diff --git a/Pipfile.lock b/Pipfile.lock
index 5bcc564..7ff8f0c 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "b677b2bc4d8b76b42e20f149d41962a26ededfa4612af1173267d314069297e6"
+            "sha256": "fb0c97d16f018458135478c98fbeb106fb3ccd21b3d3e521ea49b5694af13ee6"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,16 +18,51 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:8718189e4bd6013bf79910b9d1cb0a76aecad8ce664f78e1144980fabdd2cd23"
+                "sha256:75e737d6ce7723d9ff9b7aa1ba3233c34be62ef18d5859e706b8fdc828989830"
             ],
-            "version": "==0.7.0"
+            "version": "==0.9.0"
         },
         "astor": {
             "hashes": [
-                "sha256:95c30d87a6c2cf89aa628b87398466840f0ad8652f88eb173125a6df8533fb8d",
-                "sha256:fb503b9e2fdd05609fbf557b916b4a7824171203701660f0c55bbf5a7a68713e"
+                "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5",
+                "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"
             ],
-            "version": "==0.7.1"
+            "version": "==0.8.1"
+        },
+        "astroid": {
+            "hashes": [
+                "sha256:71ea07f44df9568a75d0f354c49143a4575d90645e9fead6dfb52c26a85ed13a",
+                "sha256:840947ebfa8b58f318d42301cf8c0a20fd794a33b61cc4638e28e9e61ba32f42"
+            ],
+            "version": "==2.3.3"
+        },
+        "astropy": {
+            "hashes": [
+                "sha256:03de1a963b7f0efba367db88529946c6fab54caca3eb9448337f6b6c8e139c48",
+                "sha256:09ae780bc7e330af2394b04a43ee6fecb6c12887c62c067ee3d411dd62cc0c34",
+                "sha256:0c2126668ae586cbbc8114e205f11cabf77c17cf77c9f5a98e79d9233cf809d5",
+                "sha256:12feff9d55bb2e9aaf9b5724acac146244b8defc448e59d734a61a8bedb10bb8",
+                "sha256:24595c4d45d088c74ebd5c57837a847c3dbe3a70b2940b045f95fd0382dc8237",
+                "sha256:2b6ed8d7d4043587af62a55783f58d0d62e0e8217749c4cff721e727635dfa96",
+                "sha256:2e427628c784fd76712cf717591ff94beb9c0d31e54f29b293d5a8111cd43c97",
+                "sha256:395523140c8f117d6625339677b7af8c1ff5b37d78f60f0a8a94c13d8f3a6e69",
+                "sha256:404200e0baa84de09ac563ad9ccab3817e9b9669d0025cee74a8752f4bc2771b",
+                "sha256:472d2f8b89dd486fa4912c6885191b1774b49ed566070cdf05920487d366a181",
+                "sha256:5d0615fdc11ab3446db7e1e8acb8400cbf5e7f5da6208a317de81f96f8a31402",
+                "sha256:a973eaeb4667a391bc6f52ddc18ac4ea7d93af3a8cf31a9f5987abcde1f4241b",
+                "sha256:b48ff0af8b784db295aae9d21b73d898d0f2f888868d8f68f0ecb08a7438a3ec",
+                "sha256:ba866b243c47f1a34efe43b8e6d0e8d2630353399530e1267135d00068526283",
+                "sha256:c7ab6aa080085cd0f5ed8b2734240234dd72a712c706f9de7e248b899e2ed76d",
+                "sha256:e0b3e1bcb6848c9587734c8c1abcc3b7d5ae6239081ee7e49440b2f83f2de9c8"
+            ],
+            "version": "==4.0"
+        },
+        "attrs": {
+            "hashes": [
+                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
+                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+            ],
+            "version": "==19.3.0"
         },
         "backcall": {
             "hashes": [
@@ -36,12 +71,19 @@
             ],
             "version": "==0.1.0"
         },
+        "bleach": {
+            "hashes": [
+                "sha256:213336e49e102af26d9cde77dd2d0397afabc5a6bf2fed985dc35b5d1e285a16",
+                "sha256:3fdf7f77adcf649c9911387df51254b813185e32b2c6619f690b593a617e19fa"
+            ],
+            "version": "==3.1.0"
+        },
         "certifi": {
             "hashes": [
-                "sha256:47f9c83ef4c0c621eaef743f133f09fa8a74a9b75f037e8624f83bd1b6626cb7",
-                "sha256:993f830721089fef441cdfeb4b2c8c9df86f0c63239f06bd025a76a7daddb033"
+                "sha256:017c25db2a153ce562900032d5bc68e9f191e44e9a0f762f373977de9df1fbb3",
