diff --git a/Project_2/Pipfile.lock b/Project_2/Pipfile.lock
index 6bb333f..424e60b 100644
--- a/Project_2/Pipfile.lock
+++ b/Project_2/Pipfile.lock
@@ -18,18 +18,11 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:673cccb88d810e5627d0c1c818158485d106f65a583880e2f730c997399bcfa7",
-                "sha256:b3d9eb5119ff6e0a0125f6dabf2f9fae02f8acae7be70576002fac27235611c5"
+                "sha256:84e6dcdc69c947d0c13e5457d056bd43cade4c2393dce00d684aedea77ddc2a3",
+                "sha256:ac511215c01ee9ae47b19716599e8ccfa746f2e18de72bdf641b79b22afa27ea"
             ],
-            "version": "==0.11.0"
-        },
-        "appnope": {
-            "hashes": [
-                "sha256:93aa393e9d6c54c5cd570ccadd8edad61ea0c4b9ea7a01409020c9aa019eb442",
-                "sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a"
-            ],
-            "markers": "sys_platform == 'darwin' and platform_system == 'Darwin'",
-            "version": "==0.1.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.0.0"
         },
         "astunparse": {
             "hashes": [
@@ -47,53 +40,66 @@
         },
         "cachetools": {
             "hashes": [
-                "sha256:513d4ff98dd27f85743a8dc0e92f55ddb1b49e060c2d5961512855cda2c01a98",
-                "sha256:bbaa39c3dede00175df2dc2b03d0cf18dd2d32a7de7beb68072d13043c9edb20"
+                "sha256:89ea6f1b638d5a73a4f9226be57ac5e4f399d22770b92355f92dcb0f7f001693",
+                "sha256:92971d3cb7d2a97efff7c7bb1657f21a8f5fb309a37530537c71b1774189f2d1"
             ],
             "markers": "python_version ~= '3.5'",
-            "version": "==4.1.1"
+            "version": "==4.2.4"
         },
         "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"
+                "sha256:876d180e9d7432c5d1dfd4c5d26b72f099d503e8fcc0feb7532c9289be60fcbd",
+                "sha256:cb957888737fc0bbcd78e3df769addb41fd1ff8cf950dc9e7ad7793f1bf44455"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.10"
         },
         "click": {
             "hashes": [
-                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
-                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
+                "sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3",
+                "sha256:410e932b050f5eed773c4cda94de75971c89cdb3155a72a0831139a79e5ecb5b"
             ],
-            "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": "==8.0.3"
         },
         "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"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
+        },
+        "entrypoints": {
+            "hashes": [
+                "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
+                "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
             ],
-            "version": "==4.4.2"
+            "markers": "python_version >= '2.7'",
+            "version": "==0.3"
         },
         "et-xmlfile": {
             "hashes": [
-                "sha256:614d9722d572f6246302c4491846d2c393c199cfa4edc9af593437691683335b"
+                "sha256:8eb9e2bc2f8c97e37a2dc85a09ecdcdec9d8a396530a6d5a33b30b9a92da0c5c",
+                "sha256:a2ba85d1d6a74ef63837eed693bcb89c3f752169b0e3e7ae5b16ca5e1b3deada"
             ],
-            "version": "==1.0.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
         },
         "gast": {
             "hashes": [
@@ -105,19 +111,19 @@
         },
         "google-auth": {
             "hashes": [
-                "sha256:5176db85f1e7e837a646cd9cede72c3c404ccf2e3373d9ee14b2db88febad440",
-                "sha256:b728625ff5dfce8f9e56a499c8a4eb51443a67f20f6d28b67d5774c310ec4b6b"
+                "sha256:a348a50b027679cb7dae98043ac8dbcc1d7951f06d8387496071a1e05a2465c0",
+                "sha256:d83570a664c10b97a1dc6f8df87e5fdfff012f48f62be131e449c20dfc32630e"
             ],
-            "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": "==2.3.3"
         },
         "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 +135,53 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:02a4a637a774382d6ac8e65c0a7af4f7f4b9704c980a0a9f4f7bbc1e97c5b733",
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-                "sha256:0cebba3907441d5c620f7b491a780ed155140fbd590da0886ecfb1df6ad947b9",
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-                "sha256:289671cfe441069f617bf23c41b1fa07053a31ff64de918d1016ac73adda2f73",
-                "sha256:2d5124284f9d29e4f06f674a12ebeb23fc16ce0f96f78a80a6036930642ae5ab",
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-                "sha256:4cef3eb2df338abd9b6164427ede961d351c6bf39b4a01448a65f9e795f56575",
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-            "version": "==1.33.2"
