diff --git a/14.2_Logistic-Regression/Pipfile.lock b/14.2_Logistic-Regression/Pipfile.lock
index 24604ab..b944106 100644
--- a/14.2_Logistic-Regression/Pipfile.lock
+++ b/14.2_Logistic-Regression/Pipfile.lock
@@ -16,13 +16,42 @@
         ]
     },
     "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"
+        },
         "attrs": {
             "hashes": [
-                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
-                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+                "sha256:31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6",
+                "sha256:832aa3cde19744e49938b91fea06d69ecb9e649c93ba974535d08ad92164f700"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==19.3.0"
+            "version": "==20.3.0"
         },
         "backcall": {
             "hashes": [
@@ -33,19 +62,51 @@
         },
         "bleach": {
             "hashes": [
-                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
-                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==3.1.5"
-        },
-        "colorama": {
-            "hashes": [
-                "sha256:7d73d2a99753107a36ac6b455ee49046802e59d9d076ef8e47b61499fa29afff",
-                "sha256:e96da0d330793e2cb9485e9ddfd918d456036c7149416295932478192f4436a1"
-            ],
-            "markers": "sys_platform == 'win32'",
-            "version": "==0.4.3"
+                "sha256:52b5919b81842b1854196eaae5ca29679a2f2e378905c346d3ca8227c2c66080",
+                "sha256:9f8ccbeb6183c6e6cddea37592dfb0167485c1e3b13b3363bc325aa8bda3adbd"
+            ],
+            "version": "==3.2.1"
+        },
+        "cffi": {
+            "hashes": [
+                "sha256:00a1ba5e2e95684448de9b89888ccd02c98d512064b4cb987d48f4b40aa0421e",
+                "sha256:00e28066507bfc3fe865a31f325c8391a1ac2916219340f87dfad602c3e48e5d",
+                "sha256:045d792900a75e8b1e1b0ab6787dd733a8190ffcf80e8c8ceb2fb10a29ff238a",
+                "sha256:0638c3ae1a0edfb77c6765d487fee624d2b1ee1bdfeffc1f0b58c64d149e7eec",
+                "sha256:105abaf8a6075dc96c1fe5ae7aae073f4696f2905fde6aeada4c9d2926752362",
+                "sha256:155136b51fd733fa94e1c2ea5211dcd4c8879869008fc811648f16541bf99668",
+                "sha256:1a465cbe98a7fd391d47dce4b8f7e5b921e6cd805ef421d04f5f66ba8f06086c",
+                "sha256:1d2c4994f515e5b485fd6d3a73d05526aa0fcf248eb135996b088d25dfa1865b",
+                "sha256:2c24d61263f511551f740d1a065eb0212db1dbbbbd241db758f5244281590c06",
+                "sha256:51a8b381b16ddd370178a65360ebe15fbc1c71cf6f584613a7ea08bfad946698",
+                "sha256:594234691ac0e9b770aee9fcdb8fa02c22e43e5c619456efd0d6c2bf276f3eb2",
+                "sha256:5cf4be6c304ad0b6602f5c4e90e2f59b47653ac1ed9c662ed379fe48a8f26b0c",
+                "sha256:64081b3f8f6f3c3de6191ec89d7dc6c86a8a43911f7ecb422c60e90c70be41c7",
+                "sha256:6bc25fc545a6b3d57b5f8618e59fc13d3a3a68431e8ca5fd4c13241cd70d0009",
+                "sha256:798caa2a2384b1cbe8a2a139d80734c9db54f9cc155c99d7cc92441a23871c03",
+                "sha256:7c6b1dece89874d9541fc974917b631406233ea0440d0bdfbb8e03bf39a49b3b",
+                "sha256:840793c68105fe031f34d6a086eaea153a0cd5c491cde82a74b420edd0a2b909",
+                "sha256:8d6603078baf4e11edc4168a514c5ce5b3ba6e3e9c374298cb88437957960a53",
+                "sha256:9cc46bc107224ff5b6d04369e7c595acb700c3613ad7bcf2e2012f62ece80c35",
+                "sha256:9f7a31251289b2ab6d4012f6e83e58bc3b96bd151f5b5262467f4bb6b34a7c26",
+                "sha256:9ffb888f19d54a4d4dfd4b3f29bc2c16aa4972f1c2ab9c4ab09b8ab8685b9c2b",
+                "sha256:a5ed8c05548b54b998b9498753fb9cadbfd92ee88e884641377d8a8b291bcc01",
+                "sha256:a7711edca4dcef1a75257b50a2fbfe92a65187c47dab5a0f1b9b332c5919a3fb",
+                "sha256:af5c59122a011049aad5dd87424b8e65a80e4a6477419c0c1015f73fb5ea0293",
+                "sha256:b18e0a9ef57d2b41f5c68beefa32317d286c3d6ac0484efd10d6e07491bb95dd",
+                "sha256:b4e248d1087abf9f4c10f3c398896c87ce82a9856494a7155823eb45a892395d",
+                "sha256:ba4e9e0ae13fc41c6b23299545e5ef73055213e466bd107953e4a013a5ddd7e3",
+                "sha256:c6332685306b6417a91b1ff9fae889b3ba65c2292d64bd9245c093b1b284809d",
+                "sha256:d5ff0621c88ce83a28a10d2ce719b2ee85635e85c515f12bac99a95306da4b2e",
+                "sha256:d9efd8b7a3ef378dd61a1e77367f1924375befc2eba06168b6ebfa903a5e59ca",
+                "sha256:df5169c4396adc04f9b0a05f13c074df878b6052430e03f50e68adf3a57aa28d",
+                "sha256:ebb253464a5d0482b191274f1c8bf00e33f7e0b9c66405fbffc61ed2c839c775",
+                "sha256:ec80dc47f54e6e9a78181ce05feb71a0353854cc26999db963695f950b5fb375",
