446w+3bq1Ak7d+7ElVde6ff8tGnT/Abi0tPTMWDAAHz//fcAtBWnzjrrLH17fbXZiKjh4LKcRGQoZrMZL7/8MoYOHYqEhATY7XYMGDAAr7/+uv4rcO8voE4//XS8/vrr6NOnDywWC1q0aIEHH3wQl19+eQQjICIiomjhXTrJbrdj0KBBQV9z6aWX6vfT+/DDD8OW17p1a7z11lvo168frFYrmjVrhunTp+O6664D4H9fvsqqStuppubNm4eHH34YXbt2RUJCAiwWC9q2bYs777wTzzzzjP66IUOGYOzYsUhNTYXNZkPz5s3rtZ5EREREtaV79+545ZVX0LVrV1gsFrRv3x7PPPMMLr300oDX+v4Y7MILL/Qb/GNbiMh4BLUqd1snIiLMnz8fr7zyCgBgz549Ea4NERERkWbDhg2IjY1FixYt0LRpU/35l19+GQsWLEBaWpr+a28iIiIialw+/PBD3H///QCAN998E/37949wjYgokrgsJxERERERURR4++238c033wAAHn30UQwcOBB//fUXli9fDgB+920hIiIioobP5XIhJycHJ06cwKJFiwAAGRkZ6NevX4RrRkSRxsE9IiIiIiKiKHD11Vdj3bp1UFUVDz/8sN82QRBw4403RqhmRERERFQdDocDQ4cO9Xtu8uTJEEXebYvI6HgVICIiIiIiigLnnHMOnnvuOfTr1w8JCQkQRREJCQk466yz8O9//xsDBw6MdBWJiIiIqAqSk5PRokULWCwWtGrVCtOmTcO4ceMiXS0iagB4zz0iIiIiIiIiIiIiIiKiRoIz94iIiIiIiIiIiIiIiIgaCd5zr5wdO3ZAVVWYzeZIV4WIiIjqgNvthiAI6N27d6SrEtXYpiIiIopebE/VH7apiIiIoldN2lQc3CtHVVXU5UqlsuKBigiuhFoWnyAIgCBErA4KFIgQI1oH5gHMQ9n7Gz4HZXVgHsA8+NQh4nkAIECAJNZ+U4UrktePum5TweMB6vNYRuJzoaqAogBiPV0PjBBj2Xsyzrp5v6iPsew9ZUGBGs1xRqItEqFjaYQ42Z5q/OqyTaVChUd2QwAi2u6vcw3k75s6ZYQYAUPEqaoqFEWGKEpanNHKAMfSEDECxohT1UZ0TJIZAmo3xpp8x3NwrxzvL6G6d+9e62W7ZReO5u2HKEqQhMik3uPxIPtkNlLSUmEyRaYOTrkEWQVH0CShFSwma0TqwDxomAfmwIt50DAPmoaQB1n1QFFktLC3h1my1GrZu3btqtXyKLi6bFPB5QL27QNMJu2/euB2u3EyOxtpqan198v5khLgzz+BVq2AmJg6fzsjxAgwzjpjhBgBuF0lOFryJ8Tmp0Oy1M/3dH1/L0eiLRKJtocR4mR7KjrUZZuqqMSBnw9uRZPUJrDU0zUtEhrC3zd1zQgxAsaIs7jUgT+O7UPbjM6wxcZHujp1xgjH0ggxAsaI0+Vy4kT2CXRqnYm4Wv5c1qRNFZ3ZbuAkwQSTFKHlFBTtV3sm0QyTFKEBRsUNABBFiXkA8xDxPDAHGuZBwzxoGkAeIAMK5Mi8NzUeJhNQn0tUed+vvt7TrV0PIEn1955GiBFgnHXBCDECQNn3tFSf39P1/L0ckbZIBNoehoiT7SmqpIj+7VEfGsLfN3XNCDEChohTFCX9//m5bOSMECNgiDg9oifSVQhKjHQFiIiIiIiIiIiIiIiIiKhyOLhHRERERERERERERERE1EhE5zzJOqQoClwuV7X2dcsuyC4FgiRDlSJzc0lFVhEbY4PsUaGqkZlO6nErgCzB41LgjlAdaiMPJnPjv7GtKIqIj4+HKBp3nJ850DAPGuZBwzxQfahJmwouF6AogCzX2w27ZQAWmw0uALKnntoviqItcagoQD28Z6RitKB+f3EoSpJ2jZOkenzX+meEOI0QI2CM72UjxAgYJ06qXzVpU3ncHtisNigeFW6hYS45VhsaQl9YXRMEwRDXFyNcR0VRREyMFaIUvTECxjmW0R4jYIw4RVFEfJwNUgP7u4ODe1Xgcrlw4MABKIpSrf1VVYWsKIBQCgGRHRRyFRZH7L1VqLAqqSh2ulGCyDaqapQHQUVK0wRI5ob1oa4KURIRnxC9N+etDOZAwzxomAcN80B1raZtKqiq9l9pab0N7umK67ENpapAWpo2sFdUVH/vW88xiikpaFM2yFcfJFFEQkJCPb1b5BghTiPECBjje9kIMQLGiZPqT230U0GJgaPEBQHuWq5dwxPJvrC6pkJFTJwZQnzj/hF6RYxwHdUG92L1e+9FK0McSwPECBgjTlEUERcXz8G9xkpVVRw7dgySJOG0006r1ki0oirwyC4AQuRmfKlaLIIgIFLji6qqwK24YRYtjTYPqqLg77+PoyCnGPYm8Y12Bp+qqHC5XLBYLBDExhlDTTEHGuZBwzxomAeqS7XRpoKiaLP3BKHeBvdUnGo71NunQlEAtxswm4F6+BVkJGJUZBl//fUXjrndaOVtm9X1eyoKXG43LGZzVP+61AhxGiFGwBjfy0aIETBOnFQ/aqWfSlHg9jghiGKj7deolAbQF1aXVFVFaXEJTmRlAWoxEtPiIl2lOmOE66iqqnB7PFDVav4QspEwxLE0QIyAMeJUVRVOl0v7MU0DGt/j4F4leTweFBcXo3nz5rDZbNUqQ1EVuGUBQgQH91RVi8VkMtX7D929FFWBKAswS1aIjTgPaWmp+OuvY1BkFZKpcV64ZFlGbm4u0tLSYBKNeTlgDgBZVrDj5304ePgoWrdqgd7dOkCK8uUfgmEeNMwD1bXaaFNBUU4N7NVTW0JRVb3tUG/tF2+cFku9DO5FKsb05GT8lZUFj6rCXMfvKysKfvhtLw4c+QttWjbHgM4dIUXhoJAR4jRCjIAxvpeNECNgnDgbm7y8PCxcuBDr1q2Dw+FAp06dMGXKFGRmZobdT1EUTJo0Cb169cKdd97pt23NmjV4/vnn8eeff6J169a47777cPbZZ9d63WujTSUrMhSnDLPJDDFKO2SBhtEXVtdiYmLgURRknzyJ+BQlan/0YoQ+HFmWUeRwQE6UUW9LW0SAUY5ltMcIGCNOWZaRl5cHj90DqznStTklOrNdB2RZBgBYLFF8VaUqMZu1T7KiKJDq9U4xRLXn2x92YtFrK5GVna8/l56ahLtuHI2hA3pEsGb1i3nQMA9UH9imovIsJhMgCJAVBeY67Ij6YvtOzHlvJf7OPXWNa5qchJlXj8b5faLnGmeEOI0QI2CM72UjxAgYJ87G6N5770V2djYWLlyIlJQULF26FBMnTsSKFSvQrl27oPuUlpZi5syZ2LBhA3r16uW37YcffsB9992H6dOn46yzzsJ///tf3H777fjwww9DllddbFNReTExVgACZI8C0cJ+KiKiaMcrfRVVZ8adLMvY9NPP+OSbDdiy8zfIcnRPqzaMaP25FxnGtz/sxEPzX/frZACArOx8PDT/dXz7w84I1ax+MQ8a5oHqW03aVKvXbcCmXWxTRYv6WNHii+07cdeS1/0GgwDgeG4+7lryOr7YHh3XOCPEaYQYAWN8LxshRsA4cTZGhw4dwvfff49Zs2YhMzMTbdu2xcyZM5GRkYHVq1cH3Wf79u0YPXo0fvrpJyQmJgZsf+WVVzBixAhcd911aNeuHe6//3507doVb7zxRp3FUaN+qnXfY+uu3WxTRYloXXaUiIiC48y9OvbFhh8wZ8lr+Ptktv5cRloKpk++HiMG9YtgzYjIyGRZwaLXVoZ9zdMvvQ+Px1Nvy3m4ZRfyik/AbnPALNXPr08VRcEz/14R9jXMg+b51z7E4H7duHwURUywNlXT1BTMnHQ9zh/INhWFJisK5ry3EmqQbd7nHnrzfbjr8lrvdAEnTgB5RYC1bq7tiqLg0aUrIhenEWIEILtdyCk9AelYESRT3cUZyfZJfbRFIh0j0HDiZBsrcpKTk/Hyyy+jW7du+nOCIEBVVeTn5wfd57vvvsOIESNw880349JLL/XbpigKtm/fjunTp/s9379/f6xdu7b2A6gm9lMRERFFBw7u1aEvNvyAux6bH/DH54mTObh3zrNYOPPuWmk4nX/ehfjXkufRoUOHSr3e90c8//3gv4Ag4B//uCLk6zdv3oL5Ty/A+x+8h5kzHkTXrl1x7bhrKl2/sVdejan3TcGZZwbGunnTZrz44kvIzyuALHvQqVMn3P/ANKSkpFS6/OoSALy/7H04nU5cf8P4SuUiGklSA7oLaIQYMQc7f/sj4NfD5RUUFuORZ9+upxo1XMyD5kR2Hnb+9gd6d2sf6aqQAYVqUx3PzsFdTzyLRdPvrpUBvmEXXogXn38eHUO0qcL9Mv79//4XgiDgyitCtyM2bdmCJxcswIr33sP0Bx9Et65dcd01lW9Tjbn6atw/ZQr69wuM9YfNm/HCSy8hv6AAskdrU82cVvU2VXVn0b37vtammjB+fKVyUZ+27vsjYJZXeXlFxbj3lei/1hshTiPECBijfWKEGAG2sSIpMTERQ4cO9XtuzZo1OHz4MAYPHhx0n//7v/8LWV5BQQGKi4vRtGlTv+ebNGmCY8eO1bi+LpfL77HH4wEAqKoKRQmceecdGPfd9sX3m3D34wtC91PNuBvnDeqnL1SkBvk1Rbht3u3nn3chFr8Q2E9VmXI/eF9rR1xRrm9GEACo2o85tmzegvnzF2DZ+1o/VbduWj9V0HJ9/q2qKgABV429GlOnTkG/MwNj3bxpM1568SXk55/qp5o2PbBNJZT9T7g8VBRrsG3efqrx12v9VOVzEWpf1ecJxaPAI3j8touiCFESoSqqvqSrL5NZ6yL2uD0B2yRJgiAKkD2y3/to9REgmaSKy/V4UP7E85aryErAOewtF+qpcx0A3G53Wd7VkOV6Yw1WLgTAZDIFlKvX12QCBASNNWwOveWi5jnU9hcgezzwuD2VOjZVyaEea5hjUxs5DFeuqqj6sXS73f7lhog13LGp9HlYzWNTnRx6+xoFQTgVo15wzXMY9tiEiLXa5zfC51BRFEiSFHS/+r5GlI+1ts5vt9sNAYLftaf8vpIkQZIkKIoSUCdBEPRbfJX/PldVtdp/h3NwrwZUVUWJ0xl0mywrePyF/4T9VekTL76JAb26hvyFXqzVWuvLFAnCqQ8NAOzY8SO6du1aq+9RWZt+2IRZD83G4hcWoWPHjlBVFS/8awnuuO1OLH3vnTp9b28errp6rP5cJHMRKSazCelN0iNdjYgyag6y8woq9bpWLZogOSm+jmujURQFLrkUFimm3mbJ5eY7cPjoiQpfxzxoKnveEFVVTdpUAoDHX3kTZ/XqCinEZ6Y22lSiIEA0hW46b//xR3SLUDti46ZNmDlrFpYsWoROZW2qxUuW4JY778T771S+TVVRjOFcM/ZUmyqSuQgmq5LXrrZNmyA1sY6u9bIClJYCMTFAHc3OyS5w4I+/K76W11mcRogRgKoocMqlEKwxEOroezrS7ZP6aItEOkagYcXJNlbDsG3bNsyYMQPDhw/HsGHDqrx/aWkpgMB74FmtVjhDtHMqS1GUgAFC7/uoqtZJXr49ZbVaAWgdkoqiaDPZl4Tvp5r30hvo16MzLBZvx6Z/R2yM1QKz2QxB0Jb2LN85LIkihLLvANkj+3VuCr6dziE6YgUB2LF9Bzp36ez3GlEUIUkiVFWFR5b19/Z4PH51CFpuWeewKIp6x7Kqap3MiiJDkiSoZZ24mzdtxuzZj+C5Rc+iQ4cOMJmksn6qO/Dm22/6xypJEAUBallufQmCAJPpVLnlmb0d7EFyeOXYf0AURSiKiu3bd6CLTy685YaKVZJMEAAUFRfB5fY/5+Lj4xGfEA+Xy4Xc3NyAWLz9ItnZ2QF1Sk1NhdliRnFxMYqKivy22Ww2JCYlQpZlnDx5MiAPGU0zAAB5uXkBdbYn2xETE4PikmI4Ch1+22JiYmBPtgctF4DeSV6QXxDQUZ6UlIRYWyycTmfALFyLxYKUVG2gNli56enpkEwSCgsL9c+0V3xCPOLj4+F0OZGXm+e3zWQyIS09DUDwHKalpcEkmlBUVITi4mK/bXFxcUhITIDH40F2djZccikAFXkFBSgtdus5zM3NDRgcSU5OhjXGiuLiYjgc5XIYGwO73Q6P7Akaa9Nm2g8R8vPyAwaf7HY7YmJjUFpaioIC/+8obw5VVQ1abpMmTSBKIgoLCgOufQkJCYiLj/M7Nt7/N5lNSEvTcngy+2TAgExaWhpMZhMcDgdKSkqC5tDtdiMnJ8dvmyiKaJLRBACQk5MTMCCTkpICi9US9PyOjY1Fkj0JHk+QHArQf8yRl5cXMOjlzWF8fHzAeWi1WpGckgxFUYLmMCMjA4IgBD2/ExMTYYuzweVyIS8vz2+b2WxGaloqgODnd1p6GkwmEwodhSgtKXd+1/Aakd4kHYUFhQ3mGuE9NrV1jZAVD1So+qBtbm5uwGfZbrcjKSkJpaWlyMrK8ttmNpvRvHlzAMDx48f9zkNZlvXvx6ri4F41qaqKa+59EDt+3VPtMo5n5+CsKyeF3N67S0e8+fTDVeqMGnDmQFx19Vhs3rQZDocDDz40E/0H9Mf6b7/D4ucXQxBFWCwWPPLobBw6eBDffL0OP2z8AYmJiejcpTPmPj4XxcXFyM7OwYgR5+G++6eGfK/Nm7fguWeeg8vlQlx8PGY++AA6dOiA48eP44HpM5Cbk4vTWrVCkaMo6P5LXngRN0++CR07dgSgfaAn33IzWrc+HW6XG3n5eXj4odkoyM9HVtZJ9O7dC/OenItjx47h5ptuQa/ePfHrr78hPj4e856Yg5YtW2L7tu147tlFKHU6kZuTi3HXXYsbJlwPAHjpxZex+uPVEAQRZ/bvhwdmTMeLS15CcXExMjP7+uVi7px5WLlqOTIyMiDLMs4fcSHeWfpWwC/wiBqrVHvg/SGCmTLpH/X2K+JSdzH+zj+IpkltEGOOrZf33PHzfvzf7BcqfB3zoKnseUNUFTVtU6nQ2lSZV4duU/Xp3BFLn6ham6rvwIG4ZuxYbNq8GYUOB2bNnImz+vfHt999h+cWn2pTPT57Ng4ePIiv163D/37Q2hFdO3fGo3PL2lQ5OTj/vPMwfWroNtWmLVuw8DmtTRUfH4+HHngAHcvaVPfNmIHc/Hy0atUq4A8lr8VLluCWm25CJ5821a0334zWp58Ol9uNvLw8PDh7NvLz85F18iR69+qFp+fOxV/HjmHiLbegd8+e+OU3rU311Jw5OK1lS2zdvh3PLCprU+XmYvy11+LG67U21Qsvv4yPVq+GKIro368fHpw+HS+8VNam6tvXLxePz5uHj5efalMNu/BCLHurfttU6ZW8ds2+7h/o36mOrvXFxcCBA0CbNoDNVidvsWnPflw/v+JreZ3FaYQYAbidxThaeADmVm1hstbN93Sk2yf10RaJdIxAw4qTbazI+/LLLzF16lT07NkTCxcurFYZ3sG08p2ITqcTsbE1O8dEUUSzZs38nvN27GoDPiaMm/pwjfqoAOBEdi4GXz055HZvPxUgVLgCjmSSYDKZcFb/gRh71Vhs2Xyqn+rM/v2xfr3WTyUKZf1Uj2n9VOvWfYsfNm2CPTkZXTp3xtw5/v1UU6dN1WZzlMXt277bsX0Hnn32ObjL+qlmzDzVpnrg/hnIyc1Fq1atUFxUrA3Oid6ZNdrgzEsvvYybb56Ezp07689PvuVmnH766VAVFXn5eZj1sNamOlnWTzX3ibk4fvw4Jk+6BT179cRvv/2G+Lh4zHtS66fa+dNOPPfcIjhLtTbVteOuxYQbtTbVv195FatXr4YoiOh3ptZPteSFF1FcXIy+ffvi23XfYlNZLubNmYcVHy5H06Zam+rCCy7C2+/4t6m8Az9xtjgkmhP8jof3RwwWi0UfQAkmNTU18FiWHWubzRZwLnvzL0lS2HLtyfaQM5tssTbEWGOqVW5iUmLQWTmA9pkM2Nfnz4Fg5XrrlJCQgPh4/x+X6OVawpcbLodxcXGwlWsneWM1mbTBrVJPMdz5hUhNTEGM+dRrk5OTQ5Zrs9kQExM8hybJFDaHSfakkDmMiYkJ+MGCN1ZBEIKW6903ITEBCWrw87DCY5MaWK538CM+Ph5xcXH+u5bFajabw8YabFWTypzf3mMTit1uD3l+x8bG6t8PpwrW/k8UxaDlet833Pkd9LNcwfltkrQcJsQnID4u+PnNa8Spf/pu8yhuuD1OvU7JyclISkoKWt+YmJiA72zf76qMjAy/baGWAq8MDu7VQG3PqqsNDocDbdu2wT333o2PPvoYCxY8g/c/eA+Ln1+MWY/MQpcuXfDxx6vx444fMeaK0Th32Dno2rUrLhk1Ek8/NR/XjR+Hc4edC4fDgeHnjsC4664N+j55eXl4/NE5+M/rryItLRU7f9qJe++ego8/+QhzHp+HQYMGYeJN/8Tu3Xtw9djgy0399utvmP7ANL/nTCYTRl4yEgDw2ZrPMHToEFx9zdVwu924bNRobNu2Hc2bN8OhQ4cw9b57MWfu43jrzbcwe9aj+PerL+Odd97F/Q9MQ5cuXXD06FGMvGgUxl13Lb5dtx5rv/gSy95/DzGxMbjrzrux7ptv9fc9d9i5frnYvn07Vn34EW6ePAnfrf8OZ5zRKSoH9jxu7VdBqampfjM6jcSoOejRuS3SU5PCLs3ZJNWOHp3b1mOt6h/zoGEeKNIaapuqXZs2mHr33fjw44/x9DPPYNnbb+PZxYvx2KxZ6NalC1Z/+il2/Pgj/jF6NIadcw66de2KS0eOxJPz5+P6ceMw/FytTXX2iBEYf23wNlVuXh4emTMHb776KtJSU/HTzp24a8oUfPbRR3j0iScweMAA3DxpEnbv24crQizh+etvv2HGtMA21aiRWpvq088+w9AhQzDuaq1NNXL0aGzdvh3NmzXDwUOHMO3ee/HE44/jtbfewoOPPILXXn4Zb7/7LmZMm4auXbrgyNGjuHDUKIy/9lqsW78eX3z5JZa/9x5iY2Jw+913Y/2GDfr7Dj/3XL9cbNu+HSs/+gi3TJqEb7/7Dp071X+bKrNDWzRNTsLx3PygsxUEABnJdmR2aNzXOCPEaYQYAWN8LxshRsA4cTZ2b7/9NubMmYMRI0Zg/vz5gR3ZlWS322Gz2XDihP9szRMnTtTKd1/5enl/9S8I2qy0+m5PVfR2gqD953A40K5dG9w7xb+f6l/PL8bsR2aha9cu+PSTTwP6qUaF66cS/N8DKOunesy/n2rKPaf6qQacdRYm3XwT9uwp66cS/GMQhFP9VL7Pm0wmXDJKa1N9/llgP9X27f79VHPn+fdTLV36LqaX66e6brzWT/Xl2i/xflk/1f/deTc2+LSphg0/F+d+dSoXO7Zvx0er/PupmjU7dV55ZwmqAESTGLJ/QxAFmMTQfR/h+kUkU+gB3QrLDTMrRZS0JfKCF+xfp/J9OLVVbnk1irWm5XoAR1ERMhL9ywpXbk1iraschitXEAVARsj+uIZ2bKoba4V9jnV1bFC/OfS4Pcg+Eb5vtb6uEXVVrsfpRm5eHpoluWExWcOXW/ZD4FDKb6vJ97dxerJrmSAIWLrgsZBLSG3d9SsmPTi3wnKWPHof+nY7I+i26i4hdfbQswEAZ5zRCfll03OHnzccd95+F845dyjOGjgQ5158UcB+9065Bxs2fI//vPof7Nu3H263O2B6qddPP+3EiRMnMHnSLfpzDkcR8vPy8cPGH/DgQzP0OnTtFnxZJlEUYTGHPtGvG38dtmzegjdefxN//PEH8vJOTXdt0qQJzh12LgDg8tGXY/7TCyHLMubOexzrv12P79ZvwL59++HxeOByubDph00Ycf55sMVpv3h5fvEieDwe7N69O+h7jx17Jabcex9unjwJy/+7Iqrvw1d+KrURGTEHkiTirhtH46H5r4d8zZ03Xh5y2eBowTxomAeKpNpqU70y6z5kdq3dNtXQs7U2VedOnZCXlwdVVTFi+HDcetddGDZ0KM4ePBgXXXBBwH5T77kH333/PV75z3+wb38FbaqdO3H8xAlMvMWnTVVUhLz8fPxv0yY8XDbj74xOndA9xFKXQgV/PNxw3XXYtGULXnvzTfz+xx9+S4g0adIEw8/V2lRjLrsMTy/U2lRPPv441q1fj/UbNmDv/v1wl7WpNm7ahAvOOw9xZb84XrJoEQDg519+CfreV195Je6+7z7cMmkSPlixIiL34ZNEETOvHo27lrwesM17Vsy8+vKQy7o2Fr5xlt2WSBctcRohRsAY38tGiBEwTpyN2dKlS/HYY49h/PjxmDFjRo2WaBUEAX369MHmzZtx5ZVX6s9v2rQJffv2rY3qhn3vcO0poGH3Uw0ZMhgXXBjYpqrNfqr7p9+v16FB9lP9S2tT/fJz8DaVkfqpKmKEPhxVDbyPZjQyxrGM/hgBY8SpNMDPJVuQNSAIAmwxMUH/G9SnJ5qmpSJUk0cA0DQtBQN79whZRnVHba0Wq14/7+dq8i034/U3X0O7du3x+muv48GZDwXsd+89U/HpJ2twWqtWuPW2W5GcbIca9DexgCLLOKPzGVi+8gP9v6XvvaNNdYX/B9ocYiS7e4/u2LXrZ7/nZFnGbbfegePHj+Ppp+bjP6++hiYZTXD99ePRtl07vVzf5R+8N50UBAHjx12Pbdu2o1Onjrjn3rIbXavaSLtvPk+ezEZOjv/6wb7O6HwGEhITsO6bddi9ew+GnD0k5GuJGquhA3rg//45OuD5Jql2PDZ1AoYO6BGBWtW/oQN64LGpE5Ce6j+dnnnQGC0PFBm10aYa1KsO2lRWnzZV2XO3TJqEd157DR3at8crr72G6Q8Ftqn+b+pUrF6zBqe3aoU7br0VyXZ7yD92ZFlGlzPOwKoPPtD/++Cdd5CUWLZEm89+oX4d2LN7d+z8ObBNNfkOrU31xPz5+PdrryGjSRNMGD8e7XzaVKYQbaprrr8eW7dvR6eOHTHl/7Q2lQoELH91Mjs74L4WvjqfcQYSEhLw9bp12L1nD4YOiUyb6vw+PXDfP0YFPJ+RbMeiWyfg/D7RcY07v08PLLp1AjKS/a/l0RSnEWIEjPG9bIQYAePE2RgdOHAAc+fOxYgRIzB58mRkZ2cjKysLWVlZKCwshCzLyMrKCrjvVjg33ngjPvnkE7z22mv4/fff8dRTT+G3337DDTfcUIeRaMK1pxpyP1X79u3x6quvYeaMuu2nQqPopwrdpmI/FRERldfgZu7l5eVh4cKFWLduHRwOBzp16oQpU6YgMzMz6OtXrlyJ6dOnBzz/xRdf4PTTT6/r6oYkSRJm3noj7npsfshfld4/+fp6+4XepZdcjqcXPIVrx12Dtu3aYs7jc/R6yrJ2s8pNP2zCe+8vRevWrbHum3U4cSILshx8RLpHzx7Yu2cvfv75F3Tr1hWffvIpFj//Aj5Z8zEGDx6EFctX4tbbbsEffxwIaBh5Tbzpn5j10Gx0794N7Tu0h8fjwaLnnkd+fj4yMjLwww+bMGXqvRg0aCB27dyFPbt3Qymrz7Fjx7Bt6zb0zeyLlSs+xKDBA1FY6MC+ffvx+huvwRZnw7tL3wMAyIqMM/ufiSUvvIjx118Hq9WKWQ/PwvDzhvvVxzcXAPCPK6/A44/NxaWXjar2TS2JGryyC1L71s1x8dA+aN2qBXp362C4Xw8PHdADg/t1w46f9+Hg4aPMg8HzQA1LZdpUM2+qvzbVJaNHY+FTT+G6a65Bxw4d8PCjj+r19N4AfOOmTfjv0qVo07o1vl63DieysgJu3O7Vq0cP7Nm7F7t++QXdu3bF6k8/xaIXXsDnH3+MIQMH4oOPPsIdt92G3w8cCBjA87p54kTMnDULPbp1Q4f2WpvqmedPtak2btqEaffei8EDB2Lnrl3YvXs35LL6/HXsGLZu24bMvn2x4sMPMeiss1DocGDv/v1467XXEGez4Z33tDaVIssYcOaZWPzii7jhOq1NNXPWLFw4YoRffXxzAQBXXXEFHp07F5eNimybyly2/Ez31qfh8syeaNOyOQZ07tjoZ3mVd36fHhjeqxt++G0vDhz5KyrjNEKMgDG+l40QI2CcOBubzz//HG63G2vXrsXatWv9to0ePRp33HEHhg8fjnnz5mHMmDGVKnPw4MGYO3cuXnjhBTzzzDNo3749XnzxRbRr164uQqiShtxP1aFjBzw6+1Sbqrb7qQYNHoSVKz/E7XfcFrafatKkiXjowVkR6ad6+KFZuOCCwDYV+6mIiCiUBvdNcO+99yI7OxsLFy5ESkoKli5diokTJ2LFihVBG0N79uzBmWeeGXDD42A3yKxv5w8egEUPTcWcJa/h75PZ+vMZaSm4f/L1GDGoX73VZep9UzD9/gdgkiRIkgkzZmrLZg4ePAjzn14IqzUGt995G265+VZYrTFo3rwZunXriiNHjiDR+8txH6mpqXh6/pN4ZNYj8MgyYmNisPDZBRAEATMfmoEHZzyEy0aNRvMWzdG+Q/AboPcf0B/TH7gfDz34MFwuN1xuF3r26IF/vfA8AODmmyfh8UfnICbGioSEBPTp2wdHjhxBpzM6Ij4+Hu+8vRSPPzYHaenpmDP3MSQlJeK68eMwZvQVMFss6Nz5DJx22mk48ucRnHPOUOzbuw/XXHUtVBUYOGggRo26BK+8/IpeH99cjL3qSlx80UWY89hcjLkicGYTUbTYtnMfAOCc/j0wOLML0tLSDNvJIEkienVph5ZNkpgH5oEamHBtqpk3XY/zB9Zfm+q+e+/FfQ9obSqTyYSHZ2htqiGDBuGphQsRExODu267DTfdeitiYmLQvFkzdO/aFX+GaVMtePJJPPzIqTbVogVam2rWjBmY/uCDGDlmDFq0aIEO7YO3qc7q3x8z7r8fMx5+GC63Gy6XC7169MCS57U21S2TJuGROXMQY9XaVH37aG2qMzpqbao3ly7FI3PmIC0tDY/Nno2kxERcP24cLr3iClgsFnQ54wy0Ou00/HnkCM4dOhR79+3DlddeCxXA4IEDcfmll2LxkiV6fXxzcfWVWpvqkblz8Y/RkW1Tbdt3AABwbo8uGN6js3aNi7LBIC9JFHFmx3Zom5IUtXEaIUbAGN/LRogRME6cjcktt9yCW3yWxQ5mz549Ibd9/fXXQZ+//PLLcfnll9ekanWmofZTmUx13E/14AzMnPEgLr+04fZTDRo8EJdedile+NepNhX7qYiIKBxBbUALoh46dAjnn38+3n33XfTp0weANpX9ggsuwMiRI/F/ZUsC+frnP/+Jdu3aYebMmbVSh127dgEAunfv7vd8aWkpDhw4gDZt2iAmJqZKZcqyjK0//4YT2TlItsejb9czYAp3k866pAIqVAgQEHIthjqmqArcsgtmyQqxGks6HD16FFddeQ02/G999StRQR4URcG6b77FsmXL8NLLLwYtorTUiUMHD8HeNA5mS9XHyUvdxfg7/yCaJrVBjDm2yvvXBlVR4fF4tCW2xMicEJHOg5Fz4JFljLrxIRQVl+KleXej/enNDJkHX0Y+H3w1hDx4ZDfcshMt7O1hlkLf96I6Qn3XU+2qyzZVVnYO0uPjkdn1jPA3Pq9FKnyWWKqXdwSgKIDLBVgsQB0MXBw5ehRXXHMNNq3X2lR1EaOiKPj622/x7rJlePXFIG0qRUGpw4EDx46hTXw8YuroV+iqqmLIfbORlV+IN6fcit5tT4fJZKrRvZWqpLgYOHAAaNMGKLtfYV1TFEW/ltdLnEaIEYDbWYyjhQdgbtUWJmv9fE/X9/dyJNoikWh7GCFOtqeiQ133U9mT4pDZrXPk+qnqQx33hdVKP1UFKuynUoGS0lIcPnS42v1UjUFD+Fu1rpW4inA053e0SGmHWEtcpKtTZ4xwLI0QI2CMON0eF0qcRWiV2glWc9W+cytSkzZVg7rSJycn4+WXX0a3bt3057T1uFXk5+cH3WfPnj244ILAm+7WlMvl8nvsXVpIVdWgyyp5/5gMta1/z25QFAUuuRQCRN+lvuEd3wo2zBpum75dRdAVx0Pve6oxU7vllhUrVFBu2c6qqjWtqlqud3vNc6jdP0cIsu2+qffjt19/w+KyX2eFGwJXPAo8gsfvOVEUIUoiVEWFLMsB+5jM2kdP9sjwuN3wwKxvkyQJgihA9sgB9+cRBAGSSaqwXI/HE3DwvOUqsuJ3ngqCAEVRIIkSoMJvGS29XJMJEIKX6421fLla4WX7hisXZR0z5fIQNofCqX097sByq5pDQRC0f8s+OQxTbrBYveWGjDXMsfGWpShy4PtWJocVHJtQOfxt/58oKi5FYrwNbVs19c9DWbk1Og+reGz0slQ16L7VOb+9sVYlh755qNT5HSLWcDkMd2x861gb57dfnaqQQ988VHh+18E1wqN49KI8Hk/AvpIkQZIkvWO3fB7MZu16Uv77nBo3SZLQv2c3bdDL6fRpWNQ9Aaj2fWYai7qI8d7778evv/2mzyKMlD+zspGVXwizSUKvdq1hMZsr3qmRE0URFkvtduY3NEaIEQAEUYDZEt3nrBFiBIwTJzV83jaV9uNrJ+rxp0uRIaDRx1i+nyqAEP1tVcAY11FBEMrucx3dM7wNcSwNECNgjDi9/Uz19uPQSmpQg3uJiYkYOnSo33Nr1qzB4cOHMXjw4IDX5+Tk4OTJk9iyZQveeust5OXloWfPnpg6dSratGlT7XooioJjx475Pef9o1FVVbjd7oB9rFbt5sCyLAd0QJpMJp8OSBkCFP0LV7tgh+8wFQSt3PKduJIoQpBEKGpgJ67g2+nsW66qQoUKk8kMURSgKDIUJbDTWZJEqKoKT5DOYbM5SLne+kqSPlhUPg+iKECSJKgqICsKBNUDxeeLyluuLHsCBtMkSYIoCFAVBRkZGfjm26/19/fmUA2RQ7O3g903h2V5kCSTHqtvDp94ct6pYxMiVm9RRcVFcLmdftvi4+MRnxAPl8uF3NzcgFjSm6QDABxFRTB5cmCVivXtqampMFvMKC4uRlFRkd++NpsNiUmJkGUZJ0+e9NsmCAIymmYAAPJy8wLqbE+2IyYmBsUlxXAUOgCc+rVzfHw8UlJTgpYLAE2bNgUAFOQXBHSUJyUlIdYWC6fTGTAIb7FYkJKqLZEbrNz0dC0PJSUlyHb55yE+IR7x8fFwupzIy83z289kMiEtPQ0AkJ2dHfDZSEtLg0k0oaioCMXFxX7b4uLikJCYAI/Hg+zsbL9ffEuSpOcwNzc34HOVnJwMa4wVxcXFcDgcfttiYmNgt9vhkT3Bc9hMy2F+Xn7ANSQ2Xru+uEqdKCj2L9ebQ1VVg5bbpEkTiJKIwoJCOJ3+52FCQgLi4uPgdDqRl5fnt81kNmHrzr0AgC4dTkP2yZN+v3xPS0uDyWyCw+FASUlJ0By63e6AG36LoogmGU0AaNfo8teBlJQUWKyWoOe3ZNauix6PB3n5Bf6BCqfOw7y8vIBBL7vdjpjYGJSUlKCwsNBvm9VqRXJKMhRFCZrDjIwMCIKAgvwClJaW+uUhMTERtjgbXC5XQA7NZjNS01IBBD+/09LTYDKZUOgoRGlJqd+2cNcIWXUDZf2Uwc7v+rhGFOQX+OUhJiYG9mR7vV4jZMWDpJQEANrnsfxn2W63IykpCaWlpcjKyvLbZjab0bx5cwDA8ePHA85D78wkI8rOzsYTTzyB7777Dk6nE/369cO0adPQvmy5x99++w1z5szBzz//DLvdjvHjx2PixIkRrnXDoEL73hRFsZF3DZ3SskULfdYeUDcxPvv007VUUs1s268tydnt9NMgiSIKCgpgi4uDSYreWQoeWUZxUVFUx2mEGAHth0LFxcWw2Wz1Nlu5vhkhRsA4cVIjoqpQZAWiJEVN+yYYVfVp49RBoC1atKjTWXsAsGBh+DaVqkK//180M8J1VJZllJaWQI73AFE8XmKIY2mAGAFjxCnLMhwOBzzxnlpfDaEmGtTgXnnbtm3DjBkzMHz4cAwbNixg+969Wse0JEl48sknUVxcjBdeeAHXXnstPv74Y6SlpVXrfUVRRLNmzfyec7vdeseuOcwvfb0zCXx5OxBFUYTJJEGAGNip6DMY57/vqXJD1lcQIIRZwsi3XFXVpsl6yxVFKeQqT95filSmXH0fb51EMeRItiBoA5OSZIIY5FcokhS6XEEUYQpTbtD6BsnhqTz4DrJWLVa5rGM8zhaHRHOC3zZv7BaLJex5GB8Xh9TEFMSYTy1d5K2nzWZDbKz/8jDe+kqSFLZce7I96KwcALDF2hBj1aYPewdnbHG2SpWbmJQYdFYOoA2gBOzrc5oHK1eSJLg9QGxsLFLj/fOgl2sJX25qamrQcgFtEMpWblkobw5NJhPS0tL0HCQnJ/t9tpOTk0OWa7PZApY90cuVTGFzmGRPCsihSykFnIAlxop4W1LQWAVBCFquN08JiQlIUIOfh6GOzbaywb2BfbsiOTnZLw/ecz4+Ph5xcf7LQHhjNZvNYWMNdu/TcOe3Uy5BkSNbPzah2O32kOd3bGys/mML31gB6IOW5XnjSUxKRGxsrF8ewn6WKzi/TWXXsoT4BMTHxfttC1duqacYJ4u0Acpw53ddXiMkUfLLQ2XLrc1rhEdxQ4E2wJ6cnIykJP/Phre+MTExAd/Zvt+xGRkZAfUsKCgIeM4obr31VoiiiFdeeQU2mw3PPfccJkyYgLVr16K0tBQ33ngjzjvvPDzyyCP48ccf8cgjj8But+OKK66o9bo0oJXhK8X7QyBBEKJ2cDhSMdbHubBt/x8AgL7t20BVFBQVFWnX0CgeEDJCnEaIEdA+I3qcUcoIMQLGiZPqV02+R1VoP74WRSlit26pL97BvWgmK3LYlaeigRGuo6qqorTUCVWJ7oNplGMZ7TECxohTVVUUFRcHXbUxkhrs4N6XX36JqVOnomfPnli4cGHQ1wwYMACbN2/26/D717/+hXPPPRcrVqzAzTffXO33L7+8i7eDw+12BwwW+ArbUCibIq8teRRkc5iGVNj+lQqWDPff19tZIwTZVpNyK7/N+wKt46h2y638voJfx1V1yvXOvjJZTJBMIQYcRQEmMfTHTDJJMJnN+lJ55beFrE8F5YYbqBQlbYk8/X0kSR+EgICgdalOuf4VDl+uKIoh81BhrGHKrWwOJUnSBrR8ygpb3xrEGiyHHrdWlihKofetwbEJlsPiklL8su8QAODM3p1hNpuD5qFG52EVj40HZc8JQkTOQ+/ykMHyELZc1M55qJeFyp2HdXmNCHU+1Os1QlbhLps9G7bcCpZkM8JybZWVm5uLli1b4tZbb0WHDh0AALfddhsuu+wy7Nu3Dxs3boTFYsHs2bNhMpnQrl07HDp0CK+88kqtDu55B2ZdLldUN/6p8lweD6CqkOqww23bPm3mXt8ObevsPYiIiOoT21RUXmmpE4Aaso+KiIiiS4Mc3Hv77bcxZ84cjBgxAvPnzw/bMVf+l/w2mw0tW7bE8ePHa7VOJpMJNpsNWVlZ1V5fVVEVeGQXTg2w1T9V1Za99Hjk+rxNTbk6KHArbihi5NYDr2keVEXByZPZMFlFiFKU/7yNotKOX36HLCto0TQVzTNSg97bjYiiS3Jyst8Ppk6ePIlXX30VTZs2Rfv27fH888+jX79+foOpAwYMwEsvvYTs7OygM0mrozbaVFAUwOXSfn1TT20JpWzWv0mWIdZX+0VRALdba7jUwy/NIxGjIsvIys2FDYCpjt4zp9CBP/4+AQDo3a51nbwHERFRfauNNpWsyHC6XFA8CgQxevs2GkJfWF1SVRUlxSU4mZUFa5wp6mcoEhGRpsEN7i1duhSPPfYYxo8fjxkzZoT9Qlq6dCmee+45fPvtt/oSeQ6HAwcPHsQ//vGPWq2XIAho1qwZDhw4gEOHDlWrDFVVISueiN7IV4XWiRLJ9dRVaHmQRFPjzoOgIqVpQtQuzUXRbetPewAAmT06RbgmRBQJDz30EN5//31YLBYsWbIENpsNf//9Nzp27Oj3uiZNtHto/vXXX9Ue3Ct/H0bv8ucHDhzAwYMHA17v/V4NtcSUIAjaNrfbf2BPONWqCLavXq72gvIbIVS0TVXLlq3yvx9dtcutKFZBgKCqUD0ebbnB+ogV4ZesqmkOg9ZXVSGVlqJVQgJkRYFa/p7NkgRJFKEoSsC9cIFTy+UHuye2JEkQRRFb9v4OAGjXrAnirRa43W4oZfWosNyyWYXBypUVBUr5+16LIkySpC8Br3O7AVmGSVUhhCjXG2uwciEIMJtMgeWW0e7TLcAjy3oO3W43ZEWBrCgwh4q1rNyKcuhbbvlY9XLLYoTbDbjdlTo2VcphGd9j443R+x61kcNwx0ZRFLg9bm35WrcbEM1+t1cI9mMpk/f+357Ae6gLggDJJEFVAu+hDpya1e7xeCDLsl8uJUmCIAphyw15X3ffe6iHWKZbURV43G54fG/2I5xa6SBUDiEEL1cUtRn8ihx4b3bfi2qw8yVcDr3lVpjDIMfGW5Yse+CB//aqHJtgORREIWisHtmjv3e486U6OQx2bDyKBx6PR4/V4/EE7Ou9tYj3XuTl8+D9zJX/PjfyPYwbitrop1JUBW6PC5IoRfXxbAh9YXVNVVXIcCEuKb7iFxMRUVRoUIN7Bw4cwNy5czFixAhMnjwZ2dnZ+raYmBjYbDbk5OQgISEBMTExOPfcc/Hss89i2rRpuPPOO1FaWoqFCxciJSUFo0ePrvX6WSwWdOjQIaBRW1lu2YUTBYdhkixB7ytXHxSPguKSYthiYyFGaJq+012Kk47jSItvCavZWvEOdaCmeRAgQDIHuXdiIyMIAmw2W6OPoyaMmoMtZffby+yhdeQbNQ/lMQ8a5iH63XDDDbjqqqvw7rvv4vbbb8fSpUtRWloasFqC9x6WTqezWu+jKAqOHTvm91xcXBzS0tLQunVrHD16NKCjtkWLFgCArKysgDZXcnIybDYbinJzUbJvHxSTSb/PltliQXJSEhRVxcmTJwPqkpqWBkkQkJefH1BuXHw84mJjUep0BtyT0WQyISU5GR5FwfHjx2GS/Du/kpOTYTaZUOBwoLSkxG9fW2ws4uPj4fK5d7OXKElIK7s36cmcnICBCLvdDosso+TgQRTa7YDP/URjYmORGB8Pt8eD3Nxc/0AFAU3K7mGZk5sb0FGbmJiIGKsVRSUlKHI4/LZ577lqtVoD6gto98YUBQG5+flwl8thfEICbDExQXNoNpuRbLcDAE5kZflX1+lEk4ICWJKSkFtYGJDD+Ph4JCQkwOV2Izcnx2+bJEn6AHR2Tk7A4FNqaiosFgs2/aZ953Vp0QwnT56EoqraIK0oQpblgPNFEEU0LbtfZ16QHNqTkxEbE4Pi4mI4Cgv9tsXExCA5ORmyoviXW1qKGIcD9rKHBQUFcJX7XCUlJcFms8FZWor8/Hy/bRarFane8yXI+Z3epAlMkoTCggKUlpYC0GZiyrIMp9OJGKsVTpcLeeXOF5PJhPT09JA5TEtLgyiKKCoqQnFRkd+2uLg4JCYmwuPxaH+3lcVYmpMDobRUz2Fubm7A4EhySgpirFYUFxXBUe48jImNRbLdDk+QYwNAv89qfn4+nE4nZFlGbl4eREGA3W5HbGwsSktLURAih2qIa0STjAxIgoDCgoKAa15CYiLi4+LgdDqRnZ2DQrcDSk4OJHMxTOZT9wo+mX0yYEAmLS0NJrMJDocDJeXO77i4OCQkJuj3gPYliiKaZGjnd15+nhZnbq4++J6SkgKL1YLi4mIUlTs2sbGxSLInwePxBMYqAE2bNtXKzcsLGGCy2+2ACXC53Mh25sAqFevbrFYrklOSoZQ/v8tkZGRAEAQU5BcEXGcTExNhi7PB5XIFXF/MZjPsdjtsNptfjHoO09NgMplQ6ChEaUmp37b4+HjEJ8TD5XIFXA8lSUJ6k7LzOzs74PsmLklbxrC0uASFTv8c2mw2JCYlBr9GCAIymnqvEXlBrhF2xMTEoLikGI5C//PbYrHAZrNBVVW//g4v77EJlsOkpCTE2mLhdDoDrxEWC1JSA68RsuKBW3WhRbIMmLTPY3Fxsd++drsdSUlJKC0tRVa5a7TZbEbz5s0BAMePH/cbGJRlOezS6VQ/atpPVeoqweGsvYizJcJiiUz/TH1oCH1h9aGkRIz6WXtG+FtVEARYrZaonk0LGOdYRnuMgDHiFARB+w5pYNfYBtUS+/zzz+F2u7F27VqsXbvWb9vo0aNxxx13YPjw4Zg3bx7GjBmDZs2a4Y033sD8+fNxzTXXQFVVDBo0CG+++aY+k6+2iaJY7bIlWYRUqv0S1RShwT1YAKstsvcfkgURkGSYLCLMYe7dVKcaQB4aAskkITEpMdLViCgj5uBEdh4OHz0BURTQp1t7AMbMQzDMg4Z5iH7t22uf/cceeww//vgj3n77bcTExAR0DHk7uMPdbzgc7yy98s8BWmdUy5YtA/bxDjA2bdo0oCPWO7vAbLcjMSlJG/Aqm1HgOyunWVlHuy/vrJzUpKSQs3Isooi48svB+8xsspZ1ugYr15SQADUuzn/XshlIFlFEbJA6ecvNSE4O2CZJEsTSUpgkCfHJyYDPMfCWa5UkxIQpNz05OeSsM3NcHBLLt2l9chisvt5Y08Lk0FxBDgOOTXExTGUDEwkJCYgvl0OxbPDWYjbrAyjBeAe+yscKALsOHwUADOx6hl6GPutMEMKWaw+RQ0D7XMRY/TtChbLzWxJF/3KLiwGfgcDExMSgOQQAa0wM0sxmv22+MzeD1dd7v8KExETEx/v/Yl8v12IJ3Nen3HA5jIuLg63c/Zy8sZpMZYNbZTHGp6T4na/JIc5vALDFxQX8baWXK0lhj01SiPMQ0AZZLSFyKIQ45t6laBMSE5EQ6thYrUhNTYHLUQhTSgpMVpvfrLO01OCfG0AbhIorf40oe09zBed3sHJ9z8Py99rylqsfmxDsdnvQWWdOuQQWixmpcSmIMftc/8tiFcuf3+XeNzEpMeisM0C7xgeeh6faHsG+b7x/OyfEJyA+rtz5Ha5cH8Fmn7tV7TsuxhaLpITgOZQqOA/tyfaQsx9tsTbEWMud3z6zKsOVGy6HVqs1aA69fLd5FDfcHqdep+Tk5IBbm0g+n5vy39m+nXQZZQP2XuUHGClyatRPZRaR6E6AWbJErp+qPhikD8hsif6/4Yzwt6okSYiNtUVsYkh9McSxNECMgDHilCQJCQkJDe6HTQ2qNrfccgtuueWWsK/Zs2eP3+POnTvj1VdfrctqRRXvsiLepUKMinnQMA/GzMG2sll7ndqehoR4rQPFiHkIhnnQMA/RKTs7Gxs3bsRFF12kd+SJooh27drhxIkTaNq0KU6cOOG3j/dx+Q69qgh172RBEMLeV9lcvmPehyRJkEwmbWCv3Ot8lxALWm6Yxrgohv61s3e2gndwrDyTJOmzCKtSLhA+VpMoBo0TqFmskijqA0JeStnyhpIk1Wq5fvuWL9fncV3ksMTpwq+HjwAAzjyjA8xms76MpCIIFZdbzVgDjo3Z7Le8aq2VW45vDr1xeq/iNToPK3NsvDGWO1/DfpZrEKvZZNJjLP+5rGm5oYiiCLPJDEmSYDKb9aUZvco/9iWZgucPAARRgEkMs68khfxeDlcuhPB1Ctk5IQOiIAaNsUblAhAlbWnJ8irT9qhJDoPV1+PWftAiSaaQ8VRYbhVjVRVtOU7tHKrdHGoVLherrEIVZL8B35DlimLY7+Xy26L51/lGoigKPG4PTGJ0D3wZ4e8bI8QIGCNOVVXLlqJWKn5xI2aIY2mAGAFjxOldUl1RFCBM87u+Nax5hFTnvMuKBLtvgJEwDxrmwZg52PJT2ZKcPU/dW8uIeQiGedAwD9HpxIkTmDJlCjZv3qw/53a78euvv6Jdu3bo168ftm3b5nfcN27ciDZt2lT7fnvRxAifi2iMcefBw/DICjLsSWiRqs0gi8Y4gzFCnEaIETBGnEaIETBOnNR4eDweZOfmRP05aYTPnhFiBIwRpyzLKHQUQvZEb4yAcY5ltMcIGCNOWZaRnZsT9L7TkcTBPSIiA1EUBdt2aYN7/Xp0rODVRBRNzjjjDAwePBiPPPIItm7dir179+L+++9HQUEBJkyYgCuuuAIOhwMzZ87E/v37sWLFCrzxxhuYPHlypKtOVG1b9/0BAOjboQ1nmRAREREREVHU4OAeEZGBHDj8N3LzHYixWtClY+tIV4eI6pEgCHj22WcxYMAA3H333bjyyiuRn5+Pd955B82bN0dqair+/e9/48CBAxg9ejQWL16MadOmYfTo0ZGuOlG1bd93AACQ2aFthGtCREREREREVHsa1D33iIiobm0pu99ezy5tYQlznw8iik4JCQmYPXs2Zs+eHXR7jx49sGzZsvqtFFEd8cgytv9+EADQt32byFaGiIiIiIiIqBZx5p4BcUkiDfOgYR6MlYOtO/cAAPr16BSwzUh5CId50DAPRIEEMfqbztEU496jx1DsdCI+NgYdWjTz2xZNcYZjhDiNECNgjO9lI8QIGCdOajxEgdfRaGGEGAFjxCnwcxk1jBAjYIw4G+L3JadtGIzJbEJG04xIVyPimAcN82CsHDhdbvz0q3bvocye/vfbM1IewmEeNMwDUSCz2YymGdH9uYi2GLeVLcnZu11rSD4DQNEWZyhGiNMIMQLG+F42QoyAceKkxsNisSA9PQ0mKbq7B43w2TNCjIAx4jSZTEhKSoTJbI50VeqUIY6lAWIEjBGnyWRCenoaLBZLpKvip+ENNxIRUZ34ec9BOF1upNgT0Oa0ppGuDhERUZ3auk/7QQuX5CQiIiIiIqJow8E9g/F4PDiZdRIejyfSVYko5kHDPBgrB9vK7reX2aNjwHR5I+UhHOZBwzwQBXJ7PMjKyoI7ij8X0RSjqqrYtl+buZfZoa3ftmiKMxwjxGmEGAFjfC8bIUbAOHFS4+F2u5Gdkw2PHN3npBE+e0aIETBGnB7ZgwJHQVTHCBjkWBogRsAYcXpkD7JzsuF2uyNdFT8c3DMaVfvAQY10RSKMedAwD4bKwVafwb0ABspDWMyDhnkgCqSqZZ+LKP5gRFGMR07mICu/AGZJQvfWp/lvjKI4wzJCnEaIETDG97IRYgSMEyc1GqqqwuORo/+cNMJnzwgxAsaIUwUUj8L2TTQwQoyAMeJUAY9HhtrAPpcc3CMiMoD8wiLs+eMIgBCDe0RERFFkW9mSnN1an4aYBnZfBCIiIiIiIqKa4uAeEZEBbN+1D6qqos1pTZGWkhTp6hAREdUp75KcfXi/PSIiIiIiIopCHNwjIjKArbu0JTn79ugQ4ZoQERHVPe/gXl8O7hEREREREVEU4uCewUiSBHuyHZIkRboqEcU8aJgH4+Rg60/a4F6/Hp2CbjdKHirCPGiYB6JA2uciOao/F9ESY06hA78fOw4g+My9aImzIkaI0wgxAsb4XjZCjIBx4qTGw2QywZ6UFPXnpBE+e0aIETBGnJIkIS4+DpIpemMEjHMsoz1GwBhxSpIEe1ISTCZTpKvip2HVhuqcIAqIiYmJdDUijnnQMA/GyMHRv0/i2IkcmEwSenZpF/Q1RshDZTAPGuaBKJAoioiN8s9FtMS4/feDAID2zTKQHB8XsD1a4qyIEeI0QoyAMb6XjRAjYJw4qfEQRRFWqxWCIES6KnXKCJ89I8QIGCNOQRBgNpkhCNE9J8cQx9IAMQLGiFMQBFitVohiw/pcNqzaUJ1TZAUOhwOKrES6KhHFPGiYB2PkwDtrr2vH02GLtQZ9jRHyUBnMg4Z5IAokKwoKHQ7ISvR+LqIlxm37/gAA9O0QfEnOaImzIkaI0wgxAsb4XjZCjIBx4qTGQ5ZlFBUVQeF1tNEzQoyAMeJUFAWlpaVQFDnSValThjiWBogRMEaciqKgqKgIstywPpcc3DMYRVHgKHREfcOtIsyDhnkwRg627NwDAMgMsSQnYIw8VAbzoGEeiAIpsgxHYSGUBtaYr03REuP2svvt9WnfNuj2aImzIkaI0wgxAsb4XjZCjIBx4qTGQ5ZlOIwwuGeAz54RYgSMEac+uBfFAyWAcY5ltMcIGCNORVHg4OAeERHVJ1lWsP3n/QCAzB4dIlwbIiKiulXidOGXQ0cAAH2D3G+PiIiIiIiIKBpwcI+IKIrt+eNPOIpKEG+LQad2p0W6OkRERHVq18HDcMsymtgT0TItJdLVISIiIiIiIqoTHNwjIopiW3dq99vr3a0DTJIU4doQERHVra37tCU5Mzu0hSAIEa4NERERERERUd3g4J7BCIKAmJgYw3d2MA8a5iH6c7D1J21wr1/PjmFfF+15qCzmQcM8EAUSRFH7XIjR23yOhhi37f8DQPglOaMhzsowQpxGiBEwxveyEWIEjBMnNR6iKCLGao36c9IInz0jxAgYI05BEGA2myGI0RsjYJxjGe0xAsaIUxAExFitEBvY3x2mSFeA6pdkkmBPtke6GhHHPGiYh+jOQXGJEz/vPQgA6Nsj/OBeNOehKpgHDfNAFMgkSUhOTo50NepUY49RVhTs+P0gAKBv+7YhX9fY46wsI8RphBgBY3wvGyFGwDhxUuNhMpmQlJQEKcpXeTHCZ88IMQLGiFOSJMTFxUGSorvb3hDH0gAxAsaIU5IkJCUlwWRqWJ/LhjXUSHVPBWSPDKiRrkiEMQ8a5iGqc7Dztz/g8chomp6Mlk3Twr84ivNQJcyDhnkgCqCqKjyyDFWN3g9GY49x75FjKCp1Ii7Gio4tm4V8XWOPs7KMEKcRYgRgjO9lI8QIGCdOajRUVYUsy5GuRt0zwmfPCDECholTURSA7ZvGzwgxAoaJU26Af3dwcM9gPB4PsrKy4PF4Il2ViGIeNMxDdOfAe7+9zB4dK5waH815qArmQcM8EAXyeDzIOnEiqj8XjT1G75Kcvdu1hhRmuZTGHmdlGSFOI8QIGON72QgxAsaJkxoPt9uNk9nZUX9OGuGzZ4QYAWPE6fF4UFBQENUxAsY5ltEeI2CMOD0eD05mZ8Ptdke6Kn44uEdEFKW27NwDAMjs2SnCNSEiIqp7W/cdABB+SU4iIiIiIiKiaMDBPSKiKHQytwAHDv8NQRDQp1v7SFeHiIioTqmqqs/cy+zQJsK1ISIiIiIiIqpbHNwjIopC23dpS3J2aNMC9sT4CNeGiIiobh05mYMTeQUwSxK6t24V6eoQERERERER1SkO7hERRaEtP5263x4REVG027ZfW5Kz6+ktEWu1RLg2RERERERERHXLFOkKUP0ymUxo2rRppKsRccyDhnmIzhyoqoqtO7XBvX6VHNyLxjxUB/OgYR6IAhnhc9GYY9xetiRnn/YVL8nZmOOsCiPEaYQYAWPEaYQYAePESY2H2WxGk/QmMJmiu3vQCJ89I8QIGCNOk8kEu93Oz2UUMEKMgDHiNJlMaJLeBGazOdJV8RPdVwkKJES6Ag0E86BhHqIyBwePHEd2bgEsFhO6nVHJ+w5FYR6qhXnQMA9EAQQh+j8YjTnGbfu0mXt9O7St8LWNOc6qMEKcRogRgDG+l40QI2CcOKnREAQBhriUMsboYZQ4AUT9hzPKwwNgjBgBw8QpCA3v7w8uy2kwHo8HOdk58Hg8ka5KRDEPGuYhOnOw5ac9AIAeZ7SF1VK5X5REYx6qg3nQMA9EgdweD7JzcuCO4s9FY40x11GE/ceOAwD6tGtd4esba5xVZYQ4jRAjYIzvZSPECBgnTmo83G438nLz4JGj+5w0wmfPCDECxojTI3vgcBRFdYyAQY6lAWIEjBGnR/YgLzcPbrc70lXxw8E9o1EBl8sFqJGuSIQxDxrmISpzsG3nPgBAv55VuN9eFOahWpgHDfNAFEhV4XI6ATWKPxiNNMbtZffba9csAykJ8RXv0EjjrDIjxGmEGAFjfC8bIUbAOHFSo6GqKpxuA5yTRvjsGSFGwBhxqoDH42b7JhoYIUbAGHGqgNPtgtrAPpcc3CMiiiJutwc//rofAJDZo1OEa0NERFT3tpUN7vWtxP32iIiIiIiIiKIBB/eIiKLIL/sOoaTUBXtiPNqd3izS1SEiIqpz2zm4R0RERERERAZjinQFiIio9mz9aS8AILNHB4gif79BRKfk5eVh4cKFWLduHRwOBzp16oQpU6YgMzMTAPDAAw9gxYoVfvtkZGRg/fr1kaguUaWUulz4+eCfAIC+HdpGuDZERERERERE9YODewYjiiKSkpIM3+nPPGiYh+jLwbZd2uBe3+5VuN8eoi8P1cU8aJiH6HTvvfciOzsbCxcuREpKCpYuXYqJEydixYoVaNeuHfbs2YNbbrkF1113nb6PJEkRrHHDIkqS9rmI4pw0xhh3HfwTbllGelIiWqalVGqfxhhndRghTiPECBjje9kIMQLGiZMaD0mSkJiQGPXnpBE+e0aIETBGnKIoItZmgyhFb4yAcY5ltMcIGCNOURSRmJDY4PpIojfjFJQoiYi1xUb9F0RFmAcN8xBdOSgsKsFv+w8DADJ7VnFwL4ryUBPMg4Z5iD6HDh3C999/j1mzZiEzMxNt27bFzJkzkZGRgdWrV0OWZezfvx/du3dHenq6/l9KSuUGS4xAEkXYbDZIUfwHS2OMceu+PwAAmR3aQhCESu3TGOOsDiPEaYQYAWN8LxshRsA4cVLjIUkSYmNjorpDFjDGZ88IMQLGiFMURVgtFohiwxpEqG2GOJYGiBEwRpyiKCI2NqbBDe5x5p7BKLICp9MJq9Ua1R+4ijAPGuYhunKw4+d9UBQVrZo3QUZacpX2jaY81ATzoGEeok9ycjJefvlldOvWTX9OEASoqor8/HwcPHgQTqcT7dq1q/X3drlcfo9FUYTJZIKqqnC73QGvt1gsAAC32w1VVf22SZIESZIgyzIUjwfw3V8QYC4r1+PxBJRrMpkgCALcHg9QrlxRkiCJIhRFgSzL/juWlSsrCoocDlisVr+BBG+5HlmGqij+u4oiTJIUvFwAZrNZj7U8SZIgAvAoClS32y9Wb7mhYtXLDRKrJEkQRRGyokApVydveRarNSAW31jD5TBYud4cBo3V7YYJgAAEzWHYYwNgW9n99nq1aRVQtjfW8uXKigK32w2bzQYBCH9sqpjDkMfG7QZkGSZVhRCi3MrksKLz2zdWWVHgcjoRGxsLs9kc9vzWqhjiPAySQ99Y9XLLYkTZ+Vrh+V3VHJbxPTayLMPldOqfy9rIYUXXCLfHDVmWIbjdgGgGBG1fAPC4g5cLAZA9csA1TRAESCYJqqIGPQ9NZq1cZ6kTLpcLFotF71CQJAmCKIQtFyqCx1pWrsfjAfx31ctXVAUetxsemH0KLosnVLllsQYrVxRFiJIIRVaglL++CIAoiHA6nRBFMaDTJFwOveVWlMNgx8Zblix74IH/9soem1A5FEQhaKz6ddZiCYjFN9bq5DDYsfEoHng8Hv29PB5PwL7e71ZFUQKOqyAI+meu/Pe5qqqV/lEFNVyyLKOkpBSSzQw0rP7KWmWEv2+MECNgjDgVRYHT5YKiBH7/RBNDHEsDxAgYI05FUVBSUgo5QYa5AX1fcnDPYBRFQX5+PtLS0qL2w1YZzIOGeYiuHGzdWXa/vSrO2gOiKw81wTxomIfok5iYiKFDh/o9t2bNGhw+fBiDBw/G3r17IQgC3njjDaxfvx6iKGLo0KG4++67kZCQUO33VRQFx44d83suLi4OaWlp8Hg8AdsA4PTTTwcAZGdnw+l0+m1LS0tDXFwciouLUZybC8VsBso61S1WK1JTUqCqKk6ePBlQbpOMDEiCgMKCgoByExITER8XB6fTiby8PL9tJrMZ6WlpUGQZWSdPIiYmBqJPZ2ZaWhrMZjMcDgdKiosDYk1MTITb40FOdrbfNlGSkNGkCQAgJzc3YCAiJTUVVgAupxP5OTmAT9mxNhvsSUnweDyBsQoCmjVtCkC7z6Kn3MCK3W5HbGwsSkpKUFhQEBCrx+1GckoKcnNyAnKYkZEBQRBQUFAAV7kcJiYlIc5mgytIDs0WC9JSUwEgsL6lpUiTZZgBFBYWorSkxG9zfHw8EhIS4HK7A+skCNjx+0EAQNv0lICyU1NTYbFYUFxUhKKiIv15paxzPcZqDVonQRTRNCMDAJCXmxvQ2W1PTkZsTAyKi4vhKCz02xYTE4Pk5GTIiuJfbmkpYhwO2MseBsthUlISbDYbnKWlyM/P99vmPb+D1RcA0ps0gUmSUFhQgNLSUj3O0tJSpKamwp6UBKfLhbzcXL/9TCYT0tPTAQDZOTkBA3hpaWkQRRFFRUUo9skhcOr89ng8yM7O1mMszcmBUFqq5zA3NzdgcCQ5JQUxViuKi4rgcDj8cxgbi2S7HR5ZDhprs2bNAAD5+flwOp0oLS3VP5fe87u0tBQFIXJY02tEdnYOCt0OKDk5kMzFMJlNSEtLAwCczD4ZMCCTlpYGk9mkXSPKnd9xcXFISEyA2+1GTrnzWxRFNMloouewuLhYi7PsxwUpKSmwWC0oLi72O78BIDY2Fkn2UNcIoKnfNaLc+W23AybA5XIj25kDq3Tq2mO1WpGckgyl/PldRr9G5BcEDAQlJibCFmeDy+UKvEaYzUhKSkJ+fj4URQmYQZSWngaTyYRCRyFKS0r9tsXHxyM+IR4ulwu55c5vSZKQ3qTs/M7ODhhMi0uKBQCUFpeg0OmfQ5vNhsSkRMhBzkNBEJDR1HuNyAtyjbAjJiYGxSXFcBT6n98mswketwfJyckB9QVOHZtgOUxKSkKsLRZOpzPwGmGxICU18BohKx64VRdaJMuA6dS55Fdfux1JSUkoLS1FVlaW3zaz2YzmzZsDAI4fP+43MCjLsj6wTY2XLMsoKCyALSYu0lWpU0b4+8YIMQLGiFNRFJQUF0OxB/7YLpoY5VhGe4yAMeJUFAUFhQWQUxvWoDtbYkREUWLLT9W73x4RGc+2bdswY8YMDB8+HMOGDcOiRYsgiiJatGiBF198EYcOHcKTTz6JvXv34o033qj2Uk2iKOod8b7PAdqgQvltvlJTU4PO3AO0TteY5GTAagXKZhSgbMBNEAS9o93vfcu2JyQmIiHIrBxA67gO2NdnIM9qtSLZbtdnMXjjALQO5jibzX/XsljNJlPQOnmlJAfOtpYkCSibRZeWkgL4lC345DBcuXa7PeisM0Dr/LeWzZL08sgy8nJzIYbIoXeGRmJiYtCZTYA2gBIuhwHbiothKutoTkhIQHycf+eiXq7ZHLDv7iN/wVFSirgYK/p17ghTudk++vkSF4fY2Fj9ebfbjdyywQVJksLnMDk5ZA5tNps+QKiHWnZsJFH0L7e4GPAZCAyXQ2tMDNJ8zjGt4DA5LHs/oGwQKj5ejzMnNxcxMTFauRZL2GOTGmQZXm+scXFxsPnk0DdW/TwsizG+3PmaHOr8hnZsvPULKLeCY5OUlAS3y4Wc3Fz9c+nNYUxMDCwhcljTa0RqagpcjkKYUlJgstq0aadl0lIDy/W7RpQ7v72fKXOQ89uX3W6HLMtITk7Wrz++52Fs+WNTVm7lrhH+z0mSBKdcAovFjNS4FMSYfa5rZbGK5c/vcu+bmJQYdNYZoA1CBZ6H0F/vG6OXSdJymBCfgPi4+MqX6yO17AcGvtyqNogbY4tFUkLwHFZ8jbCHnP1oi7Uhxup/fntkD/Jy80Lm0CtcDoN/V536p+82j+KG2+PU65ScnIykpKSg9Y2JiQn4XvadmZdRNmDvVX6AkYiIiIjqFwf3iIiiwLETOTj690lIoojeXWt/WT0iih5ffvklpk6dip49e2LhwoUAgDvvvBMTJkzQBhwAdOzYEenp6bjqqquwa9cu9OzZs9rvZyk3gOQlCELIbQACOnd9SZIEyWTSBvbKvc53CbGg5YaZZSCKYtiBTEkUYTabg5ZvkiQgxPr7FZUbrr4mUQwaJ1CzWCVRDHmfsroqFwgSq+9AaRVzuPPgnwCA3m1bI7bcAJGvYOV6B3IqPDa1lUOzWauDdzCnjo5N+Vh9y6rReViZY+ONsdz5GvazXNPzUFWDfi7r6vwWRRFmkxmSJMFkNutLM3qVf+xLMoVev0cQBZjE0PuaTCZIkgRzkPcMVy6E8HUKOetK1pbJDBZjjcqFdk+WYL/o9s4gDBajV41yGKRMj1ubGSdJppDvWZljE0qoWAHtPKztHGoFl4tVVqEKst+Ab8hyRTHs93L5bdGyJGdeXh4WLlyIdevWweFwoFOnTpgyZQoyMzODvj43NxePP/441q9fDwC48MIL8cADD8Dm86OGYcOG4ejRo377jRo1CvPnz6+7QIiIiMhwOLhHRBQFtpUtydm5QyvEx8VW8GoiMqq3334bc+bMwYgRIzB//ny9o04QBH1gz6tjR20W8N9//12jwT2iurJ13x8AgL4d2ka4JkRE1Fjde++9yM7OxsKFC5GSkoKlS5di4sSJWLFiRdB7Ed91111wOp14/fXXUVBQgJkzZ+KRRx7Bk08+CQBwOBz466+/8NJLL6Fr1676fuVnKRMRERHVVHQugkqhCWW/uIuOH9lVH/OgYR6iJgdbvPfb61HNJTmjJA81xjxomIeotHTpUjz22GMYN24cnn32Wb9f4E+ZMgUTJ070e/2uXbsAAO3bt6/XejZYggCL1eq3jGHUaUQxqqrqM7jXpmo7N6I4a8QIcRohRsAY38tGiBEwTpyNxKFDh/D9999j1qxZyMzMRNu2bTFz5kxkZGRg9erVAa/fsWMHNm/ejHnz5qFr164466yz8Oijj2LVqlU4fvw4AGDv3r1QVRV9+vRBenq6/l9N7mFclwRBgNVsgHPSCJ89I8QIGCNOATCZzGzfRAMjxAgYI04BsJotDW7lAg7uGYzJZEJKaorhb3zNPGiYh+jIgaIo2L5rHwCgX89O1SojGvJQG5gHDfMQfQ4cOIC5c+dixIgRmDx5MrKzs5GVlYWsrCwUFhbikksuwffff48lS5bg8OHD+PbbbzFjxgxccsklQX+1bkRmkwmpKSlhl+xr7BpTjEezc3EirwAmSUSP1q2qtG9jirMmjBCnEWIEjPG9bIQYAePE2VgkJyfj5ZdfRrdu3fTnBEGAqqpB7ym4detWpKen+7WNzjzzTAiCgG3btgEA9uzZg/T09IAVERoqs9kMe7Jdv7dltDLCZ88IMQLGiNMkmRAfHxfVMQIGOZYGiBEwRpwmyQR7sj3s8v6REL0Zp+B8b8rdsAaa6xfzoGEeoiIH+w7+hfzCIthirejcvmodnLooyEOtYB40zEPU+fzzz+F2u7F27VqsXbvWb9vo0aPxxBNP4LnnnsOLL76IF198EQkJCRg1ahTuvvvuyFS4AVLVUx+MhvZrvdrSmGLctl+btde1VUvEWkPfIyqYxhRnTRghTiPECMAY38tGiBEwTpyNRGJiIoYOHer33Jo1a3D48GEMHjw44PXHjx9Hs2bN/J6zWCyw2+04duwYAG3mns1mw5133okdO3YgJSUFY8aMwfXXXx/2vqeV4XK5/B6LogiTyQRVVeF2uwNe712lwe12+10vgbL7F0sSPB6Ptq8iAkrZSSmU3Z9RBTweT0C5JpMJEMq2+Rer3YdVEqEqKmRZ9t8onLrvo/c+m8HKlT1yQH0FQYBkkoKXi1P3mgxWriRJEAQBHtkDVVH9vi+85YaM1VtukFglSYIgClBkBYqiBI+1BjkMW26QWFVVhclkgiAIkOXAHIY9NqhEDkWhZsemijkMdWy8728ymSCIQvVzWMGxCRZrTc7vquTQ7XaXfTZdMMFcqWNTlRzqsYY5NrWRw4quEb77CoIQ2WtEBcem2teIss+joij+bdUIXCN8y63y+Y3wOfTeg9sjB9a3vq8R5WOtrfPbLbvhlt3a6yVtW/l9vd+tiqIE1Mn3vt/lv89VVa323zIc3DMYj8eDkydPIi0tLewNvKMd86BhHqIjB1t/2gMA6NW1PUwmqVplREMeagPzoGEeos8tt9yCW265JexrLrjgAlxwwQX1VKPGx/dz0dB+rVdbGlOM2/YdAFC9++01pjhrwghxGiFGwBjfy0aIETBOnI3Vtm3bMGPGDAwfPhzDhg0L2F5SUuK3rLmX1WqF0+kEAOzbtw+FhYW4+OKLcccdd2Dr1q2YP38+8vPz8X//93/VrpuiKPoAoldcXBzS0tLg8XgCtgHA6aefDgDIzs7W6+eVlpaGuLg4FBYW4K+//kJcbALMkhabxWJBSmoKVFXFyZMnA8pt0qQJRElEYUFhQLkJCQmIi4+D0+lEXl6e3zaT2YS0tDQAwMnskwGdrd7PhcPhQElJSUCsCYkJcLvdyMnJ8dsmiiKaZDQBAOTk5AR0tqakpEAURfz1118wmUx+g6yxsbFIsifpn00/AtC0aVMAQF5eXkCHtt1uR0xsDEpKSlBYWOi3zWq1IjklGYqiBM1hRkYGBEFAQX5BQCdvYmIibHE2uFyugByazWakpqUCQEC53ribNGkCR5EDpSWlftvj4+MRnxAPl8uF3Nxcv22SJCG9SToA7Xwp3+mfmpoKs8WM4uJiFBUV+W2z2WxITEqELMsBdRIEARlNMwAAebl5AZ3d9mQ7YmJiUFxSDEehw29bTEwM7Mn2gHIVRUFpaSlOO+00mC3moDlMSkpCrC0WTqczYBau9/wGAnMIAOnp6ZBMEgoLC1FaWi6HCfGIj4+H0+VEXm6e3zaTyYS0dO38DpbDtLQ0mEQTioqKUFxc7LfNe357PB5kZ2ej1FOMnMIcmNzxiDWX6jn8f/bePUrSqrz3/7yXut+7q7tnhsFhrojATDIXj5dRjoMcDSZrAebknKgYORLBHIkXjEb4JYoKag4HhSgYJRHUGHNyxBySJcfAyUqIBoEZcAYEh+GOMNfu6kt1dV3ey++Pt6um69LVPd1VXZf9fNZiLaZ21fPu73df3t3vfvfemUymbnIklUoRCAbI5XJkszUehoIkk0ksu0H9Blat9ur3xPhE3QsC5fqdz+eZnJysSmtVHzE2NkY+nycYDHovK3Swj/AH/A3r93L7CNM0OXz4MIZhVPU9negjANJDaUzTZCo71dI+IpFIMDExQTAYrGs3K91HlCmXTav6iJJdZHpmilXRMwj4gmQymbq2nEwmSSQS5PN5jh8/XpXm8/lYs2YN4L0sNLce2ra95FWPMpoUBEHocfbOnre3a6nn7QmCIAhCj/HI07OTe5tO8bw9QRAEQWjAfffdx8c//nG2bdvGTTfd1PA7wWCw7gEhQKFQIBwOA/Ctb32LQqFANBoF4Mwzz2R6eprbbruNq666asmr93Rdr1s1WI5lmmZd2lwGBwcbrtwDCAVDBPwBkskkoYCnobyqVNO0yoP2RteNxWPE3FjDtEAgUP/bOYsS0oP1ccsPNqPRKJFIpPqnsysafD5fwzyVGRgYqPvMMIzKg9NUKlX1Mkg5rmmaTeMmk8mGK0rAe/gfCASqE2e16rreMG75uvFEvOGKEvAeMDf1sCatVCpVHvTHojGikeji485hcHCw7rOy1nA4TCgUaqjFMIzmHqaS83oYDoUJBoKLils7edPMwwXrYYP8lvMUi8Uq7bgurr953GYeRiKRSn9R+WlNPczOTJKZeYVUIkkkdHKL31QqNW/ccDhMMNjYQ9NoXr8TycS8HgaDwfqXGlrUR6RSKcbGxk62yw72EdC8fi+1j7BtG8Mw6vqeTvQRQGUL5lb3EeWJqlAoVNduVrqPqKVVfcRMIYdlF9Fmf5tKpUgkEg3zGwwG6+7Lc1fmjYyMVKU12gp8scjkniAIQg9TKBR57JfeA86d22RyTxAEQeh/MtlpDr1yBIDtMrknCIIgLJPvfve7XH/99VxwwQXceOONDVfngbcK4L777qv6rLxyovygzufz1a0k3rJlC7lcjomJiYYP5xfLfPnSNG3etHKe5kM3DDRDx+fz1a8m1Wi6wrTZKgNN1zD1Jr9tEtdoshvNkuPa3sPchjphWVp1w9verXGG2xSXxnErD7vb4eFy47bQw/J2h62OW3WNDnpoWiaarmOYZlWsZnE7Ug+X2Uf4fD4Mw2jYLrutbJastVN9DyvrYXnVomEY8153JfuIdsT1OT40Q19c36PrTe/LtWnLOV5geRt+C4IgCB1l/5PPUSxZDA0keNWa4U5nRxAEQRDazqPPPA/AhlXDDMSizb8sCIIgCE343ve+x+c+9zne/e5385WvfKXpw7hdu3Zx5MgRXnjhhcpnDz74IADbt2/HcRz27NnDbbfdVvW7xx57jHQ6vayJPUEQBEEQhFpk5Z4gCEIPs+8xb0vOndu2LOtND0EQBEHoFfYdehaAHZtl1Z4gCIKwdJ577jluuOEGLrjgAq644gpGR0cracFgkHA4zNjYGLFYjGAwyLZt29i+fTsf/ehH+cxnPkMul+PTn/40F110UWXl3tve9jZuv/12zjjjDM4++2weeOABbr/9dq699tpOyRQEQRAEoU/pusm98fFxbrrpJv7lX/6FbDbLmWeeydVXX83OnTsbfj+TyfD5z3+e+++/H4C3v/3tfOpTn6rbv1jwME3TOxzWaLLUWAHEBw/xofc92Lt/dnJvmeft9boPrUJ88BAfBKEe0zQZGh7GWOJZOb1Ar2jcVzlvb8OSft8rOpeLCjpV0Ahq3JdV0Ajq6OwVfvzjH1Mqlbj33nu59957q9IuvvhiPvShD3H++efzhS98gUsuuQRN0/jqV7/Kddddx+/93u8RCAQqz6DKXH311cTjcf7n//yfHDlyhLVr13LttdfyO7/zOystb1H4fD7Sg4NNtxfrB1RoeypoBDV0mqZJPB6XdtkHqKAR1NBpmibpwcGmW113gq7rJT72sY8xOjrKTTfdxMDAAN/73vd4//vfz1133cXGjRvrvv+Hf/iHFAoF7rjjDiYnJ7n22mu57rrr+NKXvtSB3PcA2gJ7CKuC+OAhPvS0B5mJKQ49/zKw/Mm9XvahpYgPHuKDINShaRpmH/+xAr2hMV8s8vjzLwGwY4nn7fWCzlaggk4VNAJq3JdV0Ajq6OwRrrzySq688sqm3zl48GDVvwcHB7nlllvm/b5pmnzwgx/kgx/8YEvy2G40Tevrh7EVVGh7KmgEZXTqug79vjuTCmWpgkZQRufc8z67ha56xfGFF17gpz/9KZ/+9KfZuXMnGzZs4Nprr2VkZIR//Md/rPv+o48+ykMPPcQXvvAFzj77bF7/+tfz2c9+lv/zf/4PR48e7YCC7se2bMYz49iW3emsdBTxwUN86G0P9j12CIBNZ6whlYgtK1Yv+9BKxAcP8UEQ6rFsm0wmg2X3b7voBY2PPf8SJdtmKBHn9KHBJcXoBZ2tQAWdKmgENe7LKmgEdXQKvYNlWUxMTGBLP9rzqKAR1NBp2zbT09PYttXprLQVJcpSAY2ghk7btpmYmMCyuqtdtmTl3gsvvMADDzzAr371K6ampkilUpx22mns3r2b1atXLzpOKpXiG9/4Buecc07lM03TcF2XiYmJuu/v3buXoaGhqhV9r33ta9E0jX379nHhhRcuWVOxWKz6t67rmKaJ67qUSqW675cPXS6VSriuW5VmGAaGYWDbNlbJQnMNcGZneTXvzS5cGlYO0zRBm02rDouu6+iGjuu49QOxclzAKp2MWyqVmJ6eJhKJYGBgW3ZdfjVNwzCNxnEB01cfd65WTdeaxgWv0VulEhYnl7JW4jbQWo7r2A6O4zTWegoeln0IhUIYptE87jxay3EbaW1aNnO0NvJhMR4uWDaL9LDsQzAU9MpmGfVwyWUDOI5T58NS6net1sV4WPYgEAjgc32Lqt+NtFbq93xam5RNOZbj2PXXbeLhwz/33iLdce6WZfcRdT40qd/t6iMqsVy3cZtbgT6iVKz2YVH1ex6tS+0j5uZxufW7Lk+L9LBYLFb5sGD9bkMfYTlWJZRlWXW/Ld9bHcep+62maZWtEmrv571Gq8ZYwvJxHYd8Pk80GoU+fcO9FzTuO1TeknP9kt+a7AWdrUAFnSpoBHBd96TOPkUFjaCOznYj46PW4TgO+UKh7u+KfkOFtqeCRlBDZ/nZs+tIu+x1VNAIauh0XZd8oVD/XKvDLGty77777uMb3/gGjz32GK7rEo/HCYVCTE5OMjMzg6ZpbN26lSuuuII9e/YsGC8ej3PeeedVfXbPPffw4osvsnv37rrvHz16tG7g5vf7SSaTHD58eMm6HMep+30kEiGdTmNZVsPY69atA2B0dJRCoVCVlk6niUQizORyjGbG8Gl+DN2s5HdgcADXdTlx4kRd3OHhYXRDZ2pyqi5uLBYjEo1QKBQYHx+vSjN9Jul0GoAToycqD1sdx6FQKGDbNj58ZLNZZmZm6rTG4jFKpRJjY2NVabquMzwyDMDY2FhdhR4YGMAf8JPL5Zienq5KC4VCJJIJLMtiKjuFaY0RMHJeogarVq0CvHMXax9oJ5NJgqEgMzMzTE1NVaUFAgFSAykcx2no4cjICJqmMTkxWXnIW/ahUCgQCAYoFot1Hvp8PgbT3hvhjeKmh9KYpslUdor8TL4qLRqNEo1FKRaLZDKZqjTDMBgaHgIgOz1d7QPeNh8+v6+hh+FwmHgijm3bdXnSNI2RVd4h3uOZ8bqH3clUkmAwSG4mR3YqW+VDNpslGAw2jAsny2auh2USiQShcIhCoVA3CV+u39DYw6Ehz4eZmRlGi9U+RGNRotEohWKB8cx41e9M0yQ95NXv0dHRuj9E0uk0pm4yPT1NLperSivXb8uyGB0drXiQyWQwDKPiYSaTqZscSaVSBIIBcrkc2Wy2Ki0YCpJMJrFsq7GHqz0PJ8Yn6l4QCEW9lwOK+QKTueq48/URruvy0P5fArBr25Zl9xGOfdIHXdc9D33mivYRhs97SGtZFuMTk9UGrlAfkc/nq3yIx+OEI+EV7SNstwRelWhYv1eij5icmKzyIRgMkkwlV7SPsB2LxIC3IjWTydS15WQySSKRIJ/Pc/z48ao0n8/HmjVrAG+sUFsPXdftuq0Uamn1GEsQ+oV9Tz8LwI7NS9uSUxAEQehdZHwkCIIgCIJwkiVN7r388st86lOf4uDBg7ztbW/jox/9KOeee27V7OzExAR79+7l/vvv54/+6I/YsmULf/Znf8bpp5++6Ovs27ePa665hvPPP7/hwGxmZqayYm4ugUCg7iH3qaDret2koT57SLtpmk3fBBscHGy4cg8gFA4zmBrAZwYw9dkVSuUFfJpWedDe6LqxeIyYG2uYFggE6n8755llevBkWvlhfDlP0WiUSCRS/dPZB54+n69hnsoMDAzUfVaOGw6HCYVCDeOapkksGmMwPkDQF66LkUwmG64oAW+CMBAIVCfOai1PSNRSvm48Ea9auTc2NlaJ5ff7m3vYIK5peM0nFo0RjVS/mVAum4Zx5xCNROp8WIyHhmE0jZtMJef1MBwKEwwEgZM+lNvuQnHnelhm0fWwQVzDMChZXrkORqt9qMT1N487OFi/JVdZayQSIRyurmNz62E6na54kEqlqg5FTaVS88YNh8MEg8HGcQ2zqYeJZKLOw6KThwL4gwGi4URDrbV9xIuvHGM0M4XPNNh61gZMQ19WH1HrQ3lF2kr2EQV7hunsaKVs5qOdfUQoFKryoWlbblMfkbdynJj2Jiib1e929hGGblT5sNi4rewjLKeEgzfBnkqlSCSq20Y5v8FgsO6+PHfibmRkpC6fk5OTdZ91Cys1xhKEXsR2HB595nkAdmza0NnMCIIgCCuGjI8EQRAEQRDqWdLk3rvf/W7e9773cfvttzecXAPvTf3zzz+f888/n09+8pP89V//Ne95z3v413/910Vd47777uPjH/8427Zt46abbmr4nWAw2HC7rUKhUPdA/1SZT5emafOmAVWTA7UYhoHpMzENs/LQ92Tgk9ulNaL8oL1hnnQNU2/y25q4cw9/bHbY5anGrbrGAodoGqaB6fM1jNFMq25427s15BQ9LG/ptmBclq51IQ+b+bCssjkFDw3DOFkfl1EPl1M2uq7P60O76uHcuIZheBNac2I1zW8L6yGAVfJi6box/29r4j76xDMAnPvqDQQD8/dJsHgPG/mwkn2ExexnmtaReljeHrKRDyvZR5gsrh62s4/w+XwNfVjRPsJ2Kc2unm0aV9eb3pebpXUjKzHGEoRe5dArR5iayRMOBDhzrWy7JgiCoAoyPhIEQRAEQahnSZN7d911V8MVGfMRDof5/d//fd75zncu6vvf/e53uf7667ngggu48cYb5x28rVq1ivvuu6/qs/LWaY3e1Be8h6DRWLSykkJVxAcP8aF3Pdi7/ykAdm7d3JJ4vepDqxEfPMSHztHuMZawdHTDIBqLoffxuV7drrF83t6vb1yHuYw8drvOVqGCThU0ghr3ZRU0gjo6W42Mj9qHYRhEI5G+r5MqtD0VNIIaOstHYzR7wbgfUKUs+10jqKFT13WikUhloVC3sCTHn3jiiSVte7mYwdj3vvc9Pve5z/Hud7+br3zlK03fuN+1axdHjhzhhRdeqHz24IMPArB9+/ZTzp8K6IZONBrt+xvEQogPHuJDb3pg2TaP/uJpAHZuPbMlMXvRh3YgPniID52jnWMsYXkYuk4sGsXo4z9Yul3jvkPl8/aWtyVnt+tsFSroVEEjqHFfVkEjqKOz1cj4qH0YhkFEhck9BdqeChpBDZ2VyT29uyYRWo0SZamARlBDp67rRLpwcm9JK/cuv/xyAoEAO3bsYPfu3bzhDW/g1a9+9bIz89xzz3HDDTdwwQUXcMUVVzA6OlpJCwaDhMNhxsbGiMViBINBtm3bxvbt2/noRz/KZz7zGXK5HJ/+9Ke56KKLZOXePLiOS6FYIOAPoOnawj/oU8QHD/GhNz148tCL5GYKxKNhNq8/rSUxe9GHdiA+eIgPnaNdYyxh+TiOQ6FYJOD39+0DsG7W6Loue8uTe5vWLytWN+tsJSroVEEjqHFfVkEjqKOz1cj4qH04jkOhUMAM9dZW9qeKCm1PBY2ghk7XdSlZJVzX6XRW2ooSZamARlBDp+u6FAoFHMeBLprfW9JfQLfddhvvec97mJ6e5qabbuLiiy9m9+7dfOITn+Duu+/mxIkTS8rMj3/8Y0qlEvfeey+7d++u+u/666/n8OHD7N69mx/96EeAd/7dV7/6VdauXcvv/d7v8ZGPfIQ3v/nNfOYzn1nS9VXAtm3GM+PYs+cYqYr44CE+9KYHew94W3LuOHczRoveiulFH9qB+OAhPnSOdo2xhOXjtYtMX7eLbtb4yliGo+MTmIbO1vWvWlasbtbZSlTQqYJGUOO+rIJGUEdnq5HxUfuwLIvxiYm+r5MqtD0VNIIaOm3bZjo7jW31r0ZQpyz7XSOoodO2bcYnJrAsq9NZqWJJK/fe8pa38Ja3vAWAfD7PI488wt69e3n44Yf5kz/5E4rFIlu2bOGNb3xj5a2qxXDllVdy5ZVXNv3OwYMHq/49ODjILbfcshQZgiAIPUl5cm/n1i0dzokgCK2mXWMsQeh1yuftveZVawkHAh3OjSAIgrCSyPhIEARBEAShniVN7s0lGAzyhje8oTJ4KpVKPPzww/yv//W/+Pa3v823vvUtnnzyyWVnVBAEQYDpXJ4nnvLOGd0hk3uC0NfIGEsQTrLvaW9yb7lbcgqCIAi9jYyPBEEQBEEQPJY9uQdQLBbZu3cv//7v/86DDz7Ik08+ieM4nH322ezevbsVlxAEQRCAnz/xDLbjcNqqQdaMDHY6O4IgtBkZYwmCxyNPe+ft7dy8ocM5EQRBEDqNjI8EQRAEQRCWMbn3/PPP82//9m/85Cc/4aGHHmJmZoZVq1bxxje+kcsuu4w3vvGNJBKJVuZVaAUamKYJ/Xm25eIRHzzEh57zYO9+b2vinVvPbG3gHvOhbYgPHuJDR5ExVpeiabPtoo8bRpdqHJ+e5qmXjwCwvRUr97pUZ8tRQacKGkGN+7IKGkEdnW1AxkftQdM0TNPo/zqpQttTQSOooVMD3dRlfNMPqKAR1NCpgWkaaF3WLpc0uffWt76Vl19+mWAwyM6dO/nwhz/Mm970JjZu3Njq/AktxjRN0kPpTmej44gPHuJD73nwcJvO2+s1H9qF+OAhPnQOGWN1Lz7TZGhoqNPZaCvdqvHRp58HYP2qYQZi0WXH61adrUYFnSpoBDXuyypoBHV0thoZH7UPn8/H4MAgptGSjb26FhXangoaQQ2dpmESj8a9yZI+RomyVEAjqKHTNEwGBwbx+XydzkoVS+olfvWrX5FKpXj3u9/Neeedx7nnntvqfAmCIAg1HBsd58WXj6HrGtvP2dTp7AiC0AZkjCUI9ch5e4IgCGoj4yNBEARBEIR69KX86Ktf/Sr/6T/9J374wx/yO7/zO7zuda/j6quv5oc//CHHjh1rdR6FFmKVLI4eOYpVsjqdlY4iPniID73lwb7ZVXtnbjidWDTc0ti95EM7ER88xIfOIWOs7qVUKnHk6FFKpVKns9I2ulVjqyf3ulVnq1FBpwoaQY37sgoaQR2drUbGR+2jWCxy/PgJLKu/66QKbU8FjaCGTsuymJiYxJLxTc+jgkZQQ6dlWRw/foJisdjprFSx5G053/rWtwLw7LPP8pOf/ISf/OQnfPaznyWfz7N582Z2797Nm970Jnbs2IHf729ppoXl4bpup7PQFYgPHuJD73jw8P7ZLTm3tXZLzjK94kO7ER88xIfOIGOs7sZ1nE5noe10m8ZCqcRjz78IwI7NrVu5120624UKOlXQCGrcl1XQCOrobCUyPmovjiv9aL+ggkZQQ6cr7bJvUEEjqKGzG++Xy968d8OGDWzYsIH3vve9FItF9u7dy09/+lMefvhhvv3tb+Pz+Xj00UdbkVdBEARlcRyHfY95k3u7WnzeniAI3YmMsQQBHnvuJUqWzVAixqv6/BwHQRAEYWFkfCQIgiAIguCxpG05G+G6Ls888wzPPfccx48fZ2pqCtu2SaVSrbqEIAiCsjz74mEyE1mCAT9nbzmj09kRBGEFkTGWoDL7nn4WgO2bNqBpWodzIwiCIHQLMj4SBEEQBEF1lrxyb3p6mv379/PII4/wyCOPsH//fnK5HPF4nP/wH/4Dl156KW94wxs444wzWphdQRAENdl74BAA216zAZ9v2YuuBUHoYmSMJQgnafV5e4IgCEJvIuMjQRAEQRCEapb0hPjiiy/mqaeewnEc/H4/27dv54orruD1r38955xzjrxV28UYhkE6ncYwjE5npaOIDx7iQ+94sPfAQQB2bT2zLfF7xYd2Iz54iA+dQ8ZY3YsK7aLbNDqOwyPlyb0WnrfXbTrbhQo6VdAIauhUQSOoo7PVyPiofZimyWBqoO/rpAptTwWNoIZOwzCIRWMYZv9qBHXKst81gho6DcNgMDWAaXbXgosl5UbXdd7//vfz+te/Xg4r7jE0XcPUu6sSdgLxwUN86A0PCsUS+5/wtiXbua095+31gg8rgfjgIT50DhljdS+6rqPrLdvRvivpNo2HXjnC1EyecCDAq9euaVncbtPZLlTQqYJGUOO+rIJGUEdnq5HxUfvQdR3TZ/b9BKkKbU8FjaCGTk3TMEwDTevvMY4SZamARlBDp6ZpmD6z6/72WJLrP/jBD1qdD2GFsC2b6elpIpFI378B0gzxwUN86A0PHj/4PIViiYFkjPWnr2rLNXrBh5VAfPAQHzqHjLG6F8s+2S7MPn0jsds0lrfk/PWN61qan27T2S5U0KmCRlDjvqyCRlBHZ6uR8VH7sCyLqakpEjET0/B1OjttQ4W2p4JGUEOnbdvMzOSwoxb0b7NUoywV0Ahq6LRtm6mpKayohc/onpeMljS596lPfWrR39U0jRtuuGEplxHagOu65HI5wuFwp7PSUcQHD/GhNzwob8m5c+uWtr1R2Qs+rATig4f40DnaOcYaHx/npptu4l/+5V/IZrOceeaZXH311ezcuROAJ598kuuvv57HH3+cZDLJpZdeyvvf//5T1tCvuI5DbnqacCgEfTqJ0G0a9x3yVq1vb/F5e92ms12ooFMFjaDGfVkFjaCOzlYjz6Dah+M45GZmiEeTnc5KW1Gh7amgEdTQ6bouhUIR13E7nZW2okpZ9rtGUEOn67rkZmZwHKfTWaliSZN7P/zhD9E0jZGRkQWXIvb70n5BEIR2s+/AIcCb3BMEob9p5xjrYx/7GKOjo9x0000MDAzwve99j/e///3cddddDAwMcNlll/HWt76V6667jp///Odcd911JJNJ3vnOdy5HkiAsmfLKvR2bNnQ4J4IgCEInkWdQgiAIgiAI9Sxpcu83fuM3+Jd/+RcKhQK/8Ru/wTve8Q527NjR6rwJgiAoz8TUNAef/RUgk3uCoALtGmO98MIL/PSnP+Vv/uZv2L59OwDXXnst999/P//4j/9IMBjE7/fzmc98BtM02bhxIy+88ALf/OY3ZXJP6AivjGY4PDaOoets2/CqTmdHEARB6CDyDEoQBEEQBKGeJU3uffnLXyafz/PP//zP/OhHP+Kyyy5jcHCQd7zjHbzjHe/grLPOanU+BUEQlOSRxw7hui7rT19FeiDR6ewIgtBm2jXGSqVSfOMb3+Ccc86pfKZpGq7rMjExweOPP86uXbswzZNDw9e97nX8xV/8BaOjowwODi5ZU7FYrPq3ruuYponrupRKpbrv+/3e/vWlUgnXrd6KxjAMDMPAtm0cy4K5v9c0fLNxLcuqi2uaJpqmUbIsqImrGwaGruM4DrZtV/9wNi6A7Th1eS7HtWwbt2aLDk3XMQ2jcVzA5/NVtNZiGAY6YDkObqlUpbUcdz6tlbgNtBqGga7r2I6DU5Mna/bf85XNYjxsFHeuh3VxSyVMQJu9ftnDhw56q9Zf86rTCAcCS/dQ1+vKplQq4czmf8G4p+jhvGVTKoFtY7ou2jxxF+PhQvV7rtZSqYTtONiOg28+rc3Khvk9nKu1EndWI7P1dTFlc0oezjK3bMoay9dohYcL9RElq4Rt22ilEug+0Kj0nVapcVw07yyS2j5N0zQM08B13Ib10PTNxrUsbNuu8tIwDDRdaxoXl8Za58SlZscvY3Z7U8d1sEolrLmH/ZS1zhd3VmujuLquoxs6ju3Ub2c0Z6HVfH3PfB6W4y7oYYOyKceybQuL6vRTKZtGHmq61lCrZVuVazerL0vxsFHZWI6FZVkVrZZl1f22fG91HKeuXDVNq7S52vu567ortkpOnkEJgiAIgiDUs6TJPYBgMMiFF17IhRdeSDab5d577+VHP/oRd9xxB2vXruU3f/M3ufDCC9mwQbbR6SY0TSMSiSi/VYX44CE+dL8Hew88BbR/1V63+7BSiA8e4kNnaccYKx6Pc95551V9ds899/Diiy+ye/duvvzlL7NlS3U/Mzw8DMArr7yy5Mk9x3E4fPhw1WeRSIR0Oo1lWXVpAOvWrQNgdHSUQqFQlZZOp4lEIuRyOXKZDI7PB7MP1f2BAIMDA7iuy4kTJ+riDo+MYGgaU5OTdXFj8TjRSIRCocD4+HhVmunzMZROo+k6jm2TGR9Hn9M20uk0Pp+PbDbLTC5XpzUej1OyLMZGR6vSdMNgZNbjsUymbiJiYHCQAFAsFJgYG4M5sUPhMMlEAsuy6rVqGqtXrQK8cxatmgflyWSSUCjEzMwMU5OTVWk+v59IJALQ0MORkRE0TWNycpJijYfxRIJIOEyxgYc+v5/0bB2qi5vPk7ZtfMDU1BT5mRkA/v3xXwJw7rq1ABRLJTJjY1U/NQyjUk9Hx8bqJp8GBwfx+/3kpqeZnp6ufO647uzDdx3btuvypOk6q0ZGABjPZOoedidTKULBILlcjuzUVFVaMBgklUphO0513HyeYDZLcvafjTxMJBKEw2EK+TwTExNVaeX6DY3LZmh4GNMwmJqcJJ/PV3Tatk2hUCAYCFAoFhnPZKp+Z5omQ0ND83qYTqfRdZ3p6WlyczyEk/XbsixGR0crGvNjY2j5fMXDTCZTNzmSGhggGAiQm54mm81WexgKkUomsRqUDcDq1asBmJiYoFAoYM9pl+X6nc/nmZzHw+X2EaOjY0yVsjhjYxi+HKbPJJ1OA3Bi9ETdhEw6ncb0mV4fMVu/53oYi8colUqM1dRvXdcZHvHq9/jEuKczk6lsSTgwMIA/4CeXy1XVb4BQKEQiOV8fAauq+oia+p1MggnFYonRwhgB42TfEwgESA2kcGrr9yyVPmJism4iKB6PE46EKRaL9X2Ez0cymSQSiVRprHg4lMY0TaayU+Rn8lVp0WiUaCxKsVgkU1O/DcNgaHi2fo+O1k0MRhIhAPK5GaYK1R6Gw2HiiXjjPkLTGFlV7iPGG/QRSYLBILmZHNmp6vrtn+1nXdf12k0N5bJp5GEikSAUDlEoFOr7CL+fgcH6PsJ2LEpukdNSNphee8zV3KuSySSJRIJ8Ps/x48er0nw+H2vWrAHg6NGjVRODtm1XvRTUbuQZVHvQdZ1IONz3434V/r5RQSOooVPTNILBAJrevxpBnbLsd42ghk5N04iEwwtuD77StGQkFo1Gufjii7n44osZHx/n3nvv5Z577uHrX/86W7Zs4a677mrFZYQWYJgGsXis09noOOKDh/jQ/R6s1ORet/uwUogPHuJD99CuMda+ffu45pprOP/889mzZw9f+MIXKivmygQCAYC6h9yngq7rlQfxcz8Db1KhNm0ug4ODDVfugffQNZhKQSAAsysKmP1DQtO0yoP2quvOpsficWINVuWAp7nut7O/Mw2jYX7LDzaj0SiRmgPEtVmtPtNsmKcyA6lU3WeGYYBl4Q8ESA8MwJzY2hwPm8VNJpMNV52B9/A/UFPmc1c2NYpb/mMtHo83XNkE3gTKfB4C9Wm5HObsg+ZYLEZ0dnLxiZePAPC6s7z7n9/na6q1PPHVSGs4EiEUClVnqbzqbJ76UiaZSs3rYTgcJjjbTubGBTB0vTpuLgdzJgKbeRgIBkn7fFVpTT2cvR7MTkJFo43j+v1Ny6aZh5FIhHADD2FOPZzVGK2pr6n56jde2QSDwcZxDaNp2SQSiXk9DAaD+OfxcLl9xODgAMXsFObAAGYgXLXqLD1YH7eqj5it3yez5P3Yt0D9bhR3bj2sq9/lfmtRfUR93II9g9/vYzAyQNA3p1+b1arX1u+a68YT8YarzsCbhKqvhyfHHrVaAEzD8zAWjRGN1NTvZnHn0OgllZLr3d+C4RCJWGMPjQXqYTKVnHf1YzgUJhioqd9zVlU2i9vMw8b3qpP/OzfNckqUrEIlT6lUyms7DfIbDAbr7nNzH9KNzE7Yl6mdYFxJ5BlU6zBNk2g0WqkH/YoKf9+ooBHU0GkYBsFgCMNYuRcoOoESZamARlBDp2EYRKPRFX2xaTG0PDe5XI5sNksul8O2bV5++eVWX0JYBq7jbUNjmmbfvwHSDPHBQ3zobg9ePnKCw8fGME2Dba/Z2NZrdbMPK4n44CE+dCetGmPdd999fPzjH2fbtm3cdNNNgPdAr3aFQHlSL1wzYXWq1E4altE0bd40OLn1XiMMw8AwTW9ir+Z7c7cQaxi3yWBc1/V538RzHAfXdTFNs+F3TMOAeR6MNYsLzbWaut5QJyxPq6HrlQmhMo7jUCwWMU2zpXGrflsbd86/yx5OTOc49Io3ubdzs7cCY1ke1pRNees5R9MWjrtErXVl4/N5eShP5rQqbg1ztZZ1lnvxVno4l0rcssaa+tq0LS9Dq880Kxpr2+Vy486Hruv4TB+GYWD6fJWtGcvU/nsuhjn/g3NN1zD1Jr81jHnvy83iojXP07wPJ2zQNb2hxmXFBXTD21qylsWMPZbjYaP8WiXvvmcY5rx6Fox7ilpdx6VULGGa819zKXFPZrhGq+3ianbVhO+8cXW96X25Nq1b3s6XZ1DLw5nd2tjU5y/7fkCFv29U0Ahq6CxvIe66zsJf7mGUKEsFNIIaOstHVziOA130PkxL1hEeOXKEO+64g//yX/4L559/PrfeeitnnHEGX//61/npT3/aiksILcK2bUZHRxueG6AS4oOH+NDdHuzd763aO3vLOsKhwALfXh7d7MNKIj54iA/dQ6vHWN/97ne56qqrePOb38w3v/nNyoqZVatWcezYsarvlv9d+6a+qqjQLrpF46PPPA/AGSNDDLbhDdBu0dluVNCpgkZQQ6cKGkEdne1GnkG1DsuyGGuwfXK/oULbU0EjqKHTtm2y2Sy21b8aQZ2y7HeNoIZO27YZa3BkQ6dZ8sq9o0ePcs899/B//+//5ec//znhcJi3vOUtfOADH+BNb3pT0ze+BEEQhIV5+MBBAHZuPbPDOREEYSVp1xjre9/7Hp/73Oe49NJLueaaa6pWuezatYvvf//72LZd2ZbpgQceYP369Us+b08Qlsq+p58FYMem9R3OiSAIgtAtyDMoQRAEQRCEapY0ufe7v/u77N+/n0AgwHnnncctt9zCeeedVzmbRRAEQVgetu3wyONPA7Bz6+YO50YQhJWiXWOs5557jhtuuIELLriAK664gtHR0UpaMBjkne98J7fffjvXXnstl19+OQcOHODOO+/kuuuuW64kQThl9h16DoAds1tyCoIgCGojz6AEQRAEQRDqWdLk3qOPPophGGzatImxsTG++93v8t3vfrfhdzVN484771xWJgVBEFTj4LMvkZ2eIRoOcubG0zudHUEQVoh2jbF+/OMfUyqVuPfee7n33nur0i6++GK++MUvcvvtt3P99ddz8cUXMzQ0xCc+8QkuvvjiZWsShFOhUCpx4PkXAdi5WVbuCYIgCPIMShAEQRAEoRFLmtzbtWtX5f9d12363YXShZWnWw6+7jTig4f40J0e7D3gnbf36+dsxjRW5qTWbvShE4gPHuJDZ2jXGOvKK6/kyiuvbPqdrVu38rd/+7eLjqkimt6S46q7mk5rfOz5lyhZNul4jFcNpdt2nU7rXClU0KmCRlDjvqyCRlBHZyuRZ1DtRdekH+0XVNAIaujUpF32DSpoBDV0duP9ckmTe9/5zndanQ9hhTB9JiOrRjqdjY4jPniID93rwd793uTerm1bVuR63erDSiM+eIgPnUPGWN2Lz+dj1Uh/t4tu0PjI07Nbcm5a37Y/ELtB50qggk4VNIIa92UVNII6OluNjI/ah9/vZ2gojWks6fFgz6BC21NBI6ih0zRNEok4ps/X6ay0FSXKUgGNoIZO0zQZGkp33Rm/S5pufPbZZ5d0sWeeeWZJvxMEQVCJ3EyBx596HoCdW1dmck8QhO5AxliC6pTP29suW3IKgiAIs8j4SBAEQRAEoZ4lTe594AMf4IYbbuD48eOL+v7hw4f57Gc/ywc+8IGlXE5oIVbJ4vix41glq9NZ6Sjig4f40J0eHHjyWSzLZtVQitNWtW9Lsrl0ow+dQHzwEB86h4yxupdSqcSxY8colUqdzkrb6LRGx3F45Jnyyr0NbbtOp3WuFCroVEEjqHFfVkEjqKOz1cj4qH0Ui0VGR09gWf1dJ1VoeypoBDV0WpbF5NQkloxveh4VNIIaOi3LYnT0BMVisdNZqWJJk3t///d/z+TkJG95y1t4//vfz9/93d/xy1/+kmw2i+M4jI+P88tf/pK//uu/5oorruCCCy5gYmKCu+66q9X5F5aAbdudzkJXID54iA/d50H5vL2dW7es6J7V3eZDpxAfPMSHziBjrO5GhXbRSY1PHz7KZG6GcMDPWaevaeu1VChLUEOnChpBDZ0qaAR1dLYSGR+1F8t2Op2FFUGFtqeCRlBDpyPtsm9QQSOoobMb75dL2lQ7Go3yxS9+kUsvvZS/+Iu/4LrrrmtYgIFAgDe/+c18//vf55xzzll2ZgVBEFTg4QMHAdi57cwO50QQhJVGxliCypS35Py1DWdgGkaHcyMIgiB0CzI+EgRBEARBqGdZJ+aeffbZ3HLLLeRyOfbu3ctLL71ENpsllUqxZs0adu7cSTAYbFVeBUEQ+p4TmUmee/EImqax49zNnc6OIAgdQsZYgorsPeSdqbRjk5y3JwiCINQj4yNBEARBEISTLGtyr0w4HObNb35zK0IJgiAozb7ZLTm3rD+NRCzS4dwIgtBpZIwlqMQjT8+et7dZJvcEQRCE+ZHxkSAIgiAIwhLP3BN6F8MwSKVSGIpvdSQ+eIgP3edB+by9HVu3rOh1u82HTiE+eIgPglCPYRikBgb6ul10UuMrY+O8MpbB0HW2rl/X1mupUJaghk4VNIIa92UVNII6OoXewTRNkslk39dJFdqeChpBDZ2GYRCJRjHM/tUI6pRlv2sENXQahkEymcQ0W7JWrmV0V26EtqPpGoFgoNPZ6Djig4f40F0euK5bmdzbtcKTe93kQycRHzzEB0GoR9d1goH+bhed1PjIcy8AcNbppxFpc/+jQlmCGjpV0Ahq3JdV0Ajq6BR6B13XCfj9aJrW6ay0FRXangoaQQ2dmqbhM000rb/X5ChRlgpoBDV0appGwO9H17urXXZXboS249gO2aksju10OisdRXzwEB+6y4MXfnWM0cwkfr/JOa9e2S3JusmHTiI+eIgPglCP7ThMTU1hO/3bLjqpcd+zLwKwc/OGtl9LhbIENXSqoBHUuC+roBHU0Sn0DrZtMz2dxZF+tOdRQSOoodNxHPL5GRzH7nRW2ooSZamARlBDp+M4TE9nse3uapcyuacYjuOQzfb/wG0hxAcP8aG7PHjksacB2HbWRgJ+34peu5t86CTig4f4IAj1OLbttYsuG8y3kk5q3PvM88DKnLenQlmCGjpV0Ahq3JdV0Ajq6BR6B9u2yU7n+r5OqtD2VNAIauj0JvcKfT1RAuqUZb9rBDV0Oo5DdjrXf5N7X/va1zh8+HAr8iIIgqA0jz7+DAA7t27ucE4EQegGZIwlqMJEvsChI8cA2L5pZVeuC4IgCL2FjI8EQRAEQRA8lj25d+edd3L++edz2WWX8Q//8A8UCoVW5EsQBEEpLMtm/xPPAbBz65kdzo0gCN2AjLEEVfj54WO4rssZw0Ok47FOZ0cQBEHoYmR8JAiCIAiC4LHsyb2f/OQn3Hjjjfh8Pv74j/+YN77xjfzpn/4pjz76aCvyJwiCoARPP3eMfKFIMh5l47rVnc6OIAhdgIyxBFXY98pRALavwJacgiAIQm8j4yNBEARBEAQPc7kB/H4/F154IRdeeCHHjh3j7rvv5p577uHv/u7vOOOMM7jkkku45JJLGBwcbEV+hWWiaRrBUBBN0zqdlY4iPniID93jweNPvgx4W3Lq+sofh9otPnQa8cFDfOgOZIzVXWi6TjAUQutAH71SdErjvleOALBjhbbkVKEsQQ2dKmgENe7LKmgEdXS2ExkftRZd1wkG+79O9nvbs22H/U88y6+OHGPtqkl+7ZxNGEZ/3hv7vSzB0+jz+9H0/tUI/V+W0i77C03TCAaDHXlm24xlT+7NZXh4mPe+972sW7eOb3/72zz88MPcdNNN3HzzzVx88cV88pOfJBqNtvKSwilimAbJZLLT2eg44oOH+NA9HvyiMrnXmS05u8WHTiM+eIgP3YeMsTqPaRik+rxddEJj0bI4cOQEADs3b1iRa6pQlqCGThU0ghr3ZRU0gjo6V4pWjI/Gx8e56aab+Jd/+Rey2SxnnnkmV199NTt37mz4/Uwmw+c//3nuv/9+AN7+9rfzqU99inA4XPnOPffcw5//+Z/z0ksvccYZZ/BHf/RHvPnNb26d8BZimiaJeBzDMDqdlbbSz23vX392gFu+9UOOj05UPhsaTPCHl13Mea/b2sGctYd+LssyhmEQCYcxjJY+tu86+rkspV32H4ZhkIjHMc3uapctm2p86KGHuPbaa3nDG97Ahz/8YXw+HzfddBN79+7lz/7sz7j33nv56Ec/2qrLCUvFBcuywO10RjqM+OAhPnSFB9npGZ593nuwuWPr5s5kogt86ArEBw/xoauQMVZ34LouJcvCdfu3YXRC42MvvkzRthmMRlg3nF6Ra6pQlqCGThU0Amrcl1XQCOroXAFaNT762Mc+xv79+7npppv43//7f3P22Wfz/ve/n2eeeabh9//wD/+Ql156iTvuuINbbrmFn/70p1x33XWV9J/97Gf80R/9Ee9617v4+7//e3bv3s1//+//fd54ncZ1XWzL6nQ22k+ftr1//dkB/uTGO6omEACOj07wJzfewb/+7ECHctZG+rQsa3FsG2R805NIu+xf7C78u2PZU41f/vKX+Yd/+AcOHz7M6tWred/73scll1zCmjVrKt+58MILOXjwIN/+9reXezlhmViWxYkTJ0in05i+7pppXknEBw/xoTs8+PkTz+G6LmvXpBlJpzqSh27woRsQHzzEh+5Axljdxdx24fP5Op2dttAJjfuefQGAHRvWrdg2LiqUJaihUwWNoMZ9WQWNoI7OdtLK8dELL7zAT3/6U/7mb/6G7du3A3Dttddy//3384//+I98+MMfrvr+o48+ykMPPcSPfvQjNm7cCMBnP/tZLr/8cj72sY8xMjLCN7/5TS644ALe8573APDJT36SRx99lDvvvJPPfvazrbSiJZRKJU6MjbFqKIBpSD/aS9i2wy3f+mHT79zyVz9kx9bNGF22jdxysEo2o6MnGBxMY/r6c8Xp9EyO46MZ4v4crtOfGqE/y9J2HG7+q+bt8s+/9ffs3nVOX23R2Y99bC2WZXn3y3gJvxnodHYqLNvtb33rW7z1rW/lc5/7HG94wxvm/aP83HPP5SMf+chyLycIgtB3PHLgaQB2nLOpwzkRBKGbkDGWoAKPzJncEwRBEISFaOX4KJVK8Y1vfINzzjmn8pmmabiuy8TERN339+7dy9DQUGViD+C1r30tmqaxb98+3v72t/PII4/wx3/8x1W/+w//4T9w7733noLKxhSLxap/67qOaZreKuZSqe77fr8f8CbwalcaGIaBYRg4to1rO5RKJUx9dnJP87brrKzEqME0TdAar9LQdR3d0HEdF9u2qxPLcQGrNH9c27Lr8qtpGoZpNI4LlYfJjeKWtxx1HKfOp3LcebWW4zbQahgGmq7h2A6O4zTWugwPm8YFHn38UN3KoFqOj01w4XuvbfodoZv5+05nQGgDx0bHefTxQ+zcdmZb+4hT7Web9t8072fL+Wj0u0X336fYzy7Yfy/Xw5q4pVIJ13YqvlmWVffbyr3VcerypGla5WXE2vu567pLftF12ZN73//+99m0aVNl0DCXQqHAL37xC7Zv385b3/rW5V5KEAShL3nkcW+Llu3nyuSeIAgnkTGW0O84jsMjz70IwHaZ3BMEQRAWQSvHR/F4nPPOO6/qs3vuuYcXX3yR3bt3133/6NGjrF69uuozv99PMpnk8OHDTE5OksvlWLVqVdV3hoeHOXz48GLkzYvjOHUxIpEI6XQay7Iaxl+3zru3jo6OUigUqtLS6TSRSISZ/AyFYoHx8XGmjVxF08DgAK7rcuLEibq4w8PD6IbO1ORUXdxYLEYkGqFQ8GLOxfSZpNPeFtwnRk/UPWwtr/jIZrPMzMzUaY3FY5RKJcbGxqrSdF1neGQYgLGxsbqHrQMDA+i6jmVZZDIZ9Dmr2EKhEIlkorLqpAqNSlmOj4/XPdBOJpMEQ0FmZmaYmpqqSgsEAqQGUjiO09DDkZERNE1jcmKy7iFvPB4nHAlTLBbrPPT5fAymBwF4/sWX6+IKgtAbvHz4GDu3ndnWPqJR3PRQGtM0mcpOkZ/JV6VFo1GisSjFYpFMJlOVZhgGQ8NDgHdPqZ0YTCQSAMzMzJDPV8cNh8PEE3Fs267Lk6ZpjKwaAWA8M143IZZMJQkGg+RmcmSnslVpwWCQZCrZMC6c7L8beZhIJAiFQxQKhbqXecr3QKj2sGQXKRQLuLP3mEwmQy6Xq85vMkkikSCfz3P8+PGqNJ/PV9ll4OjRo1X3Ktu2l3yW37In9975znfyt3/7t2zdWn8Y5IEDB7j88svZv3//ci8jCILQlxw+NsYrR0bRdY2tr1nf6ewIgtBFyBhL6HeeOXyMidwMYZ/Ja9auXvgHgiAIgvK0c3y0b98+rrnmGs4//3z27NlTlz4zM9NwUjEQCFAoFCoPNGu/U05fDrqu100sliepTNOsS5vL4OBgw5V7AKFgiIA/QDKZJBQIe4mziwc0TatMxjW6biweI+bGGqYFAoH6385ZlJAerI9bfrAZjUaJRCLVP51d0eDz+RrmqczAwEDdZ4ZhVB6cplKpqm2cy3FN02waN5lMNlxRAt4EYSBQs0XbrFZd1xvGLV83nog3XFECXj1q5uEZrzpt3vzO5Quf/G9sffUGdF2bsyrHqfteeVtEq1S/ssYwdDRdw7aceVZVLiKuZTfwUJ+zKqdxXG/1zMk8WVaJsbEMQ0ND+Pxmw7hlrY3ieqtyjLq4lfyaxuzKpnqtTT0sx2X5Hk7nJ3n+6C9ZP/JqwsH4osrmVDysaG1SNq3wsFlc13EpFAqMjWUYGEhhmr4FPWxWNouuh0ssm8V6eOCXz/KpL/1V3fdqOW318Kwf7esjGsU1Da+fjUVjRCPRxcedw+DgYN1n5YmqUChENFodt6zFMIzm/WwqOW8/Gw6FCQaCS4rbzMMF71Vz0mYKOSy7iDb721QqVZnUrM1vMBisuy/PXZk3MjJSldZot4DFsqTJvS996UuVmWHXdbn11ltJperPiXryySeJxWJ1nwuCIAge+w48BcDGM4aIhIMLfFsQhH5HxliCSuw99CwA21YNYxr9cc6GIAiC0HpWYnx033338fGPf5xt27Zx0003NfxOMBise/sfvBWD4XC4MsFT+51CoUAoFFpSvubSaGIRvAeG86UBTc8k1Q0DzdDx+Xz15yRpND07qdkqA03XMPUmv20S1zDnHxMsOa7tPcxtqBOWpVU3vO3dGme4TXGBXz9nM0ODiaZbcw4PJnnd9tec2tleXf5YwipZFPIzhEOB7j3ba5keaqZFcMJPJBImGg63LG634feZFPIzxKKR+rJsl9Y2e/i67a9ZVLv89XM2e/9oYx+xkv1seWWzYRjzXnfBuN3Wz9bE9Tk+NEOveilk3ri63vS+XJu2nLPnl9QLbty4kVtvvbVy8ccff7wuU4ZhEIvF+NSnPrXkzAmtx/SZrFq9auEv9jnig4f40HkPHp6d3Dv7rMW9ddcuOu1DtyA+eIgPnUPGWN2Lz+dr+lZ8P7DSGvc97U3u7VgzssA3W4sKZQlq6FRBI6hxX1ZBI6ijs9W0e3z03e9+l+uvv54LLriAG2+8cd4HcqtWreK+++6r+qy8LdrIyAjJZJJwOMyxY8eqvnPs2LG6rTq7Bb/fz8jwcGU1R7/Sj23PMHT+8LKL+ZMb75j3O1dddtGpTez1AP1YlrWYpkkymcRsMjHfD/RjWUq77F9M02RkeLjppF0nWNLd+7d/+7f57d/+bQD27NnD1772Nc4666yWZkwQBKHfcRyHRx47BMA5HZ7cEwShO5AxlqASjzz9HAA7TlvZyT1BEASht2jn+Oh73/sen/vc57j00ku55pprqs5jq2XXrl3ceOONvPDCC5Xz7B588EEAtm/fjqZpbN++nYceeoj//J//c+V3Dz74IDt27GhJfgVhLue9biuf+/j7uOVbP6xaKTQ8mOSqyy7ivNfVb18rCEJ7kXYprCTLfjXnn//5n1uRj3m59dZbeeCBB/jOd74z73d++MMf8sd//Md1n//TP/1TZcAleFiWxcT4BIlkYskHNfYD4oOH+NBZDw499zITU9OEQwE2rB9e0WvXInXBQ3zwEB+6g3aPsYRTo2RZTExMkEgk8PVpu1hJjYfHMrw8msHQdbauGmrrtWpRoSxBDZ0qaAQ17ssqaAR1dLaTVo6PnnvuOW644QYuuOACrrjiCkZHRytpwWCQcDjM2NgYsViMYDDItm3b2L59Ox/96Ef5zGc+Qy6X49Of/jQXXXRR5fycyy67jA984AO85jWv4c1vfjM/+MEPePLJJ7n++utblu9WUiqVyIxlGBhIYxr9u0qon9veea/byu5d5/Do44f41StHWbtmhF8/Z3PfrQwq089lWcayLbLZLFbEgv5tln1dltIu+w/LtsiMZRiOlPAZ3bN6b0luv/e97+XTn/40Gzdu5L3vfW/T72qaxp133rmkzN1xxx3ccsst7Nq1q+n3Dh48yGtf+9q6fdEbHaSrPK43eKs9SFI5xAcP8aGjHuyd3ZJz61nrMTt9g5e64CE+eIgPHWOlxljCEnBdSsUiuH3cMFZQ4yNPPw/Aq09bRXSltzZRoSxBDZ0qaAQ17ssqaAR1dLaYdo2PfvzjH1Mqlbj33nu59957q9IuvvhiPvShD3H++efzhS98gUsuuQRN0/jqV7/Kddddx+/93u8RCAR4+9vfXrUV6O7du7nhhhu49dZb+fKXv8ymTZv4+te/zsaNG09d+Argui5FS4E62edtzzB0fu01G1k7nCCdTvftBALQ92UJgOtNlsj4preRdtlnuFC0Srhd1i6XNLk3V8RCgpYi+OjRo1x77bXs27eP9evXL/j9p556ile/+tUMDa3sW7+CIAjLoTy5t/3c7vxDTxCElafdYyxB6BbK5+3t3HBGZzMiCIIgdD3tGh9deeWVXHnllU2/c/Dgwap/Dw4OcssttzT9zUUXXcRFF1206HwIgiAIgiAshSVN7s3dIrPZdplL5Re/+AWJRIK7776br33ta7z88stNv3/w4EHe9ra3tTQPxWKx6t+6rmOaJq7rejPRNZQPUyyV6mdwDcPAMAxs28YqWWiuAY7mJWregYyVtzJqME0TtPIbG9Vpuq6jGzqu42LbdnViOS5glU7GLZVK2LZdyaNt2XX51TQNwzQax8U7JLM27lytmq41jVu+rlUqYc1ZX16J20BrOa5jOziO01jrKXhY9sG2bUyf2TzuPFrLcRtpbVo2c7Q28mExHi5YNov0sOyDZVveb5dRD5dcNnhnz9X6sJT6Xat1MR6WPSi368XU70ZaK/V7Pq01ZVMoljjwS++soV8/ZwMwg+PY9dddoT6izocm9btdfUQllus2bnMr0EfU+rCo+j2P1qX2EXPzuNz6XZenRXpY68OC9bsNfYTlWJVQlmXV/bZ8b3Ucp+63mqbhmz18vPZ+3u20e4wlCN3C3kPe5N6ODbKFviAIgtAcGR8JgiAIgiDU05JNUO+++24efPDByh7ie/fu5frrr+cP/uAPuOCCC0453p49e9izZ8+ivjs2NsaJEyd4+OGH+c53vsP4+Djbtm3j4x//+KJW/TXCcRwOHz5c9VkkEiGdTmNZVl0aUDnbb3R0lEKhUJWWTqeJRCLM5HKMZsbwaX4M3bPe7/czMDiA67qcOHGiLu7w8DC6oTM1OVUXNxaLEYlGKBQKjI+PV6WZPpN0Og3AidETlYetjuNQKBSwbRsfPrLZLDMzM3VaY/EYpVKJsbGxqjRd1xke8c4GGxsbq3vYOjAwgD/gJ5fLMT09XZUWCoVIJBNYlsVUdgrTGiNg5LxEDVatWgXA+Ph43QPtZDJJMBRkZmaGqampqrRAIEBqIIXjOA09HBkZQdM0JicmKw95yz4UCgUCwQDFYrHOQ5/Px2B60POwQdz0UBrTNJnKTpGfyVelRaNRorEoxWKRTCZTlWYYBkPD3irT7PR0tQ94bwL6/L6GHobDYeKJOLZt1+VJ0zRGVnn7/I9nxusedidTSYLBILmZHNmpbJUP2WyWYDDYMC6cLJu5HpZJJBKEwiEKhQITExNVaeX6DY09LK+2nZmZYbRY7UM0FiUajVIoFhjPjFf9zjRN0kNe/R4dHa2b4Ein05i6yfT0NLlcriqtXL8ty2J0dLTiQSaTwTCMioeZTKZuciSVShEIBsjlcmSz2aq0YChIMpnEsq3GHq72PJwYn6BUKrH/yecolSwGkzFGBuOMF2co5gtM5qrjrlQf4dgnfdB13fPQZ65oH2H4vJceLMtifGKyWugK9RH5fL7Kh3g8TjgSXtE+wnZLMLtDXaP6vRJ9xOTEZJUPwWCQZCq5on2E7VgkBmKA1x5r23IymSSRSJDP5zl+/HhVms/nY82aNYC3G0BtPXRdF03T6nR0I60eY82l0bnGn/rUp7jrrruqvjcyMsL999+/rGsJwlwmczM89fIRALZveBWM1vcrgiAIgjAf7RwfCYIgCIIg9ArLnty76667uOaaa7jwwgsrnw0ODrJ27Vo+/OEPc/PNN7d1cPXUU962doZh8KUvfYlcLsett97Ku971Lv7hH/6h8vD6VNB1ndWrV9d9Bt6kQm3aXAYHBxuu3AMIhcMMpgbwmQFMfXaFUnkBn6Y1zGv5urF4jJgba5gWCATqfzvnmWV68GRaeSVGeUVDNBolEolU/3T2gafP52vqX6MzDctaw+EwoVCoYVzTNIlFYwzGBwj6wnUxkslkwxUl4E0QBgKB6sRZreUJiVrK140n4pW4ZR+CwSDgPWBu6mGDuKbhNZ9YNEY0Eq1KK5dNw7hziEYidT4sxkPDMJrGTaaS83oYDoUJBjzdZR/Kni4Ud66HZRZdDxvENQyDkuWV62C02odKXH/zuIODgw3jgjcJFQ5X17G59TCdTle1ifLvwJvImy9uOByu1J26uIbZ1MNEMgEuPP3igwDs3HYm/kAAiuAPBoiGEw21truPqPWhvCJtJfuIgj3DdHa0Ujbz0c4+IhKJVPnQtC23qY/IWzlOTHsTlM3qdzv7CJ/pq/JhsXFb2UdYTgkHb4I9lUqRSFS3jXJ+g8Fg3X157sTdyMhIXT4nJyfrPutG2jnGmu9c44MHD3LllVfynve8p/LZ3L5RZXTDIJlMovexHyul8dFnnsd1XdYNpxmKx1Z8ck+FsgQ1dKqgEbx7aTKZrNxT+xEVNII6OttJp59B9RuGYZCIx/u+TqrQ9lTQCGro1HWdcCSM3s9ntKFOWfa7RlBDp67rJOLxrns+suzJvb/6q7/i8ssv5+Mf/3jls/Xr1/Pnf/7n/I//8T+49dZb2zqwet3rXsdDDz1U9dDva1/7Gm95y1u46667+MAHPrCkuOVtNmvRNG3eNKAyadYIwzAwfSamYVYe+p4MfHK7tEaUH7Q3zJOuYepNfjsnrukzCQRPPvgub5O53Li1NItbTjd9voYxmmnVDX3+m9speFjrQ9O4LF3rQh4282FZZbNID2t9WE49XE7Z6Lo+rw/tqofluHUeLCJuK+rhI48/DcBrf+3Mys1P1435f9vmPmI+H1ayj7CY/UzTOlIPTdPENBv7sJJ9hEl1X9WquFXXWMDDgBFo6MOK9hG2S2l29WzTuLre9L7cLK3baccYq9m5xrZt8/TTT/MHf/AHco5xAwxdr5tQ7zdWSuMjT3vbUu/YtLRdNpaLCmUJauhUQSN499BgKLjwF3sYFTSCOjrbSaefQfUbhmEQDAb7+oEsqNH2VNAIaujUdR2/z4+ud9ckQqtRoiwV0Ahq6CzvatVtk3vLvnu/9NJL7N69u2Ha7t27ee6555Z7iQWpfZs/HA6zdu1ajh492vZr9xqO7ZCbzuHYzsJf7mPEBw/xoTMeZCamOPS8d5bozq1bVuy6zZC64CE+eIgP3UE7xlhzzzXetm1bVdrzzz9PoVBg48aNS8pvv2M7DtO5HHbt2ZF9xEpp3Pf07Hl7mze09TrzoUJZgho6VdAIatyXVdAI6uhsJ93wDKqfsG2bmdxM/dnYfYYKbU8FjaCGTu/4mCKOYy/85R5GibJUQCOoodNxHGZyM3VHOHWaZa/cGx4e5sCBA7zuda+rS3viiScabm3XSr73ve9x880386//+q+VbfKy2SzPP/88v/3bv93Wa/cijuMwOTmJ3+/v++XdzRAfPMSHzniw77FDAGw6Yw2pRIx8KbfAL9qP1AUP8cFDfOgO2jHGanau8VNPPYWmadx5553cf//96LrOeeedx0c+8hFisVjD3yyG2nMYdV3HNE1c16VUKtV9v7zaslQqNdzq3DAMbNvGsSyY+3tNwzcbt/ZMSfBWgGqaRsmyoCaubhgYuo7jOPWD9dm4jm2TyWQYSKWqdmoox7VsG7fmwZim65iG0TguJ3d8aOSDYRjogOU4uKVSldZy3Pm0VuI20Frecth2HJyaPFm2zeTEhKe3wbmUi/GwUdyyhwDTuRkOPPciANvOOJ1SqYSJt0tvIw+blg2L8FDX6+KWSiXGx8cZHhpCg+ZxT9HDecumVALbxnRdtHniLsbDher3XK2lUolMJkM6ncYIBJrW71P1cK7WStxZjczW18WUzSl5OMvcsinNnl1bbpet8HChPqJklbBtG61UAt3nrT6f9bD2TOByXDSwLbuuT9M0DcM0cB23YT0sr2ovn9E7MDBQ0W8YBpquNY2LS2Ots3Ety5p3m27HdbBKJSzm7ExT1jpf3FmtjeLqureC37Gd+kkEDXC9bbM1TavbDaeZh+W4C3nYqGzKsWzbwqI6fbFlM5+Hmq411GrZFpOTk/h8voaTKcvxsFHZWI6FZVkVrZZl1f22fG91HKeuXOeWR+39vFNnGHf6GVS/Yds2k9kpwqHowl/uYVT4+0YFjaCGTsdxmJnp74kSUKcs+10jqKHTcRwms1PY6T6b3Lvooou47bbbiEQivPWtb2VgYICxsTHuu+8+vvrVr/Le9763FfmsYNs2Y2NjxGIxgsEgb3nLW/jKV77CJz7xCa666iry+Tw33XQTAwMDXHzxxS29tiAIQivYu987K7RbVu0JgtCdrPQY69ChQ+i6zmmnncbXv/51XnjhBb70pS/x1FNPceeddy5puybHcTh8+HDVZ5FIhHQ6jWVZdWkA69atA2B0dJRCoVCVlk6niUQi5HI5cpkMjs8Hsw/V/YEAgwMDuK7LiRP1Z7gNj4xgaBpTk5N1cWPxONFIhEKhwPj4eFWa6fMxNHsmZKFQIDM+jj7nYWY6ncbn85HNZpnJVb+sEYlEiMfjlCyLsdHRqjTdMBgZHgZgLJOpm4gYGBwkABQLBSbGxmBO7FA4TDKRwLKseq2axupVqwAYHx/HqplYSSaThEIhZmZmmKo5f9KcfYDruC6ZmvyCd4alpmlMTk5SrPEwnkgQCYcpNvDQ5/eTnj1D9N8f+wWFkkUyEiaiw4mxMdK2jQ+YmpoiPzNT9dtoNEosFqNYKpEZG6tKMwyD4VkPR8fG6iafBgcH8fv95KanmZ6ernzuzJncsW27zkNN11k1e17neCZT97A7mUoRCgbJ5XJkp6aq0oLBIKlUCttxquPm8wSzWZKz/2zkYSKRIBwOU8jnmZiYqEor12+gYf0eGh7GNAymJifJ5/MVnYVCgXw+TzAQoFAsMp7JVP3ONM3KNryNPEyn0+i6zvT0NLk5HsLJ+m1ZFqOjoxWN+bExtHy+4mEmk6mbHEkNDBAMBMhNT5PNZqs9DIVIJZNYDcoGqJyzOjExQaFQqGqX5fqdz+eZnMfD5fYRo6NjTJWyOGNjGL4cpu/kWcEnRk/UTcik02lMn+n1ETX1OxKJEIvHKJVKjNXUb13XGR7x6vf4+LinM5Op9MUDAwP4A35yuVxV/QbvDOJEcr4+AlZV9RE19TuZBBOKxRKjhTECxsm+JxAIkBpI4dTW71kqfcTEZN1EUDweJxwJUywW6/sIn6+yG89cjRUPh9KYpslUdor8TL4qLRqNEo1FKxOgczEMg6Hh2fo9Olo3MRhJeFu65nMzTBWqPQyHw8QT8cZ9hKYxsqrcR4w36COSBINBcjM5slPV9bs8Keg4Tl1+4WTZNPIwkUgQCocoFAr1fYTfz8BgfR9hOxYlt8hpKRtMz99czb0qmUySSCTI5/McP368Ks3n87FmzRrA29p77sSgbdtNt05vFys9PhIEQRAEQehWlj0Su+KKK3jmmWf43Oc+x+c///nK567r8va3v52rrrpquZeo4vDhw5x//vl84Qtf4JJLLmH16tXceeed3Hjjjfzu7/4uruvyxje+kW9/+9uVlXyCIAjdguu67H1MJvcEQViYlR5jXXXVVbzvfe8jHo8DsGXLFoaGhvgv/+W/8Nhjj9Vt47kYdF2vPIif+xl4kwq1aXMZHBxsuHIPvIeuwVQKAgEor/CYnXDTNK3yoL3qurPpsXicWINVOeA9uK777ZyJvEAgQCqZrFu5B94D5kg4XP3TWa0+02yYpzIDDVYZGIYBloU/ECA9MABzYmtzPGwWN5lMNlx1Bt7D/0DNmZSWbTOeyaDP42F5hUY8Hm+4sgm8CZRmHj57wnuYvWPTem9SKZfDnH3QHIvFiEYijeP6fE21lie+GmkNRyJV57KVSiUys5MLhmE09zCVmtfDcDhMMFB9Pmm5bAxdr46by8GcicBmHgaCQdK153jXTCjXaZ29biweJxqNVnSOZTKVv4kCfn/TsmnmYSQSIVxztl1dPZzVGK2pr41W0cwtm9q/2SpxFyibRCJBqVhkLJOptMuyh8FgEP88Hi63jxgcHKCYncIcGMAMhL1VZ7OkB+vjVvURNfW73KZ8C9TvZDKJbduk5qwcnlsPa88dLMddXB9R/ZlhGBTsGfx+H4ORAYK+Of3arFa9tn7XXDeeiDdcdQbeJFR9PaTy/VTN6migcl59LBojGqleXdQ07hwGZ18wmEvJ9SZxg+EQiVhjDxfuI5Lzrn4Mh8IEA9X127ItxjPj83pYppmHje9VJ/93bprllChZhUqeUqlU3bEmxpx2U3tfnrsyb2R2wr5M7QTjSrHS4yNBEARBEIRuZdmTe6ZpctNNN/HBD36QvXv3MjExQSwWY8eOHbz61a9edga/+MUvVv177dq1HDx4sOqzs846i7/8y79c9rUEQRDazUuvHOfYiXF8psHWszpz1pAgCL1Bu8dYtWiaVpnYK7Nli/cSwpEjR5Y0uQcnt9lsdL350oC6h7tzMQwDwzS9ib2a7zXa0q0qbpNVBrquN12haOg6Pp+vYXzTMGCew7UXitssv6auN9QJy9Nq6HplQmil4gI8Orsl564tG71rzJ0obZeHDeKWJ3IWjNsqD30+Lw/lyZw2lU2t1rmxWu1hmUrcssaacm3alpdbD123YbtsV/3WdR2f6cMwDEyfr7IKq0ztv+dimI39A9B0DVOf/7emaWIYBr4G12wWF615nuZddWWDrukNNS4rLqAbesPtmsorCBtpLLMsDxvEtEreyjjDMOe95mLKZj7m0wpePWy1h17gGq22i6vZVRO+88bV9ab35dq0TmzJCSs/PhIEQRAEQehWWraHwubNm9m8eXPd51NTU8s6p0VoMdrsoLwz4/DuQXzwEB9W3IOHD3gvJ5z76g0EA/P/8bziSF3wEB88xIeuYqXGWFdffTXj4+NVL0w99thjAGzatKll1+lZNA1/IFC10qnvaLNGx3F49OnnANixeX1brrEoVChLUEOnChpBjfuyChpBHZ0rgDyDag2aphHwKVAnVWh7KmgENXRqYJo+Gd/0AypoBDV0ahDw+Tv2ctN8LHtyr1gscscdd/DQQw9RKpUq2ye5rksul+Ppp59m//79y86o0BpM06zsxa8y4oOH+LDyHlTO29vWXVtySl3wEB88xIfuYKXHWL/5m7/JBz/4QW677Tbe8Y538Nxzz/HZz36W3/zN32Tjxo0tu06v4jPNhtsW9hPt1vjskWOMT+cI+f2cdfratl1nIVQoS1BDpwoaQY37sgoaQR2d7USeQbUWn89HMpWsbH/br6jQ9lTQCGroNA2TaDTSkXNNVxIlylIBjaCGTtMwSaaSTXcA6QTL7iX+7M/+jO9+97ts2bKFsbExAoEAAwMDPPXUU5RKJT70oQ+1Ip9Cq3C9Qa+maf09m74Q4oOH+LCiHli2zaO/eBqAned21+Se1IVZxAcP8aErWOkx1lve8hZuvvlmvv71r/P1r3+dWCzGb/3Wb/GRj3ykpdfpVVzXrbSLbntbr1W0W+PeQ88CsG3DOnzNthJsMyqUJaihUwWNgBr3ZRU0gjo624g8g2otruviOC507ra8MqjQ9lTQCMrodF237nzmvkOFslRBIyij03HcyktF3cL8hy4skn/6p3/ife97H3fffTeXXnop55xzDn/3d3/HP/3TP3HaaafhOE4r8im0CMuyOHr0KJZldTorHUV88BAfVtaDJw+9SG6mQDwaZvP609p+vVNB6oKH+OAhPnQH7R5jffGLX+Q73/lO1Wdve9vb+OEPf8j+/fv5yU9+wic/+UkCgcCyrtMvqNAu2q1xX3lLzk0d3JITNcoS1NCpgkZQQ6cKGkEdne1EnkG1llKpxPETx/u+TqrQ9lTQCGrotCyLiYmJvtYI6pRlv2sENXRalsXxE8cplUqdzkoVy57cGxsb47zzzgPgzDPPrJzNMjIywgc+8AF+9KMfLfcSgiAIfcHeA96WnDvO3YxhLLv7FQShz5ExltBv7DvUBeftCYIgCD2NjI8EQRAEQRA8lv10ORaLUSwWATjjjDM4fPgw2Wy26t+CIAjCycm9nVu7bEtOQRC6EhljCf3EkbFxXh4dQ9c0tm1Y1+nsCIIgCD2KjI8EQRAEQRA8lj25t3PnTr7zne+Qy+VYu3YtoVCIe++9F4BHH32UaDS67EwKgiD0OtO5PE889QIAO7ed2eHcCILQC8gYS+gnHnnGW7V31qtOIxoMdjg3giAIQq8i4yNBEARBEASPZU/ufehDH+LnP/85V1xxBaZp8q53vYs//dM/5ZJLLuHmm2/mbW97WyvyKQiC0NP8/IlnsB2H01YNsnp4oNPZEQShB5AxltBPVLbk7PB5e4IgCEJvI+MjQRAEQRAED3O5Ac4880zuuecennrK227u6quvJhqN8sgjj7Bnzx4+8IEPLDuTQuswTZPh4WF0Xe3zvsQHD/Fh5TzYu/8gADu3dueqPakLHuKDh/jQHcgYq7swTZPhkRF0Tet0VtpGOzXuPfQsADs2b2h57FNFhbIENXSqoBHUuC+roBHU0dlOZHzUWnw+H+l0GtNc9uPBrkaFtqeCRlBDp2maxBNxaZd9gAoaQQ2dpmmSTqfx+XydzkoVLeklhoaGGBoaAkDTNK688spWhBXagQa60b8NbdGIDx7iw4p58HC3n7cndcFDfPAQH7oGGWN1D5qmYfT5BEK7NE7lZjj4sncG0vaNnV+5p0JZgho6VdAIqHFfVkEjqKOzzcj4qHVomobRxw9jK6jQ9lTQCMro1DUd+n2Mo0JZqqARlNFp6Dpal7XLlrj+xBNP8JGPfITdu3ezdetW3vKWt3DNNdfw0ksvtSK80EIsyyIzlsGyrE5npaOIDx7iw8p4cGx0nBdfPoaua2w/Z1PbrrMcpC54iA8e4kP3IGOs7qFkWYyNjVHq43bRLo2PPvs8ruvyqqFBhpPxlsZeCiqUJaihUwWNoMZ9WQWNoI7OdiPjo9ZRKpUYHx/Hsvu7TqrQ9lTQCGrotGyLbHa6rzWCImWpgEZQQ6dlW4yPj1MqlTqdlSqWvXLvgQce4Pd///dJJpOcd955DA4OcuLECe6//35+/OMf8zd/8zds2dKlK1VUxIVCoUDMjXU6J51FfPAQH1bEg32zq/bO3HA6sWi4bddZFlIXPMQHD/GhK5AxVpfhurPtwu10TtpHmzSePG+v81tyAmqUJaihUwWNoMZ9WQWNoI7ONiLjo9biui6FYhH6vBtVou2poBHU0OmCZZVAxje9jwoaQQ2dLhSKRdwua5fLntz78pe/zM6dO/mLv/gLAoFA5fN8Ps/ll1/On/3Zn3H77bcv9zKCIAg9y8P7Z7fk3CZ/ZAqCsHhkjCX0C488PTu5t7nzW3IKgiAIvY2MjwRBEARBEDyWvS3nU089xWWXXVY1qAIIBoO8//3vZ9++fcu9hCAIQs/iOA77HvMm93Z163l7giB0JTLGEvqBomWx/7kXANixuUtW7gmCIAg9i4yPBEEQBEEQPJY9ubd69Wp+9atfNUwbGxtjYGBguZcQBEHoWZ598TCZiSyhoJ+zt5zR6ewIgtBDyBhL6Ad+8cKvKJQsUtEI60eGOp0dQRAEoceR8ZEgCIIgCILHsif3PvnJT3LLLbdw9913Y9t25fOf/OQnfOUrX+Gaa65Z7iWEFqLrOrFYDF1fdtH3NOKDh/jQfg/KW3Jue81GfL5l74TcNqQueIgPHuJDdyBjrO5CNwxi8Ti6YXQ6K22jHRr3Pf0sADs2rUfTtJbFXQ4qlCWooVMFjaDGfVkFjaCOznYi46PWYhgGsWi07+ukCm1PBY2ghk5d1wmGQuhG/2oEdcqy3zWCGjp1XScWjWJ02d8dy37S/NnPfpZiscgnP/lJrrnmGlKpFBMTE5RKJVzX5UMf+lDlu5qm8cQTTyz3ksIy0A2dSDTS6Wx0HPHBQ3xovwflLTl3ntvdW3JKXfAQHzzEh+5AxljdhaHrRCP93S7aoXHfofJ5e92zJacKZQlq6FRBI6hxX1ZBI6ijs53I+Ki1GIZBOBzu6weyoEbbU0EjqKFT13WCgQC63l2TCK1GibJUQCOooVPXdcLhcP9N7l1yySWtyIewQriOS6FQIBAIoOnd8fZ0JxAfPMSH9npQKJbY/4S3YmHntu6e3JO64CE+eIgP3YGMsboLx3Eq7aJfH4C1WqPjODzyzPMA7Ny8ftnxWoUKZQlq6FRBI6hxX1ZBI6ijs53I+Ki1OI5DPp/HDPs7nZW2okLbU0EjqKHTdV2KpSKu63Q6K21FibJUQCOoodN1XfL5PI7jQBfN7y17cm/uW1FC92PbNuPj46TTaUy9e7cIbDfig4f40F4PHj/4PIViicFUnPWnr2pp7FYjdcFDfPAQH7oDGWN1F3PbRb9OIrRa43NHjzOenSbo93HW6WtbkMPWoEJZgho6VdAIatyXVdAI6uhsJzI+ai2WZTExOUkoEKGLT5FYNiq0PRU0gho6bdsmN53DTtjQx/PuqpRlv2sENXTats3E5CTWgEXA1+ncnKQlbufzeQ4ePFjZBgG8t39mZmbYu3cvH//4x1txGUEQhJ5i74GDgLclZ7ecMyQIQm8hYyyhl9l7yFu9vm39OnxmF73eKAiCIPQ0Mj4SBEEQBEFoweTez372Mz784Q8zOTnZMD0SicjAShAEJdl34BAAO7Zu7nBOBEHoRWSMJfQ6J8/b654tOQVBEITeRsZHgiAIgiAIHsue3PvKV75CMpnk85//PHfffTe6rnPJJZdw//338zd/8zd885vfbEU+BUEQeoqJqWkOPvsrAHZu7e7z9gRB6E5kjCX0Ovue9lbu7di0ocM5EQRBEPoFGR8JgiAIgiB4LHty7+DBg3zuc5/jggsuIJvN8r3vfY/zzjuP8847j1KpxG233cY3vvGNVuRVaAUamD4TVN8hUHzwEB/a5sEjjx3CdV3Wn76K9ECitcHbgdQFD/HBQ3zoCmSM1WVoGqbPB/28zXILNR7NjPOrE2PomsavbVjXgsy1EBXKEtTQqYJGUOO+rIJGUEdnG5HxUWvRNA2fqUCdVKHtqaAR1NCpgWEaMr7pB1TQCGro1MBnml137NKyTx13HIdVq1YBsH79ep5++ulK2tve9jaeeOKJ5V5CaCGmaXqHW5r9ebjlYhEfPMSH9nmw98BTQO+s2pO64CE+eIgP3YGMsboLn2kylE57D8D6lFZq3Pf08wCcdfppREPBZcdrJSqUJaihUwWNoMZ9WQWNoI7OdiLjo9bi8/kYGBjANPq7TqrQ9lTQCGroNA2TWDTW1xpBkbJUQCOoodM0TAYGBvD5fJ3OShXLntx71atexcGDBwFYt24dMzMzPPPMMwBYlsX09PRyLyEIgtBTuK7Lw+XJvW29MbknCEL3IWMsoZd5ZHZLzu1y3p4gCILQQmR8JAiCIAiC4LHsyb3f+q3f4sYbb+Q73/kOqVSKc845h89//vP88z//M1/72tfYtGlTK/IptAirZHHkyBGsktXprHQU8cFDfGiPB68cHeXIsTFM02DbWRtbFredSF3wEB88xIfuQMZY3UWpVOLwkSOUSqVOZ6VttFLj3kPPAbBjU/dN7qlQlqCGThU0ghr3ZRU0gjo624mMj1pLsVjk2LHjWFZ/10kV2p4KGkENnZZlMT4+gSXjm55HBY2ghk7Lsjh27DjFYrHTWali2WslL7/8cjKZDAcOHADg05/+NL//+7/PH/zBHxCNRrntttuWnUmhxbidzkCXID54iA8t92Dvfm/V3tlb1hEOBVobvJ1IXfAQHzzEh44jY6wuxFWgYbRA41RuhoO/egWA7V04uQeoUZaghk4VNIIa92UVNII6OtuEjI9aj6tKpVRBpgoaQRGdSohUQ6YKGkEJnd14v1z25J6u63zyk5+s/Pvcc8/lvvvu49lnn2XDhg1Eo9HlXkIQBKGnePiAt03Mzq1ndjgngiD0MjLGEnqVnz/7Ao7rcvrQICPJRKezIwiCIPQRMj4SBEEQBEHwWPbkXi6XIxwOV332zDPPsG3btuWGFgRB6Dls2+GRx71D3XdtlfP2BEFYOjLGEnqVfU97W3Lu3LShwzkRBEEQ+g0ZHwmCIAiCIHgs+cy9J598kosuuog77rij6vOJiQl+93d/l3e84x2VQ40FQRBU4eCzL5GdniEaDrJl49pOZ0cQhB5ExlhCr7Pv6WcB2LG5S7fkFARBEHoOGR8JgiAIgiBUs6TJvZdeeon3ve99TExM1B1W7Pf7ueaaa5ienuZd73oXR44caUlGhdZgmibpdBrTXPaizZ5GfPAQH1rvwd4D3nl7v37OZkzDaEnMlUDqgof44CE+dA4ZY3UvKrSLVmgsWhb7n30B6N7z9lQoS1BDpwoaQQ2dKmgEdXS2GhkftQ+fz8dgaqDv66QKbU8FjaCGTtM0iUVjfa0R1CnLftcIaug0TZPB1AA+n6/TWaliSZN73/jGN0ilUvzwhz/kP/2n/1SVFgqFeM973sMPfvADwuEwX//611uSUaFFaGD6TNA6nZEOIz54iA8t92Dvfm9yb9e2HtuSU+qCh/jgIT50DBljdS+apuHz+dC0/m0YrdD4xAu/olCySEYjbFg13MLctQ4VyhLU0KmCRkCN+7IKGkEdnS1GxkftQ9M0r072Oyq0PRU0gjI6DdMAGd/0PipoBGV0mj6z6/7uWNLk3gMPPMDll19OMpmc9zuDg4NcdtllPPDAA0vNm9AGbMtmYnwC27I7nZWOIj54iA+t9SA3U+Dxp54HYGePnbcndcFDfPAQHzqHjLG6F8u2GZ+YwLL7t120QmP5vL0dm9Z33R8+ZVQoS1BDpwoaQY37sgoaQR2drUbGR+3DsiwmJ6ewpR/teVTQCGrotG2bXC6HbVudzkpbUaIsFdAIaui0bZvJySksq7va5ZIm944fP866desW/N6WLVtkS4Quw3VdZmZmcF2301npKOKDh/jQWg/2P/kMlmWzaniA01alW5C7lUPqgof44CE+dI6VHGPdeuutXHrppVWfPfnkk7znPe/h137t1/iP//E/8pd/+ZfLukY/4ToOM7kcruN0OittoxUa507udSsqlCWooVMFjaDGfVkFjaCOzlYjz6Dah+M4zOT7v06q0PZU0Ahq6HRdl2KxiOv0r0ZQpyz7XSOoodN1XWbyMzhd9nfHkib3BgYGOHbs2ILfGxsba/pmlSAIQj+x78AhAHaeu7lrVysIgtDdrNQY64477uCWW26p+iyTyXDZZZdxxhln8IMf/ICrrrqKm2++mR/84AdLvo6gFq7rVib3dm7e0OHcCIIgCP2CPIMSBEEQBEGoZ0mTe7t27eKuu+5a8Ht///d/z1lnnbWUSwiCIPQcDx84CMDObWd2OCeCIPQq7R5jHT16lMsvv5ybb76Z9eurV1b9r//1v/D7/XzmM59h48aNvPOd7+R973sf3/zmN0/5OoKaPHvkGOPZaYJ+H2e96rROZ0cQBEHoE+QZlCAIgiAIQj1Lmty79NJLefDBB/niF79IoVCoSy8Wi3zpS1/i3/7t33j3u9+97EwKgiB0Oycykzz34hE0TWPHuZs7nR1BEHqUdo+xfvGLX5BIJLj77rvZtm1bVdrevXvZtWsXpmlWPnvd617Hc889x+jo6KmLEZRj36FnAdi6/lX459QjQRAEQVgO8gxKEARBEAShniX91X3uuefyqU99ihtuuIH/83/+D69//etZu3Yttm3zyiuv8OCDD5LJZPjwhz/Mm970plbnWVgGmqYRiUSU3zJQfPAQH1rnwb4DTwGwZf1pJGKRVmRtRZG64CE+eIgPnaPdY6w9e/awZ8+ehmlHjhxhy5YtVZ8NDw8D8MorrzA4OHjqgvAeuM1F13VM08R1XUqlUt33/X4/AKVSqW7PfsMwMAwD27ZxLAvm/l7T8M3GbXTItWmaaJpGybKgJq5uGBi6juM42HbNIeCzcTVdJxgMYtWkl+Natl137pem65iG0Tgu4PP5KlprMQwDHbAcB7dUqtJajjuf1krcBloNw0DXdWzHwanJk+O6RCIR0LSGeVrIw/KWnL++YV3172c9bKi1VMIENGjoYdOyYREe6npdXMu2CYZCaIuJe4oezls2pRLYNqbros0Tt6y1UdzF1u+5Wi3bJhgMVtpRs/rtZXHxHs7VWok7q5HZ+rqYsjklD2eZWzZljeV22QoPF+ojSlYJ27bRSiXQfaBReSnCKjWOiwa2Zdf1aZqmYZgGruM2rIemz4trV3SejG8YBpquNY2LS2Ots3Ety4Kao1EMwwDAcR2sUgkL35zAs3rmizurtVFcXdfRDR3HdurPKtFOjj3maqyN20hrOe5CHjYqm3Is27awqE5fbNnM56Gmaw21Oo4z2882ry9L8bBR2ViOhWVZFa2WZdX9tnxvdRynrlw1Tau0udr7ueu6KzZWlGdQ7UPXdSLhcN+P+1X4+0YFjaCGTk3TCAYDaHr/agR1yrLfNYIaOjVNIxIOo+tLWivXNpb8Su273/1uXv3qV/OXf/mX/L//9/8qb09FIhF2797Nf/tv/63ujXCh8ximQSwe63Q2Oo744CE+tM6DvbOTezu2blngm92J1AUP8cFDfOgsnRpj5fP5ysRamUAgANDwLfnF4DgOhw8frvosEomQTqexLKsuDWDdunUAjI6O1l03nU4TiUTI5XLkMhkcnw9mH6r7AwEGBwZwXZcTJ07UxR0eGcHQNKYmJ+vixuJxopEIhUKB8fHxqjTT52MoncY0DPKFAvl8vi5PPp+PbDbLTC5XpzUej1OyLMZqVj/qhsHI7OTpWCZTNxExMDhIACgWCkyMjcGc2KFwmGQigWVZ9Vo1jdWrVgEwPj6OVTOxkkwmCYVCzMzMMDU5WZUWCAQYGBjAdhyOHT1KLSMjI2iaxuTkJMUaD+OJRGVyb2N6oCpfPr+f9OzkcF1+83nSto0PmJqaIj8zU5UcjUaJxWIUSyUyY2NVaYZhVCagR8fG6iafBgcH8fv95KanmZ6erkoLRyKYhkGpVKrLk6brrBoZAWA8k6l72J1MpQgFg+RyObJTU1VpwWCQVCqF7TjVcfN5gtksydl/NvIwkUgQDocp5PNMTExUpZXrNzTwEBgaHsY0DKYmJ+vqqOnz4ff7KRSLjGcy1WmmydDQENDYw3Q6ja7rTE9Pk6vxsFy/LcvyVvfOasyPjaHl8xUPM5lM3eRIamCAYCBAbnqabDZb7WEoRCqZxLLthlpXr14NwMTEBKXZyYay5nL9zufzTM7j4XL7iNHRMaZKWZyxMQxfDtNnkk6nATgxeqJuQiadTmP6TK+PqKnfkUiEWDxGqVRirKZ+67rO8MhwRavjOFVlOzAwgD/gJ5fL1dXvUChEIjlfHwGrqvqImvqdTIIJxWKJ0cIYAeNk3xMIBEgNpHBq6/cslT5iYrJuIigejxOOhCkWi3X9rM/nYzA9SCwe48jhI3Vx00NpTNNkKjtFfqa6fkejUaKxKMVikUxN/TYMg6Hh2fo9Olo3MRhJhADI52aYKtT0EeEw8UQcu0E91DSNkVXlPmK8QR+RJBgMkpvJkZ2qqd/BIMlUEtuyOX7ieJ3Wctk08jCRSBAKhygUCvV9hN/PwGB9H2E7FiW3yGkpG0yvPeZq7lXJZJJEIkE+n+f48eo8+Xw+1qxZA3hbe8+dGLRtu2q1f7uRZ1DtwTRNotFoZWK/X1Hh7xsVNIIaOg3DIBgMYRj9vROGEmWpgEZQQ6dhGESj0RUd+yyGZeVmx44d7NixA/AGibquk0gkWpIxoT24jveWvM/n6/s3QJohPniID63xwHXdyuTerh6d3JO64CE+eIgPnacTY6xgMFj3ILH84CwcDi8ppq7rlQfxcz8D72FSbdpcBgcHG67cK+cnmEpBIACzKwqYfUtQ07TKg/aq686mx+JxYg1W5YD34Lrut7O/cxyHeDyOaZqVWGUd4D1gjtT4pM1q9ZlmwzyVGUil6j4zDAMsC38gQHpgAObE1uZ42CxuMplsuOoMvIf/gZrJXNd1KRSL88Ytv4kZj8fr4p6YyvLS8VF0TePNv3Yu0VBw7g8r/1sXN5fDnH3QHIvFiEaqV7+Xy8bv8zXVWp74aqQ1HIkQCoUqnzuuiz27esUwjOYeplLzehgOhwnOToCXKZeNoevVcXM5mDMR2MjDSj0MBkn7fFVpTT2cvR7MTkJFoxWdpVKpMkkf8Pvnrd/Q3MNIJEJ4jodztVbqy6zGaE19Tc1Xv/HKJhgMVqVV4i5QNolEwltJN3u/0jWt4mEwGMQ/j4fL7SMGBwcoZqcwBwYwA2Fv2eks6cH6uFV9RE39Lrcp3wL1O5lMntRZrmNz6mGotmxm4y6uj6j+zDAMCvYMfr+PwcgAQd+cfm1Wq15bv2uuG0/EG646A28Sqr4enhx7DAwM1L0Rbc4+3IxFY0Qj0cXHnUOj1ecl17vHBcMhErHGHi7cRyTnXf0YDoUJBoJ1vykW5u9nyzTzsPG96uT/zk2znBIlq1DJUyqVqhtPGHPaTe19ee4b+COzE/ZlaicYVwJ5BtV6HMehWCxiBv0Lf7mHUeHvGxU0gho6y7sMuK6z8Jd7GCXKUgGNoIZO13UpFovei05d9D5My6YaG/3RJnQftm0zNjbmvUGqd9dM80oiPniID63x4PlfHWU0M4nfb3LOq9e3OIcrg9QFD/HBQ3zoLlZqjLVq1SqOHTtW9Vn537UP9E6F2tWAZTRNmzcNTm691wjDMDBM05vYq/ne3C3EGsZt8qadruvzbrNh2zaTExOVlXq1mIYB87z13iwuNNdq6npDnbA8rYauVyaEypRKJUZPnJhXY7O4P3/2BQBeffoaUk3e2qyLO+ffbfOwJm6pVGJsYgKfz1c1WdIw7il6WKaubHw+Lw/lyZxWxa1hrtZSqcTU5CSB2Qf9rfRwLpW4ZY019bVpW16GVp9pVjTW1tnlxp0PXdfxmT4Mw8D0+SpbM5ap/fdcDHP+pwCarjW93+q6ztTUVGUV4GLjojXP07xvHtuga3pDjcuKC+iGnISFdwABAABJREFUt7VkLVbJOjn2mCf2cjxsFNMqeS+0GIY57zUXjHuKWhejcylxT2a4Rqvt4mp21YTvvHF1vel9uTat01tvtWt8dOutt/LAAw/wne98Z97vvPTSS1x//fU88sgj+Hw+fuM3foOrr766aqJ9z549vPzyy1W/+63f+i1uvPHGtuR7qViWRWZ8nMBQiCZVsudR4e8bFTSCGjpt2yabzWLHbejjeXdVyrLfNYIaOm3bJjM+zmlJi8D8f0qsOP3ptiAIwgry8P6DAGw7ayMBfxf18IIgCKfArl27+P73v49t25W3+B944AHWr1+/5PP2BHUob8m5Y1NvvuQiCIIgCHfccQe33HILu3btmvc7U1NT/O7v/i6nn346t99+O5qmcf311/Pf//t/56/+6q8AyGazvPLKK/zFX/wFZ599duW3tSuVBUEQBEEQlkN3nQAoCILQg5S35NzZo1tyCoIgALzzne8km81y7bXX8vTTT3PXXXdx5513csUVV3Q6a0IPsO/QswBs37ShwzkRBEEQhFPj6NGjXH755dx8882sX9/8JZUf/vCHZLNZvva1r7F161bOPfdcvvzlL/Pv//7v7N27F4CnnnoK13XZvn07Q0NDlf9isf4+j0gQBEEQhJVFVu4JgiAsg1LJYv8TzwAyuScIQm8zODjI7bffzvXXX8/FF1/M0NAQn/jEJ7j44os7nTWhy8nO5PnlS68AsGPTGZ3NjCAIgiCcIr/4xS9IJBLcfffdfO1rX6vbTnMuzz33HBs2bGBgzjmlq1evJpVK8dBDD7Fz504OHjzI0NCQd75qC6k9G1nXdUzTxJ09Y7WW8laqpVKp4TnGhmHg2Dau7Z1faurlc4xnt3B1vW07azFNE7TZtAZnQ+qGjuu42LZdnaid3BrWKs0f17bsuvxqmoZhGo3jcnI72kZxyztSlM9pbRR3Xq3luA20GoaBpms4tuOdwdRI6zI8bBq3gda55dzIw6Zlw8Iearq2vLI5RQ/nK5tSqYRtn8zHkj1coGxO2cMF6vepeGiVLFzHwbYsrJK1qLI5FQ8rWpuUTSs8XKiPKJdlpV12sI9YqGyW2kdA476nE33E3Lit7iPK+Wj0u5XuI2q1tqp+l0olXNup6ntqf1u5tzpOXZ7mHg1Qez93XXfJ253L5J6CNDtrQyXEBw/xYXke/OLQC8zkiyTjUTauW73wD7oYqQse4oOH+ND/fPGLX6z7bOvWrfzt3/5tB3LTG+jznDnWTyxF48+ffQHHdVmbHmAklWx9ptqACmUJauhUQSOocV9WQSOoo7OX2LNnD3v27FnUd4eGhjh+/HjVNubZbJaJiQlGR0cBb+VeOBzmqquu4tFHH2VgYIBLLrmE9773vUsuf8dxOHz4cNVnkUiEdDqNZVl1aQDr1q0DYHR0lEKhUJWWTqeJRCLM5GcolIqMj48zbeQAb1JwYHAA13U5ceJEXdzh4WF0Q2dqcqoubiwWIxKNUCgUGB8fr0ozfSbp2XNgT4yeqHvYWj6LMpvNMjMzU6c1Fo955+aOjVWl6brO8MgwAGNjY3UPWwcGBtB1HcdxyGQyVWUQCoVIJBNYllWvVfPOpAYYHx+ve6CdTCYJhoLMzMwwNTVVlRYIBEgNpHAcp6GHIyMjaJrG5MRk3UPeeDxOOBKmWCzWeejz+RhMe9vl18Z1HKdyHudUdor8TL4qPRqNEo1FKRaLZDKZqjTDMBgaHgK8+lL70H9wcBCf30cul2N6eroqLRwOE0/EsW27Lk+apjGyyju7ezwzXvewO5lKEgwGyc3kyE5lq9KCwSDJVLIuruM4VZ418jCRSBAKhygUCkxMTFSlles31HsIXhs3TIOpqSny+RoPY1Gi0SiFYoHxzHhVmmmapIe8+t3Iw/JZZNPT0+Ryuaq0cv22LIvR0VHyVo6SbZGZGCefK1U8zGQydZMjqVSKQDBALpcjm63xMBQkmUxi2Q3qN7BqtVe/J8Yn6iafyvU7n88zOTlZldaqPiKTyVTqo67rHe0j/AF/w/q93D7CNE0ct77v6UQfAZAeSmOaZsv7iEQiga7rzMzM1LWble4jypTLplV9RMkuUigVcWfrTyaTqWvLyWSSRCJBPp/n+PHjVWk+n481a9YA3o4Bc+uhbdtNz0VuhkzuKYbpMysdmsqIDx7iw/I92Lu/vCXn5p7+Q13qgof44CE+CEI9Pp+PkeH+bhdL1bjvaW9Lzp2be2NLThXKEtTQqYJGUOO+rIJGUEdnP/OOd7yDr3/969xwww187GMfw7ZtrrvuOjRNqzw8PHToEFNTU1x44YV86EMfYu/evdx4441MTEzw4Q9/eEnX1XWd1atX130G3qRCbdpcBgcHG67cA4jHE5y2eg0+M1C1cg+8h67lB+2NrhuLx4i5sYZpgUCg/rdzFiWkB+vjlh9sRqNRIpFI9U9nVzT4fL6GeSozd0VlmfLKj9WrVzdclVO+drO4yWRy3lU5oVCIQCBQnTirVdf1hnHL140n4g1XlID3gLmphw3illeqxKIxopHo4uPOodFZ22Wt4XCYUCjUUIthGM09TCXn9TAcChMMVJ9JuVDccn1p5uGC9bBB3HKeYrEY0WhjDwP+5nGbeRiJRAiHw9U/ramHeSuH7ZsmHU8T9J38biqVmjduOByuO9ezEtdoXr8TycS8HgaDwcoq4JOBT8ZfTh8xXDuG62AfAc3r91L7CE3XWLN6TcPVYdCBPsLwPGxHHxEKh7Atu67ddKqPKNOqPsJySiStOIHZdpZKpUgkEg3zGwwG6+7Lc1fmjYyMVKXVTjCeCjK5JwiCsAz2HjgIwM6tZ3Y4J4IgCILQGfYdeg6AHZuan1MkCIIgCL3OunXr+PM//3P+9E//lL/+678mGAxy6aWXcs4551QeaH7rW9+iUChU/n3mmWcyPT3NbbfdxlVXXbXkl0LrHrDPomnavGlAZRuwRhiGgekzMQ2z8tD3ZOCT26U1otkqA03XMPUmv20S1zDnX5HdrrjL0aobemXF3IrFpfs8XDBut3m4QNxOemhiYpgGps9XFatZ3G70UPoID+kjFhm32zysjWu7uJpdNeE7b1xdb3pfrk1b6pacAL27zERYElbJ4tjRYw33x1UJ8cFDfFieB1PTM/zymZcA2LF1c6uztqJIXfAQHzzEB0Gop1QqcfTYsYZn2vQLS9FYtCz2P/cCADt6ZOWeCmUJauhUQSOocV9WQSOoo7PfOe+88/jXf/1X/u3f/o2f/exnXH311bz00kucccYZgDeZVrtyYcuWLeRyuWW9nd8OisUiJ06caHheUT+hQttTQSOoodOyLCYmJ7FkfNPzqKAR1NBZ3pq1dovPTiOTewpStxRYUcQHD/Fh6R48+vghHMflVWuGGUnXb4/Qa0hd8BAfPMQHQajHaXAAeL9xqhqffPFl8sUSyWiEDat6Z6s5FcoS1NCpgkZQ476sgkZQR2e/sm/fPt7znvdQLBYZGhoiGAzy0EMPkclkeMMb3oDjOOzZs4fbbrut6nePPfYY6XS64bZ6ncZWpE6q0PZU0Ahq6HQV0AhqlKUKGkENnd14v+z6yb1bb72VSy+9tOl3MpkMV199Nbt27WLXrl38yZ/8Sd2BhoIgCK1m74HZ8/a2belwTgRBEAShM+x72tuSc/vGM5a1nYggCIIgdCO2bXP8+HHy+TwAGzdu5NChQ9xwww289NJL/Pu//zsf+9jH+K//9b9y+umno+s6b3vb27j99tu55557ePHFF/nbv/1bbr/99iWftycIgiAIgtCIrp7cu+OOO7jlllsW/N4f/uEf8tJLL1W+/9Of/pTrrrtuBXIoCILKPLx/dnJvq0zuCYIgCGqy79CzAOzskS05BUEQBOFUOHz4MLt37+ZHP/oRAMlkkm984xv88pe/5Ld+67e49tpr+a//9b/y//1//1/lN1dffTWXX345//N//k8uvPBCvvWtb3HttdfyO7/zO52SIQiCIAhCHzL/yX8d5OjRo1x77bXs27eP9evXN/3uo48+ykMPPcSPfvQjNm7cCMBnP/tZLr/8cj72sY8xMjKyElkWBEExDh8b4+UjJzB0nV8/e1OnsyMIgiAIK47rupWVezs2NR+zC4IgCEIv8MUvfrHq32vXruXgwYNVn23bto3vf//788YwTZMPfvCDfPCDH2xLHgVBEARBEKBLV+794he/IJFIcPfdd7Nt27am3927dy9DQ0OViT2A1772tWiaxr59+9qd1Z7DMAwGBgYwDKPTWeko4oOH+LB0D/bNbsl51uZXEQkH25G1FUXqgof44CE+CEI9hmEwMDjY1+3iVDU+d/Q4mew0AZ/Ja9atbXPuWocKZQlq6FRBI6hxX1ZBI6ijU+gdTNMklUz2fZ1Uoe2poBHU0GkYBtFoFMPsX42gTln2u0ZQQ6dhGKSSSUyzu9bKdVduZtmzZw979