diff --git a/Project_2/Pipfile.lock b/Project_2/Pipfile.lock
index 6bb333f..331e1f2 100644
--- a/Project_2/Pipfile.lock
+++ b/Project_2/Pipfile.lock
@@ -18,18 +18,18 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:673cccb88d810e5627d0c1c818158485d106f65a583880e2f730c997399bcfa7",
-                "sha256:b3d9eb5119ff6e0a0125f6dabf2f9fae02f8acae7be70576002fac27235611c5"
+                "sha256:84e6dcdc69c947d0c13e5457d056bd43cade4c2393dce00d684aedea77ddc2a3",
+                "sha256:ac511215c01ee9ae47b19716599e8ccfa746f2e18de72bdf641b79b22afa27ea"
             ],
-            "version": "==0.11.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.0.0"
         },
-        "appnope": {
+        "asttokens": {
             "hashes": [
-                "sha256:93aa393e9d6c54c5cd570ccadd8edad61ea0c4b9ea7a01409020c9aa019eb442",
-                "sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a"
+                "sha256:0844691e88552595a6f4a4281a9f7f79b8dd45ca4ccea82e5e05b4bbdb76705c",
+                "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"
             ],
-            "markers": "sys_platform == 'darwin' and platform_system == 'Darwin'",
-            "version": "==0.1.2"
+            "version": "==2.0.5"
         },
         "astunparse": {
             "hashes": [
@@ -47,53 +47,73 @@
         },
         "cachetools": {
             "hashes": [
-                "sha256:513d4ff98dd27f85743a8dc0e92f55ddb1b49e060c2d5961512855cda2c01a98",
-                "sha256:bbaa39c3dede00175df2dc2b03d0cf18dd2d32a7de7beb68072d13043c9edb20"
+                "sha256:486471dfa8799eb7ec503a8059e263db000cdda20075ce5e48903087f79d5fd6",
+                "sha256:8fecd4203a38af17928be7b90689d8083603073622229ca7077b72d8e5a976e4"
             ],
-            "markers": "python_version ~= '3.5'",
-            "version": "==4.1.1"
+            "markers": "python_version ~= '3.7'",
+            "version": "==5.0.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:1f422849db327d534e3d0c5f02a263458c3955ec0aae4ff09b95f195c59f4edd",
-                "sha256:f05def092c44fbf25834a51509ef6e631dc19765ab8a57b4e7ab85531f0a9cf4"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2020.11.8"
+            "version": "==2021.10.8"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
+                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.12"
         },
         "click": {
             "hashes": [
-                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
-                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
+                "sha256:6a7a62563bbfabfda3a38f3023a1db4a35978c0abd76f6c9605ecd6554d6d9b1",
+                "sha256:8458d7b1287c5fb128c90e23381cf99dcde74beaf6c7ff6384ce84d6fe090adb"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==7.1.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==8.0.4"
         },
         "cycler": {
             "hashes": [
-                "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
-                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
+                "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3",
+                "sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f"
             ],
-            "version": "==0.10.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.11.0"
         },
         "decorator": {
             "hashes": [
-                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
-                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
+                "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330",
+                "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"
             ],
-            "version": "==4.4.2"
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
+        },
+        "entrypoints": {
+            "hashes": [
+                "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4",
+                "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.4"
         },
         "et-xmlfile": {
             "hashes": [
-                "sha256:614d9722d572f6246302c4491846d2c393c199cfa4edc9af593437691683335b"
+                "sha256:8eb9e2bc2f8c97e37a2dc85a09ecdcdec9d8a396530a6d5a33b30b9a92da0c5c",
+                "sha256:a2ba85d1d6a74ef63837eed693bcb89c3f752169b0e3e7ae5b16ca5e1b3deada"
             ],
-            "version": "==1.0.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
+        },
+        "executing": {
+            "hashes": [
+                "sha256:c6554e21c6b060590a6d3be4b82fb78f8f0194d809de5ea7df1c093763311501",
