diff --git a/chatbot/Pipfile.lock b/chatbot/Pipfile.lock
index 789e52c..1090b5d 100644
--- a/chatbot/Pipfile.lock
+++ b/chatbot/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "1c485a1eb9037ae12d5ab22e299b21eab8cef826a594130285f0c837c11b55f8"
+            "sha256": "1bce327dea8cc858daae93e4f3825181b87c10d953a5d133cce33e45531037cb"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,33 +16,61 @@
         ]
     },
     "default": {
+        "autocommand": {
+            "hashes": [
+                "sha256:710afe251075e038e19e815e25f8155cabe02196cfb545b2185e0d9c8b2b0459",
+                "sha256:878de9423c5596491167225c2a455043c3130fb5b7286ac83443d45e74955f34"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.2.2"
+        },
         "certifi": {
             "hashes": [
-                "sha256:339dc09518b07e2fa7eda5450740925974815557727d6bd35d319c1524a04a4c",
-                "sha256:6d58c986d22b038c8c0df30d639f23a3e6d172a05c3583e766f4c0b785c0986a"
+                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
+                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
+            ],
+            "index": "pypi",
+            "version": "==2022.12.7"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845",
+                "sha256:83e9a75d1911279afd89352c68b45348559d1fc0506b054b346651b5e7fee29f"
             ],
-            "version": "==2018.10.15"
+            "markers": "python_full_version >= '3.6.0'",
+            "version": "==2.1.1"
         },
-        "chardet": {
+        "datetime": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:7ff7c4a857f08b73db17a85fc54f102d065ad16e7db0133e699c5f1b37e41478",
+                "sha256:b8d2d605cfb5fed0da86f9ad64d0973c6f84b21939d49265e135811b33ee8113"
             ],
-            "version": "==3.0.4"
+            "index": "pypi",
+            "version": "==4.7"
         },
         "idna": {
             "hashes": [
-                "sha256:156a6814fb5ac1fc6850fb002e0852d56c0c8d2531923a51032d1b70760e186e",
-                "sha256:684a38a6f903c1d71d6d5fac066b58d7768af4de2b832e426ec79c30daa94a16"
+                "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4",
+                "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==3.4"
+        },
+        "importlib-resources": {
+            "hashes": [
+                "sha256:32bb095bda29741f6ef0e5278c42df98d135391bee5f932841efc0041f748dc3",
+                "sha256:c09b067d82e72c66f4f8eb12332f5efbebc9b007c0b6c40818108c9870adc363"
             ],
-            "version": "==2.7"
+            "markers": "python_version < '3.9'",
+            "version": "==5.10.1"
         },
         "inflect": {
             "hashes": [
-                "sha256:b8cb61f83a71c2aff4fe7f6b5b8967416e85c449bcad55693ebeceb8d97e5a21",
-                "sha256:ec42f5d5d2baa54ba6e3fa23698554c09362dd478cc66b3c28c5d0b76d7d0581"
+                "sha256:182741ec7e9e4c8f7f55b01fa6d80bcd3c4a183d349dfa6d9abbff0a1279e98f",
+                "sha256:f1a6bcb0105046f89619fde1a7d044c612c614c2d85ef182582d9dc9b86d309a"
             ],
-            "version": "==1.0.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==6.0.2"
         },
         "irc": {
             "hashes": [
@@ -54,60 +82,193 @@
         },
         "jaraco.classes": {
             "hashes": [
-                "sha256:2c646c10deb2058dcb0e2b022a1124f5a1cbf8643fd09f5065fb5715982b4d9a",
-                "sha256:d101c45efd518a3ed76409a23ad2319bafeda13c3252395fe4d8ec195dd45f00"
+                "sha256:2353de3288bc6b82120752201c6b1c1a14b058267fa424ed5ce5984e3b922158",
+                "sha256:89559fa5c1d3c34eff6f631ad80bb21f378dbcbb35dd161fd2c6b93f5be2f98a"
             ],
-            "version": "==1.5"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.2.3"
