diff --git a/Pipfile.lock b/Pipfile.lock
index 66462a8..4bc75b7 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,40 +18,46 @@
     "default": {
         "argon2-cffi": {
             "hashes": [
-                "sha256:05a8ac07c7026542377e38389638a8a1e9b78f1cd8439cd7493b39f08dd75fbf",
-                "sha256:0bf066bc049332489bb2d75f69216416329d9dc65deee127152caeb16e5ce7d5",
-                "sha256:18dee20e25e4be86680b178b35ccfc5d495ebd5792cd00781548d50880fee5c5",
-                "sha256:392c3c2ef91d12da510cfb6f9bae52512a4552573a9e27600bdb800e05905d2b",
-                "sha256:57358570592c46c420300ec94f2ff3b32cbccd10d38bdc12dc6979c4a8484fbc",
-                "sha256:6678bb047373f52bcff02db8afab0d2a77d83bde61cfecea7c5c62e2335cb203",
-                "sha256:6ea92c980586931a816d61e4faf6c192b4abce89aa767ff6581e6ddc985ed003",
-                "sha256:77e909cc756ef81d6abb60524d259d959bab384832f0c651ed7dcb6e5ccdbb78",
-                "sha256:7d455c802727710e9dfa69b74ccaab04568386ca17b0ad36350b622cd34606fe",
-                "sha256:8a84934bd818e14a17943de8099d41160da4a336bcc699bb4c394bbb9b94bd32",
-                "sha256:9bee3212ba4f560af397b6d7146848c32a800652301843df06b9e8f68f0f7361",
-                "sha256:9dfd5197852530294ecb5795c97a823839258dfd5eb9420233c7cfedec2058f2",
-                "sha256:b160416adc0f012fb1f12588a5e6954889510f82f698e23ed4f4fa57f12a0647",
-                "sha256:ba7209b608945b889457f949cc04c8e762bed4fe3fec88ae9a6b7765ae82e496",
-                "sha256:cc0e028b209a5483b6846053d5fd7165f460a1f14774d79e632e75e7ae64b82b",
-                "sha256:d8029b2d3e4b4cea770e9e5a0104dd8fa185c1724a0f01528ae4826a6d25f97d",
-                "sha256:da7f0445b71db6d3a72462e04f36544b0de871289b0bc8a7cc87c0f5ec7079fa",
-                "sha256:e2db6e85c057c16d0bd3b4d2b04f270a7467c147381e8fd73cbbe5bc719832be"
-            ],
-            "version": "==20.1.0"
-        },
-        "async-generator": {
-            "hashes": [
-                "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b",
-                "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"
-            ],
-            "version": "==1.10"
+                "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80",
+                "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==21.3.0"
+        },
+        "argon2-cffi-bindings": {
+            "hashes": [
+                "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670",
+                "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f",
+                "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583",
+                "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194",
+                "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c",
+                "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a",
+                "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082",
+                "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5",
+                "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f",
+                "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7",
+                "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d",
+                "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f",
+                "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae",
+                "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3",
+                "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86",
+                "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367",
+                "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d",
+                "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93",
+                "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb",
+                "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e",
+                "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==21.2.0"
         },
         "attrs": {
             "hashes": [
-                "sha256:31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6",
-                "sha256:832aa3cde19744e49938b91fea06d69ecb9e649c93ba974535d08ad92164f700"
+                "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4",
+                "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"
             ],
-            "version": "==20.3.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==21.4.0"
         },
         "backcall": {
             "hashes": [
@@ -62,10 +68,11 @@
         },
         "bleach": {
             "hashes": [
-                "sha256:6123ddc1052673e52bab52cdc955bcb57a015264a1c57d37bea2f6b817af0125",
-                "sha256:98b3170739e5e83dd9dc19633f074727ad848cbedb6026708c8ac2d3b697a433"
+                "sha256:0900d8b37eba61a802ee40ac0061f8c2b5dee29c1927dd1d233e075ebf5a71da",
+                "sha256:4d2651ab93271d1129ac9cbc679f524565cc8a1b791909c4a51eac4446a15994"
             ],
-            "version": "==3.3.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==4.1.0"
         },
         "category-encoders": {
             "hashes": [
@@ -77,110 +84,157 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
-                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2020.12.5"
+            "version": "==2021.10.8"
         },
         "cffi": {
             "hashes": [
-                "sha256:005a36f41773e148deac64b08f233873a4d0c18b053d37da83f6af4d9087b813",
-                "sha256:0857f0ae312d855239a55c81ef453ee8fd24136eaba8e87a2eceba644c0d4c06",
-                "sha256:1071534bbbf8cbb31b498d5d9db0f274f2f7a865adca4ae429e147ba40f73dea",