+                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
             ],
-            "version": "==2018.11.29"
+            "version": "==2019.11.28"
         },
         "chardet": {
             "hashes": [
@@ -50,6 +92,12 @@
             ],
             "version": "==3.0.4"
         },
+        "confuse": {
+            "hashes": [
+                "sha256:5977c6a876b179f8c86ecaf530cc24bf00baaad028c3350b502ee6949536188c"
+            ],
+            "version": "==1.0.0"
+        },
         "cycler": {
             "hashes": [
                 "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
@@ -59,10 +107,24 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:33cd704aea07b4c28b3eb2c97d288a06918275dac0ecebdaf1bc8a48d98adb9e",
-                "sha256:cabb249f4710888a2fc0e13e9a16c343d932033718ff62e1e9bc93a9d3a9122b"
+                "sha256:54c38050039232e1db4ad7375cfce6748d7b41c29e95a081c8a6d2c30364a2ce",
+                "sha256:5d19b92a3c8f7f101c8dd86afd86b0f061a8ce4540ab8cd401fa2542756bce6d"
+            ],
+            "version": "==4.4.1"
+        },
+        "defusedxml": {
+            "hashes": [
+                "sha256:6687150770438374ab581bb7a1b327a847dd9c5749e396102de3fad4e8a3ef93",
+                "sha256:f684034d135af4c6cbb949b8a4d2ed61634515257a67299e5f940fbaa34377f5"
             ],
-            "version": "==4.3.2"
+            "version": "==0.6.0"
+        },
+        "entrypoints": {
+            "hashes": [
+                "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
+                "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
+            ],
+            "version": "==0.3"
         },
         "gast": {
             "hashes": [
@@ -70,71 +132,101 @@
             ],
             "version": "==0.2.2"
         },
+        "google-pasta": {
+            "hashes": [
+                "sha256:41bbe63bab92408452585ff2e1673ec1e35b88e163371cbed2a18510be4e8bc5",
+                "sha256:644dcf3784cf7147ab01de5dc22e60a638d219d4e4a3a7464eb98997ae2fe66f",
+                "sha256:713813a9f7d6589e5defdaf21e80e4392eb124662f8bd829acd51a4f8735c0cb"
+            ],
+            "version": "==0.1.8"
+        },
         "grpcio": {
             "hashes": [
-                "sha256:0134bab8e8d16b195547f9216517b3abcd3e4b6b1f5a1c8940099888003287ac",
-                "sha256:084d4a5f34a671bd0ec4668d3a7a3351015de81e6d4aef6710d9dab026def8cc",
-                "sha256:1ab29724526d8651c8b878257775e17cf3fba7474c01edc76ff8bcfecf570f91",
-                "sha256:1bd017ca22a126af0d7d67b4140b427ae58fd6d79dbd277e6f21be3ee0fdfef7",
-                "sha256:25e7b619973e20d8f2cf05d6af0f2e11263a8792b99c058a5b590ef7aef554b8",
-                "sha256:2e836e6092e6639cc9edb486f27c6fe078408aac54ed345c5762edcf8588d9c2",
-                "sha256:34870eb5d157fe9639f263f0bfe0bcdc1737a6c08181ce113585f6461f37c84b",
-                "sha256:424c8f0748935932d28531ce6d817a11914dfb385b86fe815297f122cd04d592",
-                "sha256:43c42570f769748982c61a249e01eec5f91149e2aa98438c893de64e649d562b",
-                "sha256:4f845d13ecff25012fc9c7f22067fca1d2b3da3f693da146ddcc587fdab3e7b4",
-                "sha256:614de7d6672eb023c08dde70b103efa9faacf86ac63b2a24f8d74b064a86f6f0",
-                "sha256:6c5956292692f385bb12b5f47afd70ae9469d2ee07a949c94aef2946020c1300",
-                "sha256:7030674682433a5cbc069cd5a5fbcdf193c8a3680dc161cd7b984f72ab609f23",
-                "sha256:77fff21bee2d3c3487891cdb69b35190deddac609e48c05262e1097f0b2cd82a",
-                "sha256:8ac64f3e17e6a13abf9628f0ba22012c948d7ab400592510fed3c62444bdcc0d",
-                "sha256:8fdfa8129e1ab2cdf053956dd07b21ccc127c8a8f0c5b83ff60987c009ddb636",
-                "sha256:8ff4935abf61206479dd42c56aba0f6c395aebb5c42b29b1f7c2faae41ad979c",
-                "sha256:9af47d0f4137a2951b73ee592bdc5690b242cfe81cdfacba1b34becbf72a0d59",
-                "sha256:9da5b3c883621afca008d2c5729ddd7f06153f5dcaae1f690bead9b9018a3594",