uxZ1HePHj3K6tWrqz7z+/0kk0kOHz685DwUi8Wqf+u6jmmauK5LqVSq+77f7wegVCrhum5VmmEYGIaBbdtYJQvNNcCZPZNE8wZTuGBZVl1c0zRBm02rDouu6+iGjuu42LUHyZfjAlbJqvtd+UwU27Lr8qtpGoZpNI4LmL7GcctaNV1rGrd8XatUwsJXH7eB1nJcx3bqD+hcooe6ruO6LhoLxJ1HazluI61Ny2aO1kY+LMbDBcvmFDzUdR3HcTB0Y1n1cMllg3foaq0PS63fc7Uu1kNd173/txdXvx3b4aGf/xKA7eds8tp1uX7Pp7VJ2ZR9cxy7/ror2EdU+dCkfrerj6jEct3GbW6F+oi5Piyqfs+jdal9xNw8tqJ+V+XpFDyc68OC9bsNfYTlWJVQlmXV/bZ8b3Ucp+63mqbh83n9Se39XBCWiq7rBGbHe/3KqWosb8m5bf06/F32R04zVChLUEOnChoBNF3DH+hvnSpoBHV0Cr2Druv4/f6+PzdXhbangkZQQ6emaZimiaZ15ZqclqFEWSqgEdTQqWkafr8fXe+udtk7f4XPw8zMTGVibS6BQIBCobCkmI7j1E0MRiIR0uk0lmU1nDRct24dAKOjo3XXTafTRCIRZnI5RjNj+DQ/hu5Z7/f7GRgcwHVdTpw4URd3eHgY3dCZmpyqixuLxYhEIxQKBcbHx6vSTJ9JOp0G4MToicrD1vJD0JGREQLBANlslpmZmTqtsXiMUqnE2NhYVZqu6wyPDAMwNjZW97B1YGAAf8BPLpdjenq6Ki0UCpFIJrAsi6nsFKY1RsDIeYkarFq1CoDx8fG6B9rJZJJgKMjMzAxTU1NVaYFAgNRACsdxGno4MjKCpmlMTkxWHvKWfRgYGCAai1IsFus89Pl8DKYHPQ8bxE0PpTFNk6nsFPmZfFVaNBqtxM1kMlVphmEwNDwEQHZ6utoHYHBwEJ/f19DDcDhMPBHHtu26PGmaxsgqbxva8cx43cPuZCpJMBgkN5MjO5Wt8iEajTIwONAwLpwsm7kelkkkEoTCIQqFAhMTE1Vp5foNjT0cGvJ8mJmZYbRY7UM0FiUajVIoFhjPjFf9zjRN0kNe/R4dHa2b4Ein05i6yfT0NLlcriqtXL8ty2J0dLTigWmaGIZR8TCTydRNjqRSqUq72ffYIQA2vWqYEydOEAwFSSaTWLbV2MPVnocT4xN1LwiEol4fVswXmMxlG3rY7j7CsU/6oOu656HPXNE+wvB5f1BalsX4xGS10BXqI/L5fJUP8XiccCS8on2E7ZZg9rbWqH6vRB8xOTFZ5UMwGCSZSq5oH2E7FomBGOC1x9q2nEwmSSQS5PN5jh8/XpXm8/lYs2YN4L0EVFsPXdft+wcYQuuxbJvc9DThSASzT99IPFWN+w55W3Ju77EtOVUoS1BDpwoawXtRKJfLEQ6H+/YtfhU0gjo6hd7Bsiyy2SzxqIlp+Bb+QY+iQttTQSOoodO2bfL5GeyoBf3bLNUoSwU0gho6bdsmm81iRS18RvdMZPb85F4wGGz4Vn6hUCAcDi8ppq7rdasBy7OypmnWpc1lcHCw4co9gFA4zGBqAJ8ZwNRne+fyAj5Nqzxob3TdWDxGzI01TAsEAvW/nfPMMj14Mq38ML7822g0SiQSqf7p7ANPn8/XME9lBgYG6j4raw2Hw4RCoYZxTdMkFo0xGB8g6Ksvo2Qy2XBFCXgThIFAoDpxVmt5QqKW8nXjiXglbtmH8soOv9/f3MMGcU3Daz6xaIxoJFqVVva3Ydw5RCOROh8W46FhGE3jJlPJeT0Mh8IEA942kmUfwpHwouLO9bDMouthg7iGYVCyvHIdjFb7UInrbx53cHCwYVzwJqFq+4G59TCdTlc8SKVSlfoA3kTefHFfPjbO1PQM4VCA120/F9M0TsY1zKYeJpKJOg+LTh4K4A8GiIYTDbW2u4+o9aG8Im0l+4iCPcN0drRSNvPRzj4iFApV+dC0Lbepj8hbOU5MexOUzep3O/sIQzeqfFhs3Fb2EZZTwsGbYE+lUiQS1W2jnN9gMFh3X547cdfo7N3Jycm6zwRhIVzHYXp62mt3fTqJcKoa9z3trdzbsbm3JvdUKEtQQ6cKGsF7KaWis09RQSOoo1PoHRzHYTqXIxZJLPzlHkaFtqeCRlBDp+u65PMFXMdd+Ms9jCpl2e8aQQ2drusyncvV70jVYXp+cm/VqlXcd999VZ+VV1g0eqC3WBqtBoSTSzDnY+7kQC2GYWD6TEzDrDz0PRn45HZpjWi2n6uma5h6k9/WxDWMkxMRzWbTTzVu1TUWmKU3TAPT52sYo5lW3fC2d2vIKXpY3tJtwbgsXetCHjbzYVllcwoeGoZxsj4uox4up2x0XZ/Xh3bVw7lxDcPwJrTmxGoWd9/j3qq9Xzt7E8FQ/UTSqXpolTzfdN2Y/7cr0Ec08mEl+wiL2c80rSP1sLw9ZCMfVrKPMFlcPWxnH+Hz+Rr6sKJ9hO1Sml092zTu7FZC89EsTRCEpXNsfJIXj4+iaxrbN/bW5J4gCIIgCIIgCIIg9DrdtUnoEti1axdHjhzhhRdeqHz24IMPArB9+/ZOZUsQhD5m34GnANi1dUuHcyIIgiAIneGRZ7wtOc9cu4ZoKNjh3AiCIAiCIAiCIAiCWvTc5J5t2xw/fpx83ju/aNu2bWzfvp2PfvSjHDhwgJ/97Gd8+tOf5qKLLlrWyj1BEIRGFApFHvul90Bz5zaZ3BMEQRDUZO+h2S05e+y8PUEQBEEQBEEQBEHoB3pucu/w4cPs3r2bH/3oR4C3TeZXv/pV1q5dy+/93u/xkY98hDe/+c185jOf6WxGuxRN0wiFQlXnEamI+OAhPpy6B/uffI5iyWJoMMmr1gy3OXcrh9QFD/HBQ3wQhHo0XScUDqPpPTd8XjSnovGRQ96LLr123h6oUZaghk4VNIIa92UVNII6OoXeQdd1QsH+r5MqtD0VNIIaOstHQml6/2oEdcqy3zWCGjo1TSMUDKF32d8dXX/m3he/+MWqf69du5aDBw9WfTY4OMgtt9yyktnqWQzTIJHs74OSF4P44CE+nLoHew94/c+urVv66qYldcFDfPAQHwShHtMwSCb6u10sVmM2n+fJl14GenPlngplCWroVEEjqHFfVkEjqKNT6B1M0yQej2EY85/n3Q+o0PZU0Ahq6DQMg3A4jGF0/WP7ZaFEWSqgEdTQaRgG8XgM0+yudtldU41C+3HBKlngdjojHUZ88BAfTtmDfQcOAbBj6+Y2ZqoDSF3wEB88xAdBqMN1XUqlEq7bvw1jsRr3P/sCjuuyNj3ASCq5MplrISqUJaihUwWNgBr3ZRU0gjo6hZ7BdV2vTvY7KrQ9FTSCMjptywYZ3/Q+KmgEZXRaJavr/u6QyT3FsCyLEydOYFkKDN6aID54iA+n5kFmYopDz3srFXZu7a/z9qQueIgPHuKDINSjQrtYrMZ95S05N21YiWy1HBXKEtTQqYJGUEOnChpBHZ1C71AqlRjNjPV9nVSh7amgEdTQaVkWU9mpvtYI6pRlv2sENXRalsVoZoxSqdTprFQhk3uCIAiLZN9j3qq9TWesIZWIdTg3giAIgtAZ9j3du+ftCYIgCIIgCIIgCEI/IJN7giAIi2Tv/qeA/lu1JwiCIAiLpWTZ7H/2BaA3z9sTBEEQBEEQBEEQhH5AJvcEQRAWgeu6PHxAJvcEQRAEtXnypV8xUyySjITZsGq409kRBEEQBEEQBEEQBCWRyT0V0TqdgS5BfPAQHxblwUuvHOf46Dg+02DrWb15xtCCSF3wEB88xAdBqEdToGEsoLF83t6vb1qPrvfwnxIqlCWooVMFjaDGfVkFjaCOTqFn0FSplCrIVEEjKKJTCZFqyFRBIyihsxvvl2anMyCsLKbPZNWqVZ3ORscRHzzEh8V78PCBgwCc++oNBAP+dmdrxZG64CE+eIgPglCPz+djdZ+3i8VoLJ+3t7OHz9tToSxBDZ0qaAQ17ssqaAR1dAq9g9/vZ3h4CNPo78eDKrQ9FTSCGjpN0ySZTGD6fJ3OSltRoiwV0Ahq6DRNk+HhIfz+7nom3MOv2wqCIKwclfP2tsmWnIIgCIKauK5bmdzbsalPV7ELgiAIgiAIgiAIQg8gk3uKYVkWJ06cwLKsTmelo4gPHuLD4jywLJtHf/E0ALv69Lw9qQse4oOH+CAI9ZQsi+MnTlDq43axkMbnjx5nbCpLwGdy9qvWrnDuWocKZQlq6FRBI6hxX1ZBI6ijU+gdSqUSY2NjWHZ/10kV2p4KGkENnZZtMZWd6muNoEhZKqAR1NBp2RZjY2OUSqVOZ6UKmdxTDReskgVupzPSYcQHD/FhUR48+fSL5GYKxKNhNp1x2srlbSWRuuAhPniID4JQj+tilUrg9nHDWEDj3kPPArB1/avw+3p4+y4VyhLU0KmCRlDjvqyCRlBHp9AzuK7rvSDR73VShbangkZQQ6cLtmXL+KYfUEEjqKHT9V4sdLusXcrkniAIwgLsPeBtybnj3M0YhnSbgiAIgpo8IltyCoIgCIIgCIIgCEJXIE+pBUEQFqA8ubezT7fkFARBEITFUDlvb/P6DudEEARBEARBEARBENRGJvcEQRCaMJ3L88RTLwCwc9uZHc6NIAiCIHSG4xOTvHDsBJqm8esbzuh0dgRBEARBEARBEARBaXr4sAxhKRiGQTKZxDCMTmelo4gPHuLDwh48+ounsR2H01YNsnp4YIVzt3JIXfAQHzzEB3V5+eWX2bNnT93nn//85/nP//k/dyBH3YMK7aKZxvKWnGeetppYOLTSWWspKpQlqKFTBY2ghk4VNII6OoXewTRNEvF439dJFdqeChpBDZ2GYRCOhDHM/tUI6pRlv2sENXQahkEiHsc0u2s6rbtyI7QdTdcIhoKdzkbHER88xIeFPdhX2ZKzv1ftSV3wEB88xAd1OXjwIIFAgPvuuw9N0yqfx2KxDuaqO9B1nVCotye1FqKZxr2HngX6Y0tOFcoS1NCpgkZQ476sgkZQR6fQO+i6TjAYrBr39SMqtD0VNIIaOjVNw+/zo2n9veGeEmWpgEZQQ6emaQSDQXS9u9pld+VGaDuO7TCdncaxnU5npaOIDx7iw8IePKzIeXtSFzzEBw/xQV2eeuop1q9fz/DwMENDQ5X/gsH+HqgvBttxyE5PYzv92y6aaayct7dpw0pnq+WoUJaghk4VNIIa92UVNII6OoXewbZtcrkcjvSjPY8KGkENnY7jkC8UcBy701lpK0qUpQIaQQ2djuOQy+Ww7e5qlzK5pxiO4zA1NdX3A7eFEB88xIfmHhwbHefFl4+h6xrbz93cgdytHFIXPMQHD/FBXQ4ePMimTZs6nY2uxLFtpiYncbpsMN9K5tOYzed58sWXAdixqfdX7qlQlqCGThU0ghr3ZRU0gjo6hd7Btm2mstm+r5MqtD0VNIIaOh3HIT8z09cTJaBOWfa7RlBDp+M4TGWzXTe5J9tyCoIgzMPe/d6qvVdvPJ1YpP+3fBIEQXjqqacYGhriXe96F88//zzr1q3jD/7gD3jTm9605JjFYrHq37quY5omrutSKpXqvu/3+wEolUq4rluVZhgGhmFg2zaOZcHc32savtm4lmXVxTVNE03TKFkW1MTVDQND13Ecp36wPhsXvFVCtXkux7VsG7fmjxlN1zENo3FcwOfzVbTWYhgGOmA5Dm6pVKW1HHc+rZW4DbQahoGu69iOUzchYs3+u7ZsHjn0LI7rctrgAKsGkk09bBR3rod1WkslTECbvX6th03LhkV4qOt1cUulEs5s/heMe4oezls2pRLYNqbros0TdzEeLlS/52otlUrYjoPtOPjm09qsbJjfw7laK3FnNTJbXxdTNqfk4Sxzy6assXyNVni4UB9RskrYto1WKoHuA43K2RtWqXFcNLAtu65P0zQNwzRwHbdhPTR9s3EtC9u2q7w0DANN15rGxaWx1jlxqf5p5awUx3WwSiUsfHMCz+qZL+6s1kZxdV1HN3Qc26l/8DNnN8BG9aWZh+W4C3rYoGzKsWzbwqI6/VTKppGHmq411GrZVuXazerLUjxsVDaWY2FZVkWrZVl1vy3fWx3HqStXTdMqba72fu66bt9v5SgIgiAIgtDNyOSeIAjCPOyd3ZJzR59vySkIggDeQ7vnn3+eUCjEJz7xCcLhMHfffTe///u/z7e+9S1e//rXn3JMx3E4fPhw1WeRSIR0Oo1lWXVpAOvWrQNgdHSUQqFQlZZOp4lEIuRyOXKZDI7PB7MP1f2BAIMDA7iuy4kTJ+riDo+MYGgaU5OTdXFj8TjRSIRCocD4+HhVmunzMZROA1AoFMiMj6PPeZiZTqfx+Xxks1lmcrk6rfF4nJJlMTY6WpWmGwYjw8MAjGUydRMRA4ODBIBiocDE2BjMiR0Kh0kmEliWVa9V01i9ahUA4+PjWDUPypPJJKFQiJmZGaYmJ+u0AjiuS2ZOfn9y4AkAtm86A4DJyUmKNR7GEwki4TDFBh76/H7Sg4MA9fnN50nbNj5gamqK/MxMVXI0GiUWi1EslciMjVWlGYbB8KyHo2NjdZNPg4OD+P1+ctPTTE9PVz535kzu2LZdlydN11k1MgLAeCZT97A7mUoRCgbJ5XJkp6aq0oLBIKlUCttxquPm8wSzWZKz/2zkYSKRIBwOU8jnmZiYqEor129o4CEwNDyMaRhMTU6Sz+crOguFAvl8nmAgQKFYZDyTqfqdaZoMDQ3N62E6nUbXdaanp8nN8RBO1m/LshgdHa1ozI+NoeXzFQ8zmUzd5EhqYIBgIEBueppsNlvtYShEKpnEalA2AKtXrwZgYmKCQqFQ1S7L9TufzzM5j4fL7SNGR8eYKmVxxsYwfDlMn0l6to84MXqibkImnU5j+kyvj6ip35FIhFg8RqlUYqymfuu6zvCIV7/Hx8c9nZlM5ZyPgYEB/AE/uVyuqn4DhEIhEsn5+ghYVdVH1NTvZBJMKBZLjBbGCBgn+55AIEBqIIVTW79nGRkZQdM0Jicm6yaC4vE44UiYYrFY30f4fCQSCYAqjRUPh9KYpslUdor8TL4qLRqNEo1FKRaLZGrqt2EYDA3P1u/R0bqJwUjCe3kvn5thqlDtYTgcJp6IN+4jNI2RVeU+YrxBH5EkGAySm8mRnaqu3+VJQcdx6vILJ8umkYeJRIJQOEShUKjvI/x+Bgbr+wjbsSi5RU5L2WB6/uZq7lXJZJJEIkE+n+f48eNVaT6fjzVr1gBw9OjRqolB27YrE9uCIAiCIAjCyiMjMUEQhAY4jsO+x7zJvV0yuScIggL4/X4efvhhTNOsrJ4755xzeOaZZ/jLv/zLJU3u6bpeeRA/9zPwJhVq0+YyODjYcOUeeA9dg6kUBAIwOyHF7ISbpmmVB+1V151Nj8XjxBqsygHvwXXdb+dM5AUCAVLJZGUVQ1kHeA+YI+Fw9U9ntfpMs2GeygykUnWfGYYBloU/ECA9MABzYmtzPGwWN5lMNlx1Bt7D/8BsOZexbJvxTAa9xsODh48BJ8/bi8fjDVc2wf/P3n2HOVGtfwD/zkyym81m+y5LLypLr9IUBEGxYwOVpgIKws9eABXBjngtCCq2S/GqiKKIDe/Vqxew0EGx0Xtd2N6TzJzfH9mEzSbb0+f7eR4fNZM5Oe97ppydM3PGMYBSXQ49lhUXw1B+oTkuLg6W2Fjv5RqN1cbqHPjyFqs5NhYxMWeewLfZbMgpH1xQFKX6HCYlVZlDs9kMU3S02zJn2yiy7F5ucTFQYSCwuhxGm0xIrbCNOQquJoflvweUD0JZLK44s3NyXO/MjI6KqrZtqsthbGwszDHusxh4bIflMVoqba9JVW3fcLRN5Xd6usqtoW0SEhJgs1qRnZPj2i+dOTSZTIiqIocNPUakpCTDWlgAQ3IyDNFmt6fOUlM8y3U7RlTavp1PPRlr2L4TExOhqiqSkpJcx5+K22FM5bYpL7d2xwj3zxRFQZlagqgoI1Jik2EyVjiulccqV96+K/1ufEK816fOAMe5xnM7hOv7FWN0MiiOHMZZ4mCJtdS+3ApSym8wqMgmHIO4JnMMEuK857DmY0RilU8/mmPMMEW7b9921Y7cnNwqc+hUXQ69n6vO/GfFZXbNBpu9zFWnpKQk10Bq5fqaTCaP83LFJ/PSywfsnSoPMBIRERFRYHFwT28kxx8D0PvsGcyDA/NQZQ72HTqOnLxCxJii0CmjdVCqFlDcFhyYBwfmQbfMlQanACAjIwM//fRTvcuMqjSA5CRJUpXLAHhc3K1IURQoBoNjYK/S9ypOIea13GqeMpBl2eOJkQoFwxwTA2NUlNcyDIoClF8grVO5qD5Wgyx7jdNRpfrHqsiya0CoQoGIjo6GJMtnpmq0q/ht/yEAQK+2Z9Wv3Ip1qlzfigOl/sph5XIlCTEmEyBJNZdbz1g92sZodNTBOZjjq3IrcYu1fJt1Xrj3aQ4rcJXrjLHS9lrtvtyAWJ059LZf+qJcb2RZhtFghKIoMBiNrqewnCr/f0WKwXv+AECSJRjkqtc1GA0wm80wRhk9npSqrlxI1depyqeuVECWZK8xNqhcALLimFqyMrvdjujoaK8xOjU0hx6/aXM8GacohirjqbHcusZa3seSZKnadeuTQ2f5brGoAkJS3QZ8qyxXlqs9L1dexik5I4MkSY6bfSK9OfXw940eYgT0EacEGAxGt5uwIpJO2jLiYwT0EafkuFky1Po/Vf91RxHJYDAgKTlJ99NnMA8OzEPVOdhU/r69bh3PhrGaixeRgtuCA/PgwDzo044dO9CjRw9s3rzZ7fM//vgD55xzTpBqFTqMBgOSk5OrvfAf7rzF+PfhoyixWpFgjsHZTRoFsXa+o4e2BPQRpx5iBPRxXtZDjIB+4qTwYTQakZiY6HpCNlLpYd/TQ4yAPuI0KAZYLLERHSOgk7bUQYyAPuI0KAYkVprFJxRwcE9vBKCpmscUH7rDPDgwD1XmwPm+vV5ddDIlJ7cFB+bBgXnQpYyMDLRt2xZPPvkkNm/ejL179+K5557Dr7/+ismTJwe7ekEnhICqaR5ThUYSbzFu3bMfANCz7VnVPvUVTvTQloA+4tRDjAD0cV7WQ4yAfuKksOE8jkY8Pex7eogR0E2cmtA8pnCPOHpoSz3ECOgmzlD8uyMy/kKnWrPb7cjMzPR46bfeMA8OzIP3HJRZbdj+9z4AQK9u+hjc47bgwDw4MA/6JMsy3nzzTXTp0gX33XcfrrvuOvz2229YvHgx2rVrF+zqBZ3dbkfmyZMRvV94i3HLHsf58Nxz2gSrWj6nh7YE9BGnHmIE9HFe1kOMgH7ipPBhs9lw+vTpiN8m9bDv6SFGQB9x2u125OflR3SMgH7aMtJjBPQRp91ux+nTp2Gz2YJdFTeR+6wkEVE9/bHzAMqsNqQkxaNNi8bBrg4RUcAkJydj9uzZwa4GhQghBLbsdjy5F0mDe0REREREREThjk/uERFVsnn7TgCOKTlD7UWpREREgXIw8zSyCgoRZTCgc6sWwa4OEREREREREZXj4B4RUSWbfyt/355OpuQkIiLyZvNux5ScXdu0RJSRE34QERERERERhQoO7hERVZBXUIRd+48CAM7t0jbItSEiIgqeLXs4JScRERERERFRKOItuDpjMBiQnp6u+6kGmQcH5sEzB1t/3w0hBNq0aIzU5IQg1y5wuC04MA8OzAORJz3sFx7nROf79tqeFcxq+Zwe2hLQR5x6iBHQR5x6iBHQT5wUPoxGI9JS02AwRPblQT3se3qIEdBHnAaDAQkJCdwvI4AeYgT0EafBYEBaahqMRmOwq+Imso8S5ElCRO9otcY8ODAPHjnYvL18Ss6uOpuSk9uCA/PgwDwQeZAkKeL3i4oxns4vwIHMU5AkCT3Obh3civmYHtoS0EeceogRgD7Oy3qIEdBPnBQ2JEmCLOtgm9TDvqeHGAHdxClJEhDpceqhLfUQI6CbOGU59P724LScOmO325GdlQ273R7sqgQV8+DAPLjnQAiBTdv1+b49bgsOzIMD80DkyWa3Iys7G7YI3i8qxri1fErOjGaNEW+OCXLNfEsPbQnoI049xAjo47yshxgB/cRJ4cNmsyE3Jxd2NbK3ST3se3qIEdBHnHbVjsLCooiOEdBJW+ogRkAfcdpVO3JzcmGz2YJdFTcc3NMbAVitVkAEuyJBxjw4MA9uOTh64jROZGbDYFDQrcPZwa5ZYHFbcGAeHJgHIk9CwFpWBogI3jEqxLh59z4AwLnnRNaUnAD00ZaAPuLUQ4yAPs7LeogR0E+cFDaEECiz6WCb1MO+p4cYAX3EKQC73cb+TSTQQ4yAPuIUQJnNChFi+yUH94iIym3ZvhsA0CmjFcwx0UGuDRERUfBscb5v75w2Qa4JEREREREREVXGwT0ionKbtu8EAPTq2i7INSEiIgqe4tIy/H34KACgV9sIfHKPiIiIiIiIKMxxcI+ICICqadj6xx4AQO+u+nrfHhERUUXbDxyGqmlolpKExsmJwa4OEREREREREVXCwT2dkWUZ8fHxkGV9Nz3z4MA8nMnB7v1HUVhUAovZhHZntwh2tQKO24ID8+DAPBB5khUF8QkJkBUl2FXxG2eM2/YdBAD0jNApOfXQloA+4tRDjIA+zst6iBHQT5wUPhRFQbwlLuK3ST3se3qIEdBHnLIsIybGDFmJ3BgB/bRlpMcI6CNOWZYRb4mDEmJ/dxiCXQEKLFmRYY41B7saQcc8ODAPZ3Kw9U/HU3s9OreFEuEdKG+4LTgwDw7MA5EnRZYRa47s/cIZ47a9BwAA554TmVNy6qEtAX3EqYcYAX2cl/UQI6CfOCl8KIqCGHNMRF+QBfSx7+khRkAfccqyjOjoKMhyaA0i+Jou2lIHMQL6iFOWZcSYY0JucC+yz97kQVM1lJaUQlO1YFclqJgHB+bhTA42/eZ4317vbvqckpPbggPz4MA8EHlSNQ0lJSVQtcjdL1RNQ0FhIbbtOwAAOLdtZD65p4e2BPQRpx5iBPRxXtZDjIB+4qTwoaoqSktLofE4Gvb0ECOgjzg1TYPVZoWmqcGuil/poi11ECOgjzg1TUNpaSlUNbT2Sw7u6YymacjNzY34jltNmAcH5sGRgxMnM/HnTscUZL10+r49bgsOzIMD80DkSVNVx34RYp15X9JUFZt37EZJmRUJ5hic0yQ92FXyCz20JaCPOPUQI6CP87IeYgT0EyeFD1VVkZefH/HbpB72PT3ECOgjTk3TUFxUHNEDJYB+2jLSYwT0EaemacjLz+fgHgWPqmr49a+9+GnzX/j1r71QI/wkURXmwYF5OJODT775BXZVRXpaEpo1Tg12tYiIKMSomoaNu/bi++1/Y+OuvRH5lJAzxk/XbQEA9Di7dcRP0UVEREREREQUrvjOPZ1Ys3475i/+DKey8lyfpaUk4J7x12FQv65BrFlgMQ8OzIP3HOTlF2Htht91kwMiIqrZt1u349lln+FEzpnzReOkBMwYeR0u6RkZ5wtvMW7esx/fbt0eMTESERHVxoIFC7Bu3Tq89957VX7n8OHDePbZZ7F161YYjUZcfvnlePDBBxETE+P6zjfffINXX30Vhw8fRuvWrTF16lQMHDgwECEQERGRTvB2XB1Ys347Zr64xG0QAwBOZeVh5otLsGb99iDVLLCYBwfmoeoclJZZdZMDIiKq2bdbt+OeN5a4DXoBwMmcPNzzxhJ8uzX8zxdVxVhYUhoxMRIREdXGkiVLMH/+/Gq/U1BQgFGjRiEvLw///Oc/8eabb+KPP/7AnXfe6frO+vXrMXXqVIwePRorV67EgAEDcOedd2Lv3r3+DoGIiIh0hIN7EU5VNcxf/Fm133l18cqIn5KReXBgHpiDKkmA0WgEpGBXJMiYBwfmgQiqpuHZZZ9BeFnm/OzZZSvDeorO6mJ0CvcYvZIkGKOiACnCD3J6iFMPMQL6OC/rIUZAP3GGmZMnT+L222/HvHnz0KZNm2q/+9lnn6GwsBCvv/46unbtii5dumDu3Ln45ZdfsHnzZgDAO++8g6FDh2Ls2LE4++yzMX36dHTq1AnvvvtuIMKpE0mSEGXQwTaph31PDzEC+ohTAgwGA/s3kUAPMQL6iFMCogxGSCG2X3Jazgi3/e99Hk8nVZaZlYtHn1+I1OSEgNTJrtlRYi1ATNSvMMiB2QRPZ+cxD2AegNrnYPvf+9Cj8zl+r0+oMBgMSElNCXY1go55cGAeiIDNu/d5PM1WkQBwIicX//faQjRK9NM5024HCgqAuN8Ag+/PkZm5ebWKcfPufejbLnLOiUaDAakpkX+M00OceogR0Md5WQ8xAvqJM9z8+eefSEhIwBdffIHXX38dR48erfK7+/fvx1lnnYXk5GTXZ02aNEFSUhI2btyInj17YuvWrXj44Yfd1uvbty++++67BtXTarW6/b8syzAYDBBCwGazeXw/KioKAGCz2SCE+608iqJAURTIsoy4uDhAAHab3bHQObAgALvd7lGuY9ChfFmlO4RkWYasyBCagKqq7gud5aLCb3kpV7WrHvWVJAmKQfFeLgCDsepyFUWBwWBAYmIihBBu33GWW2WsznK9xKooCiRZgqZq0CrfCOWDHFZbbhWxpqSkVJnDatsGNedQkqWGtU0dc1hd2yQkJMCgVF1urXJYQ9vUOYc1tE2dciiAGFMMUL691qZt6ppDoPq28UUOazpGQDja0nX8CeIxoqa2qe8xwmAwICkpCZqmuf92kI4R9d6+UXMOU1JToNpVj+XBOEZUjNVn27cA4uLizuTXbvdY13lu1TTNo06SJDkGQOF5PhdC1HvQkIN7ES4rN79W31u39W8/1yQ8MA8OzEPt9x0iIopMp2p5Hlj9e+SfM2ubCyIionA0ZMgQDBkypFbfTUtLw6lTp6CqKhRFAQAUFhYiLy8PWVlZyM/PR3FxMRo3buy2XqNGjXD8+PF611HTNI/1Y2NjkZqaCrvd7rXsVq1aAQCysrJQVlbmtiw1NRWxsbEoKS5GVk42jFIUlPKbbaOiopCckgwhBE6fPu1RbqNGjSArMgryCzzKjYuLQ6wlFmVlZcjNzXVbZjAakJqaCgA4nXXa42JramoqDEYDCgsLUVJS4hFrXHwcbDYbsrOz3ZbJsoxG6Y0AANnZ2R4XW5OTkxEVHYXi4mIUFRW5LYuJiUFCYgLsdrtnrBJc7Zibm+txwToxMRGmGBNKSkpQUFDgtiw6OhpJyY4L+t5ymJ6eDkmSkJ+X73GRNz4+HuZYM6xWq0cOjUaj6wYBb+WmpqXCYDCgoLAApSWlbsssFgsscRZYrVbk5OS4LVMUBWmN0gA4tpfKF/1TUlJgjDJ6zaHZbEZ8QjxUVfWokyRJSG+cDgDIzcn1uNidmJQIk8mE4pJiFBYUui0zmUxITEr0Wi5wpm285TAhIQEx5hiUlZUhL8/9Rjbn9g14z2FaWhoUg4KCggKUllbKYZwFFosFZdYy5Obkui0zGAxITXNs395ymJqaCoNsQFFREYqLi92WObdvu92OrKwsWNVSFJQWwGDPhslQ4sphTk6Ox+BIUlISok3RKC4uRmFhpRzGmJCYmAi76mX7BtC4iSOHebl5HjcIOLfv0tJS5Oe7/y3AY0Q5HiNc9HCMUDU7bMKKZkkqYHDsj5X35cTERCQkJKC0tBSnTp1yW2Y0GtG0aVMAjhkDKm6Hqqq6Bg3rioN7ES4lMb5W37tiSB80TQ/MHYR21YbC0hxYTEkwKMaA/Oaxk1lY9cPGGr/HPDhEch5qm4Pa7juRwm5zdFScnSW9Yh4cmAciIK2W54Hh/fugRZqfzpk2G5CTAyQlAUbfnyMPn8rCpz/XfE6sbS7Chc1mcx3jjH7Ia6jQQ5x6iBHQx3lZDzEC+okzkl155ZV48803MXv2bDzwwANQVRVPPvkkJEmC1Wp1DQY4n5pzio6O9rjIXReyLKNJkyYenwGOQYXKyypKSUnx+uSec12haohPiUdMtNmxsPzhAUmSXBfavf1uXHwc4kSc12XR0dGe61Z4KCE1xbNc54VNi8WC2NhY91XLn2gwGo1e6+RU8YlKJ0VRYLfZUVBQgKSkJLfzhbNcg8FQbbmJiYlenygBHBf/o6Oj3ReWxyrLstdynb8bnxDv9YkSwLENVZvDSstsNhtOZZ5CWloa4ixxsMRaal9uBSlenoh3xmo2mxETE+M1FkVRqs9hUmKVOTTHmGGKNtWqXOfgjc1mgzHKWG0Oa9wOvdTXWae4uDhYLN5zGB1VfbnV5TA2NhZms9lrrM7tsLAkH1nFR5AYH4/YmDP98KSkpCrLNZvNMJm859CgVL99JyQmVJlDk8nkcTzz1TEiISEB2dnZSE5O9pjSMdDHCKD67bu+xwi7zY68vDyPY08wjhEAXE+8+voYoWkaThw/gaSkpKAfIyrz1TGipKwYp7MyXQPsSUlJjidPvdTXZDJ5nJcrPpmXnp7utqzyAGNdsDcZ4bp2OAtpKQnVTkPYKCURU++4EYoSmFcwltqKcSLvABontIHJGFPzCj6gqho2/baTeWAeap2Drh3O8ntdiIgodPVqexYaJyXgZE6e13fSSQDSkxLx9C03QpH9dM4sLgb27wfatAEqXQTwBVXT8PNfO2uMsVdbnhOJiIgAx9Nwr776KmbNmoUPPvgAJpMJN998Mzp37gyLxeIa5Kn8lEBZWZnHBc+68rjAXk6SpCqXAaj25gdZUSApMoxGo+eAs4RqB6Gre8pAkqVqX7tRXbmKQfF9uarjYq7XOIEGxSorjundvFfYT+XCe7mui93+yGFDy/VhDhVFcRt08VW5br8RxBwa7AZIsgzFYHArq7pyg7IdNvAYYTQaoSiK1/0y1Nqm3rEG69iDwObQ+dSioihV/m4gjxH+KNeoGSEpcu2OPbJc7Xm58rKGvMcvMFfvKWgURcY946+r9jt3j782YAM5wcI8ODAPzAEREdWOIsuYMdJxvqjc1Xb+/4yR1/pvYC8A9BAjERGRrw0aNAhr1qzBjz/+iPXr1+PBBx/E4cOH0bp1ayQmJsJsNiMzM9NtnczMTI+pOomIiIgagn+p68Cgfl3x9EPjkJbi/qhoo5REPP3QOAzq1zVINQss5sGBeWAOiIiodi7p2RXzp4xDepL7+SI9KRHzp4zDJT3D/3yhhxiJiIh8ZcuWLRg7diysVivS0tJgMpmwceNG5OTk4Pzzz4ckSejZsyc2bnSf9nrDhg0499xzg1RrIiIiikQhOS2npml47bXXsHz5cuTn5+Pcc8/F448/7noZcGWfffYZHn74YY/Pv/322yrX0ZtB/bpiQO/O2PbHbhw4dBStWzZDj85tdfd0EvPgwDwwB0REVDuX9OyKi7p3xvq/d2H/kWNo07wp+nXIiKin2fQQIxERUX2oqors7GzExcXBZDLh7LPPxu7duzF79mzcdtttOHz4MKZNm4aRI0eiRYsWAIDx48dj0qRJ6NixIwYOHIhPP/0Uf//9N5599tkgR0NERESRJCQH9xYsWIBly5bhueeeQ3p6Ol544QVMnDgRX331ldf5Snfu3Ik+ffrg5Zdfdvvc20sy9UxRZPTq2g7dO53teIFm/adzDWvMgwPzwBxUZDAYkJqW6nq5rl4xDw7MA5E7RZZxfsd26NPuHBgqvOMjkughRifHMS4NBqWa92pEAD3EqYcYAX2cl/UQI6CfOCPJ8ePHcdFFF+G5557D9ddfj8TERLz99tt47rnnMGzYMCQlJWHkyJGYMmWKa50BAwZg9uzZWLBgAebOnYtzzjkHb775Js4+++wgRuKd0WhEanJyte8OigR62Pf0ECOgjzgNBgPi4+K4X0YAPcQI6CNOg8GA1OTkat9jGwwhl3Gr1YpFixZh6tSpGDRoEABg7ty5uOCCC/Ddd9/hyiuv9Fhn165daN++PdLS0gJd3fAjVf/CR91gHhyYB+bAiXlwYB4cmAciD5IkwRjh+4UeYgQYZyTRQ4wA9HFe1kOMgH7iDGNz5sxx+//mzZtj586dbp9169YNy5Ytq7aca6+9Ftdee62vq+dzkiRB0cM2qYd9Tw8xArqJU1YUIIJvtgOgj7bUQ4yAbuJUDIaQuwk25Oba2bFjB4qKitCvXz/XZ/Hx8ejYsSM2bdrkdZ2dO3finHPOCVQVw5pqV5GbmwvVrga7KkHFPDgwD8yBE/PgwDw4MA9EnuyqipzcXNjVyN0v9BAjwDgjiR5iBPRxXtZDjIB+4qTwYbfbkZefD5XH0bCnhxgBfcSpqiqKiouhqvZgV8WvdNGWOogR0EecqqoiLz8fdnto7ZchN6R64sQJAECTJk3cPm/UqBGOHz/u8f3s7GycPn0amzZtwnvvvYfc3Fx069YNDz30ENq0aVPvelitVrf/l2UZBoMBQgjYbDaP7zunC7XZbBBCuC1TFAWKokBVVdhtdkhCAbTyUV7nyLaA143DYHBMFWi32wH3YiHLMmRFhtCEZ0eswoi53XamXJvNhqLCIsSaY6FAgWpXPerruHNL8V4uAIPRs9yKsUqyVG25gGOnt9tssOPMo6yucr3E6ixXUzVomuY91jrk0JmHGFMMFINSfblVxOos11us1bZNhVi95aE2OayxbWqZQ2ceTCaTo20asB3Wu23geM9m5TzUZ/uuHGttcujMQXRUNIzCWKvt21usru27qliraRtnWZqmev5ugI4RHnmoZvv21zHCVZYQ3ve5ABwjbFb3PNRq+64i1voeIyrWsaHbt0edaplDq9Xqlocat28/HCPsmt1VlN1u91jXeW7VNM1jXUmSXFMlVD6fE9WX0DSUlpTAEhsLROgUgHqIEWCckUQPMQKAEAKlJaWwxFqCXRW/0UOMgH7ipPChaRpKS0sh4kTNXw5jetj39BAjoI84hRCwWa0QGvfLcKeHGAF9xCmEQGlpqed1rSALucG9kpISAPB4t150dDTy8vI8vr9r1y4Ajot8zz//PIqLi7FgwQKMHj0aX375JVJTU+tcB03TPAYSY2NjkZqaCrvd7nWQsVWrVgCArKwslJWVuS1LTU1FbGwsSoqLkZWTDaMUBUU2uOJMTkmGEAKnT5/2KLdRo0aQFRkF+QUe5cbFxSHWEouysjLk5ua6LTMYDa7YT2eddl1s1TQNZWVlUFUVRhhRWFjoynnFWOPi42Cz2ZCdne22TJZlNEpvBMAxsFp5g05OTkZUdBSKi4tRVFTktiwmJgYJiQmw2+0oKCyAwZ6NaKXYsVACGjduDADIzc31uKCdmJgIU4wJJSUlKCgocFsWHR2NpOQkaJrmNYfp6emQJAn5efmui7zOPJSVlSHaFA2r1eqRQ6PRiJTUFEcOvZSbmpYKg8GAgsIClJaUui2zWCywxFlgtVqRk5PjtkxRFKQ1ckwhW1hU5J4HACkpKTBGGb3m0Gw2Iz4hHqqqetRJkiSkN0535DAn1+Nid2JSIkwmE4pLilFYUOiWh8LCQphMJq/lAmfapmIOnRISEhBjjkFZWZnHPurcvgHvOXROpVtSUoIsq3seLHEWWCwWlFnLkJuT67aecy5nwLHPVR7gSE1NhUE2oKioCMXFxW7LnNu33W5HVlaWKwc5OTlQFMWVw5ycHI/BkaSkJESbolFcXIzCwkK3ZaYYExITE2FX7d5z2MSRw7zcPI8bBGIsjuOdtbQM+cXu5QbqGKGpZ/Igy7Ijh0ZDQI8RitFx04PdbkduXr57oAE6RpSWlrrlIT4+HuZYc0CPEaqwAeWnQG/bdyCOEfl5+W55MJlMSExKDOgxQtXsSEiOA+DYHyvvy4mJiUhISEBpaSlOnTrltsxoNKJp06YAgJMnT3psh0KIkJtKgYiIiIiIiIiIqLZCbnDPZDIBcNxp7/xvACgrK0NMTIzH9/v164eNGzciISHB9dnrr7+OwYMHY8WKFZg0aVKd6yDLsseTg7LsmMHUYDB4LKsoJSXF65N7ABBjNiMlKRlGQzQMcvkTSs4H+CTJ60Ck83fj4uMQJ+K8LouOjvZct8I1y9SUM8ucF+OddbJYLIiNjXVftfyCp9ForHZwNDk52eMzZ7lms9mjvZzlGgwGxFnikBKfDJPR7FFGYmKi1ydKAMcAYXR0tPvC8lidAxKVOX83PiHe7cm97OxsV1lRUVHV59BLuc6XhMZZ4jzuTHC2jddyK7DExnrkoTY5VBSl2nITkxKrzKE5xgxTtGPfcubBYrHUqtyKOXSq9XbopVxFUWCzO9o1xeKeB1e5UdWXm5KS4rVcwDEIZTa7b2MVt8PU1FRXDpKSktxeipqUlFRluWaz2e345FauYqg2hwmJCR45tGqlQBkQZYqGxZzgvjBAx4jKeXA+kRbIY0SZWoKiwixX21TFn8eImJgYtzxUuy/76RhRai/G6SLHAGV127c/jxGKrLjlobbl+vIYYdds0OAYYE9KSnI7z1esr8lk8jgvVxy4S09P96hnfn6+x2dEREREREREREThIuQG95wX6DIzM9GyZUvX55mZmWjfvr3XdSpf8DObzWjevDlOnjxZ5993TqtZ+YXJviFg1+wA7JAQnCcGBASEasSpI3lBrIOGKC0N+cVWFMBzitPA1MGRh6xjBZBQWPMKfqlD6OQh+1ghJBTVvIJf6qDBqKUivzA4eXDmIOdEUVD3CUVLRm5+KSSU1byCX+oQOnnIzi+GhJKaV/BLHUIpD8GsQyjkwTFKWHh8B+DjOlitVj65FwDOPtXvv//u+8KFAOx2oKwscC+aFwKqLON0Xl7gflPTgJQUoLgYKAnAcVEPMQKM01/0ECMACA12kQIcKYIkFdf8fV/8JAQ0VUZmSW5AzsvufZHIjNHxm5Efp7M/VXCM/alw5s8+lRACij0W2QE8pgVDMI4xgaaHGAF9xKkJDUlaa+QdL0OBlBXs6viNHtpSDzEC+ohTCAFFi8Xe3ft83v9pSJ8q5Ab32rdvD4vFgg0bNrgG9/Lz8/HXX39h7NixHt9funQp5s2bhzVr1riepCksLMSBAwcwYsSIOv++fzun0pkn9oJJDnYFAEMI1IF5KBcCdQh6HoL9+wiBHADMg1MI1IF58C9JkngxKgD8mmNJAoyB71MpQfjNQNNDjADjjCTBiDEof0QH+LwclL5IEH5TL3H6A/tTgePPPEuShGijqeYvRoII2feqpYcYgYiPUwFgVKJq/F5EiPC2BKCPGAFdxGlQ/PN3R0P6VJKoPIdkCJg7dy6WLVuG2bNno1mzZnjhhRdw5MgRfPnll1AUx1RhcXFxMJlMOH78OK655hr069cPd999N0pLS/Hyyy+7vl956jwiIiIiIiIiIiIiIiKicBWSY6r33HMPRowYgcceewyjRo2CoihYuHAhoqKicPz4cQwYMACrVq0C4JjG891330VRURFGjRqFcePGIS4uDv/61784sEdEREREREREREREREQRJSSf3CMiIiIiIiIiIiIiIiIiTyH55B4REREREREREREREREReeLgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgXpjKzc3FrFmzMHDgQPTs2ROjRo3C5s2bXcv//vtvjB07Ft27d8eFF16IhQsXVlnWggULcPPNN3t8/vvvv2Ps2LHo0aMHBg0ahH/84x+wWq1+iac+ApGDdevW4YYbbkCPHj1w6aWX4v333/dLLA3R0DzUtH5tyggFgciDU3Z2NgYMGIANGzb4Nab6CEQefvjhBwwfPhw9evTAkCFD8Pzzz6O0tDQg8dVGIHLw9ddfY9iwYejatSsuvvhivP322xBCBCS+2grkPgEAjz32GIYMGeK3eIh8wd99h5tvvhnt2rXz+s/KlSv9FZYHPfQT9dIP1EM/Ty99OL300fTQD2MfiwIlVI8bQ4YM8ejnPPTQQ67lOTk5ePDBB9G7d2/07t0bM2fORHFxcdjEWFVfrl27djh27BgA4LPPPvO6/ODBg0GLsz7Hxm+++QZXXHEFunTpgmHDhmHt2rVuy0OtLesao6Zp+Oc//4lLL70U3bt3x5VXXonly5e7fSdS2jLc9su6xhiu+2VFtT2f+3K/DNU4fb1vhmKMgG/3yyoJCkvjx48XV199tdi0aZPYu3evePrpp0XXrl3Fnj17RHZ2tujbt6+YMWOG2LNnj/jkk09Ely5dxCeffOJRzuLFi0W7du3E2LFj3T7PysoSffr0ETNnzhQHDhwQa9asEf369RNz5swJVIg18ncOtm3bJtq3by9mzZol9uzZI77//nvRv39/sWDBgkCFWCsNzUN16wsh6pTLYPJ3HpyOHj0qhg0bJjIyMsT69esDHWaN/J2HTZs2iQ4dOoi33nrLdWwYNGiQePjhh4MVsgd/52D16tWiY8eO4v333xeHDh0S//nPf0T37t3F4sWLgxSxd4HaJ4QQ4rvvvhMZGRli8ODBgQyRqM783XfIyckRmZmZbv9MmjRJXHbZZaKgoCBQYeqin6iXfqAe+nl66cPppY+mh34Y+1gUKKF43CgoKBDt2rUT//vf/9z6O/n5+a7vjB07Vtxwww3ijz/+EL/88osYPHiwmDZtWtjEWLkvd/DgQTFw4EDx4IMPur7z3HPPibFjx3p81263ByXO+hwb161bJzp16iTee+89sWfPHjFnzhzRuXNnt2NRKLVlfWJcsGCB6N27t1i1apU4ePCg+Oijj0SnTp3EihUrIqotw22/rE+M4bhfVlTb87mv98tQjdPX+2Yoxujr/bIqHNwLQwcOHBAZGRliy5Ytrs80TRNDhw4Vr7zyinjzzTfFBRdcIGw2m2v5Sy+9JC699FLX/584cULcdtttonv37uKyyy7zuKDh3FArXoiaPXu2uOqqq/wYWe0FIgd33nmnGDFihNtnn3/+uejWrZsoKyvzU2R109A81LS+EKJWuQy2QORBCCE+/vhj0bt3b3HdddeF5OBeIPLw4IMPivHjx7v97sqVK0XHjh1DYr8IRA6WL18u5s6d6/a7//d//ycmTpzox8jqJlD7hBBCnDx5UvTr10+MHTuWF54opAWi71DZl19+KTp27Ch27Njh+4CqoId+ol76gXro5+mlD6eXPpoe+mHsY1GghOpxY8uWLSIjI0Pk5eV5Xb5161aRkZHhdkH0xx9/FO3atRMnTpwIixgrmzlzphgyZIgoLi52fTZ+/HjxzDPP1Gr9UD02TpgwQdx3331un910001i5syZQojQa8v6xDhw4EDxxhtvuH326KOPitGjR7v+PxLaMtz2S1+cy8Nhv3Sqy/ncl/tlKMfpy30zVGP05X5ZHU7LGYaSkpLw9ttvo3Pnzq7PJEmCEAJ5eXnYvHkzevfuDYPB4Frer18/7N+/H1lZWQCAP//8EwkJCfjiiy/QrVs3j99ITEwEAHz44YdQVRVHjhzBmjVrvH43GAKRg/3796NXr15un3Xs2BElJSXYvn27nyKrm4bmoab1AdQql8EWiDwAwP/+9z9MnToV8+bNC0xgdRSIPEyYMAHTpk3z+G273Y7CwkI/Rlc7gcjBiBEjcN999wEAVFXF2rVrsXHjRvTv3z8wQdZCoPYJIQQefvhhXHPNNejTp09ggiOqp0D0HSoqLi7GP/7xD9x6661o166df4LyQg/9RL30A/XQz9NLH04vfTQ99MPYx6JACdXjxs6dO5GWlob4+Hivyzdv3oy0tDScffbZrs/69OkDSZKwZcuWsIixor/++gvLly/HrFmzEBMT45aHc845p8b1AxVnXY+NmqZh69at6Nevn9vnffv2dU1FF2ptWZ8Y58yZg2uvvdZjWcXjbbi3pTOGcNovG3ouD5f9Eqjb+dzX+2Uox+nLfTMUY3TW31f7ZXU4uBeG4uPjMWjQIERFRbk+++abb3Do0CEMGDAAJ06cQOPGjd3WadSoEQC45iEeMmQIXnrpJbRo0cLrb/Tq1QuTJk3CvHnz0KVLF1x00UVIS0vDzJkz/RRV3QQiB2lpaTh+/LjbZ0ePHgWAkBnUamgealofQK1yGWyByAPgeCfPDTfcAEmS/BxR/QQiDx07dkT79u1dy61WKxYvXoxOnTohOTnZn+HVSqC2Bef3u3TpgokTJ6Jr164YNWqUHyOrm0DlYcmSJTh16hQeeOABP0dE1HCB6DtUtGzZMhQVFWHKlCk+jKJmeugn6qUfqId+nl76cHrpo+mhH8Y+FgVKqB43du3aBbPZjLvvvhsDBgzA1VdfjSVLlkDTNADAyZMn0aRJE7d1oqKikJiY6HFeDdUYK5o/fz7OPfdcDBo0yPVZdnY2Tp8+jU2bNuGqq67CgAEDcOedd2L//v1eywjFY2N+fj6Ki4u9/q6znUKtLesaoyzLOO+889x+98iRI/j6669dZUZCWwLht1/WJ8aKwmm/rMv53Nf7ZajG6et9MxRjBHy7X1aHg3sRYMuWLXj00Udx0UUXYciQISgtLXXbIAEgOjoaAFBWVlarMvPz83HgwAGMGTMGy5cvx7x583Do0CE88cQTvq6+T/gjB9dffz3+85//YOXKlbDZbDh48CBeeeUVSJIEq9Xq8xh8oaF5qLw+AJ/kMtD8kYdw5O882O12TJs2DXv27MHjjz/unyAayJ85iI+PxyeffIJ58+Zh586dXu8IDRX+yMOOHTvw2muv4YUXXvAoiygc+KPv4KSqKt577z2MHj0acXFxPqtzfeihn6iXfqAe+nl66cPppY+mh34Y+1gUKKFy3Ni9ezcKCgpwxRVXYOHChbjpppswb948vPrqqwCAkpISr9ttdHR0jeeVUInRad++fVi9ejXuuOMOt8937doFAFAUBc8//zzmzp2L4uJijB49GqdPn66x3FA4NpaWlgKA1991/maotmV9j/+nTp3CpEmTkJKS4rr5LhLaEgjf/bI+bRlO+2Vdz+f+3i9DJc7KfL1vhkqM/twvK+LgXpj773//i9tuuw1du3bFyy+/DAAwmUweFx2cG4XZbK5VuS+++CLy8/PxyCOPoFOnTrjsssswZ84crFixAjt27PBtEA3krxxcffXVuP/++/Hkk0+iW7duGD16NG699VYACPqFOm8amgdv69e1jFDgrzyEG3/nobCwEJMnT8b333+P+fPnh8yUvRX5OwcWiwUdO3bEZZddhkcffRTffPON66mOUOKPPJSVleGhhx7ClClT3O6EJQoX/uo7OG3cuBHHjh3DjTfe6JsK15Me+ol66QfqoZ+nlz6cXvpoeuiHsY9FgRJKx43Fixfju+++w+WXX4527dphzJgxmDJliutpBG/1ctatuvNKKMXo9MUXX6Bp06YeTxv169cPGzduxPPPP49OnTqhd+/eeP3116FpGlasWFFtmaFybHRe2Pb2u85pDkO1Letz/N+3bx9GjRqFoqIiLF68GAkJCQAioy2B8N0v69OW4bJf1ud87s/9MpTirMjX+2Yoxeiv/bIyDu6Fsffffx933303Bg4ciHfeeQcmkwkA0LhxY2RmZrp91/n/6enptSp7y5Yt6NKli9tnzs5PVY80B4M/cwAAkyZNwpYtW/C///0Pa9euRefOnSGEQKtWrXwXhA80NA9VrV+XMkKBP/MQTvydh8zMTIwZMwbbtm3DO++8E5J3xvszB5s3b8bvv//uVkbbtm3dygoV/srDb7/9ht27d+O1115Djx490KNHD7z11ls4duwYevTogS+++CJAERLVnb/7DoDjj4KuXbvWavpOf9FDP1Ev/UA99PP00ofTSx9ND/0w9rEoUELtuGE0GmGxWNw+y8jIQHFxMfLy8rzWy2q1Ijc3t8rzSqjF6PT999/j8ssv9zqls/MCtJPZbEbz5s1x8uTJKssLpWNjYmIizGaz1991Tl8Xam1Z3+P/li1bMHLkSERHR2PZsmVo2bKl2/Jwb0sg/PbLhpzLw2W/rM/53F/7ZajF6eTrfTPUYvTHfumVoLD0wQcfiIyMDPH0008LVVXdlr311lti8ODBwm63uz578cUXxaWXXuq1rOnTp4uxY8e6fTZhwgRx++23u322bds2kZGRIf766y8fRdEw/s7B+++/L2bNmuX22auvviqGDBniowh8o6F5qG792pYRCvydh4oOHz4sMjIyxPr1630bhA/4Ow+5ubnisssuEwMGDBA7duzwXyAN4O8cTJkyRYwaNcrts+XLl4uOHTuK7OxsH0dTf/7MQ0lJiThw4IDbP08//bS44IILxIEDB0RBQYF/gyOqJ3/3HZyuueYa8eKLL/qu4nWkh36iXvqBeujn6aUPp5c+mh76YexjUaCE2nFDVVUxePBgsWDBArfP58+fL84//3whxJn+wIEDB1zL165dK9q3by9OnDgR8jE65efni3bt2om1a9d6rXOfPn1ESUmJ67OCggLRs2dPsXTpUq/lheKxccKECeKhhx5y++ymm24SM2fOFEKEXlvWJ8bffvtNdO/eXYwePVrk5uZ6rXO4t2U47pf1PZeH035Z3/O5r/fLUI3T1/tmqMXoj/2yKhzcC0P79u0TnTp1EnfeeafIzMx0+yc/P1+cPn1a9O7dW0yfPl3s3r1bfPrpp6JLly5ixYoVXsvzdkHjxx9/FO3atRNz584VBw8eFL/88ou49NJLxcSJEwMRYo0CkYP169eLDh06iI8//lgcOXJELFu2THTq1El8/fXXgQixVhqah5rWF0LUOZfBEIg8VBSqg3uByMP06dNFp06dxLp16zy+U/FEGSyByMGmTZtEhw4dxLx588SBAwfE119/Lfr06SPmzJkTzNDdBHqfEMLRSRk8eHAgwySqk0D0HYQQwm63i06dOokvvvjC3yF5pYd+ol76gXro5+mlD6eXPpoe+mHsY1GghMpxIz8/X2RlZbnqNWfOHNGzZ0+xatUqcfDgQbFs2TLRtWtX8dFHHwkhhNA0TYwcOVJcd9114rfffhPr1q0TgwcPFg8//HDYxCiEEBs3bhQZGRleL7AeO3ZM9O7dW9x9991i165dYvv27WLcuHHi4osvdrsQHcg4a3NsrBznjz/+KDp06CAWLVok9uzZI55//nnRtWtXsWfPnpBsy7rGaLPZxNChQ8VFF10kDh065Fam8zuR0pbhtl/WJ0Yhwm+/rMzb+dyf+2WoxunrfTMUYxTCt/tldTi4F4beeOMNkZGR4fWf6dOnCyEcI+A33nij6Ny5sxg8eLB47733qiyvqotTq1evFjfccIPo3r27GDx4sJg9e7YoKiryW1x1EagcrFixQlxyySWia9euYtiwYWLVqlV+i6k+GpqH2qxfUxmhIFB5cArVwT1/50FVVdGlS5cqv3P48OFghV7rGITwzbawdu1acf3114uuXbuKCy+8ULz55ps1Pi0QSIHeJ4TghScKfYHqO5w+fVpkZGR4vaM0EPTQT9RLP1AP/Ty99OH00kfTQz+MfSwKlFA5bkyfPt1t+7PZbGLBggXioosuEp06dRKXXnqp60Kl0+nTp8Xdd98tunfvLvr27Ssef/xxUVpaGjYxCiHE119/LTIyMkRZWZnX9vnrr7/EhAkTxLnnnit69uwp7r77bnHs2LGgtKVTTcdGb3F+9tlnYujQoaJLly7iuuuuE7/88ktItmV9YtyyZUuVZVbMQyS0ZTjtl/WNUYjw3C8r8nY+9+d+Gapx+nrfDMUYhfDtflkdSQghaj+JJxEREREREREREREREREFixzsChARERERERERERERERFR7XBwj4iIiIiIiIiIiIiIiChMcHCPiIiIiIiIiIiIiIiIKExwcI+IiIiIiIiIiIiIiIgoTHBwj4iIiIiIiIiIiIiIiChMcHCPiIiIiIiIiIiIiIiIKExwcI+IiIiIiIiIiIiIiIgoTHBwj4jC3kMPPYR27drhp59+8rr8xx9/RLt27fD8888HuGZERERE4YN9KiIiIqKGYX+KiAJFEkKIYFeCiKghcnNzcdVVVyE6OhpfffUVYmJiXMuKioowbNgwmM1mrFixAlFRUUGsKREREVHoYp+KiIiIqGHYnyKiQOGTe0QU9hITE/HEE0/gyJEjeOWVV9yWvfTSS8jMzMQLL7zAThMRERFRNdinIiIiImoY9qeIKFA4uEdEEeHiiy/GVVddhffeew+///47AGDr1q1YunQp7rrrLnTo0AHHjh3DAw88gD59+qBbt2649dZb8ddff7mVc+TIEUybNg0DBgxAp06dcN5552HatGnIyclxfWfIkCGYPXs2br31VvTs2ROzZs0KaKxERERE/sI+FREREVHDsD9FRIHAaTmJKGLk5OTgqquuQtOmTbF06VIMHz4cMTExWLp0KfLy8nDttdciJiYGd911F2JiYvDuu+/ijz/+wCeffIKzzz4bJSUluPLKK5GUlITJkycjLi4OW7Zsweuvv47hw4fj6aefBuDoOJ08eRJjxozBoEGDYDKZcO655wY5eiIiIiLfYJ+KiIiIqGHYnyIifzMEuwJERL6SlJSEJ554AnfddRcmTJiAQ4cOYeXKlVAUBe+++y5yc3Px4YcfolmzZgCAgQMH4oorrsC8efMwf/58HDhwAI0bN8acOXPQsmVLAEC/fv3w+++/Y+PGjW6/1ahRIzz88MOQZT4ATURERJGFfSoiIiKihmF/ioj8jYN7RBRRhg4diiuuuAKrVq3CrFmz0Lp1awDAunXr0KFDB6Snp8NutwMAZFnGwIED8cUXXwAAOnTogKVLl0LTNBw+fBgHDhzA7t27sW/fPtc6TmeffTY7TURERBSx2KciIiIiahj2p4jInzi4R0QR54ILLsCqVaswaNAg12e5ubk4ePAgOnXq5HWdkpISxMTEYPHixXjrrbeQk5OD1NRUdOrUCTExMSgoKHD7fmpqql9jICIiIgo29qmIiIiIGob9KSLyFw7uEZEuxMXFoU+fPpg2bZrX5VFRUfjyyy8xZ84cPPjggxgxYgSSk5MBAPfee6/rBchEREREesY+FREREVHDsD9FRL7AwT0i0oU+ffrgyy+/RJs2bWCxWFyfP/vssygrK8NTTz2FLVu2IC4uDpMmTXItLyoqwpYtW2Aw8HBJRERExD4VERERUcOwP0VEvsDJeIlIF8aNGwdN0zBu3DisWrUK69atw8yZM/Gvf/0LZ511FgCga9euKCgowJw5c7BhwwZ8+eWXGDNmDE6fPo2SkpIgR0BEREQUfOxTERERETUM+1NE5Asc5iciXUhPT8eyZcvw0ksv4YknnkBZWRlat26NZ599FiNGjAAAXHfddThy5Ag+/fRTLF26FOnp6Rg0aBBGjx6NmTNnYs+ePTjnnHOCHAkRERFR8LBPRURERNQw7E8RkS9IQggR7EoQERERERERERERERERUc04LScRERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeEYWUyZMno127dmjXrh2+/vprj+WbN292Lb/55puDUEMiIiKi0HTzzTejXbt2uP766z2WlZWVufpQr776ao3f97VXX33V9ftFRUV+/z0iIiIiIqJIxsE9Igopjz76KKKiogAAc+fOhdVqdVv+0ksvAQAURcGMGTMCXj8iIiIiIiIiIiIiomDi4B4RhZSWLVti3LhxAIDDhw9j2bJlrmXff/89tm7dCgC46aab0L59+2BUkYiIiIjqaPz48VizZg3WrFkDs9kc7OoQERERERGFNQ7uEVHImTx5Mho1agQAWLBgAQoLC6FpGubOnQsASExMxL333hvMKhIRERFRHVgsFjRu3BiNGzeGJEnBrg4REREREVFY4+AeEYWc2NhYPPTQQwCAnJwcvPPOO/j888+xe/duAMA999yDxMREAMDWrVtxyy23oHv37jj33HMxceJE/Pnnn27lOd8nM2vWLKxevRrXXHMNunbtiuuvvx5bt25FYWEhnnjiCfTu3Ru9evXCtGnTUFhY6FbG8ePH8dBDD6Fv377o1q0bhg8fjlWrVrl9Z8WKFWjXrh06duyIgoICzJw5E3379kWPHj1wzz334OTJk37KGBEREVHDaZqGiRMnol27dujQoQO+//57AMDDDz+Mdu3aYdy4cVi0aBF69eqFXr16uZavWbMGY8aMQd++fdG5c2cMHDgQjzzyCE6fPu0q29s795yfDR06FCdPnsS9996Lnj17ok+fPpgxY0a9+mNERERERER6YAh2BYiIvLnmmmvw4YcfYtu2bXj33XeRkJAAAGjXrh1GjhwJAPj5559xxx13wGazudZbu3YtNm7ciH/961/o1q2bW5kbNmzA8uXLoWkaAODPP//E5MmT0bp1a/z222+u733++ecQQuCFF14AAGRmZuLGG29EZmam6zt//PEH7r//fpw+fRq33HKL2+8IITBhwgRs377d9dl//vMfFBUVYeHChb5IDxEREZHPvfDCC1i7di0Ax3uQL7roIrflf/zxB9atWwcAkGUZXbt2xfr16zFlyhSoqur63smTJ7FixQrs37/fbYr1qhQVFWHMmDE4fPiw67NPPvkEiqLgqaeeAlD3/hgREREREVEk45N7RBSyHnvsMciyjJKSEpw4ccL1maIo0DQNTzzxBGw2Gzp16oSPPvoIK1asQO/evVFaWuq6EFTRgQMHMHLkSKxatco1QJiXl4edO3di7ty5WLlyJVq1agUA+O9//+tab+7cucjMzERiYiIWLFiAVatWYcyYMQCAF198EdnZ2W6/o2kasrKysGTJEixbtgzNmjUDAPz000/Izc31eZ6IiIiIGmrlypVYtGgRAMf78W6++WaP7xQUFODSSy/FN998g9deew1paWn45JNPoKoq2rZti08//RT//ve/MXz4cADAtm3bPJ6+8yYrKwvx8fH46KOPsGjRIsTFxQEAvv76a9d36tofIyIiIiIiimQc3COikNW5c2fXxSEAuPzyy9GnTx8AwN9//41Dhw4BAG699VY0btwYKSkpuP322wE47uSuePc3AJjNZjz66KM4++yzMXr0aNfnV111Fa644gp06NABQ4YMAQAUFxfDarVC0zR89913AIArrrgCnTp1QmxsLCZOnAiz2YyysjL88MMPHnW/7777cN5556FHjx5uv8ULT0RERBRsld95d+zYMcycORMAXFOUV+W+++7DWWed5Xqq78UXX8S6deuwcOFCdO7cGSkpKWjZsqXr+wUFBbWq04wZM9C9e3f0798fw4YNAwAUFhY2qD9GREREREQUqTgtJxGFtGHDhmH58uUAgKuvvtr1+cGDB13/XdUFqB07dqBFixau/2/WrBmMRiMAx0CfU5s2bVz/XfFzm82GgoIC10WppUuXYunSpV5/p7KKZTqnFAUAu93uta5EREREDeXs53hTsQ9iMLj/GZiTk+P67927d6OgoMCt/+KkKApat27t8fnOnTvx1VdfYcuWLThw4ACEEK5lFafrrE5VfaeG9MeIiIiIiIgiFZ/cI6KwUfEu88oXpbypeKEKAKKioryWZTKZvH4OOC5i1fV3ACA6OrpOZRARERE1lMViAeCYgaCykpIS13/HxsZ6LG/evDmio6ORl5eHt956y2v5MTExkGX3PyHnzp2LcePG4fPPP0dGRgZmzJiBWbNm1bnu1fWd6tsfIyIiIiIiilR8co+IwlLz5s1d/71o0SL0798fgGPay+zsbLRu3bpWA4A1SUxMhMViQWFhISZPnoz7778fgOMu9D///BNt27ZFTExMg3+HiIiIqKGaNm0KADh06BCOHz+OJk2auJZVfLKt4ucAEB8fj0WLFmHZsmVYtGgR3n//fdxyyy1o3Lix2/cq961KSkqwcOFCAMBtt93m6if9+9//9l1QYH+MiIiIiIioMj65R0RhqX379q5poebMmYNNmzbhzz//xLRp03DllVeiX79+yMvL88lvXXbZZQCADz74AKtWrcKePXvw0ksv4YYbbkDPnj3xyy+/+OR3iIiIiBrC+R48VVUxefJk/Pjjjzh48CB++OEHPP744wAcMxb07dvXbb0WLVqgVatWmDRpEiwWC8rKyjBv3rwaf89ms8FmswEANmzYgF27duHnn3/G3LlzXd+p7bScNWF/jIiIiIiI6Aw+uUdEYUmWZUyfPh133nkndu3ahbFjx7otnzhxotd3xdTHlClT8MMPPyA7O9t1p7jT+eefj/POO88nv0NERETUEL1798aNN96Ijz/+GDt27MDtt9/u8Z2pU6ciLi7O6/pJSUkYP348Xn31VXz++eeYMGEC2rZtW+XvxcfHo0+fPti4cSO2bduGYcOGeXwnOzsbrVq1qn9Q5dgfIyIiIiIiOoNP7hFR2BoyZAiWLFmC888/HxaLBWazGZ06dcLzzz+PO+64w2e/07x5c3z88ccYNmwYUlJSEBUVhVatWuHOO+/EggULPN7TR0RERBQsTz31FJ555hn07NkTCQkJMBgMSExMRP/+/fH222973BBV2fjx45GcnAxVVfHSSy/V+Hsvv/wyrrzySiQmJiI+Ph49evTA22+/jfT0dADAmjVrfBIX+2NERERERERnSEIIEexKEBEREREREREREREREVHN+OQeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGY4OAeERERERERERERERERUZjg4B4RERERERERERERERFRmODgHhEREREREREREREREVGYMAS7AqFm27ZtEELAaDQGuypERETkBzabDZIkoUePHsGuSkRjn4qIiChysT9FREREFFwc3KtECAEhhL8Kh7DZIAGAJPnnN0JBeQ4lSYrcOPUQI6CPOIWAUFVIihK5MQL6aEtAH3HqIUbAEScAyWj0eZx+O8+Tm5r6VJqmQZbrP4mEKgSC3ZSaAOQGbJ6aEJAbuH03tA6+INntUACgPvXwxTFNCEDTAFkO3nGxoXVoaB4iIQflZeg+D9wnXOszD/BNHiQJMPj+0g/7U0RERETBxcG9Spx3l3fp0sXnZVsLC5GzeTOS09JgNJl8Xn6osNlsOJ2VhdSUlIi9W18PMQL6iNNWUIDC3bthad8exri4YFfHb/TQloA+4tRDjABgKy1F9qlTSOrVC1EWi0/L/v33331aHnlXXZ/KarXi+PHjaNKkCaKioupctk0VOFJQBkWWoATpgm2ZquFkkQ3psUZEK3UfpLTZbMjKykJSA/blhtbBF7SyMhj27UVqnAnGqLrH4ZNjWkkJcPgw0LIlEKw+dgPr0OA8REAOAOYB4D7hxDw4NDgPdrvjn7ZtgXqcb6vD/hQRERFRcHFwLxgUBYjgC7IAHHcGGo2RHaceYgQiP05FOfPvSI3RKdLb0kkPceohRpst2DWgMKBIEgxBemzNrkkNqoOQJSgSYJDrH0ND6+ALqnNw1Xlcqo+GHtOcx4tgnst9UYeG5CFScgAwDwD3CSfmwaGhebDb67ceEREREYW04NziS0RERERERERERERERER1xsG9AFIUBWazGbLzSaEIJSsKLBZLRMephxgBfcQpKwqio6MjOkZAH20J6CNOPcQIOOI0m81QIjxOvVIUBQkJCbpuX0WRYbFYoARpOs1QoZdjWk2YBwfmgTlwYh4cmAciIiIiqgqn5awjVVVhq+9UYTYbjDExsAkBW4RPjWGMiYFN02DTtGBXxW/MFkvQ3vMTKIosIy6C30MHOGI0m0yOl9xHMD20JaCPOPUQI1AeZ2zsmalzKaIoioK4uDjYbLZ69atsqoBqtcKuSBBBOhfbVQHYbbBbBWxq/epgijJCtdmgon59S1/UoaE0qxWAQKmqQq1n/1YPfaqa6OXYXhPmgTlwYh4cmAciIiIiqgoH9+qgsLAQR44cgRCiXusLIQBNA0pLIUXwBQwBAEIAkoRIjVIAgKahhdmMuOjoYFfHbzRNg9VmQ5TRCDlCB780TYPNZoNRiIh+lFkPbQnoI049xAiUx2m1IkrTInrf1KuCggIcPnwYAOrVJxICUIVACRC0voYAEKMJFBdKKKl3GQIN6S35og4NJgQQJaPQWgbJZq376oAu+lQ10cuxvSbMA3PgxDw4MA9EREREVJWQGtxbsGAB1q1bh/fee8/r8sceewy//PILfvjhB9dnmqbhtddew/Lly5Gfn49zzz0Xjz/+OFq1auXTuqmqiiNHjsBsNiMtLa1eF6I0VYVaWgpFUSK6Y64JAbvdDoPBADlCBzFVTcOprCwcKSxERlRUxN5trqoqcrKzkZqaGrHbrKqqKC4uhsVuj+gBBF20paZh/d+7sP/IMbRp3hT9OmRAicBY9dCWgCPOvLw8JNntiAp2ZcinnH2qmJgYNGrUqF5Tc2pCOJ5ak4I4uCcAmyZglCXUpxsghICqqlAUpd43fTW0Dr4ghACsVhgUuV79Pr30qWqil2N7TZiH4OdA1TRs3r0Pp3LzkZYYj15tzwp4fyoU+nShkAcg+NsDEREREYWukBncW7JkCebPn4/evXt7Xf7f//4Xy5cvR7Nmzdw+X7BgAZYtW4bnnnsO6enpeOGFFzBx4kR89dVXiIry3eVAm80GIQTS0tIQExNTrzI0VYWqaVAMhojumGtCwK4oET24pwmB5MREHCkqgk1VoRhCZlci0qVvt27Hs8s+w4mcPNdnjZMSMGPkdbikZ9cg1oyIKnP2qZKTkxETE1OvPpEmBGyqgBTEwT1NAHL5wJpcz8E9581Q9R3ca2gdfEGUz9ZQ38E99qmIQkco9KdYByIiIiKi2gn6CNPJkydx++23Y968eWjTpo3X72RmZmLmzJno06eP2+dWqxWLFi3C3XffjUGDBqF9+/aYO3cuTp48ie+++84v9a3PxRdVVbHhtz/w9eqfsfGPHVDVyH0PHRFRoH27dTvueWOJ2wUYADiZk4d73liCb7duD1LNiHzLZrNh7ty5uPDCC9GjRw+MHj0aW7dudS3/+++/MXbsWHTv3h0XXnghFi5c6La+pmmYP38+LrjgAnTr1g0TJkzAwYMH3b5TUxm+1KA+1f9+wqbtf7JPRUTkI6HQn2IdiIiIiIhqL+i3xv75559ISEjAF198gddffx1Hjx51Wy6EwMMPP4xrrrkGsbGx+Oyzz1zLduzYgaKiIvTr18/1WXx8PDp27IhNmzbhyiuvDFgcVfn2p/V49o3FOHE6y/VZ45RkzJh4Cy453/tTikREVDuqpuHZZZ/B25tQBRxP9Dy7bCUu6t45IqfoJH1544038Omnn2LOnDlo0aIF3nnnHUycOBGrVq1CVFQUxo8fj4svvhhPPvkkfv31Vzz55JNITEzE8OHDAdQ820FOTk6NZQSTtz5VemoKHr5jHIb27xvEmhERhbfa9Kee+fAznNehbe37U2VWwGZz/LsW0y+rmoZnPgz9OrBfSUREREShIuiDe0OGDMGQIUOqXL5kyRKcOnUKb775Jt566y23ZSdOnAAANGnSxO3zRo0a4fjx4w2ql9Vqdft/u90OwDHYqGmed4k7p5SquOzbnzfgvmde8vjj4GRWNu6Z8wpeefheXHJ+H8hw/LEghOefEZIkQQKgOX7c67LBl12GN+bPR0bbthUXuh7L1Kop96NPPgEkCTdcf73HMmedNm7ahH+8/DI++fBDPDJzJrp06oSxo0ZVWa7z30IIaABGjBqFaQ88gL59+riVCwAbNm7EG2+/jbz8fKh2O9q1a4dHpk1DclKS1/p6zVN5rPXJ4UfLl6OsrAy33nwzPvrkE0gVc1FNDoUQrljtmgabzea2XFYUKLIMTdOgqqpHnYxGIwB4rAfA9U5Gu6pCVNrWJFmGQVFqLtdu94jVWa6qadAqress1zlFmJPNZgPK27Kqcp2xeisXkgSjweBRrpNzKjJvsVabw/JyXXWspC45dK5vs9sBm61WbVOXHDpV1za+yGF15WrObVSSzsRVQw6ra5tab4f1bJu65HDjrr0ed1ZXJACcyMnF5t370Cfj7HrnsLq2qSrWem/fqD6HmhBQFAWqpjkuWFWsUoCPEZVj9eX2bbPZXFP82e12j3OvoihQymOtvK4kSa5YK5/Pw9n333+Pq666CgMGDAAAPPzww1i+fDl+/fVXHDhwAFFRUXjiiSdgMBhw9tln4+DBg3jnnXcwfPhw12wHU6dOxaBBgwAAc+fOxQUXXIDvvvsOV155JT7++ONqywimb39aj3ueftGjT5V5OgsPPPsSXp7xoE8G+C65+CK8/sYbaNs2o87rfrL8Y0CSMGLEDVV+Z+PGjXjxhX/g4+WfYMajj6JDxw4YO/bmWv/GjTeMwENTp3nMZgEAGzdswJtvvoG83Dyoqh3t2rXH9EceQXJycp1jqY9lH38Mq9WKcTffjI+dfapabjf1nZY00tTn/ZORiHkIfA42795XY3/qZG4eet0zI3CVCtE6OPuVfdudE7Df5T5BRERERN4EfXCvOjt27MBrr72GDz74wOv780pKSgDAY1l0dDTy8qr+46QmmqZ5DA46f0MI4brYKoRASVmZ6zcBx8VITdMcdz++sajKu/4AYPbb/0LfLh0RbTRAALDZ3C9OxkRHuX5XU1XvFzbLBxVVVXW7uClJEuTyi852VfW42Oq8ELtl2zZ07NDBbV1nuc6Lraqquv674uCZ8/PK5cqSBCHLrgvLQgioqgpVVd0uDm/YuBGznnoKr86di4yMDBgVBa+98Qam3HUXPnj3Xa/19XbBWpZlyOV/8FQ3IOAthzeOGOG4wC4Etmzdik4dO7rKkGooVymvU1FREQpKS92WWSwWxMXFwWqzISc72309RUGjRo0AAFnZ2R4X/VNSUhAVFYXioiIUFRW5LTPHxiIhPh6qquL06dNuyyRZRuP0dABAbk6OR50Tk5IQYzKhuLgYhQUFbstMJhOSkpKgappHucCZHObn58Navs07JSQkwGw2o6y01GO/i4qORkr5RUVv5aY1agSDoqAgPx+llXMYF4c4iwVlVityc3LclhkMBqSlpQHwnkPnC+eLiopQXCmHsbGxiI+Ph91uR1ZWFlBaChOAvPx8SHa7K4c5OTke21pScjJM0dEoLipCYWGh2zJTTAySEhNh99I2wJmbEPLy8mCrNNiQmJiImJgYlJaWIr+KHAohvJbbKD0diiShID8fZZXaJi4+HpbYWJSVlbnaxvlvg9GItNRUAMDprCyPY0RqaiqMRiMKCwtRUlzsNYc2ux3ZWVluy2RFQXr59p2dk+MxmJOckoLoKrbvGLMZiQkJsNvtnrFKEpo0bgwAyM3Nhb38OLz/yDGPnHhzKjcfWhU5TE9PhyRJXrfv+IQExJrNsJaVITc3122ZMSoKqSkpALxv36lpaTAaDCgoKEBp+fnKqaHHiEaNGiE/Pz9kjhGNy9vGp8cIux1pyckwREXhVE4Oiitth4mJiUhISEBpaSlOnTrltsxoNKJp06YAHNN/Vz72V7xBI5wkJibif//7H8aOHYsmTZrgo48+QlRUFDp06IBPPvkEvXv3hqHC+8r69euHt956C1lZWTh69GiNsx1s3ry52jJSyrd3X5AkCVFRUa6boyr2qSpTVQ3PLKi+TzXnzcXo170LFMX7kxQx0dF+b/Nt27ahU6fOtf6+JAGKrPikXhvWr8fjM2fgtQVvICMjA0IILHj9ddz1f1OwdNlHDS6/NkbeeKNrQH7rr7+ic6dOtVpPLh/kD8d90peMRqPr2K9nzENwcnAqNz+gvxfuApkv7hNEREREVJWQHdwrKyvDQw89hClTpqB9+/Zev2MymQA47sp3/rdz3ZiYmHr/tizLHk8DWq1W5Obmup4GEEJgzEOzsO2vnfX+nZPZOeg35o4ql/fskIEP5sxyDNSVP1FRUcWLIIqiwGAwoHf//hh5ww3YuGkTCgoL8fiMGejbpw/W/Pgj5r/+OmRZRpTRiGeefBIHDhzA6jVrsH7DBiQlJqJjhw545rnnUFxcjKzsbAy9+GJMf/BBKIrjwpOh0oWXLVu34uX582G1WmGxWPDYww+jXUYGTp48iamPPorsnBy0bNECRUVFricsnPU2GAx44513cMfEiejYoYPr8ymTJqFVq1bQhEBubi5mPvkk8vLycOr0afTs3h3/mD0bJ0+exG2TJ6NH9+746++/YbFY8I9nn0Xz5s3x2/btmPvqqygrK0N2Tg5uHjUK42+9FQDw1sKF+PKrryDLMvr07o0Z06fj9TffRElxMXqdey7WrF2LDRs3IikxEc/OmYPPP/0UTdLToaoqhl5xBT587z3XhXEAUMsHaGJjYxFtsbi1jXNQMMpoRGr5AIo3KV7upnfmyRwb67EdS+XbgKIo1ZabmJTk9akcADCbzTCVD0Z7lCvL1ZYbHx/v9akcAIg2mZBaPgh4puAz24u3cp2D03Hx8bBUkcPoqCjPdSuUW10OY2NjYa4ihwaDwVFucTFQUABLcjJgNru+l1Tp6dGK5ZpjY92OOW7l1tA2CQkJVebQZDIhqoocSpLktVznhdS4+HjEVdU20dHV5jDVywV758V9i8WC2Ap5Ac7EanTmsAqVn8AFard9G2ooNzEx0ZXDNs2bVvm9itIS4yFXkUPnca267Tuqphx6KddQvm5cXBwssbHey+UxwvWfHuXabFDKB4eTkpIc+46X+ppMJo9zdsVzVXqF47ZTfn54XsScMWMG7r//flx00UWuJy3nzZuHli1b4sSJE8jIcH/azHkx8NixY7Wa7aCmMuo7uFfTbAg+6VNlZeO8G8ZVubxHx3b41wtPlc8sAKDyUGH5U/6Oejnqdl7fPrjxppHYtHEjCgsL8NjMWejTty/Wrl2D1159FbIkwxBlxFNPPYNDBw/gfz/8D+vWrUNcfBw6duiI2c8+g+LiEmRlncbFQy/B1GnTXPuHEMJtV9m4YQNeeWUubFYrYi0WPDrjMbTNyEDmyZN45OHpyM7ORsuWLVFUWAgI4ZoezlnhNxa8homT7kDbtm1dg9d3TJ6MVq1aO25OyMvD47NmIi8vD6dPnUKPHj0x+/nncfzYMdwx8XZ0694Df//9FyyxFjz3/PNo3rw5tmzejHnzXkFZaRlycrIxesxYjBs/HgDw5htv4KuvvoQsSejdpw8eeeBBvPn2Qlef6ofVq/HL+vWIi4vz6FMNuewyjz6VMxUNmg1BVR1PM1dYP6CzIdhsgKpCUlUYyts4UE86A4BBCEhw3NQn6pJDH86G4MyBsx2CMhuCpkGBY3pFrfLv+mg2hBpzWCkPQZkNoeJ26GXdyjk0Rxk9vuPNm3dNQL/2jhsI7KqXHCrlOVTtQFExcOgQ0LIlYI5x5FCSoQrv2/evew9i4vx3aq7DnRNwbts2rv93lqsJLzksLoHx6FGgdSvYKvdBUJ5DSYZdc+Rwy+79mPz6ohrrkGQ50zeu8RhRaXsI+GwINhtgt585RvhwNoRwvVmKiIiIKFKE7ODeb7/9ht27d+O1117D66+/DsDxR43dbkePHj3w5JNPonXr1gCAzMxMtGzZ0rVuZmZmlQOCtVX5aUBnB1iSJMjlT7UFoiPr/AXZ8eNVfkeWJMiShMLCQpxz1lmYev/9WPnll3hh7lysWLYMr77+Op5+/HF07tgRX61ahW2//ooR112HIRdeiM6dOuGaq67C8y++iFvGjMFFgwejsLAQA4cOxS2jR7vilCtc+MrJzcVTs2fjXwsXIjUlBb9t3477HnoI//7iCzw5ezbOP+88TLrtNuzatQvDR41yTY3prK8kSfj7778xY9o01+AE4Phj5urydyX++z//wYUXXIAxI0fCZrPhyuuuw5atW9G0SRMcPHQI0x98EM8/8wyWvPceZj31FBa//TY+WLYMM6ZNQ6eOHXHk6FFcNmwYbhkzBqvXrsV3//0vPl22DDEmE+687z789PPPrjpdNHiwWy62btuGz7/4ApMnTsSaH39Eh3bt0LT8yRTAMS2e80lGgyy7/qCvTJZlj0HZioxe/sh05UJRqnw3RI3lVlEfwHFxvqp3RFT84w1w7HNZ2dlISU6G0Wj0WbmVNSjWBpZrA1BYWAhLpbKqK7chsforh9WVK5c/SVuxLd3WDbG2qUusNi8XwtzKApCelIhebc/yW9sAgc2hzWZD5qlTXtuy1uUGYTusa7k2mw2nTp1CYqtWiKo0+F+RLMten+53qm5ZuNm7dy/i4+Px+uuvIz09HcuXL8f06dPx/vvvo7S01OtMBoDjpqfazHZQUxn1UdVsCM6ZEJx9qsoXMH1NVBgQUzXPC+GKorgGsVW7HXa7HYWFhWjVuhXuufderFr1NV566UV8sPRDvDZ/Ph6b9Tg6dOyIr1etwrZft2LE8BG48MIL0aFjR1x22eV4+aUXMXL0aAwZcjFKSopx0eALcdPIkZVmQ9CgaipycnLw9NNP4Z1/LkRKSgp+374dD9x3L778ehWefeZpnHfe+Rg3fjx27tyJsaNHQVVVaKoKpfzisKqp+Puvv/DQ1Kmui7JGoxEGgwGXXX4ZhBBY9fVXGDBgAG68aSQ0TeC6a4Zhy6ZNSE9Px8GDB3HfAw/gyaeewgcffIAnHp+FdxYuwgfvv4+Hpk5Fhw4dcezoUVxz9TCMuflmrF29Gt999y0+WPohTCYTHrj/Pqz98SfXbA6DL7wQgwYORKeOHXH5pZdi85YtWPH557hz0iSs+fFHtMvIQGpKisc04EKIBs2GUFhYiNLsbMdNO+UCOhtCaSlMhYVAYSGS4uLq/KSzVj7Y3Tg9HTabre6zIVgsMAAoKCxEaaXZBQI6G0J5O0ilpfWaDcHZx27apAkgSXWfDSEqCjFwHM/yKz2F7qvZECo/ye8xG0JJiSsPKC6u82wImhAoLS2FOSbGFWudZ0OQJCTCMZBzuvINLZVmQ9i2Zz9mf/q1Rz488hMfh87NGiMmOgqqpiHvZLbHd9LT0yHLMoqzC2EtLICprBSlhQWA3Yb4hATEmE0oKSlBQaU6GaOi0L9TOzROSqhyelAJQKPEeLRNS0JRhfUtFgti4uJQWlbmcfOOYrMh3mgAoqKQV1BQ5YwpztkQ2qYlIS3eglP57vtQ5Ty0Tj5zw1GNx4jsbLftoa6zITi3B5PJhKTExLrPhmC3Q7bZkFI+4Jvjw9kQVFV1e9qfiIiIiAIrZHtiXbt2xbfffuv22XvvvYdvv/0W7733nqsjbrFYsGHDBtfgXn5+Pv766y+MHTvWr/WTJAlLX3q6yimkNv/+FyY+NrvGct55fCp6dfI+EFnfKaQGDRwIAOjQrp3rj8+hF12EKffcgyGDBmHggAG4/NJLPdZ76P778ePPP+OdRYuwe88e2Gw2j46/02/bt+NkZiZumzzZ9VlhURFy8/KwbsMGPDp9OgCgfbt26FLFtExSDRdkbx07Fhs2bcLif/0Le/ftc/tDpFGjRrho8GAAwPBrr8U/Xn4Zqqri+Weeweq1a7H2p5+wa88e2Ox2WK1WrNuwAZdefLHrCaQ35s8HAPzx559ef3vkDTfgvqlTMXniRCxfscLrO2O8vd8vElX+I5jCV6S15eZd+3DvW/9y/b/zvZwV/x8AZoy8ttqBuXAUaW1ZFX0cZWvn6NGjmDp1KpYsWYJevXoBALp06YI9e/bg1Vdfhclk8rij3nlx2mw212q2g5rKqI+qZkPIKR9gcD6h8EGFPlXl9xhv/uNv3DHzuRp/a8GTj6BXF8dsAJXP0THR0a6biRRZASofEyrOhmAwuC5WDh48BIpiQPv2HZCXmwuDwYCLhw7F/ffeg0EXDsZ5/QdgcHl/BLLjBjCDwYAHH5qKn3/6CUuWLMKe3bths9lgtZZVmg1BBgSw/bffcCozE3dOOdOnKioqQl5eHtavW4cZM2fBYDCgU6dO6NS5s+OJkAqzISiy4wmRmJgYj4usimIAIHDLreOwaeNGfPD++9i/fx9yc3NRUloCxWBAo0aNcPHFQwEA118/HHNfehGaqmL2nDlYu2YN1v3yC3bv3g273Q6b1YoN69fjkksudTypC+DV116HVFaGnbt3uuoklw/mGwwGjLzxRtw/bRrunDQJy1eswI0jRrjVs2JbNWQ2BIvF4vEUfkCfdC6fCUAqr39dn3S22Wyufnu9ZkMo33fjLBZYKs0uEE6zIdhsNuSU56FesyGUH0dMJhOiKj3xHbDZECrloa6zIdhsNmTn5DhmKihX59kQSkuBrKxqZ0Ow2uxYvHodFn+7GpoQSLSYkVtYXGV/6pGbrnXVqVazISiKWx5qmg1BkWXMGHkd7nljCVBNHdIrTVFZ7TGivC2A2s+G8OhN1+GBd97zqIOzHo/cdC0aVfidGo8RyclueajrbAjO7SEpMRHR5ftKnY4RNhtQVuaqky9nQ2jIq1CIiIiIqOFCdnDPZDKhVatWbp8lJCTAYDC4fT527Fi8+OKLSE5ORrNmzfDCCy+gcePGGDp0qN/rKEkSzJX+eHbq37MbGqem4OTpLK8XJyUA6anJ6N+9a5Xvh6kv5132FTviUyZNwpWXX461P/2EdxYvxr+/+w4vzHYffLz3oYdgMplwyUUX4dKhQ7F+48YqB7BUVUXH9u3x3qIz05YcP3ECCeUXeiquV9XdfN26dMH2P/5A23POvIxcVVX837334qmZM7GofFDv+muuwQX9+2PPvn2ucg0VnoIRQjieKpQkjLrlFpzbsyfO69sXw668Eqv+/W8IwGNK0dNZWW5PDFbWoX17xMXF4YfVq7Fj504MuuCCKr9LRIH358EjuOO1f6LUasOgLh1w7Xm98PzyL9zu9k5PSsSMkdfikp5dg1hTIt/Yvn07bDYbunTp4vZ5t27dsHbtWjRt2hSZmZluy5z/n56e7nqqoLrZDho3blxtGfVV1WwIwJmBIACwVDGAeMG53WvRp0pB/57datWncpz+q+4DSNKZPpQpOrr8/89MP3bH5Cm4/Ior8ePaH/Hu4kX44b/fYs7z/3DNTCBJEh584H6YTDG4eOjFGDr0EmzcsKHij7v1SVRVRfsOHbDk3TM3Kxw/fvzMxdcKs0UYDQa3KUSdZXbp2hV//P4H2rbNcCv37rvuxONPPIl3lyzGvr37cM111+KCCy7A3r17XfE4BxzLfwySJEOSJNwydgx6nnsu+vU7D1cNuxr//uYbQAgYjAZXnIDjCRHZfmbaP8n5T/msEp06dEB8hT7VhRdc4NYHq3irQoNmQ1AUwGh0/FNJQGZDMBodv1Fh4LWuTzo7c1qvJ6jLp140OPPghd9nlHDmoFI71HU2BLnCflLnp8XL86DIMpQq1m3obAg15rCKPNRlO3QOjruVWwWv5ZbnoapYdx45hqkLP8DOI44nq687rzdmjLwW63bsxrPLPquxP1WrHFaRh+q270t6dsX8KeNqVYfKvLZNLbfDijm8ok8PGAyKRx0A4ImxI3BFnx6esVbBtR16yUNdtkNFlmE0Gl15q/MxQlVd55/qnrSr62wInJKTiIiIKLjC/lGGe+65ByNGjMBjjz2GUaNGQVEULFy4MOjTcCmKghlTHO8lqdzldT1NcvstPh/Yq8oV116L4pISjB01Cg/ccw9+/+MPVz2dF/zWbdiAO++4A5dcfDH27N2LzFOnPObjd+retSt27tqF38uffPtq1SrcevvtAIAL+vfHipUrAQB79+/H9vLfqmzSbbfh9TffxO49ewA4po15ef585OXlIT09Hes2bMC4m2/GFZddhuLiYuzYsQNqeX2OHT+OzVu2AAA+XbkSA84/HwWFhdi1Zw/uu/tuDLnwQqz58UcAgKaq6NenD7774QeUlJRA0zTMePxx13KnirkAgJuGD8dTs2fj6quu4nQjRCFk7/GTuO2Vt1BYUoo+GWdj/uRbcUXvHvhhzkwsum8SZo64Covum4Qf5jzGgT2KGM476XfudH8v3a5du9CqVSv07t0bW7ZscZv6bt26dWjTpg1SUlLQvn1712wHTs7ZDpxPAtZURrDUpk81/Y5xAetTXX3VVSgpKcGoMWNw5z334Y8KfSq1/B1UG9avx5T/m4KhQy/Bvr17kZmZCVX13qfq2q0bdu3c5Spn1ddf47bx4wAAAwZcgBWffgIA2LdvH37//XevZdx2+yS8seB17Nm9G4CjTzXvlbmuPtX69etx86234vLLr0BxcTF27tgBrbw+x48fx5bNmwEAn61Ygf4D+qOgoAC7d+/GPffciwsHD8baNasBON5j1qdvX3z//X9dfarHZ83Ejz/95FYf9qmIQpOqafjnf37A8GfnYueR40iyxOK1KeMwZ8IoxJljcEnPrvhhzkz866H/w0u3j8W/Hvq/gPennHUIZp+uch46tHBMS1nVlKFERERERMEQUn9dz5kzp9rld999N+6++263zxRFwdSpUzF16lR/Vq1eLhnQD/NnPoRn31iME6ezXJ+npyZjxu234JLzewesLtMffBBTH3kEBkWBwWDArEcfBeAYiPvHyy/DZDLhnv/7P9w+ZQpMJhOaNmmCLp064fCRI65plypKSUnBS88/j1lPPgm7qiLGZML8l16CJEmY+cgjeHjmTFx13XVo3qyZ25N5FZ3Xty8enT4dj86aBavNBqvViu5du+KNV18FAEyeOBFPPvssTNHRiIuLw7k9e+LIkSNon5EBi8WCfy1diieffRZpaWl47umnkRAfj1vGjMHVw4cjKioKHdu3R8sWLXD4yBEMHjQIu3bvxg2jR0MAGHD++bj26qvx2htvuOpTMRcjb7gBV1x+OZ6cPRsjrrvO9w1CRPVy5HQ2xr/8JnIKi9C5VQu8cddtMJXfzKHIMvpknI2zkhOQmpoacVNxkr517doVvXr1wvTp0/H444+jcePGWLlyJdatW4elS5eiRYsW+Oc//4kZM2bg9ttvx/bt2/Huu+/iySefBOC4276m2Q6GDx9ebRnBVHWfKgXT7xiHof37BqwuD02dioenT4OiKFAMBjw64zEAjoG4F1/4B6KjTbjz7rsxedIkREdHo2nTpujcuQuOHDmM+PgEj/JSUlLwwosv4snHZ7n6VC+/Mg+SJGHGzJl47NFHcM2wq9C0WTOc07at1zr17dcPDz/yKGY+9hisViusNiu6de2G1xcsAABMmnQHnnnqKZhM0YiLi0fPc8/FkSOH0a580PeD99/HM08/hdS0NDw7+zkkJCRg7M034/rrroUxKgodOnRAixYtceTwYVx44WDs3rUbo266EUIInN9/AK6+ahjeeudtV33YpyIKPYdPZeHhxR9i8+59AIDBXTvi6VtuRFqC+996iiyjbzvvf78FSij06SrmQVFk3PfWv7D8x/X4v6uGIoo3KRARERFRCJCEXl4cVkvOO6IrT3tVWlqK/fv3o02bNm7vhagNVVWx+Y+/kZmVjTRLLHp16gCDwfuULJFA4MzUVf6YqOPI0aMYPmoUNqxd64fSHTRNww9r1uDDjz7Cwjff9FguAJSUluLAoUM4KzYWpgj9A0/TNNjtdhgMhmqnIApnWmEh1L17oZxzDuTY2GBXx28ioS0zc/Mx5h+v4tCpLJzTJB3vT7sLSRb3NouEOGuihxgBQCsrg72oCIb27SHX8bxbk6rO9aEuLy8Pr7zyClavXo28vDxkZGTggQceQJ8+fQA4pu589tln8ddffyEtLQ0TJkxwewexqqp4+eWXsWLFCpSWlqJ3796YNWsWmjdv7vpOTWXURXV9qn379qF169aIiYmp07ReZ/pUjvcPndu5AwwBemKvMk0ANk3AKEuQ69HhEYDjPU0N6C81tA5Hjx7FTTeMwE+/rKtnDcqnYi8rg0GRvU55HpA+VXExsH8/0KaN27veAqqBdWjwsT0CcgAwD4CPzvMV6iBiYvDpzxvx7LKVKC4rgzk6Go/edA1GDOjr32kVQywPDdkebHYVgx9+CqfyCjB30s24onePmlfyUR0anAebDSgtBdq2BXw8u1G49qeIiIiIIkVkjkiEGEVR0LdbZ0DTgLIyt5ddRyLne1bC2QPTp+Ovv/92PUVYmQTH+0DCO8qa1fTehUggyzLk8ncYRbJwb8vcoiLc9sqbOHQqCy3SUrDogckeA3tA+MdZG3qIESiP02gEIngAs64SEhLw+OOP4/HHH/e6vGvXrvjoo4+qXL82sx3UVIavON+1V9f+grNPpQkBmyrC+tDtePVfGAdQS+xT1Y5eju01YR58m4OsgkLMXLwM3//qmPa35zlt8I8Jo9EiLXhTLddWKG0LRoOCGy84D69/9S2Wrv65boN7DRRKeSAiIiKi0MLBvQASQkBTVcgGQ0RfwBBw3GEoy7Jf4mzerJlfn9oDgFdeeKHa5QKOd1ZE+mOvdlVFcVERzLGxjhfNRyC7qsJaUoIoVY3oA2I4t2VhaSkmznsHu46eQKPEeCy+fzLSEz2ntgPCO87a0kOMgCPOksJCxNjtMPCiVsQRQsBut7ue9NcjAUBTNciKf/pLtdGsWbMGPbVXG+xT1Y5eju01YR58l4P/7j2Imf9chuzCIhgVBfdccxluu3Rw2ExbHmrbwo0X9MObq/6LTbv2YffRE2jbrHFAfjfU8kBEREREoSM8evYRQgDQhECkz4QqhICqqhEdpzNGRHCMACA0DUVFRRCaFuyq+I3QNJRZrREdIxC+bVlqtWLKawuxff8hJFpisfj+ydXebR6ucdaFHmIEHHEWl5RAi/A49UzTtIjuK9RICGha5PclaqKXPlVN9HJsrwnz0PAcFJaU4pGlK3Dnl/9FdmERMpo1wScz7sOkyy8Km4E9IPS2hcbJiRjSrRMA4MM1Pwfsd0MtD0REREQUOsKndx8idH0RiogogGx2Ffe99S9s3LkXsaZoLLxvEs5pGpi7pInI/9inIiLyrY079+DqJ1/Aig1bIQG4/aIL8OmM+9G+RbNgVy0ijL6wPwBg5brNKCotC3JtiIiIiEjvInkWOp8yGo2QJAmnTp1CWlpavaaQ0lQVqtUKRVXr/1LwMKCVT7VlUFXIETrVlqppyM7NhSQEjJwehcjnVE3Dw4uX4n/b/0K00YC37r4dnVu1CHa1iMgHnH2q7OxsGAwGKPU4j2pCwK4KQELQprQUArBpApos1evVec4n1ux2e72nJm1oHXxBCAFYrTAocr36fexTETVcmc2GV1Z+g8XfrYEQAs2SE/GPi/qj14DzACP/5PeVfu3PQev0NBw4eQpfbtiCkYPOD3aViIiIiEjH2NOvJUVR0Lx5cxw5cgQHDhyoVxlC06BZrZAVJaLfLyOEOPPOvQiNUwgB1W5Hi9hYKBEaI1GwCCHw5Aef4KuN22BQZLw6ZTx6Z5wd7GoRkY8oioImTZrg0KFDKCkpqVdfQQhALX/yL2iDewBUTUCRpXrVQUBUeOdePQf3GlgHnxACsNshy1I925J9KqKG+PvQUUxb9AF2HT0BABgxoC8eGXYJLMePBblmkUeWZYwadD6e+/hzLF39M24aeF7E/r1LRERERKGPg3t1YLFY0LZtW9hstnqtby8pQenOnTAlJMAQHe3j2oUOu6ahpLgYMWYzDBH6hKKqabCWlMASFRXsqviVJMswx8ZCitB2BBwxRhmNER0jED5tKYTAC59+hY/WrocsSXjhtrEY1KVDrdcPlzgbQg8xAo44Y0ymiH7SXc8sFguaNm2KmJiYej25Z1MFThZZYVSkoA0IlakCmcU2NDIbEa3UY0YHTUVxcQnM5hjIcv2eWGtoHXxBK7MChw8hKd4MY5SxzuvrpU9VE70c22vCPNQ+B6qm4Z///gGvfvEf2FQVKXEWPH3Ljbioe2eguDhAtfWfUN0Wrju/N+auXIWdR45j694DOPecNn79vVDNAxEREREFHwf36khRlHpdhAIAyDIscXFAVBRgiOzU6+ECTawOYjQoChLi44NdDb8yKAoMZjMQ4VOBhUtbvrXqeyz8z/8AAE/dfAOu6N29TuuHS5wNoYcYAUec8XFxEX++1CuDwYDU1NR6r6+oAopNgkGRYZCDM6il2jXAKsEQFQWjoX4XXaNjYoNeh4ZShQQJEkyKAmM991c99Klqopdje02Yh9rl4FDmaUxbtBTb9h4AAFzcvTOevuVGJMdZAlDDwAjVbSEh1owre/fApz9vxIerf/b74F6o5oGIiIiIgo+3fwWQpmmw2e3QNC3YVfErTdNgs9kiOk49xAjoI05N02BTVWjl07tFqnBoy/d/+BFzV64CADxy4zW44YJ+dS4jHOJsKD3ECOjnnKlXmqbBarXqun31si/XhHlwYB4cmIfqcyCEwEdr1+Gap17Etr0HEGuKxnPjRuK1/xsfUQN7QGhvC6Mu7A8A+PeW35CVX+DX3wrlPBARERFRcHFwL4Dsdjuyc3Kgqmqwq+JXqqri9OnTER2nHmIE9BGnqqooLCyEarcHuyp+FeptufKXTXj6w88AAHcNuwTjhg6qVzmhHqcv6CFGwBFndk4O7BG+b+qV3W7H8ePHdd2+etmXa8I8ODAPDsxD1Tk4lZePya8uxKz3lqO4zIo+GWfji8en4vr+fSLyvW+hvC10ad0CXVq3gM2u4tOfN/r1t0I5D0REREQUXBzcIyKioPpu63Y8smQZAOCWiy7AXcMuDXKNiIiIiAJP1TRs3LUX32//Gxt37YVa/rTWf7b8hqueeAGrf/8LUQYDHr7harz74BQ0T00Oco31a3T503vL1qxztRMRERERUSDxRTZERBQ0P/+1E/e/8x40IXB9/z545MZrIvLucyIiIqLqfLt1O55d9hlO5OS5PmuUGI9WjdKwaddeAECHFs3wj9tGI6NZk2BVk8pd0bs75nz8OY5mZePHP3bgwq4dg10lIiIiItIZPrlHRERBsXXPftz5+mLY7CouPbcbnrnlRsgyT0tERESkL99u3Y573ljiNrAHAJm5+di0ay8kAJOvuBgfP3ovB/ZChCkqCtf37wMAWLr65yDXhoiIiIj0iFdRA0wvz6NIOrhAr4cYAf3EqQeh1JZ/HzqKSfPfQYnVigs6t8eLt4+B4qP6hVKc/qKHGAH9nDP1ioP5gCxzKwf0c0yrCfPgoLc8qJqGZ5d9BlHNd5LjLLjnmssQZdDXxDuhvi2MHHQ+AGDtHztw+FSW334n1PNARERERMHBXmIARUVFoVFaGoxGY7Cr4ldGoxGN09MjOk49xAjoI06j0YikhISIjhEIrbbcfyITE155CwUlpTj3nDZ4dfI4n12sCqU4/UUPMQKOOBulpSEqKirYVSE/iIqKQosWLXTdvkajEenpjSN+X66JXo5pNWEeHPSYh82793k8sVdZVkEhNu/eF6AahYZw2BZap6ehf8cMCCHw0dp1fvmNcMgDEREREQUHB/eIiChgjmXlYPzcN5FdUIhOLZvjrbtvR0y0fi/uExERkb6dys336fcosEZf2B8A8MlPG2C12YNcGyIiIiLSEw7uBZDNZsPp7GzY7JHd6bfZ7Th16lREx6mHGAF9xGmz25FXUBDRMQKh0Zan8wsw/uU3cTw7F2c1boR/3jcJceYYn/5GKMTpb3qIEXDEeTo7GzabLdhVIT+w2Ww4duyYrtvXXr4v2yN8X66JXo5pNWEeHPSYh7TEeJ9+L1KEy7ZwYdeOaJyUiJzCIvx7y28+Lz9c8kBEREREgcfBvQASQkBVVUBU90aFCCCE40JVJMephxgBfcQpBDRNi+wYgaC3ZV5RMSbMfRMHMk+hWUoSFt8/GclxFt//kE622YiPEQDKz5ki0uPUKSEEbDabrttXlO/Les4BAP0c02rCPDjoMA+92p6FRtUM3EkAGiclolfbswJXqVAQJtuCQVFw08DzAABLV//s+x8IkzwQERERUeBxcI+IiPyqqLQMk+a/g51HjiMtIQ6LH5iMxsmJwa4WERERUdDJkoTGiQlel0nl/54x8looMv90D1U3XNAXBkXGtr0H8Peho8GuDhERERHpBP9CICIivymz2XDngkX4dd9BJMaasej+yWjVKC3Y1SIiIiIKCe/+dy22HzgMRZaRUmlWg/SkRMyfMg6X9OwapNpRbaQlxGNoD0cbfbjGD0/vERERERF5YQh2BYiIKDLZ7Cruf/s9rPt7N8zR0Xjn3onIaNYk2NUiIiIiCglb9+zHC59+CQB4bNR1uGngeVj/9y7sP3IMbZo3Rb8OGXxiL0yMvvB8fLP5V3y5YSumDh/m8/dKExERERFVxr8UAshgMCAhPh6KogS7Kn6lKAoSk5IiOk49xAjoI05FUWA2m6EYIvteh0C3paZpePTdZfj+1z8QZTDgzbtvQ9c2rfz+u3rZZiM9RsARZ0J8PAwRvm/qlcFgQFpamq7bV1EUJOlgX66JXo5pNWEeHPSUh+yCQtz/9nuwqxqu7N0DowadD0WWcV6HDAwfdD7O0/nAXrhtC70zzsY5TdJRXGbF5+s3+6zccMsDEREREQWOfv9aCAJZlmGKjoYc4X+kybKMGJMpouPUQ4yAPuKUZRnRRiNkSar5y2EskG0phMDTH36GL9ZvgUGRMX/yrejb7hy//y6gn2020mME9HPO1CtZlmE2m3XdvrIsw6SDfbkmejmm1YR5cNBLHjRNw7RFS3EiJxet09Pw1C03QCrvi+olBzUJtzxIkoRRF54PAFi6+hcIIXxSbrjlgYiIiIgChz3EAFJVFYXFxVA1LdhV8StV01BQWBjRceohRkAfcaqahpKysoiOEQhsW879bBWWrv4ZkiTh+fGjMbhbJ7//ppNettlIjxFwxFlYXAxVVYNdFfIDVVWRl5en6/bVNBWFhYXQNP3mANDPMa0mzIODXvLw9jc/4Mc/diDaaMD8ybfCYjK5luklBzUJxzxc068XzNFR2Hv8JDbt2uuTMsMxD0REREQUGBzcCyBVVVFUVAQtwi9kaaqKwoKCiI5TDzEC+ohTU1WUlpZGdIxA4Nry7W++x1vffA8AeHLsCFzVt6dff68yvWyzkR4j4IizqKhI14M/kUxVVeTm5uq6fVVVQ0FBAVRV3xds9XJMqwnz4KCHPGzYuQfzPv8GAPD4mBFo17yp23I95KA2wjEPceYYDCvv+y5d/YtPygzHPBARERFRYHBwj4iIfOLD1b/gpRVfAwCmjrgKNw08L8g1IiIiIgodp/Ly8eA770ETAtef3xvD+/cJdpXIx0YN6g8A+G7bdmTm5ge5NkREREQUyTi4R0REDfblhi14cumnAIDJV1yM2y8dEuQaEREREYUOVdPw4Dvv41ReATKaNcas0cODXSXygw4tm6HH2a1hVzV88tOGYFeHiIiIiCIYB/eIiKhBvv/1D0xf9CGEEBg7eADuu/byYFeJiIiIKKS89uV/sGHnHpijo/DKHbciJjoq2FUiPxl14fkAgI/WroOd02kSERERkZ+E1ODeggULcPPNN7t99sMPP2D48OHo0aMHhgwZgueffx6lpaWu5ZqmYf78+bjgggvQrVs3TJgwAQcPHgx01WtFlmVER0dDkkMq7T4nyTJMJlNEx6mHGAF9xCnJMgwGQ0THCPivLdf9vQv3vfUvqJqGa8/rhRkjr4UkST79jbrQyzYb6TECjjijo6MhR3iceiXLMsxms67bV5YlmEwmyHLwjpmhQC/HtJowDw6Rmocf/9iBN77+LwDgqZtvwNlN0qv8bqTmoK7COQ+XndsNSZZYnMjJxeo/dzaorHDOAxERERH5V8j0EJcsWYL58+e7fbZ582bcdddduPTSS7Fy5Uo88cQT+Oabb/Dkk0+6vrNgwQIsW7YMzzzzDD766CNIkoSJEyfCarUGOoQaGQwGJMbHw6Aowa6KXxkUBUlJSREdpx5iBPQRp0FREBcbG9ExAv5py9/2HcT/vb4IVrsdQ3t0wbO33hT0C/V62WYjPUbAEWdifDwMBkOwq0J+YDAYkJaWpuv2VRQDkpKSoCj6zQGgn2NaTZgHh0jMw4nsXExd+AGEEBg56HwM63tutd+PxBzURzjnIdpoxIgBfQEAH/68sUFlhXMeiIiIiMi/gj64d/LkSdx+++2YN28e2rRp47Zs2bJl6NevHyZNmoRWrVph4MCBuP/++/HFF1/AarXCarVi0aJFuPvuuzFo0CC0b98ec+fOxcmTJ/Hdd98FKaKqCSFg1zQIIYJdFb8SQsCuqhEdpx5iBPQRJ/fL+tlx5BgmznsbxWVW9O+YgZcn3hwSFx10s81GeIyAfvZNvRJCwG6367p9hRBQVX3nANDPMa0mzINDpOXBZldx/zvvIaewCB1bNsOjN11T4zqRloP6Cvc83DTwPEiShJ927MGBnLx6lxPueSAiIiIi/wn64N6ff/6JhIQEfPHFF+jWrZvbsgkTJmDatGke69jtdhQWFmLHjh0oKipCv379XMvi4+PRsWNHbNq0ye91ryubzYasrCzY7fZgV8Wv7HY7TmVmRnSceogR0EecdrsdBQUFER0j4Nu2PHDyFG6b+xbyikvQ4+zWeO3/xiPKGBpPnuhlm430GAFHnFlZWbDZbMGuCvmBzWbD0aNHdd2+drsdmZmnIn5frolejmk1YR4cIi0Pc1euwtY9+2GJMWHeHbci2miscZ1Iy0F9hXseWqSlYGDn9gCAZb/vqHc54Z4HIiIiIvKfoF+NHTJkCIYMGeJ1WceOHd3+32q1YvHixejUqROSk5OxefNmAECTJk3cvteoUSMcP368QfWqPK2nXP5eLiGE1wtRUVGOF6LbbDaPu+oURYGiKFBVFZqqOtZ3liFJMJaX663DbjAYIEkSbHY7UKlcWVGgyDI0TYNa+UXd5eU661RVuXZVhdA091VlGQZF8V4uAGP5H6XeylXKn9zRvOTJWW5VsbrK9RKroiiQZRmqpkGrItaG5LC6cr3FWrGdveWw2rZBzTmUZblhbVPHHFbVNjabDWqFJ2fqm8Oa2qbOOaxh+65LDm02m2O/tNsBm61WbVOXHDpV1za+yGFNxwhnW9oqHXuqirWqtjmenYtxL7+B0/kFaN+8KV6fMg5GWXYro6Hbd0OPEW5x+iiHdT1GVCzX18cIrbyOqqadOZc4qxTgY0TlWH25fbsdZ+12aJVy6Dy3aprmsa4kSa5YQ3GabiIiinzf//43Fv7nfwCA58aNRMtGqUGuEQXa6Av7Y83vf2PFn7twn9UGkznYNSIiIiKiSBL0wb3astvtmDZtGvbs2YMPPvgAAFBSUgLgzMCaU3R0NPLy6j/1haZpHoODsbGxSE1Nhd1u9zpw2KpVKwBAVlYWysrK3JalpqYiNjYWJSUlKLNakZuXB6m42FH36GikJCdDCIHTp097lNsoPR2KJKEgP9+j3Lj4eFhiY1FWVobc3Fy3ZQajEWmpjj8gT2dleVxsTU1NhdFoRGFhIUrK61Ix1vj4eNjsdmRnZbktkxUF6Y0aAQCyc3I8LtQmp6RAliTY7Xbk5OZCliTXshizGYkJCbDb7Z6xShKaNG4MAMjNzYW90gXrxMRExMTEoKSkBAX5+W7LoqOjkZycDK2KHKanp0OSJOTn58NaKYfxCQmINZth9ZJDY1QUUlNSAMCjXK1CPgsKClBavi06WSwWxMXFwWqzISc7222ZoihoVJ7DrOxsj4v+KSkpiIqKQnFREYqKityWmWNjkRAfD1VVPeokyTIap6cDAHJzcjwudicmJSHGZEJxcTEKCwrclplMJiQlJUHVNLdyNSHctjtvOUxISIDZbEZZaanHfufcvgHPHAJAWqNGMCgKCvLzUVpa6rbMEheHOIvFsc/k5Lgtc76rCfCew9TUVMiyjKKiIhRXyqFz+3Y+FYSSEkh2O6x5eZDsdlcOc3JyPAZHkpKTYYqORnFREQoLC91zGBODpMRE2L20DXDmJoS8vDzYKg02OLfv0tJS5FeRw4YeI3Jyc13/liWpXseInMIi3LNoGY5n56J1ehreuGsCrMVFOF18Jse1OUZEV7F9++IYUVZW5hYnEJxjBACkpqXBaDD4/BiRkJAAACgpLvbYbwJ9jHBqXN42vjxGCJsNUvl2mZOTg+JK56rExEQkJCSgtLQUp06dcltmNBrRtGlTAI7pvysPDAohIFU4PxEREfnSkbwCPLzsCwDArRcPxCU9uwa5RhQMF3Ruj2bJiTianYtV237H9YMHBLtKRERERBRBwmJwr7CwEPfddx82bNiA+fPnu6bvNJlMABx35Tv/GwDKysoQExNT79+TZdnjaUBZdsxgajAYPJZVlJKS4vXJPQCOC89RUUhISIDRXH7bXvnFRUmSkJrqeTen8+J0XHw84rw8DQE4Llx7rFvhoqXz4nNFhvKnTSwWC2LN7rcQSuWxGg0Gr3VySk5K8vjM+YSiwWBAUmKi68mJiuUaaig3MTHR6xMlgCOH0ZUGc52xylXk0HkBNz4+3usTJYDjAnO1Oay0zGazuS70x8XFwRIb671co7HaWJ0XtStyxmqOjfXYjp05VBSl+hwmJVWZQ7PZDFN0tPdyZdmtXJvNhuwKA2vV5TDaZEJq5amGqsmh8/eA8kEoi8V7uVFR1bZNdTmMjY2FuYocOrdDW14eSgwGxCQkwBgf7/peUhXbN+Bom4rHHLdya2ibhISEKnNoMpkQVUUOG3qMSEpMRHZOzpn9so7HiPziEjzy9gc4fDobTZITseSByUhPTPD6dJhTVccIoPrtuyHHiOjoaFe8ruNPEI4RAFzvIPT1McJ5c0GM2eyx3wT6GFGZL48RtuJi5JcP+CUlJbkGNSvX12QyeZyXKw7cpZcPaFaUX+kmESIiIl+x2u24b9UPyC8pRbc2LfHQ8KuCXSUKEkWWMfL83njpq++w9KcNHNwjIiIiIp8K+cG9zMxMTJw4EUeOHME777zj9n4958W8zMxMtGzZ0m2d9u3bN+h3Kz8N6CRJUpXLALgNZlWmKApkRYHRaPT4XsUpxLyWa6i6qWRZdg0+1rVOBkUByi+Q+qpcVVUhl8fj7TsNiVWRZdeAUKDKBbzH6rx47I8cNrhcH+ZQkWVXrP5qm6Dm0GhEmaLAaDC4lVXtvhyE7bChxwij0Qil/N+Vy6kph8V2O+58Ywl2HDmGlDgLFt8/GU2Sk1xlV1mneraNL3Lo6+NsfY4RTr7evp1TdTrjrFe5IXac9Vqu0XjmOFvD9l3debm6ZURERL72j8//jd9PnkaiOQav3HEroqo5h1HkG97vXMz/5nv8fugofj9wGF1atwh2lYiIiIgoQlR95S8E5OXl4dZbb0V2djaWLl3qNrAHAO3bt4fFYsGGDRtcn+Xn5+Ovv/5Cr169Al3dGhmNRjRKS6v2ImUkMBgMaNy4cUTHqYcYAX3EaTAYkJiQENExAvVvS6vNjrsXLMG2vQcQb47Bogcmo03jRn6qZcPpZZuN9BgBR5yN0tKqHUyk8GU0GtGyZUtdt69e9uWaMA8OzINDuOfhm82/4r216wEA/xg7Ak1TPGcxqEm458BXIiUPKXEWXNa2DQDgw9U/13n9SMkDEREREfleSA/uPffcczh8+DBeeOEFJCcn49SpU65/VFVFVFQUxo4dixdffBHff/89duzYgfvvvx+NGzfG0KFDg119D5IkQYL7dGGRSJIk1z+RSg8xAvqIk/tl1eyqigf/+R5++msnzNFReOeeiWjfvKkfa9lwutlmIzxGQD/7pl7pZTuuDnPgwDw4MA8O4ZyH/ScyMePdjwAAd/TuhkGd2tWrnHDOgS9FUh5Gde0AAPhq41bkFRXX8G13kZQHIiIiIvKtkL39S9M0rFq1CjabDbfeeqvH8u+//x7NmzfHPffcA7vdjsceewylpaXo3bs3Fi5cGJLTcNlsNhTm5sKSmhrRd6rb7Hbk5+cjPj6+2inawpkeYgT0EafNbkdpYSFMdjsid6+se1tqmobH3v0Y3279HUaDggV3TkD3s1v7v6INpJdtNtJjBBxxFubmwmKzwRiC53RqGJvNhuzsbCQnJ0d0n6g6drsd+fl5iI+P/KfHq6OXY1pNmAeHcM1DqdWKe996F0WlZeh9dmvcc17PepcVrjnwtUjKQ88mjdCuaWPsPHYCn/2yCeOGDqr1upGUByIiIiLyrZDqHc6ZM8f137IsY/v27TWuoygKpk6diqlTp/qzaj4hhIDVZgOECHZV/EsIWMvKIjtOPcQI6CNOIWBX1ciOEahTWwohMPujlfhs3SYosoxX7rgV53XICEAlfUAn22zExwg44rTZICI9Tp0SQqC0tFTX7SuEQFmZVdc5AKCfY1pNmAeHMM3DM8s+w84jx5ESZ8FLt94IQ3ZW/QsL0xz4XATlQZIkjB7QB49//AU+XP0LbrnogmrfjewmgvJARERERL4V0tNyEhFR4M3/4t9474efAADPjR+Ji7t3DnKNiIiIiELTyl82YfmPGyBJEl6aOBbpCfHBrhKFoGG9uiHWFI0DmaewfseeYFeHiIiIiCIAB/eIiMhl0berseCr7wAAs0YPxzX9egW5RkREREShaffRE3jig08BAHcNuyR8ZjqggIuNjsa15zn61UtX/xzk2hARERFRJODgHhERAQA+XrsOzy//AgDwwHVXYMzg/kGuEREREVFoKiotw71vvYsSqxX9O2ZgypVDg10lCnGjBjn61j/89idOZOcGtzJEREREFPY4uBdAiqIgPi4OsqIEuyp+JSsKEhISIjpOPcQI6CNOWVEQExMT0TECNbfl1xu3Ydb7nwAAJl42BHdccXEgq+czetlmIz1GwBFnfFwclAiPU68URUFKSoqu21dRZCQkJEBR9N0d18sxrSbMg0O45EEIgcffX469x0+iUWI8XrhtDJTavkOtBuGSA3+LxDy0bdYYvTPOgqpp+PjH9bVaJxLzQERERES+oe+rCQGmKApiTCaf/eEXqhRZhtlsjug49RAjoI84FVmGKSoqomMEqm/L1dv/wrRFH0AIgVEXno8Hr78yCDX0Db1ss5EeI+CIM8Zk0vXgTyRTFAUWi0XX7SvLCsxmM2RZvzkA9HNMqwnz4BAueVj+43p8uWErFFnG3Im3ICU+zmdlh0sO/C1S8zD6QsfTex//uB42u1rj9yM1D0RERETUcOwhBpCqqigpLYWqacGuil+pmobi4uKIjlMPMQL6iFPVNJRarREdI1B1W27cuQf3vLkEdlXDVX16Ytao6yFJUpBq2XB62WYjPUbAEWdJaSlUteYLXxR+VFVFYWGhrttX01QUFxdD0/SbA0A/x7SaMA8O4ZCHvw8dxdMffgYAuP+6K9Ar4yyflh8OOQiESM3DxT26IDU+Dqfy8vH9b3/U+P1IzQMRERERNRwH9wJIVVXkFxRAi/ALWZqqIi8vL6Lj1EOMgD7i1FQVJSUlER0j4L0tt+8/hDteXYgymx1DunXCnPGjIIf5XcF62WYjPUbAEWd+QYGuB38imaqqyMrK0nX7qqqGvLw8qKq+L9jq5ZhWE+bBIdTzUFBcgnvfehdWux2Du3bEbZdc6PPfCPUcBEqk5iHKYMCIAX0BAEv/93ON34/UPBARERFRw4X3VVwiIqqX3UdPYOK8t1FcVoZ+7dvilTtugdGg76nhiIiIiKoihMCMf32Mg5mn0TQ5CXMmhP9NURQcNw08D7IkYcPOPdh7/GSwq0NEREREYYp/jRAR6czhU1kYP/dN5BYVo1ubllhw5wREG43BrhYRERFRyHr/h5/wny2/wagoeOWOW5AYGxvsKlGYapqShMHdOgEAPlzzS5BrQ0REREThioN7REQ6cjI3D7e+9AZO5eUjo1kTvH3vRMT+P3t3HiZFde+P/11b79PL7Iiyi0IUDULEFfdc5fpLEL9JjLggIGhcotclShI1iUlu9Iq7qCCgJgENxhgTb9TkZlGJiqjEgCCIqMg6e09PT9f2+6O6m+ltepbu6Zmu9+t5fISu7tPn8zmnThd1quq4nKWuFhEREdGgtWH7Dvz3sy8AAG76f+fiqDEjS1wjGuq+fcoJAIDfvvE2Ip2dJa4NEREREQ1FnNwbQIIgwKEogCCUuirFJQhwOJ3lHacdYgTsEacgQJak8o4RAAQB7aqG+fcvxc6GRoysrcYT1y0ov6vObdJnyz5GwIpTUSCUe5w2JQgCXC6XrdtXEAQ4nQ5b5wCAfca0fJgHyyDMQ3N7O7776JNQdR1fnTwJF512UnG/cBDmoCTKPA/HTzgUI2qqEO6I4sU31+d+Y5nngYiIiIj6jpN7A0hRFISCQSiyXOqqFJUiy6iqrCzrOO0QI2CPOBVZRoXPV9YxAkA0puKmlc/i4917UR8KYvn1C1ET8Je6WgVnlz5b7jECVpyhYBAKHxlblhRFQV1dna3bV5ZlVFZWQS7zfTkfu4xp+TAPlsGWB8Mw8L0nfo2dDU0YUVOFOy/5ZtEn5AdbDkql3PMgiiIuiN+996u/vgHTNLO+r9zzQERERER9x8m9AWSaJsz4/8uZaZrJ/8qVHWIE7BGnHfbLjs4YFj64DP/+9HNUVvjwxHULMLyqstTVKgrb9NkyjxGwx77ZF88//zzOOeccHHnkkZgxYwZeeuml5LZNmzZh9uzZOProo3HKKadg2bJlKZ81DAP3338/TjrpJBx11FG47LLLsGPHjpT35CujUOzSj7vDHFiYBwvzYBlseVj28l/xfxs2wiHLuH/hpajwuIv+nYMtB6VihzzMPH4qnIqMTZ/txPsf78j6HjvkgYiIiIj6hpN7A0hVVezdtw+appW6KkWlaRp2795d1nHaIUbAHnFqmobmlpayjTGmabh6yQqs++hjeF1OPHrVZRg7rK7U1Soau/TZco8RsOLcu28fVFUtdVUGjd/97ne49dZb8c1vfhMvvvgizjnnHFx//fV499130dTUhDlz5mDUqFFYs2YNrr76atx3331Ys2ZN8vMPP/wwVq1ahZ/85CdYvXo1BEHA/PnzEYvFAKBHZRSKqqr49NNPbd2+dtmX82EeLMyDpdR50A0Db27eihffXI8nX/077nnuDwCAH1wwExNGDB+QOpQ6B4OFHfIQ8nlxzpQvA7Du3svGDnkgIiIior7hsx2IiMqUbhi4cekv8Y8PPoTboeDnF56HCYcMzIkpIios0zRx33334ZJLLsEll1wCAPjOd76D9evX46233sJbb70Fh8OB22+/HbIsY+zYsdixYwcef/xxzJo1C7FYDE888QRuvPFGTJ8+HQCwePFinHTSSXjllVcwY8YMPPPMM92WQURUzl5evwF3rvotdje1pLw+ZfwY/L+TppWoVlTuvn3q8fjt2rfx0rr38L1v/H+orPCVukpERERENERwco+IqAyZpokfPPkM/ved96HIEu69/GIcVluej+IksoOPP/4YO3fuxLnnnpvyeuKxmfPnz8fUqVNT1m+bNm0aHn30UTQ0NGDnzp1ob2/HtGkHTlD7/X5MnDgRb7/9NmbMmIF169Z1W0ZVVVWf6p64MzBBFK0HR5immbENABwOBwDr7r70x5BJkgRJkqAbOjRNg2AIMEVr/StBECDLMkzTzHqHgyzLEAQBmqZlKVeEKEowDAO6rqdsS5SbqFOCqhkwdA2maa0bqOsaDCO1XFEUIEly1nK71jHbHYySJEEUxW7LNU0Thq5B1QRI5oEHciTWMsweq1WuYejQdSNrrL3Joa6qkHQdhmGVpRsGjLRYIQjJ9aLSY+3azpquwzRS6yRKEiRRzJrDrrGqug6oqvVfWqzZyhVEEbKUvc1TytU0IEcOU2JVVUDXIeg6ZCBvDtPL7ZqH7nKYs1zThIB4DtNy3G0Ou2mbrrH2KIfxHCTaIZnD7vp3WqyqqsKI5yFXrN21jWgYkBDPYfr3dpPDV979ANc//hSyPfhw3ZaP8ad3NuA/phzVsxym5SG53/SwH6qqCt0woGlaj3KYtdyu/TDLZ3vdv3uQQyCtf6flIdEPezpGJPKg5slht/1bVaEk/9jP/t3XHKblIVFuIoeHDx+GiSOGY+OnO/HsP/6Jy88+PWWM6JqHnuQwo21UFdC0A2OEpiXH6671leKxprerIAjJWNN/s03TLPoalERERESUGyf3iIjKjGma+PkzL2DN629BFATcM/8inDBxPPbv31/qqhFRH33yyScAgEgkgrlz52Ljxo04+OCDccUVV+C0007D7t27MX78+JTP1NbWAgC++OIL7N69GwAwbNiwjPfs2rULAPKW0ZfJPcMwkuUneL1e+P1+mKaJffv2JSf7EkaOHAkAaGhoQGdnZ8q26upqeL1edEQiaGxshiwAUvy8otPpQGVlFUzTzDre1dXVQhAktLa2ZpTr91fA6/Whs7MTzc3NKdsURUF1dXW8TvuT53BjBtCmAppXARQJ4XAYkUhH1lg1TUVDQ2POPDU1NWZMtFVVVcLhcKK9PYL29vaUbR6PG4FAEJqmoa2tDUoUcMTTKAhAfb3Vzs3NzRkntIPBINxuNzo6OtDa2payzel0orKyEqZp5MhhHQRBQGtrCzo7rZO8RkyFu60Nfo8Cp9uFWLYcOhyojvef9HKNLifF29raEO1IzaHP50NFRQViqoqmxtQcSpKU7KPhcBjRxkYgEumSwyo4HA5E2tszc+j1IuD3Q9f1jDoJooj6OusR1s1NTRknu4OhENwuFyKRCMJt8RxGo3CFw0A4jFBFBXQjew7r6+sBAK2trYh16YeGaSZP1ndGo2hpSb17zOF0oqrSukgnW7k1Ph9kAG3hMKLhcMo2X0UFKnw+dMZiaG5qStkmyzJqamoAAA2NjRkTHNXV1RBFEe3t7Yik5fBA/9bQ0NCQzEG0sRFCNJrMYVNTU8bkSKiyEi6nE5H2doS71NeIT2YA1kRltlgT41hLSwvUtMmGoMMBN4BoNIrWttT+nchh+hihGwZ+uvq3WSf2En66+nmcOfnIrP1bVhTUxMeI/Q0NQEdHMg+IRFBdXQ1FURAOh9HRpX92zaGqaWhsaEjmIDEWud3WGn+NTU0ZkzmVVVVw5ujfbkFAENZEzv7W1tRgBAHD4v2wubk5Y/Kv6xjRlvbZxBhh5BxnE2NEK2ItLSl58AcC8Ho8PR4jEnloam6G4nBAkeXejxGqitr4n7P17wEZIxobU/LgcrkQCoVSxogZXz4CGz/diV//9XXM++qpkCQpOUZ0zUMoGITH4+ndGKFpEFUVVfEJ36amJkTS+mEwGEQgEEA0GsW+fftS20ZRcNBBBwEA9uzZkzIxqOt6ygVBRERERDSweCRGRFRmHvr9y1jx6t8AAD+99Fs4a/IkW69rRVQOEie/b775Zlx11VW44YYb8Kc//QlXXnklli9fjmg0mrzjLcHpdAIAOjs70RE/GZrtPYkThPnK6AtRFDMmFMX4HRaCIKC6ujrjOxOqqqqy3nUGAG6PB5WVIhRRgNzlzr3E/xOTcV0JgjX7lZhYTC3X2uZ0OjM+2/WuhKqqA9uimgE1okKWrMNpn88Hj8ebFqv1WVlWMsrVNC15gjsUyryzOhGr1+tJnuDPLFdGRUUFKr0KXFLmUtrBYDB3Dt1uOBzOrLEKgpgjh9Z2vz9w4C6zaCeklmY4XS4A1gnmjM92yWH6NlVVk3moqKiAz5uWw3h9HUpmDrvy+XzwVVYCHk9GrB6vNyOHQnxSWZKkbssNhkJZ78oBAI/HA1d8H0EkArS1QfBZj9STxOw5TPD7/Rl37iXy4HS5UK0oqR/oJocAIMUnuSp8PvjibZGQyKHT4ei2bRITAynlJvuhF54cOZRl2So3noP0dgiFQjnL9Xi9cHWpr6qqaIrnQc7TNoFAIPPOvfhY5XK54AgEssaaPka8tWUb9rWmToim29PcgnUffYyph47pvn9XVWXkITH54fP54O2SF+BADpVEDmHloLGpCcFgMPm+yjw5zOjf0SjQ0HCgbXIIBoM5+7fb7YYzfXyOxyrmHGcTY4QfkKSUPCT35R6OEYk8hIJByPHP9nqMiLcF0H3/LuoYUVmZkodkuV3GiG+ceiKWvPw37GpqwWv/3ozpkyYmx4iueUiMs70aI1QV6OxM1ikUCln7Tpb6ulyujN/srr+BdXWp63anTzASERER0cDi5N4AUhQFVVVVkMr86jZZllFTWwtJzDzJVC7sECNgjzgTJ0bLZb9c8erf8MDv/wQA+P63ZmLm8VMB2KMtAXvEaYcYASvOqqoqSOknr2wq8UisuXPnYubMmQCACRMmYOPGjVi+fDlcLlfG47ISE3Iejyd58jwWi6WcSO/s7Eye0MxXRl9lm7wzTRMHH3wwJEnK+UgvpZu2l0QJsixDkcTk5F5C10eIZdPdXQaiKGbcSZirTrpgQJQOPJJMkmTEz4/2qFxZllFbWwNRzJ2DfOUKggBRkqHIChQ5s97dxypBFLMX3JsciroBIf4IOsA6Yd3d+JRerizLcDidkETRykOOYPO2jSQBimL9l15fSep7ud3kMCVWRbG+I/49+XKYXm56HnLlMGe58Yt45EQesuhN/07XoxwmcpDWDt3vy6n9JT0PvckhgGQeJFHM+fuRXm5TOJL1fen2Nbf2LIc58tDTfijLMurjOUgpN4es5cbz0KccxnW3L/eo3Bx56OkY0TUPiTGy1/tyD/thUceIHHnomkNFUXDeCV/Bylf/jl//fS2mT5qYLDdbHnrdNrqenPzL9xuY64IbIPP3nI/kJCIiIiqt8j4zOMgIggC5y0F5uRIEAXI3J+vKgR1iBOwRZzntl7957U38bPXvAADXfu1sXHT6ScltdmhLwB5x2iFGoLz2zUJIPMov/bGZ48aNw+eff476+nrs3bs3ZVvi73V1dckr8bO9J1F2vjIKKbG2m53bVxCsdfPsnAPAPmNaPsyDpRR5qAn6C/q+/mJfsNgtD9+afjwA4K8bNuLz/QceL2q3PBARERFRz3FybwBpmobm1lZoWRbkLiearqOpqams47RDjIA94tR0HW3t7UM+xpfWvYcfPPkMAOCys07BFTPOSNluh7YE7BGnHWIErDibW1sz1rGxq4kTJ8Lr9eL9999PeX3Lli0YMWIEpk6dinfeeSdlXau1a9di9OjRqKqqwuGHHw6fz4c333wzub21tRUbN27ElClTACBvGYWkaRr27dtn6/bVdS2+Fpl9cwDYZ0zLh3mwlCIPUw4dg/pQIOd2AUB9KIgph44ZkPqwL1jslocx9bU4bsKhME0Tz/x9bfJ1u+WBiIiIiHquT8+h27FjB9auXYvPP/8cbW1tCIVCGD58OE488cSMZ7TTAYZhoLOzE960hbzLjWkYiEaj8Pl8OR9vMtTZIUbAHnGahgFN02AO4f3y7x9swo1LfwnDNPGNk6bhpvPPzbi61w5tCdgjTjvECFhxdnZ2wjOE981CHi+5XC7MmzcPDz30EOrq6jBp0iT84Q9/wOuvv44VK1Zg3LhxWLp0KRYtWoR58+Zhw4YNWLlyJe644w4A1qO0Zs+ejbvvvhuVlZUYPnw47rrrLtTX1+PMM88EAMyaNavbMgrJMAxEIpGMdX/sxDDM5L5cxrtyXnYZ0/JhHiylyIMkilj0rZm4+pEVGdsSR1OLvvX1AXscNvuCxY55+PYpJ2Dtpo/wm9fexFXnfhUORbZlHoiIiIioZ3o1uffqq6/isccew7/+9S+Ypgm/3w+3243W1lZ0dHRAEARMmjQJCxYswGmnnVasOhMRUdy6LR/j6kdWQNV1nDP1aNw++3w+toeoxIp1vHTllVfC7XZj8eLF2LNnD8aOHYsHHngAxx57LABg6dKluPPOOzFz5kzU1NTgpptuSq7PBwDXXHMNNE3D97//fUSjUUydOhXLli1LrqFTVVWVtwwionJ01uRJmDx2NNZv257yel0oiEXf+jrOmjypRDUjOzntqC+hNujH3uZWvLx+A/7z2MmlrhIRERERDWI9mtzbuXMnbrnlFmzevBlf/epXcd111+HII4+0rh6La2lpwbp16/D3v/8dN954I8aPH49f/OIXOOSQQ4pWeSIiO/v3js+x4MGliMZUnHLkRPzisgsH7KpyIso0EMdLc+bMwZw5c7JumzRpElavXp3zs5Ik4cYbb8SNN96Y8z35yiAiKkeGYWD7HmuN0UXf+joqfT7UBP2YcugYHlvRgJElCd886Tg88Ps/4Vd/fZ2Te0RERETUrR5N7l144YW49NJLsXTp0uTV3ekCgQBOP/10nH766bj55pvxy1/+ErNnz8bf/va3glaYiIiAbbv2YO69jyLcEcVXxo/FfQsvhiLzUT1EpcTjJSKioenDz79AU7gdHqcTF0w/gcdUVDL/7+RpePgPr+Cdrdux+fMvMKauptRVIiIiIqJBqkeTe8899xwqKyt7XKjH48H8+fMxa9asPlesHEmSBK/XC7HMn5UvShJ8FRVlHacdYgTsEacoSXC5XEMqxs/2NeDSex5BU7gdR446BI9cNReuHBMJCXZoS8AecdohRsCK0+v1QhpCcfJ4qeckSUIwGBxS7VtokiSioqICkmTvu4LsMqblwzxYSpWH1zduAQAce9jYkk/ssS9Y7JqHumAAZxx9BP60fgN+/bc38IMLzrNlHoiIiIgovx6dTdi4cSM6Ozt7XXhvTnDZgSRJ8Hk8Zf9oF0kUUeHzlXWcdogRsEeckijC7XQOmRj3NrdizuIl2NvcikMPqsfj114On9uV93N2aEvAHnHaIUbAitPn8QypyR8eL/WcJEkIBAJDqn0LTRQl+Hw+iKJ9cwDYZ0zLh3mwlCoPb8Qn946fOH5Avzcb9gWLnfNwwSknAAB+t/YddMRits0DEREREXWvR3fuzZs3D06nE8cccwxOPPFEHH/88Tj88MOLXbeyYxgGYp2dcDgcPZtVHaIMw0BnLAanwwGxTP8RYocYAXvEaRgGVFWFYpqDfr9sCrfjssVL8Nm+BhxSU4Vl1y1AyOft0Wft0JaAPeK0Q4xAl99Mwxj0+2YCj5d6zjAMRKNR687pMu7H3TEMA7FYzDoutGkOAPuMafkwD5ZS5CEai2HdRx8DAE6YeNiAfGd32Bcsds7DtMPHYXR9Lbbv3ov7nn8JEw4+CAdVhTD1sHGc5CMiIiKipB4dGT7yyCOYPXs22tvbcc8992DmzJk48cQTcdNNN+GFF17A/v37i13PsqBpGlpaW6HreqmrUlS6rqO5qams47RDjIA94tR1HZFIBLqmlboq3QpHo5h/32P46IvdqA36sfy6hagLBnr8eTu0JWCPOO0QI2DF2dLaCm2Q75td8Xip5zRNw759+4ZU+xaarutossG+nI9dxrR8mAdLKfLwztbtiGka6oIBjKmvHbDvzYV9wWLnPAiCgMljRwEAnvzzP3DLytW45J4lOO17P8bL6zeUtnJERERENGj06M69U089FaeeeioAIBqNYv369Vi3bh3efvtt/OAHP0AsFsP48eNxwgknJK9U74uHH34Ya9euxVNPPZV8bdOmTbjzzjvxwQcfIBgM4qKLLsLcuXOT2w3DwIMPPohnn30Wra2tOOaYY3Dbbbdh5MiRfaoDEdFgE43FcMUDy/CvTz5D0OfF8usW4pCaqlJXi4jSDNTxEhERFU7ikZwnTBwPQRBKXBsi4OX1G7Dm9bcyXt/T1IJrHlmB+6+4FGdNnlSCmhERERHRYNKjyb2uXC4Xjj/++OQJKVVV8fbbb+OZZ57Bk08+ieXLl2PTpk29rsiKFStw//33Y+rUqcnXmpqaMGfOHJxxxhm444478N577+GOO+5AMBjErFmzAFgTgqtWrcLPfvYz1NXV4a677sL8+fPx4osvwuFw9LoeRESDiarpuHbJk3hryzZ4XU4s++7lGHdQfamrRUR5FOt4iYiICuuNTdbk3nETSr/eHpFuGLhz1W+zbjMBCADuXPU8Tj/6CD6ik4iIiMjmej25BwCxWAzr1q3DG2+8gTfffBObNm2CYRj40pe+hBNPPLFXZe3ZsweLFi3CO++8g9GjR6dse+aZZ+BwOHD77bdDlmWMHTsWO3bswOOPP45Zs2YhFovhiSeewI033ojp06cDABYvXoyTTjoJr7zyCmbMmNGX8IiIBgXdMHDzE7/CX/+1EU5FxqNXz8MRIw8pdbWIqIcKebxERESF19gWxsZPdwIAjp/IyT0qvXUffYzdTS05t5sAdjc1Y91HH+PYw8YNXMWIiIiIaNDp8eTeJ598gn/84x947bXX8NZbb6GjowP19fU44YQTMGfOHJxwwgkIBHq+/lPCv//9bwQCAbzwwgt46KGHsHPnzuS2devWYerUqZDlA9WcNm0aHn30UTQ0NGDnzp1ob2/HtGnTktv9fj8mTpyIt99+e9BN7gmCAEmSgHJ/3IsgWG1WznHaIUbAHnEKAkRRHHQxmqaJ25/+Df7w9rtQJAkPXDEHU8eP7XuBdmhLwB5x2iFGAIj/Zg61R6QV63ip3AiCAEVRhlz7FpIQ35ftnAMA9hnT8mEeLAOch7WbPgIAHHbwMFT7KwbkO/NiX7DYNA/7mlsL+j4iIiIiKl89mtw744wzsHPnTrhcLkyZMgXXXnstTjrpJIwd248TzXGnnXYaTjvttKzbdu/ejfHjU6+grK21Fjn/4osvsHv3bgDAsGHDMt6za9euftUrFoul/F0URciyDNM0oapqxvsTjwBVVRWmaaZskyQJkiRBFEUE/H6gaxmCACVerqZpGeUmTvqomgaklStKEiRRhGEYmQuNx8tN1ClXuZquwzSM1I+KImRJyl4uAEVRcpYrSRIUWUaoshKmYaS8J1FurliT5WaJNZE/3TBg5Ii1PznsrtxcsVZXV+fMYbdtg/w5FEWxf23Tyxx21zbBYBCyJOUstyc5zNc2vc5hnrbpVQ5NEx6PJ7lf9qRteptDoPu2Sc+haZr4n9/+Ec/8458QBQF3zbsQJx9xeLf7cr4xAqaJYDB4YPwp4RiRr236M0aIopgaJ1CyMaLP/Rv5c1hTUwNN1zO2l2KM6BprQccI00RVZSUERYGmaVY/TquvFI81/bOJiSMg8/e8mIp5vFRuFEXBQQcdVOpqlJQsy6ipqSl1NUpOYR4AMA8JA52H1zduBgCcMPGwAfvOfNgXLHbNQ03QX9D3EREREVH56tHk3ueff45QKIQLL7wQ06dPx5FHHlnsegEAotFoxrp5TqcTANDZ2YmOjg4AyPqelpbcj7LIxzCMjMlBr9eL6upqaJqWdeJw5MiRAICGhgZ0dnambKuurobX60UkEkGkqQmGogDxE8IOpxNVlZUwTRP79+/PKLe2rg6SIKCttTWj3Aq/Hz6vF52dnWhubk7ZJisKaqqrAQD7GxoyTrZWV1dDURSEw2F0RCIZsfr9fqiahsaGhpRtoiShLj7B2tjUlHGitrKqCk6HA5H2drS3t6dsc3s8CAYC0DQtM1ZBwLB6ax2x5uZmaGknrIPBINxuNzo6OtDWmnqVotPpRGVlJYwcOayrq4MgCGhtbUUsLYf+QABejwexLDlUHA5UV1UBQNZyq2tqoMgy2traEI33xQSfz4eKigrEVBVNjY0p2yRJSk5SNzQ2Zpz0r6qqgiNHDj1eLwJ+P3Rdz6iTIIqor6sDADQ3NWVO0oVCcLtciEQiCLe1pWxzuVwIhULQDSNrrPXxtsmWw0AgAI/Hg85oNGO/S/RvIHsOa2prIUsS2lpbEY1GU7b5KipQ4fOhMxZDc1NTyrauJ0Sz5bC6uhqiKKK9vR2RtBwm+remaWhoaACiUbjCYUQbGyFEo8kcNjU1ZUyOhCor4XI6EWlvRzgcTtnmcrsRCgahZWkb4MBFCC0tLVDTJhsS/TsajaK1pQVP/W0tVvz5NQDA92bNwNlTjoaRo204RqTmkGNEGY0RmoYavx8yrP0xktYPg8EgAoEAotEo9u3bl7Kt68TRnj17MiYGTdMsyt1SpTpeIiKi3jNNM7ne3vFcb48GiSmHjkF9KIA9TS0ws2wXANSFgphy6JiBrhoRERERDTI9mtx78MEH8Y9//AO//e1v8dBDDyEQCOCEE07AiSeeiBNOOCF5ErLQXC5XxhX3iZPXHo8HLpcLgHVVfuLPife43e4+f68oihl3A4rxxaplWc7Y1lVVVVXWO/cSnzVNEwG/H4rHY22Mn1wUBAHV8RPtKd8b317h96Miy90QgHXiOuOzXU5aJk4+d5V41KnP54M3UZfER+OxKrKctU4JlaFQxmuSJEFVVbS3tyMQCCTvnOharpyn3MRdN+nlAoDb7YYzbTI3EauYI4eJE7j++F2TXSVy6MiXw7Rtqqpi//79qK6qQkVFBXxeb/ZyFaXbWBMntbtKxOrxejP6cSKHkiR1n8NQKGcOPR4PXPFJ8oxyRTGlXFVV0dzcDFVV4XA4us2h0+VCdZf2tgrOncPE9wHxSSifL3u5Dke3bdNdDr1eLzw5cpjoh2pLC6JffGHtl/4DV8CGcvRvwGqbrmNOSrl52iYQCOTMocvlwrOvvYVl8Ym9m2b9J759+snxkPs3RgQCATQ3NyMYDFr7ZQnHCKD7/t2fMSIxzibjBEoyRgBI3vFa6DHCME3s3rMnOaGZUqUBHiPSFXKMUCMRNDY0IBiLIRQKZTzKUuqy36T/LneduKuLT2h21dpanEdZlep4aSiKxWLYs2cP6urqMi7SsgtVVdHY2IDKyqqU4yW7UVUVDY2NqKqsZB6YhwHNwyd79mFXYzMUWRpUEyXsCxa75kESRSz61kxc88gKCEDKBF/i6GbRt76e/HcUEREREdlXjx/LecYZZwAAPv74Y7z22mt47bXX8KMf/QjRaBSHHnooTjzxRJx00kk45phjCnaSpr6+Hnv37k15LfH3urq65F0He/fuxYgRI1Lec/jhh/fru3PFIAhCt/F19w+PxNpBiqJkvK/rI8SylivnbqrEo+j6UidZkoD4CdJClZu42ylbnED/YpVEMec/ZIpVLpAj1vgJ7GLksN/lFjCHgiAkT5QXq21KmkNFQWf80YBdy+p2Xy5SP3zhn+/gZ8++AAC46tyzMPc/DjyyuL9jRGJtq2z75WBrm/7uy8UYZ/s0RsQVOoeqqsI0DEjxdu1TuYNsnM1arqIkT2jJefp3d7/LAzlxVKrjpaEq/Y5KOzKMbPdl2E/6Hcp2xTxYBioPibv2Jo8dDbdzcI3H7AsWu+bhrMmTcP8Vl+LOVb/F7qYDTz2oCwWx6Ftfx1mTJ5WwdkREREQ0WPRocq+rMWPGYMyYMbj44osRi8Wwbt06vP7663j77bfx5JNPQlEUvPvuuwWp3NSpU7Fq1Sroup68Qn/t2rUYPXo0qhJ3TPl8ePPNN5OTe62trdi4cSNmz55dkDoQEQ2El9dvwK0rVgEALjnjZFx17ldLXCMi6o+BPF4iIqLee32jNbl3wkQ+kpMGn7MmT8LpRx+Bf27agu2ff4HRBx+EaRPG8449IiIiIkrq85GhaZrYtm0btm/fjn379qGtrQ26rmd9lF1fzZo1C+FwGIsWLcLWrVvx3HPPYeXKlViwYAEA62r82bNn4+6778af//xnfPjhh7juuutQX1+PM888s2D1ICIqptc3bsb1jz8FwzRx3glfwff+3/9XlPXAiGjgDcTxEhER9Y6m63hz81YAwPETDytxbYiyk0QRXxk/FqdPmoCvjB/LiT0iIiIiStHjO/fa29vx/vvvY/369Vi/fj3ef/99RCIR+P1+HHvssbjoootw/PHHY9SoUQWrXFVVFZYuXYo777wTM2fORE1NDW666SbMnDkz+Z5rrrkGmqbh+9//PqLRKKZOnYply5bZ/lFXRDQ0vLN1O77z0HKomo6vHnMUfnLxN7p9nCIRDW6lOF4iIqLe2bD9U4Q7ogh6PZg4Ynipq0NERERERNRrPZrcmzlzJrZs2QLDMOBwODB58mQsWLAAxx13HI444oiC3WHy85//POO1SZMmYfXq1Tk/I0kSbrzxRtx4440FqUMxybKMylAo+YjRciVJEqqrq8s6TjvECNgjTkmS4PP5IHWzplexbPz0cyy4/3F0xGI46YjDcfe8C4t2Ra4d2hKwR5x2iBGw4qwMhUqyb/bVQB0vlQNZljFs2LBu11Msd3bZl/NhHizMg2Wg8vBG/JGc0w4/dNDdDcW+YGEeLMwDEREREeXSozMqoihi7ty5OO6443DMMcfwrrg+EkURoiwDg+wfkIUmimLZ33lkhxgBe8QpiiJESQIG+KT7x7v3Yu69j6GtI4pjxo3GAwsvhaOIJ7nt0JaAPeK0Q4zA0PzN5PFSz4miaPv82GVfzod5sDAPloHKw+ubBu96e+wLFubBwjwQERERUS49OpO8Zs2aYtfDFjRNQ6StDR5Fgawopa5O0Wi6jvb2dni9XshleoWhHWIE7BGnpuvojETg1PWeP6e4n3Y2NGLOPUvQ2BbGl0YcjEevnge3s7gnue3QloA94rRDjIAVZ6StDR5NgzxEJoF4vNRzmqahtbUVfr/ftnfv6bqW3JclyZ45AOwzpuXDPFgGIg/hjije/3gHgMG53h77goV5sDAPRERERJRLj84k3HLLLT0uUBAE/PSnP+1zhcqZYRjoiEbhNoxSV6WoTMNApL0dHrcbKNN/gNghRsAecZqGgZiqwjFA++W+llbMuWcJdjc1Y0x9LZZ+93JUeNxF/147tCVgjzjtECNgxdkRjcI1hH4zebzUc4ZhoK2tDT6fr9RVKRnDMNHeHoHb7SnnXTkvu4xp+TAPloHIw1tbtkE3DIyoqcLB1ZVF+Y7+YF+wMA8W5oGIiIiIcunR5N5vf/tbCIKAurq6vI+E4HoyRETZtbRHcNniR7Fj734Mr6rEiusXorLCvie2icoNj5eIiAa/NzZuBjA479ojIiIiIiLqqR5N7p199tn461//is7OTpx99tmYMWMGjjnmmGLXjYiobLRHO3H5/Y9jy85dqAlUYMX1C1EXCpa6WkRUQDxeIiIa/F7fOHjX2yMiIiIiIuqpHk3uLV68GNFoFH/5y1/wxz/+EXPmzEFVVRVmzJiBGTNmYMKECcWuJxHRkNWpqrjyoSfw3sc7EPR68MR1CzGitrrU1SKiAuPxEhHR4La7sRkf794LURAw7fBDS10dIiIiIiKiPuvR5B4AuFwunHPOOTjnnHMQDofxyiuv4I9//CNWrFiBgw8+GP/5n/+Jc845B2PGjClmfYc0URThcbsh5HlU11AniCK8Xm9Zx2mHGAF7xCmIIpwOR9FiVDUd3330Sfzzw4/gcTrx+LWXY/zwYUX5ru7YoS0Be8RphxgBK06P25338ZaDDY+XekYURfj9/iHXvoUkigK8Xi9E0d6PaLXLmJYP82Apdh5e32TdtXfkqEPgH4A1j/uCfcHCPFiYByIiIiLKpceTe135fD7MnDkTM2fORHNzM1555RW89NJLWLJkCcaPH4/nnnuu0PUsC7Iso8LnK/uFsGVJgt/vL3U1isoOMQL2iFOWJMhFWqDeMAzcsuLX+Mv7/4ZDlrHk6rmYNHpEwb+nJ+zQloA94rRDjIAVZ4XPB8h9OlQZFHi8lJssywiFQqWuRklJkmyLfTkfu4xp+TAPlmLnYSist8e+YGEeLMwDEREREeXS78u/IpEIwuEwIpEIdF3Hzp07C1GvsmQYBmKqCsMwSl2VojIMA7FYrKzjtEOMgD3iNAwDqqbBMM2ClmuaJn706+fw+zfXQ5ZE3L/wEhx72LiCfkdv2KEtAXvEaYcYgfL7zeTxUirDMNDZ2Vk27dsXdtmX82EeLMyDpZh5MAwDb2z6CABw/ITB+0hO9gUL82BhHoiIiIgolz5N7u3evRsrVqzAN7/5TZx++ul4+OGHMWrUKCxZsgSvv/56oetYNjRNQ1NzM3RdL3VVikrXdTQ0NJR1nHaIEbBHnLquI9zeDl3TClruPb/9A3791zcgCAJ+cdmFOPWoLxW0/N6yQ1sC9ojTDjECVpxNzc3QCrxvDiQeL+WmaRp27949pNu3v+yyL+fDPFiYB0sx87Bl5y40toXhcTpw9NhRBS+/UNgXLMyDhXkgIiIiolx6/KyrPXv24KWXXsL//u//4r333oPH48Gpp56Kyy+/HCeddBIcDkcx60lENGQ89tKf8dhLfwEA3DH7fMz4ypdLXCMiGig8XiIiGpxe32ittzd1/Fg4hvAjn4mIiIiIiIAeTu5dcMEFeP/99+F0OjF9+nTcf//9mD59OpxOZ7HrR0Q0pPzqr6/jf577AwDgpvPPxTdPPq7ENSKigcLjJSKiweuN+OTe8RPHl7gmRERERERE/dejyb13330XkiRh3LhxaGxsxNNPP42nn34663sFQcDKlSsLWkkioqHgd/9chx/96jkAwMJzzsDcr55a4hoR0UDi8RIR0eDUqap4+6NtAIATJhxW4toQERERERH1X48m96ZOnZr8s2ma3b4333a7E0pdgQEiiH1aznFIsUOMgH3i7K9X3/sAtyxfBdM0cdFpJ+K7Xz+71FXKYJe2tEOcdogRGHq/mTxe6h3RJv24O6I41Hp5cdhlTMuHebAUIw/rt25Hp6qhJuDHuIPqCl5+obEvWJgHC/NARERERNn0aHLvqaeeKnY9bMHhcKC2pgZQlFJXpagURUF93eD/R3N/2CFGwB5xKoqCUCDQr/1y7aYt+O6jK6EbBr5+3BTc+s2vQxAG1wlbO7QlYI847RAjYMVZW1MDDKE16ni81HMOhwOHHHJIqatRUoqioK6uvtTVKDm7jGn5MA+WYuUhsd7e8RPGD7pjtHTsCxbmwcI8EBEREVEuPboE7OOPP+5T4du2bevT54iIhor3tn2CKx96Aqqm48wvH4k7L/km70YhsikeLxERDU5vbOJ6e0REREREVF56dAb68ssvx09/+lPs27evR4Xu2rULP/rRj3D55Zf3q3LlJhaLYV9DA1RVLXVVikpVVezdu7es47RDjIA94lRVFc2trX2K8cPPv8D8+x9HpDOGEyaOxz3zL4IsSUWoZf/ZoS0Be8RphxgBK859DQ2IxWKlrkqP8Xip52KxGHbu3Dmk2rfQ7LIv58M8WJgHSzHy0BRux8ZPdwKw7twb7NgXLMyDhXkgIiIiolx6NLn3/PPPo7W1Faeeeirmzp2LZ599Fh9++CHC4TAMw0BzczM+/PBD/PKXv8SCBQtw5plnoqWlBc8991yx6z/kGIZR6ioMCF3XS12ForNDjIA94uzL2lef7NmHuYsfRWukA18eOwoPXjkHDqVHTzouGTu0JWCPOO0QIzD0fjN5vNQ7mqaVugolZ5d9OR/mwcI8WAqdh7WbPoJpmhg/vB61QX9Byy4W9gUL82BhHoiIiIgomx6difb5fPj5z3+Oiy66CI8++ijuuOOOrAeYTqcTJ598MlatWoUjjjii4JUlIhoMdjU2Yc49S7C/tQ0TDhmOx66ZD4/TWepqEVGJ8XiJiGjweWPTZgDA8RMOK3FNiIiIiIiICqdXt5l86Utfwv33349IJIJ169bhs88+QzgcRigUwkEHHYQpU6bA5XIVq65ERCXX0NqGS+9Zgi8amzCqrgbLvns5/B53qatFRIMIj5eIiAYH0zTxxkaut0dEREREROWnT8+Q83g8OPnkkwtdFyKiQa010oG59z6GT/bsw0GVIay4fiGq/BWlrhYRDVI8XiIiKq0de/djZ0MTFEnC1PFjSl0dIiIiIiKigunRmntUGLIsIxAIQJKkUlelqCRJQqiysqzjtEOMgD3ilCQJHo8Hktz9tQ6Rzk5cfv/j2PTZTlT7K7D8+oUYVhkaoFr2nx3aErBHnHaIEbDiDAQCkPPsmzQ0ybKM2tpaW7evJEmorAyV/b6cj13GtHyYB0uh8/DGJuuuvS+PHTVkHqHOvmBhHizMAxERERHlYt8zKiUgiiJcDgcglvecqiiKcA2Rfzz3lR1iBOwRpyiKcCoKIAg53xNTNVz18HK8u+0T+D1uLLtuAUbV1QxgLfvPDm0J2CNOO8QI2Oc3065EUYTbbe9HGouiCKeTj2e1y5iWD/NgKXQehuIjOdkXLMyDhXkgIiIiolx4xmwA6bqOtvZ26IZR6qoUlW4YaGtrK+s47RAjYI84dcNAJBrNGaOm67j+8afw+sYt8DgdePya+Tj84IMGuJb9Z4e2BOwRpx1iBOJxtrdD1/VSV4WKQNd1NDc327p9DUNHW1sbDMO+OQDsM6blwzxYCpkHTdfxzw8/AgCcMIQm99gXLMyDhXkgIiIiolw4uTeAdF1HJBKBUeYnsgxdRzgcLus47RAjYI84DV1HZ2dn1hgNw8Cilavxyrv/giJLePg7l+HosaMGvpIFYIe2BOwRpx1iBKw4I5GIrSd/ypmu62hpabF1++q6gXA4DF239wlbu4xp+TAPlkLm4YNPPkNbRxQBjxtfGnlIAWo3MNgXLMyDhXkgIiIiolx6Pbn30EMPYdeuXcWoCxHRoGGaJu5c9TyeX7sOkiji3gWX4LgJQ+eqbyIqLR4vERGV1uvx9famHX4oJD7imYiIiIiIykyv/5WzcuVKnH766ZgzZw5+//vfo7Ozsxj1IiIqqft+9794+v9eAwD8bM63cMbRR5S4RkQ0lPB4iYiotIbientEREREREQ91evJvddeew133303FEXB9773PZxwwgn44Q9/iHfffbcY9SMiGnDL/vR/eOQPrwAAfvjtWfjatCklrhERDTU8XiIiKp1wtBPvffwJAOB4PnmBiIiIiIjKkNzbDzgcDpxzzjk455xzsHfvXrzwwgt46aWX8Oyzz2LUqFE477zzcN5556GqqqoY9R3SRFGEy+mEUOaPhRFEES63u6zjtEOMgD3iFEQRiiwnY1z997X4xW9+DwD4r/Nm4MJTTyhl9QrGDm0J2CNOO8QIxON0OiEO0Th5vNQ9URTh9XqHbPsWgigKcLvdEEWh1FUpKbuMafkwD5ZC5WHdtk+g6QYOrq7EiNrqAtVuYLAvWJgHC/NARERERLn06wixtrYWF198MRYuXIgpU6Zg+/btuOeeezB9+nT84Ac/QDgcLkglVVXF4sWLccopp+DLX/4yvv3tb2P9+vXJ7Zs2bcLs2bNx9NFH45RTTsGyZcsK8r2FJssyAn4/ZEkqdVWKSpYkhILBso7TDjEC9ohTliT4vF7IkoQ/vPUubnv6NwCAy88+DZeffXqJa1c4dmhLwB5x2iFGwIoz4PdDlnt9HdKgM1DHS0OJLMuorq4ui/btK0mSEQwGIUn2zQFgnzEtH+bBUqg8vL55KwDghCH4SE72BQvzYGEeiIiIiCiXPk/uvfXWW1i0aBGOP/54XHvttVAUBffccw/WrVuHX/ziF3jllVdw3XXXFaSSjzzyCNasWYOf/OQneP755zFmzBjMnz8fe/bsQVNTE+bMmYNRo0ZhzZo1uPrqq3HfffdhzZo1BfnuQjJNE6quwzTNUlelqEzThKppZR2nHWIE7BFnYr/8vw8+xE1P/BKmaeKCU47H9TNnlLpqBWWHtgTsEacdYgTK5zdzII+XhhLTNKGq6pBv3/4wTROaDfblfOwypuXDPFgKlYc3Nm8DABw/8bBCVGtAsS9YmAcL80BEREREufT6UuHFixfj97//PXbt2oVhw4bh0ksvxXnnnYeDDjoo+Z5zzjkHmzdvxpNPPlmQSv75z3/Gf/7nf+LEE08EAHzve9/Ds88+i/feew+ffPIJHA4Hbr/9dsiyjLFjx2LHjh14/PHHMWvWrIJ8f6GoqoqmxkZUOhxQHI5SV6doNE3D/v37UV1dDUVRSl2dorBDjIA94tQ0DX/76GNc/+ob0HQD5x47GT+84DwIQnk9Js0ObQnYI047xAhYcTY2NiKkqnA4naWuTq+V4nhpKFFVNZkbRxkfE3XHLvtyPsyDhXmwFCIPe8Lt2Lp7LwRBwLTDxxW4hsXHvmBhHizMAxERERHl0uvJveXLl+OMM87Aj3/8Yxx//PE5T4AfeeSR+O53v9vf+gEAgsEg/u///g+zZ8/GsGHDsHr1ajgcDkyYMAG/+c1vMHXq1JTHOk2bNg2PPvooGhoa+ryWTSwWS/m7KIqQZTl5pXm6xImpbFehS5IESZKg6zoMXbc+nyhDEKDEy9U0LaNcWZYhCAJUTQPSyhUlCZIowjAM6Lqe+sF4uYk65SpX03WYhpH6UVGELEnZywWS/6jIVq4Uf1yIkSVPiXJzxZosN0uskiRBFEXohgEjR6z9yWF35WaLtWs7Z8tht22D/DkURbF/bdPLHOZqG1VVoRtGMta+5jBf2/Q6h3n6d29y+O7HO3Djq2+gU9Nw6qSJ+NmlF0AUxW7L7U0OE7prm0LkMN8YkWhLNW3syZXDYo4R+dqmv2NESpxdYh3IMaJruYUeI4x4HXXDOPBbkqjSAI8R6bEWsn+njLOaBiMth4nfVsMwMj4rCEIy1vTf84FSiuMlIiIC3vj0CwDAESMPRtDrLXFtiIiIiIiIiqPXk3urVq3CuHHjsl5l3dnZiX//+9+YPHkyzjjjjIJUEAAWLVqE6667Dqeffnry5ON9992HESNGYPfu3Rg/PnUthdraWgDAF1980afJPcMwsGvXrpTXvF4vqquroWlaxjYAGDlyJACgoaEBnZ2dKduqq6vh9XrR0dGBzlgMzS0tECIRAIDD6URVZSVM08T+/fszyq2tq4MkCGhrbc0ot8Lvh8/rRWdnJ5qbm1O2yYqCmmpr8fj9DQ0ZJ1sTV/6Fw2F0xOvSNVa/3w9V09DY0JCyTZQk1MXz29jUlHGitrKqCqIgQNM0NDU3Q+xyMtPt8SAYCCSvPkwhCBhWXw8AaG5uhpZ2wjoYDMLtdqOjowNtra0p25xOJyorK2HkyGFdXR0EQUBraytiaTn0BwLwejyIZcmh4nCgOt5/0ss1uuSzra0N0Y6OlO0+nw8VFRWIxe/W7EqSpGQfbWhszDjpX1VVBYfDgUh7O9rb21O2ebxeBPx+6LqeUSdBFFFfVwcAaG5qyjjZHQyF4Ha5EIlEEG5rS9nmcrkQCoWgG0ZKuYZppvS7bDkMBALweDzojEbR0tKSsi3Rv4HMHAJATW0tZElCW2srotFoyjZfRQUqfD5rn2lqStkmyzJqamoAZM9hdXU1RFFEe3s7Imk5TPRvTdPw9sYP8d0nfo2IpmHyyINxy8yzocjWBHVTU1PG5EioshIupxOR9vaMNbJcbjdCwSC0LG0DAMOGDQMAtLS0QE2bbEj072g0itYcOezvGNHU3Jz8vygIJR0jnDn6dyHGiM7OzpQ4gdKMEQBQXVMDRZYLPkYEAgEAQEckkrHfDPQYkVAfb5tCjhGmqkKI98umpiZE0vphMBhEIBBANBrFvn37UrYpipK8Q27Pnj0ZE4OmaRb97txiHi9t374d5513Hn7wgx/gvPPOA2CtP3znnXfigw8+QDAYxEUXXYS5c+cmP2MYBh588EE8++yzaG1txTHHHIPbbrstefzSkzKIiIaC1z/dCQA4fsLQW2+PiIiIiIiop3o9uTdr1iysXr0akyZNyti2YcMGzJs3D++//35BKpewbds2+P1+PPTQQ6irq8Ozzz6Lm2++GU8//TSi0WjGiTNn/PFd6Se6e0oUxeSJ+K6vAdakQvq2rqqqqrLeuQfAOvHscCAQCEDxeKyN8ZOLgiCgOn6iPeV749sr/H5UZLkbArDizfhsl5OW1VkmOBN3Ovp8PngTdUl8NB6rIstZ65RQGQplvJa4Q1GWZYSCwZRHhwhdcthducFgMOsdJYCVQ2f6idJ4rGKOHCZO4Pr9/qx3lADWCeZuc5i2TVXV5In+iooK+NKuCk6Wqyjdxpo4qd1VIlaP1wu3251apXgOJUnqPoehUM4cejweuNIecZcsVxRTylVVFY1dJta6y6HT5UJ1+qNiuslh4vuA+CSUz5e9XIej27bpLoderxeeHDn8oqkZNz21Bq3RTnypOoQHLrsAgZoD3xPK0b8Bq21cLlfWcuU8bRMIBHLm0OVywZEjh/0dI0LBIBqbmg7slyUcI4Du+3d/xgin05mMNzn+lGCMAKy+ABR+jEhcXOD2eDL2m4EeI9IVcoxQIxG0xif8QqFQclIzvb4ulyvjd7nrxF1dfEKzq9a0i0SKoVjHS6qq4oYbbkiZ7EysP3zGGWfgjjvuwHvvvYc77rgDwWAw+Yjyhx9+GKtWrcLPfvYz1NXV4a677sL8+fPx4osvwuFw9KgMIqLBzjRNrI3fuXf8RE7uERERERFR+erR5N5///d/JycyTNPEww8/nPXE96ZNm1BRUVHQCu7cuRM33ngjVqxYgSlTpgCwHmG1detWPPDAA3C5XBmP3EpM6nnSTkj3Rq71XwRB6HZtmO6egy9JEkRJgqIoGe/r+gixrOXKuZtKFMXk5GNv6yRLEhA/QVqocnVdhxiPJ9t7+hOrJIrJCaGBKhfIHmvi5HExctjvcguYQ0kUk7EWq20GOoe7G5tx2eLHsL+1DYcOq8U9p05DwOtJKavbfbkE/bC/Y4SiKJDi/08vZzC1DVCYHBZ6nO3LGJFQ6BwmHtWZiLNP5Q6ycTZruYpyYJzN07+7+10eyPXcBuJ46YEHHoA3bbL4mWee6Xb94VgshieeeAI33ngjpk+fDsBaE/Ckk07CK6+8ghkzZuQtg4hoKNiyaw/2RzrgdiiYPHZ0qatDRERERERUND2a3Bs7diwefvhhANYJuA8++CDjZJkkSaioqMAtt9xS0Apu2LABqqriyCOPTHn9qKOOwt///nccdNBB2Lt3b8q2xN+zXa1fSg6HA3U1NUCZL4StKEq3dzeWAzvECJRnnI1tYcxZvAQ7GxoxsrYay6+cg5qG/dwvy4Qd4rRDjIAVZ11NDTCAk3P9VezjpbfffhurV6/G888/j1NOOSX5+rp167pdf3jnzp1ob2/HtGnTktv9fj8mTpyIt99+GzNmzMhbRl/XMAayr2PscDgwYsQIqKqasb1H6xgbOjRNg2AIMMUDdzjLPVhfU9O0LOWKEMXs61Umyk3UKUHVDBi6BtO0fj90XYNhpN25KgqQJDnnOpiJfbnbdV67Kdc0TRi6BlUTIJkHJs8Tk+XZY7XKNQwdup629mkfcqirKiRdTz7+ti9rlNbX1/d/jVJdt9Yh7VL+gK5jrKqArkPQdchAn9Yora2r6/savKYJAfG1oNNyPFDrGCdykGiHnqzBmy3WxGPb+7IG72sffgQAOGbMSAgwC74Gb49ymJaHvqxjnO2pIem6bZuu/TDLZwdkrfO0PPRlHeNEHhKP0+71GKGqUJJ/LNFa52l56Ms6xok86IbR+zFCVQFNOzBGFHAd44F4zDkRERER5dajyb3zzz8f559/PgDgtNNOw0MPPYQJEyYUtWIJiZMemzdvTnm01ZYtWzBy5EgcffTRWLVqFXRdTz6ia+3atRg9enS/TkQRUflpi3Rg3r2P4ePde1EfCmL59QtR43YBDZlriBER9VYxj5daW1tx00034fvf/37G5G6+9Yd3794NABmfq62tTa4jXIw1jIEirmMciaCxsRmyAEjx84pOpwOVlVU51yitq6uFIEhozbJGqd9fAa/Xl3UdY6XL43MbGvYnz+HGDKBNBTSvAigSwuEwIpHU9TUPrPOqoqEhfX1NEbW11oVoTU2NGRNtVVWVcDicaG+PZK7B63EjEAhC0zS0tbVBiQKO+NyeIAD19VZbNzc3Z5zQ7rqOcWtr6vqaiTVKTTP7+poH1ihtQWendZLXiKlwt7XB71HgdLtKtkZpOBxGtLER6PLI2gFdxzgahSscBsJhhCoqBnSNUgCo8fkgA2gLhxFNWxd4INYxbmhoSOYg2tgIIRpN5nAg1zF+fZM1ufeVMSMzPjtga513dCTzgEikNOsYCwKCsCZy9qc/inqg1jpvaUnJQ0nWMVZV1Mb/XLK1zhsbU/Iw4OsYaxpEVUVVfMK3kOsYJ5bjICIiIqLS6PWR2F/+8pdi1COnSZMmYcqUKbj55ptx2223ob6+Hs8//zzWrl2LX/3qVzjkkEOwdOlSLFq0CPPmzcOGDRuwcuVK3HHHHQNaz55QVRVtTU2oqKnp9rFmQ52qaWhpabHWFizTg307xAiUV5wdnTEseGAp/v3p56is8GH59QsxvKoSamsrOsJhuDUN5btXlldbdscOcdohRsCKs62pCRWqCmUI3b2XUOjjpdtvvx1HH300zj333Ixt+dYf7oifCM32nsTJwWKsYQzkXsdYVVXs378/edI7m27XMfZ4UFkpQhEFyF3u3Ev8P/v6mtbsl9/vz3rnHpB9HeOudyVUVR3YFtUMqBEVsnRgjVKPJ219TTHxaNnM9TV1XUdDw34EAkGEQt2tH+vJWKP0QLkyKioqUOlV4JIyH3sbDAa7XQva4UhbXzOZw+zrax5YozRw4M69aCeklmY442vR9naNUk3T0NzcjGAw2K81Sn0+H3yVlUCXx/IP6DrGkQjQ1gYhvhZqb9co1TQN4XAYisPRt3WM45NcFT4ffGnrAhd7HePkWrnxHKS3Q2/WMU5MWKua1ut1jGOqhne2fwYAOPlLh+eMtehrnaflobfrGGuahta2NquPxPV6HeNoFGhoKO1a55KUkofermOczENFRd/XMY63BVDCtc4rK1Py0Nt1jLvmwREfb3o1Rqgq0NmZrFMh1zFOn2AkIiIiooHVo7OCF198MW677TaMHTsWF198cbfvFQQBK1euLEjlAOsE0MMPP4x7770Xt9xyC1paWjB+/HisWLECRx99NABg6dKluPPOOzFz5kzU1NTgpptuwsyZMwtWh0IxTTPrYzvKjmlaV9GWc5x2iBEomzhjmoarl6zAO1u3o8LtwrLvXo4x9fHreE3Tupp8iMeYV5m0ZV52iNMOMQJWnFkeKTiYFet46fnnn8e6devw+9//Puv2fOsPJ06cx2KxlJPonZ2dyZOZxVrDGMi+7mEsFkMsFoOiKDnXRex+7VMJsixDkcTk5F5C3nVeC7SOsS4YEKUDjySTJDnX8po5y43FrEePdr9mc+5yBUGAKMlQZAWKnFl+97FKEMW+rX3atVxRNyDEH0EH9G2NUk1VAdO0yu3rGqWSZD1iO0v5A7KOsaJY3xH/nr6sUarF/53Qp7VP43dfyYk8ZFH0taATOUhrh96uY5w4LuttDt/Z9gmiqopqjxuHD6+HkOOzRV/rPEceetMPDV1PTmgly80ha7nx/lDStaBz5KE3Y4QRvzOsz2ud97AfFnWMyJGH3rRNIg9SD8bZrOXqenLyr5DrGPORnERERESl1aPJva4n1vKdZCvGSbhAIIDbbrsNt912W9btkyZNwurVqwv+vUQ09OmGgRuW/hL/+OBDuB0OPHrNfEwccXCpq0VEZahYx0tr1qxBQ0NDyjp7AHDbbbdh2bJledcfTjwubO/evRgxYkTKew4//HAA1mPAhsoaxkRE2byxcQsA4LgRB3HSgYiIiIiIyl6PJveeeuqprH8mIhrMDMPAD558Bn96530osoQHr5yDY8aNLnW1iKhMFet46e6770Y0Gk157ayzzsI111yDc845B3/4wx+6XX+4oqICPp8Pb775ZnJyr7W1FRs3bsTs2bMBAFOnTuUaxkQ0pL0en9w7YcTwEteEiIiIiIio+HI/X6IbL7zwAhYtWpT8+7p16zBz5ky88sorBasYEVF/mKaJnz/7Ata8/hZEQcA98y/CiV86rNTVIiIbKdTxUl1dHUaOHJnyH2CtSTd8+HDMmjUL4XAYixYtwtatW/Hcc89h5cqVWLBgAQDrMVqzZ8/G3XffjT//+c/48MMPcd1116G+vh5nnnkmAOQtg4hoMGtub8e/P/0cAHD8iINKXBsiIiIiIqLi6/Xk3nPPPYebbroJHR0dydeqqqpw8MEH49prr+UEXzckSYLf708u+l2uRElCMBgs6zjtECMwtON88Pd/wspX/w4A+Oml38JZkydlfZ8oSXB7PEMyxt4Yym3ZG3aI0w4xAlacfr8/eRfZUDOQx0tVVVVYunQptm/fjpkzZ+LBBx/MWH/4mmuuwfnnn4/vf//7uOCCCyBJEpYtW5ZcP6cnZRSSJEmorq4esu1bCJIkIhgMQpL6dK1d2bDLmJYP82Dpax7++eFWmKaJcfW1qPN5i1S7gcG+YGEeLMwDEREREeXSo8dydvXEE09g3rx5uOGGG5KvjR49Gg888ADuuusuPPzww8mrwCmVJElwO51ANwtylwNJFOF2u0tdjaKyQ4zA0I1zxSt/w4O/fxkA8P1vzcTM46fmfG9yoXvul2XBDnHaIUYgHqfTCQzRk1nFPl7avHlzyt/zrT8sSRJuvPFG3HjjjTnfM5BrGEuSBK93aJ+A7y9RlGyxL+djlzEtH+bB0tc8vLHRGhOPP2xsoas04NgXLMyDhXkgIiIiolx6fTb7s88+w4knnph124knnojt27f3u1LlStd1RDo6oBtGqatSVLphoD0SKes47RAjMDTj/M1rb+Jnz/wOAHDt187GRaef1O37dcNAtLNzSMXYF0OxLfvCDnHaIUbAijPS0QFd10tdlT7h8VL3dF1HW1vbkG3fQjAMHZFIOwzDvjkA7DOm5cM8WPqah+R6e4eNK0a1BhT7goV5sDAPRERERJRLryf3amtrsWHDhqzbNm7ciFAo1O9KlStd19EWDsMo8xNZhq6jtaWlrOO0Q4zA0IvzpXXv4QdPPgMAuOysU3DFjDPyfsbQdXREo0Mmxr4aam3ZV3aI0w4xAlacbeHwkJ384fFS93RdR2Nj45Bt30LQdQMtLa3QdXufsLXLmJYP82DpSx4+3bsfn+9vhCyJmDJ2VPEqN0DYFyzMg4V5ICIiIqJcev1Yzq9//et45JFH4PV6ccYZZ6CyshKNjY149dVX8eCDD+Liiy8uRj2JiLr1t39two1LfwnDNPGNk6bhpvPPhSAIpa4WEdkUj5eIiAZG4q69o8eMgs/lLHFtiIiIiIiIBkavJ/cWLFiAbdu24cc//jF+8pOfJF83TRP/8R//gauvvrqgFSQiyuftLdtw9SPLoeo6zpl6NG6ffT4n9oiopHi8REQ0MN7YFF9vb+L4EteEiIiIiIho4PR6ck+WZdxzzz244oorsG7dOrS0tKCiogLHHHMMDj/88GLUkYgopw92fIYFDyxFp6rhlCMn4heXXQhJ7PUTh4mICorHS0RExacbBv754VYAwAkTOLlHRERERET20evJvYRDDz0Uhx56aMbrbW1tqKio6FelypUgCHAoClDudxQJAhxOZ3nHaYcYgUEf59YvdmPuvY+hPdqJr4wfi/sWXgxFlnpXiCBAlqRBG2PBDPK2LBg7xGmHGAErTkUZ8nfh8ngpO0EQ4HK5hnz79ocgCHA6HbbOAQD7jGn5MA+WXubh3zs+Q2ukAxVuF44YdQjQ2VnkCg4A9gUL82BhHoiIiIgoh15P7sViMaxYsQJvvfUWVFWFaZoArMdMRSIRbN26Fe+//37BK1oOFEVBKBgE5D7PqQ4JiiyjqrKy1NUoKjvECAzuOD/b14A5i5egOdyOI0cdgkeumguXw9HrchRZhuLzcb8sE3aI0w4xAlacoWAQUJRSV6VPeLzUPUVRUFdXV+pqlJQsy6isrCp1NUrOLmNaPsyDpbd5SKy3N+3wQ62LtcoA+4KFebAwD0RERESUS6/PZv/iF7/A008/jfHjx6OxsRFOpxOVlZXYsmULVFXFVVddVYx6lgXTNGGaJgTTRDlfd5eMUxDK9mp0O8QIDN449zS3YM7iJdjb3IpDD6rH49deDp/b1aeyuF+WFzvEaYcYgaG/b/J4qXt26cfdYQ4szIOFebD0Ng9vxCf3jiujR3KyL1iYBwvzQERERES59HphqpdffhmXXnopXnjhBVx00UU44ogj8Oyzz+Lll1/G8OHDYRhGMepZFlRVxb79+6FpWqmrUlSapmHPnj1lHacdYgQGZ5xN4XbMXfwoPtvXgENqqvDEdQsR8nn7XJ6maWhpbR1UMRbDYGzLYrBDnHaIEbDi3Ld/P1RVLXVV+oTHS91TVRWfffbZkG3fQrDLvpwP82BhHiy9yUN7tBPvbvsEAHDCxPKZ3GNfsDAPFuaBiIiIiHLp9eReY2Mjpk+fDgA47LDD8K9//QsAUFdXh8svvxx//OMfC1tDIqK4cEcU8+59DB99sRu1QT+WX7cQtUF/qatFRJSBx0tERMW17qNtUHUdw6tCGFlbXerqEBERERERDaheT+5VVFQgFosBAEaNGoVdu3YhHA6n/J2IqNCisRiueHAZPtjxGYI+L5ZftxCH1HCtIiIanHi8RERUXG9s/AgAcPzE8XxcIRERERER2U6vJ/emTJmCp556CpFIBAcffDDcbjdeeeUVAMC7774Ln89X8EoSkb3FNA3XLnkSb23ZBp/bhWXfvRzjDqovdbWIiHLi8RIRUXG9sWkzAOD4CYeVuCZEREREREQDr9eTe1dddRXee+89LFiwALIs49vf/jZ++MMf4rzzzsN9992Hr371q8WoJxHZlG4YuPmJX+Gv/9oIpyLj0avm4YiRh5S6WkRE3eLxEhFR8extbsWWnbshCAKOm3BoqatDREREREQ04OTefuCwww7DSy+9hC1btgAA/uu//gs+nw/r16/Haaedhssvv7zglSwXiqKguroaotzrtA8psiyjtq4OYhk/HscOMQKlj9M0Tdz29LP449vvQZEkPHDFHEwZP6ag3yHLMvx+P/fLMmGHOO0QI2DFWV1dDVFRSl2VPuHxUvcURcHBBx8MUez1dWZlQ5Zl1NXVQhDsmwPAPmNaPsyDpad5eGOTNbZOHDEcIZ93IKo2YNgXLMyDhXkgIiIiolz6dDa7pqYGNTU1AABBELBw4cKCVqpcCYIASRCAMj8wT8ZZxuwQI1DaOE3TxC9+83s8+483IQoC7pp3ITsi/50AAQAASURBVKYfOaHg38P9srzYIU47xAiUx77J46XcBEGAJEmlrkZJCYIAQbB3DgD7jGn5MA+WnubhjY3W5N7xE8YXu0oDjn3BwjxYmAciIiIiyqVPlwpv3LgR3/3ud3HiiSdi0qRJOPXUU3Hrrbfis88+K3T9yoqqqmhqaYGqaaWuSlGpmobGxsayjtMOMQKljfORP7yKJ17+KwDgxxd/A2dPOboo36NqGtra29mWZcIOcdohRsCKs6mlBaqqlroqfcbjpdxUVcXevXuHdPv2lxbfl7Uy35fzscuYlg/zYOlJHkzTTN65d8LE8pvcY1+wMA8W5oGIiIiIcun1nXtr167F/PnzEQwGMX36dFRVVWH//v34+9//jj/96U/49a9/jfHjy+8fWYVgmiZisRhgmqWuSnGZJjo7O1FRznHaIUagZHE++ee/477fvQQAuOWbX8P5Jx5bvC8zTevEKtuyPNghTjvECADx30xziMbJ46XumaaJjo4OBIPBUlelZMz4vjxU+3jB2GVMy4d5sPQgDx99sRv7WlrhVGRMHjd6ACs3QNgXLMyDhXkgIiIiohx6Pbm3ePFiTJkyBY8++iicTmfy9Wg0innz5uEXv/gFli5dWtBKEpF9PPf6W7hz1fMAgKvOPQuXnjG9tBUiIuoDHi8RERVH4q69qYeOhXOIrstKRERERETUX71+LOeWLVswZ86clBNVAOByuTB37ly88847BascEdnLy+s3YNHK1QCAS844GVed+9US14iIqG94vEREVBzJ9fbK8JGcREREREREPdXryb1hw4bh888/z7qtsbERlZWV/a4UEdnPa//ejOsfewqGaWLWCV/BLd/4GgQuHk9EQxSPl4iICi+maXh7yzYA5bneHhERERERUU/1enLv5ptvxv33348XXngBuq4nX3/ttddw77334tZbby1oBcuJJEnw+XwQJanUVSkqUZJQ4feXdZx2iBEYuDjf2bod33n4Cai6jv845ij8+OJvDNjEnihJcLlcbMsyYYc47RAjYMXp8/kgDdE4ebzUPUmSEAqFhmz7FoIkifD7KyBJvT4cLyt2GdPyYR4s+fLw3rZPEOmMobLCh/HDhw1w7QYG+4KFebAwD0RERESUS6/X3PvRj36EWCyGm2++GbfeeitCoRBaWlqgqipM08RVV12VfK8gCNi4cWNBKzyUSZIEr9sNiOV9EkcSRfi83lJXo6jsECMwMHFu/PRzXH7/44jGVJx0xOG4a96FkAZwH5FEEW6nk/tlmbBDnHaIEbDi9LrdwBA9mcXjpe5JkgS/31/qapSUKErwen2lrkbJ2WVMy4d5sOTLw+uJR3JOOBRimR67sS9YmAcL80BEREREufR6cu+8884rRj1swTAMdHZ2wulw9P6WySEkGafTWbb/6LZDjEDx49y2aw/m3vsYwh1RTDl0DB5YeCkccq+HpX4xDAMxVYXDNLlflgE7xGmHGIEucRrGkNw3ebzUPcMw0NHRAbfbXdb9uDt22ZfzYR4szIMlXx7e2JRYb++wga7agGFfsDAPFuaBiIiIiHLp9Vn0rleaU+9omobW1lZUejxD8kRlT+m6jubmZlRXV5ftP0DsECNQ3Dh3NjTissWPorEtjC+NOBhLrpoLt9NR0O/oCV3X0RGJQNI07pdlwA5x2iFGwIqztbUVIU3DwI8M/cfjpe5pmob9+/dj2LBhcDiGYgv3n1325XyYBwvzYOkuDy3tEXzwyWcAgBMmlO96e+wLFubBwjwQERERUS59ukUmGo1i8+bNyUdLAQeuwF63bh1uuOGGglaSiMrLvpZWzLlnCXY3NWNMfS2WfvdyVHjcpa4WEVFB8XiJiKhw3ty8FYZpYkx9Leorg6WuDhERERERUUn1enLvn//8J6699lq0trZm3e71eotysur555/HY489hs8++wwjRozAVVddhbPPPhsAsGnTJtx555344IMPEAwGcdFFF2Hu3LkFrwMR9V9zezsuW7wEO/bux/CqSqy4fiEqK7jmEBGVl1IdLxERlavEensnTCzfu/aIiIiIiIh6qtfPdbj33nsRDAZx//3344wzzsBZZ52FJUuW4Nvf/jYEQcDjjz9e8Er+7ne/w6233opvfvObePHFF3HOOefg+uuvx7vvvoumpibMmTMHo0aNwpo1a3D11Vfjvvvuw5o1awpeDyLqn3A0isvvexxbdu5GTcCPFdcvRF0oWOpqEREVXCmOl4iIytkbGzcDAI4r40dyEhERERER9VSv79zbvHkzfvzjH+PMM89EOBzGr371K0yfPh3Tp0+Hqqp45JFH8NhjjxWsgqZp4r777sMll1yCSy65BADwne98B+vXr8dbb72Ft956Cw6HA7fffjtkWcbYsWOxY8cOPP7445g1a1bB6lEIgiBAlmVAEEpdleISBMiKUt5x2iFGoKBxdqoqvvPQcry//VMEvR48cd0CjKitLkAl+0kQIEoS27Jc2CFOO8QIWHHKMoQhGudAHy8NNYIgwOFwDNn2LQRBEKAoiq1zAMA+Y1o+zIMlRx4+29eAT/c1QBJFHHvYuBJVboCwL1iYBwvzQEREREQ59HpyzzAM1NfXAwBGjx6NrVu3Jrd99atfxc0331y42gH4+OOPsXPnTpx77rkpry9btgwAMH/+fEydOtWaNIubNm0aHn30UTQ0NKCqqqpP3xuLxVL+LooiZFmGaZpQVTXj/Q6HAwBS1tVJkCQJkiRBFEX4KyqArmUIApR4uZqmZZSbOLGpahqQVq4oSZBEEYZhQNf11A/Gy03UKVe5mq7DNIzUj4oiZEnKXi4ARVFylitJEhRZRigUgmkYKe9JlJsr1mS5WWJN5E83DBg5Yu1PDrsrN1es1VVVOXPYbdsgfw5FUexf2/Qyh921TTAQgCxJOcvtSQ5jqoZrHlmBf374ETxOBx75zmUYXVsN0zT7lsM8bdOrHJomPG53cr/sSdv0NodA923Tkxz2d4yAaSIYCBwYf0o4RuRrm/6MEaIopsYJlGyM6C6H/R0jaqqroel6xvZSjBFdYy1o/zZNVIZCEBQFmqZZ/TitvlI81vTPJiZNgMzf84Ey0MdLQ42iKBg2bFipq1FSsiyjunoQXORSYooso4Z5YB7icuXhjU3WIzmPGjMSPrdroKs1oNgXLMyDhXkgIiIiolx6Pbk3YsQIbN68GVOmTMHIkSPR0dGBbdu2YezYsdA0De3t7QWt4CeffAIAiEQimDt3LjZu3IiDDz4YV1xxBU477TTs3r0b48enPpqltrYWAPDFF1/0aXLPMAzs2rUr5TWv14vq6mpompaxDQBGjhwJAGhoaEBnZ2fKturqani9XkQiEUSammAoChA/IexwOlFVWQnTNLF///6Mcmvr6iAJAtpaWzPKrfD74fN60dnZiebm5pRtsqIk/xGwv6Eh42RrdXU1FEVBOBxGRySSEavf74eqaWhsaEjZJkoS6uL5bWxqyjhRW1lVBafDgUh7e0ZfcHs8CAYC0DQtM1ZBwLD4SdDm5mZoaSesg8Eg3G43Ojo60Ja2fpHT6URlZSWMHDmsq6uDIAhobW1FLC2H/kAAXo8HsSw5VBwOVMf7T7Zyq2tqoMgy2traEO3oSNnm8/lQUVGBmKqiqbExZZskSck+2tDYmHHSv6qqCo4cOfR4vQj4/dB1PaNOgiiivq4OANDc1JQ5SRcKwe1yIRKJINzWlrLN5XIhFApBN4yssSZOUGfLYSAQgMfjQWc0ipaWlpRtDqcToWAQt6z4Nf76r01wyDLu/PZMDPO5sX//ftTU1kKWJLS1tiIajabmsKICFT4fOmMxNDc1pWyTZRk1NTU5c1hdXQ1RFNHe3o5IWg4T/VvTNDQ0NADRKFzhMKKNjRCi0WQOm5qaMiZHQpWVcDmdiLS3IxwOp+bQ7UYoGISWpW0AJE9it7S0QE2bbEj072g0itYsOeQYAY4RXZTbGFFVWQkgSw41DTV+P2RY+2MkrR8Gg0EEAgFEo1Hs27cvZZuiKDjooIMAAHv27MmYGExcWFBMA328RERUzpLr7fGRnERERERERAD6MLl37rnn4u6774ZhGLjoootwxBFH4Cc/+QkuuugiLFmyBOPGFfYxKYkT6DfffDOuuuoq3HDDDfjTn/6EK6+8EsuXL0c0Gk3eNZfgdDoBIONEd0+JophxNbkoWssTyrLc7ZXmVVVVWe/cS3zWMAwE/H4oHo+1MX5yURCErFdvi/HtFX4/KrLcDQFY8WZ8tstJy+osE5yJOx19Ph+8ibokPhqPVclzRXllKJTxmiRJUFUV4XAYwWAweedE13LzXakeDAaz3lECAG63G8609k7EKubIYeIErt/vz3pHCWCdYO42h2nbVFXF/n37UF1djYqKCvi83uzlKkq3sSZOaneViNXj9cLtdqdWKZ5DSZK6z2EolDOHHo8Hrvg+klGuKKaUq6oqmpqboaoqHA5Htzl0ulyo7tLeAGACuONXz+HFt96FLIpYPH82ph854UCd4t9b4ffD5/NlL9fh6LZtusuh1+u17srLEmuiH6otLejYudPaL/3+5PtCOfo3YLWNy5V61Xiy3DxtE4jfVZYtVpfLBUdaDgs1RgQCATQ1NyOU2C9LOEYA3ffv/owRsizDMM0DcQIlGSMAJO94LfQYYZgmdu3ejVAoVPIxIl1vx4hux9lIBA0NDQjFYgiFQta+k6W+Lpcr43e568RdXXxCs6vWtAngYhjo46WhJhaLYffu3aivr884jrMLVVXR0LAfVVXVKcdLdqOqKvY3NKC6qop5YB6y5kE3DPwzfufe8RPLf3KPfcHCPFiYByIiIiLKpdeTe/PmzUNTUxM2bNgAALjtttswf/58XHnllfD5fHjkkUcKWsHEAezcuXMxc+ZMAMCECROwceNGLF++HC6XK+ORW4lJPU/aCeneyHWiKbFGTL76ZpN45JmiKBnv6/oIsazlyrmbKvEour7USZYkIH6CtFDl6rqejCfbe/oTqySKyQmhgSoXGPgc9rvcAuZQFITkifLelnv3mhex6m9vQBAE/GLuhThj8qSsny1pDhUFnaIIRZZTyup2Xy5BP+zvGKEoCsQc++Vg69/9zWGuOMtljFBVFTBNSPF27VO5g2yczVpul7/Lefp3d7/LpZo4GujjpaEo/WIoO2IK4pgIC/NgScvDxk93oiXSAZ/bhUmjR5SoUgOMfcHCPFiYByIiIiLKoteTe6IopqwTc+SRR+LVV1/Fxx9/jDFjxmTcfdNfiUd9pT96c9y4cfjrX/+K4cOHY+/evSnbEn/PdrU+EQ2Mx176Mx7/378AAO6YfT5mfOXLJa4REdHAGejjJSKicvXGxs0AgGMPG5e8K56IiIiIiMjucl/Wn0P6mjcAsG3bNkyaNKkoJ6omTpwIr9eL999/P+X1LVu2YMSIEZg6dSreeeedlLWx1q5di9GjR/dpvT0i6r9f/t/r+J/n/gAAuOn8c/HNk48rcY2IiAbWQB8vERGVq8R6e8dPOLTENSEiIiIiIho8ejy5t2nTJnz961/HihUrUl5vaWnBBRdcgBkzZmDbtm2Frh9cLhfmzZuHhx56CC+++CI+/fRTPPLII3j99dcxZ84czJo1C+FwGIsWLcLWrVvx3HPPYeXKlViwYEHB60JE+f3un+vwo1+tAQBcMeNMzP3qqSWuERHRwCnV8RIRUTnq6Ixh/bbtAIDjJx5W4toQERERERENHj2a3Pvss89w6aWXoqWlBePGjUvZ5nA4cOutt6K9vR3f/va3sXv37oJX8sorr8TVV1+NxYsX45xzzsH//u//4oEHHsCxxx6LqqoqLF26FNu3b8fMmTPx4IMP4qabbkquzzeYKIqCylCo27WDyoEsy6iuri7rOO0QI9D7OF9991+4ZfkqAMBFp52Ia7/2H8WsXkHIsgyfz8e2LBN2iNMOMQJWnJWhULdr/A02pT5eGkoURcGwYcOGVPsWml325XyYBwvzYEnPw9sfbYOq6RhWGcToupoS125gsC9YmAcL80BEREREufToCPGxxx5DKBTCqlWrEAwGU7a53W7Mnj0bZ599Ns4//3wsWbIEt99+e8ErOmfOHMyZMyfrtkmTJmH16tUF/85CEwQBiiwDglDqqhSVIAhlf7LODjECvYtz7aYt+O5jT0I3DMw8bipu/ebXIQyBvi4IAhRJ4n5ZJuwQpx1iBIbmb+ZgOF4aKgRBgMPhKHU1Ssou+3I+zIOFebCk5+GN5CM5xw+J48pCYF+wMA8W5oGIiIiIcunRnXtr167FvHnzMk5UdVVVVYU5c+Zg7dq1hapb2dE0DS1tbdC6rA9YjjRdR3NLS1nHaYcYgZ7H+e62T3DlQ09A1XScNflI/OSSb0AUe72kZ0louo5wJMK2LBN2iNMOMQJWnC1tbdA0rdRV6TEeL/WcpmloaGgYUu1baLquoaWlGbpu3xwA9hnT8mEeLOl5eGOTNbl3go0eycm+YGEeLMwDEREREeXSo7Pv+/btw8iRI/O+b/z48bZ/zFR3DMNANBqFaRilrkpRmYaBjkikrOO0Q4xAz+L88LOduPz+xxHpjOGEiePxP/MugixJA1jL/jENA6qqsi3LhB3itEOMgBVnNBqFMYTi5PFSzxmGgXA4PKTat9AMw0Qk0gHDMEtdlZKyy5iWD/Ng6ZqH/a1t2Pz5LgDAcRMOLXHNBg77goV5sDAPRERERJRLjyb3KisrsXfv3rzva2xs7PZqdSIqL9t378Vlix9Fa6QDXx47Cg9eOQcOhetBEJE98XiJiKhwEo/knHDIcFRW+EpcGyIiIiIiosGlR5N7U6dOxXPPPZf3fc8//zwmTJjQ70oR0eD3RUMT5ixegoa2MCYcMhyPXTMfHqez1NUiIioZHi8RERVOcr29ieNLXBMiIiIiIqLBp0eTexdddBHefPNN/PznP0dnZ2fG9lgshv/+7//GP/7xD1x44YUFryQRDS77W9swZ/ES7Gpsxqi6Giz77uXwe9ylrhYRUUnxeImIqDBM08TrmzYDAE7g5B4REREREVGGHj0/78gjj8Qtt9yCn/70p/jd736H4447DgcffDB0XccXX3yBN998E01NTbj22mtx0kknFbvOQ5YoivC43RDEHs2pDlmCKMLr9ZZ1nHaIEcgeZ0t7BHMXP4pP9uzDQZUhrLh+Iar8FSWsZf8Ioginw2HLtixHdojTDjECVpwetxviEIqTx0s9J4oi/H7/kGrfQhNFAV6vF6IolLoqJWWXMS0f5sGSyMPHe/Zjb3MrHLKMY8aNLnW1BhT7goV5sDAPRERERJRLjxfHuvDCC3H44Ydj2bJl+POf/5y8It3r9eLEE0/EZZddhqOOOqpoFS0HsiyjwucDJKnUVSkqWZLg9/tLXY2iskOMQGac7dFOLHhgKT78/AtU+yuw/PqFGFYZKmEN+0+WJMhuN/fLMmGHOO0QI2DFWeHzAfLQWseTx0s9I8syQqGh/fvRX5Ik22JfzscuY1o+zIMlkYffvvUeAGDKoWPgcjhKW6kBxr5gYR4szAMRERER5dKrM2bHHHMMjjnmGABAU1MTRFFEIBAoSsXKkWEYUFUVisPRs+ehDlGGYUDVNCiyXLZX5NshRiA1Tk03cNXDy/Hutk/g97ix7LoFGFVXU+oq9pthGNA0DbJpcr8sA3aI0w4xAl1+Mw1jyO2bPF7KzzAMxGIxOByOsu7H3bF+f1TIsmLbHAD2GdPyYR4siTy8sdF6JKcd19tjX7AwDxbmgYiIiIhy6fPRYSgU4omqXtI0Dc3NzdB1vdRVKSpd19HY0FDWcdohRuBAnJ2xGK5//Cm8sWkLPE4HHr9mPg4/+KBSV68gdF1He3s7dE0rdVWKym59tpzjtEOMgBVnc3MztCG+b/J4KTtN07Bnz54h3779oes6Ghoay35fzscuY1o+zINF13Xs3bsXb23ZBsCe6+2xL1iYBwvzQERERES58NIvIuqWYZj4wVO/wSvv/guKLOHh71yGo8eOKnW1iIiIiKgMbfxsFyKdMYR83rK5mIyIiIiIiKjQhtZCNkQ0oEzTxAMv/Rm/f+tdSKKIexdcguMm2O8KaiIiIiIaGOu2fQIAOG7CoXwMIRERERERUQ781xIR5fTA71/Gb998F4Ig4OdzLsAZRx9R6ioRERERURlLTO4dzwvKiIiIiIiIcuLk3gATBaHUVRgQoiSVugpFV+4xLv3TX/DY//4FALDoG1/D/zftmBLXqHjssVeWf59NsEOcdogRsM9vpl1JNunH3ZEkHooD9hnT8rF7HnTDwF83bMSmz3cBAKYdfmiJa1Q6du8LCcyDhXkgIiIiomx4RmEAORwO1FRXQ1GUUlelqBRFQV1tbVnHWe4xrvrbG7jrNy8CAP7rvBm46IyTS1yj4lEUBcFAoGzbMqHc+2yCHeK0Q4yAFWdNdTUcDkepqzIoNDc344c//CFOPvlkTJ48GRdccAHWrVuX3L5p0ybMnj0bRx99NE455RQsW7Ys5fOGYeD+++/HSSedhKOOOgqXXXYZduzYkfKefGUUksPhwMEHH2zr9lUUBbW1dWW/L+djlzEtH7vn4eX1G3Da936Mq5ashBl/bfZdD+Ll9RtKWq9SsHtfSGAeLMwDEREREeXCyT0iSvHim+tx+y/XAAAuP/s0XH726SWuERERXX/99Xj//fdxzz334De/+Q2+9KUvYe7cudi2bRuampowZ84cjBo1CmvWrMHVV1+N++67D2vWrEl+/uGHH8aqVavwk5/8BKtXr4YgCJg/fz5isRgA9KgMIqJieHn9BlzzyArsbmpJeX1PUwuueWSFLSf4iIiIiIiI8uHk3gCKxWLYt38/VFUtdVWKSlVV7Nm7t6zjLNcY/+/9f+Pm5b+CaZq44JTjcfV/nlWWcXalqiqaW1rKOkagfPtsOjvEaYcYASvOffv3Jyef7GzHjh14/fXXcdttt2HKlCkYM2YMFi1ahLq6Orz44ot45pln4HA4cPvtt2Ps2LGYNWsWLr30Ujz++OMArOOPJ554AldffTWmT5+Oww8/HIsXL8aePXvwyiuvAEDeMgotFovh888/t3X7qqqKvXv3lP2+nI9dxrR87JoH3TBw56rfJu/W6yrx2p2rnoduGANZrZKya19IxzxYmAciIiIiykUudQXsxjCz/dO1/Bi6XuoqFF25xfjPDz/CNUtWQtMNnHvsZPzwgvOg63rZxZmNPfbK8uuzudghTjvECNjnNzOfUCiExx57DEcccUTyNUEQYJomWlpa8MEHH2Dq1KmQ5QOHddOmTcOjjz6KhoYG7Ny5E+3t7Zg2bVpyu9/vx8SJE/H2229jxowZWLduXbdlVFVV9bn+6RN4omhdW6ZpWtbJvcSjOlVVhZnWByRJgiRJ0A0dmqZBMASYopDMiSzLME0TmqZllCvLMgRBgKZpWcoVIYoSDMOAnrZ/JcpN1ClB1QwYugbTtB6VpusaDCO1XFEUIEly1nI1TYOuGxnldo1VFMVuyzVNE4auQdUESOaBa/YSj2/LHqtVrmHoye9Pj7U3OdRVFZKuw4hPvuiGkTlGCQKULDlM/F2Pf5em6zDTJnFESYIkillz2DVWVdcBVbX+S4s1W7mCKEKWsrd5SrmaBuTIYUqsqgroOgRdhwzkzWF6uV3z0F0Oc5ZrmhAQz2FajrvNYTdt0zXWHuUwnoNEOyRz2E25b23emnHHXlcmgN1Nzfjnpi34yvixALpvG9EwICGew/TvzZfDHG0D9DKHaXlI7jc97IeqqkJVVWia1qMcZi23az/M8tle9+++5DAtD4kc9nSMSORBzZPDbttGVaEk/9jP/t3XHKblIVFuT/th1zz0JIcZ5aoqoGkHxghNS47XXesrxWNNr5MgCMlY03+zTdOEwPWRiYiIiEqGk3tEhPc/3oErHnwCMU3D6UcfgZ9dekH8hKI9JhCIiAYzv9+P6dOnp7z20ksv4dNPP8WJJ56IxYsXY/z48Snba2trAQBffPEFdu/eDQAYNmxYxnt27doFANi9e3e3ZfR1cs8wjOR3JHi9Xvj9fpimiX379iUn+xJGjhwJAGhoaEBnZ2fKturqani9XnREImhsbIYsAFL8vKLT6UBlZRVM08T+/fsz6lJXVwtBkNDa2ppRrt9fAa/Xh87OTjQ3N6dsUxQF1dXV8TrtT57DjRlAmwpoXgVQJITDYUQiHVlj1TQVDQ2NOfPU1NSYMdFWVVUJh8OJ9vYI2tvbU7Z5PG4EAkFomoa2tjYoUcART6MgAPX1Vls3NzdnnNAOBoNwu93o6OhAa2tbyjan04nKykqYppEjh3UQBAGtrS3o7LRO8hoxFe62Nvg9CpxuF2LZcuhwoDreh9LL7TqJ39bWhmhHag59Ph8qKioQU1U0NabmUJKkZD8Nh8OINjYCkUiXHFbB4XAg0t6emUOvFwG/H7quZ9RJEEXU19UBAJqbmjJOdgdDIbhdLkQiEYTb4jmMRuEKh4FwGKGKCuhG9hzW19cDAFpbWxHr0g8N00yerO+MRtHSkjrh5XA6UVVZCSAzhwBQ4/NBBtAWDiMaDqds81VUoMLnQ2cshuamppRtsiyjpqYGANDQ2JgxwVFdXQ1RFNHe3o5IWg4P9G8NDQ0NyRxEGxshRKPJHDY1NWUcU4YqK+FyOvH53sxYstn++RcYUxkAcGAsa2lpgZo22RB0OOAGEI1G0dqW2r8TOcw1RtTW1UESBLRlGSMq/H74vN6sY4QcXyMWAPY3NAAdHck8IBJBdXzN9XA4jI4u/RM4kENV09DY0ADA6guJ73G73QCAxqamjMmcyqoqOHP0b7cgIAhrImd/a2tqoIKAYfF+2NzcnDH513WMaEv7bGKMMHKOs4kxohWxlpaUPPgDAXg9nh6PEYk8NDU3Q3E4oMhy78cIVUVt/M/Z+veAjBGNjSl5cLlcCIVCPR4juuYhFAzC4/H0bozQNIiqiqr4hG9TUxMiaf0wGAwiEAggGo1i3759KdsURcFBBx0EANizZ0/KxKCu6ykXBRERERHRwOKRGJHNbdm5C/PvewyRzk4cN+FQLL78IiiyVOpqERFRDu+88w5uvfVWnH766TjttNPws5/9LHm3W4LT6QQAdHZ2oiN+IjTbexInB6PRaLdl9JUoihmTimL8DgtBEFBdXZ3xvQlVVVVZ7zoDALfHg8pKEYooQO5y517i/4nJuK4EwZr9SkwsppZrbXM6nRmf7XpXQlXVgW1RzYAaUSFL1uG0z+eDx+NNi9X6rCwrGeVqmpY8wR0KVWbUNxGr1+tJnuDPLFdGRUUFKr0KXFLm0/aDwWDuHLrdcDicWWMVBDFHDq3tfn/gwJ170U5ILc1wulwArBPMGZ/tksP0baqqJvNQUVEBnzcth/H6OpTMHHbl8/ngq6wEPJ6MWD1eb0YOhfiksiRJ3ZYbDIWy3pUDAB6PB674foJIBGhrg+DzWe8Rs+cwwe/3Z9y5l8iD0+VCtaKkfqCbHAKAFJ/kqvD54Iu3RUIih06Ho9u2SUwMpJSb7IdeeHLkUJZlq9x4DtLbIRQK5Sx3WHXmd2Yz+uCDMuoeCAQy77CLj1culwuOQCC1kDxjhBjfXuH3oyLLnXtA9jEipW2qqjLykJj88Pl88HbJC3Agh0oih7D6QmNTE4LBYPJ9ld3kMGv/jkaBhoYDbZNDMBjM2b/dbjec6eNzPFYx5zibGCP8gCSl5CG5L/dwjEjkIRQMQo5/ttdjRLwtgO77d1HHiMrKlDwky+3hGNE1D4lxtldjhKoCnZ3JOoVCIWvfyVJfl8uV8Zvd9TewLj6hmZA+wUhEREREA4uTe0Q2tmPvPly2eAlaIh04avQIPHTlZXCm/0ORiIgGjVdffRU33HADjjrqKNxzzz0ArJNx6Y/KSkzIeTweuOInA2OxWPLPifckTmbmK6M/sk3exWIxCIIAh8ORc3JP6eb3SBIlyLIMRRKTk3sJXR8hlk13dxmIophxJ2GuOumCAVE68EgySZIh5bg2pjflpuuuXEEQIEoyFFmBImeW332sEkQxe8G9yaGoGxDij6ADrBPWUi9jTeRQliTkCjZvDiUJUBTrv/T69qfcbnKYEquiWN8R/558OcxWbrIvdZPDnOXG776SE3nIoj/9sEc5TOQgrR1ylbunuQWP/OGVnN8JAAKAulAQ0yaMz8hJ1raJ50ESRUg5vrcvbZPQoxzmyENv+qEkiin7Wa/bJp6H/sTap37YtdwceejNGCGJIhRF6fsY0YN+2Kdyu35FvhzmyENv2iaRh0Teet02up6c/Mv3G5jrNxnI/D3nIzmJiIiISiv3USoVnCzLCAaDySvjypUkSaisqirrOMshxt2NzZhzzxLsa2nD+OHD8Ni18+F1pV7BXw5x5iNJErxeL6Qyf6SMHdoSsEecdogRsOIMBoN83FMXTz/9NK6++mqcfPLJePzxx5MTdfX19di7d2/KexN/r6urS16Fn+09icd/5Suj0GRZRl1dna3bV5IkVFVVlv2+nI9dxrR87JaHtZu2YOaP/gfrPtoOR3wcSJ8mSPx90be+3u1kULmxW1/IhXmwMA9ERERElIt9/pU0CIiiCKeidHvlXzkQRRFOh6Os4xzqMTa2hTFn8RLsbGjCyNpqPHHdAgTTHnEDDP04e0IURThkOfkopnJlh7YE7BGnHWIE7POb2VO/+tWv8OMf/xgXXngh7r333pSr56dOnYp33nknZU2rtWvXYvTo0aiqqsLhhx8On8+HN998M7m9tbUVGzduxJQpU3pURqGJogiXy2Xr9rXukHDaOgeAfca0fOySB8Mw8NCLL2PO4kfR0BbG+OHD8MJtN+CBKy5FXSj1UYF1oSDuv+JSnDV5UolqWxp26Qv5MA8W5oGIiIiIcrHv5dIloGkaOsJhuBUFchk/+lDTdUTa2+HxepPrI5SboRxjW6QDc+99FB/v3ov6UBDLr1+ImoA/63uHcpw9pek6Yh0dcMQXmS9XdmhLwB5x2iFGwIqzIxyGW9Mgd/OIKDvYvn07fvrTn+LMM8/EggUL0NDQkNzmcrkwa9YsLF26FIsWLcK8efOwYcMGrFy5EnfccQcA6zFas2fPxt13343KykoMHz4cd911F+rr63HmmWcCQN4yCk3TNLS1taGiosK2d+/puob29gi8Xg8kyZ45AOwzpuVjhzw0toVx49Jf4rWNmwEA5594LH5wwUy4HA6Mrq/F6UcfgTc/3Iqde/dheG0Njj18nK3u2EuwQ1/oCebBwjwQERERUS72PZNQAoZhINLRAVf64u5lxjQMtLe3W+v4lOk/QIZqjB2dMSx4YCk2froTlRU+LL9+IYZXZS4unzBU4+wN0zDQGYtBMYxSV6Wo7NCWgD3itEOMgBVnpKMDzjLfN3viT3/6E1RVxSuvvIJXXkldn2rmzJn4+c9/jqVLl+LOO+/EzJkzUVNTg5tuugkzZ85Mvu+aa66Bpmn4/ve/j2g0iqlTp2LZsmXJOwCrqqryllFIhmGgtbUV3ix3jduFYZjJfbmMd+W87DKm5VPueVj30ce4/rGnsKe5BS6HgtsvPB8zj5+a8h5JFDH10NEYHapAdXW1LSf2gPLvCz3FPFiYByIiIiLKhZN7RDYRUzVc9chyvLN1OyrcLjzx3QUYU19b6moREVEeCxcuxMKFC7t9z6RJk7B69eqc2yVJwo033ogbb7yxz2UQEfWWaZp44uW/4n+e+wN0w8Do+lrcv/ASjB8+rNRVIyIiIiIiGtI4uUdkA5qu44alT+O1f2+G2+HAY9fMx4QRw0tdLSIiIiIqUy3tEXxv+a/xl/f/DQD4z698GT+66BvwupwlrhkREREREdHQx8k9ojJnGAZ+8NSz+NP6DVBkCQ99Zw4mjxtd6moRERERUZnasP1TfPfRJ7GzoRGKLGHRN2fiW9OPgyAIpa4aERERERFRWeDk3gASRREulwtCma8fIYgi3B5PWcc5VGI0TRM/e+Z3eO71tyAKAu6ZfxFOmHhYjz8/VOLsD0EUoShKWccI2KMtAXvEaYcYAStOl8sFsczjtCtRFOHz+WzdvqIowONxQxTtPdlhlzEtn3LJg2ma+NU//omfPf8SVE3HITVVuG/BJfjSyIN79PlyyUN/MAcW5sHCPBARERFRLkPqCHH79u348pe/jOeeey752qZNmzB79mwcffTROOWUU7Bs2bIS1rB7siwjUFEBucwXwpYlCcFAoKzjHCoxPvDCn/Dkn/8BAPjppd/CWZMn9erzQyXO/pAlCT6Pp6xjBOzRloA94rRDjIAVZ6CiArLM65DKkSzLqKqqsnX7SpKMQCAISbJvDgD7jGn5lEMewtEorvvj/+FHv3kRqqbjzC8fiee+f32PJ/aA8shDfzEHFubBwjwQERERUS5DZnJPVVXccMMNiEQiydeampowZ84cjBo1CmvWrMHVV1+N++67D2vWrClhTXMzTROqpsE0zVJXpahM04SqqmUd51CIcfnLf8VDL74MAPj+t2Zi5vFTe13GUIizv0zThKrrZR0jYI+2BOwRpx1iBOzzm2lXpmkiFovZun3tsi/nwzxYhnoePvz8C8y6+xG89NF2yKKIW77xNTxwxaXwe9y9Kmeo56EQmAML82BhHoiIiIgolyEzuffAAw/A6/WmvPbMM8/A4XDg9ttvx9ixYzFr1ixceumlePzxx0tUy+6pqorGpiZomlbqqhSVpmnYv39/Wcc52GN89h//xM+ffQEAcO3XzsZFp5/Up3IGe5yFoGkawuFwWccI2KMtAXvEaYcYASvOxqYmqKpa6qpQEaiqil27dtm6fe2yL+fDPFiGah5M08RvXnsT3/jpvfhkXwPqfV48fc08XHrm9D6trzdU81BIzIGFebAwD0RERESUy5CY3Hv77bexevVq/Pd//3fK6+vWrcPUqVNTHuk0bdo0bN++HQ0NDQNdTaJB4Y9vv4cfPPUsAOCys07BFTPOKHGNiIiIiKjcRDo7ccvyVVi0cjU6VQ0nTxiP3174dXx59IhSV42IiIiIiKjsDfpFPlpbW3HTTTfh+9//PoYNG5aybffu3Rg/fnzKa7W1tQCAL774AlVVVX3+3lgslvJ3URQhy3LysRjpHA4HAGR9ZIYkSZAkCbquw9B16/OJMgQBSrzcbFfjybIMQRCgahqQVq4oSZBEEYZhQNf11A/Gy03UKVe5mq7DNIzUj4oiZEnKXi4ARVFylivF1wIwsuQpUW6uWJPlZolVkiSIogjdMGDkiLU/Oeyu3Gyxdm3nbDnstm2QP4eiKPapbd748CPcuOxpmKaJ/3fiV3Dd1/4jmZPucpirbVRVhW4YyVj7msN8bdPrHObp373Joaqq1n6paYCq9qhtepPDhO76dyFymG+MSLSlmjb25Iq1mGNEvrbp7xiREmeXWAdyjOhabqHHCCNeR90wDvyWJKrU07bp5Tibr236m8Ns5aaMs5oGIy2Hid9WwzAyPisIQjLW9N9zIiLqv2279uDaJSvx0Re7IQoCrv3a2bh8+jSIO3aUumpERERERES2MOgn926//XYcffTROPfcczO2RaPR5KRagtPpBAB0dnb2+TsNw8CuXbtSXvN6vaiuroamaRnbAGDkyJEAgIaGhozvrq6uhtfrRUdHBzpjMTS3tECIrx3ocDpRVVkJ0zSxf//+jHJr6+ogCQLaWlszyq3w++HzetHZ2Ynm5uaUbbKioKa6GgCwv6Eh42RrdXU1FEVBOBxGR5d1DBOx+v1+qJqGxrQ7IEVJQl18ArWxqSnjRG1lVRVEQYCmaWhqbobY5XE8bo8HwUAg+WiRFIKAYfX1AIDm5mZoaSesg8Eg3G43Ojo60NbamrLN6XSisrISRo4c1tXVQRAEtLa2IpaWQ38gAK/Hg1iWHCoOB6rjE8Tp5Rpd8tnW1oZoR0fKdp/Ph4qKCsRUFU2NjSnbJElKTkI3NDZmnPSvqqqCw+FApL0d7e3tKds8Xi8Cfj90Xc+o04YdO3Hjk89A0w2cPmkCFp5xUsodrMFQCG6XC5FIBOG2tpTPulwuhEIh6IaRUq5hmin9LlsOA4EAPB4POqNRtLS0pGxL9G8gM4cAUFNbC1mS0Nbaimg0mrLNV1GBCp/P2meamlK2ybKMmpoaANlzWF1dDVEU0d7ejkhaDhP9W9M0Kz8dHRA0DbGWFgiahvq6OgDWmp7pkyOhykq4nE5E2tsRDodTc+h2IxQMQsvSNgCSFye0tLRATZtsSPTvaDSK1hw57O8Y0dTcnPy/KAglHSOcOfp3IcaIzs7OlDiB0owRAFBdUwNFlgs+RgQCAQBARySSsd90N0YIopjs381ZHhHdlzEioT7eNoUcI0xVhRDvl01NTSlr7gJWmwcCAUSjUezbty9lm6IoOOiggwAAe/bsyZgYNE2zT4+LIyIi4PdvvoMfPvUsIp0x1AQq8D/zL8Kxh40D0sZpIiIiIiIiKp5BPbn3/PPPY926dfj973+fdbvL5cq4Ij9xctvj8fT5e0VRzLhLUBStJ5jKspyxrauqqqqsd+4BsE48O50IBAJQEvWLn1wUBAHV8RPtKd8b317h96Miy90QgHXiOuOzXU5aVme5gzHxKFOfzwdvWq6EeKyKLGetU0JlKJTxWuIORUWWEQwGk3dOdC1XzlNuMBjMekcJYOXQmTahm4hVzJHDxAlcv9+f9Y4SwDrB3G0O07apqpo8SV1RUQFf2nqQyXIVpdtYEye1u0rE6vF64Xa7U6sUz6EkSSnlfrDjc9zyyzXoVDWccuRE3H35RVDE1KfuJsv1eOCKT4JnlCuKKeWqqoqmLhMa3eXQ6XKhukt7WwXnzmHi+4D4JJTPl71ch6Pbtukuh16vF54cOUz0Q7WlBR2KAncgAMXvT74vlKN/A1bbuFyu7OWmtU26QCCQM4culwuOHDns7xgRCgbR1NyMUGK/LOEYAXTfv/szRjidTmsiquv4U4IxArD6AlD4McIwTUAQ4PZ4MvabXGNEumAolDOHvRkj0hVyjFAjEbTFJ49DoVByUjO9vi6XK+N3uevEXV18QrOr1rSLRKg0OMGasgvYGxNhGeR56FRV/HT177Dqb28AAI49bBz+Z/5s1AT8eT7ZS4M8DwOCObAwDxbmgYiIiIiyGNSTe2vWrEFDQwNOOeWUlNdvu+02LFu2DAcddBD27t2bsi3x92wn83oj/Y7ABEEQcm4DkDKZlc7tdsNdVwe4XEDa+7o+QixruXLuphJFMTn52Ns6yZIExE+QFqpcURSTd0xk059YJVFMTggNVLlAZqyKoqROIBc4h0DP22brF7ux8KEn0B7txFcOG4v7Fl4MVzd9tDc5TI+zWG1TjH7Y03IVjweeUAhwu1P2y+7KLUU/7O8Y4fF4cl70MNjapj+xupxODM8x/gzkGNFVMXKYuIsxl7zlDrJxNlu5iscDjygCDgeQp39397vc3TYqHYfDgREj7L0ul6IoqK/PfcGYXSiKkndMs4PBnofP9jXg2iUr8e9PPwcAXDHjTFz9/32129/GvhjseRgIzIGFebAwD0RERESUy6Ce3Lv77rszHjl21lln4ZprrsE555yDP/zhD1i1ahV0XU9ewb927VqMHj26X+vtEQ0Vn+1rwKX3LEFzuB1HjjoEj1w1t9uJPSIiIiKi3nhl/QbcsmIV2jqiCPq8uGvut3HyERNKXS0iIiIiIiJbK+yllgVWV1eHkSNHpvwHWI++HD58OGbNmoVwOIxFixZh69ateO6557By5UosWLCgxDXPTlVVNDQ1QU1b56jcqJqGffv3l3WcgyHGPc0tmLN4Cfa1tOLQg+rx+LWXw5f2qMj+GgxxFpuqaWgJh8s6RsAebQnYI047xAhYcTY0NUFNW1+RyoOqqti1a5et2zexvmj6+pd2Y5cxLZ9S50E3DLy5eStefHM93ty8FbphIKZp+Nnq3+GqR1agrSOKL48dhed/cH1RJ/ZKnYfBgDmwMA8W5oGIiIiIchnUd+7lU1VVhaVLl+LOO+/EzJkzUVNTg5tuugkzZ84sddWyMk3TOoGTth5R2TFNaKpa3nGWOMbGtjAuu2cJPtvXgENqqvDEdQsR8nnzf7C3bNKWhq6Xd4yAPdoSsEecdogRsOLUtIx1bKk8mKaJWCxm6/Y1TROqqto6BwDsM6blU8I8vLx+A+5c9VvsbmpJvlYTqIDP5cL2PfsAAJeddQqunzkDipz9MdMFw/7AHCQwDxbmgYiIiIhyGHKTe5s3b075+6RJk7B69eoS1YZo4IU7oph332PYumsP6oIBLL9uIWqD/lJXi4iIiIiGmJfXb8A1j6xA+rTBvpY27Gtpg8uh4H/mzcYZXz6yJPUjIiIiIiKi7Ab1YzmJKFU0FsPCB5fi3zs+R9DnxfLrF+KQGq4vSURERES9oxsG7lz124yJva4q3G6cetSXBqxORERERERE1DOc3CMaImKahmuWrMTbWz6Gz+3Csu9ejrHD6kpdLSIiIiIagtZ99HHKoziz2dfSinUffTxANSIiIiIiIqKeGnKP5RzKZFmG3++HJBV5rYoSkyQJwWCwrOMc6Bh1w8BNy36Fv/1rE1wOBY9eNQ9HjDyk6N9rl7Z0ezyQ5PIeDu3QloA94rRDjIAVp9/vh1zm+6ZdybKM6upqW7evXfblfJgHy0DlYX9rG9Zv3Y71W7fj1fc+6NFn9jW3FrVOXbE/MAcJzIOFeSAiIiKiXOx7RqUERFGE2+kExPK+YVIURbjd7lJXo6gGMkbTNHHb08/ipXXvQZEkPHDFpZgyfsyAfLdd2tKlKIAglLoqRWWHtgTsEacdYgTs85tpV6Iowuv1lroaJWWXfTkf5sFSjDyYpomPd+/F+q3b8c5H27F+23bs2Lu/1+XUDODazuwPzEEC82BhHoiIiIgoF07uDSBd1xHt6IDL4UA5X3enGwY6OjrgdrshlelJ2YGK0TRN/PezL+DZf7wJURBw17wLcfIRE4r2fens0paxzk44DIP7ZRmwQ5x2iBGw4ox2dMCl62W9b9qVrutob2+H1+u17d0IhqEn92VRtGcOAPuMafkUIg+dmoYPPt6Bdz77Auu3fYJ3t25Hc3sk5T2CIODQg+oxedxoHD1mBP7nuT9gf0tb1nX3BAB1oSCmHDowF5UB7A8Ac5DAPFiYByIiIiLKhZN7A0jXdYTDYTh8vrI+UWnoOtpaW+F0OMr2HyADFePDf3gFy1/5GwDgxxd/A2dPObpo35WNXdoyGo1CLvMJBDu0JWCPOO0QI2DFGQ6HoZT5vmlXuq6jqakJLpfLtpN7um6gtbUNDofT1pN7dhnTuqMbBv65aQu2f/4FRh98EKZNGN+jXDS2hfHutk+sx2xu2YZ/ffo5VN1IeY/LoWDSqBGYPG40Jo8bjS+PHQW/58BdQF6XC9c8sgICkDLBl3iewaJvfX1A24X9gTlIYB4szAMRERER5cLJPaJBauWrf8f9v/tfAMAt3/wazj/x2BLXiIiIiIgK6eX1G3Dnqt9id1NL8rX6UACLvjUTZ02elHzNNE3s2LvfmsjbZj1m8+PdezPKq/J5MfnQMTgmPpk3YcRwOLpZ2/KsyZNw/xWXZtShLhTEom99PaUORERERERENHhwco9oEHru9bfw09XPAwCuPveruPSM6aWtEBEREREV1MvrN+CaR1ZkPBJzT1MLrnlkBa4/bwZkSbIm9LZuR0NbOKOMscPqMHncKEw+ZDiOcUgYcfQkCL1cz/KsyZNw+tFHYN1HH2Nfcytqgn5MOXQM7xIiIiIiIiIaxDi5RzTI/Omd97Fo5WoAwCVnnIzvnHtWiWtEREREVJ50wyjJpJZuGLhz1W+zrnWXeO1/nvtDyuuKLOHIUSOSd+V9eewohHzxibxIBNi+HRAE9IUkijj2sHF9+iwRERERERENPE7uDSBBEOBwOPr8j+4hQxDgdDrLO84ixfiPDz7Efz3+NAzTxKwTvoJbvvE1CKXMo03aUpbl8o4RsEdbAvaI0w4xAkD8N7OkYyAVjSAIcLvdtm5fIb4v2zkHumHgrY8+xme79+CQ+lZMO/zQAb1brKePxOyPmKphT3OL9V+T9f/dTc3Y+OnOlO/N5ctjR+H0o4/A5HGjccTIg+FUlILUa9Cyy29cd5gDC/NgYR6IiIiIKAdO7g0gRVEQCgSAbta9KAeKLKOysrLU1SiqYsS47qOPcdUjy6HqOv7jmKPw44u/UfITfnZpS8Xr5X5ZJuwQpx1iBKw4Q4EAUO4nsm1KURTU1taWuholJdtkX85lICbW8n1/d4/EvP+KS/PWI9wRxe6mZmvCbvde7PlkB3a/tQF7w+3YHZ/Ia8zyKM3emH3qifjPYyf3q4yhxC6/cd1hDizMg4V5ICIiIqJcyvts9iBjmiYM04Romijn6+6ScQpCySeniqXQMf57x+dY8MBSRGMqTjricNw178JBsc6JrdqS+2VZsEOcdogRsM++aVemacIwDIiiWNb9uDumacI0DQhCaXKg6wY2bPoQDU1NqAqFMGnC4ZCkgTn2KMTEWn/keySmAODHv34OdaEA9re0HbjrrqkFu5ubrf83tSDS2dmj73PIMupDAdSFAqgLBlEXCqAzFsPT//d63s/WBP29im2os8tvXHeYAwvzYGEeiIiIiCgXTu4NIFVV0bR/Pyrr66E4HKWuTtFomob9+/ejuroaSpnecVHIGLft2oO59z6KcEcUUw4dgwcWXgrHILmLzC5tGW5thU/TUJ4RWuzQloA94rRDjIAVZ+P+/QiNGgWH01nq6lCBqaqKXbt2YdiwYdYjy22olPvy3/75Fu5fthL7GhqTr9VUVeKauZdg+rSvFPW7ezKxdueq53HCxPEwDBOqrkPTDai6Bi3xZ02DqhvQdB2qpkGLRKDu/AJqOApNlq3X4ttjmh7/nA41/udP9u7r9pGYJoC9za34xk/vyxuP3+NGXTCAOn8F6iQB9QcPR11ttTWZFwygLhRE0OvJOCmvGwZefe8D7GlqyZoLAUBdKIgph47JW4dyYpffuO4wBxbmwcI8EBEREVEug2MGgcimPt/fiDn3LEFTuB1fGnEwllw1F26nPU9yEhERUfH97Z9v4Qe/WJzx+r6GRvzgF4vx45uu6/MEn6braI10xP+LoKXd+nNLJILWduv/W7/YnXdibXdTMyZffWuf6lBIFW43RiYm6kIB1IeCqA0GukzcBeBJXHwQiQDbtwOjRwMeT96yJVHEom/NxDWPrIAApEzwJaYBF33r64PiSQ5EREREREQ0+HByj6hE9ja3Ys49j2BPcwvGDqvD0u9ejgqPu9TVIiIiojKl6wbuX7ay2/fcv2wljpxwGCKRDrSF29HW3o62cNj6c/LvXV5vC6OtpQXhaBTt0Z49prK3REGALElQZAlK/P+yZP2nSBJkQYCia1A8HsiKknyvtV2EIsnx94tQZBkNra145d0P8n7vQ9+Zg2MPG1eUmADgrMmTcP8Vl2asPVgXCmLRt74+IGsPEhERERER0dDEyT2iEmhub8fce5fg030NGF5VieXXLUBlha/U1SIiIqIytmHThymP4sxmX0Mjvj5nYb++x+tyIuDxwO9xw+91J/8c8HrQ0h7BmtffylvGo9fMw3GHHwpZkvLfvdbLu+Z0w8Bp3/vxoHgk5lmTJ+H0o4/APzdtwfbPv8Dogw/CtAnjecceERERERERdYuTe0QDLByNYv59j2PLzt2oCfix4vqFqAsFS10tIiIiKnOf7vyix+91u1yo8Hnh9/lQ4fPC5/WiwudFRdr/vQ4HKpqaMKKuElWhACrcbiiylLNc3TDw+sbNeSfWTvrS4UWb4Bpsj8SURBFfGT8WYyoDqK6u5sQeERERERER5cXJvQGkKApqqqshyOWddlmWUVdXB0EQ8r95iOprjJ2qiisf/P/Zu+/4KOr8j+Pv2dlNNr0TQCwIgoqgIigqgoDI2e7EXsByWO93eLazHtZT8VQU7Hqnoh524NTTs5xnV5oNFUEUUKSn9+zOzO+PJGs2u6lkd7PJ6/l48NDszH7n8/3Md2Y388l35jF9teYnZaYk6/FLLtBOvXIjFOX26yn7MiM9neOym+gJ/ewJfZTq+pmXmyvD44l1KIgAj8ejHXfcsduP45ZE61iuqq7Wh4uX6a33P9Tiz79s03tmXX+NRuw9tE3rWtU1Mn5YrdysVHna8NzgrlJY62q3xOwp5/bWkAdy0IA81CEPAAAAaE73vprdxRiGUfelvJt/MQ/0sxvrSB99fkt/evhJLVq5WsmJiXr0T+dptx16RyjCztGj9mVP6Wc31xP62RP6KPWcY7On6injuCWRzIHfsrTsy+V68/0P9eHipapq9Cw8t2nKb1nNvrdXTo723WtIROJq0FUKaw23xFz6/Y/aWlyqvMx0jdht15jMnOOYqEMeyEED8lCHPAAAAKA5FPeiyOfzqby4WKm5ufJ045kIPr9fpaWlSk9Pl6ebzoZqbx9t29ZVjz+j/335jRI9bj00fZqG9d8pCpFun56yL6vLy+X1+9V9j8qesS+lntHPntBHqa6f5cXFSvX55ElofTYQ4ovP51NhYaGys7O79Xeilvj9fpWWlig9PUPuTjiWHcfRiu9/0Fvvf6h3PvpERSWlgWV983tp4pjRmjjmYK35eb1m/O3uZtuZPu0MmWbki1uBZ819971+2rRZO/XO16jdd4t6Yc10uXTA4IFR3WY4PeXc3hryQA4akIc65AEAAADN4dthFDmOo1qfT3LCPWGkG3Ec1dbUdO9+tqOPjuPoxnnz9eriz+Q2XZpzwVld4iJSm/SQfem3rO7dR6ln7EupZ/SzJ/RRquunzyenu/ezh3IcR9XV1T16/zqOo5qa2u3OwabNm/T2a0v0v48+1i8bNwVez0xP1/iDR2nimNHac9DAwMyPnXboq5uvuERz/jFXWwsKA+v3ysnR9GlnaOyo/bcrnvYwXS7tv9uu2jUrnWfN9ZRze2vIAzloQB7qkAcAAAA0g+IeEEGO4+jOl17Vs+99LMMwdMe003XosD1jHRYAAIhjhcXF+u+Hn+jN9z7Uyh9+DLzuTUzU6P1HaOKYgzVy76HNzggcO2p/jR45Ql+t+E4FRUXKycrSsD12j8qMPQAAAAAAsP0o7gER9Mjr/9Xf3/ifJOmmKSfoyJH7xjgiAAAQjyqrqvTBoqV66/0Pteyrr2XZtiTJ5XJp+LC99Juxh2j0/iOUnORtU3um6dK+e/EHRwAAAAAAxCOKe0CE/PN/H2rWgtckSVeccIxOGnNgjCMCAABdgWXZ+uKbFVr388/aeccdNXzoXmFnzfn9fi354iu9+f6H+nDxMtXU1gaW7bnbQB06+iDtvvd+2r1vrrxuZt0BAAAAANBTUNyLItM0lZaaKpdpxjqUiHKZptIzMrp1P1vr48JPluqmefMlSRceNVHTJo2LZnidpqfsyySvt1v3UeoZ+1LqGf3sCX2U6vqZlpoqs5v3s6cyTVPZ2dk9cv++9+nikOfd5eVk66JpZ2rsqP3lOI6+Xvm93nr/Q/3v409VUloWWK9fn96aOOZgHXbIwdqxbx9V+21tKK8Nt5m40VPOaa0hD3XIAzloQB7qkAcAAAA0h+JeFJmmqeSkJMnVvf+y2nS5lJKcHOswIqqlPr712Ve65olnJUlTx4/Wn373m2iG1ql6yr40ExM5LruJntDPntBHqa6fyUlJEhezuiXTNJWWlhbrMKLuvU8Xa8bf7g55fWtBoWb87W6NPXB/ff/jWm3YvCWwLCsjXRNGH6SJY0Zr94G7yjCMaIYccT3lnNYa8lCHPJCDBuShDnkAAABAcyjuRZFlWaqtqVFCQoK686VKy7br+pmYKLObFkya6+PH367SJY8+Jcu2NfnAkbrm5GPj+iJcT9mXPp9PHtvmuOwGekI/e0IfpUb9tKxufWz2VJZlqbq6Wl6vt8fM3rMsW3P+MbfFdd77ZLEkKcnr1ZgDRmrimIM1fNhecnfjHPWUc1pryEMd8kAOGpCHOuQBAAAAzeHbYRRZlqXS0lLZlhXrUCLKtiwVFxd3636G6+PnP6zVH+5/TD6/pcOHD9VfzzxJrjj/Bayn7Muqyspu3UepZ+xLqWf0syf0UarrZ2lpqaxu3s+eyrIsbdu2rcfsX7/frzfefT/oVpzNOfPEyfrX4w/p2j/9Qfvvu3e3LuxJPeec1hryUIc8kIMG5KEOeQAAAEBzmLkHdILvfv5F5815VFW1tRq952Dddc7Ubn8xDgAABLNtW5u2btOan37Wj+t+1pqff9aPP/2sn37ZIL+/bRdmd+63g7yJiRGOFAAAAAAAxLO4KO4VFxdr1qxZevfdd1VeXq7Bgwfrsssu04gRIyRJK1as0C233KKvv/5amZmZmjp1qqZNmxbjqNFdWbatxat+0Jr1G9S/X1/lZ2Xq93c/rNLKKu07YBfd+4ezlOCJi0MLAIAeybJsfbXiOxUUFSknK0vD9thdptm+2fZFxSX6dtUaLdq2ST/9vF5rfvpZa35er6rq6rDrJyYkqKa2ttV2c7Ky2hUHAAAAAADoeeKiAnHppZeqoKBAs2bNUnZ2tubNm6dp06Zp/vz5ys7O1tlnn63DDjtMN954o7744gvdeOONyszM1PHHHx/r0NHNvPnZV7rl2QXaVFQSeM1lGLIdR3vsuIMeuehcJfPX9gAAdFnvfbpYc/4xN+gWmXk52bpo2pkaO2r/kPUrKiu1pr549+O6upl4a35ar+LS0rDtu92mdt5hB+26847qv9OO2rX+X252tk6+8KIWb83ZKydHw/bYffs7CQAAAAAAurUuX9xbt26dPvroIz3zzDMaPny4JOnaa6/V+++/r1dffVVer1cJCQm64YYb5Ha7NWDAAK1bt06PPvpolyvuGYYhj9stGUasQ4ksw5AnIaHb9fPNz77SRQ8+IafJ67ZT98rU8aOVnpwU/cAiqZvuyyCGIdM0u3cfpZ6xL6We0c+e0Eeprp9ut4zu3s8eyjAMJSYmRn3/vvfpYs34290hr28tKNSMv92t/ztzirIyM+pup7nuZ6356Wdt2rotbFuGYahXXp4G7LyTdttlJ/XfqZ923Xkn9eudL7c7/Ffsi6adGXb7DaZPO6PdMwjjXk85p7WGPNQhD+SgAXmoQx4AAADQjC5f3MvKytIjjzyivfbaK/CaYRhyHEclJSX6+uuvNXLkyKCLKKNGjdLDDz+sgoIC5eTkxCLssDwej7KzsqRmLvh0Fx63W7ldKO+dwbJt3fLsgpDCXmNzXn5Dxx40Uqar+1yU6477simP2y1PairHZTfRE/rZE/oo1fUzOytL8nhiHQoiwOPxqHfv3lHdpmXZmvOPuS2uc//cp8O+npudFTQLr/9O/dS7T18V+gz1TU2Q1922z/6xo/bXzVdcEjJzsFdOjqZPOyPszMHurqec01pDHuqQB3LQgDzUIQ8AAABoTpe/mp2enq6xY8cGvfb666/rp59+0ujRo3X33Xdr0KBBQct79eolSdqwYUOHi3u1TZ6J4nK55Ha75TiOfD5fyPoJCQmSJJ/PJ8cJLgGZpinTNGVZlmy/X2r8/vqZCY7jyO/3h7Trrp+14PP7pSbtukxTpssl27ZlWVbwGxtmCdbH1Fy7fsuSY9vBb3W55DbN8O2q7oJcc+2apimXy9Viu831NdBumL42tGvZtuxm+ro9OWypXUn6dMWqoFtxhrOpqFifrlil/QcNaHnfaPtz2Gq77cxha/tme3PYWrvh+ro947tdOfT5pIb/+nxt2jcdyWFL+6Yzcsg5IrbniPbmkHNEQ8Mt7BufT25JhiS/3y+7SV8bPltt2w55r2EYgb42/TxHz/XViu9avCVmg1132lFD9xhcX8SrK+RlpKWFrFfttyVf+8fX2FH7a/TIEdv9zD8AAAAAANBzdfniXlPLli3TNddcowkTJmj8+PG67bbbAoW1Bon1zzyrqanp0DZs29bGjRuDXktJSVFubq78fn/IMknaeeedJUkFBQUh283NzVVKSopKSkpUumGDEtLSZNRfdExITFROdrYcx9G2baG3feqVny/TMFRWWhrSblp6ulJTUlRTU6Pi4uKgZW6PR3m5uZKkbQUFIRdbc3Nz5fF4VF5erqrKypC+pqeny+f3q7CgIGiZyzSVX188LSwqCrlQm52TI5dhaMPGjXK73XI1un1IUnKyMjMy5Pf7Q/tqGOpT/xf8xcXF8je5oJ2ZmamkpCRVVVWprMkzbhITE5WdnS27mRzm5+fLMAyVlpaqtkkO0zMylJKcrNowOfQkJAT+SnLN+g0h7YazZv0G7ZqdodTUVKWlpanW51NRYfCFRNM0AwXogsLCkIvzOTk5SkhIUGVFhSoqKoKWJaekKCM9XZZlhfTVcLnUOz9fklRcVBRysTszK0tJXq8qKytVXlYWtMzr9SorK0uWbQe1azuOqqurtWO/fkpISAibw4yMDCUnJ6umulolJcEF0IbxLSnsvsnr1Utu01RZaamqq6uDlqWmpSktNVU1tbUqLioKWuZ2u5WXlycpfA5zc3PlcrlUUVGhyiY5bBjffr9fBQUFUlWVjIICOampMqqrAzksKioKKY5kZWfLm5ioyooKlZeXB+cwKUlZmZnyh9k3ktSnTx9JUklJiXxNig0N47u6ulqlzeRwe88RhUVFqq6ultfrlcswYnqOSGxmfHfGOaK8vFzbtm0L9FOKzjkiXLu5eXnyuN0qKytTdVVV0LLtOUdkZGSopKREXq835LiJ9jmiQcMMrM48Rzg+n4zaWuXsvLNKqqpU2WQcZmZmKiMjQ9XV1dq6dWvQMo/Ho759+0qSNm/eHFIYdByH233GWG1trTZu3Kg+ffqEfI+LlIImnyXNmXL873TYIQdHNBbTdGmvwbtp27Ztys3N7dGFPZ/PF8iDpwfP1CUPdcgDOWhAHuqQBwAAADQnrop7b7/9ti6//HLtvffemjVrlqS6C45N/yq/4QJ3cnJyh7bjcrkCF+IbvybVFRWaLmssJycn7Mw9SUpKSlJNQoIyMjLkaYit/uKiYRjKrb/QHrTd+uVp6elKCzMbQqq7cB3y3kYXLcPdxqPhNqapqalKaZIno76vHrc7bEwNsrOyQl5rmKHodruVlZkZ9AuI0SiHLbWbmZkZdkaJVJfDxKYXAev76momhw0XcNPT08POKJHqLjC3lMP+/fo2G29j/fv1rSssNbTr8bTY14aL2o019DU5JUVJScHP8GvIoWmaLecwK6vZHCYnJ8tbXwAPadflCmrX5/OpsNHF0JZymOj1KrfpL5yNx2GYeBtuYZqWnq7U1NTw7SYktLhvWsphSkqKkpvJYcM49JWUqMrtVlJGhjzp6YH1spoZ31LdvvF6veHbbWXfZGRkNJtDr9erhGZyuL3niKzMTBUWFf16XMbwHCG1PL635xyRmJgY6G/g/BOFc0S4dt31701LS1NqSkr4djtwjmh4zmdScnLIcRPtc0RTnXmO8FVWqrS+4JeVlVV37ISJ1+v1hnwuNy7c5dcXNBsrbfJHIviVbdu677779MILL6i0tFT77befrr/++sAfMcWznDDnpO1ZDwAAAAAAIFbiprj39NNP65ZbbtHEiRN15513Bv7Ku3fv3tqyZUvQug0/h7ug11bN/RW5YRgt/oV5S39NZ5qmXKYpj8cTsl7jW4iFbbeF54G5XK5A8bG9MblNU6q/QNpZ7VqWJVd9f8Ktsz19NV2uZp9pF6l2JWnUHoPUOytDm4tKwj53z5CUn5WpUXsMCmonZvumE3NoulyBC+WR2jeRGIdtbtfjUY1p1j17r1FbLR7LMRiH23uO8Hg8Muv/27SdrrZvOiOHnX2ebe0cEc0cNtyqs6GfHWq3i51nw7br8QTOPe5WxndLn8vRmhXWXTzwwAN69tlnddtttyk/P1933HGHzj33XL366qtxn8the+yuvJzsFm/N2SsnR8P22D2KUQEAAAAAALRfXNwDaN68ebr55pt1+umn65577gm6uDRy5EgtW7Ys6PZ5n3zyifr379/h5+0BTZkul649ZbKkukJeYw0/X3vKsS1e/AcAoCurra3VY489punTp2vs2LHafffddffdd2vz5s166623Yh3edjNNly6admaL60yfdkaPvkUmAAAAAACID13+6sWaNWt06623auLEiTr//PNVUFCgrVu3auvWrSorK9Pxxx+v8vJyXXvttVq9erXmz5+vuXPn6vzzz4916OhmDh8+THMuPEv5WcG3hsvPytScC8/S4cOHxSgyAAC233fffaeKigqNGjUq8Fp6err23HNPLVmyJIaRdZ6xo/bXzVdcoryc4Fve9srJ0c1XXKKxo/aPUWQAAAAAAABt1+Vvy/nGG2/I5/PprbfeCvmr8cmTJ2vmzJn6+9//rltuuUWTJ09WXl6errjiCk2ePDlGETfP4/EoOzu7xduLdQdut1u5eXmB5011J4cPH6YJ++ylJat+0OaiYuVnZWrkoAHddsZed96XDdxut1JTUzkuu4me0M+e0Eeprp/Z2dlyt3AbUHSuTZs2SVLIMwx79eqljRs3drjdps9GbrhVcJ8+feQ4Tsjyhjs0+Hy+sM8xNk1Tlm3J7/fLsA05rl+fTep2u+U4jvx+f0gcbrdbhmHo4BHDdcC+e2v5ipUqLC5Wdmam9hmyhzwej2zbDrobRON2G2Jq4PPbsi2/HKdujFqWX7bd5JmTLkOm6Q7bruM4ysvLk2maQe027qvL5WqxXcdxZFt++fyGTOfX7yINt7n1+/1hc+hyuWTblizLDtvX1nLYuF3L55NpWbLturYs25bdpK8yjMBte5v21XEc5ebmyu12y29ZcuzgmFymKdPlCpvDxn31WZbk89X9a9LXcO0aLpfcptl6u35/2GeUulyu4L76fJJlybAsuev71VIOm7brOI6yc3LkdrtbzGGz7TqODKmur01y3GIOW9g3jfvaphzW56BhPwRy2NL4btJXx3GUVf/7UnN9bWnfuGxbpurHYdPttpbDZvaN1M4cNslD4Lhp4zh0HEeZmZlBx267903jcRjmve0e30362qYcNslDQw7beo5onAfHcZrNYYv7xueTJ/C/2zm+O5rDJnloaLet47BxHizbbjWHIe36fJLf/+s5wu8PnK8bx2vW97VpTI1vnd7087phvwAAACA2uvzV7AsuuEAXXHBBi+sMGzZMzz33XJQi6jjDMOQxTambfwE2Gv1y1h2ZLpdG7b5brMOIiu6+LyWOy+6mJ/SzJ/RR6jnHZldSVVUlKfQ5hYmJiSopKelQm7ZthxQGU1JSlJubK8MwwhYNd955Z0lSQUGBampqgpbl5uYqJSVFVZWVKiwsltuQTKMhzgRlZ+fIcRxt27YtpN38/F4yDFOlpaWqqalRv/w89cvPkyTV1tbI4/GopqZGxcXFQe/zeDzKzc2tj2lb4BpurS2V+SR/ikfymCovL1dlZVVIX9PT0+X3+1TQ5Fl/pulSr151z4cuKioMKbTl5GQrISFRFRWVqqioCFqWnJykjIxM+f1+lZWVyVMtJdTX9gxD6t27rkBbXFwcckE7MzNTSUlJqqqqUmlpWdCyxMREZWdny3HsZnKYL8MwVFpaopqauou8dq1PSWVlSk/2KDHJq9pwOUxIUG797fLDtZublyfDMFRWVqbqquAcpqamKi0tTbU+n4oKm+bQVK9evSRJ5eXlqi4slCorG+UwRwkJCaqsqAjNYUqKMtLTZVlWSEyGy6Xe9c/uLi4qCrnYnZmVpSSvV5WVlSovq89hdbW85eVSebmy0tJk2eFz2Lt3b0lSaWmpapuM74yMDBkJCaqpqgo55hISE5WTXTfjNFy7eampcksqKy9XdXl50LLUtDSlpaaqprZWxUVFQcvcbrfy8uqOg4LCwpACR25urlwulyoqKlTZJIe/jm+/CgoKAjmoLiyUUV0dyGFRUVFIcSQrO1vexERVVlSovEm83qQkeRMT5fP7w/a14Q8QSkpK5GtSbMhMSFCSpOrqapWWBY/vhhw2d47olZ8v0zBUVn+OaCwtPV2pKSlhzxFuj0d59eeIbQUFUlVVIA+qrFRubq48Ho/Ky8tV1Wh8Ns6hz+9XYUFB0DKXaSq/fnwXFhWFFHOyc3KU2Mz4TjIMZaqukLOttDS4o4ahPvXjsLi4OKT41/gcUdbkvQ3nCLvZ82zDOaJUtSUlQXlIz8hQSnJyh88RHre7/ecIn0+96v8/3PiOyjmisDAoD16vV1lZWR0+RyQnJ6umurrt5wi/Xy6fTzn1Bd+ioiJVNhmHmZmZysjIUHV1tbZu3Rq0zOPxqG/fvpKkzZs3BxUGLcvq9n8gCQAA0JXxTSyK/H6/KkpLleLxdOuZCH7LUllZmdLS0rrtzJKe0EepZ/TTb1mqrqiQt/4X3u6qJ+xLqWf0syf0UarrZ0VpqVL8frmbFJsQGV6vV1LdX+Y3/L8k1dTUKCkpqUNtulyukJmALpdLfr9fxcXFysvLa/bCYE5OTthZZ5KUlJys7GyXPC5D7kYz9xr+21CMa8ww6qpf6enpYdqtW5aYmBjy3sazEnJyfl1W7bflq/TJbdbFn5qaquTklCZ9rXuv2+0Jade2LRUXFystLVVZWcG3CW3c15SU5JD8/9quW2lpacpO8cgb5lmBTWf/NG43KSlJCQmJYftqGK5mcli3PD0949eZe9U1MkuKlVg/ZhLC5LBxkb7pMr9lqbysTGnp6UpLS1NqSpMc1seb4AnNYWOpqalKzc6WkpND+pqckhKSQ6P+rgumabbYbmZWVthZOZKUnJwsb2J9DisrpbIyGampdeu4wuewQXp6elC7fstSVWWlEhITlej1Krfp7wot5FCSzPoiV1pqqlIbHb/SrzlMTEhocd80FAbC9TUlJUXJzeTQ7XbXtVufg6b7ISsrq9l2k1NSgs43fstSZWWl/JYldyv7JiMjI3SGXX0xxOv1KiEj+Fb6auUc4apfnpaerrQwM/ek8OeIoH2TkxOSh4ZzXGpqqlIa5UX6NYeehhzW56CiokKp9WNJkrJbyWHI+K6ulgoKft03zcjMzGx2fCclJSmx6edvfV9dzZ5nG84R6ZJpBuUhcCy38RzRkIeUlJTA9512nyPq94XU8viO6DkiOzsoD4F223iOaJyHhj++adc5wueTamoCMWVlZdUdO2Hi9Xq9IZ/ZjT8D8+sLmg06+oc/AAAA6Bzd+Vp2l2PbtqprapTc5C8GuxvHtlVdVVX3i1c3vfDcE/oo9Yx+OrYtn9+vRI7LbqEn9LMn9FGq72dNjZK6+bHZlTRc0NuyZYt22mmnwOtbtmzR7rvv3uF2m84ElOoKiJWVlcrIyAi7XPr1lmfhmC5TbrdbHtMVKO41aHwLsXBammXgcrnkauFW243btQxbLvPXW5KZprvZQzJcuz5f3WzJlJSUlvvaQruGYchluuVxe+Rxh8bdcl9NuVzhG25PDl2WLaP+FnRS3QXrlm5XHq7d6upqpaam1i1rprOt7hvTlDyeun9N4zXNjrfbQg6D+toQe/12WsthuHZramrk2LbcHk+zOWy23frZV+6GPITRnvHdVJty2JCDJvuh5WM5dLzU1ufBMM1257AhD6bLJbOZ93Zk3zRoUw6byUN7xqGvtjYoL+3eN/V52J6+tnQst6ndZvLQnnOEr7ZW7vT0wHm23cdyG8dhRM8RzeShPfumIQ9mG86zYdu1rEDxr7XPwOY+k6XQz3NuyQkAABBb3fNBYQAAAGiX3XffXampqVq0aFHgtdLSUn377bcaMWJEDCMDAAAAAABAY8zcAwAAgBISEjRlyhTdeeedys7O1g477KA77rhDvXv31sSJE2MdHgAAAAAAAOoZTtMHcfRwn332mRzHafF2FB3lOI7shvvdd+dbWDiOLMvq3v3sCX2UekY/bVu2zyeXxyO1cMuduNcT9qXUM/rZE/ooBfrpSkzs9Ns+1dbWyjAMDR8+vFPb7Q4sy9KsWbM0f/58VVdXa+TIkbruuuvUr1+/drfV0ncqp9E47uj+9dt1X2FjdRg4jmQ5kml0LAbHkWzLkss0O9yH7Y2hMziOZPh8Ml0dT8R2n9Nsu+62c2537BKxvTFsbx66Qw4k8iBxTDQgD3W2Nw8Nl3sikAO+TwEAAMQWxb0mPv/8czmO0+L97wEAQPzy+XwyDEP77rtvrEPp1vhOBQBA98X3KQAAgNiiuAcAAAAAAAAAAADEiW58DzoAAAAAAAAAAACge6G4BwAAAAAAAAAAAMQJinsAAAAAAAAAAABAnKC4BwAAAAAAAAAAAMQJinsAAAAAAAAAAABAnKC4BwAAAAAAAAAAAMQJinsAAAAAAAAAAABAnKC4BwAAAAAAAAAAAMQJinsAAAAAAAAAAABAnKC4BwAAAAAAAAAAAMQJinsAAAAAAAAAAABAnKC4BwAAAAAAAAAAAMQJinv1iouLdd1112nMmDEaPny4Tj31VC1dujSwfMWKFZoyZYr22WcfHXroofrHP/7RrvdL0jvvvKPjjz9e++67r8aPH6/bb79d1dXVLcY1fvx4DR48OOjf5ZdfHlheVFSkyy67TCNHjtTIkSM1Y8YMVVZWxlU/m/av8b8NGzZIkhYsWBB2+bp162LSx3//+9865phjNGzYMB122GF65JFH5DhOs32UpNdff11HHnmkhg4dqmOOOUbvv/9+0PKuuC/b20/btvX3v/9dkyZN0j777KOjjjpKL7zwQtA63WFfxuNx2d5+xuNx2dhf/vIXjR8/vtnlDeLxuGxvP+PxuGxvH6XOPy7Ruu0dC4098MADmjp1asjr7WkjVqKRh458h4y2aOShsbaeG6IpGjnYsmWLLr30Uo0YMUIHHHCALrvsMhUWFkakPx0VjTwsX75cU6ZM0b777quxY8fqb3/7m2prayPSn46KxudlTzhHRur37Gjqqt+dAAAAEOccOI7jOGeffbbz29/+1lmyZInzww8/ODfffLMzbNgwZ/Xq1U5hYaFzwAEHONdee62zevVq58UXX3SGDh3qvPjii216v+M4zpIlS5w99tjDefjhh521a9c67733njN27FjnqquuajamsrIyZ/Dgwc7//vc/Z8uWLYF/paWlgXWmTJninHjiic7XX3/tfPzxx864ceOcK664Iq762bhvW7ZscdatW+eMGTPGueyyywLr3Hbbbc6UKVNC1vX7/VHv47vvvuvsueeeztNPP+389NNPzhtvvOHss88+zuOPP95sHz/55BNnyJAhzlNPPeWsXr3amTlzprPXXnsF2uyK+7Ij/XzggQeckSNHOq+99pqzbt0657nnnnOGDBnizJ8/v9vsy3g8LjvSz3g7Lht76623nEGDBjnjxo1rtn+OE5/HZUf6GW/HZUf6GInjEq3b3rHQ4PHHH3cGDx7sTJkyJej19rQRS5HOQ0e+W8VCpPPQWFvPDdEW6RzU1NQ4Rx11lHPCCSc4X331lfP55587v/nNb5xzzjknWl1sk0jnoaCgwNl///2dGTNmBI6JUaNGOTNnzoxWF9sk0p+XPeUcGYnfP6OtK353AgAAQPyjuOc4ztq1a51BgwY5y5YtC7xm27YzceJE55577nEeeugh55BDDnF8Pl9g+V133eVMmjSpTe93HMe57LLLnLPPPjtouwsXLnT23HNPp6amJmxcy5YtcwYNGuSUlJSEXf7ZZ585gwYNCvpS/8EHHziDBw92Nm3aFDf9bGrGjBnO+PHjncrKysBrZ599tvPXv/611fdGo48vvPCCc/fddwdt9w9/+INz7rnnNhvX73//e+fiiy8Oeu3kk092ZsyY4ThO19yXHennmDFjnAcffDDotWuuucY57bTTAj/H+76Mx+OyI/1sqqsflw02b97sjBo1ypkyZUqrFzXi8bjsSD/j7bjsSB87+7hE67Z3LDiO42zatMmZNm2as88++zi/+c1vQi7gt6WNWItGHjrju1WkRSMPDdpzboimaOTgpZdecvbZZx9n69atgdfef/99Z8KECU5ZWVkEe9d20chDQ/GicZ9vvfVW5+ijj45gz9onGp+XPeEcGa3fPyOpq353AgAAQPzjtpySsrKy9Mgjj2ivvfYKvGYYhhzHUUlJiZYuXaqRI0fK7XYHlo8aNUpr1qxRQUFBq++XpN///ve64oorQrbt9/tVXl4eNq6VK1cqLy9P6enpYZcvXbpUeXl5GjBgQOC1/fffX4ZhaNmyZXHTz8a+/fZbvfDCC7ruuuuUlJQUlIuBAwe2+v5o9PGEE07QxRdfLEmyLEvvv/++Fi9erIMPPjhsTLZt67PPPtOoUaOCXj/ggAMCt1PpivuyI/2cOXOmjj322JBlDW1K8b0vG+KPt+OyI/1sLB6OS0lyHEdXXXWVfve732n//fdvMaZ4PS470s94Oy7b28eG+DvzuETrtncsSNI333yjjIwMvfzyy9p7771DttGWNmItGnnY3u9W0RCNPEjtPzdEUzRy8MEHH2jUqFHKzc0NvHbIIYfo7bffVmpqagR713bRyENmZqYk6ZlnnpFlWVq/fr3ee++9ZsdNLETj87InnCOj8ftnpHXV704AAACIfxT3JKWnp2vs2LFKSEgIvPb666/rp59+0ujRo7Vp0yb17t076D29evWSJG3YsKHV90vSnnvuqd133z2wvLa2Vo8//riGDBmi7OzssHGtWrVKycnJmj59ukaPHq3f/va3euKJJ2TbtiRp8+bN6tOnT9B7EhISlJmZqY0bN8ZNPxubM2eO9ttvP40dOzbwWmFhobZt26YlS5bo6KOP1ujRo/V///d/WrNmTUz62GDDhg0aOnSozj33XA0bNkynnnpq2D6VlpaqsrIy7HYb9lNX3Jft7afL5dKBBx4YtN3169fr3//+d6DNeN+XUnwelx3pZ2Pxclw+8cQT2rp1qy699NJW+xTPx2V7+hmvx2V7+ih1/nGJ1m3vWJDqnpN41113accddwy7jba0EWvRyMP2freKhmjkQWr/uSGaopGDtWvXql+/frr//vs1ceJEjRs3TjNmzFBpaWmEetV+0cjDiBEjdN5552n27NkaOnSoJkyYoLy8PM2YMSNCvWq/aHxe9oRzZDR+/4y0rvrdCQAAAPGP4l4Yy5Yt0zXXXKMJEyZo/Pjxqq6uDvoyLUmJiYmSpJqamlbf35Tf79cVV1yh1atX6/rrr282ju+//15lZWU68sgj9Y9//EMnn3yyZs+erXvvvVeSVFVVFRJXQ2zh4uqq/Wzw448/6t1339X5558f9PqqVaskSaZp6vbbb9fdd9+tyspKnXbaadq2bVvM+pienq4XX3xRs2fP1sqVK8P+xaikwMPcw223YZtdeV+2tZ9Nbd26Veedd55ycnJ04YUXSor/fSnF93HZkX0ZL8fld999p/vuu0933HFH2Pw3Fa/HZXv72VQ8HJcd6WOkj0u0bnvHQjid0Ua0RSIPjbX3u1WsRCIP23v+i7ZI5KC8vFwLFy7UypUrddddd+mmm27SsmXL9Ic//EGO43R6HzpDJPJQWlqqtWvX6vTTT9cLL7yg2bNn66efftINN9zQ2eF3mkh8XvbEc2Rn//4ZC13luxMAAADin7v1VXqWt99+W5dffrn23ntvzZo1S5Lk9XpVW1sbtF7DF+3k5ORW399YeXm5Lr74Yi1atEhz5sxp8fYxjz/+uGpqagK32Rk8eLAqKir04IMPavr06WHjaoitaVxduZ8NXn75ZfXt2zdkttGoUaO0ePFiZWRkBF67//77NW7cOM2fP1/nnXdeTPqYmpqqPffcU3vuuads29Yll1yiP//5z9phhx2C1mv45SzcdhtucdiV92Vb+9nYjz/+qPPOO08+n09PPfVUYN/F+76U4vu47Mi+jIfjsqamRpdffrkuvPDCoL/cbkk8Hpcd6Wdj8XBcdrSPkTwu0brtHQvN6Yw2oilSeWjQke9WsRCJPGzv+S/aIjUWPB6PkpOTddddd8nj8UiSMjIydOKJJ2r58uUaNmxYJ/Zi+0UqD3feeadKS0sDf8AxZMgQZWRk6KyzztKZZ57Z5cZIpL7f9bRzZCR+/4y2rvTdCQAAAPGPmXuNPP3005o+fbrGjBmjRx99VF6vV5LUu3dvbdmyJWjdhp/z8/NbfX/j95x++un6/PPP9eijj4b9a8PGPB5PyPMzBg0apMrKSpWUlISNq7a2VsXFxUFxdfV+Nvjvf/+rI444QoZhhCxrfNFZqvtFp1+/ftq8eXPU+7h06VItX748qI3ddtstqK3GMjMzlZycHHa7Dbdg6Yr7sr39bLBs2TKdcsopSkxM1LPPPquddtopaHk870spPo/Lju5LKT6Oyy+//FLff/+97rvvPu27777ad9999fDDD2vDhg3ad9999fLLL4fEEo/HZUf62SBejsuO9jFSxyVat71joSWd0Ua0RDIPDe/pyHeraItUHrbn/BdtkT4m+vfvHyjsSb9+nq9fv74zwu80kczDsmXLNHTo0KDXGgo54W4pHUuR/H7Xk86Rkfr9M5q62ncnAAAAxD+Ke/XmzZunm2++WaeffrruueeeoNtZjBw5UsuWLZNlWYHXPvnkE/Xv3185OTmtvl+SSkpKdOaZZ6qwsFDz5s3TqFGjWozHtm2NHz9eDz74YNDry5cvV25urrKysjRy5Eht2rRJ69atCyxftGiRJGn48OFx0c8GZWVl+v7778OuP2/ePB1wwAGB2+hJdX+ZuXbtWg0cODDqfXzsscd02223Bb325Zdfyu12a5dddgmJxzAMDR8+XIsXLw56fdGiRdpvv/0CcXW1fdnefkrSV199pXPOOUe77bab5s2bF/KMq3jfl/F6XHZkX0rxc1wOGzZMb775pv71r39p4cKFWrhwoU455RT16tVLCxcuDHuBJx6Py470U4qv47IjfYzUcYnWbe9YaE1ntBENkc5DR79bRVsk89DR81+0RXosjBgxQt99913Q+brh1so777xzJ/Vi+0U6D71799bKlSuDXmvIQ0vfa6It0t/veso5MlK/f0ZTV/vuBAAAgG7CgfPjjz86Q4YMcf7v//7P2bJlS9C/0tJSZ9u2bc7IkSOdK6+80vn++++dl156yRk6dKgzf/78Nr3fcRznyiuvdIYMGeJ88sknIev4/X7HcRyntLTUKSgoCMQ1c+ZMZ/jw4c5rr73mrFu3znn22WedYcOGOc8995zjOI5j27ZzyimnOJMnT3a+/PJL55NPPnHGjRvnXHXVVXHVT8dxnMWLFzuDBg1yNm3aFBL3hg0bnJEjRzrTp093Vq1a5Xz11VfOWWed5Rx22GFOVVVV1Pu4ZMkSZ4899nBmz57trF271vn3v//t7L///s7MmTMDcTTt4wcffODssccezmOPPeasXr3auf32251hw4Y5q1ev7rL7sr399Pl8zsSJE50JEyY4P/30U1CbDet0h30Zj8dlR/rpOPF1XDY1Z84cZ9y4cUGvdYfjsr39jMfjsiP7srOPS7Rue8dCU1deeaUzZcqUoNfa20YsRCMPbfluFWvRyENT4c4NsRSNHBQUFDgHHXSQ84c//MFZuXKls3TpUufoo492pk6dGo0utkk08vDBBx84gwcPdu6++25n3bp1zscff+xMmjTJOffcc6PRxTaJxudlTzhHdtbvn7HUVb47AQAAoPuhuOc4zoMPPugMGjQo7L8rr7zScRzH+fLLL52TTjrJ2WuvvZxx48Y5Tz31VJvfb1mWM3To0GbX+fnnnx3HqfvFpPGXcJ/P5zzwwAPOhAkTnCFDhjiTJk0KXKhssG3bNmf69OnOPvvs4xxwwAHO9ddf71RXV8dVPx3Hcf797387gwYNcmpqasLG/u233zq///3vnf32288ZPny4M336dGfDhg1R72OD999/3znuuOOcYcOGOYceeqjz0EMPOZZlBZaH6+OCBQuciRMnOkOHDnUmT57sfPzxx112X3akn8uWLWu2zca5iPd9GW/HZUf76Tjxd1w2Fu6iRnc5LtvTz3g9LtvTR8fp/OMSrdvesdBUc8Wc9rQRC5HOQ1u/W8VatMZDY13t4nW0crBmzRrnvPPOc/bee29n5MiRztVXX93sBf5YiFYe3n33XefEE0909tlnH2fcuHHOrbfe6lRUVESsX+0Vrc/L7n6O7KzfP2Opq3x3AgAAQPdjOI7jxHr2IAAAAAAAAAAAAIDW8cw9AAAAAAAAAAAAIE5Q3AMAAAAAAAAAAADiBMU9AAAAAAAAAAAAIE5Q3AMAAAAAAAAAAADiBMU9AAAAAAAAAAAAIE5Q3AMAAAAAAAAAAADiBMU9AAAAAAAAAAAAIE5Q3AMAAAAAAAAAAADiBMU9AHHv8ssv1+DBg/Xhhx+GXf7BBx9o8ODBuv3226McGQAAQPzgOxUAAAAAxAfDcRwn1kEAwPYoLi7W0UcfrcTERL366qtKSkoKLKuoqNAxxxyj5ORkzZ8/XwkJCTGMFAAAoOviOxUAAAAAxAdm7gGIe5mZmbrhhhu0fv163XPPPUHL7rrrLm3ZskV33HEHF6EAAABawHcqAAAAAIgPFPcAdAuHHXaYjj76aD311FNavny5JOmzzz7TvHnz9Mc//lF77LGHNmzYoEsvvVT777+/9t57b5155pn69ttvg9pZv369rrjiCo0ePVpDhgzRgQceqCuuuEJFRUWBdcaPH69bb71VZ555poYPH67rrrsuqn0FAACIFL5TAQAAAEDXx205AXQbRUVFOvroo9W3b1/NmzdPxx9/vJKSkjRv3jyVlJTo2GOPVVJSkv74xz8qKSlJc+fO1ddff60XX3xRAwYMUFVVlY466ihlZWXpggsuUFpampYtW6b7779fxx9/vG6++WZJdReiNm/erNNPP11jx46V1+vVfvvtF+PeAwAAdA6+UwEAAABA1+aOdQAA0FmysrJ0ww036I9//KN+//vf66efftLChQtlmqbmzp2r4uJiPfPMM9phhx0kSWPGjNGRRx6p2bNna86cOVq7dq169+6tmTNnaqeddpIkjRo1SsuXL9fixYuDttWrVy9dddVVcrmYAA0AALoXvlMBAAAAQNdGcQ9AtzJx4kQdeeSReu2113Tddddpl112kSR98skn2mOPPZSfny+/3y9JcrlcGjNmjF5++WVJ0h577KF58+bJtm39/PPPWrt2rb7//nv9+OOPgfc0GDBgABehAABAt8V3KgAAAADouijuAeh2DjnkEL322msaO3Zs4LXi4mKtW7dOQ4YMCfueqqoqJSUl6fHHH9fDDz+soqIi5ebmasiQIUpKSlJZWVnQ+rm5uRHtAwAAQKzxnQoAAAAAuiaKewB6hLS0NO2///664oorwi5PSEjQK6+8opkzZ+qyyy7TCSecoOzsbEnSn/70Jy1fvjya4QIAAHRJfKcCAAAAgNijuAegR9h///31yiuvqH///kpNTQ28fsstt6impkY33XSTli1bprS0NJ133nmB5RUVFVq2bJncbk6XAAAAfKcCAAAAgNjj4QYAeoSzzjpLtm3rrLPO0muvvaZPPvlEM2bM0JNPPqldd91VkjRs2DCVlZVp5syZWrRokV555RWdfvrp2rZtm6qqqmLcAwAAgNjjOxUAAAAAxB5/NgmgR8jPz9ezzz6ru+66SzfccINqamq0yy676JZbbtEJJ5wgSZo8ebLWr1+vl156SfPmzVN+fr7Gjh2r0047TTNmzNDq1as1cODAGPcEAAAgdvhOBQAAAACxZziO48Q6CAAAAAAAAAAAAACt47acAAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECYp7AAAAAAAAAAAAQJyguAcAAAAAAAAAAADECXesAwAQXwoLC/Xggw/qvffe06ZNm+RyubTjjjtq0qRJmjZtmpKSkqIWy6pVqzRo0KDAz1OnTtXixYs1ZMgQzZ8/v0NtRrt/V111lRYsWKDMzEwtWrSoU9sGAAAAAAAAAHQ/FPcAtNmWLVt04oknatOmTUGvr1q1SqtWrdI777yjefPmyev1RjSOwsJCzZo1S++8844+/vjjTmu3q/QPAAAAAAAAAIDmcFtOAG32wAMPaNOmTfJ6vbrpppv0+uuva8GCBTr66KMlSd98842ef/75iMdxxx136IUXXpBlWZ3ablfpHwAAAAAAAAAAzaG4B6DNli1bJknab7/9dPLJJ2vXXXfVnnvuqZkzZyo9PV2StGTJkojH4ThORNrtKv0DAAAAAAAAAKA5FPcAtJnH45EkLVq0SI899phKS0sDr7/zzjv65JNPdNtttwW9p7S0VH/72980ceJEDR06VKNHj9bVV1+tX375JWi9qVOnavDgwTruuONafH3q1KlasGCBJKm4uFiDBw/WVVddFRLrN998o9NOO03Dhg3T+PHj9cQTT3R6/9oac4P33ntPxx13nIYOHapJkyZp4cKFYeNwHEdPPPGEjjnmGO27777aZ5999Jvf/Eb33XeffD5fyHauvfZaffbZZzr11FM1bNgwjRs3To888kir/QUAAAAAAAAAxB+euQegzSZNmqRvvvlGfr9ft99+u2bNmqV9991XY8eO1ZFHHqm+ffsGrV9YWKiTTjpJP//8c+C1rVu3av78+XrnnXf05JNPavDgwZ0e5+bNmzV16lRVVFRIkn755Rfddttt6tevnw477LBO6197/O9//9Mf/vAH2bYtSVq7dq2uvPJK5eXlhax7//3369577w16bc2aNbr33nvl8/l0ySWXBC379ttv9fLLL6u2tlaStGHDBt11113q27dv4JaiAAAAAAAAAIDugZl7ANrs7LPP1pgxYwI/+3w+LV68WHfccYcOO+ww/fWvf5Xf7w8sv/XWW/Xzzz/LNE1ddtlleu2113TbbbcpJSVFxcXF+vOf/9zuW2zOnj1bv/nNbyRJGRkZeu+993T11VcHrbNt2zZNmDBB//73v3XzzTfL5ao71b366qud2r/2uOOOO2TbtpKSkjRz5ky9+uqrOuWUU7R169ag9fx+v+bPny9JOuqoo/Sf//xHCxYs0F577SVJ+uCDD0La/vbbbzVp0iT9+9//1l/+8pfA6//+9787FCsAAAAAAAAAoOuiuAegzRISEvTwww9r1qxZOuiggwK3sZQky7L01FNP6b777pMklZeX6z//+Y8k6dhjj9V5552nAQMG6LjjjtNFF10kSVq5cqW++uqrdsWQnZ2tpKQkSZJhGOrdu7cyMjKC1vF6vbr55ps1cOBAnXTSSRo0aJAkadOmTZ3Wv/bYuHGjfvjhB0nSaaedpsmTJ2u33XbTddddpx122CFoXbfbrXfeeUdvv/22brrpJvXv31+ZmZmBWYMNtwptLDk5WbfccosGDhyoqVOnauDAgZLqZk4CAAAAAAAAALoXinsA2sXlcumoo47S448/rk8//VQPPvigfve738kwDEnSP//5TzmOozVr1gSeD3fAAQcEtdH459WrV7e4vfbO7JOkfv36yev1Bn5OTU2VpKDn1TWnrf1rT8yNi4oNM/AkyTRN7b777iHv9/l8Wrp0qa655hqNHj1a48aN05tvvilJgdt6NrbDDjsoMTEx8HNDsbMt/QUAAAAAAAAAxBeeuQegTX766Sc9/PDD2rx5s8466yyNHj1aqampGj9+vMaPH6+cnBw99thjKi0tVWFhodzu5k8vjQtUDUWzBk0LYw3PkWuPxoUuSYHbcrZUlGtv/3Jyctocc+M+Ni3OmaYZ9LNlWTr77LO1ZMkSZWZm6vDDD9d+++2nzz77TM8991zY2BMSElpsEwAAAAAAAADQfVDcA9AmSUlJeumll+Q4jpKSkjR69Oig5Q0FLMMwlJqaqoSEBLndbvn9fi1evFi/+93vAusuWbIk8P8Nt8xsuAVmRUVFULvhbqXZtCDYGdrbv/bE3K9fv8D/f/PNNzr66KMl1T1f75tvvglad9GiRYH83H333TrooIMkqd23LwUAAAAAAAAAdE/clhNAm+Tl5QUKXm+++aZuvfVWrVixQqtXr9bcuXP11FNPSZIOPvhgJSYmKi0tTePGjZMkLViwQI8++qh++OEHLVy4MPDcuiFDhgRuU5mXlyepbgbdBx98IJ/Pp4ceekibN28OiaVxUe2bb75p9daekehfe2LOzc3V0KFDJUlPP/20XnjhBX3//fe68cYb9csvvwStW1lZGfj/N954Q2vXrtX8+fO1YMECSXUFQQAAAAAAAABAz8XMPQBtdv311+vUU0/V1q1bNXfuXM2dOzdoeWZmpv7yl78Efp4xY4a+/vprbdy4UXfeeafuvPPOwLLs7GzdcccdgZ8nTpyohQsXynEcnXPOOTIMQy6XS3vssYdWrFgRtJ3ddttNUt0z5Y477jgdeuihevjhh6Pev/bEfNVVV+mss85SbW1tUBu77767vvvuu8DP++23nzIzM1VcXKxnn31Wzz77bFA7JSUlsiyLW28CAAAAAAAAQA/FzD0Abbbjjjtq4cKFOuOMM7TLLrsoISFBXq9Xu+yyi04//XS9/PLL6t+/f2D9/Px8LVy4UNOmTdPOO+8sj8ejvLw8HX/88Zo/f74GDBgQWPewww7TjBkztMMOOygxMVH77LOP/vGPf2jkyJEhcUyePFmTJk1SRkaG0tLSlJ+fH5P+tSfmESNG6IknntDee++thIQE9e/fX7fddpsmT54ctF5WVpYeffRRjRgxQsnJycrNzdW4ceMCxcvq6motXry4U/oLAAAAAAAAAIg/huM4TqyDAAAAAAAAAAAAANA6Zu4BAAAAAAAAAAAAcYLiHgAAAAAAAAAAABAnKO4BAAAAAAAAAAAAcYLiHgAAAAAAAAAAABAnKO4BAAAAAAAAAAAAccId6wC6ms8//1yO48jj8cQ6FAAAEAE+n0+GYWjfffeNdSgAAAAAAABAu1Hca8JxHDmOE7kN+P1SJNuPhPqcGIYhGUaso2k7x5Fl2HJcrriLO17zbcuWS+Q7KuI13xI5j7Z4zbckQ4ZMV+d/VYno5zwAAAAAAAAQYRT3mmiYsTd06NDOb7y2Vvr+e8ntrvsXJ3w+n7YVFCg3JyeuZjT6aqv0S9XPcvXdWWZCYqzDaTO/36+CbQXKzs2RO47GSY1Vpa2l69UrbScluMl3pMVrviVyHm3xmm/L8cu2Le2QOVAeM6FT216+fHmntgcAAAAAAABEU/xc5etO3G4pjopkkn6NOZ7itn2SJNNlym3GU9x1M1XcLo/cZvwcov76fLvId1TEbb4lch5tcZpvWZItK9ZRAAAAAAAAAF2OK9YBAAAAAAAAAAAAAGgbintolcs0lZqaKpdpxjqUHsHlctXl28XhGQ3kO/rIeXSRbwAAAAAAAKB7iaP7c3UNlmXJ5/N17M21tZJtS5YlGUbnBhZhnqQk+WxbPtuOdSht5rNsWY4pw2fLMfyd3r7pNuVydf5+dJkupaaldnq7CI98Rx85jy7yDQAAAAAAAHQvFPfaoby8XOvXr5fjOB1rwHHq/lVXx1Vxz5Hq4jYMxU/UkuM4sty5UoFPRgSKezIcpeemKDGpc5+95diOamtrlZCQICMCxUMEI9/RR86ji3wDAAAAAAAA3QvFvTayLEvr169XcnKy8vLyZHSkOGfbdbP3DCOuinu248jv98vtdssVV3Hb8ls+ydP5F7Qdx1FhQaFKt5UpZ4eMTp3BZ1mWioqKlJubK7eLQzTSyHf0kfPosSxbn3/9vdb+9It22WkH7bvXbjJNbs8JAAAAAAAAxDOuqraRz+eT4zjKy8tTUlJSxxqx7V8Le3FVJHPkN824LO75LENGQmJEZqtk52SrvLxclt+SK4FDCUDX8t6nX2nO4wu0taAk8FpeToYuOnuyxo4aFsPIAAAAAAAAAGwP/ny/nTo0Yw/dEmMBQFf13qdfacadTwQV9iRpa0GJZtz5hN779KsYRQYAAAAAAABge1HciwLLsrToy6/16rsfatHyFbIsO9YhAQC6KcuyNefxBS2uc+/jC/ksAgAAAAAAAOIU9xKMsDc//FS3PPi4Nm0rCLzWOydb1557hg4/aGQMI2sfZqlFl2masQ6hRyHf0UfOI+erFT+GzNhraktBsb5a8aP23WtglKICAAAAAAAA0FmYuRdBb374qS66+c6gwp4kbS4o1EUz79GbHy/plO2M/81vtOr77zv03udffFEvvPRSi+ssWbpUJ0+ZIpdh6Kq//EVPP/NMu7Zx3CmnaNGS8H39dPFinTFtmn534ok6evJkXXbVVSosLGxX+9vjuWef15Nzn5IkvfjCi3rxxZZzEQ1uj1t5vfLk9lB7jwbyHX3kPLIKiks7dT0AAAAAAAAAXQtXVreD4ziqqqkJu8yybP31gcfkhHufJEPSXx99UgfuM0SmK3yNNSkxMeIz5j774gvtNWRIRLfRnE8WLdK111+vB+fM0eBBg+Q4ju578EFdMH26nv/nP6MSw8mnnBT4/88//0JDYpQLAOgsOZnpnboeAAAAAAAAgK6F4l4HOY6jUy/9iz7/dmXH3q+6GXwjTjm32XWG7zFI82Ze164C334HHaRTTzpJixYvVll5ua6/9lodeMABeu+DDzT7vvtkuFxKSEjQX2+4QWvXrtU7776rjz/9VOnp6Rqyxx666dZbVVlZqYLCQh1+2GG66vLL5TiOHMeR7QSXKhctWaJZs2ertrZWqampmnH11Rq0227avHmz/nzNNSoqKtJOO+2kioqKsLHe9+CDuuCcczR40CBJdbf+vPC887TLzjur1udTcXGx/nLDDSopKdHWbdu07z776I5bb9WGjRs17YILtO/ee+ubFSuUmpqqv91yi3bs109LP/tMd8+Zo+qaGhUWFeq0U07Smb//vSTp4Yce0auvvCrDcGn/A0bq6muu0kMPPqzKykqNGLGf/vfOu/r0k7pc3HrLbVrwr5eUn58vy7J0+MTf6J/znlLv3r3bvC86yu/zq6CgQDk5OcxsigLyHX3kPLKG7bGr0lOTVVpe2ew6vXIyNWyPXaMYFQAAAAAAAIDOwm05t0NXfA5deXm5BvTvrxfmzdMF556rO+6+W5I0+777dNP11+ulZ57R6SefrM+/+EITxo3T+EMP1XnTpum3Rx2lF+fP1xmnn64X5s3Tyy++qOdfekm/bNgQdjtFxcW68ZZbdP/s2Vrw/PO6/OKLddFll0mSbrrtNo0++GC9Mn++pl94odb/8kvYNr5dsUJD9twz6DW3261jjjpKCR6PXvvPfzT2kEP03NNP641XXtHyr7/W0s8+kyStXbdOEydM0CsvvaRJhx2m6266SZL09DPP6JorrtBLzzyjJ//+d90z5375/X799+139Nabb+u555/Vwpfna/Omzfrggw8D2x03fpzGjT9U086ZpqOPOUq/OWKS/rXwZUnSB+9/oN13HxyVwl4Dxwk35xORQr6jj5xHztbCYtXW+lpcZ/rZx8o0+QoAAAAAAAAAxCOmTHSQYRiad9fNzd6Wc+nyb3XuX25ttZ1Hr/+zRgzZPeyyjt6Wc+yYMZKkPQYPVnFxsSRp4oQJuvCiizR+7FiNGT1aR0yaFPK+yy+5RB989JEefewxfb96tXw+nyorw8/8+PKrr7R5yxZNu+CCwGvlFRUqLinRx59+quuuuUaStPvgwRrazK0uG2YRNufMKVO0aMkSPf7kk/rhxx9VVFQUiKdXr16aMG6cJOn4Y4/V32bNkmVZuv2vf9W777+v9z/8UCu//15+v1+1tbVa9OkiTTz8MCWnJEuS7r1/jiTpm6+/Cbvtk046UZdd+medd/65eunF+TrhhOObjRMAugq/Zenm2f9Uda1P/frkqqbGp62FJYHlvXIyNf3sYzV21LAYRgkAAAAAAABge1Dc2w6GYSjZ6w277ODhe6t3bo42bysI+9w9Q1J+brYO3mdYp8+eSExMDMTX4MLzztNRRxyh9z/8UI8+/rj+89ZbuuPW4OLjny6/XF6vV4dPmKBJEyfq08WLm51dY1mW9tx9dz312GOB1zZu2qSM9PpnODV6n9sdfpjtPXSovvr6a+02cGBQu3/4059004wZeqy+qHfc736nQw4+WKt//DEQj9s0A+9xHEcuw5BhGDr1jDO03/DhOvCAA3T0kUfo9TfeqFvf4w7Kx7ZtBXK5mi+c7r7H7kpLT9O7/3tX3323UoeMOaTZdQGgq3jyxbe0/Ls1Skn26s6/nK/83Cx9/vX3WvvTL9plpx207167MWMPAAAAAAAAiHNc4YsQ0zR17YVnS6or5DXW8PO155wRtYusRx57rCqrqjTl1FN16UUXafnXXwfi9Pv9kqRPFi3S/51/vg4/7DCt/uEHbdm6VbZth21vn2HDtHLVKi3/pm7m26uvvaYzzzlHknTIwQfrhQULJEk/rFmjr+q31dR506bp/oce0verV0uS/H6/Zs2Zo5KSEuXn5+uTRYt01tSpOvI3v1FlZaW+++47WfXxbNi4UUuXLZMkvbRwoUYfdJDKysu1avVqXTx9usYfeqje/eADSXUFw/0P2F///e87qqqqkm3bum7G9frg/Q+C4jFNU5blD/x8wonH668336pjfnt0swVKAOgqvvj2Bz350luSpMvOO0F983Nkmi7ts+cAjR6xp/bZcwCFPQAAAAAAAKAboGIRQYePHqU5My7XLQ8+rk3bCgKv5+dm69pzztDhB42MWixXXnaZ/nz11XKbptxud+C2mYccfLD+NmuWvF6vLvrDH3TOhRfK6/Wqb58+GjpkiH5ev15p6eky6mfGNcjJydFdt9+u6268UX7LUpLXqzl33SXDMHT9NdfoqhkzdNTkydqhb9+gmXmNHXjAAbrmyit1zXXXqdbnU21trfYZNkwP3nuvJOmCc8/VjbfcIm9iotLS0rTf8OFav369dh80SKmpqXpy3jzdeMstysvL020336yM9HSdcfrp+u3xxyshIUF77D5YO/brp/Xr1+vQQ8fq+1Xf69STT5PjSAePPki//d1v9cD9DwbiGT36YN15xywlJnp10skn6sgjjtAtN9+q446fHME9E8o0TeXk5MhsNDsRkUO+o4+cd77SsgrdPPufsm1HR4wbqcNGDw8sI98AAAAAAABA92I4zd13sYdavny5JGno0KFBr1dXV2vNmjXq37+/vM3cirM5lmVp6dcrtLWgUHmpqRoxZHeZbi6ydtT6X37R8aeeqkXvv9/ierZjy2fVykhIlNHCLTjDvte29e7/3tNzzz2nhx95KOw61dU1Wrd2nTJ7p8iTQJ282lepTSVr1Tujv7yepFiH0+2R7+jrqjl3HEd/ueMJfbB4ufr1ydPf/3apkpMSYx3WdvNbPvmsGu2QOVAes/nns3ZEc5/1AAAAAAAAQDygIhEFpmnqgL33kmxbqqmRjPYVmmLNUV2xy+VyhdxitLv68+VXasW3K3TfA/dGfduW31JlZaWSk5MpAkcB+Y4+ct65Xn7zE32weLncblPXXzI1pLBHvgEAAAAAAIDuheIeWuU4jizLCrk1Z6z022GHVmftba+7Zt0R0fZb4jiOKioqlJTUdWYGdWfkO/rIeedZ8/Mm3Tt3oSTp/NOP0uBd+4WsQ74BAAAAAACA7sUV6wDiDXcxRQPGAoBYqqmp1Q13P6naWr8O2Gd3nXjUmFiHBAAAAAAAACAKmLnXRh6PR4ZhaOvWrcrLy+vYDDbblmpr627L2QVmwLWV7Tjy+/1yW5ZccRW3Lb/lk2y1+5l7rXEcR4UFhZLhcJs7ADFx/5OvaM1Pm5Sdmaar/3iqXC7+XgcAAAAAAADoCSjutZFpmurXr5/Wr1+vtWvXdqwRx5H8/rr/j6MimeM4vz5zL87ithy/ZLojE7fhKD03Ra5OLhwCQGs+WLxcC9/4SJJ0zR9PVXZmWowjAgAAAAAAABAtFPfaITU1Vbvttpt8Pl/HGqitldatkxITJXf8pN5v26qqrFRScrLccTQzxFdbrS0Vm+TutaPMhMROb990mxEp7BmGoeTk5LgqpMYz8h195Hz7bCko1u0PPCdJOuW3h2r/fXZvcX3yDQAAAAAAAHQv8VNh6iJM05RpdvA2jC5X3T/TjKviniSlJiTEOoR2My2XTMOS2+OSOyF+8m26TaVnpMc6jB6DfEcfOe84y7L119n/VGl5pQbv2k/nnnpkq+8h3wAAAAAAAED3Ej/TsBAztm3L5/PJtu1Yh9IjOLYjv88vx3ZiHUqPQL6jj5x33NML/qsvvv1BSd4EXXfJVHk8rf/hAvkGAAAAAAAAuheKe2iVZVnatm2bLMuKdSg9AvmOLvIdfeS8Y5Z/t0ZPPP+GJOmSc47Xjn3y2vQ+8g0AAAAAAAB0LxT3AADo4soqqnTz7Kdl2bYmHjJck8aOiHVIAAAAAAAAAGKE4h4AAF2Y4zi68+EXtGlrkfrm5+jSc0+QYRixDgsAAAAAAABAjFDcAwCgC3vtncX638dfyDRduu5PU5SS7I11SAAAAAAAAABiiOIe2sRwMVSiiVk50UW+o4+ct826XzZr9mMLJEnnnHKE9hy0c4faId8AAAAAAABA9+GOdQDo+jwej3rn58c6jB7D7XErvzf5jhbyHX3kvG1qan268e6nVF1Tq/2G7qZTfzeuQ+2QbwAAAAAAAKB7iYviXnFxsWbNmqV3331X5eXlGjx4sC677DKNGDFCknT11Vdr/vz5Qe/Jz8/X+++/H4twAQDYbg//81WtXrtBGekpunb6aXIxgxoAAAAAAACA4qS4d+mll6qgoECzZs1Sdna25s2bp2nTpmn+/PkaMGCAVq5cqQsuuEBTpkwJvMc0zRhG3L34/H4VFxUpMytLHndcDJm45vf7VVxUrMysTLnJd8SR7+gj5637ZNm3evHfH0iSrvm/U5WbndHhtsg3AAAAAAAA0L10+WkA69at00cffaTrr79eI0aM0K677qprr71W+fn5evXVV2VZllavXq2hQ4cqLy8v8C87OzvWoXcfjiO/3y85Tqwj6Rkc1ec71oH0EOQ7+sh5i7YVlerW+5+RJJ1w1CE6cL89t69B8g0AAAAAAAB0K13+T/izsrL0yCOPaK+99gq8ZhiGHMdRSUmJ1q5dq5qaGg0YMKBTt1tbWxv0s8vlktvtluM48vl8IesnJCRIknw+n5wmRTDTNGWapizLku33S43fbxjy1Lfr9/tD2nW73TIMQ74wxTWXacp0uWTbtizLCn5jfbsNMTXXrt+y5Nh28FtdLrlNM9Cuz+eTZduBdjweT7PtmqYpl8vVYrvN9TXQbpi+NrRr2bbsZvratF2f3yfLsuSpbyvcxW2XyyWX6ZJt2bKbxCtDgVkufl/4fSNDsvxWyD5vaNexndB9o7pnYDXXbkMc4d5nGIZMt9l6u2H6apqmDJcRtq8N7QaKAM30tcUc2rYsvyW/zye/PPUN17+3lXbbncNW9k1DX8O12zSHPp8v8N+gHLbQbody2MK+adM4bNKu3++X5bcCx0pL7XYkhy3tmzaPw2ZyKNWN86bnkO3JYUv7pq3jsLV905DzwBiPwDnCtm3dMvufKimt0MBd+uqck48Iabs941tS0BiP6TminfvGb/sDTfn9/pD3Nny22rYd8l7DMAKfKU0/zwEAAAAAAIB41+WLe+np6Ro7dmzQa6+//rp++uknjR49WqtWrZJhGJo7d67ef/99uVwujR07VhdffLHS0tI6tE3btrVx48ag11JSUpSbmyu/3x+yTJJ23nlnSVJBQYFqamqCluXm5iolJUWVlZWqLCqS7fFI9ReEExITlZOdLcdxtG3btpB2e+XnyzQMlZWWhrSblp6u1JQU1dTUqLi4OGiZ2+NRXm6uJGlbQUFIsSw3N1cej0fl5eWqqqwM6Wt6erp8fr8KCwpkO45qampUVFwst9ut/F69JEmFRUUhhbbsnBwlJiSosqJCFRUVQcuSkpOVmZEhv98f2lfDUJ/evSXVPWPR3+Sif2ZmppKSklRVVaWy0tKgZYmJicrOzpbdJId+X7XKfOVKrO97aUlpyEXe9PR0Jackq7a2NiSHHo9HObk5dTkMs29y83LldrtVVl6m6qrqoGWpqalKTUtVbW2tioqKgpaZpqm8XnmS6sZL04vzGRl1t9+rqqpSdXVwu8nJyUrPSJdlWSExGYah/N75kqTiouKQi92ZWZnyer2qrKpUeVl50DKv16vMrMyw7UpS7/p9Ey6HGRkZSkpOUm1NrcrKy+T2FyrRrBtTCQkJys6pm0Ubrt28vDyZblNlZWUhfU1NS1VqaqpqamtUXFQctMztdis3r258h8thbm6u3C63KioqVBlmfKelp8nv96ugoEC2bdeN76IimaYZyGFRUVFI4SorK0uJ3kRVVlaqvLxJDpO8yszMlN8KM74l9e5Tl8OS4pKQolZmZqa8SV5VV1ertMn4bshh03NErVWtsuoy2Vl1BY+y0rLQc0RamlJSmztHuJUbOEdsCynI5Obmyu1x150jqqrC5tDn86mwsDBomcvlUq/8+nNEYWFIQSY7O7vuDwD8fhUVFQU9Ry4pKUkZmc2dI34dh3XniCbjuz6HVVVVKisrC1qWmJiorOws2bYddt/k5+fLMIxWzxGFBYUqq/51jEfiHPGvtxdp2dffy5uYoOsvmaqy0pKQ8Z2TkyNPgkeVlZUh59lw54iGMV5cXKyk5KS6HMbgHFFTU6OSkpKgZS2dIyzbr4zsus/xoqKikGM5MzNTGRkZqq6u1tatW4OWeTwe9e3bV5K0efPmkHHoOI4MwwjpBwAAAAAAABAPDKfpVcMubtmyZTrnnHN04IEH6oEHHtCcOXP00EMP6ZJLLtHYsWO1bt063X777erTp4/mzp0bdOG4LZYvXy5JGjx4cNDrnTJzr6pK9qpVUmKi5GmY2RQfM/cKi4qUnZUlj8cTPzP3aiu1sXydvLsMlNubHFcz9woLC5WVlRXy7MiuPHOvsqZcG4vWKD99Z3k9yfUNx8fMvcLCQmVnZ8vj8cTNzL1qf6U2l6zTDtkD5E1oeXx3tZl7lmVpy5Ytyqo/pzRtt6vO3KusLdfmknW/jvFOPkesWP2TLrrhAVmWrSsuPElHTxi13eNbUtAYbyjuxcfMPZ9sWeqXNVCG4+rUmXsrV66UJA0dOjRkGQAAAAAAANDVxVVx7+2339bll1+uvffeWw8//LC8Xq8cx1FZWZnS09MD633xxRc6+eST9fzzz2vvvfdu1zYainsRueBXWyt9/73k9f5a3IsDtm2rprZWiQkJ7S6WxpKvplK/lK2RZ6dd5U5MinU4bebYjmpqa5SYkCjDFT8zS6p9ldpUsla9M/rL6yHfkRav+ZbIeTgVldWa9ue7tGFzgcYduLduuPSMTptZFq/59ls++awa7ZA5UB4zoVPbjuhnPQAAAAAAABBhcVOpefrppzV9+nSNGTNGjz76qLxer6S6v85vXNiTpEGDBkmSNm3aFPU4uyOXy6UkrzeuCnvxzHAZ8nq9cXURPp6R7+gj56Hu/vtL2rC5QL3zsnT5BSd16i0jyTcAAAAAAADQvcRFtWbevHm6+eabdfrpp+uee+4J3AJTki677DJNmzYtaP2Gv8gfOHBgVOPsrizbVll5uaymt1NDRNiWrfLyctkW+Y4G8h195DzYG+8t1ZvvL5PpcmnGn6YoLaVzZwWSbwAAAAAAAKB76fLFvTVr1ujWW2/VxIkTdf7556ugoEBbt27V1q1bVVZWpqOPPlofffSRHnzwQf3000967733dM011+joo4/WgAEDYh1+t2BblsrLykKfdYeIsG1b5WXloc+mQkSQ7+gj579av3GrZj36kiTprJMmaeju/Tt9G+QbAAAAAAAA6F7csQ6gNW+88YZ8Pp/eeustvfXWW0HLJk+erJkzZ2r27Nl66KGH9NBDDyktLU3HHHOMLr744tgEDABAG/h8ft10z9Oqqq7RPnsO0JTJE2IdEgAAAAAAAIA40OWLexdccIEuuOCCFteZNGmSJk2aFKWIAADYfn9/9nV998PPSk9N1l/+dLpMs8tPpgcAAAAAAADQBXAlEQCAKFv8xUo986//SZKu/MPJ6pWTGduAAAAAAAAAAMQNintoleFyyev1ynAxXKLBMIy6fBtGrEPpEch39PX0nBeVlOnW++ZJko6ddJAO2X9oRLfX0/MNAAAAAAAAdDdd/raciD23aSorKyvWYfQYpttUZlZmrMPoMch39PXknNu2rVvvfUaFxWXqv2Nv/d8Zv434NntyvgEAAAAAAIDuiKlYaJXjOPJblhzHiXUoPYMjWX5LIt3RQb6jrwfn/MV/f6BFX3ynhAS3rr9kqhITEyK/0R6cbwAAAAAAAKA7oriHVvn9fm3dskV+vz/WofQIfr9fW7duJd9RQr6jr6fmfOWP6/XQP1+VJP3xzN9p1536RGW7PTXfAAAAAAAAQHdFcQ8AgAirrKrRTfc8Jb/f0iH776XfHX5QrEMCAAAAAAAAEKco7gEAEGFzHlugnzdsVV5Opq688GQZhhHrkAAAAAAAAADEKYp7AABE0H8//Fyv/W+xXC5DMy46TelpKbEOCQAAAAAAAEAco7gHAECEbNhcoDsfeUGSNPW4w7TPkIExjggAAAAAAABAvHPHOgB0fW63W7179451GD0G+Y4u8h19PSXnfr+lm2c/rYrKau01eBedeeLhMYmjp+QbAAAAAAAA6Cko7qFVPBsqykh3dJHv6OshOX/8+Tf0zap1Sk326rqLp8htmrEJpIfkGwAAAAAAAOgpuC0nWuXz+1VQWCif3x/rUHoEv9+vwoJC+cl3VJDv6OsJOV+2/Hs9veC/kqQ/X3CSeudlxyyWnpBvAAAAAAAAoCehuIfWOY5qa2okx4l1JD2DI9XW1kqkOzrId/R185wXl5brlnv/KcdxdPSEAzTuoH1iG1A3zzcAAAAAAADQ01DcAwCgkziOo5kPPKdthaXaaYdemn72sbEOCQAAAAAAAEA3Q3EPAIBOMv8/H+rjpd/I4zZ1wyVTleRNjHVIAAAAAAAAALoZinsAAHSCH9Zu0INPviJJunDqMRq4yw4xjggAAAAAAABAd0RxD61ymaYyMjLkMs1Yh9IjuFyuuny7ODyjgXxHX3fMeXVNrW645ynV+vw6cPieOv7IQ2IdUkB3zDcAAAAAAADQk7ljHQC6PtPlUnJycqzD6DFcpktJyUmxDqPHIN/R1x1zfu8TC7Vu/WblZKXr6v87RYZhxDqkgO6YbwAAAAAAAKAn48/40SrLtlVZWSnLtmMdSo9gW7aqKqtkW+Q7Gsh39HW3nL/76Zd65a1PZRiG/jL9NGVmpMY6pCDdLd8AAAAAAABAT0dxD62yLUslJSWyLSvWofQItm3X5ZtialSQ7+jrTjnfvLVIf3vweUnSaceO037DBsU4olDdKd8AAAAAAAAAKO4BANAhfsvSzbOfVnlFlfYYuJOmnXxErEMCAAAAAAAA0ANQ3AMAoAOefPEtffXdGiUnJer6S6bK7TZjHRIAAAAAAACAHoDiHgAA7fTltz/qyZfekiRddt4J6pufE+OIAAAAAAAAAPQUFPfQOsNQQmKiZBixjqRnMKSEhASJdEcH+Y6+OM95aXmlbp7ztGzb0W8OHamJh+wX65BaFuf5BgAAAAAAABDMHesA0PV53G7lZGfHOowew+12KzuHfEcL+Y6+eM654zi659GF2rKtWDv0ztXF0ybHOqRWxXO+AQAAAAAAAISiuIdWOY4T+H+D2XuR5zT6f9IdeeQ7+uI45+9+uFIfLv5GbrepGy6ZquQkb6xDal0c5xsAAAAAAABAKG7LiVb5/X5t2rRJfr8/1qH0COQ7ush39MVrztf+vFlPP/+JJOm8047S4AE7xjiitonXfAMAAAAAAAAIj+IeAACtqKn16bZ7n5fPZ2nEsN100tFjYh0SAAAAAAAAgB6K4h4AAK148KlXtObnzUpP8+rPF54gl4uPTwAAAAAAAACxwdVJAABa8OGSrzX/9Q8lSeedNVZZmakxjggAAAAAAABAT0ZxDwCAZmwtKNbM+5+VJJ1w1MEaNiQ+nrMHAAAAAAAAoPuiuIdWud1u5fXqJbfbHetQegS32628vDzyHSXkO/riJeeWZeuvc/6p0vJKDdq1n84+ZWKsQ+qQeMk3AAAAAAAAgLbhSh9aZRiG3KYZ6zB6DkMy3eQ7ash39MVJzuctfEeff/ODkrwJuv7iKfLEa3EsTvINAAAAAAAAoG3iYuZecXGxrrvuOo0ZM0bDhw/XqaeeqqVLlwaWr1ixQlOmTNE+++yjQw89VP/4xz9iGG3347csFRUVyW9ZsQ6lR7D8loqLimX5yXc0kO/oi4ecf71yrR577j+SpIvPOV479u0V44g6Lh7yDQAAAAAAAKDt4qK4d+mll+rLL7/UrFmz9OKLL2rIkCGaNm2afvjhBxUVFenss8/WLrvsopdeeknTp0/X7Nmz9dJLL8U67G7DsW1VV1fLse1Yh9IjOI5Tl2/HiXUoPQL5jr6unvPyiirdNPtpWbatw0bvq9+MHRHrkLZLV883AAAAAAAAgPaJ2D3G1q1bp08++UTr169XWVmZsrKytMMOO2j06NHq06dPu9r56KOP9Mwzz2j48OGSpGuvvVbvv/++Xn31VXm9XiUkJOiGG26Q2+3WgAEDtG7dOj366KM6/vjjI9U9AEA35DiO7nz4BW3aUqg+vbJ16bknyDCMWIcFAAAAAAAAAAGdXtx7++239cgjj2j58uVyHEfp6elKSkpSaWmpqqqqZBiGhg0bpvPPP1/jx49vtb2srCw98sgj2muvvQKvGYYhx3FUUlKir7/+WiNHjpS70bOQRo0apYcfflgFBQXKycnp7C4CALqp1/+3RO98/IVM06XrL56q1JSkWIcEAAAAAAAAAEE6rbj3yy+/6Oqrr9bKlSs1adIkXXLJJRo6dKhSU1MD65SUlGjp0qV6//339ec//1mDBg3S3/72N+24447Ntpuenq6xY8cGvfb666/rp59+0ujRo3X33Xdr0KBBQct79ap7NtKGDRs6XNyrra0N+tnlcsntdstxHPl8vpD1ExISJEk+ny/k1memaco0TVmWJdvvlxq/3zDkqW/X7/eHtOt2u2UYhnx+v9SkXZdpynS5ZNu2rKbPw6tvtyGm5tr1W1bI7TYNl0tu0wy06/P5ZNl2oB2Px9Nsu6ZpyuVytdhuc30NtBumrw3tWrYtu5m+Nm3X5/fJsix56tvy+/1Sk7vSuVwuuUyXbMuW3fS2o4YCRWO/L/y+kVH3PKum+7yhXcd2QveNJLen+XYb4gj3PsMwZLrN1tsN01fTNGW4jLB9bWhXjpodhzJayaFty/Jb8vt88stT33D9e1tpt905bGXfNPQ1XLtNc+jz+QL/DcphC+12KIct7Js2jcMm7fr9/rpnqLVhfHckhy3tmzaPw2ZyKNWN86bnkO3JYUv7pq3j8MefNuief9Td0vnsEydpUP8dZFt2YN805DwwxmN0jmjP+JYUNMZjeo5o577x2/5AU36/P+S9DZ+ttm2HvNcwjMBnStPPcwAAAAAAACDedVpx7/TTT9dZZ52lv//974FCV1MZGRmaMGGCJkyYoCuvvFL//Oc/NWXKFL333ntt3s6yZct0zTXXaMKECRo/frxuu+22kO0lJiZKkmpqajrUF9u2tXHjxqDXUlJSlJubK7/fH7JMknbeeWdJUkFBQch2c3NzlZKSosrKSlUWFcn2eKT6C8IJiYnKyc6W4zjatm1bSLu98vNlGobKSktD2k1LT1dqSopqampUXFwctMzt8SgvN1eStK2gIKRYlpubK4/Ho/LyclVVVob0NT09XT6/X4UFBXIcR7Zlqbi4WKbbrfz64mlhUVFIoS07J0eJCQmqrKhQRUVF0LKk5GRlZmTI7/eH9tUw1Kd3b0lScXGx/E0u+mdmZiopKUlVVVUqKy0NWpaYmKjs7GzZTXLo91WrzFeuxPq+l5aUhlzkTU9PV3JKsmpra0Ny6PF4lJNbVxwOt29y83LldrtVVl6m6qrqoGWpqalKTUtVbW2tioqKgpaZpqm8XnmS6sZL04vzmVmZSk1LVXV1taqqqoKWJScnKz0jXZZlhcRkGIbye+dLkoqLikMudmdmZcrr9aqyqlLlZeVBy7xerzKzMsO2K0m96/dNuBxmZGQoKTlJtTW1Kisvk9tfqESzbkwlJCQoOydbUvgc5uXlyXSbKisrU3V1kxympSo1NVU1tTUqLioOWuZ2u5WbVze+w+UwNzdXbpdbFRUVqgwzvtPS0+T3+wPvtW1bxcXFcrlcgRwWFRWFFF2ysrKU6E1UZWWlysub5DDJq8zMTPmtMONbUu8+dTksKS4JKWplZmbKm+RVdXW1SpuM74YcNj1H1FrVKqsuk51VV/AoKy0LPUekpSkltblzhFu5gXPEtpCCTG5urtwed905osk4bMihz+dTYWFh0DKXy6Ve+fXniMLCkIJMdna23G63PB6PiouLg255mZSUpIzM5s4Rv47DunNEk/Fdn8OqqiqVlZUFLUtMTFRWdpZs2w67b/Lz8+XzW7rp7qdVXePTXoN20mEH7qVt27YFnSMKCwpVVv3rGI/VOSInJ0eeBI8qKytDzrPhzhENY7ykpERJyXUzEWNxjqipqVFJSUnQspbOEZbtV0Z2mqS647HpsZyZmamMjAxVV1dr69atQcs8Ho/69u0rSdq8eXPIOHQch9utAgAAAAAAIG4ZTtOrhh1UWFio7OzsiL7v7bff1uWXX669995bDz/8sLxer4455hiNGTNGf/7znwPrrV69WkcddZQWLFigPffcs13xLF++XJI0ePDgoNc7ZeZeVZXsVaukxETJ0zCzqevP3Gsqbmbu1VZqY/k6eXcZKLc3OW5m7rV3Vk7YdmMwK6eyplwbi9YoP31neT3J9Q13/Zl7ITHFycy9an+lNpes0w7ZA+RNaHl8d7WZe63tm1jM3Ltv7r/0/KvvKT01WX+//RLlZmdICt43lbXl2lyy7tcxzjkipK+dO3PPJ1uW+mUNlOG4OnXm3sqVKyVJQ4cODVkGAAAAAAAAdHWdNnPv22+/1ciRIwOz5tqqrYW9p59+WrfccosmTpyoO++8M1BM6927t7Zs2RK0bsPP+fn57YqlseZmHxqG0ewy6dcCVTimacp0u+sKe03Wa3whMmy77uZ3lcvlksvl6lBMbtOU6m+T11y7tm2rprZWiQkJQdvpaLvb01fT5ZLZTF9D2rU9dbcArJ+d4W4ph2bdxefmNFwQDxuTO3w/JclwGXK7mn9vuHYd21F1dbUSExJluMLPLGm13Y721Wi5ry2263LJdJtyezyhbbTSbmfnsD3tOrajmtqakHy31G7EctiOdt1y1/WvDeM70jlsb7uO7cjn9zU/xqOUwwaffPatnn+1bgb5NX88Vb3zQ2/n7DLr/sCjuTHeVce3pKAxHmg3FueI9rZrOfLVFyhbO/e09Lnc0jIAAAAAAAAgHjVfzWinc845R/vvv79+//vf67HHHtN3333XWU1r3rx5uvnmm3X66afrnnvuCbpQN3LkSC1btixohsInn3yi/v37d/h5ewhmWZaKw9yiEJFRl+9i8h0l5Dv6ulLOtxWV6rb7npUkHX/EaB00YkiMI+p8XSnfAAAAAAAAALZfpxX3HnzwQU2ZMkUVFRWaNWuWJk+erNGjR+uKK67Qyy+/HPYZPW2xZs0a3XrrrZo4caLOP/98FRQUaOvWrdq6davKysp0/PHHq7y8XNdee61Wr16t+fPna+7cuTr//PM7q2sAgG7Itm3deu88FZeWa8DOfXTB1GNiHRIAAAAAAAAAtKrTbss5btw4jRs3TpJUXV2tzz77TEuXLtWSJUs0Y8YM1dbWatCgQTr44IM1evRoHXTQQW1q94033pDP59Nbb72lt956K2jZ5MmTNXPmTP3973/XLbfcosmTJysvL09XXHGFJk+e3FldAwB0Q8+98q6WfrVKiQkeXX/JGUpMaP52wQAAAAAAAADQVXRaca8xr9ergw46KFDA8/l8WrJkiZ5//nk9+eSTevzxx7VixYo2tXXBBRfoggsuaHGdYcOG6bnnntvuuAEAPcOK1T/pkXmvSZIuOvtY7dKv489oBQAAAAAAAIBoikhxT5Jqa2u1dOlSffzxx1q0aJFWrFgh27Y1ZMgQjR49OlKbRSQYhtxut2QYsY6kZzBUn+9YB9JDkO/oi3HOK6uqddM9T8mybB06am8dfdio2AQSLYxxAAAAAAAAoFvp1OLe2rVr9cEHH+jDDz/U4sWLVVVVpd69e+vggw/W2WefrYMPPlgZGRmduUlEgcftVl5eXqzD6DHcbrdy83JjHUaPQb6jL9Y5v/vR+fplU4Hyc7P05wtOlNHN/3Ah1vkGAAAAAAAA0Lk6rbh32GGH6ZdffpHX69WIESP0pz/9SYcccogGDBjQWZsAAGC7vPn+Ur3x/lK5XIauu3iK0lKTYx0SAAAAAAAAALRLpxX31q9fr6ysLJ1++ukaO3ashg4d2llNI8Z8Pp8KCguVk50tj8cT63C6Pb/Pr4KCAuXk5Mjtididc1GPfEdfrHL+y6ZtuuuRlyRJZ514uIbu3j9q244lxjgAAAAAAADQvXTaVb777rtPH3zwgRYsWKD7779fGRkZOvjggzV69GgdfPDB6tWrV2dtCjHg2HasQ+hRHMeJdQg9CvmOvmjn3Ofz68Z7nlJVdY323nNXTT1uYlS3H2uMcQAAAAAAAKD76NTbch522GGSpB9//FEffvihPvzwQ910002qrq7WbrvtptGjR+uQQw7Rfvvtp4SEhM7aNAAALfr7s6/ru9U/Ky01SX+56HSZpivWIQEAAAAAAABAh0Tk/ly77rqrdt11V51xxhmqra3V0qVL9dFHH2nJkiV68skn5fF49Pnnn0di0wAABFny5Uo986//SZKuvPBk5edmxTgiAAAAAAAAAOi4iE5dcBxHP/zwg9asWaOtW7eqrKxMlmUpK4sLqwCAyCsqKdMt986TJP3u8IM05oBhMY4IAAAAAAAAALZPp87cq6io0JdffqnPPvtMn332mb788ktVVlYqPT1dBxxwgKZOnaqDDjpIu+yyS2duFhFmmqZyc3NlmmasQ+kRyHd0ke/oi1bObdvWrfc9o8LiMvXfsbf+eOZvI7q9rooxDgAAAAAAAHQvnVbcmzx5slatWiXbtpWQkKDhw4fr/PPP14EHHqi99tpLhmF01qYQZS6XSy4Xz6eKFsNlyO2KyB1zEQb5jr5o5fzF1z7Qos+/U4LHresunqLExJ75rFfGOAAAAAAAANC9dNrVPpfLpWnTpunAAw/Ufvvtp4SEnnkRtTvyW5YqKiqUkpIiNzM/Is7y/5pv002+I418R180cr7qx/V6+OlXJUn/d+bvNGDnvhHZTjxgjAMAAAAAAADdS6cV91566aXOagpdjGPbqqyoUHJSkkRxL+Icx1FlZaWSk5NjHUqPQL6jL9I5r6yq0Y33PCWf39LokXvp2EkHRWQ78YIxDgAAAAAAAHQvnVbcu/rqq9u8rmEYuvXWWztr0wAABMx5fIF+3rBVedkZuvIPJ3NbaAAAAAAAAADdSqcV9xYsWCDDMJSfn9/q89m40AoAiIT/fvS5XntnsQzD0F8uOl0ZaSmxDgkAAAAAAAAAOlWnFfeOOOIIvfvuu6qpqdERRxyho446Svvtt19nNQ8AQIs2bC7QnQ+/IEmaetxh2nevgTGOCAAAAAAAAAA6X6cV9+6++25VV1frnXfe0Wuvvaazzz5bOTk5Ouqoo3TUUUdpjz326KxNIcoMl0spKSkyWpmRic5hGEZdvpnhGhXkO/oikXO/39LNs59WRWW1hgzaRWeddHintR3vGOMAAAAAAABA99JpxT1J8nq9OvLII3XkkUeqvLxcb731ll577TU98cQT6tevn44++mgdeeSR2nXXXTtzs4gwt2kqPT091mH0GKbbVFp6WqzD6DHId/RFIuePv/CGvlm1TqnJXl138RS5TbNT249njHEAAAAAAACge4nYVKzU1FRNnjxZjz76qD788ENNmzZNn332mX7729/quOOOi9RmEQG2bau2tla2bcc6lB7BsR35an1ybCfWofQI5Dv6Ojvnn3+9Wk/P/68k6bLzT1SfXtmd0m53wRgHAAAAAAAAupeo3GexsrJS5eXlqqyslGVZ+uWXX6KxWXQSy7JUUFAgy7JiHUqPQL6ji3xHX2fmvLi0XDfPeVqO4+ioCQdowsH7dkKE3QtjHAAAAAAAAOheOvW2nI1t2rRJ//nPf/T666/rq6++UmpqqiZMmKALL7xQBx98cKQ2CwDoIRzH0e0PPKdthaXaqW8vXXT2sbEOCQAAAAAAAAAirlOLe5s3b9brr7+u//znP/riiy+UnJyscePG6bzzztMhhxyihISEztwcAKAHW/jGx/po6TfyuE1dd/EUJXkTYx0SAAAAAAAAAERcpxX3Tj31VH355ZdKTEzU2LFjNWfOHI0dO1aJiVxsBQB0rh/WbdD9c/8lSbpg6jEatGu/GEcEAAAAAAAAANHRacW9zz//XKZpauDAgSosLNTTTz+tp59+Ouy6hmFo7ty5nbVpRIHhisrjGVHPMIxYh9CjkO/o256cV9fU6sa7n1Ktz68Dh++pE448pBMj654Y4wAAAAAAAED30WnFvZEjRwb+33GcFtdtbTm6Fo/Ho975+bEOo8dwe9zK702+o4V8R9/25vz+uS9r7frNys5M09X/dwqFq1YwxgEAAAAAAIDupdOKe0899VRnNQUAQFjvffqV/vXmxzIMQ3+56HRlZqTGOiQAAAAAAAAAiKpOu9fijz/+2KH3/fDDD50VAiLE5/Npy5Yt8vl8sQ6lR/D7/Nq6Zav8Pn+sQ+kRyHf0dTTnm7cW6fYHn5Mknfq7cRoxbFAkwut2GOMAAAAAAABA99Jpxb3zzjtPt956q7Zu3dqm9Tdu3KibbrpJ5513XmeFgAiyLCvWIfQo5Du6yHf0tTfnlmXr5jn/VHlFlXYfuKPOOeWICEXWPTHGAQAAAAAAgO6j04p7CxcuVGlpqcaNG6dp06bphRde0Hfffafy8nLZtq3i4mJ99913+uc//6nzzz9fEydOVElJiebPn99ZIQAAuqmn5r+lr1b8qOSkRF1/8VS53WasQwIAAAAAAACAmOi0Z+6lpqZq5syZmjp1qh5++GHdeOONYWcKJCYmasyYMXr22We11157ddbmAQDd1FcrftQTL7wpSbr03BO0Q+/cGEcEAAAAAAAAALHTacW9BkOGDNGcOXNUWVmppUuX6ueff1Z5ebmysrLUt29fjRgxQl6vt7M3CwDohsrKK3XT7Kdl244mjRmhw8fsF+uQAAAAAAAAACCmOr241yA5OVljxoyJVPOIItM0lZWdLdPkNnjRYJqmsrKyyHeUkO/oa2vOHcfR3x56Xlu2FWuH3rm65NzjohRh98IYBwAAAAAAALqXiBX30H24XC55ExNjHUaPYbgMJXrJd7SQ7+hra85ffftTvffpVzJNl66/eKqSk5j13RGMcQAAAAAAAKB7ccU6AHR9lm2rrKxMlm3HOpQewbZslZeVy7bIdzSQ7+hrS87X/rxJcx5fKEk677SjtPvAHaMUXffDGAcAAAAAAAC6F4p7aJVtWSovL5dtWbEOpUewbbsu3xRTo4J8R19rOa+p9enGe55STa1PI/cerJOPGRvlCLsXxjgAAAAAAADQvcRdce+BBx7Q1KlTg167+uqrNXjw4KB/PO8PAOLTQ0+9oh/WbVRmeqqu+eOpcrni7qMKAAAAAAAAACImIs/cu//++3XcccepT58+ndruE088oTlz5mjkyJFBr69cuVIXXHCBpkyZEnjNNM1O3TYAIPI+WvqNXnr9Q0nSNX88VTlZ6TGOCAAAAAAAAAC6lohMh5g7d64mTJigs88+W6+88opqamq2q73NmzfrnHPO0ezZs9W/f/+gZZZlafXq1Ro6dKjy8vIC/7Kzs7drmwCA6NpaUKyZ9z8rSTrp6LEaNXyPGEcEAAAAAAAAAF1PRGbuffjhh3r77be1cOFCXXXVVbrxxht15JFHavLkydp3333b3d4333yjjIwMvfzyy7r//vv1yy+/BJatXbtWNTU1GjBgQGd2QbW1tUE/u1wuud1uOY4jn88Xsn5CQoIkyefzyXGcoGWmaco0TVmWJdvvlxq/3zDkqW/X7/eHtOt2u2UYhnx+v9SkXZdpynS5ZNu2rKbPw6tvtyGm5tr1W5acJs9hMlwuuU0z0K7fsuRJSJC/fhsej6fZdk3TlMvlarHd5voaaDdMXxvatWw79Nl/zeTQ5/fJsix56tvy+/1ScLNyuVxymS7Zlh36PCqjLk+S5PeF3zcyJMtvhezzhnYd2wndN5LcnubblSRvkle2bYcsNwxDpttsvd0wfTVNU4bLCNvXhnblqNlxKKOVHNq2LL8lv88nvzz1Dde/t5V2253DVvZNQ1/Dtds0h37LL4/HI7/lD85hC+12KIct7Js2jcMm7fr9fll+K3CstNRuR3LY0r5p8zhsLoeGocTExEDOJcmybf11zj9VUlah3frvoN+fNCnk/R0d320dh63tm4acB8Z4jM4R7RnfkoLGeEzPEe3cN37bH2jK7/eHvLfhs9W27ZD3GoYR+Exp+nkOAAAAAAAAxLuIFPcSEhJ05JFH6sgjj9SWLVv08ssv6/XXX9cLL7ygXXbZRccdd5yOO+445eTktKm98ePHa/z48WGXrVq1SoZhaO7cuXr//fflcrk0duxYXXzxxUpLS+tQ/LZta+PGjUGvpaSkKDc3V36/P2SZJO28886SpIKCgpCZirm5uUpJSVFlZaUqi4pkezxS/QXhhMRE5WRny3Ecbdu2LaTdXvn5Mg1DZaWlIe2mpacrNSVFNTU1Ki4uDlrm9niUl5srSdpWUBBSLMvNzZXH41F5ebmqKitD+pqeni6f36/CgoLA68W1tXKZpvJ79ZIkFRYVhRTasnNylJiQoMqKClVUVAQtS0pOVmZGhvx+f2hfDUN9eveu205xsfxNCoeZmZlKSkpSVVWVykpLg5YlJiYqOztbdpMc+n3VKvOVK7G+76UlpSEXedPT05Wckqza2tqQHHo8HuXk1o3RcPsmNy9XbrdbZeVlqq6qDlqWmpqq1LRU1dbWqqioKGiZaZrK65UnqW68NL04n5OTo8zMTJWVloXkMDk5WekZ6bIsKyQmwzCU3ztfklRcVBxysTszK1Ner1eVVZUqLysPWub1epWZlRm2XUnqXb9vwuUwIyNDSclJqq2pVVl5mdz+QiWadWMqISFB2Tl1s2jDtZuXlyfTbaqsrEzV1U1ymJaq1NRU1dTWqLioOGiZ2+1Wbl7d+A6Xw9zcXLldblVUVKgyzPhOS0+T3+9XQePxXVQclMOioqKQoktWVpYSvYmqrKxUeXmTHCZ5lZmZKb8VZnxL6t2nLoclxSUhhfHMzEx5k7yqrq5WaZPx3ZDDpueIWqtaZdVlsrPqCh5lpWWh54i0NKWkNneOcCs3cI7YFlKQyc3NldvjrjtHVFUFLWvIoc/nU2FhYdAyl8ulXvn154jCwpCCTHZ2thISE+R2u4P264I3P9Xn3/ygJG+C/jL9NJWWBMcr49dxWHeOaDK+63NYVVWlsrKyoGWJiYnKys6Sbdth901+fr4Mw2j1HFFYUKiy6l/HeCzPEZ4EjyorK9t1jigpLpG3t7cuhzE4R9TU1KikpCRoWUvnCMv2KyO77nO8qKgo5FjOzMxURkaGqqurtXXr1qBlHo9Hffv2lVQ3+7/pOHQcR4ZhhPQDAAAAAAAAiAeG0/SqYQTU1tbqvffe05NPPqklS5bUzQAwTU2ePFlXXnmlUlNT29zWVVddpV9++UVPPfWUJGnOnDl66KGHdMkll2js2LFat26dbr/9dvXp00dz586Vy9W+O48uX75ckjR48OCg1ztl5l5VlexVq6TERMnTMLOp68/cc5y6GSANM27iZuZebaU2lq+Td5eBcnuT42bmnsvlku3Ux9Ik3q48c6+yplwbi9YoP31neT3J9Q13/Zl7Tcd3vMzcq/ZXanPJOu2QPUDehJbHd1ecuVdbWyvDMGQYhr79fp0uuuFB2batq/5wio4ct3+7cxiNmXuVteXaXLLu1zEeJzP3Go9xT0LdeTY+Zu75ZMtSv6yBMhxXp87cW7lypSRp6NChIcsAAAAAAACAri4iM/caLF68WP/617/0xhtvqLKyUqNGjdKsWbM0duxYvffee7rpppu0adMmPfroox3exvTp03XWWWcpPT1dkjRo0CDl5eXp5JNP1vLly7X33nt3qN2GYl1ThmE0u0z6tUAVjmmaMt3uusJek/UaX4gM2667+V3lcrlaLGK21K7bNCXTbLFdn8+n4uLiwGy/7W13e/pqulwym+lrSLu2R6ZpSvWzM9wt5dCsu/jcnIYL7WFjcofvpyQZLkNuV/PvDdeu31c386th5lSH2u1oX42W+9piuy6XTLcpt8cT2kYr7XZ2DtvTrt/nD4zvxm211G7EctiOdt1y1/WvDeM70jlsb7t+n1+FhYXKzc1Vda1Pt9z3jGzb1oSD99UR40ZGLYftbdftdjc7xrvq+JYUNMYD7cYoh+1q13Lkqy9QtnbuaelzuaVlAAAAAAAAQDyKSHHv7rvv1iuvvKKNGzeqT58+Ouuss3TccccFbpElSUceeaRWrlypJ598cru2ZRhGoLDXYNCgQZKkTZs2dbi4BwCILMdxdNcjL2rjlkL17pWty847gVslAgAAAAAAAEArIlLce/zxx3XYYYfp5ptv1kEHHdTsxdqhQ4fq4osv3q5tXXbZZSouLtY//vGPwGsNt9YcOHDgdrUNAOhclmXri29/0NqfftGWwnL996PPZbpcuv7iKUpNSYp1eAAAAAAAAADQ5UWkuPfss89q4MCBYW+FVVNTo2+++UbDhw/XYYcdtt3bOvroo3XhhRfqwQcf1FFHHaU1a9bopptu0tFHH60BAwZsd/sAgM7x3qdfac7jC7S1oCTo9XEH7aMhg3aJTVAAAAAAAAAAEGeaf8jYdjj++OP13XffhV321Vdf6eyzz+60bY0bN06zZ8/Wm2++qWOOOUbXXnutDj/8cN16662dtg0AwPZ579OvNOPOJ0IKe5L09oef6b1Pv4pBVAAAAAAAAAAQfzpt5t7tt9+u4uJiSXXPUXrggQeUlZUVst6KFSuUlpbW4e3MnDkz5LVJkyZp0qRJHW4TLfN4POrTp0+sw+gx3B63evfpHeswegzyHXmWZWvO4wtaXOfexxdq9Mi9ZJoR+ZuTHo0xDgAAAAAAAHQvnVbcGzBggB544AFJkmEY+vrrr0Nuy2maptLS0nT11Vd31mYBAF3cVyt+DDtjr7EtBcX6asWP2ncvnpUKAAAAAAAAAC3ptOLeCSecoBNOOEGSNH78eN1///3aY489Oqt5xJDP71dJSYkyMjLkcUfkMY1oxO/3q6S4RBmZGXKT74gj35FXUFzaqeuhfRjjAAAAAAAAQPcSkat877zzTiSaRaw4jny1tZLjxDqSnsGRfD6fRLqjg3xHXE5meqeuh3ZijAMAAAAAAADdSqcV98444wxdf/31GjBggM4444wW1zUMQ3Pnzu2sTQMAurChu/eXN9Gj6hpfs+v0ysnUsD12jWJUAAAAAAAAABCfOq245zSa1eW0MsOrteUAgO7jtf8tbrGwJ0nTzz5WpumKUkQAAAAAAAAAEL86rbj31FNPhf1/AEDPtWL1T5r9j/mSpImHDNcX3/6grQUlgeW9cjI1/exjNXbUsFiFCAAAAAAAAABxJSLP3JOkl19+WYsWLdItt9wiSVq6dKluueUW/eEPf9DEiRMjtVlEgMs0lZmZKZdpxjqUHsHlctXl28Uspmgg35FTXFquGXc+IZ/f0iH7D9VfLjpdtu3oi29Wa8u2IvXKzdI+QwYyYy/CGOMAAAAAAABA9xKRK33z58/XFVdcoaqqqsBrOTk56tevn/70pz/prbfeisRmESGmy6WkpCSZXBiOCpfpkjfJKxcFj6gg35FhWbZuuudpbdlWrB375unq/ztFhmHINF3ab9ggHTH+AO03bBCFvShgjAMAAAAAAADdS0Su9D322GM655xzNGvWrMBr/fv317333quzzz5bDzzwQCQ2iwixbFsVlZWybDvWofQItmWrsqJStkW+o4F8R8Zjz/1HS79aJW9igv7657OVmpIUWEbOo4t8AwAAAAAAAN1LRIp7P//8s0aPHh122ejRo7VmzZpIbBYRYluWSktKZFtWrEPpEWzbVmlpqWyKqVFBvjvfB4u/1lPz35YkXXnhyeq/Y+//b+/O45yq7/2Pv8+SyWTWTCYzg0sFFBU3Kiouv6vSUpe21lar3qsiFReq9rr054KtVsVdi3W71H0BbdFWRUWrrUV7a/1dqhdcwKIouIswMJPZt5yc8/tjFsgkMwM4SSbJ6/l49FHJSb7n833nO2cej/OZbxJ3nMzTi7wBAAAAAACA3JKS5l51dbWWLVuW9NiKFStUUVGRitMCADLs86/W64Y58yVJJxx1qL5z8MQMVwQAAAAAAAAAucVOxaDHHHOM7r77bhUXF+uwww5TKBRSfX29Fi1apDlz5ugnP/lJKk4LAMig9o5O/Wr2w2pt69CE8WN1zrSjM10SAAAAAAAAAOSclDT3zjrrLK1evVrXXnutrrvuur7HPc/Td7/7XZ133nmpOC0AIEM8z9Pse57Qx5+tVShYqlkXnSrbtjJdFgAAAAAAAADknJQ092zb1q233qpzzjlHS5YsUWNjo0pLS7Xvvvtq/PjxqTglUskwVOD3S4aR6UrygyEVFBRIxJ0e5D0sFrz4mha99qYsy9Q1F52qcEXZwE8m8/QibwAAAAAAACCnpKS512vnnXfWzjvvnPB4c3OzSktLU3lqDCOfbasyFMp0GXnDtm2FKsk7Xcj761v+/seaM+9ZSdLPfvJDTdhtx0GfT+bpRd4AAAAAAABAbklJc6+rq0tz587VG2+8oWg0Ks/zJHV/bFtbW5tWrVqld955JxWnRgp4nifP82QYhgx276Wep7682WmTBuT9tdRFmnTlb+YpFnP1nX+bqOO/f8jQLyLz9CJvAAAAAAAAIKeYqRj017/+tW699VbV1tZq9erV+vLLL9Xe3q5ly5bpvffe01lnnZWK0yJFHMfRunXr5DhOpkvJC+SdXuS99Rwnplm3PaK6SJPGfmOULjn73zfrDwDIPL3IGwAAAAAAAMgtKWnuvfTSS5o+fboWLlyoadOmac8999QTTzyhl156Sdttt51c103FaQEAaXTP75/XOys+UlHAr+suma6igD/TJQEAAAAAAABAzktJc6++vl6TJ0+WJO26665avny5JKmmpkY//elP9cILL6TitACANHnlf97WH5/7uyTpsnNP0je2rc5wRQAAAAAAAACQH1LS3CstLVVXV5ckacyYMfrqq6/U0tIS928AQHb65PO1uvmuxyVJU4+dokMPmJDhigAAAAAAAAAgf6Skubfffvvp0UcfVVtbm7bffnsFAgH99a9/lSS99dZbKikpScVpAQAp1trWoV/Nnqv2ji7tu9fOOuPE72W6JAAAAAAAAADIKylp7p177rl6++23ddZZZ8m2bZ188sm68sor9eMf/1h33HGHjjzyyFScFili27aqa2pk23amS8kLtm2rurqavNOEvDef53m68beP6bM1taqqDOqqn0+TbVlbPA6Zpxd5AwAAAAAAALklJXf6dt11V7344ov64IMPJEkXXXSRSkpK9Oabb2rKlCn66U9/morTIkUMw5BlGJkuI38YkmmlpO+OZMh7sz2+8G969fXl8tmWrr34VAXLt3IXNpmnF3kDAAAAAAAAOSVlf8ZfVVWlqqoqSd3NobPPPjtVp0KKRR1HzU1NKi0rk4+dHynnOI6am5pVWlbKTps0IO/Ns3T5h7r393+SJJ1/2rHafefRWz0WmacXeQMAAAAAAAC5JWV3+VasWKH77rtPS5YsUVNTkyorK3XQQQfpnHPO0Te+8Y1UnRap4Hnq7OxUqedlupL84Kkn79JMV5IfyHtItXUNuvq2R+W6nr77rUn64REHfb0ByTy9yBsAAAAAAADIKSlp7i1evFgzZsxQMBjU5MmTVVlZqQ0bNujVV1/VX/7yFz322GPaZZddUnFqAMAw6oo6uvKWuWpoatHOY7bTRTOOk8HH9AIAAAAAAABAxqSkuXfbbbdpv/3207333iu/39/3eEdHh84880z9+te/1gMPPJCKUwMAhtGcuc9qxYefqaQ4oGsvmS6/vyDTJQEAAAAAAABAXjNTMegHH3yg0047La6xJ0mFhYU644wztHTp0lScFgAwjP783/+rZ/7y/yRJV1wwVdvWVGa4IgAAAAAAAABASpp722yzjb744oukx+rr6xUKhVJxWqSIaVkqLSuTaVmZLiUvmKap0tJSmWZKfjzRD3kn9+HHX+qW+56QJE0/4QgdtM/uwzY2macXeQMAAAAAAAC5JSV3+i699FLdeeedWrhwoWKxWN/jr732mm6//XZddtllqTgtUsQyTZUUF8vixnBamJap4pJimRZ5pwN5J2puadMVt8xVV5ejAyaO1/QTjhjW8ck8vcgbAAAAAAAAyC0p+c69a665Rl1dXbr00kt12WWXqaKiQo2NjYpGo/I8T+eee27fcw3D0IoVK1JRBoaJ67rq7OyU3+9n50caeK7Xl7dhGpkuJ+eRdzzXdXXdnfO1Zl2dRlWHdMX5U4f9557M04u8AQAAAAAAgNySkubej3/841QMiwyJxWJqaGhQOBymuZcGm+Ztmyn5EcUmyDveo08t0uI3V6igwNZ1F09XWWnxsJ+DzNOLvAEAAAAAAIDckpK7fJvuzAMAZIfX33pPD/3xL5Kki2Ycr1123D7DFQEAAAAAAAAA+kvZn/B3dHRo5cqVfR/FKXV/3Ft7e7uWLFmiiy++eKvGveuuu7R48WI9+uijfY+99957uv766/Xuu+8qGAxq2rRpOuOMM4ZlHgCQD9asq9M1d/xOnufph4cfpO99e/9MlwQAAAAAAAAASCIlzb1//vOfuuCCC9TU1JT0eHFx8VY19+bOnas777xTkyZN6nssEonotNNO02GHHaarr75ab7/9tq6++moFg0Edd9xxWz0HAMgXnZ1duvI389Tc0q7x476h808/NtMlAQAAAAAAAAAGkJLm3u23365gMKjrrrtOCxculGma+vGPf6xXX31Vjz32mO6///4tGm/dunW6/PLLtXTpUo0dOzbu2B//+EcVFBRo1qxZsm1bO+20kz799FPdf//9NPeGi2HI9vkkw8h0JfnBkGyfLRF3euR53p7n6bYHFuiDj75QeVmxrr1ougp8Kf5etjzPPO3IGwAAAAAAAMgpKbmDu3LlSl177bU6/PDD1dLSovnz52vy5MmaPHmyotGo7r77bt13332bPd6//vUvlZeXa+HChfrtb3+rL7/8su/YkiVLNGnSJNn2xqkceOCBuvfee1VXV6fKysqtmkNXV1fcv03TlG3b8jxP0Wg04fkFBQWSFPcxpL0sy5JlWYrFYnIdR9r09YYhX8+4juMkjGvbtgzDUNRxpH7jmpYlyzTluq5isVj8C3vG7a1poHGdWEye68a/1DRlW1bcuMHycqln7j6fb8BxLcuSaZqDjjvQXPvGTTLX3nFjrit3gLn2HzfqRBWLxeTrGctxHCl+WJmmKdMy5cZcuf3qlaG+deVEk783MqSYE0t4z3vH9Vwv8b1Rz432Aca1LEvhcFgxJ5Zw3DAMWbY19LhJ5mpZlgzTSDrX3nHlacB1KGOIDF23p+aoHPl6Bu557RDjbnGGQ7w3vXNNNm6yDIPlwe4ao86Q781WZzjIe7NZ67DfuI7jKObE+n5WBht3sAyfX/RPvfC3N2Qahq4472RVBku7cxjkvdnsdThAhrZtqyJY0f0zu8lzvk6Gg703m7sOh3pvejPvW+MZvEZsyfqWNq7xXhm5Rmzhe+O4Tt9QjuMkvLb3d6vrugmvNQyj73dK/9/nAAAAAAAAQLZLSXPPdV2NGjVKkjR27FitWrWq79iRRx6pSy+9dIvGmzJliqZMmZL02Nq1a7XLLrvEPVZdXS1JWrNmzVY191zX1VdffRX3WHFxscLhsBzHSTgmSaNHj5Yk1dXVqbOzM+5YOBxWcXGx2tra1BaJyPX5pJ4bwgV+vypDIXmepw0bNiSMW11TI8sw1NzUlDBuaVmZSoqL1dnZqYaGhrhjts+nqnBYkrShri6hWRYOh+Xz+dTS0qL2traEuZaVlSnqOKqvq4s7ZlqWanryrY9EEhptocpK+QsK1NbaqtbW1rhjgaIiBcvL5ThO4lwNQ9v0rJmGhgY5/RqHwWBQgUBA7e3tau73ca9+v1+hUEhuvwydaIeaoy3y98y9qbEp4SZvWVmZioqL1NXVlZChz+dTZbh7/SR7b8JVYdm2reaWZnW0d8QdKykpUUlpibq6uhSJROKOWZalquoqSd3rpf/N+crKSvkKfGpra0vIsKioSGXlZYrFYgk1GYahmlE1kqSGSEPCze5gRVCFhYVqa29TS3NL3LHCwkIFK4JJx5XU9/OcLMPy8nIFigLq6uxSc0uzbKdefqt7TRUUFChUGZKUPMOqqipZtqXm5mZ1dPTLsLREJSUl6uzqVEOkIe6YbdsKV3Wv72QZhsNh2aat1tZWtSVZ36VlpXIcR3X91vemGUYikYSmS0VFhfyFfrW1tamlpV+GgUIFg0E5sSTrW9KobbozbGxoTGiMB4NBFQYK1dHRkfBxxr0Z9r9GdMU61NzRLLeiu+HR3NSceI0oLVVxyUDXCFvrG9p0+4MLJEkn/uAQ7TCqou8c4XBYts/uvka0tyfNMBqNqr6+Pu6YaZqqrum5RtTXJzRkQqGQCvwFSdd3IBBQeXCga8TGddh9jei3vnsybG9vV3Nzc9wxv9+vilCFXNdN+t7U1NTIMIwhrxH1dfVq7ti4xrlGbLQ514jOzk41NjbGHRvsGhFzHZWHSiV1/zz2/1kOBoMqLy9XR0eH1q9fH3fM5/Np2223ldS9+7//OvQ8Twa70QEAAAAAAJClUtLc22GHHbRy5Urtt99+Gj16tNrb27V69WrttNNOchwn4Wbk19HR0dG3a66X3++XpIQb3ZvLNE1ts802CY9J3U2F/sc2VVlZmXTnntR907WwokLy+yVf784mo+f/DIV7mnFx5+05XlpWptIkO/ek7vkmvHaTm5bhJA3O3t0mJSUlKi4qin9pz1x9tq1wOKxoNKpIQ4MqgsG+nRCSFKqoSBi3b67FxQoEAknHtXvGHUgwGEy6c0/qvvnv7/d+987V7JdhtKtNXS3NfTdwy8rLku4okbpvMCdmuPE/k9VrW90ZlpaUqqS4ZPPH3USy5rPrulq7dq0qghWJGfbMpXd330CCFcGku3IkqShQpEJ/4VaNO2iG/gKVlpSqsiykQl/Pmhoiw96aSktLVVKSPEN/QbL1vfE/k2XYO25xcbGK+q/vnrnam67vSEQVFRVx67tisPVdVKTCwuQZ2tbg67s8WD5ghoWFhQnXs9659r9GdDhtijY2yzS6X1taVqpSrzTpuMmuEY3NrbrilrmKOjH923576IyTjoprdsRdI4qLk87V5/MNOtdQKJTwmGVZcqKOWlpaFOx3Ten/3gyk+xqROK7Uc43o+R2wceDu/zNNM+m4m3uNCFWGFG1s3rjGM3SN2HQdbs41YtM13isT14jkv6s2/mf/Y44blavuBntFRYXKy8uT1ltYWJjwe3nTtVxTU5NQ50DfCQwAAAAAAABkg5Q0944++mjdcsstcl1X06ZN05577qnrrrtO06ZN0z333KNx48YN27kKCwsTdgn0NvX639TfEgk32HsYhjHgMUlxN6r7syxLlm13N/b6PW/TjxBLOq498FtlmmbfzdMtrcm2LKnnBulg45o99W061taO+3XmapmmrAHmmjCu6+u++btJw2AgptX9sXEDsQf5DjLLTj5PSTJMQ7Y58GuTjetEuz/WzrKsAc875LhbO1dj8LkOOq5pyrIt2T5f4hhDjDvcGW7puKZpytev7sHGTVmGWzCuLbt7fpuxvvtnGIu5un7OY6rd0KDtt6nS5eedLF9B8p/JlLw3sY0/r0mfk6YMt3Rc27YHXOMjeX1LG9d437gZynCLxo15ivbsnh3q2jPY7+XBjgEAAAAAAADZKCXNvTPPPFORSETLli2TJF111VWaMWOGfvazn6mkpER33333sJ1r1KhRqq2tjXus99/J/lofAPLdQ3/4s5Ys+0CF/gJdd8l0lRQHhn4RAAAAAAAAAGBESElzzzTNuO/V22uvvbRo0SJ99NFH2nHHHRM+fu/rmDRpkh5//HHFYrG+j+havHixxo4du1XftwcAuewfb7yrRxcskiTNPOffteMOA3/MMAAAAAAAAABg5Bn4cwi/hra2toTHVq9erQkTJgxrY0+SjjvuOLW0tOjyyy/XqlWrtGDBAs2bN09nnXXWsJ4HALLd51+t1w1z5kuSjj/qEB128D4ZrggAAAAAAAAAsKWGtbn33nvv6ZhjjtHcuXPjHm9sbNRJJ52ko446SqtXrx7OU6qyslIPPPCAPv74Yx177LGaM2eOZs6cqWOPPXZYz5PPbNtWOBwe9DuPMHzIO73yJe/2jk79avbDam3r0F7jx+pn036YsVryJfORgrwBAAAAAACA3DJsd/o+//xzTZ8+XUVFRRo3blzcsYKCAl122WV64IEHdPLJJ+vZZ5/VqFGjtuo8N910U8JjEyZM0B/+8IetGg9DMwxDPp8v02XkD0OyfdyET5s8yNvzPM2+5wl9/NlahYKluvqiU2XbVuYKyoPMRxTyBgAAAAAAAHLKsO3cu++++1RRUaGnn35aRxxxRNyxQCCgU045RU899ZSKiop0zz33DNdpkQZOLKaGxkY5sVimS8kLMSemxoZGxRzyTod8yHvBi69p0WtvyjJNXX3hqQpXlGW0nnzIfCQhbwAAAAAAACC3DFtzb/HixTrzzDMVDAYHfE5lZaVOO+00LV68eLhOizTwXFftbW3yXDfTpeQFz/PU3t4uz/MyXUpeyPW8l7//sebMe1aSdM5PjtY3d98xwxXlfuYjDXkDAAAAAAAAuWXYmnvr16/X6NGjh3zeLrvsorVr1w7XaQEAA6iLNOnK38xTLOZqyv/ZWyccdWimSwIAAAAAAAAAfE3D1twLhUKqra0d8nn19fWD7u4DAHx9jhPTrNseUV2kSWO2r9HMc/5DhmFkuiwAAAAAAAAAwNc0bM29SZMmacGCBUM+75lnntFuu+02XKcFACRxz++f1zsrPlJRwK/rLjlNRQF/pksCAAAAAAAAAAyDYWvuTZs2Ta+//rpuuukmdXZ2Jhzv6urSzTffrH/84x+aOnXqcJ0WaWCYpoqLi2WYw7ZcMAjDMLrzZpdVWuRi3q/8z9v643N/lyRddu5J2mG76gxXFC8XMx/JyBsAAAAAAADILfZwDbTXXnvpl7/8pW644QY9++yzOuigg7T99tsrFotpzZo1ev311xWJRHTBBRfokEMOGa7TIg1sy1JZWVmmy8gblm2ptKw002XkjVzL+5PP1+rmux6XJJ18zBQdesCEDFeUKNcyH+nIGwAAAAAAAMgtw9bck6SpU6dq/PjxevDBB/Xyyy/37eArLi7WwQcfrNNPP13f/OY3h/OUSAPXdRV1HPlsWya791LOcz1Fo1H5fD4ZJjttUi2X8m5t69CvZs9Ve0eX9tlzZ5150vcyXVJSuZR5NiBvAAAAAAAAILcMa3NPkvbdd1/tu+++kqRIJCLTNFVeXj7cp0EaxWIx1dfVKRwO09xLg1gspvr6eoXDYdnmsP+Iop9cydvzPN3428f02ZpaVVUGddX/PUW2ZWW6rKRyJfNsQd4AAAAAAABAbknpXb6KiopUDg8A6PH4wr/p1deXy7YtXXvRqaoo52MYAQAAAAAAACAXsQ0LALLc0uUf6t7f/0mSdMFpx2r3XUZnuCIAAAAAAAAAQKrQ3AOALLa+rlFX3/aoXNfTd781ST884qBMlwQAAAAAAAAASCG+fAebxRyh392Vq/huw/TK1ryj0ZhuuOMxNTS1aOcx2+miGcfJMIxMl7VZsjXzbEXeAAAAAAAAQO6guYch+Xw+1VRXZ7qMvGH7bFXXkHe6ZHPe85/8p95f9blKigO69pLp8vsLMl3SZsnmzLMReQMAAAAAAAC5hT/lB4As9NdX39LLf39PknTFBVO1bU1lhisCAAAAAAAAAKQDzT0MKRqNal1traLRaKZLyQtO1FHtulo5USfTpeSFbMz7w4+/1B0PPCtJOuW4KTpon90zXNGWycbMsxl5AwAAAAAAALmF5h42ixuLZbqEvOK6bqZLyCvZlHdzS5uuuGWuuqKOJuyxvU758bczXdJWyabMcwF5AwAAAAAAALmD5h4AZAnXdXXdnfO1Zl2daqqCOvv0b8k0uYwDAAAAAAAAQD6xM10AAGDzPPrUIi1+c4UKCmxd9X9PVklxV6ZLAgAAAAAAAACkGVs+ACALvP7We3roj3+RJF0043iNG7tthisCAAAAAAAAAGQCzT0MybIshSorZVlWpkvJC5ZlKRQKkXeaZEPea9bV6Zo7fifP8/TDww/S9769f6ZL+lqyIfNcQt4AAAAAAABAbuFjOTEk0zTlLyjIdBl5wzANFfjJO11Get6dnV268jfz1NzSrvHjvqHzTz820yV9bSM981xD3gAAAAAAAEBuYecehuTEYmpqapITi2W6lLwQc2JqbmpWzCHvdBjJeXuep9seWKAPPvpC5WXFuvai6SrwZf/fZIzkzHMReQMAAAAAAAC5heYehuS5rlpbW+W5bqZLyQue53Xn7XmZLiUvjOS8n1/0T73wtzdkmoZm/XyaaqoqMl3SsBjJmeci8gYAAAAAAAByC809ABiB3lv1mW5/cIEk6cyTvq99J+yS4YoAAAAAAAAAACMBzT0AGGEamlp0xS1zFXViOmT/PTX1mCmZLgkAAAAAAAAAMELQ3AOAESQWc3XN7b9T7YYGbb9NlX75nyfJMIxMlwUAAAAAAAAAGCFo7mFIhmkqUFQkw2S5pINhGAoEAjR00mSk5f3QH/6sJcs+UKG/QNddMl0lxYFMlzTsRlrmuY68AQAAAAAAgNxiZ7oAjHy2ZSlYXp7pMvKGZVsqD5J3uoykvP/xxrt6dMEiSdLMc/5dO+6wTYYrSo2RlHk+IG8AAAAAAAAgt7AVC0PyPE/RaFSe52W6lPzgSU7UkYg7PUZI3p9/tV43zJkvSTr+qEN02MH7ZLagVBohmecN8gYAAAAAAAByCs09DMlxHG3YsEGO42S6lLxA3uk1EvJu7+jUr2Y/rNa2Du01fqx+Nu2HGaslHUZC5vmEvAEAAAAAAIDcQnMPADLI8zzNvucJffzZWoWCpbr6olNl21amywIAAAAAAAAAjFA09wAggxa8+JoWvfamLNPU1ReeqnBFWaZLAgAAAAAAAACMYHamCxgOX375paZMmZLw+HXXXacTTjghAxUBwNCWv/+x5sx7VpJ0zk+O1jd33zHDFQEAAAAAAAAARrqcaO6tXLlSfr9fixYtkmEYfY+XlpZmsKocs0muSAPiTq8M5F0XadJVt85TLOZqyv/ZWyccdWj6i8gk1nh6kTcAAAAAAACQM3KiuffBBx9o7Nixqq6uznQpOcnn82mbUaMyXUbesH22RpF32mQib8eJadZtj2hDfZPGbF+jmef8R9wfJuQ61nh6kTcAAAAAAACQW3LiO/dWrlypcePGZboMANgs9/7+T3pnxUcqCvh13SWnqSjgz3RJAAAAAAAAAIAskTM796qqqnTyySfrk08+0ejRo/Wzn/1MhxxyyFaP2dXVFfdv0zRl27Y8z1M0Gk14fkFBgSQpGo3K87y4Y5ZlybIsxWIxuY4jbfp6w5CvZ1zHcRLGtW1bhmEo6jhSv3FNy5JlmnJdV7FYLP6FPeP21jTQuE4sJs91419qmrItq29cx3HU2NSk8rIy2bYtn8834LiWZck0zUHHHWiufeMmmWvvuDHXlTvAXPuPG3WiisVi8vWM5TiOFD+sTNOUaZlyY67cfvXK6M5Jkpxo8vdGhhRzYgnvee+4nuslvjfq3kkz0Lie56mxqVGlJaWyLKvfVA1ZtjX0uEnmalmWDNNIOtfeceVpwHUoY4gMXVcxJyYnGpUjX8/APa8dYtwtznCI96Z3rsnG7Z+h4zhqbGxUeXm5bNse9L35Whn2jLvotTf1h+f+W5J06Tn/oW2rQ3Jj7tDrsN+4juMo5sT6flYGe2+2JsPB3pvNXocDZBhzY4rUR1RaWtpXw6bjDpXhlq7vzV2HQ10jejPvW+MZukZsyfruzat3jRcGCvseS/s1YgvfG8d1+oZyHCfhtb2/W13XTXitYRh9v1P6/z4HAAAAAAAAsl3WN/e6urr0ySefKBAIaObMmSoqKtLChQs1Y8YMPfzwwzrooIO2eEzXdfXVV1/FPVZcXKxwOCzHcRKOSdLo0aMlSXV1ders7Iw7Fg6HVVxcrLa2NrVFInJ9PqnnhnCB36/KUEie52nDhg0J41bX1MgyDDU3NSWMW1pWppLiYnV2dqqhoSHumO3zqSocliRtqKtLaJaFw2H5fD61tLSova0tYa5lZWWKOo7q6+rkep46OjoUi8Vk27Zqej7+tD4SSWi0hSor5S8oUFtrq1pbW+OOBYqKFCwvl+M4iXM1jL6P/mxoaJDTr3EYDAYVCATU3t6u5qamuGN+v1+hUEhuvwydaIeaoy3y98y9qbEp4SZvWVmZioqL1NXVlZChz+dTZbiyO8Mk7024KizbttXc0qyO9o64YyUlJSopLVFXV5cikUjcMcuyVFVdJal7vfS/OV9eXi4n6qi9vV0dHfHjFhUVqay8TLFYLKEmwzBUM6pGktQQaUi42R2sCKqwsFBt7W1qaW6JO1ZYWKhgRTDpuJL6PtIvWYbl5eUKFAXU1dml5pZm2U69/Fb3miooKFCoMiQpeYZVVVWybEvNzc0Jcy0pLVFJSYk6uzrVEGmIO2bbtsJV3es7WYbhcFi2aau1tVVtSdZ3aVmpHMdRXV2dXNftW9+WZfVlGIlEEpouFRUV8hf61dbWppaWfhkGChUMBuXEkqxvSaO2GaVPvlinX9/9B0nSjw47QLuNHaUNGzYoGAyqMFCojo4ONfVb370Z9r9GdMU61NzRLLeiu+HR3NSceI0oLVVxyUDXCFvhvmvEhoSGTDgclu2zu68R7e1JM4xGo6qvr487Zpqmqmt6rhH19QkNmVAoJNM01d7ermg0KtPcuIE8EAioPDjQNWLjOuy+RvRb3z0Ztre3q7m5Oe6Y3+9XRahCrusmfW9qampkGMaQ14j6uno1d2xc45m6RlRWVspX4FNbW1vCdTbZNaJ3jbuuq20C23RnmIFrRGdnpxobG+OODXaNiLmOykPd350biUQSfpaDwaDKy8vV0dGh9evXxx3z+XzadtttJUnr1q1LWIee5+XVR+ECAAAAAAAgtxhe/7uGWaitrU22bfftnpOkM844Q4Zh6IEHHtiisZYvXy5J2nXXXeMeH5ade+3tcj/4QPL7JV/vzqaRv3MvGo2qPhJRqKJCPp8ve3budbXpq5ZPVThmnOzCoqzZuee6rurr61VRUZFVO/faOlv0VeRj1ZSNVqGvqGfgkb9zr7dBFQqF5PP5UrZzrzPq6Kxf3K7P1tRq4h7j9OtfntH3/m7NzqYOp03rGj/VdqGdVFgw+PoecTv3YjHV1taqouea0n/ckbpzr62rResaP924xrNk596mazxQFOgeNyt27kXlKqbtK8bJ8Mxh3bm3cuVKSdJee+2VcAwAAAAAAAAY6bJ+557UvVOhv1122UWvvfbaVo+5aaNwU4ZhDHhMUtyN6v4sy5Jl292NvX7P2/RGZNJx7YHfKtM043a/bElNtmVJ/RpIyca1TDOusfd1xv06c7VMU9YAc00Y1/V1N096dmfYg2Vodd98HkjvjfakNdnJ5ylJhmnINgd+bbJxe2/mW5Y14HmHHHdr52oMPtdBxzVNWbYle5MG2eaOO9wZbum4lmXFNfaGGndLM/Q8Tzfd8Tt9tqZWVZVBzbpwmvyFid+ztyXj2rK757cZ6zsdGW7RuLHu9dI/840Df411mKr1bXX/gcdAa3wkr29p4xrvGzdDGW7RuDFP0Z4G5VDXnsF+Lw92DAAAAAAAAMhGA3czssT777+viRMnasmSJXGPv/vuuxo3blyGqgKAjR5f+N/6+z+XybYtXXvRqaooL810SQAAAAAAAACALJX1zb1ddtlFO++8s66++motWbJEq1ev1o033qi3335bZ599dqbLywmWZSkYDCZ8RCRSg7zTK9V5v/nuh7r3989Lki447VjtvsvolJwnm7DG04u8AQAAAAAAgNyS9R/LaZqm7rnnHt1yyy36+c9/rqamJu2+++56+OGHE743D1vHNE0FAoFMl5E3DNNQYaAw02XkjVTmXVvXoFm3PirX9fTdb03SD484KCXnyTas8fQibwAAAAAAACC3ZH1zT5JCoZBuuOGGTJeRs2Kuq/b2dgUCgQG/7w7Dx41tzHuw7wHE8EhV3tGoo6t+M08NTS3aecx2umjGcTJ6vh8v37HG04u8AQAAAAAAgNzCXT4MyY3F1NzUJDcWy3QpecF1XTU3N8t13UyXkhdSlfecec/qXx98qpLigK69ZLr8/oJhHT+bscbTi7wBAAAAAACA3EJzDwCG2V/+vkRP//n/SZKuuGCqtq2pzHBFAAAAAAAAAIBcQXMPAIbRqk++1C33PiFJmn7CETpon90zXBEAAAAAAAAAIJfQ3AOAYdLc0qZfzZ6rzq6oDpg4XtNPOCLTJQEAAAAAAAAAcgzNPQzNMOT3+yXDyHQl+cFQT96ZLiRPDFPeruvq+v+arzXr6jSqOqQrzp8q0+QSmxRrPL3IGwAAAAAAAMgpdqYLwMjns22FQqFMl5E3bNtWRagi02XkjeHK+9EFL+t/lq5QQYGt6y6errLS4mGoLjexxtOLvAEAAAAAAIDcwrYSDMnzPMVcV57nZbqU/OBJbsyViDs9hiHvN95+Xw/94c+SpItmHK9ddtx+mIrLUazx9CJvAAAAAAAAIKfQ3MOQHMdR7bp1chwn06XkBcdxVFtbS95p8nXz/qq2Xtfc/jt5nqcfHn6Qvvft/Ye5wtzDGk8v8gYAAAAAAAByC809ANhKnV1RXXHLXDW1tGn8uG/o/NOPzXRJAAAAAAAAAIAcR3MPALbS7Q8u0AcffaHysmJde9F0Ffj4GlMAAAAAAAAAQGrR3AOArfD8on/qTy+/LtM0dNXPp6mmqiLTJQEAAAAAAAAA8gDNPQDYQu+t+ky3PfCUJOnME7+n/SbskuGKAAAAAAAAAAD5gs+Qw5Bs21ZNTY0Mw8h0KXmBvNNrS/NuaGrRlbfMU9SJ6eBJe+rkY6akuMLcwxpPL/IGAAAAAAAAcgvNPQzJMAxuCqeTIfJOpy3IOxZzdc3tv9O6DRFtNyqsy849SabJBugtxhpPL/IGAAAAAAAAcgp3pTGkqOOorr5eUcfJdCl5wXEc1dfVyyHvtNiSvB/645+1ZNkHKvQX6LpLpqukOJCGCnMPazy9yBsAAAAAAADILTT3MDTPU1dnp+R5ma4kP3hSV1eXRNzpsZl5v/a/7+rRpxZJkmae8+/aafS2aSguR7HG04u8AQAAAAAAgJxCcw8AhvD5V+t1/X/NlyQd9/1DdNjB+2S4IgAAAAAAAABAvqK5BwCDaO/o1BWz56q1rUN7jR+rn007OtMlAQAAAAAAAADyGM09ABiA53mafc8T+uizrxQKlurqC38in8/OdFkAAAAAAAAAgDxGcw9DMi1LZeXlMi0r06XkBdM0VVZWJtPkxzMdBst7wZ9f06LX3pRlmpp14U8UDpVnoMLcwxpPL/IGAAAAAAAAcgtbUDAkyzRVXFSU6TLyhmmZKiom73QZKO/l73+sOXOflSSdM+1o7b37TukuLWexxtOLvAEAAAAAAIDcwp/xY0gx11V7e7tirpvpUvKCG3PV0d4hN0be6ZAs77pIk666dZ5iMVff/j9764QfHJrBCnMPazy9yBsAAAAAAADILTT3MCQ3FlNDQ4PcWCzTpeQF13W786aZmhb983acmGbd9og21Ddp9PY1uvSc/5BhGBmuMrewxtOLvAEAAAAAAIDcQnMPADZx7+//pHdWfKSigF/XXTJdRQF/pksCAAAAAAAAAKAP37mHQcVcV298sFoff7FGY7ffVgfutossk55wqsRirt5esVqffPalxuywnSbuubMsi7xTpX/ejc2t+sNz/y1J+uV/nqTR29VktD4AAAAAAAAAAPqjuYcBvfTmMl3/+NNaG2nse2xURbkuP/FYHbHPhAxWlpv+/s9luvPhp7W+bmPeVZXlOv+0YzX5QPIebsny7nXSj75N5gAAAAAAAACAEYktQUjqpTeX6fy758Y19iRpXaRR5989Vy+9uSxDleWmv/9zma64ZW5Co2l9XaOuuGWu/v5P8h5OA+Xda9edvpHmivKMIfl8PomvMkwP8gYAAAAAAAByCjv3kCDmurr+8aflJTnmqfv+8PWPP61D9hg/oj+iMxp11OXE5EUduaaT6XIGFHNd3fHQ04M+586Hn9b+E0d23l1RR9FoTF1RR6ayO++75i3U5AMm8JGoKWLbtirDlZkuI2+QNwAAAAAAAJBbaO4hwZIPP0rYsbcpT9LaSKP2PvcX6Ssqz62va9SRU8k7XWrrGrTsvY80cc9xmS4FAAAAAAAAAIA4bEtBgvUNTZkuAci4On4OUsaJOlr71Vo50ZG7wzOXkDcAAAAAAACQW9i5hwRVwbLNet69552p/XbeMcXVbL1oZ5vWtHwq3/ZjZPsDmS5nQMve+0iX3vjAkM+7+ZdnasJuIzfvjmibaps+U3XZaBX6sj/vys38OQAAAAAAAAAAIJ1o7iHBfjvvqFEV5VoXaUz6vXuGpJqKoA7Zc2R/B1zUdFXsFMhXVCjbX5jpcga0/97jVVVZrvV1A38UanVlUPvvPX5EfwecFXUViBaouKhQhb7sz3skN1IBAAAAAAAAAPlr5HYKkDGWaeryE4+V1N3I21Tvvy8/8ZgR3djLJpZl6vzTjh30OeeddsyIbuxlE/IGAAAAAAAAAGQz7l4jqSP2maA7z5mumoryuMdrKoK685zpOmKfCRmqLDdNPnCCrr14uqoq4/Ourgzq2ouna/KB5D2cyBsAAAAAAAAAkK1y4mM5XdfVnDlz9MQTT6ipqUn77ruvrrrqKo0ePTrTpWW1I/aZoO/svaf+94PVWhdpUE1FUJN22Ykdeyky+cAJOnjSnlr23keqrYuourJCE3bbkR1kKULemWPbtsJVYdlWTvwKGvHIGwAAAAAAAMgtOXGn76677tLjjz+uG2+8UTU1NZo9e7ZmzJih559/XgUFBZkuL6tZpqkDx++c6TLyhmWZmrjnuEyXkTfIO0OM7oYT0oS8AQAAAAAAgJyS9VtUurq69NBDD+m8887T5MmTNX78eN12221at26d/vrXv2a6vJzgxGKKNDTIicUyXUpeiDkxNTQ0KOaQdzqQd/qReXqRNwAAAAAAAJBbsv5P+d9//321trbqwAMP7HusrKxMu+++u/73f/9XRx111FaN29XVFfdv0zRl27Y8z1M0Gk14fu8OwWg0Ks/z4o5ZliXLshSLxeQ6jrTp6w1Dvp5xHcdJGNe2bRmGoajjSP3GNS1LlmnKdV3F+jfeesbtrWmgcZ1YTJ7rxr/UNGVbVt+40WhUra2t8hcUyPP55PP5BhzXsiyZpjnouAPNtW/cJHPtHTfmunIHmGv/caNOVLFYTL6esRzHkeKHlWmaMi1TbsyV26/eTXe7ONHk742M7hvn/d/z3nE910t8byTZvoHHdV1XHe0dChQGEsY1DEOWbQ09bpK5WpYlwzSSzrV3XHkacB3KGCJD11XMicmJRuXI1zNwz2uHGHeLMxzivemda7Jx+2cYjUbV2tIqf4FfPs836HvztTIc5L3ZrHXYb1zHcbqbNZuxvrcmw8Hem81ehwNk6Hme2lrb+jLvP+7WZDjYe7O563Co96Y38741nqFrxJasb0lxazxgB7rHzcQ1YgvfG8d1+oZyHCfhtb2/W13XTXitYRh9v1P6/z4HAAAAAAAAsl3WN/fWrl0rSdpmm23iHq+urtZXX321VWO6rpvw2uLiYoXDYTmOk3Tc3u/3q6urU2dnZ9yxcDis4uJitbW1qS0SkevzST03hAv8flWGQvI8Txs2bEgYt7qmRpZhqLmpKWHc0rIylRQXq7OzUw0NDXHHbJ9PVeGwJGlDXV1CsywcDsvn86mlpUXtbW0Jcy0rK1PUcVRfVyfX89TZ2alIQ4Ns21ZNdbUkqT4SSWi0hSor5S8oUFtrq1pbW+OOBYqKFCwvl+M4iXM1DG0zapQkqaGhQU6/xmEwGFQgEFB7e7uam5rijvn9foVCIbn9MnSiHWqOtsjfM/emxqaEm7xlZWUqKi5SV1dXQoY+n0+V4cruDJO8N+GqsGzbVnNLszraO+KOlZSUqKS0RF1dXYpEInHHLMtSVXWVpO710v/mfHl5uSSpvb1dHR3x4xYVFamsvEyxWCyhJsMwVDOqRpLUEGlIuNkdrAiqsLBQbe1tamluiTtWWFioYEUw6biSNKrnvUmWYXl5uQJFAXV1dqm5pVm2Uy+/1b2mCgoKFKoMSUqeYVVVlSzbUnNzc8JcS0pLVFJSos6uTjVEGuKO9X6HmJQ8w3A4LNu01draqrYk67u0rFSO46iurk6u63av70hElmX1ZRiJRBKaLhUVFfIX+tXW1qaWln4ZBgoVDAblxJKsb0mjtunOsLGhMaExHgwGVRgoVEdHh5r6re/eDPtfI7piHWruaJZb0d3waG5qTrxGlJaquGSga4StcN81YkNCQyYcDsv22d3XiPb2pBlGo1HV19fHHTNNU9U1PdeI+vqEhkwoFOr+AwDHUSQSkbnJd3gGAgGVBwe6Rmxch93XiH7ruyfD9vZ2NTc3xx3z+/2qCFXIdd2k701NTY0MwxjyGlFfV6/mjo1rPFPXiMrKSvkKfGpra0u4zia7RvSu8YaGBgWKupt7mbhGdHZ2qrGxMe7YYNeImOuoPFQqqfvnsf/PcjAYVHl5uTo6OrR+/fq4Yz6fT9tuu60kad26dQnr0PM8GYaRMA8AAAAAAAAgGxhe/7uGWebZZ5/VzJkz9d5778XdJJ45c6Zqa2s1d+7cLRpv+fLlkqRdd9017vFh2bnX3i73gw8kv1/y9e5syo6de/WRiEIVFfJl0869rjZ91fKpCseMk11YlFU79+rr61VRUSHLsvpNdeTu3GvrbNFXkY9VUzZahb6inoGzY+defX29QqGQfL7s2bnX4bRpXeOn2i60kwoLBl/fI23nXiwWU21trSp6rin9xx2pO/faulq0rvHTjWs8i3bu9a7x3uZeduzci8pVTNtXjJPhmcO6c2/lypWSpL322ivhGAAAAAAAADDSZf3OvcLCQkndN+96/1uSOjs7FQgEtni83uZc742/YeV5UiwmtbVJ2bRjwPMUs21Fsq5uV45ZraYv22QY7UM/f4Tw5MmNmaprb5ah7Mnbk6sCt0pNbV1qVmLjd6Ty5MmL+RRZ25qVede3tclQ9qxvqXeN24p0Zmfm2bzGG9Q29AtGCK+nS9jy1fvSMK+Trq4udu4BAAAAAAAga2V9c6/34zhra2u1ww479D1eW1ur8ePHb/F4Kb3ZZxgbd+xlGStL687aBW4O/ZSRyM7Susk7A7K09qzNPFvrThHDMGjuAQAAAAAAIGtlbe+j1/jx41VSUqLXX3+9r7nX1NSkFStW6JRTTtni8SZOnDjcJQIAAAAAAAAAAADDIuubewUFBTrllFN0yy23KBQKabvtttPs2bM1atQoHX744ZkuDwAAAAAAAAAAABg2Wd/ck6Tzzz9fjuPoV7/6lTo6OjRp0iQ9+OCDKigoyHRpAAAAAAAAAAAAwLAxPM/zMl0EAAAAAAAAAAAAgKGZmS4AAAAAAAAAAAAAwOahuQcAAAAAAAAAAABkCZp7AAAAAAAAAAAAQJaguQcAAAAAAAAAAABkCZp7AAAAAAAAAAAAQJaguQcAAAAAAAAAAABkCZp7AAAAAAAAAAAAQJaguQcAAAAAAAAAAABkCZp7AAAAAAAAAAAAQJaguZdHGhoadOWVV+rQQw/VPvvso5NOOklLlizpO/7ee+/plFNO0d57761vfetbevDBB7fo9ZszRj5JR9696uvrdfDBB+v1119P6ZxGsnTk/corr+i4447TxIkTNWXKFN18883q6OhIy/xGmnTk/ac//UlHH320JkyYoMMOO0z33XefPM9Ly/xGmnReTyTpV7/6laZMmZKy+QAAAAAAAADYejT38siFF16od955R7feequefPJJ7bHHHjrjjDO0evVqRSIRnXbaaRozZoyeeuopnXfeebrjjjv01FNPbdbrJW3WGPkk1Xn3WrNmjaZPn67169ene4ojSqrzXrJkic4991wdeeSReuaZZzRr1iy9+OKLuvrqqzM15YxKdd5///vfNXPmTJ144on605/+pJkzZ+ruu+/WvHnzMjXljErX9USSFi1apCeeeCKd0wMAAAAAAACwBQwvX7dB5JlPP/1URxxxhB577DHts88+kiTP83TkkUfqqKOOUmFhoX7/+9/rlVdekW3bkqRbb71VL730kv785z8P+foLLrhA995776Bj5JN05C1JTzzxhGbPnq3tt99e//rXv/TII4/ogAMOyMykMygdeV988cWqr6/XQw891HfeZ599VpdddpneeustFRQUpH/iGZKOvJ988kl98cUX+vnPf9533v/8z/9UNBrVfffdl/Y5Z1K6rieSVFtbqx/96EcaN26cvvzyS73yyivpnzAAAAAAAACAQbFzL09UVFTovvvu05577tn3mGEY8jxPjY2NWrJkiSZNmtR3Y1iSDjzwQH388ceqq6sb8vWShhwjn6Qjb0n629/+pksuuUR33HFHeiY2QqUj79NPP10zZ85MOLfjOGppaUnh7EaedOR9/PHH9zX2YrGYXn31Vb3xxhv6t3/7t/RMcgRJ1/XE8zz94he/0I9+9CPtv//+6ZkcAAAAAAAAgC1Gcy9PlJWVafLkyXG7i1588UV99tlnOvjgg7V27VqNGjUq7jXV1dWSuj/2cajXSxpyjHySjrwl6a677tIJJ5wgwzBSPKORLR1577777ho/fnzf8a6uLj388MPaY489FAqFUjm9ESdd67v3+XvttZdmzJihCRMm6KSTTkrhzEamdOU9d+5crV+/XhdeeGGKZwQAAAAAAADg66C5l6eWLl2qyy67TN/5znc0ZcoUdXR0JHysoN/vlyR1dnYO+XpJWzxGPklF3hhYqvN2HEczZ87UqlWrdNVVV6VmElkklXmXlZXpySef1B133KGVK1cm3T2Zb1KR9/vvv685c+Zo9uzZefURswAAAAAAAEA2ormXhxYtWqQzzjhDEyZM0K233ipJKiwsVFdXV9zzem8KFxUVDfn6LR0jn6QqbySX6rxbWlp09tln6+WXX9add96pb37zmymaSXZIdd4lJSXafffd9d3vfleXXXaZXnzxRX355Zcpms3Il4q8Ozs7dfHFF+ucc86J250KAAAAAAAAYGSiuZdnfve73+m8887ToYceqvvvv1+FhYWSpFGjRqm2tjbuub3/rqmpGfL1WzJGPkll3kiU6rxra2s1depUvfXWW7r//vvzfhdlKvNesmSJli9fHjfGzjvvHDdWvklV3u+8844+/PBDzZkzRxMnTtTEiRN17733as2aNZo4caIWLlyYphkCAAAAAAAA2Bw09/LI/Pnzde2112rq1Km6/fbb4z56bdKkSVq6dKlisVjfY4sXL9bYsWNVWVk55Os3d4x8kuq8ES/VeTc2NurUU09VfX295s+frwMPPDA9ExuhUp33Qw89pBtvvDHusXfeeUe2bWvMmDGpm9gIlcq8J0yYoJdeeknPPvusnnnmGT3zzDM68cQTVV1drWeeeSbvm9gAAAAAAADASENzL098/PHHuuGGG3T44YfrrLPOUl1dndavX6/169erublZxx13nFpaWnT55Zdr1apVWrBggebNm6ezzjprs14vacgx8kk68sZG6cj7xhtv1Oeff67Zs2crFAr1HV+/fn1cUyUfpCPv008/XW+//bbuvPNOffrpp3rhhRc0e/Zs/eQnP1FFRUUmp592qc67sLBQo0ePjvtfeXm5bNvW6NGjVVJSkuEEAAAAAAAAAGzK8DzPy3QRSL177rlHt912W9Jjxx57rG666SYtW7ZM119/vVasWKGqqiqdfvrpOuWUUzb79ZIGHSOfpCvvXl988YW+853v6JFHHtEBBxwwvJPJAqnO+4YbbtDee+/d9z1m/b388svafvvth2cyWSBd6/sf//iHbr/9dq1atUqhUEgnnniiZsyYIdPMr79LSff1RJL+67/+S08//bReeeWV4ZsIAAAAAAAAgGFBcw8AAAAAAAAAAADIEvm1/QEAAAAAAAAAAADIYjT3AAAAAAAAAAAAgCxBcw8AAAAAAAAAAADIEjT3AAAAAAAAAAAAgCxBcw8AAAAAAAAAAADIEjT3AAAAAAAAAAAAgCxBcw8AAAAAAAAAAADIEjT3AAAAAAAAAAAAgCxBcw9A1rv44ou166676rXXXkt6/B//+Id23XVX3XzzzWmuDAAAAAAAAACA4WV4nudluggA+DoaGhr0gx/8QH6/X88//7wCgUDfsdbWVh199NEqKirSggULVFBQkMFKAQAAAAAAAAD4eti5ByDrBYNBzZo1S1988YVuv/32uGO/+c1vVFtbq9mzZ9PYAwAAAAAAAABkPZp7AHLCYYcdph/84Ad69NFHtXz5cknSm2++qfnz5+vcc8/VbrvtpjVr1ujCCy/U/vvvr29+85s69dRTtWLFirhxvvjiC82cOVMHH3yw9thjDx100EGaOXOmIpFI33OmTJmiG264Qaeeeqr22WcfXXnllWmdKwAAAAAAAAAgf/GxnAByRiQS0Q9+8ANtu+22mj9/vo477jgFAgHNnz9fjY2NOuaYYxQIBHTuuecqEAho3rx5evfdd/Xkk09qp512Unt7u4466ihVVFTo7LPPVmlpqZYuXarf/va3Ou6443TttddK6m4d+JoAAAADIUlEQVTurVu3TlOnTtXkyZNVWFiofffdN8OzBwAAAAAAAADkAzvTBQDAcKmoqNCsWbN07rnn6vTTT9dnn32mZ555RpZlad68eWpoaNBjjz2m7bbbTpJ06KGH6vvf/77uuOMO3Xnnnfrkk080atQo3XTTTdphhx0kSQceeKCWL1+uN954I+5c1dXV+sUvfiHTZAM0AAAAAAAAACB9aO4ByCmHH364vv/97+uFF17QlVdeqTFjxkiSFi9erN122001NTVyHEeSZJqmDj30UC1cuFCStNtuu2n+/PlyXVeff/65PvnkE3344Yf66KOP+l7Ta6eddqKxBwAAAAAAAABIO5p7AHLOIYccohdeeEGTJ0/ue6yhoUGffvqp9thjj6SvaW9vVyAQ0MMPP6x7771XkUhE4XBYe+yxhwKBgJqbm+OeHw6HUzoHAAAAAAAAAACSobkHIC+UlpZq//3318yZM5MeLygo0HPPPaebbrpJF110kY4//niFQiFJ0gUXXKDly5ens1wAAAAAAAAAAJKiuQcgL+y///567rnnNHbsWJWUlPQ9fv3116uzs1PXXHONli5dqtLSUv30pz/tO97a2qqlS5fKtrlcAgAAAAAAAAAyjy+MApAXpk+fLtd1NX36dL3wwgtavHixrrjiCj3yyCPacccdJUkTJkxQc3OzbrrpJr3++ut67rnnNHXqVG3YsEHt7e0ZngEAAAAAAAAAAOzcA5Anampq9Pjjj+s3v/mNZs2apc7OTo0ZM0bXX3+9jj/+eEnSscceqy+++EJPPfWU5s+fr5qaGk2ePFknn3yyrrjiCq1atUrjxo3L8EwAAAAAAAAAAPnM8DzPy3QRAAAAAAAAAAAAAIbGx3ICAAAAAAAAAAAAWYLmHgAAAAAAAAAAAJAlaO4BAAAAAAAAAAAAWYLmHgAAAAAAAAAAAJAlaO4BAAAAAAAAAAAAWYLmHgAAAAAAAAAAAJAlaO4BAAAAAAAAAAAAWYLmHgAAAAAAAAAAAJAlaO4BAAAAAAAAAAAAWYLmHgAAAAAAAAAAAJAlaO4BAAAAAAAAAAAAWeL/A0tccxQBgF4eAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1800x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1800x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 13. Average Solar Capacity by Conflict Phase and Grid Type with and without Ukraine\n",
+    "\n",
+    "# --- 1. Define custom color palette for grid types ---\n",
+    "grid_palette = {\n",
+    "    \"On-grid electricity\": \"#0077b6\",  # Electric Blue\n",
+    "    \"Off-grid electricity\": \"#f9a825\",  # Amber/Orange\n",
+    "}\n",
+    "\n",
+    "# --- 2. Background color for each conflict phase ---\n",
+    "bg_colors = {\n",
+    "    \"pre-conflict\": \"#8ecae6\",  # light blue\n",
+    "    \"active-conflict\": \"#ff6b6b\",  # coral red\n",
+    "    \"post-conflict\": \"#90be6d\",  # green\n",
+    "    \"transitional\": \"#f9c74f\",  # orange-yellow\n",
+    "}\n",
+    "\n",
+    "\n",
+    "# --- 3. Function to prepare grouped data ---\n",
+    "def group_avg(df):\n",
+    "    return (\n",
+    "        df.groupby([\"Conflict Phase\", \"Producer Type\"])[\n",
+    "            \"Electricity Installed Capacity (MW)\"\n",
+    "        ]\n",
+    "        .mean()\n",
+    "        .reset_index()\n",
+    "    )\n",
+    "\n",
+    "\n",
+    "# --- 4. Split dataframes ---\n",
+    "with_ukraine = solar_df.copy()\n",
+    "without_ukraine = solar_df[solar_df[\"Country\"] != \"Ukraine\"]\n",
+    "\n",
+    "# --- 5. Grouped data ---\n",
+    "avg_with = group_avg(with_ukraine)\n",
+    "avg_without = group_avg(without_ukraine)\n",
+    "\n",
+    "# --- 6. Plot side-by-side ---\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(16, 6), sharey=True)\n",
+    "\n",
+    "for ax, avg_data, title in zip(\n",
+    "    axes,\n",
+    "    [avg_with, avg_without],\n",
+    "    [\"Including Ukraine\", \"Excluding Ukraine\"],\n",
+    "):\n",
+    "    phases = avg_data[\"Conflict Phase\"].unique()\n",
+    "    for i, phase in enumerate(phases):\n",
+    "        ax.axvspan(i - 0.5, i + 0.5, color=bg_colors.get(phase, \"#ccc\"), alpha=0.15)\n",
+    "\n",
+    "    sns.barplot(\n",
+    "        data=avg_data,\n",
+    "        x=\"Conflict Phase\",\n",
+    "        y=\"Electricity Installed Capacity (MW)\",\n",
+    "        hue=\"Producer Type\",\n",
+    "        palette=grid_palette,\n",
+    "        edgecolor=\"black\",\n",
+    "        ax=ax,\n",
+    "    )\n",
+    "\n",
+    "    ax.set_title(title, fontsize=14)\n",
+    "    ax.set_xlabel(\"Conflict Phase\")\n",
+    "    ax.set_ylabel(\"Avg Installed Capacity (MW)\")\n",
+    "    ax.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n",
+    "\n",
+    "# Shared legend\n",
+    "handles, labels = axes[0].get_legend_handles_labels()\n",
+    "fig.legend(handles, labels, title=\"Grid Type\", loc=\"upper center\", ncol=2)\n",
+    "fig.suptitle(\"Average Solar PV Capacity by Conflict Phase and Grid Type\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.93])\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "# Solar Energy Adoption in on-grid and off-grid systems\n",
+    "# Ensure Year is int\n",
+    "solar_df[\"Year\"] = solar_df[\"Year\"].astype(int)\n",
+    "\n",
+    "# Define phase colors\n",
+    "colors = {\n",
+    "    \"pre-conflict\": \"#8ecae6\",  # light blue\n",
+    "    \"active-conflict\": \"#ff6b6b\",  # coral red\n",
+    "    \"post-conflict\": \"#90be6d\",  # green\n",
+    "    \"transitional\": \"#f9c74f\",  # orange-yellow\n",
+    "}\n",
+    "\n",
+    "# List of countries\n",
+    "countries = [\n",
+    "    \"Iraq\",\n",
+    "    \"Afghanistan\",\n",
+    "    \"Libya\",\n",
+    "    \"Yemen\",\n",
+    "    \"Ukraine\",\n",
+    "    \"Ethiopia\",\n",
+    "    \"South Sudan\",\n",
+    "    \"Sudan (the)\",\n",
+    "    \"Syrian Arab Republic (the)\",\n",
+    "]\n",
+    "\n",
+    "\n",
+    "# Helper function to shade based on Conflict Phase column\n",
+    "def add_shaded_background(ax, years, phases):\n",
+    "    for year, phase in zip(years, phases):\n",
+    "        if pd.isna(phase):\n",
+    "            continue\n",
+    "        color = colors.get(phase, \"#cccccc\")\n",
+    "        ax.axvspan(year - 0.5, year + 0.5, color=color, alpha=0.2)\n",
+    "\n",
+    "\n",
+    "# Function to generate plots\n",
+    "def plot_conflict_solar(dataframe, producer_type_filter, title):\n",
+    "    filtered_df = dataframe[\n",
+    "        dataframe[\"Producer Type\"].str.lower().str.contains(producer_type_filter)\n",
+    "    ]\n",
+    "\n",
+    "    fig, axes = plt.subplots(3, 3, figsize=(18, 12))\n",
+    "    axes = axes.flatten()\n",
+    "\n",
+    "    for i, country in enumerate(countries):\n",
+    "        ax = axes[i]\n",
+    "        country_df = filtered_df[filtered_df[\"Country\"] == country]\n",
+    "\n",
+    "        if country_df.empty:\n",
+    "            ax.set_visible(False)\n",
+    "            continue\n",
+    "\n",
+    "        # Sort by year\n",
+    "        country_df = country_df.sort_values(\"Year\")\n",
+    "\n",
+    "        # Plot line\n",
+    "        ax.plot(\n",
+    "            country_df[\"Year\"],\n",
+    "            country_df[\"Electricity Installed Capacity (MW)\"],\n",
+    "            marker=\"o\",\n",
+    "            color=\"#264653\",\n",
+    "            label=\"Installed Capacity\",\n",
+    "        )\n",
+    "\n",
+    "        # Shade conflict background using Conflict Phase column\n",
+    "        add_shaded_background(ax, country_df[\"Year\"], country_df[\"Conflict Phase\"])\n",
+    "\n",
+    "        ax.set_title(country, fontsize=13, fontweight=\"bold\")\n",
+    "        ax.set_xlabel(\"Year\")\n",
+    "        ax.set_ylabel(\"Capacity (MW)\")\n",
+    "        ax.grid(True, linestyle=\"--\", alpha=0.6)\n",
+    "        ax.legend(loc=\"upper left\", fontsize=\"x-small\", frameon=True)\n",
+    "\n",
+    "    # Hide any unused plots\n",
+    "    for j in range(len(countries), len(axes)):\n",
+    "        axes[j].set_visible(False)\n",
+    "\n",
+    "    fig.suptitle(title, fontsize=16, fontweight=\"bold\")\n",
+    "    plt.tight_layout(rect=[0, 0.03, 1, 0.97])\n",
+    "    plt.show()\n",
+    "\n",
+    "\n",
+    "# 🔹 Plot On-grid\n",
+    "plot_conflict_solar(solar_df, \"on-grid\", \"On-grid Solar Adoption in Conflict Countries\")\n",
+    "\n",
+    "# 🔸 Plot Off-grid\n",
+    "plot_conflict_solar(\n",
+    "    solar_df, \"off-grid\", \"Off-grid Solar Adoption in Conflict Countries\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ff09045",
+   "metadata": {},
+   "source": [
+    " **Key Findings**\n",
+    "\n",
+    "**1. Solar Energy Grows During Wars**\n",
+    "Contrary to expectations, most countries install more solar capacity during active conflicts rather than before or after them. This suggests solar becomes essential when traditional energy systems are disrupted.\n",
+    "\n",
+    "**2. Large-Scale Projects Dominate**\n",
+    "Grid-connected solar installations are much larger (1,600 MW average) than small off-grid systems (50 MW average) even during conflicts, showing that major infrastructure projects continue during wars.\n",
+    "\n",
+    "**3. Every Country is Different** \n",
+    "Each conflict-affected country shows a unique solar adoption pattern - some surge dramatically (Ukraine, Iraq), others grow steadily (Afghanistan, Yemen), and some remain stable (Libya).\n",
+    "\n",
+    "**4. Post-War Solar Drops**\n",
+    "Solar capacity often decreases after conflicts end, indicating that war-time installations may be driven by emergency needs or special funding that doesn't continue into peacetime.\n",
+    "\n",
+    "**5. Conflict Creates Solar Opportunities**\n",
+    "Wars appear to create conditions that favor solar adoption - possibly due to energy security needs, international aid, or solar's ability to be deployed quickly in unstable situations.\n",
+    "\n",
+    "**Bottom Line**: Conflict zones may be unexpectedly important markets for solar energy, but sustained growth requires planning beyond the immediate crisis period."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "168158b3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 14.High vs Low Capacity\n",
+    "# Ukraine has much higher capacity than others, so we separate it\n",
+    "high_capacity_countries = [\"Ukraine\"]\n",
+    "\n",
+    "# Getting all unique country names from our data\n",
+    "all_countries = solar_df[\"Country\"].unique()\n",
+    "\n",
+    "# Creating a list of countries that are NOT Ukraine (the low capacity ones)\n",
+    "low_capacity_countries = []\n",
+    "for country in all_countries:\n",
+    "    if country != \"Ukraine\":  # If it's not Ukraine\n",
+    "        low_capacity_countries.append(country)  # Add it to low capacity list\n",
+    "\n",
+    "# Then creating two graphs side by side to see difference\n",
+    "fig, (left_graph, right_graph) = plt.subplots(1, 2, figsize=(16, 6))\n",
+    "# 1 = one row, 2 = two columns, figsize makes it wide enough for both\n",
+    "\n",
+    "# The LEFT graph (for high capacity countries)\n",
+    "# Filter our data to only include Ukraine\n",
+    "ukraine_data = solar_df[solar_df[\"Country\"] == \"Ukraine\"]\n",
+    "\n",
+    "# Plotting Ukraine's data on the left graph\n",
+    "sns.lineplot(\n",
+    "    data=ukraine_data,\n",
+    "    x=\"Year\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    hue=\"Country\",\n",
+    "    ax=left_graph,\n",
+    ")\n",
+    "\n",
+    "# Adding labels to the left graph\n",
+    "left_graph.set_title(\"High Capacity Country: Ukraine\")\n",
+    "left_graph.set_ylabel(\"Installed Capacity (MW)\")\n",
+    "left_graph.set_xlabel(\"Year\")\n",
+    "\n",
+    "# The RIGHT graph (for low capacity countries)\n",
+    "# Filter our data to exclude Ukraine (keep all others)\n",
+    "other_countries_data = solar_df[solar_df[\"Country\"] != \"Ukraine\"]\n",
+    "\n",
+    "# Plotting all other countries 8 on the right graph\n",
+    "sns.lineplot(\n",
+    "    data=other_countries_data,\n",
+    "    x=\"Year\",\n",
+    "    y=\"Electricity Installed Capacity (MW)\",\n",
+    "    hue=\"Country\",\n",
+    "    ax=right_graph,\n",
+    ")\n",
+    "\n",
+    "# Add labels to the right graph\n",
+    "right_graph.set_title(\"Low Capacity Countries\")\n",
+    "right_graph.set_ylabel(\"Installed Capacity (MW)\")\n",
+    "right_graph.set_xlabel(\"Year\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# - Left graph: Ukraine's dramatic growth (large numbers)\n",
+    "# - Right graph: All other countries (smaller numbers, but now visible!)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7131a3f7",
+   "metadata": {},
+   "source": [
+    "**Key Finding:**  \n",
+    " _Ukraine's solar energy_ capacity is dramatically higher than all other countries in the dataset, with over _8,000 MW_ by 2024 compared to less than _250 MW_ for any other country.   \n",
+    " \n",
+    " This 30-40x difference is so extreme that Ukraine must be analyzed separately from other countries (Libya, Syria, Sudan, Ethiopia, South Sudan, Afghanistan, Iraq, Yemen) to make meaningful comparisons, as Ukraine's exponential growth from 2016-2022 completely dominates the scale and obscures patterns in the remaining countries."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "463da69b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x2400 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 15. Heat map for countries with similar pattern\n",
+    "# Assuming you have solar_df defined. If not, create sample data:\n",
+    "# Sample data creation for demonstration (remove this if you have actual data)\n",
+    "if \"solar_df\" not in locals():\n",
+    "    np.random.seed(42)\n",
+    "    countries = [\n",
+    "        \"Ukraine\",\n",
+    "        \"Yemen\",\n",
+    "        \"Sudan (the)\",\n",
+    "        \"Ethiopia\",\n",
+    "        \"Iraq\",\n",
+    "        \"Syrian Arab Republic (the)\",\n",
+    "        \"South Sudan\",\n",
+    "        \"Afghanistan\",\n",
+    "        \"Libya\",\n",
+    "    ]\n",
+    "    years = list(range(2010, 2024))\n",
+    "\n",
+    "    sample_data = []\n",
+    "    for country in countries:\n",
+    "        base_capacity = np.random.uniform(50, 200)\n",
+    "        for i, year in enumerate(years):\n",
+    "            # Create different growth patterns for different countries\n",
+    "            if country == \"Ukraine\":\n",
+    "                capacity = base_capacity * (1.3**i)  # High growth\n",
+    "            elif country in [\"Yemen\", \"Sudan (the)\"]:\n",
+    "                capacity = base_capacity * (1.15**i)  # Moderate growth\n",
+    "            elif country in [\"Ethiopia\", \"Iraq\"]:\n",
+    "                capacity = (\n",
+    "                    base_capacity * (1.1**i) if i > 5 else base_capacity\n",
+    "                )  # Late growth\n",
+    "            else:\n",
+    "                capacity = base_capacity * (1.02**i)  # Slow growth\n",
+    "\n",
+    "            capacity += np.random.uniform(-10, 10)  # Add some noise\n",
+    "            capacity = max(0, capacity)  # Ensure non-negative\n",
+    "\n",
+    "            sample_data.append(\n",
+    "                {\n",
+    "                    \"Country\": country,\n",
+    "                    \"Year\": year,\n",
+    "                    \"Electricity Installed Capacity (MW)\": capacity,\n",
+    "                }\n",
+    "            )\n",
+    "\n",
+    "    solar_df = pd.DataFrame(sample_data)\n",
+    "\n",
+    "# 15. Heat map for countries with similar pattern\n",
+    "# Step 1: Prepare the data for heatmap format\n",
+    "heatmap_data = solar_df.pivot_table(\n",
+    "    index=\"Country\",\n",
+    "    columns=\"Year\",\n",
+    "    values=\"Electricity Installed Capacity (MW)\",\n",
+    "    fill_value=0,\n",
+    ")\n",
+    "\n",
+    "\n",
+    "# Step 2: Calculate year-over-year growth rates\n",
+    "def calculate_growth_rates(data):\n",
+    "    growth_data = data.copy()\n",
+    "    growth_data.iloc[:, 0] = 0  # First year = 0% growth\n",
+    "    for country in growth_data.index:\n",
+    "        for i in range(1, len(growth_data.columns)):\n",
+    "            prev_year = growth_data.columns[i - 1]\n",
+    "            curr_year = growth_data.columns[i]\n",
+    "            prev_capacity = data.loc[country, prev_year]\n",
+    "            curr_capacity = data.loc[country, curr_year]\n",
+    "            if prev_capacity == 0:\n",
+    "                growth_data.loc[country, curr_year] = 500 if curr_capacity > 0 else 0\n",
+    "            else:\n",
+    "                growth_rate = ((curr_capacity - prev_capacity) / prev_capacity) * 100\n",
+    "                growth_data.loc[country, curr_year] = min(max(growth_rate, -100), 500)\n",
+    "    return growth_data\n",
+    "\n",
+    "\n",
+    "all_growth_data = calculate_growth_rates(heatmap_data)\n",
+    "\n",
+    "# Step 3: Group countries by similar patterns\n",
+    "ukraine_growth = all_growth_data[all_growth_data.index == \"Ukraine\"]\n",
+    "group2_growth = all_growth_data[all_growth_data.index.isin([\"Yemen\", \"Sudan (the)\"])]\n",
+    "group3_growth = all_growth_data[all_growth_data.index.isin([\"Ethiopia\", \"Iraq\"])]\n",
+    "group4_growth = all_growth_data[\n",
+    "    all_growth_data.index.isin([\"Syrian Arab Republic (the)\", \"South Sudan\"])\n",
+    "]\n",
+    "group5_growth = all_growth_data[all_growth_data.index.isin([\"Afghanistan\", \"Libya\"])]\n",
+    "\n",
+    "# Step 4: Plot heatmaps\n",
+    "fig, axes = plt.subplots(5, 1, figsize=(20, 24))\n",
+    "\n",
+    "heatmap_params = {\n",
+    "    \"cmap\": \"RdYlGn\",\n",
+    "    \"center\": 0,\n",
+    "    \"linewidths\": 0.5,\n",
+    "    \"linecolor\": \"white\",\n",
+    "    \"square\": False,\n",
+    "    \"fmt\": \".0f\",\n",
+    "}\n",
+    "\n",
+    "# Ukraine heatmap\n",
+    "if not ukraine_growth.empty:\n",
+    "    ukraine_min = ukraine_growth.min().min()\n",
+    "    ukraine_max = ukraine_growth.max().max()\n",
+    "\n",
+    "    sns.heatmap(\n",
+    "        ukraine_growth,\n",
+    "        annot=True,\n",
+    "        annot_kws={\"fontsize\": 8},\n",
+    "        cbar_kws={\"label\": \"Growth Rate (%)\"},\n",
+    "        ax=axes[0],\n",
+    "        **heatmap_params,\n",
+    "    )\n",
+    "    axes[0].set_title(\n",
+    "        \"Ukraine - Massive Scale Leader\\nRange: {:.1f}% to {:.1f}%\".format(\n",
+    "            ukraine_min, ukraine_max\n",
+    "        ),\n",
+    "        fontsize=12,\n",
+    "        fontweight=\"bold\",\n",
+    "        pad=15,\n",
+    "    )\n",
+    "else:\n",
+    "    axes[0].text(\n",
+    "        0.5,\n",
+    "        0.5,\n",
+    "        \"No Ukraine data available\",\n",
+    "        ha=\"center\",\n",
+    "        va=\"center\",\n",
+    "        transform=axes[0].transAxes,\n",
+    "    )\n",
+    "\n",
+    "# Group 2 heatmap\n",
+    "if not group2_growth.empty:\n",
+    "    group2_min = group2_growth.min().min()\n",
+    "    group2_max = group2_growth.max().max()\n",
+    "\n",
+    "    sns.heatmap(\n",
+    "        group2_growth,\n",
+    "        annot=False,\n",
+    "        cbar_kws={\"label\": \"Growth Rate (%)\"},\n",
+    "        ax=axes[1],\n",
+    "        **heatmap_params,\n",
+    "    )\n",
+    "    axes[1].set_title(\n",
+    "        \"High-Growth Success Stories (Yemen, Sudan)\\nRange: {:.1f}% to {:.1f}%\".format(\n",
+    "            group2_min, group2_max\n",
+    "        ),\n",
+    "        fontsize=12,\n",
+    "        fontweight=\"bold\",\n",
+    "        pad=15,\n",
+    "    )\n",
+    "else:\n",
+    "    axes[1].text(\n",
+    "        0.5,\n",
+    "        0.5,\n",
+    "        \"No Group 2 data available\",\n",
+    "        ha=\"center\",\n",
+    "        va=\"center\",\n",
+    "        transform=axes[1].transAxes,\n",
+    "    )\n",
+    "\n",
+    "# Group 3 heatmap\n",
+    "if not group3_growth.empty:\n",
+    "    group3_min = group3_growth.min().min()\n",
+    "    group3_max = group3_growth.max().max()\n",
+    "\n",
+    "    sns.heatmap(\n",
+    "        group3_growth,\n",
+    "        annot=False,\n",
+    "        cbar_kws={\"label\": \"Growth Rate (%)\"},\n",
+    "        ax=axes[2],\n",
+    "        **heatmap_params,\n",
+    "    )\n",
+    "    axes[2].set_title(\n",
+    "        \"Rapid Recent Accelerators (Ethiopia, Iraq)\\nRange: {:.1f}% to {:.1f}%\".format(\n",
+    "            group3_min, group3_max\n",
+    "        ),\n",
+    "        fontsize=12,\n",
+    "        fontweight=\"bold\",\n",
+    "        pad=15,\n",
+    "    )\n",
+    "else:\n",
+    "    axes[2].text(\n",
+    "        0.5,\n",
+    "        0.5,\n",
+    "        \"No Group 3 data available\",\n",
+    "        ha=\"center\",\n",
+    "        va=\"center\",\n",
+    "        transform=axes[2].transAxes,\n",
+    "    )\n",
+    "\n",
+    "# Group 4 heatmap\n",
+    "if not group4_growth.empty:\n",
+    "    group4_min = group4_growth.min().min()\n",
+    "    group4_max = group4_growth.max().max()\n",
+    "\n",
+    "    sns.heatmap(\n",
+    "        group4_growth,\n",
+    "        annot=False,\n",
+    "        cbar_kws={\"label\": \"Growth Rate (%)\"},\n",
+    "        ax=axes[3],\n",
+    "        **heatmap_params,\n",
+    "    )\n",
+    "    axes[3].set_title(\n",
+    "        \"Moderate Late Adopters (Syria, South Sudan)\\nRange: {:.1f}% to {:.1f}%\".format(\n",
+    "            group4_min, group4_max\n",
+    "        ),\n",
+    "        fontsize=12,\n",
+    "        fontweight=\"bold\",\n",
+    "        pad=15,\n",
+    "    )\n",
+    "else:\n",
+    "    axes[3].text(\n",
+    "        0.5,\n",
+    "        0.5,\n",
+    "        \"No Group 4 data available\",\n",
+    "        ha=\"center\",\n",
+    "        va=\"center\",\n",
+    "        transform=axes[3].transAxes,\n",
+    "    )\n",
+    "\n",
+    "# Group 5 heatmap\n",
+    "if not group5_growth.empty:\n",
+    "    group5_min = group5_growth.min().min()\n",
+    "    group5_max = group5_growth.max().max()\n",
+    "\n",
+    "    sns.heatmap(\n",
+    "        group5_growth,\n",
+    "        annot=False,\n",
+    "        cbar_kws={\"label\": \"Growth Rate (%)\"},\n",
+    "        ax=axes[4],\n",
+    "        **heatmap_params,\n",
+    "    )\n",
+    "    axes[4].set_title(\n",
+    "        \"Minimal Development (Afghanistan, Libya)\\nRange: {:.1f}% to {:.1f}%\".format(\n",
+    "            group5_min, group5_max\n",
+    "        ),\n",
+    "        fontsize=12,\n",
+    "        fontweight=\"bold\",\n",
+    "        pad=15,\n",
+    "    )\n",
+    "else:\n",
+    "    axes[4].text(\n",
+    "        0.5,\n",
+    "        0.5,\n",
+    "        \"No Group 5 data available\",\n",
+    "        ha=\"center\",\n",
+    "        va=\"center\",\n",
+    "        transform=axes[4].transAxes,\n",
+    "    )\n",
+    "\n",
+    "# Customize all axes\n",
+    "for ax in axes:\n",
+    "    ax.set_xlabel(\"Year\", fontsize=10, fontweight=\"bold\")\n",
+    "    ax.set_ylabel(\"Country\", fontsize=10, fontweight=\"bold\")\n",
+    "    ax.tick_params(axis=\"x\", rotation=45, labelsize=8)\n",
+    "    ax.tick_params(axis=\"y\", rotation=0, labelsize=8)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92c175e0",
+   "metadata": {},
+   "source": [
+    "**Key Findings:**\n",
+    "\n",
+    " **When Countries Started Building Solar Power**\n",
+    "\n",
+    " **Time Periods**\n",
+    "1. **2009-2010**: Ukraine and Afghanistan started big projects\n",
+    "2. **2004-2006**: Sudan began building solar power\n",
+    "3. **2018-2022**: Yemen and Iraq got serious about solar\n",
+    "4. **2020-2025**: Syria and South Sudan joined in recently\n",
+    "\n",
+    " **How Fast They Grew**\n",
+    "\n",
+    " **Growth Speed**\n",
+    "- **500% growth**: Means they built A LOT very quickly (like going from 1 to 5 solar farms)\n",
+    "- **Steady vs. Stop-and-Go**: Ukraine and Yemen kept building consistently; others built in short bursts then stopped\n",
+    "- **Negative growth**: Sometimes they had less solar power than before (maybe some broke down)\n",
+    "\n",
+    " **Three Waves of Countries**\n",
+    "\n",
+    " **The Waves**\n",
+    "1. **Early Starters (2004–2010)**: Sudan, Ukraine, Afghanistan & Ethiopia went first  \n",
+    "→ _These countries had the most time to grow solar but only Ukraine sustained it._\n",
+    "2. **Middle Joiners (2015–2018):** Syria, South Sudan joined later  \n",
+    "→ _Late to start, with minimal long-term growth._  \n",
+    "3.**Recent Joiners (2018–2025):** Yemen, Iraq are newest  \n",
+    "→ _Sharp increases in short time; future potential._\n",
+    "1. **Barely Tried:** Libya hardly built any solar  \n",
+    "→ _Very low adoption overall._\n",
+    "\n",
+    " **Main Point**\n",
+    "All countries can grow solar power really fast when they start (500% growth), but most countries only did it for a short time and then stopped. Ukraine was the only one that kept building solar power for many years, which is why they have so much more than everyone else."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "50282671",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 16. Economic Status Mapping\n",
+    "# Define economic status mapping\n",
+    "income_status = {\n",
+    "    \"Syrian Arab Republic (The)\": \"Low income\",\n",
+    "    \"Iraq\": \"Upper-middle income\",\n",
+    "    \"Sudan (The)\": \"Lower-middle income\",\n",
+    "    \"South Sudan\": \"Low income\",\n",
+    "    \"Ethiopia\": \"Low income\",\n",
+    "    \"Ukraine\": \"Lower-middle income\",\n",
+    "    \"Yemen\": \"Low income\",\n",
+    "    \"Libya\": \"Upper-middle income\",\n",
+    "    \"Afghanistan\": \"Low income\",\n",
+    "}\n",
+    "\n",
+    "# Apply the mapping\n",
+    "df[\"Economic Status\"] = df.index.map(income_status)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "0880beb4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Sub-region</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ISO3 code</th>\n",
+       "      <th>RE or Non-RE</th>\n",
+       "      <th>Group Technology</th>\n",
+       "      <th>Technology</th>\n",
+       "      <th>Sub-Technology</th>\n",
+       "      <th>Producer Type</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Electricity Installed Capacity (MW)</th>\n",
+       "      <th>Conflict Phase</th>\n",
+       "      <th>Economic Status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>26.927</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "      <td>Low income</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Oil</td>\n",
+       "      <td>Oil</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>2.798</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "      <td>Low income</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "      <td>Low income</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Renewable</td>\n",
+       "      <td>Hydropower (excl. Pumped Storage)</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>Renewable hydropower</td>\n",
+       "      <td>On-grid electricity</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>191.500</td>\n",
+       "      <td>pre-conflict</td>\n",
+       "      <td>Low income</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Asia</td>\n",
+       "      <td>Southern Asia</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Total Non-Renewable</td>\n",
+       "      <td>Fossil fuels</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Fossil fuels n.e.s.</td>\n",
+       "      <td>Off-grid electricity</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>26.927</td>\n",
+       "      <td>active-conflict</td>\n",
+       "      <td>Low income</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Region     Sub-region      Country ISO3 code         RE or Non-RE  \\\n",
+       "0   Asia  Southern Asia  Afghanistan       AFG  Total Non-Renewable   \n",
+       "1   Asia  Southern Asia  Afghanistan       AFG  Total Non-Renewable   \n",
+       "2   Asia  Southern Asia  Afghanistan       AFG      Total Renewable   \n",
+       "3   Asia  Southern Asia  Afghanistan       AFG      Total Renewable   \n",
+       "4   Asia  Southern Asia  Afghanistan       AFG  Total Non-Renewable   \n",
+       "\n",
+       "                    Group Technology            Technology  \\\n",
+       "0                       Fossil fuels   Fossil fuels n.e.s.   \n",
+       "1                       Fossil fuels                   Oil   \n",
+       "2  Hydropower (excl. Pumped Storage)  Renewable hydropower   \n",
+       "3  Hydropower (excl. Pumped Storage)  Renewable hydropower   \n",
+       "4                       Fossil fuels   Fossil fuels n.e.s.   \n",
+       "\n",
+       "         Sub-Technology         Producer Type  Year  \\\n",
+       "0   Fossil fuels n.e.s.  Off-grid electricity  2000   \n",
+       "1                   Oil   On-grid electricity  2000   \n",
+       "2  Renewable hydropower  Off-grid electricity  2000   \n",
+       "3  Renewable hydropower   On-grid electricity  2000   \n",
+       "4   Fossil fuels n.e.s.  Off-grid electricity  2001   \n",
+       "\n",
+       "   Electricity Installed Capacity (MW)   Conflict Phase Economic Status  \n",
+       "0                               26.927     pre-conflict      Low income  \n",
+       "1                                2.798     pre-conflict      Low income  \n",
+       "2                                0.003     pre-conflict      Low income  \n",
+       "3                              191.500     pre-conflict      Low income  \n",
+       "4                               26.927  active-conflict      Low income  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Economic Status\"] = df[\"Country\"].map(income_status)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd554fba",
+   "metadata": {},
+   "source": [
+    "Note: Ukraine was excluded from this chart due to its disproportionate pre-conflict solar capacity, which skews comparisons. This allows a clearer look at how economic status influences solar adoption trends in low- and lower-middle-income countries facing conflict."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "5b48af30",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Lenovo\\AppData\\Local\\Temp\\ipykernel_9800\\359883541.py:46: FutureWarning: \n",
+      "\n",
+      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+      "\n",
+      "  sns.barplot(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 17. Average Solar Capacity by Conflict Phase and Economic Status (excluding Ukraine)\n",
+    "# Step 1: Group and pivot your data (your original code)\n",
+    "solar_by_phase = (\n",
+    "    solar_df.groupby([\"Country\", \"Conflict Phase\"])[\n",
+    "        \"Electricity Installed Capacity (MW)\"\n",
+    "    ]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "solar_pivot = solar_by_phase.pivot(\n",
+    "    index=\"Country\",\n",
+    "    columns=\"Conflict Phase\",\n",
+    "    values=\"Electricity Installed Capacity (MW)\",\n",
+    ").fillna(0)\n",
+    "\n",
+    "# Step 2: Reset index to get 'Country' as a column\n",
+    "solar_pivot = solar_pivot.reset_index()\n",
+    "\n",
+    "# Step 3: Exclude Ukraine\n",
+    "solar_pivot = solar_pivot[solar_pivot[\"Country\"] != \"Ukraine\"]\n",
+    "\n",
+    "# Step 4: Add Economic Status (World Bank classification or similar)\n",
+    "income_status = {\n",
+    "    \"Afghanistan\": \"Low income\",\n",
+    "    \"Ethiopia\": \"Low income\",\n",
+    "    \"Iraq\": \"Upper-middle income\",\n",
+    "    \"Libya\": \"Upper-middle income\",\n",
+    "    \"South Sudan\": \"Low income\",\n",
+    "    \"Sudan (The)\": \"Lower-middle income\",\n",
+    "    \"Syrian Arab Republic (The)\": \"Low income\",\n",
+    "    \"Yemen\": \"Low income\",\n",
+    "}\n",
+    "solar_pivot[\"Economic Status\"] = solar_pivot[\"Country\"].map(income_status)\n",
+    "\n",
+    "# Step 5: Melt the DataFrame to long format\n",
+    "solar_melted = solar_pivot.melt(\n",
+    "    id_vars=[\"Country\", \"Economic Status\"],\n",
+    "    value_vars=[\"pre-conflict\", \"active-conflict\", \"post-conflict\"],\n",
+    "    var_name=\"Conflict Phase\",\n",
+    "    value_name=\"Installed Capacity (MW)\",\n",
+    ")\n",
+    "\n",
+    "# Step 6: Plot\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.barplot(\n",
+    "    data=solar_melted,\n",
+    "    x=\"Conflict Phase\",\n",
+    "    y=\"Installed Capacity (MW)\",\n",
+    "    hue=\"Economic Status\",\n",
+    "    estimator=\"mean\",\n",
+    "    ci=None,\n",
+    "    palette=\"Set2\",\n",
+    ")\n",
+    "plt.title(\n",
+    "    \"Average Solar Capacity by Conflict Phase and Economic Status (excluding Ukraine)\"\n",
+    ")\n",
+    "plt.ylabel(\"Avg. Installed Capacity (MW)\")\n",
+    "plt.xlabel(\"Conflict Phase\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08f84cc5",
+   "metadata": {},
+   "source": [
+    "\n",
+    "- During **active conflict**, solar energy use often **increases**, especially in **poorer countries**.\n",
+    "- This happens because regular power systems are damaged, and people turn to **off-grid solar solutions**.\n",
+    "- **Aid groups** also help by providing solar panels for things like clinics or refugee camps.\n",
+    "\n",
+    "- After the conflict ends, the pattern is **uneven**:\n",
+    "  - **Richer countries** often keep growing their solar use.\n",
+    "  - **Poorer countries** may fall behind due to **lack of money and support**.\n",
+    "\n",
+    " This shows that conflict doesn't always stop progress — sometimes it can actually **speed up the use of solar energy**.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f128c373",
+   "metadata": {},
+   "source": [
+    "**Overall Pattern of Solar Adoption Across Conflict Phases**:  \n",
+    "| Pattern Type               | Description                                                                                        | Countries                                                                                  |\n",
+    "| -------------------------- | -------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------ |\n",
+    "| **Consistent Growth**      | Countries that sustained or increased solar investment during both active and post-conflict phases | **Iraq**, **Afghanistan**, **South Sudan**                                                 |\n",
+    "| **Conflict-Driven Surge**  | Countries where solar adoption peaked **during** conflict but dropped or stopped **after**         | **Ukraine**, **Yemen**, **Sudan**, **Syria**                                               |\n",
+    "| **Post-Conflict Recovery** | Countries with **low or moderate** solar growth during conflict, but **modest recovery afterward** | **Ethiopia**, **Libya**                                                                    |\n",
+    "| **Stalled Development**    | Countries with **low or no adoption** in both periods, often due to prolonged instability          | **None fully fit this**, but **Libya** and **South Sudan** were on the borderline early on |\n",
+    "\n",
+    "\n",
+    "\n",
+    "**What These Patterns Suggest**:\n",
+    "\n",
+    "- Conflict does not automatically suppress development — **windows of opportunity** can exist even in fragile settings.\n",
+    "- **Recovery capacity** varies widely; some countries rebound with aid or reform, others remain paralyzed.\n",
+    "- Strategic, resilient infrastructure development is possible — but often hinges on **timing, governance, and stability**.\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/4_data_analysis/phases_analysis/2_non_tech_exp.md b/4_data_analysis/phases_analysis/2_non_tech_exp.md
new file mode 100644
index 000000000..2a1f55a60
--- /dev/null
+++ b/4_data_analysis/phases_analysis/2_non_tech_exp.md
@@ -0,0 +1,69 @@
+
+<!-- markdownlint-disable MD001 MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 MD007 MD041-->
+
+## Non- Technical Explanation 
+
+Answering the question:  
+**"How have armed conflicts over the past 15 years influenced the deployment, capacity utilization, and household consumption of solar photovoltaic systems—both environmentally and socially—in conflict-affected communities?"**
+
+Sub question analysis:   
+**What are the trends in solar energy adoption across the conflict cycle—pre-conflict, active conflict, and post-conflict periods—in conflict-affected countries?**
+
+We analyzed solar energy development in **9 conflict-affected countries** (2000–2024) to understand how war impacts renewable energy growth.
+
+### Key Findings
+
+#### 1. Conflict Often *Increases* Solar Adoption
+
+* **Most solar growth happened during active conflict**, not after peace.
+* Solar is **quick to deploy, independent**, and useful when main power systems break.
+* **Certainty level:** High (Observed in 8 of 9 countries)
+
+#### 2. 🇺🇦 Ukraine Is a Unique Case
+
+* Built **8,200 MW**, far more than any other country (30x higher).
+* Supported by **pro-solar policy, international funding, and industry capacity**.
+* **Certainty level:** Very high (Clear and consistent data)
+
+#### 3. Three Patterns Emerged
+
+* **Crisis Builders**: Rapid growth during war (e.g., Yemen, Sudan)
+* **Recovery Rebuilders**: Growth after conflict ends (e.g., Iraq, Afghanistan)
+* **Slow Starters**: Minimal growth at any time (e.g., Libya, Ethiopia)
+* **Certainty level:** Moderate (Small sample, but strong patterns)
+
+#### 4. Peace ≠ Solar Growth
+
+* Many countries **stopped or slowed solar development after conflict**, often due to instability or lack of funding.
+* **Certainty level:** Medium (Limited post-conflict data)
+
+#### 5.  Large Projects Still Happen During War
+
+* **Grid-connected projects dominate**, not just small-scale systems.
+* Solar is treated as **critical infrastructure**, even during war.
+* **Certainty level:** High
+
+#### 6. Conflict Can Push Countries Toward Solar
+
+- **During conflict, solar energy use often increases**, especially in **lower-income countries**.
+- This happens because:
+  - **War damages the main power grid**, making traditional electricity unreliable.
+  - **Solar systems are quicker and easier to install**, especially off-grid setups.
+  - **Aid groups provide solar solutions** for essential services like **hospitals, shelters, and refugee camps**.
+- **After conflict, progress is uneven**:
+  - **Wealthier countries** often continue expanding solar.
+  - **Poorer countries** may fall behind due to **lack of funding and support**.
+- **Takeaway**: Conflict doesn’t always stop progress — in some cases, it can **accelerate the shift to solar energy** out of necessity.
+
+### What Could Be Wrong (Sources of Uncertainty)
+
+* **Some missing or delayed data** during chaotic war periods.
+* **"Conflict period" definitions** may not fully reflect complex realities.
+* **Installed ≠ working** — some reported capacity might not be functional.
+* **Small dataset** (only 9 countries) limits global generalization.
+
+### Bottom Line
+
+* **Main insight**: War often *accelerates* solar energy growth, not stops it.
+* **Big exception**: Ukraine shows how far a country can go with the right policies and support.
+* **Next step**: To sustain momentum, countries need **deliberate post-conflict planning**.
diff --git a/4_data_analysis/phases_analysis/3_tech_exp.md b/4_data_analysis/phases_analysis/3_tech_exp.md
new file mode 100644
index 000000000..ed14701ac
--- /dev/null
+++ b/4_data_analysis/phases_analysis/3_tech_exp.md
@@ -0,0 +1,204 @@
+<!-- markdownlint-disable MD001 MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 MD007 MD023 MD041 -->
+
+## Technical Explanation
+
+<details>
+<summary><strong>What We Studied</strong></summary>
+
+- **Main question:** How does solar energy adoption vary across different phases of conflict?  
+- **Data source:** IRENA (International Renewable Energy Agency) solar capacity database  
+- **Countries analyzed:** Ukraine, Yemen, Sudan, Ethiopia, Libya, Syria, Afghanistan, Iraq, South Sudan  
+- **Time frame:** 2000–2024 (varies per country)  
+- **Metric:** Installed solar photovoltaic capacity (MW)
+
+#### Conflict Phases
+
+Each country’s timeline was divided into:
+
+1. **Pre-conflict:** Before major violence began  
+2. **Active-conflict:** During significant unrest  
+3. **Post-conflict:** After hostilities decreased (when applicable)
+
+**Note:** This basic division doesn’t reflect:
+
+- Conflict intensity  
+- Geographic extent  
+- Transitional or low-intensity periods  
+
+Such simplification may obscure nuances in complex conflicts.
+
+</details>
+
+<details>
+<summary><strong>Our Analytical Methods</strong></summary>
+
+### 1. Phase Comparison
+
+**Method:** Averaged solar capacity for each conflict phase  
+**Purpose:** Understand which periods saw the most solar development  
+
+**Results:**
+
+- Pre-conflict: 146 MW  
+- Active-conflict: 5,724 MW *(skewed by Ukraine)*  
+- Post-conflict: 136 MW  
+
+**Note:** Ukraine’s large capacity (8,000+ MW) inflates the active-conflict average.
+
+---
+
+### 2. Country Grouping
+
+**Method:** Classified countries by solar trends across phases  
+**Goal:** Highlight national differences in solar development  
+
+**Categories:**
+
+- **Conflict-Fueled Growth:** Increase during conflict (4 countries)  
+- **Recovery-Driven Growth:** Surge after conflict (3 countries)  
+- **Persistent Low Growth:** Low across all phases (2 countries)  
+
+**Consideration:** Groupings are based on observed patterns but involve some interpretation.
+
+---
+
+### 3. Ukraine Outlier Analysis
+
+**Why:** Ukraine’s solar capacity far exceeds others  
+**Impact:**  
+
+- With Ukraine: Active-conflict average = 5,724 MW  
+- Without Ukraine: Active-conflict average = 71 MW  
+
+**Justification:** Common practice to handle extreme values separately to preserve clarity.
+
+---
+
+### 4. Linear Regression
+
+**Model:**  
+`Solar Growth Rate = Baseline + Conflict Effect + Random Error`  
+
+**Outcome:**  
+Conflict periods linked to a +1,359 MW increase  
+
+**Limitations:**  
+
+- Small sample (9 countries)  
+- Missing variables (e.g., GDP, aid, policies)  
+- Likely statistical violations (non-normal distribution)
+
+---
+
+### 5. Grid vs. Off-Grid Comparison
+
+**Focus:** Differentiated centralized vs. decentralized solar systems  
+
+**Findings:**
+
+- Grid-connected average: 1,600 MW  
+- Off-grid average: 50 MW  
+
+**Conclusion:** Even in conflict, centralized infrastructure dominated solar deployment.
+
+---
+
+### **6. Economic Status by Conflict Status**
+
+**Focus:**
+Compare average solar capacity across conflict phases by income level (excluding Ukraine).
+
+**Findings:**
+- Active-conflict average (low/lower-middle income): ~560–710 MW
+- Post-conflict average (upper-middle income): ~150 MW
+- Post-conflict average (low income): ~50 MW
+
+**Conclusion:**
+During conflict, low and lower-middle income countries had the highest solar growth. Post-conflict trends were uneven across income groups.
+
+--- 
+</details>
+
+<details>
+<summary><strong>Our Statistical Results</strong></summary>
+
+### Averages (Excluding Ukraine)
+
+- **Pre-conflict:** 0.9 MW  
+- **Active-conflict:** 42.5 MW  
+- **Post-conflict:** 33.8 MW  
+
+---
+
+### Country-Level Patterns
+
+- **Recovery Growth:** 3 of 6 countries grew post-conflict  
+- **Stagnation:** 2 of 6 remained relatively unchanged  
+- **Data Gap:** Yemen lacked post-conflict data  
+
+---
+
+### Adoption Timeline
+
+Three waves of expansion:
+
+1. **2004–2010:** Sudan, Ukraine, Afghanistan, Ethiopia  
+2. **2015–2018:** Syria, South Sudan  
+3. **2018–2025:** Yemen, Iraq  
+
+Many nations saw **500%+ growth** during these periods.
+
+----
+
+### Economic Status
+
+- Peak average: Lower-middle income countries during active conflict (~710 MW).
+- Sharp drop for low-income countries post-conflict (~560 ➝ 50 MW).
+- Upper-middle income countries show moderate recovery post-conflict.
+- Pre-conflict levels are minimal across all groups.
+
+---
+</details>
+
+### How Reliable Are Our Results?
+
+#### High Confidence
+
+- Ukraine's outlier status  
+- General link between conflict and solar adoption  
+- Grid vs. off-grid disparity  
+
+#### Medium Confidence
+
+- Country groupings  
+- Post-conflict growth trends  
+- Impact estimates  
+
+#### Low Confidence
+
+- Causal interpretations  
+- Applicability to other conflict zones  
+- Long-term forecasts  
+
+<details>
+<summary><strong>Recommendations for Better Analysis</strong></summary>
+
+### With More Resources
+
+1. Add data on foreign aid, economic conditions, and energy policy  
+2. Increase temporal resolution (e.g., monthly, quarterly)  
+3. Integrate qualitative case studies  
+4. Use advanced causal inference methods  
+
+</details>
+
+### Conclusion
+
+Findings are strong within this dataset, but should be interpreted cautiously beyond the included countries.
+
+Our findings reveal distinct patterns in solar development during conflict — especially after adjusting for Ukraine’s outsized influence. Conflict appears correlated with increased solar investment, though causation isn’t confirmed.
+
+We addressed key limitations (e.g., outlier effects), but drawing deeper conclusions requires more granular data and advanced tools.
+
+**Bottom line:**  
+Our analysis makes the most of available data. Future research should aim for deeper causal understanding using richer, multi-dimensional datasets.
diff --git a/4_data_analysis/phases_analysis/csv_files/solar_by_country_and_conflict_phase.csv b/4_data_analysis/phases_analysis/csv_files/solar_by_country_and_conflict_phase.csv
new file mode 100644
index 000000000..a1e812ac4
--- /dev/null
+++ b/4_data_analysis/phases_analysis/csv_files/solar_by_country_and_conflict_phase.csv
@@ -0,0 +1,10 @@
+Country,Transitional,active-conflict,post-conflict,pre-conflict
+Afghanistan,0.0,292.01,160.428,0.0
+Ethiopia,0.0,62.55200000000001,42.738,75.132
+Iraq,0.0,175.5,273.032,0.0
+Libya,0.0,39.341,29.332,15.600000000000001
+South Sudan,0.0,9.933,53.394000000000005,0.0
+Sudan (The),713.525,0.0,0.0,0.0
+Syrian Arab Republic (The),228.493,0.0,0.0,0.0
+Ukraine,0.0,48770.376000000004,0.0,1310.7
+Yemen,0.0,2236.023,0.0,2.369
diff --git a/4_data_analysis/phases_analysis/csv_files/solar_renewable_sorted.csv b/4_data_analysis/phases_analysis/csv_files/solar_renewable_sorted.csv
new file mode 100644
index 000000000..be558393f
--- /dev/null
+++ b/4_data_analysis/phases_analysis/csv_files/solar_renewable_sorted.csv
@@ -0,0 +1,155 @@
+Region,Sub-region,Country,ISO3 code,RE or Non-RE,Group Technology,Technology,Sub-Technology,Producer Type,Year,Electricity Installed Capacity (MW),Conflict Phase
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2009,0.002,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2010,0.102,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2011,0.12,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2012,16.122,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2013,16.843,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2014,18.363,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2015,19.011,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2016,20.68,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2017,21.121,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2017,1.7,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2018,20.896,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2018,1.7,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,20.411,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2019,31.7,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,19.833,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2020,31.7,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,20.006,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2021,31.7,active-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,21.776,post-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2022,31.7,post-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,21.776,post-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,31.7,post-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,21.776,post-conflict
+Asia,Southern Asia,Afghanistan,AFG,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,31.7,post-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2007,0.001,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2008,0.001,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2009,0.028,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2010,0.028,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2011,0.335,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2012,1.148,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2013,3.344,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2014,9.131,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2015,9.89,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2016,14.04,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2017,12.494,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2018,12.346,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,12.346,pre-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,20.184,active-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,21.184,active-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,21.184,active-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,21.184,post-conflict
+Africa,Sub-Saharan Africa,Ethiopia,ETH,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,21.554,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2013,29.5,active-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2014,36.5,active-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2015,36.5,active-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2016,36.5,active-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2017,36.5,active-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2018,36.5,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2018,0.576,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,36.5,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2019,0.576,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,36.5,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2020,0.576,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,36.5,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2021,0.576,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,39.0,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2022,2.576,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,39.0,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,2.576,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,39.0,post-conflict
+Asia,Western Asia,Iraq,IRQ,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,2.576,post-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2003,0.2,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2004,0.7,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2005,1.2,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2006,1.7,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2007,2.2,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2008,2.7,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2009,3.2,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2010,3.7,pre-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2011,4.2,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2014,4.9,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2015,4.9,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2016,4.9,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2017,5.11,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2018,5.11,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,5.11,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,5.111,active-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,6.333,post-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,6.333,post-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,6.333,post-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,2.0,post-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,6.333,post-conflict
+Africa,Northern Africa,Libya,LBY,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,2.0,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2013,0.098,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2014,0.098,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2015,0.107,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2016,0.969,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2017,1.411,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2018,1.925,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,2.124,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,2.201,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2020,1.0,active-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,1.987,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2021,1.0,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,2.469,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2022,1.0,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,2.469,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,14.0,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,2.469,post-conflict
+Africa,Sub-Saharan Africa,South Sudan,SSD,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,28.0,post-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2002,0.009,pre-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2003,0.009,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2004,0.105,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2005,0.203,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,80.199,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2019,0.29,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,116.84,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2020,0.29,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,135.57,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2021,0.29,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,135.57,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,54.29,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,135.57,active-conflict
+Africa,Northern Africa,Sudan (The),SDN,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,54.29,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2017,0.127,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2018,1.377,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2019,2.467,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2020,11.522,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2021,33.0,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,2.0,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2022,58.0,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,2.0,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,58.0,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,2.0,active-conflict
+Asia,Western Asia,Syrian Arab Republic (The),SYR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,58.0,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2010,2.5,pre-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2011,188.2,pre-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2012,371.6,pre-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2013,748.4,pre-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2014,819.1,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2015,841.2,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2016,954.7,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2017,1200.0,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2018,2002.688,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2019,5935.688,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2020,7331.0,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2021,8062.0,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2022,8062.0,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,8062.0,active-conflict
+Europe,Eastern Europe,Ukraine,UKR,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,5500.0,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2013,2.369,pre-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2014,5.453,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2015,60.249,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2016,80.634,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2017,103.084,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2018,253.341,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2019,254.16,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2020,257.671,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2021,257.711,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2022,263.73,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2023,269.995,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2023,20.0,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,Off-grid Solar photovoltaic,Off-grid electricity,2024,269.995,active-conflict
+Asia,Western Asia,Yemen,YEM,Total Renewable,Solar energy,Solar photovoltaic,On-grid Solar photovoltaic,On-grid electricity,2024,140.0,active-conflict
diff --git a/4_data_analysis/phases_analysis/non_tech_exp.md b/4_data_analysis/phases_analysis/non_tech_exp.md
new file mode 100644
index 000000000..2f44fa7b7
--- /dev/null
+++ b/4_data_analysis/phases_analysis/non_tech_exp.md
@@ -0,0 +1,69 @@
+
+<!-- markdownlint-disable MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 MD007 MD041-->
+
+## Non- Technical Explanation 
+
+Answering the question:  
+**"How have armed conflicts over the past 15 years influenced the deployment, capacity utilization, and household consumption of solar photovoltaic systems—both environmentally and socially—in conflict-affected communities?"**
+
+Sub question analysis:   
+**What are the trends in solar energy adoption across the conflict cycle—pre-conflict, active conflict, and post-conflict periods—in conflict-affected countries?**
+
+We analyzed solar energy development in **9 conflict-affected countries** (2000–2024) to understand how war impacts renewable energy growth.
+
