diff --git a/nlp/Pipfile.lock b/nlp/Pipfile.lock
index 25cbdf7..d990024 100644
--- a/nlp/Pipfile.lock
+++ b/nlp/Pipfile.lock
@@ -25,85 +25,97 @@
         },
         "numpy": {
             "hashes": [
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-            "version": "==1.21.3"
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+            "markers": "python_version >= '3.8'",
+            "version": "==1.22.3"
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         "pybind11": {
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-            "version": "==2.8.1"
+            "version": "==2.9.2"
+        },
+        "setuptools": {
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+            "markers": "python_version >= '3.7'",
+            "version": "==62.0.0"
         }
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     "develop": {
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-            "markers": "sys_platform == 'darwin' and platform_system == 'Darwin'",
-            "version": "==0.1.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==21.3.0"
+        },
+        "argon2-cffi-bindings": {
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+            "markers": "python_version >= '3.6'",
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-            "version": "==21.1.0"
+            "version": "==2.0.5"
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         "attrs": {
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-            "version": "==21.2.0"
+            "version": "==21.4.0"
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         "backcall": {
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@@ -112,6 +124,14 @@
             ],
             "version": "==0.2.0"
         },
+        "beautifulsoup4": {
+            "hashes": [
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         "bleach": {
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@@ -177,38 +197,35 @@
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-            "version": "==1.5.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.6.0"
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         "decorator": {
             "hashes": [
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-                "sha256:e59913af105b9860aa2c8d3272d9de5a56a4e608db9a2f167a8480b323d529a7"
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             "markers": "python_version >= '3.5'",
-            "version": "==5.1.0"
+            "version": "==5.1.1"
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         "defusedxml": {
             "hashes": [
@@ -220,27 +237,49 @@
         },
         "entrypoints": {
             "hashes": [
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@@ -251,34 +290,34 @@
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@@ -291,27 +330,27 @@
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@@ -420,51 +430,51 @@
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@@ -476,11 +486,11 @@
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@@ -499,19 +509,57 @@
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@@ -521,56 +569,63 @@
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@@ -635,19 +690,19 @@
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+                "sha256:8e3520fdc75e46abc4cc6cffeca16fa2652754109b8ae839fa28e27d1eba5625"
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-            "markers": "python_version >= '3.6'",
-            "version": "==5.1.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==5.3.0"
         },
         "qtpy": {
             "hashes": [
-                "sha256:83c502973e9fdd7b648d8267a421229ea3d9a0651c22e4c65a4d9228479c39b6",
-                "sha256:d6e4ae3a41f1fcb19762b58f35ad6dd443b4bdc867a4cb81ef10ccd85403c92b"
+                "sha256:adfd073ffbd2de81dc7aaa0b983499ef5c59c96adcfdcc9dea60d42ca885eb8f",
+                "sha256:d93f2c98e97387fcc9d623d509772af5b6c15ab9d8f9f4c5dfbad9a73ad34812"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==1.11.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.1"
         },
         "send2trash": {
             "hashes": [
@@ -656,6 +711,14 @@
             ],
             "version": "==1.8.0"
         },
+        "setuptools": {
+            "hashes": [
+                "sha256:7999cbd87f1b6e1f33bf47efa368b224bed5e27b5ef2c4d46580186cbcb1a86a",
+                "sha256:a65e3802053e99fc64c6b3b29c11132943d5b8c8facbcc461157511546510967"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==62.0.0"
+        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
@@ -664,21 +727,36 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
-        "terminado": {
+        "soupsieve": {
             "hashes": [
-                "sha256:09fdde344324a1c9c6e610ee4ca165c4bb7f5bbf982fceeeb38998a988ef8452",
-                "sha256:b20fd93cc57c1678c799799d117874367cc07a3d2d55be95205b1a88fa08393f"
+                "sha256:0bcc6d7432153063e3df09c3ac9442af3eba488715bfcad6a4c38ccb2a523124",
+                "sha256:a714129d3021ec17ce5be346b1007300558b378332c289a1a20e7d4de6ff18a5"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==0.12.1"
+            "version": "==2.3.2"
+        },
+        "stack-data": {
+            "hashes": [
+                "sha256:45692d41bd633a9503a5195552df22b583caf16f0b27c4e58c98d88c8b648e12",
+                "sha256:999762f9c3132308789affa03e9271bbbe947bf78311851f4d485d8402ed858e"
+            ],
+            "version": "==0.2.0"
+        },
+        "terminado": {
+            "hashes": [
+                "sha256:874d4ea3183536c1782d13c7c91342ef0cf4e5ee1d53633029cbc972c8760bd8",
+                "sha256:94d1cfab63525993f7d5c9b469a50a18d0cdf39435b59785715539dd41e36c0d"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.13.3"
         },
         "testpath": {
             "hashes": [
-                "sha256:1acf7a0bcd3004ae8357409fc33751e16d37ccc650921da1094a86581ad1e417",
-                "sha256:8044f9a0bab6567fc644a3593164e872543bb44225b0e24846e2c89237937589"
+                "sha256:2f1b97e6442c02681ebe01bd84f531028a7caea1af3825000f52345c30285e0f",
+                "sha256:8ada9f80a2ac6fb0391aa7cdb1a7d11cfa8429f693eda83f74dde570fe6fa639"
             ],
             "markers": "python_version >= '3.5'",
-            "version": "==0.5.0"
+            "version": "==0.6.0"
         },
         "tornado": {
             "hashes": [
@@ -751,10 +829,18 @@
         },
         "widgetsnbextension": {
             "hashes": [
-                "sha256:763a9fdc836d141fa080005a886d63f66f73d56dba1fb5961afc239c77708569",
-                "sha256:e0731a60ba540cd19bbbefe771a9076dcd2dde90713a8f87f27f53f2d1db7727"
+                "sha256:4fd321cad39fdcf8a8e248a657202d42917ada8e8ed5dd3f60f073e0d54ceabd",
+                "sha256:e84a7a9fcb9baf3d57106e184a7389a8f8eb935bf741a5eb9d60aa18cc029a80"
+            ],
+            "version": "==3.6.0"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad",
+                "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"
             ],
-            "version": "==3.5.2"
+            "markers": "python_version < '3.10'",
+            "version": "==3.8.0"
         }
     }
 }