-                "sha256:abe825aa49e6239d5edf4e222c44170d2c7f6f4b1fd5286b4756a62d8067e112",
-                "sha256:c8330efa27af2b65aa556a66517ba6657a13e259670ad32dec1b6ff3d6616c3c",
-                "sha256:dc3d09abe7b49e84516b53920320d0f0d05587f6398431e50d6a47bd7d27a8b6",
-                "sha256:deb08edefef880609f8bd2945764f31d577785ff3f2daea7027b67432ff12f74",
-                "sha256:e019c86f55cdcd2bbc239beab14167f2e03ee92407c7c42ddf42edf6f5640cce",
-                "sha256:eb0d154c4749458353fbb5a55b39de7aa8445617c20d200729f924be125c56d0",
-                "sha256:eed5edb8f2620ad1157c8c5786809fb0a2d885969287a758752ce514274e3be0",
-                "sha256:f7a9fc2dfbbc0e838c79f908262638fb86ab326b0fbc0ea2c3dd063b3561e9e2",
-                "sha256:f9df2e626f1a8d8114a9dc05a489bdf26a8e926fbbe43112669700f25fe0abb3"
-            ],
-            "version": "==1.18.0"
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+                "sha256:0a0fb2f8e3a13537106bc77e4c63005bc60124a6203034304d9101921afa4e90",
+                "sha256:0c61b74dcfb302613926e785cb3542a0905b9a3a86e9410d8cf5d25e25e10104",
+                "sha256:13383bd70618da03684a8aafbdd9e3d9a6720bf8c07b85d0bc697afed599d8f0",
+                "sha256:1c6e0f6b9d091e3717e9a58d631c8bb4898be3b261c2a01fe46371fdc271052f",
+                "sha256:1cf710c04689daa5cc1e598efba00b028215700dcc1bf66fcb7b4f64f2ea5d5f",
+                "sha256:2da5cee9faf17bb8daf500cd0d28a17ae881ab5500f070a6aace457f4c08cac4",
+                "sha256:2f78ebf340eaf28fa09aba0f836a8b869af1716078dfe8f3b3f6ff785d8f2b0f",
+                "sha256:33a07a1a8e817d733588dbd18e567caad1a6fe0d440c165619866cd490c7911a",
+                "sha256:3d090c66af9c065b7228b07c3416f93173e9839b1d40bb0ce3dd2aa783645026",
+                "sha256:42b903a3596a10e2a3727bae2a76f8aefd324d498424b843cfa9606847faea7b",
+                "sha256:4fffbb58134c4f23e5a8312ac3412db6f5e39e961dc0eb5e3115ce5aa16bf927",
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+                "sha256:cb7a4b41b5e2611f85c3402ac364f1d689f5d7ecbc24a55ef010eedcd6cf460f",
+                "sha256:cd3d3e328f20f7c807a862620c6ee748e8d57ba2a8fc960d48337ed71c6d9d32",
+                "sha256:d1a481777952e4f99b8a6956581f3ee866d7614100d70ae6d7e07327570b85ce",
+                "sha256:d1d49720ed636920bb3d74cedf549382caa9ad55aea89d1de99d817068d896b2",
+                "sha256:d42433f0086cccd192114343473d7dbd4aae9141794f939e2b7b83efc57543db",
+                "sha256:d44c34463a7c481e076f691d8fa25d080c3486978c2c41dca09a8dd75296c2d7",
+                "sha256:d7e5b7af1350e9c8c17a7baf99d575fbd2de69f7f0b0e6ebd47b57506de6493a",
+                "sha256:d9542366a0917b9b48bab1fee481ac01f56bdffc52437b598c09e7840148a6a9",
+                "sha256:df7cdfb40179acc9790a462c049e0b8e109481164dd7ad1a388dd67ff1528759",
+                "sha256:e1a9d9d2e7224d981aea8da79260c7f6932bf31ce1f99b7ccfa5eceeb30dc5d0",
+                "sha256:ed10e5fad105ecb0b12822f924e62d0deb07f46683a0b64416b17fd143daba1d",
+                "sha256:f0ec5371ce2363b03531ed522bfbe691ec940f51f0e111f0500fc0f44518c69d",
+                "sha256:f6580a8a4f5e701289b45fd62a8f6cb5ec41e4d77082424f8b676806dcd22564",
+                "sha256:f7b83e4b2842d44fce3cdc0d54db7a7e0d169a598751bf393601efaa401c83e0",
+                "sha256:ffec45b0db18a555fdfe0c6fa2d0a3fceb751b22b31e8fcd14ceed7bde05481e"
+            ],
+            "version": "==1.26.0"
         },
         "h5py": {
             "hashes": [
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-                "sha256:4162953714a9212d373ac953c10e3329f1e830d3c7473f2a2e4f25dd6241eef0",
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-                "sha256:8cc4aed71e20d87e0a6f02094d718a95252f11f8ed143bc112d22167f08d4040",
-                "sha256:9d41ca62daf36d6b6515ab8765e4c8c4388ee18e2a665701fef2b41563821002",
-                "sha256:a744e13b000f234cd5a5b2a1f95816b819027c57f385da54ad2b7da1adace2f3",