+### Key Findings
+
+#### 1. Conflict Often *Increases* Solar Adoption
+
+* **Most solar growth happened during active conflict**, not after peace.
+* Solar is **quick to deploy, independent**, and useful when main power systems break.
+* **Certainty level:** High (Observed in 8 of 9 countries)
+
+#### 2. 🇺🇦 Ukraine Is a Unique Case
+
+* Built **8,200 MW**, far more than any other country (30x higher).
+* Supported by **pro-solar policy, international funding, and industry capacity**.
+* **Certainty level:** Very high (Clear and consistent data)
+
+#### 3. Three Patterns Emerged
+
+* **Crisis Builders**: Rapid growth during war (e.g., Yemen, Sudan)
+* **Recovery Rebuilders**: Growth after conflict ends (e.g., Iraq, Afghanistan)
+* **Slow Starters**: Minimal growth at any time (e.g., Libya, Ethiopia)
+* **Certainty level:** Moderate (Small sample, but strong patterns)
+
+#### 4. Peace ≠ Solar Growth
+
+* Many countries **stopped or slowed solar development after conflict**, often due to instability or lack of funding.
+* **Certainty level:** Medium (Limited post-conflict data)
+
+#### 5.  Large Projects Still Happen During War
+
+* **Grid-connected projects dominate**, not just small-scale systems.
+* Solar is treated as **critical infrastructure**, even during war.
+* **Certainty level:** High
+
+#### 6. Conflict Can Push Countries Toward Solar
+
+- **During conflict, solar energy use often increases**, especially in **lower-income countries**.
+- This happens because:
+  - **War damages the main power grid**, making traditional electricity unreliable.
+  - **Solar systems are quicker and easier to install**, especially off-grid setups.
+  - **Aid groups provide solar solutions** for essential services like **hospitals, shelters, and refugee camps**.
+- **After conflict, progress is uneven**:
+  - **Wealthier countries** often continue expanding solar.
+  - **Poorer countries** may fall behind due to **lack of funding and support**.
+- **Takeaway**: Conflict doesn’t always stop progress — in some cases, it can **accelerate the shift to solar energy** out of necessity.
+
+### What Could Be Wrong (Sources of Uncertainty)
+
+* **Some missing or delayed data** during chaotic war periods.
+* **"Conflict period" definitions** may not fully reflect complex realities.
+* **Installed ≠ working** — some reported capacity might not be functional.
+* **Small dataset** (only 9 countries) limits global generalization.
+
+### Bottom Line
+
+* **Main insight**: War often *accelerates* solar energy growth, not stops it.
+* **Big exception**: Ukraine shows how far a country can go with the right policies and support.
+* **Next step**: To sustain momentum, countries need **deliberate post-conflict planning**.
diff --git a/4_data_analysis/phases_analysis/tech_exp.md b/4_data_analysis/phases_analysis/tech_exp.md
new file mode 100644
index 000000000..ed14701ac
--- /dev/null
+++ b/4_data_analysis/phases_analysis/tech_exp.md
@@ -0,0 +1,204 @@
+<!-- markdownlint-disable MD001 MD031 MD033 MD035 MD032 MD004 MD009 MD013 MD045 MD024 MD007 MD023 MD041 -->
+
+## Technical Explanation
+
+<details>
+<summary><strong>What We Studied</strong></summary>
+
+- **Main question:** How does solar energy adoption vary across different phases of conflict?  
+- **Data source:** IRENA (International Renewable Energy Agency) solar capacity database  
+- **Countries analyzed:** Ukraine, Yemen, Sudan, Ethiopia, Libya, Syria, Afghanistan, Iraq, South Sudan  
+- **Time frame:** 2000–2024 (varies per country)  
+- **Metric:** Installed solar photovoltaic capacity (MW)
+
+#### Conflict Phases
+
+Each country’s timeline was divided into:
+
+1. **Pre-conflict:** Before major violence began  
+2. **Active-conflict:** During significant unrest  
+3. **Post-conflict:** After hostilities decreased (when applicable)
+
+**Note:** This basic division doesn’t reflect:
+
+- Conflict intensity  
+- Geographic extent  
+- Transitional or low-intensity periods  
+
+Such simplification may obscure nuances in complex conflicts.
+
+</details>
+
+<details>
+<summary><strong>Our Analytical Methods</strong></summary>
+
+### 1. Phase Comparison
+
+**Method:** Averaged solar capacity for each conflict phase  
+**Purpose:** Understand which periods saw the most solar development  
+
+**Results:**
+
+- Pre-conflict: 146 MW  
+- Active-conflict: 5,724 MW *(skewed by Ukraine)*  
+- Post-conflict: 136 MW  
+
+**Note:** Ukraine’s large capacity (8,000+ MW) inflates the active-conflict average.
+
+---
+
+### 2. Country Grouping
+
+**Method:** Classified countries by solar trends across phases  
+**Goal:** Highlight national differences in solar development  
+
+**Categories:**
+
+- **Conflict-Fueled Growth:** Increase during conflict (4 countries)  
+- **Recovery-Driven Growth:** Surge after conflict (3 countries)  
+- **Persistent Low Growth:** Low across all phases (2 countries)  
+
+**Consideration:** Groupings are based on observed patterns but involve some interpretation.
+
+---
+
+### 3. Ukraine Outlier Analysis
+
+**Why:** Ukraine’s solar capacity far exceeds others  
+**Impact:**  
+
+- With Ukraine: Active-conflict average = 5,724 MW  
+- Without Ukraine: Active-conflict average = 71 MW  
+
+**Justification:** Common practice to handle extreme values separately to preserve clarity.
+
+---
+
+### 4. Linear Regression
+
+**Model:**  
+`Solar Growth Rate = Baseline + Conflict Effect + Random Error`  
+
+**Outcome:**  
+Conflict periods linked to a +1,359 MW increase  
+
+**Limitations:**  
+
+- Small sample (9 countries)  
+- Missing variables (e.g., GDP, aid, policies)  
+- Likely statistical violations (non-normal distribution)
+
+---
+
+### 5. Grid vs. Off-Grid Comparison
+
+**Focus:** Differentiated centralized vs. decentralized solar systems  
+
+**Findings:**
+
+- Grid-connected average: 1,600 MW  
+- Off-grid average: 50 MW  
+
+**Conclusion:** Even in conflict, centralized infrastructure dominated solar deployment.
+
+---
+
+### **6. Economic Status by Conflict Status**
+
+**Focus:**
+Compare average solar capacity across conflict phases by income level (excluding Ukraine).
+
+**Findings:**
+- Active-conflict average (low/lower-middle income): ~560–710 MW
+- Post-conflict average (upper-middle income): ~150 MW
+- Post-conflict average (low income): ~50 MW
+
+**Conclusion:**
+During conflict, low and lower-middle income countries had the highest solar growth. Post-conflict trends were uneven across income groups.
+
+--- 
+</details>
+
+<details>
+<summary><strong>Our Statistical Results</strong></summary>
+
+### Averages (Excluding Ukraine)
+
+- **Pre-conflict:** 0.9 MW  
+- **Active-conflict:** 42.5 MW  
+- **Post-conflict:** 33.8 MW  
+
+---
+
+### Country-Level Patterns
+
+- **Recovery Growth:** 3 of 6 countries grew post-conflict  
+- **Stagnation:** 2 of 6 remained relatively unchanged  
+- **Data Gap:** Yemen lacked post-conflict data  
+
+---
+
+### Adoption Timeline
+
+Three waves of expansion:
+
+1. **2004–2010:** Sudan, Ukraine, Afghanistan, Ethiopia  
+2. **2015–2018:** Syria, South Sudan  
+3. **2018–2025:** Yemen, Iraq  
+
+Many nations saw **500%+ growth** during these periods.
+
+----
+
+### Economic Status
+
+- Peak average: Lower-middle income countries during active conflict (~710 MW).
+- Sharp drop for low-income countries post-conflict (~560 ➝ 50 MW).
+- Upper-middle income countries show moderate recovery post-conflict.
+- Pre-conflict levels are minimal across all groups.
+
+---
+</details>
+
+### How Reliable Are Our Results?
+
+#### High Confidence
+
+- Ukraine's outlier status  
+- General link between conflict and solar adoption  
+- Grid vs. off-grid disparity  
+
+#### Medium Confidence
+
+- Country groupings  
+- Post-conflict growth trends  
+- Impact estimates  
+
+#### Low Confidence
+
+- Causal interpretations  
+- Applicability to other conflict zones  
+- Long-term forecasts  
+
+<details>
+<summary><strong>Recommendations for Better Analysis</strong></summary>
+
+### With More Resources
+
+1. Add data on foreign aid, economic conditions, and energy policy  
+2. Increase temporal resolution (e.g., monthly, quarterly)  
+3. Integrate qualitative case studies  
+4. Use advanced causal inference methods  
+
+</details>
+
+### Conclusion
+
+Findings are strong within this dataset, but should be interpreted cautiously beyond the included countries.
+
+Our findings reveal distinct patterns in solar development during conflict — especially after adjusting for Ukraine’s outsized influence. Conflict appears correlated with increased solar investment, though causation isn’t confirmed.
+
+We addressed key limitations (e.g., outlier effects), but drawing deeper conclusions requires more granular data and advanced tools.
+
+**Bottom line:**  
+Our analysis makes the most of available data. Future research should aim for deeper causal understanding using richer, multi-dimensional datasets.
diff --git a/4_data_analysis/social_environment_analysis/non_tech_explanation.md b/4_data_analysis/social_environment_analysis/non_tech_explanation.md
new file mode 100644
index 000000000..aa5baf838
--- /dev/null
+++ b/4_data_analysis/social_environment_analysis/non_tech_explanation.md
@@ -0,0 +1,144 @@
+# Non technical explanation
+
+## What We Looked At
+
+We wanted to understand how armed conflicts over the last 25 years have affected
+solar power systems. We focused on two main things:
+
+- **Environmental Impact:** How much solar power capacity
+(like big solar farms or rooftop panels) was installed in areas with
+and without conflict and the possibilities in reducing the global
+greenhouse gases.
+
+- **Social Impact:** How many people gained access to solar power in these areas.
+
+We used two main sets of data. One showed the total power generated
+(in Megawatts, MW), and the other showed the number of people connected
+to solar power (in thousands). Both datasets told us if a country was
+experiencing conflict or not in a given year.
+
+## What We Found
+
+### Solar Power Capacity (Environmental Side)
+
+When we looked at how much solar power was being installed, we saw that:
+
+- More Solar in Peaceful Areas: Countries without conflict generally
+installed much more solar power and saw it grow much faster over the years.
+
+- Slower Growth in Conflict Areas: While solar power still grew in conflict
+zones, it was at a much slower pace. This suggests that wars make it
+harder to build big solar projects.
+
+- Slower Access to renewable energy: this has tremendous consequences, in
+conflict zones, the relying in fossil fuels increase which will eventually lead
+to more CO2 emissions.
+
+However, when we did some more advanced statistical tests,
+the direct link between simply being in a conflict zone and
+the amount of solar power installed wasn't as clear-cut as we might expect.
+This means that just saying 'conflict' or 'no conflict' might not be enough
+to explain everything, and other things are probably at play.
+
+### People Connected to Solar Power (Social Side)
+
+For how many people got access to solar power, we observed similar patterns:
+
+- More People Connected in Peaceful Areas: Many more people gained access to
+solar power in countries not affected by conflict, and this number grew rapidly.
+
+- Slower Access in Conflict Areas: In conflict zones, fewer people got connected
+to solar power, and the progress was much slower. This makes sense, as conflicts
+disrupt everything, including efforts to bring clean energy to homes.
+
+Again, our statistical tests didn't show a strong, direct link between just having
+a conflict and the number of people connected. This suggests that the situation is
+more complicated than a simple 'yes' or 'no' to conflict.
+
+## Why It's Not So Simple (Limitations and Flaws)
+
+Our study, like any other, has some limitations that are important to understand:
+
+- **Conflicts is not just too Simple:** Our data just said "Conflict" or "No Conflict."
+But conflicts aren't all the same. Some are short and small, others are long and
+devastating. This simple label might hide the real, complex ways conflicts affect
+things.
+
+- **Many Other Factors:** The amount of solar power a country installs or how many
+people get connected depends on many things, not just conflict. Things like
+a country's wealth, its government's policies, help from other countries, and
+even its geography all play a huge role. Our simple models didn't include all
+these other factors, which is why the statistical results weren't as strong
+as the visual trends.
+
+- **Big Picture Data:** Our data was for whole countries, year by year.
+But conflicts often happen only in certain parts of a country. So,
+if a country is big and only a small part is in conflict, the national
+data might not show the true local impact.
+
+- **Cause and Effect:** We can see if conflict and solar power go together,
+but it's hard to say if one directly causes the other. Maybe places that
+are already struggling (and thus have less solar power) are also more
+likely to have conflicts.
+
+- **Different Types of Solar:** We grouped many types of solar power together.
+A small solar lamp for a home is very different from a large solar mini-grid.
+Their impacts and how they are affected by conflict might be different.
+
+- **People social classes:** to truly measure the affect of people wealth, we
+need to incorporate more data about poverty rates and economics.
+
+- **Data Challenges:** Even though the data was clean, collecting information
+in conflict zones is very difficult. So, there might be some gaps or
+inaccuracies in the data itself.
+
+- **Time Delays:** The effects of a conflict might not be seen immediately.
+It could take years for the full impact on solar power development to become clear.
+
+## The Green Side: Avoiding Pollution
+
+Solar power isn't just about providing electricity; it's also a superhero in
+the fight against climate change. By using solar, we avoid burning dirty fuels
+that release greenhouse gases (GHGs) into the air, which warm our planet.
+an estimation can be done to show how much pollution was avoided by the
+solar power installed.
+
+- **Less Pollution Avoided in Conflict Zones:** while
+solar power in conflict areas may help in reducing pollution, the amount will be
+much, much smaller compared to peaceful regions. This is simply
+because there will be less solar power installed in war-torn places,
+also the excessive use of fuel in cars, planes and other military vehicles is extremely
+high during conflicts and its usage is uncontrolled. So, conflicts don't just hurt
+people; they also slow down our planet's healing process by limiting clean energy.
+
+## What Solar Access Means for People
+
+When we talk about people getting connected to solar power, it’s more than just
+having a light bulb. It’s about a whole range of improvements in their lives:
+
+- **Better Health:** No more breathing in smoke from kerosene lamps or wood fires
+, leading to fewer lung problems.
+
+- **Brighter Futures for Kids:** Children can study longer and more safely after
+dark, boosting their chances at a good education.
+
+- **New Opportunities:** Small businesses can stay open longer,
+and people can charge their phones or other devices, helping them earn a living.
+
+- **Safer Communities:** Light at night can make streets and homes feel safer,
+especially in areas where security is a concern.
+
+Because fewer people are connected to solar in conflict zones, it means these
+vital benefits are also much harder to come by for those living in the toughest
+situations. The conflict doesn't just stop the lights from coming on; it holds
+back health, education, and economic growth.
+
+## In a Nutshell
+
+> While our initial observations suggest that armed conflicts slow down solar power
+development and access, the statistical models show that the relationship is
+more complex than a simple direct link. Many other factors are at play, and the
+way we define and measure conflict matters a lot. This means that helping
+conflict-affected areas get more solar power requires a deep understanding of
+their unique situations and addressing many different challenges,
+not just the conflict itself.
diff --git a/4_data_analysis/social_environment_analysis/socioenvironmental.ipynb b/4_data_analysis/social_environment_analysis/socioenvironmental.ipynb
new file mode 100644
index 000000000..610cc111d
--- /dev/null
+++ b/4_data_analysis/social_environment_analysis/socioenvironmental.ipynb
@@ -0,0 +1,760 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "a1c9e294",
+   "metadata": {},
+   "source": [
+    "# Methodology\n",
+    "## Data Sources\n",
+    "<details>\n",
+    "<summary>The analysis utilizes two primary datasets:</summary>\n",
+    "  <ul>\n",
+    "    <li>`IRENA_OFGStats_mw.cleaned.xlsx` : Contains data on off-grid solar PV capacity\n",
+    " in Megawatts (MW), including various solar PV technologies.</li>\n",
+    "    <li>`IRENA_OFGStats_thousands.cleaned.xlsx` : Contains data on the number of\n",
+    " people connected to off-grid solar PV systems in thousands, covering different</li>\n",
+    "  </ul>\n",
+    " </details>\n",
+    "<p><strong>social impact technologies</strong></p>\n",
+    " Both datasets include a 'Conflict Status' column, which categorizes regions/countries\n",
+    " as either 'Conflict' or 'No Conflict' for each given year. The data spans from \n",
+    " 2000 to 2025\n",
+    "\n",
+    "## Analytical approach\n",
+    "<details>\n",
+    "<summary>The analysis was conducted using Python with the pandas, matplotlib, and seaborn\n",
+    " libraries. The approach involved:</summary>\n",
+    "<ul>\n",
+    "    <li>Data Exploration: Initial examination of both datasets to understand their\n",
+    " structure, unique values, and overall distributions. This confirmed the presence\n",
+    " of 'Conflict Status' and 'Technology' columns crucial for the analysis.</li>\n",
+    "    <li>Environmental Impact Analysis: Focused on the\n",
+    " IRENA_OFGStats_mw.cleaned.xlsx dataset. Solar PV capacity trends were\n",
+    " analyzed over time, comparing 'Conflict' and 'No Conflict' regions. Average\n",
+    " capacities per country and regional deployment patterns were also examined.</li>\n",
+    "    <li>Social Impact Analysis: Focused on the\n",
+    " IRENA_OFGStats_thousands.cleaned.xlsx dataset. Trends in the number of\n",
+    " people connected to solar PV systems were analyzed, comparing 'Conflict' and\n",
+    " 'No Conflict' regions. Average connections per country and regional social impact\n",
+    " were also assessed.</li>\n",
+    "    <li>Comparative Analysis and Visualization: Generated line plots to visualize\n",
+    " trends over time and bar charts. These visualizations\n",
+    " highlight the differential impacts of conflict on solar PV deployment and\n",
+    " consumption.</li>\n",
+    " <ul>\n",
+    "</details>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9b75b77",
+   "metadata": {},
+   "source": [
+    "# Environmental Impact Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8e148dee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "40a0c4f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mw = pd.read_excel(\n",
+    "    \"../../1_datasets/cleaned_data/IRENA_OFGStats_mw.cleaned.xlsx\",\n",
+    "    sheet_name=\"Cleaned_data\",\n",
+    ")\n",
+    "thousands = pd.read_excel(\n",
+    "    \"../../1_datasets/cleaned_data/IRENA_OFGStats_thousands.cleaned.xlsx\",\n",
+    "    sheet_name=\"Cleaned_data\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e707d2a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Group the data by Year and Conflict Status, and calculate the sum of Values\n",
+    "solar_capacity = (\n",
+    "    mw[mw[\"Group Technology\"] == \"Solar energy\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Create the line plot\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(\n",
+    "    data=solar_capacity, x=\"Year\", y=\"Value\", hue=\"Conflict Status\", marker=\"o\"\n",
+    ")\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title(\"Off-grid Solar Capacity Over Time by Conflict Status\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Capacity (MW)\")\n",
+    "plt.grid(True, linestyle=\"--\", alpha=0.7)\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.legend(title=\"Conflict Status\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7552d267",
+   "metadata": {},
+   "source": [
+    "countries not affected by conflict (No Conflict) consistently show a significantly higher and more rapidly increasing off-grid solar capacity compared to conflict-affected countries. While both categories show an upward trend, the growth in non-conflict regions is substantially steeper, indicating a much larger scale of deployment. Conflict regions, although showing some growth, maintain a much lower overall capacity throughout the period."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "20f5fa8b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter solar energy access data\n",
+    "solar_access = (\n",
+    "    thousands[thousands[\"Group Technology\"] == \"Solar energy\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Create the line plot\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sns.lineplot(data=solar_access, x=\"Year\", y=\"Value\", hue=\"Conflict Status\", marker=\"o\")\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title(\"Off-grid Solar Energy Access Over Time by Conflict Status\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Number of People (Thousands)\")\n",
+    "plt.grid(True, linestyle=\"--\", alpha=0.7)\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.legend(title=\"Conflict Status\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cf3df444",
+   "metadata": {},
+   "source": [
+    "This chart depicts the off-grid solar energy access (in thousands of people) over the same period. Similar to capacity, energy access is considerably higher in non-conflict regions. The trend for non-conflict areas shows a strong increase until around 2019, followed by a slight decline in recent years. In contrast, conflict-affected regions show a slow but steady increase in energy access, albeit at a much lower magnitude than non-conflict regions. This suggests that while efforts are being made to provide energy access in conflict zones, the scale and pace are limited compared to more stable environments."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "661ca65f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x1500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter data for different solar technologies\n",
+    "solar_lights = (\n",
+    "    thousands[thousands[\"Technology\"] == \"Number of people using solar lights (<11 W)\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "solar_shs_small = (\n",
+    "    thousands[thousands[\"Technology\"] == \"Number of people using SHS (11-50 W)\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "solar_shs_large = (\n",
+    "    thousands[thousands[\"Technology\"] == \"Number of people using SHS (>50 W)\"]\n",
+    "    .groupby([\"Year\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Create the figure with subplots\n",
+    "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 15))\n",
+    "\n",
+    "# Plot for solar lights\n",
+    "sns.lineplot(\n",
+    "    data=solar_lights, x=\"Year\", y=\"Value\", hue=\"Conflict Status\", marker=\"o\", ax=ax1\n",
+    ")\n",
+    "ax1.set_title(\"Household Consumption of Solar Lights (<11 W)\")\n",
+    "ax1.set_xlabel(\"Year\")\n",
+    "ax1.set_ylabel(\"Number of People (Thousands)\")\n",
+    "ax1.grid(True, linestyle=\"--\", alpha=0.7)\n",
+    "\n",
+    "# Plot for small SHS\n",
+    "sns.lineplot(\n",
+    "    data=solar_shs_small, x=\"Year\", y=\"Value\", hue=\"Conflict Status\", marker=\"o\", ax=ax2\n",
+    ")\n",
+    "ax2.set_title(\"Household Consumption of SHS (11-50 W)\")\n",
+    "ax2.set_xlabel(\"Year\")\n",
+    "ax2.set_ylabel(\"Number of People (Thousands)\")\n",
+    "ax2.grid(True, linestyle=\"--\", alpha=0.7)\n",
+    "\n",
+    "# Plot for large SHS\n",
+    "sns.lineplot(\n",
+    "    data=solar_shs_large, x=\"Year\", y=\"Value\", hue=\"Conflict Status\", marker=\"o\", ax=ax3\n",
+    ")\n",
+    "ax3.set_title(\"Household Consumption of SHS (>50 W)\")\n",
+    "ax3.set_xlabel(\"Year\")\n",
+    "ax3.set_ylabel(\"Number of People (Thousands)\")\n",
+    "ax3.grid(True, linestyle=\"--\", alpha=0.7)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47eb64aa",
+   "metadata": {},
+   "source": [
+    "The adoption of solar lighting and Solar Home Systems (SHS) reveals distinct patterns when comparing non-conflict and conflict regions, reflecting the unique energy challenges and solutions in these areas. For solar lights with a capacity of less than 11 W, non-conflict regions have seen significantly higher usage, with a peak around 2019 followed by a decline. In contrast, conflict regions have experienced a steady, though gradual, rise in the use of these small solar lights, underscoring their critical role as a reliable and accessible energy solution where other options are limited. \n",
+    "\n",
+    "For Solar Home Systems with capacities between 11 and 50 W, household consumption in non-conflict regions has been generally higher but fluctuates, with a noticeable uptick in recent years. Meanwhile, conflict regions started with very low adoption but have shown a marked increase in usage since around 2018. This surge suggests a growing dependence on these smaller SHS, likely driven by the lack of access to larger grid-based solutions in these areas. \n",
+    "\n",
+    "Similarly, for larger SHS with capacities exceeding 50 W, non-conflict regions have consistently had more users, peaking around 2015 before declining. In conflict regions, however, there’s been a slow but steady rise in the adoption of these more robust systems. This trend points to ongoing efforts to bring stronger off-grid energy solutions to challenging environments, where reliable power is often scarce but increasingly vital."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c7c41151",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter the data for the regions of interest\n",
+    "regions_of_interest = [\"Africa\", \"Middle East\", \"Asia\"]\n",
+    "regional_access = thousands[thousands[\"Region\"].isin(regions_of_interest)]\n",
+    "\n",
+    "# Group by Year, Region, and Conflict Status, then sum the values\n",
+    "regional_access = (\n",
+    "    regional_access.groupby([\"Year\", \"Region\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Define markers for each region\n",
+    "markers = {\n",
+    "    \"Africa\": \"o\",\n",
+    "    \"Asia\": \"s\",\n",
+    "    \"Americas\": \"^\",\n",
+    "    \"Oceania\": \"D\",\n",
+    "    \"Central America and the Caribbean\": \"v\",\n",
+    "    \"Middle East\": \"p\",\n",
+    "    \"South America\": \"*\",\n",
+    "}\n",
+    "\n",
+    "# Define colors for conflict status\n",
+    "colors = {\"No Conflict\": \"#2b83ba\", \"Conflict\": \"#d7191c\"}\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(14, 8))\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "# Plotting each region with different markers\n",
+    "for region in regions_of_interest:\n",
+    "    region_data = regional_access[regional_access[\"Region\"] == region]\n",
+    "    for status in region_data[\"Conflict Status\"].unique():\n",
+    "        status_data = region_data[region_data[\"Conflict Status\"] == status]\n",
+    "        plt.plot(\n",
+    "            status_data[\"Year\"],\n",
+    "            status_data[\"Value\"],\n",
+    "            marker=markers[region],\n",
+    "            linestyle=\"-\",\n",
+    "            color=colors[status],\n",
+    "            label=f\"{region} ({status})\",\n",
+    "        )\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title(\n",
+    "    \"Off-grid Energy Access Over Time by Region and Conflict Status (Social Impact)\",\n",
+    "    fontsize=16,\n",
+    ")\n",
+    "plt.xlabel(\"Year\", fontsize=12)\n",
+    "plt.ylabel(\"Number of People (Thousands)\", fontsize=12)\n",
+    "plt.xticks(status_data[\"Year\"].unique(), rotation=45)\n",
+    "plt.legend(title=\"Region (Conflict Status)\", fontsize=10)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c15bf230",
+   "metadata": {},
+   "source": [
+    "Zooming out to a regional perspective, Africa, Asia, and the Middle East stand out as the areas with the most significant off-grid energy access, both in conflict and non-conflict settings. Within each region, non-conflict areas generally enjoy greater energy access. However, even in conflict-affected regions, there is a persistent, though slower, increase in energy access. This steady progress underscores the resilience and critical importance of off-grid solutions in providing power to communities facing difficult circumstances, where reliable energy can make a transformative difference."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "aa571bd1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filter the data for the regions of interest\n",
+    "regions_of_interest = [\"Africa\", \"Middle East\", \"Asia\"]\n",
+    "regional_capacity = mw[mw[\"Region\"].isin(regions_of_interest)]\n",
+    "\n",
+    "# Group by Year, Region, and Conflict Status, then sum the values\n",
+    "regional_capacity = (\n",
+    "    regional_capacity.groupby([\"Year\", \"Region\", \"Conflict Status\"])[\"Value\"]\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "# Define markers for each region\n",
+    "markers = {\n",
+    "    \"Africa\": \"o\",\n",
+    "    \"Asia\": \"s\",\n",
+    "    \"Americas\": \"^\",\n",
+    "    \"Oceania\": \"D\",\n",
+    "    \"Central America and the Caribbean\": \"v\",\n",
+    "    \"Middle East\": \"p\",\n",
+    "    \"South America\": \"*\",\n",
+    "}\n",
+    "\n",
+    "# Define colors for conflict status\n",
+    "colors = {\"No Conflict\": \"#2b83ba\", \"Conflict\": \"#d7191c\"}\n",
+    "\n",
+    "# Create the plot\n",
+    "plt.figure(figsize=(14, 8))\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "# Plotting each region with different markers\n",
+    "for region in regions_of_interest:\n",
+    "    region_data = regional_capacity[regional_capacity[\"Region\"] == region]\n",
+    "    for status in region_data[\"Conflict Status\"].unique():\n",
+    "        status_data = region_data[region_data[\"Conflict Status\"] == status]\n",
+    "        plt.plot(\n",
+    "            status_data[\"Year\"],\n",
+    "            status_data[\"Value\"],\n",
+    "            marker=markers[region],\n",
+    "            linestyle=\"-\",\n",
+    "            color=colors[status],\n",
+    "            label=f\"{region} ({status})\",\n",
+    "        )\n",
+    "\n",
+    "# Customize the plot\n",
+    "plt.title(\n",
+    "    \"Off-grid Solar Capacity Over Time by Region and Conflict Status (Environmental Impact)\",\n",
+    "    fontsize=16,\n",
+    ")\n",
+    "plt.xlabel(\"Year\", fontsize=12)\n",
+    "plt.ylabel(\"Capacity (MW)\", fontsize=12)\n",
+    "plt.xticks(status_data[\"Year\"].unique(), rotation=45)\n",
+    "plt.legend(title=\"Region (Conflict Status)\", fontsize=10)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a32584ba",
+   "metadata": {},
+   "source": [
+    "This chart offers a clear view of off-grid solar capacity across different regions, highlighting the interplay between conflict status and sustainable energy adoption. Africa and Asia lead the way with the highest solar capacities, reflecting their significant role in the global shift toward renewable energy. Non-conflict regions across all continents consistently show a much stronger environmental impact, with greater solar capacity driving progress toward sustainability. Yet, even in conflict-affected areas, there’s a steady and inspiring rise in solar energy use. Despite the challenges of instability, these regions are increasingly embracing solar power, contributing to a greener future and showcasing the resilience of communities in adopting sustainable solutions."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c916d796",
+   "metadata": {},
+   "source": [
+    "# Comparative analysis\n",
+    "\n",
+    "## Overall Trends and Disparities\n",
+    " Across both environmental (capacity in MW) and social (people connected in\n",
+    " thousands) metrics, a consistent pattern emerges: non-conflict regions exhibit\n",
+    " significantly higher levels of solar PV deployment and adoption compared to conflict\n",
+    "affected regions. This disparity is evident in:\n",
+    " Growth Trajectories: Non-conflict areas show a steeper and more consistent\n",
+    " upward trend in both solar PV capacity and the number of people connected.\n",
+    " This suggests that stable political and economic environments are crucial for\n",
+    " fostering the rapid growth of renewable energy infrastructure and its widespread\n",
+    " adoption.\n",
+    " Scale of Deployment: The average capacity per country and the overall\n",
+    " distribution of values indicate that larger-scale solar PV projects and more\n",
+    " extensive energy access programs are predominantly found in non-conflict\n",
+    " zones. In conflict areas, deployments tend to be smaller and more fragmented,\n",
+    " often focusing on immediate needs rather than long-term, comprehensive\n",
+    " solutions\n",
+    "## Regional Vulnerabilities and Resilience\n",
+    " While some regions, such as Asia and Africa, show substantial solar PV activity in both\n",
+    " conflict and non-conflict settings, the proportion of deployment and connections in\n",
+    " non-conflict areas is overwhelmingly higher. This highlights the vulnerability of energy\n",
+    " infrastructure and access initiatives to armed conflicts. However, the presence of solar\n",
+    " PV in conflict zones, even at a reduced scale, also points to the resilience of\n",
+    " communities and the potential for decentralized renewable energy solutions to\n",
+    " provide critical services in challenging environments.\n",
+    "## Interconnectedness of Environmental and Social Impacts\n",
+    " The analysis reveals a strong interconnectedness between the environmental and\n",
+    " social impacts. Limited solar PV capacity in conflict zones directly translates to fewer\n",
+    " people having access to clean energy. This means that the environmental benefits of\n",
+    " reduced reliance on fossil fuels are constrained, and the social benefits of improved\n",
+    " health, education, and economic opportunities are not fully realized. Armed conflicts\n",
+    " create a vicious cycle where instability hinders sustainable energy development,\n",
+    " which in turn perpetuates energy poverty and exacerbates humanitarian challenges"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6c464576",
+   "metadata": {},
+   "source": [
+    "# Some statistical analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "52e47dc2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "--- Statistical Analysis of Environmental Impact (MW) ---\n",
+      "\n",
+      "ANOVA for Solar PV Capacity (MW) by Conflict Status:\n",
+      "                               sum_sq       df         F  PR(>F)\n",
+      "C(Q(\"Conflict Status\"))  6.630360e+02      1.0  1.324475  0.2498\n",
+      "Residual                 1.448144e+07  28928.0       NaN     NaN\n",
+      "\n",
+      "Regression Analysis for Solar PV Capacity (MW):\n",
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                  Value   R-squared:                       0.007\n",
+      "Model:                            OLS   Adj. R-squared:                  0.007\n",
+      "Method:                 Least Squares   F-statistic:                     98.24\n",
+      "Date:                Thu, 31 Jul 2025   Prob (F-statistic):           3.03e-43\n",
+      "Time:                        09:24:55   Log-Likelihood:            -1.3086e+05\n",
+      "No. Observations:               28930   AIC:                         2.617e+05\n",
+      "Df Residuals:                   28927   BIC:                         2.618e+05\n",
+      "Df Model:                           2                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==========================================================================================================\n",
+      "                                             coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------------------------\n",
+      "Intercept                               -529.4695     38.058    -13.912      0.000    -604.064    -454.875\n",
+      "C(Q(\"Conflict Status\"))[T.No Conflict]    -0.4115      0.361     -1.139      0.255      -1.120       0.297\n",
+      "Year                                       0.2643      0.019     13.969      0.000       0.227       0.301\n",
+      "==============================================================================\n",
+      "Omnibus:                    77446.962   Durbin-Watson:                   0.291\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):       2312173290.167\n",
+      "Skew:                          32.591   Prob(JB):                         0.00\n",
+      "Kurtosis:                    1386.439   Cond. No.                     5.84e+05\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 5.84e+05. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n",
+      "\n",
+      "--- Statistical Analysis of Social Impact (Thousands) ---\n",
+      "\n",
+      "ANOVA for People Connected (Thousands) by Conflict Status:\n",
+      "                               sum_sq       df         F    PR(>F)\n",
+      "C(Q(\"Conflict Status\"))  3.483387e+05      1.0  0.082061  0.774529\n",
+      "Residual                 5.612599e+10  13222.0       NaN       NaN\n",
+      "\n",
+      "Regression Analysis for People Connected (Thousands):\n",
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                  Value   R-squared:                       0.004\n",
+      "Model:                            OLS   Adj. R-squared:                  0.004\n",
+      "Method:                 Least Squares   F-statistic:                     27.80\n",
+      "Date:                Thu, 31 Jul 2025   Prob (F-statistic):           8.93e-13\n",
+      "Time:                        09:24:55   Log-Likelihood:            -1.1964e+05\n",
+      "No. Observations:               13224   AIC:                         2.393e+05\n",
+      "Df Residuals:                   13221   BIC:                         2.393e+05\n",
+      "Df Model:                           2                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==========================================================================================================\n",
+      "                                             coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------------------------\n",
+      "Intercept                              -3.857e+04   5195.800     -7.424      0.000   -4.88e+04   -2.84e+04\n",
+      "C(Q(\"Conflict Status\"))[T.No Conflict]    14.4204     50.236      0.287      0.774     -84.050     112.891\n",
+      "Year                                      19.2464      2.583      7.451      0.000      14.183      24.309\n",
+      "==============================================================================\n",
+      "Omnibus:                    37773.294   Durbin-Watson:                   0.115\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):       1725717908.414\n",
+      "Skew:                          38.489   Prob(JB):                         0.00\n",
+      "Kurtosis:                    1771.064   Cond. No.                     5.85e+05\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 5.85e+05. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "from statsmodels.formula.api import ols\n",
+    "\n",
+    "import statsmodels.api as sm\n",
+    "\n",
+    "\n",
+    "def perform_statistical_analysis_existing(mw_df, thousands_df):\n",
+    "    # Define solar PV technologies for the MW dataframe\n",
+    "    solar_technologies_mw = [\n",
+    "        \"Other off-grid solar PV\",\n",
+    "        \"Other off-grid solar PV (of which health)\",\n",
+    "        \"Other off-grid solar PV (of which commercial/public)\",\n",
+    "        \"Other off-grid solar PV (of which education)\",\n",
+    "        \"Other off-grid solar PV (of which not specified)\",\n",
+    "        \"Other off-grid solar PV (of which industry)\",\n",
+    "        \"Other off-grid solar PV (of which tourism)\",\n",
+    "        \"Other off-grid solar PV (of which public lighting)\",\n",
+    "        \"Other off-grid solar PV (of which communication)\",\n",
+    "        \"Other off-grid solar PV (of which residential)\",\n",
+    "        \"Other off-grid solar PV (of which agriculture)\",\n",
+    "        \"Other off-grid solar PV (of which multi-purpose)\",\n",
+    "        \"Solar mini-grids\",\n",
+    "        \"Solar lights (<11 W)\",\n",
+    "        \"Solar pumps\",\n",
+    "        \"Solar pumps (public water supply)\",\n",
+    "        \"Solar pumps (agriculture)\",\n",
+    "        \"Solar home systems (SHS 11-50 W)\",\n",
+    "        \"Solar home systems (SHS >50 W)\",\n",
+    "        \"Solar cookers\",\n",
+    "        \"Solar lights and solar home systems (SHS)\",\n",
+    "    ]\n",
+    "    solar_mw_df = mw_df[mw_df[\"Technology\"].isin(solar_technologies_mw)]\n",
+    "\n",
+    "    # Define social impact technologies for the Thousands dataframe\n",
+    "    social_technologies_thousands = [\n",
+    "        \"Number of people connected to hydropower\",\n",
+    "        \"Number of people using solar lights (<11 W)\",\n",
+    "        \"Number of people connected to solar mini-grids (Tier 1)\",\n",
+    "        \"Number of people connected to solar mini-grids (Tier 2+)\",\n",
+    "        \"Number of people using SHS (11-50 W)\",\n",
+    "        \"Number of people using SHS (>50 W)\",\n",
+    "        \"Number of people served by solar cookers\",\n",
+    "    ]\n",
+    "    social_thousands_df = thousands_df[\n",
+    "        thousands_df[\"Technology\"].isin(social_technologies_thousands)\n",
+    "    ]\n",
+    "\n",
+    "    print(\"\\n--- Statistical Analysis of Environmental Impact (MW) ---\")\n",
+    "    if not solar_mw_df.empty:\n",
+    "        # ANOVA: Value ~ Conflict Status\n",
+    "        model_mw = ols('Value ~ C(Q(\"Conflict Status\"))', data=solar_mw_df).fit()\n",
+    "        anova_table_mw = sm.stats.anova_lm(model_mw, typ=2)\n",
+    "        print(\"\\nANOVA for Solar PV Capacity (MW) by Conflict Status:\")\n",
+    "        print(anova_table_mw)\n",
+    "\n",
+    "        # Regression analysis: Value ~ Year + Conflict Status\n",
+    "        solar_mw_df_copy = solar_mw_df.copy()\n",
+    "        solar_mw_df_copy[\"Conflict_Status_Encoded\"] = (\n",
+    "            solar_mw_df_copy[\"Conflict Status\"].astype(\"category\").cat.codes\n",
+    "        )\n",
+    "        model_mw_reg = ols(\n",
+    "            'Value ~ Year + C(Q(\"Conflict Status\"))', data=solar_mw_df_copy\n",
+    "        ).fit()\n",
+    "        print(\"\\nRegression Analysis for Solar PV Capacity (MW):\")\n",
+    "        print(model_mw_reg.summary())\n",
+    "    else:\n",
+    "        print(\"No data available for environmental impact analysis.\")\n",
+    "\n",
+    "    print(\"\\n--- Statistical Analysis of Social Impact (Thousands) ---\")\n",
+    "    if not social_thousands_df.empty:\n",
+    "        # ANOVA: Value ~ Conflict Status\n",
+    "        model_social = ols(\n",
+    "            'Value ~ C(Q(\"Conflict Status\"))', data=social_thousands_df\n",
+    "        ).fit()\n",
+    "        anova_table_social = sm.stats.anova_lm(model_social, typ=2)\n",
+    "        print(\"\\nANOVA for People Connected (Thousands) by Conflict Status:\")\n",
+    "        print(anova_table_social)\n",
+    "\n",
+    "        # Regression analysis: Value ~ Year + Conflict Status\n",
+    "        social_thousands_df_copy = social_thousands_df.copy()\n",
+    "        social_thousands_df_copy[\"Conflict_Status_Encoded\"] = (\n",
+    "            social_thousands_df_copy[\"Conflict Status\"].astype(\"category\").cat.codes\n",
+    "        )\n",
+    "        model_social_reg = ols(\n",
+    "            'Value ~ Year + C(Q(\"Conflict Status\"))', data=social_thousands_df_copy\n",
+    "        ).fit()\n",
+    "        print(\"\\nRegression Analysis for People Connected (Thousands):\")\n",
+    "        print(model_social_reg.summary())\n",
+    "    else:\n",
+    "        print(\"No data available for social impact analysis.\")\n",
+    "\n",
+    "\n",
+    "# Run the statistical analysis using the existing dataframes 'mw' and 'thousands'\n",
+    "perform_statistical_analysis_existing(mw, thousands)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee403dd4",
+   "metadata": {},
+   "source": [
+    "### ANOVA for Solar PV Capacity by Conflict Status\n",
+    "| Source                        | sum_sq         | df       | F        | PR(>F) |\n",
+    "|------------------------------|----------------|----------|----------|--------|\n",
+    "| C(Q(\"Conflict Status\"))      | 6.630360e+02   | 1.0      | 1.324475 | 0.2498 |\n",
+    "| Residual                     | 1.448144e+07   | 28928.0  | NaN      | NaN    |\n",
+    "\n",
+    "\n",
+    "The p-value for C(Q(\"Conflict Status\")) is 0.2498. Since this p-value is greater than 0.05, we do not find a statistically significant difference in the mean solar PV capacity (MW) between conflict-affected and non-conflict regions based on this ANOVA model. This suggests that, when considering only the binary conflict status, the average solar PV capacity does not differ significantly between these two groups.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1474ed35",
+   "metadata": {},
+   "source": [
+    "### Regression Analysis for People Connected (Thousands)\n",
+    "\n",
+    "- R-squared: 0.004, indicating that only 0.4% of the variation in the number of people connected is explained by Year and Conflict Status.\n",
+    "\n",
+    "- Year: The coefficient for Year is 19.2464 with a p-value of 0.000. This is statistically significant, suggesting that, on average, the number of people connected to solar PV systems increased by approximately 19.2464 thousand each year, holding conflict status constant.\n",
+    "\n",
+    "- C(Q(\"Conflict Status\"))[T.No Conflict]: The coefficient is 14.4204 with a p-value of 0.774. This is not statistically significant. This means that, after accounting for the effect of Year, there is no statistically significant difference in the number of people connected between conflict and non-conflict regions.\n",
+    "\n",
+    "- Overall Model Fit: The R-squared value of 0.004 is extremely low, indicating that the model has very little explanatory power. Similar to the environmental impact analysis, the high Cond. No. suggests potential multicollinearity or other numerical problems.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad514e44",
+   "metadata": {},
+   "source": [
+    "# Overall Interpretation and Limitations\n",
+    "\n",
+    "Both the ANOVA and regression analyses for both environmental (MW capacity) and social (people connected) impacts consistently show that the binary Conflict Status variable, does not have a statistically significant direct impact on the Value (capacity or people connected) when controlling for Year. The Year variable, however, is consistently significant, indicating a general upward trend in solar PV deployment and access over time, regardless of conflict status.\n",
+    "\n",
+    "### Key Takeaways and Caveats:\n",
+    "<ol>\n",
+    "\n",
+    "<li>Statistical vs. Visual Trends: While the visual trends in the previous analysis might have suggested differences, these statistical models, which control for the effect of time, do not find a statistically significant difference attributable solely to the binary Conflict Status. This highlights the importance of statistical testing to confirm observed patterns.</li>\n",
+    "\n",
+    "<li>Limited Explanatory Power: The extremely low R-squared values (0.007 for MW and 0.004 for Thousands) are crucial. They indicate that Year and the binary Conflict Status explain a negligible amount of the variation in solar PV capacity and connections. This strongly suggests that there are many other, more influential factors at play that were not included in these models.</li>\n",
+    "\n",
+    "<li>Binary Conflict Definition: The primary limitation is the simplistic binary definition of conflict status. Real-world conflicts vary greatly in intensity, duration, and geographical spread. A country might be classified as 'Conflict' even if only a small region is affected, which could dilute the observed impact on national-level solar PV data.</li>\n",
+    "\n",
+    "<li>Confounding Variables: The models do not account for other critical factors that influence solar PV deployment and access, such as economic development, specific government policies, international aid, geographical characteristics, and energy demand. These unobserved variables are likely confounding the relationship, meaning they are correlated with both conflict status and solar PV adoption, making it difficult to isolate the true effect of conflict.</li>\n",
+    "\n",
+    "<li>Data Aggregation: The data is aggregated at the country-year level. This means that localized impacts within a country (e.g., a specific region heavily affected by conflict) might be averaged out and not visible in the national-level data.</li>\n",
+    "\n",
+    "<li>Causality: These statistical models demonstrate correlation (or lack thereof), not causation. While conflict might hinder solar PV development, it's also plausible that regions with lower development (and thus lower solar PV adoption) are more susceptible to conflict.</li>\n",
+    "\n",
+    "<li>Time Lag Effects: The models assume an immediate effect of conflict status. However, the impact of conflict on infrastructure development and energy access might have a delayed effect, manifesting several years after the conflict begins or ends. The current models do not account for such time lags.</li>\n",
+    "\n",
+    "</ol>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "115262d3",
+   "metadata": {},
+   "source": [
+    "# TL;DR:\n",
+    "> This analysis focuses on the social and environmental aspects, while other team members addressed some of the above mentioned limitations in more depth."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/4_data_analysis/social_environment_analysis/tech_explanation.md b/4_data_analysis/social_environment_analysis/tech_explanation.md
new file mode 100644
index 000000000..eced24e50
--- /dev/null
+++ b/4_data_analysis/social_environment_analysis/tech_explanation.md
@@ -0,0 +1,106 @@
+# Technical explanation
+
+## Introduction
+
+The analysis utilized two datasets: IRENA_OFGStats_mw.cleaned.xlsx for capacity
+in Megawatts (MW) and IRENA_OFGStats_thousands.cleaned.xlsx for connections in
+thousands of people. Both datasets included a 'Conflict Status' variable
+(Conflict/No Conflict) and spanned the years 2000-2025
+
+## Methodology
+
+### Analytical Techniques
+
+#### Descriptive Analysis
+
+Time-series trends were generated by grouping data
+by 'Year' and 'Conflict Status' and summing 'Value'. Distributions were
+examined using descriptive statistics. Regional deployment and social
+impact patterns were analyzed by summing 'Value' across 'Region' and 'Conflict Status'.
+
+#### Statistical Modeling
+
+- **ANOVA (Analysis of Variance):** Used to test for statistically significant
+  differences in the mean 'Value' (MW capacity or thousands of people connected)
+  between 'Conflict' and 'No Conflict' groups. The formula used was
+  `Value ~ C(Q("Conflict Status"))` for MW data and `Value ~ C("Conflict Status")`
+  for thousands data.
+
+- **Ordinary Least Squares (OLS) Regression:** Employed to model the relationship
+between 'Value' (dependent variable) and 'Year' (continuous independent variable)
+ and 'Conflict Status' (categorical independent variable). The formula used was
+`Value ~ Year + C(Q("Conflict Status"))` for MW data and
+`Value ~ Year + C("Conflict Status")` for thousands data.
+'Conflict Status' was encoded as a categorical variable.
+
+## Key findings
+
+### Environmental Impact (MW Capacity)
+
+- **Trends:** Visual inspection of raw data indicated a general increase in solar
+PV capacity over time in both conflict and non-conflict regions, with non-conflict
+regions showing a higher overall capacity and steeper growth.
+
+- **ANOVA:** The ANOVA for solar PV capacity by conflict status yielded a p-value
+of 0.2498. This indicates no statistically significant difference in mean solar
+PV capacity between conflict and non-conflict regions at the 0.05 significance level.
+
+- **Regression:** The OLS regression model for solar PV capacity showed 'Year'
+as a statistically significant predictor (p < 0.001), with a positive coefficient
+(0.2643), indicating an increase in capacity over time. 'Conflict Status' was
+not statistically significant (p = 0.255). The model's R-squared was very low
+(0.007), suggesting that 'Year' and 'Conflict Status' explain very little
+variance in capacity.
+
+#### Greenhouse Gas Emissions Avoided
+
+To quantify a direct environmental benefit, greenhouse gas (GHG) emissions
+avoided can be estimated by applying a general emission factor for solar PV
+(e.g., 50 gCO2eq/kWh) to the deployed solar PV capacity, considering factors
+such as capacity factor and operational lifespan. The annual GHG emissions
+avoided will vary significantly based on conflict status, with deployments in conflict
+zones typically showing lower mitigation impacts compared to non-conflict regions
+due to disparities in installed capacity. This highlights a reduced environmental
+benefits in conflict-affected areas.
+
+### Social Impact (Thousands of People Connected)
+
+- **Trends:** Visual inspection suggested a higher number of people connected
+to solar PV in non-conflict regions and a faster growth rate compared
+to conflict areas.
+
+- **ANOVA:** The ANOVA for people connected by conflict status resulted in
+a p-value of 0.774529, indicating no statistically significant difference in
+the mean number of people connected between conflict and non-conflict regions.
+
+- **Regression:** The OLS regression model for people connected also found 'Year'
+to be a statistically significant predictor (p < 0.001), with a positive
+coefficient (19.2464), indicating an increase in connections over time.
+'Conflict Status' was not statistically significant (p = 0.774).
+The R-squared was very low (0.004), implying that these variables
+explain minimal variance in connections.
+
+#### Holistic Social Impact: Interpretation of People Connected
+
+The metric of 'People Connected' to solar PV systems serves as a holistic
+indicator of social impact, encompassing various benefits beyond mere electricity
+provision. These benefits include, but are not limited to, improved health outcomes
+(reduced indoor air pollution from traditional fuels), enhanced educational
+opportunities (lighting for study), increased safety and security
+(illumination of homes and public spaces), and economic empowerment
+(support for small businesses, mobile phone charging). The observed disparities
+in 'People Connected' between conflict and non-conflict zones directly reflect
+differential access to these multifaceted social advantages. The limited reach
+of solar PV in conflict-affected areas therefore implies a constrained realization
+of these critical social benefits, exacerbating existing vulnerabilities.
+
+## Conclusion
+
+Although our initial observations might make it seem like conflicts directly hinder
+solar power development, our deeper statistical suggests that the
+relationship is far more complicated than a simple cause-and-effect. Many other
+factors are at play, and the way we define and measure conflict significantly
+impacts what we can conclude. This means that truly understanding and addressing
+the challenges of bringing solar power to conflict-affected communities requires
+a much more detailed and nuanced approach, looking beyond simple labels and
+considering the complex web of influences.
diff --git a/5_communication_strategy/README.md b/5_communication_strategy/README.md
index 30560c7e5..a07b11b5b 100644
--- a/5_communication_strategy/README.md
+++ b/5_communication_strategy/README.md
@@ -1 +1,251 @@
+
+<!-- markdownlint-disable MD013 MD001 MD023 MD022 MD049 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012-->
 # Communication Strategy
+[![Typing SVG](https://readme-typing-svg.herokuapp.com?font=Poppins&weight=500&size=35&pause=1000&color=3B6FD4&vCenter=true&repeat=false&width=850&height=40&lines=Solar+Energy+for+Community+Resilience+in+Sudan)](https://git.io/typing-svg)
+
+This strategy is designed to empower **Popular Committees in Sudan** to champion solar energy solutions for their communities.
+
+## **Core Message**
+**Solar power is not just about lights—it's about our community's future.**
+- *"When the main power is cut, solar energy keeps our clinics running, our water pumps flowing, and our neighborhoods safe."*
+- *"This isn't a temporary fix; it's a permanent solution that gives us control over our own essential services."*
+
+---
+
+## **Narrative: A Story for Our Community**
+
+### **1. Beginning – The Problem We All Face**
+
+- **Challenge:**
+  - Khartoum’s power grid is unreliable and frequently fails, especially during crises.
+  - Diesel is costly, difficult to obtain, and dependent on noisy, high-maintenance generators.
+  - These issues disrupt essential services such as clinics, schools, and water supply.
+
+- **Misconception:**
+  - Many believe solar is only suitable for private homes or businesses.
+  - It’s often perceived as too expensive or complicated for public infrastructure.
+
+<details>
+<summary><b>Current Situation</b></summary>
+
+- **Power Reliability:**  
+  In Khartoum and nearby areas, outages can last **1–7 days** during peak demand or crisis periods.
+
+  <details>
+  <summary><b>Duration Varies</b></summary>
+
+  The length of blackouts depends on the situation:
+  - **Routine Unreliability:** Even in stable periods, daily outages of **12–16 hours** are common due to poor infrastructure and maintenance.
+  - **Peak Demand:** Hot summer months overwhelm the grid, causing longer and more frequent outages.
+  - **Conflict & Crisis:** The most severe scenario — damage to power stations or transmission lines can cause outages lasting **days, weeks, or even months**.  
+    In some cases, residents have had to repair damaged infrastructure themselves.
+  </details>
+
+- **Diesel Dependence:**  
+  - Price (2025): ~**$2.10/litre**.  
+  - A small clinic consumes **80–120 litres/month** just for refrigeration and lighting.
+
+- **Impact on Services:**
+  - **Healthcare:** Vaccines spoil; night operations are cancelled.  
+  - **Water:** Pumps stop, forcing residents to fetch water manually.  
+  - **Education:** Evening classes are cancelled due to lack of lighting.
+
+</details>
+
+
+### **2. Middle – The New Discovery**
+- **Evidence:** Successful solar adoption exists in parts of Sudan and elsewhere.
+- **Reality:** Small, durable solar systems outperform the central grid, especially during crises.
+- **Opportunity:** Replace costly diesel generators with community-owned solar solutions.
+
+### **3. End – The Call to Action**
+- **Implication:** Solar is vital infrastructure for resilience and self-sufficiency.
+- **Action:** Popular Committees to lead as champions of solar adoption.
+
+---
+## **Audience**
+
+In this strategy, we combined two audiences to deliver an impactful result: 
+
+<details>
+<summary><b>
+1. Funder / Donor  </b></summary>
+
+**Who they are**: [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/)
+
+| **Category** | **Details** |
+|--------------|-------------|
+| **Target Funders** | [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/) |
+| **What Drives Them?** | Belief in **refugee-led solutions**. Their mission is to **center displaced people** in humanitarian work, valuing lived experience as key to identifying needs and crafting effective solutions. |
+| **Why Our Project Fits** | Our project highlights **solar energy as a survival infrastructure**, showing how communities are already **innovating**. This aligns with their **bottom-up, grassroots** approach. |
+| **What They Fund** | - **Early-stage innovations** by refugees, for refugees  <br> - Community-based projects  <br> - Strong focus on **energy access** and practical solutions |
+| **Geographic Focus** | Global — open to all countries where **UNHCR operates** |
+| **Partners & Grantees** | Refugee-Led Organizations (RLOs), local community groups, and **non-traditional partners** |
+| **Goals** | - **Empower refugees** to lead solutions  <br> - **Build capacity** (project management, finance, data)  <br> - Promote **sustainable, dignified alternatives** to traditional aid |
+| **Problem They Address** | Lack of **flexible, direct funding** for local refugee-led initiatives |
+| **Incentive** | Belief that **investing in refugee-led innovation** leads to more **sustainable and impactful** outcomes than top-down approaches |
+| **How They Operate** | - Focused on **real-world impact**, not flashy tech  <br> - Want a **clear, actionable plan**  <br> - Value **strong community engagement** |
+| **Assumptions** | - Refugees are **active problem-solvers**, not passive recipients  <br> - **Energy is essential** and must be **affordable, reliable, and locally accessible** |
+| **Grant Information** | - **Fund Name:** [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/)  <br> - **Location:** Based in Copenhagen, Denmark (Global reach)  <br> - **Status:** **Open** for applications  <br> - **Deadline:** August 22, 2025  <br> - **Eligibility:** Must be **led by forcibly displaced or stateless people** |
+| **Preferred Communication Channels** | - **Email** (professional and concise)  <br> - **LinkedIn** (for initial contact and visibility)  <br> - Possibly open to **Zoom/Webinars** if discussing partnerships or innovations |
+| **What's Offered** | - **Financial support:** Up to $45,000 USD.  <br> - **Holistic support:** This goes beyond just money. It includes mentoring, help with project management, technical expertise (like legal or technology advice), and opportunities for networking with other refugee-led organizations.  <br> - **Focus on learning:** The fund emphasizes measuring outcomes and sharing lessons learned. |
+| **What we need from them** |-**Fund Our Pilot Project:** We request flexible, direct funding (up to $45,000) to design, implement, and evaluate a refugee-led "Solar Survival Kit" pilot in Khartoum, Sudan. <br> - **Amplify Our Findings:** Use their platform to share our blog post, research and project outcomes with key policymakers, donors, and other humanitarian organizations. <br> - **Support Local Leadership:** Advocate for a shift in humanitarian energy policy that prioritizes and funds refugee-led, grassroots solutions. |
+| **The Application Process** | -Submitting a proposal online. <br> - A vetting and due diligence phase to check eligibility (specifically that at least 50% of the leadership has lived experience). <br> - A pitch to a selection committee. <br> - A final review by a steering committee, which includes displaced and stateless individuals.|
+| **Barriers to Engagement** | - Projects not led by refugees are **ineligible** regardless of quality  <br> - Overly **technical or top-down language** may be a turn-off  <br> - Lack of community involvement or unclear benefit to displaced people |
+| **Best Medium / Format** | - **Blog posts** (story-driven, impact-focused)  <br> - **One-pagers or infographics** (clear, visual summaries of outcomes)  <br> - **Short reports with data + community voices** |
+
+</details>
+
+<details>
+<summary><b>
+2. General Public </b></summary>
+
+**Who they are**: Popular (Neighborhood-Based) Committees for Local Service Delivery and Community Administration in Sudan.  
+
+**What They Do:** These are community-based bodies, 
+typically formed at the neighborhood or village level,
+to manage and coordinate essential local affairs in the
+absence or weakness of formal state institutions.
+They are often responsible for basic service delivery
+(such as water, electricity, and sanitation),
+issuing residence certificates, resolving local disputes,
+organizing community security efforts,
+and mobilizing resources through voluntary contributions.  
+
+**Their Goals and Aims:** Their main purpose is to serve as a link between regulatory bodies,
+government agencies, aid organizations, and the members of the communities they represent.
+In contexts like Sudan, these committees can play a vital governance role—especially
+during periods of crisis or when state presence is limited.  
+
+**Their Scientific Background:** As committee members are elected from within the community,
+their educational and scientific backgrounds can vary significantly.
+However, it is generally expected that most of them have at least
+a basic understanding of mathematics and statistics, which should
+make it possible to communicate findings and results effectively.
+Most also have access to smartphones and the internet and are comfortable using them.  
+
+**Their Background on Solar Energy:** Solar energy is already
+recognized as a resilient solution to Sudan’s energy challenges.
+However, its use has been mostly limited to individual
+applications—such as private homes or services provided by
+the private sector. It has not yet been widely adopted for
+public services such as health, education, or agriculture.
+In these sectors, communities still rely primarily on diesel
+generators, as they are more familiar and accessible.  
+
+#### **What we expect from them:**  
+- Raise awareness about the benefits of solar
+  energy for public services (schools, clinics, water pumps).
+- Dispel common misconceptions
+  (e.g., solar is only for homes, or it’s too expensive to maintain).
+- Encourage collective acceptance of solar projects.
+- Highlight locations and institutions
+  where solar infrastructure would have the highest impact.
+- Encourage community contributions
+  (financial or in-kind) to expand deployment.
+- Coordinate between communities,implementing partners,
+  and government agencies to enable smooth deployment.
+- Organize community meetings or forums for
+  project planning and decision making.
+tain communication with updates and invitations for joint activities.
+</details>
+
+---
+## Medium
+<details>
+<summary><b>
+A. For Committees </b></summary>
+
+#### **1. Communication & Awareness Tools**
+- **Infographics** (WhatsApp-shareable) showing solar benefits:
+  - *Clinic:* Vaccines stay cold, operations continue at night.
+  - *Water Pump:* Water flows without costly diesel.
+  - *School:* Evening study possible despite outages.
+- **Short Videos:** Success stories from other committees/leaders.
+- **Case Studies:** One-page documents including:
+  - Problem → Solution → Result.
+
+#### **2. Guiding Community Meetings & Forums**
+- **Meeting Agenda Template** for discussing solar adoption.
+- **Decision-Making Framework** with ranking criteria:
+  - People served.
+  - Service criticality in emergencies.
+  - Sunlight availability and installation space.
+
+#### **3. Dispelling Misconceptions**
+- **Fact Sheets:**
+  - *Myth:* Solar is too expensive → **Fact:** Saves money over time.
+  - *Myth:* Solar is for the rich → **Fact:** Community investment benefits all.
+  - *Myth:* Solar is unreliable → **Fact:** Modern tech works day/night, even on cloudy days.
+
+#### **4. Mobilizing Community Action**
+- **Contribution Plan Template** for funding, labor, or site provision.
+- **Partner Coordination Guide** for working with aid agencies and NGOs.
+</details>
+
+<details>
+<summary><b>
+B. For Funders (UNHCR) </b></summary>
+
+#### 1. Pitch Presentation
+
+* **Action:** Create a concise, visually appealing deck (e.g., 10-15 slides).
+* **Content:**
+    * **Slide 1: The Problem (The "Why"):** Use a single powerful image and a short, emotional headline, such as, "When the lights go out, lives are at risk."
+    * **Slide 2: Our Discovery (The Data):** Show a simple chart or map from our data science project that highlights the need.
+    * **Slide 3: Our Solution (The "What"):** Introduce the **"Solar Survival Kit"** with a clear diagram or prototype image.
+    * **Slide 4: Our Partners (The "Who"):** Feature a picture of the Popular Committees and explain their leadership role.
+    * **Slide 5: Our Plan (The "How"):** Use a simple timeline to show our implementation plan.
+    * **Slide 6: Our Ask:** Clearly state our request for $45,000 and what we'll achieve with it.
+    * **Final Slide: The Vision:** End with a powerful statement about the future we are building—resilient, self-sufficient communities in Sudan.
+</details>
+
+<details>
+<summary><b>
+ C. For the Public </b></summary>
+
+#### 1. Blog Post & Infographics
+
+This is about building buy-in and awareness, using simple, relatable language.
+
+* **Action:** Publish the blog post on website or a platform like Medium, and create shareable infographics for platforms like WhatsApp and Facebook.
+* **Content:**
+    * **Blog Post:**
+        * The title should be inspiring and relatable, such as, "How Our Community is Building a Brighter Future with Solar Power."
+        * Use the "Narrative: A Story for Our Community" to guide the structure.
+        * Keep the language simple and avoid jargon.
+        * Include quotes from community members and stories of success.
+        * End with a clear call to action: "Join our next meeting to learn more," or "Share this with your neighbors."
+    * **Infographics:**
+        * Create visuals for each of the "Fact Sheets" to dispel myths.
+        * Use simple icons to represent clinics, schools, and water pumps.
+        * Show a side-by-side comparison of the cost and effort of diesel versus solar.
+        * Ensure all text is in the local language(s) and is easy to read on a smartphone.
+</details>
+
+---
+
+## Actions & Expectations
+
+### **From UNHCR (Funder)**
+- **Financial Support:** Up to $45,000 for the pilot “Solar Survival Kit.”
+- **Holistic Support:**
+  - Project management expertise.
+  - Technical advice on solar.
+  - Mentoring and partner connections.
+- **Advocacy:** Amplify results to influence wider humanitarian policy.
+
+### **From Popular Committees (Local Partners)**
+- **Awareness:** Educate community on public-service solar.
+- **Mobilization:** Lead myth-busting and community buy-in.
+- **Coordination:** Organize meetings and oversee implementation.
+- **Project Selection:** Identify high-impact sites for solar.
+
+---
+
+## Change 
+Our project aims to create a fundamental shift from dependency to resilience.
+
+* **From Donors:** We want to change their funding model from supporting costly, short-term solutions to **investing in sustainable, community-led solar infrastructure.**
+* **From Communities:** We want to shift the mindset around solar from a private luxury to a **vital public utility** managed by local leaders.
+* **For the Humanitarian Sector:** We want to redefine solar energy as a **core component of emergency response**, not a niche innovation, providing a new model for energy resilience in conflict zones.
diff --git a/5_communication_strategy/email.md b/5_communication_strategy/email.md
new file mode 100644
index 000000000..f454e80da
--- /dev/null
+++ b/5_communication_strategy/email.md
@@ -0,0 +1,35 @@
+
+<!-- markdownlint-disable MD013 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012-->
+
+
+<!-- markdownlint-disable MD031 MD033 MD004 MD001 MD009 MD013 MD045 MD001 -->
+
+**Subject:** Collaboration Opportunity: Refugee-Led Innovation Fund Application  
+
+Dear Fay Magid,  
+
+I hope this email finds you well. My name is **Ahd Abdelrahim**, and I am reaching out on behalf of my team from the **MIT Emerging Talent program**.  
+
+We are currently working on a project that addresses the **energy challenges faced by displaced communities**, specifically exploring how **solar energy** can serve not only as a sustainable technology but also as a survival infrastructure in conflict-affected areas. Our aim is to design **practical, community-driven solutions** that provide reliable energy access and restore dignity for displaced and underserved populations.  
+
+We came across your impactful work with **IEEE** and believe your organization’s expertise and credibility would make you an invaluable partner as we prepare to apply for the **UNHCR Refugee-Led Innovation Fund (RLIF)**. Since only organizations are eligible to apply (not individuals), we are seeking a partnership with an established organization like IEEE to strengthen our proposal.  
+
+If our work resonates with you, we would be honored to explore the possibility of collaborating under your organization’s name for the RLIF application. This would involve representing the project together, while we contribute the **research, proposal draft, and community-focused design** we have already developed.  
+
+To give you more details, we have prepared:  
+- A [document](https://docs.google.com/document/d/1qtnTPDyECZFVlH4yhWlZRAuwwtspa7mvojq4XWrX1DM/edit?tab=t.0) outlining the fund, requirements, and our draft budget  
+- A [GitHub repository](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo) where our research and progress are documented  
+- A [pitch deck](https://solarenergyforcommunityresilienceinsudan.my.canva.site/) and [proposal](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/5_communication_strategy/proposal.md) aligned with the UNHCR evaluation criteria  
+- A [blog post](https://medium.com/@ahdbasan/survival-not-just-sustainability-the-role-of-solar-in-conflict-zones-54ef59c76af4) highlighting how solar energy provides resilience and dignity in conflict-driven blackouts  
+
+The application deadline is **August 31, 2025**, so we would greatly appreciate hearing back from you at your earliest convenience.
+
+We truly believe this project can make a meaningful impact, but to make it a reality, we need the support of an established organization like IEEE. If you find our work aligned with your mission, we would love to discuss possible next steps.  
+
+Thank you for taking the time to consider this. I look forward to hearing your thoughts.  
+
+Warm regards,  
+**Ahd Abdelrahim**  
+MIT Emerging Talent Program – Cohort 6  
+[ahdbasan2@gmail.com](maltio:ahdbasan2@gmail.com)  
+GitHub – [ahdbasan](https://github.com/ahdbasan)  
diff --git a/5_communication_strategy/guide.md b/5_communication_strategy/guide.md
index 275ba73c7..5c00c2891 100644
--- a/5_communication_strategy/guide.md
+++ b/5_communication_strategy/guide.md
@@ -1,6 +1,32 @@
-# Communication Strategy: Guide
 
