diff --git a/classes/lending_challenge/Pipfile.lock b/classes/lending_challenge/Pipfile.lock
index b939403..4739df8 100644
--- a/classes/lending_challenge/Pipfile.lock
+++ b/classes/lending_challenge/Pipfile.lock
@@ -18,31 +18,31 @@
     "default": {
         "attrs": {
             "hashes": [
-                "sha256:69c0dbf2ed392de1cb5ec704444b08a5ef81680a61cb899dc08127123af36a79",
-                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
+                "sha256:31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6",
+                "sha256:832aa3cde19744e49938b91fea06d69ecb9e649c93ba974535d08ad92164f700"
             ],
-            "version": "==19.1.0"
+            "version": "==20.3.0"
         },
         "backcall": {
             "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
             ],
-            "version": "==0.1.0"
+            "version": "==0.2.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:046832c04d4e752f37383b628bc601a7ea7211496b4638f6514d0e5b9acc4939",
-                "sha256:945e3ba63a0b9f577b1395204e13c3a231f9bc0223888be653286534e5873695"
+                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
+                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
             ],
-            "version": "==2019.6.16"
+            "version": "==2020.12.5"
         },
         "chardet": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa",
+                "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"
             ],
-            "version": "==3.0.4"
+            "version": "==4.0.0"
         },
         "cycler": {
             "hashes": [
@@ -53,17 +53,17 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
+                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
             ],
-            "version": "==4.4.0"
+            "version": "==4.4.2"
         },
         "idna": {
             "hashes": [
-                "sha256:c357b3f628cf53ae2c4c05627ecc484553142ca23264e593d327bcde5e9c3407",
-                "sha256:ea8b7f6188e6fa117537c3df7da9fc686d485087abf6ac197f9c46432f7e4a3c"
+                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
+                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
             ],
-            "version": "==2.8"
+            "version": "==2.10"
         },
         "imbalanced-learn": {
             "hashes": [
@@ -73,6 +73,14 @@
             "index": "pypi",
             "version": "==0.3.3"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:1cedf994a9b6885dcbb7ed40b24c332b1de3956319f4b1a0f07c0621d453accc",
+                "sha256:c9c1b6c7dbc62084f3e6a614a194eb16ded7947736c18e3300125d5c0a7a8b3c"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==3.9.1"
+        },
         "ipykernel": {
             "hashes": [
                 "sha256:346189536b88859937b5f4848a6fd85d1ad0729f01724a411de5cae9b618819c",
@@ -83,10 +91,10 @@
         },
         "ipython": {
             "hashes": [
-                "sha256:1d3a1692921e932751bc1a1f7bb96dc38671eeefdc66ed33ee4cbc57e92a410e",
-                "sha256:537cd0176ff6abd06ef3e23f2d0c4c2c8a4d9277b7451544c6cbf56d1c79a83d"
+                "sha256:9c900332d4c5a6de534b4befeeb7de44ad0cc42e8327fa41b7685abde58cec74",
+                "sha256:c0ce02dfaa5f854809ab7413c601c4543846d9da81010258ecdab299b542d199"
             ],
-            "version": "==7.7.0"
+            "version": "==7.22.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -97,71 +105,75 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:53c850f1a7d3cfcd306cc513e2450a54bdf5cacd7604b74e42dd1f0758eaaf36",
-                "sha256:e07457174ef7cb2342ff94fa56484fe41cec7ef69b0059f01d3f812379cb6f7c"
+                "sha256:18456d83f65f400ab0c2d3319e48520420ef43b23a086fdc05dff34132f0fb93",
+                "sha256:92550a404bad8afed881a137ec9a461fed49eca661414be45059329614ed0707"
             ],
-            "version": "==0.14.1"
+            "version": "==0.18.0"
         },
         "joblib": {
             "hashes": [
-                "sha256:21e0c34a69ad7fde4f2b1f3402290e9ec46f545f15f1541c582edfe05d87b63a",
-                "sha256:315d6b19643ec4afd4c41c671f9f2d65ea9d787da093487a81ead7b0bac94524"
+                "sha256:9c17567692206d2f3fb9ecf5e991084254fe631665c450b443761c4186a613f7",
+                "sha256:feeb1ec69c4d45129954f1b7034954241eedfd6ba39b5e9e4b6883be3332d5e5"
             ],
-            "version": "==0.13.2"
+            "version": "==1.0.1"
         },
         "jsonschema": {
             "hashes": [
-                "sha256:5f9c0a719ca2ce14c5de2fd350a64fd2d13e8539db29836a86adc990bb1a068f",
-                "sha256:8d4a2b7b6c2237e0199c8ea1a6d3e05bf118e289ae2b9d7ba444182a2959560d"
+                "sha256:4e5b3cf8216f577bee9ce139cbe72eca3ea4f292ec60928ff24758ce626cd163",
+                "sha256:c8a85b28d377cc7737e46e2d9f2b4f44ee3c0e1deac6bf46ddefc7187d30797a"
             ],
-            "version": "==3.0.2"
+            "version": "==3.2.0"
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:73a809a2964afa07adcc1521537fddb58c2ffbb7e84d53dc5901cf80480465b3",
-                "sha256:98e8af5edff5d24e4d31e73bc21043130ae9d955a91aa93fc0bc3b1d0f7b5880"
+                "sha256:c4bca1d0846186ca8be97f4d2fa6d2bae889cce4892a167ffa1ba6bd1f73e782",
+                "sha256:e053a2c44b6fa597feebe2b3ecb5eea3e03d1d91cc94351a52931ee1426aecfc"
             ],
-            "version": "==5.3.1"
+            "version": "==6.1.12"
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:2c6e7c1e9f2ac45b5c2ceea5730bc9008d92fe59d0725eac57b04c0edfba24f7",
-                "sha256:f4fa22d6cf25f34807c995f22d2923693575c70f02557bcbfbe59bd5ec8d8b84"
