diff --git a/scripts/model/train_meteo_aux.py b/scripts/model/train_meteo_aux.py
new file mode 100644
index 0000000..187284c
--- /dev/null
+++ b/scripts/model/train_meteo_aux.py
@@ -0,0 +1,141 @@
+import json
+import os
+from pathlib import Path
+
+import joblib
+import pandas as pd
+from sklearn.compose import ColumnTransformer
+from sklearn.ensemble import HistGradientBoostingRegressor
+from sklearn.impute import SimpleImputer
+from sklearn.metrics import mean_absolute_error, r2_score, root_mean_squared_error
+from sklearn.model_selection import train_test_split
+from sklearn.pipeline import Pipeline
+from sklearn.preprocessing import OrdinalEncoder, StandardScaler
+
+
+RANDOM_STATE = 42
+
+NUMERIC_FEATURES = ["LAT", "LON", "ALTI", "year", "month", "day_of_week", "day_of_year"]
+CATEGORICAL_FEATURES = ["NUM_POSTE", "NOM_USUEL", "season"]
+ALL_FEATURES = NUMERIC_FEATURES + CATEGORICAL_FEATURES
+
+
+def compute_metrics(y_true, y_pred) -> dict:
+    return {
+        "RMSE": root_mean_squared_error(y_true, y_pred),
+        "MAE": mean_absolute_error(y_true, y_pred),
+        "R2": r2_score(y_true, y_pred),
+    }
+
+
+def build_preprocessor() -> ColumnTransformer:
+    return ColumnTransformer(
+        transformers=[
+            (
+                "num",
+                Pipeline(
+                    [
+                        ("imputer", SimpleImputer(strategy="median")),
+                        ("scaler", StandardScaler()),
+                    ]
+                ),
+                NUMERIC_FEATURES,
+            ),
+            (
+                "cat",
+                Pipeline(
+                    [
+                        ("imputer", SimpleImputer(strategy="most_frequent")),
+                        (
+                            "ordinal",
+                            OrdinalEncoder(
+                                handle_unknown="use_encoded_value",
+                                unknown_value=-1,
+                            ),
+                        ),
+                    ]
+                ),
+                CATEGORICAL_FEATURES,
+            ),
+        ]
+    )
+
+
+def train_one(df: pd.DataFrame, target: str, out_path: Path, max_rows: int) -> dict:
+    df_model = df.dropna(subset=[target]).copy()
+    if len(df_model) > max_rows:
+        df_model = df_model.sample(max_rows, random_state=RANDOM_STATE)
+
+    X = df_model[ALL_FEATURES]
+    y = df_model[target]
+    X_train, X_test, y_train, y_test = train_test_split(
+        X, y, test_size=0.2, random_state=RANDOM_STATE
+    )
+
+    model = HistGradientBoostingRegressor(
+        max_iter=220,
+        learning_rate=0.06,
+        max_leaf_nodes=31,
+        l2_regularization=0.02,
+        random_state=RANDOM_STATE,
+    )
+    pipeline = Pipeline([("prep", build_preprocessor()), ("model", model)])
+    pipeline.fit(X_train, y_train)
+    metrics = compute_metrics(y_test, pipeline.predict(X_test))
+
+    joblib.dump(
+        {
+            "pipeline": pipeline,
+            "target": target,
+            "features": ALL_FEATURES,
+            "metrics": metrics,
+        },
+        out_path,
+    )
+    return metrics
+
+
+def run_training(
+    dataset_path: str = "data/processed/meteo/cleaned_meteo_dataset.csv",
+    out_dir: str = "models/meteo_aux",
+    max_rows: int = 250_000,
+) -> dict:
+    usecols = [
+        "NUM_POSTE",
+        "NOM_USUEL",
+        "LAT",
+        "LON",
+        "ALTI",
+        "RR",
+        "FFM",
+        "date",
+        "year",
+        "month",
+        "season",
+    ]
+    df = pd.read_csv(dataset_path, usecols=usecols, parse_dates=["date"], low_memory=False)
+    df["day_of_week"] = df["date"].dt.dayofweek
+    df["day_of_year"] = df["date"].dt.dayofyear
+
+    out = Path(out_dir)
+    out.mkdir(parents=True, exist_ok=True)
+
+    results = {
+        "RR": train_one(df, "RR", out / "rr_model.joblib", max_rows=max_rows),
+        "FFM": train_one(df, "FFM", out / "ffm_model.joblib", max_rows=max_rows),
+    }
+    with open(out / "metadata.json", "w") as f:
+        json.dump(results, f, indent=2)
+
+    for target, metrics in results.items():
+        print(
+            f"{target:3s} | RMSE: {metrics['RMSE']:.3f} "
+            f"| MAE: {metrics['MAE']:.3f} | R2: {metrics['R2']:.4f}"
+        )
+    print(f"Saved auxiliary weather models in {out_dir}/")
+    return results
+
+
+if __name__ == "__main__":
+    max_rows = int(os.environ.get("METEO_AUX_MAX_ROWS", "250000"))
+    run_training(max_rows=max_rows)
diff --git a/tardis_dashboard.py b/tardis_dashboard.py
index f9126cf..16003ca 100755
--- a/tardis_dashboard.py
+++ b/tardis_dashboard.py
@@ -19,6 +19,34 @@
 )
 
 TARGET = "Average delay of all trains at arrival"
+METEO_TARGET = "TM"
+METEO_FEATURES = [
+    "NUM_POSTE",
+    "NOM_USUEL",
+    "LAT",
+    "LON",
+    "ALTI",
+    "RR",
+    "TN",
+    "TX",
+    "TM",
+    "FFM",
+    "UM",
+    "INST",
+    "NEIG",
+    "BROU",
+    "ORAG",
+    "GRELE",
+    "VERGLAS",
+    "SOLNEIGE",
+    "GELEE",
+    "date",
+    "year",
+    "month",
+    "season",
+    "wind_category",
+    "precip_category",
+]
 SEASON_MAP = {
     1: "winter",
     2: "winter",
@@ -125,6 +153,7 @@ def delay_info_en(v: float) -> tuple:
         "nav_title": "Menu",
         "nav_predict": "Predire un retard",
         "nav_explore": "Voir les stats",
+        "nav_meteo": "Meteo",
         "nav_models": "Comment ca marche ?",
         "model_title": "Modele IA",
         "model_help": "Algorithme utilise pour la prediction",
@@ -184,12 +213,62 @@ def delay_info_en(v: float) -> tuple:
         "m_table_title": "Comparaison des modeles IA disponibles",
         "m_rmse": "Erreur moy. (min)",
         "m_r2": "Precision (R2)",
+        "w_title": "Meteo en chiffres",
+        "w_sub": "Donnees Meteo-France nettoyees, audit qualite et modeles meteorologiques.",
+        "w_tab_predict": "Predire",
+        "w_tab_data": "Donnees",
+        "w_tab_audit": "Audit",
+        "w_tab_models": "Modeles",
+        "w_filters": "Filtres meteo",
+        "w_station": "Stations meteo",
+        "w_records": "Observations",
+        "w_stations": "Stations",
+        "w_temp": "Temperature moyenne",
+        "w_rain": "Pluie moyenne",
+        "w_wind": "Vent moyen",
+        "w_temp_dist": "Distribution des temperatures",
+        "w_temp_trend": "Evolution mensuelle de la temperature",
+        "w_precip_season": "Precipitations par saison",
+        "w_events": "Phenomenes meteo par mois",
+        "w_map": "Carte des stations",
+        "w_audit_score": "Score de completude",
+        "w_audit_categories": "Audit par categorie",
+        "w_audit_completeness": "Completude par colonne",
+        "w_audit_table": "Rapport d'audit complet",
+        "w_model_table": "Comparaison des modeles meteo",
+        "w_model_missing": "Aucun modele meteo trouve. Lance `tardis_meteo_model.ipynb` pour generer `models/meteo/`.",
+        "w_export": "Exporter la meteo filtree",
+        "wp_title": "Predire la temperature",
+        "wp_sub": "Choisis une station et une date. Le modele estime la temperature moyenne journaliere.",
+        "wp_station": "Station meteo",
+        "wp_date": "Date",
+        "wp_model": "Modele meteo",
+        "wp_btn": "Calculer la meteo estimee",
+        "wp_result": "temperature moyenne estimee",
+        "wp_hist": "Moyenne historique station/mois",
+        "wp_diff": "Ecart a la normale",
+        "wp_context": "Contexte meteo estime",
+        "wp_context_help": "La pluie et le vent sont estimes automatiquement par les modeles meteo auxiliaires. Si un modele manque, le dashboard revient a la normale historique station/mois.",
+        "wp_rain": "Pluie estimee (mm)",
+        "wp_wind": "Vent estime (m/s)",
+        "wp_rain_cat": "Categorie pluie",
+        "wp_wind_cat": "Categorie vent",
+        "wp_source": "Source",
+        "wp_snow": "Neige",
+        "wp_fog": "Brouillard",
+        "wp_storm": "Orage",
+        "wp_frost": "Gelee",
+        "wp_events": "Probabilites d'evenements",
+        "wp_station_info": "Informations station",
+        "wp_placeholder": "Choisis une station et une date, puis clique sur le bouton.",
+        "wp_dist": "Historique des temperatures pour cette station et ce mois",
     },
     "en": {
         "lang_btn": "Francais",
         "nav_title": "Menu",
         "nav_predict": "Predict a delay",
         "nav_explore": "See stats",
+        "nav_meteo": "Weather",
         "nav_models": "How it works",
         "model_title": "AI model",
         "model_help": "Algorithm used for prediction",
@@ -249,6 +328,55 @@ def delay_info_en(v: float) -> tuple:
         "m_table_title": "Comparison of available AI models",
         "m_rmse": "Avg error (min)",
         "m_r2": "Accuracy (R2)",
+        "w_title": "Weather in numbers",
+        "w_sub": "Cleaned Meteo-France data, quality audit and weather models.",
+        "w_tab_predict": "Predict",
+        "w_tab_data": "Data",
+        "w_tab_audit": "Audit",
+        "w_tab_models": "Models",
+        "w_filters": "Weather filters",
+        "w_station": "Weather stations",
+        "w_records": "Observations",
+        "w_stations": "Stations",
+        "w_temp": "Mean temperature",
+        "w_rain": "Mean rainfall",
+        "w_wind": "Mean wind",
+        "w_temp_dist": "Temperature distribution",
+        "w_temp_trend": "Monthly temperature trend",
+        "w_precip_season": "Precipitation by season",
+        "w_events": "Weather events by month",
+        "w_map": "Station map",
+        "w_audit_score": "Completeness score",
+        "w_audit_categories": "Audit by category",
+        "w_audit_completeness": "Column completeness",
+        "w_audit_table": "Full audit report",
+        "w_model_table": "Weather model comparison",
+        "w_model_missing": "No weather model found. Run `tardis_meteo_model.ipynb` to generate `models/meteo/`.",
+        "w_export": "Export filtered weather",
+        "wp_title": "Predict temperature",
+        "wp_sub": "Pick a station and a date. The model estimates daily mean temperature.",
+        "wp_station": "Weather station",
+        "wp_date": "Date",
+        "wp_model": "Weather model",
+        "wp_btn": "Calculate estimated weather",
+        "wp_result": "estimated mean temperature",
+        "wp_hist": "Historical station/month average",
+        "wp_diff": "Difference vs normal",
+        "wp_context": "Estimated weather context",
+        "wp_context_help": "Rain and wind are estimated automatically by auxiliary weather models. If a model is missing, the dashboard falls back to station/month historical normals.",
+        "wp_rain": "Estimated rain (mm)",
+        "wp_wind": "Estimated wind (m/s)",
+        "wp_rain_cat": "Rain category",
+        "wp_wind_cat": "Wind category",
+        "wp_source": "Source",
+        "wp_snow": "Snow",
+        "wp_fog": "Fog",
+        "wp_storm": "Thunderstorm",
+        "wp_frost": "Frost",
+        "wp_events": "Event probabilities",
+        "wp_station_info": "Station information",
+        "wp_placeholder": "Pick a station and date, then click the button.",
+        "wp_dist": "Historical temperatures for this station and month",
     },
 }
 
@@ -367,6 +495,26 @@ def load_data() -> pd.DataFrame:
     return df
 
 
+@st.cache_data
+def load_meteo_data() -> pd.DataFrame:
+    path = "data/processed/meteo/cleaned_meteo_dataset.csv"
+    available = pd.read_csv(path, nrows=0).columns.tolist()
+    usecols = [col for col in METEO_FEATURES if col in available]
+    df = pd.read_csv(path, usecols=usecols, parse_dates=["date"], low_memory=False)
+    if "date" in df.columns:
+        df["day_of_week"] = df["date"].dt.dayofweek
+        df["day_of_year"] = df["date"].dt.dayofyear
+    return df
+
+
+@st.cache_data
+def load_meteo_audit() -> pd.DataFrame:
+    path = "data/processed/audit/cleaning_meteo_report.csv"
+    if not os.path.exists(path):
+        return pd.DataFrame(columns=["metric", "value", "category", "reason"])
+    return pd.read_csv(path)
+
+
 @st.cache_data
 def build_route_stats(df: pd.DataFrame) -> pd.DataFrame:
     return (
@@ -408,6 +556,53 @@ def discover_models() -> dict:
     return catalog
 
 
+def discover_meteo_models() -> dict:
+    meta: dict = {}
+    meta_path = "models/meteo/metadata.json"
+    if os.path.exists(meta_path):
+        with open(meta_path) as f:
+            meta_raw = json.load(f)
+        meta = meta_raw.get("results", meta_raw)
+
+    catalog: dict = {}
+    for path in sorted(glob.glob("models/meteo/*.joblib")):
+        try:
+            art = joblib.load(path)
+            name = (
+                art.get("model_name", os.path.basename(path))
+                if isinstance(art, dict)
+                else os.path.basename(path)
+            )
+            catalog[name] = {"file": path, **meta.get(name, {})}
+        except Exception:
+            pass
+
+    if os.path.exists("meteo_model.joblib"):
+        try:
+            art = joblib.load("meteo_model.joblib")
+            name = (
+                art.get("model_name", "Modele meteo")
+                if isinstance(art, dict)
+                else "Modele meteo"
+            )
+            if name not in catalog:
+                catalog[name] = {"file": "meteo_model.joblib", **meta.get(name, {})}
+        except Exception:
+            pass
+    return catalog
+
+
+def discover_meteo_aux_models() -> dict:
+    catalog = {}
+    for name, path in {
+        "rain": "models/meteo_aux/rr_model.joblib",
+        "wind": "models/meteo_aux/ffm_model.joblib",
+    }.items():
+        if os.path.exists(path):
+            catalog[name] = path
+    return catalog
+
+
 @st.cache_resource
 def load_pipeline(model_file: str):
     art = joblib.load(model_file)
@@ -416,6 +611,14 @@ def load_pipeline(model_file: str):
     return art, type(art.named_steps["model"]).__name__
 
 
+@st.cache_resource
+def load_aux_pipeline(model_file: str):
+    art = joblib.load(model_file)
+    if isinstance(art, dict):
+        return art["pipeline"], art.get("target", "")
+    return art, ""
+
+
 @st.cache_data
 def get_importance(_pipeline) -> pd.Series:
     try:
@@ -472,6 +675,171 @@ def predict(dep: str, arr: str, date, pipeline, route_stats: pd.DataFrame):
     return max(0.0, float(pipeline.predict(inp)[0])), approx
 
 
+def temp_info(v: float) -> tuple:
+    if v < 0:
+        return "Gel", "#2563eb", "#eff6ff", "Conditions froides, attention au gel."
+    if v < 10:
+        return "Frais", "#0891b2", "#ecfeff", "Temperature fraiche pour la saison."
+    if v < 25:
+        return "Doux", "#16a34a", "#f0fdf4", "Conditions plutot confortables."
+    if v < 32:
+        return "Chaud", "#f97316", "#fff7ed", "Journee chaude, surveille les pics."
+    return "Tres chaud", "#dc2626", "#fef2f2", "Risque de forte chaleur."
+
+
+def precip_category(rr: float) -> str:
+    if pd.isna(rr) or rr <= 0:
+        return "dry"
+    if rr < 2:
+        return "trace"
+    if rr < 10:
+        return "light"
+    if rr < 30:
+        return "moderate"
+    return "heavy"
+
+
+def wind_category(ffm: float) -> str:
+    if pd.isna(ffm):
+        return "calm"
+    if ffm < 0.5:
+        return "calm"
+    if ffm < 3.3:
+        return "light"
+    if ffm < 7.9:
+        return "moderate"
+    if ffm < 13.8:
+        return "strong"
+    return "storm"
+
+
+def finite_or_default(value, default: float = 0.0) -> float:
+    try:
+        value = float(value)
+    except (TypeError, ValueError):
+        return default
+    return value if np.isfinite(value) else default
+
+
+def station_month_normals(meteo_df: pd.DataFrame, station: str, month: int) -> pd.Series:
+    station_month = meteo_df[
+        (meteo_df["NOM_USUEL"] == station) & (meteo_df["month"] == month)
+    ]
+    if station_month.empty:
+        station_month = meteo_df[meteo_df["NOM_USUEL"] == station]
+    if station_month.empty:
+        station_month = meteo_df
+
+    numeric_cols = [
+        col
+        for col in ["LAT", "LON", "ALTI", "RR", "FFM", "NEIG", "BROU", "ORAG", "GRELE", "VERGLAS", "SOLNEIGE", "GELEE", "TM"]
+        if col in station_month.columns
+    ]
+    vals = station_month[numeric_cols].median(numeric_only=True)
+    vals["NUM_POSTE"] = station_month["NUM_POSTE"].mode().iloc[0]
+    vals["NOM_USUEL"] = station
+    return vals
+
+
+def station_month_slice(meteo_df: pd.DataFrame, station: str, month: int) -> pd.DataFrame:
+    station_month = meteo_df[
+        (meteo_df["NOM_USUEL"] == station) & (meteo_df["month"] == month)
+    ]
+    if station_month.empty:
+        station_month = meteo_df[meteo_df["NOM_USUEL"] == station]
+    if station_month.empty:
+        station_month = meteo_df
+    return station_month
+
+
+def estimate_weather_context(station: str, date, meteo_df: pd.DataFrame) -> dict:
+    normals = station_month_normals(meteo_df, station, date.month)
+    aux_catalog = discover_meteo_aux_models()
+    base_row = pd.DataFrame(
+        [
+            {
+                "NUM_POSTE": normals.get("NUM_POSTE"),
+                "NOM_USUEL": station,
+                "LAT": normals.get("LAT", np.nan),
+                "LON": normals.get("LON", np.nan),
+                "ALTI": normals.get("ALTI", np.nan),
+                "year": date.year,
+                "month": date.month,
+                "day_of_week": date.weekday(),
+                "day_of_year": pd.Timestamp(date).dayofyear,
+                "season": SEASON_MAP[date.month],
+            }
+        ]
+    )
+
+    rr = finite_or_default(normals.get("RR", 0))
+    ffm = finite_or_default(normals.get("FFM", 0))
+    sources = {"RR": "historique", "FFM": "historique"}
+
+    if "rain" in aux_catalog:
+        rain_pipe, _ = load_aux_pipeline(aux_catalog["rain"])
+        rr = max(0.0, float(rain_pipe.predict(base_row)[0]))
+        sources["RR"] = "IA"
+    if "wind" in aux_catalog:
+        wind_pipe, _ = load_aux_pipeline(aux_catalog["wind"])
+        ffm = max(0.0, float(wind_pipe.predict(base_row)[0]))
+        sources["FFM"] = "IA"
+
+    event_cols = ["NEIG", "BROU", "ORAG", "GRELE", "VERGLAS", "SOLNEIGE", "GELEE"]
+    station_month = station_month_slice(meteo_df, station, date.month)
+    event_probs = {
+        col: finite_or_default(station_month[col].mean(), 0.0)
+        for col in event_cols
+        if col in station_month.columns
+    }
+
+    return {
+        "RR": rr,
+        "FFM": ffm,
+        "precip_category": precip_category(rr),
+        "wind_category": wind_category(ffm),
+        "events": event_probs,
+        "sources": sources,
+        "normals": normals,
+        "base_row": base_row,
+    }
+
+
+def predict_weather(
+    station: str,
+    date,
+    pipeline,
+    meteo_df: pd.DataFrame,
+    context: dict | None = None,
+) -> tuple[float, pd.Series, pd.DataFrame, dict]:
+    context = context or estimate_weather_context(station, date, meteo_df)
+    normals = context["normals"]
+    rr = context["RR"]
+    ffm = context["FFM"]
+    row = {
+        "NUM_POSTE": normals.get("NUM_POSTE"),
+        "NOM_USUEL": station,
+        "LAT": normals.get("LAT", np.nan),
+        "LON": normals.get("LON", np.nan),
+        "ALTI": normals.get("ALTI", np.nan),
+        "year": date.year,
+        "month": date.month,
+        "day_of_week": date.weekday(),
+        "day_of_year": pd.Timestamp(date).dayofyear,
+        "RR": rr,
+        "FFM": ffm,
+        "season": SEASON_MAP[date.month],
+        "wind_category": context["wind_category"],
+        "precip_category": context["precip_category"],
+    }
+    for col in ["NEIG", "BROU", "ORAG", "GRELE", "VERGLAS", "SOLNEIGE", "GELEE"]:
+        row[col] = int(context["events"].get(col, 0) >= 0.5)
+
+    inp = pd.DataFrame([row])
+    pred = float(pipeline.predict(inp)[0])
+    return pred, normals, inp, context
+
+
 def chart_style(fig, height: int = 320):
     fig.update_layout(
         height=height,
@@ -548,6 +916,7 @@ def make_gauge(v: float, max_val: float = 60) -> go.Figure:
     for pid, lbl in [
         ("predict", t("nav_predict")),
         ("explore", t("nav_explore")),
+        ("meteo", t("nav_meteo")),
         ("models", t("nav_models")),
     ]:
         if st.button(lbl, key=f"nav_{pid}", width="stretch"):
@@ -930,6 +1299,550 @@ def fmt_model(n):
     )
 
 
+elif page == "meteo":
+    meteo_df = load_meteo_data()
+    meteo_audit = load_meteo_audit()
+    meteo_catalog = discover_meteo_models()
+
+    st.markdown(
+        f'<div class="ph"><p class="ph-title">{t("w_title")}</p>'
+        f'<p class="ph-sub">{t("w_sub")}</p></div>',
+        unsafe_allow_html=True,
+    )
+
+    st.markdown(f'<p class="stitle">{t("w_filters")}</p>', unsafe_allow_html=True)
+    f1, f2, f3 = st.columns([1.4, 1, 1])
+    station_opts = sorted(meteo_df["NOM_USUEL"].dropna().unique())
+    default_weather_stations = station_opts[: min(12, len(station_opts))]
+    with f1:
+        weather_stations = st.multiselect(
+            t("w_station"),
+            station_opts,
+            default=default_weather_stations,
+        )
+    with f2:
+        wymin, wymax = int(meteo_df["year"].min()), int(meteo_df["year"].max())
+        weather_years = st.slider(
+            t("f_years"),
+            wymin,
+            wymax,
+            (max(wymin, wymax - 15), wymax),
+            key="meteo_years",
+        )
+    with f3:
+        weather_season_labels = st.multiselect(
+            t("f_seasons"),
+            list(SEASON_OPTS),
+            default=list(SEASON_OPTS),
+            key="meteo_seasons",
+        )
+
+    weather_seasons = [SEASON_OPTS[s] for s in weather_season_labels] or list(
+        SEASON_OPTS.values()
+    )
+    meteo_f = meteo_df[
+        meteo_df["NOM_USUEL"].isin(weather_stations or station_opts)
+        & meteo_df["year"].between(*weather_years)
+        & meteo_df["season"].isin(weather_seasons)
+    ]
+
+    tab_predict, tab_data, tab_audit, tab_models = st.tabs(
+        [t("w_tab_predict"), t("w_tab_data"), t("w_tab_audit"), t("w_tab_models")]
+    )
+
+    with tab_predict:
+        st.markdown(
+            f'<div class="ph"><p class="ph-title">{t("wp_title")}</p>'
+            f'<p class="ph-sub">{t("wp_sub")}</p></div>',
+            unsafe_allow_html=True,
+        )
+
+        if not meteo_catalog:
+            st.info(t("w_model_missing"))
+
+        p_col, r_col = st.columns([1, 1], gap="large")
+        meteo_model_names = list(meteo_catalog.keys())
+
+        with p_col:
+            pred_station_opts = sorted(
+                meteo_df.dropna(subset=["TM"])["NOM_USUEL"].dropna().unique()
+            ) or station_opts
+            pred_station = st.selectbox(
+                t("wp_station"),
+                pred_station_opts,
+                key="meteo_pred_station",
+            )
+            pred_date = st.date_input(
+                t("wp_date"),
+                value=datetime.date.today(),
+                min_value=datetime.date(1950, 1, 1),
+                key="meteo_pred_date",
+            )
+            pred_model = None
+            if meteo_model_names:
+                pred_model = st.selectbox(
+                    t("wp_model"),
+                    meteo_model_names,
+                    format_func=lambda n: (
+                        f"{n}  (RMSE {meteo_catalog[n]['RMSE']:.2f})"
+                        if "RMSE" in meteo_catalog[n]
+                        else n
+                    ),
+                    key="meteo_pred_model",
+                )
+            else:
+                st.caption("Modele utilise : normale historique station/mois")
+
+            normals = station_month_normals(meteo_df, pred_station, pred_date.month)
+            estimated_context = estimate_weather_context(pred_station, pred_date, meteo_df)
+            st.markdown(
+                f'<p class="stitle">{t("wp_context")}</p>',
+                unsafe_allow_html=True,
+            )
+            st.caption(t("wp_context_help"))
+
+            ctx_cols = st.columns(2)
+            ctx_cols[0].metric(
+                t("wp_rain"),
+                f"{estimated_context['RR']:.1f} mm",
+                help=f"{t('wp_source')} : {estimated_context['sources']['RR']}",
+            )
+            ctx_cols[1].metric(
+                t("wp_wind"),
+                f"{estimated_context['FFM']:.1f} m/s",
+                help=f"{t('wp_source')} : {estimated_context['sources']['FFM']}",
+            )
+            ctx_cols = st.columns(2)
+            ctx_cols[0].metric(t("wp_rain_cat"), estimated_context["precip_category"])
+            ctx_cols[1].metric(t("wp_wind_cat"), estimated_context["wind_category"])
+
+            station_info = pd.DataFrame(
+                [
+                    {
+                        "Station": pred_station,
+                        "Code": normals.get("NUM_POSTE"),
+                        "Latitude": finite_or_default(normals.get("LAT"), np.nan),
+                        "Longitude": finite_or_default(normals.get("LON"), np.nan),
+                        "Altitude": finite_or_default(normals.get("ALTI"), np.nan),
+                        "Saison": SEASON_MAP[pred_date.month],
+                    }
+                ]
+            )
+            st.dataframe(station_info, width="stretch", hide_index=True)
+
+            if st.button(t("wp_btn"), type="primary", width="stretch"):
+                if pred_model:
+                    weather_pipe, weather_model_name = load_pipeline(
+                        meteo_catalog[pred_model]["file"]
+                    )
+                    pred_temp, pred_normals, pred_input, pred_context = predict_weather(
+                        pred_station,
+                        pred_date,
+                        weather_pipe,
+                        meteo_df,
+                        estimated_context,
+                    )
+                else:
+                    weather_model_name = "Normale historique"
+                    pred_normals = normals
+                    pred_temp = finite_or_default(normals.get("TM", np.nan), np.nan)
+                    pred_input = pd.DataFrame()
+                    pred_context = estimated_context
+
+                st.session_state.weather_prediction = {
+                    "station": pred_station,
+                    "date": pred_date,
+                    "result": pred_temp,
+                    "model": weather_model_name,
+                    "normal": float(pred_normals.get("TM", np.nan)),
+                    "input": pred_input,
+                    "context": pred_context,
+                }
+
+        with r_col:
+            pred = st.session_state.get("weather_prediction")
+            if not pred:
+                st.markdown(
+                    f'<div class="placeholder"><p>{t("wp_placeholder")}</p></div>',
+                    unsafe_allow_html=True,
+                )
+            elif pd.isna(pred["result"]):
+                st.warning("Pas assez d'historique temperature pour cette station/mois.")
+            else:
+                v = pred["result"]
+                label, color, bg, msg = temp_info(v)
+                normal = pred.get("normal", np.nan)
+                delta = v - normal if not pd.isna(normal) else np.nan
+                st.markdown(
+                    f"""
+                <div class="result-card" style="background:{bg}; color:{color};">
+                    <div class="result-route" style="color:{color}">{pred["station"]} · {pred["date"]}</div>
+                    <div class="result-val" style="color:{color}">{v:.1f}</div>
+                    <div class="result-unit" style="color:{color}">°C · {t("wp_result")}</div>
+                    <div class="result-label">{label}</div>
+                    <div class="result-msg" style="color:{color}">{msg}</div>
+                </div>
+                """,
+                    unsafe_allow_html=True,
+                )
+                st.caption(f"Prediction par **{pred['model']}**")
+
+                m1, m2 = st.columns(2)
+                if not pd.isna(normal):
+                    m1.metric(t("wp_hist"), f"{normal:.1f} °C")
+                    m2.metric(t("wp_diff"), f"{delta:+.1f} °C")
+
+                context = pred.get("context", {})
+                if context:
+                    w1, w2, w3, w4 = st.columns(4)
+                    w1.metric(t("wp_rain"), f"{context['RR']:.1f} mm")
+                    w2.metric(t("wp_wind"), f"{context['FFM']:.1f} m/s")
+                    w3.metric(t("wp_rain_cat"), context["precip_category"])
+                    w4.metric(t("wp_wind_cat"), context["wind_category"])
+
+                    event_labels = {
+                        "NEIG": t("wp_snow"),
+                        "BROU": t("wp_fog"),
+                        "ORAG": t("wp_storm"),
+                        "GELEE": t("wp_frost"),
+                        "GRELE": "Grele",
+                        "VERGLAS": "Verglas",
+                        "SOLNEIGE": "Sol neige",
+                    }
+                    event_df = pd.DataFrame(
+                        [
+                            {
+                                "Evenement": event_labels.get(col, col),
+                                "Probabilite": prob,
+                                "Active pour le modele": "oui" if prob >= 0.5 else "non",
+                            }
+                            for col, prob in context.get("events", {}).items()
+                        ]
+                    ).sort_values("Probabilite", ascending=False)
+                    if not event_df.empty:
+                        st.markdown(
+                            f'<p class="stitle">{t("wp_events")}</p>',
+                            unsafe_allow_html=True,
+                        )
+                        st.dataframe(
+                            event_df.style.format({"Probabilite": "{:.1%}"}),
+                            width="stretch",
+                            hide_index=True,
+                        )
+
+        pred = st.session_state.get("weather_prediction")
+        if pred and not pd.isna(pred["result"]):
+            hist = meteo_df[
+                (meteo_df["NOM_USUEL"] == pred["station"])
+                & (meteo_df["month"] == pred["date"].month)
+            ]["TM"].dropna()
+            if len(hist) >= 5:
+                st.markdown("<hr class='sep'>", unsafe_allow_html=True)
+                st.markdown(
+                    f'<p class="stitle">{t("wp_dist")}</p>',
+                    unsafe_allow_html=True,
+                )
+                fig = go.Figure()
+                fig.add_trace(
+                    go.Histogram(
+                        x=hist,
+                        nbinsx=35,
+                        marker_color=C["primary"],
+                        opacity=0.75,
+                        name="",
+                    )
+                )
+                fig.add_vline(
+                    x=pred["result"],
+                    line_color=C["danger"],
+                    line_width=2.5,
+                    annotation_text=f"Prediction : {pred['result']:.1f} °C",
+                    annotation_font_color=C["danger"],
+                )
+                fig.update_layout(
+                    showlegend=False,
+                    xaxis_title="Temperature (°C)",
+                    yaxis_title=t("e_count_ax"),
+                )
+                st.plotly_chart(chart_style(fig, 320), width="stretch")
+
+    with tab_data:
+        k1, k2, k3, k4, k5 = st.columns(5)
+        metrics = [
+            (k1, t("w_records"), f"{len(meteo_f):,}", f"/ {len(meteo_df):,} total"),
+            (k2, t("w_stations"), f"{meteo_f['NOM_USUEL'].nunique():,}", ""),
+            (k3, t("w_temp"), f"{meteo_f['TM'].mean():.1f} °C", "TM"),
+            (k4, t("w_rain"), f"{meteo_f['RR'].mean():.1f} mm", "RR"),
+            (k5, t("w_wind"), f"{meteo_f['FFM'].mean():.1f} m/s", "FFM"),
+        ]
+        for col, lbl, val, sub in metrics:
+            col.markdown(
+                f'<div class="kpi"><p class="kpi-lbl">{lbl}</p>'
+                f'<p class="kpi-val">{val}</p><p class="kpi-sub">{sub}</p></div>',
+                unsafe_allow_html=True,
+            )
+
+        st.markdown("<div style='height:1.5rem'></div>", unsafe_allow_html=True)
+
+        c1, c2 = st.columns(2, gap="medium")
+        with c1:
+            st.markdown(
+                f'<p class="stitle">{t("w_temp_dist")}</p>', unsafe_allow_html=True
+            )
+            fig = px.histogram(
+                meteo_f.dropna(subset=["TM"]),
+                x="TM",
+                nbins=60,
+                color_discrete_sequence=[C["primary"]],
+                labels={"TM": "Temperature (°C)"},
+            )
+            fig.update_layout(
+                showlegend=False,
+                bargap=0.05,
+                xaxis_title="Temperature (°C)",
+                yaxis_title=t("e_count_ax"),
+            )
+            st.plotly_chart(chart_style(fig), width="stretch")
+
+        with c2:
+            st.markdown(
+                f'<p class="stitle">{t("w_temp_trend")}</p>', unsafe_allow_html=True
+            )
+            mon = meteo_f.groupby(["year", "month"])["TM"].mean().reset_index()
+            mon["period"] = pd.to_datetime(mon[["year", "month"]].assign(day=1))
+            fig2 = px.line(
+                mon.sort_values("period"),
+                x="period",
+                y="TM",
+                color_discrete_sequence=[C["primary"]],
+                labels={"TM": "Temperature (°C)", "period": ""},
+            )
+            fig2.add_hline(
+                y=meteo_f["TM"].mean(),
+                line_dash="dot",
+                line_color="#94a3b8",
+                annotation_text=f"{t('e_avg')} {meteo_f['TM'].mean():.1f} °C",
+                annotation_font_color="#94a3b8",
+            )
+            fig2.update_layout(xaxis_title="", yaxis_title="Temperature (°C)")
+            st.plotly_chart(chart_style(fig2), width="stretch")
+
+        c3, c4 = st.columns(2, gap="medium")
+        with c3:
+            st.markdown(
+                f'<p class="stitle">{t("w_precip_season")}</p>',
+                unsafe_allow_html=True,
+            )
+            rain = (
+                meteo_f.groupby("season")["RR"]
+                .mean()
+                .reindex(["winter", "spring", "summer", "autumn"])
+                .reset_index()
+            )
+            rain["Saison"] = rain["season"].map(
+                lambda s: f"{SEASON_EMOJIS.get(s, '')} {slabel(s)}"
+            )
+            fig3 = px.bar(
+                rain,
+                x="Saison",
+                y="RR",
+                color="RR",
+                color_continuous_scale="Blues",
+                labels={"RR": "Pluie (mm)", "Saison": ""},
+            )
+            fig3.update_layout(coloraxis_showscale=False, yaxis_title="Pluie (mm)")
+            st.plotly_chart(chart_style(fig3, 360), width="stretch")
+
+        with c4:
+            st.markdown(f'<p class="stitle">{t("w_events")}</p>', unsafe_allow_html=True)
+            event_cols = [
+                col
+                for col in ["NEIG", "BROU", "ORAG", "GRELE", "VERGLAS", "GELEE"]
+                if col in meteo_f.columns
+            ]
+            if event_cols:
+                events = (
+                    meteo_f.groupby("month")[event_cols]
+                    .sum()
+                    .reset_index()
+                    .melt("month", var_name="Evenement", value_name="Jours-stations")
+                )
+                fig4 = px.line(
+                    events,
+                    x="month",
+                    y="Jours-stations",
+                    color="Evenement",
+                    markers=True,
+                )
+                fig4.update_layout(xaxis_title="Mois", yaxis_title="Jours-stations")
+                st.plotly_chart(chart_style(fig4, 360), width="stretch")
+            else:
+                st.info("Colonnes d'evenements indisponibles.")
+
+        st.markdown(f'<p class="stitle">{t("w_map")}</p>', unsafe_allow_html=True)
+        station_map = (
+            meteo_f.groupby(["NOM_USUEL", "LAT", "LON"], dropna=True)
+            .agg(TM=("TM", "mean"), records=("TM", "size"))
+            .reset_index()
+        )
+        fig_map = px.scatter_map(
+            station_map,
+            lat="LAT",
+            lon="LON",
+            color="TM",
+            size="records",
+            hover_name="NOM_USUEL",
+            color_continuous_scale="RdYlBu_r",
+            zoom=4,
+            height=520,
+        )
+        fig_map.update_layout(margin=dict(t=0, b=0, l=0, r=0))
+        st.plotly_chart(fig_map, width="stretch")
+
+        buf = io.BytesIO()
+        meteo_f.to_csv(buf, index=False)
+        st.download_button(
+            t("w_export"),
+            data=buf.getvalue(),
+            file_name="tardis_meteo_export.csv",
+            mime="text/csv",
+            width="stretch",
+        )
+
+    with tab_audit:
+        if meteo_audit.empty:
+            st.warning("Rapport d'audit meteo introuvable.")
+        else:
+            score_row = meteo_audit[meteo_audit["metric"] == "overall_completeness"]
+            score = float(score_row["value"].iloc[0]) if not score_row.empty else np.nan
+            a1, a2, a3 = st.columns(3)
+            a1.markdown(
+                f'<div class="acc-banner"><div class="acc-banner-val">{score * 100:.1f}%</div>'
+                f'<div class="acc-banner-lbl">{t("w_audit_score")}</div></div>',
+                unsafe_allow_html=True,
+            )
+            a2.markdown(
+                f'<div class="acc-banner" style="background:linear-gradient(135deg,#059669,#10b981)">'
+                f'<div class="acc-banner-val">{len(meteo_audit):,}</div>'
+                f'<div class="acc-banner-lbl">checks audit</div></div>',
+                unsafe_allow_html=True,
+            )
+            a3.markdown(
+                f'<div class="acc-banner" style="background:linear-gradient(135deg,#0ea5e9,#6366f1)">'
+                f'<div class="acc-banner-val">{meteo_audit["category"].nunique()}</div>'
+                f'<div class="acc-banner-lbl">categories</div></div>',
+                unsafe_allow_html=True,
+            )
+
+            st.markdown("<div style='height:1.5rem'></div>", unsafe_allow_html=True)
+            c1, c2 = st.columns(2, gap="medium")
+            with c1:
+                st.markdown(
+                    f'<p class="stitle">{t("w_audit_categories")}</p>',
+                    unsafe_allow_html=True,
+                )
+                cats = (
+                    meteo_audit["category"]
+                    .value_counts()
+                    .rename_axis("Categorie")
+                    .reset_index(name="Checks")
+                )
+                fig_a = px.bar(
+                    cats,
+                    x="Checks",
+                    y="Categorie",
+                    orientation="h",
+                    color="Checks",
+                    color_continuous_scale="Viridis",
+                )
+                fig_a.update_layout(coloraxis_showscale=False, yaxis=dict(autorange="reversed"))
+                st.plotly_chart(chart_style(fig_a, 420), width="stretch")
+
+            with c2:
+                st.markdown(
+                    f'<p class="stitle">{t("w_audit_completeness")}</p>',
+                    unsafe_allow_html=True,
+                )
+                comp = meteo_audit[
+                    meteo_audit["category"] == "completeness_per_column"
+                ].copy()
+                comp["column"] = comp["metric"].str.replace(
+                    "completeness__", "", regex=False
+                )
+                comp["value_pct"] = comp["value"].astype(float) * 100
+                comp = comp.sort_values("value_pct", ascending=True).tail(20)
+                fig_c = px.bar(
+                    comp,
+                    x="value_pct",
+                    y="column",
+                    orientation="h",
+                    color="value_pct",
+                    color_continuous_scale="RdYlGn",
+                    labels={"value_pct": "Completude (%)", "column": ""},
+                )
+                fig_c.update_layout(coloraxis_showscale=False)
+                st.plotly_chart(chart_style(fig_c, 420), width="stretch")
+
+            st.markdown(
+                f'<p class="stitle">{t("w_audit_table")}</p>', unsafe_allow_html=True
+            )
+            st.dataframe(meteo_audit, width="stretch", hide_index=True)
+
+    with tab_models:
+        if not meteo_catalog:
+            st.warning(t("w_model_missing"))
+        else:
+            rows = [
+                {
+                    "Modele": name,
+                    "RMSE": meta.get("RMSE"),
+                    "MAE": meta.get("MAE"),
+                    "R2": meta.get("R2"),
+                    "Fichier": meta.get("file"),
+                }
+                for name, meta in meteo_catalog.items()
+            ]
+            perf = pd.DataFrame(rows).dropna(subset=["RMSE"]).sort_values("RMSE")
+
+            st.markdown(
+                f'<p class="stitle">{t("w_model_table")}</p>', unsafe_allow_html=True
+            )
+            if not perf.empty:
+                best_idx = perf["RMSE"].idxmin()
+
+                def highlight_weather(row):
+                    return (
+                        ["background-color:#f0fdf4;font-weight:700"] * len(row)
+                        if row.name == best_idx
+                        else [""] * len(row)
+                    )
+
+                st.dataframe(
+                    perf.style.apply(highlight_weather, axis=1).format(
+                        {"RMSE": "{:.3f}", "MAE": "{:.3f}", "R2": "{:.4f}"}
+                    ),
+                    width="stretch",
+                    hide_index=True,
+                )
+
+                fig_m = px.bar(
+                    perf,
+                    x="RMSE",
+                    y="Modele",
+                    orientation="h",
+                    color="RMSE",
+                    color_continuous_scale="RdYlGn_r",
+                )
+                fig_m.update_layout(
+                    coloraxis_showscale=False,
+                    yaxis=dict(autorange="reversed"),
+                    xaxis_title="RMSE",
+                )
+                st.plotly_chart(chart_style(fig_m, 420), width="stretch")
+            else:
+                st.dataframe(pd.DataFrame(rows), width="stretch", hide_index=True)
+
+
 elif page == "models":
     st.markdown(
         f'<div class="ph"><p class="ph-title">{t("m_title")}</p>'
diff --git a/tardis_eda.ipynb b/tardis_eda.ipynb
index 6848432..fcd17f7 100644
--- a/tardis_eda.ipynb
+++ b/tardis_eda.ipynb
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "df42bdb537657d6",
    "metadata": {
     "ExecuteTime": {
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "2846f76214d03937",
    "metadata": {},
    "outputs": [],
@@ -183,7 +183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "bcfba625e36a3023",
    "metadata": {
     "ExecuteTime": {
@@ -216,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "3fefc4c07665fd18",
    "metadata": {
     "ExecuteTime": {
@@ -224,7 +224,15 @@
      "start_time": "2026-05-26T12:20:32.353016843Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loaded: 12070 rows, 26 columns\n"
+     ]
+    }
+   ],
    "source": [
     "df, original_file = loading.load_data(\"data/raw/trains/dataset.csv\")"
    ]
@@ -239,7 +247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "26498b4e46e866e6",
    "metadata": {
     "ExecuteTime": {
@@ -247,7 +255,18 @@
      "start_time": "2026-05-26T12:20:32.512252321Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2500x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "report.record_initial_state(original_file)\n",
     "nb_rows, nb_cols = original_file.shape\n",
@@ -275,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "404c9f02d386936d",
    "metadata": {
     "ExecuteTime": {
@@ -283,7 +302,27 @@
      "start_time": "2026-05-26T12:20:33.079427303Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loaded: 2782 rows, 7 columns\n",
+      "Shape      : 2782 rows × 7 columns\n",
+      "Total cells: 19,474\n",
+      "Total nulls: 0\n",
+      "\n",
+      "Nom_Gare                   str\n",
+      "Trigramme                  str\n",
+      "Segment(s) DRG             str\n",
+      "Position géographique      str\n",
+      "Code commune             int64\n",
+      "Code_UIC                   str\n",
+      "Id_Gare                    str\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
    "source": [
     "comp_df, comp_original = loading.load_data(\"data/raw/trains/gares-de-voyageurs.csv\")\n",
     "comp_nb_rows, comp_nb_cols = comp_original.shape\n",
@@ -317,7 +356,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "8297173151a1a439",
    "metadata": {
     "ExecuteTime": {
@@ -325,7 +364,16 @@
      "start_time": "2026-05-26T12:20:33.425533979Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dropped 3 column(s): ['Cancellation comments', 'Departure delay comments', 'Arrival delay comments']\n",
+      "Remaining: 23 columns\n"
+     ]
+    }
+   ],
    "source": [
     "df, comment_cols = cleaning.drop_comment_columns(df)"
    ]
@@ -340,7 +388,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "78c41386530f183c",
    "metadata": {
     "ExecuteTime": {
@@ -371,7 +419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "8db8f855dbf7a4b0",
    "metadata": {
     "ExecuteTime": {
@@ -379,7 +427,18 @@
      "start_time": "2026-05-26T12:20:33.503726769Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df, nb_dup = cleaning.deduplicate(df)\n",
     "if nb_dup > 0:\n",
@@ -396,7 +455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "8c4f1e971b9c92e0",
    "metadata": {
     "ExecuteTime": {
@@ -425,7 +484,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "fbd460e10d773f31",
    "metadata": {
     "ExecuteTime": {
@@ -433,7 +492,16 @@
      "start_time": "2026-05-26T12:20:33.713936494Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "No duplicates found.\n",
+      "Duplicate rows found and removed: 0\n"
+     ]
+    }
+   ],
    "source": [
     "comp_df, comp_nb_dup = cleaning.deduplicate(comp_df)\n",
     "print(f\"Duplicate rows found and removed: {comp_nb_dup}\")\n",
@@ -461,7 +529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "405e39eea4ba6593",
    "metadata": {
     "ExecuteTime": {
@@ -469,7 +537,18 @@
      "start_time": "2026-05-26T12:20:33.846355063Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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hLl++TMOGDZ85H2mACyGEEOJfy8jICHj0wcnY2LiGoxFCCPFPc/v2bRo1aqS8nzwraYALIYQQ4l+raNi5sbGxNMCFEEI8tap6jEkmYRNCCCGEEEIIIaqBNMCFEEIIIYQQQohqIA1wIYQQQgghhBCiGvxjngG3tbXF398ff3//CqUPDg5m9+7dpKSkPNe4nhQREYG/vz83b96s1uOK6qNSqfj6668ZOHBgtR/7ydfB47FkZmZiZ2fH6dOnadu27XOPJSgoiKtXr7Jx48bnfqxn4erqStu2bVm9ejVQ+XvJ8+Tr68vNmzfZvXs3UDzWZ1GR6yE2NpZevXpx48YNTE1Nn/pYL1KdiupV3ffDESNG0KlTJ2bMmFHpfVvOP4SGjv5ziEoIIURNy1zWv6ZDqLBK9YD7+vqiUqlQqVRoa2vTtGlTQkJCePjwYYX2d3V1lQ9oVcTW1rZKPqSLf49GjRqRnZ1Ny5Ytn/uxrly5QmhoKHPnzn3ux6pqSUlJTJgwoabDKNGuXbtYuHBhTYchRDHBwcElfpGTnZ1N3759qy2Od999l8WLF3Pr1q1qO6YQQghRlSo9BN3T05Ps7GwuXLjAjBkzCA4OZsWKFc8jNiFq1IMHD2o6hErR1NTEwsICLa3nP7Dl448/pmvXrtjY2Dx1HjVVv+bm5ujrv5i9YHXq1Kmyn7j4tyssLKzwl7/i+bGwsEBHR6fajteyZUuaNGnCp59+Wm3HFEIIIapSpRvgOjo6WFhYYGNjw6RJk3B3d2fv3r3K9oSEBFxdXdHX16d27dp4eHhw48YNfH19iYuLIzQ0VOlFz8zMLPEYOTk5eHt7o6enh52dHdu2bSuW5ubNm/j5+WFubo6xsTFubm6kpqaWGndSUhJ9+vShbt26mJiY4OLiwqlTp5TtY8eOxcvLS22fBw8eUK9ePTZv3lxqvhEREVhbW6Ovr8+gQYO4fv262nZfX99iQ/P8/f1xdXVVlgsKCli6dCl2dnbo6enRpk0bdu7cWeoxXV1duXTpEtOmTVPqsshXX31FixYt0NHRwdbWllWrVpWaD/xfr8aGDRto1KgR+vr6DBs2TK13oby6KywsJDg4GGtra3R0dLCysmLq1KnK9nXr1mFvb4+uri7169dnyJAhFS57bGwsKpWKmJgYOnbsiL6+Pl27diU9PV2tHIsWLaJevXoYGRnh5+fHnDlzivXWfPzxxzg5OaGrq0uzZs1Yt26dsi0zMxOVSsUXX3yBi4sLurq6JV53Ra5du8agQYPQ19fH3t5e7TWQn5/PuHHjlDI5OjoSGhqqtn/RdbFy5UosLS0xMzPjrbfeUmuUVuR18LiiMhQ9dlGVdfek7du34+3trbauoKCA5cuX07RpU3R0dLC2tmbx4sVqsT1ZvwUFBYSEhNCwYUN0dHRo27YtUVFRSp5DhgxhypQpyrK/vz8qlYpz584BcP/+fQwMDPj2228BuHv3LqNHj8bQ0BBLS8sSr/8nR4+oVCo+/vjjUs8nwN69e5VruFevXkRGRqJSqSr1qEl+fj7Tp0/H1NQUMzMzZs2aRWFhoVqaJ0cJlfXaiYqKonv37kp+Xl5eZGRkFDvuuXPn6Nq1K7q6urRs2ZK4uLgy44yPj6dHjx7o6enRqFEjpk6dyt27d5Xtlb0u4f+u9wULFij37DfffJP79+8raSp6Lzh48CAdOnRAR0eH+Ph4UlNT6dWrF0ZGRhgbG9OhQwdOnjyp7FfePdHW1pYlS5YwduxYjIyMsLa2Vnus4v79+0yZMgVLS0t0dXWxsbFh6dKl5Zb5cT///DNeXl4YGxtjZGREjx49lHNV3mug6LWza9cuevXqhb6+Pm3atOHYsWNKmoiICExNTTl06BBOTk4YGhoqX5Y/rqx7IMBvv/3Ga6+9Rp06dTAwMKBjx44kJiYSERHBggULSE1NVd5zIiIigEevn6JHKAB+/PFH3Nzc0NPTw8zMjAkTJpCbm6tsr8i9r6zrHsDb25vt27dX6hwIIYQQL4pnnoRNT09P+RCVkpJC7969ad68OceOHSM+Ph5vb2/y8/MJDQ3F2dmZ8ePHk52dTXZ2No0aNSoxT19fXy5fvsyRI0fYuXMn69atIycnRy3N0KFDycnJ4eDBgyQnJ9O+fXt69+7NX3/9VWKed+7cwcfHh/j4eI4fP469vT39+vXjzp07APj5+REVFaX2gWXfvn3cu3eP4cOHl5hnYmIi48aNY8qUKaSkpNCrVy8WLVpU6TpcunQpW7ZsYf369fz8889MmzaNN954o9QPyrt27aJhw4aEhIQodQmQnJzMsGHDGDFiBD/++CPBwcEEBQUpH5RK88svv7Bjxw6++eYboqKiOH36NJMnT1a2l1d3X331FR988AEbNmzgwoUL7N69m1atWgFw8uRJpk6dSkhICOnp6URFRdGzZ89Kl33u3LmsWrWKkydPoqWlxdixY5Vt27ZtY/Hixbz33nskJydjbW1NWFiY2v7btm1j3rx5LF68mLS0NJYsWUJQUBCRkZFq6ebMmcM777xDWloaHh4epdbZggULGDZsGGfOnKFfv36MHDlSufYKCgpo2LAhX375JWfPnmXevHn85z//YceOHWp5HDlyhIyMDI4cOUJkZCQRERFq56oir4OKeNa6e9Jff/3F2bNn6dixo9r6wMBAli1bRlBQEGfPnuWzzz6jfv36ammerN/Q0FBWrVrFypUrOXPmDB4eHgwYMIALFy4A4OLiQmxsrLJ/XFwcdevWVdYlJSXx4MEDunbtCsDMmTOJi4tjz549REdHExsbq/ZlUWnKOp8XL15kyJAhDBw4kNTUVCZOnPhUQ+9XrVpFREQEn3zyCfHx8fz11198/fXXpaYv77Vz9+5dpk+fzsmTJ4mJiUFDQ4NBgwZRUFCgls/MmTOZMWMGp0+fxtnZGW9v72JfFBbJyMjA09OTV199lTNnzvDFF18QHx+v9iXI016XMTExpKWlERsby+eff86uXbtYsGCBsr2i94I5c+awbNky0tLSaN26NSNHjqRhw4YkJSWRnJzMnDlzqFWrFlDxe+KqVavo2LGjcu+bNGmS8kXVmjVr2Lt3Lzt27CA9PZ1t27Zha2tbbnmL/P777/Ts2RMdHR2+++47kpOTGTt2rNJ7X95roMjcuXMJCAggJSUFBwcHXnvtNbURAPfu3WPlypVs3bqV77//nqysLAICApTt5d0Dc3NzcXFx4ffff2fv3r2kpqYya9YsCgoKGD58ODNmzKBFixbKe05J74t3797Fw8OD2rVrk5SUxJdffsm3336rdv1A2fe+8q57gM6dO3PixAny8vIqfB6EEEKIF8VTj1UtLCwkJiaGQ4cO8fbbbwOwfPlyOnbsqPateosWLZT/tbW10dfXx8LCotR8z58/z8GDBzlx4gSdOnUCYPPmzTg5OSlp4uPjOXHiBDk5OcrQt5UrV7J792527txZ4vOdbm5uassbN27E1NSUuLg4vLy86Nq1K46OjmzdupVZs2YBEB4eztChQzE0NCwx1tDQUDw9PZX0Dg4OHD16VK33ojx5eXksWbKEb7/9FmdnZwAaN25MfHw8GzZswMXFpdg+derUQVNTEyMjI7W6fP/99+nduzdBQUFKPGfPnmXFihX4+vqWGsPff//Nli1baNCgAQAffvgh/fv3Z9WqVVhYWJRbd1lZWVhYWODu7k6tWrWwtramc+fOAGRlZWFgYICXlxdGRkbY2NjQrl27Spd98eLFyvKcOXPo378/f//9N7q6unz44YeMGzeOMWPGADBv3jyio6PVel3mz5/PqlWrGDx4MAB2dnacPXuWDRs24OPjo6Tz9/dX0pTF19eX1157DYAlS5awZs0aTpw4gaenJ7Vq1VJrWNjZ2XHs2DF27NjBsGHDlPW1a9dm7dq1aGpq0qxZM/r3709MTAzjx4+v0Ougop617p6UlZVFYWEhVlZWyro7d+4QGhrK2rVrlfps0qQJ3bt3V9v3yfpduXIls2fPZsSIEQC89957HDlyhNWrV/PRRx/h6urKO++8w59//omWlhZnz54lKCiI2NhY3nzzTWJjY+nUqRP6+vrk5uayefNmPv30U3r37g1AZGQkDRs2LLeOyjqfGzZswNHRUXnUxtHRkZ9++knp3a+o1atXExgYqJR//fr1HDp0qNT0Zb12AF599VW19J988gnm5uacPXtWbR6AKVOmKGnDwsKIiopi8+bNyn3rcUuXLmXkyJFKL7y9vT1r1qzBxcWFsLAwsrKynvq61NbW5pNPPkFfX58WLVoQEhLCzJkzWbhwIQ8ePKjwvSAkJIQ+ffqo1dPMmTNp1qyZEnORit4T+/Xrp3zpOHv2bD744AOOHDmCo6MjWVlZ2Nvb0717d1QqVaUfu/joo48wMTFh+/btyhcDDg4OyvbyXgNFAgIC6N//0QQzCxYsoEWLFvzyyy9KuR88eMD69etp0qQJ8Oi8h4SEKPuXdw/87LPP+PPPP0lKSqJOnToANG3aVNnf0NAQLS2tMt+/P/vsM+X9xMDAAIC1a9fi7e3Ne++9p3whV9a9r7zrHsDKyor79+9z5cqVEs9HXl6eWuP89u3bpcYshBBCVLdK94Dv27cPQ0NDdHV16du3L8OHDyc4OBj4vx7wZ5GWloaWlhYdOnRQ1jVr1kxtht7U1FRyc3MxMzPD0NBQ+bt48WKJQzABrl69yvjx47G3t8fExARjY2Nyc3PJyspS0vj5+REeHq6kP3jwoFpvYUmxdunSRW1d0YfHivrll1+4d+8effr0USvLli1bSi1LWfF069ZNbV23bt24cOEC+fn5pe5nbW2tNL6LylBQUKD0AJVXd0OHDuW///0vjRs3Zvz48Xz99ddKz0yfPn2wsbGhcePGjBo1im3btnHv3r1Kl71169bK/5aWlgBKr1t6errS4C/y+PLdu3fJyMhg3LhxasdZtGhRseM82atbmsfjMTAwwNjYWK0X8KOPPqJDhw6Ym5tjaGjIxo0b1a41ePTllKamplq5ivKoyOugop6l7kry3//+FwBdXV1lXVpaGnl5eeW+/h+v39u3b/PHH3+UeM2mpaUBj573rFOnDnFxcfzwww+0a9cOLy8vpVc0Li5OeZwjIyOD+/fvq70m69Spg6OjY5kxQdnnMz09XWlsFimvjp5069YtsrOz1WLT0tIq83or67UDcOHCBV577TUaN26MsbGx0iv75HX2+D2p6JhF9fuk1NRUIiIi1F4nHh4eFBQUcPHixWe6Ltu0aaP27L2zszO5ublcvny5UveCJ+ts+vTp+Pn54e7uzrJly9TSV/Se+Pj5V6lUWFhYKOff19eXlJQUHB0dmTp1KtHR0eWW9XEpKSn06NFDaXw/riKvgZJifPJ1DKCvr680vovSFG2vyD0wJSWFdu3aKY3vp5GWlkabNm2UxndRWR5/P4Gy733lXffwaOQdUGx9kaVLl2JiYqL8lTbaTgghhKgJle4B79WrF2FhYWhra2NlZaU24VPRm+Lzlpubi6WlpdrQ1CKlfRD08fHh+vXrhIaGYmNjg46ODs7OzmrPII4ePZo5c+Zw7Ngxjh49ip2dHT169HimWDU0NIo95/n4s25FPY379+9XawQD1TqxTVnKq7tGjRqRnp7Ot99+y+HDh5k8eTIrVqwgLi4OIyMjTp06RWxsLNHR0cybN4/g4GCSkpIqVfbHP7wWPfP+5FDb0hQdZ9OmTcW+MHn8QyCg9sGxLE9+mFapVEo827dvJyAggFWrVuHs7IyRkRErVqwgMTGxwnlUpWepu5LUrVsXgBs3bmBubg5U/LVf0fotolKp6NmzJ7Gxsejo6ODq6krr1q3Jy8vjp59+4ujRo2rDbJ9WdZ2LyijrtWNqaoq3tzc2NjZs2rQJKysrCgoKaNmypdo9rbJyc3OZOHGi2hwORaytrTl//vyzFKnM40LF7gVPXkPBwcG8/vrr7N+/n4MHDzJ//ny2b9/OoEGDKnz8ss5/+/btuXjxIgcPHuTbb79l2LBhuLu7lzlPx+Oq6n2xvNdxSWUoeu+pyD2wut6/oez6Lu+6B5THQ4ruP08KDAxk+vTpyvLt27elES6EEOKFUekecAMDA5o2bYq1tXWx2ZZbt25NTExMqftqa2uX2RMLj3pTHj58SHJysrIuPT1dbbKj9u3bc+XKFbS0tGjatKnaX1Hj4EkJCQlMnTqVfv36KRPyXLt2TS2NmZkZAwcOJDw8nIiICGVYbmmcnJyKNaqOHz+utmxubl5sIpzHf5u8efPm6OjokJWVVawsZX1gKKkunZycSEhIKFZuBweHYg3Nx2VlZfHHH3+olUFDQ0PpOaxI3enp6eHt7c2aNWuIjY3l2LFj/Pjjj8CjXjd3d3eWL1/OmTNnyMzM5Lvvvnvqsj/J0dGRpKQktXWPL9evXx8rKyt+/fXXYsexs7Or8HEqKiEhga5duzJ58mTatWtH06ZNKz2aoSKvg6pQXt2VpEmTJhgbG3P27Fllnb29PXp6emW+/p9kbGyMlZVVidds8+bNleWi58BjY2NxdXVFQ0ODnj17smLFCvLy8pTewyZNmlCrVi211+SNGzeeudHo6OioNqkXlF9HTzIxMcHS0lIttifPb0lKe+1cv36d9PR03n33XXr37o2TkxM3btwoMY/H70lFxyxtyHj79u05e/ZssddJ06ZN0dbWfqbrMjU1VRk9URSXoaEhjRo1euZ7gYODA9OmTSM6OprBgwcrI5me9p74JGNjY4YPH86mTZv44osv+Oqrr0qdb+RJrVu35ocffihx1v+KvgaeVUXuga1btyYlJaXUclXk/dvJyYnU1FS1SfsSEhLU3k8qorTrvshPP/1Ew4YNS32/19HRwdjYWO1PCCGEeFFU6e8VBQYG0qpVKyZPnsybb76JtrY2R44cYejQodStWxdbW1sSExPJzMzE0NCQOnXqoKGh/h2Ao6Mjnp6eTJw4kbCwMLS0tPD391f7dt7d3R1nZ2cGDhzI8uXLcXBw4I8//mD//v0MGjSoxGGd9vb2bN26lY4dO3L79m1mzpxZ4jf+fn5+eHl5kZ+fr/ZscEmmTp1Kt27dWLlyJa+88gqHDh0q9vy3m5sbK1asYMuWLTg7O/Ppp5/y008/Kc+0GRkZERAQwLRp0ygoKKB79+7cunWLhIQEjI2NS43B1taW77//nhEjRqCjo0PdunWZMWMGnTp1YuHChQwfPpxjx46xdu3aYjPdPklXVxcfHx9WrlzJ7du3mTp1KsOGDVOe9Suv7iIiIsjPz6dLly7o6+vz6aefoqenh42NDfv27ePXX3+lZ8+e1K5dmwMHDlBQUICjo+NTl/1Jb7/9NuPHj6djx4507dqVL774gjNnztC4cWMlzYIFC5g6dSomJiZ4enqSl5fHyZMnuXHjhlpPSVWwt7dny5YtHDp0CDs7O7Zu3UpSUlKlGvsVeR1UhYrU3ZM0NDRwd3cnPj5emeFfV1eX2bNnM2vWLLS1tenWrRt//vknP//8M+PGjSs1r5kzZzJ//nyaNGlC27ZtCQ8PJyUlRW1mbVdXV6ZNm4a2trbyTLmrqysBAQF06tRJ6RE1NDRk3LhxzJw5EzMzM+rVq8fcuXOL3WMqa+LEibz//vvMnj2bcePGkZKSojYDdEW98847LFu2DHt7e5o1a8b7779fZsO1rNdO7dq1MTMzY+PGjVhaWpKVlcWcOXNKzOejjz7C3t4eJycnPvjgA27cuFHqozWzZ8/mpZdeYsqUKfj5+WFgYMDZs2c5fPgwa9eufabr8v79+4wbN453332XzMxM5s+fz5QpU9DQ0Hjqe8F///tfZs6cyZAhQ7Czs+O3334jKSlJeeb9ae+Jj3v//fextLSkXbt2aGho8OWXX2JhYVHhx0GmTJnChx9+yIgRIwgMDMTExITjx4/TuXNnHB0dK/QaqArl3QNfe+01lixZwsCBA1m6dCmWlpacPn0aKysrnJ2dsbW15eLFi6SkpNCwYUOMjIyKjU4YOXIk8+fPx8fHh+DgYP7880/efvttRo0aVWxCxtKUdd0X+eGHH3j55ZertH6EEEKI6vLMs6A/zsHBgejoaFJTU+ncuTPOzs7s2bNH6SkPCAhAU1OT5s2bY25uXuxZxSLh4eFYWVnh4uLC4MGDmTBhAvXq1VO2q1QqDhw4QM+ePRkzZgwODg6MGDGCS5culfomv3nzZm7cuEH79u0ZNWoUU6dOVcuziLu7O5aWlnh4eKhNMlWSl156iU2bNhEaGkqbNm2Ijo7m3XffVUvj4eFBUFAQs2bNolOnTty5c4fRo0erpVm4cCFBQUEsXboUJycnPD092b9/f5kNtpCQEDIzM2nSpIkyDK99+/bs2LGD7du307JlS+bNm0dISEiZE7DBo4l2Bg8eTL9+/Xj55Zdp3bq12gfU8urO1NSUTZs20a1bN1q3bs23337LN998g5mZGaampuzatQs3NzecnJxYv349n3/+uTI539OU/UkjR44kMDCQgIAAZbior6+v2jPKfn5+fPzxx4SHh9OqVStcXFyIiIh4Lj3gEydOZPDgwQwfPpwuXbpw/fp1tVnlK6q810FVqEjdlcTPz4/t27erDYENCgpixowZzJs3DycnJ4YPH17u7NhTp05l+vTpzJgxg1atWhEVFaX85FeRVq1aYWpqStu2bZUJEV1dXcnPz1f7OT+AFStW0KNHD7y9vXF3d6d79+5qzys/DTs7O3bu3MmuXbto3bo1YWFhyizojzdAHv9pppLMmDGDUaNG4ePjozyaUNYw6bJeOxoaGmzfvp3k5GRatmzJtGnTlEninrRs2TKWLVtGmzZtiI+PZ+/evaX2HLZu3Zq4uDjOnz9Pjx49aNeuHfPmzVO7Fz7tddm7d2/s7e3p2bMnw4cPZ8CAAcr8IfB09wJNTU2uX7/O6NGjcXBwYNiwYfTt21eZBPFp74mPMzIyUiYY7dSpE5mZmRw4cED5YsfX17fYdfg4MzMzvvvuO2WW8Q4dOrBp0yZlGHZFXgNVobx7oLa2NtHR0dSrV49+/frRqlUrli1bpowUePXVV/H09KRXr16Ym5vz+eefFzuGvr4+hw4d4q+//qJTp04MGTKE3r17s3bt2grHWd57xt9//83u3bsZP358FdSKEEIIUf1UhU8+oPw/Ljc3lwYNGhAeHl6h2bD/6YKDg9m9e7fasPh/gz59+mBhYcHWrVtrOpR/nIrUXWFhIV26dGHatGnK7OH/SxYvXsz69eu5fPky8Oinyopm2K7qhtO/ga+vLzdv3lT7veh/CxcXF3r16qX2ZYJ4fsLCwvj6668rNRne7du3MTEx4datWzIcXQghRKVV9ftIlQ5B/ycrKCjg2rVrrFq1ClNTUwYMGFDTIYkKunfvHuvXr8fDwwNNTU0+//xzZUI4UbanrTuVSsXGjRuV5/z/7datW0enTp0wMzMjISGBFStWqP228YEDB5gwYYI0vv/H3Lp1i4yMDPbv31/TofzPqFWrFh9++GFNhyGEEEI8NWmA/39ZWVnY2dnRsGFDIiIiik0wJ15cRY8kLF68mL///htHR0e++uor3N3dazq0F96z1F3btm1p27bt8w/yBXDhwgUWLVrEX3/9hbW1NTNmzCAwMFDZ/tZbb9VgdKKmmJiY8Ntvv9V0GP9T/Pz8ajoEIYQQ4pnIEHQhhBBC/GvJEHQhhBDPoqrfR6p0EjYhhBBCCCGEEEKUTBrgQgghhBBCCCFENZAGuBBCCCGEEEIIUQ2kAS6EEEIIIYQQQlQDaYALIYQQQgghhBDVQBrgQgghhBBCCCFENZAGuBBCCCGEEEIIUQ2kAS6EEEIIIYQQQlQDrZoOQIiqYGtri7+/P/7+/hVKHxwczO7du0lJSXmucT0pIiICf39/bt68Wa3H/SdwdXWlbdu2rF69uqZDEf9QL9LrS6VS8fXXXzNw4MCaDkX8fy3nH0JDR7+mwxBCCPGcZS7rX9MhlEl6wEWV8fX1RaVSoVKp0NbWpmnTpoSEhPDw4cMK7e/q6lrhBrQom62t7XNvyEZERGBqalrp/WJjY1GpVMUaSbt27WLhwoVVE5yoEb6+vtLg/P+ys7Pp27dvTYdRIcHBwbRt27amwxBCCCH+J0gPuKhSnp6ehIeHk5eXx4EDB3jrrbeoVasWgYGBNR2aeMHVqVOnpkMQospYWFjUdAjP3f3799HW1q7pMIQQQoh/FOkBF1VKR0cHCwsLbGxsmDRpEu7u7uzdu1fZnpCQgKurK/r6+tSuXRsPDw9u3LiBr68vcXFxhIaGKr3omZmZJR4jJycHb29v9PT0sLOzY9u2bcXS3Lx5Ez8/P8zNzTE2NsbNzY3U1NRS405KSqJPnz7UrVsXExMTXFxcOHXqlLJ97NixeHl5qe3z4MED6tWrx+bNm0vNNyIiAmtra/T19Rk0aBDXr19X215Sj6G/vz+urq7KckFBAUuXLsXOzg49PT3atGnDzp07Sz2mq6srly5dYtq0aUpdFvnqq69o0aIFOjo62NrasmrVqlLzAUhNTaVXr14YGRlhbGxMhw4dOHnyJLGxsYwZM4Zbt24pxwgODgZg69atdOzYESMjIywsLHj99dfJyckBIDMzk169egFQu3ZtVCoVvr6+StyPj4C4ceMGo0ePpnbt2ujr69O3b18uXLigVrempqYcOnQIJycnDA0N8fT0JDs7u9TyFPW+Hzp0iHbt2qGnp4ebmxs5OTkcPHgQJycnjI2Nef3117l3756yX1RUFN27d8fU1BQzMzO8vLzIyMhQtmdmZqJSqdi1axe9evVCX1+fNm3acOzYMSXN9evXee2112jQoAH6+vq0atWKzz//XC2+O3fuMHLkSAwMDLC0tOSDDz4oVi95eXkEBATQoEEDDAwM6NKlC7GxscXqZd++fTg6OqKvr8+QIUO4d+8ekZGR2NraUrt2baZOnUp+fn6l8y2tvoODg4mMjGTPnj3KNfH4/o+rivosiqms11dJLl++zLBhwzA1NaVOnTq88soravea/Px8pk+frsQ2a9YsfHx81F6nJY0wadu2rfIagEdD0Hfv3q1Wnu3bt9O1a1d0dXVp2bIlcXFxSvqnvTbLuz8U5RsTE0PHjh3R19ena9eupKenK3W4YMECUlNTlfMWERFRYt0V3a8WL16MlZUVjo6OFarTkkY3DRw4UHntA6xbtw57e3t0dXWpX78+Q4YMqXAZhRBCiH8SaYCL50pPT4/79+8DkJKSQu/evWnevDnHjh0jPj4eb29v8vPzCQ0NxdnZmfHjx5OdnU12djaNGjUqMU9fX18uX77MkSNH2LlzJ+vWrVMaeEWGDh2qfHBNTk6mffv29O7dm7/++qvEPO/cuYOPjw/x8fEcP34ce3t7+vXrx507dwDw8/MjKipKrXG3b98+7t27x/Dhw0vMMzExkXHjxjFlyhRSUlLo1asXixYtqnQdLl26lC1btrB+/Xp+/vlnpk2bxhtvvKH24f1xu3btomHDhoSEhCh1CZCcnMywYcMYMWIEP/74I8HBwQQFBZX6YRtg5MiRNGzYkKSkJJKTk5kzZw61atWia9eurF69GmNjY+UYAQEBwKMvJhYuXEhqaiq7d+8mMzNT+aDdqFEjvvrqKwDS09PJzs4mNDS0xGP7+vpy8uRJ9u7dy7FjxygsLKRfv348ePBASXPv3j1WrlzJ1q1b+f7778nKylLiKEtwcDBr167l6NGjSuNh9erVfPbZZ+zfv5/o6Gg+/PBDJf3du3eZPn06J0+eJCYmBg0NDQYNGkRBQYFavnPnziUgIICUlBQcHBx47bXXlEcw/v77bzp06MD+/fv56aefmDBhAqNGjeLEiRPK/tOnTychIYG9e/dy+PBhfvjhB7UvggCmTJnCsWPH2L59O2fOnGHo0KF4enqqfTlx79491qxZw/bt24mKiiI2NpZBgwZx4MABDhw4wNatW9mwYYNaI6ai+ZZW3wEBAQwbNkxplGdnZ9O1a9cS678q6vNpXl8PHjzAw8MDIyMjfvjhBxISEpQvEoruU6tWrSIiIoJPPvmE+Ph4/vrrL77++usy862omTNnMmPGDE6fPo2zszPe3t7FvjSo7LVZ0fvD3LlzWbVqFSdPnkRLS4uxY8cCMHz4cGbMmEGLFi2U81baPQ0gJiaG9PR0Dh8+zL59+ypUp+U5efIkU6dOJSQkhPT0dKKioujZs2elyyiEEEL8E8gQdPFcFBYWEhMTw6FDh3j77bcBWL58OR07dmTdunVKuhYtWij/a2tro6+vX+bQzfPnz3Pw4EFOnDhBp06dANi8eTNOTk5Kmvj4eE6cOEFOTg46OjoArFy5kt27d7Nz504mTJhQLF83Nze15Y0bN2JqakpcXBxeXl507doVR0dHtm7dyqxZswAIDw9n6NChGBoalhhraGgonp6eSnoHBweOHj1KVFRU6RX3hLy8PJYsWcK3336Ls7MzAI0bNyY+Pp4NGzbg4uJSbJ86deqgqamp9EAXef/99+nduzdBQUFKPGfPnmXFihVqPVGPy8rKYubMmTRr1gwAe3t7ZZuJiQkqlarY+Sr6YF8U65o1a+jUqRO5ubkYGhoqQ83r1atX6jPkFy5cYO/evSQkJCiNuG3bttGoUSN2797N0KFDgUcNqvXr19OkSRPgUSMyJCSk5Mp8zKJFi+jWrRsA48aNIzAwkIyMDBo3bgzAkCFDOHLkCLNnzwbg1VdfVdv/k08+wdzcnLNnz9KyZUtlfUBAAP37P5r4Y8GCBbRo0YJffvmFZs2a0aBBA7UvB95++20OHTrEjh076Ny5M3fu3CEyMpLPPvuM3r17A4+uMSsrK2WfrKwswsPDycrKUtYHBAQQFRVFeHg4S5YsUeolLCxMqZchQ4awdetWrl69iqGhIc2bN6dXr14cOXKE4cOHVyrf0urb0NAQPT098vLyyh1+XRX1+TSvry+++IKCggI+/vhjZWRIeHg4pqamxMbG8vLLL7N69WoCAwMZPHgwAOvXr+fQoUNllqeipkyZopQ9LCyMqKgoNm/erJQBKndtVub+sHjxYmV5zpw59O/fn7///hs9PT0MDQ3R0tKq0LB5AwMDPv74Y2Xo+aefflpunZYnKysLAwMDvLy8MDIywsbGhnbt2gFPdw/My8sjLy9PWb59+3a5MQghhBDVRXrARZXat28fhoaG6Orq0rdvX4YPH64MyyzqAX8WaWlpaGlp0aFDB2Vds2bN1Bpyqamp5ObmYmZmhqGhofJ38eJFtWGuj7t69Srjx4/H3t4eExMTjI2Nyc3NJSsrS0nj5+dHeHi4kv7gwYNqjc2SYu3SpYvauqIPkBX1yy+/cO/ePfr06aNWli1btpRalrLiKfpgX6Rbt25cuHBBbSjy46ZPn46fnx/u7u4sW7asQsdMTk7G29sba2trjIyMlA/Ij9dlRWLV0tJSqz8zMzMcHR1JS0tT1unr6yuNQQBLS8tioyFK0rp1a+X/+vXro6+vrzRwitY9ns+FCxd47bXXaNy4McbGxtja2pZYpsfztbS0BFDyyc/PZ+HChbRq1Yo6depgaGjIoUOHlDx+/fVXHjx4QOfOnZU8TExMlGG+AD/++CP5+fk4ODioXQ9xcXFq5+bJeqlfvz62trZqXxY9Xsanzbei9f2kqqjPp3l9paam8ssvv2BkZKSUsU6dOvz9999kZGRw69YtsrOz1fLV0tKiY8eOlS5jSR6Pryjfx69nqNy1WZn7Q1l1WRmtWrVSe+67vDqtiD59+mBjY0Pjxo0ZNWoU27ZtU4bZP809cOnSpZiYmCh/pY2mEkIIIWqC9ICLKtWrVy/CwsLQ1tbGysoKLa3/u8T09PSqJYbc3FwsLS1LfP60tB5XHx8frl+/TmhoKDY2Nujo6ODs7Kw2hHL06NHMmTOHY8eOcfToUezs7OjRo8czxaqhoUFhYaHauseHWOfm5gKwf/9+GjRooJauqHf/eQoODub1119n//79HDx4kPnz57N9+3YGDRpUYvq7d+/i4eGBh4cH27Ztw9zcnKysLDw8PCo8HLUyatWqpbasUqmK1Wd5+6lUqhLzeXw4tLe3NzY2NmzatAkrKysKCgpo2bJlsTI9mS+g5LNixQpCQ0NZvXo1rVq1wsDAAH9//0rVS25uLpqamiQnJ6Opqam27fHGdUnlKauMz5JvRer7SVVRn08jNzeXDh06lDhvhLm5eYXzKe91+ywqc21W5v5QVXVpYGCgtlyROi2vvoyMjDh16hSxsbFER0czb948goODSUpKeqp7YGBgINOnT1eWb9++LY1wIYQQLwxpgIsqZWBgQNOmTUvc1rp1a2JiYliwYEGJ27W1tUvtiS3SrFkzHj58SHJysjIEPT09Xe0nrdq3b8+VK1fQ0tJSetbKk5CQwLp16+jXrx/waFKha9euqaUxMzNj4MCBhIeHc+zYMcaMGVNmnk5OTiQmJqqtO378uNqyubk5P/30k9q6lJQU5cNy8+bN0dHRISsrq8ShlqUpqS6dnJxISEhQW5eQkICDg0OxRtfjHBwccHBwYNq0abz22muEh4czaNCgEo9x7tw5rl+/zrJly5QPvCdPniwWG1DmuXZycuLhw4ckJiYqQ9CvX79Oeno6zZs3L6f0VavouJs2bVK+cImPj690PgkJCbzyyiu88cYbwKPGz/nz55XyNG7cmFq1apGUlIS1tTUAt27d4vz588rzsO3atSM/P5+cnJxn/vLncVWVb0Vew1VVnxV5fT2pffv2fPHFF9SrVw9jY+MS01haWpKYmKjUedH9pn379koac3Nztfkgbt++zcWLF8uN+fjx48XynTJlSrn7leZp7w9Pqsh5K01F6vTJ+srPz+enn35SJmSERyMC3N3dcXd3Z/78+ZiamvLdd9/Rp0+fSpdRR0enWr6gFEIIIZ6GDEEX1SYwMJCkpCQmT57MmTNnOHfuHGFhYUpD19bWlsTERDIzM7l27VqJvTOOjo54enoyceJEEhMTSU5Oxs/PT6133d3dHWdnZwYOHEh0dDSZmZkcPXqUuXPnFmsMFrG3t2fr1q2kpaWRmJjIyJEjS+yx9/PzIzIykrS0NHx8fMos79SpU4mKimLlypVcuHCBtWvXFns+1c3NjZMnT7JlyxYuXLjA/Pnz1RrkRkZGBAQEMG3aNCIjI8nIyODUqVN8+OGHREZGlnpsW1tbvv/+e37//XelfmfMmEFMTAwLFy7k/PnzREZGsnbt2lInLfvvf//LlClTiI2N5dKlSyQkJJCUlKQ8b29ra0tubi4xMTFcu3aNe/fuYW1tjba2Nh9++CG//vore/fuLfbb3jY2NqhUKvbt28eff/6p9HA9zt7enldeeYXx48cTHx9Pamoqb7zxBg0aNOCVV14ps96rWu3atTEzM2Pjxo388ssvfPfdd2q9axVlb2/P4cOHOXr0KGlpaUycOJGrV68q242MjPDx8WHmzJkcOXKEn3/+mXHjxqGhoaH0WDo4ODBy5EhGjx7Nrl27uHjxIidOnGDp0qXs37//qctYVfna2tpy5swZ0tPTuXbtWom9wlVVnxV5fT1p5MiR1K1bl1deeYUffviBixcvEhsby9SpU/ntt98AeOedd1i2bBm7d+/m3LlzTJ48udhv1ru5ubF161Z++OEHfvzxR3x8fMr8EqvIRx99xNdff825c+d46623uHHjRpmPsZTnae8PT7K1teXixYukpKRw7do1teeny1OROnVzc2P//v3s37+fc+fOMWnSJLU63bdvH2vWrCElJYVLly6xZcsWCgoKcHR0rLIyCiGEEC8KaYCLauPg4EB0dDSpqal07twZZ2dn9uzZowxTDwgIQFNTk+bNmytDl0tSNDGVi4sLgwcPZsKECdSrV0/ZrlKpOHDgAD179mTMmDE4ODgwYsQILl26RP369UvMc/Pmzdy4cYP27dszatQopk6dqpZnEXd3dywtLfHw8FCbHKskL730Eps2bSI0NJQ2bdoQHR3Nu+++q5bGw8ODoKAgZs2aRadOnbhz5w6jR49WS7Nw4UKCgoJYunQpTk5OeHp6sn//fuzs7Eo9dkhICJmZmTRp0kQZBtq+fXt27NjB9u3badmyJfPmzSMkJKTUCdg0NTW5fv06o0ePxsHBgWHDhtG3b19lBEPXrl158803GT58OObm5ixfvhxzc3MiIiL48ssvad68OcuWLWPlypVq+TZo0IAFCxYwZ84c6tevX2oPYHh4OB06dMDLywtnZ2cKCws5cOBAsSG5z5uGhgbbt28nOTmZli1bMm3aNFasWFHpfN59913at2+Ph4cHrq6uWFhYFPsJuvfffx9nZ2e8vLxwd3enW7duODk5oaurq6QJDw9n9OjRzJgxA0dHRwYOHKjWa/60qiLf8ePH4+joSMeOHTE3Ny824gKqrj4r8vp6kr6+Pt9//z3W1tYMHjwYJycnxo0bx99//6303s6YMYNRo0bh4+ODs7MzRkZGxR65CAwMxMXFBS8vL/r378/AgQPVno0vzbJly1i2bBlt2rQhPj6evXv3Urdu3UqX/XFPc3940quvvoqnpye9evXC3Ny82M/jlaUidTp27Fh8fHwYPXo0Li4uNG7cWK3329TUlF27duHm5oaTkxPr16/n888/VybprIoyCiGEEC8KVeHTPMAnxP+o3NxcGjRoQHh4uDJLshDPy927d2nQoAGrVq1i3LhxNR3O/yxfX19u3ryp/K53ZWVmZmJnZ8fp06dp27ZtlcYmynf79m1MTEy4detWqcPkhRBCiNJU9fuIPAMuRAUUFBRw7do1Vq1ahampKQMGDKjpkMS/0OnTpzl37hydO3fm1q1byk98VfeweyGEEEII8XxIA1yICsjKysLOzo6GDRsSERGhNru7EFVp5cqVpKeno62tTYcOHfjhhx+eeZiyEEIIIYR4McgQdCGEEEL8a8kQdCGEEM+iqt9HZBI2IYQQQgghhBCiGkgDXAghhBBCCCGEqAbSABdCCCGEEEIIIaqBNMCFEEIIIYQQQohqIA1wIYQQQgghhBCiGkgDXAghhBBCCCGEqAbSABdCCCGEEEIIIaqBNMCFEEIIIYQQQohqoFXTAQghhHgx2dra4u/vj7+/f4XSBwcHs3v3blJSUp5rXE+KiIjA39+fmzdvVutxq9uT9evr68vNmzfZvXs3AK6urrRt25bVq1fXWIzPQ2ZmJnZ2dpw+fZq2bds+dT4t5x9CQ0e/6gITQgjxwslc1r+mQyiX9IALIcQLzNfXF5VKhUqlQltbm6ZNmxISEsLDhw8rtL+rq2uFG9CibLa2ti9043bXrl0sXLiwRmOQ600IIYQom/SACyHEC87T05Pw8HDy8vI4cOAAb731FrVq1SIwMLCmQxNV4P79+2hraz9zPnXq1KmCaIQQQgjxPEkPuBBCvOB0dHSwsLDAxsaGSZMm4e7uzt69e5XtCQkJuLq6oq+vT+3atfHw8ODGjRv4+voSFxdHaGio0ouemZlZ4jFycnLw9vZGT08POzs7tm3bVizNzZs38fPzw9zcHGNjY9zc3EhNTS017qSkJPr06UPdunUxMTHBxcWFU6dOKdvHjh2Ll5eX2j4PHjygXr16bN68udR8IyIisLa2Rl9fn0GDBnH9+nW17b6+vgwcOFBtnb+/P66urspyQUEBS5cuxc7ODj09Pdq0acPOnTtLPaarqyuXLl1i2rRpSl0W+eqrr2jRogU6OjrY2tqyatWqUvOBR0PJ27Zty8cff4ydnR26uroAZGVl8corr2BoaIixsTHDhg3j6tWrZeb1ZIyP9z7b2tqyZMkSxo4di5GREdbW1mzcuFFtn6NHj9K2bVt0dXXp2LEju3fvRqVSlfkYwbp167C3t0dXV5f69eszZMgQgDKvt7i4ODp37oyOjg6WlpbMmTNHbRRHQUEBy5cvp2nTpujo6GBtbc3ixYtLPH5+fj5jx46lWbNmZGVlVbh+hBBCiBeBNMCFEOIfRk9Pj/v37wOQkpJC7969ad68OceOHSM+Ph5vb2/y8/MJDQ3F2dmZ8ePHk52dTXZ2No0aNSoxT19fXy5fvsyRI0fYuXMn69atIycnRy3N0KFDycnJ4eDBgyQnJ9O+fXt69+7NX3/9VWKed+7cwcfHh/j4eI4fP469vT39+vXjzp07APj5+REVFUV2drayz759+7h37x7Dhw8vMc/ExETGjRvHlClTSElJoVevXixatKjSdbh06VK2bNnC+vXr+fnnn5k2bRpvvPEGcXFxJabftWsXDRs2JCQkRKlLgOTkZIYNG8aIESP48ccfCQ4OJigoiIiIiDKP/8svv/DVV1+xa9cuUlJSKCgo4JVXXuGvv/4iLi6Ow4cP8+uvv5ZaDxW1atUqOnbsyOnTp5k8eTKTJk0iPT0dgNu3b+Pt7U2rVq04deoUCxcuZPbs2WXmd/LkSaZOnUpISAjp6elERUXRs2dPgFKvt99//51+/frRqVMnUlNTCQsLY/PmzWrnLTAwkGXLlhEUFMTZs2f57LPPqF+/frHj5+XlMXToUFJSUvjhhx+wtrYuMc3t27fV/oQQQogXhQxBF0KIf4jCwkJiYmI4dOgQb7/9NgDLly+nY8eOrFu3TknXokUL5X9tbW309fWxsLAoNd/z589z8OBBTpw4QadOnQDYvHkzTk5OSpr4+HhOnDhBTk4OOjo6AKxcuZLdu3ezc+dOJkyYUCxfNzc3teWNGzdiampKXFwcXl5edO3aFUdHR7Zu3cqsWbMACA8PZ+jQoRgaGpYYa2hoKJ6enkp6BwcHjh49SlRUVOkV94S8vDyWLFnCt99+i7OzMwCNGzcmPj6eDRs24OLiUmyfOnXqoKmpiZGRkVpdvv/++/Tu3ZugoCAlnrNnz7JixQp8fX1LjeH+/fts2bIFc3NzAA4fPsyPP/7IxYsXlS9JtmzZQosWLUhKSlLOS2X169ePyZMnAzB79mw++OADjhw5gqOjI5999hkqlYpNmzahq6tL8+bN+f333xk/fnyp+WVlZWFgYICXlxdGRkbY2NjQrl07AExMTEq83tatW0ejRo1Yu3YtKpWKZs2a8ccffzB79mzmzZvH3bt3CQ0NZe3atfj4+ADQpEkTunfvrnbs3Nxc+vfvT15eHkeOHMHExKTEGJcuXcqCBQueqr6EEEKI5016wIUQ4gW3b98+DA0N0dXVpW/fvgwfPpzg4GDg/3rAn0VaWhpaWlp06NBBWdesWTNMTU2V5dTUVHJzczEzM8PQ0FD5u3jxIhkZGSXme/XqVcaPH4+9vT0mJiYYGxuTm5urNmzYz8+P8PBwJf3BgwcZO3ZsmbF26dJFbV1RI7qifvnlF+7du0efPn3UyrJly5ZSy1JWPN26dVNb161bNy5cuEB+fn6p+9nY2CiN76J8GjVqpDZCoXnz5piampKWllapmB7XunVr5X+VSoWFhYUysiE9PZ3WrVsrQ+ABOnfuXGZ+ffr0wcbGhsaNGzNq1Ci2bdvGvXv3ytwnLS0NZ2dntWH73bp1Izc3l99++420tDTy8vLKvY5fe+017t69S3R0dKmNb3jUm37r1i3l7/Lly2XmK4QQQlQn6QEXQogXXK9evQgLC0NbWxsrKyu0tP7v1q2np1ctMeTm5mJpaUlsbGyxbY831B/n4+PD9evXCQ0NxcbGBh0dHZydnZXh8wCjR49mzpw5HDt2jKNHj2JnZ0ePHj2eKVYNDQ0KCwvV1j148ECtLAD79++nQYMGaumKevefNwMDg2o5Tq1atdSWVSoVBQUFT52fkZERp06dIjY2lujoaObNm0dwcDBJSUmlXgflqeg13K9fPz799FOOHTtWbHTF43R0dKrtPAohhBCVJT3gQgjxgjMwMKBp06ZYW1urNb7hUQ9nTExMqftqa2uX2RMLj3q7Hz58SHJysrIuPT1d7Xe127dvz5UrV9DS0qJp06Zqf3Xr1i0x34SEBKZOnUq/fv2UScquXbumlsbMzIyBAwcSHh5OREQEY8aMKTNWJycnEhMT1dYdP35cbdnc3FztuXJAbVKx5s2bo6OjQ1ZWVrGylPaMPJRcl05OTiQkJBQrt4ODA5qammWW5cl8Ll++rNZbe/bsWW7evEnz5s0rnE9lODo68uOPP5KXl6esS0pKKnc/LS0t3N3dWb58OWfOnCEzM5PvvvsOKL2Ojh07pvalSEJCAkZGRjRs2BB7e3v09PTKvI4BJk2axLJlyxgwYECpz+oLIYQQLzppgAshxD9YYGAgSUlJTJ48mTNnznDu3DnCwsKUhq6trS2JiYlkZmZy7dq1Ens/HR0d8fT0ZOLEiSQmJpKcnIyfn59az6S7uzvOzs4MHDiQ6OhoMjMzOXr0KHPnzuXkyZMlxmZvb8/WrVtJS0sjMTGRkSNHltjb6efnR2RkJGlpacozwKWZOnUqUVFRrFy5kgsXLrB27dpiz3+7ublx8uRJtmzZwoULF5g/fz4//fSTst3IyIiAgACmTZtGZGQkGRkZnDp1ig8//JDIyMhSj21ra8v333/P77//rtTvjBkziImJYeHChZw/f57IyEjWrl1LQEBAmeV4kru7O61atWLkyJGcOnWKEydOMHr0aFxcXOjYsWOl8qqo119/nYKCAiZMmEBaWhqHDh1i5cqVAGrDxR+3b98+1qxZQ0pKCpcuXWLLli0UFBTg6OgIlHy9TZ48mcuXL/P2229z7tw59uzZw/z585k+fToaGhro6uoye/ZsZs2apTwGcPz48RJnwn/77bdZtGgRXl5exMfHP5d6EUIIIZ4naYALIcQ/mIODA9HR0aSmptK5c2ecnZ3Zs2eP0lMeEBCApqYmzZs3x9zcvNSfbQoPD8fKygoXFxcGDx7MhAkTqFevnrJdpVJx4MABevbsyZgxY3BwcGDEiBFcunSpxNmq4dFEbjdu3KB9+/aMGjWKqVOnquVZxN3dHUtLSzw8PLCysiqzvC+99BKbNm0iNDSUNm3aEB0dzbvvvquWxsPDg6CgIGbNmkWnTp24c+cOo0ePVkuzcOFCgoKCWLp0KU5OTnh6erJ//37s7OxKPXZISAiZmZk0adJEeX67ffv27Nixg+3bt9OyZUvmzZtHSEhImROwlUSlUrFnzx5q165Nz549cXd3p3HjxnzxxReVyqcyjI2N+eabb0hJSaFt27bMnTuXefPmAag9F/44U1NTdu3ahZubG05OTqxfv57PP/9cmfivpOutQYMGHDhwgBMnTtCmTRvefPNNxo0bp3begoKCmDFjBvPmzcPJyYnhw4cXm4W/iL+/PwsWLKBfv34cPXq0imtFCCGEeL5UhU8+KCeEEEJUo9zcXBo0aEB4eDiDBw+u6XD+p23bto0xY8Zw69ataptf4Hm7ffs2JiYm3Lp1C2Nj45oORwghxD9MVb+PyCRsQgghakRBQQHXrl1j1apVmJqaMmDAgJoO6X/Oli1baNy4MQ0aNCA1NZXZs2czbNiwf03jWwghhHjRSANcCCFEjcjKysLOzo6GDRsSERFRbII58fxduXKFefPmceXKFSwtLRk6dCiLFy+u6bCEEEKIfy0Zgi6EEEKIfy0Zgi6EEOJZVPX7iEzCJoQQQgghhBBCVANpgAshhBBCCCGEENVAGuBCCCGEEEIIIUQ1kAa4EEIIIYQQQghRDaQBLoQQQgghhBBCVANpgAshhBBCCCGEENVAGuBCCCGEEEIIIUQ10KrpAIQQQgghnreW8w+hoaNf02EIIYSoYpnL+td0CJUiPeBCCPEMbG1tWb16dYXTBwcH07Zt2+cWT2kiIiIwNTWt9uO+SIKDg6lfvz4qlYrdu3eXuM7X15eBAwfWaJxCCCGE+PeSBrgQ4h/P19cXlUqFSqVCW1ubpk2bEhISwsOHDyu0v6urK/7+/s83yP8Rlf1CojRV/UVFWloaCxYsYMOGDWRnZ9O3b98S14WGhhIREVFlxxVVJzMzE5VKRUpKSk2HIoQQQjw1GYIuhPhX8PT0JDw8nLy8PA4cOMBbb71FrVq1CAwMrOnQxHP04MEDatWqVW66jIwMAF555RVUKlWp63R0dJ5TpEIIIYQQ0gMuhPiX0NHRwcLCAhsbGyZNmoS7uzt79+5VtickJODq6oq+vj61a9fGw8ODGzdu4OvrS1xcHKGhoUovemZmZonHyMnJwdvbGz09Pezs7Ni2bVuxNDdv3sTPzw9zc3OMjY1xc3MjNTW11LiTkpLo06cPdevWxcTEBBcXF06dOqVsHzt2LF5eXmr7PHjwgHr16rF58+ZS842IiMDa2hp9fX0GDRrE9evX1baXNNTa398fV1dXZbmgoIClS5diZ2eHnp4ebdq0YefOnaUe09XVlUuXLjFt2jSlLot89dVXtGjRAh0dHWxtbVm1alWZsS9YsIDU1FQln6JeaZVKRVhYGAMGDMDAwIDFixeTn5/PuHHjlDgdHR0JDQ1V8gsODsbb2xsADQ0NVCpVietKqpeCggKWL19O06ZN0dHRwdramsWLF5dZB2+//Tb+/v7Url2b+vXrs2nTJu7evcuYMWMwMjKiadOmHDx4UNmnvPgfj2vlypVYWlpiZmbGW2+9xYMHD5Q0W7dupWPHjhgZGWFhYcHrr79OTk6OWj579+7F3t4eXV1devXqRWRkJCqVips3bypp4uPj6dGjB3p6ejRq1IipU6dy9+5dZbutrS2LFi1i9OjRGBoaYmNjw969e/nzzz955ZVXMDQ0pHXr1pw8eVLt2BXJd8mSJYwdOxYjIyOsra3ZuHGjst3Ozg6Adu3aoVKp1K5VIYQQ4p9CGuBCiH8lPT097t+/D0BKSgq9e/emefPmHDt2jPj4eLy9vcnPzyc0NBRnZ2fGjx9PdnY22dnZNGrUqMQ8fX19uXz5MkeOHGHnzp2sW7euWANn6NCh5OTkcPDgQZKTk2nfvj29e/fmr7/+KjHPO3fu4OPjQ3x8PMePH8fe3p5+/fpx584dAPz8/IiKiiI7O1vZZ9++fdy7d4/hw4eXmGdiYiLjxo1jypQppKSk0KtXLxYtWlTpOly6dClbtmxh/fr1/Pzzz0ybNo033niDuLi4EtPv2rWLhg0bEhISotQlQHJyMsOGDWPEiBH8+OOPBAcHExQUVOpQ7+HDhzNjxgxatGih5PN4WYODgxk0aBA//vgjY8eOpaCggIYNG/Lll19y9uxZ5s2bx3/+8x927NgBQEBAAOHh4QBKfiWtK0lgYCDLli0jKCiIs2fP8tlnn1G/fv0y6y0yMpK6dety4sQJ3n77bSZNmsTQoUPp2rUrp06d4uWXX2bUqFHcu3cPoNz4ixw5coSMjAyOHDlCZGQkERERanX44MEDFi5cSGpqKrt37yYzMxNfX19l+8WLFxkyZAgDBw4kNTWViRMnMnfuXLVjZGRk4OnpyauvvsqZM2f44osviI+PZ8qUKWrpPvjgA7p168bp06fp378/o0aNYvTo0bzxxhucOnWKJk2aMHr0aAoLCyuV76pVq+jYsSOnT59m8uTJTJo0ifT0dABOnDgBwLfffkt2dja7du0qsf7z8vK4ffu22p8QQgjxolAVFr07CiHEP5Svry83b95k9+7dFBYWEhMTg5eXF2+//TYrVqzg9ddfJysri/j4+BL3d3V1pW3btmU+u3z+/HkcHR05ceIEnTp1AuDcuXM4OTnxwQcf4O/vT3x8PP379ycnJ0dtKHPTpk2ZNWsWEyZMIDg4mN27d5f6HGtBQQGmpqZ89tlnSs93ixYt8PHxYdasWQAMGDAAMzMzpQH5pNdff51bt26xf/9+Zd2IESOIiopSejofr7Mi/v7+pKSkEBsbS15eHnXq1OHbb7/F2dlZSePn58e9e/f47LPPSjy2ra0t/v7+as/Ujxw5kj///JPo6Ghl3axZs9i/fz8///xzifmUVk8qlQp/f38++OCDEvcrMmXKFK5cuaL02O/evZtBgwbx+FteSeser5c7d+5gbm7O2rVr8fPzK/N4RVxdXcnPz+eHH34AHvVum5iYMHjwYLZs2QLAlStXsLS05NixY7z00ksVit/X15fY2FgyMjLQ1NQEYNiwYWhoaLB9+/YS8zh58iSdOnXizp07GBoaMmfOHPbv38+PP/6opHn33XdZvHgxN27cwNTUFD8/PzQ1NdmwYYOSJj4+HhcXF+7evYuuri62trb06NGDrVu3qpUnKCiIkJAQAI4fP46zszPZ2dlYWFg8Vb6FhYVYWFiwYMEC3nzzTTIzM7Gzs+P06dNlzg8QHBzMggULiq1v5L9DZkEXQoh/oec9C/rt27cxMTHh1q1bGBsbP3N+0gMuhPhX2LdvH4aGhujq6tK3b1+GDx9OcHAw8H894M8iLS0NLS0tOnTooKxr1qyZ2sziqamp5ObmYmZmhqGhofJ38eJF5XnjJ129epXx48djb2+PiYkJxsbG5ObmkpWVpaTx8/NTGttXr17l4MGDjB07tsxYu3Tporbu8UZ0Rfzyyy/cu3ePPn36qJVly5YtpZalrHi6deumtq5bt25cuHCB/Pz8SuUF0LFjx2LrPvroIzp06IC5uTmGhoZs3LhRrQ6fRlpaGnl5eZW+dlq3bq38r6mpiZmZGa1atVLWFfWgPz56oiLxt2jRQml8A1haWqrlkZycjLe3N9bW1hgZGeHi4gKg5JOenq58eVSkc+fOasupqalERESonXMPDw8KCgq4ePFiiWUsKk9ZZXyafFUqFRYWFsVGmZQnMDCQW7duKX+XL1+u1P5CCCHE8ySTsAkh/hV69epFWFgY2traWFlZoaX1f7c3PT29aokhNzcXS0tLYmNji20r7SfAfHx8uH79OqGhodjY2KCjo4Ozs7MyfB5g9OjRzJkzh2PHjnH06FHs7Ozo0aPHM8WqoaHBkwOgHn+eODc3F4D9+/fToEEDtXQ1PVGZgYGB2vL27dsJCAhg1apVODs7Y2RkxIoVK0hMTHym4zztdfPkpHAqlUptXdHz5gUFBUDF4y8p36I87t69i4eHBx4eHmzbtg1zc3OysrLw8PBQu5bKk5uby8SJE5k6dWqxbdbW1iXGUlSessr4NPk+WcaK0tHRqfFrVAghhCiNNMCFEP8KBgYGNG3atMRtrVu3JiYmpsRhqQDa2trl9sQ2a9aMhw8fkpycrPQipqenq01e1b59e65cuYKWlha2trYVijshIYF169bRr18/AC5fvsy1a9fU0piZmTFw4EDCw8M5duwYY8aMKTNPJyenYo2348ePqy2bm5vz008/qa1LSUlRGkDNmzdHR0eHrKwspSe1IkqqSycnJxISEtTWJSQk4ODgoNajW14+pUlISKBr165MnjxZWVfZXvqS2Nvbo6enR0xMTIWHoD+Nqoj/3LlzXL9+nWXLlilzGDw5CZqjoyMHDhxQW5eUlKS23L59e86ePVvqa+lpVUW+2traAE81akIIIYR4UcgQdCHEv15gYCBJSUlMnjyZM2fOcO7cOcLCwpSGrq2tLYmJiWRmZnLt2rUSe9wcHR3x9PRk4sSJJCYmkpycjJ+fn1ovqbu7O87OzgwcOJDo6GgyMzM5evQoc+fOLdYYKmJvb8/WrVtJS0sjMTGRkSNHltjz6ufnR2RkJGlpafj4+JRZ3qlTpxIVFcXKlSu5cOECa9euJSoqSi2Nm5sbJ0+eZMuWLVy4cIH58+erNciNjIwICAhg2rRpREZGkpGRwalTp/jwww+JjIws9di2trZ8//33/P7770r9zpgxg5iYGBYuXMj58+eJjIxk7dq1BAQElJnPxYsXSUlJ4dq1a+Tl5ZWa1t7enpMnT3Lo0CHOnz9PUFBQsYbl09DV1WX27NnMmjVLGXp//PjxMmeffxpVEb+1tTXa2tp8+OGH/Prrr+zdu5eFCxeqpZk4cSLnzp1j9uzZnD9/nh07dqjNLg8we/Zsjh49qkzgd+HCBfbs2VNssrTKqop869Wrh56eHlFRUVy9epVbt249U0xCCCFETZAGuBDiX8/BwYHo6GhSU1Pp3Lkzzs7O7NmzRxmmHhAQgKamJs2bN1eG7pYkPDwcKysrXFxcGDx4MBMmTKBevXrKdpVKxYEDB+jZsydjxozBwcGBESNGcOnSpVJnzt68eTM3btygffv2jBo1iqlTp6rlWcTd3R1LS0s8PDywsrIqs7wvvfQSmzZtIjQ0lDZt2hAdHc27776rlsbDw4OgoCBmzZqlTNQ1evRotTQLFy4kKCiIpUuX4uTkhKenJ/v371d+DqokISEhZGZm0qRJE8zNzYFHvZ87duxg+/bttGzZknnz5hESEqI2Q/eTXn31VTw9PenVqxfm5uZ8/vnnpaadOHEigwcPZvjw4XTp0oXr16+r9SY/i6CgIGbMmMG8efNwcnJi+PDhlX4muTxVEb+5uTkRERF8+eWXNG/enGXLlrFy5Uq1NHZ2duzcuZNdu3bRunVrwsLClFnQi4Zst27dmri4OM6fP0+PHj1o164d8+bNK/eaK09V5KulpcWaNWvYsGEDVlZWvPLKK88UkxBCCFETZBZ0IYT4B8jNzaVBgwaEh4czePDgmg5H/EssXryY9evX/6snKqvq2WuFEEL8b6nq9xF5BlwIIV5gBQUFXLt2jVWrVmFqasqAAQNqOiTxD7Zu3To6deqEmZkZCQkJrFix4pmHlwshhBCi4qQBLoQQL7CsrCzs7Oxo2LAhERERarO7C1FZFy5cYNGiRfz1119YW1szY8YMAgMDazosIYQQ4n+GDEEXQgghxL+WDEEXQgjxLKr6fUQmYRNCCCGEEEIIIaqBNMCFEEIIIYQQQohqIA1wIYQQQgghhBCiGkgDXAghhBBCCCGEqAbSABdCCCGEEEIIIaqBNMCFEEIIIYQQQohqIA1wIYQQQgghhBCiGmjVdABCCCGqj62tLf7+/vj7+1cofXBwMLt37yYlJeW5xvWkiIgI/P39uXnzZrUe92k9TT3du3ePUaNGcfjwYe7cucONGzcwNTV9bjH+r2s5/xAaOvo1HYYQQogqlrmsf02HUCnSAy6EENXM19cXlUqFSqVCW1ubpk2bEhISwsOHDyu0v6ura4Ub0KJstra2rF69+pnzCQgIICYmplL7REZG8sMPP3D06FGys7MxMTF55jhKEhERUa0Ne7k+hRBCiNJJD7gQQtQAT09PwsPDycvL48CBA7z11lvUqlWLwMDAmg5NPAVDQ0MMDQ0rtU9GRgZOTk60bNmy1DT3799HW1v7WcOrkOo8VkW8aPEIIYQQVUF6wIUQogbo6OhgYWGBjY0NkyZNwt3dnb179yrbExIScHV1RV9fn9q1a+Ph4cGNGzfw9fUlLi6O0NBQpRc9MzOzxGPk5OTg7e2Nnp4ednZ2bNu2rViamzdv4ufnh7m5OcbGxri5uZGamlpq3ElJSfTp04e6detiYmKCi4sLp06dUraPHTsWLy8vtX0ePHhAvXr12Lx5c6n5RkREYG1tjb6+PoMGDeL69etq2319fRk4cKDaOn9/f1xdXZXlgoICli5dip2dHXp6erRp04adO3eWekxXV1cuXbrEtGnTlLos8tVXX9GiRQt0dHSwtbVl1apVpeYDj4agt23btli8K1euxNLSEjMzM9566y0ePHigHHvVqlV8//33qFQqpRy2trYsXLiQ0aNHY2xszIQJEwCYPXs2Dg4O6Ovr07hxY4KCgpS8AFJTU+nVqxdGRkYYGxvToUMHTp48SWxsLGPGjOHWrVtKGYODg0s9VmxsLCqVSm3of0pKSrHrrLLXZ0m98Lt371ar86I6/Pjjj7Gzs0NXVxeo/DUqhBBCvMikAS6EEC8APT097t+/Dzxq8PTu3ZvmzZtz7Ngx4uPj8fb2Jj8/n9DQUJydnRk/fjzZ2dlkZ2fTqFGjEvP09fXl8uXLHDlyhJ07d7Ju3TpycnLU0gwdOpScnBwOHjxIcnIy7du3p3fv3vz1118l5nnnzh18fHyIj4/n+PHj2Nvb069fP+7cuQOAn58fUVFRZGdnK/vs27ePe/fuMXz48BLzTExMZNy4cUyZMoWUlBR69erFokWLKl2HS5cuZcuWLaxfv56ff/6ZadOm8cYbbxAXF1di+l27dtGwYUNCQkKUugRITk5m2LBhjBgxgh9//JHg4GCCgoKIiIioVDxHjhwhIyODI0eOEBkZSUREhJLHrl27GD9+PM7OzmRnZ7Nr1y5lv5UrV9KmTRtOnz5NUFAQAEZGRkRERHD27FlCQ0PZtGkTH3zwgbLPyJEjadiwIUlJSSQnJzNnzhxq1apF165dWb16NcbGxkoZAwICyjxWearq+izJL7/8wldffcWuXbuU5+kre40KIYQQLzIZgi6EEDWosLCQmJgYDh06xNtvvw3A8uXL6dixI+vWrVPStWjRQvlfW1sbfX19LCwsSs33/PnzHDx4kBMnTtCpUycANm/ejJOTk5ImPj6eEydOkJOTg46ODvCoQbZ792527typ9L4+zs3NTW1548aNmJqaEhcXh5eXF127dsXR0ZGtW7cya9YsAMLDwxk6dGipQ7RDQ0Px9PRU0js4OHD06FGioqJKr7gn5OXlsWTJEr799lucnZ0BaNy4MfHx8WzYsAEXF5di+9SpUwdNTU2MjIzU6vL999+nd+/eSoPUwcGBs2fPsmLFCnx9fSscU+3atVm7di2ampo0a9aM/v37ExMTw/jx46lTpw76+vpoa2sXO49ubm7MmDFDbd27776r/G9ra0tAQADbt29X6iwrK4uZM2fSrFkzAOzt7ZX0JiYmqFSqEq+XJ491+fLlcstVFddnae7fv8+WLVswNzcHnu4azcvLIy8vT1m+fft2peMQQgghnhfpARdCiBqwb98+DA0N0dXVpW/fvgwfPlwZGlzUw/gs0tLS0NLSokOHDsq6Zs2aqQ0DTk1NJTc3FzMzM+UZZkNDQy5evEhGRkaJ+V69epXx48djb2+PiYkJxsbG5ObmkpWVpaTx8/MjPDxcSX/w4EHGjh1bZqxdunRRW1fUiK6oX375hXv37tGnTx+1smzZsqXUspQVT7du3dTWdevWjQsXLpCfn1/hfFq0aIGmpqaybGlpWWwEQkk6duxYbN0XX3xBt27dsLCwwNDQkHfffVetzqdPn46fnx/u7u4sW7aswmUu6VjlqYrrszQ2NjZK4xue7hpdunQpJiYmyl9leuCFEEKI5016wIUQogb06tWLsLAwtLW1sbKyQkvr/27Henp61RJDbm4ulpaWxMbGFttW2qzZPj4+XL9+ndDQUGxsbNDR0cHZ2VkZPg8wevRo5syZw7Fjxzh69Ch2dnb06NHjmWLV0NCgsLBQbd3jz0Dn5uYCsH//fho0aKCWrqjntLrVqlVLbVmlUlFQUFDufgYGBmrLx44dY+TIkSxYsAAPDw9MTEzYvn272nPpwcHBvP766+zfv5+DBw8yf/58tm/fzqBBgyp1LA2NR9/LP17Xj9czPN31Wd75Ky2ep7lGAwMDmT59urJ8+/ZtaYQLIYR4YUgDXAghaoCBgQFNmzYtcVvr1q2JiYlhwYIFJW7X1tYutye2WbNmPHz4kOTkZGUIenp6utrkWu3bt+fKlStoaWlha2tbobgTEhJYt24d/fr1Ax4NWb527ZpaGjMzMwYOHEh4eDjHjh1jzJgxZebp5OREYmKi2rrjx4+rLZubm/PTTz+prUtJSVEauc2bN0dHR4esrKwSh5uXpqS6dHJyIiEhQW1dQkICDg4Oaj3a1eXo0aPY2Ngwd+5cZd2lS5eKpXNwcMDBwYFp06bx2muvER4ezqBBgyp0vRQp6n3Ozs6mdu3aAMV+2/xprk9zc3Pu3LnD3bt3lUZ2RX4z/WmuUR0dnRr70kUIIYQojwxBF0KIF0xgYCBJSUlMnjyZM2fOcO7cOcLCwpSGrq2tLYmJiWRmZnLt2rUSe1UdHR3x9PRk4sSJJCYmkpycjJ+fn1rvpbu7O87OzgwcOJDo6GgyMzM5evQoc+fO5eTJkyXGZm9vz9atW0lLSyMxMZGRI0eW2CPq5+dHZGQkaWlp+Pj4lFneqVOnEhUVxcqVK7lw4QJr164t9vy3m5sbJ0+eZMuWLVy4cIH58+erNciNjIwICAhg2rRpREZGkpGRwalTp/jwww+JjIws9di2trZ8//33/P7770r9zpgxg5iYGBYuXMj58+eJjIxk7dq1apOXVSd7e3uysrLYvn07GRkZrFmzhq+//lrZ/t///pcpU6YQGxvLpUuXSEhIICkpSXne39bWltzcXGJiYrh27Rr37t0r9VhNmzalUaNGBAcHc+HCBfbv319sBvinuT67dOmCvr4+//nPf8jIyOCzzz6r0KR2T3ONCiGEEC8yaYALIcQLxsHBgejoaFJTU+ncuTPOzs7s2bNHGaYeEBCApqYmzZs3x9zcXO1Z4MeFh4djZWWFi4sLgwcPZsKECdSrV0/ZrlKpOHDgAD179mTMmDE4ODgwYsQILl26RP369UvMc/Pmzdy4cYP27dszatQopk6dqpZnEXd3dywtLfHw8MDKyqrM8r700kts2rSJ0NBQ2rRpQ3R0tNqkYwAeHh4EBQUxa9YsOnXqxJ07dxg9erRamoULFxIUFMTSpUtxcnLC09OT/fv3Y2dnV+qxQ0JCyMzMpEmTJkrvb/v27dmxYwfbt2+nZcuWzJs3j5CQkEpNwFaVBgwYwLRp05gyZQpt27bl6NGjajOWa2pqcv36dUaPHo2DgwPDhg2jb9++Sg91165defPNNxk+fDjm5uYsX7681GPVqlWLzz//nHPnztG6dWvee++9YjPSP831WadOHT799FMOHDhAq1at+Pzzz5U5D8ryNNeoEEII8SJTFT75UJYQQgjxjHJzc2nQoAHh4eEMHjy4psMR/8Nu3779aDI2/x1o6OjXdDhCCCGqWOay/s81/6L3kVu3bmFsbPzM+ckz4EIIIapMQUEB165dY9WqVZiamjJgwICaDkkIAH5a4FElH5yEEEKIZyENcCGEEFUmKysLOzs7GjZsSEREhNrs7kIIIYQQ/+vkk5EQQogqY2trW+znpoQQQgghxCMyCZsQQgghhBBCCFENpAEuhBBCCCGEEEJUA2mACyGEEEIIIYQQ1UAa4EIIIYQQQgghRDWQBrgQQgghhBBCCFENpAEuhBBCCCGEEEJUA2mACyGEEEIIIYQQ1UAa4EIIIYQQQgghRDXQqukAhBBCVJ6trS3+/v74+/tXKH1wcDC7d+8mJSXlucb1pIiICPz9/bl582a1Hlf8n8zMTOzs7Dh9+jRt27at6XBqTMv5h9DQ0a/pMIQQQjxHmcv613QI5ZIecCGEeEq+vr6oVCpUKhXa2to0bdqUkJAQHj58WKH9XV1dK9yAFmWztbVl9erVNR0GACqVit27d9d0GEIIIYR4AUkPuBBCPANPT0/Cw8PJy8vjwIEDvPXWW9SqVYvAwMCaDk38wz148IBatWrVdBhCCCGEqELSAy6EEM9AR0cHCwsLbGxsmDRpEu7u7uzdu1fZnpCQgKurK/r6+tSuXRsPDw9u3LiBr68vcXFxhIaGKr3omZmZJR4jJycHb29v9PT0sLOzY9u2bcXS3Lx5Ez8/P8zNzTE2NsbNzY3U1NRS405KSqJPnz7UrVsXExMTXFxcOHXqlLJ97NixeHl5qe3z4MED6tWrx+bNm0vNNyIiAmtra/T19Rk0aBDXr19X2+7r68vAgQPV1vn7++Pq6qosFxQUsHTpUuzs7NDT06NNmzbs3Lmz1GO6urpy6dIlpk2bptRlka+++ooWLVqgo6ODra0tq1atKjWfInv27KF9+/bo6urSuHFjFixYoIxqCAkJwcrKSq1c/fv3p1evXhQUFGBrawvAoEGDUKlUynJ5+cKjnvOwsDAGDBiAgYEBixcvJjg4mLZt27J161ZsbW0xMTFhxIgR3LlzR9kvKiqK7t27Y2pqipmZGV5eXmRkZJRbzsfl5eUxe/ZsGjVqhI6ODk2bNlXOc35+PuPGjVPOh6OjI6GhoWr7lzSaY+DAgfj6+irL69atw97eHl1dXerXr8+QIUOUbeWd8xs3bjBy5EjMzc3R09PD3t6e8PDwSpVRCCGEeBFIA1wIIaqQnp4e9+/fByAlJYXevXvTvHlzjh07Rnx8PN7e3uTn5xMaGoqzszPjx48nOzub7OxsGjVqVGKevr6+XL58mSNHjrBz507WrVtHTk6OWpqhQ4eSk5PDwYMHSU5Opn379vTu3Zu//vqrxDzv3LmDj48P8fHxHD9+HHt7e/r166c07Pz8/IiKiiI7O1vZZ9++fdy7d4/hw4eXmGdiYiLjxo1jypQppKSk0KtXLxYtWlTpOly6dClbtmxh/fr1/Pzzz0ybNo033niDuLi4EtPv2rWLhg0bEhISotQlQHJyMsOGDWPEiBH8+OOPBAcHExQURERERKnH/uGHHxg9ejTvvPMOZ8+eZcOGDURERLB48WIA5s6di62tLX5+fgB89NFHHD16lMjISDQ0NEhKSgIgPDyc7OxsZbm8fIsEBwczaNAgfvzxR8aOHQtARkYGu3fvZt++fezbt4+4uDiWLVum7HP37l2mT5/OyZMniYmJQUNDg0GDBlFQUFDhOh89ejSff/45a9asIS0tjQ0bNmBoaAg8ahw3bNiQL7/8krNnzzJv3jz+85//sGPHjgrnf/LkSaZOnUpISAjp6elERUXRs2dPZXt55zwoKIizZ89y8OBB0tLSCAsLo27duhU+vhBCCPGikCHoQghRBQoLC4mJieHQoUO8/fbbACxfvpyOHTuybt06JV2LFi2U/7W1tdHX18fCwqLUfM+fP8/Bgwc5ceIEnTp1AmDz5s04OTkpaeLj4zlx4gQ5OTno6OgAsHLlSnbv3s3OnTuZMGFCsXzd3NzUljdu3IipqSlxcXF4eXnRtWtXHB0d2bp1K7NmzQIeNSqHDh2qNMyeFBoaiqenp5LewcGBo0ePEhUVVXrFPSEvL48lS5bw7bff4uzsDEDjxo2Jj49nw4YNuLi4FNunTp06aGpqYmRkpFaX77//Pr179yYoKEiJ5+zZs6xYsUKtZ/ZxCxYsYM6cOfj4+CjHXrhwIbNmzWL+/Ploamry6aef0rZtW+bMmcOaNWv4+OOPsba2BsDc3BwAU1NTtVjKy7fI66+/zpgxY9RiKigoICIiAiMjIwBGjRpFTEyM0nh/9dVX1dJ/8sknmJubc/bsWVq2bFlWdQOPrrEdO3Zw+PBh3N3dlfiK1KpViwULFijLdnZ2HDt2jB07djBs2LBy8wfIysrCwMAALy8vjIyMsLGxoV27dkDFznlWVhbt2rWjY8eOAGojC56Ul5dHXl6esnz79u0KxSiEEEJUB2mACyHEM9i3bx+GhoY8ePCAgoICXn/9dYKDg4FHPeBDhw59pvzT0tLQ0tKiQ4cOyrpmzZphamqqLKemppKbm4uZmZnavv/9739LHYp89epV3n33XWJjY8nJySE/P5979+6RlZWlpPHz82Pjxo3MmjWLq1evcvDgQb777rsyYx00aJDaOmdn50o1wH/55Rfu3btHnz591Nbfv39fabBVVFpaGq+88oraum7durF69Wry8/PR1NQstk9qaioJCQlqPdP5+fn8/fff3Lt3D319fRo3bszKlSuZOHEiw4cP5/XXXy83lorkCygNzMfZ2toqjW8AS0tLtREQFy5cYN68eSQmJnLt2jWl5zsrK6tCDfCUlBQ0NTVL/HKjyEcffcQnn3xCVlYW//3vf7l//36lZlTv06cPNjY2NG7cGE9PTzw9PRk0aBD6+voVOueTJk3i1Vdf5dSpU7z88ssMHDiQrl27lnispUuXqn1hIIQQQrxIpAEuhBDPoFevXoSFhaGtrY2VlRVaWv93W9XT06uWGHJzc7G0tCQ2NrbYtscb6o/z8fHh+vXrhIaGYmNjg46ODs7OzsrweXg0LHnOnDkcO3aMo0ePYmdnR48ePZ4pVg0NDQoLC9XWPXjwQK0sAPv376dBgwZq6Yp695+n3NxcFixYwODBg4tt09XVVf7//vvv0dTUJDMzk4cPH6qd92fJ18DAoNj2JydiU6lUasPLvb29sbGxYdOmTVhZWVFQUEDLli3VzmVZyrtOt2/fTkBAAKtWrcLZ2RkjIyNWrFhBYmKikqa882pkZMSpU6eIjY0lOjqaefPmERwcTFJSUoXOed++fbl06RIHDhzg8OHD9O7dm7feeouVK1cWizcwMJDp06cry7dv3y718Q4hhBCiukkDXAghnoGBgQFNmzYtcVvr1q2JiYkptTdOW1ub/Pz8MvNv1qwZDx8+JDk5WRmCnp6erva72u3bt+fKlStoaWmVOTT3cQkJCaxbt45+/foBcPnyZa5du6aWxszMjIEDBxIeHs6xY8eKDY1+kpOTk1qjDOD48eNqy+bm5vz0009q61JSUpRGZvPmzdHR0SErK6vMHtknlVSXTk5OJCQkqK1LSEjAwcGhxN5veFSX6enppZ5TgC+++IJdu3YRGxvLsGHDWLhwodo5rlWrVrFYKpLv07h+/Trp6els2rRJ+XIkPj6+Unm0atWKgoIC4uLilCHoj0tISKBr165MnjxZWffkyApzc3O1+QLy8/P56aef6NWrl7JOS0sLd3d33N3dmT9/Pqampnz33Xf06dOnQufc3NwcHx8ffHx86NGjBzNnziyxAa6jo1MtX9YIIYQQT0Ma4EII8ZwEBgbSqlUrJk+ezJtvvom2tjZHjhxh6NCh1K1bF1tbWxITE8nMzMTQ0JA6deqgoaE+N6ajoyOenp5MnDiRsLAwtLS08Pf3V+u1dHd3x9nZmYEDB7J8+XIcHBz4448/2L9/P4MGDSpxWLO9vT1bt26lY8eO3L59m5kzZ5bYE+rn54eXlxf5+fnK88ulmTp1Kt26dWPlypW88sorHDp0qNjwczc3N1asWMGWLVtwdnbm008/5aefflKGGhsZGREQEMC0adMoKCige/fu3Lp1i4SEBIyNjUuNwdbWlu+//54RI0ago6ND3bp1mTFjBp06dWLhwoUMHz6cY8eOsXbtWrVn8p80b948vLy8sLa2ZsiQIWhoaJCamspPP/3EokWL+O2335g0aRLvvfce3bt3Jzw8HC8vL/r27ctLL72kxBITE0O3bt3Q0dGhdu3a5eb7tGrXro2ZmRkbN27E0tKSrKws5syZU6k8bG1t8fHxYezYsaxZs4Y2bdpw6dIlcnJyGDZsGPb29mzZsoVDhw5hZ2fH1q1bSUpKws7OTsnDzc2N6dOns3//fpo0acL777+v9iXRvn37+PXXX+nZsye1a9fmwIEDFBQU4OjoWKFzPm/ePDp06ECLFi3Iy8tj3759avMgCCGEEP8UMgu6EEI8Jw4ODkRHR5Oamkrnzp1xdnZmz549ynDlgIAANDU1ad68Oebm5mrPXz8uPDwcKysrXFxcGDx4MBMmTKBevXrKdpVKxYEDB+jZsydjxozBwcGBESNGcOnSJerXr19inps3b+bGjRu0b9+eUaNGMXXqVLU8i7i7u2NpaYmHhwdWVlZllvell15i06ZNhIaG0qZNG6Kjo3n33XfV0nh4eBAUFMSsWbPo1KkTd+7cYfTo0WppFi5cSFBQEEuXLsXJyQlPT0/279+v1uB7UkhICJmZmTRp0kSZCK19+/bs2LGD7du307JlS+bNm0dISEipE7AVxbdv3z6io6Pp1KkTL730Eh988AE2NjYUFhbi6+tL586dmTJlipJ+0qRJvPHGG8pQ6lWrVnH48GEaNWqkfLFQVr7PQkNDg+3bt5OcnEzLli2ZNm0aK1asqHQ+YWFhDBkyhMmTJ9OsWTPGjx/P3bt3AZg4cSKDBw9m+PDhdOnShevXr6v1hsOjn63z8fFh9OjRuLi40LhxY7Xeb1NTU3bt2oWbmxtOTk6sX7+ezz//XJmUsLxzrq2tTWBgIK1bt6Znz55oamqyffv2p602IYQQosaoCp98aEsIIYT4/3Jzc2nQoAHh4eElPr8sxIvu9u3bmJiYcOvWLYyNjWs6HCGEEP8wVf0+IkPQhRBCFFNQUMC1a9dYtWoVpqamDBgwoKZDEkIIIYT4x5MGuBBCiGKysrKws7OjYcOGRERElDvLtxBCCCGEKJ98ohJCCFGMra1tsZ+VEkIIIYQQz0YmYRNCCCGEEEIIIaqBNMCFEEIIIYQQQohqIA1wIYQQQgghhBCiGkgDXAghhBBCCCGEqAbSABdCCCGEEEIIIaqBNMCFEEIIIYQQQohqIA1wIYQQQgghhBCiGkgDXAghhBBCCCGEqAZaNR2AEEL8L8vMzMTOzo7Tp0/Ttm3bmg4HgHPnzuHr60tKSgrNmjUjJSXluR/T1tYWf39//P39n/uxiri6utK2bVtWr15dofQRERH4+/tz8+bN5xpXeV7Ea6YqVfa8VFTL+YfQ0NGv0jyFEELUvMxl/Ws6hEqRHnAhxP80X19fVCoVy5YtU1u/e/duVCpVDUVVs+bPn4+BgQHp6enExMSUmMbV1bVKG8tJSUlMmDChyvITzy4tLY0BAwZgYmKCgYEBnTp1IisrS9n+999/89Zbb2FmZoahoSGvvvoqV69efebj7tq1i4ULFz5zPkIIIcSLSBrgQoj/ebq6urz33nvcuHGjpkOpMvfv33/qfTMyMujevTs2NjaYmZk9dT6FhYU8fPiwQmnNzc3R15feyary22+/UVhY+NT7F10DzZo1IzY2ljNnzhAUFISurq6SZtq0aXzzzTd8+eWXxMXF8ccffzB48OBnjr1OnToYGRk9cz5CCCHEi0ga4EKI/3nu7u5YWFiwdOnSUtMEBwcXG+67evVqbG1tlWVfX18GDhzIkiVLqF+/PqampoSEhPDw4UNmzpxJnTp1aNiwIeHh4cXyP3fuHF27dkVXV5eWLVsSFxentv2nn36ib9++GBoaUr9+fUaNGsW1a9eU7a6urkyZMgV/f3/q1q2Lh4dHieUoKCggJCSEhg0boqOjQ9u2bYmKilK2q1QqkpOTCQkJQaVSERwcXCwPX19f4uLiCA0NRaVSoVKpyMzMJDY2FpVKxcGDB+nQoQM6OjrEx8eTkZHBK6+8Qv369TE0NKRTp058++23anna2tqqDTlWqVR8/PHHDBo0CH19fezt7dm7d6+y/caNG4wcORJzc3P09PSwt7cvsV6L3L17l9GjR2NoaIilpSWrVq0qliYvL4+AgAAaNGiAgYEBXbp0ITY2ttQ8yytXSEgILVu2LLZf27ZtCQoKUpY//vhjnJyc0NXVpVmzZqxbt04t/YkTJ2jXrh26urp07NiR06dPlxpTkaCgIBo3bsz8+fP59ddfy03/pLlz59KvXz+WL19Ou3btaNKkCQMGDKBevXoA3Lp1i82bN/P+++/j5uZGhw4dCA8P5+jRoxw/fhxAuR4OHTpEu3bt0NPTw83NjZycHA4ePIiTkxPGxsa8/vrr3Lt3Tzn2k6MrbG1tWbJkCWPHjsXIyAhra2s2btxY6TIJIYQQLwJpgAsh/udpamqyZMkSPvzwQ3777bdnyuu7777jjz/+4Pvvv+f9999n/vz5eHl5Ubt2bRITE3nzzTeZOHFisePMnDmTGTNmcPr0aZydnfH29ub69esA3Lx5Ezc3N9q1a8fJkyeJiori6tWrDBs2TC2PyMhItLW1SUhIYP369SXGFxoayqpVq1i5ciVnzpzBw8ODAQMGcOHCBQCys7Np0aIFM2bMIDs7m4CAgBLzcHZ2Zvz48WRnZ5OdnU2jRo2U7XPmzGHZsmWkpaXRunVrcnNz6devHzExMZw+fRpPT0+8vb3VhjOXZMGCBQwbNowzZ87Qr18/Ro4cyV9//QU8amCePXuWgwcPkpaWRlhYGHXr1i01r5kzZxIXF8eePXuIjo4mNjaWU6dOqaWZMmUKx44dY/v27Zw5c4ahQ4fi6emp1M2TyivX2LFjSUtLIykpSdnn9OnTnDlzhjFjxgCwbds25s2bx+LFi0lLS2PJkiUEBQURGRmpHMPLy4vmzZuTnJxMcHBwiefkSWvWrCEoKIi4uDjs7e3p2bMnn3zyCXfu3Cl334KCAvbv34+DgwMeHh7Uq1ePLl26sHv3biVNcnIyDx48wN3dXVnXrFkzrK2tOXbsmFp+wcHBrF27lqNHj3L58mWGDRvG6tWr+eyzz9i/fz/R0dF8+OGHZca0atUq5cuHyZMnM2nSJNLT00tMm5eXx+3bt9X+hBBCiBeFNMCFEAIYNGgQbdu2Zf78+c+UT506dVizZg2Ojo6MHTsWR0dH7t27x3/+8x/s7e0JDAxEW1ub+Ph4tf2mTJnCq6++ipOTE2FhYZiYmLB582YA1q5dS7t27ViyZAnNmjWjXbt2fPLJJxw5coTz588redjb27N8+XIcHR1xdHQsMb6VK1cye/ZsRowYgaOjI++9957ahFcWFhZoaWlhaGiIhYUFhoaGxfIwMTFBW1sbfX19LCwssLCwQFNTU9keEhJCnz59aNKkCXXq1KFNmzZMnDiRli1bYm9vz8KFC2nSpIlaj3ZJfH19ee2112jatClLliwhNzeXEydOAJCVlUW7du3o2LEjtra2uLu74+3tXWI+ubm5bN68mZUrV9K7d29atWpFZGSk2vD4rKwswsPD+fLLL+nRowdNmjQhICCA7t27l9qzXl65GjZsiIeHh9r+4eHhuLi40LhxY+DR8/arVq1i8ODB2NnZMXjwYKZNm8aGDRsA+OyzzygoKGDz5s20aNECLy8vZs6cWWa9ARgZGTF27FhiY2P59ddfefnll3nvvfewsLDgjTfe4PDhw6UOUc/JySE3N5dly5bh6elJdHQ0gwYNYvDgwcrIjCtXrqCtrY2pqanavvXr1+fKlStq6xYtWkS3bt1o164d48aNIy4ujrCwMNq1a0ePHj0YMmQIR44cKbM8/fr1Y/LkyTRt2pTZs2dTt27dUvdZunQpJiYmyt/jXw4JIYQQNU0a4EII8f+99957REZGkpaW9tR5tGjRAg2N/7u11q9fn1atWinLmpqamJmZkZOTo7afs7Oz8r+WlhYdO3ZU4khNTeXIkSMYGhoqf82aNQMeDYMu0qFDhzJju337Nn/88QfdunVTW9+tW7dnKvOTOnbsqLacm5tLQEAATk5OmJqaYmhoSFpaWrk94K1bt1b+NzAwwNjYWKm3SZMmsX37dtq2bcusWbM4evRoqflkZGRw//59unTpoqyrU6eO2pcUP/74I/n5+Tg4OKjVc1xcnFodV7Zc48eP5/PPP+fvv//m/v37fPbZZ4wdOxZ4NCw+IyODcePGqR1z0aJFyjGLRhE8/uz149dKRdjY2PDuu++Snp7OunXr2LNnDy+//DK3bt0qMX1BQQEAr7zyCtOmTaNt27bMmTMHLy+vUkdWlOXx81i/fn309fWVLyCK1j35eigrD5VKhYWFRan7BAYGcuvWLeXv8uXLlY5ZCCGEeF7kZ8iEEOL/69mzJx4eHgQGBuLr66u2TUNDo1iP4YMHD4rlUatWLbVllUpV4rqiRk5F5Obm4u3tzXvvvVdsm6WlpfK/gYFBhfN8np6MIyAggMOHD7Ny5UqaNm2Knp4eQ4YMKXeiuLLqrW/fvly6dIkDBw5w+PBhevfuzVtvvcXKlSufKubc3Fw0NTVJTk5W680HShwFUNFyeXt7o6Ojw9dff422tjYPHjxgyJAhyjEBNm3apPblAFAshmdx7do1Pv/8c7Zu3UpKSgp9+/bFx8cHExOTEtPXrVsXLS0tmjdvrrbeyclJGblhYWHB/fv3uXnzplov+NWrV7GwsFDb7/Hz+LSvh8rso6Ojg46OTpn5CSGEEDVFGuBCCPGYZcuW0bZt22JDuM3Nzbly5QqFhYXKz5NV5e9jHz9+nJ49ewLw8OFDkpOTmTJlCgDt27fnq6++wtbWFi2tp79tGxsbY2VlRUJCAi4uLsr6hIQEOnf+f+zdeVxV1f74/9cRZJDDIIrggIICgoiAU9cJcQQHSnMWBxS1TDMHMM2rIpZCgTlrJuJwRe3mEE4YkmBQiSKoJWJiSF4xzbGjnxCF3x/82F+PDIIDVL6fj8d5PM7ee+017L3Pgfdea6/TtkJ56enp8ejRo3KlTUpKws/Pj/79+wOFgWdWVlaFyiuJhYUFo0ePZvTo0XTq1InAwMASA/AmTZpQvXp1jh07RsOGDYHCSdzOnz+vHAd3d3cePXrEtWvX6NSp0wtrl66uLqNHjyYyMhI9PT2GDh2KoaEhUNjzW69ePS5evIivr2+JZTg5ObFlyxb+/PNPpRe8aJKzsuTm5hIdHc2WLVuIiYnB2dkZPz8/9u/fj4WFRZn76unp0aZNm2LPWJ8/f55GjRoBhaMtqlevTlxcHAMGDAAgIyOD7OzsCvfQCyGEEK8SCcCFEOIxLi4u+Pr6snz5cq31np6eXL9+nY8//piBAwcSExPDwYMHMTExeSHlrlq1Cnt7e5ycnPj000+5deuWMlR50qRJfP755wwbNoyZM2dibm7OhQsX2L59O+vXr69Qb2lgYCDz58+nSZMmuLm5ERkZSVpaGlu3bq1QfW1sbDh27BhZWVmo1WrMzc1LTWtvb8+uXbvw8fFBpVIxd+7cCo0AKMm8efNo1aoVzs7O5Obmsm/fPpycnEpMq1ar8ff3JzAwkFq1alGnTh3mzJmj9aiAg4MDvr6+jBo1ivDwcNzd3bl+/TpxcXG0aNGCPn36PHO7xo0bp9QtKSlJa9uCBQuYMmUKpqameHt7k5uby4kTJ7h16xbTp09n+PDhzJkzh/HjxzN79myysrLK1cv/zjvvsH//fnx9ffnwww+1hnCXR2BgIEOGDMHDw4MuXboQExPD3r17lVnhTU1N8ff3Z/r06Zibm2NiYsK7775Lu3bt+Ne//lWhsoQQQohXiTwDLoQQTwgODi4WSDk5ObF69WpWrVqFq6srycnJ5ZqNurxCQkIICQnB1dWVxMREoqOjlVm9i3qtHz16RM+ePXFxcWHq1KmYmZlpBZHlMWXKFKZPn86MGTNwcXEhJiaG6Oho7O3tK5RPQEAAOjo6NGvWDAsLizKf516yZAk1a9akffv2+Pj44OXlRcuWLStU3pP09PSYPXs2LVq0wMPDAx0dHbZv315q+k8++YROnTrh4+ND9+7d6dixY7Fn5iMjIxk1ahQzZsygadOm9OvXj+PHjyu95s/aLnt7e9q3b4+jo2Oxoebjxo1j/fr1REZG4uLiQufOndm4cSO2trZA4c2DvXv3cubMGdzd3ZkzZ06JjyI8afbs2Vy+fJnw8PAKB99QOCnh2rVr+fjjj3FxcWH9+vXs3LmTjh07Kmk+/fRT+vbty4ABA/Dw8MDKyopdu3ZVuCwhhBDiVaIqKG0aVCGEEEI8t4KCAuzt7XnnnXeYPn16VVfnlXP37l1MTU25c+fOCxuxIoQQ4tXxov+OyBB0IYQQ4iW5fv0627dv5+rVq8pvfwshhBDi1SUBuBBCCPGS1KlTh9q1a7Nu3Tpq1qxZ1dURQgghRBWTAFwIIYR4SeQpLyGEEEI8TiZhE0IIIYQQQgghKoEE4EIIIYQQQgghRCWQAFwIIYQQQgghhKgEEoALIYQQQgghhBCVQAJwIYQQQgghhBCiEkgALoQQQgghhBBCVAIJwIUQQgghhBBCiEogvwMuhBBCiH+85vMPUU2/RlVXQwghxAuWFdKnqqtQIdIDLoQQVSgrKwuVSkVaWlpVV0Vx7tw5/vWvf2FgYICbm1ullGljY8PSpUsrpawinp6eTJ06tdzpN27ciJmZ2UurT3n9Fa+ZF6kqrgUhhBCiskgALoR4pfn5+aFSqQgJCdFav2fPHlQqVRXVqmrNnz8fIyMjMjIyiIuLKzFNRYPXpzl+/DgTJkx4YfmJ5xMUFISjoyNGRkbUrFmT7t27c+zYMa00N2/exNfXFxMTE8zMzPD390ej0Tx32XItCCGE+CeTAFwI8cozMDAgNDSUW7duVXVVXpgHDx48876ZmZl07NiRRo0aUatWrWfOp6CggIcPH5YrrYWFBTVqyPDgF+Xy5csUFBQ88/4ODg6sXLmSM2fOkJiYiI2NDT179uT69etKGl9fX3766SdiY2PZt28fR48efSGBs1wLQggh/skkABdCvPK6d++OlZUVixcvLjVNUFBQseHYS5cuxcbGRln28/OjX79+LFq0CEtLS8zMzAgODubhw4cEBgZibm5OgwYNiIyMLJb/uXPnaN++PQYGBjRv3pyEhASt7T/++CO9evVCrVZjaWnJyJEj+f3335Xtnp6eTJ48malTp1K7dm28vLxKbEd+fj7BwcE0aNAAfX193NzciImJUbarVCpSUlIIDg5GpVIRFBRULA8/Pz8SEhJYtmwZKpUKlUpFVlYW8fHxqFQqDh48SKtWrdDX1ycxMZHMzEzeeOMNLC0tUavVtGnThsOHD2vl+eSwY5VKxfr16+nfvz81atTA3t6e6OhoZfutW7fw9fXFwsICQ0ND7O3tSzyuRe7du8eoUaNQq9XUrVuX8PDwYmlyc3MJCAigfv36GBkZ8dprrxEfH19qnk9rV3BwMM2bNy+2n5ubG3PnzlWW169fj5OTEwYGBjg6OrJ69Wqt9MnJybi7u2NgYEDr1q1JTU0ttU5F5s6dS+PGjZk/fz4XL158avonDR8+nO7du9O4cWOcnZ1ZsmQJd+/e5fTp0wCkp6cTExPD+vXree211+jYsSMrVqxg+/btXLlyBfh/Q/b37dtH06ZNqVGjBgMHDuT+/fts2rQJGxsbatasyZQpU3j06JFSdkWvBSGEEOLvRAJwIcQrT0dHh0WLFrFixQouX778XHl98803XLlyhaNHj7JkyRLmz59P3759qVmzJseOHePtt9/mrbfeKlZOYGAgM2bMIDU1lXbt2uHj48ONGzcAuH37Nl27dsXd3Z0TJ04QExPDb7/9xuDBg7Xy2LRpE3p6eiQlJbF27doS67ds2TLCw8MJCwvj9OnTeHl58frrr/Pzzz8DkJOTg7OzMzNmzCAnJ4eAgIAS82jXrh3jx48nJyeHnJwcrK2tle2zZs0iJCSE9PR0WrRogUajoXfv3sTFxZGamoq3tzc+Pj5kZ2eXeSwXLFjA4MGDOX36NL1798bX15ebN28ChQHm2bNnOXjwIOnp6axZs4batWuXmldgYCAJCQl89dVXfP3118THx3Py5EmtNJMnT+b7779n+/btnD59mkGDBuHt7a0cmyc9rV1jx44lPT2d48ePK/ukpqZy+vRpxowZA8DWrVuZN28eH330Eenp6SxatIi5c+eyadMmpYy+ffvSrFkzUlJSCAoKKvGcPGn58uXMnTuXhIQE7O3t8fDwYMOGDfzxxx9P3fdJDx48YN26dZiamuLq6grA999/j5mZGa1bt1bSde/enWrVqmkNVb9//z7Lly9n+/btxMTEEB8fT//+/Tlw4AAHDhxgy5YtfPbZZ3z55Zdl1qGsa+FJubm53L17V+slhBBC/FVIAC6EEED//v1xc3Nj/vz5z5WPubk5y5cvp2nTpowdO5amTZty//59PvjgA+zt7Zk9ezZ6enokJiZq7Td58mQGDBiAk5MTa9aswdTUlIiICABWrlyJu7s7ixYtwtHREXd3dzZs2MCRI0c4f/68koe9vT0ff/wxTZs2pWnTpiXWLywsjPfff5+hQ4fStGlTQkNDcXNzU3ocrays0NXVRa1WY2VlhVqtLpaHqakpenp61KhRAysrK6ysrNDR0VG2BwcH06NHD5o0aYK5uTmurq689dZbNG/eHHt7exYuXEiTJk2e2ovp5+fHsGHDsLOzY9GiRWg0GpKTkwHIzs7G3d2d1q1bY2NjQ/fu3fHx8SkxH41GQ0REBGFhYXTr1g0XFxc2bdqkNTw+OzubyMhI/vvf/9KpUyeaNGlCQEAAHTt2LLVn/WntatCgAV5eXlr7R0ZG0rlzZxo3bgwUPm8fHh7Om2++ia2tLW+++SbTpk3js88+AyAqKor8/HwiIiJwdnamb9++BAYGlnncAIyNjRk7dizx8fFcvHiRnj17EhoaipWVFSNGjCA2NvapQ9T37duHWq3GwMCATz/9lNjYWOUmx9WrV6lTp45Wel1dXczNzbl69aqyLi8vjzVr1uDu7o6HhwcDBw4kMTGRiIgImjVrRt++fenSpQtHjhwpsy5lXQtPWrx4Maampsrr8ZtDQgghRFWTAFwIIf5/oaGhbNq0ifT09GfOw9nZmWrV/t9Xq6WlJS4uLsqyjo4OtWrV4tq1a1r7tWvXTnmvq6tL69atlXqcOnWKI0eOoFarlZejoyNQOAy6SKtWrcqs2927d7ly5QodOnTQWt+hQ4fnavOTHu8VhcIAOCAgACcnJ8zMzFCr1aSnpz+1B7xFixbKeyMjI0xMTJTjNnHiRLZv346bmxszZ87ku+++KzWfzMxMHjx4wGuvvaasMzc317pJcebMGR49eoSDg4PWcU5ISNA6xhVt1/jx49m2bRt//vknDx48ICoqirFjxwKFw+IzMzPx9/fXKvPDDz9UyiwaRWBgYKDk+fi1Uh6NGjXi3//+NxkZGaxevZqvvvqKnj17cufOnTL369KlC2lpaXz33Xd4e3szePDgYtft09SoUYMmTZooy5aWltjY2Gjd2LG0tHxqvmVdC0+aPXs2d+7cUV6//vprheoshBBCvEzyO+BCCPH/8/DwwMvLi9mzZ+Pn56e1rVq1asV6DPPy8orlUb16da1llUpV4rr8/Pxy10uj0eDj40NoaGixbXXr1lXeGxkZlTvPl+nJegQEBBAbG0tYWBh2dnYYGhoycODAp04UV9Zx69WrF5cuXeLAgQPExsbSrVs3Jk2aRFhY2DPVWaPRoKOjQ0pKilZvPlDiKIDytsvHxwd9fX12796Nnp4eeXl5DBw4UCkT4PPPP9e6OQAUq8Pz+P3339m2bRtbtmwhLS2NXr16MXr0aExNTcvcz8jICDs7O+zs7PjXv/6Fvb09ERERzJ49Gysrq2IB8MOHD7l58yZWVlbKuhf1eajIPvr6+ujr65eZnxBCCFFVJAAXQojHhISE4ObmVmwIt4WFBVevXqWgoED5ebIX+TvMP/zwAx4eHkBhIJOSksLkyZMBaNmyJTt37sTGxgZd3Wf/2jYxMaFevXokJSXRuXNnZX1SUhJt27atUF56enpaE2eVJSkpCT8/P/r37w8UBp5ZWVkVKq8kFhYWjB49mtGjR9OpUycCAwNLDMCbNGlC9erVOXbsGA0bNgQKJ3E7f/68chzc3d159OgR165do1OnTi+sXbq6uowePZrIyEj09PQYOnQohoaGQGHPb7169bh48SK+vr4lluHk5MSWLVv4888/lV7wH3744al1y83NJTo6mi1bthATE4OzszN+fn7s378fCwuLcrXvSfn5+eTm5gKFvfC3b98mJSVFGXnxzTffkJ+fX+xmghBCCCH+HwnAhRDiMS4uLvj6+rJ8+XKt9Z6enly/fp2PP/6YgQMHEhMTw8GDBzExMXkh5a5atQp7e3ucnJz49NNPuXXrljJUedKkSXz++ecMGzaMmTNnYm5uzoULF9i+fTvr16+vUG9pYGAg8+fPp0mTJri5uREZGUlaWhpbt26tUH1tbGw4duwYWVlZqNVqzM3NS01rb2/Prl278PHxQaVSMXfu3AqNACjJvHnzaNWqFc7OzuTm5rJv3z6cnJxKTKtWq/H39ycwMJBatWpRp04d5syZo/WogIODA76+vowaNYrw8HDc3d25fv06cXFxtGjRgj59+jxzu8aNG6fULSkpSWvbggULmDJlCqampnh7e5Obm8uJEye4desW06dPZ/jw4cyZM4fx48cze/ZssrKyytXL/84777B//358fX358MMPtYZwP829e/f46KOPeP3116lbty6///47q1at4n//+x+DBg0CCm8MeHt7M378eNauXUteXh6TJ09m6NCh1KtXr9xlCSGEEK8aeQZcCCGeEBwcXCyQcnJyYvXq1axatQpXV1eSk5PLNRt1eYWEhBASEoKrqyuJiYlER0crE14V9Vo/evSInj174uLiwtSpUzEzM9MKIstjypQpTJ8+nRkzZuDi4kJMTAzR0dHY29tXKJ+AgAB0dHRo1qwZFhYWZT7PvWTJEmrWrEn79u3x8fHBy8uLli1bVqi8J+np6TF79mxatGiBh4cHOjo6bN++vdT0n3zyCZ06dcLHx4fu3bvTsWPHYs/MR0ZGMmrUKGbMmEHTpk3p168fx48fV3rNn7Vd9vb2tG/fHkdHx2K9w+PGjWP9+vVERkbi4uJC586d2bhxI7a2tkDhzYO9e/dy5swZ3N3dmTNnTomPIjxp9uzZXL58mfDw8AoF31A4/P3cuXMMGDAABwcHZUb+b7/9FmdnZyXd1q1bcXR0pFu3bvTu3ZuOHTuybt26CpUlhBBCvGpUBU+bBlUIIYQQz6ygoAB7e3veeecdpk+fXtXVeeXcvXsXU1NT7ty588JGrAghhHh1vOi/IzIEXQghhHhJrl+/zvbt27l69ary299CCCGEeHVJAC6EEEK8JHXq1KF27dqsW7eOmjVrVnV1hBBCCFHFJAAXQgghXhJ5yksIIYQQj5NJ2IQQQgghhBBCiEogAbgQQgghhBBCCFEJJAAXQgghhBBCCCEqgQTgQgghhBBCCCFEJZAAXAghhBBCCCGEqAQSgAshhBBCCCGEEJVAAnAhhBBCCCGEEKISyO+AC1FJsrKysLW1JTU1FTc3t3Lt4+npiZubG0uXLn2pdXuac+fO4efnR1paGo6OjqSlpb30Mm1sbJg6dSpTp0596WX93fj5+XH79m327NnzXPk8ePCAZs2asXnzZtq3b1/iNZqUlMTbb7/NuXPn6NOnz3OX+XewceNGpk6dyu3bt6u6Koryfn8863dGUFAQa9as4dq1a+zevZs9e/ZoXWPPkq9KpWL37t3069evQnUpy6xZs7h37x4rVqyo8L7N5x+imn6NF1YXIYQQfx1ZIX2qugrlJj3gotJ8//336Ojo0KfP3+cDIgrNnz8fIyMjMjIyiIuLKzGNp6fnCw2Wjx8/zoQJE15Yfi/a0aNH8fHxoV69eqhUqhIDUz8/P1QqldbL29v7uctetmwZGzdufO581q5di62tLe3btwfA2tqanJwcmjdvrqSZPn06bm5u/PLLLy+kzL8aGxubYkHlkCFDOH/+fNVUqBRPnpv4+HhUKtULuUmQnp7OggUL+Oyzz8jJyaFXr17F0uzatYuFCxc+d1mPe5Y2BAQEsGnTJi5evPhC6yKEEEJUFgnARaWJiIjg3Xff5ejRo1y5cuWlllVQUMDDhw9fahmvkszMTDp27EijRo2oVavWM+dTkfNiYWFBjRovr7fqypUrz3WN3Lt3D1dXV1atWlVmOm9vb3JycpTXtm3bnrnMIqamppiZmT1XHgUFBaxcuRJ/f39lnY6ODlZWVujq/r/BUZmZmXTt2pUGDRo8d5l/F4aGhtSpU6eqq6GlpHPzomRmZgLwxhtvYGVlhb6+frE05ubmGBsbv/CyK6p27dp4eXmxZs2aqq6KEEII8UwkABeVQqPRsGPHDiZOnEifPn20etKGDx/OkCFDtNLn5eVRu3ZtNm/eDEB+fj6LFy/G1tYWQ0NDXF1d+fLLL5X0RT0pBw8epFWrVujr65OYmEhmZiZvvPEGlpaWqNVq2rRpw+HDh7XKysnJoU+fPhgaGmJra0tUVFSxXrHbt28zbtw4LCwsMDExoWvXrpw6darMNicnJ+Pu7o6BgQGtW7cmNTW1WJoff/yRXr16oVarsbS0ZOTIkfz++++l5rllyxZat26NsbExVlZWDB8+nGvXrgGFAZWdnR1hYWFa+6SlpaFSqbhw4UKJeebn5xMcHEyDBg3Q19fHzc2NmJgYZbtKpSIlJYXg4GBUKhVBQUHF8vDz8yMhIYFly5YpPb1ZWVnPdV6ePAcqlYr169fTv39/atSogb29PdHR0cr2W7du4evri4WFBYaGhtjb2xMZGVnqsfz8889p0KABAQEBnDlzptR0penVqxcffvgh/fv3LzOdvr4+VlZWyqtmzZrKtqysLFQqFV988QWdOnXC0NCQNm3acP78eY4fP07r1q1Rq9X06tWL69evK/v5+flpDev19PRkypQpzJw5E3Nzc6ysrEo8T49LSUkhMzNTa0RKUX3S0tKU9zdu3GDs2LGoVKpSe8Bzc3N5//33sba2Rl9fHzs7OyIiIpTtCQkJtG3bFn19ferWrcusWbO0bn54enry7rvvMnXqVGrWrImlpSWff/459+7dY8yYMRgbG2NnZ8fBgweVfYqurf3799OiRQsMDAz417/+xY8//qhVt8TEROXYWltbM2XKFO7du6eUe+nSJaZNm6Zct1A4BP3xmw1BQUG4ubmxZcsWbGxsMDU1ZejQofzxxx9Kmj/++ANfX1+MjIyoW7cun376aZmjQu7cuYOOjg4nTpwACj+H5ubm/Otf/1LS/Oc//8Ha2rrEc9OlSxcAatasiUqlws/PT9kvPz+/3NdCUFAQPj4+AFSrVk05Bk96si3l+d4E+P3330v8zJbVhi+//BIXFxcMDQ2pVasW3bt3V84ZgI+PD9u3by+1TUIIIcRfmQTgolJ88cUXODo60rRpU0aMGMGGDRsoKCgAwNfXl71796LRaJT0hw4d4v79+0pws3jxYjZv3szatWv56aefmDZtGiNGjCAhIUGrnFmzZhESEkJ6ejotWrRAo9HQu3dv4uLiSE1NxdvbGx8fH7Kzs5V9Ro0axZUrV4iPj2fnzp2sW7dOCWqLDBo0iGvXrnHw4EFSUlJo2bIl3bp14+bNmyW2V6PR0LdvX5o1a0ZKSgpBQUEEBARopbl9+zZdu3bF3d2dEydOEBMTw2+//cbgwYNLPY55eXksXLiQU6dOsWfPHrKyspR/WlUqFWPHji0WdEZGRuLh4YGdnV2JeS5btozw8HDCwsI4ffo0Xl5evP766/z8889A4T/azs7OzJgxg5ycnGLtKMqjXbt2jB8/XunpLQoc4NnOS0kWLFjA4MGDOX36NL1798bX11c5B3PnzuXs2bMcPHiQ9PR01qxZQ+3atUvN6/3332fZsmWkp6fTsmVLWrZsyfLly7UC3RchPj6eOnXq0LRpUyZOnMiNGzeKpZk/fz7//ve/OXnyJLq6ugwfPpyZM2eybNkyvv32Wy5cuMC8efPKLGfTpk0YGRlx7NgxPv74Y4KDg4mNjS01/bfffouDg0OpvZpFQ55NTExYunQpOTk5xW6UFRk1ahTbtm1j+fLlpKen89lnn6FWqwH43//+R+/evWnTpg2nTp1izZo1RERE8OGHHxarf+3atUlOTubdd99l4sSJDBo0iPbt23Py5El69uzJyJEjuX//vtZ+gYGBhIeHc/z4cSwsLPDx8SEvLw8o7Nn19vZmwIABnD59mh07dpCYmMjkyZOBwmHVDRo0IDg4WLluS5OZmcmePXvYt28f+/btIyEhgZCQEGX79OnTSUpKIjo6mtjYWL799ltOnjxZan6mpqa4ubkRHx8PwJkzZ1CpVKSmpirfhQkJCXTu3LnEc7Nz504AMjIyyMnJYdmyZVrHsrzXQkBAgPKd8bRj8LjyfG9C6Z/Z0tqQk5PDsGHDGDt2LOnp6cTHx/Pmm28qfy8A2rZty+XLl8nKyipXXYUQQoi/EpmETVSKiIgIRowYARQOyb1z5w4JCQl4enri5eWFkZERu3fvZuTIkQBERUXx+uuvY2xsTG5uLosWLeLw4cO0a9cOgMaNG5OYmMhnn32m9Q9qcHAwPXr0UJbNzc1xdXVVlhcuXMju3buJjo5m8uTJnDt3jsOHDyu9jQDr16/H3t5e2ScxMZHk5GSuXbumDM0MCwtjz549fPnllyU+pxwVFUV+fj4REREYGBjg7OzM5cuXmThxopJm5cqVuLu7s2jRImXdhg0bsLa25vz58zg4OBTLd+zYscr7xo0bs3z5ctq0aYNGo0GtVuPn58e8efNITk6mbdu25OXlERUVVaxX/HFhYWG8//77DB06FIDQ0FCOHDnC0qVLWbVqlTLsVa1WY2VlVWIepqam6OnpUaNGjRLTVPS8lMbPz49hw4YBsGjRIpYvX05ycjLe3t5kZ2fj7u6unEcbG5tS8wEwMDBgyJAhDBkyhGvXrhEVFcXGjRsJCAigd+/ejB49Gh8fn+ca8uvt7c2bb76Jra0tmZmZfPDBB/Tq1UuZD6FIQEAAXl5eALz33nsMGzaMuLg4OnToAIC/v/9Tn79u0aIF8+fPB8De3p6VK1cSFxenddwfd+nSJerVq1dqfkVDnlUqFaampqWe+/Pnz/PFF18QGxtL9+7dgcJrs8jq1auxtrZm5cqVqFQqHB0duXLlCu+//z7z5s2jWrXC+8Curq78+9//BmD27NmEhIRQu3Ztxo8fD8C8efNYs2YNp0+f1uolnj9/vtLGTZs20aBBA3bv3s3gwYNZvHgxvr6+Ss+tvb09y5cvp3PnzqxZswZzc3N0dHSUESVlyc/PZ+PGjcoNi5EjRxIXF8dHH33EH3/8waZNm4iKiqJbt25A4Y2vso4vFPYqx8fHExAQQHx8PD169ODcuXMkJibi7e1NfHw8M2fOLPHcmJubA1CnTp1ijwZU5FpQq9XK/k87BkXK871ZpKzPbEltyMzM5OHDh7z55ps0atQIABcXF608i47rpUuXSvyc5+bmkpubqyzfvXu3XO0SQgghKoP0gIuXLiMjg+TkZOWfMF1dXYYMGaIMUdXV1WXw4MFs3boVKHy29quvvsLX1xeACxcucP/+fXr06IFarVZemzdvVp5dLFL0z2ARjUZDQEAATk5OmJmZoVarSU9PV3paMzIy0NXVpWXLlso+dnZ2WsOET506hUajoVatWlrl//LLL8XKL1LU02tgYKCsK7p58Hi+R44c0crT0dERoNR8U1JS8PHxoWHDhhgbGys3H4raU69ePfr06cOGDRsA2Lt3L7m5uQwaNKjE/O7evcuVK1eUQK9Ihw4dSE9PL3GfZ1HR81KaFi1aKO+NjIwwMTFRet0mTpzI9u3bcXNzY+bMmXz33Xflrl+dOnWYOnUqJ0+e5KuvvuL777/nzTffLDacuaKGDh3K66+/jouLC/369WPfvn0cP35c6fUsqV2WlpaAdtBhaWlZYu9iaXkA1K1bt8x9/u///k/r+nxWaWlp6OjolNhTC4WfhXbt2mkNbe7QoQMajYbLly8r6x6vv46ODrVq1Sp2DIBibXr8c2Vubk7Tpk2Va/fUqVNs3LhR6zPm5eVFfn4+v/zyS4XaaWNjozVa4PHje/HiRfLy8mjbtq2y3dTUlKZNm5aZZ+fOnUlMTOTRo0fKDcmioPzKlStcuHABT0/PCtUTKn4tVFR5vjdLqsuTn9mSuLq60q1bN1xcXBg0aBCff/45t27d0kpjaGgIUGw0RJHFixdjamqqvB4fjSOEEEJUNekBFy9dREQEDx8+1OoNKigoQF9fn5UrV2Jqaoqvry+dO3fm2rVrxMbGYmhoqMwWXTQcc//+/dSvX18r7ycnCzIyMtJaDggIIDY2lrCwMOzs7DA0NGTgwIE8ePCg3PXXaDTUrVu3WNAEPNekVBqNBh8fH0JDQ4ttq1u3brF19+7dw8vLCy8vL7Zu3YqFhQXZ2dl4eXlptWfcuHGMHDmSTz/9lMjISIYMGfJSJzMrjxd1XqpXr661rFKpyM/PBwqfyb506RIHDhwgNjaWbt26MWnSpDJ7/4v88ccffPnll2zZsoWjR4/SuXNnRo8eTbNmzSrY0rI1btyY2rVrc+HCBaWn9Ml2FQWqT64ramdpyjo2Jaldu/YzPfv+pKJg6HmVVP+SjsvTjsPjNBoNb731FlOmTCm2rWHDhs9dv4rUpSQeHh788ccfnDx5kqNHj7Jo0SKsrKwICQnB1dWVevXqldirXBV1fVYVrYuOjg6xsbF89913fP3116xYsYI5c+Zw7NgxbG1tAZTHTiwsLErMY/bs2UyfPl1Zvnv3rgThQggh/jIkABcv1cOHD9m8eTPh4eH07NlTa1u/fv3Ytm0bb7/9Nu3bt8fa2podO3Zw8OBBBg0apPzj1qxZM/T19cnOzi61l600SUlJ+Pn5Kc+SazQarecGmzZtysOHD0lNTaVVq1ZAYY/74z0uLVu25OrVq+jq6j51WHMRJycntmzZwp9//qn0Mv7www9aaVq2bMnOnTuxsbEp1zDnc+fOcePGDUJCQpR/JosmcHpc7969MTIyYs2aNcTExHD06NFS8zQxMaFevXokJSVpHdukpCSt3rzy0NPT49GjR+VK+7Tz8qwsLCwYPXo0o0ePplOnTgQGBpYagD969Iivv/6aLVu2sGfPHqytrRk1ahQbN26scHBWXpcvX+bGjRsl3mCpbO7u7qxZs4aCgoJSJ94qDxcXF/Lz80lISFCGoD/OycmJnTt3apWTlJSEsbExDRo0eOZyi/zwww/K+bp16xbnz5/HyckJKPyMnT17ttT5D6Bi121pGjduTPXq1Tl+/LhSlzt37nD+/Hk8PDxK3c/MzIwWLVqwcuVKqlevjqOjI3Xq1GHIkCHs27evzO87PT09gOeu+7Moz/dmeZTWBpVKRYcOHejQoQPz5s2jUaNG7N69Wwmqf/zxR6pXr46zs3OJ+err65c4k7sQQgjxVyBD0MVLtW/fPm7duoW/vz/NmzfXeg0YMEBrpuThw4ezdu1aYmNjleHnAMbGxgQEBDBt2jQ2bdpEZmYmJ0+eZMWKFWzatKnM8u3t7dm1axdpaWmcOnWK4cOHa/W+ODo60r17dyZMmEBycjKpqalMmDABQ0NDJVjo3r077dq1o1+/fnz99ddkZWXx3XffMWfOnBID4KK2qFQqxo8fz9mzZzlw4ECxQHDSpEncvHmTYcOGcfz4cTIzMzl06BBjxowp8Z/qhg0boqenx4oVK7h48SLR0dEl/i6vjo4Ofn5+zJ49G3t7+2JD358UGBhIaGgoO3bsICMjg1mzZpGWlsZ7771X5n5PsrGx4dixY2RlZfH777+X2cv1tPPyLObNm8dXX33FhQsX+Omnn9i3b58SiJVk0aJFDBs2DGNjYw4fPkxGRgZz5swpd/Ct0WhIS0sjLS0NgF9++YW0tDRlGL1GoyEwMJAffviBrKws4uLieOONN7Czs1Oe965KXbp0QaPR8NNPPz1XPjY2NowePZqxY8eyZ88efvnlF+Lj4/niiy8AeOedd/j111959913OXfuHF999RXz589n+vTpyvPfzyM4OJi4uDh+/PFH/Pz8qF27tjJD/Pvvv893333H5MmTSUtL4+eff+arr77SmmfAxsaGo0eP8r///a/MXyAoi7GxMaNHjyYwMJAjR47w008/4e/vX+as4kU8PT3ZunWrEmybm5vj5OTEjh07ygzAGzVqhEqlYt++fVy/fl1rEsuXrTzfm+VRUhuOHTvGokWLOHHiBNnZ2ezatYvr169rfZa//fZbZWZ7IYQQ4u9GAnDxUkVERNC9e3dMTU2LbRswYAAnTpzg9OnTQOFs6GfPnqV+/frFnkleuHAhc+fOZfHixTg5OeHt7c3+/fuVIYmlWbJkCTVr1qR9+/b4+Pjg5eWl9dwiwObNm7G0tMTDw4P+/fszfvx4jI2NlZ5rlUrFgQMH8PDwYMyYMTg4ODB06FAuXbqkPJf6JLVazd69ezlz5gzu7u7MmTOn2FDzop7nR48e0bNnT1xcXJg6dSpmZmYlBiYWFhZs3LiR//73vzRr1oyQkJBSe3f9/f158OABY8aMKfP4AEyZMoXp06czY8YMXFxciImJITo6usJDXwMCAtDR0aFZs2bK8PjSlOe8VJSenh6zZ8+mRYsWeHh4oKOjU+ZPFY0cOZKrV6/y2Wef0b59+wqXd+LECdzd3XF3dwcKZ8F2d3dXZivX0dHh9OnTvP766zg4OODv70+rVq349ttv/xK9c7Vq1aJ///7K3AvPY82aNQwcOJB33nkHR0dHxo8fr/xsVP369Tlw4ADJycm4urry9ttv4+/vr0y49rxCQkJ47733aNWqFVevXmXv3r1Kz2qLFi1ISEjg/PnzdOrUSTk/jz8OExwcTFZWFk2aNCl1SHN5LFmyhHbt2tG3b1+6d+9Ohw4dcHJyeupz9p07d+bRo0daz3p7enoWW/ek+vXrs2DBAmbNmoWlpWWZkxe+DE/73iyPktpgYmLC0aNH6d27Nw4ODvz73/8mPDycXr16Kftt375dmZxPCCGE+LtRFTz+2x5CCC5fvoy1tTWHDx/Wek737+Tbb7+lW7du/Prrr6XeJBDi9OnT9OjRg8zMTOVnw/4u4uPj6dKlC7du3XquuRhelnv37lG/fn3Cw8Px9/ev6uq8dJX1vXnw4EFmzJjB6dOny/0LBXfv3i2cjG3qF1TTr9r5MIQQQrwcWSF9XlreRX9H7ty5g4mJyXPnJ8+Ai1feN998g0ajwcXFhZycHGbOnImNjU2Zz27+VeXm5nL9+nWCgoIYNGiQBN+iTC1atCA0NJRffvml2E89iYpJTU3l3LlztG3bljt37hAcHAzAG2+8UcU1ezmq6nvz3r17REZGPtPPA/64wOuF/OMkhBBCPA8JwMUrLy8vjw8++ICLFy9ibGxM+/bt2bp1a7HZe/8Otm3bhr+/P25ubmzevLmqqyP+Bvz8/Kq6Cv8YYWFhZGRkoKenpzxuULt27aqu1ktRVd+bAwcOfKn5CyGEEC+bDEEXQgghxD/Wix46KIQQ4tXyov+OyCRsQgghhBBCCCFEJZAAXAghhBBCCCGEqAQSgAshhBBCCCGEEJVAAnAhhBBCCCGEEKISSAAuhBBCCCGEEEJUAgnAhRBCCCGEEEKISiABuBBCCCGEEEIIUQkkABdCCCGEEEIIISqBblVXQAghXmVZWVnY2tqSmpqKm5tbVVcHgHPnzuHn50daWhqOjo6kpaW99DJtbGyYOnUqU6dOfellFfH09MTNzY2lS5eWK/3GjRuZOnUqt2/ffqn1epq/4jXzIlX0vJRX8/mHqKZf44XmKYQQ4q8hK6RPVVeh3KQHXAjxSvPz80OlUhESEqK1fs+ePahUqiqqVdWaP38+RkZGZGRkEBcXV2IaT0/PFxosHz9+nAkTJryw/MTz2bVrFz179qRWrVqoVKoSb8J4enqiUqm0Xm+//fYLKXvhwoXPnY8QQgjxVyQBuBDilWdgYEBoaCi3bt2q6qq8MA8ePHjmfTMzM+nYsSONGjWiVq1az5xPQUEBDx8+LFdaCwsLatSQ3skX5fLlyxQUFDzz/vfu3aNjx46EhoaWmW78+PHk5OQor48//viZyyxibm6OsbHxc+cjhBBC/BVJAC6EeOV1794dKysrFi9eXGqaoKCgYsN9ly5dio2NjbLs5+dHv379WLRoEZaWlpiZmREcHMzDhw8JDAzE3NycBg0aEBkZWSz/c+fO0b59ewwMDGjevDkJCQla23/88Ud69eqFWq3G0tKSkSNH8vvvvyvbPT09mTx5MlOnTqV27dp4eXmV2I78/HyCg4Np0KAB+vr6uLm5ERMTo2xXqVSkpKQQHByMSqUiKCioWB5+fn4kJCSwbNkypeczKyuL+Ph4VCoVBw8epFWrVujr65OYmEhmZiZvvPEGlpaWqNVq2rRpw+HDh7XytLGx0RpyrFKpWL9+Pf3796dGjRrY29sTHR2tbL916xa+vr5YWFhgaGiIvb19ice1yL179xg1ahRqtZq6desSHh5eLE1ubi4BAQHUr18fIyMjXnvtNeLj40vN82ntCg4Opnnz5sX2c3NzY+7cucry+vXrcXJywsDAAEdHR1avXq2VPjk5GXd3dwwMDGjdujWpqaml1qnI3Llzady4MfPnz+fixYtPTf+kkSNHMm/ePLp3715muho1amBlZaW8TExMlG1F18OhQ4dwd3fH0NCQrl27cu3aNQ4ePIiTkxMmJiYMHz6c+/fvK/s9ObrCxsaGRYsWMXbsWIyNjWnYsCHr1q2rcJuEEEKIvwIJwIUQrzwdHR0WLVrEihUruHz58nPl9c0333DlyhWOHj3KkiVLmD9/Pn379qVmzZocO3aMt99+m7feeqtYOYGBgcyYMYPU1FTatWuHj48PN27cAOD27dt07doVd3d3Tpw4QUxMDL/99huDBw/WymPTpk3o6emRlJTE2rVrS6zfsmXLCA8PJywsjNOnT+Pl5cXrr7/Ozz//DEBOTg7Ozs7MmDGDnJwcAgICSsyjXbt2Wr2f1tbWyvZZs2YREhJCeno6LVq0QKPR0Lt3b+Li4khNTcXb2xsfHx+ys7PLPJYLFixg8ODBnD59mt69e+Pr68vNmzeBwgDz7NmzHDx4kPT0dNasWUPt2rVLzSswMJCEhAS++uorvv76a+Lj4zl58qRWmsmTJ/P999+zfft2Tp8+zaBBg/D29laOzZOe1q6xY8eSnp7O8ePHlX1SU1M5ffo0Y8aMAWDr1q3MmzePjz76iPT0dBYtWsTcuXPZtGmTUkbfvn1p1qwZKSkpBAUFlXhOnrR8+XLmzp1LQkIC9vb2eHh4sGHDBv7444+n7lsRW7dupXbt2jRv3pzZs2drBdJFgoKCWLlyJd999x2//vorgwcPZunSpURFRbF//36+/vprVqxYUWY54eHhys2Hd955h4kTJ5KRkfFC2yKEEEJUBgnAhRAC6N+/P25ubsyfP/+58jE3N2f58uU0bdqUsWPH0rRpU+7fv88HH3yAvb09s2fPRk9Pj8TERK39Jk+ezIABA3BycmLNmjWYmpoSEREBwMqVK3F3d2fRokU4Ojri7u7Ohg0bOHLkCOfPn1fysLe35+OPP6Zp06Y0bdq0xPqFhYXx/vvvM3ToUJo2bUpoaKjWhFdWVlbo6uqiVquxsrJCrVYXy8PU1BQ9PT2t3k8dHR1le3BwMD169KBJkyaYm5vj6urKW2+9RfPmzbG3t2fhwoU0adJEq0e7JH5+fgwbNgw7OzsWLVqERqMhOTkZgOzsbNzd3WndujU2NjZ0794dHx+fEvPRaDREREQQFhZGt27dcHFxYdOmTVrD47Ozs4mMjOS///0vnTp1okmTJgQEBNCxY8dSe9af1q4GDRrg5eWltX9kZCSdO3emcePGQOHz9uHh4bz55pvY2try5ptvMm3aND777DMAoqKiyM/PJyIiAmdnZ/r27UtgYGCZxw3A2NiYsWPHEh8fz8WLF+nZsyehoaFYWVkxYsQIYmNjn2uIOsDw4cP5z3/+w5EjR5g9ezZbtmxhxIgRxdJ9+OGHdOjQAXd3d/z9/UlISGDNmjW4u7vTqVMnBg4cyJEjR8osq3fv3rzzzjvY2dnx/vvvU7t27VL3yc3N5e7du1ovIYQQ4q9CAnAhhPj/hYaGsmnTJtLT0585D2dnZ6pV+39frZaWlri4uCjLOjo61KpVi2vXrmnt165dO+W9rq4urVu3Vupx6tQpjhw5glqtVl6Ojo5A4TDoIq1atSqzbnfv3uXKlSt06NBBa32HDh2eq81Pat26tdayRqMhICAAJycnzMzMUKvVpKenP7UHvEWLFsp7IyMjTExMlOM2ceJEtm/fjpubGzNnzuS7774rNZ/MzEwePHjAa6+9pqwzNzfXuklx5swZHj16hIODg9ZxTkhI0DrGFW3X+PHj2bZtG3/++ScPHjwgKiqKsWPHAoXD4jMzM/H399cq88MPP1TKLBpFYGBgoOT5+LVSHo0aNeLf//43GRkZrF69mq+++oqePXty586dCuXzpAkTJuDl5YWLiwu+vr5s3ryZ3bt3Fztej59HS0tLatSoodyAKFr35OfhSY/noVKpsLKyKnWfxYsXY2pqqrweH50hhBBCVDX5GTIhhPj/eXh44OXlxezZs/Hz89PaVq1atWI9hnl5ecXyqF69utaySqUqcV1+fn6566XRaPDx8SlxQqy6desq742MjMqd58v0ZD0CAgKIjY0lLCwMOzs7DA0NGThw4FMniivruPXq1YtLly5x4MABYmNj6datG5MmTSIsLOyZ6qzRaNDR0SElJUWrNx8ocRRAedvl4+ODvr4+u3fvRk9Pj7y8PAYOHKiUCfD5559r3RwAitXhefz+++9s27aNLVu2kJaWRq9evRg9ejSmpqYvrAxAacOFCxdo0qSJsv7x8/isn4eK7DN79mymT5+uLN+9e1eCcCGEEH8ZEoALIcRjQkJCcHNzKzaE28LCgqtXr1JQUKD8PNmL/H3sH374AQ8PDwAePnxISkoKkydPBqBly5bs3LkTGxsbdHWf/WvbxMSEevXqkZSUROfOnZX1SUlJtG3btkJ56enp8ejRo3KlTUpKws/Pj/79+wOFgWdWVlaFyiuJhYUFo0ePZvTo0XTq1InAwMASA/AmTZpQvXp1jh07RsOGDYHCSdzOnz+vHAd3d3cePXrEtWvX6NSp0wtrl66uLqNHjyYyMhI9PT2GDh2KoaEhUNjzW69ePS5evIivr2+JZTg5ObFlyxb+/PNPpRf8hx9+eGrdcnNziY6OZsuWLcTExODs7Iyfnx/79+/HwsKiXO2rqKLPw+M3haqCvr4++vr6VVoHIYQQojQSgAshxGOKhtMuX75ca72npyfXr1/n448/ZuDAgcTExHDw4EGtWZ+fx6pVq7C3t8fJyYlPP/2UW7duKUOVJ02axOeff86wYcOYOXMm5ubmXLhwge3bt7N+/foK9ZYGBgYyf/58mjRpgpubG5GRkaSlpbF169YK1dfGxoZjx46RlZWFWq3G3Ny81LT29vbs2rULHx8fVCoVc+fOrdAIgJLMmzePVq1a4ezsTG5uLvv27cPJyanEtGq1Gn9/fwIDA6lVqxZ16tRhzpw5Wo8KODg44Ovry6hRowgPD8fd3Z3r168TFxdHixYt6NOnzzO3a9y4cUrdkpKStLYtWLCAKVOmYGpqire3N7m5uZw4cYJbt24xffp0hg8fzpw5cxg/fjyzZ88mKyurXL3877zzDvv378fX15cPP/xQawh3edy8eZPs7GyuXLkCoEx4VvTMf2ZmJlFRUfTu3ZtatWpx+vRppk2bhoeHR4XLEkIIIV4l8gy4EEI8ITg4uFgg5eTkxOrVq1m1ahWurq4kJyeXazbq8goJCSEkJARXV1cSExOJjo5WZvUu6rV+9OgRPXv2xMXFhalTp2JmZqYVRJbHlClTmD59OjNmzMDFxYWYmBiio6Oxt7evUD4BAQHo6OjQrFkzLCwsynyee8mSJdSsWZP27dvj4+ODl5cXLVu2rFB5T9LT02P27Nm0aNECDw8PdHR02L59e6npP/nkEzp16oSPjw/du3enY8eOxZ6Zj4yMZNSoUcyYMYOmTZvSr18/jh8/rvSaP2u77O3tad++PY6OjsWGmo8bN47169cTGRmJi4sLnTt3ZuPGjdja2gKFNw/27t3LmTNncHd3Z86cOU/9bW4oHIZ9+fJlwsPDnykgjo6Oxt3dXbnxMHToUNzd3ZXZ9fX09Dh8+DA9e/bE0dGRGTNmMGDAAPbu3VvhsoQQQohXiargeadBFUIIIUSpCgoKsLe355133tF6NllUjrt372JqasqdO3de2IgVIYQQr44X/XdEhqALIYQQL8n169fZvn07V69eVX77WwghhBCvLgnAhRBCiJekTp061K5dm3Xr1lGzZs2qro4QQgghqpgE4EIIIcRLIk95CSGEEOJxMgmbEEIIIYQQQghRCSQAF0IIIYQQQgghKoEE4EIIIYQQQgghRCWQAFwIIYQQQgghhKgEEoALIYQQQgghhBCVQAJwIYQQQgghhBCiEkgALoQQQgghhBBCVAIJwIUQQgghhBBCiEqgW9UVEEII8fJlZWVha2tLamoqbm5u5drH09MTNzc3li5d+lLr9jTnzp3Dz8+PtLQ0HB0dSUtLq3AeT7Y/Pj6eLl26cOvWLczMzF54nZ9W/qvEz8+P27dvs2fPnheWp42NDVOnTmXq1Knl3qf5/ENU06/xwuoghBDiryErpE9VV6FCpAdcCPFK+P7779HR0aFPn7/Xl7SA+fPnY2RkREZGBnFxcZVWrkqlemFBo7W1NTk5OTRv3vyF5PcsNm7cWCk3G560bNkyNm7cWOnlCiGEEH9FEoALIV4JERERvPvuuxw9epQrV6681LIKCgp4+PDhSy3jVZKZmUnHjh1p1KgRtWrVqurqaHnw4EG50uno6GBlZYWu7j9z4FlJx+HRo0fk5+djampaJYG/EEII8VckAbgQ4h9Po9GwY8cOJk6cSJ8+fbR644YPH86QIUO00ufl5VG7dm02b94MQH5+PosXL8bW1hZDQ0NcXV358ssvlfTx8fGoVCoOHjxIq1at0NfXJzExkczMTN544w0sLS1Rq9W0adOGw4cPa5WVk5NDnz59MDQ0xNbWlqioKGxsbLSGfd++fZtx48ZhYWGBiYkJXbt25dSpU2W2OTk5GXd3dwwMDGjdujWpqanF0vz444/06tULtVqNpaUlI0eO5Pfffy81zy1bttC6dWuMjY2xsrJi+PDhXLt2DSi86WBnZ0dYWJjWPmlpaahUKi5cuFBinvn5+QQHB9OgQQP09fVxc3MjJiZG2a5SqUhJSSE4OBiVSkVQUFCJ+cTExNCxY0fMzMyoVasWffv2JTMzs8xjVBYbGxsA+vfvj0qlUpaDgoJwc3Nj/fr12NraYmBgUK7ys7KyUKlUyvD5omsmLi6O1q1bU6NGDdq3b09GRoayz6lTp+jSpQvGxsaYmJjQqlUrTpw4UWqdlyxZgouLC0ZGRlhbW/POO++g0WiU8saMGcOdO3dQqVRlHsvyXLc2NjYsXLiQUaNGYWJiwoQJE5Qe9ujoaJo1a4a+vj7Z2dn4+fnRr18/ANatW0e9evXIz8/Xyu+NN95g7Nix5S5fCCGE+LuSAFwI8Y/3xRdf4OjoSNOmTRkxYgQbNmygoKAAAF9fX/bu3asEKgCHDh3i/v379O/fH4DFixezefNm1q5dy08//cS0adMYMWIECQkJWuXMmjWLkJAQ0tPTadGiBRqNht69exMXF0dqaire3t74+PiQnZ2t7DNq1CiuXLlCfHw8O3fuZN26dUpQW2TQoEFcu3aNgwcPkpKSQsuWLenWrRs3b94ssb0ajYa+ffvSrFkzUlJSCAoKIiAgQCvN7du36dq1K+7u7pw4cYKYmBh+++03Bg8eXOpxzMvLY+HChZw6dYo9e/aQlZWFn58fUBgojx07lsjISK19IiMj8fDwwM7OrsQ8ly1bRnh4OGFhYZw+fRovLy9ef/11fv75Z6DwBoWzszMzZswgJyenWDuK3Lt3j+nTp3PixAni4uKoVq0a/fv3Lxboldfx48eV+ufk5CjLABcuXGDnzp3s2rVLCaiftfw5c+YQHh7OiRMn0NXVVYJQKLw2GzRowPHjx0lJSWHWrFlUr1691LyqVavG8uXL+emnn9i0aRPffPMNM2fOBKB9+/YsXboUExMTcnJyyjyW5bluAcLCwnB1dSU1NZW5c+cCcP/+fUJDQ1m/fj0//fQTderU0dpn0KBB3LhxgyNHjijrbt68SUxMDL6+vhUqXwghhPg7+meOhRNCiMdEREQwYsQIALy9vblz5w4JCQl4enri5eWFkZERu3fvZuTIkQBERUXx+uuvY2xsTG5uLosWLeLw4cO0a9cOgMaNG5OYmMhnn31G586dlXKCg4Pp0aOHsmxubo6rq6uyvHDhQnbv3k10dDSTJ0/m3LlzHD58mOPHj9O6dWsA1q9fj729vbJPYmIiycnJXLt2DX19faAw8NmzZw9ffvklEyZMKNbeqKgo8vPziYiIwMDAAGdnZy5fvszEiROVNCtXrsTd3Z1FixYp6zZs2IC1tTXnz5/HwcGhWL6PB4eNGzdm+fLltGnTBo1Gg1qtxs/Pj3nz5pGcnEzbtm3Jy8sjKiqqWK/448LCwnj//fcZOnQoAKGhoRw5coSlS5eyatUqZdi2Wq3Gysqq1HwGDBigtbxhwwYsLCw4e/bsMz13bWFhAYCZmVmxch88eMDmzZuVNM9T/kcffaRcQ7NmzaJPnz78+eefGBgYkJ2dTWBgII6OjgBa10VJHp+QzMbGhg8//JC3336b1atXo6enh6mpKSqVqszjCODq6lrmdVuka9euzJgxQ1n+9ttvycvLY/Xq1Vr7P65mzZr06tWLqKgounXrBsCXX35J7dq16dKlS4XKL01ubi65ubnK8t27d5+6jxBCCFFZpAdcCPGPlpGRQXJyMsOGDQNAV1eXIUOGEBERoSwPHjyYrVu3AoU9mV999ZXSG3fhwgXu379Pjx49UKvVymvz5s3FhjgXBdFFNBoNAQEBODk5YWZmhlqtJj09XenJy8jIQFdXl5YtWyr72NnZUbNmTWX51KlTaDQaatWqpVX+L7/8UuoQ66Ie+KLh0YBy8+DxfI8cOaKVZ1GgV1q+KSkp+Pj40LBhQ4yNjZXAsag99erVo0+fPmzYsAGAvXv3kpuby6BBg0rM7+7du1y5coUOHTpore/QoQPp6ekl7lOan3/+mWHDhtG4cWNMTEyUIeMvo9e0UaNGWsH385TfokUL5X3dunUBlBEQ06dPZ9y4cXTv3p2QkJCnDqk/fPgw3bp1o379+hgbGzNy5Ehu3LjB/fv3K9S+p123RZ683gH09PS02lQSX19fdu7cqQTJW7duZejQoVSrVq1C5Zdm8eLFmJqaKi9ra+ty7SeEEEJUBukBF0L8o0VERPDw4UPq1aunrCsoKEBfX5+VK1diamqKr68vnTt35tq1a8TGxmJoaIi3tzeAMjR9//791K9fXyvvoh7pIkZGRlrLAQEBxMbGEhYWhp2dHYaGhgwcOLDcE3cVlV+3bl3i4+OLbXueia00Gg0+Pj6EhoYW21YUCD7u3r17eHl54eXlxdatW7GwsCA7OxsvLy+t9owbN46RI0fy6aefEhkZyZAhQ6hR4+X/9JOPjw+NGjXi888/V54xbt68eYWOdXk9eZ6fp/zHh5SrVCoAZdh6UFAQw4cPZ//+/Rw8eJD58+ezfft25dGIx2VlZdG3b18mTpzIRx99hLm5OYmJifj7+/PgwYMKnYPyXrclHQdDQ0OlHaXx8fGhoKCA/fv306ZNG7799ls+/fTTCpdfmtmzZzN9+nRl+e7duxKECyGE+MuQAFwI8Y/18OFDNm/eTHh4OD179tTa1q9fP7Zt28bbb79N+/btsba2ZseOHRw8eJBBgwYpgdHjk0k9Pty8PJKSkvDz81MCJo1GQ1ZWlrK9adOmPHz4kNTUVFq1agUU9rjfunVLSdOyZUuuXr2Krq6u0qv6NE5OTmzZskUZygzwww8/aKVp2bIlO3fuxMbGplwzc587d44bN24QEhKiBDMlTQjWu3dvjIyMWLNmDTExMRw9erTUPE1MTKhXrx5JSUlaxzYpKYm2bduWq60AN27cICMjg88//5xOnToBhUP3n1f16tV59OhRlZUP4ODggIODA9OmTWPYsGFERkaWGICnpKSQn59PeHi40pP8xRdfaKXR09MrV3uedt0+LwMDA9588022bt3KhQsXaNq0qdYokOctX19fv9jNMSGEEOKvQoagCyH+sfbt28etW7fw9/enefPmWq8BAwYow9ChcDb0tWvXEhsbqww/BzA2NiYgIIBp06axadMmMjMzOXnyJCtWrGDTpk1llm9vb69M1HXq1CmGDx+uNSmXo6Mj3bt3Z8KECSQnJ5OamsqECRO0ehG7d+9Ou3bt6NevH19//TVZWVl89913zJkzp9QZsYcPH45KpWL8+PGcPXuWAwcOFHsOe9KkSdy8eZNhw4Zx/PhxMjMzOXToEGPGjCkxSGvYsCF6enqsWLGCixcvEh0dzcKFC4ul09HRwc/Pj9mzZ2Nvb19s6PuTAgMDCQ0NZceOHWRkZDBr1izS0tJ47733ytzvcTVr1qRWrVqsW7eOCxcu8M0332j1gD4rGxsb4uLiuHr1qtZNkcoo///+7/+YPHky8fHxXLp0iaSkJI4fP46Tk1OJ6e3s7MjLy1POz5YtW1i7dm2x9mg0GuLi4vj9999LHZr+tOv2RfD19WX//v1s2LBB6/NWWeULIYQQVUUCcCHEP1ZERATdu3fH1NS02LYBAwZw4sQJTp8+DRQGBGfPnqV+/frFnkleuHAhc+fOZfHixTg5OeHt7c3+/fuxtbUts/wlS5ZQs2ZN2rdvj4+PD15eXlo9fQCbN2/G0tISDw8P+vfvz/jx4zE2NlZ6rlUqFQcOHMDDw4MxY8bg4ODA0KFDuXTpEpaWliWWq1ar2bt3L2fOnMHd3Z05c+YUG2pe1PP86NEjevbsiYuLC1OnTsXMzEzpQX2chYUFGzdu5L///S/NmjUjJCSk1MnVioY9jxkzpszjAzBlyhSmT5/OjBkzcHFxISYmhujo6KdOOPa4atWqsX37dlJSUmjevDnTpk3jk08+Kff+pQkPDyc2NhZra2vc3d0rtXwdHR1u3LjBqFGjcHBwYPDgwfTq1YsFCxaUmN7V1ZUlS5YQGhpK8+bN2bp1K4sXL9ZK0759e95++22GDBmChYUFH3/8cYl5lee6fV5du3bF3NycjIwMhg8fXunlCyGEEFVFVVD0WzxCCCGq3OXLl7G2tlYm1Po7+vbbb+nWrRu//vprqTcJhKgsd+/exdTUlDt37mBiYlLV1RFCCPE386L/jsgz4EIIUYW++eYbNBoNLi4u5OTkMHPmTGxsbPDw8KjqqlVYbm4u169fJygoiEGDBknwLYQQQgjxBBmCLoQQVSgvL48PPvgAZ2dn+vfvj4WFBfHx8VqzY/9dbNu2jUaNGnH79u1ShzcLIYQQQrzKZAi6EEIIIf6xZAi6EEKI5/Gi/45ID7gQQgghhBBCCFEJJAAXQgghhBBCCCEqgQTgQgghhBBCCCFEJZAAXAghhBBCCCGEqAQSgAshhBBCCCGEEJVAAnAhhBBCCCGEEKISSAAuhBBCCCGEEEJUAgnAhRBCCCGEEEKISqBb1RUQQgjx7LKysrC1tSU1NRU3N7dy7ePp6YmbmxtLly59qXV7mnPnzuHn50daWhqOjo6kpaUVS/NXqeuLoFKp2L17N/369avqqlSqoKAg9uzZU+L5fVbPcl00n3+Iavo1XlgdhBBC/HVkhfSp6iqUm/SACyH+1r7//nt0dHTo0+fv88UrCs2fPx8jIyMyMjKIi4t7IXnGx8ejUqm4ffv2c+dlY2PzQgP/nJwcevXq9cLyq6gXeWwqIiAg4IWdXyGEEOLvTgJwIcTfWkREBO+++y5Hjx7lypUrL7WsgoICHj58+FLLeJVkZmbSsWNHGjVqRK1ataq6Os/k0aNH5OfnlyutlZUV+vr6L7lGVePBgwfF1hV9XtRq9d/2/AohhBAvmgTgQoi/LY1Gw44dO5g4cSJ9+vRh48aNyrbhw4czZMgQrfR5eXnUrl2bzZs3A5Cfn8/ixYuxtbXF0NAQV1dXvvzySyV9UY/hwYMHadWqFfr6+iQmJpKZmckbb7yBpaUlarWaNm3acPjwYa2ycnJy6NOnD4aGhtja2hIVFVWsR/X27duMGzcOCwsLTExM6Nq1K6dOnSqzzcnJybi7u2NgYEDr1q1JTU0tlubHH3+kV69eqNVqLC0tGTlyJL///nupeW7ZsoXWrVtjbGyMlZUVw4cP59q1a0BhEGVnZ0dYWJjWPmlpaahUKi5cuFBinvn5+QQHB9OgQQP09fVxc3MjJiZG2a5SqUhJSSE4OBiVSkVQUFCZ7S5PXbOysujSpQsANWvWRKVS4efnp9SnrHP9JE9PTy5dusS0adNQqVSoVCoANm7ciJmZGdHR0TRr1gx9fX2ys7M5fvw4PXr0oHbt2piamtK5c2dOnjypladKpWLPnj1KXVUqFbt27aJLly7UqFEDV1dXvv/+eyX9pUuX8PHxoWbNmhgZGeHs7MyBAwde+LF50o0bNxg2bBj169enRo0auLi4sG3btmLHZ/LkyUydOpXatWvj5eVV6uclKChIeTzi66+/xsDAoFgv/HvvvUfXrl3LXb4QQgjxdyUBuBDib+uLL77A0dGRpk2bMmLECDZs2EBBQQEAvr6+7N27F41Go6Q/dOgQ9+/fp3///gAsXryYzZs3s3btWn766SemTZvGiBEjSEhI0Cpn1qxZhISEkJ6eTosWLdBoNPTu3Zu4uDhSU1Px9vbGx8eH7OxsZZ9Ro0Zx5coV4uPj2blzJ+vWrVOCoSKDBg3i2rVrHDx4kJSUFFq2bEm3bt24efNmie3VaDT07duXZs2akZKSQlBQEAEBAVppbt++TdeuXXF3d+fEiRPExMTw22+/MXjw4FKPY15eHgsXLuTUqVPs2bOHrKwsJThTqVSMHTuWyMhIrX0iIyPx8PDAzs6uxDyXLVtGeHg4YWFhnD59Gi8vL15//XV+/vlnoPAGhbOzMzNmzCAnJ6dYO56lrtbW1uzcuROAjIwMcnJyWLZsGVD+c11k165dNGjQgODgYHJycsjJyVG23b9/n9DQUNavX89PP/1EnTp1+OOPPxg9ejSJiYn88MMP2Nvb07t3b/74448y2zNnzhwCAgJIS0vDwcGBYcOGKaMsJk2aRG5uLkePHuXMmTOEhoaiVqtf+LF50p9//kmrVq3Yv38/P/74IxMmTGDkyJEkJydrpdu0aRN6enokJSWxdu1aZf2Tn5fHdevWDTMzM6UuUDiKYMeOHfj6+lao/NLk5uZy9+5drZcQQgjxVyGTsAkh/rYiIiIYMWIEAN7e3ty5c4eEhAQ8PT3x8vLCyMiI3bt3M3LkSACioqJ4/fXXMTY2Jjc3l0WLFnH48GHatWsHQOPGjUlMTOSzzz6jc+fOSjnBwcH06NFDWTY3N8fV1VVZXrhwIbt37yY6OprJkydz7tw5Dh8+zPHjx2ndujUA69evx97eXtknMTGR5ORkrl27pgxLDgsLY8+ePXz55ZdMmDChWHujoqLIz88nIiICAwMDnJ2duXz5MhMnTlTSrFy5End3dxYtWqSs27BhA9bW1pw/fx4HB4di+Y4dO1Z537hxY5YvX06bNm3QaDSo1Wr8/PyYN28eycnJtG3blry8PKKioor1ij8uLCyM999/n6FDhwIQGhrKkSNHWLp0KatWrcLKygpdXV3UajVWVlal5lPRupqbmwNQp04dzMzMACp0rouYm5ujo6Oj9CY/Li8vj9WrV2tdA0W9t0XWrVuHmZkZCQkJ9O3bt9T2BAQEKPMXLFiwAGdnZy5cuICjoyPZ2dkMGDAAFxcXpc4v+tiUpH79+lo3RN59910OHTrEF198Qdu2bZX19vb2fPzxx8py0U2KJz8vj9PR0WHo0KFERUXh7+8PQFxcHLdv32bAgAEVKr80ixcvZsGCBU9NJ4QQQlQF6QEXQvwtZWRkkJyczLBhwwDQ1dVlyJAhREREKMuDBw9m69atANy7d4+vvvpK6WW7cOEC9+/fp0ePHqjVauW1efNmMjMztcoqCqKLaDQaAgICcHJywszMDLVaTXp6utIDnpGRga6uLi1btlT2sbOzo2bNmsryqVOn0Gg01KpVS6v8X375pVj5RYp6FA0MDJR1RQHl4/keOXJEK09HR0eAUvNNSUnBx8eHhg0bYmxsrASkRe2pV68effr0YcOGDQDs3buX3NxcBg0aVGJ+d+/e5cqVK3To0EFrfYcOHUhPTy9xn/J6Wl1LUpFzXR56enrFenZ/++03xo8fj729PaamppiYmKDRaMqsF6CVT926dQGUkRJTpkzhww8/pEOHDsyfP5/Tp0+XmdezHJuSPHr0iIULF+Li4oK5uTlqtZpDhw4Vy6dVq1Yl7v/k5+VJvr6+xMfHK3M2bN26lT59+ig3Bcpbfmlmz57NnTt3lNevv/5arv2EEEKIyiA94EKIv6WIiAgePnxIvXr1lHUFBQXo6+uzcuVKTE1N8fX1pXPnzly7do3Y2FgMDQ3x9vYGUIam79+/n/r162vl/eREWUZGRlrLAQEBxMbGEhYWhp2dHYaGhgwcOLDEiahKo9FoqFu3LvHx8cW2ldU7WZ58fXx8CA0NLbatKMB73L179/Dy8sLLy4utW7diYWFBdnY2Xl5eWu0ZN24cI0eO5NNPPyUyMpIhQ4ZQo0bl/qRTeev6pIqc6/IwNDRUngkvMnr0aG7cuMGyZcto1KgR+vr6tGvX7qnXRPXq1ZX3RXkWTeo2btw4vLy82L9/P19//TWLFy8mPDycd999t1g+z3psSvLJJ5+wbNkyli5diouLC0ZGRkydOrVYPk9+Lp62vkibNm1o0qQJ27dvZ+LEiezevVtr/obyll8afX39f+xkd0IIIf7+JAAXQvztPHz4kM2bNxMeHk7Pnj21tvXr149t27bx9ttv0759e6ytrdmxYwcHDx5k0KBBSsDz+ARaJQ1BLktSUhJ+fn7Ks+QajYasrCxle9OmTXn48CGpqalKL+GFCxe4deuWkqZly5ZcvXoVXV1dbGxsylWuk5MTW7Zs4c8//1R6wX/44QetNC1btmTnzp3Y2Nigq/v0r/hz585x48YNQkJCsLa2BuDEiRPF0vXu3RsjIyPWrFlDTEwMR48eLTVPExMT6tWrR1JSktaxTUpKKtcQ4uepq56eHlDYi1rkWc+1np6eVj5lSUpKYvXq1fTu3RuAX3/9tcyJ78rL2tqat99+m7fffpvZs2fz+eeflxiAP+uxKa0tb7zxhvJ4R35+PufPn6dZs2bP3Z4ivr6+bN26lQYNGlCtWjWtnxGsjPKFEEKIqiJD0IUQfzv79u3j1q1b+Pv707x5c63XgAEDlGHoUDgb+tq1a4mNjVWGnwMYGxsTEBDAtGnT2LRpE5mZmZw8eZIVK1awadOmMsu3t7dn165dpKWlcerUKYYPH671U1SOjo50796dCRMmkJycTGpqKhMmTNDqOe3evTvt2rWjX79+fP3112RlZfHdd98xZ86cEgPgoraoVCrGjx/P2bNnOXDgQLHnsCdNmsTNmzcZNmwYx48fJzMzk0OHDjFmzJgSA6+GDRuip6fHihUruHjxItHR0SxcuLBYOh0dHfz8/Jg9ezb29vbFhr4/KTAwkNDQUHbs2EFGRgazZs0iLS2N9957r8z9ylKeujZq1AiVSsW+ffu4fv06Go3mmc+1jY0NR48e5X//+99Tg2l7e3u2bNlCeno6x44dw9fXF0NDw2duK8DUqVM5dOgQv/zyCydPnuTIkSM4OTmVmPZZj01pbYmNjeW7774jPT2dt956i99+++252vIkX19fTp48yUcffcTAgQO1eqwro3whhBCiqkgALoT424mIiKB79+6YmpoW2zZgwABOnDihPC/r6+vL2bNnqV+/frFnkhcuXMjcuXNZvHgxTk5OeHt7s3//fmxtbcssf8mSJdSsWZP27dvj4+ODl5eX1vPeAJs3b8bS0hIPDw/69+/P+PHjMTY2VnquVSoVBw4cwMPDgzFjxuDg4MDQoUO5dOkSlpaWJZarVqvZu3cvZ86cwd3dnTlz5hQbal7U8/zo0SN69uyJi4sLU6dOxczMjGrVin/lW1hYsHHjRv773//SrFkzQkJCSp1czd/fnwcPHjBmzJgyjw8UPr88ffp0ZsyYgYuLCzExMURHR2tNRFdR5alr/fr1WbBgAbNmzcLS0pLJkycDz3aug4ODycrKokmTJlhYWJRZt4iICG7dukXLli0ZOXIkU6ZMoU6dOs/cVijsqZ40aZJSXwcHB1avXl1i2uc5Nk/697//TcuWLfHy8sLT0xMrKyv69ev3XG15kp2dHW3btuX06dNaN8Yqq3whhBCiqqgKin6zRwghxEtz+fJlrK2tOXz4MN26davq6jyTb7/9lm7duvHrr7+WepNAiL+au3fvYmpqyp07dzAxManq6gghhPibedF/R+QZcCGEeAm++eYbNBoNLi4u5OTkMHPmTGxsbPDw8KjqqlVYbm4u169fJygoiEGDBknwLYQQQgjxjGQIuhBCvAR5eXl88MEHODs7079/fywsLIiPj9ea9frvYtu2bTRq1Ijbt29r/e6zEEIIIYSoGBmCLoQQQoh/LBmCLoQQ4nm86L8j0gMuhBBCCCGEEEJUAgnAhRBCCCGEEEKISiABuBBCCCGEEEIIUQkkABdCCCGEEEIIISqBBOBCCCGEEEIIIUQlkABcCCGEEEIIIYSoBBKACyGEEEIIIYQQlUC3qisghBBCCPGyNZ9/iGr6Naq6GkIIIV6CrJA+VV2FcpMecCGEqERZWVmoVCrS0tKquiqKc+fO8a9//QsDAwPc3NwqpUwbGxuWLl1aKWUV8fT0ZOrUqeVOv3HjRszMzF5afcrrr3jNlFdQUNALv6Yqeh6FEEKIvxIJwIUQrxQ/Pz9UKhUhISFa6/fs2YNKpaqiWlWt+fPnY2RkREZGBnFxcSWmedFBz/Hjx5kwYcILy0+ULT4+HpVKxe3btyu13ICAgFKvKSGEEOJVJAG4EOKVY2BgQGhoKLdu3arqqrwwDx48eOZ9MzMz6dixI40aNaJWrVrPnE9BQQEPHz4sV1oLCwtq1JDhwP8EJV17RdeCWq1+rmtKCCGE+KeRAFwI8crp3r07VlZWLF68uNQ0JQ2dXbp0KTY2Nsqyn58f/fr1Y9GiRVhaWmJmZkZwcDAPHz4kMDAQc3NzGjRoQGRkZLH8z507R/v27TEwMKB58+YkJCRobf/xxx/p1asXarUaS0tLRo4cye+//65s9/T0ZPLkyUydOpXatWvj5eVVYjvy8/MJDg6mQYMG6Ovr4+bmRkxMjLJdpVKRkpJCcHAwKpWKoKCgYnn4+fmRkJDAsmXLUKlUqFQqsrKylF7VgwcP0qpVK/T19UlMTCQzM5M33ngDS0tL1Go1bdq04fDhw1p5PjkEXaVSsX79evr370+NGjWwt7cnOjpa2X7r1i18fX2xsLDA0NAQe3v7Eo9rkXv37jFq1CjUajV169YlPDy8WJrc3FwCAgKoX78+RkZGvPbaa8THx5ea59PaFRwcTPPmzYvt5+bmxty5c5Xl9evX4+TkhIGBAY6OjqxevVorfXJyMu7u7hgYGNC6dWtSU1NLrVORLVu20Lp1a4yNjbGysmL48OFcu3YNKBzC3qVLFwBq1qyJSqXCz8+vxHxu3LjBsGHDqF+/PjVq1MDFxYVt27ZppSnp2ivtWnj8c/T1119jYGBQrBf+vffeo2vXruUuXwghhPg7kwBcCPHK0dHRYdGiRaxYsYLLly8/V17ffPMNV65c4ejRoyxZsoT58+fTt29fatasybFjx3j77bd56623ipUTGBjIjBkzSE1NpV27dvj4+HDjxg0Abt++TdeuXXF3d+fEiRPExMTw22+/MXjwYK08Nm3ahJ6eHklJSaxdu7bE+i1btozw8HDCwsI4ffo0Xl5evP766/z8888A5OTk4OzszIwZM8jJySEgIKDEPNq1a8f48ePJyckhJycHa2trZfusWbMICQkhPT2dFi1aoNFo6N27N3FxcaSmpuLt7Y2Pjw/Z2dllHssFCxYwePBgTp8+Te/evfH19eXmzZsAzJ07l7Nnz3Lw4EHS09NZs2YNtWvXLjWvwMBAEhIS+Oqrr/j666+Jj4/n5MmTWmkmT57M999/z/bt2zl9+jSDBg3C29tbOTZPelq7xo4dS3p6OsePH1f2SU1N5fTp04wZMwaArVu3Mm/ePD766CPS09NZtGgRc+fOZdOmTUoZffv2pVmzZqSkpBAUFFTiOXlSXl4eCxcu5NSpU+zZs4esrCwlyLa2tmbnzp0AZGRkkJOTw7Jly0rM588//6RVq1bs37+fH3/8kQkTJjBy5EiSk5O10pV27T15LTyuW7dumJmZKXUBePToETt27MDX17dC5ZclNzeXu3fvar2EEEKIvwqZBV0I8Urq378/bm5uzJ8/n4iIiGfOx9zcnOXLl1OtWjWaNm3Kxx9/zP379/nggw8AmD17NiEhISQmJjJ06FBlv8mTJzNgwAAA1qxZQ0xMDBEREcycOZOVK1fi7u7OokWLlPQbNmzA2tqa8+fP4+DgAIC9vT0ff/xxmfULCwvj/fffV8oODQ3lyJEjLF26lFWrVmFlZYWuri5qtRorK6sS8zA1NUVPT48aNWqUmCY4OJgePXpoHRNXV1dleeHChezevZvo6GgmT55cal39/PwYNmwYAIsWLWL58uUkJyfj7e1NdnY27u7utG7dGkBrJMKTNBoNERER/Oc//6Fbt25AYcDYoEEDJU12djaRkZFkZ2dTr149oPB55ZiYGCIjI7WOfRFXV9cy29WgQQO8vLyIjIykTZs2AERGRtK5c2caN24MFD5vHx4ezptvvgmAra0tZ8+e5bPPPmP06NFERUWRn59PREQEBgYGODs7c/nyZSZOnFhqe6Ew+C/SuHFjli9fTps2bdBoNKjVaszNzQGoU6dOmRPL1a9fXyvgf/fddzl06BBffPEFbdu2VdY/ee3l5OQAxa+Fx+no6DB06FCioqLw9/cHIC4ujtu3byufhfKWX5bFixezYMGCcqUVQgghKpv0gAshXlmhoaFs2rSJ9PT0Z87D2dmZatX+31eppaUlLi4uyrKOjg61atVShgMXadeunfJeV1eX1q1bK/U4deoUR44cQa1WKy9HR0egcBh0kVatWpVZt7t373LlyhU6dOigtb5Dhw7P1eYnFQXFRTQaDQEBATg5OWFmZoZarSY9Pf2pPeCP95gaGRlhYmKiHLeJEyeyfft23NzcmDlzJt99912p+WRmZvLgwQNee+01ZZ25uTlNmzZVls+cOcOjR49wcHDQOs4JCQlax7ii7Ro/fjzbtm3jzz//5MGDB0RFRSnB8b1798jMzMTf31+rzA8//FAps6jn2MDAQMnz8WulNCkpKfj4+NCwYUOMjY3p3LkzwFOP+ZMePXrEwoULcXFxwdzcHLVazaFDh4rlU9q19+S18CRfX1/i4+O5cuUKUDgioE+fPspNgfKWX5bZs2dz584d5fXrr7+We18hhBDiZZMecCHEK8vDwwMvLy9mz55d7JnYatWqUVBQoLUuLy+vWB7Vq1fXWlapVCWuy8/PL3e9NBoNPj4+hIaGFttWt25d5b2RkVG583yZnqxHQEAAsbGxhIWFYWdnh6GhIQMHDnzqRHFlHbdevXpx6dIlDhw4QGxsLN26dWPSpEmEhYU9U501Gg06OjqkpKSgo6OjtU2tVpe4T3na5ePjg76+Prt370ZPT4+8vDwGDhyolAnw+eefa90cAIrVoSLu3buHl5cXXl5ebN26FQsLC7Kzs/Hy8qrw5HyffPIJy5YtY+nSpbi4uGBkZMTUqVOL5VPatfe0a7JNmzY0adKE7du3M3HiRHbv3s3GjRsrXH5Z9PX10dfXL3d6IYQQojJJAC6EeKWFhITg5uam1TsKhbN0X716lYKCAuXnyV7k7zD/8MMPeHh4APDw4UNSUlKU4dktW7Zk586d2NjYoKv77F/TJiYm1KtXj6SkJKVHFCApKancw3mL6Onp8ejRo3KlTUpKws/Pj/79+wOFgWdWVlaFyiuJhYUFo0ePZvTo0XTq1InAwMASA/AmTZpQvXp1jh07RsOGDYHCSdzOnz+vHAd3d3cePXrEtWvX6NSp0wtrl66uLqNHjyYyMhI9PT2GDh2KoaEhUDg6ol69ely8eFF55vlJTk5ObNmyhT///FPpBf/hhx/KrNe5c+e4ceMGISEhyrP5J06c0Eqjp6cH8NRzmJSUxBtvvMGIESOAwkn8zp8/T7NmzcrcryJ8fX3ZunUrDRo0oFq1avTp06dSyxdCCCGqkgxBF0K80lxcXPD19WX58uVa6z09Pbl+/Toff/wxmZmZrFq1ioMHD76wcletWsXu3bs5d+4ckyZN4tatW8pQ5UmTJnHz5k2GDRvG8ePHyczM5NChQ4wZM6bcQXCRwMBAQkND2bFjBxkZGcyaNYu0tDTee++9CuVjY2PDsWPHyMrK4vfffy+zR9/e3p5du3aRlpbGqVOnGD58eIVGAJRk3rx5fPXVV1y4cIGffvqJffv24eTkVGJatVqNv78/gYGBfPPNN/z444/4+flpPSrg4OCAr68vo0aNYteuXfzyyy8kJyezePFi9u/f/1ztGjduHN988w0xMTFaz2ZD4URzixcvZvny5Zw/f54zZ84QGRnJkiVLABg+fDgqlYrx48dz9uxZDhw48NRe/oYNG6Knp8eKFSu4ePEi0dHRLFy4UCtNo0aNUKlU7Nu3j+vXryu98SW1MTY2lu+++4709HTeeustfvvttzLLryhfX19OnjzJRx99xMCBA7V6qyujfCGEEKIqSQAuhHjlBQcHFwuknJycWL16NatWrcLV1ZXk5ORyzUZdXiEhIYSEhODq6kpiYiLR0dHKrN5FvdaPHj2iZ8+euLi4MHXqVMzMzLSCyPKYMmUK06dPZ8aMGbi4uBATE0N0dDT29vYVyicgIAAdHR2aNWumDHEuzZIlS6hZsybt27fHx8cHLy8vWrZsWaHynqSnp8fs2bNp0aIFHh4e6OjosH379lLTf/LJJ3Tq1AkfHx+6d+9Ox44diz23HBkZyahRo5gxYwZNmzalX79+HD9+XOk1f9Z22dvb0759exwdHYsNNR83bhzr168nMjISFxcXOnfuzMaNG7G1tQUKbx7s3buXM2fO4O7uzpw5c0p8FOFxFhYWbNy4kf/+9780a9aMkJCQYkF7/fr1WbBgAbNmzcLS0rLUyfD+/e9/07JlS7y8vPD09MTKyop+/fqVWX5F2dnZ0bZtW06fPl1sJEBllC+EEEJUJVXBkw85CiGEEOKZFRQUYG9vzzvvvMP06dOrujqvvLt372JqasqdO3cwMTGp6uoIIYT4m3nRf0fkGXAhhBDiBbl+/Trbt2/n6tWrym9/CyGEEEIUkQBcCCGEeEHq1KlD7dq1WbduHTVr1qzq6gghhBDiL0YCcCGEEOIFkae6hBBCCFEWmYRNCCGEEEIIIYSoBBKACyGEEEIIIYQQlUACcCGEEEIIIYQQohJIAC6EEEIIIYQQQlQCCcCFEEIIIYQQQohKIAG4EEIIIYQQQghRCSQAF0IIIYQQQgghKoH8DrgQQlSxrKwsbG1tSU1Nxc3NrVz7eHp64ubmxtKlS19q3Z7m3Llz+Pn5kZaWhqOjI2lpaRXO48n2x8fH06VLF27duoWZmdkLr/PTyv+7CQoKYs+ePc907F8lzecfopp+jaquhhBCiJcgK6RPVVeh3KQHXAhR5b7//nt0dHTo0+fv8+UpCs2fPx8jIyMyMjKIi4urtHJVKhV79ux5IXlZW1uTk5ND8+bNX0h+z2Ljxo2VcrOhMtjY2FT5jSEhhBDir0oCcCFElYuIiODdd9/l6NGjXLly5aWWVVBQwMOHD19qGa+SzMxMOnbsSKNGjahVq1ZVV0fLgwcPypVOR0cHKysrdHVlUNjzKO/xrqr8hBBCiL8CCcCFEFVKo9GwY8cOJk6cSJ8+fdi4caOybfjw4QwZMkQrfV5eHrVr12bz5s0A5Ofns3jxYmxtbTE0NMTV1ZUvv/xSSR8fH49KpeLgwYO0atUKfX19EhMTyczM5I033sDS0hK1Wk2bNm04fPiwVlk5OTn06dMHQ0NDbG1tiYqKKta7d/v2bcaNG4eFhQUmJiZ07dqVU6dOldnm5ORk3N3dMTAwoHXr1qSmphZL8+OPP9KrVy/UajWWlpaMHDmS33//vdQ8t2zZQuvWrTE2NsbKyorhw4dz7do1oPCmg52dHWFhYVr7pKWloVKpuHDhQol55ufnExwcTIMGDdDX18fNzY2YmBhlu0qlIiUlheDgYFQqFUFBQSXmExMTQ8eOHTEzM6NWrVr07duXzMzMMo9RWWxsbADo378/KpVKWQ4KCsLNzY3169dja2uLgYFBucrPyspCpVIpQ7iLrpm4uDhat25NjRo1aN++PRkZGco+p06dokuXLhgbG2NiYkKrVq04ceJEqXVesmQJLi4uGBkZYW1tzTvvvINGo1HKGzNmDHfu3EGlUpV5LAFCQkKwtLTE2NgYf39//vzzz2Jp1q9fj5OTEwYGBjg6OrJ69epi7d2+fTvt27fHwMCA5s2bk5CQoKR59OgR/v7+yueqadOmLFu2TKsMPz8/+vXrx0cffUS9evVo2rQpnp6eXLp0iWnTpiltefzcPG7p0qXKuSstP4Bff/2VwYMHY2Zmhrm5OW+88QZZWVmlHh8hhBDir0wCcCFElfriiy9wdHSkadOmjBgxgg0bNlBQUACAr68ve/fuVQIVgEOHDnH//n369+8PwOLFi9m8eTNr167lp59+Ytq0aYwYMUIrmACYNWsWISEhpKen06JFCzQaDb179yYuLo7U1FS8vb3x8fEhOztb2WfUqFFcuXKF+Ph4du7cybp165SgtsigQYO4du0aBw8eJCUlhZYtW9KtWzdu3rxZYns1Gg19+/alWbNmpKSkEBQUREBAgFaa27dv07VrV9zd3Tlx4gQxMTH89ttvDB48uNTjmJeXx8KFCzl16hR79uwhKysLPz8/oDBQHjt2LJGRkVr7REZG4uHhgZ2dXYl5Llu2jPDwcMLCwjh9+jReXl68/vrr/Pzzz0DhDQpnZ2dmzJhBTk5OsXYUuXfvHtOnT+fEiRPExcVRrVo1+vfvT35+fqntKcvx48eV+ufk5CjLABcuXGDnzp3s2rVLCaiftfw5c+YQHh7OiRMn0NXVZezYsco2X19fGjRowPHjx0lJSWHWrFlUr1691LyqVavG8uXL+emnn9i0aRPffPMNM2fOBKB9+/YsXboUExMTcnJyyjyWX3zxBUFBQSxatIgTJ05Qt25dreAaYOvWrcybN4+PPvqI9PR0Fi1axNy5c9m0aZNWusDAQGbMmEFqairt2rXDx8eHGzduAIU3Xxo0aMB///tfzp49y7x58/jggw/44osvtPKIi4sjIyOD2NhY9u3bx65du2jQoAHBwcFKWyriyfzy8vLw8vLC2NiYb7/9lqSkJNRqNd7e3tJDLoQQ4m9JxtsJIapUREQEI0aMAMDb25s7d+6QkJCAp6cnXl5eGBkZsXv3bkaOHAlAVFQUr7/+OsbGxuTm5rJo0SIOHz5Mu3btAGjcuDGJiYl89tlndO7cWSknODiYHj16KMvm5ua4uroqywsXLmT37t1ER0czefJkzp07x+HDhzl+/DitW7cGCnsV7e3tlX0SExNJTk7m2rVr6OvrAxAWFsaePXv48ssvmTBhQrH2RkVFkZ+fT0REBAYGBjg7O3P58mUmTpyopFm5ciXu7u4sWrRIWbdhwwasra05f/48Dg4OxfJ9PDhs3Lgxy5cvp02bNmg0GtRqNX5+fsybN4/k5GTatm1LXl4eUVFRxXrFHxcWFsb777/P0KFDAQgNDeXIkSMsXbqUVatWKcO21Wo1VlZWpeYzYMAAreUNGzZgYWHB2bNnn+m5awsLCwDMzMyKlfvgwQM2b96spHme8j/66CPlGpo1axZ9+vThzz//xMDAgOzsbAIDA3F0dATQui5KMnXqVOW9jY0NH374IW+//TarV69GT08PU1NTVCpVmccRCnuN/f398ff3B+DDDz/k8OHDWr3g8+fPJzw8nDfffBMAW1tbzp49y2effcbo0aOVdJMnT1aOzZo1a4iJiSEiIoKZM2dSvXp1FixYoKS1tbXl+++/54svvtC6EWRkZMT69evR09NT1uno6CgjMSrqyfz+85//kJ+fz/r165Xe9MjISMzMzIiPj6dnz57F8sjNzSU3N1dZvnv3boXrIYQQQrws0gMuhKgyGRkZJCcnM2zYMAB0dXUZMmQIERERyvLgwYPZunUrUNiT+dVXX+Hr6wsU9nbev3+fHj16oFarldfmzZuLDXEuCqKLaDQaAgICcHJywszMDLVaTXp6utIDnpGRga6uLi1btlT2sbOzo2bNmsryqVOn0Gg01KpVS6v8X375pdQh1kU98EXDowHl5sHj+R45ckQrz6JAr7R8U1JS8PHxoWHDhhgbGyuBY1F76tWrR58+fdiwYQMAe/fuJTc3l0GDBpWY3927d7ly5QodOnTQWt+hQwfS09NL3Kc0P//8M8OGDaNx48aYmJgow44fH23wojRq1Egr+H6e8lu0aKG8r1u3LoAyAmL69OmMGzeO7t27ExIS8tQh9YcPH6Zbt27Ur18fY2NjRo4cyY0bN7h//36F2peens5rr72mte7x6+fevXtkZmbi7++vdf18+OGHxer4+H66urq0bt1a69yuWrWKVq1aYWFhgVqtZt26dcWOmYuLi1bw/byezO/UqVNcuHABY2NjpS3m5ub8+eefpR7zxYsXY2pqqrysra1fWP2EEEKI5yU94EKIKhMREcHDhw+pV6+esq6goAB9fX1WrlyJqakpvr6+dO7cmWvXrhEbG4uhoSHe3t4AytD0/fv3U79+fa28i3qkixgZGWktBwQEEBsbS1hYGHZ2dhgaGjJw4MAKDWvVaDTUrVuX+Pj4YtueZ0ZrjUaDj48PoaGhxbYVBYKPu3fvHl5eXnh5ebF161YsLCzIzs7Gy8tLqz3jxo1j5MiRfPrpp0RGRjJkyBBq1Hj5P8vk4+NDo0aN+Pzzz6lXrx75+fk0b978pQwhfvI8P0/5jw8pL+p9LRq2HhQUxPDhw9m/fz8HDx5k/vz5bN++XXk04nFZWVn07duXiRMn8tFHH2Fubk5iYiL+/v48ePDghZ6Dos/E559/XixQ19HRKXc+27dvJyAggPDwcNq1a4exsTGffPIJx44d00pX0vEuSbVq1ZRHS4rk5eUVS/dkfhqNhlatWik34R735I2WIrNnz2b69OnK8t27dyUIF0II8ZchAbgQoko8fPiQzZs3Ex4eXmwYab9+/di2bRtvv/027du3x9ramh07dnDw4EEGDRqkBEbNmjVDX1+f7OxsreHm5ZGUlISfn58SMGk0Gq2JnZo2bcrDhw9JTU2lVatWQGGP+61bt5Q0LVu25OrVq+jq6mpNJlUWJycntmzZogxlBvjhhx+00rRs2ZKdO3diY2NTrpm5z507x40bNwgJCVECjZImBOvduzdGRkbKcOOjR4+WmqeJiQn16tUjKSlJ69gmJSXRtm3bcrUV4MaNG2RkZPD555/TqVMnoHDo/vOqXr06jx49qrLyARwcHHBwcGDatGkMGzaMyMjIEgPwlJQU8vPzCQ8Pp1q1woFnTz5LraenV672ODk5cezYMUaNGqWse/z6sbS0pF69ely8eFEZKVKaH374AQ8PD6Dw85iSksLkyZOBwvPcvn173nnnHSV9eSfOK6ktFhYWXL16lYKCAuVmRnl+t7xly5bs2LGDOnXqYGJiUq7y9fX1i92AE0IIIf4qZAi6EKJK7Nu3j1u3buHv70/z5s21XgMGDFCGoUPhbOhr164lNjZWK6gwNjYmICCAadOmsWnTJjIzMzl58iQrVqwoNuHUk+zt7ZWJuk6dOsXw4cO1JuVydHSke/fuTJgwgeTkZFJTU5kwYQKGhoZKANG9e3fatWtHv379+Prrr8nKyuK7775jzpw5pc6IPXz4cFQqFePHj+fs2bMcOHCg2HPYkyZN4ubNmwwbNozjx4+TmZnJoUOHGDNmTIlBWsOGDdHT02PFihVcvHiR6OhoFi5cWCydjo4Ofn5+zJ49G3t7+2JD358UGBhIaGgoO3bsICMjg1mzZpGWlsZ7771X5n6Pq1mzJrVq1WLdunVcuHCBb775Rqt38lnZ2NgQFxfH1atXtW6KVEb5//d//8fkyZOJj4/n0qVLJCUlcfz4cZycnEpMb2dnR15ennJ+tmzZwtq1a4u1R6PREBcXx++//17q0PT33nuPDRs2EBkZyfnz55k/fz4//fSTVpoFCxawePFili9fzvnz5zlz5gyRkZEsWbJEK92qVavYvXs3586dY9KkSdy6dUuZS8De3p4TJ05w6NAhzp8/z9y5c7UmuyuLjY0NR48e5X//+58yc7+npyfXr1/n448/JjMzk1WrVnHw4MGn5uXr60vt2rV54403+Pbbb/nll1+Ij49nypQpXL58uVz1EUIIIf5KJAAXQlSJiIgIunfvjqmpabFtAwYM4MSJE5w+fRoo/Cf87Nmz1K9fv9gzyQsXLmTu3LksXrwYJycnvL292b9/P7a2tmWWv2TJEmrWrEn79u3x8fHBy8tL63lvgM2bN2NpaYmHhwf9+/dn/PjxGBsbKz3XKpWKAwcO4OHhwZgxY3BwcGDo0KFcunQJS0vLEstVq9Xs3buXM2fO4O7uzpw5c4oNNS/qeX706BE9e/bExcWFqVOnYmZmpvSgPs7CwoKNGzfy3//+l2bNmhESElLq5GpFw57HjBlT5vEBmDJlCtOnT2fGjBm4uLgQExNDdHT0Uycce1y1atXYvn07KSkpNG/enGnTpvHJJ5+Ue//ShIeHExsbi7W1Ne7u7pVavo6ODjdu3GDUqFE4ODgwePBgevXqpTVp2eNcXV1ZsmQJoaGhNG/enK1bt7J48WKtNO3bt+ftt99myJAhWFhY8PHHH5eY15AhQ5g7dy4zZ86kVatWXLp0SWsCPyh81GD9+vVERkbi4uJC586d2bhxY7HPREhICCEhIbi6upKYmEh0dDS1a9cG4K233uLNN99kyJAhvPbaa9y4cUOrN7wswcHBZGVl0aRJE2WYuJOTE6tXr2bVqlW4urqSnJxc6kzvj6tRowZHjx6lYcOGvPnmmzg5OSk/vVbeHnEhhBDir0RV8ORDWUIIIUp0+fJlrK2tlQm1/o6+/fZbunXrxq+//lrqTQLxz5aVlYWtrS2pqanFfpv7n+ju3buFk7FN/YJq+i9/zgMhhBCVLyukz0vLu+jvyJ07d17IzV95BlwIIUrxzTffoNFocHFxIScnh5kzZ2JjY6M8N/t3kpuby/Xr1wkKCmLQoEESfItXzo8LvKTXXAghRJWTIehCCFGKvLw8PvjgA5ydnenfvz8WFhbEx8drzY79d7Ft2zYaNWrE7du3Sx3eLIQQQgghXi4Zgi6EEEKIf6wXPXRQCCHEq+VF/x2RHnAhhBBCCCGEEKISSAAuhBBCCCGEEEJUAgnAhRBCCCGEEEKISiABuBBCCCGEEEIIUQkkABdCCCGEEEIIISqBBOBCCCGEEEIIIUQlkABcCCGEEEIIIYSoBBKACyGEEEIIIYQQlUC3qisghBD/VFlZWdja2pKamoqbm1u59vH09MTNzY2lS5e+1Lo9zblz5/Dz8yMtLQ1HR0fS0tKKpfmr1PVFUKlU7N69m379+lV1VSps48aNTJ06ldu3b1d1Vf7Sms8/RDX9GlVdDSGEEC9RVkifqq7CU0kPuBDipfn+++/R0dGhT5+//peh0DZ//nyMjIzIyMggLi7uheQZHx+PSqV6IYGijY3NCw38c3Jy6NWr1wvLr6Je5LGpap6enkydOrWqqyGEEEL8JUkALoR4aSIiInj33Xc5evQoV65ceallFRQU8PDhw5daxqskMzOTjh070qhRI2rVqlXV1Xkmjx49Ij8/v1xprays0NfXf8k1+md78ODBXzo/IYQQ4q9AAnAhxEuh0WjYsWMHEydOpE+fPmzcuFHZNnz4cIYMGaKVPi8vj9q1a7N582YA8vPzWbx4Mba2thgaGuLq6sqXX36ppC/qMTx48CCtWrVCX1+fxMREMjMzeeONN7C0tEStVtOmTRsOHz6sVVZOTg59+vTB0NAQW1tboqKiivWo3r59m3HjxmFhYYGJiQldu3bl1KlTZbY5OTkZd3d3DAwMaN26NampqcXS/Pjjj/Tq1Qu1Wo2lpSUjR47k999/LzXPLVu20Lp1a4yNjbGysmL48OFcu3YNKLzpYGdnR1hYmNY+aWlpqFQqLly4UGKe+fn5BAcH06BBA/T19XFzcyMmJkbZrlKpSElJITg4GJVKRVBQUJntLk9ds7Ky6NKlCwA1a9ZEpVLh5+en1Kesc/0kT09PLl26xLRp01CpVKhUKqBwKLaZmRnR0dE0a9YMfX19srOzOX78OD169KB27dqYmprSuXNnTp48qZWnSqViz549Sl1VKhW7du2iS5cu1KhRA1dXV77//nsl/aVLl/Dx8aFmzZoYGRnh7OzMgQMHXvixKcnGjRtp2LAhNWrUoH///ty4caNYmq+++oqWLVtiYGBA48aNWbBggdYNKpVKxZo1a+jVqxeGhoY0bty42DF///33cXBwoEaNGjRu3Ji5c+eSl5enbA8KCsLNzY3169dja2uLgYEBfn5+JCQksGzZMuXcZGVlKefmcXv27FHOXWn5wbN9FoUQQoi/KgnAhRAvxRdffIGjoyNNmzZlxIgRbNiwgYKCAgB8fX3Zu3cvGo1GSX/o0CHu379P//79AVi8eDGbN29m7dq1/PTTT0ybNo0RI0aQkJCgVc6sWbMICQkhPT2dFi1aoNFo6N27N3FxcaSmpuLt7Y2Pjw/Z2dnKPqNGjeLKlSvEx8ezc+dO1q1bpwRDRQYNGsS1a9c4ePAgKSkptGzZkm7dunHz5s0S26vRaOjbty/NmjUjJSWFoKAgAgICtNLcvn2brl274u7uzokTJ4iJieG3335j8ODBpR7HvLw8Fi5cyKlTp9izZw9ZWVlKcKZSqRg7diyRkZFa+0RGRuLh4YGdnV2JeS5btozw8HDCwsI4ffo0Xl5evP766/z8889A4Q0KZ2dnZsyYQU5OTrF2PEtdra2t2blzJwAZGRnk5OSwbNkyoPznusiuXbto0F4Hi+oAAGL2SURBVKABwcHB5OTkkJOTo2y7f/8+oaGhrF+/np9++ok6derwxx9/MHr0aBITE/nhhx+wt7end+/e/PHHH2W2Z86cOQQEBJCWloaDgwPDhg1TgthJkyaRm5vL0aNHOXPmDKGhoajV6hd+bJ507Ngx/P39mTx5MmlpaXTp0oUPP/xQK823337LqFGjeO+99zh79iyfffYZGzdu5KOPPtJKN3fuXAYMGMCpU6fw9fVl6NChpKenK9uNjY3ZuHEjZ8+eZdmyZXz++ed8+umnWnlcuHCBnTt3smvXLtLS0li2bBnt2rVj/PjxyrmxtrYu8ziXlR9U/LMohBBC/JXJJGxCiJciIiKCESNGAODt7c2dO3dISEjA09MTLy8vjIyM2L17NyNHjgQgKiqK119/HWNjY3Jzc1m0aBGHDx+mXbt2ADRu3JjExEQ+++wzOnfurJQTHBxMjx49lGVzc3NcXV2V5YULF7J7926io6OZPHky586d4/Dhwxw/fpzWrVsDsH79euzt7ZV9EhMTSU5O5tq1a8qw5LCwMPbs2cOXX37JhAkTirU3KiqK/Px8IiIiMDAwwNnZmcuXLzNx4kQlzcqVK3F3d2fRokXKug0bNmBtbc358+dxcHAolu/YsWOV940bN2b58uW0adMGjUaDWq3Gz8+PefPmkZycTNu2bcnLyyMqKqpYr/jjwsLCeP/99xk6dCgAoaGhHDlyhKVLl7Jq1SqsrKzQ1dVFrVZjZWVVaj4Vrau5uTkAderUUXpDK3Kui5ibm6Ojo6P0Jj8uLy+P1atXa10DXbt21Uqzbt06zMzMSEhIoG/fvqW2JyAgQJm/YMGCBTg7O3PhwgUcHR3Jzs5mwIABuLi4KHV+0cemJMuWLcPb25uZM2cC4ODgwHfffac1gmHBggXMmjWL0aNHK+UtXLiQmTNnMn/+fCXdoEGDGDduHFD4OYmNjWXFihWsXr0agH//+99KWhsbGwICAti+fbtSNhQOE9+8eTMWFhbKOj09PWrUqFGha6e0/J7ls5ibm0tubq6yfPfu3QrXQwghhHhZpAdcCPHCZWRkkJyczLBhwwDQ1dVlyJAhREREKMuDBw9m69atANy7d4+vvvoKX19foLAX7P79+/To0QO1Wq28Nm/eTGZmplZZRUF0EY1GQ0BAAE5OTpiZmaFWq0lPT1d6wDMyMtDV1aVly5bKPnZ2dtSsWVNZPnXqFBqNhlq1ammV/8svvxQrv0hRD3zRsFlACSgfz/fIkSNaeTo6OgKUmm9KSgo+Pj40bNgQY2NjJSAtak+9evXo06cPGzZsAGDv3r3k5uYyaNCgEvO7e/cuV65coUOHDlrrO3TooNX7+SyeVteSVORcl4eenh4tWrTQWvfbb78xfvx47O3tMTU1xcTEBI1GU2a9AK186tatC6CMlJgyZQoffvghHTp0YP78+fx/7d15XI3p/z/w16l02kukhepYKiEttomxN06WRhhrg6xjaEyjmMlIi6EYoawzJoVB1jCMLJElCVEYaWgk85XJWEqMtJzfH37dH0er5BRez8fjPB6d+77u63pfV+fI+1zXfZ1Lly5VWFd1xqYsqamp6NSpk9yxsl5ngYGBcuNZMiP99OnTcq9zdHSUew1s3boVXbp0gZGREbS0tDBnzpxS8Zqbm8sl32/q1fqq814MCgqCrq6u8HidGXgiIqK3jTPgRFTjwsPDUVhYCBMTE+GYTCaDWCzGihUroKurCzc3N3Tv3h3Z2dk4fPgw1NXV4ezsDADC0vT9+/ejcePGcnW/ulGWpqam3HNvb28cPnwYixcvRosWLaCuro7PPvvstTZ0ysvLg7GxMeLi4kqdq2h2sir1uri4YOHChaXOlSR4L3vy5AmkUimkUik2bdoEAwMDZGZmQiqVyvVn4sSJGD16NJYuXYqIiAgMHz4cGhqK/bqlqsb6qtf5XVeFurq63H3FADB27Fjcv38foaGhMDc3h1gshqOjY6WviXr16gk/l9RZsqnbxIkTIZVKsX//fhw6dAhBQUEICQnBV199Vaqe6o5NdeXl5SEgIACDBw8ude7lD4gqkpCQADc3NwQEBEAqlUJXVxdRUVEICQmRK/fq+688SkpKwi0oJV6+n7y8+qrzXvTx8cGMGTOE57m5uUzCiYiozmACTkQ1qrCwEBs2bEBISAj69Okjd87V1RVbtmzBlClT0LlzZ5iammLr1q04cOAAhg4dKiQ8L2+gVdYS5IrEx8fD3d1duJc8Ly8PGRkZwnkrKysUFhbi4sWLaNeuHYAXs7APHz4Uyjg4OODu3btQUVGBRCKpUrvW1tbYuHEjnj17JiQ5Z86ckSvj4OCAnTt3QiKRQEWl8n9+r127hvv37yM4OFhIIM6fP1+qXL9+/aCpqYnVq1cjJiYGJ06cKLdOHR0dmJiYID4+Xm5s4+Pj0bFjxyr1tbqxqqqqAnixO3mJ6v6uVVVV5eqpSHx8PFatWoV+/foBAG7fvl3hxndVZWpqiilTpmDKlCnw8fHB2rVry0zAqzs2ZbG2tkZiYqLcsbJeZ2lpaeXuAfDydWPGjJF7bm9vDwA4ffo0zM3N8f333wvnb926VWF9Jcr63RgYGODx48d48uSJkGSX9d3yr6rOe1EsFnNHeyIiqrO4BJ2IatS+ffvw8OFDTJgwAW3atJF7DBkyRFiGDrzYDX3NmjU4fPiwsPwceLH5k7e3N7755husX78e6enpuHDhApYvX47169dX2L6FhYWwgVNKSgpGjRol91VULVu2hJOTEyZPnoyzZ8/i4sWLmDx5stzMqZOTExwdHeHq6opDhw4hIyMDp0+fxvfff19mAlzSF5FIhEmTJuHq1av4/fffS92HPW3aNDx48AAjR47EuXPnkJ6ejoMHD2LcuHFlJl5mZmZQVVXF8uXL8ddff2Hv3r2YN29eqXLKyspwd3eHj48PLCwsSi0tftXMmTOxcOFCbN26FWlpafjuu++QnJyMr7/+usLrKlKVWM3NzSESibBv3z7cu3cPeXl51f5dSyQSnDhxAv/3f/9XaTJtYWGBjRs3IjU1FYmJiXBzc4O6unq1+woAnp6eOHjwIG7evIkLFy7g2LFjsLa2LrNsdcemLNOnT0dMTAwWL16M69evY8WKFXL3fwPA3LlzsWHDBgQEBOCPP/5AamoqoqKi5O7pBoDt27dj3bp1+PPPP+Hn54ezZ8/Cw8MDwIsxy8zMRFRUFNLT0xEWFobo6OgqjY1EIkFiYiIyMjLw77//ori4GJ06dYKGhgZmz56N9PR0bN68We6bEcpTnfciERFRXcYEnIhqVHh4OJycnKCrq1vq3JAhQ3D+/Hnhflk3NzdcvXoVjRs3LnVP8rx58+Dr64ugoCBYW1vD2dkZ+/fvR9OmTStsf8mSJahfvz46d+4MFxcXSKVSufu9AWDDhg0wNDREt27dMGjQIEyaNAna2trCzLVIJMLvv/+Obt26Ydy4cbC0tMSIESNw69YtGBoaltmulpYWfvvtN1y+fBn29vb4/vvvSy01L5l5LioqQp8+fWBjYwNPT0/o6elBSan0P8cGBgaIjIzE9u3b0apVKwQHB5e7udqECRPw/PlzjBs3rsLxAV4kcTNmzICXlxdsbGwQExODvXv3ym1E97qqEmvjxo2FDcIMDQ2FZK86v+vAwEBkZGSgefPmld6DHB4ejocPH8LBwQGjR4/G9OnT0ahRo2r3FXgxUz1t2jQhXktLS2Hzsle9ydi86qOPPsLatWsRGhoKW1tbHDp0qFRiLZVKsW/fPhw6dAgdOnTARx99hKVLl8Lc3FyuXEBAAKKiotC2bVts2LABW7ZsQatWrQAAn376Kb755ht4eHjAzs4Op0+fhq+vb5XGxtvbG8rKymjVqpWw3F5fXx+//vorfv/9d9jY2GDLli1V+nq76rwXiYiI6jKR7NWbsoiIPjB///03TE1NceTIEfTu3bu2w6mWkydPonfv3rh9+zYTE6qUSCRCdHQ0XF1dazuUty43Nxe6urrIycmBjo5ObYdDRETvmJr+O8J7wInog3P06FHk5eXBxsYGWVlZmDVrFiQSCbp161bbob22/Px83Lt3D/7+/hg6dCiTbyIiIqI6jEvQieiDU1BQgNmzZ6N169YYNGgQDAwMEBcXJ7fr9btiy5YtMDc3x6NHj7Bo0aLaDoeIiIiIKsAl6ERERPTe4hJ0IiJ6EzX9d4Qz4EREREREREQKwASciIiIiIiISAGYgBMREREREREpABNwIiIiIiIiIgVgAk5ERERERESkAEzAiYiIiIiIiBSACTgRERERERGRAjABJyIiIiIiIlIAldoOgIioLsnIyEDTpk1x8eJF2NnZ1XY4AIBr167B3d0dycnJaNmyJZKTk996mxKJBJ6envD09HzrbZXo0aMH7OzssGzZsiqVj4yMhKenJx49evRW46pMbb9m6so41HVt/A5CSaxR22EQEdFblBHcv7ZDqBRnwImoTnF3d4dIJEJwcLDc8d27d0MkEtVSVLXLz88PmpqaSEtLQ2xsbJllevToUaPJ8rlz5zB58uQaq48qFhcXB5FI9F4k0TX9WiQiInqfMAEnojpHTU0NCxcuxMOHD2s7lBrz/Pnzal+bnp6Ojz/+GObm5mjQoEG165HJZCgsLKxSWQMDA2hocLaQqu5NXuOKqI+IiKguYAJORHWOk5MTjIyMEBQUVG4Zf3//Ust9ly1bBolEIjx3d3eHq6srFixYAENDQ+jp6SEwMBCFhYWYOXMm9PX10aRJE0RERJSq/9q1a+jcuTPU1NTQpk0bHD9+XO78lStX0LdvX2hpacHQ0BCjR4/Gv//+K5zv0aMHPDw84OnpiYYNG0IqlZbZj+LiYgQGBqJJkyYQi8Wws7NDTEyMcF4kEiEpKQmBgYEQiUTw9/cvVYe7uzuOHz+O0NBQiEQiiEQiZGRkCLOqBw4cQLt27SAWi3Hq1Cmkp6dj4MCBMDQ0hJaWFjp06IAjR47I1SmRSOSWgotEIvzyyy8YNGgQNDQ0YGFhgb179wrnHz58CDc3NxgYGEBdXR0WFhZljmuJJ0+eYMyYMdDS0oKxsTFCQkJKlcnPz4e3tzcaN24MTU1NdOrUCXFxceXWWVm/AgMD0aZNm1LX2dnZwdfXV3j+yy+/wNraGmpqamjZsiVWrVolV/7s2bOwt7eHmpoa2rdvj4sXL5YbU4mNGzeiffv20NbWhpGREUaNGoXs7GwAL5aw9+zZEwBQv359iEQiuLu7l1tXZGQkzMzMoKGhgUGDBuH+/fulyuzZswcODg5QU1NDs2bNEBAQIPfhi0gkwurVq9G3b1+oq6ujWbNm2LFjh1wd3377LSwtLaGhoYFmzZrB19cXBQUFwvmS9+Avv/yCpk2bQk1NrdzXYmRkJPT09OTqf3VVS1n1AcCjR48wceJEGBgYQEdHB7169UJKSkqlY05ERFQXMQEnojpHWVkZCxYswPLly/H333+/UV1Hjx7FnTt3cOLECSxZsgR+fn4YMGAA6tevj8TEREyZMgVffPFFqXZmzpwJLy8vXLx4EY6OjnBxcRESnUePHqFXr16wt7fH+fPnERMTg3/++QfDhg2Tq2P9+vVQVVVFfHw81qxZU2Z8oaGhCAkJweLFi3Hp0iVIpVJ8+umnuH79OgAgKysLrVu3hpeXF7KysuDt7V1mHY6Ojpg0aRKysrKQlZUFU1NT4fx3332H4OBgpKamom3btsjLy0O/fv0QGxuLixcvwtnZGS4uLsjMzKxwLAMCAjBs2DBcunQJ/fr1g5ubGx48eAAA8PX1xdWrV3HgwAGkpqZi9erVaNiwYbl1zZw5E8ePH8eePXtw6NAhxMXF4cKFC3JlPDw8kJCQgKioKFy6dAlDhw6Fs7OzMDavqqxf48ePR2pqKs6dOydcc/HiRVy6dAnjxo0DAGzatAlz587F/PnzkZqaigULFsDX1xfr168X2hgwYABatWqFpKQk+Pv7l/k7eVVBQQHmzZuHlJQU7N69GxkZGUKSbWpqip07dwIA0tLSkJWVhdDQ0DLrSUxMxIQJE+Dh4YHk5GT07NkTP/zwg1yZkydPYsyYMfj6669x9epV/PTTT4iMjMT8+fPlyvn6+mLIkCFISUmBm5sbRowYgdTUVOG8trY2IiMjcfXqVYSGhmLt2rVYunSpXB03btzAzp07sWvXLiQnJ1f6WqzMq/UBwNChQ5GdnY0DBw4gKSkJDg4O6N27t/Dae1V+fj5yc3PlHkRERHUFN2Ejojpp0KBBsLOzg5+fH8LDw6tdj76+PsLCwqCkpAQrKyssWrQIT58+xezZswEAPj4+CA4OxqlTpzBixAjhOg8PDwwZMgQAsHr1asTExCA8PByzZs3CihUrYG9vjwULFgjl161bB1NTU/z555+wtLQEAFhYWGDRokUVxrd48WJ8++23QtsLFy7EsWPHsGzZMqxcuRJGRkZQUVGBlpYWjIyMyqxDV1cXqqqq0NDQKLNMYGAgPvnkE7kxsbW1FZ7PmzcP0dHR2Lt3Lzw8PMqN1d3dHSNHjgQALFiwAGFhYTh79iycnZ2RmZkJe3t7tG/fHgDkViK8Ki8vD+Hh4fj111/Ru3dvAC8+rGjSpIlQJjMzExEREcjMzISJiQkAwNvbGzExMYiIiJAb+xK2trYV9qtJkyaQSqWIiIhAhw4dAAARERHo3r07mjVrBuDF/fYhISEYPHgwAKBp06ZCEjt27Fhs3rwZxcXFCA8Ph5qaGlq3bo2///4bX375Zbn9BV4k/yWaNWuGsLAwdOjQAXl5edDS0oK+vj4AoFGjRqVmil8WGhoKZ2dnzJo1CwBgaWmJ06dPy62aCAgIwHfffYexY8cK7c2bNw+zZs2Cn5+fUG7o0KGYOHGiMFaHDx/G8uXLhRn/OXPmCGUlEgm8vb0RFRUltA28WCa+YcMGGBgYCMcqei1W5tX6Tp06hbNnzyI7OxtisRjAi/fM7t27sWPHjjL3KQgKCkJAQMBrt01ERKQInAEnojpr4cKFWL9+vdys3Otq3bo1lJT+90+doaEhbGxshOfKyspo0KCBsBy4hKOjo/CziooK2rdvL8SRkpKCY8eOQUtLS3i0bNkSwItl0CXatWtXYWy5ubm4c+cOunTpIne8S5cub9TnV5UkxSXy8vLg7e0Na2tr6OnpQUtLC6mpqZXOgLdt21b4WVNTEzo6OsK4ffnll4iKioKdnR1mzZqF06dPl1tPeno6nj9/jk6dOgnH9PX1YWVlJTy/fPkyioqKYGlpKTfOx48flxvj1+3XpEmTsGXLFjx79gzPnz/H5s2bheT4yZMnSE9Px4QJE+Ta/OGHH4Q2S1YRlCyPBuRfK+VJSkqCi4sLzMzMoK2tje7duwNApWP+qtTUVLlxK6v9lJQUBAYGyvWhZEb66dOn5V7n6Ogo97rbunUrunTpAiMjI2hpaWHOnDml4jU3N5dLvt/Uq/WlpKQgLy8PDRo0kOvPzZs3y30d+Pj4ICcnR3jcvn27xuIjIiJ6U5wBJ6I6q1u3bpBKpfDx8Sl1T6ySkhJkMpncsZfvTy1Rr149uecikajMY8XFxVWOKy8vDy4uLli4cGGpc8bGxsLPmpqaVa7zbXo1Dm9vbxw+fBiLFy9GixYtoK6ujs8++6zSTa8qGre+ffvi1q1b+P3333H48GH07t0b06ZNw+LFi6sVc15eHpSVlZGUlARlZWW5c1paWmVeU5V+ubi4QCwWIzo6GqqqqigoKMBnn30mtAkAa9euLZXkvhrD63jy5AmkUimkUik2bdoEAwMDZGZmQiqVvpWNxvLy8hAQECDM4r/s5Q8OKpKQkAA3NzcEBARAKpVCV1cXUVFRpe7Vr+prvKrv11fry8vLg7GxcZn3/pe3UkAsFguz5URERHUNE3AiqtOCg4NhZ2cnNzsKvNil++7du5DJZMJGTjX5/dhnzpxBt27dAACFhYVISkoSlmc7ODhg586dkEgkUFGp/j+jOjo6MDExQXx8vDAjCgDx8fHo2LHja9WlqqqKoqKiKpWNj4+Hu7s7Bg0aBOBFkpORkfFa7ZXFwMAAY8eOxdixY9G1a1fMnDmzzAS8efPmqFevHhITE2FmZgbgxSZuf/75pzAO9vb2KCoqQnZ2Nrp27Vpj/VJRUcHYsWMREREBVVVVjBgxAurq6gBerI4wMTHBX3/9BTc3tzLbsLa2xsaNG/Hs2TMhmT1z5kyFcV27dg33799HcHCwcD/0+fPn5cqoqqoCQKW/Q2trayQmJsode7V9BwcHpKWloUWLFhXWdebMGYwZM0buub29PQDg9OnTMDc3x/fffy+cv3XrVoX1lSjrtWhgYIDHjx/jyZMnQpJdlferg4MD7t69CxUVlQpvayAiInpXMAEnojrNxsYGbm5uCAsLkzveo0cP3Lt3D4sWLcJnn32GmJgYHDhwADo6OjXS7sqVK2FhYQFra2ssXboUDx8+FJYqT5s2DWvXrsXIkSMxa9Ys6Ovr48aNG4iKisIvv/zyWrOlM2fOhJ+fH5o3bw47OztEREQgOTkZmzZteq14JRIJEhMTkZGRIXdPcVksLCywa9cuuLi4QCQSwdfX97VWAJRl7ty5aNeuHVq3bo38/Hzs27cP1tbWZZbV0tLChAkTMHPmTDRo0ACNGjXC999/L3ergKWlJdzc3DBmzBiEhITA3t4e9+7dQ2xsLNq2bYv+/ftXu18TJ04UYouPj5c7FxAQgOnTp0NXVxfOzs7Iz8/H+fPn8fDhQ8yYMQOjRo3C999/j0mTJsHHxwcZGRmVzvKbmZlBVVUVy5cvx5QpU3DlyhXMmzdProy5uTlEIhH27duHfv36QV1dvcyZ/unTp6NLly5YvHgxBg4ciIMHD8rd/w28+F0MGDAAZmZm+Oyzz6CkpISUlBRcuXJFbsO27du3o3379vj444+xadMmnD17VthvwcLCApmZmYiKikKHDh2wf/9+REdHV9jPEmW9Fjt16gQNDQ3Mnj0b06dPR2JiIiIjIyuty8nJCY6OjnB1dcWiRYtgaWmJO3fuYP/+/Rg0aFCp2yuIiIjqOt4DTkR1XmBgYKlEytraGqtWrcLKlStha2uLs2fPVmk36qoKDg5GcHAwbG1tcerUKezdu1fY1btk1rqoqAh9+vSBjY0NPD09oaenJ5dEVsX06dMxY8YMeHl5wcbGBjExMdi7dy8sLCxeqx5vb28oKyujVatWwhLn8ixZsgT169dH586d4eLiAqlUCgcHh9dq71Wqqqrw8fFB27Zt0a1bNygrKyMqKqrc8j/++CO6du0KFxcXODk54eOPPy51z3xERATGjBkDLy8vWFlZwdXVFefOnRNmzavbLwsLC3Tu3BktW7YstdR84sSJ+OWXXxAREQEbGxt0794dkZGRaNq0KYAXHx789ttvuHz5Muzt7fH999+XeSvCywwMDBAZGYnt27ejVatWCA4OLpW0N27cWNg8zdDQsNzN8D766COsXbsWoaGhsLW1xaFDh+Q2SwMAqVSKffv24dChQ+jQoQM++ugjLF26FObm5nLlAgICEBUVhbZt22LDhg3YsmULWrVqBQD49NNP8c0338DDwwN2dnY4ffq03Fe1VaSs16K+vj5+/fVX/P7777CxscGWLVvK/Eq9V4lEIvz+++/o1q0bxo0bB0tLS4wYMQK3bt2CoaFhleIhIiKqS0SyV2/KIiIieo/JZDJYWFhg6tSpmDFjRm2HUytEIhGio6Ph6upa26G8dbm5udDV1UVOTk6NrZAhIqIPR03/HeESdCIi+mDcu3cPUVFRuHv3rvDd30RERESKwgSciIg+GI0aNULDhg3x888/o379+rUdDhEREX1gmIATEdEHg3ddvcBxICIiqh3chI2IiIiIiIhIAZiAExERERERESkAE3AiIiIiIiIiBWACTkRERERERKQATMCJiIiIiIiIFIAJOBEREREREZECMAEnIiIiIiIiUgAm4EREREREREQKoFLbARAR0fslIyMDTZs2xcWLF2FnZ1fb4QAArl27Bnd3dyQnJ6Nly5ZITk6u7ZCqxd3dHY8ePcLu3bsBAD169ICdnR2WLVtW7TojIyPh6emJR48e1UiMlYmLi0PPnj3x8OFD6OnpKaRNAGjjdxBKYg2FtUdERIqTEdy/tkOoMs6AExG9Z9zd3SESiRAcHCx3fPfu3RCJRLUUVe3y8/ODpqYm0tLSEBsbW9vhvFMyMjIgEolq7EOLzp07IysrC7q6ujVSHxER0buECTgR0XtITU0NCxcuxMOHD2s7lBrz/Pnzal+bnp6Ojz/+GObm5mjQoEENRkUlqvr7UVVVhZGR0Qf7YRAREX3YmIATEb2HnJycYGRkhKCgoHLL+Pv7l1oivmzZMkgkEuG5u7s7XF1dsWDBAhgaGkJPTw+BgYEoLCzEzJkzoa+vjyZNmiAiIqJU/deuXUPnzp2hpqaGNm3a4Pjx43Lnr1y5gr59+0JLSwuGhoYYPXo0/v33X+F8jx494OHhAU9PTzRs2BBSqbTMfhQXFyMwMBBNmjSBWCyGnZ0dYmJihPMikQhJSUkIDAyESCSCv79/ufUsWrQILVq0gFgshpmZGebPny+c//bbb2FpaQkNDQ00a9YMvr6+KCgoKDWeGzduhEQiga6uLkaMGIHHjx9XuY3bt29j2LBh0NPTg76+PgYOHIiMjIwy4y1Lfn4+vL290bhxY2hqaqJTp06Ii4uTKxMZGQkzMzNoaGhg0KBBuH//foV1Nm3aFABgb28PkUiEHj16APjfa2P+/PkwMTGBlZUVAGDjxo1o3749tLW1YWRkhFGjRiE7O1uoLy4uDiKRSFjyHhkZCT09PRw8eBDW1tbQ0tKCs7MzsrKy5K7p2LEjNDU1oaenhy5duuDWrVtVHhciIqK6ggk4EdF7SFlZGQsWLMDy5cvx999/v1FdR48exZ07d3DixAksWbIEfn5+GDBgAOrXr4/ExERMmTIFX3zxRal2Zs6cCS8vL1y8eBGOjo5wcXERkr1Hjx6hV69esLe3x/nz5xETE4N//vkHw4YNk6tj/fr1UFVVRXx8PNasWVNmfKGhoQgJCcHixYtx6dIlSKVSfPrpp7h+/ToAICsrC61bt4aXlxeysrLg7e1dZj0+Pj4IDg6Gr68vrl69is2bN8PQ0FA4r62tjcjISFy9ehWhoaFYu3Ytli5dKldHeno6du/ejX379mHfvn04fvy43K0AFbVRUFAAqVQKbW1tnDx5EvHx8UIyWtXZZQ8PDyQkJCAqKgqXLl3C0KFD4ezsLIxFYmIiJkyYAA8PDyQnJ6Nnz5744YcfKqzz7NmzAIAjR44gKysLu3btEs7FxsYiLS0Nhw8fxr59+4R+zJs3DykpKdi9ezcyMjLg7u5eYRtPnz7F4sWLsXHjRpw4cQKZmZnC76mwsBCurq7o3r07Ll26hISEBEyePLncGfT8/Hzk5ubKPYiIiOoKbsJGRPSeGjRoEOzs7ODn54fw8PBq16Ovr4+wsDAoKSnBysoKixYtwtOnTzF79mwA/0sqT506hREjRgjXeXh4YMiQIQCA1atXIyYmBuHh4Zg1axZWrFgBe3t7LFiwQCi/bt06mJqa4s8//4SlpSUAwMLCAosWLaowvsWLF+Pbb78V2l64cCGOHTuGZcuWYeXKlTAyMoKKigq0tLRgZGRUZh2PHz9GaGgoVqxYgbFjxwIAmjdvjo8//lgoM2fOHOFniUQCb29vREVFYdasWcLx4uJiREZGQltbGwAwevRoxMbGYv78+ZW2sXXrVhQXF+OXX34RksuIiAjo6ekhLi4Offr0qXAcMjMzERERgczMTJiYmAAAvL29ERMTg4iICCxYsAChoaFwdnYWYra0tMTp06flVgy8ysDAAADQoEGDUuOnqamJX375BaqqqsKx8ePHCz83a9YMYWFh6NChA/Ly8qClpVVmGwUFBVizZg2aN28O4MVrJzAwEACQm5uLnJwcDBgwQDhvbW1dbrxBQUEICAgo9zwREVFt4gw4EdF7bOHChVi/fj1SU1OrXUfr1q2hpPS/PxeGhoawsbERnisrK6NBgwZyy4wBwNHRUfhZRUUF7du3F+JISUnBsWPHoKWlJTxatmwJ4MUscol27dpVGFtubi7u3LmDLl26yB3v0qXLa/U5NTUV+fn56N27d7lltm7dii5dusDIyAhaWlqYM2cOMjMz5cpIJBIh+QYAY2NjYVwqayMlJQU3btyAtra2MCb6+vp49uyZ3JiU5/LlyygqKoKlpaXcuB4/fly4PjU1FZ06dZK77uXf0+uysbGRS74BICkpCS4uLjAzM4O2tja6d+8OAKXG6mUaGhpCcg3Ij5u+vj7c3d0hlUrh4uKC0NBQueXpr/Lx8UFOTo7wuH37drX7R0REVNM4A05E9B7r1q0bpFIpfHx8Si0DVlJSgkwmkzv28j3NJerVqyf3XCQSlXmsuLi4ynHl5eXBxcUFCxcuLHXO2NhY+FlTU7PKdb4JdXX1Cs8nJCTAzc0NAQEBkEql0NXVRVRUFEJCQuTKVTQulbWRl5eHdu3aYdOmTaXOlcxCV3a9srIykpKSoKysLHeuvJnnN/Xq7+fJkyeQSqWQSqXYtGkTDAwMkJmZCalUWuEy+rLG7eXXZkREBKZPn46YmBhs3boVc+bMweHDh/HRRx+VqkssFkMsFr9hz4iIiN4OJuBERO+54OBg2NnZCZtklTAwMMDdu3chk8mEJc81+f3YZ86cQbdu3QC8uI83KSkJHh4eAAAHBwfs3LkTEokEKirV/1Oko6MDExMTxMfHCzOtABAfH4+OHTtWuR4LCwuoq6sjNjYWEydOLHX+9OnTMDc3x/fffy8ce91NwCprw8HBAVu3bkWjRo2go6PzWnUDLzZJKyoqQnZ2Nrp27VpmGWtrayQmJsodO3PmTIX1lsxwFxUVVRrDtWvXcP/+fQQHB8PU1BQAcP78+aqEXyl7e3vY29vDx8cHjo6O2Lx5c5kJOBERUV3GJehERO85GxsbuLm5ISwsTO54jx49cO/ePSxatAjp6elYuXIlDhw4UGPtrly5EtHR0bh27RqmTZuGhw8fCvcHT5s2DQ8ePMDIkSNx7tw5pKen4+DBgxg3blyVEr2XzZw5EwsXLsTWrVuRlpaG7777DsnJyfj666+rXIeamhq+/fZbzJo1Cxs2bEB6ejrOnDkj3DtvYWGBzMxMREVFIT09HWFhYYiOjn6tOCtrw83NDQ0bNsTAgQNx8uRJ3Lx5E3FxcZg+fXqVNtKztLSEm5sbxowZg127duHmzZs4e/YsgoKCsH//fgAQZpEXL16M69evY8WKFRXe/w0AjRo1grq6urBRXk5OTrllzczMoKqqiuXLl+Ovv/7C3r17MW/evNcYpdJu3rwJHx8fJCQk4NatWzh06BCuX79e4X3gREREdRUTcCKiD0BgYGCpJeLW1tZYtWoVVq5cCVtbW5w9e7bcHcKrIzg4GMHBwbC1tcWpU6ewd+9eNGzYEACEWeuioiL06dMHNjY28PT0hJ6entz95lUxffp0zJgxA15eXrCxsUFMTAz27t0LCwuL16rH19cXXl5emDt3LqytrTF8+HDhPuRPP/0U33zzDTw8PGBnZ4fTp0/D19f3teqvrA0NDQ2cOHECZmZmGDx4MKytrTFhwgQ8e/asyjPiERERGDNmDLy8vGBlZQVXV1ecO3cOZmZmAICPPvoIa9euRWhoKGxtbXHo0CG5zeXKoqKigrCwMPz0008wMTHBwIEDyy1rYGCAyMhIbN++Ha1atUJwcDAWL15cxdEpm4aGBq5du4YhQ4bA0tISkydPxrRp0/DFF1+8Ub1ERES1QSR79QZAIiIiovdEbm4udHV1kZOTU62l/URE9GGr6b8jnAEnIiIiIiIiUgAm4EREREREREQKwASciIiIiIiISAGYgBMREREREREpABNwIiIiIiIiIgVgAk5ERERERESkAEzAiYiIiIiIiBSACTgRERERERGRAjABJyIiIiIiIlIAJuBERERERERECqBS2wEQEdG7KyMjA02bNsXFixdhZ2dX2+EAAK5duwZ3d3ckJyejZcuWSE5OrtH6RSIRoqOj4erqWqP19ujRA3Z2dli2bFmVytfU2L9uu2/K3d0djx49wu7duxXSXok2fgehJNZQaJtERKQYGcH9azuEKuMMOBHRO8zd3R0ikQjBwcFyx3fv3g2RSFRLUdUuPz8/aGpqIi0tDbGxsbUdzjvP39+/Rj9cCQ0NRWRkZI3VR0RE9C5hAk5E9I5TU1PDwoUL8fDhw9oOpcY8f/682temp6fj448/hrm5ORo0aFCDUVFFCgoKqlROV1cXenp6bzcYIiKiOooJOBHRO87JyQlGRkYICgoqt0xZs5jLli2DRCIRnru7u8PV1RULFiyAoaEh9PT0EBgYiMLCQsycORP6+vpo0qQJIiIiStV/7do1dO7cGWpqamjTpg2OHz8ud/7KlSvo27cvtLS0YGhoiNGjR+Pff/8Vzvfo0QMeHh7w9PREw4YNIZVKy+xHcXExAgMD0aRJE4jFYtjZ2SEmJkY4LxKJkJSUhMDAQIhEIvj7+5dZz44dO2BjYwN1dXU0aNAATk5OePLkiXB+3bp1aN26NcRiMYyNjeHh4SF3/b///otBgwZBQ0MDFhYW2Lt372v198mTJxgzZgy0tLRgbGyMkJCQUjGKRKJSy7T19PQqnD2uiXZfFhkZiYCAAKSkpEAkEkEkEgnti0QirF69Gp9++ik0NTUxf/58FBUVYcKECWjatCnU1dVhZWWF0NBQuTpLXmclevTogenTp2PWrFnQ19eHkZGR3O9NJpPB398fZmZmEIvFMDExwfTp0yuMm4iIqK5iAk5E9I5TVlbGggULsHz5cvz9999vVNfRo0dx584dnDhxAkuWLIGfnx8GDBiA+vXrIzExEVOmTMEXX3xRqp2ZM2fCy8sLFy9ehKOjI1xcXHD//n0AwKNHj9CrVy/Y29vj/PnziImJwT///INhw4bJ1bF+/XqoqqoiPj4ea9asKTO+0NBQhISEYPHixbh06RKkUik+/fRTXL9+HQCQlZWF1q1bw8vLC1lZWfD29i5VR1ZWFkaOHInx48cjNTUVcXFxGDx4MGQyGQBg9erVmDZtGiZPnozLly9j7969aNGihVwdAQEBGDZsGC5duoR+/frBzc0NDx48qHJ/Z86ciePHj2PPnj04dOgQ4uLicOHChdf5VZXyNtodPnw4vLy80Lp1a2RlZSErKwvDhw8Xzvv7+2PQoEG4fPkyxo8fj+LiYjRp0gTbt2/H1atXMXfuXMyePRvbtm2rMPb169dDU1MTiYmJWLRoEQIDA3H48GEAwM6dO7F06VL89NNPuH79Onbv3g0bG5s3GisiIqLawk3YiIjeA4MGDYKdnR38/PwQHh5e7Xr09fURFhYGJSUlWFlZYdGiRXj69Clmz54NAPDx8UFwcDBOnTqFESNGCNd5eHhgyJAhAF4ksDExMQgPD8esWbOwYsUK2NvbY8GCBUL5devWwdTUFH/++ScsLS0BABYWFli0aFGF8S1evBjffvut0PbChQtx7NgxLFu2DCtXroSRkRFUVFSgpaUFIyOjMuvIyspCYWEhBg8eDHNzcwCQS+h++OEHeHl54euvvxaOdejQQa4Od3d3jBw5EgCwYMEChIWF4ezZs3B2dq60vyYmJggPD8evv/6K3r17A3iRgDZp0qTCvlfmbbSrrq4OLS0tqKiolDmeo0aNwrhx4+SOBQQECD83bdoUCQkJ2LZtW6kPXF7Wtm1b+Pn5AXjxOlixYgViY2PxySefIDMzE0ZGRnByckK9evVgZmaGjh07lltXfn4+8vPzhee5ubnlliUiIlI0zoATEb0nFi5ciPXr1yM1NbXadbRu3RpKSv/702BoaCiXnCorK6NBgwbIzs6Wu87R0VH4WUVFBe3btxfiSElJwbFjx6ClpSU8WrZsCeDF/dol2rVrV2Fsubm5uHPnDrp06SJ3vEuXLq/VZ1tbW/Tu3Rs2NjYYOnQo1q5dK9w/n52djTt37ggJannatm0r/KypqQkdHR1hTCrrb3p6Op4/f45OnToJdejr68PKyqrKfShLbbTbvn37UsdWrlyJdu3awcDAAFpaWvj555+RmZlZYT0vjycAGBsbC+M5dOhQ/Pfff2jWrBkmTZqE6OhoFBYWlltXUFAQdHV1hYepqWk1ekZERPR2MAEnInpPdOvWDVKpFD4+PqXOKSkpCUusS5S1aVa9evXknotEojKPFRcXVzmuvLw8uLi4IDk5We5x/fp1dOvWTSinqalZ5TrfhLKyMg4fPowDBw6gVatWWL58OaysrHDz5k2oq6tXqY6KxqSq/a2MSCSq0u+sRE21+zpe/Z1FRUXB29sbEyZMwKFDh5CcnIxx48ZVuqleReNpamqKtLQ0rFq1Curq6pg6dSq6detW7lj4+PggJydHeNy+ffsNekhERFSzmIATEb1HgoOD8dtvvyEhIUHuuIGBAe7evSuX0NXk92OfOXNG+LmwsBBJSUmwtrYGADg4OOCPP/6ARCJBixYt5B6vk3Tr6OjAxMQE8fHxcsfj4+PRqlWr14pXJBKhS5cuCAgIwMWLF6Gqqoro6Ghoa2tDIpG80deXVdbf5s2bo169ekhMTBSuefjwIf7880+5egwMDJCVlSU8v379Op4+ffrW232VqqoqioqKqtT3+Ph4dO7cGVOnToW9vT1atGght8qhutTV1eHi4oKwsDDExcUhISEBly9fLrOsWCyGjo6O3IOIiKiuYAJORPQesbGxgZubG8LCwuSO9+jRA/fu3cOiRYuQnp6OlStX4sCBAzXW7sqVKxEdHY1r165h2rRpePjwIcaPHw8AmDZtGh48eICRI0fi3LlzSE9Px8GDBzFu3LgqJ3YlZs6ciYULF2Lr1q1IS0vDd999h+TkZLn7tSuTmJiIBQsW4Pz588jMzMSuXbtw79494QMDf39/hISEICwsDNevX8eFCxewfPnyKtdfWX+1tLQwYcIEzJw5E0ePHsWVK1fg7u4ut/QfAHr16oUVK1bg4sWLOH/+PKZMmVJqpvhttPsqiUSCmzdvIjk5Gf/++6/c/dWvsrCwwPnz53Hw4EH8+eef8PX1xblz56o8dmWJjIxEeHg4rly5gr/++gu//vor1NXVhfv3iYiI3iVMwImI3jOBgYGllohbW1tj1apVWLlyJWxtbXH27NkydwivruDgYAQHB8PW1hanTp3C3r170bBhQwAQZq2LiorQp08f2NjYwNPTE3p6epUmf6+aPn06ZsyYAS8vL9jY2CAmJgZ79+6FhYVFlevQ0dHBiRMn0K9fP1haWmLOnDkICQlB3759AQBjx47FsmXLsGrVKrRu3RoDBgwQdlmviqr098cff0TXrl3h4uICJycnfPzxx6XugQ8JCYGpqSm6du2KUaNGwdvbGxoaGm+93VcNGTIEzs7O6NmzJwwMDLBly5Zyy37xxRcYPHgwhg8fjk6dOuH+/fuYOnVqVYeuTHp6eli7di26dOmCtm3b4siRI/jtt9/4He9ERPROEslevcGMiIiI6D2Rm5v7YjM2z21QEpf/AQYREb27MoL7v7W6S/6O5OTk1MhtTfwaMiIiInrvXQmQ8n5wIiKqdVyCTkRERERERKQATMCJiIiIiIiIFIAJOBEREREREZECMAEnIiIiIiIiUgAm4EREREREREQKwASciIiIiIiISAGYgBMREREREREpABNwIiIiIiIiIgVgAk5ERERERESkAEzAiYiIiIiIiBRApbYDICIiet+JRCJER0fD1dW1tkNRqLrU7zZ+B6Ek1qjtMIiIqIZlBPev7RBeC2fAiYhI4RISEqCsrIz+/d+tP5rVlZWVhb59+9Z2GG+Nv78/7OzsSh1/3/tNRET0upiAExGRwoWHh+Orr77CiRMncOfOnbfalkwmQ2Fh4VttozJGRkYQi8VvtY3nz5+/1fqrQxH9JiIiepcwASciIoXKy8vD1q1b8eWXX6J///6IjIwUzo0aNQrDhw+XK19QUICGDRtiw4YNAIDi4mIEBQWhadOmUFdXh62tLXbs2CGUj4uLg0gkwoEDB9CuXTuIxWKcOnUK6enpGDhwIAwNDaGlpYUOHTrgyJEjcm1lZWWhf//+UFdXR9OmTbF582ZIJBIsW7ZMKPPo0SNMnDgRBgYG0NHRQa9evZCSklJhn0UiEXbv3i08v3z5Mnr16gV1dXU0aNAAkydPRl5ennC+R48e8PT0lKvD1dUV7u7uwnOJRIJ58+ZhzJgx0NHRweTJkxEZGQk9PT0cPHgQ1tbW0NLSgrOzM7KysuTq+uWXX2BtbQ01NTW0bNkSq1atEs716tULHh4ecuXv3bsHVVVVxMbGlupbZGQkAgICkJKSApFIBJFIJPxOX+53RkYGRCIRtm3bhq5du0JdXR0dOnTAn3/+iXPnzqF9+/bQ0tJC3759ce/evSrHS0RE9C5hAk5ERAq1bds2tGzZElZWVvj888+xbt06yGQyAICbmxt+++03uWT04MGDePr0KQYNGgQACAoKwoYNG7BmzRr88ccf+Oabb/D555/j+PHjcu189913CA4ORmpqKtq2bYu8vDz069cPsbGxuHjxIpydneHi4oLMzEzhmjFjxuDOnTuIi4vDzp078fPPPyM7O1uu3qFDhyI7OxsHDhxAUlISHBwc0Lt3bzx48KBK/X/y5AmkUinq16+Pc+fOYfv27Thy5EippLcqFi9eDFtbW1y8eBG+vr4AgKdPn2Lx4sXYuHEjTpw4gczMTHh7ewvXbNq0CXPnzsX8+fORmpqKBQsWwNfXF+vXrwcATJw4EZs3b0Z+fr5wza+//orGjRujV69epWIYPnw4vLy80Lp1a2RlZSErK6vUhygv8/Pzw5w5c3DhwgWoqKhg1KhRmDVrFkJDQ3Hy5EncuHEDc+fOrXK8RERE7xJuwkZERAoVHh6Ozz//HADg7OyMnJwcHD9+HD169IBUKoWmpiaio6MxevRoAMDmzZvx6aefQltbG/n5+ViwYAGOHDkCR0dHAECzZs1w6tQp/PTTT+jevbvQTmBgID755BPhub6+PmxtbYXn8+bNQ3R0NPbu3QsPDw9cu3YNR44cEWZjgRczrxYWFsI1p06dwtmzZ5GdnS0srV68eDF2796NHTt2YPLkyZX2f/PmzXj27Bk2bNgATU1NAMCKFSvg4uKChQsXwtDQsMpj2atXL3h5eQnPT548iYKCAqxZswbNmzcHAHh4eCAwMFAo4+fnh5CQEAwePBgA0LRpU1y9ehU//fQTxo4di8GDB8PDwwN79uzBsGHDALyY5XZ3d4dIJCoVg7q6OrS0tKCiogIjI6NKY/b29oZUKgUAfP311xg5ciRiY2PRpUsXAMCECRPkVkVUFu+r8vPz5T48yM3NrTQmIiIiRWECTkRECpOWloazZ88iOjoaAKCiooLhw4cjPDwcPXr0gIqKCoYNG4ZNmzZh9OjRePLkCfbs2YOoqCgAwI0bN/D06VO5xBp4cf+zvb293LGSJLpEXl4e/P39sX//fmRlZaGwsBD//fefMAOelpYGFRUVODg4CNe0aNEC9evXF56npKQgLy8PDRo0kKv7v//+Q3p6epXGIDU1Fba2tkLyDQBdunRBcXEx0tLSXisBf7WPAKChoSEk3wBgbGwszOI/efIE6enpmDBhAiZNmiSUKSwshK6uLgBATU0No0ePxrp16zBs2DBcuHABV65cwd69e6scV0Xatm0r/FzSVxsbG7ljrxPvq4KCghAQEFAjsRIREdU0JuBERKQw4eHhKCwshImJiXBMJpNBLBZjxYoV0NXVhZubG7p3747s7GwcPnwY6urqcHZ2BgBhafr+/fvRuHFjubpf3ezr5QQXeDHzevjwYSxevBgtWrSAuro6Pvvss9favCwvLw/GxsaIi4srdU5PT6/K9VRGSUlJWJZfoqCgoFS5V/sIAPXq1ZN7LhKJhLpKxm/t2rXo1KmTXDllZWXh54kTJ8LOzg5///03IiIi0KtXL5ibm1evMxXEVzKj/uqx4uLi14r3ZT4+PpgxY4bwPDc3F6ampjUSOxER0ZtiAk5ERApRWFiIDRs2ICQkBH369JE75+rqii1btmDKlCno3LkzTE1NsXXrVhw4cABDhw4VErRWrVpBLBYjMzNTbrl5VcTHx8Pd3V24lzwvLw8ZGRnCeSsrKxQWFuLixYto164dgBcz7g8fPhTKODg44O7du1BRUYFEIqnGKADW1taIjIzEkydPhAQ6Pj4eSkpKsLKyAgAYGBjIbZxWVFSEK1euoGfPntVqs4ShoSFMTEzw119/wc3NrdxyNjY2aN++PdauXYvNmzdjxYoVFdarqqqKoqKiN4qtLFWN92VisZg7rxMRUZ3FBJyIiBRi3759ePjwISZMmFBq+fCQIUMQHh6OKVOmAHixG/qaNWvw559/4tixY0I5bW1teHt745tvvkFxcTE+/vhj5OTkID4+Hjo6OmXeE1zCwsICu3btgouLC0QiEXx9fYWZVgBo2bIlnJycMHnyZKxevRr16tWDl5cX1NXVhZlaJycnODo6wtXVFYsWLYKlpSXu3LmD/fv3Y9CgQWUuCX+Vm5sb/Pz8MHbsWPj7++PevXv46quvMHr0aGFJdq9evTBjxgzs378fzZs3x5IlS/Do0aMqj3VFAgICMH36dOjq6sLZ2Rn5+fk4f/48Hj58KDdzPHHiRHh4eEBTU1P40KI8EokEN2/eRHJyMpo0aQJtbe0aS4KrGi8REdG7gLugExGRQoSHh8PJyanMe3eHDBmC8+fP49KlSwBeJKlXr15F48aNhc25SsybNw++vr4ICgqCtbU1nJ2dsX//fjRt2rTC9pcsWYL69eujc+fOcHFxgVQqlbvfGwA2bNgAQ0NDdOvWDYMGDcKkSZOgra0NNTU1AC+WR//+++/o1q0bxo0bB0tLS4wYMQK3bt2q8r3bGhoaOHjwIB48eIAOHTrgs88+Q+/eveVmmcePH4+xY8dizJgx6N69O5o1a/bGs98lJk6ciF9++QURERGwsbFB9+7dERkZWWr8Ro4cCRUVFYwcOVLof3mGDBkCZ2dn9OzZEwYGBtiyZUuNxPo68RIREb0LRLJXbzIjIiIiAMDff/8NU1NTHDlyBL17965WHfn5+VBTU8Phw4fh5ORUwxG+PRkZGWjevDnOnTtX6oOKd0lubi50dXWRk5MDHR2d2g6HiIjeMTX9d4RL0ImIiP6/o0ePIi8vDzY2NsjKysKsWbMgkUjQrVu3atWXm5uLXbt2QUlJCS1btqzhaN+OgoIC3L9/H3PmzMFHH330TiffREREdQ0TcCIiov+voKAAs2fPxl9//QVtbW107twZmzZtKrWzeFX5+flh8+bNWLhwIZo0aVLD0b4d8fHx6NmzJywtLbFjx47aDoeIiOi9wiXoRERE9N7iEnQiInoTNf13hJuwERERERERESkAE3AiIiIiIiIiBWACTkRERERERKQATMCJiIiIiIiIFIAJOBEREREREZECMAEnIiIiIiIiUgAm4EREREREREQKwASciIiIiIiISAFUajsAIiIi+h+RSITo6Gi4urrWSH1xcXHo2bMnHj58CD09vRqp812MpY3fQSiJNRTa5ocuI7h/bYdARFTncAaciIjoDSUkJEBZWRn9+795wpGVlYW+ffvWQFQ1QyKRYNmyZa99XY8ePeDp6Sl3rHPnzsjKyoKurm7NBEdERPSOYQJORET0hsLDw/HVV1/hxIkTuHPnToVlZTIZCgsLSx1//vw5AMDIyAhisfitxFnbVFVVYWRkBJFIVNuhEBER1Qom4ERERG8gLy8PW7duxZdffon+/fsjMjJS7nxcXBxEIhEOHDiAdu3aQSwW49SpU+jRowc8PDzg6emJhg0bQiqVAnixBH337t0AXswYf/vtt3L13bt3D/Xq1cOJEycAABs3bkT79u2hra0NIyMjjBo1CtnZ2VWOXyaTwd/fH2ZmZhCLxTAxMcH06dMBvJjFvnXrFr755huIRCIhcb5//z5GjhyJxo0bQ0NDAzY2NtiyZYtQp7u7O44fP47Q0FDhuoyMDGEsHj16JJTduXMnWrduDbFYDIlEgpCQELn4JBIJFixYgPHjx0NbWxtmZmb4+eefq9w/IiKiuoQJOBER0RvYtm0bWrZsCSsrK3z++edYt24dZDJZqXLfffcdgoODkZqairZt2wIA1q9fD1VVVcTHx2PNmjWlrnFzc0NUVJRcfVu3boWJiQm6du0KACgoKMC8efOQkpKC3bt3IyMjA+7u7lWOf+fOnVi6dCl++uknXL9+Hbt374aNjQ0AYNeuXWjSpAkCAwORlZWFrKwsAMCzZ8/Qrl077N+/H1euXMHkyZMxevRonD17FgAQGhoKR0dHTJo0SbjO1NS0VNtJSUkYNmwYRowYgcuXL8Pf3x++vr6lPsQICQlB+/btcfHiRUydOhVffvkl0tLSqtxHIiKiuoKbsBEREb2B8PBwfP755wAAZ2dn5OTk4Pjx4+jRo4dcucDAQHzyySdyxywsLLBo0aJy6x42bBg8PT1x6tQpIeHevHkzRo4cKcxGjx8/XijfrFkzhIWFoUOHDsjLy4OWllal8WdmZsLIyAhOTk6oV68ezMzM0LFjRwCAvr4+lJWVhdn1Eo0bN4a3t7fw/KuvvsLBgwexbds2dOzYEbq6ulBVVYWGhobcda9asmQJevfuDV9fXwCApaUlrl69ih9//FHuQ4R+/fph6tSpAIBvv/0WS5cuxbFjx2BlZVWqzvz8fOTn5wvPc3NzKx0DIiIiReEMOBERUTWlpaXh7NmzGDlyJABARUUFw4cPR3h4eKmy7du3L3WsXbt2FdZvYGCAPn36YNOmTQCAmzdvIiEhAW5ubkKZpKQkuLi4wMzMDNra2ujevTuAF4l1VQwdOhT//fcfmjVrhkmTJiE6OrrMe9RfVlRUhHnz5sHGxgb6+vrQ0tLCwYMHq9xmidTUVHTp0kXuWJcuXXD9+nUUFRUJx0pWDAAvlugbGRmVu8w+KCgIurq6wqOsmXciIqLawgSciIiomsLDw1FYWAgTExOoqKhARUUFq1evxs6dO5GTkyNXVlNTs9T1ZR17lZubG3bs2IGCggJs3rwZNjY2whLxJ0+eQCqVQkdHB5s2bcK5c+cQHR0N4H+bulXG1NQUaWlpWLVqFdTV1TF16lR069YNBQUF5V7z448/IjQ0FN9++y2OHTuG5ORkSKXSKrf5uurVqyf3XCQSobi4uMyyPj4+yMnJER63b99+KzERERFVBxNwIiKiaigsLMSGDRsQEhKC5ORk4ZGSkgITExO5TcnexMCBA/Hs2TPExMRg8+bNcrPf165dw/379xEcHIyuXbuiZcuWr7UBWwl1dXW4uLggLCwMcXFxSEhIwOXLlwG82Ln85dloAIiPj8fAgQPx+eefw9bWFs2aNcOff/4pV6as615lbW2N+Pj4UnVbWlpCWVn5tfsBAGKxGDo6OnIPIiKiuoL3gBMREVXDvn378PDhQ0yYMKHU91oPGTIE4eHhmDJlyhu3o6mpCVdXV/j6+iI1NVVY7g4AZmZmUFVVxfLlyzFlyhRcuXIF8+bNe636IyMjUVRUhE6dOkFDQwO//vor1NXVYW5uDuDFLuQnTpzAiBEjIBaL0bBhQ1hYWGDHjh04ffo06tevjyVLluCff/5Bq1athHolEgkSExORkZEBLS0t6Ovrl2rby8sLHTp0wLx58zB8+HAkJCRgxYoVWLVqVTVHi4iIqG7jDDgREVE1hIeHw8nJqVTyDbxIwM+fP49Lly7VSFtubm5ISUlB165dYWZmJhw3MDBAZGQktm/fjlatWiE4OBiLFy9+rbr19PSwdu1adOnSBW3btsWRI0fw22+/oUGDBgBebB6XkZGB5s2bw8DAAAAwZ84cODg4QCqVokePHjAyMoKrq6tcvd7e3lBWVkarVq1gYGBQ5v3hDg4O2LZtG6KiotCmTRvMnTsXgYGBr7WLOxER0btEJCvru1KIiIiI3gO5ubnQ1dVFTk4Ol6MTEdFrq+m/I5wBJyIiIiIiIlIAJuBERERERERECsAEnIiIiIiIiEgBmIATERERERERKQATcCIiIiIiIiIFYAJOREREREREpABMwImIiIiIiIgUgAk4ERERERERkQIwASciIiIiIiJSACbgRERERERERArABJyIiIiIiIhIAVRqOwAiIiL6MEgkEnh6esLT01PhbbfxOwglsYbC2/2QZQT3r+0QiIjqHM6AExHRe8fd3R0ikQgikQj16tWDoaEhPvnkE6xbtw7FxcW1HZ4gLi4OIpEIjx49qu1QyuTv7w87O7vXvi4yMhJ6enqljp87dw6TJ09+88CIiIjeUUzAiYjoveTs7IysrCxkZGTgwIED6NmzJ77++msMGDAAhYWFtR0eCgoK6nR9b4OBgQE0NDgLTUREHy4m4ERE9F4Si8UwMjJC48aN4eDggNmzZ2PPnj04cOAAIiMjhXKPHj3CxIkTYWBgAB0dHfTq1QspKSnC+ZJZ4J9++gmmpqbQ0NDAsGHDkJOTI5Q5d+4cPvnkEzRs2BC6urro3r07Lly4IBePSCTC6tWr8emnn0JTUxOTJk1Cz549AQD169eHSCSCu7s7gBdLtZctWyZ3vZ2dHfz9/cutb/78+QCAPXv2wMHBAWpqamjWrBkCAgIq/MAhLi4OHTt2hKamJvT09NClSxfcunULkZGRCAgIQEpKirCaoGTclixZAhsbG2hqasLU1BRTp05FXl6eUN+4ceOQk5MjXFcS96v9yszMxMCBA6GlpQUdHR0MGzYM//zzT6mx37hxIyQSCXR1dTFixAg8fvy43P4QERHVZUzAiYjog9GrVy/Y2tpi165dwrGhQ4ciOzsbBw4cQFJSEhwcHNC7d288ePBAKHPjxg1s27YNv/32G2JiYnDx4kVMnTpVOP/48WOMHTsWp06dwpkzZ2BhYYF+/fqVShT9/f0xaNAgXL58GQEBAdi5cycAIC0tDVlZWQgNDX2t/rxc3/jx43Hy5EmMGTMGX3/9Na5evYqffvoJkZGRQnL+qsLCQri6uqJ79+64dOkSEhISMHnyZIhEIgwfPhxeXl5o3bo1srKykJWVheHDhwMAlJSUEBYWhj/++APr16/H0aNHMWvWLABA586dsWzZMujo6AjXeXt7l2q7uLgYAwcOxIMHD3D8+HEcPnwYf/31l9BGifT0dOzevRv79u3Dvn37cPz4cQQHB5c7Jvn5+cjNzZV7EBER1RXchI2IiD4oLVu2xKVLlwAAp06dwtmzZ5GdnQ2xWAwAWLx4MXbv3o0dO3YI9ys/e/YMGzZsQOPGjQEAy5cvR//+/RESEgIjIyP06tVLro2ff/4Zenp6OH78OAYMGCAcHzVqFMaNGyc8v3nzJgCgUaNGZd4zXZlX6xs/fjy+++47jB07FgDQrFkzzJs3D7NmzYKfn1+p63Nzc5GTk4MBAwagefPmAABra2vhvJaWFlRUVGBkZCR33cubqEkkEvzwww+YMmUKVq1aBVVVVejq6kIkEpW67mWxsbG4fPkybt68CVNTUwDAhg0b0Lp1a5w7dw4dOnQA8CJRj4yMhLa2NgBg9OjRiI2NLfdDhaCgIAQEBJTbLhERUW3iDDgREX1QZDIZRCIRACAlJQV5eXlo0KABtLS0hMfNmzeRnp4uXGNmZiYk3wDg6OiI4uJipKWlAQD++ecfTJo0CRYWFtDV1YWOjg7y8vKQmZkp13b79u1rtC+v1peSkoLAwEC5vkyaNAlZWVl4+vRpqev19fXh7u4OqVQKFxcXhIaGIisrq9J2jxw5gt69e6Nx48bQ1tbG6NGjcf/+/TLbKE9qaipMTU2F5BsAWrVqBT09PaSmpgrHJBKJkHwDgLGxMbKzs8ut18fHBzk5OcLj9u3bVY6JiIjobeMMOBERfVBSU1PRtGlTAEBeXh6MjY0RFxdXqtzrzEiPHTsW9+/fR2hoKMzNzSEWi+Ho6Ijnz5/LldPU1KxSfUpKSpDJZHLHytpk7dX68vLyEBAQgMGDB5cqq6amVmZbERERmD59OmJiYrB161bMmTMHhw8fxkcffVRm+YyMDAwYMABffvkl5s+fD319fZw6dQoTJkzA8+fPa3yTtXr16sk9F4lEFe5kLxaLhdUMREREdQ0TcCIi+mAcPXoUly9fxjfffAMAcHBwwN27d6GiogKJRFLudZmZmbhz5w5MTEwAAGfOnIGSkhKsrKwAAPHx8Vi1ahX69esHALh9+zb+/fffSuNRVVUFABQVFckdNzAwkJuJzs3NFZarV8TBwQFpaWlo0aJFpWVfZm9vD3t7e/j4+MDR0RGbN2/GRx99BFVV1VKxJSUlobi4GCEhIVBSerGQbtu2baX69ep1r7K2tsbt27dx+/ZtYRb86tWrePToEVq1avVa8RMREb0ruASdiIjeS/n5+bh79y7+7//+DxcuXMCCBQswcOBADBgwAGPGjAEAODk5wdHREa6urjh06BAyMjJw+vRpfP/99zh//rxQl5qaGsaOHYuUlBScPHkS06dPx7Bhw4R7nC0sLLBx40akpqYiMTERbm5uUFdXrzRGc3NziEQi7Nu3D/fu3RN2Eu/Vqxc2btyIkydP4vLlyxg7diyUlZUrrW/u3LnYsGEDAgIC8McffyA1NRVRUVGYM2dOmeVv3rwJHx8fJCQk4NatWzh06BCuX78u3AcukUhw8+ZNJCcn499//0V+fj5atGiBgoICLF++HH/99Rc2btyINWvWyNUrkUiQl5eH2NhY/Pvvv2UuTXdycoKNjQ3c3Nxw4cIFnD17FmPGjEH37t1rfKk+ERFRXcEEnIiI3ksxMTEwNjaGRCKBs7Mzjh07hrCwMOzZs0dIZkUiEX7//Xd069YN48aNg6WlJUaMGIFbt27B0NBQqKtFixYYPHgw+vXrhz59+qBt27ZYtWqVcD48PBwPHz6Eg4MDRo8ejenTp6NRo0aVxti4cWMEBATgu+++g6GhITw8PAC8uI+5e/fuGDBgAPr37w9XV1dhk7SKSKVS7Nu3D4cOHUKHDh3w0UcfYenSpTA3Ny+zvIaGBq5du4YhQ4bA0tISkydPxrRp0/DFF18AAIYMGQJnZ2f07NkTBgYG2LJlC2xtbbFkyRIsXLgQbdq0waZNmxAUFCRXb+fOnTFlyhQMHz4cBgYGWLRoUam2RSIR9uzZg/r166Nbt25wcnJCs2bNsHXr1kr7SURE9K4SyV69yYyIiIgE/v7+2L17N5KTk2s7FKqG3Nxc6OrqIicnBzo6OrUdDhERvWNq+u8IZ8CJiIiIiIiIFIAJOBEREREREZECcAk6ERERvbe4BJ2IiN4El6ATERERERERvYOYgBMREREREREpABNwIiIiIiIiIgVgAk5ERERERESkAEzAiYiIiIiIiBSACTgRERERERGRAjABJyIiIiIiIlIAldoOgIiIiOhta+N3EEpijdoOg4iIFCQjuH9th1AmzoATERGRwvj7+8POzq62wyAiIqoVTMCJiIg+QPfu3cOXX34JMzMziMViGBkZQSqVIj4+/q226+3tjdjY2LfaBhERUV3FJehEREQfoCFDhuD58+dYv349mjVrhn/++QexsbG4f/9+tep7/vw5VFVVKy2npaUFLS2tarVBRET0ruMMOBER0Qfm0aNHOHnyJBYuXIiePXvC3NwcHTt2hI+PDz799FOhzMSJE2FgYAAdHR306tULKSkpQh0lS8l/+eUXNG3aFGpqavj5559hYmKC4uJiufYGDhyI8ePHy133snXr1qF169YQi8UwNjaGh4eHXKwVxUFERPQuYQJORET0gSmZhd69ezfy8/PLLDN06FBkZ2fjwIEDSEpKgoODA3r37o0HDx4IZW7cuIGdO3di165dSE5OxtChQ3H//n0cO3ZMKPPgwQPExMTAzc2tzHZWr16NadOmYfLkybh8+TL27t2LFi1avFYcL8vPz0dubq7cg4iIqK5gAk5ERPSBUVFRQWRkJNavXw89PT106dIFs2fPxqVLlwAAp06dwtmzZ7F9+3a0b98eFhYWWLx4MfT09LBjxw6hnufPn2PDhg2wt7dH27ZtUb9+ffTt2xebN28WyuzYsQMNGzZEz549y4zlhx9+gJeXF77++mtYWlqiQ4cO8PT0fK04XhYUFARdXV3hYWpqWkOjRkRE9OaYgBMREX2AhgwZgjt37mDv3r1wdnZGXFwcHBwcEBkZiZSUFOTl5aFBgwbCbLmWlhZu3ryJ9PR0oQ5zc3MYGBjI1evm5oadO3cKM+ubNm3CiBEjoKRU+r8c2dnZuHPnDnr37l1mjFWN42U+Pj7IyckRHrdv367uEBEREdU4bsJGRET0gVJTU8Mnn3yCTz75BL6+vpg4cSL8/PwwdepUGBsbIy4urtQ1enp6ws+ampqlzru4uEAmk2H//v3o0KEDTp48iaVLl5bZvrq6eoXx5eXlVSmOl4nFYojF4grrJSIiqi1MwImIiAgA0KpVK+zevRsODg64e/cuVFRUIJFIXqsONTU1DB48GJs2bcKNGzdgZWUFBweHMstqa2tDIpEgNja2zCXqbxIHERFRXcQEnIiI6ANz//59DB06FOPHj0fbtm2hra2N8+fPY9GiRRg4cCCcnJzg6OgIV1dXLFq0CJaWlrhz5w7279+PQYMGoX379hXW7+bmhgEDBuCPP/7A559/XmFZf39/TJkyBY0aNULfvn3x+PFjxMfH46uvvnrjOIiIiOoaJuBEREQfGC0tLXTq1AlLly5Feno6CgoKYGpqikmTJmH27NkQiUT4/fff8f3332PcuHG4d+8ejIyM0K1bNxgaGlZaf69evaCvr4+0tDSMGjWqwrJjx47Fs2fPsHTpUnh7e6Nhw4b47LPPAOCN4yAiIqprRDKZTFbbQRARERG9Dbm5udDV1UVOTg50dHRqOxwiInrH1PTfEe6CTkRERERERKQATMCJiIiIiIiIFIAJOBEREREREZECMAEnIiIiIiIiUgAm4EREREREREQKwASciIiIiIiISAGYgBMREREREREpABNwIiIiIiIiIgVgAk5ERERERESkAEzAiYiIiIiIiBRApbYDICIiInrb2vgdhJJYo7bD+KBkBPev7RCIiOoczoATERFRtbi7u0MkEkEkEqFevXowNDTEJ598gnXr1qG4uLjK9URGRkJPT+/tBUpERFRHMAEnIiKianN2dkZWVhYyMjJw4MAB9OzZE19//TUGDBiAwsLC2g6PiIioTmECTkRERNUmFothZGSExo0bw8HBAbNnz8aePXtw4MABREZGAgCWLFkCGxsbaGpqwtTUFFOnTkVeXh4AIC4uDuPGjUNOTo4wm+7v7w8AyM/Ph7e3Nxo3bgxNTU106tQJcXFxtdNRIiKiGsAEnIiIiGpUr169YGtri127dgEAlJSUEBYWhj/++APr16/H0aNHMWvWLABA586dsWzZMujo6CArKwtZWVnw9vYGAHh4eCAhIQFRUVG4dOkShg4dCmdnZ1y/fr3W+kZERPQmuAkbERER1biWLVvi0qVLAABPT0/huEQiwQ8//IApU6Zg1apVUFVVha6uLkQiEYyMjIRymZmZiIiIQGZmJkxMTAAA3t7eiImJQUREBBYsWFBmu/n5+cjPzxee5+bmvoXeERERVQ8TcCIiIqpxMpkMIpEIAHDkyBEEBQXh2rVryM3NRWFhIZ49e4anT59CQ6PsnckvX76MoqIiWFpayh3Pz89HgwYNym03KCgIAQEBNdcRIiKiGsQEnIiIiGpcamoqmjZtioyMDAwYMABffvkl5s+fD319fZw6dQoTJkzA8+fPy03A8/LyoKysjKSkJCgrK8ud09LSKrddHx8fzJgxQ3iem5sLU1PTmukUERHRG2ICTkRERDXq6NGjuHz5Mr755hskJSWhuLgYISEhUFJ6sfXMtm3b5MqrqqqiqKhI7pi9vT2KioqQnZ2Nrl27VrltsVgMsVj85p0gIiJ6C5iAExERUbXl5+fj7t27KCoqwj///IOYmBgEBQVhwIABGDNmDK5cuYKCggIsX74cLi4uiI+Px5o1a+TqkEgkyMvLQ2xsLGxtbaGhoQFLS0u4ublhzJgxCAkJgb29Pe7du4fY2Fi0bdsW/fv3r6UeExERVR93QSciIqJqi4mJgbGxMSQSCZydnXHs2DGEhYVhz549UFZWhq2tLZYsWYKFCxeiTZs22LRpE4KCguTq6Ny5M6ZMmYLhw4fDwMAAixYtAgBERERgzJgx8PLygpWVFVxdXXHu3DmYmZnVRleJiIjemEgmk8lqOwgiIiKityE3Nxe6urow9dwGJXHZ95vT25ERzFUKRPTuK/k7kpOTAx0dnTeuj0vQiYiI6L13JUBaI/9xIiIiehNcgk5ERERERESkAEzAiYiIiIiIiBSACTgRERERERGRAvAecCIiInpvlew1m5ubW8uREBHRu6jk70dN7V3OBJyIiIjeW/fv3wcAmJqa1nIkRET0Lnv8+DF0dXXfuB4m4ERERPTe0tfXBwBkZmbWyH+cPjS5ubkwNTXF7du3uYt8NXD8qo9j92Y4fm/m5fHT1tbG48ePYWJiUiN1MwEnIiKi95aS0ovtbnR1dfmf0Dego6PD8XsDHL/q49i9GY7fmykZv5r8AJebsBEREREREREpABNwIiIiIiIiIgVgAk5ERETvLbFYDD8/P4jF4toO5Z3E8XszHL/q49i9GY7fm3mb4yeS1dR+6kRERERERERULs6AExERERERESkAE3AiIiIiIiIiBWACTkRERERERKQATMCJiIiIiIiIFIAJOBEREb23Vq5cCYlEAjU1NXTq1Alnz56t7ZDqHH9/f4hEIrlHy5YthfPPnj3DtGnT0KBBA2hpaWHIkCH4559/ajHi2nXixAm4uLjAxMQEIpEIu3fvljsvk8kwd+5cGBsbQ11dHU5OTrh+/bpcmQcPHsDNzQ06OjrQ09PDhAkTkJeXp8Be1J7Kxs/d3b3U69HZ2VmuzIc6fkFBQejQoQO0tbXRqFEjuLq6Ii0tTa5MVd6vmZmZ6N+/PzQ0NNCoUSPMnDkThYWFiuxKrajK+PXo0aPU62/KlClyZd50/JiAExER0Xtp69atmDFjBvz8/HDhwgXY2tpCKpUiOzu7tkOrc1q3bo2srCzhcerUKeHcN998g99++w3bt2/H8ePHcefOHQwePLgWo61dT548ga2tLVauXFnm+UWLFiEsLAxr1qxBYmIiNDU1IZVK8ezZM6GMm5sb/vjjDxw+fBj79u3DiRMnMHnyZEV1oVZVNn4A4OzsLPd63LJli9z5D3X8jh8/jmnTpuHMmTM4fPgwCgoK0KdPHzx58kQoU9n7taioCP3798fz589x+vRprF+/HpGRkZg7d25tdEmhqjJ+ADBp0iS519+iRYuEczUyfjIiIiKi91DHjh1l06ZNE54XFRXJTExMZEFBQbUYVd3j5+cns7W1LfPco0ePZPXq1ZNt375dOJaamioDIEtISFBQhHUXAFl0dLTwvLi4WGZkZCT78ccfhWOPHj2SicVi2ZYtW2QymUx29epVGQDZuXPnhDIHDhyQiUQi2f/93/8pLPa64NXxk8lksrFjx8oGDhxY7jUcv//Jzs6WAZAdP35cJpNV7f36+++/y5SUlGR3794VyqxevVqmo6Mjy8/PV2wHatmr4yeTyWTdu3eXff311+VeUxPjxxlwIiIieu88f/4cSUlJcHJyEo4pKSnByckJCQkJtRhZ3XT9+nWYmJigWbNmcHNzQ2ZmJgAgKSkJBQUFcuPYsmVLmJmZcRzLcPPmTdy9e1duvHR1ddGpUydhvBISEqCnp4f27dsLZZycnKCkpITExESFx1wXxcXFoVGjRrCyssKXX36J+/fvC+c4fv+Tk5MDANDX1wdQtfdrQkICbGxsYGhoKJSRSqXIzc3FH3/8ocDoa9+r41di06ZNaNiwIdq0aQMfHx88ffpUOFcT46dSA7ETERER1Sn//vsvioqK5P6TBACGhoa4du1aLUVVN3Xq1AmRkZGwsrJCVlYWAgIC0LVrV1y5cgV3796Fqqoq9PT05K4xNDTE3bt3ayfgOqxkTMp63ZWcu3v3Lho1aiR3XkVFBfr6+hxTvFh+PnjwYDRt2hTp6emYPXs2+vbti4SEBCgrK3P8/r/i4mJ4enqiS5cuaNOmDQBU6f169+7dMl+fJec+FGWNHwCMGjUK5ubmMDExwaVLl/Dtt98iLS0Nu3btAlAz48cEnIiIiOgD1rdvX+Hntm3bolOnTjA3N8e2bdugrq5ei5HRh2jEiBHCzzY2Nmjbti2aN2+OuLg49O7duxYjq1umTZuGK1euyO3XQFVX3vi9vJeAjY0NjI2N0bt3b6Snp6N58+Y10jaXoBMREdF7p2HDhlBWVi61++8///wDIyOjWorq3aCnpwdLS0vcuHEDRkZGeP78OR49eiRXhuNYtpIxqeh1Z2RkVGojwMLCQjx48IBjWoZmzZqhYcOGuHHjBgCOHwB4eHhg3759OHbsGJo0aSIcr8r71cjIqMzXZ8m5D0F541eWTp06AYDc6+9Nx48JOBEREb13VFVV0a5dO8TGxgrHiouLERsbC0dHx1qMrO7Ly8tDeno6jI2N0a5dO9SrV09uHNPS0pCZmclxLEPTpk1hZGQkN165ublITEwUxsvR0RGPHj1CUlKSUObo0aMoLi4W/rNP//P333/j/v37MDY2BvBhj59MJoOHhweio6Nx9OhRNG3aVO58Vd6vjo6OuHz5styHGIcPH4aOjg5atWqlmI7UksrGryzJyckAIPf6e+Pxq+amcURERER1WlRUlEwsFssiIyNlV69elU2ePFmmp6cnt3styWReXl6yuLg42c2bN2Xx8fEyJycnWcOGDWXZ2dkymUwmmzJliszMzEx29OhR2fnz52WOjo4yR0fHWo669jx+/Fh28eJF2cWLF2UAZEuWLJFdvHhRduvWLZlMJpMFBwfL9PT0ZHv27JFdunRJNnDgQFnTpk1l//33n1CHs7OzzN7eXpaYmCg7deqUzMLCQjZy5Mja6pJCVTR+jx8/lnl7e8sSEhJkN2/elB05ckTm4OAgs7CwkD179kyo40Mdvy+//FKmq6sri4uLk2VlZQmPp0+fCmUqe78WFhbK2rRpI+vTp48sOTlZFhMTIzMwMJD5+PjURpcUqrLxu3HjhiwwMFB2/vx52c2bN2V79uyRNWvWTNatWzehjpoYPybgRERE9N5avny5zMzMTKaqqirr2LGj7MyZM7UdUp0zfPhwmbGxsUxVVVXWuHFj2fDhw2U3btwQzv/333+yqVOnyurXry/T0NCQDRo0SJaVlVWLEdeuY8eOyQCUeowdO1Ymk734KjJfX1+ZoaGhTCwWy3r37i1LS0uTq+P+/fuykSNHyrS0tGQ6OjqycePGyR4/flwLvVG8isbv6dOnsj59+sgMDAxk9erVk5mbm8smTZpU6kOzD3X8yho3ALKIiAihTFXerxkZGbK+ffvK1NXVZQ0bNpR5eXnJCgoKFNwbxats/DIzM2XdunWT6evry8RisaxFixaymTNnynJycuTqedPxE/3/YIiIiIiIiIjoLeI94EREREREREQKwASciIiIiIiISAGYgBMREREREREpABNwIiIiIiIiIgVgAk5ERERERESkAEzAiYiIiIiIiBSACTgRERERERGRAjABJyIiIiIiIlIAJuBERERERERECsAEnIiIiIiIiEgBmIATERERERERKQATcCIiIiIiIiIF+H9RgjmxlPBqbQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_current_nan(df)"
    ]
@@ -492,7 +571,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "id": "845526d6d3720f77",
    "metadata": {
     "ExecuteTime": {
@@ -500,7 +579,18 @@
      "start_time": "2026-05-26T12:20:34.083131007Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_comp_null_overview(comp_original)"
    ]
@@ -527,7 +617,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "d9b324ad9ae02ee6",
    "metadata": {
     "ExecuteTime": {
@@ -535,7 +625,18 @@
      "start_time": "2026-05-26T12:20:34.287543747Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "df, crit_dropped = cleaning.drop_critical_nan(df)\n",
     "cplots.plot_critical_nan_drop(len(df), crit_dropped)"
@@ -551,7 +652,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "3bb2c11aec56d434",
    "metadata": {
     "ExecuteTime": {
@@ -583,7 +684,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "id": "ca4d23de5313c54",
    "metadata": {
     "ExecuteTime": {
@@ -591,7 +692,25 @@
      "start_time": "2026-05-26T12:20:34.422505765Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rows dropped (missing critical identifiers): 0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "comp_df, comp_crit_dropped = cleaning.drop_critical_comp_nan(comp_df)\n",
     "print(f\"Rows dropped (missing critical identifiers): {comp_crit_dropped}\")\n",
@@ -615,7 +734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "id": "8160370777831def",
    "metadata": {
     "ExecuteTime": {
@@ -623,7 +742,16 @@
      "start_time": "2026-05-26T12:20:34.550389778Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dtype : datetime64[us]\n",
+      "Range : 2018-01-01 → 2025-12-01\n"
+     ]
+    }
+   ],
    "source": [
     "df = cleaning.parse_dates(df)"
    ]
@@ -648,7 +776,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "dcf5d638fff68e42",
    "metadata": {
     "ExecuteTime": {
@@ -656,7 +784,15 @@
      "start_time": "2026-05-26T12:20:34.616287449Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "All 19 numeric columns successfully converted.\n"
+     ]
+    }
+   ],
    "source": [
     "df = cleaning.convert_numerics(df)"
    ]
@@ -677,7 +813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "id": "92b9425de0f0f187",
    "metadata": {
     "ExecuteTime": {
@@ -685,7 +821,18 @@
      "start_time": "2026-05-26T12:20:34.822936401Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dtypes after cast:\n",
+      "Service              string\n",
+      "Departure station    string\n",
+      "Arrival station      string\n"
+     ]
+    }
+   ],
    "source": [
     "df = cleaning.cast_string_columns(df)"
    ]
@@ -707,7 +854,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "9339652d213e105d",
    "metadata": {
     "ExecuteTime": {
@@ -715,7 +862,17 @@
      "start_time": "2026-05-26T12:20:34.926484834Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Unique Departure station: 64\n",
+      "Unique Arrival station: 63\n",
+      "Unique Service: 2\n"
+     ]
+    }
+   ],
    "source": [
     "df = cleaning.normalize_labels(df)"
    ]
@@ -746,7 +903,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "id": "ac03a11c8b42d48d",
    "metadata": {
     "ExecuteTime": {
@@ -754,7 +911,44 @@
      "start_time": "2026-05-26T12:20:35.018834903Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "All 1 numeric columns successfully converted.\n",
+      "Dtypes after cast:\n",
+      "Nom_Gare                 string\n",
+      "Trigramme                string\n",
+      "Segment(s) DRG           string\n",
+      "Id_Gare                  string\n",
+      "Code_UIC                 string\n",
+      "Position géographique    string\n",
+      "Unique Nom_Gare: 2782\n",
+      "Dtypes after normalisation:\n",
+      "Nom_Gare                 string\n",
+      "Trigramme                string\n",
+      "Segment(s) DRG           string\n",
+      "Position géographique    string\n",
+      "Code commune              int64\n",
+      "Code_UIC                 string\n",
+      "Id_Gare                  string\n",
+      "dtype: object\n",
+      "\n",
+      "Sample of normalised station names:\n",
+      "0                           ABANCOURT\n",
+      "1                            ABBARETZ\n",
+      "2                           ABBEVILLE\n",
+      "3                     ABLON-SUR-SEINE\n",
+      "4               ACHÈRES GRAND CORMIER\n",
+      "5                       ACHÈRES VILLE\n",
+      "6                     ACHIET-LE-GRAND\n",
+      "7        AÉROPORT CHARLES DE GAULLE 1\n",
+      "8    AÉROPORT CHARLES DE GAULLE 2 TGV\n",
+      "9                                AGAY\n"
+     ]
+    }
+   ],
    "source": [
     "comp_df = cleaning.convert_numerics(comp_df)\n",
     "comp_df = cleaning.cast_string_columns(comp_df)\n",
@@ -787,7 +981,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "id": "642d74a5359cb24e",
    "metadata": {
     "ExecuteTime": {
@@ -795,7 +989,29 @@
      "start_time": "2026-05-26T12:20:35.110238653Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Station count by primary segment:\n",
+      "Segment(s) DRG\n",
+      "C    1568\n",
+      "B    1081\n",
+      "A     133\n"
+     ]
+    }
+   ],
    "source": [
     "cplots.plot_comp_segment_distribution(comp_df)\n",
     "seg = comp_df[\"Segment(s) DRG\"].str.split(\";\").str[0]\n",
@@ -828,7 +1044,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "f01592f506b8db7c",
    "metadata": {
     "ExecuteTime": {
@@ -836,7 +1052,15 @@
      "start_time": "2026-05-26T12:20:35.362844605Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Station-like columns detected: ['Departure station', 'Arrival station']\n"
+     ]
+    }
+   ],
    "source": [
     "clusterer = cleaning.StationClusterer()\n",
     "df, station_cols, cluster_stats = clusterer.fit_transform(df)"
@@ -858,7 +1082,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "47192218f97f5a42",
    "metadata": {
     "ExecuteTime": {
@@ -866,7 +1090,50 @@
      "start_time": "2026-05-26T12:20:35.470690646Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "ANGERS SAINT LAUD\n",
+      "      'ANGERS SAINT LAUD'\n",
+      "    ↳ 'ANGERS ST LAUD'\n",
+      "\n",
+      "BORDEAUX SAINT JEAN\n",
+      "      'BORDEAUX SAINT JEAN'\n",
+      "    ↳ 'BORDEAUX ST JEAN'\n",
+      "\n",
+      "MARSEILLE SAINT CHARLES\n",
+      "      'MARSEILLE SAINT CHARLES'\n",
+      "    ↳ 'MARSEILLE ST CHARLES'\n",
+      "\n",
+      "NANCY\n",
+      "    ↳ 'ANNECY'\n",
+      "      'NANCY'\n",
+      "\n",
+      "NANTES\n",
+      "      'NANTES'\n",
+      "    ↳ 'VANNES'\n",
+      "\n",
+      "PARIS LYON\n",
+      "      'PARIS LYON'\n",
+      "    ↳ 'PARIS NORD'\n",
+      "\n",
+      "REIMS\n",
+      "    ↳ 'NIMES'\n",
+      "      'REIMS'\n",
+      "\n",
+      "SAINT ETIENNE CHATEAUCREUX\n",
+      "      'SAINT ETIENNE CHATEAUCREUX'\n",
+      "    ↳ 'ST ETIENNE CHATEAUCREUX'\n",
+      "\n",
+      "SAINT MALO\n",
+      "      'SAINT MALO'\n",
+      "    ↳ 'ST MALO'\n"
+     ]
+    }
+   ],
    "source": [
     "clusterer.print_merges()"
    ]
@@ -881,7 +1148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "id": "6d588931a007b7e6",
    "metadata": {
     "ExecuteTime": {
@@ -889,7 +1156,18 @@
      "start_time": "2026-05-26T12:20:35.564263863Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Clusters total    : 55\n",
+      "Clusters merged   : 4\n",
+      "Variants merged   : 4\n",
+      "Threshold used    : 80\n"
+     ]
+    }
+   ],
    "source": [
     "report.record_station_clustering(cluster_stats, station_cols)\n",
     "print(f\"Clusters total    : {cluster_stats['total']}\")\n",
@@ -900,7 +1178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "id": "3d0cf90f119b6c22",
    "metadata": {
     "ExecuteTime": {
@@ -908,7 +1186,18 @@