-                "sha256:b087ee01396c4b34e9dc41e3a6a0442158206d383c19c7d0396d52067b17c1cb",
-                "sha256:b0f03af381d33306ce67d18275b61acb4ca111ced645381387a02c8a5ee1b796",
-                "sha256:b9e4b8dfd587365bdd719ae178fa1b6c1231f81280b1375eef8626dfd8761bf3",
-                "sha256:c5dd4ec75985b99166c045909e10f0534704d102848b1d9f0992720e908928e7",
-                "sha256:d2b82f23cd862a9d05108fe99967e9edfa95c136f532a71cb3d28dc252771f50",
-                "sha256:e58a25764472af07b7e1c4b10b0179c8ea726446c7141076286e41891bf3a563",
-                "sha256:f3b49107fbfc77333fc2b1ef4d5de2abcd57e7ea3a1482455229494cf2da56ce"
-            ],
-            "version": "==2.9.0"
+                "sha256:063947eaed5f271679ed4ffa36bb96f57bc14f44dd4336a827d9a02702e6ce6b",
+                "sha256:13c87efa24768a5e24e360a40e0bc4c49bcb7ce1bb13a3a7f9902cec302ccd36",
+                "sha256:16ead3c57141101e3296ebeed79c9c143c32bdd0e82a61a2fc67e8e6d493e9d1",
+                "sha256:3dad1730b6470fad853ef56d755d06bb916ee68a3d8272b3bab0c1ddf83bb99e",
+                "sha256:51ae56894c6c93159086ffa2c94b5b3388c0400548ab26555c143e7cfa05b8e5",
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+                "sha256:86868dc07b9cc8cb7627372a2e6636cdc7a53b7e2854ad020c9e9d8a4d3fd0f5",
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+                "sha256:a5f82cd4938ff8761d9760af3274acf55afc3c91c649c50ab18fcff5510a14a5",
+                "sha256:aac4b57097ac29089f179bbc2a6e14102dd210618e94d77ee4831c65f82f17c0",
+                "sha256:bffbc48331b4a801d2f4b7dac8a72609f0b10e6e516e5c480a3e3241e091c878",
+                "sha256:c0d4b04bbf96c47b6d360cd06939e72def512b20a18a8547fa4af810258355d5",
+                "sha256:c54a2c0dd4957776ace7f95879d81582298c5daf89e77fb8bee7378f132951de",
+                "sha256:cbf28ae4b5af0f05aa6e7551cee304f1d317dbed1eb7ac1d827cee2f1ef97a99",
+                "sha256:d35f7a3a6cefec82bfdad2785e78359a0e6a5fbb3f605dd5623ce88082ccd681",
+                "sha256:d3c59549f90a891691991c17f8e58c8544060fdf3ccdea267100fa5f561ff62f",
+                "sha256:d7ae7a0576b06cb8e8a1c265a8bc4b73d05fdee6429bffc9a26a6eb531e79d72",
+                "sha256:ecf4d0b56ee394a0984de15bceeb97cbe1fe485f1ac205121293fc44dcf3f31f",
+                "sha256:f0e25bb91e7a02efccb50aba6591d3fe2c725479e34769802fcdd4076abfa917",
+                "sha256:f23951a53d18398ef1344c186fb04b26163ca6ce449ebd23404b153fd111ded9",
+                "sha256:ff7d241f866b718e4584fa95f520cb19405220c501bd3a53ee11871ba5166ea2"
+            ],
+            "version": "==2.10.0"
+        },
+        "htmlmin": {
+            "hashes": [
+                "sha256:50c1ef4630374a5d723900096a961cff426dff46b48f34d194a81bbe14eca178"
+            ],
+            "version": "==0.1.12"
         },
         "idna": {
             "hashes": [
@@ -143,6 +235,14 @@
             ],
             "version": "==2.8"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:bdd9b7c397c273bcc9a11d6629a38487cd07154fa255a467bf704cd2c258e359",
+                "sha256:f17c015735e1a88296994c0697ecea7e11db24290941983b08c9feb30921e6d8"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==1.4.0"
+        },
         "ipykernel": {
             "hashes": [
                 "sha256:0aeb7ec277ac42cc2b59ae3d08b10909b2ec161dc6908096210527162b53675d",
@@ -166,33 +266,54 @@
             ],
             "version": "==0.2.0"
         },
+        "isort": {
+            "hashes": [
+                "sha256:54da7e92468955c4fceacd0c86bd0ec997b0e1ee80d97f67c35a78b719dccab1",
+                "sha256:6e811fcb295968434526407adb8796944f1988c5b65e8139058f2014cbe100fd"
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+            "version": "==4.3.21"
+        },
         "jedi": {
             "hashes": [
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-                "sha256:c8481b5e59d34a5c7c42e98f6625e633f6ef59353abea6437472c7ec2093f191"