+                "sha256:79025cb3225efcd36847d0840f3fc672c0abd7afd0de83ba8a1d3837619122b4",
+                "sha256:8c6c0cac5c1b563622ad49321d5ec47017bd18b94facb381c6973a0486395f8e"
             ],
-            "version": "==4.5.0"
+            "version": "==4.7.1"
         },
         "kiwisolver": {
             "hashes": [
-                "sha256:05b5b061e09f60f56244adc885c4a7867da25ca387376b02c1efc29cc16bcd0f",
-                "sha256:26f4fbd6f5e1dabff70a9ba0d2c4bd30761086454aa30dddc5b52764ee4852b7",
-                "sha256:3b2378ad387f49cbb328205bda569b9f87288d6bc1bf4cd683c34523a2341efe",
-                "sha256:400599c0fe58d21522cae0e8b22318e09d9729451b17ee61ba8e1e7c0346565c",
-                "sha256:47b8cb81a7d18dbaf4fed6a61c3cecdb5adec7b4ac292bddb0d016d57e8507d5",
-                "sha256:53eaed412477c836e1b9522c19858a8557d6e595077830146182225613b11a75",
-                "sha256:58e626e1f7dfbb620d08d457325a4cdac65d1809680009f46bf41eaf74ad0187",
-                "sha256:5a52e1b006bfa5be04fe4debbcdd2688432a9af4b207a3f429c74ad625022641",
-                "sha256:5c7ca4e449ac9f99b3b9d4693debb1d6d237d1542dd6a56b3305fe8a9620f883",
-                "sha256:682e54f0ce8f45981878756d7203fd01e188cc6c8b2c5e2cf03675390b4534d5",
-                "sha256:79bfb2f0bd7cbf9ea256612c9523367e5ec51d7cd616ae20ca2c90f575d839a2",
-                "sha256:7f4dd50874177d2bb060d74769210f3bce1af87a8c7cf5b37d032ebf94f0aca3",
-                "sha256:8944a16020c07b682df861207b7e0efcd2f46c7488619cb55f65882279119389",
-                "sha256:8aa7009437640beb2768bfd06da049bad0df85f47ff18426261acecd1cf00897",
-                "sha256:939f36f21a8c571686eb491acfffa9c7f1ac345087281b412d63ea39ca14ec4a",
-                "sha256:9733b7f64bd9f807832d673355f79703f81f0b3e52bfce420fc00d8cb28c6a6c",
-                "sha256:a02f6c3e229d0b7220bd74600e9351e18bc0c361b05f29adae0d10599ae0e326",
-                "sha256:a0c0a9f06872330d0dd31b45607197caab3c22777600e88031bfe66799e70bb0",
-                "sha256:acc4df99308111585121db217681f1ce0eecb48d3a828a2f9bbf9773f4937e9e",
-                "sha256:b64916959e4ae0ac78af7c3e8cef4becee0c0e9694ad477b4c6b3a536de6a544",
-                "sha256:d3fcf0819dc3fea58be1fd1ca390851bdb719a549850e708ed858503ff25d995",
-                "sha256:d52e3b1868a4e8fd18b5cb15055c76820df514e26aa84cc02f593d99fef6707f",
-                "sha256:db1a5d3cc4ae943d674718d6c47d2d82488ddd94b93b9e12d24aabdbfe48caee",
-                "sha256:e3a21a720791712ed721c7b95d433e036134de6f18c77dbe96119eaf7aa08004",
-                "sha256:e8bf074363ce2babeb4764d94f8e65efd22e6a7c74860a4f05a6947afc020ff2",
-                "sha256:f16814a4a96dc04bf1da7d53ee8d5b1d6decfc1a92a63349bb15d37b6a263dd9",
-                "sha256:f2b22153870ca5cf2ab9c940d7bc38e8e9089fa0f7e5856ea195e1cf4ff43d5a",
-                "sha256:f790f8b3dff3d53453de6a7b7ddd173d2e020fb160baff578d578065b108a05f"
-            ],
-            "version": "==1.1.0"
+                "sha256:0cd53f403202159b44528498de18f9285b04482bab2a6fc3f5dd8dbb9352e30d",
+                "sha256:1e1bc12fb773a7b2ffdeb8380609f4f8064777877b2225dec3da711b421fda31",
+                "sha256:225e2e18f271e0ed8157d7f4518ffbf99b9450fca398d561eb5c4a87d0986dd9",
+                "sha256:232c9e11fd7ac3a470d65cd67e4359eee155ec57e822e5220322d7b2ac84fbf0",
+                "sha256:31dfd2ac56edc0ff9ac295193eeaea1c0c923c0355bf948fbd99ed6018010b72",
+                "sha256:33449715e0101e4d34f64990352bce4095c8bf13bed1b390773fc0a7295967b3",
+                "sha256:401a2e9afa8588589775fe34fc22d918ae839aaaf0c0e96441c0fdbce6d8ebe6",
+                "sha256:44a62e24d9b01ba94ae7a4a6c3fb215dc4af1dde817e7498d901e229aaf50e4e",
+                "sha256:50af681a36b2a1dee1d3c169ade9fdc59207d3c31e522519181e12f1b3ba7000",
+                "sha256:563c649cfdef27d081c84e72a03b48ea9408c16657500c312575ae9d9f7bc1c3",
+                "sha256:5989db3b3b34b76c09253deeaf7fbc2707616f130e166996606c284395da3f18",
+                "sha256:5a7a7dbff17e66fac9142ae2ecafb719393aaee6a3768c9de2fd425c63b53e21",
+                "sha256:5c3e6455341008a054cccee8c5d24481bcfe1acdbc9add30aa95798e95c65621",
+                "sha256:5f6ccd3dd0b9739edcf407514016108e2280769c73a85b9e59aa390046dbf08b",
+                "sha256:72c99e39d005b793fb7d3d4e660aed6b6281b502e8c1eaf8ee8346023c8e03bc",
+                "sha256:78751b33595f7f9511952e7e60ce858c6d64db2e062afb325985ddbd34b5c131",
+                "sha256:834ee27348c4aefc20b479335fd422a2c69db55f7d9ab61721ac8cd83eb78882",
+                "sha256:8be8d84b7d4f2ba4ffff3665bcd0211318aa632395a1a41553250484a871d454",
+                "sha256:950a199911a8d94683a6b10321f9345d5a3a8433ec58b217ace979e18f16e248",
+                "sha256:a357fd4f15ee49b4a98b44ec23a34a95f1e00292a139d6015c11f55774ef10de",
+                "sha256:a53d27d0c2a0ebd07e395e56a1fbdf75ffedc4a05943daf472af163413ce9598",
+                "sha256:acef3d59d47dd85ecf909c359d0fd2c81ed33bdff70216d3956b463e12c38a54",
+                "sha256:b38694dcdac990a743aa654037ff1188c7a9801ac3ccc548d3341014bc5ca278",
+                "sha256:b9edd0110a77fc321ab090aaa1cfcaba1d8499850a12848b81be2222eab648f6",
+                "sha256:c08e95114951dc2090c4a630c2385bef681cacf12636fb0241accdc6b303fd81",
+                "sha256:c5518d51a0735b1e6cee1fdce66359f8d2b59c3ca85dc2b0813a8aa86818a030",
+                "sha256:c8fd0f1ae9d92b42854b2979024d7597685ce4ada367172ed7c09edf2cef9cb8",
+                "sha256:ca3820eb7f7faf7f0aa88de0e54681bddcb46e485beb844fcecbcd1c8bd01689",
+                "sha256:cf8b574c7b9aa060c62116d4181f3a1a4e821b2ec5cbfe3775809474113748d4",
+                "sha256:d3155d828dec1d43283bd24d3d3e0d9c7c350cdfcc0bd06c0ad1209c1bbc36d0",
+                "sha256:f8d6f8db88049a699817fd9178782867bf22283e3813064302ac59f61d95be05",
