diff --git a/Project_2/Pipfile.lock b/Project_2/Pipfile.lock
index 6bb333f..2ed73d6 100644
--- a/Project_2/Pipfile.lock
+++ b/Project_2/Pipfile.lock
@@ -18,18 +18,17 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:673cccb88d810e5627d0c1c818158485d106f65a583880e2f730c997399bcfa7",
-                "sha256:b3d9eb5119ff6e0a0125f6dabf2f9fae02f8acae7be70576002fac27235611c5"
+                "sha256:72d782fbeafba66ba3e525d46bccac949b9a174dbf66233e50ece09ee688dc81",
+                "sha256:ea907384af023a7e681368bedb896159ab100c7db593efbbd5cde22af11270cd"
             ],
-            "version": "==0.11.0"
+            "version": "==0.15.0"
         },
-        "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": [
@@ -47,77 +46,104 @@
         },
         "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"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
+        },
+        "entrypoints": {
+            "hashes": [
+                "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4",
+                "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"
             ],
-            "version": "==4.4.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.4"
         },
         "et-xmlfile": {
             "hashes": [
-                "sha256:614d9722d572f6246302c4491846d2c393c199cfa4edc9af593437691683335b"
+                "sha256:8eb9e2bc2f8c97e37a2dc85a09ecdcdec9d8a396530a6d5a33b30b9a92da0c5c",
+                "sha256:a2ba85d1d6a74ef63837eed693bcb89c3f752169b0e3e7ae5b16ca5e1b3deada"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
+        },
+        "executing": {
+            "hashes": [
+                "sha256:c6554e21c6b060590a6d3be4b82fb78f8f0194d809de5ea7df1c093763311501",
+                "sha256:d1eef132db1b83649a3905ca6dd8897f71ac6f8cac79a7e58a1a09cf137546c9"
+            ],
+            "version": "==0.8.3"
+        },
+        "flatbuffers": {
+            "hashes": [
+                "sha256:63bb9a722d5e373701913e226135b28a6f6ac200d5cc7b4d919fa38d73b44610",
+                "sha256:9e9ef47fa92625c4721036e7c4124182668dc6021d9e7c73704edd395648deb9"
             ],
-            "version": "==1.0.1"
+            "version": "==1.12"
         },
         "gast": {
             "hashes": [
-                "sha256:8f46f5be57ae6889a4e16e2ca113b1703ef17f2b0abceb83793eaba9e1351a45",
-                "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"
+                "sha256:40feb7b8b8434785585ab224d1568b857edb18297e5a3047f1ba012bc83b42c1",
+                "sha256:b7adcdd5adbebf1adf17378da5ba3f543684dbec47b1cda1f3997e573cd542c4"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.3.3"
+            "version": "==0.4.0"
         },
         "google-auth": {
             "hashes": [
-                "sha256:5176db85f1e7e837a646cd9cede72c3c404ccf2e3373d9ee14b2db88febad440",
-                "sha256:b728625ff5dfce8f9e56a499c8a4eb51443a67f20f6d28b67d5774c310ec4b6b"
+                "sha256:3ba4d63cb29c1e6d5ffcc1c0623c03cf02ede6240a072f213084749574e691ab",
+                "sha256:60d449f8142c742db760f4c0be39121bc8d9be855555d784c252deaca1ced3f5"
             ],
-            "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": "==2.6.2"
         },
         "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": [
@@ -129,96 +155,81 @@
         },
         "grpcio": {
             "hashes": [
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+            "version": "==3.1.0"
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         "idna": {
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-            "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"
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         "imbalanced-learn": {
             "hashes": [
@@ -228,6 +239,14 @@
             "index": "pypi",
             "version": "==0.7.0"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:1208431ca90a8cca1a6b8af391bb53c1a2db74e5d1cef6ddced95d4b2062edc6",
+                "sha256:ea4c597ebf37142f827b8f39299579e31685c31d3a438b59f469406afd0f2539"
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+            "markers": "python_version < '3.10'",
+            "version": "==4.11.3"
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                 "sha256:9b2652af1607986a1b231c62302d070bc0534f564c393a5d9d130db9abbbe89d",
@@ -238,18 +257,11 @@
         },
         "ipython": {
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-                "sha256:cbb2ef3d5961d44e6a963b9817d4ea4e1fa2eb589c371a470fed14d8d40cbd6a"
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-            "markers": "python_version >= '3.7'",
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-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
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-            "version": "==0.2.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==8.1.1"
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         "jdcal": {
             "hashes": [
@@ -260,35 +272,35 @@
         },
         "jedi": {
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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": "==0.17.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18.1"
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-                "sha256:9e284edd6be6b71883a63c9b7f124738a3c16195513ad940eae7e3438de885d5"
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-            "version": "==0.17.0"
+            "version": "==1.1.0"
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-            "markers": "python_version >= '3.5'",
-            "version": "==6.1.7"
+            "markers": "python_full_version >= '3.6.1'",
+            "version": "==7.1.2"
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-            "version": "==4.7.0"
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@@ -298,6 +310,12 @@
             "index": "pypi",
             "version": "==2.4.3"
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+        "keras-nightly": {
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@@ -307,49 +325,60 @@
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+            "markers": "python_version >= '3.7'",
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@@ -382,6 +411,22 @@
             "index": "pypi",
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@@ -391,38 +436,51 @@
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@@ -472,11 +530,11 @@
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@@ -831,36 +1009,49 @@
             "index": "pypi",
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@@ -882,9 +1073,9 @@
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@@ -894,11 +1085,11 @@
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@@ -949,35 +1140,43 @@
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@@ -988,184 +1187,213 @@
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@@ -1328,43 +1585,51 @@
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@@ -1376,40 +1641,48 @@
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 }