diff --git a/Pipfile.lock b/Pipfile.lock
index ad876ce..be926d3 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,136 +18,103 @@
     "default": {
         "audioread": {
             "hashes": [
-                "sha256:073904fabc842881e07bd3e4a5776623535562f70b1655b635d22886168dd168"
+                "sha256:121995bd207eb1fda3d566beb851d3534275925bc35a4fb6da0cb11de0f7251a"
             ],
-            "version": "==2.1.8"
-        },
-        "boto": {
-            "hashes": [
-                "sha256:147758d41ae7240dc989f0039f27da8ca0d53734be0eb869ef16e3adcfa462e8",
-                "sha256:ea0d3b40a2d852767be77ca343b58a9e3a4b00d9db440efb8da74b4e58025e5a"
-            ],
-            "version": "==2.49.0"
-        },
-        "boto3": {
-            "hashes": [
-                "sha256:c2a223f4b48782e8b160b2130265e2a66081df111f630a5a384d6909e29a5aa9",
-                "sha256:ce5a4ab6af9e993d1864209cbbb6f4812f65fbc57ad6b95e5967d8bf38b1dcfb"
-            ],
-            "version": "==1.14.16"
-        },
-        "botocore": {
-            "hashes": [
-                "sha256:99d995ef99cf77458a661f3fc64e0c3a4ce77ca30facfdf0472f44b2953dd856",
-                "sha256:fe0c4f7cd6b67eff3b7cb8dff6709a65d6fca10b7b7449a493b2036915e98b4c"
-            ],
-            "version": "==1.17.16"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.0.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3",
-                "sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41"
+                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
+                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
             ],
-            "version": "==2020.6.20"
+            "index": "pypi",
+            "version": "==2022.12.7"
         },
         "cffi": {
             "hashes": [
-                "sha256:001bf3242a1bb04d985d63e138230802c6c8d4db3668fb545fb5005ddf5bb5ff",
-                "sha256:00789914be39dffba161cfc5be31b55775de5ba2235fe49aa28c148236c4e06b",
-                "sha256:028a579fc9aed3af38f4892bdcc7390508adabc30c6af4a6e4f611b0c680e6ac",
-                "sha256:14491a910663bf9f13ddf2bc8f60562d6bc5315c1f09c704937ef17293fb85b0",
-                "sha256:1cae98a7054b5c9391eb3249b86e0e99ab1e02bb0cc0575da191aedadbdf4384",
-                "sha256:2089ed025da3919d2e75a4d963d008330c96751127dd6f73c8dc0c65041b4c26",
-                "sha256:2d384f4a127a15ba701207f7639d94106693b6cd64173d6c8988e2c25f3ac2b6",
-                "sha256:337d448e5a725bba2d8293c48d9353fc68d0e9e4088d62a9571def317797522b",
-                "sha256:399aed636c7d3749bbed55bc907c3288cb43c65c4389964ad5ff849b6370603e",
-                "sha256:3b911c2dbd4f423b4c4fcca138cadde747abdb20d196c4a48708b8a2d32b16dd",
-                "sha256:3d311bcc4a41408cf5854f06ef2c5cab88f9fded37a3b95936c9879c1640d4c2",
-                "sha256:62ae9af2d069ea2698bf536dcfe1e4eed9090211dbaafeeedf5cb6c41b352f66",
-                "sha256:66e41db66b47d0d8672d8ed2708ba91b2f2524ece3dee48b5dfb36be8c2f21dc",
-                "sha256:675686925a9fb403edba0114db74e741d8181683dcf216be697d208857e04ca8",
-                "sha256:7e63cbcf2429a8dbfe48dcc2322d5f2220b77b2e17b7ba023d6166d84655da55",
-                "sha256:8a6c688fefb4e1cd56feb6c511984a6c4f7ec7d2a1ff31a10254f3c817054ae4",
-                "sha256:8c0ffc886aea5df6a1762d0019e9cb05f825d0eec1f520c51be9d198701daee5",
-                "sha256:95cd16d3dee553f882540c1ffe331d085c9e629499ceadfbda4d4fde635f4b7d",
-                "sha256:99f748a7e71ff382613b4e1acc0ac83bf7ad167fb3802e35e90d9763daba4d78",
-                "sha256:b8c78301cefcf5fd914aad35d3c04c2b21ce8629b5e4f4e45ae6812e461910fa",
-                "sha256:c420917b188a5582a56d8b93bdd8e0f6eca08c84ff623a4c16e809152cd35793",
-                "sha256:c43866529f2f06fe0edc6246eb4faa34f03fe88b64a0a9a942561c8e22f4b71f",