+                "sha256:fd34fbbfbc40628200730bc1febe30631347103fc8d3d4fa012c21ab9c11eca9"
+            ],
+            "version": "==1.3.1"
         },
         "lightgbm": {
             "hashes": [
@@ -175,79 +187,99 @@
         },
         "matplotlib": {
             "hashes": [
-                "sha256:1febd22afe1489b13c6749ea059d392c03261b2950d1d45c17e3aed812080c93",
-                "sha256:31a30d03f39528c79f3a592857be62a08595dec4ac034978ecd0f814fa0eec2d",
-                "sha256:4442ce720907f67a79d45de9ada47be81ce17e6c2f448b3c64765af93f6829c9",
-                "sha256:796edbd1182cbffa7e1e7a97f1e141f875a8501ba8dd834269ae3cd45a8c976f",
-                "sha256:934e6243df7165aad097572abf5b6003c77c9b6c480c3c4de6f2ef1b5fdd4ec0",
-                "sha256:bab9d848dbf1517bc58d1f486772e99919b19efef5dd8596d4b26f9f5ee08b6b",
-                "sha256:c1fe1e6cdaa53f11f088b7470c2056c0df7d80ee4858dadf6cbe433fcba4323b",
-                "sha256:e5b8aeca9276a3a988caebe9f08366ed519fff98f77c6df5b64d7603d0e42e36",
-                "sha256:ec6bd0a6a58df3628ff269978f4a4b924a0d371ad8ce1f8e2b635b99e482877a"
-            ],
-            "version": "==3.1.1"
+                "sha256:133469eb5d54a0a963d08a07356d03f6de41b6789f2a9d15aed0e6f3aabbf502",
+                "sha256:2b54bbce73115f6f95912f57348b2e0fc03cc86a09c73191f1216d79c16cda3c",
+                "sha256:36e2f68b7d2f22eacc4d9d4dfdf3a975c9db31fa6e36e16a2d60bf4c1ff5a35c",
+                "sha256:3847ce29a01e1d1f0aa691263e510ce8504a20d158a811ed3a45c4c1d9e708e7",
+                "sha256:3bcee5685afb76d2a31f8a6b190caf2e52be250d214155b91830110416767de3",
+                "sha256:3c617fc6f7d6ac0c6142e34f3066520273195c75fb5371eabfddb3da04a75174",
+                "sha256:4002b0928bcd695eb7f23bf18c52e3cf23501a9c06a1de596079d74932aa4068",
+                "sha256:424ddb3422c65b284a38a97eb48f5cb64b66a44a773e0c71281a347f1738f146",
+                "sha256:7571d470cd5df2d6c27ee0e6dabbebd130eae91da19c3749c6946918f8bcad49",
+                "sha256:7e76956b8dd4bd8a6be71e401e4a24d975e57d5849a80c24a35551040ff82df0",
+                "sha256:85388289b356f5f19464b84eaa7532cd10d3f701505ae8d988b3dfb1332d785f",
+                "sha256:85d7b8da66bb71054f3d73210b4fe24cca8afc6f92f00569b2ad24ca32438034",
+                "sha256:8b046715f710b58dc89241eb3c8e907a30b269e915df6a134bb419f05a6507bf",
+                "sha256:966a1bb53ce56dcd542b4edb667166aac14c8eaf2a3acd68f403eccedf0d21a7",
+                "sha256:a2828982c5329cceea67bae0af49e2bfae3471499d6d6aa4359efa0ef491b0f7",
+                "sha256:a960ee5a139011e1d203df75eafc4e98013927f36ab69510313bc7d9d4641e38",
+                "sha256:e879b5915f0c8e765d0e1ae4ecf93fafbde4a1dee88409427ac0ca55d31a41a9",
+                "sha256:fa0f7f3b2a0067ee5806264478f39fa52d7ddf8ee9b3012e5257b2ff39a15e0b",
+                "sha256:fe4676d7f25d2915562aa551996843e97e7d25aefc54617a3b0fe74a967bc2c8"
+            ],
+            "version": "==3.4.0"
         },
         "nbformat": {
             "hashes": [
-                "sha256:b9a0dbdbd45bb034f4f8893cafd6f652ea08c8c1674ba83f2dc55d3955743b0b",
-                "sha256:f7494ef0df60766b7cabe0a3651556345a963b74dbc16bc7c18479041170d402"
+                "sha256:1d223e64a18bfa7cdf2db2e9ba8a818312fc2a0701d2e910b58df66809385a56",
+                "sha256:3949fdc8f5fa0b1afca16fb307546e78494fa7a7bceff880df8168eafda0e7ac"
             ],
-            "version": "==4.4.0"
+            "version": "==5.1.2"
         },
         "numpy": {
             "hashes": [
-                "sha256:03e311b0a4c9f5755da7d52161280c6a78406c7be5c5cc7facfbcebb641efb7e",
-                "sha256:0cdd229a53d2720d21175012ab0599665f8c9588b3b8ffa6095dd7b90f0691dd",
-                "sha256:312bb18e95218bedc3563f26fcc9c1c6bfaaf9d453d15942c0839acdd7e4c473",
-                "sha256:464b1c48baf49e8505b1bb754c47a013d2c305c5b14269b5c85ea0625b6a988a",
-                "sha256:5adfde7bd3ee4864536e230bcab1c673f866736698724d5d28c11a4d63672658",
-                "sha256:7724e9e31ee72389d522b88c0d4201f24edc34277999701ccd4a5392e7d8af61",
-                "sha256:8d36f7c53ae741e23f54793ffefb2912340b800476eb0a831c6eb602e204c5c4",
-                "sha256:910d2272403c2ea8a52d9159827dc9f7c27fb4b263749dca884e2e4a8af3b302",
-                "sha256:951fefe2fb73f84c620bec4e001e80a80ddaa1b84dce244ded7f1e0cbe0ed34a",
-                "sha256:9588c6b4157f493edeb9378788dcd02cb9e6a6aeaa518b511a1c79d06cbd8094",
-                "sha256:9ce8300950f2f1d29d0e49c28ebfff0d2f1e2a7444830fbb0b913c7c08f31511",
-                "sha256:be39cca66cc6806652da97103605c7b65ee4442c638f04ff064a7efd9a81d50a",
-                "sha256:c3ab2d835b95ccb59d11dfcd56eb0480daea57cdf95d686d22eff35584bc4554",
-                "sha256:eb0fc4a492cb896346c9e2c7a22eae3e766d407df3eb20f4ce027f23f76e4c54",
-                "sha256:ec0c56eae6cee6299f41e780a0280318a93db519bbb2906103c43f3e2be1206c",
-                "sha256:f4e4612de60a4f1c4d06c8c2857cdcb2b8b5289189a12053f37d3f41f06c60d0"
-            ],
-            "version": "==1.17.0"
+                "sha256:2428b109306075d89d21135bdd6b785f132a1f5a3260c371cee1fae427e12727",
+                "sha256:377751954da04d4a6950191b20539066b4e19e3b559d4695399c5e8e3e683bf6",
+                "sha256:4703b9e937df83f5b6b7447ca5912b5f5f297aba45f91dbbbc63ff9278c7aa98",
+                "sha256:471c0571d0895c68da309dacee4e95a0811d0a9f9f532a48dc1bea5f3b7ad2b7",
+                "sha256:61d5b4cf73622e4d0c6b83408a16631b670fc045afd6540679aa35591a17fe6d",
+                "sha256:6c915ee7dba1071554e70a3664a839fbc033e1d6528199d4621eeaaa5487ccd2",
+                "sha256:6e51e417d9ae2e7848314994e6fc3832c9d426abce9328cf7571eefceb43e6c9",
