diff --git a/data_collection/Pipfile.lock b/data_collection/Pipfile.lock
index 5214066..8738d07 100644
--- a/data_collection/Pipfile.lock
+++ b/data_collection/Pipfile.lock
@@ -16,20 +16,12 @@
         ]
     },
     "default": {
-        "appnope": {
-            "hashes": [
-                "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
-                "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"
-            ],
-            "markers": "sys_platform == 'darwin'",
-            "version": "==0.1.0"
-        },
         "backcall": {
             "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
             ],
-            "version": "==0.1.0"
+            "version": "==0.2.0"
         },
         "boto3": {
             "hashes": [
@@ -41,31 +33,33 @@
         },
         "botocore": {
             "hashes": [
-                "sha256:3319562f183f760f18f186914fc753f6a9c76c5783ba902fe75a934dd140bad8",
-                "sha256:cfb27bdf426b272d2bb336785eacb4860d8ba936ea9cc19f35fdab37f1eaa71e"
+                "sha256:a474131ba7a7d700b91696a27e8cdcf1b473084addf92f90b269ebd8f5c3d3e0",
+                "sha256:b805691b4dedcb2a252f52347479ff351429624a873f001b6a1c81aca03dccee"
             ],
-            "version": "==1.15.6"
+            "version": "==1.15.49"
         },
         "certifi": {
             "hashes": [
-                "sha256:017c25db2a153ce562900032d5bc68e9f191e44e9a0f762f373977de9df1fbb3",
-                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2019.11.28"
+            "version": "==2021.10.8"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:2842d8f5e82a1f6aa437380934d5e1cd4fcf2003b06fed6940769c164a480a45",
+                "sha256:98398a9d69ee80548c762ba991a4728bfc3836768ed226b3945908d1a688371c"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.11"
         },
         "decorator": {
             "hashes": [
-                "sha256:54c38050039232e1db4ad7375cfce6748d7b41c29e95a081c8a6d2c30364a2ce",
-                "sha256:5d19b92a3c8f7f101c8dd86afd86b0f061a8ce4540ab8cd401fa2542756bce6d"
+                "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330",
+                "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"
             ],
-            "version": "==4.4.1"
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
         },
         "docutils": {
             "hashes": [
@@ -73,21 +67,32 @@
                 "sha256:9e4d7ecfc600058e07ba661411a2b7de2fd0fafa17d1a7f7361cd47b1175c827",
                 "sha256:a2aeea129088da402665e92e0b25b04b073c04b2dce4ab65caaa38b7ce2e1a99"
             ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.15.2"
         },
+        "entrypoints": {
+            "hashes": [
+                "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4",
+                "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.4"
+        },
         "idna": {
             "hashes": [
-                "sha256:7588d1c14ae4c77d74036e8c22ff447b26d0fde8f007354fd48a7814db15b7cb",
-                "sha256:a068a21ceac8a4d63dbfd964670474107f541babbd2250d61922f029858365fa"
+                "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff",
+                "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"
             ],
-            "version": "==2.9"
+            "markers": "python_version >= '3'",
+            "version": "==3.3"
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:06f5b3a99029c7134207dd882428a66992a9de2bef7c2b699b5641f9886c3302",
-                "sha256:b97607a1a18a5100839aec1dc26a1ea17ee0d93b20b0f008d80a5a050afb200b"
+                "sha256:899e2a40a8c4a1aec681feef45733de8a6c58f3f6a0dbed2eb6574b4387a77b6",