         },
         "jaraco.collections": {
             "hashes": [
-                "sha256:1e6904f662a31dce5ba5702eae342d7a66d178dd1e4195824385ce5988e361d5",
-                "sha256:d9cb10e7bca89b680381adb38476f6d782ec45751d802ce7387da5310b669515"
+                "sha256:0ab9a90f110ff1d7a82fcdbd18d90532dda87925a6b5954bc82b112716f97824",
+                "sha256:56304fd4bd4eb8d585ce0cace0ac80418791b140851e374812541b0aa27c91d0"
             ],
-            "version": "==1.5.3"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.8.0"
+        },
+        "jaraco.context": {
+            "hashes": [
+                "sha256:c99a215fab101ad56fbe42c8c7955f2c7310cab9ae917c9765f3f0a81b3f8d54",
+                "sha256:ec4fa8b3023938b74faf8ba1d2c867486d95359156ed43adfaac3bbb5339f12c"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==4.2.0"
         },
         "jaraco.functools": {
             "hashes": [
-                "sha256:0cc09711acc0c716a2011a6924c60b2092ac07261aa1822e4277a0f0c5bf0548",
-                "sha256:bad775f06e58bb8de5563bc2a8bf704168919e6779d6e849b1ca58b443e97f3b"
+                "sha256:163d6369dd2fc6590712677cbf83b06ee0e4a1a0c720f4b377eae04175ce458e",
+                "sha256:45b05c158f3ad28731075556ffd4749bd254ec67f91e1eb367dcfebff1151db4"
             ],
-            "version": "==1.20"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.5.2"
         },
         "jaraco.itertools": {
             "hashes": [
-                "sha256:25d086524c8cb6f528cd80da3ccd1ebc3e7cde787e890517d0834267178506c8",
-                "sha256:4721edc9cd5d21a43734ed05461c2b2daf8097c59638e88b1ab253fbd25dfc9d"
+                "sha256:6098edb37c6b8023f3794d42588a13bf75b2ca02b40ff9795c846bcbe0c1b46c",
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             ],
-            "version": "==2.5.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==6.2.1"
         },
         "jaraco.logging": {
             "hashes": [
-                "sha256:23b10eb0d65afe042fad16eabdf5956bdc863e110c5cf3fa1b4bc59f3a7f37a5",
-                "sha256:625977c56644d040d2023d8a3639d6b9ad0f490bc26e17be7bb5754a255178fb"
+                "sha256:1dd1c01faba569d976ae9cad5b009c7ae132786dc58c5e9edd0efa069d9e0410",
+                "sha256:93a70b8b3767779ad6c7b56ee98579ced77b69f16abbcae749f62c2c59e67931"
             ],
-            "version": "==1.5.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.1.2"
         },
         "jaraco.stream": {
             "hashes": [
-                "sha256:2b56514708224864d93b8a6e916c02ae7ae4ce822f05946704719bb294971a1b",
-                "sha256:7e0829a81c373515f1c1ca16e39aa44b2f209fa8ce078daaa9532dabbfbd608d"
+                "sha256:3af4b0441090ee65bd6dde930d29f93f50c4a2fe6048e2a9d288285f5e4dc441",
+                "sha256:7fe38f25767b717afcf3ca79ec8fff06e85ae166fb5e42da58cc2a581bc9db39"
             ],
-            "version": "==1.2"
+            "markers": "python_full_version >= '3.6.0'",
+            "version": "==3.0.3"
         },
         "jaraco.text": {
             "hashes": [
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+                "sha256:29e8051e555373d889479c6ac75b4be978de58dbdf66a0af03697bd8b68bab03"
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-            "version": "==1.10.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.11.0"
         },
         "more-itertools": {
             "hashes": [
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+            "markers": "python_version >= '3.7'",
+            "version": "==9.0.0"
+        },
+        "numpy": {
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@@ -119,38 +280,108 @@
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