+                "sha256:719656636c48be22c23641859ff2419b27b6bdf844b36a2447cb39caceb00935",
+                "sha256:780ae5284cb770ade51d4b4a7dce4faa554eb1d88a56d0e8b9f35fca9b0270ff",
+                "sha256:878922bf5ad7550aa044aa9301d417e2d3ae50f0f577de92051d739ac6096cee",
+                "sha256:924dc3f83de20437de95a73516f36e09918e9c9c18d5eac520062c49191025fb",
+                "sha256:97ce8b8ace7d3b9288d88177e66ee75480fb79b9cf745e91ecfe65d91a856042",
+                "sha256:9c0fab855ae790ca74b27e55240fe4f2a36a364a3f1ebcfd1fb5ac4088f1cec3",
+                "sha256:9cab23439eb1ebfed1aaec9cd42b7dc50fc96d5cd3147da348d9161f0501ada5",
+                "sha256:a8e6859913ec8eeef3dbe9aed3bf475347642d1cdd6217c30f28dee8903528e6",
+                "sha256:aa046527c04688af680217fffac61eec2350ef3f3d7320c07fd33f5c6e7b4d5f",
+                "sha256:abc81829c4039e7e4c30f7897938fa5d4916a09c2c7eb9b244b7a35ddc9656f4",
+                "sha256:bad70051de2c50b1a6259a6df1daaafe8c480ca98132da98976d8591c412e737",
+                "sha256:c73a7975d77f15f7f68dacfb2bca3d3f479f158313642e8ea9058eea06637931",
+                "sha256:d15007f857d6995db15195217afdbddfcd203dfaa0ba6878a2f580eaf810ecd6",
+                "sha256:d76061ae5cab49b83a8cf3feacefc2053fac672728802ac137dd8c4123397677",
+                "sha256:e8e4fbbb7e7634f263c5b0150a629342cc19b47c5eba8d1cd4363ab3455ab576",
+                "sha256:e9459f40244bb02b2f14f6af0cd0732791d72232bbb0dc4bab57ef88e75f6935",
+                "sha256:edb1f041a9146dcf02cd7df7187db46ab524b9af2515f392f337c7cbbf5b52cd"
+            ],
+            "version": "==1.20.2"
         },
         "pandas": {
             "hashes": [
-                "sha256:074a032f99bb55d178b93bd98999c971542f19317829af08c99504febd9e9b8b",
-                "sha256:20f1728182b49575c2f6f681b3e2af5fac9e84abdf29488e76d569a7969b362e",
-                "sha256:2745ba6e16c34d13d765c3657bb64fa20a0e2daf503e6216a36ed61770066179",
-                "sha256:32c44e5b628c48ba17703f734d59f369d4cdcb4239ef26047d6c8a8bfda29a6b",
-                "sha256:3b9f7dcee6744d9dcdd53bce19b91d20b4311bf904303fa00ef58e7df398e901",
-                "sha256:544f2033250980fb6f069ce4a960e5f64d99b8165d01dc39afd0b244eeeef7d7",
-                "sha256:58f9ef68975b9f00ba96755d5702afdf039dea9acef6a0cfd8ddcde32918a79c",
-                "sha256:9023972a92073a495eba1380824b197ad1737550fe1c4ef8322e65fe58662888",
-                "sha256:914341ad2d5b1ea522798efa4016430b66107d05781dbfe7cf05eba8f37df995",
-                "sha256:9d151bfb0e751e2c987f931c57792871c8d7ff292bcdfcaa7233012c367940ee",
-                "sha256:b932b127da810fef57d427260dde1ad54542c136c44b227a1e367551bb1a684b",
-                "sha256:cfb862aa37f4dd5be0730731fdb8185ac935aba8b51bf3bd035658111c9ee1c9",
-                "sha256:de7ecb4b120e98b91e8a2a21f186571266a8d1faa31d92421e979c7ca67d8e5c",
-                "sha256:df7e1933a0b83920769611c5d6b9a1bf301e3fa6a544641c6678c67621fe9843"
-            ],
-            "version": "==0.25.0"
+                "sha256:09761bf5f8c741d47d4b8b9073288de1be39bbfccc281d70b889ade12b2aad29",
+                "sha256:0f27fd1adfa256388dc34895ca5437eaf254832223812afd817a6f73127f969c",
+                "sha256:43e00770552595c2250d8d712ec8b6e08ca73089ac823122344f023efa4abea3",
+                "sha256:46fc671c542a8392a4f4c13edc8527e3a10f6cb62912d856f82248feb747f06e",
+                "sha256:475b7772b6e18a93a43ea83517932deff33954a10d4fbae18d0c1aba4182310f",
+                "sha256:4d821b9b911fc1b7d428978d04ace33f0af32bb7549525c8a7b08444bce46b74",
+                "sha256:5e3c8c60541396110586bcbe6eccdc335a38e7de8c217060edaf4722260b158f",
+                "sha256:621c044a1b5e535cf7dcb3ab39fca6f867095c3ef223a524f18f60c7fee028ea",
+                "sha256:72ffcea00ae8ffcdbdefff800284311e155fbb5ed6758f1a6110fc1f8f8f0c1c",
+                "sha256:8a051e957c5206f722e83f295f95a2cf053e890f9a1fba0065780a8c2d045f5d",
+                "sha256:97b1954533b2a74c7e20d1342c4f01311d3203b48f2ebf651891e6a6eaf01104",
+                "sha256:9f5829e64507ad10e2561b60baf285c470f3c4454b007c860e77849b88865ae7",
+                "sha256:a93e34f10f67d81de706ce00bf8bb3798403cabce4ccb2de10c61b5ae8786ab5",
+                "sha256:d59842a5aa89ca03c2099312163ffdd06f56486050e641a45d926a072f04d994",
+                "sha256:dbb255975eb94143f2e6ec7dadda671d25147939047839cd6b8a4aff0379bb9b",
+                "sha256:df6f10b85aef7a5bb25259ad651ad1cc1d6bb09000595cab47e718cbac250b1d"
+            ],
+            "version": "==1.2.3"
         },
         "parso": {
             "hashes": [
-                "sha256:63854233e1fadb5da97f2744b6b24346d2750b85965e7e399bec1620232797dc",
-                "sha256:666b0ee4a7a1220f65d367617f2cd3ffddff3e205f3f16a0284df30e774c2a9c"
+                "sha256:15b00182f472319383252c18d5913b69269590616c947747bc50bf4ac768f410",
+                "sha256:8519430ad07087d4c997fda3a7918f7cfa27cb58972a8c89c2a0295a1c940e9e"
             ],
-            "version": "==0.5.1"
+            "version": "==0.8.1"
         },
         "pexpect": {
             "hashes": [
-                "sha256:2094eefdfcf37a1fdbfb9aa090862c1a4878e5c7e0e7e7088bdb511c558e5cd1",
-                "sha256:9e2c1fd0e6ee3a49b28f95d4b33bc389c89b20af6a1255906e90ff1262ce62eb"
+                "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937",
+                "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"
             ],
             "markers": "sys_platform != 'win32'",
-            "version": "==4.7.0"
+            "version": "==4.8.0"
         },
         "pickleshare": {
             "hashes": [
@@ -256,6 +288,44 @@
             ],
             "version": "==0.7.5"
         },
+        "pillow": {