+                "sha256:951f0d8a5b7260e9db5e41d429285b5f451e928479f19d80818878527d36e95e"
             ],
-            "version": "==1.5.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.10.1"
         },
         "ipykernel": {
             "hashes": [
@@ -99,78 +104,103 @@
         },
         "ipython": {
             "hashes": [
-                "sha256:d9459e7237e2e5858738ff9c3e26504b79899b58a6d49e574d352493d80684c6",
-                "sha256:f6689108b1734501d3b59c84427259fd5ac5141afe2e846cfa8598eb811886c9"
-            ],
-            "version": "==7.12.0"
-        },
-        "ipython-genutils": {
-            "hashes": [
-                "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8",
-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
+                "sha256:55df3e0bd0f94e715abd968bedd89d4e8a7bce4bf498fb123fed4f5398fea874",
+                "sha256:b5548ec5329a4bcf054a5deed5099b0f9622eb9ea51aaa7104d215fece201d8c"
             ],
-            "version": "==0.2.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==7.31.1"
         },
         "jedi": {
             "hashes": [
-                "sha256:b4f4052551025c6b0b0b193b29a6ff7bdb74c52450631206c262aef9f7159ad2",
-                "sha256:d5c871cb9360b414f981e7072c52c33258d598305280fef91c6cae34739d65d5"
+                "sha256:637c9635fcf47945ceb91cd7f320234a7be540ded6f3e99a50cb6febdfd1ba8d",
+                "sha256:74137626a64a99c8eb6ae5832d99b3bdd7d29a3850fe2aa80a4126b2a7d949ab"
             ],
-            "version": "==0.16.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18.1"
         },
         "jmespath": {
             "hashes": [
-                "sha256:695cb76fa78a10663425d5b73ddc5714eb711157e52704d69be03b1a02ba4fec",
-                "sha256:cca55c8d153173e21baa59983015ad0daf603f9cb799904ff057bfb8ff8dc2d9"
+                "sha256:b85d0567b8666149a93172712e68920734333c0ce7e89b78b3e987f71e5ed4f9",
+                "sha256:cdf6525904cc597730141d61b36f2e4b8ecc257c420fa2f4549bac2c2d0cb72f"
             ],
-            "version": "==0.9.5"
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.10.0"
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:1fac6e3be1e797aea33d5cd1cfa568ff1ee71e01180bc89f64b24ee274f1f126",
-                "sha256:ed2490c65f7e0987d1e7b2c4146371d58112489e558b3a835aefb86b7283f930"
+                "sha256:4ea61033726c8e579edb55626d8ee2e6bf0a83158ddf3751b8dd46b2c5cd1e96",
+                "sha256:d56f1c57bef42ff31e61b1185d3348a5b2bcde7c9a05523ae4dbe5ee0871797c"
             ],
-            "version": "==6.0.0"
+            "markers": "python_full_version >= '3.6.1'",
+            "version": "==7.1.2"
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:394fd5dd787e7c8861741880bdf8a00ce39f95de5d18e579c74b882522219e7e",
-                "sha256:a4ee613c060fe5697d913416fc9d553599c05e4492d58fac1192c9a6844abb21"
+                "sha256:1c091f3bbefd6f2a8782f2c1db662ca8478ac240e962ae2c66f0b87c818154ea",
+                "sha256:dce8a7499da5a53ae3afd5a9f4b02e5df1d57250cf48f3ad79da23b4778cd6fa"
             ],
-            "version": "==4.6.3"
+            "markers": "python_version >= '3.6'",
+            "version": "==4.9.1"
+        },
+        "matplotlib-inline": {
+            "hashes": [
+                "sha256:a04bfba22e0d1395479f866853ec1ee28eea1485c1d69a6faf00dc3e24ff34ee",
+                "sha256:aed605ba3b72462d64d475a21a9296f400a19c4f74a31b59103d2a99ffd5aa5c"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==0.1.3"
+        },
+        "nest-asyncio": {
+            "hashes": [
+                "sha256:3fdd0d6061a2bb16f21fe8a9c6a7945be83521d81a0d15cff52e9edee50101d6",
+                "sha256:f969f6013a16fadb4adcf09d11a68a4f617c6049d7af7ac2c676110169a63abd"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==1.5.4"