+                "sha256:d1eef132db1b83649a3905ca6dd8897f71ac6f8cac79a7e58a1a09cf137546c9"
+            ],
+            "version": "==0.8.3"
         },
         "gast": {
             "hashes": [
@@ -105,19 +125,19 @@
         },
         "google-auth": {
             "hashes": [
-                "sha256:5176db85f1e7e837a646cd9cede72c3c404ccf2e3373d9ee14b2db88febad440",
-                "sha256:b728625ff5dfce8f9e56a499c8a4eb51443a67f20f6d28b67d5774c310ec4b6b"
+                "sha256:218ca03d7744ca0c8b6697b6083334be7df49b7bf76a69d555962fd1a7657b5f",
+                "sha256:ad160fc1ea8f19e331a16a14a79f3d643d813a69534ba9611d2c80dc10439dad"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.23.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==2.6.0"
         },
         "google-auth-oauthlib": {
             "hashes": [
-                "sha256:65b65bc39ad8cab15039b35e5898455d3d66296d0584d96fe0e79d67d04c51d9",
-                "sha256:d4d98c831ea21d574699978827490a41b94f05d565c617fe1b420e88f1fc8d8d"
+                "sha256:3f2a6e802eebbb6fb736a370fbf3b055edcb6b52878bf2f26330b5e041316c73",
+                "sha256:a90a072f6993f2c327067bf65270046384cda5a8ecb20b94ea9a687f1f233a7a"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==0.4.2"
+            "version": "==0.4.6"
         },
         "google-pasta": {
             "hashes": [
@@ -129,54 +149,53 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:02a4a637a774382d6ac8e65c0a7af4f7f4b9704c980a0a9f4f7bbc1e97c5b733",
-                "sha256:08b6a58c8a83e71af5650f8f879fe14b7b84dce0c4969f3817b42c72989dacf0",
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-                "sha256:0cebba3907441d5c620f7b491a780ed155140fbd590da0886ecfb1df6ad947b9",
-                "sha256:143b4fe72c01000fc0667bf62ace402a6518939b3511b3c2bec04d44b1d7591c",
-                "sha256:21265511880056d19ce4f809ce3fbe2a3fa98ec1fc7167dbdf30a80d3276202e",
-                "sha256:289671cfe441069f617bf23c41b1fa07053a31ff64de918d1016ac73adda2f73",
-                "sha256:2d5124284f9d29e4f06f674a12ebeb23fc16ce0f96f78a80a6036930642ae5ab",
-                "sha256:2f2eabfd514af8945ee415083a0f849eea6cb3af444999453bb6666fadc10f54",
-                "sha256:3ac453387add933b6cfbc67cc8635f91ff9895299130fc612c3c4b904e91d82a",
-                "sha256:407b4d869ce5c6a20af5b96bb885e3ecaf383e3fb008375919eb26cf8f10d9cd",
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-                "sha256:4cef3eb2df338abd9b6164427ede961d351c6bf39b4a01448a65f9e795f56575",
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-                "sha256:dd47fac2878f6102efa211461eb6fa0a6dd7b4899cd1ade6cdcb9fa9748363eb",
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-            "version": "==1.33.2"
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+                "sha256:36a7bdd6ef9bca050c7ade8cba5f0e743343ea0756d5d3d520e915098a9dc503",
+                "sha256:3d47553b8e86ab1e59b0185ba6491a187f94a0239f414c8fc867a22b0405b798",
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+                "sha256:4bae1c99896045d3062ab95478411c8d5a52cb84b91a1517312629fa6cfeb50e",
+                "sha256:4ee51964edfd0a1293a95bb0d72d134ecf889379d90d2612cbf663623ce832b4",
+                "sha256:4fcb53e4eb8c271032c91b8981df5fc1bb974bc73e306ec2c27da41bd95c44b5",
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+                "sha256:5f3c54ebb5d9633a557335c01d88d3d4928e9b1b131692283b6184da1edbec0b",
+                "sha256:6641a28cc826a92ef717201cca9a035c34a0185e38b0c93f3ce5f01a01a1570a",
+                "sha256:790d7493337558ae168477d1be3178f4c9b8f91d8cd9b8b719d06fd9b2d48836",
+                "sha256:871078218fa9117e2a378678f327e32fda04e363ed6bc0477275444273255d4d",
+                "sha256:898c159148f27e23c08a337fb80d31ece6b76bb24f359d83929460d813665b74",
+                "sha256:89b390b1c0de909965280d175c53128ce2f0f4f5c0f011382243dd7f2f894060",
+                "sha256:8fa6584046a7cf281649975a363673fa5d9c6faf9dc923f261cc0e56713b5892",
+                "sha256:9075c0c003c1ff14ebce8f0ba55cc692158cb55c68da09cf8b0f9fc5b749e343",
+                "sha256:9a86a91201f8345502ea81dee0a55ae13add5fafadf109b17acd858fe8239651",
+                "sha256:a8d610b7b557a7609fecee80b6dd793ecb7a9a3c3497fbdce63ce7d151cdd705",
+                "sha256:b81dc7894062ed2d25b74a2725aaa0a6895ce97ce854f432fe4e87cad5a07316",
+                "sha256:b8d852329336c584c636caa9c2db990f3a332b19bc86a80f4646b58d27c142db",
+                "sha256:be857b7ec2ac43455156e6ba89262f7d7ae60227049427d01a3fecd218a3f88d",
+                "sha256:bebe90b8020b4248e5a2076b56154cc6ff45691bbbe980579fc9db26717ac968",