+                "sha256:f032b34669220030f905152045dfa27741ce1a6db3324a5bc0b96b6c7420c87b",
+                "sha256:f60567825f791c6f8a592f3c6e3bd93dd2934e3f9dac189308426bd76b00ef3b",
+                "sha256:f803eaa94c2fcda012c047e62bc7a51b0bdabda1cad7a92a522694ea2d76e49f"
+            ],
+            "version": "==1.14.4"
         },
         "cycler": {
             "hashes": [
@@ -66,7 +127,6 @@
                 "sha256:6687150770438374ab581bb7a1b327a847dd9c5749e396102de3fad4e8a3ef93",
                 "sha256:f684034d135af4c6cbb949b8a4d2ed61634515257a67299e5f940fbaa34377f5"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==0.6.0"
         },
         "entrypoints": {
@@ -74,24 +134,22 @@
                 "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
                 "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
             ],
-            "markers": "python_version >= '2.7'",
             "version": "==0.3"
         },
         "ipykernel": {
             "hashes": [
-                "sha256:120d1e7057824a8a73d8b721725393ca7c6562655cdc1d12652316695c8b04c0",
-                "sha256:ca45d173ae9cd4ed8a57980529e1d8d39ea56df5358b8608dbe45733023d8df4"
+                "sha256:63b4b96c513e1138874934e3e783a8e5e13c02b9036e37107bfe042ac8955005",
+                "sha256:e20ceb7e52cb4d250452e1230be76e0b2323f33bd46c6b2bc7abb6601740e182"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==5.3.1"
+            "version": "==5.4.2"
         },
         "ipython": {
             "hashes": [
-                "sha256:2dbcc8c27ca7d3cfe4fcdff7f45b27f9a8d3edfa70ff8024a71c7a8eb5f09d64",
-                "sha256:9f4fcb31d3b2c533333893b9172264e4821c1ac91839500f31bd43f2c59b3ccf"
+                "sha256:c987e8178ced651532b3b1ff9965925bfd445c279239697052561a9ab806d28f",
+                "sha256:cbb2ef3d5961d44e6a963b9817d4ea4e1fa2eb589c371a470fed14d8d40cbd6a"
             ],
             "markers": "python_version >= '3.3'",
-            "version": "==7.16.1"
+            "version": "==7.19.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -109,27 +167,24 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:1ddb0ec78059e8e27ec9eb5098360b4ea0a3dd840bedf21415ea820c21b40a22",
-                "sha256:807d5d4f96711a2bcfdd5dfa3b1ae6d09aa53832b182090b222b5efb81f52f63"
+                "sha256:86ed7d9b750603e4ba582ea8edc678657fb4007894a12bcf6f4bb97892f31d20",
+                "sha256:98cc583fa0f2f8304968199b01b6b4b94f469a1f4a74c1560506ca2a211378b5"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.17.1"
+            "version": "==0.17.2"
         },
         "jinja2": {
             "hashes": [
                 "sha256:89aab215427ef59c34ad58735269eb58b1a5808103067f7bb9d5836c651b3bb0",
                 "sha256:f0a4641d3cf955324a89c04f3d94663aa4d638abe8f733ecd3582848e1c37035"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==2.11.2"
         },
         "joblib": {
             "hashes": [
-                "sha256:8f52bf24c64b608bf0b2563e0e47d6fcf516abc8cfafe10cfd98ad66d94f92d6",
-                "sha256:d348c5d4ae31496b2aa060d6d9b787864dd204f9480baaa52d18850cb43e9f49"
+                "sha256:698c311779f347cf6b7e6b8a39bb682277b8ee4aba8cf9507bc0cf4cd4737b72",
+                "sha256:9e284edd6be6b71883a63c9b7f124738a3c16195513ad940eae7e3438de885d5"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.16.0"
+            "version": "==0.17.0"
         },
         "jsonschema": {
             "hashes": [
@@ -149,52 +204,68 @@
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:5099cda1ac86b27b655a715c51e15bdc8bd9595b2b17adb41a2bd446bbbafc4a",
-                "sha256:9f0092a0951d878e7521924899e1fba6f689c7a99d43735a4c0bc05c6f311452"
+                "sha256:49e390b36fe4b4226724704ea28d9fb903f1a3601b6882ce3105221cd09377a1",
+                "sha256:c958d24d6eacb975c1acebb68ac9077da61b5f5c040f22f6849928ad7393b950"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==6.1.5"
+            "version": "==6.1.7"
         },
         "jupyter-console": {
             "hashes": [
-                "sha256:6f6ead433b0534909df789ea64f0a14cdf9b6b2360757756f08182be4b9e431b",
-                "sha256:b392155112ec86a329df03b225749a0fa903aa80811e8eda55796a40b5e470d8"
+                "sha256:1d80c06b2d85bfb10bd5cc731b3db18e9023bc81ab00491d3ac31f206490aee3",
+                "sha256:7f6194f4f4692d292da3f501c7f343ccd5e36c6a1becf7b7515e23e66d6bf1e9"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==6.1.0"
+            "version": "==6.2.0"
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:394fd5dd787e7c8861741880bdf8a00ce39f95de5d18e579c74b882522219e7e",