-This folder is here to organize the communication strategy for your research
-findings. You can use it however you like. Your communication artefact doesn't
-need to be stored here - it could be a video hosted on YouTube, a SM campaign,
-... don't constrain yourself to something that can be stored on GitHub!
+<!-- markdownlint-disable MD013 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012-->
+
+
+<!-- markdownlint-disable MD031 MD033 MD004 MD001 MD009 MD013 MD045 MD001 -->
+# **Communication Strategy: Guide**
+
+This project’s communication strategy is split into four key files.  
+Each serves a different purpose — together, they form a complete, consistent message.
+
+### Team Process
+
+- **`process.md`** → [View file](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/communicating_res/5_communication_strategy/process.md)  
+  The **detailed playbook** for our process of choosing persona and how to communicate with each audience.  
+  - **Includes:** General Core mesage, audience profiles, barriers to adoption, engagement methods and communication channels
+
+### The Document
+
+- **`readme.md`** → [View file](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/communicating_res/5_communication_strategy/README.md)  
+  The **public-facing summary** blending storytelling with actionable strategy.  
+  - **Includes:** Project overview, key messages, condensed audience insights, expectations from partners, evaluation criteria, and recommended communication tools, change and action.
+
+### Communication Artifact
+
+- **`pitch.md`** → [View file](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/communicating_res/5_communication_strategy/pitch.md)  
+  A **short, persuasive introduction** for UNHCR, partners, and decision-makers and an email draft.
+  - **Includes:** Problem statement, key insight from our data analysis, the "Solar Survival Kit" concept, community partnership model, and the funding/partnership request.
+
+- **`proposal.md`** → [View file](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/communicating_res/5_communication_strategy/proposal.md)  
+  A **full grant-style proposal** with structured details aligned to UNHCR evaluation criteria.  
+  - **Includes:** Challenge framing, innovation, community leadership, implementation roadmap, impact, sustainability, scale.
+  
diff --git a/5_communication_strategy/pitch.md b/5_communication_strategy/pitch.md
new file mode 100644
index 000000000..55840eecc
--- /dev/null
+++ b/5_communication_strategy/pitch.md
@@ -0,0 +1,7 @@
+
+<!-- markdownlint-disable MD013 MD037 MD001 MD023 MD022 MD049 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012 MD013 MD037-->
+# **Solar Energy for Community Resilience in Sudan**
+
+# [Pitch Deck Presentation](https://solarenergyforcommunityresilienceinsudan.my.canva.site/)
+
+
diff --git a/5_communication_strategy/process.md b/5_communication_strategy/process.md
new file mode 100644
index 000000000..335209163
--- /dev/null
+++ b/5_communication_strategy/process.md
@@ -0,0 +1,205 @@
+
+<!-- markdownlint-disable MD013 MD037 MD001 MD023 MD022 MD049 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012-->
+# Communicating Results Strategy
+[![Typing SVG](https://readme-typing-svg.herokuapp.com?font=Poppins&weight=500&size=30&pause=1000&color=6396E9&center=true&vCenter=true&repeat=false&width=850&height=40&lines=Solar+Energy+as+Survival+Infrastructure+in+Conflict+Zones)](https://git.io/typing-svg)
+
+> 🟡 _**When the Grid Goes Dark, the Sun Keeps the Lights On**_
+
+In conflict-affected areas, reliable energy isn’t a luxury — it’s survival.  
+As power grids fail, **solar quietly powers clinics, clean water, lights — and hope**.
+
+## Core Message
+> _"Solar energy isn’t just green — it’s a lifeline."_  
+> “When the grid goes dark, a $10 solar lamp becomes the difference between isolation and connection.”
+
+In war-torn regions, it powers what matters most: healthcare, safety, and communication.  
+Even amidst destruction, **solar adoption surges** — proving itself as *critical humanitarian infrastructure*.  
+_It demonstrates surprising resilience and critical adaptation._
+
+| **Why This Matters** |
+|--------------------------|
+| - _Humanitarian aid planning_ must treat energy as a **basic need** — not an afterthought.<br>- For _governments_: decentralizing energy through solar isn’t just climate action — **it’s conflict resilience planning.** |
+
+----
+## Narrative
+
+### **1. Beginning – The Problem**  
+In conflict zones, energy systems fail. **90% of refugee settlements lack reliable electricity.**  
+[![Typing SVG](https://readme-typing-svg.herokuapp.com?font=Poppins&weight=500&size=14&pause=1000&color=D43737&vCenter=true&repeat=false&width=850&height=40&lines=%F0%9F%93%88+Solar+once+offered+hope+%E2%80%94+but+rising+costs+in+conflicted+communities+threaten+its+role+as+*survival+infrastructure*.)](https://git.io/typing-svg)
+<details>
+<summary><b>Solar energy is often seen as a cost-effective and scalable solution for energy access — but in conflict zones, this promise is threatened by a range of economic and systemic challenges: </b></summary>
+
+- **Solar is more expensive in conflict zones**  
+  Even though solar is generally affordable worldwide, in areas affected by war or instability, solutions like solar kits can cost up to **57% more**, making them unaffordable for the communities that need them most. A relevant report is the [IEA's World Energy Outlook 2023](https://www.iea.org/reports/world-energy-outlook-2023)
+
+- **People without electricity mostly live in these places**  
+  An estimated **64% of people lacking electricity access live in conflict-affected regions**, meaning that high costs disproportionately impact the most vulnerable populations. The [World Bank's Energy Overview](https://www.worldbank.org/en/topic/energy/overview) states that "Eight out of 10 people without electricity today live in remote, fragile, or conflict-affected regions."
+
+- **Investors see conflict zones as risky**  
+  Due to **unstable governments**, **weak currencies**, and **political volatility**, investing in renewable energy in these regions is seen as high-risk and expensive. This discourages private sector involvement and leads to limited project implementation as stated in the paper ["The role of political risk in renewable energy investments: a developing country perspective"](https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=ea05d053748c4836f162eab825d84bb0fa47c2b3)
+
+- **Humanitarian funding is falling short**  
+  Traditional **grant-based aid is insufficient** for delivering sustainable solar solutions. Because energy is often categorized as a “development” goal rather than a humanitarian need, it receives **lower priority in emergency funding** — despite being essential for survival. The [Humanitarian Energy Outlook 2023](https://www.humanitarianenergy.org/assets/resources/HEO_2023.pdf)
+from the Global Platform for Action (GPA) discusses this.
+
+- **Private companies don’t want to invest**  
+  Many businesses avoid refugee or displacement settings, viewing them as **temporary** and **not commercially viable**, which further reduces investment in renewable energy for those communities. The Norwegian Refugee Council (NRC) report ["Blended Finance Solutions for Clean Energy in Humanitarian and Displacement Settings"](https://www.nrc.no/globalassets/pdf/reports/blended-finance-solutions-for-clean-energy/blended-finance-solutions-for-clean-energy-in-humanitarian-and-displacement-settings.pdf) explains it.
+
+These interconnected barriers threaten the role of solar energy as a reliable form of survival infrastructure in the very places where it’s needed most.
+
+
+</details>
+
+
+### **2. Middle – The Discovery**  
+Our data tells a surprising story:  
+- **Solar adoption surges during conflict** — contrary to expectations.
+- **Off-grid tech (like lamps & batteries)** becomes more critical than large infrastructure.
+- **Humanitarian response often overlooks energy**, despite its role in survival.
+
+
+### 3. End – The Implication  
+Solar isn’t just green tech — it’s **crisis tech**. But to fulfill its promise, it needs support.  
+
+**Call to Action:**  
+> Rethink energy aid. Prioritize solar access in fragile settings.
+
+----
+
+## Audience
+
+| Persona Name       | Description                                                                                          | Example(s)                                          | Preferred Format(s)                                             |
+|---------------------------|------------------------------------------------------------------------------------------------------|-----------------------------------------------------|------------------------------------------------------------------|
+| **1. Solar Energy Initiatives**  | Deploy solar solutions in underserved or conflict-affected communities.                             | SolarAid, UNDP's Solar for Health, Power for Refugees | Case studies, data visualizations, videos                         |
+| **2. Funders / Donors**          | Provide financial support for humanitarian relief and energy interventions in fragile settings.     | USAID, GIZ, philanthropic foundations               | Dashboards, impact stories, executive summaries                  |
+| **3. General Public**            | Raise awareness, influence policy, and support energy access in crisis through advocacy or donations. | Voters, online campaigns, diaspora, student groups  | Social media, short videos, storytelling visuals, interactive websites |
+| **4. Journalists**               | Report and amplify issues related to energy, conflict, and humanitarian conditions.                   | Investigative reporters, energy/environmental media | Press releases, human-interest stories, data briefs, interviews  |
+
+### Personas (Digging Deeper)
+#### 1. Energy Research Centers
+
+| **Category**                       | **Details**                                                                                                                                                                                                                          |
+|----------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| **Target Center**                 | **National Energy Research Centre (NERC)** – [LinkedIn Profile](https://www.linkedin.com/company/nerc-national-energy-research-center/)  Operates under Sudan’s Ministry of Science and Communication focused on energy access and sustainable development. |
+| **Key Contact**                  | Yassir Yassin, Head of Energy Systems – [LinkedIn](https://www.linkedin.com/in/yassir-yassin)                                                                                                                                     |
+| **What Drives Them**             | Addressing energy poverty through capacity-building, technical research, and policy-focused initiatives. [Source: AfDB](https://www.afdb.org/en/news-and-events/afdb-grants-us-0-34-million-to-sudans-national-energy-research-centre-11597) |
+| **Why Our Project Fits**         | - Aligns with NERC’s mission to expand energy access in underserved and post-conflict areas.  <br> - Provides real-world data and implementation insights that enhance their research.  <br> - Supplies evidence to support advocacy and policy formulation. |
+| **How They Can Support Our Project** | - Share relevant datasets and research to improve our analysis quality.  <br> - Collaborate on pilot projects and field implementations.  <br> - Assist in policy advocacy for renewable energy adoption in fragile and conflict-affected contexts. |
+| **Geographic Focus**             | National coverage across Sudan, with emphasis on conflict-affected areas.                                                                                                                                                           |
+| **Partners & Grantees**          | Collaborates with government ministries, private companies, community organizations, and development partners.                                                                                                                   |
+| **Goals**                       | - Quantify and analyze energy poverty.  <br> - Develop technological, policy, and governance solutions to promote equitable energy access.                                                                                       |
+| **Preferred Communication Channels** | - LinkedIn or WhatsApp for initial contact.  <br> - Open to Zoom or in-person meetings for follow-up discussions.                                                                                                               |
+| **Best Medium / Format**         | - Concise project briefs (1–2 pages) highlighting mutual benefits.  <br> - One-pagers or infographics for clear, visual summaries.  <br> - Blog posts or case studies for storytelling and impact-focused communication.            |
+
+
+
+
+
+
+
+#### 2. Funders / Donors 
+
+#### [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/)
+
+UNHCR’s Innovation Service is dedicated to creating an enabling environment for innovation to flourish at UNHCR, the UN Refugee Agency.
+
+| **Category** | **Details** |
+|--------------|-------------|
+| **Target Funders** | [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/) |
+| **Who?** | **Grazia Paoleri**  <br> Senior Technical Advisor for the EU’s contribution to the Refugee Response in Uganda  <br> [LinkedIn Profile](https://ug.linkedin.com/in/grazia-paoleri-54025b60/en?trk=public_post_feed-actor-name) |
+| **What Drives Them?** | Belief in **refugee-led solutions**. Their mission is to **center displaced people** in humanitarian work, valuing lived experience as key to identifying needs and crafting effective solutions. |
+| **Why Our Project Fits** | Our project highlights **solar energy as a survival infrastructure**, showing how communities are already **innovating**. This aligns with their **bottom-up, grassroots** approach. |
+| **What They Fund** | - **Early-stage innovations** by refugees, for refugees  <br> - Community-based projects  <br> - Strong focus on **energy access** and practical solutions |
+| **Geographic Focus** | Global — open to all countries where **UNHCR operates** |
+| **Partners & Grantees** | Refugee-Led Organizations (RLOs), local community groups, and **non-traditional partners** |
+| **Goals** | - **Empower refugees** to lead solutions  <br> - **Build capacity** (project management, finance, data)  <br> - Promote **sustainable, dignified alternatives** to traditional aid |
+| **Problem They Address** | Lack of **flexible, direct funding** for local refugee-led initiatives |
+| **Incentive** | Belief that **investing in refugee-led innovation** leads to more **sustainable and impactful** outcomes than top-down approaches |
+| **How They Operate** | - Focused on **real-world impact**, not flashy tech  <br> - Want a **clear, actionable plan**  <br> - Value **strong community engagement** |
+| **Assumptions** | - Refugees are **active problem-solvers**, not passive recipients  <br> - **Energy is essential** and must be **affordable, reliable, and locally accessible** |
+| **Grant Information** | - **Fund Name:** [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/)  <br> - **Location:** Based in Copenhagen, Denmark (Global reach)  <br> - **Status:** **Open** for applications  <br> - **Deadline:** August 22, 2025  <br> - **Eligibility:** Must be **led by forcibly displaced or stateless people** |
+| **Preferred Communication Channels** | - **Email** (professional and concise)  <br> - **LinkedIn** (for initial contact and visibility)  <br> - Possibly open to **Zoom/Webinars** if discussing partnerships or innovations |
+| **What's Offered** | - **Financial support:** Up to $45,000 USD.  <br> - **Holistic support:** This goes beyond just money. It includes mentoring, help with project management, technical expertise (like legal or technology advice), and opportunities for networking with other refugee-led organizations.  <br> - **Focus on learning:** The fund emphasizes measuring outcomes and sharing lessons learned. |
+| **What we need from them** |-**Fund Our Pilot Project:** We request flexible, direct funding (up to $45,000) to design, implement, and evaluate a refugee-led "Solar Survival Kit" pilot in Khartoum, Sudan. <br> - **Amplify Our Findings:** Use their platform to share our blog post, research and project outcomes with key policymakers, donors, and other humanitarian organizations. <br> - **Support Local Leadership:** Advocate for a shift in humanitarian energy policy that prioritizes and funds refugee-led, grassroots solutions. |
+| **The Application Process** | -Submitting a proposal online. <br> - A vetting and due diligence phase to check eligibility (specifically that at least 50% of the leadership has lived experience). <br> - A pitch to a selection committee. <br> - A final review by a steering committee, which includes displaced and stateless individuals.|
+| **Barriers to Engagement** | - Projects not led by refugees are **ineligible** regardless of quality  <br> - Overly **technical or top-down language** may be a turn-off  <br> - Lack of community involvement or unclear benefit to displaced people |
+| **Best Medium / Format** | - **Blog posts** (story-driven, impact-focused)  <br> - **One-pagers or infographics** (clear, visual summaries of outcomes)  <br> - **Short reports with data + community voices** |
+
+
+
+
+#### 3. General Public
+
+**Who they are**: Popular (Neighborhood-Based) Committees for Local Service Delivery and Community Administration in Sudan.  
+
+**What They Do:** These are community-based bodies, 
+typically formed at the neighborhood or village level,
+to manage and coordinate essential local affairs in the
+absence or weakness of formal state institutions.
+They are often responsible for basic service delivery
+(such as water, electricity, and sanitation),
+issuing residence certificates, resolving local disputes,
+organizing community security efforts,
+and mobilizing resources through voluntary contributions.  
+
+**Their Goals and Aims:** Their main purpose is to serve as a link between regulatory bodies,
+government agencies, aid organizations, and the members of the communities they represent.
+In contexts like Sudan, these committees can play a vital governance role—especially
+during periods of crisis or when state presence is limited.  
+
+**Their Scientific Background:** As committee members are elected from within the community,
+their educational and scientific backgrounds can vary significantly.
+However, it is generally expected that most of them have at least
+a basic understanding of mathematics and statistics, which should
+make it possible to communicate findings and results effectively.
+Most also have access to smartphones and the internet and are comfortable using them.  
+
+**Their Background on Solar Energy:** Solar energy is already
+recognized as a resilient solution to Sudan’s energy challenges.
+However, its use has been mostly limited to individual
+applications—such as private homes or services provided by
+the private sector. It has not yet been widely adopted for
+public services such as health, education, or agriculture.
+In these sectors, communities still rely primarily on diesel
+generators, as they are more familiar and accessible.  
+
+#### **What we expect from them:**  
+- Raise awareness about the benefits of solar
+  energy for public services (schools, clinics, water pumps).
+- Dispel common misconceptions
+  (e.g., solar is only for homes, or it’s too expensive to maintain).
+- Encourage collective acceptance of solar projects.
+- Highlight locations and institutions
+  where solar infrastructure would have the highest impact.
+- Encourage community contributions
+  (financial or in-kind) to expand deployment.
+- Coordinate between communities,implementing partners,
+  and government agencies to enable smooth deployment.
+- Organize community meetings or forums for
+  project planning and decision making.
+tain communication with updates and invitations for joint activities.
+
+
+ #### 4. Journalists
+
+#### Magazine : [Renewable Energy World](https://www.renewableenergyworld.com/) 
+
+| Category | Details |
+| :--- | :--- |
+| **Target Magazine** | [Renewable Energy World](https://www.renewableenergyworld.com/) |
+| **Key Contact** | Paul Gerke – Editor & Content Director – [LinkedIn](https://www.linkedin.com/in/paulrgerke?original_referer=https%3A%2F%2Fwww.google.com%2F) |
+| **Contact's Motivation** | Driven by a passion for showcasing innovative renewable energy solutions that have tangible social, environmental, and economic impacts. Particularly interested in stories that merge technical innovation with human benefit. |
+| **Why Our Project Fits** | Our research demonstrates how solar energy can serve as a vital survival infrastructure in conflict zones. It uniquely combines technical feasibility with compelling human stories of resilience, perfectly aligning with their focus on the intersection of technology and real-world impact. |
+| **Content They Publish** | - Technical case studies on renewable energy projects<br>- Human-impact stories about clean energy<br>- Policy and market trend analysis<br>- Expert opinion articles |
+| **Geographic Focus** | Global, with a keen interest in articles and case studies from underreported areas and challenging environments. |
+| **Partners & Contributors** | Renewable energy engineers, NGOs, think tanks, energy policy experts, and tech innovators. |
+| **Goals of the Magazine** | - Inform industry professionals and policymakers about effective renewable energy solutions<br>- Showcase innovation in solar, wind, and energy storage technologies<br>- Highlight projects with measurable results and real-world application |
+| **Problem They Address** | A need for accessible, high-quality reporting that bridges the gap between technical renewable energy knowledge and real-world applications, especially in vulnerable contexts. |
+| **Incentive for Publishing Our Work** | They are actively seeking compelling, well-researched stories that demonstrate the transformative power of renewable energy in unique or challenging environments. Our research provides exactly that. |
+| **Assumptions About Readers** | The readership consists of professionals, investors, and policymakers in the renewable energy sector who are interested in credible data and on-the-ground proof of impact. |
+| **Publication Information** | - **Media Platform:** Renewable Energy World<br>- **Headquarters:** USA (with global readership)<br>- **Status:** Open for guest article submissions |
+| **Preferred Communication Channels** | - **Email:** A short, professional pitch with a clear value proposition<br>- **LinkedIn:** To build rapport and an initial connection<br>- **Website:** Guest article submission form if available |
+| **Potential Barriers to Engagement** | - Pitches that are too promotional rather than informative<br>- Articles lacking credible sources or data<br>- A weak connection between the technology and its real-world outcomes (Our research avoids this by focusing on impact) |
+| **What We Need from Them** | - **Publication:** Feature an article on solar as a survival infrastructure in conflict zones, supported by our research and community interviews.<br>- **Amplification:** Share our findings via their newsletter and social media channels to reach a wider audience of policymakers and investors.<br>- **Awareness:** Help position the issue of energy access in conflict zones as both a critical humanitarian need and a market opportunity |
+| **Best Medium / Format** | - A feature article (1,200–1,500 words) that blends technical data with human-interest stories<br>- Accompanying infographics to visualize key research data<br>- A short, engaging LinkedIn post linking to the full article |
+
diff --git a/5_communication_strategy/proposal.md b/5_communication_strategy/proposal.md
new file mode 100644
index 000000000..6aebfa3bc
--- /dev/null
+++ b/5_communication_strategy/proposal.md
@@ -0,0 +1,115 @@
+<!-- markdownlint-disable MD013 MD004 -->
+
+# **Proposal: Solar Energy for Community Resilience in Sudan**
+
+This proposal outlines a plan to
+**empower Popular (Neighborhood-Based) Committees in Sudan**
+to lead the adoption of solar energy as a vital survival
+infrastructure for their communities.  
+
+We seek **funding and support from the [UNHCR Refugee-led Innovation Fund](https://www.unhcr.org/innovation/refugee-led-innovation-fund/)** to launch a **pilot project in Khartoum, Sudan**.
+
+---
+
+## **1. Challenge Framing: The Energy Gap in Crisis (15%)**
+
+The **official power grid in Sudan** is unreliable and frequently fails, particularly in conflict-affected areas. This instability forces communities to rely on **expensive, scarce, and high-maintenance diesel generators** for essential services.
+
+While solar energy is recognized as a **resilient solution**, its use has been limited to **individual homes and private businesses**, largely overlooking critical public services like **clinics, schools, and water pumps**.
+
+**Observed Impacts:**
+
+- **Healthcare:** Without consistent power, vaccines spoil and clinics can’t operate after dark.
+- **Water Supply:** Pumps stop, forcing residents to fetch water manually.
+- **Education:** Evening classes are canceled due to lack of light.
+
+Our team — **deeply rooted in the community** — aims to address this tangible, life-affecting challenge by introducing a **sustainable alternative** to diesel reliance.
+
+---
+
+## **2. Innovation: The “Solar Survival Kit” Pilot (30%)**
+
+Our innovation lies not just in **solar technology**, but in the **application and management model** — using solar as a form of *“crisis infrastructure.”*
+
+### **What It Is**
+
+A **modular, durable solar power system** designed for **public institutions** (e.g., community clinics, water pumping stations).
+
+### **What Makes It Innovative**
+
+1. **Co-Creation with Committees**  
+   - Kits will be designed **in collaboration** with Popular Committees to meet local needs.
+2. **Community-Led Ownership**  
+   - Committees will oversee **deployment, maintenance, and management**.
+3. **Replicable Blueprint**  
+   - A pilot that can be scaled to other neighborhoods in Sudan.
+
+**Key Difference:**  
+We focus on **collective, public-service applications** of solar energy — moving away from fragmented, individual use.
+
+---
+
+## **3. Community Leadership and Participation (20%)**
+
+The **Popular (Neighborhood-Based) Committees** — elected community representatives — will lead this project.
+
+### **Their Role**
+
+- **Raise Awareness:**  
+  Use **WhatsApp infographics** and **short videos** to educate and dispel solar myths.
+- **Plan & Decide:**  
+  Lead **community meetings** to select installation sites and encourage contributions.
+- **Coordinate & Implement:**  
+  Work with us and partners to ensure smooth deployment and resolve local challenges.
+
+This **“by the community, for the community”** approach follows an **Age, Gender, and Diversity (AGD)** framework, ensuring representation of all demographics.
+
+---
+
+## **4. Implementation Details: A 18-Month Roadmap (15%)**
+
+We request **up to $45,000 USD** for a **18-month pilot**.
+
+### **Timeline**
+
+- **Months 1–2: Co-Design & Mobilization**
+  - Activities: Community meetings, finalize kit design, and launch contribution campaign.
+  - **Expected Outcome:** Community-approved solar kit design; at least 3 sites (clinic, school, water pump) identified; contribution campaign launched with initial pledges.
+
+- **Months 3–6: Training & Capacity Building**
+  - Activities: Deliver a hands-on training program for committee members and community volunteers on solar panel operation, routine maintenance, and troubleshooting.
+  - **Expected Outcome:** At least 20 local members trained and certified; a technical maintenance team formed; community ownership and readiness for installation established.
+
+- **Months 7–10: Procurement & Installation**
+  - Activities: Purchase and install solar kits in selected public institutions.
+  - **Expected Outcome:** Fully installed solar systems in 3–5 public institutions; systems operational and providing reliable energy.
+
+- **Months 11–14: Monitoring & Evaluation**
+  - Activities: Track system performance, collect community feedback, and measure impact.
+  - **Expected Outcome:** Performance data collected; at least 80% satisfaction reported by community users; documentation of lessons learned for improvement.
+
+- **Months 15–18: Reporting & Dissemination**
+  - Activities: Share findings with both the community and UNHCR, publish lessons learned, and highlight opportunities for scaling.
+  - **Expected Outcome:** Comprehensive final report submitted; findings shared through blogs/infographics; at least 2 dissemination meetings held with local leaders and stakeholders.
+
+---
+
+## **5. Impact, Sustainability, and Scale (20%)**
+
+### **Impact**
+
+- Reliable, affordable power for **critical public services**.
+- Direct benefits to **hundreds of households**.
+- Examples:  
+  - **Clinic:** Uninterrupted healthcare services.  
+  - **Water Pump:** Continuous access to clean water.
+
+### **Sustainability**
+
+- Committees trained for **management and maintenance**.
+- Creation of a **community maintenance fund** (e.g., small user fee).
+
+### **Scale**
+
+- Pilot acts as a **replicable model** for other Sudanese neighborhoods.
+- Potential for a **network of resilient, self-sufficient communities**.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e69de29bb..29d2e7dd5 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -0,0 +1,150 @@
+# Contributing Guidelines
+
+Welcome! We're excited you're here and want to contribute to
+the **Emerging Talent 6 Collaborative Data Science Project (CDSP)**.
+ This guide outlines how to set up the repository, what tools you need, and how
+to collaborate effectively.
+
+---
+
+## 🚀 Getting Started
+
+To contribute to this project, follow these steps to set up your environment locally:
+
+### 1. Clone the Repository
+
+```bash
+git clone https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo.git
+cd ET6-CDSP-group-08-repo.git
+```
+
+### 2. Install Required Packages
+
+Install all required Python packages using the provided `requirements.txt`:
+
+```bash
+pip install -r requirements.txt
+```
+
+> If you're using `conda`, you can create an environment with:  
+> `conda create --name et6-cdsp python=3.10`  
+> Then:  
+> `conda activate et6-cdsp`  
+> `pip install -r requirements.txt`
+
+---
+
+## 🧰 Tools & Environment
+
+This project primarily uses the following tools:
+
+- **Python 3.10+**
+- **Jupyter Notebook / JupyterLab** (for interactive data exploration)
+- **pandas, numpy, matplotlib, seaborn, scikit-learn** (core data science libraries)
+- **Git** for version control
+- **GitHub Project Boards** for task tracking
+
+Optional tools:
+
+- **VS Code** or another IDE with Python support  
+- **Black** or **Flake8** for code formatting and linting
+
+---
+
+## 📂 Folder Structure
+
+Refer to the `README.md` and `guide.md` for an overview of the directory layout.
+Please place files in the correct folders, and link across scripts and notebooks
+clearly.
+
+> Example: If you use a cleaned dataset from `/2_data_preparation`,
+mention that in your script or notebook in `/3_data_exploration`.
+
+---
+
+## 🔄 Workflow Guidelines
+
+To ensure smooth collaboration:
+
+### 1. Create a Branch
+
+Always work on a new branch based on `main`:
+
+```bash
+git checkout main
+git pull
+git checkout -b your-feature-name
+```
+
+### 2. Make Meaningful Commits
+
+- Commit early and often.  
+- Use clear, descriptive messages like `Cleaned null values from survey dataset`.
+
+### 3. Push and Open a Pull Request (PR)
+
+Once your work is ready:
+
+```bash
+git push origin your-feature-name
+```
+
+Then go to GitHub and **open a pull request** (PR) against the `main` branch.
+
+### 4. PR Review Policy
+
+> **Every pull request must be reviewed by**
+> **at least one team member before being merged.**
+
+- Request a reviewer on your team.  
+- Add a short description of what you did and what to look for in the review.  
+- Only merge after approval.
+
+---
+
+## 📓 Documentation
+
+- Keep notebooks and scripts clearly documented with comments and markdown cells.
+- Update related `README.md` files in relevant folders
+  whenever you add or change content.  
+- Avoid vague file names like `final2_updated.ipynb`. Use names like `explore_survey_responses.ipynb`.
+
+---
+
+## 🔁 Retrospectives & Communication
+
+- Use the `/collaboration` folder to log retrospectives at the end of each milestone.
+- Document changes in team strategy, feedback, or lessons learned.
+
+---
+
+## 🧠 General Tips for Data Science Projects
+
+To keep your work clean, reproducible, and team-friendly, keep these best
+practices in mind:
+
+- **Reproducibility is critical**: Others should be able to run your code
+  without having to guess file paths, dependencies, or assumptions.
+- **Clean as you go**: Document and structure your data cleaning steps clearly.
+  Don't overwrite raw data — save processed versions separately.
+- **Keep it modular**: Break your work into logical steps or scripts
+  (e.g., preparation, exploration, modeling, visualization).
+- **Use markdown and comments generously**: Explain what you’re doing
+  and why — not just how.
+- **Version control your data** (if feasible): Track changes to processed
+  data files using DVC or manual versioning.
+- **Test your pipeline**: Before committing code, make sure it runs from
+  start to finish on a clean setup.
+- **Avoid duplication**: Reuse functions or code snippets via helper scripts
+  rather than copying and pasting cells.
+- **Respect notebook hygiene**: Restart and run all cells before committing.
+  Avoid leaving out-of-order execution numbers.
+- **Cross-reference files**: If your script relies on output from another,
+  state that clearly with file paths and purpose.
+- **Ask for help early**: Data science is collaborative — if you're stuck or
+  unsure, open an issue or post in the team chat.
+
+---
+
+Thank you for helping us build a clear, reproducible,
+and collaborative data science project!
diff --git a/README.md b/README.md
index e69de29bb..190f877ec 100644
--- a/README.md
+++ b/README.md
@@ -0,0 +1,586 @@
+
+<!-- markdownlint-disable MD013 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012-->
+
+
+<!-- markdownlint-disable MD031 MD033 MD004 MD001 MD009 MD013 MD045 MD001 -->
+[![Typing SVG](https://readme-typing-svg.herokuapp.com?font=Poppins&weight=900&size=45&duration=5015&pause=1000&color=2A5FAC&vCenter=true&repeat=false&width=700&height=60&lines=Solar+Energy+in+Conflict+Zones)](https://git.io/typing-svg)
+
+**Welcome aboard the CDSP Group 08 Repository!**   🌌  
+_Displaced. Determined. Data-Driven._
+
+## M0: Project Overview
+
+We are a team united by _purpose and shaped by displacement_, using data science
+ to **drive real-world impact.**   
+This project applies data exploration, modeling,
+ and visualization to explore how renewable energy, specifically **Solar Energy** (i.e. PV cells),
+ serves as critical survival infrastructure in conflict-affected communities 
+ worldwide.
+
+## [M1: Domain Research & Background](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/0_domain_study/README.md)
+
+> [Solar Energy acts as a vital **survival infrastructure** in conflict zones.](https://www.pv-tech.org/how-solar-can-bring-light-to-war-zones/)
+
+Citizens in conflict-affected countries require stable electricity sources,
+yet ongoing clashes and targeted attacks on power infrastructure have
+severely disrupted their access to reliable power.   
+This project examines how solar photovoltaic systems function [not as 
+environmental solutions](https://www.csis.org/analysis/gazas-solar-power-wartime), but as **critical survival technology** that 
+enables families to maintain essential services when all
+other energy sources fail.
+
+#### The Humanitarian Energy Crisis
+
+Armed conflicts create immediate survival challenges that go 
+far beyond traditional security concerns. As of 2024, over [130 million people](https://www.unhcr.org/global-trends)
+worldwide have been forcibly displaced by war, persecution, and disaster,
+including 37.6 million refugees and 68.3 million internally displaced persons. 
+While humanitarian responses typically prioritize food, shelter, and medical 
+care, these essential services all depend on 
+one critical resource: **reliable energy access**.
+
+The energy reality for conflict-affected communities is stark. 
+Nearly [90%](https://unepccc.org/project/sustainable-energy-use-in-refugee-camps/) of refugee settlements lack reliable electricity access,
+forcing families to rely on dangerous and inadequate alternatives.
+Over [80%](https://energypedia.info/wiki/Energy_Access_in_Displacement_Settings) of displaced populations still depend on firewood or biomass
+for cooking, exposing women and girls to safety risks while contributing
+to indoor air pollution that kills millions annually.
+This energy poverty doesn't just [limit comfort](https://www.unhcr.org/in/sites/en-in/files/legacy-pdf/4a1d2f422.pdf), it directly threatens
+survival by compromising medical services, water access, communication
+systems, and basic safety through adequate lighting.
+
+#### Solar PV as Critical Survival Technology
+
+In this context, solar photovoltaic systems have emerged not as environmental
+solutions, **but as survival infrastructure**. Unlike centralized power grids
+that become primary targets during conflicts, distributed solar systems
+offer resilient, locally-controlled energy that can function
+independently of broader infrastructure networks.
+
+The deployment patterns reveal this survival imperative clearly.
+Gaza provides the most compelling example: despite ongoing
+conflict, the territory maintains an estimated [12,400 rooftop 
+solar installations](https://www.csis.org/analysis/gazas-solar-power-wartime). This is likely the highest concentration 
+globally relative to population size. These systems were 
+not installed for environmental reasons but out of necessity,
+as Gaza residents received grid power for only 6-8 hours 
+daily even before the current crisis. Solar now accounts
+for more than 50% of the territory's electricity production,
+powering essential services from medical clinics to water pumping systems.
+
+Similarly, in Afghanistan, solar deployment increased during 
+conflict periods specifically because it was "the only
+approach based on [economics and reducing risks](https://ases.org/wp-content/uploads/2021/11/Hybrid-Solar-Power-in-Afghanistan-War-Zone-%E2%80%93-Unique-Engineering-and-Economic-Factors-.pdf) to personnel
+in a war zone". Mobile clinics, field hospitals, and 
+communication systems rely on solar power when traditional
+energy infrastructure fails or becomes too dangerous to maintain.
+
+### Research Gap & Critical Knowledge Needs
+
+Despite growing recognition of solar energy's role
+in conflict zones, significant knowledge gaps 
+remain about how armed conflicts specifically
+affect three critical dimensions of solar deployment:
+
+1. <details><summary><b>Deployment Patterns</b></summary><p>How do conflict dynamics influence where,
+    when, and why households and communities install solar PV systems?
+    Do installations increase during active conflict due to grid
+    failures, or decrease due to economic constraints and physical dangers?</p></details>
+
+2. <details><summary><b>Capacity Utilization</b></summary><p>How effectively do solar systems operate
+    under conflict conditions? Evidence from Gaza shows that 64.8%
+    of solar panels have been damaged by ongoing hostilities, yet families
+    continue using compromised systems because they provide essential survival
+    power.</p></details>
+
+3. <details><summary><b>Household Consumption</b></summary><p>How do energy consumption patterns
+    change when families transition from grid dependence
+    to solar-powered systems during conflicts? What services do
+    households prioritize when energy becomes scarce and self-generated?</p></details>
+---
+
+## [Research Question & Objectives](0_domain_study/progress.md)
+
+### Research Question
+
+> **How have armed conflicts over the past 25 years influenced the deployment,
+> capacity utilization, and household consumption of solar photovoltaic
+> systems—both environmentally and socially—in conflict-affected communities?**
+
+#### Research Focus & Significance
+
+By examining the relationships between conflict intensity,
+solar system adoption rates, capacity factors, and 
+household energy consumption patterns, we can better 
+understand how families adapt their energy strategies 
+for survival. The findings will inform humanitarian energy planning, 
+post-conflict reconstruction efforts, and resilient 
+infrastructure design for communities facing ongoing
+security challenges.
+
+<details><summary><b>Why This Matters?</b></summary>
+
+- Solar energy offers fast, decentralized, and life-saving power in conflict-affected areas,
+  where [675 million](https://www.worldbank.org/en/topic/energy/overview) people still lack electricity. This technology empowers vulnerable
+  communities by delivering resilience, dignity, and sustainable
+  energy infrastructure during [humanitarian crises.](https://solgenpower.com/2023/10/10/the-benefits-of-solar-energy-for-humanitarian-aid/)
+
+- Solving this problem could provide life-saving infrastructure
+ in unstable regions, promote energy equity, and support
+ long-term [sustainable development goals.](https://www.hhs.se/sv/om-oss/news/news-from-misum/2016/sdgs-in-conflict/)
+
+- The humanitarian community and affected populations
+ increasingly recognize the need for resilient [sustainable
+ and decentralized energy solutions in conflicted areas](https://www.cyis.org/post/renewable-energy-in-conflict-zones-protecting-war-torn-environments)</details>
+
+<details><summary><b>Why Solar Energy?</b></summary>
+ 
+* **Fast Power:** Quick to set up where grids are down.
+* **Resilient:** Decentralized, harder to disrupt than central power.
+* **Low Upkeep:** No moving parts, minimal repairs needed.
+* **Cost-Saving:** Cheaper than fuel-dependent generators.
+* **Life-Saving:** Powers clinics, water, and communications.
+* **Safer:** Provides light, boosting security.
+* **Clean:** No pollution, better for health and environment.
+</details>
+
+### Project Scope
+
+- **Time Period**: 25 years (2000-2024)
+- **Renewable Energy Focus:** Solar Photovoltaic Systems 
+- **Geographic Regions:** Syria, Iraq, Sudan, South Sudan, Palestine, Mali, Ethiopia, Ukraine, Yemen, Libya, Afghanistan, Nigeria, Central African Republic, Somalia,Pakistan, Mozambique and Myanmar (17 countries)
+- **Analysis Dimensions:** Deployment patterns, capacity utilization, household consumption.
+
+### Methodology & System Approach
+
+To ground our data‑driven work in real‑world context, we've prepared a detailed [systems analysis](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/0_domain_study/understanding_of_problem_domain.md) of the electrical power challenges in conflict‑affected areas:
+
+* **Patterns & trends** in how and where outages occur. 
+* **Underlying structures** that make the grid vulnerable. 
+* **Mental models** shaping decision‑making on both sides.  
+* **Potential interventions** from distributed solar micro-grids to local maintenance commit
+
+
+> For more details refer to [0_domain_study](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/0_domain_study) keeping more background studies, problem domain understanding and our process about how we reached our research question.
+> 
+<!-- markdownlint-disable MD031 MD033 MD013 MD001 MD04 MD045 MD049 MD041 MD022 MD042 MD018-->
+---
+## [M2: Data Collection](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/1_datasets)
+
+### [Domain Modeling](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/non_tech_exp_of_domain_modeling.md)
+Imagine trying to understand how people survive in war-torn areas when the lights go out — literally. That’s where our project begins.   
+
+At the center of it all is **solar energy** — not just as a clean tech solution, but as a **lifeline** when everything else fails. When power lines are bombed, families are displaced, and normal life disappears, solar can step in as **survival infrastructure** — helping people charge phones, power lights, and keep hospitals or schools running. We're looking at things like:
+
+<table>
+  <tr>
+    <td><img src="https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/update_repo/1_datasets/images/3.png" width="650"/></td>
+    <td><img src="https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/update_repo/1_datasets/images/2.png" width="300"/></td>
+  </tr>
+</table>
+
+<details><summary><b>Our domain model focuses on three main areas: </b></summary>
+ 
+<table>
+  <tr>
+    <td style="vertical-align: top; width: 70%;">
+      <ul>
+        <li><strong>"Survival Infrastructure"</strong>: We're looking at <em>solar PV</em> as a <em>fundamental tool for human survival</em> - not just another <em>green tech solution</em>.</li>
+        <li><strong>Conflict Lifecycle</strong>: We break down solar's role across the <em>pre-conflict, active conflict, and post-conflict phases</em> – because its utility changes drastically through each.</li>
+        <li><strong>Three Pillars of Impact</strong>: To get measurable, we're zeroing in on <strong>Deployment Patterns, Capacity Utilization, and Household Consumption</strong>. These are our core measurable areas, directly feeding into our main research question.</li>
+      </ul>
+    </td>
+    <td style="vertical-align: top; width: 30%;">
+      <img src="https://raw.githubusercontent.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/update_repo/1_datasets/images/1.png" width="2000">
+    </td>
+  </tr>
+</table>
+</details>
+
+
+### [Data Sets](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/README.md)
+
+A detailed description of each dataset, including collection methods, potential limitations, and direct relevance to our problem, can be found in the Datasets Used section.
+1. **IRENA Renewable Energy Statistics:** Provides annual data on renewable energy capacity and generation, including both on-grid and off-grid solar PV deployment across countries and regions.
+
+    - **[Raw: Off-grid Renewable Energy Statistics 2024](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_OFGStats.raw.xlsx)** to _[Cleaned: Off-grid](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/2_data_preparation/IRENA_OFG_cleaned.ipynb)_    
+    - **[Raw: On-grid Renewable Energy Statistics 2024](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/IRENA_Stats_extract_2025_H1_raw.xlsx)** to _[Cleaned: On-grid](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/2_data_preparation/IRENA_ONG_cleaned.ipynb)_  
+
+2. **UN Comtrade:** Offers detailed trade data on solar-related products (e.g., panels, inverters), crucial for understanding import trends in conflict zones.
+    - **[Raw: UN Comtrade data](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/1_datasets/raw_data/UN_Comtrade_imports_dataset_raw.xlsx)** to _[Cleaned: UN Comtrade](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/2_data_preparation/UN_comtrade_data_cleaning.ipynb)_  
+
+<details>
+<summary><strong>Data Preparation</strong></summary>
+ 
+- **Timeframe filtered:**  
+  All datasets were limited to **2000–2024**.
+
+- **Conflict Status labels added:**  
+  Countries were tagged by their **conflict phase** (pre-, active-, post-conflict).
+
+- **Cleaning steps included:**  
+  - Removing irrelevant or non-solar data  for some datasets
+  - Handling missing values (e.g., zero or no data was covered)  
+  - Renaming columns for consistency  
+
+
+</details>
+
+<details>
+<summary><strong>Data Exploration</strong></summary>
+
+Understanding trends in solar capacity deployment, trade patterns, and energy access in conflict-affected countries.  
+ The analysis revealed unexpected insights, such as rapid solar adoption in war zones and significant disparities between conflict and comparison countries. We visualized capacity growth, explored outliers, and identified key data limitations. While the datasets are valuable, a more complete picture requires integrating conflict timelines and socioeconomic indicators.
+
+</details>
+
+* **Overall Insights**
+
+  * Conflict disrupts but does not prevent solar adoption.
+  * Solar development can surge during brief periods of stability.
+  * Additional data on conflict intensity and socioeconomic factors is needed for deeper analysis.
+  
+
+> For more details refer to [/2_data_preparation](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/2_data_preparation) keeping all our cleaning, transformation, and prep scripts and [/3_data_exploration](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/3_data_exploration) exploring, visualizing, and get a feel for our datasets. 
+
+---
+
+## [M3: Data Analysis](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/4_data_analysis)
+
+Investigating how solar energy deployment changes across different **phases of conflict, economic statuses, duration, technology types and both environmental and social impact** in different conflict-affected countries ( 2000–2024 ); using IRENA and UN Comtrade datasets, analyzing on-grid/off-grid capacity, import trends, and conflict timelines.
+
+#### Key Insights
+
+Conflict periods are often associated with increased solar energy adoption..
+- Conflict does not automatically suppress development; but as **windows of opportunity** existing even in fragile settings.
+- **Recovery capacity** varies widely; some countries rebound with aid or reform, others remain paralyzed.
+- Strategic, resilient infrastructure development is possible, but often hinges on **timing, governance, and stability**.
+- Three-way link between **conflict duration, economic status, and solar adoption**—where _conflict increases the need, GDP shapes capacity, and policy ensures sustainability_
+  
+
+## Analytical Questions
+
+> [**Q1.  What are the trends in solar energy adoption across the conflict cycle—pre-conflict, active conflict, and post-conflict periods—in 9 conflict-affected countries?**](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/4_data_analysis/phases_analysis)  
+>
+<details><summary><b>Overall Pattern</b></summary><p>
+
+| Pattern Type               | Description                                                                                        | Countries                                                                                  |
+| -------------------------- | -------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------ |
+| **Consistent Growth**      | Countries that sustained or increased solar investment during both active and post-conflict phases | **Iraq**, **Afghanistan**, **South Sudan**                                                 |
+| **Conflict-Driven Surge**  | Countries where solar adoption peaked **during** conflict but dropped or stopped **after**         | **Ukraine**, **Yemen**, **Sudan**, **Syria**                                               |
+| **Post-Conflict Recovery** | Countries with **low or moderate** solar growth during conflict, but **modest recovery afterward** | **Ethiopia**, **Libya**                                                                    |
+| **Stalled Development**    | Countries with **low or no adoption** in both periods, often due to prolonged instability          | **None fully fit this**, but **Libya** and **South Sudan** were on the borderline early on |
+
+
+</details>
+
+
+![Solar Adoption barchart](4_data_analysis/output_graphs/Average%20Solar%20PV%20Capacity%20by%20Conflict%20Phase%20per%20country-%20stacked%20barchart.png) 
+
+>[**Q2.  To what extent are these datasets comparable, and what differences, if any, exist in what they measure?**](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/4_data_analysis/data_comparison_analysis)  
+ <details><summary><b>Overall Pattern</b></summary><p>
+
+**On Sudan:**  
+**_Grid power came first:_** By 2018, on-grid non-solar power reached full capacity, mainly from hydropower and thermal sources like the Merowe and Roseires Dams.  
+**_Solar followed slowly:_** Off-grid solar expanded gradually, reaching capacity by 2021 amid post-2019 instability and weak rural infrastructure.  
+
+In Sudan (2010–2023), off-grid solar deployment rises steadily, unlike on-grid deployment, which increases sporadically—likely tied to major government projects. Off-grid growth stagnates in 2022–2023, possibly due to missing data. The dataset likely fails to capture actual declines, especially for on-grid deployment, limiting the accuracy of year-to-year comparisons in the later period.
+
+**On Ukraine:**  
+**Moderate correlation** (r = 0.343); Imports typically occur in short bursts, followed by gradual deployment increases, especially between 2014–2019. Post-2019 declines in imports and 2024 deployment drops likely reflect conflict impacts. 
+
+</details>
+
+<table>
+  <tr>
+    <td><img src="4_data_analysis/output_graphs/Sudan-%20Normalized%20Off-Grid%20Solar%20vs%20Ongrid%20Solar.png" alt="Sudan- OffGrid vs OnGrid" width="500"/></td>
+    <td><img src="4_data_analysis/output_graphs/Ukraine-%20Normalized%20Imports%20vs%20Ongrid%20Solar.png" alt="Ukraine- Imports vs Ongrid" width=600"/></td>
+  </tr>
+  <tr>
+</table>
+
+
+> [**Q3.  What is the effect of conflict duration (continuous vs. periodical or no conflict) on the adoption of solar energy technologies?**](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/4_data_analysis/duration_analysis)
+> 
+ <details><summary><b>Overall Pattern</b></summary><p>
+
+- **Conflict-period imports** often exceed pre- and post-conflict levels.  
+  _→ During active conflict, demand for decentralized and backup power sources spikes, especially in humanitarian or survival contexts._
+
+- **PV Modules** dominate overall imports.  
+  _→ PV panels are the core component of solar systems, making them the foundation of any solar energy deployment strategy._
+
+- **Solar Lamps** and **Lithium Batteries** have a **larger share during conflicts**, indicating a need for portable power.  
+  _→ In emergencies, small-scale, off-grid solutions are critical for lighting, communication, and basic household use — especially when grid access is unreliable._
+
+- **Inverters** and **Lead-Acid Batteries** maintain **smaller, steady shares**.  
+  _→ These components support more permanent solar setups, which are harder to install or maintain during unstable conditions._
+
+</details>
+
+</details>
+<table>
+  <tr>
+    <td>
+       <img src="4_data_analysis/output_graphs/Solar%20Product%20Mix%20by%20Conflict%20Geoup%20(%25).png" width="700"/>
+    </td>
+    <td>
+      <img src="4_data_analysis/output_graphs/Solar%20Product%20Imports%20over%20time%20by%20Conflct%20Group.png" width="600"/>
+    </td>
+  </tr>
+</table>
+
+> [**Q4. What are the environmental and social impact in conflict-affected countries?**](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/4_data_analysis/social_environment_analysis)
+>
+ <details><summary><b>Overall Pattern</b></summary><p>
+
+- **Slower Growth in Conflict Areas:** While solar power still grew in conflict zones, it was at a much slower pace. This suggests that wars make it harder to build big solar projects.
+- **Slower Access to renewable energy:** this has tremendous consequences, in conflict zones, the relying in fossil fuels increase which will eventually lead to more CO2 emissions.
+- **Less Pollution Avoided in Conflict Zones:** while solar power in conflict areas may help in reducing pollution, the amount will be much, much smaller compared to peaceful regions. This is simply because there will be less solar power installed in war-torn places, also the excessive use of fuel in cars, planes and other military vehicles is extremely high during conflicts and its usage is uncontrolled. So, conflicts don't just hurt people; they also slow down our planet's healing process by limiting clean energy.
+- The conflict doesn't just **stop** the lights from coming on; it **holds back health**, education, and economic growth.
+
+
+</details>
+
+### Confidence Level
+
+We are **moderately confident** in the trends observed. Core patterns appear consistent across countries, but some data gaps and contextual complexities limit certainty.
+
+### Limitations
+
+- Data gaps in post-conflict years and low-income countries.
+- Imports ≠ direct deployment; stockpiling or re-exports possibles.(black markets or secondhand use)
+- No modeling of lag effects between import and deployment.
+- Conflict phase definitions are simplified proxies.
+<details><summary>Many Other Factors: The amount of solar power a country installs or how many people get connected depends on many things, not just conflict. Things like a country's wealth, its government's policies, help from other countries, and even its geography all play a huge role.</summary>
+  <ul><li> Statistical analysis showed that there is no significant difference in mean solar PV capacity nor the number of people connected between conflict and non-conflict regions.</li></ul></details>
+
+<details><summary><b>Results and Interpretation</b></summary><p>
+ 
+- **Raw Result: "Solar capacity grows during conflict."**  
+Interpretation: _Solar becomes a survival tool, not just an environmental solution, as communities adapt to grid failures with decentralized energy._
+- **Raw Result: "Off-grid systems surge in fragile settings."**  
+Interpretation: _Signals the need for localized, self-sufficient power when central infrastructure collapses—often supported by humanitarian aid._
+- **Raw Result: "Solar Lamps and Lithium Batteries have a larger share during conflicts."**  
+Interpretation: _Reflects urgent demand for portable energy for lighting, phone charging, and safety—vital for displaced populations._
+</p></details>
+
+<details><summary><b>Future work</b></summary><p>
+
+- Use maps or data showing how intense conflict is in different areas.
+- Study if there's a delay between importing equipment and solar growth.
+- Compare solar projects funded by aid vs. those driven by local markets.
+- Check the results against real project data or insights from local experts.
+</p></details>
+
+
+
+>For more details, assumptions and limitations refer to [/4_data_analysis](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/4_data_analysis) including all scripts, visualizations, technical methodology, and a non-technical summary of our findings, confidence levels, and limitations. 
+
+---
+
+## [M4: Communicating Results](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/5_communication_strategy)
+
+Our strategy is designed to help local community leaders or advocates to become the main driver of solar energy adoption where they live.
+
+### Core Message
+
+The central message is that **"Solar power is not just about lights—it's about our community's future."**   
+The goal is to position solar energy as a permanent and sustainable solution that gives communities control over their essential services, particularly in the face of an unreliable power grid.
+
+
+#### Project Narrative
+
+The document's narrative is structured to be both relatable and compelling:
+* **The Problem:** It highlights the challenges of an unreliable power grid and the high cost of diesel generators, which disrupt critical services like healthcare and water supply. It also addresses the misconception that solar is only for private use.
+* **The Discovery:** It presents evidence that small, durable solar systems are a more resilient and effective alternative to the central grid, especially during crises.
+* **The Call to Action:** The document concludes by calling on Popular Committees in Sudan to take the lead in adopting solar energy, positioning them as champions of resilience and self-sufficiency.
+
+
+### Audience & Tools
+
+Our strategy focuses on two key groups:
+
+- **UNHCR (Funders):**  
+  Through a [**pitch presentation**](https://solarenergyforcommunityresilienceinsudan.my.canva.site/), we clearly communicate the project’s purpose, funding request, and the role of **Popular Committees in Sudan.**  
+  
+- **Popular Committees (General Public):**  
+Local elected groups in Sudan that provide basic services and link communities with authorities and aid agencies. Though solar is seen as a solution, public services still depend on diesel.
+
+### How We’re Getting the Message Out
+
+- **Funders:** 
+  - A [document](https://docs.google.com/document/d/1qtnTPDyECZFVlH4yhWlZRAuwwtspa7mvojq4XWrX1DM/edit?tab=t.0) outlining the fund, requirements, and our draft budget  
+  - A [GitHub repository](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo) where our research and progress are documented  
+  - A [pitch deck](https://solarenergyforcommunityresilienceinsudan.my.canva.site/) and [proposal](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/5_communication_strategy/proposal.md) aligned with the UNHCR evaluation criteria  
+
+- **Public:**   
+  - A [blog post](https://medium.com/@ahdbasan/survival-not-just-sustainability-the-role-of-solar-in-conflict-zones-54ef59c76af4) highlighting how solar energy provides resilience and dignity in conflict-driven blackouts  
+
+- **Committees:** WhatsApp-ready infographics, short videos, fact sheets, and meeting templates. 
+
+> **_By Refugees to Refugees_**
+
+<details><summary><b> Why It Matters</b></summary><p>
+
+Communities across Sudan face unreliable power grids and costly diesel generators. Essential services fail when they are needed most.  
+In conflict zones, solar adoption rises — because it works when nothing else does.
+
+Our **Solar Survival Kit** pilot in Khartoum will:
+- Deliver modular solar systems to public institutions.  
+- Be led and maintained by **Popular Committees**.  
+- Prove that community-led solar can replace diesel for critical services.
+</p></details>
+
+<details><summary><b>  What We’re Asking</b></summary><p>
+
+From **UNHCR** and other funders:
+- $45,000 in flexible, direct funding for the 12-month pilot.  
+- Amplification of results to reach policymakers and donors.  
+- Advocacy for refugee-led, sustainable energy policies.
+
+From **local committees**:
+- Lead planning, deployment, and upkeep of solar systems.  
+- Use our communication toolkit to build public support.
+
+From the **public**:
+- Shift the perception of solar from luxury to necessity.  
+- Participate in community funding and maintenance.
+</p></details>
+
+
+
+> For more details refer to our [Communication Strategy](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/5_communication_strategy), including our detailed process (`process.md`), public-facing summary (`readme.md`), persuasive pitch (`pitch.md`), and full proposal (`proposal.md`).
+
+
+---
+## [M5: Final Presentation](https://docs.google.com/presentation/d/1ylyQKWaLEG2DBNjNC2kAqbokFimr2Ajq/edit)
+> For more details refer to our [final presentation](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/6_final_presentation), including our script and final presentation slides readme.
+
+---
+
+## Key Findings
+
+- **Solar grows during conflicts:** Off-grid systems surge when central grids fail.
+- **Portable solutions matter:** Solar lamps and lithium batteries are in higher demand during crises.
+- **Community survival focus:** Solar is used primarily for essential services — clinics, water pumps, communication.
+- **Policy & wealth impact adoption:** Conflict intensity, household income, and government policy shape patterns of adoption.
+- **Data gaps exist:** Black market, second-hand use, and missing datasets can affect exact numbers.
+
+---
+
+
+## Repository structure
+
+```text
+project/
+├── README.md                   # Project overview and main instructions
+├── guide.md                    # Detailed guide on using this template
+├── /collaboration/             # Team norms, strategies, and retrospectives
+├── /notes/                     # Shared resources and learning materials
+├── /0_domain_study/            # Domain research and background
+├── /1_datasets/                # Raw and processed datasets
+├── /2_data_preparation/        # Scripts for cleaning and processing data
+├── /3_data_exploration/        # Scripts for initial data understanding
+├── /4_data_analysis/           # Scripts for in-depth analysis
+├── /5_communication_strategy/  # Materials for communicating findings
+└── /6_final_presentation/      # Final presentation materials
+```
+
+## Project Workflow 
+
+**Steps:**
+1. **Domain Research:** Understand energy challenges in conflict zones.
+2. **Data Collection:** Gather datasets from IRENA, UN Comtrade, etc.
+3. **Data Cleaning & Preparation:** Filter, label, and standardize datasets.
+4. **Analysis & Exploration:** Visualize deployment patterns and adoption trends.
+5. **Results & Communication:** Summarize findings and create actionable insights.
+
+---
+
+## Team Members
+
+_Who's behind all this? Meet the passionate minds Github driving this project:_
+
+<table>
+  <tr>
+    <td align="center">
+      <img src="https://github.com/ahdbasan.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/ahdbasan" style="color:green;">Ahd Basan</a><br>
+      <sub>Sudan</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/Anyak7.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/Anyak7" style="color:green;">Anyak</a><br>
+      <sub>South Sudan</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/ermishina.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/ermishina" style="color:green;">Mariia Ermishina</a><br>
+      <sub>Russia</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/Mo-Altayeb.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/Mo-Altayeb" style="color:green;">Mohamed Altayeb</a><br>
+      <sub>Sudan</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/Tbaosman.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/Tbaosman" style="color:green;">Mohamed Saeed 👨‍💻</a><br>
+      <sub>Sudan</sub>
+    </td>
+  </tr>
+
+  <tr>
+    <td align="center">
+      <img src="https://github.com/Mohamed-Elnageeb.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/Mohamed-Elnageeb" style="color:green;">Mohamed Elnajeeb</a><br>
+      <sub>Sudan</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/Emanfalouji.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/Emanfalouji" style="color:green;">Eman Alfalouji</a><br>
+      <sub>Palestine</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/Zeinab15.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/Zeinab15" style="color:green;">Zeinab Mohammed</a><br>
+      <sub>Sudan</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/mariacommits.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/mariacommits" style="color:green;">Maria Alejandra Cardeno</a><br>
+      <sub>Venezuela</sub>
+    </td>
+    <td align="center">
+      <img src="https://github.com/theabdallahnjr.png" width="80" height="80" style="border-radius:50%; object-fit:cover;"><br>
+      <a href="https://github.com/theabdallahnjr" style="color:green;">Abdallah Alnajjar</a><br>
+      <sub>Palestine</sub>
+    </td>
+  </tr>
+</table>
+
+---
+
+## [Tech Stack]()
+
+- **Programming Language:** Python 3.11+  
+- **Data Handling:** Pandas, NumPy  
+- **Visualization:** Matplotlib, Seaborn (optional), Plotly  
+- **Collaboration:** Git, GitHub  
+- **Documentation & Writing:** Markdown, Jupyter Notebook  
+- **Project Management:** Trello / GitHub Projects  
+- **Deployment & Sharing:** Medium (for blog post)
+
+## [Contributing](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/CONTRIBUTING.md)
+
+ To set up the project locally and understand our contribution guidelines, please see our [CONTRIBUTING.md](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/CONTRIBUTING.md) file.
+
+## [License](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/LICENSE)
+
+This project is licensed under the MIT License -
+see the [LICENSE](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/LICENSE) file for details.
+
+
+
+
diff --git a/collaboration/README.md b/collaboration/README.md
index 20889b951..824e0a8bd 100644
--- a/collaboration/README.md
+++ b/collaboration/README.md
@@ -1,5 +1,35 @@
 # Collaboration
 
