diff --git a/Pipfile b/Pipfile
index 9091b2d..ff78b0b 100644
--- a/Pipfile
+++ b/Pipfile
@@ -19,7 +19,7 @@ graphviz = "==0.13.2"
 scipy = "==1.3.3"
 scikit-learn = "==0.21.3"
 matplotlib = "==3.1.2"
-numpy = "==1.17.4"
+numpy = "==1.19.2"
 sympy = "==1.4"
 statsmodels = "==0.10.2"
 tqdm = "==4.39.0"
diff --git a/Pipfile.lock b/Pipfile.lock
index 5126c22..bb69be7 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "90097b83c845775fa30b73565106bcfb056a2b54e1a072bac73ef180f0df29a6"
+            "sha256": "357c701e0bb0d9c3b75c52ed99dc20309858160ea700b3bba4798f74912f4ea4"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,40 +16,101 @@
         ]
     },
     "default": {
+        "argon2-cffi": {
+            "hashes": [
+                "sha256:05a8ac07c7026542377e38389638a8a1e9b78f1cd8439cd7493b39f08dd75fbf",
+                "sha256:0bf066bc049332489bb2d75f69216416329d9dc65deee127152caeb16e5ce7d5",
+                "sha256:18dee20e25e4be86680b178b35ccfc5d495ebd5792cd00781548d50880fee5c5",
+                "sha256:392c3c2ef91d12da510cfb6f9bae52512a4552573a9e27600bdb800e05905d2b",
+                "sha256:57358570592c46c420300ec94f2ff3b32cbccd10d38bdc12dc6979c4a8484fbc",
+                "sha256:6678bb047373f52bcff02db8afab0d2a77d83bde61cfecea7c5c62e2335cb203",
+                "sha256:6ea92c980586931a816d61e4faf6c192b4abce89aa767ff6581e6ddc985ed003",
+                "sha256:77e909cc756ef81d6abb60524d259d959bab384832f0c651ed7dcb6e5ccdbb78",
+                "sha256:7d455c802727710e9dfa69b74ccaab04568386ca17b0ad36350b622cd34606fe",
+                "sha256:9bee3212ba4f560af397b6d7146848c32a800652301843df06b9e8f68f0f7361",
+                "sha256:9dfd5197852530294ecb5795c97a823839258dfd5eb9420233c7cfedec2058f2",
+                "sha256:b160416adc0f012fb1f12588a5e6954889510f82f698e23ed4f4fa57f12a0647",
+                "sha256:ba7209b608945b889457f949cc04c8e762bed4fe3fec88ae9a6b7765ae82e496",
+                "sha256:cc0e028b209a5483b6846053d5fd7165f460a1f14774d79e632e75e7ae64b82b",
+                "sha256:d8029b2d3e4b4cea770e9e5a0104dd8fa185c1724a0f01528ae4826a6d25f97d",
+                "sha256:da7f0445b71db6d3a72462e04f36544b0de871289b0bc8a7cc87c0f5ec7079fa"
+            ],
+            "version": "==20.1.0"
+        },
+        "async-generator": {
+            "hashes": [
+                "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b",
+                "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"
+            ],
+            "version": "==1.10"
+        },
         "attrs": {
             "hashes": [
-                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
-                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+                "sha256:26b54ddbbb9ee1d34d5d3668dd37d6cf74990ab23c828c2888dccdceee395594",
+                "sha256:fce7fc47dfc976152e82d53ff92fa0407700c21acd20886a13777a0d20e655dc"
             ],
-            "version": "==19.3.0"
+            "version": "==20.2.0"
         },
         "backcall": {
             "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
             ],
-            "version": "==0.1.0"
+            "version": "==0.2.0"
         },
         "bleach": {
             "hashes": [
-                "sha256:213336e49e102af26d9cde77dd2d0397afabc5a6bf2fed985dc35b5d1e285a16",
-                "sha256:3fdf7f77adcf649c9911387df51254b813185e32b2c6619f690b593a617e19fa"
+                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
+                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
             ],
-            "version": "==3.1.0"
+            "version": "==3.1.5"
         },
         "cachetools": {
             "hashes": [
-                "sha256:428266a1c0d36dc5aca63a2d7c5942e88c2c898d72139fca0e97fdd2380517ae",
-                "sha256:8ea2d3ce97850f31e4a08b0e2b5e6c34997d7216a9d2c98e0f3978630d4da69a"
+                "sha256:513d4ff98dd27f85743a8dc0e92f55ddb1b49e060c2d5961512855cda2c01a98",
+                "sha256:bbaa39c3dede00175df2dc2b03d0cf18dd2d32a7de7beb68072d13043c9edb20"
             ],
-            "version": "==3.1.1"
+            "version": "==4.1.1"
         },
         "certifi": {
             "hashes": [
-                "sha256:017c25db2a153ce562900032d5bc68e9f191e44e9a0f762f373977de9df1fbb3",
-                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
-            ],
-            "version": "==2019.11.28"