+                "sha256:b4f4052551025c6b0b0b193b29a6ff7bdb74c52450631206c262aef9f7159ad2",
+                "sha256:d5c871cb9360b414f981e7072c52c33258d598305280fef91c6cae34739d65d5"
             ],
-            "version": "==0.13.2"
+            "version": "==0.16.0"
+        },
+        "jinja2": {
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+                "sha256:6e7a3c2934694d59ad334c93dd1b6c96699cf24c53fdb8ec848ac6b23e685734",
+                "sha256:d6609ae5ec3d56212ca7d802eda654eaf2310000816ce815361041465b108be4"
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+            "version": "==2.11.0"
+        },
+        "joblib": {
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+                "sha256:bdb4fd9b72915ffb49fde2229ce482dd7ae79d842ed8c2b4c932441495af1403"
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+            "version": "==0.14.1"
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         "jsonschema": {
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-                "sha256:6ff5f3180870836cae40f06fa10419f557208175f13ad7bc26caa77beb1f6e02"
+                "sha256:4e5b3cf8216f577bee9ce139cbe72eca3ea4f292ec60928ff24758ce626cd163",
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-            "version": "==2.6.0"
+            "version": "==3.2.0"
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         "jupyter-client": {
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-                "sha256:c44411eb1463ed77548bc2d5ec0d744c9b81c4a542d9637c7a52824e2121b987"
+                "sha256:60e6faec1031d63df57f1cc671ed673dced0ed420f4377ea33db37b1c188b910",
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-            "version": "==5.2.4"
+            "version": "==5.3.4"
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         "jupyter-core": {
             "hashes": [
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-                "sha256:ba70754aa680300306c699790128f6fbd8c306ee5927976cbe48adacf240c0b7"
+                "sha256:464769f7387d7a62a2403d067f1ddc616655b7f77f5d810c0dd62cb54bfd0fb9",
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-            "version": "==4.4.0"
+            "version": "==4.6.1"
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         "jupytext": {
             "hashes": [
@@ -211,117 +332,296 @@
         },
         "keras-applications": {
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-            "version": "==1.0.7"
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+                "sha256:b765ed3930b92812aa698a455847141869ef755a87e099fddd4ccf9d81fffb57",
+                "sha256:c98c5ffd7d41611407a1103ae11c8b634ad6a43606eca3e2a5a269e5d6e8eb07",
+                "sha256:cf7eb6b1025d3e169989416b1adcd676624c2dbed9e3bcb7137f51bfc8cc2572",
+                "sha256:d92350c22b150c1cae7ebb0ee8b5670cc84848f6359cf6b5d8f86617098a9b73",
+                "sha256:e422c3152921cece8b6a2fb6b0b4d73b6579bd20ae075e7d15143e711f3ca2ca",
+                "sha256:e840f552a509e3380b0f0ec977e8124d0dc34dc0e68289ca28f4d7c1d0d79474",
+                "sha256:f3d0a94ad151870978fb93538e95411c83899c9dc63e6fb65542f769568ecfa5"
+            ],
+            "version": "==1.18.1"
+        },
+        "opt-einsum": {
+            "hashes": [
+                "sha256:edfada4b1d0b3b782ace8bc14e80618ff629abf53143e1e6bbf9bd00b11ece77"
+            ],
+            "version": "==3.1.0"
+        },
+        "packaging": {
+            "hashes": [
+                "sha256:170748228214b70b672c581a3dd610ee51f733018650740e98c7df862a583f73",
+                "sha256:e665345f9eef0c621aa0bf2f8d78cf6d21904eef16a93f020240b704a57f1334"
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+            "version": "==20.1"
         },
         "pandas": {
             "hashes": [
@@ -349,27 +649,39 @@
             "index": "pypi",
             "version": "==0.24.1"
         },
-        "parso": {
+        "pandas-profiling": {
+            "hashes": [
