diff --git a/FinalML/Pipfile.lock b/FinalML/Pipfile.lock
index 3760f26..12da82f 100644
--- a/FinalML/Pipfile.lock
+++ b/FinalML/Pipfile.lock
@@ -18,10 +18,11 @@
     "default": {
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330",
+                "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"
             ],
-            "version": "==4.4.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
         },
         "django": {
             "hashes": [
@@ -41,10 +42,11 @@
         },
         "joblib": {
             "hashes": [
-                "sha256:006108c7576b3eb6c5b27761ddbf188eb6e6347696325ab2027ea1ee9a4b922d",
-                "sha256:6fcc57aacb4e89451fd449e9412687c51817c3f48662c3d8f38ba3f8a0a193ff"
+                "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35",
+                "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"
             ],
-            "version": "==0.14.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
         },
         "networkx": {
             "hashes": [
@@ -55,6 +57,7 @@
         },
         "nltk": {
             "hashes": [
+                "sha256:a08bdb4b8a1c13de16743068d9eb61c8c71c2e5d642e8e08205c528035843f82",
                 "sha256:bed45551259aa2101381bbdd5df37d44ca2669c5c3dad72439fa459b29137d94"
             ],
             "index": "pypi",
@@ -112,35 +115,44 @@
         },
         "pillow": {
             "hashes": [
-                "sha256:00fdeb23820f30e43bba78eb9abb00b7a937a655de7760b2e09101d63708b64e",
-                "sha256:01f948e8220c85eae1aa1a7f8edddcec193918f933fb07aaebe0bfbbcffefbf1",
-                "sha256:08abf39948d4b5017a137be58f1a52b7101700431f0777bec3d897c3949f74e6",
-                "sha256:099a61618b145ecb50c6f279666bbc398e189b8bc97544ae32b8fcb49ad6b830",
-                "sha256:2c1c61546e73de62747e65807d2cc4980c395d4c5600ecb1f47a650c6fa78c79",
-                "sha256:2ed9c4f694861642401f27dc3cb99772be67cd190e84845c749dae0a06c3bfae",
-                "sha256:338581b30b908e111be578f0297255f6b57a51358cd16fa0e6f664c9a1f88bff",
-                "sha256:38c7d48a21cd06fdeee93987147b9b1c55b73b4cfcbf83240568bfbd5adee447",
-                "sha256:43fd026f613c8e48a25eba1a92f4d2ad7f3903c95d8c33a11611a7717d2ab654",
-                "sha256:4548236844327a718ce3bb182ab32a16fa2050c61e334e959f554cac052fb0df",
-                "sha256:5090857876c58885cfa388dc649e5db30aae98a068c26f3fd0ac9d7d9a4d9572",
-                "sha256:5bbba34f97a26a93f5e8dec469ca4ddd712451418add43da946dbaed7f7a98d2",
-                "sha256:65a28969a025a0eb4594637b6103201dc4ed2a9508bdab56ac33e43e3081c404",
-                "sha256:892bb52b70bd5ea9dbbc3ac44f38e84f5a04e9d8b1bff48159d96cb795b81159",
-                "sha256:8a9becd5cbd5062f973bcd2e7bc79483af310222de112b6541f8af1f93a3cc42",
-                "sha256:972a7aaeb7c4a2795b52eef52ee991ef040b31009f36deca6207a986607b55f3",
-                "sha256:97b119c436bfa96a92ac2ca525f7025836d4d4e64b1c9f9eff8dbaf3ff1d86f3",
-                "sha256:9ba37698e242223f8053cc158f130aee046a96feacbeab65893dbe94f5530118",
-                "sha256:b1b0e1f626a0f079c0d3696db70132fb1f29aa87c66aecb6501a9b8be64ce9f7",
-                "sha256:c14c1224fd1a5be2733530d648a316974dbbb3c946913562c6005a76f21ca042",
-                "sha256:c79a8546c48ae6465189e54e3245a97ddf21161e33ff7eaa42787353417bb2b6",
-                "sha256:ceb76935ac4ebdf6d7bc845482a4450b284c6ccfb281e34da51d510658ab34d8",
-                "sha256:e22bffaad04b4d16e1c091baed7f2733fc1ebb91e0c602abf1b6834d17158b1f",
-                "sha256:ec883b8e44d877bda6f94a36313a1c6063f8b1997aa091628ae2f34c7f97c8d5",
-                "sha256:f1baa54d50ec031d1a9beb89974108f8f2c0706f49798f4777df879df0e1adb6",
-                "sha256:f53a5385932cda1e2c862d89460992911a89768c65d176ff8c50cddca4d29bed"