-                "sha256:a4ee613c060fe5697d913416fc9d553599c05e4492d58fac1192c9a6844abb21"
+                "sha256:0a451c9b295e4db772bdd8d06f2f1eb31caeec0e81fbb77ba37d4a3024e3b315",
+                "sha256:aa1f9496ab3abe72da4efe0daab0cb2233997914581f9a071e07498c6add8ed3"
+            ],
+            "version": "==4.7.0"
+        },
+        "jupyterlab-pygments": {
+            "hashes": [
+                "sha256:abfb880fd1561987efaefcb2d2ac75145d2a5d0139b1876d5be806e32f630008",
+                "sha256:cfcda0873626150932f438eccf0f8bf22bfa92345b814890ab360d666b254146"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==4.6.3"
+            "version": "==0.1.2"
         },
         "kiwisolver": {
             "hashes": [
-                "sha256:03662cbd3e6729f341a97dd2690b271e51a67a68322affab12a5b011344b973c",
-                "sha256:18d749f3e56c0480dccd1714230da0f328e6e4accf188dd4e6884bdd06bf02dd",
-                "sha256:247800260cd38160c362d211dcaf4ed0f7816afb5efe56544748b21d6ad6d17f",
-                "sha256:38d05c9ecb24eee1246391820ed7137ac42a50209c203c908154782fced90e44",
-                "sha256:443c2320520eda0a5b930b2725b26f6175ca4453c61f739fef7a5847bd262f74",
-                "sha256:4eadb361baf3069f278b055e3bb53fa189cea2fd02cb2c353b7a99ebb4477ef1",
-                "sha256:556da0a5f60f6486ec4969abbc1dd83cf9b5c2deadc8288508e55c0f5f87d29c",
-                "sha256:603162139684ee56bcd57acc74035fceed7dd8d732f38c0959c8bd157f913fec",
-                "sha256:60a78858580761fe611d22127868f3dc9f98871e6fdf0a15cc4203ed9ba6179b",
-                "sha256:63f55f490b958b6299e4e5bdac66ac988c3d11b7fafa522800359075d4fa56d1",
-                "sha256:7cc095a4661bdd8a5742aaf7c10ea9fac142d76ff1770a0f84394038126d8fc7",
-                "sha256:be046da49fbc3aa9491cc7296db7e8d27bcf0c3d5d1a40259c10471b014e4e0c",
-                "sha256:c31bc3c8e903d60a1ea31a754c72559398d91b5929fcb329b1c3a3d3f6e72113",
-                "sha256:c955791d80e464da3b471ab41eb65cf5a40c15ce9b001fdc5bbc241170de58ec",
-                "sha256:d069ef4b20b1e6b19f790d00097a5d5d2c50871b66d10075dab78938dc2ee2cf",
-                "sha256:d52b989dc23cdaa92582ceb4af8d5bcc94d74b2c3e64cd6785558ec6a879793e",
-                "sha256:e586b28354d7b6584d8973656a7954b1c69c93f708c0c07b77884f91640b7657",
-                "sha256:efcf3397ae1e3c3a4a0a0636542bcad5adad3b1dd3e8e629d0b6e201347176c8",
-                "sha256:fccefc0d36a38c57b7bd233a9b485e2f1eb71903ca7ad7adacad6c28a56d62d2"
-            ],
-            "markers": "python_version >= '3.6'",
-            "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"
         },
         "markupsafe": {
             "hashes": [
@@ -232,30 +303,37 @@
                 "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7",
                 "sha256:e8313f01ba26fbbe36c7be1966a7b7424942f670f38e666995b88d012765b9be"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.1.1"
         },
         "matplotlib": {
             "hashes": [
-                "sha256:006413f08ba5db1f5b1e0d6fbdc2ac9058b062ccf552f57182563a78579c34b4",
-                "sha256:1ab264770e7cf2cf4feb99f22c737066aef21ddf1ec402dc255450ac15eacb7b",
-                "sha256:20bcd11efe194cd302bd0653cb025b8d16bcd80442359bfca8d49dc805f35ec8",
-                "sha256:2a6d64336b547e25730b6221e7aadfb01a391a065d43b5f51f0b9d7f673d2dd2",
-                "sha256:31d32c83bb2b617377c6156f75e88b9ec2ded289e47ad4ff0f263dc1019d88b1",
-                "sha256:3d77a6630d093d74cbbfebaa0571d00790966be1ed204e4a8239f5cbd6835c5d",
-                "sha256:4416825ebc9c1f135027a30e8d8aea0edcf45078ce767c7f7386737413cfb98f",
-                "sha256:465c752278d27895e23f1379d6fcfa3a2990643b803c25e3bc16a10641d2346a",
-                "sha256:647cf232ccf6265d2ba1ac4103e8c8b6ac7b03a40da3421234ffb03dda217f59",
-                "sha256:67065d938df34478451af62fbd0670d2b51c4d859fb66673064eb5de8660dd7c",
-                "sha256:81de040403a33bf3c68e9d4a40e26c8d24da00f7e3fadd845003b7e106785da7",
-                "sha256:894dd47c0a6ce38dc19bc87d1f7e2b0608310b2a18d1572291157450b05ce874",
-                "sha256:91c153f4318e3c67c035fd1185f5ea2613f15008b73b66985033033f6fe54bbd",
-                "sha256:a47abc48c7b81fe6e636dde8a58e49b13d87d140e0f448213a4879f4a3f73345",
-                "sha256:a68e42e22f7fd190a532e4215e142276970c2d54040a0c46842fcb3db8b6ec5b",
-                "sha256:da06fa530591a141ffbe1712bbeec784734c3436b40c942d21652f305199b5d9"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==3.2.2"
+                "sha256:09225edca87a79815822eb7d3be63a83ebd4d9d98d5aa3a15a94f4eee2435954",
+                "sha256:0caa687fce6174fef9b27d45f8cc57cbc572e04e98c81db8e628b12b563d59a2",