+            "hashes": [
+                "sha256:15306d71a1e96d7e271fd2a0737038b5a92ca2978d2e38b6ced7966583e3d5af",
+                "sha256:1940fc4d361f9cc7e558d6f56ff38d7351b53052fd7911f4b60cd7bc091ea3b1",
+                "sha256:1f93f2fe211f1ef75e6f589327f4d4f8545d5c8e826231b042b483d8383e8a7c",
+                "sha256:30d33a1a6400132e6f521640dd3f64578ac9bfb79a619416d7e8802b4ce1dd55",
+                "sha256:328240f7dddf77783e72d5ed79899a6b48bc6681f8d1f6001f55933cb4905060",
+                "sha256:46c2bcf8e1e75d154e78417b3e3c64e96def738c2a25435e74909e127a8cba5e",
+                "sha256:5762ebb4436f46b566fc6351d67a9b5386b5e5de4e58fdaa18a1c83e0e20f1a8",
+                "sha256:5a2d957eb4aba9d48170b8fe6538ec1fbc2119ffe6373782c03d8acad3323f2e",
+                "sha256:5cf03b9534aca63b192856aa601c68d0764810857786ea5da652581f3a44c2b0",
+                "sha256:5daba2b40782c1c5157a788ec4454067c6616f5a0c1b70e26ac326a880c2d328",
+                "sha256:63cd413ac52ee3f67057223d363f4f82ce966e64906aea046daf46695e3c8238",
+                "sha256:6efac40344d8f668b6c4533ae02a48d52fd852ef0654cc6f19f6ac146399c733",
+                "sha256:71b01ee69e7df527439d7752a2ce8fb89e19a32df484a308eca3e81f673d3a03",
+                "sha256:71f31ee4df3d5e0b366dd362007740106d3210fb6a56ec4b581a5324ba254f06",
+                "sha256:72027ebf682abc9bafd93b43edc44279f641e8996fb2945104471419113cfc71",
+                "sha256:74cd9aa648ed6dd25e572453eb09b08817a1e3d9f8d1bd4d8403d99e42ea790b",
+                "sha256:81b3716cc9744ffdf76b39afb6247eae754186838cedad0b0ac63b2571253fe6",
+                "sha256:8565355a29655b28fdc2c666fd9a3890fe5edc6639d128814fafecfae2d70910",
+                "sha256:87f42c976f91ca2fc21a3293e25bd3cd895918597db1b95b93cbd949f7d019ce",
+                "sha256:89e4c757a91b8c55d97c91fa09c69b3677c227b942fa749e9a66eef602f59c28",
+                "sha256:8c4e32218c764bc27fe49b7328195579581aa419920edcc321c4cb877c65258d",
+                "sha256:903293320efe2466c1ab3509a33d6b866dc850cfd0c5d9cc92632014cec185fb",
+                "sha256:90882c6f084ef68b71bba190209a734bf90abb82ab5e8f64444c71d5974008c6",
+                "sha256:98afcac3205d31ab6a10c5006b0cf040d0026a68ec051edd3517b776c1d78b09",
+                "sha256:a01da2c266d9868c4f91a9c6faf47a251f23b9a862dce81d2ff583135206f5be",
+                "sha256:aeab4cd016e11e7aa5cfc49dcff8e51561fa64818a0be86efa82c7038e9369d0",
+                "sha256:b07c660e014852d98a00a91adfbe25033898a9d90a8f39beb2437d22a203fc44",
+                "sha256:bead24c0ae3f1f6afcb915a057943ccf65fc755d11a1410a909c1fefb6c06ad1",
+                "sha256:d1d6bca39bb6dd94fba23cdb3eeaea5e30c7717c5343004d900e2a63b132c341",
+                "sha256:e2cd8ac157c1e5ae88b6dd790648ee5d2777e76f1e5c7d184eaddb2938594f34",
+                "sha256:e5739ae63636a52b706a0facec77b2b58e485637e1638202556156e424a02dc2",
+                "sha256:f36c3ff63d6fc509ce599a2f5b0d0732189eed653420e7294c039d342c6e204a",
+                "sha256:f91b50ad88048d795c0ad004abbe1390aa1882073b1dca10bfd55d0b8cf18ec5"
+            ],
+            "version": "==8.1.2"
+        },
         "plotly": {
             "hashes": [
                 "sha256:5dcb33f5c9a00e1d68ac567340b58e90c07ba93767ad3e360dd6aa11cf568a98",
@@ -266,90 +336,96 @@
         },
         "prompt-toolkit": {
             "hashes": [
-                "sha256:11adf3389a996a6d45cc277580d0d53e8a5afd281d0c9ec71b28e6f121463780",
-                "sha256:2519ad1d8038fd5fc8e770362237ad0364d16a7650fb5724af6997ed5515e3c1",
-                "sha256:977c6583ae813a37dc1c2e1b715892461fcbdaa57f6fc62f33a528c4886c8f55"
+                "sha256:bf00f22079f5fadc949f42ae8ff7f05702826a97059ffcc6281036ad40ac6f04",
+                "sha256:e1b4f11b9336a28fa11810bc623c357420f69dfdb6d2dac41ca2c21a55c033bc"
             ],
-            "version": "==2.0.9"
+            "version": "==3.0.18"
         },
         "ptyprocess": {
             "hashes": [
-                "sha256:923f299cc5ad920c68f2bc0bc98b75b9f838b93b599941a6b63ddbc2476394c0",
-                "sha256:d7cc528d76e76342423ca640335bd3633420dc1366f258cb31d05e865ef5ca1f"
+                "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
+                "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"
             ],
-            "version": "==0.6.0"
+            "version": "==0.7.0"
         },
         "pygments": {
             "hashes": [
-                "sha256:71e430bc85c88a430f000ac1d9b331d2407f681d6f6aec95e8bcfbc3df5b0127",
-                "sha256:881c4c157e45f30af185c1ffe8d549d48ac9127433f2c380c24b84572ad66297"
+                "sha256:bc9591213a8f0e0ca1a5e68a479b4887fdc3e75d0774e5c71c31920c427de435",
+                "sha256:df49d09b498e83c1a73128295860250b0b7edd4c723a32e9bc0d295c7c2ec337"
             ],
-            "version": "==2.4.2"
+            "index": "pypi",
+            "version": "==2.7.4"
         },
         "pyparsing": {
             "hashes": [
-                "sha256:6f98a7b9397e206d78cc01df10131398f1c8b8510a2f4d97d9abd82e1aacdd80",
-                "sha256:d9338df12903bbf5d65a0e4e87c2161968b10d2e489652bb47001d82a9b028b4"
+                "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
+                "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"
             ],
-            "version": "==2.4.2"
+            "version": "==2.4.7"
         },
         "pyrsistent": {
             "hashes": [
-                "sha256:34b47fa169d6006b32e99d4b3c4031f155e6e68ebcc107d6454852e8e0ee6533",
-                "sha256:9f9a9f943cfaf482b17ad7978b95343463e14194a349da8125ffe25e9ad03097"
+                "sha256:2e636185d9eb976a18a8a8e96efce62f2905fea90041958d8cc2a189756ebf3e"
             ],
