diff --git a/FinalML/Pipfile.lock b/FinalML/Pipfile.lock
index 3760f26..8fe3537 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"
+                "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385",
+                "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"
             ],
-            "version": "==0.14.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.2.0"
         },
         "networkx": {
             "hashes": [
@@ -55,6 +57,7 @@
         },
         "nltk": {
             "hashes": [
+                "sha256:a08bdb4b8a1c13de16743068d9eb61c8c71c2e5d642e8e08205c528035843f82",
                 "sha256:bed45551259aa2101381bbdd5df37d44ca2669c5c3dad72439fa459b29137d94"
             ],
             "index": "pypi",
@@ -112,35 +115,70 @@
         },
         "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"
+                "sha256:03150abd92771742d4a8cd6f2fa6246d847dcd2e332a18d0c15cc75bf6703040",
+                "sha256:073adb2ae23431d3b9bcbcff3fe698b62ed47211d0716b067385538a1b0f28b8",
+                "sha256:0b07fffc13f474264c336298d1b4ce01d9c5a011415b79d4ee5527bb69ae6f65",
+                "sha256:0b7257127d646ff8676ec8a15520013a698d1fdc48bc2a79ba4e53df792526f2",
+                "sha256:12ce4932caf2ddf3e41d17fc9c02d67126935a44b86df6a206cf0d7161548627",
+                "sha256:15c42fb9dea42465dfd902fb0ecf584b8848ceb28b41ee2b58f866411be33f07",
+                "sha256:18498994b29e1cf86d505edcb7edbe814d133d2232d256db8c7a8ceb34d18cef",
+                "sha256:1c7c8ae3864846fc95f4611c78129301e203aaa2af813b703c55d10cc1628535",
+                "sha256:22b012ea2d065fd163ca096f4e37e47cd8b59cf4b0fd47bfca6abb93df70b34c",
+                "sha256:276a5ca930c913f714e372b2591a22c4bd3b81a418c0f6635ba832daec1cbcfc",
+                "sha256:2e0918e03aa0c72ea56edbb00d4d664294815aa11291a11504a377ea018330d3",
+                "sha256:3033fbe1feb1b59394615a1cafaee85e49d01b51d54de0cbf6aa8e64182518a1",
+                "sha256:3168434d303babf495d4ba58fc22d6604f6e2afb97adc6a423e917dab828939c",
+                "sha256:32a44128c4bdca7f31de5be641187367fe2a450ad83b833ef78910397db491aa",
+                "sha256:3dd6caf940756101205dffc5367babf288a30043d35f80936f9bfb37f8355b32",
+                "sha256:40e1ce476a7804b0fb74bcfa80b0a2206ea6a882938eaba917f7a0f004b42502",
+                "sha256:41e0051336807468be450d52b8edd12ac60bebaa97fe10c8b660f116e50b30e4",
+                "sha256:4390e9ce199fc1951fcfa65795f239a8a4944117b5935a9317fb320e7767b40f",
+                "sha256:502526a2cbfa431d9fc2a079bdd9061a2397b842bb6bc4239bb176da00993812",
+                "sha256:51e0e543a33ed92db9f5ef69a0356e0b1a7a6b6a71b80df99f1d181ae5875636",
+                "sha256:57751894f6618fd4308ed8e0c36c333e2f5469744c34729a27532b3db106ee20",
+                "sha256:5d77adcd56a42d00cc1be30843d3426aa4e660cab4a61021dc84467123f7a00c",
+                "sha256:655a83b0058ba47c7c52e4e2df5ecf484c1b0b0349805896dd350cbc416bdd91",
+                "sha256:68943d632f1f9e3dce98908e873b3a090f6cba1cbb1b892a9e8d97c938871fbe",
+                "sha256:6c738585d7a9961d8c2821a1eb3dcb978d14e238be3d70f0a706f7fa9316946b",
+                "sha256:73bd195e43f3fadecfc50c682f5055ec32ee2c933243cafbfdec69ab1aa87cad",