+                "sha256:27c9393fada62bd0ad7c730562a0fecbd3d5aaa8d9ed80ba7d3ebb8abc4f0453",
+                "sha256:2c2c5041608cb75c39cbd0ed05256f8a563e144234a524c59d091abbfa7a868f",
+                "sha256:2d31aff0c8184b05006ad756b9a4dc2a0805e94d28f3abc3187e881b6673b302",
+                "sha256:3a4c3e9be63adf8e9b305aa58fb3ec40ecc61fd0f8fd3328ce55bc30e7a2aeb0",
+                "sha256:5111d6d47a0f5b8f3e10af7a79d5e7eb7e73a22825391834734274c4f312a8a0",
+                "sha256:5ed3d3342698c2b1f3651f8ea6c099b0f196d16ee00e33dc3a6fee8cb01d530a",
+                "sha256:6ffd2d80d76df2e5f9f0c0140b5af97e3b87dd29852dcdb103ec177d853ec06b",
+                "sha256:746897fbd72bd462b888c74ed35d812ca76006b04f717cd44698cdfc99aca70d",
+                "sha256:756ee498b9ba35460e4cbbd73f09018e906daa8537fff61da5b5bf8d5e9de5c7",
+                "sha256:7ad44f2c74c50567c694ee91c6fa16d67e7c8af6f22c656b80469ad927688457",
+                "sha256:83e6c895d93fdf93eeff1a21ee96778ba65ef258e5d284160f7c628fee40c38f",
+                "sha256:9b03722c89a43a61d4d148acfc89ec5bb54cd0fd1539df25b10eb9c5fa6c393a",
+                "sha256:a4fe54eab2c7129add75154823e6543b10261f9b65b2abe692d68743a4999f8c",
+                "sha256:b1b60c6476c4cfe9e5cf8ab0d3127476fd3d5f05de0f343a452badaad0e4bdec",
+                "sha256:b26c472847911f5a7eb49e1c888c31c77c4ddf8023c1545e0e8e0367ba74fb15",
+                "sha256:b2a5e1f637a92bb6f3526cc54cc8af0401112e81ce5cba6368a1b7908f9e18bc",
+                "sha256:b7b09c61a91b742cb5460b72efd1fe26ef83c1c704f666e0af0df156b046aada",
+                "sha256:b8ba2a1dbb4660cb469fe8e1febb5119506059e675180c51396e1723ff9b79d9",
+                "sha256:c092fc4673260b1446b8578015321081d5db73b94533fe4bf9b69f44e948d174",
+                "sha256:c586ac1d64432f92857c3cf4478cfb0ece1ae18b740593f8a39f2f0b27c7fda5",
+                "sha256:d082f77b4ed876ae94a9373f0db96bf8768a7cca6c58fc3038f94e30ffde1880",
+                "sha256:e71cdd402047e657c1662073e9361106c6981e9621ab8c249388dfc3ec1de07b",
+                "sha256:eb6b6700ea454bb88333d98601e74928e06f9669c1ea231b4c4c666c1d7701b4"
+            ],
+            "version": "==3.3.3"
         },
         "mistune": {
             "hashes": [
@@ -264,29 +342,41 @@
             ],
             "version": "==0.8.4"
         },
+        "nbclient": {
+            "hashes": [
+                "sha256:01e2d726d16eaf2cde6db74a87e2451453547e8832d142f73f72fddcd4fe0250",
+                "sha256:4d6b116187c795c99b9dba13d46e764d596574b14c296d60670c8dfe454db364"
+            ],
+            "version": "==0.5.1"
+        },
         "nbconvert": {
             "hashes": [
-                "sha256:21fb48e700b43e82ba0e3142421a659d7739b65568cc832a13976a77be16b523",
-                "sha256:f0d6ec03875f96df45aa13e21fd9b8450c42d7e1830418cccc008c0df725fcee"
+                "sha256:39e9f977920b203baea0be67eea59f7b37a761caa542abe80f5897ce3cf6311d",
+                "sha256:cbbc13a86dfbd4d1b5dee106539de0795b4db156c894c2c5dc382062bbc29002"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==5.6.1"
+            "version": "==6.0.7"
         },
         "nbformat": {
             "hashes": [
-                "sha256:54d4d6354835a936bad7e8182dcd003ca3dc0cedfee5a306090e04854343b340",
-                "sha256:ea55c9b817855e2dfcd3f66d74857342612a60b1f09653440f4a5845e6e3523f"
+                "sha256:aa9450c16d29286dc69b92ea4913c1bffe86488f90184445996ccc03a2f60382",
+                "sha256:f545b22138865bfbcc6b1ffe89ed5a2b8e2dc5d4fe876f2ca60d8e6f702a30f8"
+            ],
+            "version": "==5.0.8"
+        },
+        "nest-asyncio": {
+            "hashes": [
+                "sha256:dbe032f3e9ff7f120e76be22bf6e7958e867aed1743e6894b8a9585fe8495cc9",
+                "sha256:eaa09ef1353ebefae19162ad423eef7a12166bcc63866f8bff8f3635353cd9fa"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==5.0.7"
+            "version": "==1.4.3"
         },
         "notebook": {
             "hashes": [
-                "sha256:3edc616c684214292994a3af05eaea4cc043f6b4247d830f3a2f209fa7639a80",
-                "sha256:47a9092975c9e7965ada00b9a20f0cf637d001db60d241d479f53c0be117ad48"
+                "sha256:3db37ae834c5f3b6378381229d0e5dfcbfb558d08c8ce646b1ad355147f5e91d",
+                "sha256:508cf9dad7cdb3188f1aa27017dc78179029dfe83814fc505329f689bc2ab50f"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==6.0.3"
+            "index": "pypi",
+            "version": "==6.1.5"
         },
         "numpy": {
             "hashes": [
@@ -322,11 +412,10 @@
         },
         "packaging": {
             "hashes": [
-                "sha256:4357f74f47b9c12db93624a82154e9b120fa8293699949152b22065d556079f8",