+                "sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3",
+                "sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41"
+            ],
+            "version": "==2020.6.20"
+        },
+        "cffi": {
+            "hashes": [
+                "sha256:0da50dcbccd7cb7e6c741ab7912b2eff48e85af217d72b57f80ebc616257125e",
+                "sha256:12a453e03124069b6896107ee133ae3ab04c624bb10683e1ed1c1663df17c13c",
+                "sha256:15419020b0e812b40d96ec9d369b2bc8109cc3295eac6e013d3261343580cc7e",
+                "sha256:15a5f59a4808f82d8ec7364cbace851df591c2d43bc76bcbe5c4543a7ddd1bf1",
+                "sha256:23e44937d7695c27c66a54d793dd4b45889a81b35c0751ba91040fe825ec59c4",
+                "sha256:29c4688ace466a365b85a51dcc5e3c853c1d283f293dfcc12f7a77e498f160d2",
+                "sha256:57214fa5430399dffd54f4be37b56fe22cedb2b98862550d43cc085fb698dc2c",
+                "sha256:577791f948d34d569acb2d1add5831731c59d5a0c50a6d9f629ae1cefd9ca4a0",
+                "sha256:6539314d84c4d36f28d73adc1b45e9f4ee2a89cdc7e5d2b0a6dbacba31906798",
+                "sha256:65867d63f0fd1b500fa343d7798fa64e9e681b594e0a07dc934c13e76ee28fb1",
+                "sha256:672b539db20fef6b03d6f7a14b5825d57c98e4026401fce838849f8de73fe4d4",
+                "sha256:6843db0343e12e3f52cc58430ad559d850a53684f5b352540ca3f1bc56df0731",
+                "sha256:7057613efefd36cacabbdbcef010e0a9c20a88fc07eb3e616019ea1692fa5df4",
+                "sha256:76ada88d62eb24de7051c5157a1a78fd853cca9b91c0713c2e973e4196271d0c",
+                "sha256:837398c2ec00228679513802e3744d1e8e3cb1204aa6ad408b6aff081e99a487",
+                "sha256:8662aabfeab00cea149a3d1c2999b0731e70c6b5bac596d95d13f643e76d3d4e",
+                "sha256:95e9094162fa712f18b4f60896e34b621df99147c2cee216cfa8f022294e8e9f",
+                "sha256:99cc66b33c418cd579c0f03b77b94263c305c389cb0c6972dac420f24b3bf123",
+                "sha256:9b219511d8b64d3fa14261963933be34028ea0e57455baf6781fe399c2c3206c",
+                "sha256:ae8f34d50af2c2154035984b8b5fc5d9ed63f32fe615646ab435b05b132ca91b",
+                "sha256:b9aa9d8818c2e917fa2c105ad538e222a5bce59777133840b93134022a7ce650",
+                "sha256:bf44a9a0141a082e89c90e8d785b212a872db793a0080c20f6ae6e2a0ebf82ad",
+                "sha256:c0b48b98d79cf795b0916c57bebbc6d16bb43b9fc9b8c9f57f4cf05881904c75",
+                "sha256:da9d3c506f43e220336433dffe643fbfa40096d408cb9b7f2477892f369d5f82",
+                "sha256:e4082d832e36e7f9b2278bc774886ca8207346b99f278e54c9de4834f17232f7",
+                "sha256:e4b9b7af398c32e408c00eb4e0d33ced2f9121fd9fb978e6c1b57edd014a7d15",
+                "sha256:e613514a82539fc48291d01933951a13ae93b6b444a88782480be32245ed4afa",
+                "sha256:f5033952def24172e60493b68717792e3aebb387a8d186c43c020d9363ee7281"
+            ],
+            "version": "==1.14.2"
         },
         "chardet": {
             "hashes": [
@@ -60,9 +121,10 @@
         },
         "comet-git-pure": {
             "hashes": [
-                "sha256:222163113a4236b8e8b6248614cd034330c9f412f49eae44c426e2454cf44b04"
+                "sha256:61e5dfe74ac7d6c54eeadd7226b0cdd548251eae267064f72eb9f2df35d0f8a7",
+                "sha256:df4b70055ecdbdf5e84ce0aef0dd0340cb4c7e69935778a57ba4371c123c87f1"
             ],
-            "version": "==0.19.13"
+            "version": "==0.19.16"
         },
         "comet-ml": {
             "hashes": [
@@ -125,10 +187,10 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:54c38050039232e1db4ad7375cfce6748d7b41c29e95a081c8a6d2c30364a2ce",
-                "sha256:5d19b92a3c8f7f101c8dd86afd86b0f061a8ce4540ab8cd401fa2542756bce6d"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
+                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
             ],
-            "version": "==4.4.1"
+            "version": "==4.4.2"
         },
         "defusedxml": {
             "hashes": [
@@ -185,24 +247,24 @@
                 "grpc"
             ],
             "hashes": [
-                "sha256:b95895a9398026bc0500cf9b4a3f82c3f72c3f9150b26ff53af40c74e91c264a",
-                "sha256:df8adc4b97f5ab4328a0e745bee77877cf4a7d4601cb1cd5959d2bbf8fba57aa"
+                "sha256:67e33a852dcca7cb7eff49abc35c8cc2c0bb8ab11397dc8306d911505cae2990",
+                "sha256:779107f17e0fef8169c5239d56a8fbff03f9f72a3893c0c9e5842ec29dfedd54"