-                "sha256:cab50b8c2250b46fe738c77dbd25ce017d5e6fb35d3407606e7a4180656a5a6a",
-                "sha256:cef128cb4d5e0b3493f058f10ce32365972c554572ff821e175dbc6f8ff6924f",
-                "sha256:cf16e3cf6c0a5fdd9bc10c21687e19d29ad1fe863372b5543deaec1039581a30",
-                "sha256:e56c744aa6ff427a607763346e4170629caf7e48ead6921745986db3692f987f",
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-                "sha256:f2b0fa0c01d8a0c7483afd9f31d7ecf2d71760ca24499c8697aeb5ca37dc090c"
-            ],
-            "version": "==1.14.0"
-        },
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-            "version": "==3.0.4"
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+                "sha256:5635bd9cb9731e6d4a1132a498dd34f764034a8ce60cef4f5319c0541159392f",
+                "sha256:59c0b02d0a6c384d453fece7566d1c7e6b7bae4fc5874ef2ef46d56776d61c9e",
+                "sha256:5d598b938678ebf3c67377cdd45e09d431369c3b1a5b331058c338e201f12b27",
+                "sha256:5df2768244d19ab7f60546d0c7c63ce1581f7af8b5de3eb3004b9b6fc8a9f84b",
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+                "sha256:7473e861101c9e72452f9bf8acb984947aa1661a7704553a9f6e4baa5ba64415",
+                "sha256:8102eaf27e1e448db915d08afa8b41d6c7ca7a04b7d73af6514df10a3e74bd82",
+                "sha256:87c450779d0914f2861b8526e035c5e6da0a3199d8f1add1a665e1cbc6fc6d02",
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+                "sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2",
+                "sha256:a8c4917bd7ad33e8eb21e9a5bbba979b49d9a97acb3a803092cbc1133e20343c",
+                "sha256:b3bbeb01c2b273cca1e1e0c5df57f12dce9a4dd331b4fa1635b8bec26350bde3",
+                "sha256:cba9d6b9a7d64d4bd46167096fc9d2f835e25d7e4c121fb2ddfc6528fb0413b2",
+                "sha256:cc4d65aeeaa04136a12677d3dd0b1c0c94dc43abac5860ab33cceb42b801c1e8",
+                "sha256:ce4bcc037df4fc5e3d184794f27bdaab018943698f4ca31630bc7f84a7b69c6d",
+                "sha256:cec7d9412a9102bdc577382c3929b337320c4c4c4849f2c5cdd14d7368c5562d",
+                "sha256:d400bfb9a37b1351253cb402671cea7e89bdecc294e8016a707f6d1d8ac934f9",
+                "sha256:d61f4695e6c866a23a21acab0509af1cdfd2c013cf256bbf5b6b5e2695827162",
+                "sha256:db0fbb9c62743ce59a9ff687eb5f4afbe77e5e8403d6697f7446e5f609976f76",
+                "sha256:dd86c085fae2efd48ac91dd7ccffcfc0571387fe1193d33b6394db7ef31fe2a4",
+                "sha256:e00b098126fd45523dd056d2efba6c5a63b71ffe9f2bbe1a4fe1716e1d0c331e",
+                "sha256:e229a521186c75c8ad9490854fd8bbdd9a0c9aa3a524326b55be83b54d4e0ad9",
+                "sha256:e263d77ee3dd201c3a142934a086a4450861778baaeeb45db4591ef65550b0a6",
+                "sha256:ed9cb427ba5504c1dc15ede7d516b84757c3e3d7868ccc85121d9310d27eed0b",
+                "sha256:fa6693661a4c91757f4412306191b6dc88c1703f780c8234035eac011922bc01",
+                "sha256:fcd131dd944808b5bdb38e6f5b53013c5aa4f334c5cad0c72742f6eba4b73db0"
+            ],
+            "version": "==1.15.1"
         },
         "click": {
             "hashes": [
-                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
-                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
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-            "version": "==7.1.2"
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-                "sha256:7f89eff20e4a7a64b55210dac17aea711ed8a3f2e78f2ff784c0e984302583dd",
-                "sha256:89458b49976b1dee5d89ab4ac943da3717b4292bf624367e862e4ee172fcce99",
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-                "sha256:bb487881608ebd293592553c618f0c83316f4f13a64cb18605b1d2fb9fd3da3e",
-                "sha256:c0b24bfe3431b3cb7ced323bca813dbd13aca973a1475b512d3331fd0de8ec60",