         },
         "numpy": {
             "hashes": [
-                "sha256:1786a08236f2c92ae0e70423c45e1e62788ed33028f94ca99c4df03f5be6b3c6",
-                "sha256:17aa7a81fe7599a10f2b7d95856dc5cf84a4eefa45bc96123cbbc3ebc568994e",
-                "sha256:20b26aaa5b3da029942cdcce719b363dbe58696ad182aff0e5dcb1687ec946dc",
-                "sha256:2d75908ab3ced4223ccba595b48e538afa5ecc37405923d1fea6906d7c3a50bc",
-                "sha256:39d2c685af15d3ce682c99ce5925cc66efc824652e10990d2462dfe9b8918c6a",
-                "sha256:56bc8ded6fcd9adea90f65377438f9fea8c05fcf7c5ba766bef258d0da1554aa",
-                "sha256:590355aeade1a2eaba17617c19edccb7db8d78760175256e3cf94590a1a964f3",
-                "sha256:70a840a26f4e61defa7bdf811d7498a284ced303dfbc35acb7be12a39b2aa121",
-                "sha256:77c3bfe65d8560487052ad55c6998a04b654c2fbc36d546aef2b2e511e760971",
-                "sha256:9537eecf179f566fd1c160a2e912ca0b8e02d773af0a7a1120ad4f7507cd0d26",
-                "sha256:9acdf933c1fd263c513a2df3dceecea6f3ff4419d80bf238510976bf9bcb26cd",
-                "sha256:ae0975f42ab1f28364dcda3dde3cf6c1ddab3e1d4b2909da0cb0191fa9ca0480",
-                "sha256:b3af02ecc999c8003e538e60c89a2b37646b39b688d4e44d7373e11c2debabec",
-                "sha256:b6ff59cee96b454516e47e7721098e6ceebef435e3e21ac2d6c3b8b02628eb77",
-                "sha256:b765ed3930b92812aa698a455847141869ef755a87e099fddd4ccf9d81fffb57",
-                "sha256:c98c5ffd7d41611407a1103ae11c8b634ad6a43606eca3e2a5a269e5d6e8eb07",
-                "sha256:cf7eb6b1025d3e169989416b1adcd676624c2dbed9e3bcb7137f51bfc8cc2572",
-                "sha256:d92350c22b150c1cae7ebb0ee8b5670cc84848f6359cf6b5d8f86617098a9b73",
-                "sha256:e422c3152921cece8b6a2fb6b0b4d73b6579bd20ae075e7d15143e711f3ca2ca",
-                "sha256:e840f552a509e3380b0f0ec977e8124d0dc34dc0e68289ca28f4d7c1d0d79474",
-                "sha256:f3d0a94ad151870978fb93538e95411c83899c9dc63e6fb65542f769568ecfa5"
-            ],
-            "version": "==1.18.1"
+                "sha256:00c9fa73a6989895b8815d98300a20ac993c49ac36c8277e8ffeaa3631c0dbbb",
+                "sha256:025b497014bc33fc23897859350f284323f32a2fff7654697f5a5fc2a19e9939",
+                "sha256:08de8472d9f7571f9d51b27b75e827f5296295fa78817032e84464be8bb905bc",
+                "sha256:1964db2d4a00348b7a60ee9d013c8cb0c566644a589eaa80995126eac3b99ced",
+                "sha256:2a9add27d7fc0fdb572abc3b2486eb3b1395da71e0254c5552b2aad2a18b5441",
+                "sha256:2d8adfca843bc46ac199a4645233f13abf2011a0b2f4affc5c37cd552626f27b",
+                "sha256:301e408a052fdcda5cdcf03021ebafc3c6ea093021bf9d1aa47c54d48bdad166",
+                "sha256:311283acf880cfcc20369201bd75da907909afc4666966c7895cbed6f9d2c640",
+                "sha256:341dddcfe3b7b6427a28a27baa59af5ad51baa59bfec3264f1ab287aa3b30b13",
+                "sha256:3a5098df115340fb17fc93867317a947e1dcd978c3888c5ddb118366095851f8",
+                "sha256:3c978544be9e04ed12016dd295a74283773149b48f507d69b36f91aa90a643e5",
+                "sha256:3d893b0871322eaa2f8c7072cdb552d8e2b27645b7875a70833c31e9274d4611",
+                "sha256:4fe6a006557b87b352c04596a6e3f12a57d6e5f401d804947bd3188e6b0e0e76",
+                "sha256:507c05c7a37b3683eb08a3ff993bd1ee1e6c752f77c2f275260533b265ecdb6c",
+                "sha256:58ca1d7c8aef6e996112d0ce873ac9dfa1eaf4a1196b4ff7ff73880a09923ba7",
+                "sha256:61bada43d494515d5b122f4532af226fdb5ee08fe5b5918b111279843dc6836a",
+                "sha256:69a5a8d71c308d7ef33ef72371c2388a90e3495dbb7993430e674006f94797d5",
+                "sha256:6a5928bc6241264dce5ed509e66f33676fc97f464e7a919edc672fb5532221ee",