             ],
-            "version": "==1.14.3"
+            "version": "==1.22.2"
         },
         "google-auth": {
             "hashes": [
-                "sha256:84105be98837fb8436e9d0bcb7a279fd85fa1d97bb35a077e70ba2fb95bcc983",
-                "sha256:baf1b3f8b29a5f96f66753ad848473699322b63f4d68964e510554b12d002443"
+                "sha256:bcbd9f970e7144fe933908aa286d7a12c44b7deb6d78a76871f0377a29d09789",
+                "sha256:f4d5093f13b1b1c0a434ab1dc851cd26a983f86a4d75c95239974e33ed406a87"
             ],
-            "version": "==1.7.1"
+            "version": "==1.21.1"
         },
         "google-cloud-core": {
             "hashes": [
-                "sha256:0ee17abc74ff02176bee221d4896a00a3c202f3fb07125a7d814ccabd20d7eb5",
-                "sha256:10750207c1a9ad6f6e082d91dbff3920443bdaf1c344a782730489a9efa802f1"
+                "sha256:4c9e457fcfc026fdde2e492228f04417d4c717fb0f29f070122fb0ab89e34ebd",
+                "sha256:613e56f164b6bee487dd34f606083a0130f66f42f7b10f99730afdf1630df507"
             ],
-            "version": "==1.0.3"
+            "version": "==1.4.1"
         },
         "google-cloud-logging": {
             "hashes": [
@@ -222,16 +284,17 @@
         },
         "google-resumable-media": {
             "hashes": [
-                "sha256:2a8fd188afe1cbfd5998bf20602f76b0336aa892de88fe842a806b9a3ed78d2a",
-                "sha256:b86140d5a0b6d290084b11bde90ee9aecad357ba0e0d67388d016b8340320927"
+                "sha256:97155236971970382b738921f978a6f86a7b5a0b0311703d991e065d3cb55773",
+                "sha256:cdc64378dc9a7a7bf963a8d0c944c99b549dc0c195a9acbf1fcd465f380b9002"
             ],
-            "version": "==0.5.0"
+            "version": "==0.5.1"
         },
         "googleapis-common-protos": {
             "hashes": [
-                "sha256:e61b8ed5e36b976b487c6e7b15f31bb10c7a0ca7bd5c0e837f4afab64b53a0c6"
+                "sha256:560716c807117394da12cecb0a54da5a451b5cf9866f1d37e9a5e2329a665351",
+                "sha256:c8961760f5aad9a711d37b675be103e0cc4e9a39327e0d6d857872f698403e24"
             ],
-            "version": "==1.6.0"
+            "version": "==1.52.0"
         },
         "gpy": {
             "git": "git://github.com/lschlessinger1/GPy",
@@ -247,78 +310,69 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:0419ae5a45f49c7c40d9ae77ae4de9442431b7822851dfbbe56ee0eacb5e5654",
-                "sha256:1e8631eeee0fb0b4230aeb135e4890035f6ef9159c2a3555fa184468e325691a",
-                "sha256:24db2fa5438f3815a4edb7a189035051760ca6aa2b0b70a6a948b28bfc63c76b",
-                "sha256:2adb1cdb7d33e91069517b41249622710a94a1faece1fed31cd36904e4201cde",
-                "sha256:2cd51f35692b551aeb1fdeb7a256c7c558f6d78fcddff00640942d42f7aeba5f",
-                "sha256:3247834d24964589f8c2b121b40cd61319b3c2e8d744a6a82008643ef8a378b1",
-                "sha256:3433cb848b4209717722b62392e575a77a52a34d67c6730138102abc0a441685",
-                "sha256:39671b7ff77a962bd745746d9d2292c8ed227c5748f16598d16d8631d17dd7e5",
-                "sha256:40a0b8b2e6f6dd630f8b267eede2f40a848963d0f3c40b1b1f453a4a870f679e",
-                "sha256:40f9a74c7aa210b3e76eb1c9d56aa8d08722b73426a77626967019df9bbac287",
-                "sha256:423f76aa504c84cb94594fb88b8a24027c887f1c488cf58f2173f22f4fbd046c",
-                "sha256:43bd04cec72281a96eb361e1b0232f0f542b46da50bcfe72ef7e5a1b41d00cb3",
-                "sha256:43e38762635c09e24885d15e3a8e374b72d105d4178ee2cc9491855a8da9c380",
-                "sha256:4413b11c2385180d7de03add6c8845dd66692b148d36e27ec8c9ef537b2553a1",
-                "sha256:4450352a87094fd58daf468b04c65a9fa19ad11a0ac8ac7b7ff17d46f873cbc1",
-                "sha256:49ffda04a6e44de028b3b786278ac9a70043e7905c3eea29eed88b6524d53a29",
-                "sha256:4a38c4dde4c9120deef43aaabaa44f19186c98659ce554c29788c4071ab2f0a4",
-                "sha256:50b1febdfd21e2144b56a9aa226829e93a79c354ef22a4e5b013d9965e1ec0ed",
-                "sha256:559b1a3a8be7395ded2943ea6c2135d096f8cc7039d6d12127110b6496f251fe",
-                "sha256:5de86c182667ec68cf84019aa0d8ceccf01d352cdca19bf9e373725204bdbf50",
-                "sha256:5fc069bb481fe3fad0ba24d3baaf69e22dfa6cc1b63290e6dfeaf4ac1e996fb7",
-                "sha256:6a19d654da49516296515d6f65de4bbcbd734bc57913b21a610cfc45e6df3ff1",
-                "sha256:7535b3e52f498270e7877dde1c8944d6b7720e93e2e66b89c82a11447b5818f5",
