diff --git a/Pipfile.lock b/Pipfile.lock
index 5e7d512..73a899a 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,10 +18,11 @@
     "default": {
         "attrs": {
             "hashes": [
-                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
-                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+                "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6",
+                "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"
             ],
-            "version": "==19.3.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==22.1.0"
         },
         "beautifulsoup4": {
             "hashes": [
@@ -58,38 +59,53 @@
                 "sha256:584d78e7f4c3c6e2fd498eb56dfc8ef1f4ff738480237de2ccd26cbe2cf47172",
                 "sha256:d74d1d856c6b36a37bf14aa6dbbc27d0582667b7ab979a6108e61a575e8723f5"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.0.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:5ad7e9a056d25ffa5082862e36f119f7f7cec6457fa07ee2f8c339814b80c9b1",
-                "sha256:9cd41137dc19af6a5e03b630eefe7d1f458d964d406342dd3edf625839b944cc"
+                "sha256:36973885b9542e6bd01dea287b2b4b3b21236307c56324fcc3f1160f2d655ed5",
+                "sha256:e232343de1ab72c2aa521b625c80f699e356830fd0e2c620b465b304b17b0516"
             ],
-            "version": "==2020.4.5.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.9.14"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
+                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.12"
         },
         "cymem": {
             "hashes": [
-                "sha256:5083b2ab5fe13ced094a82e0df465e2dbbd9b1c013288888035e24fd6eb4ed01",
-                "sha256:622c20a57701d02f01a47e856dea248e112638f28c8249dbe3ed95a9702e3d74",
-                "sha256:6f4cb689a9552e9e13dccc89203c8ab09f210a7ffb92ce27c384a4a0be27b527",
-                "sha256:719f04a11ca709fc2b47868070d79fccff77e5d502ff32de2f4baa73cb16166f",
-                "sha256:7236252bed70f37b898933dcf8aa875d0829664a245a272516f27b30439df71c",
-                "sha256:7f5ddceb12b73f7fd2e4398266401b6f887003740ccd18c989a2af04500b5f2b",
-                "sha256:85b9364e099426bd7f445a7705aad87bf6dbb71d79e3802dd8ca14e181d38a33",
-                "sha256:c288a1bbdf58c360457443e5297e74844e1961e5e7001dbcb3a5297a41911a11",
-                "sha256:cd21ec48ee70878d46c486e2f7ae94b32bfc6b37c4d27876c5a5a00c4eb75c3c",
-                "sha256:d7505c500d994f11662e5595f5002251f572acc189f18944619352e2636f5181",
-                "sha256:dd24848fbd75b17bab06408da6c029ba7cc615bd9e4a1f755fb3a090025fb922",
-                "sha256:f4f19af4bca81f11922508a9dcf30ce1d2aee4972af9f81ce8e5331a6f46f5e1"
-            ],
-            "version": "==2.0.3"
+                "sha256:04676d696596b0db3f3c5a3936bab12fb6f24278921a6622bb185e61765b2b4d",
+                "sha256:169725b5816959d34de2545b33fee6a8021a6e08818794a426c5a4f981f17e5e",
+                "sha256:228bd261a85d92d870ed358f263ee028ac026302304f2186827377a3895c5819",
+                "sha256:2aa3fa467d906cd2c27fa0a2e2952dd7925f5fcc7973fab6d815ef6acb25aad8",
+                "sha256:38b51ac23f914d85b197dbd0fb2d3e2de9bf6112b9b30f16b45dbb6c9b4e509d",
+                "sha256:4749f220e4c06ec44eb10de13794ff0508cdc4f8eff656cf49cab2cdb3122c0c",
+                "sha256:492084aef23ac2ff3da3729e9d36340bc91a96c2dc8c3a82a1926e384ab52412",
+                "sha256:4f87fe087f2ae36c3e20e2b1a29d7f76a28c035372d0a97655f26223d975235a",
+                "sha256:5d631239bfb07293ee444b269656308da952b6b003b12332ccb1c624dbfcda4b",
+                "sha256:6b0d1a6b0a1296f31fa9e4b7ae5ea49394084ecc883b1ae6fec4844403c43468",
+                "sha256:700540b68e96a7056d0691d467df2bbaaf0934a3e6fe2383669998cbee19580a",
+                "sha256:971cf0a8437dfb4185c3049c086e463612fe849efadc0f5cc153fc81c501da7d",
+                "sha256:a261f51796a2705f3900ed22b8442519a0f230f50a816fb5bd89cb9b027dc5ac",
+                "sha256:a93fba62fe79dbf6fc4d5b6d804a6e114b44af3ff3d40a28833ee39f21bd336b",
+                "sha256:af3c01e6b20f9e6c07c7d7cdb7f710e49889d3906c9a3e039546ee6636a34b9a",
+                "sha256:b8e1c18bb00800425576710468299153caad20c64ddb6819d40a6a34e21ee21c",