-                "sha256:998416ba6962ae7fbd6596850b80e17859a5753ba17c32284f67bfff33784181"
+                "sha256:05af3bb85d320377db281cf254ab050e1a7ebcbf5410685a9a407e18a1f81236",
+                "sha256:eb41423378682dadb7166144a4926e443093863024de508ca5c9737d6bc08376"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==20.4"
+            "version": "==20.7"
         },
         "pandas": {
             "hashes": [
@@ -352,17 +441,24 @@
         },
         "pandocfilters": {
             "hashes": [
-                "sha256:b3dd70e169bb5449e6bc6ff96aea89c5eea8c5f6ab5e207fc2f521a2cf4a0da9"
+                "sha256:bc63fbb50534b4b1f8ebe1860889289e8af94a23bff7445259592df25a3906eb"
             ],
-            "version": "==1.4.2"
+            "version": "==1.4.3"
         },
         "parso": {
             "hashes": [
-                "sha256:158c140fc04112dc45bca311633ae5033c2c2a7b732fa33d0955bad8152a8dd0",
-                "sha256:908e9fae2144a076d72ae4e25539143d40b8e3eafbaeae03c1bfe226f4cdf12c"
+                "sha256:97218d9159b2520ff45eb78028ba8b50d2bc61dcc062a9682666f2dc4bd331ea",
+                "sha256:caba44724b994a8a5e086460bb212abc5a8bc46951bf4a9a1210745953622eb9"
+            ],
+            "version": "==0.7.1"
+        },
+        "pexpect": {
+            "hashes": [
+                "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937",
+                "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.7.0"
+            "markers": "sys_platform != 'win32'",
+            "version": "==4.8.0"
         },
         "pickleshare": {
             "hashes": [
@@ -371,132 +467,142 @@
             ],
             "version": "==0.7.5"
         },
+        "pillow": {
+            "hashes": [
+                "sha256:006de60d7580d81f4a1a7e9f0173dc90a932e3905cc4d47ea909bc946302311a",
+                "sha256:0a2e8d03787ec7ad71dc18aec9367c946ef8ef50e1e78c71f743bc3a770f9fae",
+                "sha256:0eeeae397e5a79dc088d8297a4c2c6f901f8fb30db47795113a4a605d0f1e5ce",
+                "sha256:11c5c6e9b02c9dac08af04f093eb5a2f84857df70a7d4a6a6ad461aca803fb9e",
+                "sha256:2fb113757a369a6cdb189f8df3226e995acfed0a8919a72416626af1a0a71140",
+                "sha256:4b0ef2470c4979e345e4e0cc1bbac65fda11d0d7b789dbac035e4c6ce3f98adb",
+                "sha256:59e903ca800c8cfd1ebe482349ec7c35687b95e98cefae213e271c8c7fffa021",
+                "sha256:5abd653a23c35d980b332bc0431d39663b1709d64142e3652890df4c9b6970f6",
+                "sha256:5f9403af9c790cc18411ea398a6950ee2def2a830ad0cfe6dc9122e6d528b302",
+                "sha256:6b4a8fd632b4ebee28282a9fef4c341835a1aa8671e2770b6f89adc8e8c2703c",
+                "sha256:6c1aca8231625115104a06e4389fcd9ec88f0c9befbabd80dc206c35561be271",
+                "sha256:795e91a60f291e75de2e20e6bdd67770f793c8605b553cb6e4387ce0cb302e09",
+                "sha256:7ba0ba61252ab23052e642abdb17fd08fdcfdbbf3b74c969a30c58ac1ade7cd3",
+                "sha256:7c9401e68730d6c4245b8e361d3d13e1035cbc94db86b49dc7da8bec235d0015",
+                "sha256:81f812d8f5e8a09b246515fac141e9d10113229bc33ea073fec11403b016bcf3",
+                "sha256:895d54c0ddc78a478c80f9c438579ac15f3e27bf442c2a9aa74d41d0e4d12544",
+                "sha256:8de332053707c80963b589b22f8e0229f1be1f3ca862a932c1bcd48dafb18dd8",
+                "sha256:92c882b70a40c79de9f5294dc99390671e07fc0b0113d472cbea3fde15db1792",
+                "sha256:95edb1ed513e68bddc2aee3de66ceaf743590bf16c023fb9977adc4be15bd3f0",
+                "sha256:b63d4ff734263ae4ce6593798bcfee6dbfb00523c82753a3a03cbc05555a9cc3",
+                "sha256:bd7bf289e05470b1bc74889d1466d9ad4a56d201f24397557b6f65c24a6844b8",
+                "sha256:cc3ea6b23954da84dbee8025c616040d9aa5eaf34ea6895a0a762ee9d3e12e11",
+                "sha256:cc9ec588c6ef3a1325fa032ec14d97b7309db493782ea8c304666fb10c3bd9a7",
+                "sha256:d3d07c86d4efa1facdf32aa878bd508c0dc4f87c48125cc16b937baa4e5b5e11",
+                "sha256:d8a96747df78cda35980905bf26e72960cba6d355ace4780d4bdde3b217cdf1e",
+                "sha256:e38d58d9138ef972fceb7aeec4be02e3f01d383723965bfcef14d174c8ccd039",
+                "sha256:eb472586374dc66b31e36e14720747595c2b265ae962987261f044e5cce644b5",
+                "sha256:fbd922f702582cb0d71ef94442bfca57624352622d75e3be7a1e7e9360b07e72"
+            ],
+            "version": "==8.0.1"
+        },
         "prometheus-client": {
             "hashes": [
-                "sha256:983c7ac4b47478720db338f1491ef67a100b474e3bc7dafcbaefb7d0b8f9b01c",
-                "sha256:c6e6b706833a6bd1fd51711299edee907857be10ece535126a158f911ee80915"
+                "sha256:9da7b32f02439d8c04f7777021c304ed51d9ec180604700c1ba72a4d44dceb03",