-                "sha256:7c4e495bcabc308198b8962e60ca12f53b27eb8f03a21ac1d2d711d6dd9ecfca",
-                "sha256:8a8fc4a0220367cb8370cedac02272d574079ccc32bffbb34d53aaf9e38b5060",
-                "sha256:8b008515e067232838daca020d1af628bf6520c8cc338bf383284efe6d8bd083",
-                "sha256:8d1684258e1385e459418f3429e107eec5fb3d75e1f5a8c52e5946b3f329d6ea",
-                "sha256:8eb5d54b87fb561dc2e00a5c5226c33ffe8dbc13f2e4033a412bafb7b37b194d",
-                "sha256:94cdef0c61bd014bb7af495e21a1c3a369dd0399c3cd1965b1502043f5c88d94",
-                "sha256:9d9f3be69c7a5e84c3549a8c4403fa9ac7672da456863d21e390b2bbf45ccad1",
-                "sha256:9fb6fb5975a448169756da2d124a1beb38c0924ff6c0306d883b6848a9980f38",
-                "sha256:a5eaae8700b87144d7dfb475aa4675e500ff707292caba3deff41609ddc5b845",
-                "sha256:aaeac2d552772b76d24eaff67a5d2325bc5205c74c0d4f9fbe71685d4a971db2",
-                "sha256:bb611e447559b3b5665e12a7da5160c0de6876097f62bf1d23ba66911564868e",
-                "sha256:bc0d41f4eb07da8b8d3ea85e50b62f6491ab313834db86ae2345be07536a4e5a",
-                "sha256:bf51051c129b847d1bb63a9b0826346b5f52fb821b15fe5e0d5ef86f268510f5",
-                "sha256:c948c034d8997526011960db54f512756fb0b4be1b81140a15b4ef094c6594a4",
-                "sha256:d435a01334157c3b126b4ee5141401d44bdc8440993b18b05e2f267a6647f92d",
-                "sha256:d46c1f95672b73288e08cdca181e14e84c6229b5879561b7b8cfd48374e09287",
-                "sha256:d5d58309b42064228b16b0311ff715d6c6e20230e81b35e8d0c8cfa1bbdecad8",
-                "sha256:dc6e2e91365a1dd6314d615d80291159c7981928b88a4c65654e3fefac83a836",
-                "sha256:e0dfb5f7a39029a6cbec23affa923b22a2c02207960fd66f109e01d6f632c1eb",
-                "sha256:eb4bf58d381b1373bd21d50837a53953d625d1693f1b58fed12743c75d3dd321",
-                "sha256:ebb211a85248dbc396b29320273c1ffde484b898852432613e8df0164c091006",
-                "sha256:ec759ece4786ae993a5b7dc3b3dead6e9375d89a6c65dfd6860076d2eb2abe7b",
-                "sha256:f55108397a8fa164268238c3e69cc134e945d1f693572a2f05a028b8d0d2b837",
-                "sha256:f6c706866d424ff285b85a02de7bbe5ed0ace227766b2c42cbe12f3d9ea5a8aa",
-                "sha256:f8370ad332b36fbad117440faf0dd4b910e80b9c49db5648afd337abdde9a1b6"
-            ],
-            "version": "==1.25.0"
+                "sha256:01d3046fe980be25796d368f8fc5ff34b7cf5e1444f3789a017a7fe794465639",
+                "sha256:07b430fa68e5eecd78e2ad529ab80f6a234b55fc1b675fe47335ccbf64c6c6c8",
+                "sha256:0e3edd8cdb71809d2455b9dbff66b4dd3d36c321e64bfa047da5afdfb0db332b",
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-            "version": "==2.8"
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-            "version": "==5.1.3"
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@@ -336,24 +390,24 @@
         },
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@@ -373,66 +427,55 @@
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@@ -440,13 +483,16 @@
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@@ -463,7 +509,9 @@
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@@ -499,19 +547,33 @@
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+            "version": "==1.4.0"
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@@ -542,37 +604,42 @@
         },
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-            "version": "==1.17.4"
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         "nvidia-ml-py3": {
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@@ -582,33 +649,37 @@
         },
         "ordered-set": {
             "hashes": [
-                "sha256:a7bfa858748c73b096e43db14eb23e2bc714a503f990c89fac8fab9b0ee79724"
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-            "version": "==3.1.1"
+            "version": "==4.0.2"
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+                "sha256:998416ba6962ae7fbd6596850b80e17859a5753ba17c32284f67bfff33784181"
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@@ -618,10 +689,10 @@
         },
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@@ -632,11 +703,11 @@
         },
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-            "version": "==4.7.0"
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@@ -647,38 +718,40 @@
         },
         "prometheus-client": {