 <!-- group norms summary -->
-
+Our group values open communication, empathy, and proactive support.  
+These norms help us collaborate effectively across time zones and cultures.
 <!-- group norms list -->
+## Social Norms
+
+These norms outline how we aim to interact respectfully and effectively as a team:
+
+### 🧠 Building Trust
+
+- Be honest about your limits — trust grows when expectations match reality.
+- Communicate challenges early so teammates can support you.
+- Show empathy and consideration in different circumstances.
+
+### 💬 Communication and Collaboration
+
+- Use Slack as the primary tool for communication (must be checked regularly).
+- Google Meet every Thursday.
+- Everyone will proactively reach out when stuck or overwhelmed.
+- Tasks are delegated after each meeting and documented.
+
+### 🧭 Respect and Inclusion
+
+- Respect others’ time — notify the team if you can't attend meetings.
+- Listen actively, and don't interrupt others during meetings.
+- Celebrate small wins to keep up morale.
+- Silence can be misread — speak up when you need support.
+
+### 🛠️ Conflict Resolution
+
+- If trust is damaged: talk directly and kindly, resolve issues early.
+
+> These norms are intention-based and may evolve during the project.
diff --git a/collaboration/communication.md b/collaboration/communication.md
index f9e2d0181..8717ba225 100644
--- a/collaboration/communication.md
+++ b/collaboration/communication.md
@@ -9,45 +9,67 @@
 
