diff --git a/.gitignore b/.gitignore
index abac6a4..58dfb66 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,7 @@
 .ipynb_checkpoints
 __pycache__
 .DS_Store
+.vscode/
 data/test.csv
 data/kaggle_submit.csv
 
diff --git a/Pipfile b/Pipfile
index a143328..9444d1c 100644
--- a/Pipfile
+++ b/Pipfile
@@ -6,6 +6,7 @@ verify_ssl = true
 [dev-packages]
 jupyterlab = "*"
 docker = "*"
+pylint = "*"
 
 [packages]
 pandas = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index d30e4f1..64443cf 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "ad6fa366508ac6b79ab54a1f762bd1f32b4302a8f3db86849718923f70f7ea13"
+            "sha256": "c9040fa65384eba67aebe0f5264388a8b901aa9734b0719c6a48b00fa39cf67a"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -25,125 +25,121 @@
         },
         "joblib": {
             "hashes": [
-                "sha256:4deed0d8d3368aa0353f9a3cb22582c7100ce9db2c4b489c838957982b3a5d2b",
-                "sha256:e03840163390c19d139381a2545e413b192d9253ea41286085e30ceaeadbfec4"
+                "sha256:21e0c34a69ad7fde4f2b1f3402290e9ec46f545f15f1541c582edfe05d87b63a",
+                "sha256:315d6b19643ec4afd4c41c671f9f2d65ea9d787da093487a81ead7b0bac94524"
             ],
             "index": "pypi",
-            "version": "==0.13.1"
+            "version": "==0.13.2"
         },
         "kiwisolver": {
             "hashes": [
-                "sha256:0ee4ed8b3ae8f5f712b0aa9ebd2858b5b232f1b9a96b0943dceb34df2a223bc3",
-                "sha256:0f7f532f3c94e99545a29f4c3f05637f4d2713e7fd91b4dd8abfc18340b86cd5",
-                "sha256:1a078f5dd7e99317098f0e0d490257fd0349d79363e8c923d5bb76428f318421",
-                "sha256:1aa0b55a0eb1bd3fa82e704f44fb8f16e26702af1a073cc5030eea399e617b56",
-                "sha256:2874060b91e131ceeff00574b7c2140749c9355817a4ed498e82a4ffa308ecbc",
-                "sha256:379d97783ba8d2934d52221c833407f20ca287b36d949b4bba6c75274bcf6363",
-                "sha256:3b791ddf2aefc56382aadc26ea5b352e86a2921e4e85c31c1f770f527eb06ce4",
-                "sha256:4329008a167fac233e398e8a600d1b91539dc33c5a3eadee84c0d4b04d4494fa",
-                "sha256:45813e0873bbb679334a161b28cb9606d9665e70561fd6caa8863e279b5e464b",
-                "sha256:53a5b27e6b5717bdc0125338a822605084054c80f382051fb945d2c0e6899a20",
-                "sha256:574f24b9805cb1c72d02b9f7749aa0cc0b81aa82571be5201aa1453190390ae5",
-                "sha256:66f82819ff47fa67a11540da96966fb9245504b7f496034f534b81cacf333861",
-                "sha256:79e5fe3ccd5144ae80777e12973027bd2f4f5e3ae8eb286cabe787bed9780138",
-                "sha256:83410258eb886f3456714eea4d4304db3a1fc8624623fc3f38a487ab36c0f653",
-                "sha256:8b6a7b596ce1d2a6d93c3562f1178ebd3b7bb445b3b0dd33b09f9255e312a965",
-                "sha256:9576cb63897fbfa69df60f994082c3f4b8e6adb49cccb60efb2a80a208e6f996",
-                "sha256:95a25d9f3449046ecbe9065be8f8380c03c56081bc5d41fe0fb964aaa30b2195",
-                "sha256:a424f048bebc4476620e77f3e4d1f282920cef9bc376ba16d0b8fe97eec87cde",
-                "sha256:aaec1cfd94f4f3e9a25e144d5b0ed1eb8a9596ec36d7318a504d813412563a85",
-                "sha256:acb673eecbae089ea3be3dcf75bfe45fc8d4dcdc951e27d8691887963cf421c7",
-                "sha256:b15bc8d2c2848a4a7c04f76c9b3dc3561e95d4dabc6b4f24bfabe5fd81a0b14f",
-                "sha256:b1c240d565e977d80c0083404c01e4d59c5772c977fae2c483f100567f50847b",