             "hashes": [
-                "sha256:71cd24a2b3eb335cb800c7159f423df1bd4dcd5171b234be15e3f31ec9f622da"
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@@ -714,17 +787,24 @@
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+            "version": "==0.2.8"
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@@ -735,16 +815,16 @@
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@@ -755,64 +835,72 @@
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@@ -872,10 +960,10 @@
         },
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@@ -905,13 +993,15 @@
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@@ -948,15 +1038,17 @@
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@@ -975,17 +1067,17 @@
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@@ -996,10 +1088,10 @@
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@@ -1010,10 +1102,10 @@
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@@ -1039,12 +1131,19 @@
             ],
             "version": "==2.3.3"
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+            "version": "==20.2.0"
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         "bandit": {
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@@ -1056,24 +1155,24 @@
         },
         "bleach": {
             "hashes": [
-                "sha256:213336e49e102af26d9cde77dd2d0397afabc5a6bf2fed985dc35b5d1e285a16",
-                "sha256:3fdf7f77adcf649c9911387df51254b813185e32b2c6619f690b593a617e19fa"
+                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
+                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
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-            "version": "==3.1.0"
+            "version": "==3.1.5"
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         "cachetools": {
             "hashes": [
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-                "sha256:8ea2d3ce97850f31e4a08b0e2b5e6c34997d7216a9d2c98e0f3978630d4da69a"
+                "sha256:513d4ff98dd27f85743a8dc0e92f55ddb1b49e060c2d5961512855cda2c01a98",
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-            "version": "==3.1.1"
+            "version": "==4.1.1"
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         "certifi": {
             "hashes": [
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-                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
+                "sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3",
+                "sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41"
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-            "version": "==2019.11.28"
+            "version": "==2020.6.20"
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         "chardet": {
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@@ -1084,10 +1183,10 @@
         },
         "click": {
             "hashes": [
-                "sha256:2335065e6395b9e67ca716de5f7526736bfa6ceead690adf616d925bdc622b13",
-                "sha256:5b94b49521f6456670fdb30cd82a4eca9412788a93fa6dd6df72c94d5a8ff2d7"
+                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
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-            "version": "==7.0"
+            "version": "==7.1.2"
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@@ -1144,10 +1243,10 @@
         },
         "decorator": {
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-                "sha256:5d19b92a3c8f7f101c8dd86afd86b0f061a8ce4540ab8cd401fa2542756bce6d"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
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+            "version": "==4.4.2"
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         "defusedxml": {
             "hashes": [
@@ -1175,19 +1274,19 @@
             ],
             "version": "==0.18.2"
         },
-        "gitdb2": {
+        "gitdb": {
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-                "sha256:1b6df1433567a51a4a9c1a5a0de977aa351a405cc56d7d35f3388bad1f630350",
-                "sha256:96bbb507d765a7f51eb802554a9cfe194a174582f772e0d89f4e87288c288b7b"
+                "sha256:91f36bfb1ab7949b3b40e23736db18231bf7593edada2ba5c3a174a7b23657ac",
+                "sha256:c9e1f2d0db7ddb9a704c2a0217be31214e91a4fe1dea1efad19ae42ba0c285c9"