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+                "sha256:4b4a7152187a49767a47d1413edde2304c96f41f7bc92cc512e230dfd0fba095",
+                "sha256:50cfb7e1067ee5e00b8ab100a6b7ea322d37ec6672c0455106520b5891c4b5f5",
+                "sha256:5449ae564349e7a738b8c38583c0aad954b0d5d1dd3cea68953bfc32eaee11e3",
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+                "sha256:594aaa0469f4fca7773e80d8c27bf1298e7bbce5f6da0f084b07489a708f16ab",
+                "sha256:6620a5b751b099b3b25553cfc03dfcd873cda06f9bb2ff7e9948ac7090e20f05",
+                "sha256:6e463b4aa0a6b31cf2e57c4abc1a1b53531a18a570baeed39d8d7b65deb16b7e",
+                "sha256:735d9a437c262ab039d02defddcb9f8f545d7009ae61c0114e19dda3843febe5",
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+                "sha256:77ef653f966934b3bfdd00e4f2064b68880eb40cf09b0b99edfa5ee22a44f559",
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+                "sha256:8b2b9dc4d7897566723b77422e11c009a0ebd397966b165b21b89a62891a9fdf",
+                "sha256:a4b4543e13acb4806917d883d0f70f21ba93b29672ea81f4aaba14821aaf9bb0",
+                "sha256:a4e786a8ee8b30b25d70ee52cda6d1dbba2a8ca2f1208d8e20ed8280774f15c8",
+                "sha256:ade8b79a6b6aea68adb9d4bfeba5d647667d842202c5d8f3ba37ac1dc8e5c09c",
+                "sha256:af78ac55933811e6a25141336b1f2d5e0659c2f568d44d20539b273792563ca7",
+                "sha256:af9c3742f6c13575c0d4147a8454da0ff5308c4d9469462ff18402c6416942fe",
+                "sha256:b8cc936a29c65ab39714e1ba67a694c41218f98b6e2a64efb83f04d9abc4386b",
+                "sha256:bdf41550815a831384d21a498b20597417fd31bd084deb17d31ceb39ad9acc79",
+                "sha256:c354017819201053d65212befd1dcb65c2d91b704d8977e696bae79c47cd2f82",
+                "sha256:c36f418c925a41fccada8f7ae9a3d3e227bfa837ddbfddd3d8b0ac252d12dda9",
+                "sha256:cbc9b83211d905859dcf234ad39d7193ff0f05bfc3269c364fb0d114ee71de59",
+                "sha256:e95b5d62ec26d0cd0b90c202d73e7cb927c369c3358e027225239a4e354967dc",
+                "sha256:f11d05402e0ac3a284443d8a432d3dfc76a6bd3f7b5858cddd75617af2d7bd9b",
+                "sha256:fa26a8bbb3fe57845acb1329ff700d5c7eaf06414c3e15f4cb8923f3a466ef64",
+                "sha256:fb7229fa2a201a0c377ff3283174ec966da8f9fd7ffcc9a92f162d2e7fc9025b",
+                "sha256:fdac966699707b5554b815acc272d81e619dd0999f187cd52a61aef075f870ee"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.43.0"
         },
         "h5py": {
             "hashes": [
@@ -214,11 +219,11 @@
         },
         "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 +233,14 @@
             "index": "pypi",
             "version": "==0.7.0"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:899e2a40a8c4a1aec681feef45733de8a6c58f3f6a0dbed2eb6574b4387a77b6",
+                "sha256:951f0d8a5b7260e9db5e41d429285b5f451e928479f19d80818878527d36e95e"
+            ],
+            "markers": "python_version < '3.10'",
+            "version": "==4.10.1"
+        },
         "ipykernel": {
             "hashes": [
                 "sha256:9b2652af1607986a1b231c62302d070bc0534f564c393a5d9d130db9abbbe89d",
@@ -238,18 +251,11 @@
         },
         "ipython": {
             "hashes": [
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+            "index": "pypi",
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@@ -260,35 +266,35 @@
         },
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-            "version": "==0.17.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18.1"
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+            "markers": "python_full_version >= '3.6.1'",
+            "version": "==7.1.1"
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@@ -307,49 +313,61 @@
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+            "markers": "python_version >= '3.7'",
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         "matplotlib": {
             "hashes": [
@@ -382,6 +400,22 @@
             "index": "pypi",
             "version": "==3.3.3"
         },
+        "matplotlib-inline": {
+            "hashes": [
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@@ -418,11 +452,11 @@
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@@ -472,11 +506,11 @@
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@@ -495,75 +529,88 @@
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@@ -833,16 +982,25 @@
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@@ -894,11 +1052,11 @@
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@@ -949,35 +1107,35 @@
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@@ -1360,56 +1612,72 @@
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 }