-                "sha256:c595693de998461bcd49b8d20568c8870b3209b8ea323b2a7b0ea86d85864694",
-                "sha256:ce3be5d520b4d2c3e5eeb4cd2ef62b9b9ab8ac6b6fedbaa0e39cdb6f50644278",
-                "sha256:e0f910f84b35c36a3513b96d816e6442ae138862257ae18a0019d2fc67b041dc",
-                "sha256:ea36e19ac0a483eea239320aef0bd40702404ff8c7e42179a2d9d36c5afcb55c",
-                "sha256:efabbcd4f406b532206b8801058c8bab9e79645b9880329253ae3322b7b02cd5",
-                "sha256:f923406e6b32c86309261b8195e24e18b6a8801df0cfc7814ac44017bfcb3939"
-            ],
-            "version": "==1.0.1"
+                "sha256:05b5b061e09f60f56244adc885c4a7867da25ca387376b02c1efc29cc16bcd0f",
+                "sha256:26f4fbd6f5e1dabff70a9ba0d2c4bd30761086454aa30dddc5b52764ee4852b7",
+                "sha256:3b2378ad387f49cbb328205bda569b9f87288d6bc1bf4cd683c34523a2341efe",
+                "sha256:400599c0fe58d21522cae0e8b22318e09d9729451b17ee61ba8e1e7c0346565c",
+                "sha256:47b8cb81a7d18dbaf4fed6a61c3cecdb5adec7b4ac292bddb0d016d57e8507d5",
+                "sha256:53eaed412477c836e1b9522c19858a8557d6e595077830146182225613b11a75",
+                "sha256:58e626e1f7dfbb620d08d457325a4cdac65d1809680009f46bf41eaf74ad0187",
+                "sha256:5a52e1b006bfa5be04fe4debbcdd2688432a9af4b207a3f429c74ad625022641",
+                "sha256:5c7ca4e449ac9f99b3b9d4693debb1d6d237d1542dd6a56b3305fe8a9620f883",
+                "sha256:682e54f0ce8f45981878756d7203fd01e188cc6c8b2c5e2cf03675390b4534d5",
+                "sha256:79bfb2f0bd7cbf9ea256612c9523367e5ec51d7cd616ae20ca2c90f575d839a2",
+                "sha256:7f4dd50874177d2bb060d74769210f3bce1af87a8c7cf5b37d032ebf94f0aca3",
+                "sha256:8944a16020c07b682df861207b7e0efcd2f46c7488619cb55f65882279119389",
+                "sha256:8aa7009437640beb2768bfd06da049bad0df85f47ff18426261acecd1cf00897",
+                "sha256:939f36f21a8c571686eb491acfffa9c7f1ac345087281b412d63ea39ca14ec4a",
+                "sha256:9733b7f64bd9f807832d673355f79703f81f0b3e52bfce420fc00d8cb28c6a6c",
+                "sha256:a02f6c3e229d0b7220bd74600e9351e18bc0c361b05f29adae0d10599ae0e326",
+                "sha256:a0c0a9f06872330d0dd31b45607197caab3c22777600e88031bfe66799e70bb0",
+                "sha256:acc4df99308111585121db217681f1ce0eecb48d3a828a2f9bbf9773f4937e9e",
+                "sha256:b64916959e4ae0ac78af7c3e8cef4becee0c0e9694ad477b4c6b3a536de6a544",
+                "sha256:d3fcf0819dc3fea58be1fd1ca390851bdb719a549850e708ed858503ff25d995",
+                "sha256:d52e3b1868a4e8fd18b5cb15055c76820df514e26aa84cc02f593d99fef6707f",
+                "sha256:db1a5d3cc4ae943d674718d6c47d2d82488ddd94b93b9e12d24aabdbfe48caee",
+                "sha256:e3a21a720791712ed721c7b95d433e036134de6f18c77dbe96119eaf7aa08004",
+                "sha256:e8bf074363ce2babeb4764d94f8e65efd22e6a7c74860a4f05a6947afc020ff2",
+                "sha256:f16814a4a96dc04bf1da7d53ee8d5b1d6decfc1a92a63349bb15d37b6a263dd9",
+                "sha256:f2b22153870ca5cf2ab9c940d7bc38e8e9089fa0f7e5856ea195e1cf4ff43d5a",
+                "sha256:f790f8b3dff3d53453de6a7b7ddd173d2e020fb160baff578d578065b108a05f"
+            ],
+            "version": "==1.1.0"
         },
         "matplotlib": {
             "hashes": [
-                "sha256:16aa61846efddf91df623bbb4598e63be1068a6b6a2e6361cc802b41c7a286eb",
