Add visualizations for missing data
This commit is contained in:
parent
563a442ad9
commit
c60a901062
3 changed files with 264 additions and 41 deletions
File diff suppressed because one or more lines are too long
2
Pipfile
2
Pipfile
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@ -12,6 +12,8 @@ xlrd = "*"
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xlwt = "*"
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tabulate = "*"
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requests = "*"
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seaborn = "*"
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missingno = "*"
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[dev-packages]
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black = "*"
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119
Pipfile.lock
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119
Pipfile.lock
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@ -1,7 +1,7 @@
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{
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"_meta": {
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"hash": {
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"sha256": "89d69d29f8974834a6df6bb70a1c14e50754ad6fe7fff49f5cde9478b59f0995"
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"sha256": "b9e10abf6d574d2d423a53aca049fcee7b8f1c730088a0079da637e77d22c2c0"
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},
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"pipfile-spec": 6,
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"requires": {
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@ -51,6 +51,13 @@
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],
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"version": "==3.0.4"
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},
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"cycler": {
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"hashes": [
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"sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
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"sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
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],
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"version": "==0.10.0"
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},
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"decorator": {
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"hashes": [
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"sha256:2c51dff8ef3c447388fe5e4453d24a2bf128d3a4c32af3fabef1f01c6851ab82",
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@ -161,12 +168,73 @@
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],
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"version": "==4.4.0"
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},
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"kiwisolver": {
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"hashes": [
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"sha256:0ee4ed8b3ae8f5f712b0aa9ebd2858b5b232f1b9a96b0943dceb34df2a223bc3",
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"sha256:0f7f532f3c94e99545a29f4c3f05637f4d2713e7fd91b4dd8abfc18340b86cd5",
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"sha256:1a078f5dd7e99317098f0e0d490257fd0349d79363e8c923d5bb76428f318421",
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"sha256:1aa0b55a0eb1bd3fa82e704f44fb8f16e26702af1a073cc5030eea399e617b56",
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"sha256:2874060b91e131ceeff00574b7c2140749c9355817a4ed498e82a4ffa308ecbc",
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"sha256:379d97783ba8d2934d52221c833407f20ca287b36d949b4bba6c75274bcf6363",
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"sha256:3b791ddf2aefc56382aadc26ea5b352e86a2921e4e85c31c1f770f527eb06ce4",
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"sha256:4329008a167fac233e398e8a600d1b91539dc33c5a3eadee84c0d4b04d4494fa",
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"sha256:45813e0873bbb679334a161b28cb9606d9665e70561fd6caa8863e279b5e464b",
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"sha256:53a5b27e6b5717bdc0125338a822605084054c80f382051fb945d2c0e6899a20",
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"sha256:574f24b9805cb1c72d02b9f7749aa0cc0b81aa82571be5201aa1453190390ae5",
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"sha256:66f82819ff47fa67a11540da96966fb9245504b7f496034f534b81cacf333861",
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"sha256:79e5fe3ccd5144ae80777e12973027bd2f4f5e3ae8eb286cabe787bed9780138",
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"sha256:83410258eb886f3456714eea4d4304db3a1fc8624623fc3f38a487ab36c0f653",
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"sha256:8b6a7b596ce1d2a6d93c3562f1178ebd3b7bb445b3b0dd33b09f9255e312a965",
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"sha256:9576cb63897fbfa69df60f994082c3f4b8e6adb49cccb60efb2a80a208e6f996",
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"sha256:95a25d9f3449046ecbe9065be8f8380c03c56081bc5d41fe0fb964aaa30b2195",
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"sha256:a424f048bebc4476620e77f3e4d1f282920cef9bc376ba16d0b8fe97eec87cde",
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"sha256:aaec1cfd94f4f3e9a25e144d5b0ed1eb8a9596ec36d7318a504d813412563a85",
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"sha256:acb673eecbae089ea3be3dcf75bfe45fc8d4dcdc951e27d8691887963cf421c7",