-            "version": "==0.15.4"
+            "version": "==0.17.3"
         },
         "python-dateutil": {
             "hashes": [
-                "sha256:7e6584c74aeed623791615e26efd690f29817a27c73085b78e4bad02493df2fb",
-                "sha256:c89805f6f4d64db21ed966fda138f8a5ed7a4fdbc1a8ee329ce1b74e3c74da9e"
+                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
+                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
             ],
-            "version": "==2.8.0"
+            "version": "==2.8.1"
         },
         "pytz": {
             "hashes": [
-                "sha256:26c0b32e437e54a18161324a2fca3c4b9846b74a8dccddd843113109e1116b32",
-                "sha256:c894d57500a4cd2d5c71114aaab77dbab5eabd9022308ce5ac9bb93a60a6f0c7"
+                "sha256:83a4a90894bf38e243cf052c8b58f381bfe9a7a483f6a9cab140bc7f702ac4da",
+                "sha256:eb10ce3e7736052ed3623d49975ce333bcd712c7bb19a58b9e2089d4057d0798"
             ],
-            "version": "==2019.2"
+            "version": "==2021.1"
         },
         "pyzmq": {
             "hashes": [
-                "sha256:00dd015159eaeb1c0731ad49310e1f5d839c9a35a15e4f3267f5052233fad99b",
-                "sha256:03913b6beb8e7b417b9910b0ee1fd5d62e9626d218faefbe879d70714ceab1a2",
-                "sha256:13f17386df81d5e6efb9a4faea341d8de22cdc82e49a326dded26e33f42a3112",
-                "sha256:16c6281d96885db1e15f7047ddc1a8f48ff4ea35d31ca709f4d2eb39f246d356",
-                "sha256:17efab4a804e31f58361631256d660214204046f9e2b962738b171b9ad674ea7",
-                "sha256:2b79919ddeff3d3c96aa6087c21d294c8db1c01f6bfeee73324944683685f419",
-                "sha256:2f832e4711657bb8d16ea1feba860f676ec5f14fb9fe3b449b5953a60e89edae",
-                "sha256:31a11d37ac73107363b47e14c94547dbfc6a550029c3fe0530be443199026fc2",
-                "sha256:33a3e928e6c3138c675e1d6702dd11f6b7050177d7aab3fc322db6e1d2274490",
-                "sha256:34a38195a6d3a9646cbcdaf8eb245b4d935c7a57f7e1b3af467814bc1a92467e",
-                "sha256:42900054f1500acef6df7428edf806abbf641bf92eb9ceded24aa863397c3bae",
-                "sha256:4ccc7f3c63aa9d744dadb62c49eda2d0e7de55649b80c45d7c684d70161a69af",
-                "sha256:5b220c37c346e6575db8c88a940c1fc234f99ce8e0068c408919bb8896c4b6d2",
-                "sha256:6074848da5c8b44a1ca40adf75cf65aa92bc80f635e8249aa8f37a69b2b9b6f5",
-                "sha256:61a4155964bd4a14ef95bf46cb1651bcf8dcbbed8c0108e9c974c1fcbb57788f",
-                "sha256:62b5774688326600c52f587f7a033ca6b6284bef4c8b1b5fda32480897759eac",
-                "sha256:65a9ffa4f9f085d696f16fd7541f34b3c357d25fe99c90e3bce2ea59c3b5b4b6",
-                "sha256:76a077d2c30f8adc5e919a55985a784b96aeca69b53c1ea6fd5723d3ae2e6f53",
-                "sha256:8e5b4c51557071d6379d6dc1f54f35e9f6a137f5e84e102efb869c8d3c13c8ff",
-                "sha256:917f73e07cc04f0678a96d93e7bb8b1adcccdde9ccfe202e622814f4d1d1ecfd",
-                "sha256:91c75d3c4c357f9643e739db9e79ab9681b2f6ae8ec5678d6ef2ea0d01532596",
-                "sha256:923dd91618b100bb4c92ab9ed7b65825a595b8524a094ce03c7cb2aaae7d353b",
-                "sha256:9849054e0355e2bc7f4668766a25517ba76095031c9ff5e39ae8949cee5bb024",
-                "sha256:c9d453933f0e3f44b9759189f2a18aa765f7f1a4345c727c18ebe8ad0d748d26",
-                "sha256:cb7514936277abce64c2f4c56883e5704d85ed04d98d2d432d1c6764003bb003"
-            ],
-            "version": "==18.0.2"
+                "sha256:13465c1ff969cab328bc92f7015ce3843f6e35f8871ad79d236e4fbc85dbe4cb",
+                "sha256:23a74de4b43c05c3044aeba0d1f3970def8f916151a712a3ac1e5cd9c0bc2902",
+                "sha256:26380487eae4034d6c2a3fb8d0f2dff6dd0d9dd711894e8d25aa2d1938950a33",
+                "sha256:279cc9b51db48bec2db146f38e336049ac5a59e5f12fb3a8ad864e238c1c62e3",
+                "sha256:2f971431aaebe0a8b54ac018e041c2f0b949a43745444e4dadcc80d0f0ef8457",
+                "sha256:30df70f81fe210506aa354d7fd486a39b87d9f7f24c3d3f4f698ec5d96b8c084",
+                "sha256:33acd2b9790818b9d00526135acf12790649d8d34b2b04d64558b469c9d86820",
+                "sha256:38e3dca75d81bec4f2defa14b0a65b74545812bb519a8e89c8df96bbf4639356",
+                "sha256:3e29f9cf85a40d521d048b55c63f59d6c772ac1c4bf51cdfc23b62a62e377c33",
+                "sha256:3ef50d74469b03725d781a2a03c57537d86847ccde587130fe35caafea8f75c6",
+                "sha256:4231943514812dfb74f44eadcf85e8dd8cf302b4d0bce450ce1357cac88dbfdc",
+                "sha256:4f34a173f813b38b83f058e267e30465ed64b22cd0cf6bad21148d3fa718f9bb",
+                "sha256:532af3e6dddea62d9c49062ece5add998c9823c2419da943cf95589f56737de0",
+                "sha256:581787c62eaa0e0db6c5413cedc393ebbadac6ddfd22e1cf9a60da23c4f1a4b2",
+                "sha256:60e63577b85055e4cc43892fecd877b86695ee3ef12d5d10a3c5d6e77a7cc1a3",
+                "sha256:61e4bb6cd60caf1abcd796c3f48395e22c5b486eeca6f3a8797975c57d94b03e",
+                "sha256:6d4163704201fff0f3ab0cd5d7a0ea1514ecfffd3926d62ec7e740a04d2012c7",
+                "sha256:7026f0353977431fc884abd4ac28268894bd1a780ba84bb266d470b0ec26d2ed",
+                "sha256:763c175294d861869f18eb42901d500eda7d3fa4565f160b3b2fd2678ea0ebab",
+                "sha256:81e7df0da456206201e226491aa1fc449da85328bf33bbeec2c03bb3a9f18324",
+                "sha256:9221783dacb419604d5345d0e097bddef4459a9a95322de6c306bf1d9896559f",
+                "sha256:a558c5bc89d56d7253187dccc4e81b5bb0eac5ae9511eb4951910a1245d04622",
+                "sha256:b25e5d339550a850f7e919fe8cb4c8eabe4c917613db48dab3df19bfb9a28969",
+                "sha256:b62ea18c0458a65ccd5be90f276f7a5a3f26a6dea0066d948ce2fa896051420f",
+                "sha256:c0cde362075ee8f3d2b0353b283e203c2200243b5a15d5c5c03b78112a17e7d4",
