diff --git a/Pipfile.lock b/Pipfile.lock
index 971d86f..48398c6 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -16,20 +16,12 @@
         ]
     },
     "default": {
-        "appnope": {
-            "hashes": [
-                "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
-                "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"
-            ],
-            "markers": "platform_system == 'Darwin'",
-            "version": "==0.1.0"
-        },
         "backcall": {
             "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
             ],
-            "version": "==0.1.0"
+            "version": "==0.2.0"
         },
         "cycler": {
             "hashes": [
@@ -70,52 +62,68 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:cd60c93b71944d628ccac47df9a60fec53150de53d42dc10a7fc4b5ba6aae798",
-                "sha256:df40c97641cb943661d2db4c33c2e1ff75d491189423249e989bcea4464f3030"
+                "sha256:18456d83f65f400ab0c2d3319e48520420ef43b23a086fdc05dff34132f0fb93",
+                "sha256:92550a404bad8afed881a137ec9a461fed49eca661414be45059329614ed0707"
             ],
-            "version": "==0.17.0"
+            "version": "==0.18.0"
         },
         "joblib": {
             "hashes": [
-                "sha256:0630eea4f5664c463f23fbf5dcfc54a2bc6168902719fa8e19daf033022786c8",
-                "sha256:bdb4fd9b72915ffb49fde2229ce482dd7ae79d842ed8c2b4c932441495af1403"
+                "sha256:9c17567692206d2f3fb9ecf5e991084254fe631665c450b443761c4186a613f7",
+                "sha256:feeb1ec69c4d45129954f1b7034954241eedfd6ba39b5e9e4b6883be3332d5e5"
             ],
-            "version": "==0.14.1"
+            "version": "==1.0.1"
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:3a32fa4d0b16d1c626b30c3002a62dfd86d6863ed39eaba3f537fade197bb756",
-                "sha256:cde8e83aab3ec1c614f221ae54713a9a46d3bf28292609d2db1b439bef5a8c8e"
+                "sha256:c4bca1d0846186ca8be97f4d2fa6d2bae889cce4892a167ffa1ba6bd1f73e782",
+                "sha256:e053a2c44b6fa597feebe2b3ecb5eea3e03d1d91cc94351a52931ee1426aecfc"
             ],
-            "version": "==6.1.3"
+            "version": "==6.1.12"
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:394fd5dd787e7c8861741880bdf8a00ce39f95de5d18e579c74b882522219e7e",
-                "sha256:a4ee613c060fe5697d913416fc9d553599c05e4492d58fac1192c9a6844abb21"
+                "sha256:79025cb3225efcd36847d0840f3fc672c0abd7afd0de83ba8a1d3837619122b4",
+                "sha256:8c6c0cac5c1b563622ad49321d5ec47017bd18b94facb381c6973a0486395f8e"
             ],
-            "version": "==4.6.3"
+            "version": "==4.7.1"
         },
         "kiwisolver": {
             "hashes": [
-                "sha256:03662cbd3e6729f341a97dd2690b271e51a67a68322affab12a5b011344b973c",
-                "sha256:18d749f3e56c0480dccd1714230da0f328e6e4accf188dd4e6884bdd06bf02dd",
-                "sha256:247800260cd38160c362d211dcaf4ed0f7816afb5efe56544748b21d6ad6d17f",
-                "sha256:443c2320520eda0a5b930b2725b26f6175ca4453c61f739fef7a5847bd262f74",
-                "sha256:4eadb361baf3069f278b055e3bb53fa189cea2fd02cb2c353b7a99ebb4477ef1",
-                "sha256:556da0a5f60f6486ec4969abbc1dd83cf9b5c2deadc8288508e55c0f5f87d29c",
-                "sha256:603162139684ee56bcd57acc74035fceed7dd8d732f38c0959c8bd157f913fec",
-                "sha256:60a78858580761fe611d22127868f3dc9f98871e6fdf0a15cc4203ed9ba6179b",
-                "sha256:7cc095a4661bdd8a5742aaf7c10ea9fac142d76ff1770a0f84394038126d8fc7",
-                "sha256:c31bc3c8e903d60a1ea31a754c72559398d91b5929fcb329b1c3a3d3f6e72113",
-                "sha256:c955791d80e464da3b471ab41eb65cf5a40c15ce9b001fdc5bbc241170de58ec",