+                "sha256:960e1250643ab2fec6adf334021ee67991e13cecad97b6f53557e45e9ce50f01"
+            ],
+            "index": "pypi",
+            "version": "==2.4.0"
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+        "pandocfilters": {
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-                "sha256:8162be7570ffb34ec0b8d215d7f3b6c5fab24f51eb3886d6dee362de96b6db94"
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-            "version": "==0.3.3"
+            "version": "==1.4.2"
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-        "pbr": {
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-                "sha256:d717573351cfe09f49df61906cd272abaa759b3e91744396b804965ff7bff38b"
+                "sha256:1376bdc8cb81377ca481976933773295218a2df47d3e1182ba76d372b1acb128",
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-            "version": "==5.1.2"
+            "version": "==0.6.0"
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-                "sha256:3fbd41d4caf27fa4a377bfd16fef87271099463e6fa73e92a52f92dfee5d425b"
+                "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937",
+                "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"
             ],
             "markers": "sys_platform != 'win32'",
-            "version": "==4.6.0"
+            "version": "==4.8.0"
+        },
+        "phik": {
+            "hashes": [
+                "sha256:c398452c5c1eea153905666b289c6a153712cf3d58811fa41e2bbbd27a65d678"
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+            "version": "==0.9.8"
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         "pickleshare": {
             "hashes": [
@@ -421,34 +733,43 @@
             "index": "pypi",
             "version": "==3.6.0"
         },
+        "pluggy": {
+            "hashes": [
+                "sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0",
+                "sha256:966c145cd83c96502c3c3868f50408687b38434af77734af1e9ca461a4081d2d"
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-                "sha256:df5835fb8f417aa55e5cafadbaeb0cf630a1e824aad16989f9f0493e679ec010"
+                "sha256:46642344ce457641f28fc9d1c9ca939b63dadf8df128b86f1b9860e59c73a5e4",
+                "sha256:e7f8af9e3d70f514373bf41aa51bc33af12a6db3f71461ea47fea985defb2c31",
+                "sha256:f15af68f66e664eaa559d4ac8a928111eebd5feda0c11738b5998045224829db"
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-            "version": "==2.0.8"
+            "version": "==2.0.10"
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-            "version": "==3.6.1"
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+                "sha256:9c7b19c30cf0644afd0e4218b13f637ce54382fdcb1c8f75bf3e84e49a5f6d0a",
+                "sha256:a2e6f57114933882ec701807f217df2fb4588d47f71f227c0a163446b930d507",
+                "sha256:a6b970a2eccfcbabe1acf230fbf112face1c4700036c95e195f3554d7bcb04c1",
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+                "sha256:d61b14a9090da77fe87e38ba4c6c43d3533dcbeb5d84f5474e7ac63c532dcc9c",
+                "sha256:d6faf5dbefb593e127463f58076b62fcfe0784187be8fe1aa9167388f24a22a1"
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         },
         "ptyprocess": {
             "hashes": [
@@ -457,86 +778,124 @@
             ],
             "version": "==0.6.0"
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+        "py": {
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-            "version": "==2.3.1"
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-            "version": "==2.21.0"
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@@ -546,69 +905,55 @@
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+            "version": "==1.4.1"
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         "seaborn": {
             "hashes": [
@@ -620,10 +965,10 @@
         },
         "six": {
             "hashes": [