+                "sha256:c5e29fe4678f97ce429f076a2a049a3d0b2660ada8f2c621e5dc9939426056dd",
+                "sha256:d18ddc6741b51f3985978f2fda57ddcdae359662d7a6b395bc8ff2292fca14bd",
+                "sha256:da7d4d4c778c86b60949d17531e60c54ed3726878de8a7f8a6d6e7f8cc8c3205",
+                "sha256:f52070871a0fd90a99130babf21f8af192304ec1e995bec2a9533efc21ea4452",
+                "sha256:f5831eff6b125992ec65d973f5151c48003b6754030094723ac4c6e80a97c8c4",
+                "sha256:f7f63ce127980d40f3e6a5fdb87abf17ce1a7c2bd8bf2c7560e1bbce8ab1f92d",
+                "sha256:ff1ea14075bbddd6f29bf6beb8a46d0db779bcec6b9820909584081ec119f8fd"
+            ],
+            "version": "==22.0.3"
         },
         "requests": {
             "hashes": [
-                "sha256:11e007a8a2aa0323f5a921e9e6a2d7e4e67d9877e85773fba9ba6419025cbeb4",
-                "sha256:9cf5292fcd0f598c671cfc1e0d7d1a7f13bb8085e9a590f48c010551dc6c4b31"
+                "sha256:27973dd4a904a4f13b263a19c866c13b92a39ed1c964655f025f3f8d3d75b804",
+                "sha256:c210084e36a42ae6b9219e00e48287def368a26d03a048ddad7bfee44f75871e"
             ],
-            "version": "==2.22.0"
+            "version": "==2.25.1"
         },
         "retrying": {
             "hashes": [
@@ -381,24 +457,27 @@
         },
         "scipy": {
             "hashes": [
-                "sha256:03b1e0775edbe6a4c64effb05fff2ce1429b76d29d754aa5ee2d848b60033351",
-                "sha256:09d008237baabf52a5d4f5a6fcf9b3c03408f3f61a69c404472a16861a73917e",
-                "sha256:10325f0ffac2400b1ec09537b7e403419dcd25d9fee602a44e8a32119af9079e",
-                "sha256:1db9f964ed9c52dc5bd6127f0dd90ac89791daa690a5665cc01eae185912e1ba",
-                "sha256:409846be9d6bdcbd78b9e5afe2f64b2da5a923dd7c1cd0615ce589489533fdbb",
-                "sha256:4907040f62b91c2e170359c3d36c000af783f0fa1516a83d6c1517cde0af5340",
-                "sha256:6c0543f2fdd38dee631fb023c0f31c284a532d205590b393d72009c14847f5b1",
-                "sha256:826b9f5fbb7f908a13aa1efd4b7321e36992f5868d5d8311c7b40cf9b11ca0e7",
-                "sha256:a7695a378c2ce402405ea37b12c7a338a8755e081869bd6b95858893ceb617ae",
-                "sha256:a84c31e8409b420c3ca57fd30c7589378d6fdc8d155d866a7f8e6e80dec6fd06",
-                "sha256:adadeeae5500de0da2b9e8dd478520d0a9945b577b2198f2462555e68f58e7ef",
-                "sha256:b283a76a83fe463c9587a2c88003f800e08c3929dfbeba833b78260f9c209785",
-                "sha256:c19a7389ab3cd712058a8c3c9ffd8d27a57f3d84b9c91a931f542682bb3d269d",
-                "sha256:c3bb4bd2aca82fb498247deeac12265921fe231502a6bc6edea3ee7fe6c40a7a",
-                "sha256:c5ea60ece0c0c1c849025bfc541b60a6751b491b6f11dd9ef37ab5b8c9041921",
-                "sha256:db61a640ca20f237317d27bc658c1fc54c7581ff7f6502d112922dc285bdabee"
-            ],
-            "version": "==1.3.0"
+                "sha256:03f1fd3574d544456325dae502facdf5c9f81cbfe12808a5e67a737613b7ba8c",
+                "sha256:0c81ea1a95b4c9e0a8424cf9484b7b8fa7ef57169d7bcc0dfcfc23e3d7c81a12",
+                "sha256:1fba8a214c89b995e3721670e66f7053da82e7e5d0fe6b31d8e4b19922a9315e",
+                "sha256:37f4c2fb904c0ba54163e03993ce3544c9c5cde104bcf90614f17d85bdfbb431",
+                "sha256:50e5bcd9d45262725e652611bb104ac0919fd25ecb78c22f5282afabd0b2e189",
+                "sha256:6ca1058cb5bd45388041a7c3c11c4b2bd58867ac9db71db912501df77be2c4a4",
+                "sha256:77f7a057724545b7e097bfdca5c6006bed8580768cd6621bb1330aedf49afba5",
+                "sha256:816951e73d253a41fa2fd5f956f8e8d9ac94148a9a2039e7db56994520582bf2",
+                "sha256:96620240b393d155097618bcd6935d7578e85959e55e3105490bbbf2f594c7ad",
+                "sha256:993c86513272bc84c451349b10ee4376652ab21f312b0554fdee831d593b6c02",
+                "sha256:adf7cee8e5c92b05f2252af498f77c7214a2296d009fc5478fc432c2f8fb953b",
+                "sha256:bc52d4d70863141bb7e2f8fd4d98e41d77375606cde50af65f1243ce2d7853e8",
+                "sha256:c1d3f771c19af00e1a36f749bd0a0690cc64632783383bc68f77587358feb5a4",
+                "sha256:d744657c27c128e357de2f0fd532c09c84cd6e4933e8232895a872e67059ac37",
+                "sha256:e3e9742bad925c421d39e699daa8d396c57535582cba90017d17f926b61c1552",
+                "sha256:e547f84cd52343ac2d56df0ab08d3e9cc202338e7d09fafe286d6c069ddacb31",
+                "sha256:e89091e6a8e211269e23f049473b2fde0c0e5ae0dd5bd276c3fc91b97da83480",
+                "sha256:e9da33e21c9bc1b92c20b5328adb13e5f193b924c9b969cd700c8908f315aa59",
+                "sha256:ffdfb09315896c6e9ac739bb6e13a19255b698c24e6b28314426fd40a1180822"
+            ],
+            "version": "==1.6.2"
         },
         "seaborn": {
             "hashes": [
@@ -410,43 +489,93 @@
         },
         "six": {
             "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
+                "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
+                "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
             ],
-            "version": "==1.12.0"
+            "version": "==1.15.0"
         },
         "tornado": {
             "hashes": [
-                "sha256:349884248c36801afa19e342a77cc4458caca694b0eda633f5878e458a44cb2c",
-                "sha256:398e0d35e086ba38a0427c3b37f4337327231942e731edaa6e9fd1865bbd6f60",
-                "sha256:4e73ef678b1a859f0cb29e1d895526a20ea64b5ffd510a2307b5998c7df24281",
-                "sha256:559bce3d31484b665259f50cd94c5c28b961b09315ccd838f284687245f416e5",
-                "sha256:abbe53a39734ef4aba061fca54e30c6b4639d3e1f59653f0da37a0003de148c7",
-                "sha256:c845db36ba616912074c5b1ee897f8e0124df269468f25e4fe21fe72f6edd7a9",
