diff --git a/Pipfile.lock b/Pipfile.lock
index 4a3b585..6478cb9 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -99,19 +99,19 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:ce924b71306a98ff9fb49645f98ddafe50f297d7aecbf7d4d9b08f4d79c3f855",
-                "sha256:cf705c0c2d049b0adb564b2cd60b9ac0d4405653b29c33e2a1f1fdde37f476c0"
+                "sha256:a547880008f0031834fe0122e91cc064438f54d15b9c34729672c53203a0c740",
+                "sha256:bcbf31eff02bc01f9c55e2d428b4f6a27701c86b4600cbe4e9d45aa1dd61f036"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.24.1"
+            "version": "==1.24.17"
         },
         "botocore": {
             "hashes": [
-                "sha256:2702181c3b7cad75b64b4a758f862d46da50ed8dd5329870d69c8c187b877b94",
-                "sha256:628a3176103b7b233bb456bed4d495c445e7eaa801faecf63989698ecc2e8bae"
+                "sha256:af9d44592b4d0d6509b355b2ec5cb14fd23eadf7c33d13b880266dede22759ac",
+                "sha256:baf60b803ffd7b1dbc9c93dd2049fe2372699e4c993c9d33713667acdea64d1f"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.27.1"
+            "version": "==1.27.17"
         },
         "bs4": {
             "hashes": [
@@ -129,11 +129,11 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7",
-                "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"
+                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
+                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2022.5.18.1"
+            "version": "==2022.6.15"
         },
         "cffi": {
             "hashes": [
@@ -435,27 +435,27 @@
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:5d26852efe48c0a32b0509ffbc583fda1a2266545a78d104a6f4aff3db17d700",
-                "sha256:c58c8eb8a762858f49e18436ff552e83914778e50e9d2f1660535ffb364552ec"
+                "sha256:637245b8bab2b6502fcbc752cc4b7a6f6243bb02b31c5c26156ad103d3d45670",
+                "sha256:7401a975809ea1fdc658c3aa4f78cc2195a0e019c5cbc4c06122884e9ae80c23"
             ],
             "markers": "python_version < '3.8'",
-            "version": "==4.11.4"
+            "version": "==4.12.0"
         },
         "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",
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             "markers": "python_version >= '3.7'",
-            "version": "==6.13.0"
+            "version": "==6.15.0"
         },
         "ipython": {
             "hashes": [
@@ -497,11 +497,11 @@
         },
         "jmespath": {
             "hashes": [
-                "sha256:a490e280edd1f57d6de88636992d05b71e97d69a26a19f058ecf7d304474bf5e",
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             "markers": "python_version >= '3.7'",
-            "version": "==1.0.0"
+            "version": "==1.0.1"
         },
         "json5": {
             "hashes": [
@@ -535,11 +535,11 @@
         },
         "jupyter-client": {
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+                "sha256:17d74b0d0a7b24f1c8c527b24fcf4607c56bee542ffe8e3418e50b21e514b621",
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-            "version": "==7.3.1"
+            "version": "==7.3.4"
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         "jupyter-core": {
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@@ -575,52 +575,52 @@
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         "linear-tsv": {
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@@ -804,11 +804,11 @@
         },
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@@ -982,7 +982,7 @@
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@@ -1197,66 +1197,66 @@
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@@ -1334,11 +1334,11 @@
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+            "version": "==1.4.39"
         },
         "statsmodels": {
             "hashes": [
@@ -1510,11 +1511,11 @@
         },
         "traitlets": {
             "hashes": [
-                "sha256:1530d04badddc6a73d50b7ee34667d4b96914da352109117b4280cb56523a51b",
-                "sha256:74803a1baa59af70f023671d86d5c7a834c931186df26d50d362ee6a1ff021fd"
+                "sha256:0bb9f1f9f017aa8ec187d8b1b2a7a6626a2a1d877116baba52a129bfa124f8e2",
+                "sha256:65fa18961659635933100db8ca120ef6220555286949774b9cfc106f941d1c7a"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.2.2.post1"
+            "version": "==5.3.0"
         },
         "typing-extensions": {
             "hashes": [