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-            "version": "==2.0.6"
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-                "sha256:c155c6a2653593ccb300462f6ef533583a913e17857cfef8fc617c246b6dc245"
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+            "version": "==3.1.8"
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@@ -1199,39 +1298,46 @@
         },
         "google-auth": {
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-                "sha256:84105be98837fb8436e9d0bcb7a279fd85fa1d97bb35a077e70ba2fb95bcc983",
-                "sha256:baf1b3f8b29a5f96f66753ad848473699322b63f4d68964e510554b12d002443"
+                "sha256:bcbd9f970e7144fe933908aa286d7a12c44b7deb6d78a76871f0377a29d09789",
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-            "version": "==1.7.1"
+            "version": "==1.21.1"
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         "google-auth-httplib2": {
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-                "sha256:f1c437842155680cf9918df9bc51c1182fda41feef88c34004bd1978c8157e08"
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-            "version": "==0.0.3"
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         "httplib2": {
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-                "sha256:409fa5509298f739b34d5a652df762cb0042507dc93f6633e306b11289d6249d"
+                "sha256:8af66c1c52c7ffe1aa5dc4bcd7c769885254b0756e6e69f953c7f0ab49a70ba3",
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-            "version": "==0.14.0"
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-                "sha256:ea8b7f6188e6fa117537c3df7da9fc686d485087abf6ac197f9c46432f7e4a3c"
+                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
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-            "version": "==2.8"
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-                "sha256:d5f18a79777f3aa179c145737780282e27b508fc8fd688cb17c7a813e8bd39af"
+                "sha256:90bb658cdbbf6d1735b6341ce708fc7024a3e14e99ffdc5783edea9f9b077f83",
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             ],
             "markers": "python_version < '3.8'",
-            "version": "==0.23"
+            "version": "==1.7.0"
+        },
+        "iniconfig": {
+            "hashes": [
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+                "sha256:e5f92f89355a67de0595932a6c6c02ab4afddc6fcdc0bfc5becd0d60884d3f69"
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@@ -1249,10 +1355,10 @@
         },
         "jinja2": {
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-                "sha256:9fe95f19286cfefaa917656583d020be14e7859c6b0252588391e47db34527de"
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-            "version": "==2.10.3"
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@@ -1263,17 +1369,24 @@
         },
         "jupyter-client": {
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-                "sha256:d0c077c9aaa4432ad485e7733e4d91e48f87b4f4bab7d283d42bb24cbbba0a0f"
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-            "version": "==5.3.4"
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-                "sha256:a183e0ec2e8f6adddf62b0a3fc6a2237e3e0056d381e536d3e7c7ecc3067e244"
+                "sha256:394fd5dd787e7c8861741880bdf8a00ce39f95de5d18e579c74b882522219e7e",
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+            ],
+            "version": "==4.6.3"
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+        "jupyterlab-pygments": {
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@@ -1307,13 +1420,16 @@
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                 "sha256:535f6fc4d397c1563d08b88e485c3496cf5784e927af890fb3c3aac7f933ec66",
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                 "sha256:62fe6c95e3ec8a7fad637b7f3d372c15ec1caa01ab47926cfdf7a75b40e0eac1",
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@@ -1330,7 +1446,9 @@
                 "sha256:ba59edeaa2fc6114428f1637ffff42da1e311e29382d81b339c1817d37ec93c6",
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                 "sha256:cd5df75523866410809ca100dc9681e301e3c27567cf498077e8551b6d20e42f",
-                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7"
+                "sha256:cdb132fc825c38e1aeec2c8aa9338310d29d337bebbd7baa06889d09a60a1fa2",