-                "sha256:158d0d15119b4b7ff6b926536763dc0714313aa59e320ddf787502c70c4d4bee",
-                "sha256:1f436816fc868b098b0d63b8920de7d208c90a67212546d02f84fe78a9c26396",
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-                "sha256:29314480e958fd8aab22e4a58b355b629c59bf5f2ac2492b61e3dc06d8c7a315",
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+                "sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382",
+                "sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7",
+                "sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc",
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+                "sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796"
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+            "version": "==1.15.0"
         },
-        "cloudpickle": {
+        "charset-normalizer": {
             "hashes": [
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             ],
-            "version": "==1.6.0"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.10"
         },
-        "colorama": {
+        "cloudpickle": {
             "hashes": [
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-                "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"
+                "sha256:5cd02f3b417a783ba84a4ec3e290ff7929009fe51f6405423cfccfadd43ba4a4",
+                "sha256:6b2df9741d06f43839a3275c4e6632f7df6487a1f181f5f46a052d3c917c3d11"
             ],
-            "markers": "sys_platform == 'win32'",
-            "version": "==0.4.4"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.0"
         },
         "confuse": {
             "hashes": [
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+            "version": "==1.7.0"
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+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
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+            "markers": "python_version >= '2.7'",
             "version": "==0.3"
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+        "fonttools": {
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+            "version": "==4.28.5"
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@@ -189,40 +243,49 @@
         },
         "idna": {
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-            "version": "==2.10"
+            "markers": "python_version >= '3'",
+            "version": "==3.3"
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-                "sha256:ce6c97695810f1a78da68f9e422cee8a5ed986b73398149bb015741495add656"
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-            "version": "==4.2.0"
+            "version": "==4.2.1"
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             "markers": "python_version < '3.8'",
-            "version": "==3.4.0"
+            "version": "==4.10.1"
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+        "importlib-resources": {
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         "ipykernel": {
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-            "version": "==5.5.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==6.7.0"
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-            "markers": "python_version >= '3.3'",
-            "version": "==7.20.0"
+            "index": "pypi",
+            "version": "==7.31.1"
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@@ -233,24 +296,26 @@
         },
         "ipywidgets": {
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-            "version": "==7.6.3"
+            "version": "==7.6.5"
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-                "sha256:92550a404bad8afed881a137ec9a461fed49eca661414be45059329614ed0707"
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-            "version": "==0.18.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18.1"
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         "jinja2": {
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-            "version": "==2.11.3"
+            "markers": "python_version >= '3.6'",
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@@ -262,10 +327,11 @@
         },
         "jsonschema": {
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-                "sha256:c8a85b28d377cc7737e46e2d9f2b4f44ee3c0e1deac6bf46ddefc7187d30797a"
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+            "markers": "python_version >= '3.7'",
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@@ -278,24 +344,25 @@
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@@ -306,48 +373,61 @@
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@@ -473,45 +590,51 @@
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@@ -537,39 +660,47 @@
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@@ -609,29 +740,61 @@
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@@ -642,40 +805,40 @@
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@@ -687,209 +850,251 @@
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@@ -906,12 +1111,15 @@
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@@ -966,10 +1186,18 @@
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@@ -983,71 +1211,94 @@
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@@ -1093,37 +1344,40 @@
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-            "version": "==3.7.4.3"
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@@ -1133,6 +1387,7 @@
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@@ -1151,10 +1406,10 @@
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@@ -1169,10 +1424,11 @@
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