+                "sha256:b08c34c328e1bf5961f0b4352668e6c8f145b4a087e09b7296ef62cbe4693d35"
             ],
-            "version": "==0.8.0"
+            "version": "==0.9.0"
         },
         "prompt-toolkit": {
             "hashes": [
-                "sha256:563d1a4140b63ff9dd587bda9557cffb2fe73650205ab6f4383092fb882e7dc8",
-                "sha256:df7e9e63aea609b1da3a65641ceaf5bc7d05e0a04de5bd45d05dbeffbabf9e04"
+                "sha256:25c95d2ac813909f813c93fde734b6e44406d1477a9faef7c915ff37d39c0a8c",
+                "sha256:7debb9a521e0b1ee7d2fe96ee4bd60ef03c6492784de0547337ca4433e46aa63"
             ],
-            "markers": "python_full_version >= '3.6.1'",
-            "version": "==3.0.5"
+            "version": "==3.0.8"
+        },
+        "ptyprocess": {
+            "hashes": [
+                "sha256:923f299cc5ad920c68f2bc0bc98b75b9f838b93b599941a6b63ddbc2476394c0",
+                "sha256:d7cc528d76e76342423ca640335bd3633420dc1366f258cb31d05e865ef5ca1f"
+            ],
+            "markers": "os_name != 'nt'",
+            "version": "==0.6.0"
+        },
+        "pycparser": {
+            "hashes": [
+                "sha256:2d475327684562c3a96cc71adf7dc8c4f0565175cf86b6d7a404ff4c771f15f0",
+                "sha256:7582ad22678f0fcd81102833f60ef8d0e57288b6b5fb00323d101be910e35705"
+            ],
+            "version": "==2.20"
         },
         "pygments": {
             "hashes": [
-                "sha256:647344a061c249a3b74e230c739f434d7ea4d8b1d5f3721bc0f3558049b38f44",
-                "sha256:ff7a40b4860b727ab48fad6360eb351cc1b33cbf9b15a0f689ca5353e9463324"
+                "sha256:ccf3acacf3782cbed4a989426012f1c535c9a90d3a7fc3f16d231b9372d2b716",
+                "sha256:f275b6c0909e5dafd2d6269a656aa90fa58ebf4a74f8fcf9053195d226b24a08"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.6.1"
+            "version": "==2.7.3"
         },
         "pyparsing": {
             "hashes": [
                 "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
                 "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==2.4.7"
         },
         "pyrsistent": {
             "hashes": [
-                "sha256:28669905fe725965daa16184933676547c5bb40a5153055a8dee2a4bd7933ad3"
+                "sha256:2e636185d9eb976a18a8a8e96efce62f2905fea90041958d8cc2a189756ebf3e"
             ],
-            "version": "==0.16.0"
+            "version": "==0.17.3"
         },
         "python-dateutil": {
             "hashes": [
                 "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
                 "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==2.8.1"
         },
         "pytz": {
             "hashes": [
-                "sha256:a494d53b6d39c3c6e44c3bec237336e14305e4f29bbf800b599253057fbb79ed",
-                "sha256:c35965d010ce31b23eeb663ed3cc8c906275d6be1a34393a1d73a41febf4a048"
-            ],
-            "version": "==2020.1"
-        },
-        "pywin32": {
-            "hashes": [
-                "sha256:00eaf43dbd05ba6a9b0080c77e161e0b7a601f9a3f660727a952e40140537de7",
-                "sha256:11cb6610efc2f078c9e6d8f5d0f957620c333f4b23466931a247fb945ed35e89",
-                "sha256:1f45db18af5d36195447b2cffacd182fe2d296849ba0aecdab24d3852fbf3f80",
-                "sha256:37dc9935f6a383cc744315ae0c2882ba1768d9b06700a70f35dc1ce73cd4ba9c",
-                "sha256:6e38c44097a834a4707c1b63efa9c2435f5a42afabff634a17f563bc478dfcc8",
-                "sha256:8319bafdcd90b7202c50d6014efdfe4fde9311b3ff15fd6f893a45c0868de203",
-                "sha256:9b3466083f8271e1a5eb0329f4e0d61925d46b40b195a33413e0905dccb285e8",
-                "sha256:a60d795c6590a5b6baeacd16c583d91cce8038f959bd80c53bd9a68f40130f2d",
-                "sha256:af40887b6fc200eafe4d7742c48417529a8702dcc1a60bf89eee152d1d11209f",
-                "sha256:ec16d44b49b5f34e99eb97cf270806fdc560dff6f84d281eb2fcb89a014a56a9",
-                "sha256:ed74b72d8059a6606f64842e7917aeee99159ebd6b8d6261c518d002837be298",
-                "sha256:fa6ba028909cfc64ce9e24bcf22f588b14871980d9787f1e2002c99af8f1850c"
-            ],
-            "markers": "sys_platform == 'win32'",
-            "version": "==228"
-        },
-        "pywinpty": {
-            "hashes": [
-                "sha256:1e525a4de05e72016a7af27836d512db67d06a015aeaf2fa0180f8e6a039b3c2",
-                "sha256:2740eeeb59297593a0d3f762269b01d0285c1b829d6827445fcd348fb47f7e70",
-                "sha256:2d7e9c881638a72ffdca3f5417dd1563b60f603e1b43e5895674c2a1b01f95a0",
-                "sha256:33df97f79843b2b8b8bc5c7aaf54adec08cc1bae94ee99dfb1a93c7a67704d95",
-                "sha256:5fb2c6c6819491b216f78acc2c521b9df21e0f53b9a399d58a5c151a3c4e2a2d",