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+                "sha256:e8313f01ba26fbbe36c7be1966a7b7424942f670f38e666995b88d012765b9be"
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             "version": "==1.1.1"
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@@ -1350,10 +1468,10 @@
         },
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-                "sha256:53ff73f186307d9c8ef17a9600309154a6ae27f25579e80af4db8f047ba14bc2",
-                "sha256:a0ea684c39bc4315ba7aae406596ef191fd84f873d2d2751f84d64e81a7a2d45"
+                "sha256:6f83822ae94818eae2612063a5101a7311e68ae8002005b5e05f03fd74a86a20",
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-            "version": "==8.0.0"
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         "mypy": {
             "hashes": [
@@ -1382,26 +1500,40 @@
             ],
             "version": "==0.4.3"
         },
+        "nbclient": {
+            "hashes": [
+                "sha256:8a6e27ff581cee50895f44c41936ce02369674e85e2ad58643d8d4a6c36771b0",
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-                "sha256:f0d6ec03875f96df45aa13e21fd9b8450c42d7e1830418cccc008c0df725fcee"
+                "sha256:970122eaf3a3ddcfe4e03514b219df4be4af09e70c748faf6ba96f51a25fd09b",
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-            "version": "==5.6.1"
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-                "sha256:f7494ef0df60766b7cabe0a3651556345a963b74dbc16bc7c18479041170d402"
+                "sha256:54d4d6354835a936bad7e8182dcd003ca3dc0cedfee5a306090e04854343b340",
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             ],
-            "version": "==4.4.0"
+            "version": "==5.0.7"
+        },
+        "nest-asyncio": {
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+                "sha256:5773054bbc14579b000236f85bc01ecced7ffd045ec8ca4a9809371ec65a59c8",
+                "sha256:ea51120725212ef02e5870dd77fc67ba7343fc945e3b9a7ff93384436e043b6a"
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-                "sha256:d9551545c6d761f3def1677baf08ab2a3ca17c56879e70fecba2fc4dde4ed108"
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-            "version": "==19.2"
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@@ -1419,10 +1551,10 @@
         },
         "pbr": {
             "hashes": [
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-                "sha256:61aa52a0f18b71c5cc58232d2cf8f8d09cd67fcad60b742a60124cb8d6951488"
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-            "version": "==5.4.4"
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@@ -1433,10 +1565,10 @@
         },
         "py": {
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-                "sha256:dc639b046a6e2cff5bbe40194ad65936d6ba360b52b3c3fe1d08a82dd50b5e53"
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-            "version": "==1.8.0"
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@@ -1447,10 +1579,10 @@
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-                "sha256:b6ada4f840fe51abf5a6bd545b45bf537bea62221fa0dde2e8a553ed9f06a4e3"
+                "sha256:905f84c712230b2c592c19470d3ca8d552de726050d1d1716282a1f6146be65e",
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-            "version": "==0.2.7"
+            "version": "==0.2.8"
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         "pycodestyle": {
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@@ -1462,10 +1594,10 @@
         },
         "pygments": {
             "hashes": [
-                "sha256:2a3fe295e54a20164a9df49c75fa58526d3be48e14aceba6d6b1e8ac0bfd6f1b",
-                "sha256:98c8aa5a9f778fcd1026a17361ddaf7330d1b7c62ae97c3bb0ae73e0b9b6b0fe"
+                "sha256:647344a061c249a3b74e230c739f434d7ea4d8b1d5f3721bc0f3558049b38f44",
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-            "version": "==2.5.2"
+            "version": "==2.6.1"
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@@ -1477,23 +1609,23 @@
         },
         "pyparsing": {
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-                "sha256:4ca62001be367f01bd3e92ecbb79070272a9d4964dce6a48a82ff0b8bc7e683a"
+                "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