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"sha256:b15bc8d2c2848a4a7c04f76c9b3dc3561e95d4dabc6b4f24bfabe5fd81a0b14f",
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"sha256:b1c240d565e977d80c0083404c01e4d59c5772c977fae2c483f100567f50847b",
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"sha256:c595693de998461bcd49b8d20568c8870b3209b8ea323b2a7b0ea86d85864694",
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"sha256:ce3be5d520b4d2c3e5eeb4cd2ef62b9b9ab8ac6b6fedbaa0e39cdb6f50644278",
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"sha256:e0f910f84b35c36a3513b96d816e6442ae138862257ae18a0019d2fc67b041dc",
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"sha256:ea36e19ac0a483eea239320aef0bd40702404ff8c7e42179a2d9d36c5afcb55c",
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"sha256:efabbcd4f406b532206b8801058c8bab9e79645b9880329253ae3322b7b02cd5",
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"sha256:f923406e6b32c86309261b8195e24e18b6a8801df0cfc7814ac44017bfcb3939"
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],
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"markers": "python_version >= '2.7' and python_version != '3.0.*' and python_version != '3.1.*' and python_version != '3.3.*' and python_version != '3.2.*'",
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"version": "==1.0.1"
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},
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"markupsafe": {
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"hashes": [
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"sha256:a6be69091dac236ea9c6bc7d012beab42010fa914c459791d627dad4910eb665"
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],
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"version": "==1.0"
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},
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"matplotlib": {
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"hashes": [
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"sha256:0f5ab0736e76d1626770aa1d330647806e6609b785801d25fb1b7bfcd0fc502d",
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"sha256:25cb49bcde226dcf11bdeabe571b8311ee49e50aae92c8105ee35c5820d5ec02",
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"sha256:35ea69c8524f5931949f67134ed5b763706ef99a3f80b7fc3f2994aacf70e362",
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"sha256:44136f1fcec98ee7dc75dfae73d567d10a55906cb2d6468469ec58d133ff44e6",
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"sha256:5e823d5502fc6c032ac56812a6226f98416b38e1e35b43b5c605a17f6fe19f05",
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"sha256:641466e8e16a18bee55cfc10d83219f32297d50a392f4a06e0217a26115be765",
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"sha256:8538076ab19e02fb8723d9850f7d895c2bf6b7c86e0fa82aedd5051859288b94",
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"sha256:8e23f9c9bca5ffdf6c86fac0e8a0a3c3daeb616042f082bda96cbe94458e234a",
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"sha256:95e99a64db209e9bb80731cddb2705021f3d06c08bd52787016c97d5ee5f6f63",
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"sha256:9945cf086cca6fa8f929a8926fbb5cd116cf860eff65395aadda725aabde35c9",
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"sha256:aeda129b0149ac5554b11c6a539fb1e5347e6f088752fb79e2b71b76d6e10116",
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"sha256:c6e83ca4e70dc5d3185ee15544a66fbf25aff6f242d6102c2358cee240963785",
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"sha256:e041d42e6cf4a363aa544e6affedc7ce21c71232147c9f206044e7dfb034bc94"
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],
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"markers": "python_version != '3.0.*' and python_version != '3.2.*' and python_version != '3.3.*' and python_version != '3.1.*' and python_version >= '2.7'",
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"version": "==3.0.0rc2"
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},
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"missingno": {
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"hashes": [
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"sha256:3f192fd713619694b16bbc4c5021fdb4edfb39188e86e2adf03e67a876249479",
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"sha256:56065805d38260e4c1f5a5cb65d5da272cdcd9b3cb6b8bb6900cda2cb74818b1"
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],
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"index": "pypi",
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"version": "==0.4.1"
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},
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"mistune": {
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"hashes": [
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"sha256:b4c512ce2fc99e5a62eb95a4aba4b73e5f90264115c40b70a21e1f7d4e0eac91",
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@ -311,6 +379,13 @@
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],
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"version": "==2.2.0"
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},
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"pyparsing": {
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"hashes": [
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"sha256:0832bcf47acd283788593e7a0f542407bd9550a55a8a8435214a1960e04bcb04",
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"sha256:fee43f17a9c4087e7ed1605bd6df994c6173c1e977d7ade7b651292fab2bd010"
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],
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"version": "==2.2.0"