-                "sha256:8fc5019ff3efb4f13708bd3b5ad327589c1a554cb516d792527361525a7cb78c",
-                "sha256:b358cb552c0f6baf790de375fab96524a0498c9df83489b8c23f7f08795e966b",
-                "sha256:dbd838de92de1d4ebf0dce9d4d5e4fc38d0b7b1de837947a18b57a882f219139",
-                "sha256:dd22c8efacf600730abe4a46c1388355ce0d4ab75dc79b15d23a7bd87bf05b48",
-                "sha256:e854211df55d107f0edfda8a80b39dfc87015bef52a8fe6594eb379240d81df2"
-            ],
-            "markers": "os_name == 'nt'",
-            "version": "==0.5.7"
+                "sha256:3e6b7dd2d1e0a59084bcee14a17af60c5c562cdc16d828e8eba2e683d3a7e268",
+                "sha256:5c55e189b682d420be27c6995ba6edce0c0a77dd67bfbe2ae6607134d5851ffd"
+            ],
+            "version": "==2020.4"
         },
         "pyzmq": {
             "hashes": [
-                "sha256:07fb8fe6826a229dada876956590135871de60dbc7de5a18c3bcce2ed1f03c98",
-                "sha256:13a5638ab24d628a6ade8f794195e1a1acd573496c3b85af2f1183603b7bf5e0",
-                "sha256:15b4cb21118f4589c4db8be4ac12b21c8b4d0d42b3ee435d47f686c32fe2e91f",
-                "sha256:21f7d91f3536f480cb2c10d0756bfa717927090b7fb863e6323f766e5461ee1c",
-                "sha256:2a88b8fabd9cc35bd59194a7723f3122166811ece8b74018147a4ed8489e6421",
-                "sha256:342fb8a1dddc569bc361387782e8088071593e7eaf3e3ecf7d6bd4976edff112",
-                "sha256:4ee0bfd82077a3ff11c985369529b12853a4064320523f8e5079b630f9551448",
-                "sha256:54aa24fd60c4262286fc64ca632f9e747c7cc3a3a1144827490e1dc9b8a3a960",
-                "sha256:58688a2dfa044fad608a8e70ba8d019d0b872ec2acd75b7b5e37da8905605891",
-                "sha256:5b99c2ae8089ef50223c28bac57510c163bfdff158c9e90764f812b94e69a0e6",
-                "sha256:5b9d21fc56c8aacd2e6d14738021a9d64f3f69b30578a99325a728e38a349f85",
-                "sha256:5f1f2eb22aab606f808163eb1d537ac9a0ba4283fbeb7a62eb48d9103cf015c2",
-                "sha256:6ca519309703e95d55965735a667809bbb65f52beda2fdb6312385d3e7a6d234",
-                "sha256:87c78f6936e2654397ca2979c1d323ee4a889eef536cc77a938c6b5be33351a7",
-                "sha256:8952f6ba6ae598e792703f3134af5a01af8f5c7cf07e9a148f05a12b02412cea",
-                "sha256:931339ac2000d12fe212e64f98ce291e81a7ec6c73b125f17cf08415b753c087",
-                "sha256:956775444d01331c7eb412c5fb9bb62130dfaac77e09f32764ea1865234e2ca9",
-                "sha256:97b6255ae77328d0e80593681826a0479cb7bac0ba8251b4dd882f5145a2293a",
-                "sha256:aaa8b40b676576fd7806839a5de8e6d5d1b74981e6376d862af6c117af2a3c10",
-                "sha256:af0c02cf49f4f9eedf38edb4f3b6bb621d83026e7e5d76eb5526cc5333782fd6",
-                "sha256:b08780e3a55215873b3b8e6e7ca8987f14c902a24b6ac081b344fd430d6ca7cd",
-                "sha256:ba6f24431b569aec674ede49cad197cad59571c12deed6ad8e3c596da8288217",
-                "sha256:bafd651b557dd81d89bd5f9c678872f3e7b7255c1c751b78d520df2caac80230",
-                "sha256:bfff5ffff051f5aa47ba3b379d87bd051c3196b0c8a603e8b7ed68a6b4f217ec",
-                "sha256:cf5d689ba9513b9753959164cf500079383bc18859f58bf8ce06d8d4bef2b054",
-                "sha256:dcbc3f30c11c60d709c30a213dc56e88ac016fe76ac6768e64717bd976072566",
-                "sha256:f9d7e742fb0196992477415bb34366c12e9bb9a0699b8b3f221ff93b213d7bec",
-                "sha256:faee2604f279d31312bc455f3d024f160b6168b9c1dde22bf62d8c88a4deca8e"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==19.0.1"
+                "sha256:03638e46d486dd1c118e03c8bf9c634bdcae679600eac6573ae1e54906de7c2f",
+                "sha256:0af84f34f27b5c6a0e906c648bdf46d4caebf9c8e6e16db0728f30a58141cad6",
+                "sha256:0e554fd390021edbe0330b67226325a820b0319c5b45e1b0a59bf22ccc36e793",
+                "sha256:1e9b75a119606732023a305d1c214146c09a91f8116f6aff3e8b7d0a60b6f0ff",
+                "sha256:225774a48ed7414c0395335e7123ef8c418dbcbe172caabdc2496133b03254c2",
+                "sha256:2742e380d186673eee6a570ef83d4568741945434ba36d92b98d36cdbfedbd44",
+                "sha256:309d763d89ec1845c0e0fa14e1fb6558fd8c9ef05ed32baec27d7a8499cc7bb0",
+                "sha256:46250789730489009fe139cbf576679557c070a6a3628077d09a4153d52fd381",
+                "sha256:4d9259a5eb3f71abbaf61f165cacf42240bfeea3783bebd8255341abdfe206f1",
+                "sha256:523d542823cabb94065178090e05347bd204365f6e7cb260f0071c995d392fc2",
+                "sha256:53706f4a792cdae422121fb6a5e65119bad02373153364fc9d004cf6a90394de",
+                "sha256:5efe02bdcc5eafcac0aab531292294298f0ab8d28ed43be9e507d0e09173d1a4",
+                "sha256:63ee08e35be72fdd7568065a249a5b5cf51a2e8ab6ee63cf9f73786fcb9e710b",