+                "sha256:011233e0c42a4a7836498e98c1acf5e744c96a67dd5032a6f666cc1fb97eab97",
+                "sha256:0f29d831e2151e0b7b39981756d201f7108d3d215896212ffe2e992d06bfe049",
+                "sha256:12875d118f21cf35604176872447cdb57b07126750a33748bac15e77f90f1f9c",
+                "sha256:14d4b1341ac07ae07eb2cc682f459bec932a380c3b122f5540432d8977e64eae",
+                "sha256:1c3c33ac69cf059bbb9d1a71eeaba76781b450bc307e2291f8a4764d779a6b28",
+                "sha256:1d19397351f73a88904ad1aee421e800fe4bbcd1aeee6435fb62d0a05ccd1030",
+                "sha256:253e8a302a96df6927310a9d44e6103055e8fb96a6822f8b7f514bb7ef77de56",
+                "sha256:2632d0f846b7c7600edf53c48f8f9f1e13e62f66a6dbc15191029d950bfed976",
+                "sha256:335ace1a22325395c4ea88e00ba3dc89ca029bd66bd5a3c382d53e44f0ccd77e",
+                "sha256:413ce0bbf9fc6278b2d63309dfeefe452835e1c78398efb431bab0672fe9274e",
+                "sha256:5100b45a4638e3c00e4d2320d3193bdabb2d75e79793af7c3eb139e4f569f16f",
+                "sha256:514ceac913076feefbeaf89771fd6febde78b0c4c1b23aaeab082c41c694e81b",
+                "sha256:528a2a692c65dd5cafc130de286030af251d2ee0483a5bf50c9348aefe834e8a",
+                "sha256:6295f6763749b89c994fcb6d8a7f7ce03c3992e695f89f00b741b4580b199b7e",
+                "sha256:6c8bc8238a7dfdaf7a75f5ec5a663f4173f8c367e5a39f87e720495e1eed75fa",
+                "sha256:718856856ba31f14f13ba885ff13874be7fefc53984d2832458f12c38205f7f7",
+                "sha256:7f7609a718b177bf171ac93cea9fd2ddc0e03e84d8fa4e887bdfc39671d46b00",
+                "sha256:80ca33961ced9c63358056bd08403ff866512038883e74f3a4bf88ad3eb66838",
+                "sha256:80fe64a6deb6fcfdf7b8386f2cf216d329be6f2781f7d90304351811fb591360",
+                "sha256:81c4b81611e3a3cb30e59b0cf05b888c675f97e3adb2c8672c3154047980726b",
+                "sha256:855c583f268edde09474b081e3ddcd5cf3b20c12f26e0d434e1386cc5d318e7a",
+                "sha256:9bfdb82cdfeccec50aad441afc332faf8606dfa5e8efd18a6692b5d6e79f00fd",
+                "sha256:a5d24e1d674dd9d72c66ad3ea9131322819ff86250b30dc5821cbafcfa0b96b4",
+                "sha256:a9f44cd7e162ac6191491d7249cceb02b8116b0f7e847ee33f739d7cb1ea1f70",
+                "sha256:b5b3f092fe345c03bca1e0b687dfbb39364b21ebb8ba90e3fa707374b7915204",
+                "sha256:b9618823bd237c0d2575283f2939655f54d51b4527ec3972907a927acbcc5bfc",
+                "sha256:cef9c85ccbe9bee00909758936ea841ef12035296c748aaceee535969e27d31b",
+                "sha256:d21237d0cd37acded35154e29aec853e945950321dd2ffd1a7d86fe686814669",
+                "sha256:d3c5c79ab7dfce6d88f1ba639b77e77a17ea33a01b07b99840d6ed08031cb2a7",
+                "sha256:d9d7942b624b04b895cb95af03a23407f17646815495ce4547f0e60e0b06f58e",
+                "sha256:db6d9fac65bd08cea7f3540b899977c6dee9edad959fa4eaf305940d9cbd861c",
+                "sha256:ede5af4a2702444a832a800b8eb7f0a7a1c0eed55b644642e049c98d589e5092",
+                "sha256:effb7749713d5317478bb3acb3f81d9d7c7f86726d41c1facca068a04cf5bb4c",
+                "sha256:f154d173286a5d1863637a7dcd8c3437bb557520b01bddb0be0258dcb72696b5",
+                "sha256:f25ed6e28ddf50de7e7ea99d7a976d6a9c415f03adcaac9c41ff6ff41b6d86ac"
             ],
             "index": "pypi",
-            "version": "==6.2.0"
+            "version": "==9.0.1"
         },
         "pypdf2": {
             "hashes": [
@@ -158,10 +170,11 @@
         },
         "python-dateutil": {
             "hashes": [
-                "sha256:7e6584c74aeed623791615e26efd690f29817a27c73085b78e4bad02493df2fb",
-                "sha256:c89805f6f4d64db21ed966fda138f8a5ed7a4fdbc1a8ee329ce1b74e3c74da9e"
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