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},
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"pyrsistent": {
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"hashes": [
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"sha256:4024f838472cba9ea1ccbc638e0bcafec2efda28594a9905177ec365f1a95fea"
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@ -377,6 +452,48 @@
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"index": "pypi",
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"version": "==2.19.1"
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},
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"scipy": {
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"hashes": [
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"sha256:0611ee97296265af4a21164a5323f8c1b4e8e15c582d3dfa7610825900136bb7",
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"sha256:08237eda23fd8e4e54838258b124f1cd141379a5f281b0a234ca99b38918c07a",
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"sha256:0e645dbfc03f279e1946cf07c9c754c2a1859cb4a41c5f70b25f6b3a586b6dbd",
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"sha256:0e9bb7efe5f051ea7212555b290e784b82f21ffd0f655405ac4f87e288b730b3",
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"sha256:108c16640849e5827e7d51023efb3bd79244098c3f21e4897a1007720cb7ce37",
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"sha256:340ef70f5b0f4e2b4b43c8c8061165911bc6b2ad16f8de85d9774545e2c47463",
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"sha256:3ad73dfc6f82e494195144bd3a129c7241e761179b7cb5c07b9a0ede99c686f3",
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"sha256:3b243c77a822cd034dad53058d7c2abf80062aa6f4a32e9799c95d6391558631",
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"sha256:404a00314e85eca9d46b80929571b938e97a143b4f2ddc2b2b3c91a4c4ead9c5",
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"sha256:423b3ff76957d29d1cce1bc0d62ebaf9a3fdfaf62344e3fdec14619bb7b5ad3a",
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"sha256:42d9149a2fff7affdd352d157fa5717033767857c11bd55aa4a519a44343dfef",
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"sha256:625f25a6b7d795e8830cb70439453c9f163e6870e710ec99eba5722775b318f3",
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"sha256:698c6409da58686f2df3d6f815491fd5b4c2de6817a45379517c92366eea208f",
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"sha256:729f8f8363d32cebcb946de278324ab43d28096f36593be6281ca1ee86ce6559",
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"sha256:8190770146a4c8ed5d330d5b5ad1c76251c63349d25c96b3094875b930c44692",
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"sha256:878352408424dffaa695ffedf2f9f92844e116686923ed9aa8626fc30d32cfd1",
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"sha256:8b984f0821577d889f3c7ca8445564175fb4ac7c7f9659b7c60bef95b2b70e76",
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"sha256:8f841bbc21d3dad2111a94c490fb0a591b8612ffea86b8e5571746ae76a3deac",
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"sha256:c22b27371b3866c92796e5d7907e914f0e58a36d3222c5d436ddd3f0e354227a",
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"sha256:d0cdd5658b49a722783b8b4f61a6f1f9c75042d0e29a30ccb6cacc9b25f6d9e2",
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"sha256:d40dc7f494b06dcee0d303e51a00451b2da6119acbeaccf8369f2d29e28917ac",
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"sha256:d8491d4784aceb1f100ddb8e31239c54e4afab8d607928a9f7ef2469ec35ae01",
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"sha256:dfc5080c38dde3f43d8fbb9c0539a7839683475226cf83e4b24363b227dfe552",
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"sha256:e24e22c8d98d3c704bb3410bce9b69e122a8de487ad3dbfe9985d154e5c03a40",
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"sha256:e7a01e53163818d56eabddcafdc2090e9daba178aad05516b20c6591c4811020",
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"sha256:ee677635393414930541a096fc8e61634304bb0153e4e02b75685b11eba14cae",
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"sha256:f0521af1b722265d824d6ad055acfe9bd3341765735c44b5a4d0069e189a0f40",
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"sha256:f25c281f12c0da726c6ed00535ca5d1622ec755c30a3f8eafef26cf43fede694"
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],
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"markers": "python_version >= '2.7' and python_version != '3.0.*' and python_version != '3.1.*' and python_version != '3.3.*' and python_version != '3.2.*'",
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"version": "==1.1.0"
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},
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"seaborn": {
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"hashes": [
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"sha256:42e627b24e849c2d3bbfd059e00005f6afbc4a76e4895baf44ae23fe8a4b09a5",
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"sha256:76c83f794ca320fb6b23a7c6192d5e185a5fcf4758966a0c0a54baee46d41e2f"
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],
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"index": "pypi",
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"version": "==0.9.0"
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},
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"send2trash": {
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"hashes": [
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"sha256:60001cc07d707fe247c94f74ca6ac0d3255aabcb930529690897ca2a39db28b2",
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