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-                "sha256:8e1223d868be89423ec95ada5f37aa408ee64fe76ccb8e4d5f533699ba4c0e4a",
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-                "sha256:f4c12a01eb2dc16693887a874ba948b18c92f425c4d329639ece6d3bb8e631bb"
+                "sha256:08d9bc2e2acef42965256acd5015dc2c899cbd53e01bf4214c5510c7ea0efd2d",
+                "sha256:1e0213f87cc0076f7b0c4c251d7e23601e2419cd98691df79edb95517ba06f0c",
+                "sha256:1f31053f660df5f0310118d7f5bd1e8025170e9773f0bebe8fec486d0926adf6",
+                "sha256:399bf6352633aeeb45ca55c6c943fa2738022fb17ae498c32a142ced0b41528d",
+                "sha256:409a5894efb810d630d2512449c7a4394de9a4d15fc6394e26a409b17d9cc18c",
+                "sha256:5c5ef5cf1bc8f483123102e2615644937af7d4c01d100acc72bf74a044a78717",
+                "sha256:d0052be5cdfa27018bb08194b8812c47cb985d60eb682e1809c76e9600839516",
+                "sha256:e7d6620d145ca9f6c3e88248e5734b6fda430e75e70755b887e48f8e9bc1de2a",
+                "sha256:f3d8b6bccc577e4e5ecbd58fdd63cacb8e58f0ed1e97616a7f7a7baaf4b8d036"
             ],
             "index": "pypi",
-            "version": "==3.0.2"
+            "version": "==3.1.0"
         },
         "numpy": {
             "hashes": [
-                "sha256:0cdbbaa30ae69281b18dd995d3079c4e552ad6d5426977f66b9a2a95f11f552a",
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+                "sha256:ad3399da9b0ca36e2f24de72f67ab2854a62e623274607e37e0ce5f5d5fa9166",
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+                "sha256:b5554368e4ede1856121b0dfa35ce71768102e4aa55e526cb8de7f374ff78722",
+                "sha256:cbddc56b2502d3f87fda4f98d948eb5b11f36ff3902e17cb6cc44727f2200525",
+                "sha256:d79f18f41751725c56eceab2a886f021d70fd70a6188fd386e29a045945ffc10",
+                "sha256:dc2ca26a19ab32dc475dbad9dfe723d3a64c835f4c23f625c2b6566ca32b9f29",
+                "sha256:dd9bcd4f294eb0633bb33d1a74febdd2b9018b8b8ed325f861fffcd2c7660bb8",
+                "sha256:e8baab1bc7c9152715844f1faca6744f2416929de10d7639ed49555a85549f52",
+                "sha256:ec31fe12668af687b99acf1567399632a7c47b0e17cfb9ae47c098644ef36797",
+                "sha256:f12b4f7e2d8f9da3141564e6737d79016fe5336cc92de6814eba579744f65b0a",
+                "sha256:f58ac38d5ca045a377b3b377c84df8175ab992c970a53332fa8ac2373df44ff7"
             ],
             "index": "pypi",
-            "version": "==1.16.1"
+            "version": "==1.16.4"
         },
         "pandas": {
             "hashes": [
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-                "sha256:fef9939176cba0c2526ebeefffb8b9807543dc0954877b7226f751ec1294a869"
+                "sha256:071e42b89b57baa17031af8c6b6bbd2e9a5c68c595bc6bf9adabd7a9ed125d3b",
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+                "sha256:17916d818592c9ec891cbef2e90f98cc85e0f1e89ed0924c9b5220dc3209c846",
+                "sha256:2538f099ab0e9f9c9d09bbcd94b47fd889bad06dc7ae96b1ed583f1dc1a7a822",
+                "sha256:366f30710172cb45a6b4f43b66c220653b1ea50303fbbd94e50571637ffb9167",
+                "sha256:42e5ad741a0d09232efbc7fc648226ed93306551772fc8aecc6dce9f0e676794",
+                "sha256:4e718e7f395ba5bfe8b6f6aaf2ff1c65a09bb77a36af6394621434e7cc813204",
+                "sha256:4f919f409c433577a501e023943e582c57355d50a724c589e78bc1d551a535a2",