-                "sha256:d069ef4b20b1e6b19f790d00097a5d5d2c50871b66d10075dab78938dc2ee2cf",
-                "sha256:d52b989dc23cdaa92582ceb4af8d5bcc94d74b2c3e64cd6785558ec6a879793e",
-                "sha256:e586b28354d7b6584d8973656a7954b1c69c93f708c0c07b77884f91640b7657",
-                "sha256:efcf3397ae1e3c3a4a0a0636542bcad5adad3b1dd3e8e629d0b6e201347176c8",
-                "sha256:fccefc0d36a38c57b7bd233a9b485e2f1eb71903ca7ad7adacad6c28a56d62d2"
-            ],
-            "version": "==1.2.0"
+                "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"
         },
         "matplotlib": {
             "hashes": [
@@ -139,9 +147,10 @@
         },
         "mpmath": {
             "hashes": [
-                "sha256:fc17abe05fbab3382b61a123c398508183406fa132e0223874578e20946499f6"
+                "sha256:604bc21bd22d2322a177c73bdb573994ef76e62edd595d17e00aff24b0667e5c",
+                "sha256:79ffb45cf9f4b101a807595bcb3e72e0396202e0b1d25d689134b48c4216a81a"
             ],
-            "version": "==1.1.0"
+            "version": "==1.2.1"
         },
         "networkx": {
             "hashes": [
@@ -202,10 +211,10 @@
         },
         "parso": {
             "hashes": [
-                "sha256:158c140fc04112dc45bca311633ae5033c2c2a7b732fa33d0955bad8152a8dd0",
-                "sha256:908e9fae2144a076d72ae4e25539143d40b8e3eafbaeae03c1bfe226f4cdf12c"
+                "sha256:15b00182f472319383252c18d5913b69269590616c947747bc50bf4ac768f410",
+                "sha256:8519430ad07087d4c997fda3a7918f7cfa27cb58972a8c89c2a0295a1c940e9e"
             ],
-            "version": "==0.7.0"
+            "version": "==0.8.1"
         },
         "patsy": {
             "hashes": [
@@ -231,24 +240,25 @@
         },
         "prompt-toolkit": {
             "hashes": [
-                "sha256:563d1a4140b63ff9dd587bda9557cffb2fe73650205ab6f4383092fb882e7dc8",
-                "sha256:df7e9e63aea609b1da3a65641ceaf5bc7d05e0a04de5bd45d05dbeffbabf9e04"
+                "sha256:bf00f22079f5fadc949f42ae8ff7f05702826a97059ffcc6281036ad40ac6f04",
+                "sha256:e1b4f11b9336a28fa11810bc623c357420f69dfdb6d2dac41ca2c21a55c033bc"
             ],
-            "version": "==3.0.5"
+            "version": "==3.0.18"
         },
         "ptyprocess": {
             "hashes": [
-                "sha256:923f299cc5ad920c68f2bc0bc98b75b9f838b93b599941a6b63ddbc2476394c0",
-                "sha256:d7cc528d76e76342423ca640335bd3633420dc1366f258cb31d05e865ef5ca1f"
+                "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
+                "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"
             ],
-            "version": "==0.6.0"
+            "version": "==0.7.0"
         },
         "pygments": {
             "hashes": [
-                "sha256:647344a061c249a3b74e230c739f434d7ea4d8b1d5f3721bc0f3558049b38f44",
-                "sha256:ff7a40b4860b727ab48fad6360eb351cc1b33cbf9b15a0f689ca5353e9463324"
+                "sha256:bc9591213a8f0e0ca1a5e68a479b4887fdc3e75d0774e5c71c31920c427de435",
+                "sha256:df49d09b498e83c1a73128295860250b0b7edd4c723a32e9bc0d295c7c2ec337"
             ],
-            "version": "==2.6.1"
+            "index": "pypi",
+            "version": "==2.7.4"
         },
         "pyparsing": {
             "hashes": [
@@ -266,43 +276,47 @@
         },
         "pytz": {
             "hashes": [
-                "sha256:1c557d7d0e871de1f5ccd5833f60fb2550652da6be2693c1e02300743d21500d",
-                "sha256:b02c06db6cf09c12dd25137e563b31700d3b80fcc4ad23abb7a315f2789819be"
+                "sha256:83a4a90894bf38e243cf052c8b58f381bfe9a7a483f6a9cab140bc7f702ac4da",