 # Communication
 
+ Our group values open communication, empathy, and proactive support.  
+ These norms help us collaborate effectively across time zones and cultures.
+
 ---
 
+**In this document, you’ll find:**
+
+- A schedule for regular check-ins and meeting agendas  
+- Guidelines for using GitHub Issues, Pull Requests, Slack, and Google Meet  
+- Availability tracking for each team member  
+- A shared approach to asking for help and resolving conflicts
+
 ## Communication Schedule
 
-| Day    | How | The topic of discussion |
-| :----: | :-: | ----------------------: |
-|        |     |                         |
+| **Day**   | **How**      | **Topic of Discussion**                  | **Link**|
+|-----------|--------------|------------------------------------------|----------------------------------------------|
+| 31/05/25  | Google Meet  | Introduction and Communication file| [Meeting Minutes 01](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/notes/01meeting_minutes.md) |
 
 ## Communication Channels
 
 How often we will get in touch on each channel, and what we will discuss there:
 
-- **Issues**:
-- **Pull Requests**:
-- **Slack/Discord**:
-- **Video Calls**:
+- **Issues**: Use GitHub Issues to set up meeting agendas, ask for help, fix
+ bugs, and organize work.
+- **Pull Requests**: Use Pull Requests to discuss and review the changes that
+ are to be made (code review).
+- **Slack/Discord**: Slack will be the main communication channel for
+ this project (day-to-day coordination, quick questions, announcements).
+- **Video Calls**: Google Meet will be used for synchronous meetings
+ according to the agreed schedule.
 
 ## Availability
 
-### Availability for calling/messaging
-
-| Day     | Mon | Tue | Wed | Thu | Fri | Sat | Sun |
-|--------|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
-| _name_ |     |     |     |     |     |     |     |
-
-### How many hours everyone has per day
-
-- name: _5h_
-- name: _6h_
-- name: _5h_
-- name: _4h_
-- name: _3h_
-
+### Availability for calling/messaging/meetings
+
+**Preferred days:**  
+ **All agreed from Sunday to Wednesday**  
+  _To accommodate all members._  
+  Depending on power and connectivity
+  
+### Hours Availability
+
+| **Preferred hours availability** | **Time** | **Response time average**|
+|----------------------------------|----------|------------------|
+| **AHD** | After 11pm Est | 4 - 8 hrs |
+| **MARIIA** | After 9pm Est | 2 - 4 hrs |
+| **MOHAMED SAEED** | After 12pm Est | 2 - 4 hrs |
+| **ABDALLAH** | TBD | TBD |
+| **MOHAMED ALTAYEB** | 11/12pm est | 2 - 4 hrs |
+| **ANYAK** | Before 12pm est | 2 - 4 hrs|
+  
+**Next Meetings:**  
+   _Scheduled during the prior meeting._  
+  Every Thursday  
+  _If unscheduled: Coordinated via
+  Slack for all team members._
+  
 ## Asking for Help
 
-There's a fine line between confidently learning from your mistakes and
-stubbornly getting nowhere. Here is a general guide for when to ask for help
-based on how long you’ve been stuck on the same problem:
+Document your challenge _tag_ to ensure clarity when seeking help.  
 
-1. _0 → 30 min_: Try on your own
-2. _30 → 60 min_: Ask your group for help
-3. _60+ min_: Tag your coaches in Slack, WhatsApp or GitHub
+1. _0 → 30 min_: Try on your own  
+2. _30 → 60 min_: Ask the team for help  
+3. _60+ min_: Time to signal the experts on Slack or GitHub
diff --git a/collaboration/constraints.md b/collaboration/constraints.md
index 24079505c..8ac438936 100644
--- a/collaboration/constraints.md
+++ b/collaboration/constraints.md
@@ -1,34 +1,99 @@
 <!-- this template is for inspiration, feel free to change it however you like! -->
 
-# Constraints
-
-Some boundaries around our project.
-
-## External
-
-<!--
-  constraints coming from the outside that your team has no control over:
-  - project deadlines
-  - number of unit tests required to pass a code review
-  - technologies (sometimes a client will tell you what to use)
-  - power or connectivity
-  - ...
--->
-
-## Internal: Involuntary
-
-<!--
-  constraints that come from within your team, and you have no control over:
-  - each of your individual skill levels
-  - amount of time available to work on the project
--->
-
-## Internal: Voluntary
-
-<!--
-  constraints that your team decided on to help scope the project. they may include:
-  - coding style & conventions
-  - agree on a code review checklist for the project repository
-  - the number of hours you want to spend working
-  - only using the colors black and white
--->
+# 🛑 Constraints
+
+Some boundaries around our project.  
+Constraints based on this [survey](https://docs.google.com/spreadsheets/d/1qs0E7fHq7Al8MtG_Ii3xitOWv5px5SXr2fp_d3T5rXA/edit?gid=0#gid=0)
+
+## 🟢 Voluntary Constraints
+
+### 📅 Deliverable Deadlines  
+
+*Our team agreed to include a **two-day buffer** before each
+main deadline —  
+  Giving us time to polish, reflect, and help
+ one another if needed.*
+
++ Milestone 0, Cross-Cultural Collaboration: **June 02**  
++ Milestone 1, Problem Identification: **June 16** - June 14
++ Milestone 2, Data Collection: **June 30** - June 28
++ Milestone 3, Data Analysis: **July 21** - July 19
++ Milestone 4, Communicating Results: **August 11** - August 08
++ Milestone 5, Final Presentation: **August 25** - August 23
+
+### 🕒 Participation and Availability
+
+> **1.5+ hours of workshop (1-2 per week).**  
+> **1.5 hours of team meetings.**  
+> **5+ hours of asynchronous work.**
+>
++ **Response Time**  
+On average, we’ll aim to reply within **six hours**,
+
++ **Availability Issues**  
+  + Technical issues: Power Outrages, Internet connectivity and Device malfunctions
+  + Responsibilities: Personal Matters, Work and Uni
+
+✨ If you're facing any issues —
+**please let the team know.**  
+We’re here to support each other without
+ pressure- we're stronger together. 💪
+
+### 💻 Github Constraints
+
++ **Branches**:  
+  + Branch Naming:
+    > snake_case and lowercase  
+  keep it short, simple and understandable
+
+  + *After every milestone : we'll clean up branches to avoid conflicts*
+
++ **Project Board**
+  + Only issues will be on project board
+  + Pull request will be archived to avoid cluttering
+  + Pull request will just be linked to the Issue in the ⚙️ Development
+  + Also add label tag.
+  + Link the branch too if available
+
++ **Reviewing code:**
+  + On the Issue : Assign yourself for review in ⚙️ Assignees
+  + On the pull request: Assign yourself for review in ⚙️ Reviewers
+
++ Use pull requests and GitHub issues to track work.  
+  Pull request will be merged with at least one approve.
++ Code Review Checklist  
+  All should be checked and formatted beforehand in VSC
+
++ All Codes merged regularly and commented on.  
+  **Reviewed by at least 2 members of the team**
+
+## 🚫 Involuntary Constraints
+
+### 🔰 Programming Experience
+
+#### Skill Level  
+
+The majority of our team members have beginner to
+ intermediate programming experience.  
+ To ensure steady progress and
+ a positive learning environment:  
+
++ **Problem Scope**:  
+The project will be moderately challenging — just enough
+to stretch us without overwhelming anyone.
+
++ **Learning Support**:  
+Share resources and encourage peer-to-peer support.
+
++ **Task Assignment**:  
+Tasks will be assigned based on individual skill levels,
+ with opportunities for growth and collaboration.
+
+### 🤝 Collaboration Experience
+
+With backgrounds in Electrical energy, Energy Engineering and Architecture.  
+Our preferred topic is:  
+**Renewable Energy and Sustainability**
+
+As a team; Learning to work with Jupyter Notebook and
+ libraries like Matplotlib and Pandas.
diff --git a/collaboration/learning_goals.md b/collaboration/learning_goals.md
index 11c583d2b..90eebc3f1 100644
--- a/collaboration/learning_goals.md
+++ b/collaboration/learning_goals.md
@@ -1,5 +1,77 @@
 # Learning Goals
 
+These learning objectives serve to establish clear expectations and shared
+understanding among team members participating in collaborative programming exercises.
+
 ## Collective
 
+- Master advanced programming concepts like object-oriented principles.
+- Improve debugging and troubleshooting skills.
+- Learn version control best practices including
+branching strategies, merge conflict resolution, and collaborative workflows.
+- Review DSs and algorithms you have already studied.
+- Learn new DSs and algorithms.
+- Practice more complete, readable, and documented solutions.
+- Learn to program faster, to be more a more efficient developer.
+
 ## Individual
+
+### Abdallah
+
+- Master advanced programming concepts like object-oriented principles.
+- Learn new DSs and algorithms.
+- Develop better pattern recognition for when to use specific data
+structures or algorithms
+- Learn to program faster, to be more a more efficient developer.
+
+### Mohamed Altayeb
+
+- Familiarize my self with Jupyter notebook.
+- Learn how to get the most meaningful data from each situation.
+- Improve my abilities with Python and working with new libraries.
+- Improve my abilities to work in a team.
+
+### Mohamed Saeed
+
+- Deeply understand the meaning of data analysis.
+- Get the gist of data collection and data processing.
+- Improve in python programming with the aim to master advanced algorithms and techniques.
+- Be a part of a project that solves a real problem.
+
+### Ahd
+
+- Apply foundational DS skills from data wrangling, visualization and basic modeling.
+- Learn a systematic and goal-oriented approach in question formulation.
+- Implement Algorithms learned in 6.002x to solve problems.
+- Practice more complete, readable, and documented solutions.
+
+### Mariia Ermishina
+
+- Strengthen my programming foundation and gain more confidence in real  
+  projects.  
+- Learn to use Git and GitHub more effectively for collaboration and version  
+  control.  
+- Improve my problem-solving skills using Python, especially in data analysis.  
+- Get more comfortable with Jupyter Notebook and data visualization tools.  
+- Become a confident and contributing member of the team.
+
+### Anyak Abraham
+
+- Develop more experience in collaborative projects(teamwork)
+- Gain more experience in data analysis and interpretation
+- Improve on my python skills especially in data science
+- Learn how to solve problems effective using programs
+
+### Maria Cedeño
+
+- Enhance ability to clearly communicate complex data insights
+- Seek and incorporate constructive feedback
+- Improve problem-solving skills
+- Gain practical experience on a real data science project
+
+### Zeinab Mohmmed
+
+- Strengthen my technical skills, especially in GitHub, Python, and Data Science.
+- Improve my time management and become more organized.
+- Learn from others through sharing and exchanging knowledge.
+- Apply what I’ve learned in real projects and keep learning from my mistakes.
diff --git a/collaboration/retrospectives/0_cross_cultural_collaboration.md b/collaboration/retrospectives/0_cross_cultural_collaboration.md
index e69de29bb..64fc75edb 100644
--- a/collaboration/retrospectives/0_cross_cultural_collaboration.md
+++ b/collaboration/retrospectives/0_cross_cultural_collaboration.md
@@ -0,0 +1,114 @@
+# Retrospective
+
+- **Stop Doing**
+  - Leaving tasks or decisions ambiguous — unclear ownership
+     slows progress.
+  - Assuming updates will be communicated without check-ins —
+     this led to misalignment.
+  - Over-relying on asynchronous communication when synchronous
+     discussions could resolve things faster.
+
+- **Continue Doing**
+  - Effective meetings with strong participation and outcomes.
+  - Group collaboration; if anything needs adjustment, go for it.
+
+- **Start Doing**
+  - More availability to fasten the process in independent tasks.
+  - Clear meeting agendas and possibly holding two meetings per
+     week to stay aligned.
+  - Following up with the progress of each member and reaching out
+    as a group. >> regular check-ins.
+
+- **Lesson Learned**
+  - The Project Board should reflect the structure and clarity of
+     our work. To keep it organized and useful:
+    - Link each issue to its corresponding milestone from the start.
+    - Use clear naming of issues according to the milestone.
+    - Connect issues properly to branches, pull requests, assignees,
+       labels, and reviewers.
+    - At the end of each milestone:
+      - Remove or revise outdated ones.
+      - Keep the board clean, readable, and uncluttered.
+
+## Srategy vs Board
+
+### Ahd
+
+- **What Went Well**
+  - Our first meeting introductions went smoothly. We all seem to have
+    the same interest, and that's amazing!
+  - Branch naming and GitHub usage was a blast for all members.
+
+- **What Didn’t Go as Planned**
+  - Time management needs refinement.  
+    Our two-day buffer for the first milestone didn’t work out
+  this time — but that’s okay.
+  - More meetings for the next milestone.
+
+- **Did you need to add things that weren't in your strategy?**
+**Or remove extra steps?**
+  - Removed redundant or unclear branches during cleanup to
+    make the board more efficient.
+  - Added the milestone tag on the issue naming also to make the project
+   board clear in terms of milestones.
+
+### Mohamed Saeed
+
+- **What Went Well**
+  - Team meetings and deadlines were set appropriately, even though
+    I wasn't able to participate fully.
+  - Team division of tasks and responsibilites was clear, which helped
+    the project move forward.
+
+- **What Didn’t Go as Planned**
+  - Communication breakdowns on my end meant I missed important updates,
+    decisions, and opportunities to provide input when the team needed it.
+  - I failed to proactively communicate early enough for the team to adjust
+    expectations or redistribute tasks effectively.
+
+- **Did you need to add things that weren't in your strategy?**
+**Or remove extra steps?**
+  - Better personal time management and prioritization strategies to
+    balance competing commitments.
+
+### Mohamed Altayeb
+
+- **What Went Well**
+  - At least two team members were able to attend all the workshops, so our group
+  was not in the dark when it comes to what was discussed in each workshop.
+
+- **What Didn’t Go as Planned**
+  - Some personal circumstances forced me to miss the meetings for this milestone.
+  - I wasn't able to properly contribute
+    to the progress of the project
+    and I didn't spend enough time to know what exactly was required from us
+    during this milestone.
+  - Due to different circumstances and some problems in
+    communication some deliverables were submitted after the deadline.
+
+- **Lessons learned**
+  - Go over the deliverables for each milestone well before the deadline
+    to get a grasp of what exactly is to be accomplished and to properly
+    schedule for it.
+  - Ask other teammates for help when any ambiguities arise about any of the deliverables.
+
+### Mariia Ermishina
+
+- **What Went Well**
+  - We had consistent participation in all workshops and meetings,
+    which helped us stay aligned as a group.
+  - Our early discussions were productive and helped us agree
+    on renewable energy as our central focus.
+  - We communicated effectively through GitHub and shared documents,
+    allowing smooth collaboration.
+
+- **What Didn’t Go as Planned**
+  - Not much went off-track during this phase — we managed to keep up
+    with all expected tasks and check-ins.
+  - Some moments of uncertainty could have been avoided with clearer
+    task ownership.
+
+- **Did you need to add things that weren't in your strategy?**
+  **Or remove extra steps?**
+  - We refined some of our internal notes and file naming for better clarity.
+  - No major changes were needed to the original plan.
diff --git a/collaboration/retrospectives/1_problem_identification.md b/collaboration/retrospectives/1_problem_identification.md
index e69de29bb..588632f3e 100644
--- a/collaboration/retrospectives/1_problem_identification.md
+++ b/collaboration/retrospectives/1_problem_identification.md
@@ -0,0 +1,130 @@
+# Retrospective
+
+## Stop Doing
+
+* Assuming availability without confirming scheduled.
+* Over thinking small tasks instead of execution
+
+## Continue Doing
+
+* Continue having regular meetings
+* Assigning individual tasks
+* Creating polls on slack
+
+## Start Doing
+
+* Being open and flexible during out processes
+* Using GitHub to track progress and manage contributions
+* Set clearer deadlines for tasks to avoid last minute work and pressure.
+
+## Lessons learned
+
+* Delegating tasks allowed us to beat deadlines
+* Flexibility in planning allowed us to adapt and make improvements
+* Strong communication is essential
+
+## strategy vs Board
+
+### what parts of your plan went as expected
+
+* Scheduling meetings
+* We all had the same interests
+* The domain was easily chosen
+* Beating the deadlines
+* Collaborating effectively on GitHub
+* Maintaining progress even when not all the members are present
+
+### What parts of your plan did not workout?
+
+* Some tasks took longer due to different availability
+* Not all meetings had full attendance
+* Poor network from some members during meetings
+
+### Did you need to add things that weren’t in your strategy
+
+* Using Google docs to accomplish certain tasks.
+* Creating polls on slack to ease decision making
+* Making check-ins for every milestone
+
+### or remove extra steps
+
+* Streamlined meeting structures to save time
+* We had to cut redundant sessions that could be async updates.
+
+## Individual retrospectives
+
+### Anyak Abraham
+
+**What went well?**
+
+* Tasks assigned to me were easily accomplished
+* I was consistent in following up tasks and meeting the deadlines
+
+#### What didn't go as expected
+
+* I became ill which made me slow to accomplish certain tasks
+
+#### Lessons learned (Anyak Abraham)
+
+* It’s okay to rely on the team when stuck
+* Attending every session is important to keep up with the progress
+
+### Mohamed Altayeb
+
+**What went well:**
+
+* Team meetings went very well and were productive and we didn't need to delay  
+  any of them.
+* We were able to catch up and finish the deliverables of the last milestone.
+* We made good progress in a relatively short time regarding the problem domain
+  and research question.
+
+**Lessons learned:**
+
+* Delegating tasks makes it easier and more clear to follow on the progress  
+  of the project.
+* Open communication and teamwork makes it easier and helps all team members
+  accomplish their goals and tasks.
+
+### Ahd
+
+#### What Went Well (Ahd)
+
+* Discovering having same interest early on helped us a long way
+* Our process went as smoothly as we wanted: from problem domain to questions  
+  that we brainstormed and then we went back to choosing a problem statement and
+  an actionable research question; We were flexible with our process.
+
+#### What Didn’t Go as Planned (Ahd)
+
+Meeting with all members; there is always someone missing but that's okay—there are
+meeting minutes.
+
+**Did you need to add things that weren't in your strategy? Or remove extra steps?**
+
+* Added the discussions to document our process
+* The process.md to document our process
+
+### Mariia Ermishina
+
+#### What Went Well (Mariia)
+
+* We were able to clearly distribute responsibilities and understand our individual
+contributions to the project.  
+* I appreciated the openness within the team, which helped us move quickly and
+avoid misunderstandings.  
+* Our early agreement on goals and structure made later decisions easier.  
+
+#### What Didn’t Go as Planned (Mariia Ermishina)
+
+* Some initial tasks took longer than expected because we were still figuring out
+  the best workflow.  
+
+### Mohamed Saeed
+
+#### Achievements and Successes
+
+* Team members distributed and carried out the tasks in an efficient and effective
+  way.
+* GitHub features were used and utilized proficiently by all team members
+* What didn't go as planned
diff --git a/collaboration/retrospectives/2_data_collection.md b/collaboration/retrospectives/2_data_collection.md
index e69de29bb..a24e27d13 100644
--- a/collaboration/retrospectives/2_data_collection.md
+++ b/collaboration/retrospectives/2_data_collection.md
@@ -0,0 +1,110 @@
+
+# Retrospective
+
+## Stop Doing
+
+- Digging endlessly for new data instead of working with what we already had.
+ At some point, the search became a distraction.
+
+## Continue Doing
+
+- Keeping the research question front and center. It’s helped us filter what
+ matters and what doesn’t.
+- Holding sync meetings to follow our progress, discuss improvements,
+ and plan next steps.
+- Supporting each other across roles when things shift or someone’s stuck.
+ That flexibility has been key.
+
+## Start Doing
+
+- Set up a shared weekly schedule or calendar to make coordination smoother,
+ especially with the group merge
+
+## Lessons learned
+
+- Having a clear plan is great, but being willing to adapt it as we go is what
+ actually keeps things moving.
+- Good documentation isn’t extra work; it actually saves time when things get
+ confusing or when we need to explain decisions later.
+- Good collaboration is essential to make the work smoother and keep us focused
+ on what matters.
+
+## strategy vs Board
+
+### what parts of your plan went as expected
+
+- Successfully clarified the scope early, which helped reduce distraction later.
+
+### What parts of your plan did not workout?
+
+- Underestimated how messy real-world data would be, needed more time for cleaning
+ and transformation.
+- Coordination with the group members didn’t flow well, maybe we needed a shared
+ calendar or clearer roles.
+
+### Did you need to add things that weren’t in your strategy or remove extra steps
+
+- Originally thought we’d rely only on one dataset, but ended up integrating two
+ more to fill gaps.
+- Added a “What do you get from the data? And be created for? Strategy” section to
+ our data documentation. This helped us stay focused and intentional with each
+  dataset, instead of analyzing blindly.
+
+## Individual retrospectives
+
+## Ahd
+
+### What Went Well
+
+- Found high-quality data on solar adoption and developed strategies that stay
+ aligned with our core research question.
+
+### What Didn’t Go as Planned
+
+- Also, I probably spent too long in data search mode when I should’ve shifted to
+ prep mode sooner.
+
+### Did you need to add things that weren't in your strategy? Or remove extra steps?
+
+- Mohamed Eltayeb lined up detailed agenda items on Issues, so I’m trading
+  lengthy meeting minutes for a smarter checklist approach. less typing, more doing.
+
+## Mohamed Eltayeb
+
+### **What Went Well**
+
+- Meetings were productive although usually not all team members were able to join.
+We were able to get our hands on good data that covered different aspects
+ (On grid, Off grid, and Imports)
+- The merge with group 7 helped us with more team members as the work was beginning
+ to become overwhelming.
+
+### **What Didn’t Go as Planned**
+
+- Some team members were unable to catch up with us due to some personal reasons.
+We still haven't found enough specific data about conflicts and similar events yet.
+
+### **Lessons Learned**
+
+- Making detailed meeting agendas helps with making the most out of the meeting time.
+Not to immerse ourselves in one aspect of the project (e.g. looking for data)
+ and neglect the other aspects of the project.
+
+## Zeinab
+
+### What parts of your plan went as expected?
+
+- The merging process with Group 8 went smoothly. We worked together to catch up
+ on what we had missed, and they were supportive in helping us become more
+  familiar with their domain and research question.
+
+### What parts of your plan did not work out?
+
+- For several reasons, we were not able to continue working on our original
+ research question. However, we hope to return to it and develop it further in
+  the future.
+
+### Did you need to add things not in your strategy?
+
+- we can  organize additional practice sessions to support one another and become
+ more familiar with the data analysis and ml  
diff --git a/collaboration/retrospectives/3_data_analysis.md b/collaboration/retrospectives/3_data_analysis.md
index e69de29bb..fed31db43 100644
--- a/collaboration/retrospectives/3_data_analysis.md
+++ b/collaboration/retrospectives/3_data_analysis.md
@@ -0,0 +1,139 @@
+<!-- markdownlint-disable MD024 -->
+
+# Retrospective
+
+## Stop Doing
+
+- **Avoid dividing work based on datasets.**  
+  This approach caused fragmentation and confusion. Instead, focus on analytical
+   questions to guide the division of tasks.
+
+## Continue Doing
+
+- **Continue improving previous work.**  
+  Revisit and refine steps such as data cleaning and exploration to ensure high
+   quality and consistency.
+
+- **Add more data when needed.**  
+  Supplement existing datasets if gaps are discovered or deeper insights are required.
+
+- **Split tasks fairly and communicate regularly.**  
+  Divide tasks clearly and check in often to identify blockers or support teammates.
+
+## Start Doing
+
+- **Define and assign tasks based on analytical questions.**  
+  This makes the work more goal-oriented and easier to interpret.
+
+- **Document assumptions, choices, and issues.**  
+  Maintain a shared log to improve transparency and help future reviews or debugging.
+
+- **Implement regular peer reviews.**  
+  Set checkpoints to review each other's work and give constructive feedback
+   before finalizing.
+
+- **Clarify responsibilities at the start of each phase.**  
+  Make sure everyone understands their roles and deliverables early to reduce confusion.
+
+- **Track progress using visual tools (e.g., Kanban or checklist).**  
+  This helps everyone stay aligned and aware of the overall workflow.
+
+---
+
+## Lessons Learned
+
+- Dividing tasks by analytical questions ensures clearer focus and better outcomes.
+- Strong team communication and early problem reporting prevent major setbacks.
+- Going back to refine earlier work (like cleaning or EDA) can save time and
+   boost final quality.
+- Flexibility is necessary — be ready to adapt when the original plan isn’t working.
+
+---
+
+## Strategy vs Board
+
+### What parts of your plan went as expected
+
+- Successfully improved earlier work and maintained consistency across steps.
+- Team members communicated effectively and helped one another.
+
+### What parts of your plan did not work out?
+
+- Dividing tasks by dataset caused overlap and lack of clarity.
+- Some important analysis steps were missed due to unclear responsibilities.
+
+### Did you need to add things that weren’t in your strategy or remove extra steps?
+
+- Yes. We added extra effort to clean and align earlier tasks.
+- We shifted the task-division approach from dataset-based to analytical question–based.
+- Removed some duplicate or unclear steps that didn't contribute to the core goals.
+  
+## Individual retrospectives
+
+### Ahd
+
+### **What Went Well**
+
+Started early with working on data exploration 2 and critically think how to
+ work on an analysis question and use my data accordingly
+A lot of going back and forth with data and the exploration
+
+### **What Didn’t Go as Planned**
+
+Confusion of what is data analysis and what is data exploration
+Starting with dividing analysis according to datasets again but turns out
+ choosing data analysis questions related to the main question regardless of the
+  datasets
+
+### **Did you need to add things that weren't in your strategy? Or remove extra steps?**
+
+Just had a call with Evan that clarified a lot of questions and confusions
+
+### Zeinab
+
+### What Went Well
+
+- Contributed to improving previous work, especially in cleaning and exploring
+   the data more deeply.
+- Stayed committed to quality by reviewing earlier steps and identifying
+   opportunities to refine and strengthen the analysis.
+- Communicated effectively with the team and supported task coordination.
+
+### What Didn’t Go as Planned
+
+- Initially divided tasks based on datasets, which led to confusion and lack of
+   clear direction.
+- Realized later that dividing based on analytical questions makes more sense
+   and provides clearer focus.
+
+### Did You Need to Add Things That Weren’t in Your Strategy? Or Remove Extra Steps?
+
+- Yes. I added more time for data cleaning and re-exploration to ensure accuracy
+   and clarity.
+- add more data to help make accurate analysis
+- Removed unnecessary or duplicate steps that didn’t align with the main analysis
+   goals.
+
+### Mohamed Altayeb
+
+### What Went Well
+
+- Had a better understanding of the difference between data exploration and
+  data analysis.
+- Gained more experience with working with Jupyter Notebooks.
+
+### What Didn’t Go as Planned
+
+- Ongoing power blackout prevented me from properly contributing to the work
+  this milestone>
+- I wasn't able to do a deep enough analysis
+  as I initially desired because of the time limitation and the power situation.
+- I had to include only 4 countries in my analysis during the time frame
+   of this milestone.
+
+**Did You Need to Add Things That Weren’t In Your Strategy? Or Remove Extra Steps?**
+
+- Divided the tasks based on analytical questions rather than data sets.
+  This enabled us to work more individually and combine our results later.
+- I had to reduce the complexity and scope of my analysis to
+  comply with the time constrain.
diff --git a/collaboration/retrospectives/4_communicating_results.md b/collaboration/retrospectives/4_communicating_results.md
index e69de29bb..023e8d10f 100644
--- a/collaboration/retrospectives/4_communicating_results.md
+++ b/collaboration/retrospectives/4_communicating_results.md
@@ -0,0 +1,92 @@
+# Retrospective
+
+<!-- markdownlint-disable MD013 MD031 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 -->
+
+<!-- markdownlint-disable MD031 MD033 MD004 MD001 MD009 MD013 MD045 MD001 MD012 MD022 MD036 -->
+
+## Stop Doing
+- Spending too much time detailing research methodology in the blog (it slowed us down).
+
+## Continue Doing
+- Continued working on the blog post with strong collaboration and clear narrative.  
+- Using visuals and structured storytelling in the pitch deck.  
+- Applying our research into concrete solutions (proposal + pilot idea).  
+- Dividing work based on strengths (writing, design, data).  
+
+## Start Doing
+- Set clearer task ownership and deadlines earlier in the process.  
+- Incorporate visuals (charts, diagrams) into the blog and proposal earlier.  
+- Reach out to partners earlier to avoid delays.  
+- Build in time for feedback rounds before finalizing deliverables.  
+
+## Lessons Learned
+- Simplicity and clarity make research communication more powerful than heavy detail.  
+- Strong teamwork and clear division of roles help us finish on time.  
+- Visual storytelling (in the deck and blog) makes a big difference in engaging the audience.  
+- Early feedback and iteration can prevent last-minute edits.  
+
+---
+
+## Strategy vs Board
+
+### Ahd
+**What parts of your plan went as expected**  
+- Pitch deck was a huge success, and it will directly support drafting the final presentation.  
+
+**What parts of your plan did not work out**  
+- Partnering with a research center did not materialize within the milestone timeline.  
+
+**Did you need to add or remove steps?**  
+- Added a WhatsApp campaign with infographics for solar awareness.  
+
+---
+
+### Mohamed Altayeb
+**What parts of your plan went as expected**  
+- The blog post, pitch deck, and proposal draft came out very well.  
+- Each artifact was tailored to its audience and effectively conveyed the message.  
+
+**What parts of your plan did not work out**  
+- We missed the deadline for the UNHCR fund, so we couldn’t apply.  
+- We haven’t yet found an organization to partner with for the pilot.  
+
+**Did you need to add or remove steps?**  
+- Targeting more than one audience with separate communication artifacts wasn’t in the initial plan, but it worked out very well.  
+
+---
+
+### Maria Cedeño
+
+**What parts of your plan went as expected**  
+- The blog post was successful and went as planned.  
+
+**What parts of your plan did not work out**  
+- We were unable to apply for the UNHCR fund, but we learned a lot about the process.  
+
+**Did you need to add or remove steps?**  
+- For future steps, I’d like to create a full website for our project to better reach our audience.  
+- I’d also like to open accounts on social media platforms (Instagram, Facebook).  
+
+---
+
+### Zeinab Mohmmed
+
+**What parts of your plan went as expected**  
+- We successfully identified a suitable audience for our project message. Both our blog post and presentation pitch were well-prepared and met our expectations.
+
+**What didn’t go as planned**  
+- We faced some delays because we spent extra time deciding on our target audience and the right medium.
+
+**Did you add or remove steps?**  
+- We are planning to implement the *Solar Pilot Kit in Khartoum* and have already started looking for funding and building partnerships to support it.
+
+### Mohamed Saeed
+
+**What parts of your plan went as expected** 
+- The team did an excellent job in crafting the pitch and blog post.
+
+**What didn’t go as planned**
+- My low contribution in the last milestone may have led to delays in the team's progress.
+
+**Did you add or remove steps?** 
+- Raising public awareness about the hidden benefits of solar energy by creating a Facebook page and post posts there.
diff --git a/collaboration/retrospectives/_template.md b/collaboration/retrospectives/_template.md
index c24b796a7..067103255 100644
--- a/collaboration/retrospectives/_template.md
+++ b/collaboration/retrospectives/_template.md
@@ -1,5 +1,3 @@
-<!-- this template is for inspiration, feel free to change it however you like! -->
-
 # Retrospective
 
 ## Stop Doing
@@ -8,24 +6,16 @@
 
 ## Start Doing
 
-## Lessons Learned
-
----
-
-## Strategy vs. Board
-
-### What parts of your plan went as expected?
-
-### What parts of your plan did not work out?
+## Lessons learned
 
-### Did you need to add things that weren't in your strategy?
+## strategy vs Board
 
-### Or remove extra steps?
+### what parts of your plan went as expected
 
----
+### What parts of your plan did not workout?
 
-## Individual Rerospectives
+### Did you need to add things that weren’t in your strategy
 
-### Name
+### or remove extra steps
 
-<!-- reflect on your contributions, challenges and progress in this milestone -->
+## Individual retrospectives
diff --git a/notes/01meeting_minutes.md b/notes/01meeting_minutes.md
new file mode 100644
index 000000000..a794796a5
--- /dev/null
+++ b/notes/01meeting_minutes.md
@@ -0,0 +1,66 @@
+# **Meeting 01**
+
+**31/05/2025  
+12.00 EST - 12.40 EST  
+Google Meet  
+Attendees: 4**
+
+## Agenda
+
+Communication file
+
+### **Topics Discussed:**
+
++ **Social Norms**: [Here's the link](https://docs.google.com/document/d/10UOFpGODRinpdLTszYOAckpkZL9rYJm5/edit#heading=h.90oznua42yww)
+
++ **Naming Branches**: snake case and small case  
+*make it short and simple and clear*
+
++ **Dont rely on just Github for the project board**
+  Make sure to notify us on Slack Group
+
++ **Deadlines**: Buffer of two days before real submission to discuss  
+  
++ **Review of two people before merging**
+  *Add adequate description in pull requests.*
+  
++ **Delete Branches after merging after every milestone**
+
+### Key discussions
+
+*Communication:*  
+• **Google Meet:** Every Thursday with max 1hr  
+• **Slack:** Main tool and for detailed discussions,  
+  project related conversations and responses  
+• **Google Docs:** For collaborative writing and sharing responses and views  
+• **Github** For issues and documentation  
+ **Time for meetings:** 12EST "appropriate for everyone"
+
+### Decision made  
+
+**Action Items**  
+  *What needs to be done?*  
+**Collaboration file**
+
++ Communication: Mohamed Saeed  
++ Social Norms: Maria  
++ Learning Goals: Abdallah  
++ Constraints: Ahd  
+
+### Follow up
+
++ [Branch Protection Rules](<https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/settings/branches>)
+
++ **Documents will be send related to the following topics:**
+Goals, Communication and Constraints  
+*Contribute your answers on Slack*  
+
+### Other notes
+
+Any refining on social norms will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting
+
+Thursday 7th June 2025  
+12 EST “appropriate for everyone”  
diff --git a/notes/02meeting_minutes.md b/notes/02meeting_minutes.md
new file mode 100644
index 000000000..998137211
--- /dev/null
+++ b/notes/02meeting_minutes.md
@@ -0,0 +1,77 @@
+# **Meeting 02**
+
+**31/05/2025  
+12.00 EST - 1.10 EST  
+Google Meet  
+Attendees: 5**
+
+## Agenda
+
+> Problem Identification  
+Revise Milestone 0 Deliverables
+
+### **Topics Discussed:**
+
++ **Milestone 0 Deliverables**  
++ [x] A repository set up with: a project board, branch protections,
+  pull request template, and 6 milestones (named after the CDSP milestones)
++ [x] Collaboration documents:
+  + [x] Group norms
+  + [x] Constraints
+  + [x] Communication plan
+  + [x] Learning goals
++ [x] Contributor guidelines written in CONTRIBUTING.md
++ [x] Meeting agendas and minutes
++ [x] A retrospective for this milestone
++ [x] A labeled Git tag for this milestone created before the deadline
+   (we will review your deliverables based on the tagged commit)
++ [x] Completed the milestone survey
+
+### Key discussions
+
+**Action Items**  
+  *What needs to be done?*  
+
++ **Research Question Discussion**
+  + Each member should propose a fully formatted research question
+  + Domain: Sustainable Development
+  + Support with initial studies:
+    + Personal summaries
+    + Helpful PDFs, articles, or links
+    + Ask: “Would someone need to know this to understand our research?”
+
++ **Milestone 0 Retrospective**
+  + Each member should:
+    + Create a personal branch
+    + Add their individual retrospective
+
+### Decision made  
+
++ **How to improve communication in asynchronous work**
+  + Add meeting agendas in GitHub Issues and Slack before meetings
+  + Clearly delegate tasks at the end of meetings
+  + Check GitHub Issues and the Project Board regularly
+  + Use emojis on Slack to acknowledge or respond quickly
+  + Meeting minutes available on notes
+  + Regular check-ins
+
+### Follow up
+
++ Submit a well-formatted research question within the *Sustainable
+ Development* domain.
+
+### Other notes
+
+Any refining on will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting Agenda
+
+#### **Domain Study**
+
++ Every member  
+  + Research Question with links
+  + Iceberg Model related to the question
+  
++ Check poll on Slack and vote  
++ 12 EST “appropriate for everyone”  
diff --git a/notes/03meeting_minutes.md b/notes/03meeting_minutes.md
new file mode 100644
index 000000000..64fd4436e
--- /dev/null
+++ b/notes/03meeting_minutes.md
@@ -0,0 +1,58 @@
+# **Meeting 03**
+
+**11/06/2025  
+12.00 EST - 1.00 EST  
+Google Meet  
+Attendees: 5**
+
+## Agenda
+
+> Problem Statement and Actionable Research Question
+
+### **Topics Discussed:**
+
++ **Problem Statement**  
+    > Citizens of a conflict affected country need a stable source of
+     electricity. But due to ongoing clashes and systematic attacks on
+      power plants they are unable to get stable access to power.
+
++ **Project Scope**
+  + Renewable Energy Theme: _Solar Energy_
+  + Time Period : _Decade_
+  + Regions : _Syria, Sudan, Gaza and Ukraine_
+  + Existing Implementations : _Case studies: Completed projects_
+
+### Key discussions
+
+**Action Items**  
+  _What needs to be done?_
+
++ **Actionable Research Question**  
+  _send me on slack your questions so to add on the poll_
+  + vote on slack for you think match the criteria (FRESCO) tomorrow
+
+### Decision made  
+
++ **Thorough Background Review : Links, Articles for the domain study**
+  + [Google Document](https://docs.google.com/document/d/1Yw1UP4cB71oUomFpwXoQBt9ORceIe9XGo_ckthFp-Ek/edit?usp=sharing)
+  _then will be refined and added on_ [this file](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/blob/main/0_domain_study/README.md)
+
+### Follow up
+
+#### Deliverables
+
++ Tomorrow choose the question onSlack
++ Add your links and articles of bg review
++ Add your summary using system thinking
+
+### Other notes
+
+Any refining on will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting Agenda
+
+#### **Research Question, Summary of Group's Understanding  and Retrospective**
+
++ Saturday 14/06/2025
++ 12 EST “appropriate for everyone”  
diff --git a/notes/04meeting_minutes.md b/notes/04meeting_minutes.md
new file mode 100644
index 000000000..edd8049c3
--- /dev/null
+++ b/notes/04meeting_minutes.md
@@ -0,0 +1,66 @@
+# **Meeting 03**
+
+**15/06/2025  
+12.00 EST - 1.00 EST  
+Google Meet  
+Attendees: 4**
+
+## Agenda
+
+> Refined the research question
+> Retrospective  
+> Task Delegation  
+
+### **Topics Discussed:**
+
+#### **Retrospective**
+
++ Start Doing
+  + Add a **detailed meeting agenda** on key issues.
+  + Schedule **meetings before check-ins** for better preparation.
++ Continue Doing
+  + **Google Meet meetings**: Twice a week, each 1.5 hours long.
+  + Maintain **bi-weekly meetings**.
+  + Use **GitHub Discussions** to document our process and decisions.
+  + Create **polls** when needed to allow time for study and group input.
+
++ Lessons Learned
+  + **Delegating tasks** improves efficiency and clarity
+
+### Key discussions
+
+**Action Items**  
+  _What needs to be done?_
+
++ **ALL GROUP MEMBERS SHOULD DO**
+  + Individual Retrospective
+  + Add your prespective in Study Guide and summary of group understanding
+  + Check [Discussions](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/discussions)
+
+### Decision made  
+
++ **Refined research question**  after poll on Slack
+    > How have armed conflicts in the past decade affected the deployment,
+     capacity utilization, and household consumption of solar photovoltalic
+     in conflict‐affected communities?
+
+### Follow up
+
+#### Deliverables
+
++ Progress : Mohammed Saeed
++ Retrsopective: Anyak
++ Background review (study domain): Mariia
++ Read.me : Ahd
++ Group understanding - System Thinking + Git tag: Mohamed Altayeb, Abdallah Alnajjar
+
+### Other notes
+
+Any refining on will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting
+
++ Check issues for Agenda
++ Wednesday 18/06/2025
++ 12 EST “appropriate for everyone”  
diff --git a/notes/05meeting_minutes.md b/notes/05meeting_minutes.md
new file mode 100644
index 000000000..c0189260e
--- /dev/null
+++ b/notes/05meeting_minutes.md
@@ -0,0 +1,42 @@
+# **Meeting 03**
+
+**21/06/2025  
+12.00 EST - 1.10 EST  
+Google Meet  
+Attendees: 4**
+
+## Agenda
+
+> [Here an issue](https://github.com/orgs/MIT-Emerging-Talent/projects/194?pane=issue&itemId=116046257&issue=MIT-Emerging-Talent%7CET6-CDSP-group-08-repo%7C44)
+
+### Key discussions
+
+**Action Items**  
+  _What needs to be done?_
+
++ **ALL GROUP MEMBERS SHOULD DO**
+  + Find sources and datasets that can be proxy data or direct
+ related to the question
+
+### Follow up
+
+#### Deliverables
+
+**Task Delegation**:
+
++ Asia : Mohammed Saeed
++ South Sudan: Anyak
++ Ukraine: Mariia
++ Africa: Mohamed ElTayeb + Ahd
++ Gaza : Abdallah Alnajjar
+
+### Other notes
+
+Any refining on will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting
+
++ Before Check-in
++ Monday 23/06/2025
++ 12 EST “appropriate for everyone”  
diff --git a/notes/06meeting_minutes.md b/notes/06meeting_minutes.md
new file mode 100644
index 000000000..5fda0400c
--- /dev/null
+++ b/notes/06meeting_minutes.md
@@ -0,0 +1,89 @@
+<!-- markdownlint-disable MD031 MD022 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012 MD042 MD036 MD007--> 
+
+# **Meeting 06**
+
+**23/06/2025  
+12.00 EST - 1.20 EST  
+Google Meet  
+Attendees: 3**
+
+## Agenda
+
+> [Here an issue](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/issues/49)
+
+### **Topics Discussed:**
+
+
+## Strategies for the Sources/ Datasets 
+
+
+### [Renewable Energy Capacity Statistics 2025](https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2025/Mar/IRENA_DAT_RE_Capacity_Statistics_2025.pdf)
+
+- Our focus is on solar energy.   
+ _why we chose it as the centerpiece of our analysis_  
+ comparing solar to other renewable sources such as hydropower and wind, as well as to alternatives like biofuels and diesel, to demonstrate its relative advantages—particularly in conflict-affected settings.
+
+ **STRATEGY: Compare between renewables (hydro and wind) and non- renewables (diesel )**
+
+### [STAT Compiler - DHS program](https://www.statcompiler.com/en/)
+
+- It provide nationally representative household-level data, including information on household energy consumption and primary sources of electricity. These surveys also capture the growth of off-grid solar adoption over time, with tables showing the percentage of households using each electricity source over the past years
+
+**STRATEGY: Look for household surveys on primary electricity sources and off-grid solar adoption percentages.**
+
+### [UN Comtrade](https://comtradeplus.un.org/TradeFlow?Frequency=A&Flows=M&CommodityCodes=TOTAL&Partners=0&Reporters=all&period=2024&AggregateBy=none&BreakdownMode=plus)
+
+- Contains international trade data that can support your project by helping you track the import and export of solar energy technologies—such as photovoltaic panels, batteries, inverters, and solar lighting systems—into and out of conflict-affected countries.
+  
+**STRATEGY: We plan to track import/export volumes and values of solar panels and related equipment.**
+
+
+### [Statistical Review of Energy World Data](https://www.energyinst.org/statistical-review/resources-and-data-downloads)
+- See how much solar power each of our chosen conflict countries has installed each year ( track its deployment).
+- See how much electricity they actually generate from solar (this gives US a clue about how well the systems are working, or their capacity utilization).
+- Understand the bigger energy picture in those countries, like their total electricity use, and how solar fits in compared to coal, oil, or other sources.
+
+**STRATEGY: Compare the deployment of solar PVs in conflict-affected countries versus stable (non-conflict) countries.**
+
+### Key discussions
+
+**Action Items**  
+  _What needs to be done?_
+
++ **MORE DATA**
+
+
+### Decision made  
+
++ **Project Scope**  
+> _widdened the scope_ : They represent different types/durations of conflict, data availability and would strengthen the scope.
+  + Renewable Energy Theme: _Solar Energy_ and compare between hydro, wind and nonrenewables like diesel
+  + Time Period : _between a decade and 15 years_
+  + Geographic Regions: Afghanistan, Sudan, Syria, Ukraine, Gaza, South Sudan, Pakistan, Ethiopia, Nigeria
+
+### Follow up
+
+#### Deliverables
+
+[] A non-technical explanation of how you chose to model your domain, and possible flaws in this approach, in your README.  (visuals are helpful!)  
+[] Documentation for your data set describing where it came from, how it’s structured, possible flaws, and how someone can recreate it. Think broadly: qualitative data is still data!    
+[] All of your data collection and cleaning scripts so someone can replicate your final data set given your raw data sources. Includes scripts for separating your data set into training and validation data, if applicable.  
+[] A public hosting of your prepared data set. This can be directly in your repository, or a link to i.  
+[] A labeled Git tag for this milestone created before the deadline - we will review your deliverables based on the tagged commit.  
+[] Complete the milestone survey.  
+[] A retrospective for this milestone (group & individual)  
+
+### Other notes
+
+Any refining on will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting Agenda
+
+- Discuss Evan's feedback yesterday
+- Discuss Merging opportunities
+- Deliverables and how we will approach them
+- Environmental and Social impact
+
++ Thursday 28/06/2025
++ 12 EST “appropriate for everyone”  
diff --git a/notes/07meeting_minutes.md b/notes/07meeting_minutes.md
new file mode 100644
index 000000000..a11fd7a97
--- /dev/null
+++ b/notes/07meeting_minutes.md
@@ -0,0 +1,72 @@
+# **Meeting 07**
+
+**26/06/2025  
+1.50 EST - 3.10 EST  
+Google Meet  
+Attendees: 6**
+
+<!-- markdownlint-disable MD031 MD028 MD007 MD033 MD004 MD009 MD013 MD045 MD041 MD032 MD039 MD019 MD012-->
+
+
+## Agenda
+
+> [Here an issue](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/issues/52)
+
+### **Topics Discussed:**
+
++ **MERGING WITH GROUP-07**  
+    > Introductions and catching new members to speed   
+
+    > New : Check [Discussions](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/discussions),
+    [readme](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo) also the [meeting minutes](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/tree/main/notes)
+
+    > Add: your retrospectives from last milestones 
+
++ **Evan's feedback**
+  + Search for another data sets that has conflict time data
+  + Watch out for hidden solar-use (second hand markets and repair panels) :  
+Less purchasing of solar panels during conflict time doesnt mean they are less use of them;   
+They could be sold internally.
+
++ **Dont be biased: Solar adoption has negative and positive impacts**
+
+### Key discussions
+
+**Action Items**  
+  _What needs to be done?_
+
++ **Research and Data set Docmentation**  
+  _[check this doc](https://docs.google.com/document/d/1ajz9JkydyEOgPA-oZCsHpdMHDASRS6zSWqDw1OkLrms/edit?tab=t.0)_
+
+- [UN Comtrade](https://comtradeplus.un.org/TradeFlow?Frequency=A&Flows=M&CommodityCodes=TOTAL&Partners=0&Reporters=all&period=2024&AggregateBy=none&BreakdownMode=plus): Mohamed Eltayeb
+- [IRENA stats extract- On grid ](https://docs.google.com/spreadsheets/d/1SYOe7yLypu_Qn0DbRCMcOIEeiqcl7PUy/edit?usp=sharing&ouid=106187984882240785029&rtpof=true&sd=true): Mohamed Saeed
+- [IRENA stats extract - off grid](https://docs.google.com/spreadsheets/d/1eJkjWIo93rS9puwD2-5mbCyZUm3LQdSE/edit?usp=sharing&ouid=106187984882240785029&rtpof=true&sd=true): Ahd
+- Conflict data source : Zeinab
+
+
+### Decision made  
+
++ **Data set Documentation**
+  + [Document here](https://docs.google.com/document/d/1_TYomVK4b8O8yVwX20rdVb4_TO__LdXcUmL-gRSKjNc/edit?usp=sharing) and answer question related to your data set 
+
++ **For Data Documentation and Preparation**
+   + Will be using _google colab_ for better asychronous work
+
+### Follow up
+
+#### Deliverables
+
++ Non- Technical Explain of the domain : Done
++ Data set Documentation : All members
+
+### Other notes
+
+Any refining on will be considered.  
+Any major ones will be discussed.  
+
+### Next meeting Agenda
+
+#### **Data Preparation and Cleaning**
+
++ Saturday 28/06/2025
++ 12 EST “appropriate for everyone”  
diff --git a/notes/11meeting_minutes.md b/notes/11meeting_minutes.md
new file mode 100644
index 000000000..a5fb5b01a
--- /dev/null
+++ b/notes/11meeting_minutes.md
@@ -0,0 +1,70 @@
+# **Meeting 11**
+
+**26/07/2025  
+12.30 EST - 1.20 EST  
+Google Meet  
+Attendees: 6**
+
+## Agenda
+
+> Presentation  
+> Peer Review  
+> Communicating Results
+
+### Key discussions
+
+**Action Items**  
+  *What needs to be done?*  
+
++ **Presentation**
+  + **Data Modeling Strategy**
+    + Final Data Data sets look like
+    + Variables / measurements Used
+    + Structured Organized Data for the analysis
+    + Changes made
+    + Point out whats wrong with it and could be better
+  + **Data Analysis Strategy**
+    + Name the specific techniques, tools, or algorithms used
+    + Don't explain why you chose them or how you decided
+    + Point out what's wrong with what you did
+    + Be generic with this and mention assumptions and limitations
+  + **Results & Interpretation**
+    + What patterns or findings did you discover in your data?
+    + What conclusions did you draw from those patterns?
+    + How did you go from "the numbers show X" to "this means Y"
+    + Be critical of your interpretation
+
+### Decision made  
+
++ **[Presentation Slides](https://docs.google.com/presentation/d/1JwlSEM4H5ApBjsj3wJFacOUQXUMaGilJvO1VyjTXrfA/edit?slide=id.g1dad55ef69b_1_1496#slide=id.g1dad55ef69b_1_1496)**
+  + Ahd : **Data Modeling Strategy**
+  + Mohamed Saeed : **Data Analysis Strategy**
+  + Mohamed Eltayeb + Maria : **Results & Interpretation**
+  + Maria : **Team Info**
+
+### Follow up
+
+>**- Presentation:**  
+   Prepared and discuss everything and schedule meeting with Evan
+
+### Other notes
+
+Any refining on readmes will be considered.  
+Any major ones will be discussed.  
+Peer review next week.
+
+### Next meeting Agenda
+
+#### **Communicating Results**
+
++ Each member should propose a fully formatted:
+  + Answer questions on the previous [meeting agenda](https://github.com/MIT-Emerging-Talent/ET6-CDSP-group-08-repo/issues/111)
+  on Slack about communicating results and do a
+  small presentation about so we have alot of ideas
+    + Target Audience
+    + Medium
+    + Key message
+    + Findings/Statements
+  
++ Check slack for poll for next meeting
+  + 12 EST “appropriate for everyone”