-                "sha256:c9399267c926a4e7c418baa5cbe91c7d1cf362d505a1ef898fde44a07c9dd8a5"
-            ],
-            "version": "==6.0.3"
+                "sha256:0a00ff4561e2929a2c37ce706cb8233b7907e0cdc22eab98888aca5dd3775feb",
+                "sha256:0d321a39c36e5f2c4ff12b4ed58d41390460f798422c4504e09eb5678e09998c",
+                "sha256:1e8225a1070cd8eec59a996c43229fe8f95689cb16e552d130b9793cb570a288",
+                "sha256:20241b3cb4f425e971cb0a8e4ffc9b0a861530ae3c52f2b0434e6c1b57e9fd95",
+                "sha256:25ad220258349a12ae87ede08a7b04aca51237721f63b1808d39bdb4b2164558",
+                "sha256:33892118b165401f291070100d6d09359ca74addda679b60390b09f8ef325ffe",
+                "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791",
+                "sha256:3447475585bae2e77ecb832fc0300c3695516a47d46cefa0528181a34c5b9d3d",
+                "sha256:34ca2dac9e4d7afb0bed4677512e36a52f09caa6fded70b4e3e1c89dbd92c326",
+                "sha256:3e63498f680547ed24d2c71e6497f24bca791aca2fe116dbc2bd0ac7f191691b",
+                "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4",
+                "sha256:6196a5c39286cc37c024cd78834fb9345e464525d8991c21e908cc046d1cc02c",
+                "sha256:61b32d06ae8a036a6607805e6720ef00a3c98207038444ba7fd3d169cd998910",
+                "sha256:6286efab1ed6e74b7028327365cf7346b1d777d63ab30e21a0f4d5b275fc17d5",
+                "sha256:65d98939f1a2e74b58839f8c4dab3b6b3c1ce84972ae712be02845e65391ac7c",
+                "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0",
+                "sha256:6c77c9937962577a6a76917845d06af6ab9197702a42e1346d8ae2e76b5e3675",
+                "sha256:70dec29e8ac485dbf57481baee40781c63e381bebea080991893cd297742b8fd",
+                "sha256:7250a3fa399f08ec9cb3f7b1b987955d17e044f1ade821b32e5f435130250d7f",
+                "sha256:748290bf9112b581c525e6e6d3820621ff020ed95af6f17fedef416b27ed564c",
+                "sha256:7da13da6f985aab7f6f28debab00c67ff9cbacd588e8477034c0652ac141feea",
+                "sha256:8f959b26f2634a091bb42241c3ed8d3cedb506e7c27b8dd5c7b9f745318ddbb6",
+                "sha256:9de9e5188a782be6b1ce866e8a51bc76a0fbaa0e16613823fc38e4fc2556ad05",
+                "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd",
+                "sha256:b87936fd2c317b6ee08a5741ea06b9d11a6074ef4cc42e031bc6403f82a32575",
+                "sha256:c77da1263aa361938476f04c4b6c8916001b90b2c2fdd92d8d535e1af48fba5a",
+                "sha256:cb5ec8eead331e3bb4ce8066cf06d2dfef1bfb1b2a73082dfe8a161301b76e37",
+                "sha256:cc0ee35043162abbf717b7df924597ade8e5395e7b66d18270116f8745ceb795",
+                "sha256:d14d30e7f46a0476efb0deb5b61343b1526f73ebb5ed84f23dc794bdb88f9d9f",
+                "sha256:d371e811d6b156d82aa5f9a4e08b58debf97c302a35714f6f45e35139c332e32",
+                "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c",
+                "sha256:d3f7594930c423fd9f5d1a76bee85a2c36fd8b4b16921cae7e965f22575e9c01",
+                "sha256:dcef026f608f678c118779cd6591c8af6e9b4155c44e0d1bc0c87c036fb8c8c4",
+                "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2",
+                "sha256:e385b637ac3acaae8022e7e47dfa7b83d3620e432e3ecb9a3f7f58f150e50921",
+                "sha256:e519d64089b0876c7b467274468709dadf11e41d65f63bba207e04217f47c085",
+                "sha256:e7229e60ac41a1202444497ddde70a48d33909e484f96eb0da9baf8dc68541df",
+                "sha256:ed3ad863b1b40cd1d4bd21e7498329ccaece75db5a5bf58cd3c9f130843e7102",
+                "sha256:f0ba29bafd8e7e22920567ce0d232c26d4d47c8b5cf4ed7b562b5db39fa199c5",
+                "sha256:fa2ba70284fa42c2a5ecb35e322e68823288a4251f9ba9cc77be04ae15eada68",
+                "sha256:fba85b6cd9c39be262fcd23865652920832b61583de2a2ca907dbd8e8a8c81e5"
+            ],
+            "version": "==6.1"
         },
         "traitlets": {
             "hashes": [
-                "sha256:9c4bd2d267b7153df9152698efb1050a5d84982d3384a37b2c1f7723ba3e7835",
-                "sha256:c6cb5e6f57c5a9bdaa40fa71ce7b4af30298fbab9ece9815b5d995ab6217c7d9"
+                "sha256:178f4ce988f69189f7e523337a3e11d91c786ded9360174a3d9ca83e79bc5396",
+                "sha256:69ff3f9d5351f31a7ad80443c2674b7099df13cc41fc5fa6e2f6d3b0330b0426"
+            ],
+            "version": "==5.0.5"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918",
+                "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c",
+                "sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f"
             ],
-            "version": "==4.3.2"
+            "markers": "python_version < '3.8'",
+            "version": "==3.7.4.3"
         },
         "urllib3": {
             "hashes": [
-                "sha256:b246607a25ac80bedac05c6f282e3cdaf3afb65420fd024ac94435cabe6e18d1",
-                "sha256:dbe59173209418ae49d485b87d1681aefa36252ee85884c31346debd19463232"
+                "sha256:2f4da4594db7e1e110a944bb1b551fdf4e6c136ad42e4234131391e21eb5b0df",
+                "sha256:e7b021f7241115872f92f43c6508082facffbd1c048e3c6e2bb9c2a157e28937"
             ],
-            "version": "==1.25.3"
+            "version": "==1.26.4"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
+                "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784",
+                "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"
+            ],
+            "version": "==0.2.5"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:3607921face881ba3e026887d8150cca609d517579abe052ac81fc5aeffdbd76",
+                "sha256:51cb66cc54621609dd593d1787f286ee42a5c0adbb4b29abea5a63edc3e03098"
             ],
-            "version": "==0.1.7"
+            "version": "==3.4.1"
         }
     },
     "develop": {}