+                "sha256:772a91fc0e03eaf922c63badeca75e91baa80fe2f5f87bdaed4280662aad25c9",
+                "sha256:77ec3e7be99629898c9a6d24a09de089fa5356ee408cdffffe62d67bb75fdd72",
+                "sha256:7db8b751ad307d7cf238f02101e8e36a128a6cb199326e867d1398067381bff4",
+                "sha256:801ec82e4188e935c7f5e22e006d01611d6b41661bba9fe45b60e7ac1a8f84de",
+                "sha256:82409ffe29d70fd733ff3c1025a602abb3e67405d41b9403b00b01debc4c9a29",
+                "sha256:828989c45c245518065a110434246c44a56a8b2b2f6347d1409c787e6e4651ee",
+                "sha256:829f97c8e258593b9daa80638aee3789b7df9da5cf1336035016d76f03b8860c",
+                "sha256:871b72c3643e516db4ecf20efe735deb27fe30ca17800e661d769faab45a18d7",
+                "sha256:89dca0ce00a2b49024df6325925555d406b14aa3efc2f752dbb5940c52c56b11",
+                "sha256:90fb88843d3902fe7c9586d439d1e8c05258f41da473952aa8b328d8b907498c",
+                "sha256:97aabc5c50312afa5e0a2b07c17d4ac5e865b250986f8afe2b02d772567a380c",
+                "sha256:9aaa107275d8527e9d6e7670b64aabaaa36e5b6bd71a1015ddd21da0d4e06448",
+                "sha256:9f47eabcd2ded7698106b05c2c338672d16a6f2a485e74481f524e2a23c2794b",
+                "sha256:a0a06a052c5f37b4ed81c613a455a81f9a3a69429b4fd7bb913c3fa98abefc20",
+                "sha256:ab388aaa3f6ce52ac1cb8e122c4bd46657c15905904b3120a6248b5b8b0bc228",
+                "sha256:ad58d27a5b0262c0c19b47d54c5802db9b34d38bbf886665b626aff83c74bacd",
+                "sha256:ae5331c23ce118c53b172fa64a4c037eb83c9165aba3a7ba9ddd3ec9fa64a699",
+                "sha256:af0372acb5d3598f36ec0914deed2a63f6bcdb7b606da04dc19a88d31bf0c05b",
+                "sha256:afa4107d1b306cdf8953edde0534562607fe8811b6c4d9a486298ad31de733b2",
+                "sha256:b03ae6f1a1878233ac620c98f3459f79fd77c7e3c2b20d460284e1fb370557d4",
+                "sha256:b0915e734b33a474d76c28e07292f196cdf2a590a0d25bcc06e64e545f2d146c",
+                "sha256:b4012d06c846dc2b80651b120e2cdd787b013deb39c09f407727ba90015c684f",
+                "sha256:b472b5ea442148d1c3e2209f20f1e0bb0eb556538690fa70b5e1f79fa0ba8dc2",
+                "sha256:b59430236b8e58840a0dfb4099a0e8717ffb779c952426a69ae435ca1f57210c",
+                "sha256:b90f7616ea170e92820775ed47e136208e04c967271c9ef615b6fbd08d9af0e3",
+                "sha256:b9a65733d103311331875c1dca05cb4606997fd33d6acfed695b1232ba1df193",
+                "sha256:bac18ab8d2d1e6b4ce25e3424f709aceef668347db8637c2296bcf41acb7cf48",
+                "sha256:bca31dd6014cb8b0b2db1e46081b0ca7d936f856da3b39744aef499db5d84d02",
+                "sha256:be55f8457cd1eac957af0c3f5ece7bc3f033f89b114ef30f710882717670b2a8",
+                "sha256:c7025dce65566eb6e89f56c9509d4f628fddcedb131d9465cacd3d8bac337e7e",
+                "sha256:c935a22a557a560108d780f9a0fc426dd7459940dc54faa49d83249c8d3e760f",
+                "sha256:dbb8e7f2abee51cef77673be97760abff1674ed32847ce04b4af90f610144c7b",
+                "sha256:e6ea6b856a74d560d9326c0f5895ef8050126acfdc7ca08ad703eb0081e82b74",
+                "sha256:ebf2029c1f464c59b8bdbe5143c79fa2045a581ac53679733d3a91d400ff9efb",
+                "sha256:f1ff2ee69f10f13a9596480335f406dd1f70c3650349e2be67ca3139280cade0"
             ],
             "index": "pypi",
-            "version": "==6.2.0"
+            "version": "==9.3.0"