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-            "version": "==1.12.0"
+            "version": "==1.14.0"
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         "sklearn": {
             "hashes": [
@@ -642,28 +987,31 @@
         },
         "tensorboard": {
             "hashes": [
-                "sha256:6f194519f41762bfdf5eb410ccf33226d1c252caf5ad8893288648bfbcf4d135",
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-            "version": "==1.12.2"
+            "version": "==1.15.0"
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         "tensorflow": {
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-                "sha256:f587dc03b5f0d1e50cca39b7159c9f21ffdec96273dbf5f7619d48c622cb21f2"
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+                "sha256:613072266dd60986b79e517f9e4a5f5d7c8495faeb439808db9a493ec3bebf96",
+                "sha256:618a7cb1499b0c0d6398f342e9b8ac08497c3105c68942f344dc9bf67ae1f22d",
+                "sha256:6b4c94168eb32a111b8510b2d4b1c5b6760bcabd6d56633025e5b99753d62bdf",
+                "sha256:a82c2c498ebab190ec2a06aec8455d6f7c191dff5fdd5b5528b416f42b0291b9",
+                "sha256:b6c57269009a641a74b3456ef7483e69143ed9762af321b0560db5a72cdcb01f",
+                "sha256:ef20ebaf39383271cdd4599e7593d01ebf73be61a59f015e404a36e8d06f7b7e"
             ],
             "index": "pypi",
-            "version": "==1.12.0"
+            "version": "==1.15.2"
+        },
+        "tensorflow-estimator": {
+            "hashes": [
+                "sha256:8853bfb7c3c96fbdc80b3d66c37a10af6ccbcd235dc87474764270c02a0f86b9"
+            ],
+            "version": "==1.15.1"
         },
         "termcolor": {
             "hashes": [
@@ -673,22 +1021,29 @@
         },
         "testfixtures": {
             "hashes": [
-                "sha256:59df1b51118978400d9926d5c1efb295f900ae626a54113323732647e453a80f",
-                "sha256:cbd0f095d178de578709bcf4cc6eea896964635d2b41386d1cc7583674809b0e"
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             ],
-            "version": "==6.5.0"
+            "version": "==6.10.3"
+        },
+        "testpath": {
+            "hashes": [
+                "sha256:60e0a3261c149755f4399a1fff7d37523179a70fdc3abdf78de9fc2604aeec7e",
+                "sha256:bfcf9411ef4bf3db7579063e0546938b1edda3d69f4e1fb8756991f5951f85d4"
+            ],
+            "version": "==0.4.4"
         },
         "tornado": {
             "hashes": [
-                "sha256:0662d28b1ca9f67108c7e3b77afabfb9c7e87bde174fbda78186ecedc2499a9d",
-                "sha256:4e5158d97583502a7e2739951553cbd88a72076f152b4b11b64b9a10c4c49409",
-                "sha256:732e836008c708de2e89a31cb2fa6c0e5a70cb60492bee6f1ea1047500feaf7f",
-                "sha256:8154ec22c450df4e06b35f131adc4f2f3a12ec85981a203301d310abf580500f",
-                "sha256:8e9d728c4579682e837c92fdd98036bd5cdefa1da2aaf6acf26947e6dd0c01c5",
-                "sha256:d4b3e5329f572f055b587efc57d29bd051589fb5a43ec8898c77a47ec2fa2bbb",
-                "sha256:e5f2585afccbff22390cddac29849df463b252b711aa2ce7c5f3f342a5b3b444"
+                "sha256:349884248c36801afa19e342a77cc4458caca694b0eda633f5878e458a44cb2c",
+                "sha256:398e0d35e086ba38a0427c3b37f4337327231942e731edaa6e9fd1865bbd6f60",
+                "sha256:4e73ef678b1a859f0cb29e1d895526a20ea64b5ffd510a2307b5998c7df24281",
+                "sha256:559bce3d31484b665259f50cd94c5c28b961b09315ccd838f284687245f416e5",
+                "sha256:abbe53a39734ef4aba061fca54e30c6b4639d3e1f59653f0da37a0003de148c7",
+                "sha256:c845db36ba616912074c5b1ee897f8e0124df269468f25e4fe21fe72f6edd7a9",
+                "sha256:c9399267c926a4e7c418baa5cbe91c7d1cf362d505a1ef898fde44a07c9dd8a5"
             ],
-            "version": "==5.1.1"
+            "version": "==6.0.3"
         },
         "tqdm": {
             "hashes": [
@@ -700,39 +1055,86 @@
         },