-            "version": "==2.8.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==2.8.2"
         },
         "python-levenshtein": {
             "hashes": [
@@ -172,10 +185,10 @@
         },
         "pytz": {
             "hashes": [
-                "sha256:26c0b32e437e54a18161324a2fca3c4b9846b74a8dccddd843113109e1116b32",
-                "sha256:c894d57500a4cd2d5c71114aaab77dbab5eabd9022308ce5ac9bb93a60a6f0c7"
+                "sha256:3672058bc3453457b622aab7a1c3bfd5ab0bdae451512f6cf25f64ed37f5b87c",
+                "sha256:acad2d8b20a1af07d4e4c9d2e9285c5ed9104354062f275f3fcd88dcef4f1326"
             ],
-            "version": "==2019.2"
+            "version": "==2021.3"
         },
         "rake-nltk": {
             "hashes": [
@@ -186,52 +199,92 @@
         },
         "scikit-learn": {
             "hashes": [
-                "sha256:1ac81293d261747c25ea5a0ee8cd2bb1f3b5ba9ec05421a7f9f0feb4eb7c4116",
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-                "sha256:777cdd5c077b7ca9cb381396c81990cf41d2fa8350760d3cad3b4c460a7db644",
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-                "sha256:928050b65781fea9542dfe9bfe02d8c4f5530baa8472ec60782ea77347d2c836",
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-                "sha256:ae322235def5ce8fae645b439e332e6f25d34bb90d6a6c8e261f17eb476457b7",
-                "sha256:c1cd6b29eb1fd1cc672ac5e4a8be5f6ea936d094a3dc659ada0746d6fac750b1",
-                "sha256:c41a6e2685d06bcdb0d26533af2540f54884d40db7e48baed6a5bcbf1a7cc642",
-                "sha256:d07fcb0c0acbc043faa0e7cf4d2037f71193de3fb04fb8ed5c259b089af1cf5c",
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-                "sha256:eb2b7bed0a26ba5ce3700e15938b28a4f4513578d3e54a2156c29df19ac5fd01",
-                "sha256:eb9b8ebf59eddd8b96366428238ab27d05a19e89c5516ce294abc35cea75d003"
-            ],
-            "version": "==0.21.3"
+                "sha256:08ef968f6b72033c16c479c966bf37ccd49b06ea91b765e1cc27afefe723920b",
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+                "sha256:b5870959a5484b614f26d31ca4c17524b1b0317522199dc985c3b4256e030767",
+                "sha256:bc3744dabc56b50bec73624aeca02e0def06b03cb287de26836e730659c5d29c",
+                "sha256:d93d4c28370aea8a7cbf6015e8a669cd5d69f856cc2aa44e7a590fb805bb5583",
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+                "sha256:eabceab574f471de0b0eb3f2ecf2eee9f10b3106570481d007ed1c84ebf6d6a1",
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+                "sha256:ff3fa8ea0e09e38677762afc6e14cad77b5e125b0ea70c9bba1992f02c93b028",
+                "sha256:ff746a69ff2ef25f62b36338c615dd15954ddc3ab8e73530237dd73235e76d62"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.0.2"
         },
         "scipy": {
             "hashes": [
-                "sha256:0baa64bf42592032f6f6445a07144e355ca876b177f47ad8d0612901c9375bef",
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-                "sha256:89dd6a6d329e3f693d1204d5562dd63af0fd7a17854ced17f9cbc37d5b853c8d",
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-                "sha256:a9d606d11eb2eec7ef893eb825017fbb6eef1e1d0b98a5b7fc11446ebeb2b9b1",
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-                "sha256:dd3b52e00f93fd1c86f2d78243dfb0d02743c94dd1d34ffea10055438e63b99d"
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-            "version": "==1.3.1"
+                "sha256:033ce76ed4e9f62923e1f8124f7e2b0800db533828c853b402c7eec6e9465d80",
+                "sha256:173308efba2270dcd61cd45a30dfded6ec0085b4b6eb33b5eb11ab443005e088",
+                "sha256:21b66200cf44b1c3e86495e3a436fc7a26608f92b8d43d344457c54f1c024cbc",