+                "sha256:7b9d6b14fc9a4864b08d1ba57d732b248f0e482c7b2ff55c313137e3ed4d8449",
+                "sha256:a7c4b701ca418cd39e28ec3b496e6388fe06de83f5f0cb74794fa31cfa384c02",
+                "sha256:a7e8f6216f180f3fd4efb73de5d1eaefb5f5a1ee5b645c67333033e39440e63a",
+                "sha256:b545ebadaa2b878c8630e5bcdb97fc4096e779f335fc0f943547c1c91540c815",
+                "sha256:c293d3c0321996cd8ffe84215ffe5d269fd9d1d12c6f4ffe2b597a7c30d3e593",
+                "sha256:c5562bcc1a9b61960fc8950ade44d00e3de28f891af0acc96307c73613d18f6e",
+                "sha256:ca9c23848292c6fe0a19d212790e62f398fd9609aaa838859be8459bfbe558aa",
+                "sha256:cc1b30205d138d1005adb52087ff45708febbef0e420386f58664f984ef56954",
+                "sha256:dbce7adeb66b895c6aaa1fad796aaefc299ced597f6fbd9ceddb0dd735245354",
+                "sha256:dc4b2fb01f1b4ddbe2453468ea0719f4dbb1f5caa712c8b21bb3dd1480cd30d9",
+                "sha256:eed2afaa97ec33b4411995be12f8bdb95c87984eaa28d76cf628970c8a2d689a",
+                "sha256:fc7a7d7b0ed72589fd8b8486b9b42a564f10b8762be8bd4d9df94b807af4a089"
+            ],
+            "markers": "python_version < '3.11' and python_version >= '3.7'",
+            "version": "==1.21.5"
         },
         "packaging": {
             "hashes": [
-                "sha256:170748228214b70b672c581a3dd610ee51f733018650740e98c7df862a583f73",
-                "sha256:e665345f9eef0c621aa0bf2f8d78cf6d21904eef16a93f020240b704a57f1334"
+                "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb",
+                "sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522"
             ],
-            "version": "==20.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==21.3"
         },
         "pandas": {
             "hashes": [
@@ -194,10 +224,11 @@
         },
         "parso": {
             "hashes": [
-                "sha256:56b2105a80e9c4df49de85e125feb6be69f49920e121406f15e7acde6c9dfc57",
-                "sha256:951af01f61e6dccd04159042a0706a31ad437864ec6e25d0d7a96a9fbb9b0095"
+                "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0",
+                "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"
             ],
-            "version": "==0.6.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.8.3"
         },
         "pexpect": {
             "hashes": [
@@ -216,33 +247,37 @@
         },
         "prompt-toolkit": {
             "hashes": [
-                "sha256:a402e9bf468b63314e37460b68ba68243d55b2f8c4d0192f85a019af3945050e",
-                "sha256:c93e53af97f630f12f5f62a3274e79527936ed466f038953dfa379d4941f651a"
+                "sha256:cb7dae7d2c59188c85a1d6c944fad19aded6a26bd9c8ae115a4e1c20eb90b713",
+                "sha256:f2b6a8067a4fb959d3677d1ed764cc4e63e0f6f565b9a4fc7edc2b18bf80217b"
             ],
-            "version": "==3.0.3"
+            "markers": "python_full_version >= '3.6.2'",
+            "version": "==3.0.27"
         },
         "protobuf": {
             "hashes": [
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-                "sha256:73152776dc75f335c476d11d52ec6f0f6925774802cd48d6189f4d5d7fe753f4",
-                "sha256:7774bbbaac81d3ba86de646c39f154afc8156717972bf0450c9dbfa1dc8dbea2",
-                "sha256:82d7ac987715d8d1eb4068bf997f3053468e0ce0287e2729c30601feb6602fee",
-                "sha256:8eb9c93798b904f141d9de36a0ba9f9b73cc382869e67c9e642c0aba53b0fc07",
-                "sha256:adf0e4d57b33881d0c63bb11e7f9038f98ee0c3e334c221f0858f826e8fb0151",
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@@ -252,85 +287,109 @@
         },
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@@ -397,44 +475,89 @@
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