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-            "version": "==2.4.5"
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@@ -1512,96 +1644,95 @@
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@@ -1617,17 +1748,27 @@
             ],
             "version": "==0.9.2"
         },
+        "toml": {
+            "hashes": [
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@@ -1646,59 +1787,52 @@
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+                "sha256:498b0f36cc7054c1fead3d7fc59d2150f4d5c6c56ba7fb150c013fbc683a8d2d",
+                "sha256:4e3e5da80ccbebfff202a67bf900d081906c358ccc3d5e3c8aea42fdfdfd51c1",
+                "sha256:6daac9731f172c2a22ade6ed0c00197ee7cc1221aa84cfdf9c31defeb059a907",
+                "sha256:715ff2f2df46121071622063fc7543d9b1fd19ebfc4f5c8895af64a77a8c852c",
+                "sha256:73d785a950fc82dd2a25897d525d003f6378d1cb23ab305578394694202a58c3",
+                "sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b",
+                "sha256:8ce678dbaf790dbdb3eba24056d5364fb45944f33553dd5869b7580cdbb83614",
+                "sha256:aaee9905aee35ba5905cfb3c62f3e83b3bec7b39413f0a7f19be4e547ea01ebb",
+                "sha256:bcd3b13b56ea479b3650b82cabd6b5343a625b0ced5429e4ccad28a8973f301b",
+                "sha256:c9e348e02e4d2b4a8b2eedb48210430658df6951fa484e59de33ff773fbd4b41",
+                "sha256:d205b1b46085271b4e15f670058ce182bd1199e56b317bf2ec004b6a44f911f6",
+                "sha256:d43943ef777f9a1c42bf4e552ba23ac77a6351de620aa9acf64ad54933ad4d34",
+                "sha256:d5d33e9e7af3b34a40dc05f498939f0ebf187f07c385fd58d591c533ad8562fe",
+                "sha256:fc0fea399acb12edbf8a628ba8d2312f583bdbdb3335635db062fa98cf71fca4",
+                "sha256:fe460b922ec15dd205595c9b5b99e2f056fd98ae8f9f56b888e7a17dc2b757e7"
             ],
             "markers": "implementation_name == 'cpython' and python_version < '3.8'",
-            "version": "==1.4.0"
+            "version": "==1.4.1"
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:091ecc894d5e908ac75209f10d5b4f118fbdb2eb1ede6a63544054bb1edb41f2",
-                "sha256:910f4656f54de5993ad9304959ce9bb903f90aadc7c67a0bef07e678014e892d",
-                "sha256:cf8b63fedea4d89bab840ecbb93e75578af28f76f66c35889bd7065f5af88575"
+                "sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918",
+                "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c",
+                "sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f"
             ],
-            "version": "==3.7.4.1"
+            "version": "==3.7.4.3"
         },
         "uritemplate": {
             "hashes": [
-                "sha256:01c69f4fe8ed503b2951bef85d996a9d22434d2431584b5b107b2981ff416fbd",
-                "sha256:1b9c467a940ce9fb9f50df819e8ddd14696f89b9a8cc87ac77952ba416e0a8fd",
-                "sha256:c02643cebe23fc8adb5e6becffe201185bf06c40bda5c0b4028a93f1527d011d"
+                "sha256:07620c3f3f8eed1f12600845892b0e036a2420acf513c53f7de0abd911a5894f",
+                "sha256:5af8ad10cec94f215e3f48112de2022e1d5a37ed427fbd88652fa908f2ab7cae"
             ],
-            "version": "==3.0.0"
+            "version": "==3.0.1"
         },
         "urllib3": {
             "hashes": [
-                "sha256:a8a318824cc77d1fd4b2bec2ded92646630d7fe8619497b142c84a9e6f5a7293",
-                "sha256:f3c5fd51747d450d4dcf6f923c81f78f811aab8205fda64b0aba34a4e48b0745"
+                "sha256:91056c15fa70756691db97756772bb1eb9678fa585d9184f24534b100dc60f4a",
+                "sha256:e7983572181f5e1522d9c98453462384ee92a0be7fac5f1413a1e35c56cc0461"
             ],
-            "version": "==1.25.7"
-        },
-        "wcwidth": {
-            "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
-            ],
-            "version": "==0.1.7"
+            "version": "==1.25.10"
         },
         "webencodings": {
             "hashes": [
@@ -1715,10 +1849,10 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:3718b1cbcd963c7d4c5511a8240812904164b7f381b647143a89d3b98f9bcd8e",
-                "sha256:f06903e9f1f43b12d371004b4ac7b06ab39a44adc747266928ae6debfa7b3335"
+                "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b",
+                "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"
             ],
-            "version": "==0.6.0"
+            "version": "==3.1.0"
         }
     }
 }