+                "sha256:eb10ce3e7736052ed3623d49975ce333bcd712c7bb19a58b9e2089d4057d0798"
             ],
-            "version": "==2019.3"
+            "version": "==2021.1"
         },
         "pyzmq": {
             "hashes": [
-                "sha256:0bbc1728fe4314b4ca46249c33873a390559edac7c217ec7001b5e0c34a8fb7f",
-                "sha256:1e076ad5bd3638a18c376544d32e0af986ca10d43d4ce5a5d889a8649f0d0a3d",
-                "sha256:242d949eb6b10197cda1d1cec377deab1d5324983d77e0d0bf9dc5eb6d71a6b4",
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-                "sha256:a49fd42a29c1cc1aa9f461c5f2f5e0303adba7c945138b35ee7f4ab675b9f754",
-                "sha256:a99ae601b4f6917985e9bb071549e30b6f93c72f5060853e197bdc4b7d357e5f",
-                "sha256:ad48865a29efa8a0cecf266432ea7bc34e319954e55cf104be0319c177e6c8f5",
-                "sha256:b08e425cf93b4e018ab21dc8fdbc25d7d0502a23cc4fea2380010cf8cf11e462",
-                "sha256:bb10361293d96aa92be6261fa4d15476bca56203b3a11c62c61bd14df0ef89ba",
-                "sha256:bd1a769d65257a7a12e2613070ca8155ee348aa9183f2aadf1c8b8552a5510f5",
-                "sha256:cb3b7156ef6b1a119e68fbe3a54e0a0c40ecacc6b7838d57dd708c90b62a06dc",
-                "sha256:e8e4efb52ec2df8d046395ca4c84ae0056cf507b2f713ec803c65a8102d010de",
-                "sha256:f37c29da2a5b0c5e31e6f8aab885625ea76c807082f70b2d334d3fd573c3100a",
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-                "sha256:f5b6d015587a1d6f582ba03b226a9ddb1dfb09878b3be04ef48b01b7d4eb6b2a"
-            ],
-            "version": "==19.0.0"
+                "sha256:13465c1ff969cab328bc92f7015ce3843f6e35f8871ad79d236e4fbc85dbe4cb",
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+                "sha256:279cc9b51db48bec2db146f38e336049ac5a59e5f12fb3a8ad864e238c1c62e3",
+                "sha256:2f971431aaebe0a8b54ac018e041c2f0b949a43745444e4dadcc80d0f0ef8457",
+                "sha256:30df70f81fe210506aa354d7fd486a39b87d9f7f24c3d3f4f698ec5d96b8c084",
+                "sha256:33acd2b9790818b9d00526135acf12790649d8d34b2b04d64558b469c9d86820",
+                "sha256:38e3dca75d81bec4f2defa14b0a65b74545812bb519a8e89c8df96bbf4639356",
+                "sha256:3e29f9cf85a40d521d048b55c63f59d6c772ac1c4bf51cdfc23b62a62e377c33",
+                "sha256:3ef50d74469b03725d781a2a03c57537d86847ccde587130fe35caafea8f75c6",
+                "sha256:4231943514812dfb74f44eadcf85e8dd8cf302b4d0bce450ce1357cac88dbfdc",
+                "sha256:4f34a173f813b38b83f058e267e30465ed64b22cd0cf6bad21148d3fa718f9bb",
+                "sha256:532af3e6dddea62d9c49062ece5add998c9823c2419da943cf95589f56737de0",
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+                "sha256:6d4163704201fff0f3ab0cd5d7a0ea1514ecfffd3926d62ec7e740a04d2012c7",
+                "sha256:7026f0353977431fc884abd4ac28268894bd1a780ba84bb266d470b0ec26d2ed",
+                "sha256:763c175294d861869f18eb42901d500eda7d3fa4565f160b3b2fd2678ea0ebab",
+                "sha256:81e7df0da456206201e226491aa1fc449da85328bf33bbeec2c03bb3a9f18324",
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+                "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"
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         "scikit-learn": {
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@@ -368,10 +382,10 @@
         },
         "six": {
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-            "version": "==1.14.0"
+            "version": "==1.15.0"
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         "statsmodels": {
             "hashes": [
@@ -410,31 +424,63 @@
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