+                "sha256:c59293b232b53ebb47427f16cf648e937022f489cff36c11d1d8a1f0075b6609",
+                "sha256:c59ca1072769cb6c3eade59de9e080ff2cecde0122f7e0ca0dc9ef2ed9240f0e",
+                "sha256:cd818356b635d8ae546e152a6f2b95f00e959d128a16155c275b0c202cd6312b",
+                "sha256:d4dc378fb9dda3b0529361fe32cfe1a6de0fc16bb40c710aaec8d217534928d2",
+                "sha256:d7a59cef8f2fa25d12e2c30138f8623acbd43ad2715e730a709e49c5eef8e1b0",
+                "sha256:dd52d8a81881804625df88453611175ab7e0099b34f52204da1f6940cf2e83c9",
+                "sha256:ea535f74ab6024e7416f93de564e5c81fb7c0964b96280de66f60aeb05f0cf53",
+                "sha256:ee73a48c5a7e0f2acf6830ddc958ffafd7a614cfb79d14017a459bc7a7145ecd"
+            ],
+            "version": "==2.0.6"
         },
         "fasttext": {
             "hashes": [
@@ -100,79 +116,114 @@
         },
         "idna": {
             "hashes": [
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-                "sha256:a068a21ceac8a4d63dbfd964670474107f541babbd2250d61922f029858365fa"
+                "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4",
+                "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"
             ],
-            "version": "==2.9"
+            "markers": "python_version >= '3'",
+            "version": "==3.4"
         },
         "importlib-metadata": {
             "hashes": [
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-                "sha256:15ec6c0fd909e893e3a08b3a7c76ecb149122fb14b7efe1199ddd4c7c57ea958"
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+                "sha256:766abffff765960fcc18003801f7044eb6755ffae4521c8e8ce8e83b9c9b0668"
             ],
             "markers": "python_version < '3.8'",
-            "version": "==1.6.1"
+            "version": "==4.8.3"
+        },
+        "importlib-resources": {
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+            "version": "==5.4.0"
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         "more-itertools": {
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-            "version": "==8.4.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==8.14.0"
         },
         "murmurhash": {
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-            "version": "==20.4"
+            "markers": "python_version >= '3.6'",
+            "version": "==21.3"
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@@ -186,28 +237,39 @@
                 "sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0",
                 "sha256:966c145cd83c96502c3c3868f50408687b38434af77734af1e9ca461a4081d2d"
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             "version": "==0.13.1"
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         "psycopg2": {
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@@ -230,24 +292,27 @@
         },
         "py": {
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-            "version": "==2.5.0"
+            "markers": "python_version >= '3.6'",
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-            "version": "==2.4.7"
+            "markers": "python_full_version >= '3.6.8'",
+            "version": "==3.0.9"
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         "pytest": {
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@@ -259,24 +324,27 @@
         },
         "requests": {
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-                "sha256:fe75cc94a9443b9246fc7049224f75604b113c36acb93f87b80ed42c44cbb898"
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+            "version": "==2.27.1"
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-            "version": "==1.15.0"
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-            "version": "==2.0.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.3.2.post1"
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         "spacy": {
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@@ -296,20 +364,21 @@
         },
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@@ -330,38 +399,49 @@
         },
         "tqdm": {
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