+                "sha256:bfd36b959c3c4e945119387baed1414ea46f7116886aa23de0172302b49d7ff1",
+                "sha256:c122dac5cb299b8ad7308d61bd9fe0413de13b0347cce465398436b3fdf1f609",
+                "sha256:c5c2f8417d13386e18ccc8c61467cb6a6f9667a1ff7000a2d7d378e5d7df693f",
+                "sha256:ccd388b8f37b19d06e4152189726ce309e36dc03b53f2216a4ea49f09a7438e6",
+                "sha256:cd61b52d9cf8fcf8d9628c0b640b9e44fdc5e93d989cc268086a858540ed370c",
+                "sha256:cf220199b7b4992729ad4d55d5d3f652f4ccfe1a35b5eacdbecf189c245e1859",
+                "sha256:d1e22d3a510438b7f3365c0071b810672d09febac6e8ca8a47eab657ae5f347b",
+                "sha256:d2ec124a986093e26420a5fb10fa3f02b2c232f924cdd7b844ddf7e846c020cd",
+                "sha256:dc3290d0411ddd2bd49adba5793223de8de8b01588d45e9376f1a9f7d25414f4",
+                "sha256:e2149077d71e060678130644670389ddf1491200bcea16c5560d4ccdc65e3f2e",
+                "sha256:e2de61005118ae59d48d5d749283ebfd1ba4ca68cc1000f8a395cd2bdcff7ceb",
+                "sha256:e50ddea6de76c09b656df4b5a55ae222e2a56e625c44250e501ff3c904113ec1",
+                "sha256:e898194f76212facbaeb6d7545debff29351afa23b53ff8f0834d66611af5139",
+                "sha256:f6a9cf0e77f72f2ac30c9c6e086bc7446c984c51bebc6c7f50fbcd718037edba",
+                "sha256:fdb0a3e0e64843441793923d9532a3a23907b07b2a1e0a7a31f186dc185bb772"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.44.0"
         },
         "h5py": {
             "hashes": [
@@ -214,11 +233,11 @@
         },
         "idna": {
             "hashes": [
-                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
-                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
+                "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff",
+                "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.10"
+            "markers": "python_version >= '3'",
+            "version": "==3.3"
         },
         "imbalanced-learn": {
             "hashes": [
@@ -228,6 +247,14 @@
             "index": "pypi",
             "version": "==0.7.0"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:b36ffa925fe3139b2f6ff11d6925ffd4fa7bc47870165e3ac260ac7b4f91e6ac",
+                "sha256:d16e8c1deb60de41b8e8ed21c1a7b947b0bc62fab7e1d470bcdf331cea2e6735"
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+            "markers": "python_version < '3.10'",
+            "version": "==4.11.2"
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         "ipykernel": {
             "hashes": [
                 "sha256:9b2652af1607986a1b231c62302d070bc0534f564c393a5d9d130db9abbbe89d",
@@ -238,18 +265,11 @@
         },
         "ipython": {
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-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
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         "jdcal": {
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@@ -260,35 +280,35 @@
         },
         "jedi": {
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-            "version": "==0.17.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18.1"
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@@ -307,49 +327,61 @@
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@@ -382,6 +414,22 @@
             "index": "pypi",
             "version": "==3.3.3"
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+        "matplotlib-inline": {
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@@ -418,11 +466,11 @@
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@@ -472,11 +520,11 @@
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@@ -495,75 +543,98 @@
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@@ -894,11 +1078,11 @@
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==1.0.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.3"
         },
         "wheel": {
             "hashes": [
-                "sha256:645f81da70dcd993844005762acbb7e8628306bec414c90539d276fbd4fc7cbe",
-                "sha256:e17f05e14282d0e666327f800ef43123b40f3dbc13a86193b604f2ebfae0dabc"
+                "sha256:4bdcd7d840138086126cd09254dc6195fb4fc6f01c050a1d7236f2630db1d22a",
+                "sha256:e9a504e793efbca1b8e0e9cb979a249cf4a0a7b5b8c9e8b65a5e39d49529c1c4"
             ],
-            "markers": "python_version >= '3'",
-            "version": "==0.36.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==0.37.1"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d",
+                "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==3.7.0"
         }
     }
 }