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+                "sha256:304dfaa7146cffdb75fbf6bb7c190fd7688795389ad060b970269c8576d038e9",
+                "sha256:3f78181a153fa21c018d346f595edd648344751d7f03ab94b398be2ad083ed3e",
+                "sha256:4d242d13206ca4302d83d8a6388c9dfce49fc48fdd3c20efad89ba12f785bf9e",
+                "sha256:5d1cc2c19afe3b5a546ede7e6a44ce1ff52e443d12b231823268019f608b9b12",
+                "sha256:5f2cfc359379c56b3a41b17ebd024109b2049f878badc1e454f31418c3a18436",
+                "sha256:65bd52bf55f9a1071398557394203d881384d27b9c2cad7df9a027170aeaef93",
+                "sha256:7edd9a311299a61e9919ea4192dd477395b50c014cdc1a1ac572d7c27e2207fa",
+                "sha256:8499d9dd1459dc0d0fe68db0832c3d5fc1361ae8e13d05e6849b358dc3f2c279",
+                "sha256:866ada14a95b083dd727a845a764cf95dd13ba3dc69a16b99038001b05439709",
+                "sha256:87069cf875f0262a6e3187ab0f419f5b4280d3dcf4811ef9613c605f6e4dca95",
+                "sha256:93378f3d14fff07572392ce6a6a2ceb3a1f237733bd6dcb9eb6a2b29b0d19085",
+                "sha256:95c2d250074cfa76715d58830579c64dff7354484b284c2b8b87e5a38321672c",
+                "sha256:ab5875facfdef77e0a47d5fd39ea178b58e60e454a4c85aa1e52fcb80db7babf",
+                "sha256:b0e0aeb061a1d7dcd2ed59ea57ee56c9b23dd60100825f98238c06ee5cc4467e",
+                "sha256:b78a35c5c74d336f42f44106174b9851c783184a85a3fe3e68857259b37b9ffb",
+                "sha256:c9e04d7e9b03a8a6ac2045f7c5ef741be86727d8f49c45db45f244bdd2bcff17",
+                "sha256:ca36e7d9430f7481fc7d11e015ae16fbd5575615a8e9060538104778be84addf",
+                "sha256:ceebc3c4f6a109777c0053dfa0282fddb8893eddfb0d598574acfb734a926168",
+                "sha256:e2c036492e673aad1b7b0d0ccdc0cb30a968353d2c4bf92ac8e73509e1bf212c",
+                "sha256:eb326658f9b73c07081300daba90a8746543b5ea177184daed26528273157294",
+                "sha256:eb7ae2c4dbdb3c9247e07acc532f91077ae6dbc40ad5bd5dca0bb5a176ee9bda",
+                "sha256:edad1cf5b2ce1912c4d8ddad20e11d333165552aba262c882e28c78bbc09dbf6",
+                "sha256:eef93a446114ac0193a7b714ce67659db80caf940f3232bad63f4c7a81bc18df",
+                "sha256:f7eaea089345a35130bc9a39b89ec1ff69c208efa97b3f8b25ea5d4c41d88094",
+                "sha256:f99d206db1f1ae735a8192ab93bd6028f3a42f6fa08467d37a14eb96c9dd34a3"
+            ],
+            "markers": "python_version < '3.11' and python_version >= '3.7'",
+            "version": "==1.7.3"
+        },
+        "setuptools": {
+            "hashes": [
+                "sha256:2347b2b432c891a863acadca2da9ac101eae6169b1d3dfee2ec605ecd50dbfe5",
+                "sha256:e4f30b9f84e5ab3decf945113119649fec09c1fc3507c6ebffec75646c56e62b"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==60.9.3"
         },
         "six": {
             "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "version": "==1.12.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
         },
         "sklearn": {
             "hashes": [
@@ -242,10 +295,19 @@
         },
         "sqlparse": {
             "hashes": [
-                "sha256:40afe6b8d4b1117e7dff5504d7a8ce07d9a1b15aeeade8a2d10f130a834f8177",
-                "sha256:7c3dca29c022744e95b547e867cee89f4fce4373f3549ccd8797d8eb52cdb873"
+                "sha256:0c00730c74263a94e5a9919ade150dfc3b19c574389985446148402998287dae",
+                "sha256:48719e356bb8b42991bdbb1e8b83223757b93789c00910a616a071910ca4a64d"
             ],
-            "version": "==0.3.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==0.4.2"
+        },
+        "threadpoolctl": {
+            "hashes": [
+                "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b",
+                "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.1.0"
         }
     },
     "develop": {}