      "start_time": "2026-05-26T12:20:35.661655958Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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9z0Xp0qVVpUoVm28/xMfH6+eff1bLli2t7wlfX1/dunVLa9asuec2M+qtt96y+blevXo2r8Pd4uPjtWrVKrVu3VpPPPGEdXm5cuUUEBBwXxkMw9DixYvVsmVLGYZh8xoEBAQoLCzsvn8nAAAAgDs5OjqqU6dO2rZtm82QSfPmzVO+fPnUuHFjSZKrq6t1noH4+Hhdu3bNOpRMcp9Nu3XrZnONl5I729y6dUtXr15VnTp1ZBiG/v77b7v26f28fud+uJbLvGu5JE8//bSqVatm/fmJJ57Qiy++qFWrVik+Pv6+rm3S+t5ZvHixLBaLRowYYbfuzuGH7txWWFiYrl69qgYNGujUqVMKCwuzeV758uWt9wEkyc/PT2XKlLF5PZcvX66aNWvqmWeesS7z8vLSG2+8oeDgYOvQXklee+01m3N8932Gh3Vs95LUE+e3336zGcIsrdL7u3wv8fHxWr16tVq3bq3ixYtbl+fPn18vv/yy/vzzT7thxN544w2b81OvXj3Fx8frzJkz6d4/kJkoXAAmq1Gjhn755RfduHFDO3fu1NChQxUREaF27drZ/eFOTlRUlD788EPrmJ958uSRn5+fQkND0/0HN8mZM2dUqlQpu4m8koaWuvuP1503niVZixhJH2xdXV316aefasWKFcqXL5+1m/ClS5fSlCdpXMo7+fj4qFChQnbjkvr4+Nh8oD5+/LhWrlwpPz8/m0eTJk0k2U+CntQtOcmVK1cUFRWlkiVL2uW6e9nx48dlGIZKlSplt78jR45Y95V0/kqVKmXzfGdnZ5sPFqnp2LGjtmzZovPnz0tKHDfzypUr6tixo7VN7969Vbp0aTVv3lyFChVS9+7dtXLlyjRtPz2Se31y5syZ6oVNSEiIoqKi7M6BlHjRcj9CQkIUGhqqb775xu78v/baa5Ie7qT3AAAAeLQlTb6dNDfDuXPntHnzZnXq1EmOjo6SEsfbnzhxokqVKmVzvbZ///5kr9fuvh5JydmzZxUYGKhcuXJZ561o0KCBJNlt934+ryfhWi7zr+WSe76U+AW1yMhIhYSE3Ne1TVrfOydPnlSBAgWUK1euVNtt2bJFTZo0kaenp3x9feXn52edt+Hu99jd9wQk+/fYmTNnkr3Wu9/7DMl5EMd2Lx07dlTdunXVo0cP5cuXT506ddLChQvTXMRIz+9yWoSEhCgyMjLFc52QkGA3b8v9nGvgYWCOCyCLcHFxUY0aNVSjRg2VLl1ar732mhYtWpTsNwXu1K9fP82aNUsDBgzQ008/LR8fH1ksFnXq1Om+qv33I+lD+d0Mw7D+e8CAAWrZsqWWLFmiVatWafjw4frkk0/0xx9/qGrVqve1/bTsNyEhQU2bNtXgwYOTbVu6dGmbn9PyDZWUJCQkyGKxaMWKFclm8/Lyuu9t361jx44aOnSoFi1apAEDBmjhwoXy8fFRs2bNrG3y5s2rvXv3atWqVVqxYoVWrFihWbNm6dVXX7WbaP1OyU1SJ8lusu0kKb0OmSWteZLe7127dlW3bt2SfU7SOL0AAABARlWrVk1ly5bV/PnzNWzYMM2fP1+GYVgLGpI0duxYDR8+XN27d9dHH32kXLlyycHBQQMGDEj2ei0t1yPx8fFq2rSprl+/riFDhqhs2bLy9PTU+fPnFRgYaLfdjH5e51ouc6/l0ppHSt+1TUaO/24nT55U48aNVbZsWX3xxRcqXLiwXFxctHz5ck2cODHN77E7X8/0ehDblNJ/bPfi7u6uTZs2af369frvf/+rlStX6qefftKzzz6r1atXp/r7l97f5QflQZ1rIKMoXABZUNKEURcvXrQuS+nm7c8//6xu3brp888/ty6Ljo5WaGioTbuUnp+cIkWKaP/+/UpISLDpdXH06FHr+vtRokQJDRw4UAMHDtTx48dVpUoVff755/rxxx/va3tp3efNmzet38pJr7x588rNzU0nTpywW3f3shIlSsgwDBUrVszuQ/Sdks7f8ePH9eyzz1qXx8bG6vTp03ryySfvmatYsWKqWbOmfvrpJ/Xt21e//PKLWrduLVdXV5t2Li4uatmypVq2bKmEhAT17t1bM2bM0PDhw5P95pH0v29X3P0eysxuon5+fnJ3d9fx48ft1v3zzz/3lcfPz085cuRQfHz8fb/eAAAAQHp06dJFw4cP1/79+zVv3jyVKlVKNWrUsK7/+eef1ahRIwUFBdk8LzQ0VHny5LmvfR44cEDHjh3TnDlz9Oqrr1qXZ2SI2HtdL3ItlygzruWSnn+3Y8eOycPDw9pD5UFd25QoUUKrVq3S9evXU+yZ8PvvvysmJkZLly61+TZ+0pBZ96NIkSJ213pSxu8z3MmsY3NwcFDjxo3VuHFjffHFFxo7dqzef/99rV+/Xk2aNEnx9ys9v8tpvafj5+cnDw+PFM+1g4NDmieRB8zGUFGAidavX59sBXv58uWSbIfM8fT0tLtxKyVWxu/expQpU+y+je7p6SnJ/uZvcp5//nldunTJZg6FuLg4TZkyRV5eXtZui2kVGRmp6Ohom2UlSpRQjhw5FBMTk65tpVeHDh20bds2rVq1ym5daGio4uLiUn2+o6OjmjRpoiVLlujChQvW5SdOnNCKFSts2r700ktydHTUqFGj7F4TwzB07do1SYmFKT8/P02fPl23b9+2tpk9e3aaXp8kHTt21Pbt2zVz5kxdvXrVZpgoSdb9JXFwcLB+Kye1816kSBE5OjrajRk7derUNGe7F0dHRwUEBGjJkiU6e/asdfmRI0fsXitvb2/lyZPnnnkcHR3Vtm1bLV68WAcPHrTbZ0hISKblBwAAAKT/DRf14Ycfau/evTa9LaTkr9cWLVpkHfL1fiR9O/rO7RqGocmTJ9/3Nj08PCTZXy9yLfdgruW2bdtmM0fFv//+q99++03PPfecHB0dH+i1Tdu2bWUYhkaNGmW3LunYk3uPhYWFadasWfe93+eff147d+7Utm3brMtu3bqlb775RkWLFlX58uXve9tJzDi269ev2y2rUqWKpP9dd6d0PyY9v8tpvafj6Oio5557Tr/99pvN/DuXL1/WvHnz9Mwzz8jb2zvVbQBZBT0uABP169dPkZGRatOmjcqWLavbt29r69at+umnn1S0aFHr2JVSYjfktWvX6osvvlCBAgVUrFgx1apVSy+88IJ++OEH+fj4qHz58tq2bZvWrl2r3Llz2+yrSpUqcnR01KeffqqwsDC5urrq2WefVd68ee1yvfHGG5oxY4YCAwP1119/qWjRovr555+1ZcsWTZo0STly5EjXcR47dkyNGzdWhw4dVL58eTk5OenXX3/V5cuX1alTp/s7eWn07rvvaunSpXrhhRcUGBioatWq6datWzpw4IB+/vlnBQcH3/ObTiNHjtTq1atVt25d9erVS/Hx8frqq69UsWJF7d2719quRIkS+vjjjzV06FAFBwerdevWypEjh06fPq1ff/1Vb7zxhgYNGiRnZ2d9/PHHevPNN/Xss8+qY8eOOn36tGbNmpWucVE7dOigQYMGadCgQcqVK5fdN3F69Oih69ev69lnn1WhQoV05swZTZkyRVWqVLGOI5ocHx8ftW/fXlOmTJHFYlGJEiW0bNmyTJ8fYtSoUVq5cqXq1aun3r17W4tjFSpU0P79++2OZdy4cerRo4eqV6+uTZs26dixY3bbHDdunNavX69atWqpZ8+eKl++vK5fv649e/Zo7dq1yX6oBAAAAO5XsWLFVKdOHf3222+SZFe4eOGFFzR69Gi99tprqlOnjg4cOKC5c+em63P/3cqWLasSJUpo0KBBOn/+vLy9vbV48eIMjUfv7u6u8uXL66efflLp0qWVK1cuVaxYUXFxcVzLPYBruYoVKyogIED9+/eXq6ur9UtZd95wf1DXNo0aNdIrr7yiL7/8UsePH1ezZs2UkJCgzZs3q1GjRurbt6+ee+45a+/9N998Uzdv3tS3336rvHnz2owMkR7vvfee5s+fr+bNm6t///7KlSuX5syZo9OnT2vx4sV2c2xml2MbPXq0Nm3apBYtWqhIkSK6cuWKpk6dqkKFClknIi9RooR8fX01ffp05ciRQ56enqpVq1a6fpeTJnPv37+/AgIC5OjomOLv4Mcff6w1a9bomWeeUe/eveXk5KQZM2YoJiZG48ePT/cxAqYxAJhmxYoVRvfu3Y2yZcsaXl5ehouLi1GyZEmjX79+xuXLl23aHj161Khfv77h7u5uSDK6detmGIZh3Lhxw3jttdeMPHnyGF5eXkZAQIBx9OhRo0iRItY2Sb799lujePHihqOjoyHJWL9+vWEYhtGgQQOjQYMGNm0vX75s3a6Li4tRqVIlY9asWTZtTp8+bUgyPvvsM7tjk2SMGDHCMAzDuHr1qtGnTx+jbNmyhqenp+Hj42PUqlXLWLhw4T3PUbdu3QxPT0+75Q0aNDAqVKhgt7xIkSJGixYtbJZFREQYQ4cONUqWLGm4uLgYefLkMerUqWNMmDDBuH379j2PxTAMY926dUbVqlUNFxcXo0SJEsZ3331nDBw40HBzc7Nru3jxYuOZZ54xPD09DU9PT6Ns2bJGnz59jH/++cem3dSpU41ixYoZrq6uRvXq1Y1NmzYl+1qkpm7duoYko0ePHnbrfv75Z+O5554z8ubNa7i4uBhPPPGE8eabbxoXL16853ZDQkKMtm3bGh4eHkbOnDmNN9980zh48KAhyeZ9kNLrM2LECOPuPzF3vieSbNy40ahWrZrh4uJiFC9e3Jg+fXqyz42MjDRef/11w8fHx8iRI4fRoUMH48qVK8lu8/Lly0afPn2MwoULG87Ozoa/v7/RuHFj45tvvrnncQMAAADp9fXXXxuSjJo1a9qti46ONgYOHGjkz5/fcHd3N+rWrWts27bN7nP/+vXrDUnGokWL7LaRtC7p+s0wDOPw4cNGkyZNDC8vLyNPnjxGz549jX379mXo8/rWrVutn82TPmdzLZf513KSjD59+hg//vi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+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_station_clustering(cluster_stats[\"merged\"], cluster_stats[\"total\"], clusterer.clusters)"
    ]
@@ -935,7 +1224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "id": "ad14a9b79acb2aca",
    "metadata": {
     "ExecuteTime": {
@@ -943,7 +1232,29 @@
      "start_time": "2026-05-26T12:20:35.840028966Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Station-like columns detected: []\n",
+      "Clusters total  : 0\n",
+      "Clusters merged : 0\n",
+      "Variants merged : 0\n",
+      "Threshold used  : 80\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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VinPPPTd++OGH+Oc//5lVv1u3blG7du3M62VXqXzxxReZPlauXDlefvnl+O6779aoT7169cr8u1atWrHttttGtWrV4thjj82Ub7vttlGrVq3MfiN+vkKmQ4cOUbt27ZgzZ07mp1OnTlFcXFxqSfhRRx2VdYVXcXFxvPDCC9G1a9esK+5atGgRBx10UNa2jz76aJSUlMSxxx6bta8GDRrE1ltvHePHj4+IiLfeeitmzZoVp59+etaVVj169IiCgoJVnottttkm2rRpk3WFTXFxcTz88MPRpUuXzHeiVq1asWDBgnj++edX2eavdfrpp2e97tChQ9bnsLzi4uIYO3ZsdO3aNbbaaqtM+fbbbx+dO3deoz4kSRKPPPJIdOnSJZIkyfoMOnfuHEVFRWv8OwEAbFpyc3PjuOOOi4kTJ2bdkun++++P+vXrx3777RcREXl5eZnnHBQXF8e3336buVVNWeOO7t27Z43fV+SXdRYsWBBz5syJ3XffPZIkiXfffbdU/fKOxX65H+P0tTdOX6Z9+/bRtm3bzOutttoqDj/88Bg7dmwUFxev0bh1db87jzzySOTk5MSAAQNKvffL2xv9sq2ioqKYM2dOdOzYMb744osoKirK2q5ly5aZOV5ERGFhYWy77bZZn+czzzwTu+22W+y5556ZsurVq8dpp50WU6dOzdw6bJmePXtmnePl55C/1bGtyrKVPE888UTWLdJWV3l/l1eluLg4xo0bF127do1mzZplyjfffPP4wx/+EK+++mqp25SddtppWeenQ4cOUVxcHF9++WW59w/8NgQbQCrsuuuu8eijj8Z3330Xb7zxRvTv3z++//77OProo0sN/sqyaNGiuOyyyzL3pa1bt24UFhbGvHnzyj1oW+bLL7+MrbfeutTD6Jbdumr5AdAv/zAdEZmQY9nkKC8vL66++up49tlno379+pml6jNmzFit/iy7d+ovFRQURMOGDUvdO7egoCBrUjZ58uR47rnnorCwMOunU6dOEVH6Ie3LlsYvM2vWrFi0aFG0aNGiVL+WL5s8eXIkSRJbb711qf199NFHmX0tO39bb7111vaVKlXKGpyuTLdu3eJf//pXTJ8+PSJ+vrfrrFmzolu3bpk6Z555ZmyzzTZx0EEHRcOGDeOUU06J5557brXaL4+yPp/atWuvdHI8e/bsWLRoUalzEPHzxHdNzJ49O+bNmxfDhw8vdf579uwZEaU/bwCAFVn2cPBlz4b43//+F6+88kocd9xxkZubGxE/3+//xhtvjK233jprLP7f//63zLH48mPNFZk2bVr06NEj6tSpk3luRseOHSMiSrW7JmOxZYzT1/44vaztI36+OGnhwoUxe/bsNRq3ru535/PPP48tttgi6tSps9J6//rXv6JTp05RrVq1qFWrVhQWFmaeG7H8d2z5+V5E6e/Yl19+WeY4fk3nkGVZF8e2Kt26dYs99tgjevXqFfXr14/jjjsuHnroodUOOcrzu7w6Zs+eHQsXLlzhuS4pKSn13Jg1OdfA+uUZG0CqVK5cOXbdddfYddddY5tttomePXvGmDFjyrwa5ZfOOeecGDFiRPTp0yfat28fBQUFkZOTE8cdd9waXVGyJpZN7JaXJEnm33369IkuXbrE448/HmPHjo1LL700hgwZEi+99FLsvPPOa9T+6uy3pKQk9t9//7jwwgvLrLvNNttkvV6dq6BWpKSkJHJycuLZZ58ts2/Vq1df47aX161bt+jfv3+MGTMm+vTpEw899FAUFBTEgQcemKlTr169mDRpUowdOzaeffbZePbZZ2PEiBFx8sknl3oQ/C+V9aDFiCj1MPBlVvQ5rC2r259l3/cTTzwxunfvXuY2y+4lDQCwKm3bto3tttsuHnjggbjooovigQceiCRJMoFHRMSVV14Zl156aZxyyilx+eWXR506daJChQrRp0+fMsfiqzPWLC4ujv333z/mzp0bf/nLX2K77baLatWqxfTp06NHjx6l2v21YzHj9LU7Tl/d/kSUb9z6a45/eZ9//nnst99+sd1228UNN9wQjRo1isqVK8czzzwTN95442p/x375eZbXumgzovzHtipVqlSJCRMmxPjx4+Ppp5+O5557LkaPHh377rtvjBs3bqW/f+X9XV5X1tW5BtYdwQaQWsseevbNN99kylb0x92HH344unfvHtdff32m7Mcff4x58+Zl1VvR9mVp3Lhx/Pe//42SkpKsVRsff/xx5v010bx58zjvvPPivPPOi8mTJ0ebNm3i+uuvj3vvvXeN2lvdff7www+ZK7/Kq169epGfnx+fffZZqfeWL2vevHkkSRJNmzYtNRH7pWXnb/LkybHvvvtmyn/66aeYMmVK7LTTTqvsV9OmTWO33XaL0aNHx9lnnx2PPvpodO3aNfLy8rLqVa5cObp06RJdunSJkpKSOPPMM+OOO+6ISy+9tMyr2yL+7wqe5b9Da3OpcmFhYVSpUiUmT55c6r1PPvlkjfpTWFgYNWrUiOLi4jX+vAEAfumEE06ISy+9NP773//G/fffH1tvvXXsuuuumfcffvjh2GeffeLuu+/O2m7evHlRt27dNdrne++9F59++mmMGjUqTj755Ez5r7m96KrmAsbpP1sb4/Rl2y/v008/japVq2ZWuKyrcWvz5s1j7NixMXfu3BWubPjHP/4RixcvjieffDLrav5lt+RaE40bNy41jo/49XPIX1pfx1ahQoXYb7/9Yr/99osbbrghrrzyyrj44otj/Pjx0alTpxX+fpXnd3l15+uFhYVRtWrVFZ7rChUqrPZD7oENl1tRARu88ePHl3mVxDPPPBMR2bfkqVatWqk/7Eb8fPXF8m0MHTq01NXs1apVi4jSfxwuy8EHHxwzZszIeobD0qVLY+jQoVG9evXM0tnVtXDhwvjxxx+zypo3bx41atSIxYsXl6ut8jr22GNj4sSJMXbs2FLvzZs3L5YuXbrS7XNzc6NTp07x+OOPx9dff50p/+yzz+LZZ5/NqnvkkUdGbm5uDBo0qNRnkiRJfPvttxHxc3BVWFgYw4YNiyVLlmTqjBw5crU+n2W6desW//73v+Oee+6JOXPmZN2GKiIy+1umQoUKmSu/VnbeGzduHLm5uaXua3zbbbetdt9WJTc3Nzp37hyPP/54TJs2LVP+0UcflfqsatasGXXr1l1lf3Jzc+Ooo46KRx55JN5///1S+5w9e/Za6z8AsGlYtjrjsssui0mTJmWt1ogoeyw+ZsyYzO1C18Syq6t/2W6SJHHzzTevcZtVq1aNiNJzAeP0dTNOnzhxYtYzMr766qt44okn4oADDojc3Nx1Om496qijIkmSGDRoUKn3lh17Wd+xoqKiGDFixBrv9+CDD4433ngjJk6cmClbsGBBDB8+PJo0aRItW7Zc47aXWR/HNnfu3FJlbdq0iYj/m1OtaK5dnt/l1Z2v5+bmxgEHHBBPPPFE1vN/Zs6cGffff3/sueeeUbNmzZW2AWz4rNgANnjnnHNOLFy4MI444ojYbrvtYsmSJfHaa6/F6NGjo0mTJpn7q0b8vBT+hRdeiBtuuCG22GKLaNq0abRr1y4OPfTQ+Pvf/x4FBQXRsmXLmDhxYrzwwgux2WabZe2rTZs2kZubG1dffXUUFRVFXl5e7LvvvlGvXr1S/TrttNPijjvuiB49esTbb78dTZo0iYcffjj+9a9/xU033RQ1atQo13F++umnsd9++8Wxxx4bLVu2jIoVK8Zjjz0WM2fOjOOOO27NTt5quuCCC+LJJ5+MQw89NHr06BFt27aNBQsWxHvvvRcPP/xwTJ06dZVX0w0cODDGjRsXe+yxR5xxxhlRXFwct9xyS7Ru3TomTZqUqde8efO44ooron///jF16tTo2rVr1KhRI6ZMmRKPPfZYnHbaaXH++edHpUqV4oorrojevXvHvvvuG926dYspU6bEiBEjynXv3mOPPTbOP//8OP/886NOnTqlrvbq1atXzJ07N/bdd99o2LBhfPnllzF06NBo06ZN5l63ZSkoKIhjjjkmhg4dGjk5OdG8efN46qmn1vrzKQYNGhTPPfdcdOjQIc4888xMeNaqVav473//W+pYrrrqqujVq1fssssuMWHChPj0009LtXnVVVfF+PHjo127dvHHP/4xWrZsGXPnzo133nknXnjhhTInJgAAK9K0adPYfffd44knnoiIKBVsHHrooTF48ODo2bNn7L777vHee+/FfffdV64x3fK22267aN68eZx//vkxffr0qFmzZjzyyCO/6n74VapUiZYtW8bo0aNjm222iTp16kTr1q1j6dKlxunrYJzeunXr6Ny5c5x77rmRl5eXuSDnl3+QX1fj1n322SdOOumk+H//7//F5MmT48ADD4ySkpJ45ZVXYp999omzzz47DjjggMzK7t69e8cPP/wQd955Z9SrVy/rrgHl0a9fv3jggQfioIMOinPPPTfq1KkTo0aNiilTpsQjjzxS6vmNaTm2wYMHx4QJE+KQQw6Jxo0bx6xZs+K2226Lhg0bZh6U3rx586hVq1YMGzYsatSoEdWqVYt27dqV63d52cPmzz333OjcuXPk5uau8HfwiiuuiOeffz723HPPOPPMM6NixYpxxx13xOLFi+Oaa64p9zECG6AEYAP37LPPJqecckqy3XbbJdWrV08qV66ctGjRIjnnnHOSmTNnZtX9+OOPk7322iupUqVKEhFJ9+7dkyRJku+++y7p2bNnUrdu3aR69epJ586dk48//jhp3Lhxps4yd955Z9KsWbMkNzc3iYhk/PjxSZIkSceOHZOOHTtm1Z05c2am3cqVKyc77LBDMmLEiKw6U6ZMSSIiufbaa0sdW0QkAwYMSJIkSebMmZOcddZZyXbbbZdUq1YtKSgoSNq1a5c89NBDqzxH3bt3T6pVq1aqvGPHjkmrVq1KlTdu3Dg55JBDssq+//77pH///kmLFi2SypUrJ3Xr1k1233335LrrrkuWLFm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+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "comp_clusterer = cleaning.StationClusterer(\n",
     "\n",
@@ -991,7 +1302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "id": "c0a1f9c22a2cc8ed",
    "metadata": {
     "ExecuteTime": {
@@ -999,7 +1310,16 @@
      "start_time": "2026-05-26T12:20:36.075811943Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dep_late filled from dep_all : 322 row(s)\n",
+      "dep_all  filled from dep_late : 329 row(s)\n"
+     ]
+    }
+   ],
    "source": [
     "df, dep_late, dep_all = cleaning.recover_departure_delay(df)"
    ]
@@ -1014,7 +1334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "id": "8e03c14e5ec1d72f",
    "metadata": {
     "ExecuteTime": {
@@ -1022,7 +1342,15 @@
      "start_time": "2026-05-26T12:20:36.138275137Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dep_late=322, dep_all=329\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"dep_late={dep_late}, dep_all={dep_all}\")"
    ]
@@ -1050,7 +1378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "id": "e58320d001923802",
    "metadata": {
     "ExecuteTime": {
@@ -1058,7 +1386,16 @@
      "start_time": "2026-05-26T12:20:36.333892081Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "arr_late filled from arr_all : 310 row(s)\n",
+      "arr_all  filled from arr_late : 322 row(s)\n"
+     ]
+    }
+   ],
    "source": [
     "df, arr_late, arr_all = cleaning.recover_arrival_delay(df)"
    ]
@@ -1073,7 +1410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "id": "c73a1b248fa8c1ac",
    "metadata": {
     "ExecuteTime": {
@@ -1081,7 +1418,15 @@
      "start_time": "2026-05-26T12:20:36.422165790Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "arr_late=310, arr_all=322\n"
+     ]
+    }
+   ],
    "source": [
     "report.record_delay_recovery(dep_late, dep_all, arr_late, arr_all)\n",
     "print(f\"arr_late={arr_late}, arr_all={arr_all}\")"
@@ -1105,7 +1450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "id": "eb130b5084717e9f",
    "metadata": {
     "ExecuteTime": {
@@ -1113,7 +1458,34 @@
      "start_time": "2026-05-26T12:20:36.516427925Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Columns with remaining NaN (left as null intentionally):\n",
+      "Average journey time                                                             349\n",
+      "Number of scheduled trains                                                        25\n",
+      "Number of cancelled trains                                                       247\n",
+      "Number of trains delayed at departure                                            248\n",
+      "Average delay of late trains at departure                                         15\n",
+      "Average delay of all trains at departure                                          17\n",
+      "Number of trains delayed at arrival                                              254\n",
+      "Average delay of late trains at arrival                                           25\n",
+      "Average delay of all trains at arrival                                            17\n",
+      "Number of trains delayed > 15min                                                 244\n",
+      "Average delay of trains > 15min (if competing with flights)                      313\n",
+      "Number of trains delayed > 30min                                                 243\n",
+      "Number of trains delayed > 60min                                                 255\n",
+      "Pct delay due to external causes                                                 337\n",
+      "Pct delay due to infrastructure                                                  317\n",
+      "Pct delay due to traffic management                                              340\n",
+      "Pct delay due to rolling stock                                                   324\n",
+      "Pct delay due to station management and equipment reuse                          348\n",
+      "Pct delay due to passenger handling (crowding, disabled persons, connections)    326\n"
+     ]
+    }
+   ],
    "source": [
     "remaining = df.isnull().sum()\n",
     "remaining = remaining[remaining > 0]\n",
@@ -1134,7 +1506,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "id": "d3e3bb4607e8a2a2",
    "metadata": {
     "ExecuteTime": {
@@ -1142,14 +1514,24 @@
      "start_time": "2026-05-26T12:20:36.622936638Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nulls post recovery   : 4244\n",
+      "Recovered algebraic   : 1283\n",
+      "Algebraic coverage    : 3.3% of initial nulls\n"
+     ]
+    }
+   ],
    "source": [
     "report.record_recovery_summary(df)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "id": "44eccc37c0aa5f75",
    "metadata": {
     "ExecuteTime": {
@@ -1157,7 +1539,18 @@
      "start_time": "2026-05-26T12:20:36.671003236Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_algebraic_recovery(\n",
     "    report.get(\"null_recovered_algebraic\"),\n",
@@ -1179,7 +1572,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "id": "1f89702f62c67006",
    "metadata": {
     "ExecuteTime": {
@@ -1187,7 +1580,17 @@
      "start_time": "2026-05-26T12:20:36.871707561Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original : 12070 rows, 26 columns\n",
+      "Cleaned  : 11260 rows, 23 columns\n",
+      "Removed  : 810 rows, 3 columns\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"Original : {original_file.shape[0]} rows, {original_file.shape[1]} columns\")\n",
     "print(f\"Cleaned  : {df.shape[0]} rows, {df.shape[1]} columns\")\n",
@@ -1204,7 +1607,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "id": "aeae83bac994b913",
    "metadata": {
     "ExecuteTime": {
@@ -1212,7 +1615,20 @@
      "start_time": "2026-05-26T12:20:36.925258485Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step                                    Rows   Retained\n",
+      "────────────────────────────────────────────────────────\n",
+      "Raw dataset                           12,070    100.0%\n",
+      "After deduplication                   11,896     98.6%\n",
+      "After critical NaN drop               11,260     93.3%\n",
+      "Final (cleaned)                       11,260     93.3%\n"
+     ]
+    }
+   ],
    "source": [
     "report.record_pipeline_summary(\n",
     "    df,\n",
@@ -1236,7 +1652,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "id": "7b3f3daa636cbe49",
    "metadata": {
     "ExecuteTime": {
@@ -1244,7 +1660,18 @@
      "start_time": "2026-05-26T12:20:36.991938488Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_retention_funnel(steps, original_file.shape[0])"
    ]
@@ -1268,7 +1695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "id": "415d7932ed1a5b85",
    "metadata": {
     "ExecuteTime": {
@@ -1276,7 +1703,37 @@
      "start_time": "2026-05-26T12:20:37.199531382Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original : 2782 rows, 7 columns\n",
+      "Cleaned  : 2782 rows, 7 columns\n",
+      "Removed  : 0 rows\n",
+      "\n",
+      "Remaining null values per column:\n",
+      "  None — dataset is complete.\n",
+      "\n",
+      "Step                                         Rows   Retained\n",
+      "──────────────────────────────────────────────────────────────\n",
+      "Raw dataset                                 2,782    100.0%\n",
+      "After deduplication                         2,782    100.0%\n",
+      "After critical NaN drop                     2,782    100.0%\n",
+      "Final (cleaned)                             2,782    100.0%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print(f\"Original : {comp_original.shape[0]} rows, {comp_original.shape[1]} columns\")\n",
     "print(f\"Cleaned  : {comp_df.shape[0]} rows, {comp_df.shape[1]} columns\")\n",
@@ -1321,7 +1778,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "id": "df0ef655cd69902b",
    "metadata": {
     "ExecuteTime": {
@@ -1329,7 +1786,16 @@
      "start_time": "2026-05-26T12:20:37.432806379Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Years  : [2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025]\n",
+      "Months : [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\n"
+     ]
+    }
+   ],
    "source": [
     "df = features.add_time_features(df)"
    ]
@@ -1355,7 +1821,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "id": "5738f15d035f3de6",
    "metadata": {
     "ExecuteTime": {
@@ -1363,7 +1829,20 @@
      "start_time": "2026-05-26T12:20:37.502231581Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Season distribution:\n",
+      "season\n",
+      "summer    2832\n",
+      "autumn    2820\n",
+      "winter    2818\n",
+      "spring    2790\n"
+     ]
+    }
+   ],
    "source": [
     "df = features.add_season(df)"
    ]
@@ -1390,7 +1869,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "id": "aedca5b0def5b414",
    "metadata": {
     "ExecuteTime": {
@@ -1398,7 +1877,21 @@
      "start_time": "2026-05-26T12:20:37.715361665Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Delay category distribution:\n",
+      "delay_category\n",
+      "early        217\n",
+      "on_time     4954\n",
+      "slight      5684\n",
+      "moderate     373\n",
+      "severe        15\n"
+     ]
+    }
+   ],
    "source": [
     "df = features.add_delay_category(df)"
    ]
@@ -1422,7 +1915,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "id": "b20b54302ff213de",
    "metadata": {
     "ExecuteTime": {
@@ -1430,7 +1923,15 @@
      "start_time": "2026-05-26T12:20:37.928534746Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cancellation_rate — min: 0.0000  mean: 0.0385  max: 0.9268\n"
+     ]
+    }
+   ],
    "source": [
     "df = features.add_cancellation_rate(df)"
    ]
@@ -1455,7 +1956,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "id": "645b9262153e0ec8",
    "metadata": {
     "ExecuteTime": {
@@ -1463,7 +1964,15 @@
      "start_time": "2026-05-26T12:20:38.071371195Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "punctuality_rate — min: 0.0000  mean: 0.8611  max: 1.0000\n"
+     ]
+    }
+   ],
    "source": [
     "df = features.add_punctuality_rate(df)"
    ]
@@ -1487,7 +1996,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "id": "beb6a86bf4bd39dc",
    "metadata": {
     "ExecuteTime": {
@@ -1495,7 +2004,16 @@
      "start_time": "2026-05-26T12:20:38.165903207Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[FIXED] Number of trains delayed > 30min: 41 negative value(s) → route median\n",
+      "Total: 41 fix(es)\n"
+     ]
+    }
+   ],
    "source": [
     "df, neg_fixed = cleaning.fix_negative_counts(df)"
    ]
@@ -1510,7 +2028,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "id": "6aa8ab03a6b2784f",
    "metadata": {
     "ExecuteTime": {
@@ -1518,7 +2036,15 @@
      "start_time": "2026-05-26T12:20:38.288464518Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "neg_fixed=41\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"neg_fixed={neg_fixed}\")"
    ]
@@ -1537,7 +2063,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "id": "8fbe3bc39931284e",
    "metadata": {
     "ExecuteTime": {
@@ -1545,7 +2071,17 @@
      "start_time": "2026-05-26T12:20:38.454292351Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[FIXED] Number of cancelled trains: 54 value(s) exceeded scheduled → route median\n",
+      "[FIXED] Number of trains delayed at departure: 15 value(s) exceeded scheduled → route median\n",
+      "Total: 69 fix(es)\n"
+     ]
+    }
+   ],
    "source": [
     "df, overflow_fixed = cleaning.fix_count_overflow(df)"
    ]
@@ -1560,7 +2096,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "id": "c1b5b3dfa7fe934d",
    "metadata": {
     "ExecuteTime": {
@@ -1568,7 +2104,15 @@
      "start_time": "2026-05-26T12:20:38.630943733Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "overflow_fixed=69\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"overflow_fixed={overflow_fixed}\")"
    ]
@@ -1591,7 +2135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "id": "8d6bd94941c31026",
    "metadata": {
     "ExecuteTime": {
@@ -1599,7 +2143,17 @@
      "start_time": "2026-05-26T12:20:38.729094574Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[FIXED] Number of trains delayed > 30min > Number of trains delayed > 15min: 3 row(s)\n",
+      "[FIXED] Number of trains delayed > 60min > Number of trains delayed > 30min: 311 row(s)\n",
+      "Total: 314 fix(es)\n"
+     ]
+    }
+   ],
    "source": [
     "df, hier_fixed = cleaning.fix_delay_hierarchy(df)"
    ]
@@ -1614,7 +2168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "id": "215e6417f8b0b389",
    "metadata": {
     "ExecuteTime": {
@@ -1641,7 +2195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "id": "2eef31e36af46831",
    "metadata": {
     "ExecuteTime": {
@@ -1649,14 +2203,23 @@
      "start_time": "2026-05-26T12:20:39.040008329Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cancellation_rate — min: 0.0000  mean: 0.0385  max: 0.9268\n",
+      "punctuality_rate  — min: 0.0000  mean: 0.8611  max: 1.0000\n"
+     ]
+    }
+   ],
    "source": [
     "df = cleaning.recompute_rates(df)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "id": "9b3c64e4133920f5",
    "metadata": {
     "ExecuteTime": {
@@ -1664,7 +2227,18 @@
      "start_time": "2026-05-26T12:20:39.150438987Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_corrections(neg_fixed, overflow_fixed, hier_fixed)"
    ]
@@ -1690,7 +2264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "id": "d0cd42ac594672da",
    "metadata": {
     "ExecuteTime": {
@@ -1698,7 +2272,16 @@
      "start_time": "2026-05-26T12:20:39.270422672Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "After merge: 11260 rows, 41 columns\n",
+      "Columns: ['Date', 'Service', 'Departure station', 'Arrival station', 'Average journey time', 'Number of scheduled trains', 'Number of cancelled trains', 'Number of trains delayed at departure', 'Average delay of late trains at departure', 'Average delay of all trains at departure', 'Number of trains delayed at arrival', 'Average delay of late trains at arrival', 'Average delay of all trains at arrival', 'Number of trains delayed > 15min', 'Average delay of trains > 15min (if competing with flights)', 'Number of trains delayed > 30min', 'Number of trains delayed > 60min', 'Pct delay due to external causes', 'Pct delay due to infrastructure', 'Pct delay due to traffic management', 'Pct delay due to rolling stock', 'Pct delay due to station management and equipment reuse', 'Pct delay due to passenger handling (crowding, disabled persons, connections)', 'year', 'month', 'season', 'delay_category', 'cancellation_rate', 'punctuality_rate', 'departure_station_id', 'departure_station_geo', 'departure_station_trigrame', 'departure_station_segment', 'departure_station_comunal_code', 'departure_station_UIC_code', 'arrival_station_id', 'arrival_station_geo', 'arrival_station_trigrame', 'arrival_station_segment', 'arrival_station_comunal_code', 'arrival_station_UIC_code']\n"
+     ]
+    }
+   ],
    "source": [
     "df = merging.merge_trains(df, comp_df)\n",
     "print(f\"After merge: {len(df)} rows, {len(df.columns)} columns\")\n",
@@ -1728,7 +2311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "id": "a2bf6781c07ef9c7",
    "metadata": {
     "ExecuteTime": {
@@ -1736,7 +2319,16 @@
      "start_time": "2026-05-26T12:20:39.475711109Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Exported: 11260 rows, 41 columns → cleaned_dataset.csv\n",
+      "Columns: ['Date', 'Service', 'Departure station', 'Arrival station', 'Average journey time', 'Number of scheduled trains', 'Number of cancelled trains', 'Number of trains delayed at departure', 'Average delay of late trains at departure', 'Average delay of all trains at departure', 'Number of trains delayed at arrival', 'Average delay of late trains at arrival', 'Average delay of all trains at arrival', 'Number of trains delayed > 15min', 'Average delay of trains > 15min (if competing with flights)', 'Number of trains delayed > 30min', 'Number of trains delayed > 60min', 'Pct delay due to external causes', 'Pct delay due to infrastructure', 'Pct delay due to traffic management', 'Pct delay due to rolling stock', 'Pct delay due to station management and equipment reuse', 'Pct delay due to passenger handling (crowding, disabled persons, connections)', 'year', 'month', 'season', 'delay_category', 'cancellation_rate', 'punctuality_rate', 'departure_station_id', 'departure_station_geo', 'departure_station_trigrame', 'departure_station_segment', 'departure_station_comunal_code', 'departure_station_UIC_code', 'arrival_station_id', 'arrival_station_geo', 'arrival_station_trigrame', 'arrival_station_segment', 'arrival_station_comunal_code', 'arrival_station_UIC_code']\n"
+     ]
+    }
+   ],
    "source": [
     "df = df.reset_index(drop=True)\n",
     "df.to_csv(\"data/processed/trains/cleaned_dataset.csv\", index=False)\n",
@@ -1780,7 +2372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "id": "c92d4b6543c1d400",
    "metadata": {
     "ExecuteTime": {
@@ -1788,7 +2380,39 @@
      "start_time": "2026-05-26T12:20:39.752295545Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Overall completeness : 97.05%  (448,048 / 461,660 cells non-null)\n",
+      "\n",
+      "Least complete columns:\n",
+      "   93.6%  ░  arrival_station_geo\n",
+      "   93.6%  ░  arrival_station_trigrame\n",
+      "   93.6%  ░  arrival_station_UIC_code\n",
+      "   93.6%  ░  arrival_station_comunal_code\n",
+      "   93.6%  ░  arrival_station_segment\n",
+      "\n",
+      "Most complete columns:\n",
+      "  100.0%  Date\n",
+      "  100.0%  Service\n",
+      "  100.0%  Departure station\n",
+      "  100.0%  Arrival station\n",
+      "  100.0%  season\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.9705"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "audit.check_completeness(df, report)"
    ]
@@ -1813,7 +2437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "id": "6e2dee3ed4637184",
    "metadata": {
     "ExecuteTime": {
@@ -1821,7 +2445,243 @@
      "start_time": "2026-05-26T12:20:39.839382185Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                               n     mean      std      min      p25   median      p75       max\n",
+      "column                                                                                                          \n",
+      "Number of scheduled trains                 11235  270.733  182.945    0.000  150.000  229.000  358.000  1100.000\n",
+      "Average delay of all trains at arrival     11243    6.073    5.464 -173.077    3.358    5.326    8.069    92.000\n",
+      "Average delay of all trains at departure   11243    3.150    5.190 -229.269    1.208    2.325    3.952   115.047\n",
+      "Average delay of late trains at arrival    11235   35.532   16.005  -40.371   25.890   33.750   42.887   299.600\n",
+      "Average delay of late trains at departure  11245   12.318   11.957   -5.370    6.174   10.343   15.769   316.188\n",
+      "cancellation_rate                          10924    0.039    0.086    0.000    0.000    0.007    0.031     0.927\n",
+      "punctuality_rate                           10915    0.861    0.077    0.000    0.826    0.874    0.912     1.000\n",
+      "Average journey time                       10911  170.805   88.043    0.000  100.000  163.000  223.000   703.130\n",
+      "Pct delay due to external causes           10923   21.559   16.003    0.000   10.526   19.048   30.000   100.000\n",
+      "Pct delay due to infrastructure            10943   21.876   14.878    0.000   11.940   20.000   29.630   100.000\n",
+      "Pct delay due to traffic management        10920   20.410   14.717    0.000   10.345   18.750   28.571   100.000\n",
+      "Pct delay due to rolling stock             10936   18.845   13.485    0.000   10.000   16.949   25.343   100.000\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>n</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>p25</th>\n",
+       "      <th>median</th>\n",
+       "      <th>p75</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>column</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Number of scheduled trains</th>\n",
+       "      <td>11235</td>\n",
+       "      <td>270.733</td>\n",
+       "      <td>182.945</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>150.000</td>\n",
+       "      <td>229.000</td>\n",
+       "      <td>358.000</td>\n",
+       "      <td>1100.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Average delay of all trains at arrival</th>\n",
+       "      <td>11243</td>\n",
+       "      <td>6.073</td>\n",
+       "      <td>5.464</td>\n",
+       "      <td>-173.077</td>\n",
+       "      <td>3.358</td>\n",
+       "      <td>5.326</td>\n",
+       "      <td>8.069</td>\n",
+       "      <td>92.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Average delay of all trains at departure</th>\n",
+       "      <td>11243</td>\n",
+       "      <td>3.150</td>\n",
+       "      <td>5.190</td>\n",
+       "      <td>-229.269</td>\n",
+       "      <td>1.208</td>\n",
+       "      <td>2.325</td>\n",
+       "      <td>3.952</td>\n",
+       "      <td>115.047</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Average delay of late trains at arrival</th>\n",
+       "      <td>11235</td>\n",
+       "      <td>35.532</td>\n",
+       "      <td>16.005</td>\n",
+       "      <td>-40.371</td>\n",
+       "      <td>25.890</td>\n",
+       "      <td>33.750</td>\n",
+       "      <td>42.887</td>\n",
+       "      <td>299.600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Average delay of late trains at departure</th>\n",
+       "      <td>11245</td>\n",
+       "      <td>12.318</td>\n",
+       "      <td>11.957</td>\n",
+       "      <td>-5.370</td>\n",
+       "      <td>6.174</td>\n",
+       "      <td>10.343</td>\n",
+       "      <td>15.769</td>\n",
+       "      <td>316.188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cancellation_rate</th>\n",
+       "      <td>10924</td>\n",
+       "      <td>0.039</td>\n",
+       "      <td>0.086</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.007</td>\n",
+       "      <td>0.031</td>\n",
+       "      <td>0.927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>punctuality_rate</th>\n",
+       "      <td>10915</td>\n",
+       "      <td>0.861</td>\n",
+       "      <td>0.077</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.826</td>\n",
+       "      <td>0.874</td>\n",
+       "      <td>0.912</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Average journey time</th>\n",
+       "      <td>10911</td>\n",
+       "      <td>170.805</td>\n",
+       "      <td>88.043</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>100.000</td>\n",
+       "      <td>163.000</td>\n",
+       "      <td>223.000</td>\n",
+       "      <td>703.130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pct delay due to external causes</th>\n",
+       "      <td>10923</td>\n",
+       "      <td>21.559</td>\n",
+       "      <td>16.003</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>10.526</td>\n",
+       "      <td>19.048</td>\n",
+       "      <td>30.000</td>\n",
+       "      <td>100.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pct delay due to infrastructure</th>\n",
+       "      <td>10943</td>\n",
+       "      <td>21.876</td>\n",
+       "      <td>14.878</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>11.940</td>\n",
+       "      <td>20.000</td>\n",
+       "      <td>29.630</td>\n",
+       "      <td>100.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pct delay due to traffic management</th>\n",
+       "      <td>10920</td>\n",
+       "      <td>20.410</td>\n",
+       "      <td>14.717</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>10.345</td>\n",
+       "      <td>18.750</td>\n",
+       "      <td>28.571</td>\n",
+       "      <td>100.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pct delay due to rolling stock</th>\n",
+       "      <td>10936</td>\n",
+       "      <td>18.845</td>\n",
+       "      <td>13.485</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>16.949</td>\n",
+       "      <td>25.343</td>\n",
+       "      <td>100.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               n     mean      std      min  \\\n",
+       "column                                                                        \n",
+       "Number of scheduled trains                 11235  270.733  182.945    0.000   \n",
+       "Average delay of all trains at arrival     11243    6.073    5.464 -173.077   \n",
+       "Average delay of all trains at departure   11243    3.150    5.190 -229.269   \n",
+       "Average delay of late trains at arrival    11235   35.532   16.005  -40.371   \n",
+       "Average delay of late trains at departure  11245   12.318   11.957   -5.370   \n",
+       "cancellation_rate                          10924    0.039    0.086    0.000   \n",
+       "punctuality_rate                           10915    0.861    0.077    0.000   \n",
+       "Average journey time                       10911  170.805   88.043    0.000   \n",
+       "Pct delay due to external causes           10923   21.559   16.003    0.000   \n",
+       "Pct delay due to infrastructure            10943   21.876   14.878    0.000   \n",
+       "Pct delay due to traffic management        10920   20.410   14.717    0.000   \n",
+       "Pct delay due to rolling stock             10936   18.845   13.485    0.000   \n",
+       "\n",
+       "                                               p25   median      p75       max  \n",
+       "column                                                                          \n",
+       "Number of scheduled trains                 150.000  229.000  358.000  1100.000  \n",
+       "Average delay of all trains at arrival       3.358    5.326    8.069    92.000  \n",
+       "Average delay of all trains at departure     1.208    2.325    3.952   115.047  \n",
+       "Average delay of late trains at arrival     25.890   33.750   42.887   299.600  \n",
+       "Average delay of late trains at departure    6.174   10.343   15.769   316.188  \n",
+       "cancellation_rate                            0.000    0.007    0.031     0.927  \n",
+       "punctuality_rate                             0.826    0.874    0.912     1.000  \n",
+       "Average journey time                       100.000  163.000  223.000   703.130  \n",
+       "Pct delay due to external causes            10.526   19.048   30.000   100.000  \n",
+       "Pct delay due to infrastructure             11.940   20.000   29.630   100.000  \n",
+       "Pct delay due to traffic management         10.345   18.750   28.571   100.000  \n",
+       "Pct delay due to rolling stock              10.000   16.949   25.343   100.000  "
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "audit.check_distributions(df, report)"
    ]
@@ -1842,7 +2702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "id": "9d32790457001586",
    "metadata": {
     "ExecuteTime": {
@@ -1850,14 +2710,46 @@
      "start_time": "2026-05-26T12:20:40.131536014Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Column                                                     N outliers     Rate\n",
+      "──────────────────────────────────────────────────────────────────────────────────\n",
+      "cancellation_rate                                                 349   3.10%  █████████\n",
+      "Number of cancelled trains                                        243   2.16%  ██████\n",
+      "Number of trains delayed > 60min                                  216   1.92%  █████\n",
+      "Number of trains delayed > 30min                                  200   1.78%  █████\n",
+      "Pct delay due to passenger handling (crowding, disabled persons, connections)        189   1.68%  █████\n",
+      "Number of trains delayed at departure                             186   1.65%  ████\n",
+      "Number of trains delayed > 15min                                  178   1.58%  ████\n",
+      "Number of trains delayed at arrival                               163   1.45%  ████\n",
+      "Pct delay due to infrastructure                                   147   1.31%  ███\n",
+      "Pct delay due to station management and equipment reuse           144   1.28%  ███\n",
+      "punctuality_rate                                                  144   1.28%  ███\n",
+      "Number of scheduled trains                                        135   1.20%  ███\n",
+      "Pct delay due to external causes                                  132   1.17%  ███\n",
+      "Average delay of late trains at arrival                           115   1.02%  ███\n",
+      "Pct delay due to traffic management                               114   1.01%  ███\n",
+      "Pct delay due to rolling stock                                    108   0.96%  ██\n",
+      "Average journey time                                              101   0.90%  ██\n",
+      "Average delay of late trains at departure                          95   0.84%  ██\n",
+      "Average delay of all trains at departure                           87   0.77%  ██\n",
+      "Average delay of all trains at arrival                             76   0.67%  ██\n",
+      "Average delay of trains > 15min (if competing with flights)         73   0.65%  █\n",
+      "departure_station_comunal_code                                      0   0.00%  \n",
+      "arrival_station_comunal_code                                        0   0.00%  \n"
+     ]
+    }
+   ],
    "source": [
     "outlier_rows = audit.check_outliers(df, report)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 62,
    "id": "7587743333a9c8a8",
    "metadata": {
     "ExecuteTime": {
@@ -1865,7 +2757,18 @@
      "start_time": "2026-05-26T12:20:40.839461642Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_outlier_rates(outlier_rows)"
    ]
@@ -1894,7 +2797,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 63,
    "id": "d9544d85ed7de3c9",
    "metadata": {
     "ExecuteTime": {
@@ -1902,14 +2805,33 @@
      "start_time": "2026-05-26T12:20:41.290532523Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Validity checks:\n",
+      "  ✓ cancellation_rate_in_0_1\n",
+      "  ✓ punctuality_rate_in_0_1\n",
+      "  ✓ no_negative_scheduled\n",
+      "  ✗ hierarchy_15min_30min\n",
+      "  ✗ hierarchy_30min_60min\n",
+      "  ✓ pct_delay_sum_le_105\n",
+      "  ✓ date_range_sane\n",
+      "  ✓ service_only_2_values\n",
+      "  ✓ no_fully_null_rows\n",
+      "\n",
+      "7/9 checks passed\n"
+     ]
+    }
+   ],
    "source": [
     "checks = audit.check_validity(df, report)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "id": "9faf0473d0459a63",
    "metadata": {
     "ExecuteTime": {
@@ -1917,7 +2839,18 @@
      "start_time": "2026-05-26T12:20:41.406382528Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_validity_checks(checks)"
    ]
@@ -1943,7 +2876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 65,
    "id": "9bd0253a2556fba3",
    "metadata": {
     "ExecuteTime": {
@@ -1951,7 +2884,31 @@
      "start_time": "2026-05-26T12:20:41.655312096Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total corrections : 424\n",
+      "Total recovered   : 1,283\n",
+      "Correction rate   : 0.0918% of all cells\n",
+      "Recovery vs nulls : 3.3% of initial nulls recovered algebraically\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'total_corrections': 424,\n",
+       " 'total_recovered': 1283,\n",
+       " 'correction_rate': 0.000918,\n",
+       " 'recovery_vs_null': 0.033}"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "audit.check_effectiveness(df, report)"
    ]
@@ -1973,7 +2930,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 66,
    "id": "75b1e0e60db16192",
    "metadata": {
     "ExecuteTime": {
@@ -1981,7 +2938,31 @@
      "start_time": "2026-05-26T12:20:41.760980065Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Report saved: 238 entries → data/processed/audit/cleaning_report.csv\n",
+      "category\n",
+      "numeric_distribution       96\n",
+      "completeness_per_column    41\n",
+      "initial_null_per_column    26\n",
+      "outlier_analysis           23\n",
+      "validity_checks            11\n",
+      "initial_state               7\n",
+      "cleaning                    6\n",
+      "station_clustering          5\n",
+      "data_recovery               4\n",
+      "pipeline_summary            4\n",
+      "pipeline_effectiveness      4\n",
+      "final_state                 4\n",
+      "recovery_summary            3\n",
+      "data_correction             3\n",
+      "quality_score               1\n"
+     ]
+    }
+   ],
    "source": [
     "report.record_final_state(df, original_rows=original_file.shape[0])\n",
     "report.export(\"data/processed/audit/cleaning_report.csv\")"
@@ -2049,7 +3030,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 67,
    "id": "41f249bd255f40d8",
    "metadata": {
     "ExecuteTime": {
@@ -2057,7 +3038,18 @@
      "start_time": "2026-05-26T12:20:41.839267365Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_delay_distribution(df)"
    ]
@@ -2085,7 +3077,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 68,
    "id": "7e15e4b54b061eec",
    "metadata": {
     "ExecuteTime": {
@@ -2093,7 +3085,18 @@
      "start_time": "2026-05-26T12:20:42.271152140Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_seasonal_delay(df)"
    ]
@@ -2115,7 +3118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 69,
    "id": "e80ce46489038461",
    "metadata": {
     "ExecuteTime": {
@@ -2123,7 +3126,18 @@
      "start_time": "2026-05-26T12:20:42.405914559Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_top_stations_by_delay(df)"
    ]
@@ -2151,7 +3165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 70,
    "id": "1f6f576c21695f87",
    "metadata": {
     "ExecuteTime": {
@@ -2159,7 +3173,18 @@
      "start_time": "2026-05-26T12:20:42.640668311Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_monthly_trend(df)"
    ]
@@ -2186,7 +3211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
    "id": "8372f44ca52044c4",
    "metadata": {
     "ExecuteTime": {
@@ -2194,7 +3219,18 @@
      "start_time": "2026-05-26T12:20:42.824214423Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_delay_categories(df)"
    ]
@@ -2222,7 +3258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "id": "a2043c4ff726cb03",
    "metadata": {
     "ExecuteTime": {
@@ -2230,7 +3266,18 @@
      "start_time": "2026-05-26T12:20:42.972596784Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_correlation_matrix(df)"
    ]
@@ -2256,7 +3303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "id": "2a96c540806b0066",
    "metadata": {
     "ExecuteTime": {
@@ -2264,7 +3311,18 @@
      "start_time": "2026-05-26T12:20:43.257109552Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_cancellation_by_service(df)"
    ]
@@ -2320,7 +3378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "id": "322153b6eb838911",
    "metadata": {
     "ExecuteTime": {
@@ -2328,7 +3386,33 @@
      "start_time": "2026-05-26T12:20:43.430223386Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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f0JvfrvMzy8oAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1100x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average arrival delay by year (ranked):\n",
+      "  2025: 7.27 min ← worst\n",
+      "  2018: 7.07 min\n",
+      "  2023: 6.79 min\n",
+      "  2022: 6.42 min\n",
+      "  2024: 6.27 min\n",
+      "  2019: 5.38 min\n",
+      "  2020: 4.63 min\n",
+      "  2021: 4.62 min ← best\n"
+     ]
+    }
+   ],
    "source": [
     "eplots.plot_delays_by_year(df)\n",
     "\n",
@@ -2358,7 +3442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "id": "f5fbadf11b5f5bd2",
    "metadata": {
     "ExecuteTime": {
@@ -2366,7 +3450,18 @@
      "start_time": "2026-05-26T12:20:43.700283575Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1100x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_top_delay_periods(df)"
    ]
@@ -2391,7 +3486,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 76,
    "id": "d651eaad92a26209",
    "metadata": {
     "ExecuteTime": {
@@ -2399,7 +3494,33 @@
      "start_time": "2026-05-26T12:20:43.892988553Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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27Fmt8YieTgKFhYVBJpPl2UbFihW1XkdHRyMhIQFLlizBkiVLChTXs44dO4Zx48bhxIkTeRISiYmJsLa2fu5net6yp/Xo0QNz5szBtm3b0Lt3b6SkpGDXrl34+OOPtfbBpUuX8L///Q+HDh1CUlJSnrheRFhYGACgUqVKWu2Ojo55klY3btzA+fPnC/x7flp6ejqmTZuGFStW4P79+1qzYD4ds42NDTp16oTffvsNkyZNAqBJDFeoUCE3efs8T2/7aU8n1ADk/v48PDx0tsfHxz/3vZ7dJqBJYhVk3YJ6kWN59OjROHDgABo0aICKFSvijTfeQO/evdGkSZM86zzeT8+ORfe0lJQUreTvi7CwsICFhcVz+9WvXx8AtCYHuHHjBoQQeY7LxxQKRe6/7969i2+//Rbbtm3Ls9+f/f9gZGQEd3f3An+Gx6ysrDBjxozcY3DOnDnPTaDro1Ao8O677+K3335DgwYNEB4ejt69e+vs+/h89+z5zcXFBTY2Nrn/fx8rjOOxOI5pIiKisozJNiKicurQoUN48OAB1q5di7Vr1+ZZvnr1arzxxhsAgJ49e2Lx4sXYvXs3unbtivXr16NKlSqoWbNmbn+1Wo3AwEDMmjVL5/s9m8zQdZP6559/onPnzmjevDkWLlwIV1dXKBQKrFixIs/g7gXxeMD+vn37on///jr7PB6EXZdbt26hdevWqFKlCmbNmgUPDw8YGxtj165dmD17dp4JAfK78S7oTXmjRo3g7e2N9evXo3fv3ti+fTvS09O1EpsJCQkICgqClZUVJk6cCD8/P5iYmODMmTMYPXr0cycqeBVqtRqvv/46vvrqK53LK1eurHfdzz77DCtWrMCwYcPw2muvwdraGpIkoWfPnnli7tevHzZs2IDjx48jMDAQ27Ztw5AhQ547O6W9vT0A/UkyXYPP59euL2n3ouvqS2YVdEKLFzmWq1atimvXrmHHjh3Ys2cPNm3ahIULF+Lbb7/FhAkTtNaJj4+HmZlZvsfnjBkz8qxXUOPGjcszYUlBqdVqSJKE3bt369zHj5N4KpUKr7/+OuLi4jB69GhUqVIF5ubmuH//PgYMGJDn2FIqlS81y+nt27fRp08fVKlSBenp6XjnnXdw7NgxuLq6vtTn6927N3788UeMHz8eNWvW1Fnp+7T8EqJPe5VjuTC3QUREVJ4x2UZEVE6tXr0aTk5OCAkJybNs8+bN2LJlC3788UeYmpqiefPmcHV1xbp169C0aVMcOnQIX3/9tdY6fn5+OHfuHFq3bl3gm8Jnbdq0CSYmJti7dy+USmVu+4oVK7T6eXl5Qa1WIzQ0VKvq5ebNm1r9HB0dYWlpCZVKhTZt2rxwPNu3b0dmZia2bdumVenx7COxha179+6YO3cukpKSsG7dOnh7e6NRo0a5y48cOYLY2Fhs3rwZzZs3z21/ukLxRXh5eQHQVBL5+vrmtkdHR+dJWvn5+SElJeWl9ufGjRvRv39/zJw5M7ctIyMDCQkJefq2a9cOjo6OWL16NRo2bIi0tDS89957z32PKlWqAHj5fVFUbG1tdX7OZ6uSAN1JlRc9ls3NzdGjRw/06NEDWVlZePvttzFlyhQEBwfDxMQkt19oaCiqVq2a77b69eun9Qjzi3j6eHpRfn5+EELAx8cn3yTuhQsXcP36daxcuRL9+vXLbd+/f/9Lv/ezHjx4gNdffx0KhQL79+9Heno6mjZtijfeeAN//PEH7OzsXnibTZs2haenJ44cOYLp06fr7ff4fHfjxg2t31VkZCQSEhJy//++iJc9RxMREVHBcMw2IqJyKD09HZs3b0bHjh3RrVu3PD+ffvopkpOTsW3bNgCATCZDt27dsH37dqxatQo5OTlalVaAJkF0//59LF26VOf7paamPjcuuVwOSZK0qn3u3LmDrVu3avV7PKbTwoULtdrnz5+fZ3vvvPMONm3ahIsXL+Z5v+jo6OfGAyDP447PJv8KW48ePZCZmYmVK1diz5496N69+3PjysrKyrM/CqpNmzZQKBSYP3++1jbnzJmTp2/37t1x4sQJ7N27N8+yhIQE5OTk6H0fuVyepzJm/vz5Oqu7jIyM0KtXL6xfvx4///wzAgMD861CfKxChQrw8PDAqVOnntu3OPn5+SExMRHnz5/PbXvw4AG2bNmSp6+5uXmexNyLHMuPx617zNjYGNWqVYMQAtnZ2VrLzpw5g8aNG+cbu6+vL9q0afNSP6+SbHv77bchl8sxYcKEPMeNECL3c+r6/yCEwNy5c1/6vZ8WHx+Ptm3bIiUlBQcOHIC7uzsqVaqEvXv3Ijw8HB06dCjQ+e1ZkiRh3rx5GDduXL6J5Pbt2wPI+//xcRVxhw4dXvi9zc3NAUBnApiIiIheHSvbiIjKoW3btiE5ORmdO3fWubxRo0a5VUWPk2o9evTA/PnzMW7cOAQGBuaphnnvvfewfv16DB48GIcPH0aTJk2gUqlw9epVrF+/Hnv37tUaj0mXDh06YNasWWjXrh169+6NqKgohISEoGLFilpJirp16+Kdd97BnDlzEBsbi0aNGuGPP/7A9evXAWhXbXz33Xc4fPgwGjZsiA8//BDVqlVDXFwczpw5gwMHDiAuLk5vPG+88QaMjY3RqVMnfPzxx0hJScHSpUvh5OSEBw8e5L+TX0GdOnVQsWJFfP3118jMzMyT2GzcuDFsbW3Rv39/fP7555AkCatWrXrpR7wcHR0xatQoTJs2DR07dkT79u3x33//Yffu3XBwcNDq++WXX2Lbtm3o2LEjBgwYgLp16yI1NRUXLlzAxo0bcefOnTzrPNaxY0esWrUK1tbWqFatGk6cOIEDBw7kPvr5rH79+mHevHk4fPhwvpU/z+rSpQu2bNkCIUSJqeDp2bMnRo8ejbfeeguff/450tLSsGjRIlSuXDnPJB1169bFgQMHMGvWLLi5ucHHxwcNGzYs8LH8xhtvwMXFBU2aNIGzszOuXLmCBQsWoEOHDrC0tMx9n9OnTyMuLg5dunQp1n1RUH5+fpg8eTKCg4Nx584ddO3aFZaWlggNDcWWLVvw0UcfYdSoUahSpQr8/PwwatQo3L9/H1ZWVti0aVOhjS+2cOFChIeH48iRI1qVtLVq1cKOHTvwxhtvYOXKlXkmbCmILl26PHf/16xZE/3798eSJUtyHyE/efIkVq5cia5du+ZOcPMiatWqBblcjunTpyMxMRFKpRKtWrWCk5PTC2+LiIiIdCiuaU+JiKjk6NSpkzAxMRGpqal6+wwYMEAoFAoRExMjhBBCrVYLDw8PAUBMnjxZ5zpZWVli+vTponr16kKpVApbW1tRt25dMWHCBJGYmJjbD4AYOnSozm389NNPolKlSkKpVIoqVaqIFStWiHHjxoln/2SlpqaKoUOHCjs7O2FhYSG6du0qrl27JgCI7777TqtvZGSkGDp0qPDw8BAKhUK4uLiI1q1biyVLljx3X23btk3UqFFDmJiYCG9vbzF9+nSxfPlyAUCEhobm9vPy8hIdOnTIs/7hw4cFALFhwwa9yw4fPpxn2ddffy0AiIoVK+qM69ixY6JRo0bC1NRUuLm5ia+++krs3bs3z/b69+8vvLy8nvs5VSqVmDBhgnB1dRWmpqaiRYsW4uLFi8LLy0v0799fq29ycrIIDg4WFStWFMbGxsLBwUE0btxYzJgxQ2RlZeX2AyDGjRuX+zo+Pl4MHDhQODg4CAsLC9G2bVtx9epVne/xWPXq1YVMJhP37t177md47MyZMwKA+PPPP7Xa9f2OdB2PoaGhAoD44Ycfctt0HYf6jmVdn2nfvn0iICBAGBsbC39/f/Hrr7/q3ObVq1dF8+bNhampqQCgtZ2CHMuLFy8WzZs3F/b29kKpVAo/Pz/x5Zdfav0fFEKI0aNHC09PT6FWq/PEX9x07e/HNm3aJJo2bSrMzc2Fubm5qFKlihg6dKi4du1abp/Lly+LNm3aCAsLC+Hg4CA+/PBDce7cOQFArFixIrdf//79hbm5+QvFlp2dLS5evKh3+blz5wq0D/M7FzwtKChIVK9ePU8MEyZMED4+PkKhUAgPDw8RHBwsMjIytPrpO8aDgoJEUFCQVtvSpUuFr6+vkMvlWueNF9kGERER6SYJwZFOiYiobDh79ixq166NX3/9FX369DF0OFQIateuDTs7Oxw8ePCF1mvdujXc3NywatWqIoqsdMvMzIS3tzfGjBmDL774wtDhEBEREZUpHLONiIhKpfT09Dxtc+bMgUwm05o0gEqvU6dO4ezZs1qD3hfU1KlTsW7dOp0TEJBm0hGFQoHBgwcbOhQiIiKiMoeVbUREVCpNmDABp0+fRsuWLWFkZITdu3dj9+7d+Oijj7B48WJDh0ev4OLFizh9+jRmzpyJmJgY3L59W2sGTSIiIiKikoyVbUREVCo1btwYcXFxmDRpEkaOHInr169j/PjxCAkJMXRo9Io2btyIgQMHIjs7G2vWrGGijYiIiIhKFVa2ERERERERERERFRJWthERERERERERERUSJtuIiIiIiIiIiIgKCZNtREREREREREREhcTI0AEQEREREREREVHZM0HyL/L3GCeuFfl7vKgym2wTa9sZOoQyTeq5B1H+3oYOo8xyunYHYmtHQ4dRpkldd0Bsam/oMMos6Z1dUM8PMnQYZZrssz+Q3rqKocMos0wPXsWyYrg4LK8+ENegHl7f0GGUabLZ/0KsbmvoMMosqc9eqH9oaugwyjTZl39BPaWxocMos2RfH4f4jeeIoiT13mvoEMiAymyyjYiIiIiIiIiIDKe8jl1WXj83ERERERERERFRoWNlGxERERERERERFbryWuFVXj83ERERERERERFRoWNlGxERERERERERFbryWuFVXj83ERERERERERFRoWNlGxERERERERERFbryWuFVXj83ERERERERERFRoWNlGxERERERERERFbryWuFVXj83ERERERERERFRoWNlGxERERERERERFTrJ0AEYCCvbiIiIiIiIiIiICgkr24iIiIiIiIiIqNCV1wqv8vq5iYiIiIiIiIiICl2JqGxTqVSQy+W5r0+ePAm1Wo3atWtDqVQaMDIiIiIiIiIiInoZ5bXCy6CfOywsDPXq1YNSqcSbb76JpKQkvP7662jUqBEaN26MatWq4fr164YMkYiIiIiIiIiIqMAMmmwbOXIkLCwssHXrVlhZWaF9+/bIyclBeHg47t+/j0qVKmH06NGGDJGIiIiIiIiIiF6CrBh+SiKDPkZ69OhR7Nu3D7Vq1UKzZs1ga2uLo0ePokKFCgCAqVOnon379oYMkYiIiIiIiIiIqMAMmmzLyMiAtbU1AMDS0hJyuRyWlpa5y62srJCWlmao8IiIiIiIiIiI6CWV1MqzombQz129enUsX74cALBy5UrY29tj7dq1ucvXrFmDypUrGyo8IiIiIiIiIiKiF2LQyrbx48eja9eu+P777yGTybB37158+OGHOHToEGQyGf7991/89ttvhgyRiIiIiIiIiIheQnmtbDNosq1t27a4cuUKTp8+jbp168Lb2xtHjx5FSEgI0tLSMHXqVLRs2dKQIRIRERERERERERWYQZNtAODt7Q1vb+/c187Ozpg4caLhAiIiIiIiIiIioldWXivbSvTnzsnJwd27dw0dBhERERERERERUYEYvLItP5cuXUKdOnWgUqkMHcpLm384HiFHErTafBwU2P2Zu87+2SqBJX8mYOvZFEQmq+Bjr8Co123RrJJZMURbCslkMP9sGEw6vwWZgyPUUZFI37IRaQvn57uaae/3YNq3P+QV3KF6cB9pi0KQ8fvmYgq69Ji/PxYhB+K02nwcFdg9ylvvOknpKszZG4v9F1OQkKaGm60RxnZyRFAV8yKOtnSafyAOIYfitdp8HBTYPcJTZ//3lt7Hv6EZedqD/M2wuL9rkcRY2kWmqDDzeDKOhmUiI0fA09oIU1tbI8BZobP/yXuZ6L81Pk/70YGOcDSXF3W4pY9MBqN+n0LepjMkOweI2Cio9m5Bzq+L9K/S9HUYde4JmV9VQGEMEXYT2SsXQH3qr2IMvGRyaVYPNb4cBPu6ATB3c8L+rkMQ9vvB3OXeb72OKoN7wqFudZjY22JzrS6IO3c1323aVKuIuhM/h0Pd6rD0dseJYVNxae7Kov4opYb0ze+Q7NzytIu/NkBs+j7vCoEtIb0+AHDwAGRGQEw4xJFfgVO7iz7YUioyKQczDsbj6M10ZGQLeNoZYWpnBwS6KfWu88+ddEzfF48b0VlwtTLC4GbWeLuWZTFGXYpYOEAK+gTwaQQYmQAJ9yB2TwUir+lfp+rrkBr0AWzdgcwUIPQfiCMhQEZS8cVdmlg6QGo5FPBrBChMgPh7EDumAA/yOf/WfRtSvW6AtSuQ9BDi2Ergwp7ii7mUmH8kHiF/JGq1+dgbYfen+dwv/5WIredSEJmUAx8HBUa1sUWzirxfLqlKdIVXESrRybayopKTAsv7ueS+NpJJevvOPRiPbedTMKmzA3wdFPjrZjo+XRuFNR+4opqr/guS8srsw8Ew7dUXSaNHIufmDSgCAmE57QeI5GSkr/pZ5zqmvfrCfORXSP5fMLIvnIOiRi1YTp4GdVIisg4f1LlOeVbJ2RjLP6yQ+zq/4zcrR+D9ZfdhbyHH3L6ucLIyQkRCNqxMmKDITyUnBZYPenKjl98+nt/HBdkqkfs6IU2NrvPD0TaAyUxdEjPU6L0pFg0rKLGksy3sTGUIS1DBykT/Pn5sVx8HWBg/6WdvVl4vFfJn1PNDGHXuhazpYyDu3ITkHwDjL6dCpKZAtWWVznXkNepBffo4sn+aDaQkQ97ubRhPXojMT3tA3LxSzJ+gZDEyN0PsuWu4tnwTXt8SonN55F9nELp+N5otm1KwbZqZIvn2PYRu2INGs4MLO+RST8zqDyF76u+Uqx9kn4RAnD2ge4W0RIj9K4DIO4AqG6jeDFLPbyGS44FrfxdLzKVJYroKvVY8QENvUyzt7Qw7MxnuxOXA2kT/OfVefDYGr4lCj7qW+OEtB5wIzcA322PhaGGEZhVNizH6UkBpCan3IuDuGYiNo4D0hEcJtGT961QIhNT+fxCH5wO3jgEWjpBeHwWp7WiI378uttBLDRNLSP0WA2FnINaNAFITADsPID2ffVznLUgtP4HY+R3w4ArgVg1S+9EQGcnAjWPFFnppUclRgeX9nHNf53u/fCge2y6kYlIn+yf3y+uiseZ9F94vU4li0GRbnTp18l2enp5eTJEULblMgqNlwXb17+dTMLiZDYIqazLzvRoocPx2OlYcT8QP7zgVZZilkqJ2XWQe3I+sPw4DADLv34OyQ2coatSEvqPHpPNbSF/3GzJ379Cscy8cisAaMPtwMJNtOshlKPDxu/lUIhLT1FgzxAMKueaPpLud7uohekIuL/g5wsZMO3G563wCTBQS2gVaFEVopd6yM6lwtZBjahvr3DZ3q4Lta3szGayUTLA9j6x6baiOH4T6nz8AACLyPtQtO0BWJRD66tKzF07Tep3z02zIG7eC/LWWyCnnybZ7e47i3p6jepff/PV3AICFVwW9fZ4Vc+oCYk5dAADU/27kqwVYFqUmaL2UWveHiA4Hbp3R3f/Z9qNrgfodIPnWgmCyLY9lxxLhamWEaV0cctvcbfO/Nlh7OhnuNkYY84YdAMDP0RhnwjOw8p9EJtueITXsAyRHQex56rya+CD/ldwCgKSHwJmNuf3Fud8126I8pNf6AkmRmkq2x56zj6XAdsCZrcCVR/cWCRGAa1VIr/WFYLItD7kMcLQo6P1yKgY3s0bQoye/etVX4HhoBlacSMIPbzsWZZj0ksrr1bRBk22XL19Gz5494ePjo3P5gwcPcP369WKOqvCFxWaj2Yy7UBpJqOWuxIg2dnCz0b3rs3IElEbamXwThYTTdzOLI9RSJ/u/0zDt3htybx+o7oTCyL8qjOvWQ/J3k/WvZGwMZGrvT5GZAUVgTcDICMjJKeKoS5ewmGw0m3wbSoWEWp6mGNHOHm56LpIPXU5FLS8TTNwahUOXU2FnLkeHWpb4sIUt5Pl8Q1XehcVko9m0O5pzhKcJRrS1g5tNwZKUG08lo30NC5gZl9c/Y/k7HJqBJp5KDNsdj38jsuFsLkPPQDN0r/78Rw3eWhuDLBVQyd4InzawQB1X42KIuPRRX/oP8g7dIbl7Q9y7A8nXH7LAOshe9F3BNyJJgKk5RFLi8/sSFSW5EVD3TYg/Vhd8nUr1AUcviFv5D2FRXh26no6mfqb4YkMU/g3LgLOVEXrVs0T3OvofCT17LxOv+ZpotTXxM8W0vXF61ijH/JoAd05C6jwJcK8FpERDnN0CnN+uf52Ii0CzjzSPnYb+DZjZQvJvAdxmslinSk2B2/9Aensy4FkbSI6GOL0ZOLtN/zpyBaDK0m7LyQTcqgEyOaAuvcMkFYWwuBw0mxmuuRb2UGJEa1u4Weu5X1bpuF82knD6bt5hVogMyaDJtoCAADRs2BCffPKJzuVnz57F0qVLizmqwlXTXYlpbznCx16BqJQchBxJQN/lEdg21B0WOiommlY0xc8nElHP2wSetkY4EZqB/VfSoFILHVuntCWLIFlYwm73QUClAuRypM6egcztv+tdJ+uvozDp1hOZB/Yh59JFGAUEwqRbT0jGxpDZ2kIdHV2Mn6Bkq+lhgmndneHjaIyopByEHIhD3x/vYdsIL53Hb3hcNv6+lY5OtSyxeKAb7sZmY8LWKOSoBD593d4An6Dkq+mhxLRuTvBxUCAqWYWQQ3HouyQC277w0LmPn3Y+PAM3IrMwhd/i6RWepMLai2kYUMscH9WzwMXIbEw9mgRjmYSuVXVXRziayzG+hRUCnBTIUglsvJyO/lvisLabPao7sVLzWTlrlgBm5lCu2KW5eZDJkbN8DlQHdxR4G0bd34dkagbVHxzzigwssAVgagGcfM7xa2IOafwuwMgYUKsgNk4Hrp8slhBLm/D4bKw5lY0BjazxcVNrXIjIwpQ9cVDIJbxVU3dVdnSKCvbPjJHpYC5HSqZARrYaJgp+wZTLxg2o1RU4tQ7i718Al6qQWg2DUGUDl/SMD3b/AsSOiZA6TwTkxpDkRhA3/4I4MLNYQy81bN2Aum8B/6yFOPYL4FYV0hvDNfv4gp6/W7f/AWp1Aq4dBR5eA1yrALU6QZIrIMxsgJTYYv0IJVnNCkpM6+Lw5Fr4jwT0XfEA2z6poPt+2c8UP/+dhHpeJvC0M8KJ24/ulwXvl0uq8nrGNmiyrUmTJrh2Tf/AnZaWlmjevHm+28jMzETmM1VKSqUSJaX+oPlTExv4wxg1KyjRanY49lxMRbe6eb/R+/pNe3yzLQbt59+DJAEetgq8XcsCm/5LKc6wSw3lmx1h0qkLkkZ+gZyb16GoWg0Wwd9CHRWJjK2bdK6TunAeZI6OsF23BZAkqGNjkLF1E8w/HAzBpKaW5k9NauDvqkRNTxO0mnYHe84lo1sD6zz91QKwN5dj4jtOkMskBLibIDIxB8uPxjPZpkdz/6f3sSb51ur7u9hzIQXd6lnlu+7GU8mo7GKMGh4m+fYrz4QAqjspMPw1zfm2mqMCN+JysPZimt5km4+tEXxsn/x5rO1qjLuJOVh5LhXfv25THGGXKvIWb0LeuhOyp46C+s5NyPyqQDF0rGaihH1bn79+q44wem8osr4dCiSwaoUMS2rYGbh6AkiKyb9jZhrEjD6AsRlQuT6krsMhYu/rf/S0HBMCqO6mqVQBgGquStyIzsLaU8l6k230AiQZ8PAqxJ9LNK+jbgAOPpBqdYXQl2yz94bU+guI4yuAOychzO0htRgC6fUvIfa+QFVyeSHJgAdXIY4s1ryOvA44+kKq8xaEnmSb+GsFJAt7SAOWAhKA1Hjg/G6gcV9AqIsv9lJA637ZGajpboxWc+5hz6VUdNNRAft1Ozt8sz0G7UPuQwLgYWekuV8+y/tlKlkMmmybO3duvsv9/Pxw+PDhfPtMmzYNEyZM0GobN24cxlV55fCKhJWpHN72CoTFZetcbmcuR0gvZ2Rmq5GQroaTpRwz98fDw5ZzWehi8VUw0pYsQuYuTam86vo1yNwqwOzjIXqTbcjMRPLYr5D87VjI7B2gjo6CaY/eUKckQ8TxW6b8WJnK4e2oQFis7uPX0dIICjm0Hhn1czJGdLIKWTkCxkZ8lPR5rEzl8HbQv48fS8tSY9f5FHzexraYIiudHMxl8LPTPn/62hph360Xe9SghrMCpyPy/52UV0YffYmctUuhOrwLAKAKvQ7J2Q1GvT56brJN3rI9FCMnIWviMKjPnCiGaInyYesCVG4AseKr5/cVAoi5p/l3xHXA2RtSmwEQTLbl4WgpR0VH7apgPwcF9l1J07+OhRyxqdqP2cWkqmChlFjV9qyUWCD2jlaTiAuDVLmF3lWkhn2B+xeAf9doGqJvQezPgKz3Qoi/lgKpvB7WkhILxIRqNYmYO5CqtNC/Tk4WxI6pwK7pgLmdZhu1uwCZqXnGiSRtViaP75d1D+1jZy5HSE9nZOaokZD26H75AO+XS7LyetYu9Z87ODgYiYmJWj/BwSV3pq3UTDXC43PgaJn/7IxKhQzOVkbIUQP7rqSiVRVOZayLZGKqueB9mkqtGf/neXJyoI58CKjVULbvhKzDh/Jui7SkZqoRHpsNRz0DzNfxNkFYbDbUT1UI3onJgqOlnIm2AkrNVCM8Lvu554g9F1KQpRLoVFv/mDcE1HExxp147Yu1Owk5cHvO/n3WlZgcOJqX+j+ZRUIyMQXUz3xLr1YDsvz3l7xlByi+nIqsKSNzJ1cgMiSpQScgJR64/BKDl0syzSOllEdtDxOExmh/WXEnNkfveEwAUMtdiROh2l+KHL+dgVrunGkwj/sXADtPrSbJ1kMzAYI+CpO81VWCY4jpFX4+7z628wAS89nHj6lVQHI0INSQqrV5NBMp7zfyk5qlRnhcAe6XjZ6+X05DK3/eL1PJUiLSvydPnsSJEyfw8KHmhOXi4oLXXnsNDRo0eO66SqUSSmXeP7wl5RQ2fW8sWvqbwc3aCFHJKiw4HA+ZBHR8NHPg6M3RcLKUY+TrmtmWzt3LQGSSClVdjBH5qL9aAB80yfvIHgGZhw/CbPBQqCLuI+fmDRhVrQ6zgYOQvmlDbh/zEV9B5uyM5NGaGdjk3j4wqlETOefOQrKyhtnAD2BUqTLixnCGtmdN3xGNltXM4WajQFRSDhbsj4VMJqHjo8c+Rq97CCcrI4x8UzPDWK9G1lh9PBFTtkejb2MbhMVkY/HheLzXxMaAn6Jkm74rBi2rmMPN1ghRSSosOBinOUfU0CTRRm+I1OzjttqP4W46lYw2Vc1ha/ZiSaPypn8tc/TeFIvFp1LQrqIJLkRmY8OldExo+eQR3VnHkxGZqsL0R4+IrjybCncrOSraGSHz0Zht/9zLwrLOrCLURXXiMBR9BkNEPYC4cxNSxaow6jYAOXueVBcbDRoBycEJ2dPHANA8OqoYPQ3ZIVOhvnIesH00S2FWBpBavh8DMTI3g1XFJzd1lj7usKtZBZlxiUgNfwClrTXMPV1h5qaZodzGXzPJVPrDGKRHah59DFo5Han3I3Fq7CwAgEyhgE01P82/jY1hXsEZdjWrICclDUm37hbnxyu5JAlo0An4d2eegcul3uOBxGiInSGahtYDgPDLQOx9zSDo1ZoA9dpDbODjd7oMaGiFXise4Mc/E/BmdXOcv5+J9WeSMbHjk79rMw/GIyo5B9O7asYg7VnXEqv/TcYP++PwTm0L/B2agT2XUvFjL2dDfYwSS5xeB6n3j0DD94BrhwDXakCNzhD7vs/tIzX7GLB0hNilmUBM3DwGqe1ozVhvoScBC3tILT+HiLjMqjYdxMl1kPovBhr308wu6lYNqN0FYtf03D5Si8Gafbx9kqbBzkPT7/4lwNQSUoNegKPvk+WUa/q+OLSsbAY3G7nmfvlIAmQyoGOAZqiV0Vui4WRphJGPnuY4dy8Tkck5mvvlJBUW/JHw6H45/+FXyHDK69fVBk22RUVF4Z133sGxY8fg6ekJZ2fNH9DIyEgMHz4cTZo0waZNm+Dk5GTIMF9JZJIKIzdGIyFNBTtzOep6mmDdh26wezToa0RijlYRVmaOwNxD8QiPz4GZsYSgSmaY/rYjrEx5Q61LyuRxMP9iJCzHTdI8EhoVifR1vyE1ZF5uH5mjE+SuFZ6sJJPBbOCHMPLxhcjJRvY/fyO+1ztQ379ngE9QskUm5mDkbw+RkKbWHL/eJlg31B12j6bmjkjQPn5dbRRYNsgN322PQZc5d+FsZYT3mtjgwxZMUugTmajCyHWRT84RXqZY94k77CwenSMSciA9U6l5OzoLp8My8NNAV0OEXKoEOisw700bzD6RgoX/psDdSo4xzSzRyf/JeG3RaSo8SH5yc52tFvj+WDIiU1QwMZLg76DA8i62aMiKCp2y508GBn4OxRffQrKxh4iNQs6OdchZtTC3j2TvCMnJLfe1vEN3SEYKGH8xDvhiXG57zt4tyP6+5FanFwfHegHocGRV7utGs8cCAK7/vBlHBwbDs3MrBP38JKnTat0cAMCZ8fNxZsICAICFpyvEU9WGZm5OePvsk4mDanw5CDW+HIQHR/7Bzpb9ivLjlB6VG0Cyc4X6Hx2zC9q6aFW+S8YmQLfRgLUTkJ0JRIVB/PotcHZ/MQZcegRWUGJ+dyfMOhSPhUcT4G6rQHBbO3QKfDJeW3RKDiISn1Qhu9sq8GMvJ3y3Lx6/nEyCi5URJnWyR7OKusfaLNceXoXYOhZS84+BxgOAxAcQh+cBV546Hi3sAcunEpWXdkMYm0Gq/Q7Q4lMgMwW4exrij0XFHn6p8OAKxMYxkFp+AjQbCCQ8gNg/F7i070kfC3vA+ql9LMkgNewF2HsCqhwg7AzEyo8LVg1XzkQm5WDkpmgkpKtgZyZHXU8l1g1yfc79cgLC47NhZixDUCVTTH/LAVYmvF+mkkUSwnDPzXXr1g0RERFYsWIF/P39tZZdu3YN77//Ptzc3LBhwwY9W9BPrG1XWGGSDlLPPYjy9zZ0GGWW07U7EFs7GjqMMk3qugNiU3tDh1FmSe/sgnp+kKHDKNNkn/2B9NYldIDSMsD04FUsk/yf35FeygfiGtTD6xs6jDJNNvtfiNVtDR1GmSX12Qv1D00NHUaZJvvyL6inNDZ0GGWW7OvjEL/xHFGUpN57DR1CibCqGK6n3hP6J940FINWtu3duxdHjx7Nk2gDAH9/f8ybNw8tWrQo/sCIiIiIiIiIiIhegkGTbUqlEklJSXqXJycn6xyPjYiIiIiIiIiISrbyOmabQT93jx490L9/f2zZskUr6ZaUlIQtW7Zg4MCB6NWrlwEjJCIiIiIiIiIiKjiDVrbNmjULarUaPXv2RE5ODoyNNVOmZ2VlwcjICIMGDcKMGTMMGSIREREREREREb2E8lrZZvDHSBctWoTp06fj9OnTePhQMzuLi4sL6tatCysrTt9LRERERERERESlh0GTbY9ZWVmhZcuWhg6DiIiIiIiIiIgKSXmtbDP4505PT8dff/2Fy5cv51mWkZGBX375xQBRERERERERERERvTiDJtuuX7+OqlWronnz5ggMDERQUBAiIiJylycmJmLgwIEGjJCIiIiIiIiIiF6GrBh+SiKDxjV69GgEBAQgKioK165dg6WlJZo2bYq7d+8aMiwiIiIiIiIiIqKXYtAx244fP44DBw7AwcEBDg4O2L59O4YMGYJmzZrh8OHDMDc3N2R4RERERERERET0kkpq5VlRM+jnTk9Ph5HRk3yfJElYtGgROnXqhKCgIFy/ft2A0REREREREREREb0Yg1a2ValSBadOnULVqlW12hcsWAAA6Ny5syHCIiIiIiIiIiKiV8TKNgN46623sGbNGp3LFixYgF69ekEIUcxRERERERERERERvRyDJtuCg4Oxa9cuvcsXLlwItVpdjBEREREREREREVFh4GykRERERERERERE9EoMOmYbERERERERERGVTeW1wqu8fm4iIiIiIiIiIqJCx8o2IiIiIiIiIiIqdOW1wqu8fm4iIiIiIiIiIqJCx8o2IiIiIiIiIiIqdOW1wovJNiIiIiIiIiIiKnSSoQMwkPKaZCQiIiIiIiIiIip0rGwjIiIiIiIiIqJCV14rvMrr5yYiIiIiIiIiIip0rGwjIiIiIiIiIqJCV14rvMrr5yYiIiIiIiIiIip0khBCGDoIIiIiIiIiIiIqWw5J/kX+Hq3EtSJ/jxdVZh8jVc9tbugQyjTZF0ehXtTS0GGUWbJPDkMcG2DoMMo0qcnPEGFTDB1GmSV5fQ1xI9jQYZRpUqVpUPWtaegwyiz5r+egntbE0GGUWbLgYxCbOxg6jDJNensnxB99DR1GmSUF/Qqxq6uhwyjTpPZbgaSNhg6j7LLqBnGkj6GjKNOkFqsNHQIZUJlNthERERERERERkeFIkqEjMAyO2UZERERERERERFRIWNlGRERERERERESFTiaVz2kCWNlGRERERERERERUSFjZRkREREREREREhY5jthEREREREREREdErYWUbEREREREREREVunJa2MbKNiIiIiIiIiIiosLCyjYiIiIiIiIiIip0EmcjJSIiIiIiIiIiolfByjYiIiIiIiIiIip0nI2UiIiIiIiIiIiIXgkr24iIiIiIiIiIqNCxso2IiIiIiIiIiIheCZNtRERERERERERU6GSSKPKfF3H06FF06tQJbm5ukCQJW7du1VouhMC3334LV1dXmJqaok2bNrhx48aLf+4XXqOI3L17F//88w/+/fdfxMbGGjocIiIiIiIiIiIqQ1JTU1GzZk2EhIToXP79999j3rx5+PHHH/HPP//A3Nwcbdu2RUZGxgu9j8HHbFu4cCGmT5+Oe/fuabW/9tprmDt3LurWrWugyIiIiIiIiIiI6GWVtCHb3nzzTbz55ps6lwkhMGfOHPzvf/9Dly5dAAC//PILnJ2dsXXrVvTs2bPA72PQyrYZM2ZgypQp+PLLL7F48WL4+/tj/Pjx2LlzJ3x9fdG8eXOcOnXKkCESEREREREREVEZFxoaiocPH6JNmza5bdbW1mjYsCFOnDjxQtsyaGVbSEgIli1blptVbN68ORo3boyHDx+iXbt2sLW1xdixY7Fv3z5DhklERERERERERC+oOGYjzczMRGZmplabUqmEUql8oe08fPgQAODs7KzV7uzsnLusoAxa2RYVFYWqVavmvq5UqRISExMRHR0NAHj//fdfOHtIRERERERERETlw7Rp02Btba31M23aNIPGZNBkW+XKlbF///7c14cPH4axsTFcXFwAACYmJpCKIw1KRERERERERESFSpKK/ic4OBiJiYlaP8HBwS8c6+NcVGRkpFZ7ZGRk7rKCMuhjpMHBwejbty8OHDgAExMTbN68GZ9//nlugu3IkSMICAgwZIhERERERERERFRCvcwjo7r4+PjAxcUFBw8eRK1atQAASUlJ+Oeff/DJJ5+80LYMmmzr3r07LC0t8euvvyI1NRWzZs3Chx9+mLu8W7du6NatmwEjJCIiIiIiIiKilyFJwtAhaElJScHNmzdzX4eGhuLs2bOws7ODp6cnhg0bhsmTJ6NSpUrw8fHBN998Azc3N3Tt2vWF3segyTYg/2lX7e3tizkaIiIiIiIiIiIqi06dOoWWLVvmvh4xYgQAoH///vj555/x1VdfITU1FR999BESEhLQtGlT7NmzByYmJi/0PgZPtuUnJycHERER8PT0NHQoLy0yRYWZJ1Jw9G4mMnIEPK2NMLWVFQKcFHrXyVIJLPw3FduupyMmTQ1HcxmG1LPAO1VNizHy0iMyRYWZfyXh6J0MZGQLeNoYYeobNghwNn7uumciMtFvQywq2RthS1+nYoi2dFuy8z5mbbqLfm1cMLa3j84+2TlqLNl1H1uPRSMyPgs+LqYY9a4nmgXaFnO0pcOa7dewZsc13I9MBQBU9LLG0D410bxBBZ39s3PUWLL2Arbuv4XImDT4eFhj1KA6aFZfd3/StmTDNcxaeQn9Ovth7Ec1dfZZvycUvx+6ixthSQCA6hVtMLxfddTwtyvOUEsN2exdkBzzHn/q/WshVuYdmFb29TJIVevnaRdnj0I947MiibHUs3CA1HII4NcIMDIB4u9B7JwKPLyqf506b0Oq+w5g7QokRUIcXwlc3FN8MZci8w/EIuRgvFabj6MCu0d46ez/3pJ7+Dc0I097kL8ZFg9wK5IYS7P52+4jZEeEVpuPswl2TwrUu86eU3GY+/t93I/NhJeTCUa9446gQJsijrT0mr8nGiF7Y7TafJyMsTvY77nr7jyTiJGrItA6wAIhgzyKKsRSbfGKP7Dv8CXcDouGiVKB2jU8MerTtvD1dtS7znsfL8PJM6F52oOaVMaSOf2LMtxSZ/72+wjZ8UCrzcfZBLsn6h5O6kZEOuZtu49Ld9MQEZuF4Hc90L+Ns86+VDLIStgw/C1atIAQ+qvtJEnCxIkTMXHixFd6nxKdbLt06RLq1KkDlUpl6FBeSmKGGr23xKFhBWMs6WgLO1MZwhJyYKXM/2gbvjcRMelqTG5pBS9rI0SlqZDPsVCuJWao0XtdDBp6GGNJV/un9vHz5/5IylBjzN4ENPJQIjatdB5jxelCaArW/REJf3ezfPvN3RKObSeiMWmAH3xdTPHXpQR8uuAa1owNRDUv82KKtvRwdjDDyEF14FXBCkIAW/ffwtDxh7F5YUdU8rbJ03/uz/9h28HbmDT8Nfh6WOOvUxH4dMIRrJnTDtUqsho4Pxeux2HdnlD4e1vn2+/khRh0CHJH7ar2UCrkWLrpGgZ9eww7QtrA2YFfejxL/W0fQPbUOde9IuTBSyBO7tfdf84IwOipL5wsbCCbuh7iH939yz0TS0jv/QjcPQOxbiSQlgDYeQAZyfrXqd0VUovBELunAw+uAK5VIb05BiIjGbh5rLgiL1UqORtj+aAniTKjfO4M5vd1RbbqyYVZQpoKXeeFo22gRZHGWJpVcjPF8uH+ua+N8rlMO3MrGSOX3cKIt9zRooYNdpyMxacLb2LT/6qhcoX8r0HKs0ouSiz/5EmBQn77+LF7cVn4flsU6vnyb1t+Tp4JRZ93GyGwWgWoVGrMWrgPgz77GTvXfwEzU91f7s//vjeys5/cXyQkpqFLnwVo11p/krk8q+RmguXDnjpHyPX3zchSw8NBiXZ17fDd+vBiiI7o5ZToZFtpt+y/VLhayDG11ZMbO3erfM4cAP68m4l/I7Kwr68DbEw0fyUrPGed8mzZqRS4Wsox9Y0nVVPu1gU7rMcfSkAHf1PIJeDgLSbb8pOaocKoJTcwqb8vFu24n2/f349HY3BHdwTV0PxOejm54PjlRKzYG4EfPqpUHOGWKq1e0/4WefjA2li74xrOXYnWmWz7/cBtDO4diKAG7gCAXp38cfy/B1ix8TJ+GNOsOEIulVLTczBqxilM+qwOFq3NpxoIwIwvtauuJn9WF/uObceJc1Ho2lp3pUu5lqxdESR1eh8i8i5w5ZTu/qlJ2v0btQOyMvQm58o7qVEfIDlKU8n2WOID/SsAkALaAf/9Dlw5qGlIiNAk3Br1gWCyTSe5DHC0LNj1g42Z9nXZrnMpMFFIaMdkm15yGeBorf+pjqetOhiJptWtMaitKwDgiy7uOH45CasPR2FCX+8ijLJ0k8sAR6uC39qp1AJfrorAZ+0ccep2GpLTeS2sz0/zB2i9/m5cN7z2xlRcunIf9evoftLDxlo7Mbxz33mYmCjQrg0n/9NFLpMKfI4I9DZHoLfmC/yZW+4VZVhUSKQSVtlWXAyabKtTp06+y9PT04spkqJx+E4mmngoMWxvAv6NyIKzuRw9A0zRvZr+b+UOhWaiupMCP/2Xim3XM2BqJKGVtxKfN7SAiVE5PUrzcfh2Bpp4KTFsZxz+vZcFZwsZetYwR/fA/CuoNl9Kw71EFb5vZ4sf/8mnOoAAABN/DUWLGrZoXN3mucm2rBwBpUL7WDVRyHD6Bvfz86hUauw5Goa0jBzUqqb70YSsbBWUCu0bPRNjOU5fiiqOEEutiYvOokV9FzSu5fTcZNuz0jNzkKNSw9ry+Y+ml3tyI0hNOkDsXlXgVaQWb0Gc2ANklu6/+UWmUlPg9klIXScBnrWB5GiIM5uBc9v1ryNXAKos7bacTMCtGiCTA2reVD8rLCYbzaaGQmkkoZanCUa0s4ebTcFu/DaeSkL7GpYwMy5AKVE5FRaViWZfnoVSIUMtX3OMeMsdbva6Z407eysVA17XfiSsSXVrHDwbr7M/aYTFZKHZuBuaY9jbFCM6OsHNVv8xHLI3BvaWcnRrZINTt9OKMdLSLzlF8xi5tVXBKy03bTuNDq8H6q2EK+/CojLR7KtzUCok1PK1wIi3KsDN7tVnliQyJIMm2y5fvoyePXvCx0f3NwIPHjzA9evXizmqwhOepMLaS2kYUNMMH9WxxcWobEz9MxnGMgldq+gu176XpMKZB1lQyoH57WwQn6HGxKNJSMhUa1XIkUZ4Yg7Wns/BgDoW+Ki+JS5GZmHqkUQYyyV01ZPUvBOfg1nHkrDqXYd8HxMhjZ3/xOByWAo2flujQP2bBljj530PUM/fCp6OJjhxJRH7z8RBpeaz0PpcC41Hry92IzNLBTNTIywY1wIVvWx09m1azw0/b76MejWc4elqiRP/PcD+Y3e5f/Ox849wXL6VgI2zWz6/sw4zf74IJztTNK7FcR2fR6rXCjCzhDi6rWAr+AZA8qgE9dLxRRpXqWbjBtTpCpxcB3HiF02F2uvDIdQ5wIXdutcJPQnU7AhcPwo8vAa4VAFqdoIkV0CY2gCpscX5CUq8mh4mmPauM3wcFIhKzkHIwXj0XXwf24Z5wuI5w1KcD8/AjcgsTHmH5wd9avqYY9oAH/i4mCAqMRsh2++j7w9XsW18ACxM8j69EZOUDXsr7SSRg5UCMYnZxRVyqVPTyxTTernBx8kYUUk5CNkbg77z72DbV7469/Hp22nY9E8Cto7SfQ9G+qnVakydtRN1anqhcsWCjRN2/lI4rt+KxJRv3iri6Eqnmj4WmDbAFD7Oj84ROyLQ94dr2Dauus7jl0ofCeXzPsWgybaAgAA0bNgQn3zyic7lZ8+exdKlS/PdRmZmJjIzM7XalEolCvZdZNESAqjuqMDwRpYAgGqOCtyIy8HaS+l6k21qAUgAfmhjDctHF3ijG1ti2N5EfNvcitVtzxACqO6swPAmVgCAak4K3IjNwdrzqTqTbSq1wJd74vFpI0v42PIp6ud5EJeJqWvuYPnIqlAqCvaN/de9fPDNyltoP/YsJAnwcDTB200csekvVl7p4+NuhS2LOiI5NRt7/wzDmB+OYdWMtjoTbl9/0gDfzD6B9oN+hwTAw80Sb79REZv23szTl4AH0WmYuvQ8lk9qCqXxi1+wLdlwDbuO3sMv05q/1PrljRT0FnDuGJAQXbD+Ld6CuHsduH2xaAMrzSQZ8OAqxB+LNa8jbwCOvpBqd4XQk2wTx1ZAMreD1G+J5qIiNV6TmHutLyDUxRd7KdHc/0k1vL+rEjU9TNBqehj2nE9Bt/pW+a678VQSKrsYo4bHi81QVp40f2piA393TfKt1Zjz2HMqDt2a6h9gngquedUnjzD7u2mSb60m3sSes8no1shGq29KhgpfrY7ApB6usLXgtfCLmvD9dty4FYnfln5U4HU2/n4alSs6o0Z1TkChS/OAJwUlueeI4As8R1CpZ9AzbJMmTXDt2jW9yy0tLdG8efN8tzFt2jRMmDBBq23cuHH4tgRMfOhgJoOfnfbNma+tEfbdztSzBuBoLoOzuTw30QYAfrZGEAAepqjgbcM/ik9zMJfDz047tepra4R9N3Q/jpSaJXAxMhtXohIx+XAiAE2CUwAImBuBZW/bo5EHS5Yfu3QnFbFJ2Xh7wvncNpUaOHU9CasPPcT5JY0gf6Y60M5KgZDPqiAzW42ElGw42Rhj5sa78HDkjYg+xgo5vCpobugCKtvj4vUY/LLlCiYOey1PXzsbE4RMaInMLBUSkjLhZG+KmT+dgYcrxwrS5dLNBMQmZOLtLw7ltqnUAqcuxWD1jts4v6Ur5HLdX2L8tPk6lm68juWTm8Lfh5XFz2XvCgQ01EyAUBBKU0iN2kJsWli0cZV2KbFAzB2tJhFzB5J/C/3r5GRB7JoG7PkeMLfTbKNWZyAzVTPBAuXLylQObwcFwmKz8u2XlqXGrnMp+Px1zlT8IqzMjODtrERYVN4ZXQFNFVtsknYVW0xSNhwKOJ4TPTqGHY0RFpP3GA6Pzcb9uGx8suzJwPKPi+Orj7yC3cF+8HTgo466TPx+G478eQ2/LvkALs4Fuy5IS8/Czn3n8fnHbYo4urIj9xwRrf+emUoXjtlmAHPnzs13uZ+fHw4fPpxvn+DgYIwYoX1hr1QqgR8P6Vmj+NRxNcadBO1xUe4kqOBmob86oo6LAntvZSA1Ww3zR5VEdxJzIJMAl3zWK6/quBnjTnyOVtudhBy46ZlUwkIp4fe+2t+QrDmfin/CszCngy3crbmPn9aoqjW2Tayp1TZ2+U34uprigzcr5Em0PU2pkMHZVonsHDX2nY5Fu/oORR1umaFWA1nZ+VefKI3lcHYw0+zfv+6iXXMO3K9Lo5qO2LagtVbb2Lmn4etuiQ/eqaw30bZs43X8uP4qlk1sisBKJeDbm1JACuoCJMUBZ/8sWP8GrwNGxhDHdhZxZKXcvfOAvadWk2TnCSQ+fP66ahWQrKkylKq1eTQTafl8lONFpGaqER6Xjc6Wlvn223MhBVkqgU618u9H2lIzVAiPzkTnRroTOrX8zHHiahL6t3HJbTt+ORG1fPmlUkGlZqoRHpuFzlZ5E0K+TsbY9pX246Nzd0UjNVONsW85w6WAYxWWJ0IITPphO/YfuYxVP34AjwoFT7DvOXARWdkqdH6zVtEFWMY8OUfwWKTSrdSXSSmVSk1y7Rkl4SGJ/jXM0HtLHBafTkW7ikpciMzGhstpmNDiySMJs04kIzJVjeltNH8MO1Q2waJTqfj6UBI+rW+B+Aw1fjiegrermPIRUh361zZH7/UxWHwyGe0qm+LCwyxsuJCGCW2eXFzM+isJkakqTG9rC5kkobKD9onb3lQGpRx52gmwMJWjsrv247imSjlszI1y20cvvQEnW2OM7KZJ9py7lYzIhCxU9TBHZEIWFvweDrUa+OBNt2KPvzSY+dMZNK9fAa5O5khNz8aOQ6E4ef4hlk3VfAM6+vu/4GRvhpGDNBPKnLsSjcjYNFT1s0NkTBoWrDoHtVrgg+6c3UoXCzMFKntr32yYKo1gY2mc2z565ik42Ztg5ADNPly68Rrm/XoFM76sjwrOZoiO11RfmJkYwdy01P/ZLBqSBKl5F4g/t+cZfF/6eDIQHwWxfp52e4u3IE4fBlISizHQ0kf8uw7Se4uB1/oBVw8CrtWAWp0h9nyf20cKGgxYOkDsmKxpsPMAXKsCEZcBE0tIDXoCjr5PlpOW6bti0LKKOdxsjRCVlIMFB+IgkwEda2qSaKPXR8LJSo6R7bS/NNp0KgltqpnD1pxf1OVn+oa7aFnDBm72SkQlZmHBtgjIZBI6NtAkLEYvvw0nGwVGvq15xO691s7o98M1LN/3EC0CrbHz3zhcCkvDxPe8DfgpSrbpv0eiZXULuNkpEJWYgwV7YiCTJHSso7nnGL06Ak7WRhjZ0QlKhQyVXbWfNrA01RzDz7aTxoTp27Bj73ksnNEX5mZKRMdoJv2ytDCBiYnm/uGrcRvg7GiFkZ+21Vp347ZTaBNUFbY2BZ9MobyZvjFcc46wM0ZUYjYWbL+vOUfUf3SOWBGqOUe85Q4AyMpR49YDzbVZdo5AZEIWroSnwUwpg5cTj+GSiJVtBnTy5EmcOHECDx9qvqV1cXHBa6+9hgYNGhg4slcT6KzAvHY2mP13ChaeSoG7pRxjmlqiU+Un47VFp6nxIOXJjYm5QoafOtti8p/JeHdjLGyUMrSraIIvGvLbPF0CXYwxr6MdZh9LwsJ/kuFuZYQxQVboVOXJH7ToVBUeJHHmtaISEZcF6akKt8wcNeZuDkd4dAbMTOQICrTB9A8qwcqsRJxuSpy4hAyM/uEvRMelw9LMGP6+Nlg2tQ2a1NUkJyOiUiE99RcqM1uFuT+fRfiDZJiZKhDUoAKmj24KKws+8vGyIqLTID01JOGaXaHIzlHji2n/aPUb2qsKPutTrZijKyWqN4Lk4Ab1H1vzLJIcXCCeHSfM1QuSfx2ov/u4eOIrzR5chdgcrEmoNR0AJDyAODAXuLTvSR8Le8DqqYG6JRmkBr00FXGqHODuGYhfBhesGq4cikzMwci1D5GQpoKduRx1vU2x7hMP2D16oiAiITvPjcLt6CycvpOBn97nF0nPExmfjZHLbiMhNQd2FkaoW9ES68ZUhZ2lJkkREZeltX/r+Flixge+mPP7fczeeg/eTiZYMKQiKldgskKfyMQcjFwVgYRUFews5Kjra4Z1w7xh92hMtoj4vMcwFdyaTScBAO8NXqbVPu3bd/B2J82XoQ8eJkL2zE6+fScap8+GYfmCgcUTaCkVGZ/1zDnCAuvGVHnqHJGpdfxGJWTjrcmXc18v3x+J5fsjUb+yBVaNrFLc4RPpJQkhDPY8QVRUFN555x0cO3YMnp6ecHbWXChGRkbi7t27aNKkCTZt2gQnpxef4Uk9N/+x3ujVyL44CvWil5vZj55P9slhiGMDDB1GmSY1+RkibIqhwyizJK+vIW4EGzqMMk2qNA2qvjWf35FeivzXc1BPa2LoMMosWfAxiM0dDB1GmSa9vRPij76GDqPMkoJ+hdjV1dBhlGlS+61A0kZDh1F2WXWDONLH0FGUaVKL1YYOoUS4aFP0Mx8HJIQW+Xu8qIJNL1hEhgwZApVKhStXruDOnTv4559/8M8//+DOnTu4cuUK1Go1hg4dasgQiYiIiIiIiIiICsygz3Xt3bsXR48ehb+/f55l/v7+mDdvHlq0aFH8gRERERERERER0Sspr4+xG7SyTalUIikpSe/y5ORknZMfEBERERERERERlUQGTbb16NED/fv3x5YtW7SSbklJSdiyZQsGDhyIXr16GTBCIiIiIiIiIiJ6GVIx/JREBn2MdNasWVCr1ejZsydycnJgbKyZTS8rKwtGRkYYNGgQZsyYYcgQiYiIiIiIiIiICsygyTalUolFixZh+vTpOH36NB4+1ExJ7+Ligrp168LKysqQ4RERERERERER0UuSJGHoEAzCoMm2x6ysrNCyZUtDh0FERERERERERPRKDDpmGwCkp6fjr7/+wuXLl/Msy8jIwC+//GKAqIiIiIiIiIiI6FVIUtH/lEQGTbZdv34dVatWRfPmzREYGIigoCBERETkLk9MTMTAgQMNGCEREREREREREVHBGTTZNnr0aAQEBCAqKgrXrl2DpaUlmjZtirt37xoyLCIiIiIiIiIiekUyqeh/SiKDJtuOHz+OadOmwcHBARUrVsT27dvRtm1bNGvWDLdv3zZkaERERERERERERC/MoMm29PR0GBk9maNBkiQsWrQInTp1QlBQEK5fv27A6IiIiIiIiIiI6GVJkijyn5LIoLORVqlSBadOnULVqlW12hcsWAAA6Ny5syHCIiIiIiIiIiIieikGrWx76623sGbNGp3LFixYgF69ekGIkpmlJCIiIiIiIiIi/aRi+CmJDJpsCw4Oxq5du/QuX7hwIdRqdTFGRERERERERERE9PIM+hgpERERERERERGVTVJJLT0rYgatbCMiIiIiIiIiIipLWNlGRERERERERESFrqTOFlrUWNlGRERERERERERUSFjZRkREREREREREhU7GMduIiIiIiIiIiIjoVbCyjYiIiIiIiIiICl15nY2UyTYiIiIiIiIiIip05TXZxsdIiYiIiIiIiIiICgkr24iIiIiIiIiIqNBJEIYOwSBY2UZERERERERERFRIJCFE+UwzEhERERERERFRkblXwaPI38P9fniRv8eLKrOPkYr93Q0dQpkmvb4eiJhr6DDKLrcvINa/aegoyjSp+26IrR0NHUaZJXXdAWTsMXQYZZtJO4iwqYaOosySvMZCHO1n6DDKLKn5LxBnPzV0GGWaVGsBROgkQ4dRZkk+30C9vI2hwyjTZO8f4D4uQrL3DwAPQwwdRtnmMtTQEZABldlkGxERERERERERGY4kK5/TkXLMNiIiIiIiIiIiokLCyjYiIiIiIiIiIip0Ujkt8SqnH5uIiIiIiIiIiKjwsbKNiIiIiIiIiIgKnVQ+h2xjZRsREREREREREVFhYWUbEREREREREREVPs5GSkRERERERERERK+ClW1ERERERERERFToOBspERERERERERERvRJWthERERERERERUaGTyul0pKxsIyIiIiIiIiIiKiSsbCMiIiIiIiIiokLHMduIiIiIiIiIiIjolZSoyrbMzEwAgFKpNHAkRERERERERET0Sjhmm2Hs378f7du3h62tLczMzGBmZgZbW1u0b98eBw4cMHR4REREREREREREBWbQZNvKlSvRvn17WFtbY/bs2dixYwd27NiB2bNnw8bGBu3bt8eqVasMGSIREREREREREb0ESVb0PyWRQR8jnTJlCubMmYOhQ4fmWTZgwAA0bdoUEydOxHvvvWeA6IiIiIiIiIiIiF6MQXOAd+/eRZs2bfQub926Ne7du1eMERERERERERERUWGQZFKR/5REBk22Va9eHT/99JPe5cuXL0e1atWKMSIiIiIiIiIiIqKXZ9DHSGfOnImOHTtiz549aNOmDZydnQEAkZGROHjwIG7fvo2dO3caMkQiIiIiIiIiInoJ5XQyUsMm21q0aIGLFy9i0aJF+Pvvv/Hw4UMAgIuLC958800MHjwY3t7ehgyRiIiIiIiIiIiowAyabAMAb29vTJ8+3dBhEBERERERERFRISqps4UWtXL6sYmIiIiIiIiIiAqfwSvbFi5ciM2bN8POzg4ff/wxWrdunbssJiYGDRo0wO3btw0Y4auZv/MhQnZHarX5OCux+5sqOvuvPxaL30/G40ZEBgCguqcphndyRQ1vsyKPtTT67feLWLPtIu4/TAYAVPK2w5B+9RDU0Etn/817riJ4+iGtNmOFHBf2fVzksZZG8w/FIeRwglabj4MCu7/w0LvOyuOJWHMyCQ8Sc2BrJkPb6uYY8bodlArm9nWZvz8WIQfitNp8HBXYPcpb7zpJ6SrM2RuL/RdTkJCmhputEcZ2ckRQFfMijrb0WfzTfuw7eA63Q6NgolSgdi0fjBrWCb7ezgVaf+fuMxgxZiVatwzEwjkfFHG0pdOa7VexZsd13I9MAQBU9LLB0D410LyBu951Vm6+jDU7ruFBVCpsrZRo28wLIwbVhdJYXlxhlxrzt91DyPb7Wm0+LibYPamm3nX2nIrF3N/v4X5MJrycTTDqHU8EBdoUcaRlw5KtoZi15ib6vemJsQP89fZLSs3GnLU3sf9kFBJSsuHmaIqx/SsjqLZjMUZbOqzZcV1zjohKBQBU9LTG0D6BaF6/gs7+2TlqLFl3EVsP3EZkTBp83K0walAdNKvnVpxhlzqRyTmYeSQRR29nICNHwNPGCFPb2yHA1Vhn/33X0rD2vxRcjcpGlkqgooMCnzaxQlNf02KOvHTg/i1av209jzW/X8D9h0kAgEre9hjSvwGCGnk/d92dB69jxMQ9aN3UFwundCziSOmllNDZQouaQZNt8+bNQ3BwMAYOHIjExES0b98e48ePR3BwMABApVIhLCzMkCEWikquJlj+mW/ua6N8DraTN1LQoa4Nar9rDqWRhKX7ozAo5BZ2fF0FzjaK4gi3VHFxtMCoD1+Dl7s1hAC27r2Kof/bjS1LuqOSj53OdSzMjbHnl965r8vnf/2Cq+SkwPIBrrmv8zt+t59Lwcz9cZjS1RG1PZW4E5uN4M3RgCQh+E374gi3VKrkbIzlHz656chvH2flCLy/7D7sLeSY29cVTlZGiEjIhpUJkxS6nDx1E316NENgdU+oVGrMmr8DgwYvws7NwTAzU+a77r37sZg+ayvq1fErpmhLJ2cHc4wcVAdeFawghMDW/bcwdPxhbF7YEZW8bfP0337oNmb+dBpTRjZB7WpOuHMvEcEzjmnOE4PrG+ATlHyV3EyxfMSTL+nyO0ecuZmMkUtvYsTbHmhRwxY7/onBpyHXsembAFSuwC/u8nPhZiLWHbgHf0+LfPtl5ajx/uQzsLc2xtzhNeFkp0RETDqszHidpouzgxlGvl8bXhUsNddqB25j6IQ/sHlBe1TytsnTf+7Ks9h2KBSTvmgEXw8r/HX6AT6d+AfWzGqLahV1X9uVd4kZavT+NQoNPZVY8q4D7MzkCIvPgZWJ/i86T4VnorGPCYYHWcNSKcOWC6kYsikGa/s5o5qz7gRSecX9W/RcHC0w6uMm8HK30VxL7LmCoV/vwJZlvVDJR/89xL0HSZi+6E/Uq8FkPJU8Bk22LV68GEuXLkXv3prExyeffIKuXbsiPT0dEydONGRohUouAxytCnYBNmOAdkXW5D4e2HcuESeuJaNrQ15gPKtVY2+t18M/aIQ12y7h7OWHepNtEgBHO95wFJRcJsHRsmCniv/CM1DHU4lONTU3Ku62CnQItMD5exlFGWKpJ5ehwPt486lEJKapsWaIBxRyzQ23ux1v8PT5adEnWq+/m9gHr7X8GpeuhKN+3Yp611Op1Bg1dhU+++RNnP7vNpKS04s61FKr1Wvala7DB9bB2h3XcO5KjM5k23+Xo1CnuhM6tdJ8CeXuYoEOLX1w/mpMscRbGsllEhytC3ZzturgQzStboNBbTU3Hl909cDxy4lYfSgSE97zKcowS7XUjByMWnARkz6qhkVbQvPtu/nwfSSmZmPNpPpQGGlutt2dWK2iT6tG2lWuwwfUwtod13HuaozOZNvvB0MxuGcAghpovoTq1dESx/97gBWbLuOH0U2LI+RSZ9nfSXC1kmNqhydJCXeb/K8rxrbRPj8PD7LBwRvpOHwzncmgZ3D/Fr1WTXy1Xg//sDHW/H7h0T2d7mSbSqXGqMl78dnARjh9PgJJKZnFESq9BM5GagChoaFo3Lhx7uvGjRvj0KFDaNOmDbKzszFs2DDDBVeIwqKz0GzsJSgVMtTyMcOIzq5wsyvYSTY9S40clYC1mcGf+C3xVCo19vxxC2kZ2ahd3UVvv7T0bLTs+QvUaoFqlRwx4oNGehNzBITFZqPZ92FQGkmo5WGCEa/bwU3PBUZtDxNsP5eC8/cyUMPdBOFx2Th6PQ2da+VfJVDehcVko9nk21AqJNTyNMWIdvZws9WdQDt0ORW1vEwwcWsUDl1OhZ25HB1qWeLDFraQl9MS7ReRnKJJmllb5Z9wD1m8B/a2Fnj37ddw+r/SO5RBcVOp1NhzNAxpGTmoVU3343S1qzlh+8HbOH81GjWqOCL8QTKOnryPzm18dfYnICwqA81GndFcR/haYMTbHnCz112ZefZ2Cga8rv03sEl1Gxw8G18coZZaE3+6iha1HdC4hv1zk22HTkWjViVrTFx+FYdORcPOUoEOTV3xYRdvnoefQ6VSY8+fd5GWmYNaVR109snKVuV5pNzEWI7Tl6KLI8RS6fDNdDTxMcGwrTH4NzwTzhZy9Kxtge4vcP2lFgJpWQI2+VRrlVfcv8VLpVJjz5Gbz72nC1l5EvY2pni3Q3WcPh9RjBESFYxBMzgODg4IDw+Ht7d3bltAQAAOHTqEVq1aISKi9P+nqelthml9PeDjrERUYjZCdkei7+yb2Pa1PywK8NjXzN8fwMlagcZVmKzQ59rtWPQcugmZWSqYmSoQMvFNVPTWnTzz8bDB1K9awt/PAckpmVi+/ix6frYZO1f0hIsj9/GzarqbYNrbxvBxUCAqWYWQw/HouywC2z5zh4Uy78VCp5oWiE9Toc+yCAgB5KiBnvUtMTgob3ULadT0MMG07s7wcTRGVFIOQg7Eoe+P97BthJfOfRwel42/b6WjUy1LLB7ohrux2ZiwNQo5KoFPX+ejuvlRq9WY+v1m1Knlg8qV9D9ucOrMLWzc8je2rv+qGKMr3a6FxqPXF7senYeNsGBcS1T0stHZt1MrX8QnZqLPiD0QQiBHJdCzY2UM7lWjeIMuJWr6WGDaQF/4uJgiKiELITvuo+/3l7FtQg2d1xExidmwt9RO1jtYKRCTmFVcIZc6O489xOXQZGyc2qBA/cOj0vH3pXh0auqCxWNq4+7DNEz46SpyctT49F0+dq7LtdB49Bq+98k54psgveeIpnXd8PPmK6gX6ARPV0ucOPsQ+4+HQ6UWxRt0KRKekIO1/6VgQH1LfPSaFS4+yMLUgwkwlkvoGliw8VyXn0xGWrZAuyp8+uNZ3L/F49qtGPQcugGZWTmae7rJHVHRW/e17anzEdi46xK2LuutczmVLFI5/SLKoMm2pk2bYvPmzWjWrJlWe7Vq1XDw4EG0bNnyudvIzMxEZqZ2yahSqURJKc5tXt0q99/+FUxR09scrb69jD1nEtCtcf43xkv2RWLX6QT88oUfB5fPh4+HDbYu64HklEzsPXoLo787iF/ndNWZcKtd3UXrG5LaAS5o338N1m6/hGHvNyzOsEuF5pWfXBD4uwA13ZVoNfMu9lxMQbe6Vnn6/xOajiVHE/BtRwfUcDfB3bhsTN0Vg4WH4zGkJRNuujR/alIDf1clanqaoNW0O9hzLhndGljn6a8WgL25HBPfcYJcJiHA3QSRiTlYfjSeybbnmDB1I27ceojffv5Cb5+U1Ax89fWvmDSuJ+xsmYAvKB93K2xZ1AnJqdnY++cdjPnhL6ya0U7nzfQ/5x5iydrz+PazhqhRxRF37ydh6qJ/sfDXcxjSV/+g/+VV86cmNvB3N0NNXwu0GnMWe/6NRbdmToYLrIx4EJOBqSuvYfnXdQo8QYdaAPZWxpj4UTXNedjXCpFxmVi+/Q6TbXr4uFthy8IOSE7Nwt4/72LMzONY9f3rOs8RXw+uh2/m/o32H26HBMDD1QJvv+6HTftuFXvcpYUQQHUXYwwPsgEAVHM2xo2YbKw9m1KgZNCOy6lYeCwJC952gL05x4B9Fvdv8fDxtMXWZb0054k/bmD01H34dd47eRJuKWlZ+GrKPkwa1Rp2NnyEn0ougybbxowZg9OnT+tcVr16dRw6dAibNm3KdxvTpk3DhAkTtNrGjRuHcU0KLcxCZWUmh7eTEmHR+X/D/NOBKCzdH4Xln/rBvwJPIvkxVsjhVUGTlAjwd8KFq9H4ZdN5TBzZ4rnrKozkqFrJEXfvJxZxlGWDlakc3g7GCIvN0bl83sF4dK5pgXfraRJx/i7GSM9S49ttMRgcZANZOf1W40VYmcrh7ahAWGy2zuWOlkZQyKH1qJKfkzGik1XIyhEwNuI+1mXi1I04cvQSfl3+OVycbfT2Cw+Pwf2IOHzy+dLcNvWjaopqdYZjz+9fw9ND96NP5ZnmPKz5fx9Q2R4Xr8fily1XMHHYa3n6zlv5Hzq39sO7b1YGAPj72CI9Iwffzj2Bwb1r8DzxHFZmRvB2MkFYtO6xMB2sFYhN1j5/xCRlw6GAY76VN5dCkxCbmIW3x/yT26ZSC5y6Eo/Ve8NxfnXrPI+GOtoYQyGXaZ+HK5gjOiELWTlqGBvxC9JnGSvk8HKzBAAEVHp0jth6FRO/aJSnr52NCULGtUBmlgoJSZlwsjfFzOX/wcOFX4Do42Ahh5+DdkWrr70C+649f7zRnZfT8M3ueMzuao/G3iZFFWKpxv1bPIwVcni52wB4fE8XhV82nsPEUa20+oXfT8T9h0n4ZOz23Lbca7VW87Fn1XvwrGBTXGFTAUjl9M+iQZNtNWrUQI0a+h8bCQgIQEBAQL7bCA4OxogRI7TalEolcPS9QomxsKVmqhAek4XODfTv+mX7o/Dj3kgsG+qLQC+WGr8otRDIylYVqK9Kpcb127EIauj1/M6E1Ew1wuOy0bmm7gve9Gx1npmdH9848+GPgknNVCM8Nhud6+g+R9TxNsGOs8lQq0Xuvr0TkwVHSzkTbToIITBp2ibsP3Qeq376FB7u+Vf/+fo4Y/vG0Vptc0J2ITU1A19/9TZcXGyKMNqyQ63Wfx5Oz8jJk1CTPZrsQwgBzhGdv9QMFcKjM9DZWnfSt5avBU5cSUL/Nk9mkT5+JRG1fJmo0KVRgB22/aCdFB676BJ8K5jjg866x2Cr42+DHcceap+HH6TB0daYibYC0lyrqfPtozSWw9nBDNk5auz76y7aNee1mj51KihxJ047yX4nLhtuVvlXUe28nIqvd8djZmd7tPDjl/v6cP8ahr5rCV9PW2xf0Uerbc5PJ5CaloWvPwuCi5NlcYVIlK8SMer+yZMnceLECTx8+BAA4OLigtdeew0NGjx/7AylUqlJrj2jpNzYT98cgZaBVnCzM0ZUYjYW7HwImQzoWFfzSN3oX+7CyVqBkV00F8VL90dh3s6HmNHfExXsjRGdpDmxmyllMFey7PhZM5eeQPMGXnB1tkBqWjZ2HLyOk2fv46fvOwEAvpp6AM6O5hj5oeZCesHKf1GrmjO8KlgjKSULP637DxGRyXi3Q1VDfowSa/qeWLT0N4ObjRGiklVYcCgeMgnoWENz0zZ6YxScrIww8g3NI7st/c3w8/FEVHVVoqaHEmGx2Zh3MA4t/c04aLQe03dEo2U1c7jZKBCVlIMF+2Mhk0no+CihOXrdQ80+flNzY92rkTVWH0/ElO3R6NvYBmEx2Vh8OB7vNbEx4KcouSZM3YAdu89g4ZwPYG5uguiYJACApYUJTEw0lT5fff0rnJ2sMfKLTlAqFXnGc7Oy1Fwg5zfOW3k286fTaF6/AlydLJCano0dh27j5PmHWDb1dQDA6O//hJO9GUYOqgsAaNnIAz9vvoyqfnaoWcUBYRHJmLfyLFo28oBczkTFs6ZvCEPLGrZws1ciKiELC7bd05wjGmgSx6N/ugUnWwVGvu0JAHivtQv6zbiC5fseoEWgDXb+G4tLd1IxkTOR6mRhaoTKntqJSFMTOWwsFLntoxdchJOdEiN7VwIA9HrdA6v3hmPKz9fQt50Hwh6mYfHWULzXziPP9gmYufw/NK/vBldHc8054vAdnDwfiWVTWgMARv9wTHOOeL82AODc1RhExqShqp8tImPTseDX81AL4IN3qxvyY5Ro/etboPevUVh8IgntqpjiwoMsbDiXigltnwzhMeuPBEQmqzC9o+bcseNyKoJ3xiG4tQ1quBojOkWT1DBRSLDUMWZsecb9W/RmLjmG5g294epkidS0LOw4eA0nz97DTz90BQB8NWWf5p7uoyZQKo1Q2Vf7y1MrC00+4Nl2KhmkcjodqUGTbVFRUXj77bdx/PhxeHp6wtnZGQAQGRmJ4cOHo0mTJti0aROcnErvmCSRCdkYuSIMCWkq2FkYoa6vOdaNrAQ7S82uj4jL0poKd82fMcjOEfjipzCt7Qx90xmfddA/G0t5FRufjtHTDiIqLhWW5kr4+9rjp+87oUk9zQXvg6gUrQqKpJRMfDPzCKLj0mBtoUT1yo5Yu+BtvRMqlHeRiTkYuSFKc/yay1HX0wTrPq4Au0fjTUQk5miVBX8SZAsJEuYejENkkgp25jK09DfHsDYcr02fyMQcjPztIRLS1Jp97G2CdUPdYWfx6ByRkKN1jnC1UWDZIDd8tz0GXebchbOVEd5rYoMPW3Af67Jm/TEAwHuD5mu1T5vYG2930YzT+OBhPB9dfAVxCRkY/cNfiI5Lh6WZMfx9bbFs6utoUleTnIyIStW6yPqkTw1IEjB35X+IjEmDnbUJWjZyx7CBdQz1EUq0yPgsjFx6EwmpOZrriEqWWBdcHXaPJkGIiMvUOkfUqWiJGR/4Yc7We5i9JRzeTiZYMLQyKldgpfzLiojN0Ppb5+pggmVj6+C7ldfR5au/4WynxHtveuLDLt4Gi7Ek05wjjiM6Ph2WZgr4+9hi2ZTWaFJH80Xzs+eIzCwV5v5yDuEPkmFmqkBQfTdM/7IxrCz4KLQ+ga5KzHvLAbP/SMTCY4lwtzbCmFY26FT9yXhi0SkqPEh6UiW0/mwqctTApP0JmLQ/Ibe9a4AZpnVgwuJp3L9FLzY+HaOn7kNU7KN7Oj8H/PRDVzSpr/ki6UFUMq/VqNSRhOaZDYPo1q0bIiIisGLFCvj7+2stu3btGt5//324ublhw4YNL7xtsb97YYVJOkivrwci5ho6jLLL7QuI9W8aOooyTeq+G2JrR0OHUWZJXXcAGXsMHUbZZtIOImyqoaMosySvsRBH+xk6jDJLav4LxNlPDR1GmSbVWgAROsnQYZRZks83UC9vY+gwyjTZ+we4j4uQ7P0DwMMQQ4dRtrkMNXQEJULSa5WK/D2sTtwo8vd4UQatbNu7dy+OHj2aJ9EGAP7+/pg3bx5atGhR/IERERERERERERG9BIMm25RKJZKSkvQuT05O1jkeGxERERERERERlWzldMg2GHR0xh49eqB///7YsmWLVtItKSkJW7ZswcCBA9GrVy8DRkhERERERERERFRwBq1smzVrFtRqNXr27ImcnBwYG2sGPs3KyoKRkREGDRqEGTNmGDJEIiIiIiIiIiJ6CVI5ndzC4I+RLlq0CNOnT8fp06fx8OFDAICLiwvq1q0LKysrQ4ZHRERERERERET0QgyabHvMysoKLVu2NHQYRERERERERERUSCSDDl5mOAb/2Onp6fjrr79w+fLlPMsyMjLwyy+/GCAqIiIiIiIiIiKiF2fQZNv169dRtWpVNG/eHIGBgQgKCkJERETu8sTERAwcONCAERIRERERERER0UuRpKL/KYEMmmwbPXo0AgICEBUVhWvXrsHS0hJNmzbF3bt3DRkWERERERERERHRSzHomG3Hjx/HgQMH4ODgAAcHB2zfvh1DhgxBs2bNcPjwYZibmxsyPCIiIiIiIiIiekkcs80A0tPTYWT0JN8nSRIWLVqETp06ISgoCNevXzdgdERERERERERERC/GoJVtVapUwalTp1C1alWt9gULFgAAOnfubIiwiIiIiIiIiIjoFUmykjmmWlEzaGXbW2+9hTVr1uhctmDBAvTq1QtCiGKOioiIiIiIiIiI6OUYNNkWHByMXbt26V2+cOFCqNXqYoyIiIiIiIiIiIgKQzmdjNSwyTYiIiIiIiIiIqKyxKBjthERERERERERUdnEMduIiIiIiIiIiIjolbCyjYiIiIiIiIiICl/5LGxjZRsREREREREREVFhYbKNiIiIiIiIiIgKnSQr+p8XoVKp8M0338DHxwempqbw8/PDpEmTIIQo1M/Nx0iJiIiIiIiIiKjMmz59OhYtWoSVK1eievXqOHXqFAYOHAhra2t8/vnnhfY+TLYREREREREREVGhK2mzkR4/fhxdunRBhw4dAADe3t5Ys2YNTp48Wajvw8dIiYiIiIiIiIiozGvcuDEOHjyI69evAwDOnTuHv/76C2+++Wahvg8r24iIiIiIiIiIqNBJxVDYlpmZiczMTK02pVIJpVKZp++YMWOQlJSEKlWqQC6XQ6VSYcqUKejTp0+hxsTKNiIiIiIiIiIiKpWmTZsGa2trrZ9p06bp7Lt+/XqsXr0av/32G86cOYOVK1dixowZWLlyZaHGxMo2IiIiIiIiIiIqdMUxZltwcDBGjBih1aarqg0AvvzyS4wZMwY9e/YEAAQGBiIsLAzTpk1D//79Cy0mSRT2/KZERERERERERFTuqbpWL/L3kG+9VOC+9vb2mDx5Mj755JPctmnTpmHFihW547gVhjJb2SYO9TR0CGWa1GotxLEBhg6jzJKa/Aykbjd0GGWbeScApw0dRRlWFyJsiqGDKNMkr68hjr9v6DDKLKnxcogDPQwdRpkltVkHcXucocMo0yTfCRB73zF0GGWW1HYTxMb2hg6jTJO67YL6m0aGDqPMkk36G+KPvoYOo0yTgn41dAikQ6dOnTBlyhR4enqievXq+O+//zBr1iy8/37hXleX2WQbEREREREREREZUDE8Rvoi5s+fj2+++QZDhgxBVFQU3Nzc8PHHH+Pbb78t1Pdhso2IiIiIiIiIiMo8S0tLzJkzB3PmzCnS92GyjYiIiIiIiIiICp/M0AEYRjn92ERERERERERERIWPlW1ERERERERERFT4StiYbcWFlW1ERERERERERESFhJVtRERERERERERU+MppiVc5/dhERERERERERESFj5VtRERERERERERU+DhmGxEREREREREREb0KVrYREREREREREVHhY2UbERERERERERERvQpWthERERERERERUeErpyVe5fRjExERERERERERFT5WthERERERERERUeHjmG1ERERERERERET0Kkp0su3KlSvw9fU1dBhERERERERERPSiZMXwUwKV0LA0srKyEBYWZugwiIiIiIiIiIiICsSgY7aNGDEi3+XR0dHFFAkRERERERERERWqcjpmm0GTbXPnzkWtWrVgZWWlc3lKSkoxR0RERERERERERPTyDJpsq1ixIoYPH46+ffvqXH727FnUrVu3mKMiIiIiIiIiIqJXVj4L2ww7Zlu9evVw+vRpvcslSYIQohgjIiIiIiIiIiIienkGrWybOXMmMjMz9S6vWbMm1Gp1MUZERERERERERESFgmO2FT8XFxdDvj0REREREREREVGhMmiyrTyYv+MBQnY+1GrzcVZi9/hqOvvfiEjHvO0PcOluOiLishDcrQL6t3YqjlDLhCU772PWprvo18YFY3v76OyTnaPGkl33sfVYNCLjs+DjYopR73qiWaBtMUdb8i1efhD7Dl3A7TvRMFEaoXZNb4z6vAN8vfM/JpOS0zF7wW7sP3wBCYlpqOBqi7GjuiCoadViirz0+PffK/jppx24eDEU0dEJCAkZjjZt6ue7zrZtf2HZsh0IC3sIS0szNGtWE1991Ru2tpbFFHXpsWb7NazZcQ33I1MBABW9rDG0T000b1BB7zorN1/Gmh3X8SAqFbZWSrRt5oURg+pAaSwvrrBLrSU772HWxjD0e90VY3v76uyTnaPGkp33Hp2DM+HjaopR73rzHKzH/J0PELIrUqvNx1mJ3d/qPp+uPxaL3/+Jw42IDABAdU9TDO/sihre5kUea1mwZP1lzFpxHv26VMbYwXV09rkRloh5qy7g0o04RESlIfij2uj/ln8xR1p6zN8ViZA90VptPk7G2P2/yjr77zuXiMX7onE3Jgs5KgEvRyUGtrRHlwY8R+gz/2AcQg7Fa7X5OCiwe7inzv7vLbuPf0Mz8rQHVTbD4v6uRRJjaSaN2ALJNu9+Ef9shNgxQ/dK1VtBav0RYOMKxIVD7A0Bbpwo4khLr/nb7iNkR4RWm4+zCXZPCtS7zp5TcZj7+33cj82El5MJRr3jjqBAmyKOlF4KK9sMY+HChdi8eTPs7Ozw8ccfo3Xr1rnLYmJi0KBBA9y+fduAEb66Sq4mWP5FxdzXRnL9B1tGlhoeDkq0q2OL7zbeK47wyowLoSlY90ck/N3N8u03d0s4tp2IxqQBfvB1McVflxLw6YJrWDM2ENW8eDPytJOnb6NP9yYIrO4BlUqNWQt2YdCQJdi56UuYmSp1rpOVnYOBnyyGvZ0F5n7fD85O1oh4EA8rS9Nijr50SEvLhL+/F955pwU+/XT2c/ufPn0No0cvQnDwe2jZsg4iI+MwfvxyfPPNMixYMLwYIi5dnB3MMHJQHXhVsIIQwNb9tzB0/GFsXtgRlbxt8vTffug2Zv50BlNGNkbtak64cy8JwTOOARIQPDj/JGh5d+F2MtYdeQh/j+ecgzfffXIOdjXDXxfj8en8q1jzdSCqeVkUU7SlSyVXEyz/zC/3dX7XESevp6BDPVvU9jGDUiHD0v1RGLTgFnb8rwqcbYyLI9xS68K1WKzbdQv+Pjb59svIyIGHiwXaNfXAd0v+K57gSrlKrkosH+qd+9oonxsvazM5Br/hBF9nYyjkEo5cSsbY3+7DztIIzarySyV9KjkpsPx9t9zX+e3j+b1dkK16Mi52QpoaXReEo20gr4N1ET8OhJA9NdS5kx9kA+dDXDykewWPQEjvToTYvwi4fgxSjTcg9f4eYlF/IKp039cWpUpuplg+/MkXF0b5jC5/5lYyRi67hRFvuaNFDRvsOBmLTxfexKb/VUPlCvlfhxAVF4Mm2+bNm4fg4GAMHDgQiYmJaN++PcaPH4/g4GAAgEqlQlhYmCFDLBRyuQRHa0WB+gZ6myPw0bfPM7dGPKc3PZaaocKoJTcwqb8vFu24n2/f349HY3BHdwTV0HxD2svJBccvJ2LF3gj88FGl4gi31Pgp5EOt199N6InXWo/Hpcv3UL+un851Nv1+EolJ6Vi74jMoFJpKIHc3uyKPtbQKCqqFoKBaBe5/9uwNVKjgiH792gEAPDyc0KNHayxdur2IIizdWr3mofV6+MDaWLvjGs5didaZbPvvcjTqVHdCp1aaqix3Fwt0aOmD81ej8/SlJzTn4OuYNKAiFm0Pz7fv7yeiMLijB4Jqas4LvVq5as7BeyLww8e6K13KO7kMBb6OmDHQS+v15D4e2Hc2ASeupaBrQ56L9UlNz8aoH/7GpC/qY9GaS/n2DfS3R6C/PQBg5opzxRFeqSeXSXC0Ktgx3LCSdtK9Xwsltp5MwJnbaUy25UMuk+BoWbBbOxsz7UrtXecTYKKQ0C6AX3jolJag9VJq1g8iNhy4c0Znd+m1HsDNv4FjqwEA4uASSH4NIDXsBrH9+6KOttR6kb91qw5Goml1awxqq6k4/KKLO45fTsLqw1GY0Ne7CKOkl2LQaTkNx6Afe/HixVi6dCkWLFiAVatW4fDhw5g9eza+/fZbQ4ZV6MKiMtFszAW0+d8ljFp+BxFxWYYOqcyZ+GsoWtSwRePqNs/tm5UjoFRof9tnopDh9I3kIoqu7EhO1jxyYG2t/xujQ39cRq1AL0z8bjMatxmPju/+gB9/OgiVipOdFIZatSrh4cNY/PHHfxBCICYmEXv3/oOgoJqGDq3EU6nU2Hk4FGkZOahVzVFnn9rVHHHpRizOX40BAIQ/SMbRk/fRvIF7cYZa6kxcdQstahbwHJwtoFRoX35ozsFJRRRd6RcWnYVmYy+izbeXMWpF2AtdR6RnqZGjErA242PQ+ZkYchot6ruicW2OJ1wUwqIz0ex/V9FmwjWMWhle4GNYCIET11IQGpWJen6suspPWGw2mn13B21mhGHU+khEJGQXeN2Np5PRPtACZsbl9I74RciNgJrtIM7s0N/HIwDi1r/abTf/Bjz1PxJJj+6ZvzyLNmPPY9SyW4iI1T+R4tlbqWhc1UqrrUl1a5y9nVLUYRIVmEEr20JDQ9G4cePc140bN8ahQ4fQpk0bZGdnY9iwYYYLrpDU9DbDtH6e8HE2QVRSNkJ2PkTfmdex7ZuqsDDhhW9h2PlPDC6HpWDjtzUK1L9pgDV+3vcA9fyt4OloghNXErH/TBxUavH8lcsxtVqNqTN+R51a3qhcUf94HuH3Y/H3vzfR6c06WDLvA9wNj8GE7zYjJ0eFTz9+oxgjLpvq1vXHDz8MxbBh85GVlY2cHBVatqyDb78daOjQSqxrofHo9cVuZGapYGZqhAXjWqCil43Ovp1a+SI+MRN9RuyBEAI5KoGeHStjcC9eIOuz859oXA5LxcZxBUv4Ng2wwc9776NeZSt4Oj0+B8fyHKxHTW9zTHvPFD7OSkQlZiNk10P0nXUD2/5XpUDXETO3RsDJWoHGVVgRpM/OI2G4fCseG+fyb1RRqOlthml93OHjpNRcC++OQt+5odgWXFHvMZycrkLQN9eQlaOGTCZh3LtuaFKFVVf61HRXYto7TvBxVCAqWYWQQ3HouzQC2z73gIUy/wTa+fAM3IjMwpS3dH8JRc+oGgSYWAD/7dTfx8IeSInTahIp8ZAs7Is4uNKrpo85pg3wgY+LieZv3fb76PvDVWwbH6DzPBGTlA37Z6plHawUiEkseJKZihHHbCt+Dg4OCA8Ph7e3d25bQEAADh06hFatWiEi4vmPUWZmZiIzUzvrrVQqUVJGJWkeYJ37b3+Yoqa3GVp9fQl7TiegWxOecF/Vg7hMTF1zB8tHVs1TKaHP17188M3KW2g/9iwkCfBwNMHbTRyx6a+oIo62dJvw3RbcuPUQvy0fmm8/oRawt7PApP91g1wuQ0A1d0RGJ+KnX44w2VYIbt68hylTfsHQoW+hadOaiI6Ox/ff/4Zx45Zj6tSPDB1eieTjboUtizoiOTUbe/8Mw5gfjmHVjLY6E27/nHuIJWsv4NvPGqJGFQfcvZ+MqYtOYuGv5zGkb8ES+uXJg9hMTP0tFMtHVS/4Obi3L775+Sbajz2jOQc7meDtpk7Y9CfPwbo0r/7km3v/Co+uI765jD1nEtCtcf7XEUv2RWLX6QT8MqxigX8/5c2D6FRMXXwGy6e25CQoRaR5tSeJXv8KJqjpZYZW469hz3+J6Paa7kebzZUybBnth7RMNU5cT8V3Wx/A3UGR5xFT0mju/6Tqz99Fk3xr9cNd7LmQgm71rPJZU1PVVtnZGDU8TIo6zDJBqtMJuPE3kBxj6FDKlOZPTWzg765JvrUacx57TsWhW1Mmgql0MmiyrWnTpti8eTOaNWum1V6tWjUcPHgQLVu2fO42pk2bhgkTJmi1jRs3DuOaF2qohcbKzAjeziYIi9ZfFksFd+lOKmKTsvH2hPO5bSo1cOp6ElYfeojzSxpB/kwm3c5KgZDPqiAzW42ElGw42Rhj5sa78HDkRYY+E7/bjCN/Xsavy4bAxdkm376ODlYwMpJDLn9yY+fr44TomGRkZefAWGHweVlKtcWLt6FOncr44INOAIAqVTxhaqpEnz4TMWzYu3By4mxtzzJWyOFVQXOzEVDZHhevx+CXLVcwcdhrefrOW3kWnVv74t03NeM3+vvYIj0jB9/OPYHBvQMhK6ffzOlzKSxFcw4efza3LfccfPABzi9trPsc/HlV7XPwhjB4OOqedIW0WZkZwdtJ+dzriJ8ORGHpvkgs/6wi/Ctwghp9Lt2IR2xCJt7+dG9um0otcOpiNFZvv4Hz297V+ntGr87KTP7oGNb/KKlMJsHr0Tmhqrspbj/MxJL9MUy2FZCVqRzeDgqExeZf5ZOWpcau8yn4vA2vHQrE2gXwqw+xZkz+/VJiAQvtRLJkYatppwLR3DMrERaVd9ZcQFPFFpukfXzHJGXDoYBjvlHxksrpn1GD3vWOGTMGp0+f1rmsevXqOHToEDZt2pTvNoKDgzFixAitNqVSCRzrX2hxFqbUDBXCozPRmdOXF4pGVa2xbaL2o0tjl9+Er6spPnizQp6bvKcpFTI42yqRnaPGvtOxaFffoajDLXWEEJg0fQv2H76IVUs/gUeF51dj1qnpjR17/oNarYbs0cxNd8Ji4OhgxURbIcjIyIRcrl198fhGUPApvAJRq4GsbN1jCKZn5ORJqMkezfwohADAZNvTGlW1xrZJtbTaxv706BzcnufgopCaoUJ4TBY65zPY/LL9kfhxTySWfeqHQC/OypafRrWcsW1RO622sbNOwtfDEh+8W5WJtiKQmvnoGK5vU+B11EIgK4djvxZUaqYa4XHZ6Fwr/+TknospyFIJdKrFx8wLQqrTEUiNB64fz79j+EVIvvUhTqx70ubXALh7oWgDLENy75kb6X5erZafOU5cTUL/Nk/G2Tx+ORG1fJmQp5LDoHe+NWrUQI0a+h/LCQgIQEBAQL7bUCqVmuTaM0rKPef0TffRMtAKbvbGiErIxoIdDyGTSehYX5NsG/3zHTjZGGNkV81U3Vk5atx6oMngZ6vUiEzIxpXwNJgp5fD6P3v3Hd9E+ccB/HNJ2nTvTSllr1KWDClQCijIBlGmDEFZ+mOpUBwMhVIVBzJkiFtA2SBTCiKC7A2yO6Aj3Xslud8fwUJoWgo0uab9vF+vvF7kueeS7z2e18v3nuHBp/4Ps7OWo56v/g8Ja6UcTraKovIZq67Dw9kS0wfqVmg7dzMTCWkFaFjdFglpBViyNQZaLTD2BZ9in1/VzV24CTt2ncGyz0fD1kaJxCTdBOb2dtawstL90Hvn/bXw9HDE9Dd7AACGvNQOP/36N+Z/shXDB7dHVHQiVqzZj1cGt5fsOCqy7Ow8REfHF72/cycRV65EwtHRDj4+bli0aB0SElLw8ccTAQAhIS3w/vur8csv+9ChQyBUqjQsWPAjAgNrw9OTSfyHLfrmNDq2qgZvD1tk5xZiR8RtHD8fj9ULugIAZnx8GB6uNpg+pgUAIKStL77bdAUNa7ugaQM3RMVmYvH3ZxHS1pc/ug2ws1agnq/+rYS1UgYnOwXq+eqGNc1YdU33d+4lfwD3rsGpBWjoZ4uEtHws2RIDrShibI9qpg7fLIRvuouQJo7wcbGAKl2NJb/HQSYDej1z7z7i+yh4OFlgel/d37BVexOw+Pd4fDqqBqq5WCLx3vw1NkoZbDlXbDF2Nhao99DKxNZWcjjZK4vKZ3z6DzxcrTF9tO7hXkGhBjejdX8PC9VaJCTn4srNVNhYK1DDh0mLh4VviUNIY4f75/CuBMgEoFcL3VQrM368Aw9HBab30f1oXrE3EQF+1vBzs0SBWos/L2dh24k0zH6Z92klCd+VhJAGtvBxUkCVocGS/Sm6Nm6qOx9n/JYADwcFpnfTf2i68WQmuja0hTMXUHk0QQBa9ATO7AS0Gv1NL34AZCRC3LccACAeXQ9hzHKg3VDg2t8QmjwH+DSEuHWhFJGbhfDfohES6AQfVyVU6QVYsi1W95u5ta6H4Iw1t3R/6wboVpl/pYsnRnxyFWv2xqNTE0f8fiIFl6JyMO8VfwmPgkpURUeGVIhuJsePH8fRo0cRH6/7wenl5YVnn30WrVu3ljiyp5eQWoDpayKRlq2Bi50CLWvbYv079eBir0tUxKYUQhDun3yq9EL0X3C16P2aP1RY84cKrera4cdpdU0ef2UQm1IA4YH/wfPVWny5KQYxiXmwsZIjuIkTwsfWhYNNhfjfoUJZ+9tRAMArry3XKw+bMwgD+rQCAMTFp+r1BPL2csI3S15D2KJt6DNoETw9HDFiSAe8NurRw8KroosXb2HEiI+K3oeF/QQA6N+/IxYuHI/ExDTExd0fdjBgQDCys/Pw8897ER7+M+ztbdC2bWO8/fYQk8duDlLS8jDjk8NITMmFvY0l6tdywuoFXRHUUvejLVaVrXcNnjAsEIIg4MvvzyIhKQcujkqEtK2OKaObS3UIZi82OV+vjfMLtfhycxRiVPeuwYHOCH+N1+CSJKQVYvq3D91HvFUPLva69opNLcADzYu1fyWhUC1i8upIvc+Z1MMTb/YseXEbKpnuOnH/vSolF/0fGHa6ZuO/WLPxX7Rq4o4fP+4iQYQVW0KaGtO/j7l3Dst15/C0WiWew7kFWsz7LRbxaYWwspChpoclPh5RHT1aOJbwDZSQrsH09QlIy9HAxVaOljWssX68L1xsdUm02HS13nUYAG4lFuBUVB6+Gc3rQpnUagXByRva09uLb3P0Ah5c5CfmAsTfPoDQdRzw3HggOQbiL+8Aqlumi9fMJKQWYvrqW0jLVuv+1tWxx/qZDR/4zax/nWhR2x6fjq2FL7bexedb7sDfwwpLJtZBvWrszU0VhyCK0g08UqlUGDBgAI4cOQI/Pz94enoCABISEhAdHY2goCBs3LgRHh4ej/3ZYsTg8g6XHiB0Xgfx71FSh1FpCUHfAdkG/phT+bHtDcDwMHYqDy0hRs2XOohKTajxLsQjr0odRqUltFsD8Y9BUodRaQld10O8NVvqMCo1odZciHtelDqMSkvothHihh5Sh1GpCQN3Qvt+W6nDqLRkH/4D8c/hUodRqQnBP0kdQoWgnd7K6N8hW3TC6N/xuCQdEzNx4kRotVpcuXIFkZGROHbsGI4dO4bIyEhcuXIFWq0WkyaVvvIhERERERERERFRRSHpmI09e/bg0KFDqF+/frFt9evXx+LFi9GpUyfTB0ZERERERERERE+nis7ZJmnPNqVSiYyMjBK3Z2ZmGlz8gIiIiIiIiIiIqCKSNNk2aNAgjBw5Eps3b9ZLumVkZGDz5s0YPXo0hgzhpN9ERERERERERGZHJhj/VQFJOoz0s88+g1arxeDBg6FWq2FpaQkAKCgogEKhwJgxY/Dpp59KGSIREREREREREVGZSZpsUyqVWL58OcLDw3Hq1CnEx8cDALy8vNCyZUs4ODhIGR4RERERERERET0pScdTSkfSZNt/HBwcEBISInUYRERERERERERET0XyHGNubi4OHz6My5cvF9uWl5eHH374QYKoiIiIiIiIiIjoqVTROdskTbZdu3YNDRs2RMeOHdGkSRMEBwcjNja2aHt6ejpGjx4tYYRERERERERERERlJ2mybcaMGQgICIBKpcLVq1dhb2+P9u3bIzo6WsqwiIiIiIiIiIjoaclM8KqAJA3ryJEjCAsLg5ubG+rUqYPt27ejW7du6NChA27duiVlaERERERERERERI9N0mRbbm4uFIr7azQIgoDly5ejd+/eCA4OxrVr1ySMjoiIiIiIiIiInhjnbHs0tVqNH374AQkJCeXy5Q0aNMDJkyeLlS9ZsgR9+/ZFnz59yuV7iIiIiIiIiIiITOGxkm0KhQLjx49HXl5euXx5//79sXbtWoPblixZgiFDhkAUxXL5LiIiIiIiIiIiMiHO2VY2rVu3xtmzZ8vly0NDQ7Fz584Sty9btgxarbZcvouIiIiIiIiIiMjYFI+uom/ixImYNm0aYmJi0LJlS9ja2uptDwwMLLfgiIiIiIiIiIjITFXQOdWM7bGTbYMHDwYA/O9//ysqEwQBoihCEARoNJryi46IiIiIiIiIiMiMPHay7fbt28aIg4iIiIiIiIiIKpMKOqeasT12sq1GjRrGiIOIiIiIiIiIiMjsPXay7T+XL19GdHQ0CgoK9Mr79Onz1EEREREREREREZGZ45xtZXPr1i30798fFy5cKJqrDdDN2waAc7YREREREREREVGV9dijZydPnoyaNWtCpVLBxsYGly5dwqFDh/DMM8/g4MGDRgiRiIiIiIiIiIjMjkww/qsCeuyebUePHkVERATc3Nwgk8kgk8nQvn17hIWF4X//+x/OnDljjDiJiIiIiIiIiIgqvMfu2abRaGBvbw8AcHNzQ2xsLADdwglXr14t3+iIiIiIiIiIiMg8yUzwqoAeu2dbQEAAzp07h5o1a6JNmzb4+OOPYWlpiZUrV6JWrVrGiJGIiIiIiIiIiMgsPHay7b333kN2djYAYN68eejVqxc6dOgAV1dXrF+/vtwDJCIiIiIiIiIiM1RB51QztsdOtnXr1q3o33Xq1MG///6LlJQUODs7F61ISkREREREREREVBUJoiiKT7LjjRs3cPPmTXTs2BHW1tYQRZHJNiIiIiIiIiIiAgBoP+9g9O+QTf3L6N/xuB67Z1tycjJefvllHDhwAIIg4Pr166hVqxbGjBkDZ2dnLFq0yBhxPjbxzqdSh1CpCb5vAaqvpQ6j8vIYD/HMJKmjqNSE5kuhXdJJ6jAqLdkbByH+8LzUYVRqwoi9uO5eQ+owKq26iVGYK9SXOoxKa7Z4FZqhgVKHUanJfzkPcc+LUodRaQndNkL7ZUepw6jUZJMPQdzeW+owKi2h93beCxuZ7I2DUodQMVTRTlmPvW7D1KlTYWFhgejoaNjY2BSVDxo0CLt37y7X4IiIiIiIiIiIiMzJY/ds27t3L/bs2QNfX1+98rp16yIqKqrcAiMiIiIiIiIiIjNWNTu2PX7PtuzsbL0ebf9JSUmBUqksl6CIiIiIiIiIiIjMUZmTbbGxsQCADh064IcffigqFwQBWq0WH3/8MUJCQso/QiIiIiIiIiIiMj+CYPxXBVTmYaSNGzfG0qVL8cknn6Bz5844efIkCgoK8M477+DSpUtISUnB33//bcxYiYiIiIiIiIiIKrQyJ9vmz5+PcePGoXv37rh8+TK+/vpr2NvbIysrCwMGDMCkSZPg7e1tzFiJiIiIiIiIiMhcVMyOZ0ZX5mTbxIkT8cILL2DMmDFo3LgxVq5ciXfffdeYsREREREREREREZmVx1qNtGbNmoiIiMCSJUvw4osvomHDhlAo9D/i9OnT5RogERERERERERGZoQo6p5qxPVayDQCioqKwadMmODs7o2/fvsWSbURERERERERERFXVY2XKVq1ahenTp6Nr1664dOkS3N3djRUXERERERERERGZM5nUAUijzMm27t274/jx41iyZAlGjBhhzJiIiIiIiIiIiIjMUpmTbRqNBufPn4evr68x4yEiIiIiIiIiosqAc7aVbt++fcaMg4iIiIiIiIiIyOxxdQMiIiIiIiIiIip/VbNjW1Wdqo6IiIiIiIiIiKj8SZ5sO3fuHD766CMsW7YMSUlJetsyMjLw6quvShQZERERERERERE9MUEw/qsCkjTZtnfvXrRu3Rrr1q1DeHg4GjRogAMHDhRtz83Nxffffy9hhERERERERERERGUnabJtzpw5eOutt3Dx4kVERkbinXfeQZ8+fbB7924pwyIiIiIiIiIioqclmOBVAUm6QMKlS5fw448/AgAEQcA777wDX19fDBw4EOvWrUOrVq2kDI+IiIiIiIiIiOixSJpsUyqVSEtL0ysbOnQoZDIZBg0ahEWLFkkTGBERERERERERPZ0KOqeasUmabGvWrBkOHDiAli1b6pUPHjwYoihi5MiREkVGRERERERERET0+CRNtk2YMAGHDh0yuG3IkCEQRRGrVq0ycVRERERERERERPTUJF0pQDqSJtv69++P/v37l7h96NChGDp0qAkjIiIiIiIiIiIienKSJtuqgrXbLmPttiu4m5AJAKhTwxmTXmmBjm2qG6z/yrQdOHEurlh5cJvqWLGgu1FjNUe/bD6HtVvO4258BgCgbk1XTBzVBsFtaxqsv/fP6/j6x+OIvpsOtVqDGr7OGD2oBfp1b2TKsM3Wyq2R+GztDYx4oTpmjaxfYr2M7EJ8sf4m9h1XIS2rED5u1pg1sh6Cm7uZMFrzkZClwaIjGTgUlY+8QhF+Tgos6OKIAE9Lg/WP38nHyM0pxcoPveoBd1u5scM1OwkZanx6IA2Hbubq2tdZgQW9XNHER1niPsei8hC+LxXXkwrg7aDA+CBHDGhqZ8KozYtgawvX0Omw69ENcjc35F+4hMR35yD/7HmD9a3btYXv1vXFym81fgYaVaKxw63Q/Do8g3Zvj4FPywDY+3hgXb+JuLp1f9H2Bv2fwzPjB8O7ZWPYuDrj62Z9kXDu30d+rtLRHl3mT0WDAc/B2sUJ6VF3sXvKAtzYZXiEQVUi+3IXBPdqxcq1e9dB/G5B8frvfQOhUfFFvMQzh6D95A2jxGjOvtqZgKW79f+/rulhiV3v1TNYf++5dKzYm4jopAKoNSJquCsxOsQVfVs7myJcs5SQpcGio1k4FJ2PPLUIP0cFFnR2QICHRYn7FGhELDuRjW3XcpGUo4W7rQwTn7HDiw2tTRi5efhqTxKW7tO/76rpboFdMwz/3th0Ih2z1ifolVkqBJxfWNdoMZo73gtXcpyzTRrLli3Dpk2b4OLignHjxqFLly5F25KSktC6dWvcunVLwgifjqebLaa/1go1qjlCFEVs2Xsdkz7Yi00r+qOuv0ux+l/N6YpCtbbofVpGHvq9tgndOtYyZdhmw8vDDm+Nb48avk4QRWDL7suYFLoNm9cMQ92axRM7jg5WmDCiDWr5OcPCQo4DR25h1sK9cHW2QYc2/qY/ADNy4WY61v9xB/X9Sk84FKi1eHX+Gbg6WuDLqYHwcFYiNikPDraSX24qpPQ8LYZuSEYbX0us7O0CF2sZotI1cLB6dH/rncPdYWd5/4+Xq00V7aNdivRcDYb8EI82NaywapAHXGxliExRw9G65La6k1aI8etVGNTCDp/0c8PR27l4//dkuNvJ0aE2f4QY4vlFOCwb1Ef8pKnQxCfAfmB/VNv4M6KCukITn1DifpFtOkGblVX0XpOYZIpwKzRLWxsknLuKs2s2YtDmpQa3Rx8+jUu/7kKf1fPL9JkyCwu8su9bZKuS8dvAyci4mwCnGj7IS8so7/DNkva9oYDsgWtC9TqQz1oF8dhew/U/nwooHkhi2DlBtvC3EusTUNdbiTWT/IveK2Ql//BytJFj/PMeqOVpCQu5gIOXMjHrl7twsVegQ0N7E0RrXtLztBi6OQVtqlliZS9n3X1EmhoOytJ/3E7dk46kXC0+CnFADUcFVDkaiKKJgjZDdT0tsWacb9F7hbz09rWzkmHXO/5F76torqFMeC9MlZWkv34XL16M0NBQjB49Gunp6ejRowfmzJmD0NBQAIBGo0FUVJSUIT61zu1q6L2fOqYV1m2/gnOXVQaTbU4OVnrvdx64CSsrBboHG35yUtV1Dqqt937q60FYu+Uczl6KN5hsa9Ncv0fhyJdaYMuuKzh1IZbJtlJk56nx1leX8OHrDbF80+1S6246EIv0rEKsnfcMLBS6P3i+HkxQlGT1qSx428mwoKtTUZmvY9kuza42MjgoeVNRmtVHM+DtoEBY7/vXA1+nkp/0A8C601nwdVJgZlfdNbq2mwVO38nH98czmGwzQLBSwq7XC4gd8Rryjh4HAKR88gVsu3WF0+hXkBz2aYn7apKSoc1gwudBN3Yfwo3dJfc2O//TVgCAY43iPbFK0vzVF2Ht4og17QZDq1YDANKj7j5doJVJZqreW6HPGIjx0cCVk4brZ+ufs8KzLwD5eRCP7TNWhGZPLhPg7lD6tfc/berqP9Qb0UmJLcfTcPpWDpNtBqw+kw1vOzkWdHYsKvN1KL1nz1/R+TgRW4C9w93gdC+hUe0R+1R1crkAd4ey/3QWgMeqX5XxXrgKqKLJZkmvACtWrMCqVauK5mWbMGEC+vXrh9zcXMybN0/K0IxCo9Fi95+3kZNXiGaNPMu0z4ZdV9EjpDZsrMt2g1KVaTRa7D5wHTl5ajRv7P3I+qIo4p9TMbgdk4K3mrY3QYTma96aq+jU3BXtmrg+MtkWcSoRzeo5Yt6aq4g4lQgXewv0DPLCa339IS/lSXZVdeB2PoJqKDFlVypO3C2Ap60Mg5vY4uUAm0fu239tEgo0Iuq6KvBGa3u08DHc1b4qi7iei/a1rDB5YyJOROfB016OIS3t8XLzkn+wnb2Tj2f99R98BNWyRti+4sMVCIBcAUGhgJiXr1cs5uXBqs0zpe7qd2AnBKUSBVeuIvmTL5B3vITkBj2V+n06487Rs+ix9APU79sFOYkpuPDLDvwdvgqiVvvoD6hK5AoI7XtC3PljmXcROvWH+M9uID/XeHGZuajEfHR4718oLQQ087fBtN6e8HF59N8sURTxz7Vs3FblY3ofLxNEan4OROYjqLoSU/ak4URsATxt5RgcYI2XG5V8HxFxOx+NPSzwzZlsbLuWB2uFgM7+SvyvjR2sFLxXMyQqsQAd5t2EUiFDsxpWmNbDDT7OJf8+yynQovNHt6AVgUa+Skx9wQ11vUqevqIq470wVVaSJttu376Ndu3aFb1v164dIiIi0LVrVxQWFmLKlCnSBVeOrt5KwZA3tyK/QAMbawssmfsc6vg/et6J8/+qcP12Kua/1dEEUZqvqzeTMHjCOuQXqGFjbYml83ujTk3XEutnZuWj44BVKCjQQCYXMHtaZwS1qlFi/aru9yPxuHw7Axvmty5T/RhVLv65lIreQV5YMaMZouNzMHfNVag1It4YyOHQD4vJUGPdBTVGNbPF68+44GJCIRYcSoelHOjX0PBNhrutHHNCHBDgYYkCjYgNl3IwcnMy1r3khsalzM9SFcWkFmLtqUKMauOAcUGeuBCbj/l7U2EhF9A/0PCQ6MRsDVwfmu/DzVaOrHwReYVaWFnwCeqDxOxs5B4/BZfpbyL+2nVoEpNgP6AvrJ5pgcLbkQb3USeokDA9FPlnz0NQKuEwfDB8t6xDTPd+yD9/0bQHUAU416qOmp3b4sLP2/FLj9fhUscPPZbNhtxCgT/nFR+qWpUJz3QGbOwh/rm1bDvUDoDgVxfaVbONG5gZa+pvg7BhvqjpoYQqoxBLd6kw/Mvb2BZaB3ZWhntTZeZqEPz+VRSotZDJBMx+yQdBDThvpiExGRqsu5SDUU1t8HoLZ1xUFWLBX5mwlAno18Bwb+w7GRqcjiuAUg581d0JqXlazDuUgbR8rV4POdJp6meNsMFK1HS3hCpTjaV7kzF8aQy2veUPOwNDHWu6W2L+y16o722JzDwt1hxMxZAlMdjxVg14PaJ3fVXEe+EqoIqOo5Y02ebm5oaYmBj4+/sXlQUEBCAiIgKdO3dGbGzsIz8jPz8f+fn6T9OVSiUqUk67ZnVHbF45AJnZBdhz6DZmhv+JHz/r9ciE24adV1GvpgsCG3iYKFLzVNPPGVvWDEdmdj72HLiOGfP34KevXiox4WZrY4kta4YjJ7cAR0/FYOGSQ6ju41hsiCkBcUl5WPD9NayZ1RxKy7INL9BqAVcHC8x7vSHkMgEBtRyQkJqPNdujmGwzQBSBxh4WmNrOAQDQyN0C15MLse5iTok3GDWdFajpfP/y3dzbEtHpGnx/NhsfP+9kirDNhigCjb2VmBaiu9428rLE9cRCrDudWWKyjR5fwqQp8PjyE9S6eAKiWo388xeRuWkbrJo2MVi/8OYtFN68Px9r3olTsPD3g9O4MUiYNNVUYVcZgkxAtioZ219/H6JWi7jTl2BfzRPt3h7DZNtDhJD+wLm/gbSyLdQhdOoPMfoacJNJ4pJ0bHS/J3H9alZoWsMGnedcxe4z6Rj4bPEpVQDAVinD5hm1kZOvxdFr2Vi4JQ6+bhbFhpjSvb9z7haY2lbXzo3cLXA9RY11l3JLTLZpRd2ork+6OsL+3hC8Ge3sMWVPOj7o6MDebQ/p2NC26N/1oURTPyt0nn8bu89lYmCb4snJ5v7WaO5vrfe+58eRWP9POiZ352JhD+O9MFVWkj6eb9++PTZt2lSsvFGjRti/fz927dr1yM8ICwuDo6Oj3issLMwY4T4xSws5alRzREA9d0wf2xoNarvgh02l35Tl5BZi58GbGPhCySs+ko6lhRw1fJ0QUN8T08e3R4M6bvhhw5kS68tkAmr4OqFhXQ+8OrglugXXxcofT5gwYvNx6XYGktMLMCD0OBoP3Y/GQ/fjxJU0/Lg7Bo2H7odGW3wmXXdnS/h72+oNGa3tY4vEtAIUqDlc6WFutnLUdtF/7lHLRYG4TM1jfU6gpwWi09XlGVql4G4nRx03/Sectd0sEJdecvu628qRnK2/PSlbAzulwF5tJSiMjMbdvoNwo0YD3G72LGK69YVgoUBhVHSZPyP/9DlY1PQ3XpBVWGZcIpKvReoNGU26cgv23h6QWbAHQBE3byCgLbQHNpatvtIawrPdIR7cbNy4KhkHGzn8PZSISiwosY5MJqCGuxINfa3xamc3dGvqiJX7uICKIW42MtR20X8gWstZgbis0v7OyeBpKy9KtAFAbWcFRADxpexHOg7Wcvi7WSAqueRz+EEWcgENqykRlVRo5MjME++FKz9BMP6rIpL0V8PMmTMRGBhocFvjxo0RERGBDz74oNTPCA0NRXp6ut7rvwUWKiqtVkRBYekXj91/3kZBgRa9u9YxUVSVh1YECgrKfnHWio/+71FVtQ1wwbZP2mJzeJuiV0AtB/QO8sLm8DYG52BrUc8JUfE50D6QiIuMy4G7syUsFUxUPKyFtwUiU/VvDCLTNPCxf7yJiq8kFcKdKzAV07y6ErdT9G9uI1MK4VPKxLvNfJU4GpmnV3bkdi6aVeNcK48i5uRCk6CCzNEBNiEdkbWr7KszKgMaQZOgMmJ0VVfM36fhUsdP727UtZ4/MmNV0Bbyx99/hOB+QHoKcOavstVv8xygsIR4eIdxA6tksvM1iEkqgLtj2RO9WlHkA7sStPC2RGSa/n1sZJoGPnYl30e08LKAKkeD7ML7bRqZroZMALxK2Y90svO1iEkuhLt92QaJabQirsXlw52LUBjEe2GSwt27dzF8+HC4urrC2toaTZo0wcmT5Tt3sKTDSAMDA0tMtgG6IaUBAQGlfoZSqYRSWfwHUEVZuXrR6uPo2Lo6vD3skJ1TiB0RN3D8XBxWL3wBADBj4QF4uNli+lj9+bA27voXXYNqwNnRytDH0j2Lvj6Mjm394e1pr2vfff/i+JkYfLNoAADgnY92w9PNDtPH6xZAWPHjcQQ08IRfNUcUFGjw5z+R2LbnCuZM7yzlYVRYdtYK1KuuP2TDWimDk71FUfmMpRfh4WKF6UN0ieEhz/ni570xmP/9VQzvVh1R8blYsTUSr3TnMF1DRjazxdANyVhxIgvd61rhQkIhfruYg7kPzJny2ZEMJGRpEX6vW/z3Z7Ph6yBHHRcF8u/NU3HsTgFW9zU8HKcqG9XaAUO+j8fXf6fjhYY2OB9bgF/PZGFej/tttehAKlSZGoT30Q3tGNzCDj+fzMQn+1PxYlM7/BOZh92Xc/D1IA7pL4lNSEdAEFBw4xYsa9aA25xZKLh+ExlrfwMAuL73DhReXkh4YxoAwGncqyiMikHB1WtFc7ZZd2iHuy+9IuVhVAgWtja6xNg9zjV94dm0AXJT0pEREwcrZ0c4+nnD3kd3PrrV161WnhWfhOwEXc+fft+HI/NuAvbP+gwAcHL5WrR+Yzhe+PJdHPvqJ7jWrYH2s8bh+OKyLwJQ6QkChI59If61DdDqJy6ECfOBlASI6xfrl3caAPFUBJCVbsJAzU/4ljiENHaAj4sFVOlqLNmVAJkA9Gqh+zs348c78HBUFC2AsGJvIgL8rOHnZokCtRZ/Xs7CthNpmP2yj5SHUWGNDLTB0M0pWHEqG93rKHX3EZdzMLeTQ1Gdz45mIiFbi/CuujbvWc8Ky09m492IDLzRyg6peVp8ciQLAxpYcwipAeHbExHSyBY+zhZQZaixZE8yZDIBve4ttjRjbZzuHO7hDgBYujcZTWtYoYabBTJytfjmYCpiU9V4qTXnwzOE98JVQAXrepaamoqgoCCEhIRg165dcHd3x/Xr1+Hs/Oh59R9HhViP+Pjx4zh69Cji4+MBAF5eXnj22WfRunXZJmSvyFJSczFj4UEkpuTA3tYS9Wu5YPXCFxD0jC8AIFaVDeGhk+9WTBpOXUzAN+EvSBGyWUlOy8GM+XugSs7WtW9tN3yzaEDRggdxCZmQPdC+OXmFmPtZBOJVmbBSKlCrhgs+eb87enThcN0nFZuUp3cOe7tZYXVocyz84Rr6zjgGT2clXuleHa/19ZcuyAqsiaclFvdwxudHM7HsRCZ8HeSY2cEBvevfn+sjMVurNxykUCPi48MZSMjSwMpCQH1XC6zp54I2vux59bAmPkp8NdAdnx1Iw7K/0uDrpEDoc87oHXA/iZyYpUHsA8MOfJ0s8PUgDyzcl4IfTmTAy16BD3u6okNtw3PfECBzsIfruzOg8PGCNi0dWTt2IXn+J4Ba164KTw8ofO//UBYsLOA27z0ovLwg5uYi//K/uPviMOT+fVSqQ6gwfJ4JwKiD95Ng3T6fBQA4+90mbB0divp9OqPfdwuLtg9c/wUA4OCcr/Dn3CUAAEc/b70hoxl34vFTtzHo9nkoJpzfhoy7CTj25Q/4O3yVCY7ITAS0heDuA+3BLcU2Ca5exVdt9faH0KAFtAteN018ZiwhTY3p38cgLVsDFzs5Wta2xfppteByr1dQbGqB3u+w3AIt5v0Wi/i0QlhZyFDTwxIfj6iOHi2YqDCkiacFFnd3wuf/ZGHZySz42ssxs709etd74D4iR/8+wtZChm/6OOOjvzLx0oZkOCll6F7HCpPbcE48QxLS1Zj+cxzSsrW6c7imNda/WR0udv+dw2q9e+GMXA0++C0BiZkaONrI0LiaFda+WR11uBqpQbwXJlMLDw9H9erV8e233xaV1axZs9y/RxBFUbJOYCqVCgMGDMCRI0fg5+cHT09PAEBCQgKio6MRFBSEjRs3wsPj8XsTiHc+Le9w6QGC71uA6mupw6i8PMZDPDNJ6igqNaH5UmiXdJI6jEpL9sZBiD88L3UYlZowYi+uu3MlZWOpmxiFuQIfxBjLbPEqNENLHt1AT0/+y3mIe16UOoxKS+i2EdovO0odRqUmm3wI4vbeUodRaQm9t/Ne2MhkbxyUOoQKQfzR+L8JCl7ebnDhTEOjIBs1aoRu3brhzp07+PPPP1GtWjVMnDgRr732WrnGJOmg5okTJ0Kr1eLKlSuIjIzEsWPHcOzYMURGRuLKlSvQarWYNIkJByIiIiIiIiIiKu5xFs68desWli9fjrp162LPnj2YMGEC/ve//+H7778v15gkHUa6Z88eHDp0CPXrF39yXL9+fSxevBidOnUyfWBERERERERERPR0DCyqV95CQ0Mxbdo0vTJDvdoAQKvV4plnnsGCBQsAAM2bN8fFixfx9ddfY+TIkeUWk6TJNqVSiYyMjBK3Z2ZmlthARERERERERERUtZU0ZNQQb29vNGrUSK+sYcOG2LhxY7nGJOkw0kGDBmHkyJHYvHmzXtItIyMDmzdvxujRozFkyBAJIyQiIiIiIiIioicimOD1GIKCgnD16lW9smvXrqFGjfKdC1nSnm2fffYZtFotBg8eDLVaDUtLSwBAQUEBFAoFxowZg08/5UIHRERERERERET0dKZOnYp27dphwYIFePnll3H8+HGsXLkSK1euLNfvkXwY6fLlyxEeHo5Tp04hPj4eAODl5YWWLVvCwcFByvCIiIiIiIiIiOhJCcafs+1xtGrVCps3b0ZoaCjmzZuHmjVr4osvvsCwYcPK9XskTbb9x8HBASEhIVKHQURERERERERElVivXr3Qq1cvo36HpHO2AUBubi4OHz6My5cvF9uWl5eHH374QYKoiIiIiIiIiIjoqVSwOdtMRdJk27Vr19CwYUN07NgRTZo0QXBwMGJjY4u2p6enY/To0RJGSEREREREREREVHaSJttmzJiBgIAAqFQqXL16Ffb29mjfvj2io6OlDIuIiIiIiIiIiJ6WIBj/VQFJmmw7cuQIwsLC4Obmhjp16mD79u3o1q0bOnTogFu3bkkZGhERERERERER0WOTNNmWm5sLheL+Gg2CIGD58uXo3bs3goODce3aNQmjIyIiIiIiIiKiJ1ZF52yTdDXSBg0a4OTJk2jYsKFe+ZIlSwAAffr0kSIsIiIiIiIiIiKiJyJpz7b+/ftj7dq1BrctWbIEQ4YMgSiKJo6KiIiIiIiIiIiemkww/qsCkjTZFhoaip07d5a4fdmyZdBqtSaMiIiIiIiIiIiI6MlJOoyUiIiIiIiIiIgqqYrZ8czoJO3ZRkREREREREREVJmwZxsREREREREREZU/oWp2bWPPNiIiIiIiIiIionLCnm1ERERERERERFT+qmbHNvZsIyIiIiIiIiIiKi/s2UZEREREREREROWPc7YRERERERERERHR02DPNiIiIiIiIiIiKn9Vs2Mbe7YRERERERERERGVF/ZsIyIiIiIiIiKi8ierml3b2LONiIiIiIiIiIionAiiKIpSB0FERERERERERJWLuKOP0b9D6LXN6N/xuCrtMFJxc0+pQ6jUhP6/Qzw2VuowKi2hzWpoxjaXOoxKTb76DLTh7aUOo9KSzTgMcW13qcOo1IQhu5HYqKbUYVRa7pdvQzMwQOowKi35hovQzm8ndRiVmuzdI2xjI2L7Gp/s3SPQTm0ldRiVluzzE9B+21XqMCo12eg/pA6BJFRpk21ERERERERERCQhgXO2ERERERERERER0VNgzzYiIiIiIiIiIip/VbRnG5NtRERERERERERU/oSqOaCyah41ERERERERERGREbBnGxERERERERERlT9Z1RxGyp5tRERERERERERE5YQ924iIiIiIiIiIqPxV0QUS2LONiIiIiIiIiIionLBnGxERERERERERlT+uRkpERERERERERERPgz3biIiIiIiIiIio/HHONiIiIiIiIiIiInoa7NlGRERERERERETlT8aebURERERERERERPQUJE+2rV69GiNHjsS3334LAFi/fj0aNmyIWrVqYfbs2RJHR0RERERERERET0SQGf9VAUk6jPSLL77Ae++9h27duuHdd99FbGwsPv/8c0ydOhUajQaLFi1CtWrV8Prrr0sZJhERERERERERUZlImmxbsWIFVq5ciaFDh+LMmTNo3bo1vv76a4wZMwYAUK1aNSxfvpzJNiIiIiIiIiIic8PVSE0vKioK7du3BwA0b94ccrkcbdu2LdoeHByMmzdvShUeERERERERERHRY5G0Z5uNjQ2ys7OL3ru7u8POzk6vjlqtNnVYRERERERERET0tNizzfQaNGiA8+fPF72PiYlBjRo1it7/+++/8Pf3lyAyIiIiIiIiIiKixydpz7bw8HDY2tqWuD06Ohrjxo0zYURERERERERERFQuKuhqocYmabItKCio1O0TJ040USRERERERERERERPT9JkW1Xw1b5kLN2fqldW090Cu6bXKGEPICNXgy/2pGDfpSyk5Wjg42yBWb3cENyg5F6ApLNyeww++y0SI573wazhtUus9/3uu1gbEYe45Hw42yvQrZUbpr1UE0rLqpl1L41s4e8Q3HyKlWsj1kP8ZWGxcqFdb8henadXJhbmQzuhbbG6dI+dG4ROE4BabQGFFZB2B+LOBUD81ZL3afQchDbDAGdfID8LuHUM4oGlQF6GycI2B18dSMXSP9P0ymq6WmDXm74G6xdqRKz8Kw1bzmUhIUODmm4WeKurMzrUtTFBtGZKJoPNpCmw6t0PMjd3aFUJyNuyETlff1XqbspefWHz6jjIa/hDm5WJgr8OIvuTMIjpaSYJ21zIlu2B4FGtWLl291qIq+cb3EfoORzC84MAN28gMw3iP3sh/vwFUFhg5GjNmL0bhJBJQO22gIUVkHoH4o75QNy/Je/TcgCEZwYCjt5ARjzEv78HLuw2XczmhO1rXGxfoxLe3wrBpfi9sHj4N4gbPy6+Q5MQCM+NAtyqAzIFkBQD8eBPwMldxg/WTCVkqrHoYDoO3cxDnlqEn7MCC3q4IMDb0mD9vVdzsO5MFv5NKESBRkQdNwu80d4B7WtZmzhyKhNZ1ZyzTfJk27Jly7Bp0ya4uLhg3Lhx6NKlS9G2pKQktG7dGrdu3ZIwwqdX19MSa8bev0ArSjnZCtQiXv0mFq62cnw5zAseDgrEpqnhYMUk0KNcuJWJ9QfiUL966UnJ7UdUWPTbbcwfUw/N6zogMj4XoauuARAQOqyWaYI1I9qPhgOyB86/anUgn/41xFP7StxHzMmE9r3+D5YYL0Bzp7SHMHw5EH0a4m9vATlpugRaXmbJ+1RrAqHnexAjvgJu/A3YuUPo9haE7jMgbnnXZKGbi7ruFlgzwqvofWnX4C8jUrHtfBY+7O2GWm4WOHwzF2+sV2HtGG808laaIlyzYzN2PKwHD0Nm6FtQ37gGRUAg7Od/DDErE7k/fWdwH0XzlrAPW4Ts8I+Qf+APyDy9YD/7I9jPC0PG5AmmPYAKTjtzsP41uHpdyGevhnh0r8H6QvseEIZNhbjsfYhXzwI+/pBN+ggQRYjff2KaoM2NlT2EESuAqNMQ108DstMAl+pAbinX4Rb9IYRMgPj7QiDuCuDTCEKPGRDzMoHrf5ssdLPA9jUutq/RiZ+NhCiT3y/wrg3ZhKUQz/5heIecdIj7vgUSIgFNIdC4A4TBH0DMTAWu/mOSmM1Jep4WQ39UoU0NJVa+7AYXGzmiUkv//XsyJh/t/K0wNdgR9koZNl/IxsQNSVg3whONvAwn6IhMTdJk2+LFixEaGorRo0cjPT0dPXr0wJw5cxAaGgoA0Gg0iIqKkjLEciGXAe72ZWvqTSczkJ6jwdoJvrCQ634Q+rpYGDO8SiE7T4O3ll/Fh6/WxfJtMaXWPXMjAy3qOqB3Ow8AgK+7FXq2dcf5m6XclFRlWfo9M4UXRkNURQNXT5W+X0ayEYOqPIS2w4AMFcSdYfcL0+NK36laAJAeD5zaUFRfPLtV91lUjFwmlPkavPVcFsZ3dEJwPV1PtiEuFjhyKxffHknHJy96GDNMs6Vo1gL5EftQcOgAAKAg9i4Ke/SGoknTEvexaNYC2rt3ipJx2rt3kPvrWtiM4TytxWQ8dA3uNxZiXDRw6YTh+vWbAVfPQDy8U/c+MRbi4Z0Q6gbysUcJhGeHAxkJup5A/3nEdVho0h04vQW4sl9XkBYLeDeE8OxwiExW6GH7Ghfb1wSy0/TeCl1GQkyMAW6eNlz/4fJD64BWPSHUagaRybZiVv+TAW8HORb0dC0q83Uq/b5tVldnvfdTg52w/3ouDtzIZbKtIuJqpKa3YsUKrFq1CkuWLMGPP/6IAwcO4PPPP8cHH3wgZVjlLiqpEB3m30bXjyPx1rp4xKYVllg34ko2mvlZYd7WRAR9dBu9P4/G1wdSoNHyFrk0876/gU7NnNEuwPmRdZvXccClyKyi5FqMKheHzqWgY9NH71vlyRUQ2vaAeHhr6fWU1pCF74Ts412QTfoc8GGPwRLVCQLi/4XQ90MIb2yHMGoN0LR36fvcvQg4eOiGnQKAjTOE+p2Am7yBMyQqpRAdPo1G1y9i8NZGFWLT1CXWLdCIUCr0bwisFAJORecbO0yzpT57GpZtgyCvURMAIK/fEBYtWqHgr4Ml7lN49jRk3t6w7NgJACC4ukH5/AsoOFTyPgRAoYDQsRfEA5tLrnP1LFCrEVAnQPfewxdCi44Qz/xlkhDNUt32QNy/EAZ8BGHK7xDGfAc061P6PnILQPPQsFx1PuDTCHiwBwyxfY2N7WtacgXQ8gWIx7eVfZ+6rQD3GhBLSs5VcQeu56KxlyWmbE5C0OK7GLAmHr+ezXqsz9CKInIKRDhZczQYVRyS9my7ffs22rVrV/S+Xbt2iIiIQNeuXVFYWIgpU6ZIF1w5aepnhbCXPFHT3QKqTDWW/pGK4V/fxbapfrBTFr8YxKQU4p9UNXo3s8OKUd6ITi7E3K2JUGuAN7q6SHAEFd/v/6hwOSoLG+Y0L1P93u08kJpViGEfnYMIQK0RMbizF8b38TNuoJWA0DwEsLGH+Pf2EuuI8VHAd3Mh3rkGWNtD1u0VyGZ+B+3sgUCqyoTRmgknH6B5P+DEeohHf9A9We4yBaKmELhYwtwpdy9A3D4PQp95gMISglwB8fphiPsWmTR0c9DUV4mwfu6o6WoBVZYaSw+mYfi3sdg20dfgNbh9bWt8dzQdz9Swgp+zAkdv52HflRxoRD7wKEnOquUQbO3g/PsfgEYDyOXI/vJT5O8oOSmvPnMKGe9Mhf2iryBYKiFYWCA/4g9kfVS5HraVN6FVF8DWHuKBLSXWEQ/vBBycIfvwR0AABIUFtHvWQ9y0ynSBmhtnH6Blf+DYOoh//wD4NITw/FTddfhCCXMs3ToGNOsNXD2km1/TuwHQrDcEuQVEGycgi727i7B9jYvta1pNOgHWdsDxHaXXs7KFMGcnoLAEtBqIG8KBa8dNEqK5iUlTY92ZLIxqbY/Xn3XAxfgCLPgjDZZyAf2alG3O8jXHMpFTIKJ7A86xWyFxNVLTc3NzQ0xMDPz9/YvKAgICEBERgc6dOyM2NvaRn5Gfn4/8fP0eB0qlEhWl82jH+vcvEPW9lWha3QqdF0Zh9/ksDGzlUKy+VgRcbeWYN8ADcpmAAF8rJGSoseZQGpNtBsQl52PBT7ew5p0mZV7c4NiVNKzcHoMPRtZBYG17RCfkYsFPt7BsSzQm9mPCrTRC+37Axb+B9MSSK906D/HW+aK32pvnIPtwI4SOAyFuXWb8IM2NIAPi/4V4aKXuveo64FYTQrN+EEtKtrn6Q+gyGeKRb4HbxyHauULoNBFCt7ch7iq+aEVV1vGBhQ3qwxJNqynR+YsY7L6UjYEt7IvVf/cFV7y/LQk9ltyBAKC6iwUGNLfDxjOP94S1KlF27wllr77IfHsy1DeuQ9GgEexC34dWlYD8rZsM7iOvXQd2oR8gZ/lXKDh8CDJ3D9i9FQq72R8h6/2ZJj4C8yF0GQCcOQyklnINbtwKQv/XIK7+COL184CXH2SjZwIDx0HcsMJ0wZoTQQbE/Qvx4L32SbgGuNeC0KI/xBKSFeLhbyHYuUIYtQoQAGSnAud3Ae2GA6LWdLGbA7avcbF9TUpo0wf49yiQkVR6xfwciJ8OAyxtgHqtIPSbCjH5bslDT6swUQQae1tiarATAKCRlyWuJxZi3ZmsMiXbdlzKxrK/M7DkRTe42rJnJlUckibb2rdvj02bNqFDhw565Y0aNcL+/fsREhLyyM8ICwvD3Llz9cpmz56N2SVPFSMpB2s5/N0tEJVseEUwd3s5LOQC5A9M4F3bwxKJmRoUqEVYKqrmeOeSXIrMRHJGIQZ8cP8Pl0YLnLyajp//iMX5Ne312hIAFm+MQp92Hnipk27C9PrVbZGbr8UH317H+D7VIauiq6U8kos30KgNtMveerz9NGog+irgUd04cZm7rGQgKVKvSEyO0g0LLYHQdjhw9wJwfK2uIPEmxII8yIYvg3hoFZDNJ9IlcbCWw9/VAlEphofzu9jKsXSIJ/ILtUjL1cLDXo5Ff6SiurPk6wlVWLZvhSJn9dfI36V7yq+5fhVyn2qweW1iick2m9cmQn3mFHLX6JLMmmv/IjM3B84//YacLxdBm1RKMqmqcvMGmrSF9tMppVaTDX4D4qHtEPdv1BVEX4eotIYwfjbEjSt1v2pIX1YykHRbr0hMioTQoFPJ+6gLIO5YAOwMB2xddJ/RvC+Qn11sfqcqj+1rXGxf03H2Auq1hvjtO4+uK4pA0h3dv2OvAZ7+ELqO4lBSA9zs5Kjtqj9HeS1XC+y9mvvIfX+/nIP3d6Xi836uaOdvZawQ6WlV0TnbJP31MHPmTJw6ZXiS9caNGyMiIgIbN24s9TNCQ0Mxbdo0vTKlUgnsHFBucZan7HwtYpIL0ad58R4VANCihjV2nM2EVisWJX0iEwvhbi9nos2Ato2csG1BC72yWauuoZa3Dcb28i2WaAOA3AJtsYTafwu98SdIyYT2fYCMFOD8Y877I8iAanWAC5xw16C7FwAX/R6Vgkt1ICO+5H0srACtRr9MvPeel4lSZedrEZOiRp/A0p98Ki1k8LSQoVAjYu/lbHRvXLZhDFWRYG0NaPV7Qohajf4Kmg/vY2UFUfPQOfzf+yp6Q/YoQuf+umvwqUOlV7S0Kt4zRftA2zLZVlzMecPX4fRSrsP/0WqATF1yWGjU9d5KjmxjPWxf42L7mozQurdu4bDLT3BPK8h0Q0qpmBa+SkQ+9BA0MqUQPo6l36v9fjkb7+5MxaI+ruhUx9qYIRI9EUkHzwYGBmL06NElbg8ICMDs2bNL/QylUgkHBwe9l1KpLO9Qn1j470k4fisXd1IKcToqF2/+GAeZDOjVVJdsm7E+AYt23++GPKStA9JzNZi/PQm3Ewtw8N9srDiYimHPOkp1CBWanbUC9Xxt9V7WSjmc7HTlADBjxVUs+vX+E7+QZi5Yuz8Ov/+jwp3EPPx9MRWLN0YhpJmLweQcARAECEF9IR7dUSzJI7z6IYQBb95/3+t1oFFbwK0a4NcAwtj5gKs3xL9KmdC7ChNPrAd8GgNtXwGcqgENnwOa9oF4+n6PIKHjOAg937u/z42/gXrBQLN+gKMPUK0JhK5TIMZe5jwrDwnfk4zjkbm4k1qI09F5eHN9gu4a3MQOADBjUyIW/ZFSVP/cnTzsvZyNmJRCnIzKw2s/xUMrAmODeA0uScGB/bAZNwmWHUMg86kGyy7Pw2bkGBT8saeoju3Ut2Efdn9OwfyD+6Hs2g1Wg4ZB5lsdiuYtYTdrNgrPn4U2kXM7FiMIEEL6QTy4tfg1+M0FEIZOKXovnvoTwvODIAS9AHhUAwKfhTD4TYgn/yyWFCUd8fh63SrP7UYAztWAxs8BzftCPHn/ga/QaTyE3u/f38mlOhDQDXD21c2R1W8e4F4L4sGvTX8AFRzb17jYviYiCEDr3sCJ34tfh4fOgdBz0v2CLqOAeq0B12qAhz/QaRjwTA+IJ0uYQ6+KG9nKDudiC7DiSAaiUgux41I2fjuXjaEt7IrqfHYwDTO237/H3XEpGzN3pOCdzo4I9LFEYpYGiVkaZObx71yFJBOM/6qAKsS4mOPHj+Po0aOIj9c9gfHy8sKzzz6L1q1bSxzZ00tIV2P62nik5WjgYitHS39rrJ9YHS52ukx9bFqh3kN8bycLrH7VBwt3JKHvlxnwdJDjlSBHvBbMlTKfVGxyvl4bT+jrB0EAvtwQhYTUArjYWyCkuQumDPSXLMYKr2EbCK7e0B7eUmyT4OoF8cFeFLb2kI38AHBwBXIygKgr0IaNAuJumSxcsxL/L8TNsyAEjwOCRgHpcRAjFgOX992vY+cKOHjef39xF0RLGwgtXwQ6vwHkZQHRpyAeXG7y8Cu6hAwNpm9IRFquBi42crT0s8L6sT5wuTenR2y6Wu/6kK8W8WVEKmJS1bCxFBBc1wbh/d3hYM05QEqSNX8ObP43DXYffAiZiyu0qgTk/roWOcsXF9WRuXlA5u1T9D5/y0YItnawHjYCdu+8C21mBgqPHUX2Is45aFDgsxDcfaCNKP7QQnDzhvhAEk3csAIQRQiD34Tg4gFkpEI8dRDiL4uL7Uv3xF2BuGEmhJAJQIfRQFocxH1fApf23q9j5wo4PnAdFmQQ2gwBXP100yVEnYb4/biy9Saqati+xsX2NY16rSG4eEN7zMAqpM5eer2GBUsrYOAMwNEDKMwHVFEQf/oAOLuv+L6EJt5KLB7ghs//TMeyv9Ph66TAzC5O6P3AqILELA3iMu4nOX89mw21Fvhwbxo+3JtWVN4vwAZhvVxNGT5RiQRRlG48gUqlwoABA3DkyBH4+fnB01P3RyAhIQHR0dEICgrCxo0b4eHh8difLW7uWd7h0gOE/r9DPDZW6jAqLaHNamjGlm11VXoy8tVnoA1vL3UYlZZsxmGIa7tLHUalJgzZjcRGNaUOo9Jyv3wbmoEBUodRack3XIR2frtHV6QnJnv3CNvYiNi+xid79wi0U1tJHUalJfv8BLTfdpU6jEpNNvoPqUOoEMTjrxv9O4TWK43+HY9L0mGkEydOhFarxZUrVxAZGYljx47h2LFjiIyMxJUrV6DVajFp0qRHfxAREREREREREVEFIOkw0j179uDQoUOoX79+sW3169fH4sWL0alTJ9MHRkRERERERERET6eKLn4lac82pVKJjIyMErdnZmZWqMUOiIiIiIiIiIiISiNpsm3QoEEYOXIkNm/erJd0y8jIwObNmzF69GgMGTJEwgiJiIiIiIiIiOiJCILxXxWQpMNIP/vsM2i1WgwePBhqtRqWlpYAgIKCAigUCowZMwaffvqplCESERERERERERGVmaTJNqVSieXLlyM8PBynTp1CfLxuuWkvLy+0bNkSDg4OUoZHRERERERERERPqoL2PDM2SZNt/3FwcEBISIjUYRARERERERERET0VSedsA4Dc3FwcPnwYly9fLrYtLy8PP/zwgwRRERERERERERHRU5HJjP+qgCSN6tq1a2jYsCE6duyIJk2aIDg4GLGxsUXb09PTMXr0aAkjJCIiIiIiIiIiKjtJk20zZsxAQEAAVCoVrl69Cnt7e7Rv3x7R0dFShkVERERERERERE+riq5GKmmy7ciRIwgLC4Obmxvq1KmD7du3o1u3bujQoQNu3bolZWhERERERERERESPTdJkW25uLhSK+2s0CIKA5cuXo3fv3ggODsa1a9ckjI6IiIiIiIiIiJ5YFe3ZJulqpA0aNMDJkyfRsGFDvfIlS5YAAPr06SNFWERERERERERERE9E0p5t/fv3x9q1aw1uW7JkCYYMGQJRFE0cFRERERERERERPTVBZvxXBSRpVKGhodi5c2eJ25ctWwatVmvCiIiIiIiIiIiIiJ6cpMNIiYiIiIiIiIiokpJVzDnVjK1i9rcjIiIiIiIiIiIyQ+zZRkRERERERERE5a+CrhZqbOzZRkREREREREREVE7Ys42IiIiIiIiIiMpfBV0t1Niq5lETEREREREREREZAXu2ERERERERERFR+eOcbURERERERERERPQ02LONiIiIiIiIiIjKH3u2ERERERERERER0dNgzzYiIiIiIiIiIip/sqrZx6tqHjUREREREREREZERCKIoilIHQURERERERERElYt4babRv0Oot9Do3/G4Ku0wUu30VlKHUKnJFp2A+OdwqcOotITgn6Bd01XqMCo12at/QPvdc1KHUWnJRu2D+PcoqcOo1ISg7yBu7SV1GJWW0HcHTtjUkTqMSqtVzg2IJ8dLHUalJjzzNbSzn5U6jEpLNvcoxANDpQ6jUhNCfoF2Rhupw6i0ZOHHeC9sZLJR+6QOgSRUaZNtREREREREREQkIa5GSkRERERERERERE+DPduIiIiIiIiIiKj8CVWzj1fVPGoiIiIiIiIiIiIjYM82IiIiIiIiIiIyAs7ZRkRERERERERERE+ByTYiIiIiIiIiIip/gmD811NYuHAhBEHAlClTyud47+EwUiIiIiIiIiIiKn8VeIGEEydOYMWKFQgMDCz3z664R01ERERERERERFTOsrKyMGzYMKxatQrOzs7l/vlMthERERERERERkREIJng9vkmTJqFnz57o2rXrEx5X6TiMlIiIiIiIiIiIzFJ+fj7y8/P1ypRKJZRKpcH669atw+nTp3HixAmjxcSebUREREREREREVP5MsEBCWFgYHB0d9V5hYWEGw4mJicHkyZPx888/w8rKymiHzZ5tRERERERERERklkJDQzFt2jS9spJ6tZ06dQoqlQotWrQoKtNoNDh06BCWLFmC/Px8yOXyp46JyTYiIiIiIiIiIjIC4w+oLG3I6MO6dOmCCxcu6JWNHj0aDRo0wIwZM8ol0QZU0GTbwYMH0aZNG1hbW0sdChERERERERERVQL29vYICAjQK7O1tYWrq2ux8qdRIedse/755xEZGSl1GERERERERERE9KRMMGdbRSRpz7YHx8g+SK1W48UXXyyarO706dOmDIuIiIiIiIiIiKqAgwcPlvtnSppsu3DhArp27Yq2bdsWlYmiiHPnziEkJAQeHh4SRkdERERERERERE+sgvY8MzZJk20HDx7EyJEj0bp1a8yePRsymW5U6/z58zFp0iQ0atRIyvCIiIiIiIiIiIgei6RztgUFBeHUqVO4du0a2rVrh5s3b0oZDhERERERERERlRvBBK+KR/IFEhwdHbF27VqMGzcO7du3x8qVKyFU0W6GRERERERERERk3iQdRvqg0aNHo3379hg2bBjUarXU4RARERERERER0dMQJO/jJYkKk2wDgLp16+Kff/5BZmYmHBwcpA6HiIiIiIiIiIjosVSoZBsAyGQyODo6Sh1GuRHe3QrBxadYufj3bxA3fVx8hzb9IDzTA/CqrXt/51+IO5cCMZeNHKl5+mrbXSzdEatXVtPTCrs+bFLiPrtPpuDLrXdxNzkfNTys8NaLvghu4mTkSM1XQqYaiw6m49CtPOSpRfg5KbCghwsCvC0N1t97NQfrzmThX1UhCjQi6rhZ4I0gB7SvZW3iyM1HQqYaiw6k4dDNe23srMCCni4I8FYarK/K0uDj/am4GFeA6FQ1hj9jj1nPOZs4avO08ve7+GxjNEZ09cKsoTUN1ilUa7Fy511s+TsRCakFqOlljbde8kOHJmxjQ77am4ylf6ToldV0t8Cut/1L3CcjV4Mvdidj38UspOVo4eOswKze7ghuaGvkaCs+u6BW8J76GmyaN4altyeuDxqPtO1/6NXxeX8y3EcPgsLRAZlHTyFq8gfIvxlV6ud6jBsOryljYeHpjpwLVxA9fR6yT5435qGYpZXbovDZ+lsY0d0Xs16pa7DOKx+dwYkracXKg5u5YMXbTY0cofkRpmyC4OxdrFw8vhHi758a3qlRZwidXwecvICUOxD3LQWuHzVypObrq+2xWPp7nF5ZTU8lds0NMFj/emwuFm+PxaWoHMSmFCD0JV+M7OJpilDNkjBjs+Hfc0c2QNz6SfEdPGtCeG4cUK0+BBcfaLd/DhxeZ4JIzRfvhSu5KjpNmOTJtmXLlmHTpk1wcXHBuHHj0KVLl6JtSUlJaN26NW7duiVhhE9H/GIkRJn8foFXbcjGL4V47g+D9YU6LSGe2QtEngfU+RBCRkIYtwTix4OAjEQTRW1e6vpYY83U+kXvFaX0Uj19MxPTV9/EtP6+6BTohB3Hk/HGshvY+F4j1KtmY4JozUt6nhZDf1KhjZ8SK19yg4uNHFGpajhYldzIJ2Py0a6mFaYGO8JeKcPmC9mYuDEJ60Z4opGn4QRdVZaeq8XQHxPQxs8KKwe569o4pbDUNi5Ui3CxkWF8kAN+OJFpwmjN24XbWVj/ZwLq+5b+//qXm2Ow7WgiPhxVG7W8rHH4UhreWHIVa2c1QaMaTAYZUtfTEmter1b0XiEr+aaqQC3i1VV34Wonx5eveMPDQYHY1EI4WMtL3KcqkdtaI+fCFST+8BvqrltebLvXtNfhOWEkbr/+DvIjY1Dtg6mot+1bXGzRHWJ+gcHPdHmxB6ovnIWo/72PrBPn4PnGKNTb+i0uNHsO6sQUg/tURRduZmB9RCzq+5X+//lXUwJQqNYWvU/LUqNf6Al0a+1h7BDNkrjyVYiyB/6medSGbORiiJf2G96hehMIA+dC3P81cPUwhMBuEAaHQ1wxClCZ728CY6vrY4U1k+sVvVfIS74O5xVoUd1Nie4tnLHwtxhThGfWxCWjIT44DM6rNmSvLYF4oYRz2MIKSLmr295rikliNGe8F6bKStJk2+LFixEaGorRo0cjPT0dPXr0wJw5cxAaGgoA0Gg0iIoq/UlthZedpvdW6DwSYlIMcPO0weriz+/rv//1IwiBIUDdVsCpncaK0qzJZYC7o0WZ6v64PwHtGztiTDfdE9bJfX1x5HIGfj6gwtzh/kaM0jyt/icD3g5yLOjpWlTm61T6ZWNWV/2nSlODnbD/ei4O3Mhlss2A1f9kwNtegQW9yt7G1ZwUmPWcCwBg0/lso8ZXWWTnafDWyuv4cGQtLN9xt9S6W48kYnwvXwQH6s7lIR5eOHI5Hd/uicUnrxvu6VLVyWWAu33Zbik2nUhHeo4WaydVh8W9H4O+LmW7hlcF6XsPIX3voRK3e74xCnHhS5G2Q/fQ7vbYt9As8hicez+HlA2/G97nf68i8dv1SPpxIwAg6s334dS9E9xGvIT4RSvK/yDMUHaeGm8tu4wPx9bH8i2l33s62emfrzuPqmBlKUP3Nky2GZSTpvdWaD8CYvIdIPKMwepC25eBG8eAv38GAIgRKyHUagWh9UCIOwyMCiEAgFwmlPl+uIm/LZr465LKizaX/jeRUPz3XMN7v+duGf49hztXIN65ovt394nGja0S4L1wVcCebSa3YsUKrFq1CkOHDgUATJgwAf369UNubi7mzZsnZWjGIVcALV+A+OfPZd/H0kq3X06G8eIyc1GqfHR4+yyUFjI0q2WLaf194eNquMvx2ZvZGPWcfjf5oMaO2H821RShmp0DN3IRVNMKU7Yk4URMPjzt5Bjc3A4vN7Mr82doRRE5BSKcSnk6VZUduJ6DoFrWmLI5ESei8+FpL8fgFvaP1cb0aPN+uo1Ogc5o19jpkcm2ArUIpYX+TYGVhQynrvPJaUmikgrR4cNbUFoIaOZnjWkvuMLH2fCPvojL2WhWwwrzNqsQcTkbLrZy9Gxuj9c6OUNeSo84ApT+1WHp5YH0A0eKyjQZWcg6cQ52bZobTLYJFhawbR6AuE+/vl8oisiIOAK7Ns1NEbZZmPfddXRq5op2AS6PTLY9bMPBOPR41gM2Vuyd+UhyBRDYDeLRUobU+QYU337zGNCgo3FjM3NRqnx0mHFedx2uaYdp/avBx4UPOcudXAE07w7xr1+kjqTS4L0wVVaS/vq9ffs22rVrV/S+Xbt2iIiIwMqVK4t6t1UqAZ0AKzvgxI4y7yL0fBNITwKuHzdeXGasaU1bhI2qidWT62H2sBq4k5SP4Z/8i6w8jcH6SRmFcHXQ/wHo5mCBpPRCU4RrdmLS1Fh3Jgs1nBVY9bI7Bje3w4L9adhyoexPkNYcz0ROoYjuDThM15CYNDXWnc5EDWcLrBrkgcHN7bFgXyq2nM+SOrRK4/djSbgclYVpA/3KVL99gCO+2xuHyIRcaLUi/r6Uhn2nU5CYbniIXlXX1M8KYYM8sXpsNczu74E7qYUYvvwOsvK0BuvHpBRiz4UsaEVgxas+mNDFBd8eSsXy/RzO+CgWnm4AALUqSa9crUqChae7wX0Ubs4QFAoUJiTrlReqkoo+r6r7/WgCLt/OxLRBtR573/M3M3D9TjZeCik+nxMZ0CBYdy981nAvTACAnSuQpX89ELNSdOVkUNOatggb6Y/Vb9bB7CF+uJOcj+GfXi3xfpieQuN75/DJUs5heiy8F64CBJnxXxWQpD3b3NzcEBMTA39//6KygIAAREREoHPnzoiNjS1553vy8/ORn5+vV6ZUKlERB6QIbfoA/x4FMpIeXRkAOo8Emj8Hcdl4QM0feYZ0fGBhg/q+upuNzjPPY/fJFAxsb/iHB5WdKAKNvSwxNdgJANDI0xLXkwqx7mwW+jV59NxVOy5nY9nfGVgywA2utnzib4goAo29LTG1kxMAoJGXJa4nFmDdmSz0C+QTvacVl5KPBWsjsWZ6QygtyvaH+N0hNfH+9zfRY9ZZCAJQ3d0KA4LcsfGwysjRmqeODe5fC+p7K9HUzwqdwyKx+3wmBrYuvuCRVgRc7eSY96IH5DIBAb5WSMhQY82fqXjjOf6YJtOKS87Dgh+uY01oMygtH//v1IaDcahX3RaBtR2MEF3lI7ToBdz4B8gs470wlUnHgPvX2qL74VkXsPtUKgYGMalenoRWfYCrR3kOlyPeC1NlJWmyrX379ti0aRM6dOigV96oUSPs378fISEhj/yMsLAwzJ07V69s9uzZ+KBcIy0Hzl5A3dYQv3unbPU7DdfN7/b1JCDuhnFjq0QcbBTw91QiSpVncLubgwWSM/R7sSVlFMKtjHNcVDVudnLUdtNvm1quFth7NfeR+/5+OQfv70rF5/1c0c7fylghmj2DbexWtjamR7sUmY3kjEIMmHt/1UWNFjh5LQM/R8Tj/Mq2xYYuujhYYOmbDZBfqEVaViE8nCyxaEM0qrvzPC4LB2s5/N0sEJVsuMewu70CFnLotXttD0skZmpQoBZhqeBQ0pIUJuh+3Ck83FAYf3/RJIWHG3LPG161XJ2UClGthoWnfiLTwsOt6POqsku3M3XXiHdPFpVptCJO/puGn/fexfnvg0sc3pyTp8HOown430DDKxvTQxy9gFqtIK57xOiVrGTAzkWvSLBz0ZVTmejuh60Qpcp/dGUqOycvoE4riD/OlDqSSoX3wpWfwNVITW/mzJk4deqUwW2NGzdGREQENm7cWOpnhIaGYtq0aXplSqUSmFWxuvYKrXoDWanAlb8fXTnkFQhdXoW48k3gv8k1qUyy8zSIScxHn7aG56hoVtsWR//NwMiuXkVlRy6no1ktPjUxpEU1JSJT9H8wR6YUwseh9Kf/v1/Oxru7UrGojys61bY2Zohmr4WvEpHJar2yyBQ1fBzZE7A8tG3oiG3zmuqVzVpzA7W8rTH2hWqlzhGmtJDB01mJQrUWe08lo3sr9g4oi+x8LWKSC9GnheFbjBb+VthxNhNarQjZvfaPTCqAu72cibZHyI+MQUG8Cg6d2iH3vO7+QGZvB7tWTZG4yvB8sGJhIbLPXIRDp3ZI235vJXRBgENIOyR8/aOpQq+w2jZ2xraFrfTKZq38F7W8bTC2t1+p14jdx1QoUIvoHeRVYh26T2jeE8hOBa4fKb3inYsQaj0D8Z/198tqtQZiLho3wEqk6H64DR8mlyfhmV6633P/luH3HJUZ74WpspI02RYYGIjAwMAStwcEBCAgIKDUz1Aqlbrk2kMMzxQjEUEAWvXWje3X6s+dIAyZA6QnQty5VFcQMgJC93EQf3oPSI0D7O89ic7PAQqY3X9Y+G/RCAl0go+rEqr0AizZFguZTECv1ronojPW3IKHkwWmD6gOAHiliydGfHIVa/bGo1MTR/x+IgWXonIw7xV/CY+i4hrZyg5Df1JhxdEMdG9gjQtxBfjtXDbmdru/4uhnf6YhIVOD8HsrCO24nI3Q31MQ2sUJgd6WSMzSnfNWFgLslRVzPL2URrayx9AfE7DiSDq6N7DRtfHZLMztfv+p/mcH05CQqUZ47/vJnisJuqHlOQUiUnM0uJJQAAu5gDpuvLF+kJ21HPV89ecLtFbK4WSrKCqfseo6PJwtMX1gDQDAuZuZSEgrQMPqtkhIK8CSrTHQaoGxL3BOJkPCdyQipKEtfJwtoMpQY8m+ZN11+N7ExjPWxcPDUYHpL+jO3yHPOuLnI+mYvy0Rw4OcEJVUiBURqXglyEnCo6g4ZLY2UNauUfReWaM6rAMbQpOShoI7cUhY8h18ZkxE/s1I5EfGoNoHU1EQl4DU7fuK9qn/+w9I3b4PqnvJtITFa1Bz1SfIPn0B2SfPw/ONUZDZWCPpxw0mP76Kxs5agXrV9R+4WSvlcLK3KCqfsfwyPJyVmD64tl69jX/GoWtLNzjb87r7SIIANO8JnN1Z/F64/wdAZiLEP5YDAMR/foUwehnQbghw7QiEgK6ATwOI2xdKEblZCN9wByGBjvBxsYQqvRBLtt+7H26lu1+b8e1teDhZYnr/agCAArUWN+N0o0AKNSIS0gpxJSYHNkoZaniwF7dBggA80ws4ZeD33MuzgYxEiLuX6QrkCsDjXo9XhQUEB3eI3nV1v+WS75g48IqP98JVQdV8mCppsu0/x48fx9GjRxEfHw8A8PLywrPPPovWrVtLHFk5qdsagos3tMe2Fd/m5KUbqH6P0O5FCApLCKP0lzYX96yEuHeVsSM1OwmphZi++hbSstVwsVOgZR17rJ/ZEC73bnxjUwrwYK/VFrXt8enYWvhi6118vuUO/D2ssGRiHdSrxsn7DWnircTi/m74/M90LPs7Hb6OCszs7ITeje/P0ZSYpUFcxv2bjl/PZkOtBT7cl4YP96UVlfcLsEFYT87H9LAmPkosHuCOz/9Mw7LD6fB1UmBmV2f0Dii5jQFgwJr4on9fii/Ajss58HGUY//EaiaLvbKITSmA8EDvlXy1Fl9uikFMYh5srOQIbuKE8LF14WBTIf5kVjgJ6WpM/yUeaTlauNjJ0dLfCuvf8IWLna69YtPUetdhbycLrB7rg4Xbk9D382h4OijwSnsnvNbJuYRvqFpsWzRBgz33e6n5ffwuACDpx424PW4G4j9bCZmtNfyXfAS5owMyj5zEtb6vQsy/P7erspYfFK732zNl404o3F1R7f0psPB0R875y7jW71WoVRyWVxaxyfnFhsDcis3Bqavp+GZm0xL2Ij21WkFw8ob2jIFFwhw9AfGBx+QxFyBumA2hy+tAl/FAcgzEdTMA1S3TxWtmEtIKMP2b2w/cD9th/YwGD90P3z+HVWmF6D///uiZNfsSsGZfAlrVtcOP0+ubPH6zUKc1BGdvaE9uL77N6aFz2MEdsik/3X8fPBxC8HCIN09BXDnR+LGaGd4LU2UliOIDmR4TU6lUGDBgAI4cOQI/Pz94enoCABISEhAdHY2goCBs3LgRHh4ej/3Z2umtHl2Jnphs0QmIfw6XOoxKSwj+Cdo1XaUOo1KTvfoHtN89J3UYlZZs1D6If4+SOoxKTQj6DuLWXlKHUWkJfXfghE0dqcOotFrl3IB4crzUYVRqwjNfQzv7WanDqLRkc49CPDBU6jAqNSHkF2hntJE6jEpLFn6M98JGJhu179GVqoLYL4z/HT5TjP8dj0nSMV0TJ06EVqvFlStXEBkZiWPHjuHYsWOIjIzElStXoNVqMWnSJClDJCIiIiIiIiIiKjNJx8Ts2bMHhw4dQv36xbsr169fH4sXL0anTp1MHxgRERERERERET2lqjlnm6Q925RKJTIyMkrcnpmZaXDxAyIiIiIiIiIioopI0mTboEGDMHLkSGzevFkv6ZaRkYHNmzdj9OjRGDJkiIQREhERERERERHRExEE478qIEmHkX722WfQarUYPHgw1Go1LC0tAQAFBQVQKBQYM2YMPv30UylDJCIiIiIiIiIiKjNJk21KpRLLly9HeHg4Tp06hfh43fK9Xl5eaNmyJRwcHKQMj4iIiIiIiIiInpQg6YBKyUiabPuPg4MDQkJCpA6DiIiIiIiIiIjoqUieYszNzcXhw4dx+fLlYtvy8vLwww8/SBAVERERERERERE9HcEEr4pH0mTbtWvX0LBhQ3Ts2BFNmjRBcHAwYmNji7anp6dj9OjREkZIRERERERERERUdpIm22bMmIGAgACoVCpcvXoV9vb2aN++PaKjo6UMi4iIiIiIiIiInlYVXY1U0mTbkSNHEBYWBjc3N9SpUwfbt29Ht27d0KFDB9y6dUvK0IiIiIiIiIiIiB6bpMm23NxcKBT312gQBAHLly9H7969ERwcjGvXrkkYHRERERERERERPTFBZvxXBSTpaqQNGjTAyZMn0bBhQ73yJUuWAAD69OkjRVhERERERERERERPRNIUYP/+/bF27VqD25YsWYIhQ4ZAFEUTR0VERERERERERE+Pq5GaXGhoKHbu3Fni9mXLlkGr1ZowIiIiIiIiIiIioicn6TBSIiIiIiIiIiKqpCroaqHGVjFnkiMiIiIiIiIiIjJD7NlGRERERERERERGUDX7eFXNoyYiIiIiIiIiIjIC9mwjIiIiIiIiIqLyxznbiIiIiIiIiIiI6GmwZxsREREREREREZU/9mwjIiIiIiIiIiKip8GebUREREREREREZARVs49X1TxqIiIiIiIiIiIiI2DPNiIiIiIiIiIiKn+cs42IiIiIiIiIiIiehiCKoih1EEREREREREREVMmk/GD873AZYfzveEyVdhipdkknqUOo1GRvHIS4/gWpw6i0hEG7IP7K9jUm4eVdEA9VvItyZSF0/AHigaFSh1GpCSG/QDM0UOowKi35L+fxr6u/1GFUWg2SI6EZ21zqMCo1+eozUNX3lzqMSsvjaiTyn28odRiVmnLvFaga1JQ6jErL49/b0PRpLHUYlZp82yWpQyAJVdpkGxERERERERERSUiomrOXVc2jJiIiIiIiIiIiMgL2bCMiIiIiIiIiovLH1UiJiIiIiIiIiIjoabBnGxERERERERERGQF7thEREREREREREdFTYM82IiIiIiIiIiIqf1yNlIiIiIiIiIiIiJ4Ge7YREREREREREZERVM0525hsIyIiIiIiIiKi8idUzWQbh5ESERERERERERGVE/ZsIyIiIiIiIiIiI6iafbyq5lETEREREREREREZAXu2ERERERERERFR+eOcbURERERERERERPQ0JE22qVQqvfdnz57FyJEjERQUhIEDB+LgwYPSBEZERERERERERE9HkBn/VQFJGpW3t3dRwu3IkSNo3bo1oqKiEBQUhIyMDDz33HM4dOiQlCESERERERERERGVmaRztomiWPTvOXPm4JVXXsE333xTVDZlyhTMnTsX+/fvlyI8IiIiIiIiIiJ6YpyzTVIXL17Ea6+9plf22muv4fz58xJFRERERERERERE9HgkX400MzMTVlZWsLKyglKp1NtmZWWFnJwciSIjIiIiIiIiIqInxtVIpVGvXj04OzsjMjISJ0+e1Nt26dIl+Pj4SBQZERERERERERHR45G0Z9uBAwf03nt7e+u9v337Nl5//XVThkREREREREREROVC8j5ekpA02RYcHFzq9smTJ5soEiIiIiIiIiIioqcn+ZxtVUFClgaLjmTgUFQ+8gpF+DkpsKCLIwI8LQ3WP34nHyM3pxQrP/SqB9xt5cYO16x8FZGCpQfT9Mpqullg1/+ql7jP90fSsfZEBuLS1XC2kaFbY1tM6+oCpUXVzLiX5quIFCw9kKZXVtPNArsmP6J9jz/Uvs+xfUvy1bY7WLr9rl5ZTS8r7PqwaYn77D6ZjC+33sHdpHzU8LTCWy/6IbiJk5EjNU9fbY/F0t/j9Mpqeiqxa26AwfrXY3OxeHssLkXlIDalAKEv+WJkF09ThGq2ZF/uguBerVi5du86iN8tKF7/vW8gNGpVrFw8cwjaT94wSozmTmZnC7fQ6bDv+Tzkbm7Iu3AJqllzkXfG8CJSNkFt4bdtXbHy6w1bQaNKNHa4Zke28HcIbsWnLdFGrIf4y0LDO1nbQej/BoQWnQFbRyA5Dtr1nwIXDhs5WjMkk8H2zSmw6tMfMjd3aFUJyN28ATnLvip1N+uhr8B6+EjIq/lCE3cXOcuXIm/rJhMFbUZkMshfeQPyLr0BZzcgWQXNvi3Q/Ly85H1c3KF4/R0I9QIg+PhBs+UnaL4OM13M5kYmg+0bU2DVp98D5/BG5Cwv/RxW9uoLm7HjoKjhD21mJgr+OoisT8IgpqWZJGyzIZNBGDIJQqdegJMbkKKCGLEV4vqvS98voBVkY94B/OoASfEQ16+AGLHFFBHT46qic7ZJnmxbtmwZNm3aBBcXF4wbNw5dunQp2paUlITWrVvj1q1bEkb4dNLztBi6IRltfC2xsrcLXKxliErXwMHq0YmHncPdYWd5/8R0tWGywpC6HhZYM/L+EGSFrOT/mbefz8KiP1Iwv587mldXIjK5EKGbEwEICH3B1QTRmp+6HhZYM6qM7XsuC4v23Wtfv3vtuykRENi+panrY4010xoUvS+tjU/fyMT0VTcwbUB1dAp0xo5jSXhj6TVsfD8A9arZmCJcs1PXxwprJtcreq+Ql9y+eQVaVHdTonsLZyz8LcYU4Zk97XtDAdkDf5+q14F81iqIx/Yarv/5VEBhcb/Azgmyhb+VWJ8Ary/CoWxYD7ETpkEdnwDHl/qj+qafcLvdc1DHJZS4383WIdBmZhW91yQmmSJcs6P9aLj+OVytDuTTv4Z4ap/hHeQKyKZ9DWSmQPv120CqCnD1AXIyTROwmbF5bTyshwxHxozpUN+4DouAJrAP+wRiZiZyf/zO4D7WQ4bDdvo7yHwvFIUXzsEisBnsPwqDNiMdBQf2m/YAKjj5y2Mh7zUY6k9CoY26Dlm9ACimLwCyM6HZ8pPhnSwsIKanQPvL15APGGHagM2Q7hwehoyZb0F94xosAgJhv+BjiFkln8MWzVvCIXwRshZ+hPyIPyD39IL9nI9gPy8MGf+bYNoDqOCEF8dAeGEQtF/MAqJvAHUCIPvfR0B2JsQdPxveybMaZB8sg7j7V4iLZkBo2hbCm3MhpiYCZ/427QEQlUDSZNvixYsRGhqK0aNHIz09HT169MCcOXMQGhoKANBoNIiKipIyxKe2+lQWvO1kWNDVqajM17Fsze5qI4ODkgm2R5HLBLjbl61Nz0TnoUV1JXoH2gEAfJ0t0LOJHc7fyTNmiGbtsdo3Jg8t/JTo3ZTt+zjkMgHujoZ7uj7sx/3xaN/YCWO66XphTO5XHUcup+PniATMfaWmMcM0W7r2tXh0RQBN/G3RxN8WALBo891H1CYAQGaq3luhzxiI8dHAlZOG62dn6Nd/9gUgPw/isRISG1WcYKWEfe/uuDP8NeQePQ4ASPr4C9h16wKn0cORtGBRiftqEpOhzcgocTvdk/XQOfzCaIiqaODqKYPVhfb9AFsHaBeOAjRqXWFynMG6pEs65O/fh4I/dXM159+9A2XPPrAIbIrcEvax6tMfuet/Qf6uHbp97sTAokkgbF4bz2TbQ4RGzaE9GgHt8T8BANqEWGg79YRQv0nJOyXEQrNc15NN3m2AKcI0axbNWzx0Dt+FsmdvWDQp+RxWNG8B7d07Rck47d07yP11LWzGjjNN0GZEaNAM4rEI4OQhXYEqFujYA6hX8jksdB8EJNyFuOYTAIB45xbQsDlkfUdAy2RbBVQ1cxqSHvWKFSuwatUqLFmyBD/++CMOHDiAzz//HB988IGUYZWrA7fz0djTElN2pSJodQIGrE3ErxdzyrRv/7VJ6PBNAl7dkozTsQVGjtR8RSUXosMnUej6eTTe2qBCbJq6xLrN/axwKa6gKPkTk1KIQ9dy0LEuewSVJCq5EB0+jkLXz6Lx1m+PaN/qVrgUa6B967F9SxOlykOHt06ja+hZvLXqBmKT80use/ZWFto1ctArC2rshLO3skrYg6JU+egw4zy6vncBb31zG7EpvJ4ajVwBoX1PiH9uKfMuQqf+EP/ZDeSX9JOlahMUCggKBcR8/euCNi8PNm2KD8d9UM0/d6LOpeOovvFHWLduacwwKw+5AkLbHhAPby2xitAsGOKt8xCGzoTssz8gm/sbhB6vAkLV/DHxKIVnTsGybRDk/roHQor6DWHZ8hnkHzpY8k6WlsBD57yYnweLJk0BheQDcyoU8fIZyJq1hVDNHwAg1KoPWUALaE/8JW1glUjhmdOwfPahc7hFq1LPYfWZ05B5ecOyYycAgODqBmW3F1BQ2nlfRYn/noUQ2BbwqaEr8K8PNGoOnCr5HBYaNIV47h/9wjN/A/VLnoaFyNQk/Wt1+/ZttGvXruh9u3btEBERga5du6KwsBBTpkyRLrhyEpOhxroLaoxqZovXn3HBxYRCLDiUDks50K+h4QSEu60cc0IcEOBhiQKNiA2XcjByczLWveSGxh5l651RVTT1tUJYf0vUdLOAKlODpQdTMfybWGx7wxd2BnoF9g60Q2qOBsO+iYUoAmotMLiVPcYHO0sQfcXX1NcKYQMeaN8DqRi+Ohbb3iyhfZvea9/VbN+yalrTDmGja6GmlzVUaQVYuuMuhn98GdvmBsLOqvgcjUnphXC1178OuDlYICmdCSRDmta0RdhIf9T0VEKVXoilv8dh+KdXse2DRgbbl56O8ExnwMYe4p8lJyr01A6A4FcX2lWzjRuYGdNmZSPn+Cm4Tf8fYq/dgFqVBIcX+8C6VQsU3I40uI86QYX4abOQe/Y8ZJaWcHxlMPy2rUPk8/2Qf/6SaQ/AzAjNQ3Tn8N/bS67kVg1Cg1YQ/9kF7ZdvQvCoDmFYKCBXQNy+0nTBmomclcsh2NnDZdd+QKMB5HJkf/4p8reXfJ0oOHwIVgMHI/+PvVBfughFQBNYDRwMwdISMmdnaBM59+B/NOtXATZ2sPjmd0CrAWRyaL77AtqIHVKHVmnkrFwOwdYOLjv/uH8Of/Ep8neUfA4XnjmFjLenwuHzryBYKiFYWCA/4g9kzqs8nUrKi7hhNWBtB9myHUXnsPjTlxD//L3knZzcgDT9qRHEtGTIbO0BSyVQUPKDa5IA52wzPTc3N8TExMDf37+oLCAgABEREejcuTNiY2Mf+Rn5+fnIf+jJl1KpREVJSYki0NjDAlPb6XqiNHK3wPXkQqy7mFNisq2mswI1ne//p2nubYnodA2+P5uNj593MkXYZuPBHlP1vYCmvkp0/iwauy9mYWBLh2L1j93OxcpDafiglxsCfa0QnVyIBbuSsOxgKiZ2YkLoYQbbd9FjtG9KIRbsTMKyA6mYGML2NaTjAwsb1Pe1QdNadug88yx2n0jGwA4e0gVWSXQMcCz6d31fXfKt86wL2H0qFQOD3CSMrHISQvoD5/4G0sr2Q1jo1B9i9DXg5kXjBmbm4iZMhffiT1Dn0nGIajXyzl9ExqZtsGpqeIhNwY1bKLhxf77b3BOnYelfAy4TxiBuwjRThW2WhPb9gIt/A+mlnMOCDMhIgfjDh4CohRh1BXDygNBtBJNtBihf6AWr3n2RMX2ybr6rho1gF/oBtKoE5G3ZaHCf7GWLIXN3h/P6zYAgQJuchLwtG2H72niIWtHER1CxyYJfgLxLL6gXvg0x8jqE2g2hmBAKMVkF7b4yPvigUilf6Kk7h9+arJt3sEEj2M16/945bHjRDnntOrB79wPkLP0K+YcPQe7hAbu3Q2E/5yNkvjfTxEdQsQntu0MI7glx0TsQo29AqNkAwtiZQEoixAiew2S+JE22tW/fHps2bUKHDh30yhs1aoT9+/cjJCTkkZ8RFhaGuXPn6pXNnj0bH1SQ31ButnLUdtFv5louCuy9+XhzWAV6WuBUHHuuPIqDtRz+rpaISjE81HHx/lT0aWqHl+4liup7WiK3UIsPtiVhfEcnyEqZmJ7uta+bJaKSH9G+z9xrXy9L5Bbca99gtm9ZONgo4O9hhahEw9cIN0cLJGcW6pUlZRTCrYxzvlV1DjYK+HtaIUrFJ57lzs0bCGirWwChLJTWEJ7tDnHDMuPGVQkURkYjus8gCDbWkNnbQZOQCJ/VS1AYGV3mz8g9fRY2bUsfdlrluXgDjdpAu+yt0uulJ+nmahO1RUVi3G3InNwBueL+PG4EALB7JxQ5K5cjf6eut6Dm2lXIfKrBZtzEEpNtyM9H5qx3kPnBLMhc3aBNVMF60FBoszIhpiSbMPqKT/HaW1CvWw3twZ0AADHyOjSePpAPfp3JtnJi93YoclZ9jfydut6CRefw6xNLTLbZvj4RhadPIWfNynv7/IvMnBw4//Ibsr9cxN6ZDxBGTYe48RuIf+0CAIhR1wEPHwgDx5acbEtL0vVue/BznFwhZmeyV1tFVEV7tkk6ucTMmTMRGBhocFvjxo0RERHxyPnbQkNDkZ6ervf6b4GFiqCFtwUiU/VvuiLTNPCxf7zhS1eSCuHO1UgfKTtfi5jUQriX0L65hVo8nO+R3fufn89JHy07X4uYlMdsXxnb93Fk52kQk5hX4oIJzWrZ4egV/QnPj1xJR7NadqYIz+zp2je/zAsmUNkJwf2A9BTgTNnmCRLaPAcoLCEe5lCnshJzcqFJSITM0QG2nTsic1fZF5WwatII6gSVEaMzf0L7PkBGCnC+9HNYvHEW8Kiu9+NB8PSDmJbIRJsBgpW1bqjHgzTasv34UquhTYgHtFooe/RGwYGI4p9V1Smt9RK/AHRD8TiHYLkRrK0BrYE2lpXSxtZWxfYRtZp7H1g1Ew8leoJzWPz3HITANvqFzdoBV88ZIUCiJyNpz7bAwMASk22AbkhpQEBAqZ+hVCqhVCqLlWsN1JXCyGa2GLohGStOZKF7XStcSCjEbxdzMLfz/aFNnx3JQEKWFuH3hoh+fzYbvg5y1HFRIP/enG3H7hRgdV8XiY6i4grfnYyQ+jbwcVJAlanBkohUyASgVxNd4mHGRhU8HBSY/pyu7ULq2+C7o+lo6K1EU18lopILsTgiBSH1bSBnr6tiSmzfe6u5zthwr32ff6B9j9xr3+r32nc/27c04b9FISTQGT6uSqjSCrBk2x3IZAJ6tXYFAMz45iY8nC0wfYAfAOCVLl4Y8ekVrNkbh05NnPD7iWRciszGPK5EalD4hjsICXSEj4slVOmFWLI9Vte+rXTDmmd8exseTpaY3r8aAKBArcXNOF2vwkKNiIS0QlyJyYGNUoYaHlaSHUeFJwgQOvaF+Nc23Q3yg5smzAdSEiCuX6xf3mkAxFMRQFa6CQM1T7YhHQFBQMGNm7Co5Q+PObNQcP0m0n/5DQDg/v47UHh7Im7idACA87hXURgdg/x/r0FQKuH0ymDYdGiHmIGvSHkYFZsgQAjqC/HojuLn8KsfAmkqiJu+AgCIB3+D0HkQhMHvQIxYC3j4Qeg5BuL+tVJEXuHlH9gPm/GToIm9C/WN61A0bAyb0WOQu/G3ojq2096BzNMTmTN057DcvyYUgU2hPncWgoMjbEaPhaJuPaTMnC7VYVRY2n8OQDFkHNSqOGijrkNWpxHkA0ZBs+d+jyv5q1MhuHpC/cn94YtCrQa6f1jbQHBy1r1XF0KMvmnqQ6jwis7huFiob1zTncOjHj6H34bMwwuZ987RggP7YT8vDNaDh+mGkbp7wG7W+yg8dxZaFR98PEg8cRDCS69DTIwDom8AtRpC6DsS4h+bi+oII6YALh4Qv5il22f3egg9h+h6xe3bBCGwDYT23aCdN1Gio6DSVc3kf4VYzuf48eM4evQo4uPjAQBeXl549tln0bp1a4kje3pNPC2xuIczPj+aiWUnMuHrIMfMDg7oXd+6qE5ithZxWfdv7Ao1Ij4+nIGELA2sLATUd7XAmn4uaONbPKlY1SVkqDF9gwppORq42MrR0s8K61+vBhdbXc+r2HS13sOjCcHOEAQBX+5PQUKGBi62MoTUt8WULpxPzJCEdDWm//ZQ+457qH0fuHZOCHaGAAPt25XtW5KE1AJMX3UDadlquNgp0LKuPdaHNobLvUUQYlPy9c7hFnXs8enY2vhiyx18vjkG/h5WWDKpHupV44qvhiSkFWD6N7fvt28dO6yf0eCB9i2A8EADq9IK0X/+laL3a/YlYM2+BLSqa4cfp9c3efxmI6AtBHcfaA9uKbZJcPWC+HCPAG9/CA1aQLvgddPEZ+ZkDva6hJqPF7Sp6cjcsQuJH30KqHW9qBSeHrCoVq2ovmBpAY9570Lh7QUxNxd5l/5FzIDhyDl8VKpDqPgatoHg6g3t4S3FNgmuXhAf7HWRmgDt55MgGzQdwpxfgVQVxD9+gbjrO5OFa06yPpoN28nTYT/7Q92QUFUCctf/guyl9xPwMncPyL3vn8OQyWAz+jUoataCqC5E4bF/kDrkRWjv3pHgCCo29dKPIB85GYo3PwCcXIBkFTQ7f4Xmp/tD9AUXdwge3nr7WX59P5GBegGQd+4NMf4uCkZ0NVXoZiProzmw/d802H/wIWSurvfO4bXIXvbQOezjU/Q+b/NGCLZ2sB42AnYz3oU2MwOF/xxF1qcLpTiECk1cOR8Y9j/Ixr8POLoAKSqIu3+DuH75/UrO7hDcve+PlEm4C+28iZCNnQGh93AgKR7iV7N1K5ISVRCCKErXF1ulUmHAgAE4cuQI/Pz84OnpCQBISEhAdHQ0goKCsHHjRnh4PP4k4dolnco5WnqQ7I2DENe/IHUYlZYwaBfEX9m+xiS8vAvioRFSh1FpCR1/gHhgqNRhVGpCyC/QDC25dzg9Hfkv5/Gvq7/UYVRaDZIjoRnbXOowKjX56jNQ1feXOoxKy+NqJPKfbyh1GJWacu8VqBqw576xePx7G5o+jaUOo1KTb+MK4ACA/LJPe/HElM8Z/zsek6T9+SZOnAitVosrV64gMjISx44dw7FjxxAZGYkrV65Aq9Vi0qRJUoZIRERERERERERUZpIOI92zZw8OHTqE+vWLD82pX78+Fi9ejE6dOpk+MCIiIiIiIiIiekpVc+5uSXu2KZVKZGRklLg9MzPT4OIHREREREREREREFZGkybZBgwZh5MiR2Lx5s17SLSMjA5s3b8bo0aMxZMgQCSMkIiIiIiIiIqInIsiM/6qAJB1G+tlnn0Gr1WLw4MFQq9WwtLQEABQUFEChUGDMmDH49NNPpQyRiIiIiIiIiIiozCRNtimVSixfvhzh4eE4deoU4uPjAQBeXl5o2bIlHBwcpAyPiIiIiIiIiIieWNWcs03SZNt/HBwcEBISInUYRERERERERERET0Xywa25ubk4fPgwLl++XGxbXl4efvjhBwmiIiIiIiIiIiKip1JF52yTNKpr166hYcOG6NixI5o0aYLg4GDExsYWbU9PT8fo0aMljJCIiIiIiIiIiKjsJE22zZgxAwEBAVCpVLh69Srs7e3Rvn17REdHSxkWERERERERERE9NcEEr4pH0mTbkSNHEBYWBjc3N9SpUwfbt29Ht27d0KFDB9y6dUvK0IiIiIiIiIiIiB6bpMm23NxcKBT312gQBAHLly9H7969ERwcjGvXrkkYHRERERERERERPTFBMP6rApI02dagQQOcPHmyWPmSJUvQt29f9OnTR4KoiIiIiIiIiIiosgkLC0OrVq1gb28PDw8P9OvXD1evXi3375E02da/f3+sXbvW4LYlS5ZgyJAhEEXRxFEREREREREREdFTq2Crkf7555+YNGkS/vnnH+zbtw+FhYV4/vnnkZ2dXa6HLWmyLTQ0FDt37ixx+7Jly6DVak0YERERERERERERVUa7d+/GqFGj0LhxYzRt2hTfffcdoqOjcerUqXL9HsWjqxARERERERERET2uijmn2n/S09MBAC4uLuX6uUy2ERERERERERGRWcrPz0d+fr5emVKphFKpLHU/rVaLKVOmICgoCAEBAeUak6TDSImIiIiIiIiIqJIywWqkYWFhcHR01HuFhYU9MrRJkybh4sWLWLduXbkfNnu2ERERERERERGRWQoNDcW0adP0yh7Vq+2NN97Ajh07cOjQIfj6+pZ7TEy2ERERERERERGRERh/QGVZhoz+RxRFvPnmm9i8eTMOHjyImjVrGiUmJtuIiIiIiIiIiKjSmzRpEn755Rds3boV9vb2iI+PBwA4OjrC2tq63L6Hc7YREREREREREVH5M8GcbY9j+fLlSE9PR6dOneDt7V30Wr9+fbkeNnu2ERERERERERFRpSeKokm+h8k2IiIiIiIiIiIygqo5oLJqHjUREREREREREZERsGcbERERERERERGVv8ecU62yYM82IiIiIiIiIiKiciKIppodjkqUn5+PsLAwhIaGQqlUSh1OpcP2NS62r/GxjY2L7Wt8bGPjYvsaH9vYuNi+xsc2Ni62r3GxfckcMdlWAWRkZMDR0RHp6elwcHCQOpxKh+1rXGxf42MbGxfb1/jYxsbF9jU+trFxsX2Nj21sXGxf42L7kjniMFIiIiIiIiIiIqJywmQbERERERERERFROWGyjYiIiIiIiIiIqJww2VYBKJVKzJ49m5M9Ggnb17jYvsbHNjYutq/xsY2Ni+1rfGxj42L7Gh/b2LjYvsbF9iVzxAUSiIiIiIiIiIiIygl7thEREREREREREZUTJtuIiIiIiIiIiIjKCZNtVCUJgoAtW7ZIHQYREZHR8G8dERERkTSYbDOyUaNGoV+/flKHUSmNGjUKgiAUe924cUPq0CqF/9p3/PjxxbZNmjQJgiBg1KhRpg+sEjp69Cjkcjl69uwpdSiVAs9d0+LfOdNhW5c/Xn+NKzExERMmTICfnx+USiW8vLzQrVs3/P3331KHVqnExMTg1VdfhY+PDywtLVGjRg1MnjwZycnJZdr/4MGDEAQBaWlpxg3UzPx3P7Fw4UK98i1btkAQBImiqjwe/C1nYWEBT09PPPfcc1izZg20Wq3U4RE9NSbbyKx1794dcXFxeq+aNWtKHValUb16daxbtw65ublFZXl5efjll1/g5+f3VJ9dWFj4tOFVGt988w3efPNNHDp0CLGxsU/1WRqNhjcoMO65S0SVR3lef6m4F198EWfOnMH333+Pa9euYdu2bejUqVOZk0D0aLdu3cIzzzyD69evY+3atbhx4wa+/vpr7N+/H88++yxSUlKkDtGsWVlZITw8HKmpqVKHUin991suMjISu3btQkhICCZPnoxevXpBrVZLHR7RU2GyzYR2796N9u3bw8nJCa6urujVqxdu3rxZtD0yMhKCIGDTpk0ICQmBjY0NmjZtiqNHj0oYdcX231PSB19yuRxbt25FixYtYGVlhVq1amHu3LnFLthxcXF44YUXYG1tjVq1amHDhg0SHUXF1aJFC1SvXh2bNm0qKtu0aRP8/PzQvHnzorKyntvr169HcHAwrKys8PPPP5v0WCqqrKwsrF+/HhMmTEDPnj3x3XffFW3770nz77//jsDAQFhZWaFt27a4ePFiUZ3vvvsOTk5O2LZtGxo1agSlUono6GgJjqRiKa9zt3PnznjjjTf0PjsxMRGWlpbYv3+/8Q/EzPj7++OLL77QK2vWrBnmzJlT9F4QBKxevRr9+/eHjY0N6tati23btpk20EqgLG1NpSvt+vvftfVBhnqzfPTRR/Dw8IC9vT3Gjh2LmTNnolmzZsYP3gykpaXhr7/+Qnh4OEJCQlCjRg20bt0aoaGh6NOnT1GdsWPHwt3dHQ4ODujcuTPOnTtX9Blz5sxBs2bNsGLFClSvXh02NjZ4+eWXkZ6eLtVhVTiTJk2CpaUl9u7di+DgYPj5+eGFF17AH3/8gbt37+Ldd98FAOTn52PGjBmoXr06lEol6tSpg2+++QaRkZEICQkBADg7O7P390O6du0KLy8vhIWFlVhn48aNaNy4MZRKJfz9/bFo0aKibbNmzUKbNm2K7dO0aVPMmzfPKDGbk/9+y1WrVg0tWrTArFmzsHXrVuzatavomvyo6wQAbN++Ha1atYKVlRXc3NzQv39/CY6GSB+TbSaUnZ2NadOm4eTJk9i/fz9kMhn69+9frBfKu+++i7feegtnz55FvXr1MGTIEGb2H8Nff/2FESNGYPLkybh8+TJWrFiB7777DvPnz9er9/777+PFF1/EuYkdIJcAABGsSURBVHPnMGzYMAwePBhXrlyRKOqK69VXX8W3335b9H7NmjUYPXq0Xp2yntszZ87E5MmTceXKFXTr1s0k8Vd0v/76Kxo0aID69etj+PDhWLNmDURR1Kvz9ttvY9GiRThx4gTc3d3Ru3dvvZ6BOTk5CA8Px+rVq3Hp0iV4eHiY+jAqpPI4d8eOHYtffvkF+fn5Rfv89NNPqFatGjp37myaA6mE5s6di5dffhnnz59Hjx49MGzYMPa+IJMry/W3ND///DPmz5+P8PBwnDp1Cn5+fli+fLkRIzYvdnZ2sLOzw5YtW/SuoQ966aWXoFKpsGvXLpw6dQotWrRAly5d9K4HN27cwK+//ort27dj9+7dOHPmDCZOnGiqw6jQUlJSsGfPHkycOBHW1tZ627y8vDBs2DCsX78eoihixIgRWLt2LRYvXowrV65gxYoVsLOzQ/Xq1bFx40YAwNWrVxEXF4cvv/xSisOpkORyORYsWICvvvoKd+7cKbb91KlTePnllzF48GBcuHABc+bMwfvvv1+UKBo2bBiOHz+u9yDv0qVLOH/+PIYOHWqqwzArnTt3RtOmTYsemD7qOvH777+jf//+6NGjB86cOYP9+/ejdevWUh4CkY5IRjVy5Eixb9++BrclJiaKAMQLFy6IoiiKt2/fFgGIq1evLqpz6dIlEYB45coVU4RrVkaOHCnK5XLR1ta26DVw4ECxS5cu4oIFC/Tq/vjjj6K3t3fRewDi+PHj9eq0adNGnDBhgkliNwf/nbsqlUpUKpViZGSkGBkZKVpZWYmJiYli3759xZEjRxrct6Rz+4svvjDhEZiHdu3aFbVLYWGh6ObmJh44cEAURVE8cOCACEBct25dUf3k5GTR2tpaXL9+vSiKovjtt9+KAMSzZ8+aPPaKqjzP3dzcXNHZ2bmovUVRFAMDA8U5c+aY4lDMwoN/52rUqCF+/vnnetubNm0qzp49u+g9APG9994rep+VlSUCEHft2mWCaM3bk7T15s2bTRafuSnt+vvtt9+Kjo6OevU3b94sPnjr3KZNG3HSpEl6dYKCgsSmTZsaM2yzsmHDBtHZ2Vm0srIS27VrJ4aGhornzp0TRVEU//rrL9HBwUHMy8vT26d27driihUrRFEUxdmzZ4tyuVy8c+dO0fZdu3aJMplMjIuLM92BVFD//PNPqf+ff/bZZyIA8dixYyIAcd++fQbr/Xe/kZqaarxgzdCD19y2bduKr776qiiK+teCoUOHis8995zefm+//bbYqFGjovdNmzYV582bV/Q+NDRUbNOmjZGjr/hK+508aNAgsWHDhmW6Tjz77LPisGHDjB0u0WNjzzYTun79OoYMGYJatWrBwcEB/v7+AFBsyFdgYGDRv729vQEAKpXKZHGak5CQkP+3d/8xVZb/H8dfBxBBkBI0wR+ggqAERCcsUZNQERKdpAYy/IFHaWZmc2Zq5g9IyzTnxlBbDEFLoUxn5pxWFm2SBuTAbIxaQ8wJuYimiAoKnz/8er6e8PMR7chBfD42tnPu+76u875vrl33Oe/7vq5bJSUl5r/09HSVlpYqLS3NfEXV1dVVKSkpqqqqUn19vblseHi4RV3h4eHc2XYbPXr0MA+vyc7OVmxsrLp3726xTWvbdlhYWFuF/UAoLy9XYWGhEhMTJUkODg5KSEhQVlaWxXa3tlV3d3cFBARYtFVHR0eLfgM3WKPtOjk5afr06dq2bZsk6cSJEzp16hRDbP6lW9uri4uL3NzcOM+hTbW2/71THf+8e4K7KSxNnjxZ586d0/79+xUTE6P8/HwZjUbl5OSotLRUdXV18vDwsPjOVlFRYXEXkLe3t3r37m1+Hx4erqamJpWXl9til9ql5jvckXn69GnZ29srIiKijSLqeN577z1t3769xW+FsrIyDR8+3GLZ8OHD9euvv+r69euSbtzdtmvXLkk3/le5ublKSkpqm8AfUM3NzTIYDK3qJ0pKSjR69GgbRwy05GDrAB4mEyZMkI+PjzIzM9WrVy81NTUpKChIDQ0NFtt16tTJ/Prm3CBMeH57Li4u8vPzs1hWV1en1NRUTZo0qcX2Tk5ObRVah2IymczzVm3evLnF+ta2bRcXlzaJ90GRlZWla9euqVevXuZlzc3N6ty5szIyMlpdj7OzM0/F+i+s0XbnzJmj0NBQnT17VtnZ2Ro1apR8fHzabB8eJHZ2di1+9N3uYSi3nuekG+c6znN3p7XHGrd3p/6X42s9Tk5OioqKUlRUlFasWKE5c+Zo1apVmjdvnry8vJSfn9+izD/ny8Pt+fn5yWAwqKys7LZzVJWVlalbt24thpji7o0cOVLR0dFatmzZXV9wS0xM1JIlS3TixAldvnxZv//+uxISEu5PoB1EWVmZ+vfvr7q6ujv2E7RvtFck29pITU2NysvLlZmZqWeffVaSdPToURtH1TEZjUaVl5e3SML90/HjxzVjxgyL97dOnI7/FxMTo4aGBhkMhhZzrdG27821a9e0Y8cObdy4UWPHjrVYFxcXp9zcXA0aNEjSjbZ58wmatbW1+uWXXzR48OA2j/lBZI22GxwcrLCwMGVmZmrXrl13lQh92PTo0UNVVVXm9xcuXFBFRYUNI+q4ONb3rjX9r4+Pjy5evKhLly6ZLxSVlJRYbBsQEKCioiKL7xJFRUX3Pf4HXWBgoPbt2yej0ajq6mo5ODiY7yq+nTNnzujcuXPmxOjx48dlZ2engICANoq4/fLw8FBUVJS2bNmihQsXWiQdqqurtXPnTs2YMUPBwcFqamrSd999pzFjxrSox9HRUZLMd2Lh9tatW6fQ0FCLtjd48GAVFBRYbFdQUCB/f3/Z29tLkvr06aOIiAjt3LlTly9fVlRUFPPr/g/ffPONfvrpJy1cuFB9+vS5Yz8REhKiI0eOtJiXF7A1km1tpFu3bvLw8NCHH34oLy8vnTlzRkuXLrV1WB3SypUrNX78eHl7e2vKlCmys7NTaWmpTp06pTVr1pi32717t8LCwjRixAjt3LlThYWFdzV85GFib29vvm3+5heHm2jb9+bAgQOqra3V7Nmz9cgjj1ismzx5srKysrRhwwZJUlpamjw8PNSzZ08tX75c3bt3V1xcnA2ifvBYq+3OmTNH8+fPl4uLC0+4+h9GjRqlnJwcTZgwQY8++qhWrlzZ4rjDOjjW9641/e/hw4fVpUsXvfnmm1qwYIF++OEHi6eVStKrr76qlJQUhYWFadiwYfrkk0908uRJDRgwoA33pv2qqanRiy++KJPJpJCQEHXt2lXFxcVav369Jk6cqDFjxig8PFxxcXFav369/P39de7cOfNk5zennnByctLMmTP1/vvv68KFC1qwYIHi4+Pl6elp4z1sHzIyMjRs2DBFR0drzZo16t+/v37++WctXrxYvXv31tq1a+Xu7q6ZM2fKZDIpPT1dTzzxhCorK3X+/HnFx8fLx8dHBoNBBw4c0Lhx4+Ts7CxXV1db71q7ExwcrKSkJKWnp5uXLVq0SEOGDNHbb7+thIQEHTt2TBkZGdqyZYtF2aSkJK1atUoNDQ3atGlTW4febl29elXV1dW6fv26/vjjDx06dEjvvvuuxo8frxkzZsjOzu6O/cSqVas0evRo+fr6aurUqbp27ZoOHjyoJUuW2Hr38JBjzrb7rKmpSQ4ODrKzs1NeXp5+/PFHBQUFaeHCheYf0rCu6OhoHThwQF9++aWGDBmioUOHatOmTS2GfaWmpiovL08hISHasWOHcnNzFRgYaKOo2z83Nze5ubm1WE7bvjdZWVkaM2ZMix960o0fe8XFxTp58qSkG1dSX3vtNT311FOqrq7WF198Yb4KjTuzRttNTEyUg4ODEhMTGY7+DzfPc5K0bNkyRUREaPz48YqNjVVcXJx8fX1tHGHHwbG2jtb0v2fPntXHH3+sgwcPKjg4WLm5uVq9erXFtklJSVq2bJlef/11GY1GVVRUKDk5mT7i/7i6uuqZZ57Rpk2bNHLkSAUFBWnFihVKSUlRRkaGDAaDDh48qJEjR2rWrFny9/fX1KlTVVlZqZ49e5rr8fPz06RJkzRu3DiNHTtWISEhLRIZD7OBAwequLhYAwYMUHx8vHx9ffXSSy8pMjJSx44dk7u7uyRp69atmjJliubNm6dBgwYpJSVFly5dkiT17t1bqampWrp0qXr27GmefgEtpaWlWUx7YDQa9emnnyovL09BQUFauXKl0tLSWgw1nTJlimpqalRfX88F01scOnRIXl5e6tevn2JiYvTtt98qPT1dn3/+uezt7VvVTzz33HPavXu39u/fr9DQUI0aNUqFhYU23jNAMjTfaUZN/CsxMTHy8/Nj2BGAu5afn6/IyEjV1tYyf42NnT59Wr6+vioqKpLRaLR1OO0K57m2w7Fu/6KiouTp6amPPvrI1qF0CKtXr9a+fftaDOEFAKC9YxjpfVJbW6uCggLl5+dr7ty5tg4HAHAPGhsbVVNTo7feektDhw4l0XYLznNth2PdPtXX1+uDDz5QdHS07O3tlZubq6+//lpfffWVrUMDAAA2RrLtPjGZTCoqKtKiRYs0ceJEW4cDALgHBQUFioyMlL+/vz777DNbh9OucJ5rOxzr9unm8Ka1a9fqypUrCggI0J49e247AT0AAHi4MIwUAAAAAAAAsBIekAAAAAAAAABYCck2AAAAAAAAwEpItgEAAAAAAABWQrINAAAAAAAAsBKSbQAAAAAAAICVkGwDAACwEoPBoH379tk6DAAAANgQyTYAAPDAS05OlsFg0Ny5c1use+WVV2QwGJScnGy1z1u9erVCQ0OtVh8AAAA6DpJtAACgQ+jbt6/y8vJ0+fJl87IrV65o165d8vb2tmFkAAAAeJiQbAMAAB2C0WhU3759tXfvXvOyvXv3ytvbW08++aR52dWrV7VgwQI99thjcnJy0ogRI1RUVGRen5+fL4PBoCNHjigsLExdunTRsGHDVF5eLknKyclRamqqSktLZTAYZDAYlJOTYy7/559/6oUXXlCXLl00cOBA7d+///7vPAAAANoNkm0AAKDDMJlMys7ONr/ftm2bZs2aZbHNG2+8oT179mj79u06ceKE/Pz8FB0drb/++stiu+XLl2vjxo0qLi6Wg4ODTCaTJCkhIUGLFi3S448/rqqqKlVVVSkhIcFcLjU1VfHx8Tp58qTGjRunpKSkFnUDAACg4yLZBgAAOoxp06bp6NGjqqysVGVlpQoKCjRt2jTz+kuXLmnr1q3asGGDnn/+eQUGBiozM1POzs7KysqyqGvt2rWKiIhQYGCgli5dqu+//15XrlyRs7OzXF1d5eDgIE9PT3l6esrZ2dlcLjk5WYmJifLz89M777yjuro6FRYWttkxAAAAgG052DoAAAAAa+nRo4diY2OVk5Oj5uZmxcbGqnv37ub1v/32mxobGzV8+HDzsk6dOunpp59WWVmZRV0hISHm115eXpKk8+fP33H+t1vLubi4yM3NTefPn/9X+wUAAIAHB8k2AADQoZhMJs2fP1+StHnz5nuup1OnTubXBoNBktTU1HRX5W6WbU05AAAAdAwMIwUAAB1KTEyMGhoa1NjYqOjoaIt1vr6+cnR0VEFBgXlZY2OjioqKFBgY2OrPcHR01PXr160WMwAAADoO7mwDAAAdir29vXlIqL29vcU6FxcXvfzyy1q8eLHc3d3l7e2t9evXq76+XrNnz271Z/Tr108VFRUqKSlRnz591LVrV3Xu3Nmq+wEAAIAHE8k2AADQ4bi5uf3XdevWrVNTU5OmT5+uixcvKiwsTIcPH1a3bt1aXf/kyZO1d+9eRUZG6u+//1Z2draSk5OtEDkAAAAedIbm5uZmWwcBAAAAAAAAdATM2QYAAAAAAABYCck2AAAAAAAAwEpItgEAAAAAAABWQrINAAAAAAAAsBKSbQAAAAAAAICVkGwDAAAAAAAArIRkGwAAAAAAAGAlJNsAAAAAAAAAKyHZBgAAAAAAAFgJyTYAAAAAAADASki2AQAAAAAAAFZCsg0AAAAAAACwkv8AFChMJ+IouQsAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1400x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Worst month per year:\n",
+      "  2018: Jul (11.07 min)\n",
+      "  2019: Jun (7.68 min)\n",
+      "  2020: Nov (6.21 min)\n",
+      "  2021: Nov (7.03 min)\n",
+      "  2022: Jul (11.63 min)\n",
+      "  2023: Jun (8.82 min)\n",
+      "  2024: Jul (9.95 min)\n",
+      "  2025: Jul (9.53 min)\n"
+     ]
+    }
+   ],
    "source": [
     "eplots.plot_delay_heatmap_year_month(df)\n",
     "\n",
@@ -2443,7 +3564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "id": "f60a07784a858be7",
    "metadata": {
     "ExecuteTime": {
@@ -2451,7 +3572,35 @@
      "start_time": "2026-05-26T12:20:44.201012762Z"
     }
    },
-   "outputs": [],
+   "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": [
+      "Top 10 routes by average arrival delay:\n",
+      "  ITALIE → PARIS LYON: 14.14 min\n",
+      "  MARSEILLE SAINT CHARLES → TOURCOING: 11.00 min\n",
+      "  MARSEILLE SAINT CHARLES → LILLE: 10.92 min\n",
+      "  LYON PART DIEU → LILLE: 10.79 min\n",
+      "  BARCELONA → PARIS LYON: 10.51 min\n",
+      "  MADRID → MARSEILLE SAINT CHARLES: 10.16 min\n",
+      "  CHAMBERY CHALLES LES EAUX → PARIS LYON: 10.09 min\n",
+      "  PARIS EST → STUTTGART: 9.95 min\n",
+      "  TOULOUSE MATABIAU → PARIS MONTPARNASSE: 9.93 min\n",
+      "  LILLE → MARSEILLE SAINT CHARLES: 9.86 min\n"
+     ]
+    }
+   ],
    "source": [
     "eplots.plot_top_delay_routes(df)\n",
     "\n",
@@ -2485,7 +3634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "id": "7cdfca1a9f318a40",
    "metadata": {
     "ExecuteTime": {
@@ -2493,7 +3642,24 @@
      "start_time": "2026-05-26T12:20:44.429492298Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Delay statistics by season:\n",
+      "        Mean (min)  Median (min)  Std dev  Observations\n",
+      "season                                                 \n",
+      "winter        5.63          5.16     5.81          2810\n",
+      "spring        5.14          4.41     4.07          2786\n",
+      "summer        7.21          6.09     4.85          2829\n",
+      "autumn        6.30          5.75     6.57          2818\n",
+      "\n",
+      "Highest average delay : summer (7.21 min)\n",
+      "Lowest  average delay : spring  (5.14 min)\n"
+     ]
+    }
+   ],
    "source": [
     "season_order = [\"winter\", \"spring\", \"summer\", \"autumn\"]\n",
     "season_stats = (\n",
diff --git a/tardis_meteo_eda.ipynb b/tardis_meteo_eda.ipynb
index b44d550..e9cd88f 100644
--- a/tardis_meteo_eda.ipynb
+++ b/tardis_meteo_eda.ipynb
@@ -86,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "f9cc5b150d0b68e3",
    "metadata": {
     "ExecuteTime": {
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "ff941fee",
    "metadata": {
     "ExecuteTime": {
@@ -150,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "5f6a92cdf07ea779",
    "metadata": {
     "ExecuteTime": {
@@ -182,7 +182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "8517c5b231c9cf69",
    "metadata": {
     "ExecuteTime": {
@@ -197,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "109031aa7f493127",
    "metadata": {
     "ExecuteTime": {
@@ -205,7 +205,15 @@
      "start_time": "2026-05-26T07:19:05.077674034Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Output already exists — loading directly: data/processed/meteo/cleaned_meteo_dataset.csv\n"
+     ]
+    }
+   ],
    "source": [
     "OUTPUT   = \"data/processed/meteo/cleaned_meteo_dataset.csv\"\n",
     "RPT_PATH = \"data/processed/audit/cleaning_meteo_report.csv\"\n",
@@ -238,7 +246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "4f368987",
    "metadata": {
     "ExecuteTime": {
@@ -246,7 +254,17 @@
      "start_time": "2026-05-26T07:19:05.206848876Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loaded  : 2,218,180 rows × 75 columns\n",
+      "date    : datetime64[us]\n",
+      "Columns : ['NUM_POSTE', 'NOM_USUEL', 'LAT', 'LON', 'ALTI', 'AAAAMMJJ', 'RR', 'TN', 'HTN', 'TX', 'HTX', 'TM', 'TNTXM', 'TAMPLI', 'TNSOL', 'TN50', 'DG', 'FFM', 'FF2M', 'FXY', 'DXY', 'HXY', 'FXI', 'DXI', 'HXI', 'FXI2', 'DXI2', 'HXI2', 'FXI3S', 'DXI3S', 'HXI3S', 'DRR', 'STATUS_FXI3S', 'STATUS_DXI3S', 'DHUMEC', 'PMERM', 'PMERMIN', 'INST', 'GLOT', 'DIFT', 'DIRT', 'INFRART', 'UV', 'UV_INDICEX', 'SIGMA', 'UN', 'HUN', 'UX', 'HUX', 'UM', 'DHUMI40', 'DHUMI80', 'TSVM', 'ETPMON', 'ETPGRILLE', 'ECOULEMENTM', 'HNEIGEF', 'NEIGETOTX', 'NEIGETOT06', 'NEIG', 'BROU', 'ORAG', 'GRESIL', 'GRELE', 'ROSEE', 'VERGLAS', 'SOLNEIGE', 'GELEE', 'date', 'year', 'month', 'season', 'temp_amplitude', 'wind_category', 'precip_category']\n"
+     ]
+    }
+   ],
    "source": [
     "df = pd.read_csv(OUTPUT, low_memory=False)\n",
     "\n",
@@ -285,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "4f41a110",
    "metadata": {
     "ExecuteTime": {
@@ -293,7 +311,19 @@
      "start_time": "2026-05-26T07:19:16.815948986Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drop_sparse_columns: removed 25 column(s) (< 5% complete)\n",
+      "  Dropped: TNSOL, TN50, FF2M, FXI2, DXI2, HXI2…\n",
+      "Columns retained : 50\n",
+      "Columns dropped  : 25\n",
+      "  → TNSOL, TN50, FF2M, FXI2, DXI2, HXI2, DRR, DHUMEC, PMERM, PMERMIN, INST, GLOT, DIFT, DIRT, INFRART, UV, UV_INDICEX, SIGMA, ETPMON, ECOULEMENTM, GRESIL, ROSEE, VERGLAS, SOLNEIGE, GELEE\n"
+     ]
+    }
+   ],
    "source": [
     "THRESHOLD = 0.05\n",
     "completeness_before = df.notna().mean().sort_values()\n",
@@ -316,7 +346,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "36e236e5",
    "metadata": {
     "ExecuteTime": {
@@ -324,7 +354,18 @@
      "start_time": "2026-05-26T07:19:18.041470857Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x2100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots(figsize=(14, max(6, len(completeness_before) * 0.28)))\n",
     "colors = [\"#d73027\" if col in dropped_cols else \"#1a9641\"\n",
@@ -375,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "1d2e596eaf044a7b",
    "metadata": {
     "ExecuteTime": {
@@ -383,7 +424,39 @@
      "start_time": "2026-05-26T07:19:18.810264592Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Overall completeness : 35.74%  (39,638,327 / 110,909,000 cells non-null)\n",
+      "\n",
+      "Least complete columns:\n",
+      "    5.3%  ░░░░░░░░░░░░░░░░░░░░░░░░░░░░  NEIG\n",
+      "    7.1%  ░░░░░░░░░░░░░░░░░░░░░░░░░░░  HNEIGEF\n",
+      "    7.2%  ░░░░░░░░░░░░░░░░░░░░░░░░░░░  HXI3S\n",
+      "    7.2%  ░░░░░░░░░░░░░░░░░░░░░░░░░░░  HXY\n",
+      "    7.2%  ░░░░░░░░░░░░░░░░░░░░░░░░░░░  DHUMI80\n",
+      "\n",
+      "Most complete columns:\n",
+      "  100.0%  LON\n",
+      "  100.0%  date\n",
+      "  100.0%  year\n",
+      "  100.0%  season\n",
+      "  100.0%  month\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.3574"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "audit.check_completeness(df, report)"
    ]
@@ -405,7 +478,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "d69a4b3f5536931e",
    "metadata": {
     "ExecuteTime": {
@@ -413,7 +486,202 @@
      "start_time": "2026-05-26T07:19:19.431423861Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      n    mean     std    min   p25  median   p75    max\n",
+      "column                                                                   \n",
+      "RR              2212345   2.656   6.085   0.00   0.0     0.0   2.5  180.0\n",
+      "TN               931434   5.900   6.240 -32.10   1.3     6.0  10.6   26.1\n",
+      "TX               917831  15.275   8.364 -14.70   9.0    15.1  21.6   43.0\n",
+      "TM               271276  10.760   6.959 -18.60   5.6    10.8  16.1   32.6\n",
+      "TAMPLI           915467   9.350   4.781   0.00   5.5     8.9  12.9   31.0\n",
+      "FFM              207339   3.017   1.820   0.00   1.7     2.7   4.0   16.6\n",
+      "FXY              166447   5.993   2.578   0.00   4.0     5.7   7.4   28.0\n",
+      "UN               224429  59.198  18.632   7.00  45.0    58.0  73.0  100.0\n",
+      "UX               224382  95.231   5.769  32.00  94.0    97.0  99.0  100.0\n",
+      "temp_amplitude   916953   9.351   4.780  -1.75   5.5     8.9  12.9   31.0\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>n</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>p25</th>\n",
+       "      <th>median</th>\n",
+       "      <th>p75</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>column</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>RR</th>\n",
+       "      <td>2212345</td>\n",
+       "      <td>2.656</td>\n",
+       "      <td>6.085</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>180.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TN</th>\n",
+       "      <td>931434</td>\n",
+       "      <td>5.900</td>\n",
+       "      <td>6.240</td>\n",
+       "      <td>-32.10</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>10.6</td>\n",
+       "      <td>26.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TX</th>\n",
+       "      <td>917831</td>\n",
+       "      <td>15.275</td>\n",
+       "      <td>8.364</td>\n",
+       "      <td>-14.70</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>15.1</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>43.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TM</th>\n",
+       "      <td>271276</td>\n",
+       "      <td>10.760</td>\n",
+       "      <td>6.959</td>\n",
+       "      <td>-18.60</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>10.8</td>\n",
+       "      <td>16.1</td>\n",
+       "      <td>32.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TAMPLI</th>\n",
+       "      <td>915467</td>\n",
+       "      <td>9.350</td>\n",
+       "      <td>4.781</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>8.9</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>31.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FFM</th>\n",
+       "      <td>207339</td>\n",
+       "      <td>3.017</td>\n",
+       "      <td>1.820</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>16.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FXY</th>\n",
+       "      <td>166447</td>\n",
+       "      <td>5.993</td>\n",
+       "      <td>2.578</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>28.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>UN</th>\n",
+       "      <td>224429</td>\n",
+       "      <td>59.198</td>\n",
+       "      <td>18.632</td>\n",
+       "      <td>7.00</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>UX</th>\n",
+       "      <td>224382</td>\n",
+       "      <td>95.231</td>\n",
+       "      <td>5.769</td>\n",
+       "      <td>32.00</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>temp_amplitude</th>\n",
+       "      <td>916953</td>\n",
+       "      <td>9.351</td>\n",
+       "      <td>4.780</td>\n",
+       "      <td>-1.75</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>8.9</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>31.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      n    mean     std    min   p25  median   p75    max\n",
+       "column                                                                   \n",
+       "RR              2212345   2.656   6.085   0.00   0.0     0.0   2.5  180.0\n",
+       "TN               931434   5.900   6.240 -32.10   1.3     6.0  10.6   26.1\n",
+       "TX               917831  15.275   8.364 -14.70   9.0    15.1  21.6   43.0\n",
+       "TM               271276  10.760   6.959 -18.60   5.6    10.8  16.1   32.6\n",
+       "TAMPLI           915467   9.350   4.781   0.00   5.5     8.9  12.9   31.0\n",
+       "FFM              207339   3.017   1.820   0.00   1.7     2.7   4.0   16.6\n",
+       "FXY              166447   5.993   2.578   0.00   4.0     5.7   7.4   28.0\n",
+       "UN               224429  59.198  18.632   7.00  45.0    58.0  73.0  100.0\n",
+       "UX               224382  95.231   5.769  32.00  94.0    97.0  99.0  100.0\n",
+       "temp_amplitude   916953   9.351   4.780  -1.75   5.5     8.9  12.9   31.0"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "audit.check_distributions(df, report)"
    ]
@@ -432,7 +700,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "8c91c42611a976d3",
    "metadata": {
     "ExecuteTime": {
@@ -440,7 +708,57 @@
      "start_time": "2026-05-26T07:19:20.246750030Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Column                                   N outliers     Rate\n",
+      "─────────────────────────────────────────────────────────────────\n",
+      "ALTI                                         72,123   3.25%  █████████\n",
+      "BROU                                         58,626   2.64%  ███████\n",
+      "RR                                           50,499   2.28%  ██████\n",
+      "ORAG                                         35,001   1.58%  ████\n",
+      "HUN                                           8,808   0.40%  █\n",
+      "DG                                            8,436   0.38%  █\n",
+      "HTX                                           6,872   0.31%  \n",
+      "DHUMI40                                       5,455   0.25%  \n",
+      "UX                                            4,950   0.22%  \n",
+      "NEIGETOTX                                     4,508   0.20%  \n",
+      "NEIGETOT06                                    4,501   0.20%  \n",
+      "GRELE                                         3,686   0.17%  \n",
+      "TN                                            2,894   0.13%  \n",
+      "HNEIGEF                                       2,661   0.12%  \n",
+      "FFM                                           2,546   0.11%  \n",
+      "FXI                                           2,233   0.10%  \n",
+      "FXI3S                                         1,946   0.09%  \n",
+      "FXY                                           1,693   0.08%  \n",
+      "UM                                            1,067   0.05%  \n",
+      "TNTXM                                           996   0.04%  \n",
+      "TAMPLI                                          939   0.04%  \n",
+      "ETPGRILLE                                       962   0.04%  \n",
+      "temp_amplitude                                  942   0.04%  \n",
+      "TX                                              246   0.01%  \n",
+      "TM                                              185   0.01%  \n",
+      "STATUS_DXI3S                                    115   0.01%  \n",
+      "TSVM                                            253   0.01%  \n",
+      "LAT                                               0   0.00%  \n",
+      "LON                                               0   0.00%  \n",
+      "HTN                                               0   0.00%  \n",
+      "DXY                                               0   0.00%  \n",
+      "HXY                                               0   0.00%  \n",
+      "DXI                                               0   0.00%  \n",
+      "HXI                                               0   0.00%  \n",
+      "DXI3S                                             0   0.00%  \n",
+      "HXI3S                                             0   0.00%  \n",
+      "STATUS_FXI3S                                      0   0.00%  \n",
+      "UN                                                0   0.00%  \n",
+      "HUX                                               0   0.00%  \n",
+      "DHUMI80                                           0   0.00%  \n",
+      "NEIG                                              0   0.00%  \n"
+     ]
+    }
+   ],
    "source": [
     "outlier_rows = audit.check_outliers(df, report)"
    ]
@@ -455,7 +773,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "9ed080d43385e67d",
    "metadata": {
     "ExecuteTime": {
@@ -463,7 +781,18 @@
      "start_time": "2026-05-26T07:19:21.619804550Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_outlier_rates(outlier_rows)"
    ]
@@ -493,7 +822,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "5d91982e4c6dbc2",
    "metadata": {
     "ExecuteTime": {
@@ -501,7 +830,28 @@
      "start_time": "2026-05-26T07:19:22.526424253Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Validity checks:\n",
+      "  ✓ tn_le_tx\n",
+      "  ✓ rr_non_negative\n",
+      "  ✓ ffm_non_negative\n",
+      "  ✓ fxy_non_negative\n",
+      "  ✓ fxi_non_negative\n",
+      "  ✓ un_in_0_100\n",
+      "  ✓ ux_in_0_100\n",
+      "  ✓ um_in_0_100\n",
+      "  ✓ tm_range_sane\n",
+      "  ✓ date_range_sane\n",
+      "  ✓ no_fully_null_rows\n",
+      "\n",
+      "11/11 checks passed\n"
+     ]
+    }
+   ],
    "source": [
     "checks = audit.check_validity(df, report)"
    ]
@@ -516,7 +866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "b6bb94a0385e305b",
    "metadata": {
     "ExecuteTime": {
@@ -524,7 +874,18 @@
      "start_time": "2026-05-26T07:19:23.394476061Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "cplots.plot_validity_checks(checks)"
    ]
@@ -541,7 +902,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "a2a27edfe07a7c3c",
    "metadata": {
     "ExecuteTime": {
@@ -549,7 +910,22 @@
      "start_time": "2026-05-26T07:19:23.711770684Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Report saved: 189 entries → data/processed/audit/cleaning_meteo_report.csv\n",
+      "category\n",
+      "numeric_distribution       80\n",
+      "completeness_per_column    50\n",
+      "outlier_analysis           41\n",
+      "validity_checks            13\n",
+      "final_state                 4\n",
+      "quality_score               1\n"
+     ]
+    }
+   ],
    "source": [
     "report.record_final_state(df, original_rows=_original_rows)\n",
     "os.makedirs(os.path.dirname(os.path.abspath(RPT_PATH)), exist_ok=True)\n",
@@ -586,7 +962,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "ffa28e0e108bda3a",
    "metadata": {
     "ExecuteTime": {
@@ -594,7 +970,18 @@
      "start_time": "2026-05-26T07:19:23.998498406Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_temperature_distribution(df)"
    ]
@@ -613,7 +1000,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "e43c568bb2e15ecb",
    "metadata": {
     "ExecuteTime": {
@@ -621,7 +1008,29 @@
      "start_time": "2026-05-26T07:19:30.567429642Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/erwan/EpitechProjects/Tardis/scripts/cleaning/meteo/visualization/eda_plots.py:50: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.violinplot(x=\"season\", y=\"TM\", data=df,\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_seasonal_temperature(df)"
    ]
@@ -640,7 +1049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "id": "1f95f303d45f1e2b",
    "metadata": {
     "ExecuteTime": {
@@ -648,7 +1057,18 @@
      "start_time": "2026-05-26T07:19:33.256967245Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_precipitation_distribution(df)"
    ]
@@ -667,7 +1087,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "30e6091fc41c19fe",
    "metadata": {
     "ExecuteTime": {
@@ -675,7 +1095,18 @@
      "start_time": "2026-05-26T07:19:36.638599848Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_wind_distribution(df)"
    ]
@@ -694,7 +1125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "9297d6a9b3bf3933",
    "metadata": {
     "ExecuteTime": {
@@ -702,7 +1133,18 @@
      "start_time": "2026-05-26T07:19:37.742950610Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_monthly_temperature_trend(df)"
    ]
@@ -725,7 +1167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "id": "cdd4d23aa6236c3",
    "metadata": {
     "ExecuteTime": {
@@ -733,7 +1175,18 @@
      "start_time": "2026-05-26T07:19:38.146103553Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x900 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_correlation_matrix(df)"
    ]
@@ -752,7 +1205,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "id": "ae1c1851",
    "metadata": {
     "ExecuteTime": {
@@ -760,7 +1213,18 @@
      "start_time": "2026-05-26T07:19:38.973498080Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_temperature_anomaly(df)"
    ]
@@ -779,7 +1243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "ec7d56f3",
    "metadata": {
     "ExecuteTime": {
@@ -787,7 +1251,18 @@
      "start_time": "2026-05-26T07:19:39.370055020Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_station_map(df)"
    ]
@@ -806,7 +1281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "id": "ba4622d8",
    "metadata": {
     "ExecuteTime": {
@@ -814,7 +1289,18 @@
      "start_time": "2026-05-26T07:19:39.817214086Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_weather_events_by_month(df)"
    ]
@@ -833,7 +1319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "5b91080a",
    "metadata": {
     "ExecuteTime": {
@@ -841,7 +1327,29 @@
      "start_time": "2026-05-26T07:19:40.455877581Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/erwan/EpitechProjects/Tardis/scripts/cleaning/meteo/visualization/eda_plots.py:349: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.violinplot(x=\"season\", y=\"RR\", data=rainy, order=_SEASON_ORDER,\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_seasonal_precipitation(df)"
    ]
@@ -860,7 +1368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "id": "07ce389b",
    "metadata": {
     "ExecuteTime": {
@@ -868,7 +1376,15 @@
      "start_time": "2026-05-26T07:19:44.821443720Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[plot_sunshine_overview] INST (sunshine hours) column missing.\n"
+     ]
+    }
+   ],
    "source": [
     "eplots.plot_sunshine_overview(df)"
    ]
@@ -887,7 +1403,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "id": "1f08686a",
    "metadata": {
     "ExecuteTime": {
@@ -895,7 +1411,18 @@
      "start_time": "2026-05-26T07:19:45.173525782Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_temp_precip_scatter(df)"
    ]
@@ -914,7 +1441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "b45728c0",
    "metadata": {
     "ExecuteTime": {
@@ -922,7 +1449,18 @@
      "start_time": "2026-05-26T07:19:45.641100247Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x1200 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_long_term_trends(df)"
    ]
@@ -941,7 +1479,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "f6967259",
    "metadata": {
     "ExecuteTime": {
@@ -949,7 +1487,29 @@
      "start_time": "2026-05-26T07:19:46.156053495Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/erwan/EpitechProjects/Tardis/scripts/cleaning/meteo/visualization/eda_plots.py:529: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.boxplot(x=\"season\", y=\"UM\", data=df, order=_SEASON_ORDER,\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_humidity_overview(df)"
    ]
@@ -991,7 +1551,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "id": "d8a1ed934719e7ba",
    "metadata": {
     "ExecuteTime": {
@@ -999,7 +1559,18 @@
      "start_time": "2026-05-26T07:19:50.168137964Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_top_stations_by_temperature(df, n=10)"
    ]
@@ -1018,7 +1589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "id": "98e573665cb5fee",
    "metadata": {
     "ExecuteTime": {
@@ -1026,7 +1597,18 @@
      "start_time": "2026-05-26T07:19:50.978673357Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1400x2695 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_temperature_heatmap_year_month(df)"
    ]
@@ -1045,7 +1627,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "id": "53ee51088c81490",
    "metadata": {
     "ExecuteTime": {
@@ -1053,7 +1635,18 @@
      "start_time": "2026-05-26T07:19:52.089006457Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_monthly_precipitation_trend(df)"
    ]
@@ -1072,7 +1665,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "id": "bf57521f5e63bc47",
    "metadata": {
     "ExecuteTime": {
@@ -1080,7 +1673,29 @@
      "start_time": "2026-05-26T07:19:52.997116191Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/erwan/EpitechProjects/Tardis/scripts/cleaning/meteo/visualization/eda_plots.py:212: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.violinplot(x=\"season\", y=\"FFM\", data=df,\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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U+OSTT64ZRZUkCZcuXQIA9OrVC2FhYZg5cyb0er31nAULFtRa4fxG9u7dW+t66PT0dKxatQr33HNPrdHd0NBQjBw5Er/++isWLlyIESNGXFN062LJa+Hr64vWrVtb/x+Gh4dj8ODB+PHHH5GdnX3N/Wtuy6VQKK75f7J06VLrNd/1PadarUbHjh0hSRIMBgMUCgXuuecerFq1yjr9HwAuXryIRYsWYcCAAfD397/h90ZERI7DkW4iInKosWPH3vCcQYMGYdy4cZg4cSISEhJwzz33QKVS4dy5c1i6dCm+//57PProo+jXrx+CgoIwduxYvPbaaxAEAb/88otdps16e3ujZ8+eiI+Pt+7RDVSPdJeXl6O8vNympfull17CtGnTMGbMGBw6dAhRUVH45Zdf4O3tfcP7lpaWomnTpnj00UfRrVs3+Pr6YvPmzThw4AAmTZpU69zo6Gh89dVXSElJQdu2bbFkyRIkJCRg1qxZUKlUAIC///3v+P333/GPf/wD27ZtQ//+/WEymXD69Gn8/vvv2LBhA3r16oXY2FhMmDAB7733HlJSUjB69Gj4+fkhOTkZf/zxB15++WW89dZbUKlUmDBhAsaNG4e77roLTzzxBJKTkzF//vxGXdPduXNnDB8+HK+99ho0Go31zZa6pmGPGTPGuoZAXW/m1KVjx44YPHgwevbsieDgYBw8eBDLli2rtd3W9OnTMWDAAHTp0gUvvfQSWrVqhYsXL2Lv3r3IyMiw7sN9//3349NPP8Vzzz2Hfv364fjx41i4cOE13+8999yDyMhI9O/fHxEREUhMTMS0adNw3333wc/PDwAwYcIEbNq0CQMGDMA///lPKJVK/Pjjj9DpdA3ad56IiBxMjiXTiYjIM9TcMux6rt4yzGLWrFlSz549JS8vL8nPz0/q0qWL9M4770hZWVnWc3bv3i3dcccdkpeXlxQdHS2988470oYNG+rcqquurZjGjh0rNW/evEHfz9tvvy0BkL766qtaxy3beNXcwkmS6t8yrKE5UlNTpQceeEDy9vaWQkNDpddff926bdr1tgzT6XTS22+/LXXr1k3y8/OTfHx8pG7dukk//PBDrfMsWQ4ePCj17dtX0mq1UvPmzaVp06Zd85h6vV766quvpE6dOkkajUYKCgqSevbsKX3yySdScXFxrXOXL18uDRgwQPLx8ZF8fHyk9u3bS//617+kM2fO1Drvhx9+kFq2bClpNBqpV69e0o4dO6RBgwY1eMuwf/3rX9Kvv/4qtWnTRtJoNFKPHj3q/f+i0+mkoKAgKSAgQKqsrLzh40uSJE2YMEHq3bu3FBgYKHl5eUnt27eXPv/8c+tWahZJSUnSmDFjpMjISEmlUklNmjSR7r//fmnZsmXWc6qqqqR///vfUlRUlOTl5SX1799f2rt37zXf748//ijdeeedUkhIiKTRaKTY2Fjp7bffvub/8eHDh6Xhw4dLvr6+kre3tzRkyBBpz549tc6p7+9fXT+XRERkP4IkcRUNIiIiTzR48GDk5+fjxIkTckexO6PRiOjoaIwaNeqa66qJiIjsidd0ExERkdtbuXIl8vLyMGbMGLmjEBGRh+E13UREROS29u3bh2PHjuGzzz5Djx49MGjQILkjERGRh+FINxEREbmtGTNm4JVXXkF4eDh+/vlnueMQEZEH4jXdRERERERERHbCkW4iIiIiIiIiO2HpJiIiIiIiIrITLqRWB7PZjKysLPj5+UEQBLnjEBERERERkZORJAmlpaWIjo6GKNY/ns3SXYesrCzExMTIHYOIiIiIiIicXHp6Opo2bVrv7SzddfDz8wNQ/T/P399f5jRERERERETkbEpKShATE2Ptj/Vh6a6DZUq5v78/SzcRERERERHV60aXJHMhNSIiIiIiIiI7YekmIiIiIiIishOWbiIiIiIiIiI7YekmIiIiIiIishOWbiIiIiIiIiI7YekmIiIiIiIishNZS/eOHTswatQoREdHQxAErFy5stbtgiDU+fHNN9/U+5gff/zxNee3b9/ezt8JERERERER0bVkLd3l5eXo1q0bpk+fXuft2dnZtT7mzZsHQRDwyCOPXPdxO3XqVOt+u3btskd8IiIiIiIioutSyvnkI0eOxMiRI+u9PTIystbXq1atwpAhQ9CqVavrPq5SqbzmvkRERERERESO5jLXdF+8eBFr167FCy+8cMNzz507h+joaLRq1Qp/+9vfkJaWdt3zdTodSkpKan0QERERERER3SqXKd0//fQT/Pz88PDDD1/3vD59+mDBggVYv349ZsyYgeTkZAwcOBClpaX13mfixIkICAiwfsTExNg6PhEREREREXkgQZIkSe4QQPWiaX/88QdGjx5d5+3t27fH3XffjalTpzbqcYuKitC8eXNMnjy53lFynU4HnU5n/bqkpAQxMTEoLi6Gv79/o56PiIiIiIiI3F9JSQkCAgJu2Btlvaa7oXbu3IkzZ85gyZIljb5vYGAg2rZti/Pnz9d7jkajgUajuZWIRERERERERNdwienlc+fORc+ePdGtW7dG37esrAxJSUmIioqyQzIiIiIiIiKi+slausvKypCQkICEhAQAQHJyMhISEmotfFZSUoKlS5fixRdfrPMxhg4dimnTplm/fuutt7B9+3akpKRgz549eOihh6BQKPDUU0/Z9XshIiIiIiIiupqs08sPHjyIIUOGWL8eP348AGDs2LFYsGABAGDx4sWQJKne0pyUlIT8/Hzr1xkZGXjqqadw6dIlhIWFYcCAAYiPj0dYWJj9vhEiIiIiIiKiOjjNQmrOpKEXxBMREREREZFnamhvdIlruomIiIiIiIhcEUs3ERERERERkZ2wdJNb0+v1ckcgIiIiIiIPxtJNbuu3337D008/jaKiIrmjEBERERGRh2LpJre1cOFCVFVVISkpSe4oRERERETkoVi6iYiIiIiIiOyEpZuIiIiIiIjITli6iYiIiIiIiOyEpZvcniRJckcgIiIiIiIPxdJNbk8QBLkjEBERERGRh2LpJiIiIiIiIrITlm4iIiIiIiIiO2HpJiIiIiIiIrITlm5ye1xIjYiIiIiI5MLSTW6PC6kREREREZFcWLqJiIiIiIiI7ISlm4iIiIiIiMhOWLrJ7fGabiIiIiIikgtLNxEREREREZGdsHQTERERERER2QlLNxEREREREZGdsHQTERERERER2QlLNxEREREREZGdsHST2xMEQe4IRERERETkoVi6iYiIiIiIiOyEpZuIiIiIiIjITli6ye1JkiR3BCIiIiIi8lAs3eT2eE03ERERERHJhaWbiIiIiIiIyE5YuomIiIiIiIjshKWbiIiIiIiIyE5YusntcSE1IiIiIiKSC0s3ERERERERkZ2wdBMRERERERHZCUs3ERERERERkZ2wdBMRERERERHZCUs3ERERERERkZ2wdJPbEwRB7ghEREREROShWLqJiIiIiIiI7ISlm4iIiIiIyMHWr1+PjIwMuWOQA7B0k9uTJEnuCEREREREVqmpqZg2bRq++OILuaOQA7B0ExEREREROVBZWRkAIC0tTeYk5Ags3URERERERER2wtJNREREREREZCcs3URERERERER2wtJNREREREREZCcs3eT2BEGQOwIREREREXkolm4iIiIiIiIH4qCQZ2HpJiIiIiIiIrITlm4iIiIiIiIH4ki3Z2HpJrcnSZLcEYiIiIiIyEOxdJPb4zuJREREREQkF5ZuIiIiIiIiIjth6SYiIiIiInIgXv7oWWQt3Tt27MCoUaMQHR0NQRCwcuXKWrc/++yzEASh1seIESNu+LjTp09HixYtoNVq0adPH+zfv99O3wG5Av6jRkREREREcpG1dJeXl6Nbt26YPn16veeMGDEC2dnZ1o/ffvvtuo+5ZMkSjB8/Hh999BEOHz6Mbt26Yfjw4cjNzbV1fHIRvKabiIiIiJwJB4U8i1LOJx85ciRGjhx53XM0Gg0iIyMb/JiTJ0/GSy+9hOeeew4AMHPmTKxduxbz5s3Df/7zn1vKS0RERERERNQYTn9Nd1xcHMLDw9GuXTu88soruHTpUr3n6vV6HDp0CMOGDbMeE0URw4YNw969e+u9n06nQ0lJSa0PIiIiIiIiolvl1KV7xIgR+Pnnn7FlyxZ89dVX2L59O0aOHAmTyVTn+fn5+TCZTIiIiKh1PCIiAjk5OfU+z8SJExEQEGD9iImJsen3QURERERERJ5J1unlN/Lkk09aP+/SpQu6du2K2NhYxMXFYejQoTZ7nvfeew/jx4+3fl1SUsLi7UZ4zQwREREREcnFqUe6r9aqVSuEhobi/Pnzdd4eGhoKhUKBixcv1jp+8eLF614XrtFo4O/vX+uD3AcXUiMiIiIiIrm4VOnOyMjApUuXEBUVVeftarUaPXv2xJYtW6zHzGYztmzZgr59+zoqJhEREREREREAmUt3WVkZEhISkJCQAABITk5GQkIC0tLSUFZWhrfffhvx8fFISUnBli1b8OCDD6J169YYPny49TGGDh2KadOmWb8eP348Zs+ejZ9++gmJiYl45ZVXUF5ebl3NnIiIiIiISE6cielZZL2m++DBgxgyZIj1a8t11WPHjsWMGTNw7Ngx/PTTTygqKkJ0dDTuuecefPbZZ9BoNNb7JCUlIT8/3/r1E088gby8PHz44YfIyclB9+7dsX79+msWVyPPwWu6iYiIiIhILrKW7sGDB1+3EG3YsOGGj5GSknLNsVdffRWvvvrqrUQjN8J3EomIiIiISC4udU03ERERERERkSth6SYiIiIiIiKyE5ZuIiIiIiIiB+KaQ56FpZvcHv9RIyIiIiIiubB0k9vjQmpERERERCQXlm4iIiIiIiIiO2HpJiIiIiIiIrITlm4iIiIiIiIiO2HpJrfHhdSI5JeQkIDCwkK5YxARERE5HEs3uT0upEYkr9zcXLz//vv45ptv5I5CRERE5HAs3UREZFdFRUUAgGPHjskbhIiIiEgGLN1EREREREREdsLSTW6P13QTEREREZFcWLrJ7fGabiIiIiIikgtLNxEREREREZGdsHQTERERERER2QlLNxERERERkQPx8kfPwtJNbo8LqRERERERkVxYusnt8Z1EInnx7yARERF5MpZuIiIiIiIiIjth6SYiIiIiIiKyE5ZuIiIiIiIiIjth6Sa3x4XUiIiIiIhILizd5Pa4iBMREREREcmFpZvcHke6iYiIiIhILizd5PZYuomIiIiISC4s3eT2WLqJiIiIiEguLN3k9li6iYiIiIhILizdRERkV3zji4iIiDwZSze5Pb7gJyIiIiIiubB0k9tj6SYiIiIiIrmwdJPbY+kmIiIiIiK5sHQTERERERER2QlLNxEREREREZGdsHQTERERERER2QlLNxEREREREZGdsHQTERERERER2QlLN7k9rl5ORERERM6Er089C0s3ERERERERkZ2wdJPb4zuJREREREQkF5ZuIiIiIiIiIjth6Sa3x5FuIiIiIiKSC0s3uT2z2Sx3BCIiIiIi8lAs3eT2WLqJiIiIiEguLN3k9ji9nIiIiIiI5MLSTW6PI91ERERERCQXlm5yexzpJiIiIiIiubB0k9tj6SYiIiIiIrmwdJPb4/RyInkJgiB3BCIiIiLZsHST22PpJpIXZ5sQERGRJ2PpJrfHF/xERERERCQXlm5yeyzdRERERORMeOmVZ2HpJrfH0k1EREREzoSvTz0LSzcRERERERGRnchaunfs2IFRo0YhOjoagiBg5cqV1tsMBgPeffdddOnSBT4+PoiOjsaYMWOQlZV13cf8+OOPIQhCrY/27dvb+TshZ8aF1IiIiIiISC6ylu7y8nJ069YN06dPv+a2iooKHD58GB988AEOHz6MFStW4MyZM3jggQdu+LidOnVCdna29WPXrl32iE9ERERERER0XUo5n3zkyJEYOXJknbcFBARg06ZNtY5NmzYNvXv3RlpaGpo1a1bv4yqVSkRGRto0K7kuXjNDJC8uFkNERESezKWu6S4uLoYgCAgMDLzueefOnUN0dDRatWqFv/3tb0hLS7vu+TqdDiUlJbU+iIjINli6iYiIyJO5TOmuqqrCu+++i6eeegr+/v71ntenTx8sWLAA69evx4wZM5CcnIyBAweitLS03vtMnDgRAQEB1o+YmBh7fAskE450ExERERGRXFyidBsMBjz++OOQJAkzZsy47rkjR47EY489hq5du2L48OFYt24dioqK8Pvvv9d7n/feew/FxcXWj/T0dFt/CyQjlm4iefHvIBEREXkyWa/pbghL4U5NTcXWrVuvO8pdl8DAQLRt2xbnz5+v9xyNRgONRnOrUclJ8QU/ERERETkTXnrlWZx6pNtSuM+dO4fNmzcjJCSk0Y9RVlaGpKQkREVF2SEhuQKWbiIiIiIikouspbusrAwJCQlISEgAACQnJyMhIQFpaWkwGAx49NFHcfDgQSxcuBAmkwk5OTnIycmBXq+3PsbQoUMxbdo069dvvfUWtm/fjpSUFOzZswcPPfQQFAoFnnrqKUd/e+QkWLqJiIiIiEgusk4vP3jwIIYMGWL9evz48QCAsWPH4uOPP8aff/4JAOjevXut+23btg2DBw8GACQlJSE/P996W0ZGBp566ilcunQJYWFhGDBgAOLj4xEWFmbfb4acFks3ERERERHJRdbSPXjw4OsWooaUpZSUlFpfL168+FZjkZsxm81yRyDyaHzji4iIqDb+bvQsTn1NN5EtmEwmuSMQEREREZGHYukmt8eRbiIiIiIikgtLN7k9jnQTEREREZFcWLrJLdW8ToYj3URERETkTLhPt2dh6Sa3ZDQarZ8bDAYZkxARERERkSdj6Sa3VLNos3QTEREREZFcWLrJLbF0ExERERGRM2DpJrfE0k1EREREzor7dHsWlm5ySzWLtl6vlzEJERERERF5MpZucktVVVXWz3U6nYxJiIiIiIjIk7F0k1uqWbRZuomIiIiISC4s3eSWao501/yciIiIiIjIkVi6yS3VHN1m6SYiIiIiIrmwdJNb4kg3kfPgCq1ERETkyVi6yS1VVlbW+TkROR5LNxERUW2CIMgdgRyIpZvcUkVFhfXzqqoqvugnkpHJZJI7AhEREZFsWLrJLVlHt0U1JEniFHMiGbF0ExERkSdj6Sa3ZCnZgkoLgFPMieRkNpvljkBERORUOAvTs7B0k1uylGxB6QWAi6kRycloNModgYiIyKmwdHsWlm5yS9aRbWX1SDdLN5F8OL2ciIioNpZuz8LSTW7JOr388kg3p5cTyYcj3URERLWxdHsWlm5yS1eml/OabiK5sXQTERHVxtLtWVi6yS1VVVUBohIQVVe+JiJZcHo5ERFRbSzdnoWlm9ySTqeDICohiErr10QkD450ExER1cadPTwLSze5JZ1OB0lQAKLC+jURyYMj3URERLVxpNuzsHSTW6qqqoIgKqqnmIPTy4nkxNJNRERUG0u3Z2HpJrek0+kAQVn9AY50E8mJpZuIiKg2lm7PwtJNbkeSJOtCarymm0h+LN1ERES1sXR7FpZucjt6vR6SJFUX7sulm1uGEcmn5mIxfJFBRETE34eehqWb3I71+m2OdBM5hZoj3VytlYiIiKXb07B0k9uxFGyOdBM5h5pFm6WbiIiIvw89DUs3uZ2KiorqT1i6iZwCSzcRERF5MpZucjvW0q1QVW8bJiiuHCMih2PpJiIiqo2/Dz0LSze5HUvBFkR19X8VKpZuIhnxmm4iIqLa+PvQs7B0k9spLy+v/kShqv6vqLpyjIgcruZiMVw4hoiIiL8PPQ1LN7kd60g3SzeRU6j5woLv7BMREfH3oadh6Sa3U1ZWVv2JdXq5GlVVVbWmuBKR43B6ORERUW38fehZWLrJ7VhKt6CoLt24/F9rGScih+JINxERUW38fehZWLrJ7VjLtUID4Er5ZukmkgdHuomIiGrjDEzPwtJNbqe0tBQAR7qJnEXNFxZ8kUEkP4PBIHcEIo/H34eehaWb3M6Vke7qhdQ40k0kr5qj23yRQSSv3377Dc8884z1DWoikofRaJQ7AjkQSze5nfLycggKFQTh8o/35WnmLN1E8uBIN5HzWLhwIcrLy5GcnCx3FCKPxt+HnoWlm9xOaWmpdeVygCPdRHJj6SYiIqqNI92eRdnYOyQnJ2Pnzp1ITU1FRUUFwsLC0KNHD/Tt2xdardYeGYkapayszDq6DcB6TTen0hHJgwupETmfmrsKEJHj1SzdkiRBEAQZ05C9Nbh0L1y4EN9//z0OHjyIiIgIREdHw8vLCwUFBUhKSoJWq8Xf/vY3vPvuu2jevLk9MxPVy2QyoaKiAqKPn/UYR7qJ5MWRbiLnwxf4RPKqWbpNJhOUykaPhZILadCfbo8ePaBWq/Hss89i+fLliImJqXW7TqfD3r17sXjxYvTq1Qs//PADHnvsMbsEJrqeysrK6k8UV6aXc/VyInnVHN3mdDoiIqLavw+NRiNLt5tr0J/ul19+ieHDh9d7u0ajweDBgzF48GB8/vnnSElJsVU+okaxFGuh5jXdYvUq5hUVFbJkIvJ0nFJO5Hw4vZxIXleXbnJvDSrd1yvcVwsJCUFISMhNByK6FdZifXm7sJqfl5eXy5CIiGq+uOcLfSLnwOnlRPLipVeepdGrlx8+fBjHjx+3fr1q1SqMHj0a/+///T/o9XqbhiNqLEuxFmpMLxcEEYKo5Eg3kRNg6SYiIuJIt6dpdOkeN24czp49CwC4cOECnnzySXh7e2Pp0qV45513bB6QqDGso9miqvYNCjWv6SaSCUe6iZwP/y4SyYsj3Z6l0aX77Nmz6N69OwBg6dKluPPOO7Fo0SIsWLAAy5cvt3U+okapa6QbACCqUMbp5USy4It7IufD6eVE8mLp9iyNLt2SJFkXxdm8eTPuvfdeAEBMTAzy8/Ntm46okayj2VeXboUaFeXlfPFPJDP+HSQiIuL0ck/T6NLdq1cvTJgwAb/88gu2b9+O++67DwCQnJyMiIgImwckagzr6uVXlW5BoYbJZEJVVZUcsYiIiIiIrDjS7VkaXbqnTJmCw4cP49VXX8V///tftG7dGgCwbNky9OvXz+YBiRrjykj3tdd0A1zBnEgONbcM40g3ERERS7enaXDpvnDhAgCga9euOH78OIqLi/HRRx9Zb//mm2/w008/NerJd+zYgVGjRiE6OhqCIGDlypW1bpckCR9++CGioqLg5eWFYcOG4dy5czd83OnTp6NFixbQarXo06cP9u/f36hc5LqujHRrah23jHyXlpY6PBORp6v5YoJT6IiIiDi93NM0uHR37doVnTt3xv/7f/+vzhKr1WqhUqnquGf9ysvL0a1bN0yfPr3O27/++mv873//w8yZM7Fv3z74+Phg+PDh150ivGTJEowfPx4fffQRDh8+jG7dumH48OHIzc1tVDZyTSUlJdWfXFO6NbVvJyKHqfligu/mEzkHzjohkhdLt2dpcOnOz8/HxIkTkZubiwceeABRUVF46aWXsHr16pu+TnbkyJGYMGECHnrooWtukyQJU6ZMwfvvv48HH3wQXbt2xc8//4ysrKxrRsRrmjx5Ml566SU899xz6NixI2bOnAlvb2/MmzfvpjKSaykpKYEgKiGIito3KFm6ieRS88WEwWCQMQkREZFz4Cwwz9Lg0q3VajFq1CjMmTMH2dnZWL58OUJCQvDuu+8iNDQUo0ePxrx585CXl2eTYMnJycjJycGwYcOsxwICAtCnTx/s3bu3zvvo9XocOnSo1n1EUcSwYcPqvQ8A6HQ6lJSU1Pog11RcXAwotNccFy4fKy4udnQkIo/Hd/OJiIhqq/kmNH83ur9GL6QGVO/t2K9fP3z55Zc4deoUjhw5goEDB2LBggVo2rRpvdPFGyMnJwcArlkRPSIiwnrb1fLz82EymRp1HwCYOHEiAgICrB8xMTG3mJ7kUlxcYh3Vrkm4fIylm8jx9Hp9nZ8TERF5Kr4h7VluqnRfrU2bNvj3v/+NHTt2ICsrC/fcc48tHtZh3nvvPRQXF1s/0tPT5Y5EN6Gqqgo6XdU1i6gBsI5+s3QTOZ5Op7N+ztJN5BwEQZA7ApFHY+n2LMqbuVNWVhZ27dqF3NzcWlvBCIKA//u//0NISMgtB4uMjAQAXLx4EVFRUdbjFy9eRPfu3eu8T2hoKBQKBS5evFjr+MWLF62PVxeNRgONpo6iRi6lqKgIACAova65TVBqa51DRI7DkW4i58OF1IjkxdLtWRpduhcsWIBx48ZBrVYjJCSk1julltJtCy1btkRkZCS2bNliLdklJSXYt28fXnnllTrvo1ar0bNnT2zZsgWjR48GUL0/7JYtW/Dqq6/aJBc5r8LCwupPlNde0w2FGhBElm4iGdQs2jVHvYlIPhzpJpIXr+n2LI0u3R988AE+/PBDvPfeexDFW5udXlZWhvPnz1u/Tk5ORkJCAoKDg9GsWTO88cYbmDBhAtq0aYOWLVvigw8+QHR0tLVQA8DQoUPx0EMPWUv1+PHjMXbsWPTq1Qu9e/fGlClTUF5ejueee+6WspLzs5RuoY7SLQgCBKUWBQWFjo5F5NEkSYJOp4MgKiCZTRzpJiIiAnf28DSNLt0VFRV48sknb7lwA8DBgwcxZMgQ69fjx48HAIwdOxYLFizAO++8g/Lycrz88ssoKirCgAEDsH79emi1V0pVUlIS8vPzrV8/8cQTyMvLw4cffoicnBx0794d69evv2ZxNXI/V6aX1zHSDQBKLQoLCyFJEt/hJ3IQo9EIs9kMlZcvDJVlN73FJBHZFqeXE8mrZtFm6XZ/jS7dL7zwApYuXYr//Oc/t/zkgwcPvu4/+oIg4NNPP8Wnn35a7zkpKSnXHHv11Vc5ndwDXbp0CQAgqLzrvF1QekNXWoDy8nL4+vo6MhqRx7JMJ1dqvWGoLOP0ciInwTefieRlMHC9E0/S6NI9ceJE3H///Vi/fj26dOkClUpV6/bJkyfbLBxRY1j2iK+3dF8+np+fz9JN5CCWkW2V1geVNb4mIiLyZHq9ocbnLN3u7qZK94YNG9CuXTsAuGYhNSK5WC8zaEDpbtGihYNSEXm2yspKAIDKywcASzeRs+D0ciL5mEwmmM1meKlEVBrMLN0eoNGle9KkSZg3bx6effZZO8Qhunn5+fkQlF4QhLrXG6hZuonIMSwlW6mtLt2WEk5E8uJACZF8LJdaeWsULN0eotGroWk0GvTv398eWYhumtlsrp5eXs8oNwAIquoX/bm5uY6KReTxLCVboVZDVKpYuomIyONZSravRlHra3JfjS7dr7/+OqZOnWqPLEQ3raCgAAaDAYLar95zLLdlZ2c7KhaRx7OWbqUGCqWa08uJnASnlxPJxzLSzdLtORo9vXz//v3YunUr1qxZg06dOl2zkNqKFStsFo6oobKysgAAgvo6C6QptYCoRE5OjoNSEZGlZCtUaogqNUe6iZwEp5cTycdSsn1Yuj1Go0t3YGAgHn74YXtkIbppliItXm+kWxAgqHyQxZFuIoexlGxRZZleXiFzIiIiInlZRrotpZuzwNxfo0v3/Pnz7ZGD6JZYpoxfd6Qb1VPMy0szUFpaCj+/+gs6EdmGdXq5Sg2FSo3KkksyJyIigNPLieRkMFRvF+alrr7S12g0yhmHHKDR13QTOSPr9HLN9Yu05XbL+URkX1eu6a4u3SaTyfpig4iIyBNZfg9qlCIUosDp5R6gQaV7xIgRiI+Pv+F5paWl+OqrrzB9+vRbDkbUGJmZmRAUKkChtR7Tp++G7vxf0Kfvth4T1P7W84nI/ixT5qqnl6sBcNswIiLybJaSrVIKUClYuj1Bg6aXP/bYY3jkkUcQEBCAUaNGoVevXoiOjoZWq0VhYSFOnTqFXbt2Yd26dbjvvvvwzTff2Ds3kZXZbK4euVb711oYRtKVQKoqqHWueHmkm6WbyDGunl4OVBdxf39/OWMRERHJxlq6FSKULN0eoUGl+4UXXsAzzzyDpUuXYsmSJZg1axaKi4sBVC9O1bFjRwwfPhwHDhxAhw4d7BqY6Gr5+fnQ6/UQA258jbZlpJvTy4kcwzrSrVRZR7orKriYGpHcuHo5kXwsC6mpFQLUCpGl2wM0eCE1jUaDZ555Bs888wwAoLi4GJWVlQgJCblm2zAiR7KMWouaBoycKbUQFCqkp6fbORURAUB5eTkAQKHSWEe6Ob2ciIg82ZXp5SLUSo50e4JGr15uERAQgICAAFtmIboplgItaG788ygIAqD2R2ZmJkwmExQKhb3jEXm0iooKQBAgKlVQqDVXjhEREXkoS8nWKKqv6S6/PPJN7ourl5PLS0tLA9Cw0g0AoiYABoMBFy9etGcsIkJ1wVaoNBAEAQpVdem2jH4TERF5Isv0cpVShFohQqdn6XZ3LN3k8tLT0wFBuOEe3RaCNuDK/YjIrsrLy63TyjnSTUREdOUyK61KhFYlQq83wGQyyZyK7Imlm1yaJElITU2FoPaDIDZsqrhlRNwyQk5E9lNeXgGFunorP4VKe/kYR7qJ5CZJktwRiDyW5c1nL5UIL7VY6xi5J5ZucmlFRUUoKytr8NRy4ErpTklJsVMqIgKqX9SXl5dDeXmE2/Jflm4i+XH1ciL5WEa6vdQKaFXVg0Ys3e6NpZtcWnJyMgBA1AY1+D6CygcQVUhNTbVXLCJC9YsKSTJfGelWc6SbiIjIUrC1NUa6+bvRvTVo9fKgoKAGvyNaUFBwS4GIGsMyWi1oAxt8H0EQIGgDkZ6eDoPBwC3viOzE8qLCsoCagiPdRE6D08uJ5GP5Pcjp5Z6jQaV7ypQp1s8vXbqECRMmYPjw4ejbty8AYO/evdiwYQM++OADu4Qkqo9lpLsxpRsARG0gTBV5yMjIQMuWLe2QjIiqqqoAAKJlITWlutZxIpIPp5cTyae8vBxalQhRFOCtVliPkftqUOkeO3as9fNHHnkEn376KV599VXrsddeew3Tpk3D5s2b8eabb9o+JVE9UlJSAFEJQdWwlcsthMvT0ZOTk1m6iezEUq4VyurZJOLl/7J0E8mPI91E8ikvL7eOcHOk2zM0+pruDRs2YMSIEdccHzFiBDZv3myTUEQNYTAYkJaWBkHb8MsfLCzXgF+4cMEe0YgINUa6L49wC6IIUaFk6SZyAhzpJpJPeXm5dYTb8t+ysjI5I5GdNbp0h4SEYNWqVdccX7VqFUJCQmwSiqghUlNTYTKZGrWImoVlOjpLN5H9WFZntYxwA9VTzS3HiYiIPI0kSagoL4f35RFuTi/3DA2aXl7TJ598ghdffBFxcXHo06cPAGDfvn1Yv349Zs+ebfOARPWxFGbhZkq3qISg8UfShQuQJInv+BPZgXV6+eVruoHqAs6RbiL5cXo5kTx0Oh2MJlONkW5OL/cEjR7pfvbZZ7F79274+/tjxYoVWLFiBfz9/bFr1y48++yzdohIVDdL6Ra9gm/q/oI2COVlZcjLy7NlLCK6zDKiXbN0K5RqVLJ0ExGRh7KuXM7p5R6l0SPdANCnTx8sXLjQ1lmIGiUpKQkQBAiagJu6v6gNgrk4FefPn0d4eLiN0xHR1dd0A9XTy6uKi+WKRESXmUwmuSMQeSTLiPaV6eUc6fYEjR7pBqrLzvvvv4+nn34aubm5AIC//voLJ0+etGk4ovoYjUacP38egiYIgqi4qccQvKrXIDh79qwtoxHRZZZ382uNdKvU0Ov1MBgMcsUiIrB0E8nFMqJtGeH24ki3R2h06d6+fTu6dOmCffv2Yfny5dYfkKNHj+Kjjz6yeUCiuqSkpMBgMED0vvnF+0SWbiK7KikpAQAotd7WY0pN9eelpaWyZCKianzji0gelu7ko6ku2wpRgFYlsnS7uUaX7v/85z+YMGECNm3aBLX6yujFXXfdhfj4eJuGI6qPpSiLXqE3/RiCQgVBE4Bz587xHX8iO7CWbk2N0q31qnUbEcmDpZtIHtaRbs2VGuajVrB0u7lGl+7jx4/joYceuuZ4eHg48vPzbRKK6EYspVu4hZFuoLq0V1ZWIiMjwxaxiKiGK6Xby3rM8jlLN5G8jEaj3BGIPJJlppeP+srlkd4akTPA3FyjS3dgYCCys7OvOX7kyBE0adLEJqGIbuRUYiIEhRqC2v+WHkfwrh4pT0xMtEUsIqqhpKQECpUaouLKCwvV5VFvlm4ieXGGF5E8rp5ebvm8oqKCfy/dWKNL95NPPol3330XOTk5EAQBZrMZu3fvxltvvYUxY8bYIyNRLYWFhcjKzITgHXbL+2uLPmEAwEUAieygpKSk1tRy4Mr13SzdRPIym81yRyDySJZFRr1rjnSrFZAkybrVJrmfRpfuL774Au3bt0dMTAzKysrQsWNH3HnnnejXrx/ef/99e2QkquXUqVMAANE77JYfS1D7Q1BqWbqJ7KC4uLjWImrAldJdzG3DiGTF0k0kjyul+0oNsxRwbhvmvhq9T7darcbs2bPxwQcf4MSJEygrK0OPHj3Qpk0be+QjusaJEycAAKLPre+tLQgCBO8w5OamIy8vD2Fht17kiah6j269Xg+vq0v35Wu6WbqJ5CVJktwRiDzSlYXUao50i9bbwsNv/fUtOZ9Gl26LyMhIVFZWIjY2FkrlTT8MUaOdPHkSEBUQtME2eTzROwzmknScOHECQ4YMscljEnk6S6lWXTW9XMWRbiKnwNJNJI+KigoIALSqGiPdlwu4ZRSc3E+jp5dXVFTghRdegLe3Nzp16oS0tDQAwP/93//hyy+/tHlAoppKS0uRnJwM0SsMgqi48R0aQPSJAFC9Mj8R2UZRUREAQOl19Ui3NwCBpZtIZizdRPIoLy+HVi1CrLEukdflAs7p5e6r0aX7vffew9GjRxEXFwetVms9PmzYMCxZssSm4Yiudvz4cUiSZC3KtiBogyAo1Dh67JjNHpPI01kWSlNpfWodF0QRSq0XSzeRzHhNN5E8Kioqao1yA4BWzdLt7ho9L3zlypVYsmQJ7rjjjlorR3fq1AlJSUk2DUd0NctotOhrw9ItCBB8InAxJx25ubm8lobIBgoLCwHgmoXUgOrR7sLLI+FEJA9uTUQkj8rKSniras/W9Lr8NVcvd1+NHunOy8urs5SUl5ff8vZNRDdy9OhRCKISgleITR/XMnJ+jKPdRDaRm5sLAFD7+F9zm9rHHyXFxaiqqnJ0LCK6zGg0yh2ByCNVVFRYp5NbcHq5+2t06e7VqxfWrl1r/dpStOfMmYO+ffvaLhnRVQoLC5GWlgbBOxyC0Ogf3euylO6jR4/a9HGJPFV2djYAQOsXdM1tlmM5OTkOzUREVxgMBrkjEHkcg8FQvbOH+qrSXWP1cnJPjZ5e/sUXX2DkyJE4deoUjEYjvv/+e5w6dQp79uzB9u3b7ZGRCMCVQiz6Rtr8sQVNAASlF44ePQpJkjhrg+gW5eTkQFAooPL2u+Y2zeXSnZ2djRYtWjg4GZHnqjmlXK/Xy5iEyDNZ1jvx1daeXu6rra5kpaWlDs9EjtHo4cIBAwYgISEBRqMRXbp0wcaNGxEeHo69e/eiZ8+e9shIBKBG6faxQ+m+fF13QUEBMjIybP74RJ4mKysLGt/AOt/A0voHWc8hIsfR6XR1fk5EjmEp1b6a2uOevpe3DGPpdl83tcF2bGwsZs+ebessRPWSJAkJCQkQlFoI2kC7PIfoGwlzcQoSEhIQExNjl+cg8gTFxcUoLS1FYLO2dd6u9Q8GAGRmZjoyFpHHq7mOAks3keNZRrp9NFctpKYWIQhXbif3c1Ol22Qy4Y8//kBiYiIAoGPHjnjwwQehVN7UwxHdUHZ2NvLy8iAGNLfb1G+FTySMqB5RHzVqlF2eg8gTpKenAwC8AkLrvF3jFwRBFK3nEZFjcKSbSF6WUu131fRyURDgp1VyO0031uiWfPLkSTzwwAPIyclBu3btAABfffUVwsLCsHr1anTu3NnmIYksq4rbY2q5haD2gaD2w/Hjx2EymaBQKG58JyK6huUSDW09pVsQRWj8gpGens41FIgciKWbSF6W7TQDvK+tYAFeChRdvp3cT6Ov6X7xxRfRqVMnZGRk4PDhwzh8+DDS09PRtWtXvPzyy/bISHRlf24f2+3PXRfRJwLl5eVISUmx6/MQubMrI931b+3nFRiCsrIyvqtP5EA1Vyzn6uVEjldQUAAACPC6tnT7eylRWlbGv5tuqtGlOyEhARMnTkRQ0JVtYIKCgvD555/jyJEjNg1HBFRfz3302DEIKm8Ial+7Phf36ya6dXl5eQAAtW9AveeofQJqnUtE9sfSTSQvy0h3YB0j3ZZjhRztdkuNLt1t27bFxYsXrzmem5uL1q1b2yQUUU2ZmZkoKiy8vD+3faehWkq3ZWSdiBrv0qVLEBVKKDVe9Z6j9vEHAOTn5zsqFpHHq7llWM3PicgxrjfSbTl26dIlh2Yix2h06Z44cSJee+01LFu2DBkZGcjIyMCyZcvwxhtv4KuvvkJJSYn1g8gWrlzPbd+p5QAgqLwgaPxx/PgJviAhukl5eXlQeftd900ylm4ixzObzXV+TkSOcfHiRfh7KaFWXlvBQv3UAKoHMsn9NHohtfvvvx8A8Pjjj1tfUEmSBADWFZ8tC+OwtJAtWEu3r/1LN1Bd7isLziEpKQlt29a95RER1c1kMqGwsAi+EU2ve57a2w8Ap5cTOZLl9RrA0k3kaCaTCRcvXkTzYFWdt4f7VR/PyclxZCxykEaX7m3bttkjB1GdzGYzjh49CkHlA1Ht55DnFH0iYSo4h6NHj7J0EzVSQUEBJMkMtbf/dc+zjHRzGh2R4xiNRuvnHBghcqyCggIYjUaE+XnXebtlpJul2z01unQPGjTIHjmI6pSSkoLS0lIoAmMd9pw1F1N77LHHHPa8RO7AMl3cUqrro9L6QBBFTi8ncqCaRbtmASci+7OU6VBfdZ23h/ioIAhAdna2I2ORgzT6mu7169dj165d1q+nT5+O7t274+mnn+Zqe2Rzjp5aDgCCUgNBG4STJ09ydVeiRrKWbu/rz0wRRBEqL1+WbiIH4urlRPKxbEfbJEhT5+1KhYAIfzVSU1NrXQpC7qHRpfvtt9+2LpJ2/PhxjB8/Hvfeey+Sk5Mxfvx4mwds0aIFBEG45uNf//pXnecvWLDgmnO1Wq3Nc5FjHD58GED1lG9HEn0iodfrcfLkSYc+L5Grs+xucaORbss5+fn5HHEjchCdTlfn50Rkf8nJyQCAZiH195JmwVqUlpby0is31Ojp5cnJyejYsSMAYPny5Rg1ahS++OILHD58GPfee6/NAx44cKDWdKgTJ07g7rvvvu60X39/f5w5c8b6tb23mSL7qKiowLFjxyB4BUNQ1b/1kD2Ifk1gupSI/fv3o3v37g59biJXlpGRAQDQBoRajyXtWIWq4kvQBoQg9s4Hrce1AaEoy81ATk4Omja9/sJrRHTrKioqrJ9XVlbKmITI81y4cAFqpYhI/7qnlwPVhXx/cgkuXLiA0NDQes8j19PokW61Wm39R3vz5s245557AADBwcF22SYsLCwMkZGR1o81a9YgNjb2uteWC4JQ6z4REY6bmky2k5CQAKPRCIVfE4c/t+gTBkGhwr79+znFh6gR0tLSICgU0PgGWI9VFV9CRUEOqoprv3PvFRBivQ8R2V9VVVWtz/n7jcgxTCYTUlNT0TRIDVGsfzDQMgp+4cIFR0UjB2n0SPeAAQMwfvx49O/fH/v378eSJUsAAGfPnrX7SIVer8evv/6K8ePHX3f0uqysDM2bN4fZbMZtt92GL774Ap06dar3fJ1OV2uaFfcYdw4HDhwAUD3q7GiCIELwjcbFnFRkZGQgJibG4RmIXI0kSUhPT4fWPwSCeOP3dC2j4ZbRcSKyL8votlYyo8pc/bpKo6n7+lIisp2srCwYDAY0DfKxHvsxLgPZRXpEBaoxbnB1h2p6+Xpvy/Xf5D4aPdI9bdo0KJVKLFu2DDNmzECTJtWF6K+//sKIESNsHrCmlStXoqioCM8++2y957Rr1w7z5s3DqlWr8Ouvv8JsNqNfv37XfVE3ceJEBAQEWD9YsORnMplw4MABCEovCNpgWTJYRtj37dsny/MTuZqCggJUVlZaR7BvxCuw+rz09HR7xiKiyyyl2/fyCDenmBM5hqVENw2+8iZXdpEeqZeqkF2ktx4L9FbCR6NAamqqoyOSnTV6pLtZs2ZYs2bNNce/++47mwS6nrlz52LkyJGIjo6u95y+ffuib9++1q/79euHDh064Mcff8Rnn31W533ee++9WovAlZSUsHjLLDExEUVFRVAEtZbtmnzRNxoQBOzduxePPvqoLBmIXEld13Nfj9onAKJCyZFuIgexlGwfSMhH7enmRGQ/lhLdJOj6izsLgoCmQRqcy8yEwWCASqVyRDxygEaPdMslNTUVmzdvxosvvtio+6lUKvTo0QPnz5+v9xyNRgN/f/9aHySv3bt3AwDEgOayZRCUGog+kThz5gxyc3Nly0HkKq6U7oaNdAuCAG1ACDIyMnhtKZEDWLYJ017++6bX6693OhHZiHWku57twmpqEqSB2WzmLDA34zKle/78+QgPD8d9993XqPuZTCYcP34cUVFRdkpGtmY2m7F79+7LpTdc1iyifzMAwJ49e2TNQeQKLKW7odPLAUDrH4LKykpuj0LkAJaSrQFLN5Ejpaenw0+rgL/XjScZW/bx5hRz9+ISpdtsNmP+/PkYO3YslMraP6xjxozBe++9Z/36008/xcaNG3HhwgUcPnwYzzzzDFJTUxs9Qk7yOX36NAoKCiD6xUAQ5P0RVfg3BSBg165dsuYgcgXVq5AL0Pg3fB0G7eXrujnFnMj+LCPdmssj3Zavich+jEYjcnJyEBXQsEULIy+fl5WVZc9Y5GAuUbo3b96MtLQ0PP/889fclpaWhuzsbOvXhYWFeOmll9ChQwfce++9KCkpwZ49e6x7i5Pz27lzJwBADGgmcxJAUGoh+kTg9OnTnGJOdAMpKSnQ+AdBoWz4NWhegWHW+xKRfRmNRgCA+vJIt+VrIrKfixcvwmQyISKg/v25a4q6fB5Lt3tp9EJqcrjnnnvqvd4vLi6u1tffffedQxZ1I/swGo3Yvn27tew6A0VgS5jLcxAXF4fHH39c7jhETqmoqAjFxcUIbNa2Uffzvly6OY2OyP6MRiNEXHnxx9JNZH+W8hzZwNId6K2EWikiMzPTnrHIwRpUuh9++OEGP+CKFStuOgzR4cOHUVJSAkVIe9mnlluI/jFA9n5s2bIFjz32mGyrqRM5M0tptpTohtL4BUFQKDjSTeQAOp0OCgCKGl8TkX1ZFkSLbOD0ckEQEOmvRkZGOsxmM0TROV4P061p0J9izT2s/f39sWXLFhw8eNB6+6FDh7BlyxYEBATYLSh5hm3btgGoHl12FoJCBdEvBpmZmTh37pzccYic0smTJwEA3iGNW7RSEEX4BEfhwoULqKiosEc0IrqssrISGkmyXtPNfbqJ7M+yg1LzkOtvF1ZTsxAtqqp0HO12Iw0a6Z4/f77183fffRePP/44Zs6cCYWi+r1Sk8mEf/7zn9xqi25JeXk54uPjIWgCIGiD5I5TiyKwJczFKdi2bRvatm3c9FkiT3DkyBEIogj/yMZv8+cf3QJleRk4fvw4+vTpY4d0RAQAFeXlUEtm6zXdfKOLyP7Onz8PX60CwT4Nv6q3ZagWu85V3zcmJsaO6chRGj1fYd68eXjrrbeshRsAFAoFxo8fj3nz5tk0HHmWnTt3wmAwQBHY0ummcIu+kRCUXoiLi+Nqr0RXKSsrw5kzZ+AT2gQKdcOmz9XkH90KQHVxJyL7kCQJJaWl0EKy7tNdUlIicyoi91ZWVoasrCy0DNU26rVt89DqUXHLKDm5vkaXbqPRiNOnT19z/PTp0zCbzTYJRZ5py5YtAASnmlpuIQgixMAWKC0trXVpBREBx44dg9lsRkD0zf3d9Q2NhkKlweHDh22cjIgsysrKYDQa4StJ8L080l1QUCBzKiL3lpSUBABoHuLVqPs1C9ZCIQq8rNGNNHr18ueeew4vvPACkpKS0Lt3bwDAvn378OWXX+K5556zeUDyDJmZmUhMTIToGwVB5S13nDopAlvBlJ+ILVu2oG/fvnLHIXIahw4dAgD4N2l1U/cXRBH+US2QlXYG2dnZiIpq3HXhRHRjloLtAwk+UvUgSWFhoZyRiNyepTS3DG349dwAoFKKaBKoQVJSEkwmU60ZxuSaGl26v/32W0RGRmLSpEnW/bGjoqLw9ttv49///rfNA5Jn2Lp1KwBAEXRzL9odQdQGQvAKxoEDB1BcXMyFA4lQPWX14MGDUGq94dPIRdRqCmgai8K0Mzh48CBGjRplw4REBADFxcUAAG/JDA2qVzC3HCMi+7CW7rDGjXRX30eLtIIipKeno0WLFjZORo7W6OnloijinXfeQWZmJoqKilBUVITMzEy88847fBeGborZbMaWLVusq4Q7M0VgK5hMJmzfvl3uKEROITU1FZcuXUJAk9hbWoshoEksgCuj5kRkW6WlpQAAL0mCcPm/vKabyL7OnTuLQG8lgnxUjb5vy1Cvy4/BKebu4JY2fvP39+eK5XTLTp06hfz8fIj+zSCIzv3GjSKgOSCIiIuLkzsKkVOwrHEQcJNTyy3U3n7wCgrH0aPHoNfrbRGNiGqwFGyvy9dzayUzSzeRHRUXFyM3Nw8tGjm13MJyP5Zu99Do0n3x4kX8/e9/R3R0NJRKJRQKRa0PosayFFgxwPkWULuaoNRC9I3E2bNnkZWVJXccItlZ9uf2j2xxy4/lH9UCBoOeLzCI7MDyZpZlvE0FCXqdTr5ARG7OsvJ4i9DGTy0HgCbBWqgUgnUxNnJtjb6m+9lnn0VaWho++OADREVFOd3WTuRaDAYDdu3aBUHlDdEnXO44DaIIaAFzaRa2b9+Op556Su44RLIxm804deoUtP7BUHn53PLj+UXE4OKp/Th16hQ6depkg4REZGEymQAA4uXtwkQAJu46Q2Q3Fy5cAAA0D7m5kW6lKKBJkAbJyclcTM0NNLp079q1Czt37kT37t3tEIc8zZEjR1BWVgZFaAeXeQNH9I8BRCXi4uLw5JNPukxuIltLS0tDeXk5Qtu0tsnj+YY3BVA9ev7YY4/Z5DGJqJrRaARwZYqjiCtFnIhs78p2YTdXuoHqrcNS8ouQkZGB5s2b2yoayaDR08tjYmIgXX6XlOhWbdu2DUD16LGrEEQlRL+myMzMxNmzZ+WOQySb48ePAwD8wm2zAKJK6wOtfzBOnjplLQhEZBuW6eWW0RYlqncfMBgMsmUicmdJSUnw0yoR6N3oMU4rS2G3jJqT62p06Z4yZQr+85//ICUlxQ5xyJOUlJRg7969ELSBELRBcsdpFMvWZps3b5Y5CZF89u/fDwDwj7bdegwBTWJRWVFhvVaciGyjqqoKQPW13ACgujyAouN13UQ2l5+fj+zsbLQM1d7SjEjLVmOWN7nJdTW6dD/xxBOIi4tDbGws/Pz8EBwcXOuDqKHi4uJgNBqhCLq1rYbkIPpEQFD5IC5uu/WFDJEnKSsrw7Fjx+ATGg21t5/NHjewWVsAQHx8vM0ek4iAyspKALUXUgOAiooKmRIRua8DBw4AALrF+N7S4zQP1cLfS4kDB/bDzDUYXFqj5ztMmTLFDjHI00iShI0bNwKCCIULrFp+NUEQIQa2QmXecezduxdDhgyROxKRQx08eBAmkwlBzdrZ9HH9wmOg1Hhh7969ePnll13uDTkiZ5WVlQUBgL9U/cI94PJId1ZWFsLDXWMhUyJXYZkJ1q3Zrb0pLQoCusX4YufZIpw/fx5t27a1RTySQaNL99ixY+2RgzxMUlISUlJSqvfmVmrkjnNTFEGtYMo7jo0bN7J0k8fZtWsXACCwWRubPq4gighs2gb5Scdw+vRpdOjQwaaPT+Sp0tLSECiZrS/8QqXqRdTS09O5OC6RDVVVVSEhIQHNgrUI8VXd+A430KOZH3aeLcK+fftYul1Yg6aXl5SU1Pr8eh9EDfHnn38CABTBtln1WA6i2heiTySOHz/ONQ7Io1y6dAn79++HT2g0vAJCbf74IbGdAaB6NgwR3bKioiIUFxcjxHxltfKQyyPe/P1FZFsHDhyAwWBA9+a3NrXcomMTH6iVInbv3s3FrF1Yg0p3UFAQcnNzAQCBgYEICgq65sNynOhGLl26hO3bt0PQBED0iZQ7zi1RhLYHAKxcuVLeIEQOtHnzZpjNZoS17W6Xx/eLbA6NXxB27NjB602JbODMmTMAgCipdulWQ8KZ06flikXkliyL7PaNDbDJ42mUIm5r7oeMjAzumuPCGjS9fOvWrdZF0rZu3cpr7OiWrF27FiaTCcpI19mbuz6ibzQETQDi4uIwduxYvvFEbs9sNmPDhg1QqNQIbtHRLs8hCALC2vZAxqGtiIuLw7333muX5yHyFImJiQCA6Boj3SKASLMJqWlpqKiogLe3t0zpiNzHpUuXcOTwYbQO90JkgO0unxzQJgDxScXYsmUL2rWz7Voq5BgNKt2DBg1CcnIyWrZsicGDB9s5ErmzqqoqrFu3DoJS61J7c9dHEAQoQtrDmLUPa9euxTPPPCN3JCK7On78OHJzcxHWtjsUKrXdnic0tgsyj8Rh06ZNLN1EtygpKQkAEFljpBuoLuFpohJJSUno0qWLHNGI3Mq2bdtgliQMaBNo08ftEOWDYB8Vtm/fjhdffBFqtf1+/5J9NHjLsNjYWLRs2RLPP/88fv31V2RkZNgzF7mpLVu2oKysDIrgthBEhdxxbEIR2AKCUoO1a9dy+zBye9u3bwcAhLSy7wt0lZcP/KNb4dy5c8jKyrLrcxG5u+zsbPhJZlw97hZ8+bru7Oxsx4cickNbt26FSiHg9lb+Nn1cURTQr3UAysvLrSujk2tpcOneunUrxo4diwsXLuCll15C8+bN0aZNG4wbNw6LFy/GxYsX7ZmT3IDJZMLy5csBUQFFsG1XPJaTICqhCG6H0tJSbNq0Se44RHZjMBiwZ88eqH384Rve1O7PF9Kyevr6jh077P5cRO7KZDIhNzcXAdK1e/xajvE1HNGtS09PR1paGrrF+MJbbfuBpTtiq4v87t27bf7YZH8NLt2DBw/Gxx9/jLi4OBQWFmLTpk146qmnkJiYiGeffRbR0dHo1KmTPbOSi9uxYwdyc3OhCGoNQamVO45NVY/cK7F8xQoYjUa54xDZxeHDh1FWVobgFh0dsh5DYEwbiAolSzfRLSgsLITZbLbuz12TpXTn5eU5OhaR29mzZw8AoGcL245yW0QHahAZoMbBAweg1+vt8hxkPw0u3TVptVrcddddeP/99/HJJ5/gtddeg6+vL05zBUyqhyRJWLZsGSCIUIa43767glIDMag18vPyrNNvidxNXFwcACC4pX0WULuaQqVBQEwbpKWlWa9JJaLGsewAoK1jqyENpFrnENHN27NnD5SigG4xttkq7GqCIKBXC39UVlXhyJEjdnkOsp9GlW69Xo8dO3bgk08+wZAhQxAYGIh//OMfKCwsxLRp05CcnGyvnOTiDh48iNTUVIgBLSCofeSOYxfK0A6AIGLp0mUwm68dUSByZaWlpdi7dy+8gsLhHRzhsOcNja2+dtyyBQsRNU55eTkAXHM9NwBYlmJi6Sa6NTk5OUhKSkKnJj7wssPUcoueLfwAALt27bLbc5B9NGj1cgC46667sG/fPrRs2RKDBg3CuHHjsGjRIkRFRdkzH7kBSZKwePFiAIAy1DEjZHIQVN5QBLRERkYS4uPj0a9fP7kjEdnMjh07YDQaERXb1aFb/QVEt4LKyxdxcXF4/vnnoVKpHPbcRO7g0qVLAAAvXDvSLVw+np+f7+BURO7FMsvx9pb2mVpu0TxEi3B/NeL37kVVVRW0Wve6XNOdNXike+fOnQgJCcFdd92FoUOH4u6772bhpgY5evQozpw5A9E/BqI2QO44dqUI6wRAwOLFiyHVMZWPyFVt2rQJgigipJVj1+6ofs7OKC0txYEDBxz63ETu4MKFCwCAcLOpztvDzSZkZ2ejsrLSkbGI3IYkSdi6dSvUStFu13NbCIKAvrHVU8z37dtn1+ci22pw6S4qKsKsWbPg7e2Nr776CtHR0ejSpQteffVVLFu2jItwUL2WLFkCAFCGdZY5if2JGj+IAc1x4cIFHDx4UO44RDZx8uRJnD9/HgFNWkPl5fjLQ0LbdAUArFy50uHPTeTqLOshhEv1l25JkqzlnIga59y5c8jMzMRtzf2gVd3UclmNckds9QDW1q1b7f5cZDsN/snw8fHBiBEj8OWXX2Lfvn3Iz8/H119/DW9vb3z99ddo2rQpOnd2/1JFjXPy5EkcP34col8TiF7BcsdxCMubCxztJnfx+++/AwCiuvSV5fm9AkIRGNMWp06dwokTJ2TJQOSKysrKcPzYMYRKJtQ3CbXp5TIeHx/vuGBEbmTbtm0AgH6tHTObMzJAg9gwLxw5cgSFhYUOeU66dTf9doyPjw+Cg4MRHByMoKAgKJVKJCYm2jIbuQFPGuW2ELUBEP2b4cyZMzh69KjccYhuyfnz53Ho0CH4RTaHb1gT2XJEda1eI8HybwoR3di2bdugNxjQxWSo95xWZiO8IWHL5s0wGOo/j4iuVVlZia1btiDQW4mO0Y6bCda/bSDMZjM2bNjgsOekW9Pg0m02m7F//358/fXXGDlyJAIDA9GvXz/88MMPiIyMxPTp0zk1iWpJSkrC4cOHIfpEQvQOlTuOQynDqq97XbZsmcxJiG7N0qVLAQDRXfvLmsM3NBr+US1x5MgRnDt3TtYsRK5AkiRsWL8eCgCdrlO6FQC6GPUoKS3laDdRI23evBnlFRUY2iEICtFxi4z2iw2At1qBtWvX8M0yF9Hg0h0YGIi+ffvi+++/R0hICL777jucPXsWaWlp+Omnn/Dss8+iefPm9sxKLsZSOBVhjl14yRmIXsEQfaOQkJDAgkAuKzc3F3v27IFPaDT8IuX/990yvf3PP/+UOQmR8zt//jxSUlPR2mSAdx0rl9fUxVz9on3Tpk2OiEbkFsxmM/7880+oFAIGtw9y6HNrVCIGtQtEYWERdu7c6dDnppvT4NL9zTffIDExEZmZmfj111/xwgsvIDY21p7ZyIVlZmZi165dELxCIPo4bk9fZ2IZ7baMFBK5mg0bNkCSJIS37+nQbcLq4xfZHNqAUOzcuRPFxcVyxyFyapa97bua9Dc8N1gyo6nZiCNHjnD7MKIGOnDgALKzs9GvdQB8tQ3ehdlmhnYMhihULzLKNYScX4NL97hx49C2bVt7ZiE38scff0CSJChDOzrFi3U5CN7hELxCsXfvXmRkZMgdh6hRDAYD1q9fD6XGC8EtOsgdB0D1Vinh7W+D0WjkiBzRdRiNRmyPi4OfJKH5VauWr1Z64SeVD1YrvWod72wyQJIk66JQRHR9lh017u4UIsvzh/iq0KuFPy5cuIDjx4/LkoEazv7r2pPHKSoqwuYtWyCo/SD6N5U7jmwEQYAyrCMkSeJWR+Ry9uzZg+LiYoS26QZR4fh38OsT2qoLFCo11q1bB5Op7i2QiDxdamoqysrLEWs2XPNCr0AQcVFUoECofUuby1PMT5486aCURK7r7NmzOH78OLo29UWTII1sOUZ0qS78K1askC0DNQxLN9ncX3/9BaPBAEVoewiCZ/+IiX5NIaj9sHXrVpSWlsodh6jB1q1bB0BAWNseckepRaHWILhlJ+Tm5uLIkSNyxyFySpa1RKLMDX9jygtAoGTGuXPnOFWV6AYsJXdkV3lGuS1ahnmhfZQ3Dh48iNTUVFmz0PV5diMimzMYDFi3bh0EhRqKwFZyx5GdIAhQhLSFXq/ntg7kMlJTU3Hy5EkENGkJrZ9jF4dpiPB2twGwvDFARFezlO5IqXGzQSLNJhQXFyMvL88esYjcQk5ODvbs3o0WoVq0i/SWO451tPuPP/6QOQldD0s32dTu3btRWFgIMSgWgug8U1LlpAiMhSCqsGbNGk6HJZewfv16AEBY29tkTlI37+AI+IQ1wYEDB5Cbmyt3HCKnk5SUBCWAEMncqPtFXC7pSUlJdkhF5B5+//13mCUJI7qEOMW6RV2a+iI6UIO4bduQnZ0tdxyqB0s32YwkSZe38hGgDOaiexaCQgUxqBXy8/Oxd+9eueMQXVdpaSm2bNkCtbcfApu2ljtOvcLb3QZJkrBmzRq5oxA5FaPRiJSUFISbjY1+kRdpZukmup4LFy5g06ZNiAnW4PYW/nLHAQCIgoCHbguD0WTC/Pnz5Y5D9WDpJptJTEzE2bNnIfo3haD2lTuOU1EEtwMALqhGTm/u3LmoqKhARKc+EETn/RUR3KIDNL4BWLVqFVJSUuSOQ+Q0kpKSYDQaEd7IUW4ACL880p2YmGjrWEQuT5IkzJkzB5Ik4ck+ERBF+Ue5LXq28EO7SG/s2bMHJ06ckDsO1cF5X1GRy7EsKqEMdY7thZyJqPGD6B+D06dP88UMOa2jR49i8+bN8A6JRET7XnLHuS5RoUTzO0bCZDJh6tSpMJsbXzCI3FFcXBwAINZsbPR9vQA0MRtx7NgxXLp0ybbBiFzc/v37cezYMXRv5ouO0c41uCQIAp7sEwEBwJw5c/g70QmxdJNNZGZmYt++fRC8QyF6h8kdxylZ3ozgtg7kjHQ6HaZNmwZBENGi771OPcptEdCkFYJbdcKZM2fw119/yR2HSHYGgwHb4+LgAwktb6J0A0Cny/t1W8o7EVX/3Zo3by4UooAnekfIHadOLUK90K9NAM6fP4+tW7fKHYeu4vyvqsglrFy5EpIkQRnaUe4oTkv0DoPgFYr4+HhkZmbKHYeolkWLFiE7OxsRHXvDJyRS7jgN1qzXMCg1XliwYAEXVSOPd/DgQZSUlqKjUX/TL/Damw1QAti8eTO3DiO6bNWqVcjMzMLQDkGIDJBvX+4beaRnODRKEfPnz0d5ebnccagGlm66ZUVFRdi8eTMEtR9EvyZyx3FqytAOkCSJ2zqQUzlx4gRWrFgBrX8worsNkDtOo6i8fBBz+92orKzEpEmTuEMAebRNmzYBALqYDTf9GFoAbUwGpKen4+zZszZKRuS6Ll26hMWLF8PfS4kHb3Pu2ZxBPiqM6h6K4uJiLFq0SO44VANLN92yFStWwGAwQBHaAYLAH6nrEf2bQtD4Y9OmTRyVI6dQXl6OSZMmARDQcsADUKjUckdqtJBWnRDUogNOnjzJN7TIYxUUFODgwYOIMhsRehOLqNXU1aQHcKXEE3my+fPno6qqCo/1Coe3WiF3nBu6p3MwIgPUWL16NVJTU+WOQ5exIdEtKSoqwpo1ayCofKAIbCV3HKcnCCKUYZ1hMpmwbNkyueMQYebMmcjLy0NUt/7wDYuWO85NEQQBLe4YAbW3H3755Rdud0Qead++fTCbzehsuvlRbotmkgl+khm7d+/mFHPyaKdOnUJcXBxiw6qvl3YFKoWIp++IhNlsxqxZs+SOQ5exdNMtWbFiBfR6PRRhnSCIzv/unzMQA5pDUPthw4YNyMvLkzsOebB9+/Zh27Zt8Alrgugu/eWOc0uUGi+06H8/TCYTvvvuO04zJ49z/vx5AEBT6dZ/9gUATcwmlJaW8vcUebQlS5YAAJ66IwKi4DxbhN1Il6a+6NrUF0ePHsWZM2fkjkNg6aZbUFRUhDVr10JQeXOUuxEEQYQyvAtHu0lWOp0OP/74IwRRgZb973OJ1cpvJCC6JcLadkdKSgrWrFkjdxwih0pKSoISQMgtTi23iLhc3i9cuGCTxyNyNWlpaTh06BDaR3kjNtxb7jiNdm/XEADVix2T/Fz/VRbJZvHixdDrdBzlvgmW0e7169dzJXOSxdKlS5Gbm4vITn3gFRAqdxybadpjMJQaL/z6668oKCiQOw6RQ5hMJqSlpiLUbLLZC7twc3XpTk5OttEjErmWVatWAQCGdw6ROcnNaRvpjRahWuzetQsXL16UO47HY+mmm5KSkoJ169ZB0ARAEdRa7jguRxBEKCN7wGQyYc6cOXLHIQ+TlZWFZcuWQe3jj6gu/eSOY1NKrTea3jYElZWVmDdvntxxiBwiNzcXeoMBoTaYWm5hWYwtPT3dZo9J5CqKi4uxdetWRAao0TXGV+44N0UQBNzTOQRmScKff/4pdxyPx9JNjSZJEmbNmgWz2Qxl5G1csfwmiX5NIfpE4sCBAzh06JDccchDmEwmTJkyBUajETG3D3PJ1cpvJLRNN/iERiMuLg7x8fFyxyGyu4yMDAC2m1oOAL6QoIbE0k0e6Y8//oDBYMA9nYJd6lruq93e0h/BPips2LAexcXFcsfxaGxL1Gh79+7FsWPHIPo1gcLPNVc7dgaCIEAZ1RMQBMyaNQsGw62vOEt0I4sWLcKpU6cQ3LIjgpq1kzuOXQiCgJb974eoVOG7KVO4PR+5vV27dgEAIs22G+kWLj9eSkoKizd5lKKiIqxevRpBPioMaBsod5xbohQF3N8tBFVVOixfvlzuOB6NpZsapaqqCnPnzgUEEcrInnLHcXmiNhCKoLbIzMzE6tWr5Y5Dbi4hIQG///47NH5BaHHHSAgu/O79jXgFhqJZ73tQXlaGb775hquZk9vKzc1F3LZtCDWb0MyG08sBoKdJD0mS+GKdPMry5cuh0+kwqnsoVArXr0oD2wYhxFeFNWvWoLCwUO44Hsupf5I+/vhjCIJQ66N9+/bXvc/SpUvRvn17aLVadOnSBevWrXNQWs/w008/4eLFi1CEdICo8ZM7jltQRnSBoNTil19+4WgC2U1RURG+nTQJEETE3jkaCrVG7kh2F9q6K4JbdkJiYiIWLVokdxwiu1i6dClMZjPuMOlg67fRWpuNCJFM2LZ1K3Jycmz86ETOp6CgAGvXrEGorwoD2wTKHccmlAoBo7qHQq/XY+nSpXLH8VhOXboBoFOnTsjOzrZ+WKZQ1WXPnj146qmn8MILL+DIkSMYPXo0Ro8ejRMnTjgwsfs6cuQIVq9eDUEbCGV4F7njuA1BoYEyug8MBgMmTZoEo9EodyRyMwaDARMnTkRRYSGa9hwCn9AouSM5hCAIaNF3BDR+QViyZAn27NkjdyQim9q1axf++usvhEhmtDfb/neHAKC/UQeT2YwvvvgCOp3O5s9B5Ex++eUX6A0GjOoeCqXCfWaD9W8TiDA/NdatW8ddc2Ti9KVbqVQiMjLS+hEaWv/WNt9//z1GjBiBt99+Gx06dMBnn32G2267DdOmTXNgYvdUVlaG776bAggiVE36cYswG1P4N4UiMBbnz5/H77//LnccciOSJGHGjBk4efIkglt2RESH2+WO5FAKlQathzwChUqNSZMmc89hchupqamY8t13UAMYbaiw2wu69mYjupv0uHDhAqZNmwZJkuz0TETyOnHiBDZt2oTmIVr0d5NRbgulKODJPhEwGo2YPn06/x7LwOlL97lz5xAdHY1WrVrhb3/7G9LS0uo9d+/evRg2bFitY8OHD8fevXuv+xw6nQ4lJSW1Pqi2H3/8EQUFl6AM7wrRK0juOG5JGdUTgsoHixcvxrlz5+SOQ25i9erV2LhxI7xDotCy331ufR13fbyDwtFywAPQ6XT47LPPUFRUJHckoltSWVmJzydMQJVOh3sNFTZdtbwuQ41VaGI2Ytu2bbxsj9ySwWDA1KlTIQjAswOioBDd73flbc39cFtzPxw7dgxbt26VO47HcerS3adPHyxYsADr16/HjBkzkJycjIEDB6K0tLTO83NychAREVHrWERExA2vQ5o4cSICAgKsHzExMTb7HtzB7t27sW3bNgjeoVCEdpA7jtsSFCqomvaF2WzGpEmTOI2PbllCQgJmz54NlZcv2gx5FKJSJXck2QQ1a4umtw1CXl4evvjiC+4WQC5t7ty5yMrORh+jDm3tMK38agoADxoq4Q0Jc+fM4foj5HaWLVuGzMxM3N0xGC1CveSOYzd/6xsJrUrEnDlzuIWYgzl16R45ciQee+wxdO3aFcOHD8e6detQVFRk8+m37733HoqLi60f/GVyRWFhIaZNmw5BVFZPK+ee3HYl+kRAEdIeGRkZ+OWXX+SOQy6sqqoKU6ZMAQQRrYc8CrUPFz6M7NwXwS074dSpU9wtgFzWgQMHsH79eoSbTRhgctybs76QMNxQCb3BgMmTJ3NHAHIb2dnZWLJkCYJ8VBh9W5jccewq2EeFh3uGobS0FD/99JPccTyKSzWowMBAtG3bFufPn6/z9sjISFy8eLHWsYsXLyIyMvK6j6vRaODv71/rg6qvBZ0+fTpKS0ugiOjB1codRBnRDYLGH6tWreIigHTTli5divz8fER1vgO+YdFyx3EKgiCg+R3DodJ6Y9GiRSgoKJA7ElGj6PV6/O9//4MCwP3GSjh6dZU2ZiO6mPQ4d+4cVq1a5eBnJ7KPn376CUajEU/1iYCX2v3XLBraIRgxwVps2rQJycnJcsfxGC5VusvKypCUlISoqLpX3u3bty+2bNlS69imTZvQt29fR8RzO9u2bUN8fDxEn0gogtvIHcdjVM8q6AsJwHffTUFlZaXckcjFZGdnY/ny5VD7+COySz+54zgVpVqLJrcNRlVVFebPny93HKJGiY+PR2FhIXoZdQi183Xc9bnLWAUVgPXr13MxJnJ5iYmJ2LVrF1qHe6FXC88YXBJFAU/0DockSfw96EBOXbrfeustbN++HSkpKdizZw8eeughKBQKPPXUUwCAMWPG4L333rOe//rrr2P9+vWYNGkSTp8+jY8//hgHDx7Eq6++Kte34LLy8/Mxc+bM6uuMm9zhMosv6c6tQdXp5ag6vRxSVSEAQKoqRNXp5dCdWyNzuoYTvUOhCO2EixdzMG/ePLnjkIuZPXs2jEYjYm4fBoUHX8ddn9DW3eATEoVt27bh1KlTcschajDLwEIXs3xrEmgAtDPpkZWVhdOnT8uWg+hWSZJkfY31RO8Il3mtawudmviiS1MfHD58GIcPH5Y7jkdw6tKdkZGBp556Cu3atcPjjz+OkJAQxMfHIyys+nqLtLQ0ZGdnW8/v168fFi1ahFmzZqFbt25YtmwZVq5cic6dO8v1LbisH3/8ERUVFVBE9oSg9pE7ToNJJh1grKr+gOUdeAkwVlXf5kKUYZ0haIPw119/sRhQgx07dgz79++HX2RzBDVrJ3ccpyQIApr1GQ6gekEqjtaRK8jPz8fhw4fRxGxEsEyj3BadTNWlf+PGjbLmILoVu3fvRmJiIm5v6Y/WEd5yx3G4x2+PgCAA8+bN5RoNDuDUpXvx4sXIysqCTqdDRkYGFi9ejNjYWOvtcXFxWLBgQa37PPbYYzhz5gx0Oh1OnDiBe++918GpXd+BAwewd+/e6kW9AlvJHcdjCaICqujeAIDp06fDaLT/CrXk2mpOFYvpNdSj3rVvLN+waAS36IAzZ87ccFtJImewevVqSJKEbib5V95vJpkQJJkRt20bCgsL5Y5D1GhlZWX48ceZUClEPNorXO44smgarMWgdkFISUnFihUr5I7j9py6dJPjVVVVYcaMGYAgQhl1O1+0y0z0DoUiuA1SU1O52jLd0O7du3Hu3DkEt+wEn5DrLyBJQJMegyGIIhZcXkSHyFlVVFTgr7/+gi8kdJBxarmFAKCXUQeD0ch9u8klzZkzB4WFRXjotlCE+6vljiObx24PR6C3EosWLUJGRobccdwaSzfVsnTpUuTm5kIR0gGiNkDuOITLq5krtVi4cCHy8/PljkNOqqqqCj/99BMEUYGmPQbJHcclaP2DENa2B7IyM/HXX3/JHYeoTpIkYcGCBaioqMBtRp3DVyyvT2ezAV6QsGrlSqSmpsodh6jBDh8+jM2bN6NFqBb3dA6RO46svNUKjO0fBYPBgO+//x5ms7yXrrgzlm6yyszMxPLlyyGofKAM53XwzkJQaKCM6IGqqirMmTNH7jjkhCRJwowZM5CdnY2IDr2g8QuUO5LLiO46AEqNF+bNm4+kpCS54xBd4/fff8e6desQbjbhNpNe7jhWKgDDDJWoqKzEhx9+iLy8PLkjEd1QRUUFpk2bCoUo4PmB0VCInNHZvZkf+rTyR2JiItascZ1Fh10NSzdZzZkzB0ajEcqonhBEpdxxqAYxsCUE7zDs2rULx44dkzsOOZkNGzZgy5Yt8AmNRpMeg+WO41JUXj5oNfABGAwGfDFxIsrKyuSORGS1ceNG/PLLLwiQzHjUUAFnmwTbwWzEEGMVLl26hA8//BClpaVyRyKqlyRJmDp1KnJz83B/txDEBGvljuQ0nr4jEn5aJebPn4/z58/LHcctsXQTAODgwYM4cOAARJ9IiH5N5Y5DVxEEAaqoXgCAWbNmcZVJsjp37hxmzpwJpdYbsYMfhqhwlsmnriOgSSyiuw3AxZwcTJ48mdPryCls374dU6dOhRckPGaogC+cc5X920163G7UIT09HR9++CHfuCKntXbtWuzcuRPtIr0xqnuY3HGcir+XEi8PiobRYMCXX/INaHtg6SYYDAbMnj0bEAQoo3px8TQnJXoFQxHUGikpKdiwYYPcccgJFBcX44uJE2E0mRB754PQ+PjLHcllRXcbgIAmsdi/fz9+//13ueOQh9u+fTu+/fZbaCQJj+nLZd8i7EYGm3ToatLj3Llz+PDDD1FeXi53JKJazpw5gzmzZ8PfS4l/DGnCaeV16NzUFw/0CENOzkVMmTKF22naGEs3Ye3atcjMzIQiuC0XT3NyyohuEBRq/PLLL5zG5+GMRiO++uor5OXmokn3O+Ef1VLuSC5NEAS0GjAKGt8ALFy4EPv375c7EnmonTt3Wgv34/oyRDp54QaqVzMfbqxCV5MeZ8+exQcffICKigq5YxEBAEpKSvDllxNhMpvwypAmCPRWyR3JaT3QPRSdon0QHx+PP/74Q+44boWl28MVFRVh0aJFEJQaKMO7yB2HbkBQaqEI64zS0lIsWrRI7jgko7lz5+LYsWMIat4eUV36yR3HLSi13mg95FEICiW++eYbpKenyx2JPExubi6+++47lyrcFpbi3eVy8Z43b57ckYgAALNnz0ZeXj4evi0M7aN85I7j1ERRwMuDmyDIR4WffvoJaWlpckdyGyzdHu6XX35BRUUFFGFdISg0csehBlCEtIOg8cfatWu5TYuH2rRpE1avXg2voHC07H8/LwmxIe/gCLTsfz8qKyvx2YQJvK6NHGrWrFnQ6/UYZqhwqcJtYSneYWYTNmzYgDNnzsgdiTzciRMnsG3bNrQK88K93ULljuMS/L2UeLZ/JEwmE2bOnMlp5jbC0u3BkpKSsHHjRgjaQCiCW8sdhxpIEEQoI2+D2WzG7Nmz+Y+hhzl79iymT58OpcYLbYY8CoXK2dYzdn3BLTogqks/ZGVmYtKkSVxYjRzi4MGDiI+PRzOzER3MRrnj3DQRwN3GKutWhlz4k+RiNBrxww8/QADw936REPkGdYN1jfHDbc39cOzYMezYsUPuOG6BpdtDSZKEWbNmQZIkKCN7QRD4o+BKFH5NIPpFIyEhgdeeepDi4mJ88cUX1QunDRrt1Ptxn1g1G0eWfI8jS75HRWEuAKCiMBdHlnyPE6tmy5zuxpr0GISAJrE4cOAAlixZIncc8gCLFy+GAGCYsQquXg2aSiZ0Mulx/vx5HD58WO445KFWr16NtLQ0DOkQhBahXnLHcTlP9YmAWili7pw5XKPBBti0PNTOnTtx8uRJiP7NoPCNkDsO3QRlZE9AEDF79mzo9Xq545CdmUwmfPPNN8jPz0fTHoOcfuE0Q1UFjFXlMFaVA5ZpspIZxqpyGKqc/5e3IAhoNfABaHwDsGjRIhw6dEjuSOTGLly4gNOnT6OVyYBQF5xWXpfbTdW/l9atWydzEvJEeXl5WLhwIfy0SjzcM1zuOC4p1E+NUd1CUFBYiF9++UXuOC6PpdsDlZaW4sdZswBRAWVkD7nj0E0SNf5QhLRDTk4OFi9eLHccsrNFixYhISEBgTFtEdm5r9xxPIJS44XYwY9AEBX45ptvkJubK3ckclNr1qwBAHQ3G2ROYjvhkhlNzEYcPHgQOTk5cschDyJJEqZNm4aqqio82TscPhqF3JFc1vAuIYgO1GDNmjVITEyUO45LY+n2QLNmzUJxURGU4d0gqn3ljkO3QBneFYLaF8uWLcP58+fljkN2EhcXhyVLlkDrH4yWA7hwmiP5hESiWZ/hKCsrw6effsqF1cjmtmzZgo0bNyJYMqOlC1/LXZeeJj0kScKEzz7j3t3kMNu2bcOhQ4fQpakv+rbmVri3QqUQ8fzAKECS8P3333Nm5S1g6fYwBw4cwLZt2yB4hUAR0k7uOHSLBFEJZfQdMJvNmDJlCgwG9xkloWr79u3D5MmTodRo0XrwI1CqtXJH8jhhbbohosPtSElJwccff4yqqiq5I5GbOHz4MP73/ffwgoSHDBVu96KsvdmInkYdUlJT8fnnn/N3FNldYWEhZs+aBa1KxNj+UXyT2gZiw71xd6dgZGRkcGblLXC3f9/pOsrLyzF16jRAEKFq0peLp7kJhW8EFMFtkJKSgmXLlskdh2zo6NGj+PLLLyGICrQZ+gS8gsLkjuSxYm4fhpDYLjh9+jQmTJjA8kC37NChQ/jiiy8gmM14WF+BEDe5lvtqd5l0aGcy4NixY/jqq684W4Tsxmw2Y9q0aSgtK8Pjt4cjxFcldyS38XDPcIT5qbFs2TKcPn1a7jguia3Lg8yZMwcFBZegDO8CUcvpNu5EGdEDgsoHixcvxoULF+SOQzZw5swZfPrpZzCZJbS+6zH4hjWRO5JHEwQBLfvdh8BmbZGQkICvv/6aWyHRTamqqsKMGTPw0UcfwVBVhVGGCjSR3PdnSQBwn7ESzc1GxMfH49VXX8WxY8fkjkVuaOHChdi3bx86RvtgUPsgueO4FY3qyjTzCRMmIC8vT+5ILoel20PEx8dj06ZNELTBUIR2lDsO2ZigUEHZpA9MJhMmTZrEa25cXHp6Oj766CPo9Xq0unM0/KNayB2JAAiiiNg7R8M/qiX27t2LqVOnQpIkuWORCzlz5gxef+01rF27FmGSCWP0ZWjjZtdx10UJ4DFDBQYaq1CQn4///ve/mDt3Ln9Xkc1s27YNS5YsQYS/Gq/c1ZR7cttB+ygf/O2OCBQVFeHTTz9FZWWl3JFcCku3BygqKsL//vc/QFRAFdOP08rdlMI3CorgdkhNTcWvv/4qdxy6SXl5eXj//fdRVlaGFv3vR1CztnJHohpEhRKthzwCn9BobN68GT///LPckcgFSJKEFStW4O2330ZWVhZ6G3X4u74cYW46pbwuIoC+Jj2e0ZchyGzCH3/8gfFvvons7Gy5o5GLS0xMxP/+9z94qxV4454Y+DrxauXvr0jC64vO4PVFZ5BeUL0+SHpBFV5fdAbvr0iSOd2N3dUxGHd1CEJycjImTZoEs9lz/g27VWxfbk6SJEydOhUlJSVQRvSAqOG0cnemjOwOQeOPP/74g9P3XFBpaSk+/PBDXLp0CTG9hiI0trPckagOCpUabYc+Dm1ACJYuXYpVq1bJHYmcWFVVFb799lvMmzcPPmYTntCXY7BJB6XcwWQSKZkxVl+G20x6pKSm4o3XX8ehQ4fkjkUuKi8vDxMmTIDJaMC/hjZBZIBG7kjXVVplREmlCSWVJpgvT5QyS0BJpQmlVa4x6+XpOyLRqYkP4uPjuX93I7B0u7lNmzZh3759EH2joAjmiJm7E0QlVE37QYKAyZO/4xYtLqSqqgqffvop0tPTEdnpDkR26iN3JLoOpdYbbYc9CbW3H2bPno3t27fLHYmcUG5uLt55+21s374dTc1GjNGVoZkbX7/dUCoAw4xVuM9QCV1FBT7++GMsX76cl2tQoxiNRnz99dcoLi7G3/pGomM0t8F1BIUo4J9DmiIyQI2lS5fiwIEDckdyCSzdbqygoACzZs+GoFBD1eQObpvgIUSvECjDOiM/Pw8LFiyQOw410Pz585GYmIiQ2C5o2nOI3HGoATS+AWgz7Ako1VpMmTIFmZmZckciJ5Kbm4s333gDF5KT0cOkxxOGCviApbKmTmYDntaXwU8yY/78+Zg3b57ckciFLFy4EImJibgjNgBDuHCaQ3lrFPjnXU2hUoiYPHky8vPz5Y7k9Fi63djcuXNRVVkJReRtEFTecschB1KEdYKgDcT69etx9uxZuePQDZw4cQJr166FV1AYWvS9l2+QuRDvoHC06H8fDAYDvv/+e17fRgBgXdSyuKQEdxmrcLexCs57lam8IiUz/q4rQ6hUfZ03R82oIQ4fPoylS5ciwl+NMf0i+XtTBjHBWjx9RwRKS0vxzTffcEePG2DpdlMJCQnYvn07BO9QKAJbyR2HHEwQRKiibockSfjhhx/4D6ET0+l01QsdCgJa9LsPooIvzV1NULN2CGrRAadOncJff/0ldxxyAr///jtOnjyJ9iYDepq4QveN+EDCKEMllAC+mzwZBQUFckciJ1ZQUIBJkyZBKQp4ZUgTeKn5e1Mug9oFondLf5w8eRKLFi2SO45TY+l2QwaDATNmzAAEAaro3nz3z0OJPuFQBLbC+fPnsX79ernjUD0WLVqErKwsRHbsA9/QaLnj0E1q3vseKDVemD9/PnJzc+WOQzI6duwYFi1ahADJjOHGSvA3cMOESWYMMVSihKNmdB0GgwFffvkliouL8USfCDQP9ZI7kkcTBAHPDohCuL8av//+O/bv3y93JKfF0u2G/vjjD2RmZkIR3A6ilte4eDJlZA8ICjV++uknFBUVyR2HrpKYmIgVK1ZA6x+MJt0Hyh2HboHKywfNet+NqqoqTjP3YBcvXsTEL76AKEl4wFAB515H2fl0NxvQzmTA8ePHeX031Wn27Nk4deoU7oj1x9AOfI3rDLzUCvzrrqZQKQR8++03yMjIkDuSU2LpdjOXLl3CkiVLICi9oAzvKncckpmg1EIR3g0VFRXc1sHJVFVVYfLkyZAAtOh/P0SlSu5IdIuCW3ZCYLO2OHr0KNasWSN3HHKwqqoqfD5hAkrLynC3oRJRHrQHt60IAEYaKxEmmbBq1Sps3bpV7kjkRNavX49169ahWYgWzw6I5kxOJ9IsRIvnB0ahoqISEyZMQEVFhdyRnA5Lt5v56aefoNPpoIjoBkHBF/EEKIJbQ9AGYuPGjbhw4YLcceiyefPmITs7G1Gd+8IvvKncccgGBEFAi74jodL6YP78BUhPT5c7EjnIhQsX8NZbb1lXKu9qNsgdyWWpAYzWV0ALYMqUKfjll19gMPD/p6dLTEzEzBkz4KdV4rVhMdAoWWGcTZ9WAbi3awgyMjIwadIkzvi6Cn9i3cjZs2exdetWCNpgLp5GVoIgQhnZE5IkYfbs2dwH1QkcOnQI69atg3dQOKK7cVq5O1FpfdC870gYDHpMmjQJRqNR7khkR0ajEb/99hvefOMNpKSkoIdJj7uMVXLHcnlBkPCovhx+JiOWLFmCN998E0lJSXLHIplkZmZiwoQJMJtN+OddTRDiy0ElZ/VIz3B0buKDffv2Yc6cOXzNWQNLt5uwFCoAUEX15JQbqkXhGwnRrymOHz+OvXv3yh3Ho+Xm5uLbb7+FICrQcsADXK3cDQU1a4vQ1l1x/vx5zJ07V+44ZCfJyckYP348Fi5cCB+TCU/oy7k1mA1FSyY8py9DD5MeKSkpGP/mm1i0aBFHvT1Mbm4u/vvf/6K4uBhj+0ehfZSP3JHoOkRRwD+GNEXTIA3+/PNPrmheA0u3m9i5cycSExMhBjSH6BMudxxyQsrI2wBBxNy58/iiRSY6nQ4TJkxAaWkpmt8xHN7B/Lvqrpr1vgdeQeFYvXo1tmzZInccsqGysjL8+OOPeP3113HhwgV0NenxnL4UzSWutm1ragB3G6vwhL4cPiYTFi1ahFf/9S8cOnRI7mjkAAUFBfjv//t/yM/Px5N9InBnOy6c5gp8NAq8NbI5IvzV+O2337BixQq5IzkFlm43YDAYsGDBAkBQQBnRXe445KREjR8UIe1w8WIO1q1bJ3ccjyNJEqZPn44LFy4grG0PhLXpLncksiOFSo3WQx6BUqPFtGnTcf78ebkj0S0ym83YsGEDXn7pJaxevRqBJiMe15djhLHK6Vcpn6fywXS1L6arfZEnVL/0yxNETFf7Yp7K+UcOm0smPKcvRS+jDllZWfjoo4/w2WefIScnR+5oZCclJSV4//33kZ2Tgwd7hGF45xC5I1EjBHgp8fbI5gjxVWHevHl83QmWbrewZs0a5ObmQhHSFqLaV+445MSUYZ0gKKrfeSwrK5M7jkf566+/sHXrVviENUGz3nfLHYccQOsXhFYDH4TBYMDnn3+O0tJSuSPRTbpw4QL+/e9/Y+rUqagqLcVgYxWe05ehhYuMblcKAsoFEeWCCPPly8/Ml49VusjlaBoAd5l0eE5fhmZmI/bt24dX/vEP/Prrr9zT280YjUZ88sknSEtLw/DOwXiwR6jckegmhPiq8NaIZvD3UmLGjBmIj4+XO5KsWLpdXFlZGRYvXgJBoYEyrLPcccjJCQoNFGGdUVZWht9//13uOB4jNzcXc+fOhUrrjdaDHoaoUModiRwkoEksmnQfiLy8PMyfP1/uOHQTjh07hnfeeQfnzp1DJ5MeL+pK0duk57XbMgmVzHjCUIEHDRXwMhiwePFiTJw4EXq9Xu5oZCOLFy/GmTNn0Dc2AE/0juA6RS4sMkCDt0Y0g0oh4H//+x6FhYVyR5INS7eLW7JkCcrLy6C4PIJJdCOK4LYQ1L74888/cfHiRbnjuD1JkjBjxgzodDrE3H431D5+ckciB4vq0g/ewRHYuHEjTp48KXccaoT9+/fjow8/hKGqCqMNFbjPWAVfcDVeuQkA2pmNeF5fihZmI+Lj4/HJJ5+gsrJS7mh0ixITE/H7kiUI81Pj7/0iWbjdQEywFk/0DkdJSSmmTJnisSuas3S7sLy8PKxevRqC2heK4LZyxyEXIYgKKMO7wWg0YuHChXLHcXt79+7FgQMH4B/VEsEtO8odh2QgiCKa9x0JQMC0adO4kKGL2LVrFz6fMAEwGvGovhxtzdz+zdmoATxsqEBbkwFHjx7F+++/j4qKCrlj0U2qrKzE5EmTIEHCS4Oi4aXmfBJ3MaR9ELo29cWhQ4fw119/yR1HFizdLmzx4sUwGo1QhneFIPIfJmo4MaA5BG0Qtm3bhvT0dLnjuK2ysjLMnDkTokKJ5neM4Dv2Hsw3NBrh7XsiPT0dy5YtkzsO3UBOTg6mfPcdlGYzntCXc2VyJ6YE8ICxEp1Nepw5cwbz5s2TOxLdpDlz5iA7Jwf3dQ1FmwhvueOQDQmCgOcHRsNPq8ScOXOQmZkpdySHY+l2UVlZWdi0aRMETQDEgOZyxyEXIwgClBHdIEkSfv31V7njuCVJkvDdd9+hoKAA0d0GQOvPrU48XdMeg6D28cdvv/2GEydOyB2H6mE2m/G///0PVTod7jFUIJqF2+mJAIYbqxBuNmH9+vU4cuSI3JGokY4ePYoNGzageYgWD94WJnccsoMAbyXG9o+EXq/H1KlTYTab5Y7kUCzdLmrRokUwm83Vo9wC/xip8UTfaAheodi9ezeSkpLkjuN2/vjjD+zbtw/+US0R2ekOueOQE1CoNYi9czQkAF9//TWKiorkjkRXkSQJy5Ytw7Fjx9DWZEB7Til3GQoA9xorIQL43/ffIzc3V+5I1EA6nQ7Tpk6FKADPD4yGUuSsMHfVs4U/bm/pjxMnTmDTpk1yx3EotjUXlJKSgu3bt0PQBkP0j5E7Drkoy2g3APz8888yp3EviYmJ+Omnn6D29kOrgQ9AEPlPLVXzDW+KprcNQUFBAb799ltudeREKioq8M033+Dnn3+GDyTcbawCX/q7lnDJjAHGKuTl5+O1117Dvn375I5EDfDbb78hOycHI7qEoFmIVu44ZGd/uyMS3moF5s2di4KCArnjOAxfCboYSZIwa9YsSJIEZUR3XiNKt0ThGwnRNwqHDh3CoUOH5I7jFtLS0jDxyy9hNktodeeDUHn5yB2JnExEx94IjGmLhIQEzJo1i8XbCZw/fx6vvfYaduzYgaZmI8boyuDDVcpdUh+THiMMlagqK8Nnn32GOXPmcPFCJ3bhwgWsWLEC4f5qPNiD08o9QYC3Eo/3Dkd5RQVmzpzpMauZs3S7mL179+LYsWMQ/ZpC4RcldxxyA8rInoAgYNasWXxhcosOHTqEf7/1FgouXULM7cPgF9FM7kjkhARBQMsB98MrMAxr167FhAkTuOKyTMrKyvDrr7/irbfewsWcHPQ16vCkoQJ+LNwuSwDQ1WzAGH0ZQiQzVq5cibfeegsJCQke8+LeVRQXF+OLLz6H2WzG2P6RUCtZSzzFnW0D0T7KG3v27MGqVavkjuMQ/Ol2ITqdDrNnzwYEEcrI2+SOQ25C1AZAEdwWmZmZWL16tdxxXJIkSVi9ejU+/vhj6PR6xA56CBEdeskdi5yYUq1Fh5FjENAkFgcOHMDbb7/Da1AdqKysDAsXLsTzzz2HxYsXQ2s04DF9OQaadHxh5CZCJTPG6MvQ1aRHUlIS3n//fbz77rss305Cr9djwoQJyMm5iIduC0PHaF+5I5EDCYKAlwc1QZCPCnPnzkV8fLzckeyOv1tcyIoVK5CXlwdFSAeIGj+545AbUYZ3haDUYNFvv6GwsFDuOC7FaDRixowZ+PHHH6HU+qD98L8juEUHuWORC1CoNWhz12OI6HA7UlNT8OabbyIxMVHuWG7NWraffx6//fYbhMoK3GWswku6UrTgKuVuRwVghLEKz+rL0NZkwKlTp/D+++/jP//5D44ePcryLRNJkvD99/+/vfsOi+pM+zj+PVPovYkFQcWO2AuigDW2xBJdU03ZZNPrmrzZmGxMNonpfZNNspvoJtk0Y5otFkARjQXsIooKioIIKB1m5sx5/0DZuNHEApyZ4f5cl1dgmHIP4czM7zzPcz9vkpWVRVwnf67sE6J3SUIHgd5mHhwTgbtJ4eWXXyYnJ0fvkpqUhG4nUVxczNdff41i9sQU2lPvcoSLUYxuGMP6UFtTI03VLsKZM/VLly7FK6gVPSbejHeILPsQF04xGGg/aAyRceMpr6jg8ccfl+ZPTWTdunX/DdvVVYy01fKnugoGqBbMehcnmlSYZmeKrYabLJV0Vq3s3r2bOXPmMHfuXMrLy/Uur8X5/PPPWbNmDZ1beXLL8NbSn6gFax/swZ1JbbFY6njmmWcoLi7Wu6QmI6HbSfz73//GYrFgCuuDYpSPB6LxGQM7ongEsmrVKg4ePKh3OQ6vtraWZ555hi1btuDfLppu427EzdtP77KEkwrr0pcuo2di1+D5559n/fr1epfkMlRVZf78+bzwwgvYqqsZIWG7xWql2Zl6Onx3sNvIyMjgwQcflPe8ZrRjxw7+85//EObnxn2jIzAbJYq0dL3b+3Lt4FaUlpby8ssvu+wMFPlLdwL79+8nOTm5fouwgA56lyNclHK6V4Cmafzzn/902Re9xlBTU8PcuXPZtm0bge27Ep10NUazm95lCSfn17oDncdcCwYTL7zwAmvWrNG7JKdXUVHB3LlzWbhwIUGanRstlQyUsN3itdLsTLdWM9xWy4miImbPnk1qaqreZbm8+uVY76IocPeItvh6mPQuSTiI0T2CGBDly+7du132WJS/dgd3JgABmFv3kyk4F+CVV1455+WzH3uimStxPkafcFTfduzYsYNNmzYxePBgvUtyOFVVVcydO5esrCyConrQYfiVGAxGvcsSLsI3rB1dxl7L/pVf8Morr2Cz2Rg1apTeZTmtJ598kpycHKJVKxNtNbjrXZBwGAoQp1oI0+wspv6zg7u7O3FxcXqX5rK+//57jhzJZ3SPICJDPPUuRzgQRVG4ZnA4O/Kr+Ne//sWgQYPw9natLVdlpNvBbdiwgd27d2Pwi8Dg3UrvckQLYArvC4qBf/3rX9hsNr3LcTivvfYaWVlZBHfqRcfhV0ngFo3OJ6QNXa+4HqObB2+88Qa7d+/WuySnVFZWRk5ODu3tNqZK4Bbn0cluY7qlCoDMzEydq3FdxcXFfP6f/+DnaWJqP9mPW/xasI+Zq/qEcOrUKT777DO9y2l0MtLtwDRN48svvwRFwdSqr97lOI3Zs2ef+wcmj+YtxEkZ3P0wBkZz7Ng+0tPTSUxM1Lskh7F161Y2btyIb3gkHeInycwT0WS8glrRedQfyFq6gA8//JDXXnsNg0HOk1+MvLw8ANraVeRIFb8lXFMx8N+/GdH4FixYQG1dHTcktMHLXU5Wi3O7IiaY9P1lLP7xR8aPH09ERITeJTUaCd0OLDs7mwMHDmDway9bhIlmZQzphlq6jyVLlkjoPk1VVf75z3+BotB+0BgJ3BfgfEs9HnviqWauxDn5hLYluGMMOTm7WLNmDSNGjNC7JKdyZvuZENkKTPwOIxBsVzl06CBWqxWzWVb9N6aysjLS1q6lXaA7Q6P99S5HODCTUWHagFD+vjqf5cuXc/vtt+tdUqOR0+YObMmSJQCYgrvoXIloaQxuvhh827Bnzx7p6nraypUrycvLJbRzb7wCw/QuR7QQ7folYTCZmD9/PrW1tXqX41RSU1MxAJF2Cd3i93Ww26ipqWXz5s16l+JyVq1ahU1VSeoWKCesxe/q096XAC8Tq1evoq6uTu9yGo2MdDuoU6dOkZaWhuLuj+IlH/BF8zMGdcVecYwlS5Zw33336V2OrioqKvj3vz/BaHajbZ8EvctxGudb6mHycK3mKE3JzduP8J5DOLZ9HV9//TU33nij3iU5hYMHD3Lw4EG6qFa8kJ0YxO/rZbeyCXdWrlzJ0KFD9S7HZWiaxvLly3EzGYiTUW5xAUwGheFdAvhxWzHr1693mVleMtLtoFasWIHNZsMY3EXOCgpdGHxao7j5kpKaSlVVld7l6Orjjz+mvLyMNr2HY/b00bsc0cKE9xyCu48/Cxcu5PDhw3qX4/B27NjBvHnzAIixW3WuRjiLYM1Oa7uNzZs3895771FdXa13SS5h27ZtFBQUMKiDH15uspZbXJiELgEo1M/6dZUtbB06dM+bN4+BAwfi6+tLWFgYU6ZMITs7+zdvM3/+fBRFOeufh4fzNdBKS0sDxYjRX/blFvpQFAVjYEcsdXVs2rRJ73J0s2vXLlasWIFXUCtadR+odzmiBTKa3Wg/eByqqvLOO+9gt9v1LskhVVZW8tZbb/H4449TWFDAEFsdneyyA4O4cONstYRoKkuWLOGuO+9k48aNepfk1KxWKx988AEKMKpHoN7lCCcS4utG30hf9u7d6zL7djt06F6zZg333HMPP//8MytXrsRqtTJ27NjfHXXz8/OjoKCg4Z+zdaMsKCjg0KFD9SONRmnmIfRj8GsPwPr163WuRB9Wq5V3/v53UBSi4iagSPdooZOAdp0IjOrOnj17WLVqld7lOBRN00hLS+POO+5gxYoVtLKrzLJUkqDWSddycVFCNTs3WaoYbqvlVGkpf/vb33jxxRcpKSnRuzSn9NVXX3HkyBFG9QgiSvblFhfpuiHheJgNfPDBB5w6dUrvci6bQ6/pXr58+Vnfz58/n7CwMDIyMkhIOP+6SkVRCA8Pb+rymkx6ejoARj/XaZMvnJPB3Q/F3Z+MjAxqa2udctbI5fjkk0/IP3KEsG4D8A5prXc5ooVrP3AM5ccO8uE//0mvXr1o3Vr+Jnfs2MGCBQvIzs7GBCTZahmgWhx7REE4NCMQp1roYrfxk8mDtLQ0Nm7cyOTJk7n66qvx8ZElRhciNzeXr7/6imAfM1cPkN5E4uIF+5iZPiCMTzcU8sEHH/Doo4/qXdJlcejQ/b/KysoACAoK+s3rVVZWEhkZid1up1+/fjz//PP07NnzvNevq6s7qzteeXl54xR8idavXw+KgsGvra51CAH1o92WEzvZsmULw4YN07ucZrNp0yYWLVqEh38w7fol6V2OELh5+RA5eBwH077nxRdf5OWXX26xWxsdOHCAf//732RkZADQTbWSYKslQJqmiUYSrNm51lrNLoOZdE3j66+/ZtnSpcz4wx+YNGkS7u7uepfosFRV5e2338KmqtwU3xYPs5wG+6Xzbaf5zJP/18yVOL4R3QPZeLCMtWvXkpiYyODBg/Uu6ZI5zVFgt9t58MEHiY+PJyYm5rzX69q1Kx999BHff/89n376KXa7naFDh5Kfn3/e28ybNw9/f/+Gf3puxF5aWsq+ffsweLVCMcoLutCf0b/+eGhJa9tOnDjBa6+9hsFkolPiVIxmN71LEgKA4I49Ce3ch5ycHD766CO9y2l2ZWVlvPzyyzzwwANkZGQQZbcxy1LJVbYaCdyi0SnUdzW/zVLBCFsttqpKPv74Y/50++0us860KaxcuZLs7H3EdfKnVzuZGSAunUFRuGVYG0wGhffffx+LxaJ3SZfMaUa677nnHnbt2sW6det+83pxcXHExcU1fD906FC6d+/O+++/z9/+9rdz3uYvf/kLDz/8cMP35eXlugXv7du3A2DwlVFu4RgU9wAUsxdbt25D0zSX76avqiovvfQSlZWVRA2dIHtyC4fTftAYKouP8uOPP9KrV68Ws72RxWLhmWeeITs7m3C7SqKtlkhN9uAWTc8EDFQtxKoWNhnd2VJayiuvvILJZGpRM8AuRFVVFZ/8+994mA3MHNRK73Ic0vm20/TzlO7u59I6wJ2xMUEs3VHEd999xx/+8Ae9S7okThG67733XhYvXszatWtp167dRd3WbDbTt29fcnJyznsdd3d3h5kmtG3bNgAMPs67Jl24FkVRULzDOXXqIIcPHyYyMlLvkprUTz/9RFZWFkEdexIS3VvvcoT4FYPJTKfEqexZ/DHvvvce/fr1c/l+C5qm8c4775CdnU2MamG8rVaapF2k801pferPD5/zcvFr7sBwtY7udiufuvnw2muv0bp1azp16qR3aQ7jiy++oKy8nD8MDMPfyylihnACk3qHkL6/jK++/JJRo0YRHBysd0kXzaGnl2uaxr333su3335LcnIyHTpc/PZZqqqyc+dOp2g4o2kaW7dtQzF5oLj7612OEA2Mp08CnTkp5Kqqq6v57LPP6rdoGjja5Uf1hfPy9A8hPGYIp06e5Ntvv9W7nCb3ww8/kJycTBu7jbESuIXOQjQ7V1qrsVos/O2ZZ6ioqNC7JIeQn5/PDz/8QJifG6N7/nb/JSEuhqebkasHhFFbV8eCBQv0LueSOPQpqHvuuYf//Oc/fP/99/j6+lJYWAiAv78/np71Ww/MmjWLtm3bMm/ePACeeeYZhgwZQnR0NKdOneLll18mLy+P2267TbfncaHy8/MpLSnB4B8lH/aFQzF4108R27ZtG5MnT9a5mqbz7bffUlZWRtu+iZg9vPUuR4jfFN5jMCeyt/LNN98wfvx4AgIC9C6pySQnJ2MEplprHPuDiwM735RWeaW7NJ3sNgba6thUUsLOnTtbzDKP3/LJJ5+gqiozB7XBbHTocT3hhOI7+5OcVUpycjJTp069pMFYPTn0EfHee+9RVlZGUlISrVu3bvj35ZdfNlzn8OHDFBQUNHx/8uRJbr/9drp3786ECRMoLy9n/fr19OjRQ4+ncFE2b94MgNHH8UflRcuimL1Q3P3Zvn07tbW1epfTJEpLS1m0aBFmL19a9RikdzlC/C6j2Y02vYdRW1vL559/rnc5TcrNrb6Zobc0SxMOxOv03+OZv8+W7MiRI6xfv55OoZ70bS/N00TjMygKV/ev77Pz9ddf61zNxXPo0K1p2jn/3XzzzQ3XSU1NZf78+Q3fv/766+Tl5VFXV0dhYSFLliyhb9++zV/8JajvDq1IEzXhkAx+7bBYLA3N/lzNl19+SV1dHW17D8doapnbMAnnE9q5Dx5+QSxfvrxhNpgr8vT0RAWkbZpwJHWnFzqcmX3Zkn399ddomsakPiEyW1M0mZ5tvYkK8WBdWhpHjx7Vu5yL4tChuyU5deoUe/bsweAdhmJyjKZuQvyS0a++o/+GDRt0rqTxFRYWsnz5cjz8ggiJjtW7HCEumGIw0LZvIqqq8tlnn+ldTpOora3lQE4OHmiylls4FC/NDsCePXt0rkRfhYWFpKamEhHkQe8IGeUWTUdRFK7sHYJd05xutFtCt4PYtGkTmqZh8L247uxCNBfFIwjF7MXGjRtRVdcab/r8889RVZU2fRJQDPKyKJxLYGQ3vIJakZqaSl5ent7lNLqlS5dSVl7OAFudfGgRDiXGbsUDjUWLvqG6ulrvcnShaRrz58/HbrczqXewjHKLJtcn0pe2Ae6kpKT85u5UjkbevxzE+vXrgfopvEI4IkVRMPi2o6Kigt27d+tdTqM5cuQIycnJeAaGERTVXe9yhLhoiqLQtm8Smqa53Gh3Xl4e3yxciAca/VWL3uUIcRZ3YJCtjoqKSubPn+9yJ6QvxLfffsu6devoGu7FgCg/vcsRLYBBUbh2SCvsqspzzz1LWVmZ3iVdEAndDqC4uJiMjAwUzxAMbjItRzguo3/9Ht0rV67UuZLG8+2336JpGm37JMgZeuG0/Nt2xDu0LevXr3e6dW7nomkaS5cu5aEHH6SsvJxh1lpk4ZVwRH1VC4GanaVLl/LYY49x/PhxvUtqNpmZmcz/+GMCvc3cPbIdBoO8h4rm0bOtD1cPCOPEiWJeeOEFbDab3iX9LgndDmDlypVomoYxKFrvUoT4TYpXKIq7P2nr1rnEvqQnT54kJSUFD78gAiI6612OEJdMURRa9xwCwPfff69zNZenrKyMZ599lnfffRej1cI0azX97Fa9yxLinNyBWZZKeqgWsrKyuO/ee1mzZo3eZTW5goICXnrpRYwGuG9UO/w8ZTM/0bwmxAYzsIMfO3fu5F//+pfe5fwuCd06U1WVn1asQDGaG0YRhXBUiqJgDIzGZrWSnJysdzmXbenSpVitVlr1GCSj3MLpBUR0xt03gFWrVlFeXq53OZeksLCQ+++7j40bNxJlt3FLXSXRdscfwRAtmzswyVbLRGsNtpoaXn75ZT766CO9y2oyNTU1PPvss1RWVnFTfGs6hEr3dtH8FEXhj8Pb0C7QnR9//JFVq1bpXdJvktCts61bt1J84gQG/ygUg5wlFI7PGNABFCM//fQTmua8e+aqqsqSJUsxuXsS3KmX3uUIcdkUg4FW3QdisVhYsWKF3uVctMrKSp6eO5eS0lKG22qZYa3GR/blFk6kp93KzXUVhGgqixYtYvHixXqX1OjsdjuvvfYaeXl5jOkZRHznAL1LEi2Yu9nA/WMi8HY38s4775Cdna13SecloVtnZz4YGQNlarlwDorJHYNfBIcPH3boF7ffo6oqlZUVePgHy77cwmV4BYcDOE1jmTNsNhvz5s3jSH4+g2x1xKkW2R5MOKUANKZbqvFG4/3332fz5s16l9SovvzySzZs2ECPNt7MHNRK73KEINTXjbtHtq1vrPbss5SUlOhd0jlJ6NZRRUUFmzZtQvEIxOAZpHc5QlwwY2BHAFJSUnSu5NK5ubkRFRVFdUkhmt2udzlCNIqqEwUAdOnSRedKLs63337L9u3b6aJaSVTr9C5HiMvih8Y0SxVGTeOlF1+kpqZG75IaxYYNG/jss88I9XXjrhFtMUrjNOEgerTx4ZrBYZSePMnzzz+HxeJ4u11I6NZRWloaNputfrquEE7E4N0KxezJmjVrsFqdt8FR165dsas2qk8W6V2KEI2isri+c3nXrl11ruTiBAXVn3j21ewywi1cgt/p5Ve+fn64ubnpXM3lO3z4MK+++iruJgP3j26Hj4csiRSOZXSPIIZ1DiA7ex/vvvuu3uX8ioRuHdWPEioY/aP0LkWIi6IoBgz+HaisrGTLli16l3PJzgSTU/n7da5EiMtns9RSefwwAQEBhIaG6l3ORUlMTCQsLIztJneqJHYLF7DF6IYNmDFjBkajUe9yLouqqrz++uvU1tZye2Ib2gV56F2SEL+iKAqz4sPpGOrJqlWr2Lhxo94lnUVCt06OHTtGVlYWBp9wFLN0fRTO58wMDWfuYj5gwAACAgI4tm0dpblZepcjxCWzqzZykr/GWlPFmDFjnK4bv8lkYsaMGdiA5SYPpF+5cGZ5ipFMkztBgYGMHj1a73Iu2+LFi9m/fz/xnf3pH+WndzlCnJfZaOC2hDaYjQrvvvt3qqur9S6pgYRunaxbtw5AppYLp2XwCEDxCGTzli0O9aJ2MQICAnj66afx9PLkYNoPlBfk6l2SyzB7eGHy8Mbk4Q3K6bcaxYDJwxuzh5e+xbkYzW7nwJrvqDh+hISEBG688Ua9S7oko0ePpl+/fhwwmvna7IWs7BbOaJ/BxEI3bzCZuP+BBzCbnbtR5/Hjx/nk3//G18PENdI4TTiB1gHuTOodQklJKQsWLNC7nAYSunWSlrYOFCMG33Z6lyLEJTP6tcdmtbJp0ya9S7lknTp14q9PPonJaCAnZSFVJQV6l+QSYibfTt+ZD9B35gN4BYYB4BUYRt+ZDxAz+Xadq3MdmqaRu2EZp47so2/fvjz00EMYDM751m42m3nyyScZPnw4RwwmvjB7y1Rz4VR2Gsx8b/bCzcODp595hgEDBuhd0mXRNI2///3v1NbVcd2QVrKOWziNCbEhtA10Z+nSpWRlOcZMRud8Z3Zyx44d49Chgxh8WqMYnfsMqGjZDP7tgf/O3HBWvXr14tFHH8Vus7Jv5Rcy4i2cgl21kbt+CcU52+nSpQuPP/6404+qmc1mZs+ezfjx4zluMMqIt3AaWQYTy8ye+Pr6Mu+FF4iNjdW7pMu2Zs0aMjMz6dXOh8EdZVq5cB4mo8Itw1qDpvHWW285RNNfCd06SE9PB8DoF6FzJUJcHoO7H4pHABkZGU47xfyMuLg4Hn74YVDrg3fhnk1op7vPCuFoLFUV7F3+KcU5O+jcuTNPPfUUnp6u0R/EaDRy9913M3HiRIoMRn40eSKb+glHlq8YWWr2wsvLi3kvvEB0dLTeJV228vJyPvzgA9xMBmYNDXe6PhFCdArzYlSPII4cOcLChQv1LkdCtx5+/vlnUAwY/GRquXB+Rr/2WK1WMjMz9S7lso0YMYIXXniBgAB/jmxexaF1P2K36X92VIhfqjh+hD1LPqKq+BijR4/mxRdfxN/fX++yGpWiKPzpT39i4MCBHDSaWWnyQE6BCUdUohj41s0bjEaeeOIJIiMj9S6pUXz00UeUlZczrX8oIb7Ov+WZaJmm9Q8l0NvMl19+SX5+vq61SOhuZqqqcvDgIRSPABSjvIgJ56d41a/XPXTokM6VNI5u3brx5ptv0r17d0oO7iJr2SfUVZbpXZYQaJpG0d4Msld8ht1Sy1133cUDDzzgEnsAn4vRaOT//u//iO7Uie1GN743ecpU80vkqWl4a3a8NTuG0zN4DKcv85QZPZfsoGLkMzcfaoAHHnjAJaaUA2zfvp1Vq1YRFeLBmB5BepcjxCXzdDMya2g4NpuNt99+G7tdv3lTErqb2YkTJ7BaLSjurjUqIVoug0f93/Lhw4d1rqTxBAUF8fzzzzN+/HiqSwvZ/cOHFOzagF2VjYyEPqpPFrFv5RfkbfwJP19fnnvuOSZOnOjyUz49Tjek6t27N/uMZj5x86FEkY8uF+tWaxX3WCq5x1JJqFb/oTNUs3OPpZJbrVU6V+d8NGC90Y1v3Lyxm808/PDDjBw5Uu+yGs38+fMxKHDLsDYYDK79GiNcX5/2vgyI8mX37t1s2bJFtzrknauZ5eXlAWCQ0C1chGLyQDG5u1TohvqGTvfccw8PPfQQ3p4e5GeksOv7Dzl5OFvWeotmY62tJu/n5ez+8V+UFxxiwIABvPnmm8TExOhdWrPx9/fnmWeeYfr06ZQqBj5x82G7wYws/BB6KFYMLDJ5ss7kQWhYGC+/8opLBW6AwsJCWge40z7YQ+9ShGgUgzvV567jx4/rVoP0/m9mR44cAZCR7iaiGN3/u+7PVkf9+WgFTO4oRnf9CnN1bv4UFBRgtVqdvnvy/xo1ahSDBw/myy+/5IcffiAn5Rt8wyNpP3AMXkFhepcnXJRdVSnKzqBg+zpsllraRURw+2230b9/f71L04XRaOTmm2+mc+fOvP766/wEpOJBd9VKL9VCuGaXzcVEk6kDsg1mdhjNHDPUf3Tu168fjzzyCL6+vvoW18g0TaOmuprwENdctiJaJi+3+nHmmpoa3WqQ0N3MKioq6r8wyK++Kbh3ntTwdV3OMrTaUhSPQNyjx+tYletTDEbsdjtVVVUEBAToXU6j8/Hx4Y9//CPjxo3jo48+YuPGjexe/C9CO/emTe8E3Lx89C5RuAhN0yjLz+HIltXUlpfi4+PD9bfcwfjx4zGZ5H0jPj6eLl26sGLFClauXMm24mK2Gd0ItavE2q30UC24Rg93oTcNOKYY2WE0s9fohpX6Bn8D+vdn7NixDB48GKPRqHeZjc5qtWJTVTzNrvfcRMt15u+5qkq/5TTyDt7M+vbtyzfffIO9Ih+jT7je5Qhx2TTVir3qOB06dHTJwP1Lbdu25cknn2Tbtm18+OGH5O3bRnHODgLbdyWsa398WkW4/Bpb0TRsdTUUH9jJiexMastLMRgMXHnllVx33XUuN5J2uUJDQ7n++uu55ppr2LZtGytXrmTDhg2sVo2kmjyIVq10tluJsqt4Sc9zcRE0oFAxcMhgYo/RjdLT/QPCW7VizNixjBo1ipCQEH2LbGJntv9U7Rqapsl7WiPz9fhv9KqsVbFrYFDAx8N41s9E47KfXhYoobsF6dWrF76+vlSWH0EL7y8vZsLp2SuOgmZn2LB4vUtpNn369OGtt95i9erV/Pjjjxw6lEVpbhaeASGEde1PcMcYjG6ynEH8vqqSQoqyMyg9tBu7zYbZ7MaYMWOYNm0aERERepfn0IxGI/3796d///6UlZWRkpLCihUryD58mGxj/TKX1nYbHe02OthVwjVVGtmIX6lGIddg5JDBxCGjmerTCxXczGaS4uMZO3YsMTExGAwt46/H19eX9u3bs/vwYX7YVszkvqF6l+RSnp3WqeHrud8dJK+kloggD+ZO6ahjVa6tpNLKeylHgfocphcJ3c3MaDQSFxfHihUr0GpKULxc+4ypcH1qeX0DtaFDh+pcSfMyGo2MHTuWMWPGsHfvXpYuXUpaWhp5G38iPzOFoI4xhHXth1egrPsWZ7OrNkpzsyjam0FV8TEAWrduzcSJExk1apSMbF8Cf39/pkyZwuTJk8nLy2PLli1kZmayZ/duClQT6YAnGlFqfQiPstvwllHwFskOFCpGDhpMHDIYKfjFcr/goCCGDRhA//796dOnD97e3voVqhOj0cgzzzzDXx57jO8yCzEZFCb2ls+qwjmdrLLy0rI8Siqt3HzzzSQmJupWi4RuHQwdOpQVK1agnszBIKFbODHNWo298hjt27dvsaNyiqLQvXt3unfvzm233caKFStYumwZJ7IzOZGdiU9YBGFd+xHYvgsGk2s1mRMXp6ashOL92ynO2Y6trgZFURgyZAgTJkygT58+LWYkrSkpikJUVBRRUVFMnz6d6upqtm/fTkZGBhlbtpBVXEzW6VHwcLtKR7uNaLuVVtKIzaXVAocMJnIMZnKNJmpO/982GY3E9uzZMGMiMjJSZiACISEhPPf88zz22GMs3FKEyahwRUyw3mUJcVHKqm28tCyPonIL119/PdOnT9e1HgndOujduzft2rUjP/8AinsAppBuepckxEXT1DosuclgV7nyyiv1Lsch+Pv7M2PGDKZNm0ZGRgZLliwhMzOTg0VHMJrdCIzsTnCnGHxbtZcPdi2Etbaa0kN7KDm4q2FU29/fn3FTruKKK64gLExmQjQlLy8v4uLiiIuLQ9M0jhw5Uh/AMzLYtWsXhTYj63HHR9PoZLfSyW4j0m5DTo85v5Mo5BjNHDCYyDeYsJ++PDQ0lMT+/RkwYACxsbF4eXnpWqejCgsL4/nnn+ex//s/vth4HIvNzoTYEIyyb7dwAgWn6vh7cj6FZRb+8Ic/cM011+hdkoRuPZjNZp555hlmz36E0sIMFJM7xoAOepclxAXT7DYseWvQ6sqYMmUK48aN07skh2I0Ghk0aBCDBg2ioKCA1atXk5ycTFFO/Sinm7cfwR1jCO4Ug6e/zHZxNXbVxqkj+yk5uIuyowfQ7HYMBgMDBw5k5MiRDBkyxOW21nMGiqLQvn172rdvz9SpU6mpqWHr1q1s2rSJzZs3s72sjO1GN0xApGol+vR6cF+Zhu4U7MBRxUiOwcQBo7mhCZqiKHTt2rXhNVlGsy9ceHg4zz3/PI8//hcWZZxg86EKbooPp1OYnKgQjslis7N4ezFLd5Sg2jWmTZvGjTfe6BDHvKJpmryb/I/y8nL8/f0pKyvDz8+vyR4nLy+PRx/9P6qqqzG3T8To26bJHqsl+u+WYUGyZVgj0jQ71sNrsVccZcSIETz00EMyLfYC2O129uzZQ0pKCmlpaQ0dYr2DWxPcKYagDj0we7jm+sHdP35EdWkhXkHh9LzyVr3LaRKaplF5Ip+SAzspzd2LaqkFIDo6mhEjRpCYmOjy3f2dmd1uZ9++fWzatIlNGzeSm5fX8LPWdpUeqoXudptLdENfYPbmuMFIK7vKTVb9Ovk2Bo36oL3LaGaf0Uzt6WnjHh4e9OvXj0GDBjFgwAA59i5TRUUFCxYsYPny5ShAUrdArh4Qhre7bCt2Oc40UosMlkZqjWFnfiWfrC/kRIWFsLBQ7rzzLgYNGtTkj3uhuVFC9zk0V+gGyMrKYs6cOVhtdsxRo2SNdyOS0N34NE3DdvRn1FMH6d+/P08++aTsHXwJLBYLmzZtIjk5mYyMDFRVRTEY8G/TiaCOPQloF43R7KZ3mY3GlUN3TVlxw/TxuopTQP16yBEjRjBy5MgW2+vA2R0/frw+gG/axI7t21HtdgxAR9VKjN1KR7vNaacKukLoPoXCbqOZ3UY3Tp0e0Q4JCWHw4MEMGjSI2NhYmU3SBLKysvj7O++Qm5eHn6eJmYPCiOvk7xCjiM5IQnfjOFll5fONx9l8qByj0cjUqVO55ppr8PDwaJbHl9B9GZozdANs2rSJZ599Fg0DxvC+GAM7ywtYI5DQ3bg0azXWoz9jryygS5euPP/8c832gubKysrKWLt2LcnJyezfvx8Ag8lMQLvOBHXogX/bjhiMzvrxvp6rhe7aipOU5mZRemgPNSeLgPqRtWHDhjFy5MgWtb1QS1BWVsaaNWtITk4mJycHAA80uqtWeqpWWmuqUzVhc9bQXQfsNZjZbTSTf7rjuBx3zc9ms/HDDz/w2WefUVdXR7fWXlw7OJz2wfJ54GJJ6L48FpudlL0n+S7zBLVWOz169OCee+4hMjKyWeuQ0H0Zmjt0A2zcuJHX33iDyooKDL5tMLcdgmLybJbHdlUSuhuPWnYY27FNaGodAwcO5OGHH5ZtjZrAkSNHSEtLY+3ateTn5wNgNLsT0L4LwR164Ns6CoPB+abzuULotlSVU5q7l9LcPQ0N0cxmMwMGDGD48OEMGjRITkK1AHl5eaSkpJCSnExJaSkAgZqdGNVCD9WKvxNMP3em0G2nvuv4boOZHKMZG/VrtPv06cOoUaMYMmSIHHc6KSoq4oMPPuDnn38GIKatN+NjQ+je2ksGji6QhO5LU1mnkrynlFV7TlJRa8PX15dbb72VUaNG6XLiTUL3ZdAjdAOUlpbyxhtvkJmZiWJyx9RmMEY/mZp4qSR0Xz5NtWIt2IL91EHc3N350+23c8UVV8gbahPTNI1Dhw41BPDjx48DYHL3JDCyK0FRPeo7oDvJqI6zhm5rTRUn8/ZScmgPlUVHgPomeX379iUhIYEhQ4ZI5+MWSlVVdu7cyerVq1mfnk6dxQJAe7uNnqqVLnYr7jrXeD7OELqPKwZ2G8xkmdyoOj2PoH379owaNYrExERCQmQpnqPYunUrCxcuZPv27QBEhXgwITaE/pG+GKTT+W+S0H1xiissrNhdytrsU9TZ7Pj4eDNp0pVcddVVzZrX/peE7sugV+iG+g/bS5Ys4V//+hdWqxVjYCdM4f1RjLI26WJJ6L489qoirEfXo1mq6NKlK3/+88O0bdtW77JaHE3T2LdvH2vXrmXdunWUlJQAYPb0qQ/gkd3xCWvn0AHcmUK3tbaKU4f3UZqbRXlhHmgaiqIQGxtLQkICcXFxur65C8dTXV3Nhg0bWL16NTt37kTTNExAF9VCT9VKpKbiSEeno4buShT2GM3sNpg5cXpGj7+fH0mn+yN07NhRTvg6sJycHL755hvS163DrmmE+roxrlcQwzoH4GZypCPAcUjovjCHS2pZtrOETQfLsGsQFhbKlClTGTNmDJ6e+s8KltB9GfQM3WccOXKEV159lQM5OShuPphaD8Tg01recC6ChO5Lo6kWbCd2oRZnYTAYuOaaa5g5cyZGo/NNa3Y1Zzqgp6WlsW7dOsrKyoDTAbx9FwKjuuMbFuFwAdzRQ7e1poqTh7M5mbeXisLDaFr9jr49evRg+PDhDBs2jMDAQJ2rFM6gqKiI1NRUVq9ezdGjRwHwQqOLaqWraiXCAQK4I4XuShT2GUxkG80cOb1O22QyMWTIEEaOHEm/fv2kWaeTKSws5Ntvv2XlihVYrFZ8PUyM7hHIiO6B+HrI/8tfktB9fpqmkVVQxbIdJew6Wv861aFDB6ZPn86wYcMc6jOphO7L4AihG+qbVXz++ed89dVXaJqGwbsVplZ9MXgF61aTM5HQfXE0u4paug/1xG40tY7WrVsze/Zsunbtqndp4hxUVWXXrl2kp6eTnp7+3wDu4U1A+y4ERXXDt1WkQwRwRwzd1ppKTuZlU5qXRcXxIw0j2t27dyc+Pp6hQ4cSGhqqd5nCSZ2ZoZKcnEz6unWcOn18eqHR+XQAb69TANc7dFf8ImifaYimKAo9e/YkKSmJYcOG4ePj0+x1icZVVlbG4sWLWfzjj1RUVmI0KPSO8CE+2p/YCF9MRhlEktD9a0XlFtbnlLE+5xQnKqwA9O7dm6uvvpq+ffs65OCjhO7L4Cih+4zc3FwWLFjA5s2bATD4tcfUqjcGd/1rc2QSui+Mptmxn8rFVrQDzVqFt7cPM2f+gYkTJ+Lu7qirEsUvqarK7t27SU9PZ/369Zw8eRIAk4cXgRGnR8DD2+vWhM1RQreluoKTeXvrR7SP5wNaw4f9M0E7OFhOaorGpaoqWVlZrFu3jvT09Ibj0/MXAbw5p6DrEborUMg2mtlnMJ0VtGNiYhg2bBhDhw6V2SQuqra2llWrVrFy5UoOHDgAgLe7kcEd/YjvHECHEA+HDFLNQUJ3vWqLyuaD5aTnnGL/8RoAPD08iB82jEmTJhEdHa1zhb9NQvdlcLTQfcauXbuYP38+e/fuBcVQv947tBeKWf/1DI5IQvdv0zQNe+UxbIVb0erKMJvNTJ48menTp8sogxM78wH/zAh46ekOy2easIV0isU7tG2zfsjRM3TbLLWU5mZRcmAnlUX1HeEVRaFXr17Ex8cTFxdHUFBQs9YkWi673X5WAD9zfHqh0U210l210qaJtyBrrtBdA+wzmNnzi6njZ469YcOGERcXJ0G7hcnNzSU5OZnUlBRKT598au3vxtDOAcR18ifYp2X1L2rJoVu1a+w6Wsn6/WVsPVyBVdUwKAq9+/Rh5MiRxMXFOc3OBBK6L4Ojhm6oD0o///wzCxYsID8/H8VgwhDcDVNID2m29j8kdJ+fvboYa+FWtOoiFEVhzJgxXHfdddIR1sXY7Xays7NZt24d69alU1JSDICHfzAhnWIJ7hSDm1fTb/3W3KFb0zTKC3IpztnBqcPZ2FVbQzO0YcOGMWTIEPmwL3R35vhcu3YtaWvXNkxB99fsdFet9LBbCTndX6AxNWXotgI5BhNZBjMHjWbs/HdE+0wjwoCAgEZ9TOF8VFVl+/btJCcns379eiwWCwrQrbUXQzsHMCDKDw+z/kujmlpLDN2HS2pJ33+Knw+WU15jAyAiIoJRo0aRlJTklJ9DJXRfBkcO3Weoqsrq1av59NPPKC0tQTG6Ywjqgim4C4rJOc4MNTUJ3WfTNA2tugjbiT3YK+v3GY6Li2PWrFlERMjWdK7Obrezc+dOVq1aRXp6OhaLBRQF/zYdCYmOJSCiMwZj0zS5aa7QXVt+kuIDOyg5sBNLVTkA7dq1Y/To0YwcOVJGtIXDOrMFWWpqKuvT06muqZ9iGWpX6W630lO14ttIe4A3dujWgFzFyG6jmf1GN6ynL4+OjiYxMZHhw4c75Qdp0Tyqq6tJT08nOTmZnTt3AuBmMtC3vQ+DO/oT084bs9E1A3hLCd1F5RY2HSzj54PlHD1ZB9TvTJCYlMTIkSPp1KmTUy8xkNB9GZwhdJ9RV1fHjz/+yDeLFlFRXl4/8h3YCVNwNxS3lj1FWEJ3PU3TsFfkYzuxB62mfqQzNjaWWbNm0a1bN52rE3qoqqpi3bp1rFq1iqysLABMbh4EdehJSOdYvILCG/UNsClDt2q1cDJvL8U52+sbogFeXl4kJCQwZswYunTp4tRv5qLlsVgsbNmyhTVr1rBp40asNhsGoKdqYZBqIfgyR78bK3SrQJbBzEaTGyVKfb+INm3akJiYSGJiIu3atbusOkXLU1RUREpKCsnJyf/t/u9mpH+UL0M6+dEt3Nul9v525dB9qtrKpoPlbDxYzsET9ScRzWYzgwYNYuTIkfTv399ldiaQ0H0ZnCl0n3GmUcWiRYsoKioCFAwBUZhCemDwCNC7PF209NCt2VXUslzU4j1odeUoikJcXBzTp0+nS5cuepcnHER+fj6rVq0iOTn5v+tLg1rRpvdwAiI6N0pgbYrQba2tomDnBk7s24rdZkVRFPr06cPo0aMZMmSINAEULqGqqor09HS+XbSII/n5KEBn1cpgtY7Wlxi+Lzd0W4CdRjc2Gd2pUBSMRiMjR45k/PjxdO7cOK8ZomXTNI2DBw+yZs0a1q5dS3Fx/YCBv6eJgR38GNLJj46hnk7/t+ZqobuqTmVLbjkbD5Sxt7AaTQODwUDfvn0blpd4eXnpXWajk9B9GZwxdJ+hqippaWksXLiQ3NxcAAy+bTCF9ETxCnX6F6iL0VJDt6ZaUU/moJZkoVlrMJlMjBo1imnTptG2bVu9yxMOSlVVtm3b1jD93G634x3alnb9kvALj7ys+27M0K1a6yjcvYnjezaiWi2EhoVxxdixjBw5krCwsMu6byEcld1uZ9OmTXz99ddkZ2cD0N5uI95WR4SmXtR9XWrotgCbjW5kmtypQcHD3Z1x48czZcoUmT4umsyZ5oNr165lXVoaZeX1S4dCfc0M6ujH4I7+RAQ557JKVwjddVY7Ww9XsPFgGTvzq1Dt9bGyZ8+eJCYmEh8fj7+/v85VNi0J3ZfBmUP3GZqmkZmZycKFCxvWyCieIZhCe2DwbYuiuOb6mF9qaaFbs1ZjK92HvXQ/mmrB09OLCRPGM3nyZFnLKi7K0aNH+fTTT0lLSwPAr01H2vVLwjs4/JLurzFCt121UbQ3k4Jd67HVVhMQGMh1117LmDFjMJuliaRoGTRNY9euXSxcuJCMjAwA+tvqSFDruNCj4FJC91HFyFKzJycVA76+vlx11VVMmjQJX9+mb8QoxBlnGrCtXbuW9evTqa6un7bcNsC9PoB38qeVn5vOVV44Zw3dVtXOzvwqNh0sY+vhSiy2+lk30dHRJCQkkJCQ0KJOxEnovgyuELp/KTs7m4ULF/Lzzz+jaRqK2QtjYDTGwGiX3m6sJYRuTdOwVxWilu7HXl6/77B/QABTp0xh/PjxeHt7612icGI5OTl88sknDR/uAyO70bZvIp7+F7eX9eWEbs1up/jATo5tT8NSVY63tzfTp0/nyiuvdJrtRIRoCvv27eONN97g8OHDBGl2JlqrL2jK+cWEbhVIN7qz0eQOisLVV1/NNddcI8ee0N2Z3gdr165l08aNWKz1Lfw6hHgwuKM/Azv6EeTt2CdknSl0q3aNvQVV/HygnIy8Cmos9TNs2rVrR2JiIgkJCS12NqWE7svgaqH7jPz8fJYsWcKqVaupqakGxYDBtx3GoM4YvFu53NRzVw7dmq0O9dRB1NL9aJYKoP4M44QJE0hKSsLNzXnO9ArHt3PnThYsWMDevXtRFAOtY4fSJnYYiuHCZsxcauiuLSshZ8231Jwsws3Njauuukr2kRfiFywWC59++inffvstaBpDbbUMVS2/uc/3hYbuEsXAjyZPigxGwsPD+fOf/0z37t0b/0kIcZmqq6vZuHEja9euJTMzE1Wt3+u+S7gXgzr6MSDKDz9Px2va5eih265p5ByvYePBMjYfqqCitn6Lr7CwUBIS6oN2hw4dXC4/XCwJ3ZfBVUP3GbW1taxZs4alS5dy4MABABQ3X4xBnTEGdEQxuUYDIlcL3ZqmodUUYyvdj73sMGgqbm5uJCUlNTSwEaKpaJrGpk2b+ODDDzleWIhfmw50HD4Zs8fvN0W5lNBdmreX3PTFqFYLY8eO5YYbbpBlEkKcx65du3jttdcoKiqil2rhClst5zsldiGh+7hi4Cs3b2pQmDBhArfccguenq47M064joqKCtLT01m7di07d+5E0zQMCvRo483gTv70i/TFy82od5mAY4ZuTdPIK6ll48FyNh0sp7SqfgZBYGAAw4YNJyEhgW7durX4oP1LErovg6uH7l/at28fy5YtY82aNfX79hqMGPwiMQV1RvEMduqDylVCt6Za67uQl+5Hqz0JQLt2EUyYMJ6RI0fKqJ9oVpWVlbz++uts3LgRN28/OiVOwye0zW/e5mJCt92ukp+RyvE9G/Hw8OCBBx5g+PDhjfkUhHBJFRUVzH3qKbL37aObamWirYZzRYvfC91HFSML3byxKAr3338/Y8aMafrihWgCpaWlrFu3jrVr17J3714ATAaF2AgfhnTyp0+ED2aTfj2OHCl0F5bVsSGnjI0HyzlebgHAx8eb+PhhJCQkEBMTg9HoGCcrHI2E7svQkkL3GZWVlaxevZply5aRn58PgOIRiDGwI0b/KBST863fcubQrWkaWvUJ1FOHsJflodmtGI1Ghg4dyoQJE4iJiXHqEyLCudntdhYtWsSCBQtAMdB+4GhCu/Y779/khYZuS3UlB9Z8S2XREdpFRDDn8ceJiIhoqqchhMuprq7m2WefZceOHXRSrUw5R/D+rdB9WDHyjZs3doOBRx59lGHDhjVf8UI0oePHj5OWlsaaNWs4dOgQAJ5uRgZ18GVodACdWzX/FmR6h+7KWhsbD5azPqesYS9tDw93hgyJIzExkT59+kij0gtwobnR8RY4CF34+PgwefJkrrrqKnbu3MmyZctYv349toIMbAWZGHxbYwzogMG3HYpB/myair2uHPVULvayQ2iWSgBCQ8MYP34cY8aMITAwUOcKhajfd/PMfu8vvvgieRt/oq6yjIgBIy/5Pusqy9i7/N9YqipISEjgvvvuk+msQlwkLy8vnnrqKebNm8eWLVtYo9kZqdZd0G3LUfjezQvNZOKJOXMYOHBgE1crRPNp1aoV06dPZ/r06Rw5coSUlBSSk5NZk13MmuxThPqaiYv2Z2h0gFN1QL9YVtXO9iOVrN9fxo78SlS7hsFgYODAgYwYMYJBgwZJo8QmIulJnEVRFGJjY4mNjaWsrIy0tDRSUlLIzs7GXnEMxWjG4NseQ0AHDN5hMtraCDRbHWpZHuqpQ2g1xQB4eHoyfMwYRowYQUxMDIYLbFglRHOKjY3lzTff5Mknn+TI7p8xeXjROmbIRd+PtbaafSu/wFJVwU033cT06dPltUWIS+Tu7s5jjz3Gn//8MFvyDtNaU+lut/3mbWzAd2YvalC4/+67JXALlxYREcGsWbO44YYb2LVrFykpKaxbt44fthbzw9ZiOoV5MjTan0Ed/fFxd/4p1ZqmkVNUw4acMjYdKqeqrr7zeHR0NCNGjCAhIUEGdZqBhG5xXv7+/kyaNIlJkyZx9OhRUlJSSElJ4fjxA6inDqCYvTH4R9WPgHu49sb3jU2zq9grjtZPH688Bpodg8FA/wEDGDFiBIMHD5YzjcIphISE8Le//Y3ZjzxCfkYyZg8vQqJjL/j2qtXC/lVfUltewsyZM5kxY0YTVitEy+Dh4cHjj8/hoQcfZDkQZqkk+De2E0sxeVBoMDJ27FjGjh3bfIUKoSODwdAw0HTHHXewceNGUlJSyMzM5EBRIf/5+Ti9I3yIj/and3tfjAbnOhlcXGFh3f4yNhwoo+j0Ou2Q4GDGXzmCkSNH0r59e50rbFkkdIsL0rZtW2644Qauv/569uzZQ3JyMmlpaVQX70Yt3o3iEYQxoAPGAOdc/90czlqnXX4YTa1/AZQzjcLZhYSE8LdnnuHRRx8ld/1STO6eBET8fjd9u6qSk/INVSUFXHHFFdxwww3NUK0QLUPbtm25/4EHeOGFF0gzujPFVnPO6xUrBrYZ3YiKjOTOO+9s5iqFcAweHh4kJiaSmJjIyZMnWbt2LatXrybz4EEy8yoI9jEztmcQCV0D8TA79uzDQydqWLazhC255WgaeHp4MGrUKEaOHCkN0XQkoVtcFEVR6NmzJz179uSOO+5g06ZNpKSksGXLFmyFGdgKMzH4tMYYEFW//tsoDRjstWWoZYewn8pFO920JiQkhKSkJDnTKFxGREQEc+fO5fHH53Bg7Xf0vOo2PHx/+yRSfmYK5QWHiIuL4+6775Yp5UI0svj4eLp3705WVhaFah3h5xjtXmd0RwNuufVW3Nxcdy2rEBcqMDCQyZMnM3nyZPLy8li+fDkrV67g843H+X5rMUndAhjdI4hAb8f5jGvXNHYcqWT5zhKyC6uB+kGdyZMnExcXJ7MnHYBThO6///3vvPzyyxQWFtK7d2/efvttBg0adN7rf/311zz55JPk5ubSuXNnXnzxRSZMmNCMFbcMbm5uDBs2jGHDhv16/XflMTCYMPi2rZ9+7tMaRXHsM4ONSbNW12/zdSq3YZsvT08v4hNHN5xplHXawtV07dqVBx98oL652s/L6TL6mvMG6criYxzP2ky7du145JFH5My7EE1AURRuuukmHnvsMdYZ3Zn+P6PdxxUD+4xmevbsSb9+/XSqUgjHFRkZyR133MH111/PsmXL+OGH71m6o4SfdpUS18mPK2KCaRekX6C12uysP1DGTztLKCirn0E5cOBApk2bJjvdOBiHD91ffvklDz/8MP/4xz8YPHgwb7zxBldccQXZ2dmEhYX96vrr16/n2muvZd68eUyaNIn//Oc/TJkyhczMTGJiYnR4Bi3DL9d/FxQUkJqaSmpqKkeP5mEvy0MxuWPwa48xoAOKZ4hLvghoqgW17DD2slzsVccBMJlMDBgyhKSkJAYNGiSjCMLlDRs2jOTkZDZv3kzpod0Ed/z1667drpK7filoGvfee68cF0I0oZiYGHr27Mnu3bupsNWe9bMdxvpjb+bMmS75vixEY/Hx8WHGjBlMmTKF1NRUFi1axLr9R1i3v4xe7bwZ1yuE7q29mu04qqy1kZx1ktVZJymvsWEymRg7dixTp06VrTYdlMPv0z148GAGDhzIO++8A9TvDxsREcF9993HY4899qvrz5w5k6qqKhYvXtxw2ZAhQ+jTpw//+Mc/LugxW+I+3U1B0zQOHDhASkoKa9eu5eTJ+hFfxc0Hg38kRv+mbcDWHPt0NzREK8vFXnEMNBVFUYiJiSEpKYn4+Hh8fHya5LGFcFRFRUXcddfdqIqBXpP/RPbKL87ap7tg18/kZyQzbtw47r33Xr3LFcLlrVixgrfeeotEWy17DWaOG4yE2VUqDAY8g4L5+OOPZbaJEBdB0zQyMjJYtGgRO3bsAKBLKy9mxYfTNvDCRr4vZZ9um11j5e4Svs8sps5mx8fHm4kT6we9pC+QPlxin26LxUJGRgZ/+ctfGi4zGAyMHj2aDRs2nPM2GzZs4OGHHz7rsiuuuILvvvvuvI9TV1dHXd1/97EsLy+/vMIFUD+tLTo6mujoaG699VZ27txJamoq6enp1JzYjXpiN4pH4OkGbB1RTO56l3xBNE1DqylGPXngdEM0KwAdOnQgKSmJhIQEQkNDda5SCP2EhYUxa9aNfPjhhxzbuf6sn9nqaji2PY2AgABuvvlmfQoUooUZOnQo7737LnvsZs4sbLIoCjUojE9KksAtxEVSFIUBAwYwYMAAcnJy+Oqrr1i/fj1PfXeIsT2DmNw3FPdGbri2/3g1/04vIP9kHf7+/tx8zTWMGTNG1ms7CYcO3cXFxaiqSqtWrc66vFWrVuzdu/ectyksLDzn9QsLC8/7OPPmzePpp5++/ILFeRmNRvr06UOfPn2466672Lx5M6mpqWzevBlbYSa249sx+EdiCuqM4hnskNPcNNVav067dH/DOu3Q0DCSkhJJSkoiMjJS5wqFcBwTJ07km2++oThnO27eAQ2XF+fswG6zcvXVV8ssECGaiY+PDwMGDmTDhg0E2+v36D0z0TwhIUG/woRwAdHR0Tz++ONkZGTw3nvvsmzncTYdKuf6IeH0jfS97PuvrLXx1eYi0vadQlEUxo8fz0033STvoU7GoUN3c/nLX/5y1uh4eXm5rIdoQu7u7g0N2CoqKkhNTWXJkiXk5x/Ecupg/fZjQZ3rtx8zXPqfqOLud9Z/L5W9tgy1dB/2U4fQ7FaMRiPxCQmMHz+enj17SkM0Ic7BZDIxYcIEPv30UxRfA15B4Xj4BVG0NwN3d3fGjBmjd4lCtCjx8fFs2LABAxBmVyk2GGjVqhWdOnXSuzQhXEL//v35+9/f5euvv2bh11/z1qoj9G3vy/Vx4QT7/LrTeesAt7P++7/smkb6/jK+2nycylqVjh07cM8999K1a9cmfR6iaTh06A4JCcFoNHL8+PGzLj9+/Djh4eHnvE14ePhFXR/qQ6C7u3NMbXY1vr6+XHnllUyaNImdO3eyZMkSNvz8M7ZjG1GPb8UQ0BFjUGcMlxCc3SLiL7kuTbNjLz+CWrq/oSlaSEgIEyZMYMyYMbJuRogLMG7cOL744gvsNisxk2+nLD+H0tw9jB8/Xs7QC9HMBg0ahMlkwmBRSbDV8rWbN/Hx8Q45s0wIZ+Xu7s4NN9xAUlIS7777Llt37GD3sSpmDQ0nvnPAWde9I6ndee+nstbG35Pz2VtQjaenJ7fffgOTJk2SpSBOzKFDt5ubG/3792f16tVMmTIFqG+ktnr16vM234mLi2P16tU8+OCDDZetXLmSuLi4ZqhYXCpFUYiNjSU2NpaSkhJWrFjBsmXLKC3Zi1qyF4N3eH349mvXpFuPadZqbKX7sZ88gHZ6a5V+/foxceJEBgwYIC92QlyEgIAAhg8fTkpKCtWlhRQf2AnUTz0XQjQvLy8vevXqxdatW9ljrB91GzhwoM5VCeGa2rVrx3PPPceaNWt4//33+efaY9RY7IzuGfS7tz1VbeWV5Yc5erKOuLg47rjjDkJCQpqhatGUHDp0Azz88MPcdNNNDBgwgEGDBvHGG29QVVXFLbfcAsCsWbNo27Yt8+bNA+CBBx4gMTGRV199lYkTJ/LFF1+wZcsWPvjgAz2fhrgIwcHBXHvttcyYMYNNmzaxZMkStm/fjr2qEMXshSmsN4aADo16dl6z1WItzMR+KhfQ8PHxYezYaYwbN442bdo02uMI0dIMGDCAlJQUygvyqDh+mLCwMKKiovQuS4gWqXfv3mzdupXdRjfc3dzo1q2b3iUJ4bIURSEpKYlOnToxZ84cPvu5kFqrysTe5986t7jCwsvLD1NUbmHy5MncdtttMhvFRTh86J45cyYnTpzgr3/9K4WFhfTp04fly5c3NEs7fPjwWWtqhw4dyn/+8x+eeOIJHn/8cTp37sx3330ne3Q7IZPJxNChQxk6dCj5+fksW7aM5cuXU3d0A4ayXExtBmJwu7wGFZqmoZ46iFqYiaZa6NixI5MnT2bYsGGy5ECIRtCrVy8ATuzbiq22ml7xMutICL307t274eueMTGYzb9eZyqEaFwRERG89NJLzJkzh28yjlNtsTNjYNivwnRhWR0vLTvMySor1113Hddee60Ebhfi8Pt060H26XZcRUVFvPfee2zevBnFYMQYGosxpNslTTm315VjO7YJe9VxPD09ueWWWxg3bpw0RhOikd1xxx0cPXoUgAcffJDRo0frXJEQLZPFYmHatGkATJs2jVtvvVXnioRoOYqLi3nyySc4ciSfUT0CuSGudcPPjp6s46VleZTX2PjjH//I1KlTdaxUXIwLzY2SLoRTCQsL469//SuPPfYYfn6+2I5vxXJgOfaakgu+D82uYivahSVnKfaq4/X7l773HhMmTJDALUQT6N69+zm/FkI0Lze3/3ZJbt269W9cUwjR2EJCQnjhhRfp2LEDq/ecZF9hdcPPPv+5kPIaG/fee68EbhclCUM4HUVRGDZsGO//4x+MGzcOrfYklgM/YS3IQFOtv3lbe3UxlgPLsRVtJygwgDlz5vD4449LgwohmlBYWFjD16GhoTpWIoRo3749AG3bttW5EiFaHn9/f+6++x4Alu4oBiC3uIbdx6ro168f48aN07M80YQcfk23EOfj4+PDvffeS1JSEu+88w75+XvRak9ijhp5zunm9uoTWA6tQkFj4sSJ3HTTTXh5eelQuRAtS1DQf7u1/nKkTQjR/J544gn2798vvW6E0Em3bt2IiYlh+65dHCmtZcn2+vA9ffp0nSsTTUlGuoXTi4mJ4e2332bIkCHYq46jFmf96jqaasWavx4Fjaeffpq77rpLArcQzSQ4OFjvEoQQp7Vp04bExERZTiWEjmbMmAHAp+sLycitoEuXLg2NR4Vrkldc4RLMZjMPPPAAQUHB2Ip2/GqNt7VgM5qlkmuuuYZ+/frpVKUQLVNkZCQmk0kaqAkhhBBAv3796NixA/uOV6NRP8otncpdm3QvPwfpXu68duzYwZw5c8Dsg1v0BBSDCfVULtb8dLp27cpLL72E0WjUu0whWpza2lrc3d3lQ4UQQggBFBYWkpmZiZ+fH/Hx8fL+6KQuNDdK6D4HCd3O7eOPP+abb77B4N0Kxd0fe1ku7mYDb7/9tnRrFUIIIYQQQjQK2TJMtFg33HADXbt2rV/fXboP7FbuueceCdxCCCGEEEKIZicj3ecgI93OT1VVjh49CoC3t7c0chJCCCGEEEI0qgvNjbJlmHBJRqOxYS9SIYQQQgghhNCLTC8XQgghhBBCCCGaiIRuIYQQQgghhBCiiUjoFkIIIYQQQgghmoiEbiGEEEIIIYQQoolI6BZCCCGEEEIIIZqIhG4hhBBCCCGEEKKJSOgWQgghhBBCCCGaiIRuIYQQQgghhBCiiUjoFkIIIYQQQgghmoiEbiGEEEIIIYQQoolI6BZCCCGEEEIIIZqIhG4hhBBCCCGEEKKJSOgWQgghhBBCCCGaiIRuIYQQQgghhBCiiUjoFkIIIYQQQgghmoiEbiGEEEIIIYQQoolI6BZCCCGEEEIIIZqIhG4hhBBCCCGEEKKJSOgWQgghhBBCCCGaiEnvAhyRpmkAlJeX61yJEEIIIYQQQghHdCYvnsmP5yOh+xwqKioAiIiI0LkSIYQQQgghhBCOrKKiAn9///P+XNF+L5a3QHa7nWPHjuHr64uiKHqXIy5ReXk5ERERHDlyBD8/P73LEaLFkmNRCMchx6MQjkGORdegaRoVFRW0adMGg+H8K7dlpPscDAYD7dq107sM0Uj8/PzkxUwIByDHohCOQ45HIRyDHIvO77dGuM+QRmpCCCGEEEIIIUQTkdAthBBCCCGEEEI0EQndwmW5u7vz1FNP4e7urncpQrRociwK4TjkeBTCMcix2LJIIzUhhBBCCCGEEKKJyEi3EEIIIYQQQgjRRCR0CyGEEEIIIYQQTURCt3A68+fPJyAgQO8yhBAXSVEUvvvuO73LEEIIIYRoVhK6hdOZOXMm+/btu6jbJCUl8eCDDzZNQUKIC1JQUMD48eP1LkMIIYRocjJIJH7JpHcBQlwsT09PPD09dXlsi8WCm5ubLo8thLM6c9yEh4frXYoQopmpqoqiKBgMMs4jhGi55BVQOITFixcTEBCAqqoAbNu2DUVReOyxxxquc9ttt3HDDTf86szh3Llz6dOnD5988glRUVH4+/tzzTXXUFFRAcDNN9/MmjVrePPNN1EUBUVRyM3NBWDXrl2MHz8eHx8fWrVqxY033khxcXHDfSclJXHvvffy4IMPEhISwhVXXNH0vwwhHMDChQvp1asXnp6eBAcHM3r0aKqqqrj55puZMmUKTz/9NKGhofj5+XHnnXdisVgabnu+4+aX08tzc3NRFIVFixYxYsQIvLy86N27Nxs2bDirjg8//JCIiAi8vLyYOnUqr732mowcCJd0vmPuXDO1pkyZws0339zwfVRUFM8++yyzZs3Cx8eHyMhIfvjhB06cOMHkyZPx8fEhNjaWLVu2NNzmzHvp4sWL6dq1K15eXkyfPp3q6moWLFhAVFQUgYGB3H///Q3vzQB1dXXMnj2btm3b4u3tzeDBg0lNTf3V/f7www/06NEDd3d3Dh8+3FS/NiGazPLlyxk2bBgBAQEEBwczadIkDhw4AEBqaiqKonDq1KmG65/57Jqbm0tqaiq33HILZWVlDZ89586dC5x7qVVAQADz588H/vv++NVXXzF8+HA8PT0ZOHAg+/btY/PmzQwYMAAfHx/Gjx/PiRMnGu7jzPvzK6+8QuvWrQkODuaee+7BarU25a9JXCAJ3cIhDB8+nIqKCrZu3QrAmjVrCAkJOeuNfM2aNSQlJZ3z9gcOHOC7775j8eLFLF68mDVr1vDCCy8A8OabbxIXF8ftt99OQUEBBQUFREREcOrUKUaOHEnfvn3ZsmULy5cv5/jx4/zhD384674XLFiAm5sb6enp/OMf/2iS5y+EIykoKODaa6/l1ltvJSsri9TUVKZNm8aZHSZXr17dcPnnn3/OokWLePrpp8+6jws9bubMmcPs2bPZtm0bXbp04dprr8VmswGQnp7OnXfeyQMPPMC2bdsYM2YMzz33XNM9cSF08nvH3IV4/fXXiY+PZ+vWrUycOJEbb7yRWbNmccMNN5CZmUmnTp2YNWvWWfdZXV3NW2+9xRdffMHy5ctJTU1l6tSpLF26lKVLl/LJJ5/w/vvvs3Dhwobb3HvvvWzYsIEvvviCHTt2MGPGDMaNG8f+/fvPut8XX3yRf/7zn+zevZuwsLDG+UUJ0Yyqqqp4+OGH2bJlC6tXr8ZgMDB16lTsdvvv3nbo0KG88cYb+Pn5NXz2nD179kU9/lNPPcUTTzxBZmYmJpOJ6667jkcffZQ333yTtLQ0cnJy+Otf/3rWbVJSUjhw4AApKSksWLCA+fPnN4R5oTNNCAfRr18/7eWXX9Y0TdOmTJmiPffcc5qbm5tWUVGh5efna4C2b98+7eOPP9b8/f0bbvfUU09pXl5eWnl5ecNljzzyiDZ48OCG7xMTE7UHHnjgrMf729/+po0dO/asy44cOaIBWnZ2dsPt+vbt28jPVAjHlpGRoQFabm7ur3520003aUFBQVpVVVXDZe+9957m4+Ojqaqqadr5jxtA+/bbbzVN07RDhw5pgPbPf/6z4ee7d+/WAC0rK0vTNE2bOXOmNnHixLPu4/rrrz/r+BfCFfzWMXeu96/JkydrN910U8P3kZGR2g033NDwfUFBgQZoTz75ZMNlGzZs0ACtoKBA0zRN+/jjjzVAy8nJabjOHXfcoXl5eWkVFRUNl11xxRXaHXfcoWmapuXl5WlGo1E7evToWfWMGjVK+8tf/nLW/W7btu0ifwtCOLYTJ05ogLZz504tJSVFA7STJ082/Hzr1q0aoB06dEjTNO1Xn1fP+OV74Rn+/v7axx9/rGnaud8fP//8cw3QVq9e3XDZvHnztK5duzZ8f9NNN2mRkZGazWZruGzGjBnazJkzL/1Ji0YjI93CYSQmJpKamoqmaaSlpTFt2jS6d+/OunXrWLNmDW3atKFz587nvG1UVBS+vr4N37du3ZqioqLffLzt27eTkpKCj49Pw79u3boBNEwfAujfv38jPDshnEfv3r0ZNWoUvXr1YsaMGXz44YecPHnyrJ97eXk1fB8XF0dlZSVHjhxpuOxCj5vY2NiGr1u3bg3QcOxmZ2czaNCgs67/v98L4Qp+75i7EL88llq1agVAr169fnXZL98bvby86NSp01nXiYqKwsfH56zLztxm586dqKpKly5dznrvXLNmzVnvm25ubmfVI4Qz2r9/P9deey0dO3bEz8+PqKgogGZbLnEhx/T/ftbt2bMnRqOx4fsL+Twsmoc0UhMOIykpiY8++ojt27djNpvp1q0bSUlJpKamcvLkSRITE897W7PZfNb3iqL87vSfyspKrrzySl588cVf/ezMh38Ab2/vi3wmQjg3o9HIypUrWb9+PStWrODtt99mzpw5bNy48YLv40KPm18eu4qiAFzQ1D0hXMlvHXMGg+FX08zPtUbzXMfS7x1f53rv/K3308rKSoxGIxkZGWd9sAfOCuqenp4NjyeEs7ryyiuJjIzkww8/pE2bNtjtdmJiYrBYLA1/7788Ni907bSiKI12TP/v++WlfB4WzUNCt3AYZ9Z1v/766w0BOykpiRdeeIGTJ0/y5z//+ZLv283N7axGMAD9+vXjm2++ISoqCpNJDgUhfklRFOLj44mPj+evf/0rkZGRfPvtt0D9LJGampqGXQR+/vlnfHx8iIiIaNQaunbtyubNm8+67H+/F8JVnO+YCw0NpaCgoOF6qqqya9cuRowY0ew19u3bF1VVKSoqYvjw4c3++EI0l5KSErKzs/nwww8b/tbXrVvX8PPQ0FCgvh9DYGAgUN9I7ZfO9dnzzG1/eUzv37+f6urqxn4KwsHI9HLhMAIDA4mNjeWzzz5raJiWkJBAZmYm+/bt+82R7t8TFRXFxo0byc3Npbi4GLvdzj333ENpaSnXXnstmzdv5sCBA/z000/ccsst53yRFKKl2LhxI88//zxbtmzh8OHDLFq0iBMnTtC9e3egfguwP/7xj+zZs4elS5fy1FNPce+99zb6lkD33XcfS5cu5bXXXmP//v28//77LFu2TEbQhMv5rWNu5MiRLFmyhCVLlrB3717uuuuuszomN6cuXbpw/fXXM2vWLBYtWsShQ4fYtGkT8+bNY8mSJbrUJERTCAwMJDg4mA8++ICcnBySk5N5+OGHG34eHR1NREQEc+fOZf/+/SxZsoRXX331rPuIioqisrKS1atXU1xc3BCsR44cyTvvvMPWrVvZsmULd955569GqIXrkdAtHEpiYiKqqjaE7qCgIHr06EF4eDhdu3a95PudPXs2RqORHj16EBoayuHDh2nTpg3p6emoqsrYsWPp1asXDz74IAEBAbKfqGjR/Pz8WLt2LRMmTKBLly488cQTvPrqq4wfPx6AUaNG0blzZxISEpg5cyZXXXVVw1YojSk+Pp5//OMfvPbaa/Tu3Zvly5fz0EMP4eHh0eiPJYSefuuYu/XWW7npppuYNWsWiYmJdOzYUZdR7jM+/vhjZs2axZ///Ge6du3KlClT2Lx5M+3bt9etJiEam8Fg4IsvviAjI4OYmBgeeughXn755Yafm81mPv/8c/bu3UtsbCwvvvgizz777Fn3MXToUO68805mzpxJaGgoL730EgCvvvoqERERDB8+nOuuu47Zs2ef1SdFuCZF+99FBUIIIcR53HzzzZw6depXe4w2l9tvv529e/eSlpamy+MLIYQQQlwsWcgqhBDCYb3yyiuMGTMGb29vli1bxoIFC3j33Xf1LksIIYQQ4oJJ6BZCCOGwNm3axEsvvURFRQUdO3bkrbfe4rbbbtO7LCGEEEKICybTy4UQQgghhBBCiCYi3aKEEEIIIYQQQogmIqFbCCGEEEIIIYRoIhK6hRBCCCGEEEKIJiKhWwghhBBCCCGEaCISuoUQQgghhBBCiCYioVsIIYQQQgghhGgiErqFEEIIF3LixAnuuusu2rdvj7u7O+Hh4VxxxRWkp6frXZoQQgjRIpn0LkAIIYQQjefqq6/GYrGwYMECOnbsyPHjx1m9ejUlJSV6lyaEEEK0SDLSLYQQQriIU6dOkZaWxosvvsiIESOIjIxk0KBB/OUvf+Gqq65quM5tt91GaGgofn5+jBw5ku3btzfcx4EDB5g8eTKtWrXCx8eHgQMHsmrVqrMe591336Vz5854eHjQqlUrpk+f3vCzuro67r//fsLCwvDw8GDYsGFs3ry54eepqakoisLq1asZMGAAXl5eDB06lOzs7Cb+7QghhBD6kNAthBBCuAgfHx98fHz47rvvqKurO+d1ZsyYQVFREcuWLSMjI4N+/foxatQoSktLAaisrGTChAmsXr2arVu3Mm7cOK688koOHz4MwJYtW7j//vt55plnyM7OZvny5SQkJDTc/6OPPso333zDggULyMzMJDo6miuuuKLh/s+YM2cOr776Klu2bMFkMnHrrbc20W9FCCGE0JeiaZqmdxFCCCGEaBzffPMNt99+OzU1NfTr14/ExESuueYaYmNjWbduHRMnTqSoqAh3d/eG20RHR/Poo4/ypz/96Zz3GRMTw5133sm9997LokWLuOWWW8jPz8fX1/es61VVVREYGMj8+fO57rrrALBarURFRfHggw/yyCOPkJqayogRI1i1ahWjRo0CYOnSpUycOJGamho8PDya6DcjhBBC6ENGuoUQQggXcvXVV3Ps2DF++OEHxo0bR2pqKv369WP+/Pls376dyspKgoODG0bFfXx8OHToEAcOHADqR7pnz55N9+7dCQgIwMfHh6ysrIaR7jFjxhAZGUnHjh258cYb+eyzz6iurgbqp6ZbrVbi4+Mb6jGbzQwaNIisrKyz6oyNjW34unXr1gAUFRU16e9GCCGE0IM0UhNCCCFcjIeHB2PGjGHMmDE8+eST3HbbbTz11FPcfffdtG7dmtTU1F/dJiAgAIDZs2ezcuVKXnnlFaKjo/H09GT69OlYLBYAfH19yczMJDU1lRUrVvDXv/6VuXPnnrVu+0KYzeaGrxVFAcBut1/aExZCCCEcmIx0CyGEEC6uR48eVFVV0a9fPwoLCzGZTERHR5/1LyQkBID09HRuvvlmpk6dSq9evQgPDyc3N/es+zOZTIwePZqXXnqJHTt2kJubS3JyMp06dcLNze2s7cmsViubN2+mR48ezfmUhRBCCIchI91CCCGEiygpKWHGjBnceuutxMbG4uvry5YtW3jppZeYPHkyo0ePJi4ujilTpvDSSy/RpUsXjh07xpIlS5g6dSoDBgygc+fOLFq0iCuvvBJFUXjyySfPGoFevHgxBw8eJCEhgcDAQJYuXYrdbqdr1654e3tz11138cgjjxAUFET79u156aWXqK6u5o9//KOOvxkhhBBCPxK6hRBCCBfh4+PD4MGDef311xvWV0dERHD77bfz+OOPoygKS5cuZc6cOdxyyy2cOHGC8PBwEhISaNWqFQCvvfYat956K0OHDiUkJIT/+7//o7y8vOExAgICWLRoEXPnzqW2tpbOnTvz+eef07NnTwBeeOEF7HY7N954IxUVFQwYMICffvqJwMBAXX4nQgghhN6ke7kQQgghhBBCCNFEZE23EEIIIYQQQgjRRCR0CyGEEEIIIYQQTURCtxBCCCGEEEII0UQkdAshhBBCCCGEEE1EQrcQQgghhBBCCNFEJHQLIYQQQgghhBBNREK3EEIIIYQQQgjRRCR0CyGEEEIIIYQQTURCtxBCCCGEEEII0UQkdAshhBBCCCGEEE1EQrcQQgghhBBCCNFEJHQLIYQQQgghhBBN5P8Bginqfdobhn4AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_seasonal_wind(df)"