-                "sha256:c7894c06205166d360ab2915ae306d1f7403e9ce3d3aaeff4095eaf98e42ce66",
-                "sha256:d4039bb7f234ad32267c55e72fd49fb56078ea102f9d9d8559f6ec34d4887630",
-                "sha256:e4d6bb8703d0319eb04b7319b12ea41580df44fd84d83ccda13ea463c6801414",
-                "sha256:e8fab9911fd2fa8e5af407057cb8bdf87762f983cba483fa3234be20a9a0af77",
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-                "sha256:fe666645493d72712c46e4fbe8bec094b06aec3c337400479e9704439c9d9586"
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-            "version": "==0.29.14"
-        },
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-                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
-                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
+                "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e",
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             ],
-            "version": "==4.4.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==8.1.3"
         },
-        "docutils": {
+        "decorator": {
             "hashes": [
-                "sha256:6c4f696463b79f1fb8ba0c594b63840ebd41f059e92b31957c46b74a4599b6d0",
-                "sha256:9e4d7ecfc600058e07ba661411a2b7de2fd0fafa17d1a7f7361cd47b1175c827",
-                "sha256:a2aeea129088da402665e92e0b25b04b073c04b2dce4ab65caaa38b7ce2e1a99"
+                "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330",
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             ],
-            "version": "==0.15.2"
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
         },
         "gensim": {
             "hashes": [
@@ -183,26 +150,21 @@
             "index": "pypi",
             "version": "==3.8.3"
         },
-        "idna": {
+        "importlib-metadata": {
             "hashes": [
-                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
-                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
+                "sha256:d5059f9f1e8e41f80e9c56c2ee58811450c31984dfa625329ffd7c0dad88a73b",
+                "sha256:d84d17e21670ec07990e1044a99efe8d615d860fd176fc29ef5c306068fda313"
             ],
-            "version": "==2.10"
-        },
-        "jmespath": {
-            "hashes": [
-                "sha256:b85d0567b8666149a93172712e68920734333c0ce7e89b78b3e987f71e5ed4f9",
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@@ -382,10 +350,10 @@
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         "scipy": {
             "hashes": [
@@ -498,12 +539,21 @@
             "index": "pypi",
             "version": "==1.5.1"
         },
+        "setuptools": {
+            "hashes": [
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+            "version": "==1.16.0"
         },
         "sklearn": {
             "hashes": [
@@ -514,9 +564,11 @@
         },
         "smart-open": {
             "hashes": [
-                "sha256:c8792d2e77f33b349fbaa62eb28ddc519e6b7e5d36407e9bdc00bececeaa776d"
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-            "version": "==2.1.0"
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
+            "version": "==6.2.0"
         },
         "sounddevice": {
             "hashes": [
@@ -549,25 +601,35 @@
         },
         "threadpoolctl": {
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-            "version": "==2.1.0"
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-            "version": "==4.47.0"
+            "markers": "python_version < '3.8'",
+            "version": "==4.4.0"
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-            "markers": "python_version != '3.4'",
-            "version": "==1.25.9"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.11.0"
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     "develop": {}