         "traitlets": {
             "hashes": [
-                "sha256:9c4bd2d267b7153df9152698efb1050a5d84982d3384a37b2c1f7723ba3e7835",
-                "sha256:c6cb5e6f57c5a9bdaa40fa71ce7b4af30298fbab9ece9815b5d995ab6217c7d9"
+                "sha256:70b4c6a1d9019d7b4f6846832288f86998aa3b9207c6821f3578a6a6a467fe44",
+                "sha256:d023ee369ddd2763310e4c3eae1ff649689440d4ae59d7485eb4cfbbe3e359f7"
+            ],
+            "version": "==4.3.3"
+        },
+        "typed-ast": {
+            "hashes": [
+                "sha256:0666aa36131496aed8f7be0410ff974562ab7eeac11ef351def9ea6fa28f6355",
+                "sha256:0c2c07682d61a629b68433afb159376e24e5b2fd4641d35424e462169c0a7919",
+                "sha256:249862707802d40f7f29f6e1aad8d84b5aa9e44552d2cc17384b209f091276aa",
+                "sha256:24995c843eb0ad11a4527b026b4dde3da70e1f2d8806c99b7b4a7cf491612652",
+                "sha256:269151951236b0f9a6f04015a9004084a5ab0d5f19b57de779f908621e7d8b75",
+                "sha256:4083861b0aa07990b619bd7ddc365eb7fa4b817e99cf5f8d9cf21a42780f6e01",
+                "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"
             ],
-            "version": "==4.3.2"
+            "markers": "implementation_name == 'cpython' and python_version < '3.8'",
+            "version": "==1.4.1"
         },
         "urllib3": {
             "hashes": [
-                "sha256:61bf29cada3fc2fbefad4fdf059ea4bd1b4a86d2b6d15e1c7c0b582b9752fe39",
-                "sha256:de9529817c93f27c8ccbfead6985011db27bd0ddfcdb2d86f3f663385c6a9c22"
+                "sha256:2f3db8b19923a873b3e5256dc9c2dedfa883e33d87c690d9c7913e1f40673cdc",
+                "sha256:87716c2d2a7121198ebcb7ce7cccf6ce5e9ba539041cfbaeecfb641dc0bf6acc"
             ],
-            "version": "==1.24.1"
+            "version": "==1.25.8"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
+                "sha256:8fd29383f539be45b20bd4df0dc29c20ba48654a41e661925e612311e9f3c603",
+                "sha256:f28b3e8a6483e5d49e7f8949ac1a78314e740333ae305b4ba5defd3e74fb37a8"
+            ],
+            "version": "==0.1.8"
+        },
+        "webencodings": {
+            "hashes": [
+                "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78",
+                "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"
             ],
-            "version": "==0.1.7"
+            "version": "==0.5.1"
         },
         "werkzeug": {
             "hashes": [
-                "sha256:c3fd7a7d41976d9f44db327260e263132466836cef6f91512889ed60ad26557c",
-                "sha256:d5da73735293558eb1651ee2fddc4d0dedcfa06538b8813a2e20011583c9e49b"
+                "sha256:1e0dedc2acb1f46827daa2e399c1485c8fa17c0d8e70b6b875b4e7f54bf408d2",
+                "sha256:b353856d37dec59d6511359f97f6a4b2468442e454bd1c98298ddce53cac1f04"
             ],
-            "version": "==0.14.1"
+            "version": "==0.16.1"
         },
         "wheel": {
             "hashes": [
-                "sha256:029703bf514e16c8271c3821806a1c171220cc5bdd325cbf4e7da1e056a01db6",
-                "sha256:1e53cdb3f808d5ccd0df57f964263752aa74ea7359526d3da6c02114ec1e1d44"
+                "sha256:48e082fac9a549bb30abcb71360db41e9e999f63bfc9933fdb7339ba7205330f",
+                "sha256:664b9c5033ee7cd5aa6b355bc8a4a5915eadb7612e7b0acab1aa71f005457107"
             ],
             "markers": "python_version >= '3'",
-            "version": "==0.32.3"
+            "version": "==0.34.1"
+        },
+        "wrapt": {
+            "hashes": [
+                "sha256:565a021fd19419476b9362b05eeaa094178de64f8361e44468f9e9d7843901e1"
+            ],
+            "version": "==1.11.2"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:ccc94ed0909b58ffe34430ea5451f07bc0c76467d7081619a454bf5c98b89e28",
+                "sha256:feae2f18633c32fc71f2de629bfb3bd3c9325cd4419642b1f1da42ee488d9b98"
+            ],
+            "version": "==2.1.0"
         }
     },
     "develop": {}