         },
         "pypdf2": {
             "hashes": [
@@ -158,10 +196,11 @@
         },
         "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 +211,10 @@
         },
         "pytz": {
             "hashes": [
-                "sha256:26c0b32e437e54a18161324a2fca3c4b9846b74a8dccddd843113109e1116b32",
-                "sha256:c894d57500a4cd2d5c71114aaab77dbab5eabd9022308ce5ac9bb93a60a6f0c7"
+                "sha256:222439474e9c98fced559f1709d89e6c9cbf8d79c794ff3eb9f8800064291427",
+                "sha256:e89512406b793ca39f5971bc999cc538ce125c0e51c27941bef4568b460095e2"
             ],
-            "version": "==2019.2"
+            "version": "==2022.6"
         },
         "rake-nltk": {
             "hashes": [
@@ -186,52 +225,92 @@
         },
         "scikit-learn": {
             "hashes": [
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-            "version": "==0.21.3"
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+                "sha256:f14517e174bd7332f1cca2c959e704696a5e0ba246eb8763e6c24876d8710049",
+                "sha256:fa38a1b9b38ae1fad2863eff5e0d69608567453fdfc850c992e6e47eb764e846",
+                "sha256:ff3fa8ea0e09e38677762afc6e14cad77b5e125b0ea70c9bba1992f02c93b028",
+                "sha256:ff746a69ff2ef25f62b36338c615dd15954ddc3ab8e73530237dd73235e76d62"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.0.2"
         },
         "scipy": {
             "hashes": [
-                "sha256:0baa64bf42592032f6f6445a07144e355ca876b177f47ad8d0612901c9375bef",
-                "sha256:243b04730d7223d2b844bda9500310eecc9eda0cba9ceaf0cde1839f8287dfa8",
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-                "sha256:dd3b52e00f93fd1c86f2d78243dfb0d02743c94dd1d34ffea10055438e63b99d"
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-            "version": "==1.3.1"
+                "sha256:033ce76ed4e9f62923e1f8124f7e2b0800db533828c853b402c7eec6e9465d80",
+                "sha256:173308efba2270dcd61cd45a30dfded6ec0085b4b6eb33b5eb11ab443005e088",
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+                "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": [
+                "sha256:6211d2f5eddad8757bd0484923ca7c0a6302ebc4ab32ea5e94357176e0ca0840",
+                "sha256:d1eebf881c6114e51df1664bc2c9133d022f78d12d5f4f665b9191f084e2862d"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==65.6.0"
         },
         "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 +321,19 @@
         },
         "sqlparse": {
             "hashes": [
-                "sha256:40afe6b8d4b1117e7dff5504d7a8ce07d9a1b15aeeade8a2d10f130a834f8177",
-                "sha256:7c3dca29c022744e95b547e867cee89f4fce4373f3549ccd8797d8eb52cdb873"
+                "sha256:0323c0ec29cd52bceabc1b4d9d579e311f3e4961b98d174201d5622a23b85e34",
+                "sha256:69ca804846bb114d2ec380e4360a8a340db83f0ccf3afceeb1404df028f57268"
             ],
-            "version": "==0.3.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==0.4.3"
+        },
+        "threadpoolctl": {
+            "hashes": [
+                "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b",
+                "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.1.0"
         }
     },
     "develop": {}