+                "sha256:6e24907857c80dc67692e31f5bf3ad5bf483ee0142cec95b3d47e2db8c43bdda",
+                "sha256:7113eb93dcd0a5750c65d123ed0099e036a3a3f2dcb48afedd025ffa125c983b",
+                "sha256:824ad5888331aadeac772bce27e1c2fbcab82fade92edbd234542c4e12f0dca9",
+                "sha256:895695be380f0f85d2e3ec5ccf68a93c92d45bd298567525ad5633071589872c",
+                "sha256:b62113eeb9a0649cebed9b21fd578f3a0175ef214a2a91dcb7b31bbf55805295",
+                "sha256:bc7dd697356b31389d5118b9bcdef3e8d8079e8181800c4e8d72dccd56e1ff68",
+                "sha256:bf755905a7d30d2749079611b9a89924c1f2da2695dc09ce221f42122c9808e3",
+                "sha256:c63fafd2556d218368c51d18588f8e6f8d86d09d493032415057faf6de869b34",
+                "sha256:c95dda497a7c1b1e734b5e8353173ca5dd7b67784d8821d13413a97856588057",
+                "sha256:cc09c5cd1a4332611c8564d65e6a432dc6db3e10793d0254da9fa1e31d9ffd6d",
+                "sha256:cfa54a162a7b32641665e99b2c12084555afe9fc8fe80ec8b2f71a57320d10e1",
+                "sha256:d81184489369ec325bd50ba1c935361e63f31f578430b9ad95471899361a8253",
+                "sha256:d92c7f41a53ece82b91703ea433c7d34143248cf0cead33aa11c5fc621c764bf",
+                "sha256:dc2f48b575dff6edefd572f1ac84cf0c3f18ad5fcf13384de32df740a010594a",
+                "sha256:f0beef935efe78a63c785bb21ed56c1c24448511383e3994927c8bb2caf5e714",
+                "sha256:f110a4d3f8f01209eec304ed542f6c8054cce9b0f16dfe3d571e57c290e4e133"
+            ],
+            "version": "==20.0.0"
         },
         "qtconsole": {
             "hashes": [
-                "sha256:4f43d0b049eacb7d723772847f0c465feccce0ccb398871a6e146001a22bad23",
-                "sha256:f5cb275d30fc8085e2d1d18bc363e5ba0ce6e559bf37d7d6727b773134298754"
+                "sha256:4d70967aeb62a5bd13a109d61b169a3cf844afc24a35c11f5518574bb8abe670",
+                "sha256:4d7dd4eae8a90d0b2b19b31794b30f137238463998989734a3acb8a53b506bab"
             ],
-            "version": "==4.7.5"
+            "version": "==5.0.1"
         },
         "qtpy": {
             "hashes": [
@@ -569,16 +675,14 @@
                 "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
                 "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==1.15.0"
         },
         "terminado": {
             "hashes": [
-                "sha256:4804a774f802306a7d9af7322193c5390f1da0abb429e082a10ef1d46e6fb2c2",
-                "sha256:a43dcb3e353bc680dd0783b1d9c3fc28d529f190bc54ba9a229f72fe6e7a54d7"
+                "sha256:3da72a155b807b01c9e8a5babd214e052a0a45a975751da3521a1c3381ce6d76",
+                "sha256:c55f025beb06c2e2669f7ba5a04f47bb3304c30c05842d4981d8f0fc9ab3b4e3"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.8.3"
+            "version": "==0.9.1"
         },
         "testpath": {
             "hashes": [
@@ -592,30 +696,60 @@
                 "sha256:38b74ca20ff3bb42caca8b00055111d74159ee95c4370882bbff2b93d24da725",
                 "sha256:ddc57c96a38beb63db45d6c159b5ab07b6bced12c45a1f07b2b92f272aebfa6b"
             ],
-            "markers": "python_version >= '3.5'",
             "version": "==2.1.0"
         },
         "tornado": {
             "hashes": [
-                "sha256:0fe2d45ba43b00a41cd73f8be321a44936dc1aba233dee979f17a042b83eb6dc",
-                "sha256:22aed82c2ea340c3771e3babc5ef220272f6fd06b5108a53b4976d0d722bcd52",
-                "sha256:2c027eb2a393d964b22b5c154d1a23a5f8727db6fda837118a776b29e2b8ebc6",
-                "sha256:5217e601700f24e966ddab689f90b7ea4bd91ff3357c3600fa1045e26d68e55d",
-                "sha256:5618f72e947533832cbc3dec54e1dffc1747a5cb17d1fd91577ed14fa0dc081b",
-                "sha256:5f6a07e62e799be5d2330e68d808c8ac41d4a259b9cea61da4101b83cb5dc673",
-                "sha256:c58d56003daf1b616336781b26d184023ea4af13ae143d9dda65e31e534940b9",
-                "sha256:c952975c8ba74f546ae6de2e226ab3cc3cc11ae47baf607459a6728585bb542a",
-                "sha256:c98232a3ac391f5faea6821b53db8db461157baa788f5d6222a193e9456e1740"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==6.0.4"
+                "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": [
-                "sha256:70b4c6a1d9019d7b4f6846832288f86998aa3b9207c6821f3578a6a6a467fe44",
-                "sha256:d023ee369ddd2763310e4c3eae1ff649689440d4ae59d7485eb4cfbbe3e359f7"
+                "sha256:178f4ce988f69189f7e523337a3e11d91c786ded9360174a3d9ca83e79bc5396",
+                "sha256:69ff3f9d5351f31a7ad80443c2674b7099df13cc41fc5fa6e2f6d3b0330b0426"
             ],
-            "version": "==4.3.3"
+            "version": "==5.0.5"
         },
         "wcwidth": {
             "hashes": [