    ]
@@ -1099,7 +1714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "id": "fceb64bd1f51b7f4",
    "metadata": {
     "ExecuteTime": {
@@ -1107,7 +1722,18 @@
      "start_time": "2026-05-26T07:19:55.269572575Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_station_coverage(df)"
    ]
@@ -1124,7 +1750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "id": "4adaa18dac55208e",
    "metadata": {
     "ExecuteTime": {
@@ -1132,7 +1758,18 @@
      "start_time": "2026-05-26T07:19:55.618258970Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "eplots.plot_seasonal_stats_heatmap(df)"
    ]
diff --git a/tardis_meteo_model.executed.ipynb b/tardis_meteo_model.executed.ipynb
new file mode 100644
index 0000000..2af7347
--- /dev/null
+++ b/tardis_meteo_model.executed.ipynb
@@ -0,0 +1,983 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "m00",
+   "metadata": {},
+   "source": [
+    "# TARDIS — Weather Model Training Notebook\n",
+    "\n",
+    "All logic stays in this notebook because `scripts/model/` is specialised for train delay prediction. This notebook follows the same orchestration style as `tardis_model.ipynb`, but targets the cleaned Meteo-France dataset.\n",
+    "\n",
+    "| Section | Role |\n",
+    "|--------|------|\n",
+    "| Imports | Load libraries and project settings |\n",
+    "| Data loading | Read `data/processed/meteo/cleaned_meteo_dataset.csv` |\n",
+    "| Target | Predict daily mean temperature `TM` by default |\n",
+    "| Preprocessing | Impute numeric values, scale them, encode categorical values |\n",
+    "| Models | Train Linear Regression, Ridge, Random Forest, Gradient Boosting, XGBoost and LightGBM when available |\n",
+    "| Evaluation | Compare RMSE, MAE and R2 against a mean baseline |\n",
+    "| Export | Save the best pipeline to `meteo_model.joblib` |"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:37:05.652615Z",
+     "iopub.status.busy": "2026-05-26T13:37:05.652478Z",
+     "iopub.status.idle": "2026-05-26T13:37:06.637682Z",
+     "shell.execute_reply": "2026-05-26T13:37:06.637058Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Repertoire : /home/erwan/EpitechProjects/Tardis\n"
+     ]
+    }
+   ],
+   "source": [
+    "import json\n",
+    "import os\n",
+    "import sys\n",
+    "import warnings\n",
+    "from pathlib import Path\n",
+    "\n",
+    "if \".\" not in sys.path:\n",
+    "    sys.path.insert(0, \".\")\n",
+    "\n",
+    "import joblib\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from sklearn.base import clone\n",
+    "from sklearn.compose import ColumnTransformer\n",
+    "from sklearn.ensemble import GradientBoostingRegressor, RandomForestRegressor\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.linear_model import LinearRegression, Ridge\n",
+    "from sklearn.metrics import mean_absolute_error, r2_score, root_mean_squared_error\n",
+    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
+    "\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "plt.style.use(\"seaborn-v0_8-whitegrid\")\n",
+    "\n",
+    "RANDOM_STATE = 42\n",
+    "print(f\"✓ Repertoire : {os.getcwd()}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m01",
+   "metadata": {},
+   "source": [
+    "## 2. Chargement & exploration des donnees"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c02",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:37:06.639988Z",
+     "iopub.status.busy": "2026-05-26T13:37:06.639845Z",
+     "iopub.status.idle": "2026-05-26T13:37:11.663056Z",
+     "shell.execute_reply": "2026-05-26T13:37:11.662273Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset : 250,000 lignes x 23 colonnes\n",
+      "Periode : 1950-01-01 -> 2026-05-16\n",
+      "Stations: 200\n",
+      "Cible   : TM\n",
+      "  -> Moyenne : 10.76 | Ecart-type : 6.93 | Max : 31.0\n",
+      "  -> Valeurs manquantes sur la cible : 219,432\n"
+     ]
+    }
+   ],
+   "source": [
+    "DATASET_PATH = Path(\"data/processed/meteo/cleaned_meteo_dataset.csv\")\n",
+    "\n",
+    "if not DATASET_PATH.exists():\n",
+    "    raise FileNotFoundError(\n",
+    "        f\"Dataset introuvable : {DATASET_PATH}. Lance d'abord tardis_meteo_eda.ipynb ou la pipeline meteo.\"\n",
+    "    )\n",
+    "\n",
+    "TARGET = \"TM\"  # Temperature moyenne journaliere. Change possible: \"TX\", \"TN\", \"RR\", \"FFM\".\n",
+    "MAX_ROWS = 250_000  # Ajuste a None pour utiliser tout le dataset.\n",
+    "\n",
+    "base_cols = [\n",
+    "    \"NUM_POSTE\", \"NOM_USUEL\", \"LAT\", \"LON\", \"ALTI\", \"date\", \"year\", \"month\", \"season\",\n",
+    "    \"RR\", \"FFM\", \"wind_category\", \"precip_category\",\n",
+    "    \"NEIG\", \"BROU\", \"ORAG\", \"GRELE\", \"VERGLAS\", \"SOLNEIGE\", \"GELEE\", TARGET,\n",
+    "]\n",
+    "\n",
+    "available_cols = pd.read_csv(DATASET_PATH, nrows=0).columns.tolist()\n",
+    "usecols = [col for col in base_cols if col in available_cols]\n",
+    "df = pd.read_csv(DATASET_PATH, usecols=usecols, parse_dates=[\"date\"], low_memory=False)\n",
+    "\n",
+    "if MAX_ROWS is not None and len(df) > MAX_ROWS:\n",
+    "    df = df.sample(MAX_ROWS, random_state=RANDOM_STATE).sort_values(\"date\")\n",
+    "\n",
+    "df[\"day_of_week\"] = df[\"date\"].dt.dayofweek\n",
+    "df[\"day_of_year\"] = df[\"date\"].dt.dayofyear\n",
+    "\n",
+    "print(f\"Dataset : {df.shape[0]:,} lignes x {df.shape[1]} colonnes\")\n",
+    "print(f\"Periode : {df['date'].min().date()} -> {df['date'].max().date()}\")\n",
+    "print(f\"Stations: {df['NUM_POSTE'].nunique():,}\")\n",
+    "print(f\"Cible   : {TARGET}\")\n",
+    "print(f\"  -> Moyenne : {df[TARGET].mean():.2f} | Ecart-type : {df[TARGET].std():.2f} | Max : {df[TARGET].max():.1f}\")\n",
+    "print(f\"  -> Valeurs manquantes sur la cible : {df[TARGET].isna().sum():,}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c03",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:37:11.666363Z",
+     "iopub.status.busy": "2026-05-26T13:37:11.666283Z",
+     "iopub.status.idle": "2026-05-26T13:37:11.893914Z",
+     "shell.execute_reply": "2026-05-26T13:37:11.891509Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1300x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n",
+    "\n",
+    "axes[0].hist(df[TARGET].dropna(), bins=60, color=\"#4f46e5\", alpha=0.8, edgecolor=\"none\")\n",
+    "axes[0].axvline(df[TARGET].mean(), color=\"#ef4444\", linestyle=\"--\", label=f\"Moyenne : {df[TARGET].mean():.1f}\")\n",
+    "axes[0].set_xlabel(TARGET)\n",
+    "axes[0].set_ylabel(\"Frequence\")\n",
+    "axes[0].set_title(\"Distribution de la cible meteo\")\n",
+    "axes[0].legend()\n",
+    "\n",
+    "monthly = df.groupby([\"year\", \"month\"])[TARGET].mean().reset_index()\n",
+    "monthly[\"period\"] = pd.to_datetime(monthly[[\"year\", \"month\"]].assign(day=1))\n",
+    "axes[1].plot(monthly[\"period\"], monthly[TARGET], color=\"#4f46e5\", linewidth=1.2)\n",
+    "axes[1].axhline(df[TARGET].mean(), color=\"#ef4444\", linestyle=\"--\", alpha=0.7)\n",
+    "axes[1].set_xlabel(\"\")\n",
+    "axes[1].set_ylabel(TARGET)\n",
+    "axes[1].set_title(\"Evolution mensuelle\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m02",
+   "metadata": {},
+   "source": [
+    "## 3. Preparation des donnees & split\n",
+    "\n",
+    "**Strategie anti-fuite de donnees :** pour predire `TM`, on n'utilise pas `TN`, `TX`, `TAMPLI` ou `temp_amplitude`, car ces colonnes encodent directement la temperature du meme jour. Le modele apprend surtout le signal station + calendrier + contexte meteo."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c04",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:37:11.896946Z",
+     "iopub.status.busy": "2026-05-26T13:37:11.896845Z",
+     "iopub.status.idle": "2026-05-26T13:37:11.913739Z",
+     "shell.execute_reply": "2026-05-26T13:37:11.912845Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Echantillon d'entrainement : 24,454 lignes\n",
+      "Echantillon de test        : 6,114 lignes\n",
+      "Features numeriques        : ['LAT', 'LON', 'ALTI', 'year', 'month', 'day_of_week', 'day_of_year', 'RR', 'FFM', 'NEIG', 'BROU', 'ORAG', 'GRELE', 'VERGLAS', 'SOLNEIGE', 'GELEE']\n",
+      "Features categor.          : ['NUM_POSTE', 'NOM_USUEL', 'season', 'wind_category', 'precip_category']\n"
+     ]
+    }
+   ],
+   "source": [
+    "numeric_features = [\n",
+    "    \"LAT\", \"LON\", \"ALTI\", \"year\", \"month\", \"day_of_week\", \"day_of_year\", \"RR\", \"FFM\",\n",
+    "    \"NEIG\", \"BROU\", \"ORAG\", \"GRELE\", \"VERGLAS\", \"SOLNEIGE\", \"GELEE\",\n",
+    "]\n",
+    "categorical_features = [\"NUM_POSTE\", \"NOM_USUEL\", \"season\", \"wind_category\", \"precip_category\"]\n",
+    "\n",
+    "numeric_features = [col for col in numeric_features if col in df.columns and col != TARGET]\n",
+    "categorical_features = [col for col in categorical_features if col in df.columns and col != TARGET]\n",
+    "all_features = numeric_features + categorical_features\n",
+    "\n",
+    "df_model = df.dropna(subset=[TARGET]).copy()\n",
+    "X = df_model[all_features]\n",
+    "y = df_model[TARGET]\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    X, y, test_size=0.2, random_state=RANDOM_STATE\n",
+    ")\n",
+    "\n",
+    "try:\n",
+    "    onehot = OneHotEncoder(handle_unknown=\"ignore\", sparse_output=True)\n",
+    "except TypeError:\n",
+    "    onehot = OneHotEncoder(handle_unknown=\"ignore\", sparse=True)\n",
+    "\n",
+    "preprocessor = ColumnTransformer(\n",
+    "    transformers=[\n",
+    "        (\"num\", Pipeline([\n",
+    "            (\"imputer\", SimpleImputer(strategy=\"median\")),\n",
+    "            (\"scaler\", StandardScaler()),\n",
+    "        ]), numeric_features),\n",
+    "        (\"cat\", Pipeline([\n",
+    "            (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n",
+    "            (\"onehot\", onehot),\n",
+    "        ]), categorical_features),\n",
+    "    ],\n",
+    "    remainder=\"drop\",\n",
+    ")\n",
+    "\n",
+    "print(f\"Echantillon d'entrainement : {len(X_train):,} lignes\")\n",
+    "print(f\"Echantillon de test        : {len(X_test):,} lignes\")\n",
+    "print(f\"Features numeriques        : {numeric_features}\")\n",
+    "print(f\"Features categor.          : {categorical_features}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c05",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:37:11.915922Z",
+     "iopub.status.busy": "2026-05-26T13:37:11.915833Z",
+     "iopub.status.idle": "2026-05-26T13:37:11.919475Z",
+     "shell.execute_reply": "2026-05-26T13:37:11.918762Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Baseline (predire la moyenne d'entrainement) :\n",
+      "  RMSE : 7.000\n",
+      "  MAE  : 5.773\n",
+      "  R2   : -0.0004\n"
+     ]
+    }
+   ],
+   "source": [
+    "def compute_metrics(y_true, y_pred):\n",
+    "    return {\n",
+    "        \"RMSE\": root_mean_squared_error(y_true, y_pred),\n",
+    "        \"MAE\": mean_absolute_error(y_true, y_pred),\n",
+    "        \"R2\": r2_score(y_true, y_pred),\n",
+    "    }\n",
+    "\n",
+    "baseline_pred = np.full_like(y_test.to_numpy(dtype=float), y_train.mean(), dtype=float)\n",
+    "baseline = compute_metrics(y_test, baseline_pred)\n",
+    "\n",
+    "print(\"Baseline (predire la moyenne d'entrainement) :\")\n",
+    "print(f\"  RMSE : {baseline['RMSE']:.3f}\")\n",
+    "print(f\"  MAE  : {baseline['MAE']:.3f}\")\n",
+    "print(f\"  R2   : {baseline['R2']:.4f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m03",
+   "metadata": {},
+   "source": [
+    "## 4. Entrainement complet\n",
+    "\n",
+    "Comme dans le notebook train, cette section entraine 6 modeles de base puis optimise le meilleur avec `GridSearchCV`, ce qui donne 7 resultats au total quand XGBoost et LightGBM sont disponibles.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c06",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:37:11.922513Z",
+     "iopub.status.busy": "2026-05-26T13:37:11.922405Z",
+     "iopub.status.idle": "2026-05-26T13:42:23.486465Z",
+     "shell.execute_reply": "2026-05-26T13:42:23.482368Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Linear Regression    | RMSE: 4.262 | MAE: 3.393 | R2: 0.6292\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ridge                | RMSE: 4.262 | MAE: 3.393 | R2: 0.6292\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Forest        | RMSE: 2.851 | MAE: 2.238 | R2: 0.8341\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Gradient Boosting    | RMSE: 3.228 | MAE: 2.578 | R2: 0.7873\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "XGBoost              | RMSE: 3.004 | MAE: 2.392 | R2: 0.8158\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LightGBM             | RMSE: 2.912 | MAE: 2.311 | R2: 0.8269\n",
+      "\n",
+      "Optimisation : Random Forest\n",
+      "Fitting 3 folds for each of 12 candidates, totalling 36 fits\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Best params : {'model__max_depth': None, 'model__min_samples_leaf': 2, 'model__n_estimators': 260}\n",
+      "CV RMSE     : 2.962\n",
+      "Random Forest (tuned) | RMSE: 2.846 | MAE: 2.234 | R2: 0.8346\n",
+      "\n",
+      "Meilleur modele final : Random Forest (tuned)\n"
+     ]
+    }
+   ],
+   "source": [
+    "candidates = {\n",
+    "    \"Linear Regression\": LinearRegression(),\n",
+    "    \"Ridge\": Ridge(alpha=1.0),\n",
+    "    \"Random Forest\": RandomForestRegressor(\n",
+    "        n_estimators=160, max_depth=24, min_samples_leaf=2,\n",
+    "        random_state=RANDOM_STATE, n_jobs=-1\n",
+    "    ),\n",
+    "    \"Gradient Boosting\": GradientBoostingRegressor(\n",
+    "        n_estimators=180, learning_rate=0.06, max_depth=4,\n",
+    "        random_state=RANDOM_STATE\n",
+    "    ),\n",
+    "}\n",
+    "\n",
+    "try:\n",
+    "    import xgboost as xgb\n",
+    "    candidates[\"XGBoost\"] = xgb.XGBRegressor(\n",
+    "        n_estimators=260, learning_rate=0.06, max_depth=6,\n",
+    "        subsample=0.85, colsample_bytree=0.85,\n",
+    "        random_state=RANDOM_STATE, tree_method=\"hist\", verbosity=0,\n",
+    "    )\n",
+    "except ImportError:\n",
+    "    print(\"XGBoost indisponible\")\n",
+    "\n",
+    "try:\n",
+    "    import lightgbm as lgb\n",
+    "    candidates[\"LightGBM\"] = lgb.LGBMRegressor(\n",
+    "        n_estimators=320, learning_rate=0.05, max_depth=8,\n",
+    "        num_leaves=63, subsample=0.85, colsample_bytree=0.85,\n",
+    "        random_state=RANDOM_STATE, verbosity=-1,\n",
+    "    )\n",
+    "except ImportError:\n",
+    "    print(\"LightGBM indisponible\")\n",
+    "\n",
+    "all_results = {}\n",
+    "all_pipelines = {}\n",
+    "\n",
+    "for name, model in candidates.items():\n",
+    "    pipe = Pipeline([(\"prep\", clone(preprocessor)), (\"model\", model)])\n",
+    "    pipe.fit(X_train, y_train)\n",
+    "    preds = pipe.predict(X_test)\n",
+    "    all_results[name] = compute_metrics(y_test, preds)\n",
+    "    all_pipelines[name] = pipe\n",
+    "    print(\n",
+    "        f\"{name:20s} | RMSE: {all_results[name]['RMSE']:.3f} \"\n",
+    "        f\"| MAE: {all_results[name]['MAE']:.3f} | R2: {all_results[name]['R2']:.4f}\"\n",
+    "    )\n",
+    "\n",
+    "best_base_name = min(all_results, key=lambda key: all_results[key][\"RMSE\"])\n",
+    "print(f\"\\nOptimisation : {best_base_name}\")\n",
+    "\n",
+    "if best_base_name == \"LightGBM\" and \"lgb\" in globals():\n",
+    "    tuned_model = lgb.LGBMRegressor(random_state=RANDOM_STATE, verbosity=-1)\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [200, 400],\n",
+    "        \"model__learning_rate\": [0.03, 0.05, 0.1],\n",
+    "        \"model__max_depth\": [6, 8],\n",
+    "        \"model__num_leaves\": [31, 63],\n",
+    "    }\n",
+    "elif best_base_name == \"XGBoost\" and \"xgb\" in globals():\n",
+    "    tuned_model = xgb.XGBRegressor(random_state=RANDOM_STATE, verbosity=0, tree_method=\"hist\")\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [200, 400],\n",
+    "        \"model__learning_rate\": [0.03, 0.05, 0.1],\n",
+    "        \"model__max_depth\": [4, 6],\n",
+    "        \"model__subsample\": [0.8, 1.0],\n",
+    "    }\n",
+    "elif best_base_name == \"Random Forest\":\n",
+    "    tuned_model = RandomForestRegressor(random_state=RANDOM_STATE, n_jobs=-1)\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [160, 260],\n",
+    "        \"model__max_depth\": [18, 24, None],\n",
+    "        \"model__min_samples_leaf\": [1, 2],\n",
+    "    }\n",
+    "else:\n",
+    "    tuned_model = GradientBoostingRegressor(random_state=RANDOM_STATE)\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [160, 240],\n",
+    "        \"model__learning_rate\": [0.03, 0.06, 0.1],\n",
+    "        \"model__max_depth\": [3, 4],\n",
+    "    }\n",
+    "\n",
+    "tuned_search = GridSearchCV(\n",
+    "    Pipeline([(\"prep\", clone(preprocessor)), (\"model\", tuned_model)]),\n",
+    "    tuned_grid,\n",
+    "    cv=3,\n",
+    "    scoring=\"neg_root_mean_squared_error\",\n",
+    "    n_jobs=1,\n",
+    "    verbose=1,\n",
+    ")\n",
+    "tuned_search.fit(X_train, y_train)\n",
+    "\n",
+    "best_name = f\"{best_base_name} (tuned)\"\n",
+    "best_pipeline = tuned_search.best_estimator_\n",
+    "tuned_preds = best_pipeline.predict(X_test)\n",
+    "all_results[best_name] = compute_metrics(y_test, tuned_preds)\n",
+    "all_pipelines[best_name] = best_pipeline\n",
+    "\n",
+    "print(f\"\\nBest params : {tuned_search.best_params_}\")\n",
+    "print(f\"CV RMSE     : {-tuned_search.best_score_:.3f}\")\n",
+    "print(\n",
+    "    f\"{best_name:20s} | RMSE: {all_results[best_name]['RMSE']:.3f} \"\n",
+    "    f\"| MAE: {all_results[best_name]['MAE']:.3f} | R2: {all_results[best_name]['R2']:.4f}\"\n",
+    ")\n",
+    "print(f\"\\nMeilleur modele final : {best_name}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m04",
+   "metadata": {},
+   "source": [
+    "## 5. Tableau des resultats"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c07",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:42:23.490327Z",
+     "iopub.status.busy": "2026-05-26T13:42:23.490179Z",
+     "iopub.status.idle": "2026-05-26T13:42:23.536314Z",
+     "shell.execute_reply": "2026-05-26T13:42:23.533976Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "#T_8b16f_row0_col0, #T_8b16f_row0_col1, #T_8b16f_row0_col2, #T_8b16f_row1_col0, #T_8b16f_row1_col1, #T_8b16f_row1_col2 {\n",
+       "  background-color: #006837;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row2_col0 {\n",
+       "  background-color: #04703b;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row2_col1, #T_8b16f_row3_col2 {\n",
+       "  background-color: #05713c;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row2_col2 {\n",
+       "  background-color: #026c39;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row3_col0 {\n",
+       "  background-color: #097940;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row3_col1 {\n",
+       "  background-color: #0b7d42;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row4_col0 {\n",
+       "  background-color: #17934e;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row4_col1 {\n",
+       "  background-color: #18954f;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row4_col2 {\n",
+       "  background-color: #0e8245;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_8b16f_row5_col0, #T_8b16f_row6_col0 {\n",
+       "  background-color: #bbe278;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_8b16f_row5_col1, #T_8b16f_row6_col1 {\n",
+       "  background-color: #b3df72;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_8b16f_row5_col2, #T_8b16f_row6_col2 {\n",
+       "  background-color: #82c966;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_8b16f_row7_col0, #T_8b16f_row7_col1, #T_8b16f_row7_col2 {\n",
+       "  background-color: #a50026;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_8b16f\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_8b16f_level0_col0\" class=\"col_heading level0 col0\" >RMSE</th>\n",
+       "      <th id=\"T_8b16f_level0_col1\" class=\"col_heading level0 col1\" >MAE</th>\n",
+       "      <th id=\"T_8b16f_level0_col2\" class=\"col_heading level0 col2\" >R2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row0\" class=\"row_heading level0 row0\" >Random Forest (tuned)</th>\n",
+       "      <td id=\"T_8b16f_row0_col0\" class=\"data row0 col0\" >2.846</td>\n",
+       "      <td id=\"T_8b16f_row0_col1\" class=\"data row0 col1\" >2.234</td>\n",
+       "      <td id=\"T_8b16f_row0_col2\" class=\"data row0 col2\" >0.8346</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row1\" class=\"row_heading level0 row1\" >Random Forest</th>\n",
+       "      <td id=\"T_8b16f_row1_col0\" class=\"data row1 col0\" >2.851</td>\n",
+       "      <td id=\"T_8b16f_row1_col1\" class=\"data row1 col1\" >2.238</td>\n",
+       "      <td id=\"T_8b16f_row1_col2\" class=\"data row1 col2\" >0.8341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row2\" class=\"row_heading level0 row2\" >LightGBM</th>\n",
+       "      <td id=\"T_8b16f_row2_col0\" class=\"data row2 col0\" >2.912</td>\n",
+       "      <td id=\"T_8b16f_row2_col1\" class=\"data row2 col1\" >2.311</td>\n",
+       "      <td id=\"T_8b16f_row2_col2\" class=\"data row2 col2\" >0.8269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row3\" class=\"row_heading level0 row3\" >XGBoost</th>\n",
+       "      <td id=\"T_8b16f_row3_col0\" class=\"data row3 col0\" >3.004</td>\n",
+       "      <td id=\"T_8b16f_row3_col1\" class=\"data row3 col1\" >2.392</td>\n",
+       "      <td id=\"T_8b16f_row3_col2\" class=\"data row3 col2\" >0.8158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row4\" class=\"row_heading level0 row4\" >Gradient Boosting</th>\n",
+       "      <td id=\"T_8b16f_row4_col0\" class=\"data row4 col0\" >3.228</td>\n",
+       "      <td id=\"T_8b16f_row4_col1\" class=\"data row4 col1\" >2.578</td>\n",
+       "      <td id=\"T_8b16f_row4_col2\" class=\"data row4 col2\" >0.7873</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row5\" class=\"row_heading level0 row5\" >Ridge</th>\n",
+       "      <td id=\"T_8b16f_row5_col0\" class=\"data row5 col0\" >4.262</td>\n",
+       "      <td id=\"T_8b16f_row5_col1\" class=\"data row5 col1\" >3.393</td>\n",
+       "      <td id=\"T_8b16f_row5_col2\" class=\"data row5 col2\" >0.6292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row6\" class=\"row_heading level0 row6\" >Linear Regression</th>\n",
+       "      <td id=\"T_8b16f_row6_col0\" class=\"data row6 col0\" >4.262</td>\n",
+       "      <td id=\"T_8b16f_row6_col1\" class=\"data row6 col1\" >3.393</td>\n",
+       "      <td id=\"T_8b16f_row6_col2\" class=\"data row6 col2\" >0.6292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_8b16f_level0_row7\" class=\"row_heading level0 row7\" >Baseline</th>\n",
+       "      <td id=\"T_8b16f_row7_col0\" class=\"data row7 col0\" >7.000</td>\n",
+       "      <td id=\"T_8b16f_row7_col1\" class=\"data row7 col1\" >5.773</td>\n",
+       "      <td id=\"T_8b16f_row7_col2\" class=\"data row7 col2\" >-0.0004</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7169f63cdf10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "results_df = pd.DataFrame(all_results).T.sort_values(\"RMSE\")\n",
+    "results_df.loc[\"Baseline\"] = baseline\n",
+    "\n",
+    "display(\n",
+    "    results_df\n",
+    "    .style\n",
+    "    .format({\"RMSE\": \"{:.3f}\", \"MAE\": \"{:.3f}\", \"R2\": \"{:.4f}\"})\n",
+    "    .background_gradient(cmap=\"RdYlGn_r\", subset=[\"RMSE\", \"MAE\"])\n",
+    "    .background_gradient(cmap=\"RdYlGn\", subset=[\"R2\"])\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m05",
+   "metadata": {},
+   "source": [
+    "## 6. Comparaison visuelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c08",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:42:23.539060Z",
+     "iopub.status.busy": "2026-05-26T13:42:23.538944Z",
+     "iopub.status.idle": "2026-05-26T13:42:23.693677Z",
+     "shell.execute_reply": "2026-05-26T13:42:23.692277Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1600x500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n",
+    "for ax, metric, asc in zip(axes, [\"RMSE\", \"MAE\", \"R2\"], [True, True, False]):\n",
+    "    vals = results_df[metric].sort_values(ascending=asc)\n",
+    "    colors = [\n",
+    "        \"#e74c3c\" if idx == \"Baseline\"\n",
+    "        else \"#2ecc71\" if idx == vals.index[0]\n",
+    "        else \"#3498db\"\n",
+    "        for idx in vals.index\n",
+    "    ]\n",
+    "    vals.plot(kind=\"barh\", ax=ax, color=colors)\n",
+    "    ax.set_title(metric)\n",
+    "    ax.axvline(results_df.loc[\"Baseline\", metric], color=\"red\", linestyle=\"--\", alpha=0.5)\n",
+    "\n",
+    "plt.suptitle(\"Comparaison des modeles meteo — tiret rouge = baseline\", fontsize=13, fontweight=\"bold\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m06",
+   "metadata": {},
+   "source": [
+    "## 7. Predit vs reel + residus"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:42:23.695889Z",
+     "iopub.status.busy": "2026-05-26T13:42:23.695796Z",
+     "iopub.status.idle": "2026-05-26T13:42:24.012470Z",
+     "shell.execute_reply": "2026-05-26T13:42:24.011480Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "prod_preds = best_pipeline.predict(X_test)\n",
+    "residuals = y_test.to_numpy() - prod_preds\n",
+    "\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "\n",
+    "axes[0].scatter(y_test, prod_preds, alpha=0.3, s=10, color=\"#3498db\")\n",
+    "lims = [min(y_test.min(), prod_preds.min()), max(y_test.max(), prod_preds.max())]\n",
+    "axes[0].plot(lims, lims, \"r--\", linewidth=1.5)\n",
+    "axes[0].set_xlabel(\"Reel\")\n",
+    "axes[0].set_ylabel(\"Predit\")\n",
+    "axes[0].set_title(\"Predit vs reel\")\n",
+    "\n",
+    "axes[1].hist(residuals, bins=60, color=\"#2ecc71\", alpha=0.8, edgecolor=\"none\")\n",
+    "axes[1].axvline(0, color=\"red\", linestyle=\"--\")\n",
+    "axes[1].set_xlabel(\"Residu\")\n",
+    "axes[1].set_title(f\"Distribution des residus — MAE : {mean_absolute_error(y_test, prod_preds):.2f}\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m07",
+   "metadata": {},
+   "source": [
+    "## 8. Importance des variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c10",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:42:24.015625Z",
+     "iopub.status.busy": "2026-05-26T13:42:24.015503Z",
+     "iopub.status.idle": "2026-05-26T13:42:24.212842Z",
+     "shell.execute_reply": "2026-05-26T13:42:24.211382Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Top 10 :\n",
+      "  cat__season_summer                                      0.42225\n",
+      "  cat__season_winter                                      0.18566\n",
+      "  num__day_of_year                                        0.17539\n",
+      "  num__year                                               0.06349\n",
+      "  num__FFM                                                0.03476\n",
+      "  num__RR                                                 0.02735\n",
+      "  num__day_of_week                                        0.01991\n",
+      "  num__ALTI                                               0.01541\n",
+      "  num__LAT                                                0.01316\n",
+      "  num__LON                                                0.00888\n"
+     ]
+    }
+   ],
+   "source": [
+    "prep_step = best_pipeline.named_steps[\"prep\"]\n",
+    "feature_names = prep_step.get_feature_names_out().tolist()\n",
+    "final_estimator = best_pipeline.named_steps[\"model\"]\n",
+    "\n",
+    "if hasattr(final_estimator, \"feature_importances_\"):\n",
+    "    raw_importance = final_estimator.feature_importances_\n",
+    "elif hasattr(final_estimator, \"coef_\"):\n",
+    "    raw_importance = np.ravel(final_estimator.coef_)\n",
+    "else:\n",
+    "    raw_importance = np.zeros(len(feature_names))\n",
+    "\n",
+    "importances = pd.Series(raw_importance, index=feature_names).abs().sort_values(ascending=False).head(20)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 7))\n",
+    "importances.sort_values().plot(kind=\"barh\", ax=ax, color=\"#3498db\")\n",
+    "ax.set_title(\"Top 20 — Importance des variables\", fontsize=13, fontweight=\"bold\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(\"Top 10 :\")\n",
+    "for feat, val in importances.head(10).items():\n",
+    "    print(f\"  {feat:55s} {val:.5f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m08",
+   "metadata": {},
+   "source": [
+    "## 9. Verification — predire quelques stations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "c11",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:42:24.215869Z",
+     "iopub.status.busy": "2026-05-26T13:42:24.215744Z",
+     "iopub.status.idle": "2026-05-26T13:42:24.276117Z",
+     "shell.execute_reply": "2026-05-26T13:42:24.275671Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AMBERIEU                       [1970-06-22]  reel= 21.50  predit= 18.90\n",
+      "BRAINE                         [1999-06-30]  reel= 17.00  predit= 16.11\n",
+      "BLESMES                        [1990-07-13]  reel= 21.40  predit= 19.27\n",
+      "BELLEGARDE                     [2005-12-21]  reel= -0.80  predit= -1.42\n",
+      "MARTIGNY-COURPI                [2022-09-26]  reel= 10.80  predit= 13.28\n"
+     ]
+    }
+   ],
+   "source": [
+    "examples = X_test.sample(5, random_state=RANDOM_STATE).copy()\n",
+    "example_preds = best_pipeline.predict(examples)\n",
+    "\n",
+    "for idx, pred in zip(examples.index, example_preds):\n",
+    "    station = df_model.loc[idx, \"NOM_USUEL\"] if \"NOM_USUEL\" in df_model.columns else df_model.loc[idx, \"NUM_POSTE\"]\n",
+    "    date = df_model.loc[idx, \"date\"].date()\n",
+    "    real = df_model.loc[idx, TARGET]\n",
+    "    print(f\"{str(station):30s} [{date}]  reel={real:6.2f}  predit={pred:6.2f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m09",
+   "metadata": {},
+   "source": [
+    "## 10. Modele sauvegarde"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "c12",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-05-26T13:42:24.277512Z",
+     "iopub.status.busy": "2026-05-26T13:42:24.277351Z",
+     "iopub.status.idle": "2026-05-26T13:42:24.633542Z",
+     "shell.execute_reply": "2026-05-26T13:42:24.632312Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ 7 modeles sauvegardes dans models/meteo/\n",
+      "✓ Meilleur modele : Random Forest (tuned)\n",
+      "✓ Sauvegarde best : meteo_model.joblib\n",
+      "✓ Metadata        : models/meteo/metadata.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "MODELS_DIR = Path(\"models/meteo\")\n",
+    "MODELS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "artifact = {\n",
+    "    \"pipeline\": best_pipeline,\n",
+    "    \"model_name\": best_name,\n",
+    "    \"target\": TARGET,\n",
+    "    \"features\": all_features,\n",
+    "    \"numeric_features\": numeric_features,\n",
+    "    \"categorical_features\": categorical_features,\n",
+    "    \"metrics\": all_results[best_name],\n",
+    "}\n",
+    "\n",
+    "metadata = {}\n",
+    "for name, pipe in all_pipelines.items():\n",
+    "    slug = (\n",
+    "        name.lower()\n",
+    "        .replace(\" \", \"_\")\n",
+    "        .replace(\"(\", \"\")\n",
+    "        .replace(\")\", \"\")\n",
+    "        .replace(\"/\", \"_\")\n",
+    "    )\n",
+    "    model_path = MODELS_DIR / f\"{slug}.joblib\"\n",
+    "    joblib.dump({\"pipeline\": pipe, \"model_name\": name, \"target\": TARGET}, model_path)\n",
+    "    metadata[name] = {\n",
+    "        \"file\": str(model_path),\n",
+    "        **{k: float(v) for k, v in all_results[name].items()},\n",
+    "    }\n",
+    "\n",
+    "joblib.dump(artifact, \"meteo_model.joblib\")\n",
+    "\n",
+    "metadata_out = {\n",
+    "    \"target\": TARGET,\n",
+    "    \"best_model\": best_name,\n",
+    "    \"max_rows\": MAX_ROWS,\n",
+    "    \"results\": metadata,\n",
+    "    \"baseline\": {k: float(v) for k, v in baseline.items()},\n",
+    "}\n",
+    "\n",
+    "with open(MODELS_DIR / \"metadata.json\", \"w\") as f:\n",
+    "    json.dump(metadata_out, f, indent=2)\n",
+    "\n",
+    "print(f\"✓ {len(all_pipelines)} modeles sauvegardes dans {MODELS_DIR}/\")\n",
+    "print(f\"✓ Meilleur modele : {best_name}\")\n",
+    "print(\"✓ Sauvegarde best : meteo_model.joblib\")\n",
+    "print(f\"✓ Metadata        : {MODELS_DIR / 'metadata.json'}\")\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "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/tardis_meteo_model.ipynb b/tardis_meteo_model.ipynb
new file mode 100644
index 0000000..3e5c678
--- /dev/null
+++ b/tardis_meteo_model.ipynb
@@ -0,0 +1,588 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "m00",
+   "metadata": {},
+   "source": [
+    "# TARDIS — Weather Model Training Notebook\n",
+    "\n",
+    "All logic stays in this notebook because `scripts/model/` is specialised for train delay prediction. This notebook follows the same orchestration style as `tardis_model.ipynb`, but targets the cleaned Meteo-France dataset.\n",
+    "\n",
+    "| Section | Role |\n",
+    "|--------|------|\n",
+    "| Imports | Load libraries and project settings |\n",
+    "| Data loading | Read `data/processed/meteo/cleaned_meteo_dataset.csv` |\n",
+    "| Target | Predict daily mean temperature `TM` by default |\n",
+    "| Preprocessing | Impute numeric values, scale them, encode categorical values |\n",
+    "| Models | Train Linear Regression, Ridge, Random Forest, Gradient Boosting, XGBoost and LightGBM when available |\n",
+    "| Evaluation | Compare RMSE, MAE and R2 against a mean baseline |\n",
+    "| Export | Save the best pipeline to `meteo_model.joblib` |"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c01",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "import os\n",
+    "import sys\n",
+    "import warnings\n",
+    "from pathlib import Path\n",
+    "\n",
+    "if \".\" not in sys.path:\n",
+    "    sys.path.insert(0, \".\")\n",
+    "\n",
+    "import joblib\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from sklearn.base import clone\n",
+    "from sklearn.compose import ColumnTransformer\n",
+    "from sklearn.ensemble import GradientBoostingRegressor, RandomForestRegressor\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.linear_model import LinearRegression, Ridge\n",
+    "from sklearn.metrics import mean_absolute_error, r2_score, root_mean_squared_error\n",
+    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
+    "\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "plt.style.use(\"seaborn-v0_8-whitegrid\")\n",
+    "\n",
+    "RANDOM_STATE = 42\n",
+    "print(f\"✓ Repertoire : {os.getcwd()}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m01",
+   "metadata": {},
+   "source": [
+    "## 2. Chargement & exploration des donnees"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c02",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DATASET_PATH = Path(\"data/processed/meteo/cleaned_meteo_dataset.csv\")\n",
+    "\n",
+    "if not DATASET_PATH.exists():\n",
+    "    raise FileNotFoundError(\n",
+    "        f\"Dataset introuvable : {DATASET_PATH}. Lance d'abord tardis_meteo_eda.ipynb ou la pipeline meteo.\"\n",
+    "    )\n",
+    "\n",
+    "TARGET = \"TM\"  # Temperature moyenne journaliere. Change possible: \"TX\", \"TN\", \"RR\", \"FFM\".\n",
+    "MAX_ROWS = 250_000  # Ajuste a None pour utiliser tout le dataset.\n",
+    "\n",
+    "base_cols = [\n",
+    "    \"NUM_POSTE\", \"NOM_USUEL\", \"LAT\", \"LON\", \"ALTI\", \"date\", \"year\", \"month\", \"season\",\n",
+    "    \"RR\", \"FFM\", \"wind_category\", \"precip_category\",\n",
+    "    \"NEIG\", \"BROU\", \"ORAG\", \"GRELE\", \"VERGLAS\", \"SOLNEIGE\", \"GELEE\", TARGET,\n",
+    "]\n",
+    "\n",
+    "available_cols = pd.read_csv(DATASET_PATH, nrows=0).columns.tolist()\n",
+    "usecols = [col for col in base_cols if col in available_cols]\n",
+    "df = pd.read_csv(DATASET_PATH, usecols=usecols, parse_dates=[\"date\"], low_memory=False)\n",
+    "\n",
+    "if MAX_ROWS is not None and len(df) > MAX_ROWS:\n",
+    "    df = df.sample(MAX_ROWS, random_state=RANDOM_STATE).sort_values(\"date\")\n",
+    "\n",
+    "df[\"day_of_week\"] = df[\"date\"].dt.dayofweek\n",
+    "df[\"day_of_year\"] = df[\"date\"].dt.dayofyear\n",
+    "\n",
+    "print(f\"Dataset : {df.shape[0]:,} lignes x {df.shape[1]} colonnes\")\n",
+    "print(f\"Periode : {df['date'].min().date()} -> {df['date'].max().date()}\")\n",
+    "print(f\"Stations: {df['NUM_POSTE'].nunique():,}\")\n",
+    "print(f\"Cible   : {TARGET}\")\n",
+    "print(f\"  -> Moyenne : {df[TARGET].mean():.2f} | Ecart-type : {df[TARGET].std():.2f} | Max : {df[TARGET].max():.1f}\")\n",
+    "print(f\"  -> Valeurs manquantes sur la cible : {df[TARGET].isna().sum():,}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n",
+    "\n",
+    "axes[0].hist(df[TARGET].dropna(), bins=60, color=\"#4f46e5\", alpha=0.8, edgecolor=\"none\")\n",
+    "axes[0].axvline(df[TARGET].mean(), color=\"#ef4444\", linestyle=\"--\", label=f\"Moyenne : {df[TARGET].mean():.1f}\")\n",
+    "axes[0].set_xlabel(TARGET)\n",
+    "axes[0].set_ylabel(\"Frequence\")\n",
+    "axes[0].set_title(\"Distribution de la cible meteo\")\n",
+    "axes[0].legend()\n",
+    "\n",
+    "monthly = df.groupby([\"year\", \"month\"])[TARGET].mean().reset_index()\n",
+    "monthly[\"period\"] = pd.to_datetime(monthly[[\"year\", \"month\"]].assign(day=1))\n",
+    "axes[1].plot(monthly[\"period\"], monthly[TARGET], color=\"#4f46e5\", linewidth=1.2)\n",
+    "axes[1].axhline(df[TARGET].mean(), color=\"#ef4444\", linestyle=\"--\", alpha=0.7)\n",
+    "axes[1].set_xlabel(\"\")\n",
+    "axes[1].set_ylabel(TARGET)\n",
+    "axes[1].set_title(\"Evolution mensuelle\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m02",
+   "metadata": {},
+   "source": [
+    "## 3. Preparation des donnees & split\n",
+    "\n",
+    "**Strategie anti-fuite de donnees :** pour predire `TM`, on n'utilise pas `TN`, `TX`, `TAMPLI` ou `temp_amplitude`, car ces colonnes encodent directement la temperature du meme jour. Le modele apprend surtout le signal station + calendrier + contexte meteo."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c04",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "numeric_features = [\n",
+    "    \"LAT\", \"LON\", \"ALTI\", \"year\", \"month\", \"day_of_week\", \"day_of_year\", \"RR\", \"FFM\",\n",
+    "    \"NEIG\", \"BROU\", \"ORAG\", \"GRELE\", \"VERGLAS\", \"SOLNEIGE\", \"GELEE\",\n",
+    "]\n",
+    "categorical_features = [\"NUM_POSTE\", \"NOM_USUEL\", \"season\", \"wind_category\", \"precip_category\"]\n",
+    "\n",
+    "numeric_features = [col for col in numeric_features if col in df.columns and col != TARGET]\n",
+    "categorical_features = [col for col in categorical_features if col in df.columns and col != TARGET]\n",
+    "all_features = numeric_features + categorical_features\n",
+    "\n",
+    "df_model = df.dropna(subset=[TARGET]).copy()\n",
+    "X = df_model[all_features]\n",
+    "y = df_model[TARGET]\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    X, y, test_size=0.2, random_state=RANDOM_STATE\n",
+    ")\n",
+    "\n",
+    "try:\n",
+    "    onehot = OneHotEncoder(handle_unknown=\"ignore\", sparse_output=True)\n",
+    "except TypeError:\n",
+    "    onehot = OneHotEncoder(handle_unknown=\"ignore\", sparse=True)\n",
+    "\n",
+    "preprocessor = ColumnTransformer(\n",
+    "    transformers=[\n",
+    "        (\"num\", Pipeline([\n",
+    "            (\"imputer\", SimpleImputer(strategy=\"median\")),\n",
+    "            (\"scaler\", StandardScaler()),\n",
+    "        ]), numeric_features),\n",
+    "        (\"cat\", Pipeline([\n",
+    "            (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n",
+    "            (\"onehot\", onehot),\n",
+    "        ]), categorical_features),\n",
+    "    ],\n",
+    "    remainder=\"drop\",\n",
+    ")\n",
+    "\n",
+    "print(f\"Echantillon d'entrainement : {len(X_train):,} lignes\")\n",
+    "print(f\"Echantillon de test        : {len(X_test):,} lignes\")\n",
+    "print(f\"Features numeriques        : {numeric_features}\")\n",
+    "print(f\"Features categor.          : {categorical_features}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c05",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def compute_metrics(y_true, y_pred):\n",
+    "    return {\n",
+    "        \"RMSE\": root_mean_squared_error(y_true, y_pred),\n",
+    "        \"MAE\": mean_absolute_error(y_true, y_pred),\n",
+    "        \"R2\": r2_score(y_true, y_pred),\n",
+    "    }\n",
+    "\n",
+    "baseline_pred = np.full_like(y_test.to_numpy(dtype=float), y_train.mean(), dtype=float)\n",
+    "baseline = compute_metrics(y_test, baseline_pred)\n",
+    "\n",
+    "print(\"Baseline (predire la moyenne d'entrainement) :\")\n",
+    "print(f\"  RMSE : {baseline['RMSE']:.3f}\")\n",
+    "print(f\"  MAE  : {baseline['MAE']:.3f}\")\n",
+    "print(f\"  R2   : {baseline['R2']:.4f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m03",
+   "metadata": {},
+   "source": [
+    "## 4. Entrainement complet\n",
+    "\n",
+    "Comme dans le notebook train, cette section entraine 6 modeles de base puis optimise le meilleur avec `GridSearchCV`, ce qui donne 7 resultats au total quand XGBoost et LightGBM sont disponibles.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "candidates = {\n",
+    "    \"Linear Regression\": LinearRegression(),\n",
+    "    \"Ridge\": Ridge(alpha=1.0),\n",
+    "    \"Random Forest\": RandomForestRegressor(\n",
+    "        n_estimators=160, max_depth=24, min_samples_leaf=2,\n",
+    "        random_state=RANDOM_STATE, n_jobs=-1\n",
+    "    ),\n",
+    "    \"Gradient Boosting\": GradientBoostingRegressor(\n",
+    "        n_estimators=180, learning_rate=0.06, max_depth=4,\n",
+    "        random_state=RANDOM_STATE\n",
+    "    ),\n",
+    "}\n",
+    "\n",
+    "try:\n",
+    "    import xgboost as xgb\n",
+    "    candidates[\"XGBoost\"] = xgb.XGBRegressor(\n",
+    "        n_estimators=260, learning_rate=0.06, max_depth=6,\n",
+    "        subsample=0.85, colsample_bytree=0.85,\n",
+    "        random_state=RANDOM_STATE, tree_method=\"hist\", verbosity=0,\n",
+    "    )\n",
+    "except ImportError:\n",
+    "    print(\"XGBoost indisponible\")\n",
+    "\n",
+    "try:\n",
+    "    import lightgbm as lgb\n",
+    "    candidates[\"LightGBM\"] = lgb.LGBMRegressor(\n",
+    "        n_estimators=320, learning_rate=0.05, max_depth=8,\n",
+    "        num_leaves=63, subsample=0.85, colsample_bytree=0.85,\n",
+    "        random_state=RANDOM_STATE, verbosity=-1,\n",
+    "    )\n",
+    "except ImportError:\n",
+    "    print(\"LightGBM indisponible\")\n",
+    "\n",
+    "all_results = {}\n",
+    "all_pipelines = {}\n",
+    "\n",
+    "for name, model in candidates.items():\n",
+    "    pipe = Pipeline([(\"prep\", clone(preprocessor)), (\"model\", model)])\n",
+    "    pipe.fit(X_train, y_train)\n",
+    "    preds = pipe.predict(X_test)\n",
+    "    all_results[name] = compute_metrics(y_test, preds)\n",
+    "    all_pipelines[name] = pipe\n",
+    "    print(\n",
+    "        f\"{name:20s} | RMSE: {all_results[name]['RMSE']:.3f} \"\n",
+    "        f\"| MAE: {all_results[name]['MAE']:.3f} | R2: {all_results[name]['R2']:.4f}\"\n",
+    "    )\n",
+    "\n",
+    "best_base_name = min(all_results, key=lambda key: all_results[key][\"RMSE\"])\n",
+    "print(f\"\\nOptimisation : {best_base_name}\")\n",
+    "\n",
+    "if best_base_name == \"LightGBM\" and \"lgb\" in globals():\n",
+    "    tuned_model = lgb.LGBMRegressor(random_state=RANDOM_STATE, verbosity=-1)\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [200, 400],\n",
+    "        \"model__learning_rate\": [0.03, 0.05, 0.1],\n",
+    "        \"model__max_depth\": [6, 8],\n",
+    "        \"model__num_leaves\": [31, 63],\n",
+    "    }\n",
+    "elif best_base_name == \"XGBoost\" and \"xgb\" in globals():\n",
+    "    tuned_model = xgb.XGBRegressor(random_state=RANDOM_STATE, verbosity=0, tree_method=\"hist\")\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [200, 400],\n",
+    "        \"model__learning_rate\": [0.03, 0.05, 0.1],\n",
+    "        \"model__max_depth\": [4, 6],\n",
+    "        \"model__subsample\": [0.8, 1.0],\n",
+    "    }\n",
+    "elif best_base_name == \"Random Forest\":\n",
+    "    tuned_model = RandomForestRegressor(random_state=RANDOM_STATE, n_jobs=-1)\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [160, 260],\n",
+    "        \"model__max_depth\": [18, 24, None],\n",
+    "        \"model__min_samples_leaf\": [1, 2],\n",
+    "    }\n",
+    "else:\n",
+    "    tuned_model = GradientBoostingRegressor(random_state=RANDOM_STATE)\n",
+    "    tuned_grid = {\n",
+    "        \"model__n_estimators\": [160, 240],\n",
+    "        \"model__learning_rate\": [0.03, 0.06, 0.1],\n",
+    "        \"model__max_depth\": [3, 4],\n",
+    "    }\n",
+    "\n",
+    "tuned_search = GridSearchCV(\n",
+    "    Pipeline([(\"prep\", clone(preprocessor)), (\"model\", tuned_model)]),\n",
+    "    tuned_grid,\n",
+    "    cv=3,\n",
+    "    scoring=\"neg_root_mean_squared_error\",\n",
+    "    n_jobs=1,\n",
+    "    verbose=1,\n",
+    ")\n",
+    "tuned_search.fit(X_train, y_train)\n",
+    "\n",
+    "best_name = f\"{best_base_name} (tuned)\"\n",
+    "best_pipeline = tuned_search.best_estimator_\n",
+    "tuned_preds = best_pipeline.predict(X_test)\n",
+    "all_results[best_name] = compute_metrics(y_test, tuned_preds)\n",
+    "all_pipelines[best_name] = best_pipeline\n",
+    "\n",
+    "print(f\"\\nBest params : {tuned_search.best_params_}\")\n",
+    "print(f\"CV RMSE     : {-tuned_search.best_score_:.3f}\")\n",
+    "print(\n",
+    "    f\"{best_name:20s} | RMSE: {all_results[best_name]['RMSE']:.3f} \"\n",
+    "    f\"| MAE: {all_results[best_name]['MAE']:.3f} | R2: {all_results[best_name]['R2']:.4f}\"\n",
+    ")\n",
+    "print(f\"\\nMeilleur modele final : {best_name}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m04",
+   "metadata": {},
+   "source": [
+    "## 5. Tableau des resultats"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c07",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_df = pd.DataFrame(all_results).T.sort_values(\"RMSE\")\n",
+    "results_df.loc[\"Baseline\"] = baseline\n",
+    "\n",
+    "display(\n",
+    "    results_df\n",
+    "    .style\n",
+    "    .format({\"RMSE\": \"{:.3f}\", \"MAE\": \"{:.3f}\", \"R2\": \"{:.4f}\"})\n",
+    "    .background_gradient(cmap=\"RdYlGn_r\", subset=[\"RMSE\", \"MAE\"])\n",
+    "    .background_gradient(cmap=\"RdYlGn\", subset=[\"R2\"])\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m05",
+   "metadata": {},
+   "source": [
+    "## 6. Comparaison visuelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n",
+    "for ax, metric, asc in zip(axes, [\"RMSE\", \"MAE\", \"R2\"], [True, True, False]):\n",
+    "    vals = results_df[metric].sort_values(ascending=asc)\n",
+    "    colors = [\n",
+    "        \"#e74c3c\" if idx == \"Baseline\"\n",
+    "        else \"#2ecc71\" if idx == vals.index[0]\n",
+    "        else \"#3498db\"\n",
+    "        for idx in vals.index\n",
+    "    ]\n",
+    "    vals.plot(kind=\"barh\", ax=ax, color=colors)\n",
+    "    ax.set_title(metric)\n",
+    "    ax.axvline(results_df.loc[\"Baseline\", metric], color=\"red\", linestyle=\"--\", alpha=0.5)\n",
+    "\n",
+    "plt.suptitle(\"Comparaison des modeles meteo — tiret rouge = baseline\", fontsize=13, fontweight=\"bold\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m06",
+   "metadata": {},
+   "source": [
+    "## 7. Predit vs reel + residus"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prod_preds = best_pipeline.predict(X_test)\n",
+    "residuals = y_test.to_numpy() - prod_preds\n",
+    "\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "\n",
+    "axes[0].scatter(y_test, prod_preds, alpha=0.3, s=10, color=\"#3498db\")\n",
+    "lims = [min(y_test.min(), prod_preds.min()), max(y_test.max(), prod_preds.max())]\n",
+    "axes[0].plot(lims, lims, \"r--\", linewidth=1.5)\n",
+    "axes[0].set_xlabel(\"Reel\")\n",
+    "axes[0].set_ylabel(\"Predit\")\n",
+    "axes[0].set_title(\"Predit vs reel\")\n",
+    "\n",
+    "axes[1].hist(residuals, bins=60, color=\"#2ecc71\", alpha=0.8, edgecolor=\"none\")\n",
+    "axes[1].axvline(0, color=\"red\", linestyle=\"--\")\n",
+    "axes[1].set_xlabel(\"Residu\")\n",
+    "axes[1].set_title(f\"Distribution des residus — MAE : {mean_absolute_error(y_test, prod_preds):.2f}\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m07",
+   "metadata": {},
+   "source": [
+    "## 8. Importance des variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c10",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prep_step = best_pipeline.named_steps[\"prep\"]\n",
+    "feature_names = prep_step.get_feature_names_out().tolist()\n",
+    "final_estimator = best_pipeline.named_steps[\"model\"]\n",
+    "\n",
+    "if hasattr(final_estimator, \"feature_importances_\"):\n",
+    "    raw_importance = final_estimator.feature_importances_\n",
+    "elif hasattr(final_estimator, \"coef_\"):\n",
+    "    raw_importance = np.ravel(final_estimator.coef_)\n",
+    "else:\n",
+    "    raw_importance = np.zeros(len(feature_names))\n",
+    "\n",
+    "importances = pd.Series(raw_importance, index=feature_names).abs().sort_values(ascending=False).head(20)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 7))\n",
+    "importances.sort_values().plot(kind=\"barh\", ax=ax, color=\"#3498db\")\n",
+    "ax.set_title(\"Top 20 — Importance des variables\", fontsize=13, fontweight=\"bold\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(\"Top 10 :\")\n",
+    "for feat, val in importances.head(10).items():\n",
+    "    print(f\"  {feat:55s} {val:.5f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m08",
+   "metadata": {},
+   "source": [
+    "## 9. Verification — predire quelques stations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c11",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "examples = X_test.sample(5, random_state=RANDOM_STATE).copy()\n",
+    "example_preds = best_pipeline.predict(examples)\n",
+    "\n",
+    "for idx, pred in zip(examples.index, example_preds):\n",
+    "    station = df_model.loc[idx, \"NOM_USUEL\"] if \"NOM_USUEL\" in df_model.columns else df_model.loc[idx, \"NUM_POSTE\"]\n",
+    "    date = df_model.loc[idx, \"date\"].date()\n",
+    "    real = df_model.loc[idx, TARGET]\n",
+    "    print(f\"{str(station):30s} [{date}]  reel={real:6.2f}  predit={pred:6.2f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "m09",
+   "metadata": {},
+   "source": [
+    "## 10. Modele sauvegarde"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "MODELS_DIR = Path(\"models/meteo\")\n",
+    "MODELS_DIR.mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "artifact = {\n",
+    "    \"pipeline\": best_pipeline,\n",
+    "    \"model_name\": best_name,\n",
+    "    \"target\": TARGET,\n",
+    "    \"features\": all_features,\n",
+    "    \"numeric_features\": numeric_features,\n",
+    "    \"categorical_features\": categorical_features,\n",
+    "    \"metrics\": all_results[best_name],\n",
+    "}\n",
+    "\n",
+    "metadata = {}\n",
+    "for name, pipe in all_pipelines.items():\n",
+    "    slug = (\n",
+    "        name.lower()\n",
+    "        .replace(\" \", \"_\")\n",
+    "        .replace(\"(\", \"\")\n",
+    "        .replace(\")\", \"\")\n",
+    "        .replace(\"/\", \"_\")\n",
+    "    )\n",
+    "    model_path = MODELS_DIR / f\"{slug}.joblib\"\n",
+    "    joblib.dump({\"pipeline\": pipe, \"model_name\": name, \"target\": TARGET}, model_path)\n",
+    "    metadata[name] = {\n",
+    "        \"file\": str(model_path),\n",
+    "        **{k: float(v) for k, v in all_results[name].items()},\n",
+    "    }\n",
+    "\n",
+    "joblib.dump(artifact, \"meteo_model.joblib\")\n",
+    "\n",
+    "metadata_out = {\n",
+    "    \"target\": TARGET,\n",
+    "    \"best_model\": best_name,\n",
+    "    \"max_rows\": MAX_ROWS,\n",
+    "    \"results\": metadata,\n",
+    "    \"baseline\": {k: float(v) for k, v in baseline.items()},\n",
+    "}\n",
+    "\n",
+    "with open(MODELS_DIR / \"metadata.json\", \"w\") as f:\n",
+    "    json.dump(metadata_out, f, indent=2)\n",
+    "\n",
+    "print(f\"✓ {len(all_pipelines)} modeles sauvegardes dans {MODELS_DIR}/\")\n",
+    "print(f\"✓ Meilleur modele : {best_name}\")\n",
+    "print(\"✓ Sauvegarde best : meteo_model.joblib\")\n",
+    "print(f\"✓ Metadata        : {MODELS_DIR / 'metadata.json'}\")\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "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
+}