diff --git a/Pipfile.lock b/Pipfile.lock
index 53d1443..5cbbbe7 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -78,7 +78,7 @@
                 "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30",
                 "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==4.11.1"
         },
         "bleach": {
@@ -224,19 +224,19 @@
         },
         "importlib-resources": {
             "hashes": [
-                "sha256:b6062987dfc51f0fcb809187cffbd60f35df7acb4589091f154214af6d0d49d3",
-                "sha256:e447dc01619b1e951286f3929be820029d48c75eb25d265c28b92a16548212b8"
+                "sha256:568c9f16cb204f9decc8d6d24a572eeea27dacbb4cee9e6b03a8025736769751",
+                "sha256:7952325ffd516c05a8ad0858c74dff2c3343f136fe66a6002b2623dd1d43f223"
             ],
             "markers": "python_version < '3.9'",
-            "version": "==5.7.1"
+            "version": "==5.8.0"
         },
         "ipykernel": {
             "hashes": [
-                "sha256:0e28273e290858393e86e152b104e5506a79c13d25b951ac6eca220051b4be60",
-                "sha256:2b0987af43c0d4b62cecb13c592755f599f96f29aafe36c01731aaa96df30d39"
+                "sha256:b59f9d9672c3a483494bb75915a2b315e78b833a38b039b1ee36dc28683f0d89",
+                "sha256:b9ed519a29eb819eb82e87e0d3754088237b233e5c647b8bb0ff23c8c70ed16f"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==6.13.0"
+            "version": "==6.15.0"
         },
         "ipython": {
             "hashes": [
@@ -303,11 +303,11 @@
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:05d4ff6a0ade25138c6bb0fbeac7ddc26b5fe835e7dd816b64b4a45b931bdc0b",
-                "sha256:404abe552540aff3527e66e16beb114b6b4ff58479d51a301f4eb9701e4f52ef"
+                "sha256:17d74b0d0a7b24f1c8c527b24fcf4607c56bee542ffe8e3418e50b21e514b621",
+                "sha256:aa9a6c32054b290374f95f73bb0cae91455c58dfb84f65c8591912b8f65e6d56"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==7.3.1"
+            "version": "==7.3.4"
         },
         "jupyter-console": {
             "hashes": [
@@ -343,52 +343,52 @@
         },
         "kiwisolver": {
             "hashes": [
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-                "sha256:1d1078ba770d6165abed3d9a1be1f9e79b61515de1dd00d942fa53bba79f01ae",
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+                "sha256:b9eb88593159a53a5ee0b0159daee531ff7dd9c87fa78f5d807ca059c7eb1b2b",
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+                "sha256:caa59e2cae0e23b1e225447d7a9ddb0f982f42a6a22d497a484dfe62a06f7c0e",
+                "sha256:cb55258931448d61e2d50187de4ee66fc9d9f34908b524949b8b2b93d0c57136",
+                "sha256:d248c46c0aa406695bda2abf99632db991f8b3a6d46018721a2892312a99f069",
+                "sha256:d2578e5149ff49878934debfacf5c743fab49eca5ecdb983d0b218e1e554c498",
+                "sha256:dd22085446f3eca990d12a0878eeb5199dc9553b2e71716bfe7bed9915a472ab",
+                "sha256:e7cf940af5fee00a92e281eb157abe8770227a5255207818ea9a34e54a29f5b2",
+                "sha256:f70f3d028794e31cf9d1a822914efc935aadb2438ec4e8d4871d95eb1ce032d6",
+                "sha256:fd2842a0faed9ab9aba0922c951906132d9384be89690570f0ed18cd4f20e658",
+                "sha256:fd628e63ffdba0112e3ddf1b1e9f3db29dd8262345138e08f4938acbc6d0805a",
+                "sha256:ffd7cf165ff71afb202b3f36daafbf298932bee325aac9f58e1c9cd55838bef0"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.4.2"
+            "version": "==1.4.3"
         },
         "lightgbm": {
             "hashes": [
@@ -523,11 +523,11 @@
         },
         "notebook": {
             "hashes": [
-                "sha256:709b1856a564fe53054796c80e17a67262071c86bfbdfa6b96aaa346113c555a",
-                "sha256:b4a6baf2eba21ce67a0ca11a793d1781b06b8078f34d06c710742e55f3eee505"
+                "sha256:6268c9ec9048cff7a45405c990c29ac9ca40b0bc3ec29263d218c5e01f2b4e86",
+                "sha256:8c07a3bb7640e371f8a609bdbb2366a1976c6a2589da8ef917f761a61e3ad8b1"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==6.4.11"
+            "index": "pypi",
+            "version": "==6.4.12"
         },
         "numpy": {
             "hashes": [
@@ -672,15 +672,15 @@
                 "sha256:f3f6a6034140e9e17e9abc175fc7a266a6e63652028e157750bd98e804a8ed9a",
                 "sha256:ffde4c6fabb52891d81606411cbfaf77756e3b561b566efd270b3ed3791fde4e"
             ],
-            "index": "pypi",
-            "version": "==9.1.1"
+            "markers": "python_version >= '3.7'",
+
         },
         "prometheus-client": {
             "hashes": [
                 "sha256:522fded625282822a89e2773452f42df14b5a8e84a86433e3f8a189c1d54dc01",
                 "sha256:5459c427624961076277fdc6dc50540e2bacb98eebde99886e59ec55ed92093a"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==0.14.1"
         },
         "prompt-toolkit": {
@@ -803,7 +803,7 @@
                 "sha256:5eb116118f9612ff1ee89ac96437bb6b49e8f04d8a13b514ba26f620208e26eb",
                 "sha256:dc9c10fb40944260f6ed4c688ece0cd2048414940f1cea51b8b226318411c519"
             ],
-            "markers": "python_full_version >= '3.6.0'",
+            "markers": "python_version >= '3.6'",
             "version": "==2.12.0"
         },
         "pyparsing": {
@@ -858,74 +858,74 @@
         },
         "pyzmq": {
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