+                "sha256:4fe0d7e6438212e839fc5010c78b822664f1a824c0d263fd858f44131d9166e2",
+                "sha256:5149a6db3e74f23dc3f5a216c2c9ae2e12920aa2d4a5b77e44e5b804a5f93248",
+                "sha256:627594338d6dd995cfc0bacd8e654cd9e1252d2a7c959449228df6740d737eb8",
+                "sha256:83c702615052f2a0a7fb1dd289726e29ec87a27272d775cb77affe749cca28f8",
+                "sha256:8c872f7fdf3018b7891e1e3e86c55b190e6c5cee70cab771e8f246c855001296",
+                "sha256:90f116086063934afd51e61a802a943826d2aac572b2f7d55caaac51c13db5b5",
+                "sha256:a3352bacac12e1fc646213b998bce586f965c9d431773d9e91db27c7c48a1f7d",
+                "sha256:bcdd06007cca02d51350f96debe51331dec429ac8f93930a43eb8fb5639e3eb5",
+                "sha256:c1bd07ebc15285535f61ddd8c0c75d0d6293e80e1ee6d9a8d73f3f36954342d0",
+                "sha256:c9a4b7c55115eb278c19aa14b34fcf5920c8fe7797a09b7b053ddd6195ea89b3",
+                "sha256:cc8fc0c7a8d5951dc738f1c1447f71c43734244453616f32b8aa0ef6013a5dfb",
+                "sha256:d7b460bc316064540ce0c41c1438c416a40746fd8a4fb2999668bf18f3c4acf1"
             ],
             "index": "pypi",
-            "version": "==0.24.1"
+            "version": "==0.24.2"
         },
         "pyparsing": {
             "hashes": [
-                "sha256:66c9268862641abcac4a96ba74506e594c884e3f57690a696d21ad8210ed667a",
-                "sha256:f6c5ef0d7480ad048c054c37632c67fca55299990fff127850181659eea33fc3"
+                "sha256:1873c03321fc118f4e9746baf201ff990ceb915f433f23b395f5580d1840cb2a",
+                "sha256:9b6323ef4ab914af344ba97510e966d64ba91055d6b9afa6b30799340e89cc03"
             ],
-            "version": "==2.3.1"
+            "version": "==2.4.0"
         },
         "python-dateutil": {
             "hashes": [
@@ -154,76 +150,52 @@
         },
         "pytz": {
             "hashes": [
-                "sha256:32b0891edff07e28efe91284ed9c31e123d84bea3fd98e1f72be2508f43ef8d9",
-                "sha256:d5f05e487007e29e03409f9398d074e158d920d36eb82eaf66fb1136b0c5374c"
+                "sha256:303879e36b721603cc54604edcac9d20401bdbe31e1e4fdee5b9f98d5d31dfda",
+                "sha256:d747dd3d23d77ef44c6a3526e274af6efeb0a6f1afd5a69ba4d5be4098c8e141"
             ],
-            "version": "==2018.9"
+            "version": "==2019.1"
         },
         "scikit-learn": {
             "hashes": [
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+                "sha256:82c3450fc375f27e3529fa05fec627c9fc75915e05fcd55de43f193b3aa907af",
+                "sha256:a5fba00d9037b62b0e0906f64efe9e4a754e556bc091cc12f84bc81655b4a414",
+                "sha256:acba6bf5928e415b6296799a7aa069b66254c9440bce88ed2e5915865a317093",
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+                "sha256:a84c31e8409b420c3ca57fd30c7589378d6fdc8d155d866a7f8e6e80dec6fd06",
+                "sha256:adadeeae5500de0da2b9e8dd478520d0a9945b577b2198f2462555e68f58e7ef",
+                "sha256:b283a76a83fe463c9587a2c88003f800e08c3929dfbeba833b78260f9c209785",
+                "sha256:c19a7389ab3cd712058a8c3c9ffd8d27a57f3d84b9c91a931f542682bb3d269d",
+                "sha256:c3bb4bd2aca82fb498247deeac12265921fe231502a6bc6edea3ee7fe6c40a7a",
+                "sha256:c5ea60ece0c0c1c849025bfc541b60a6751b491b6f11dd9ef37ab5b8c9041921",
+                "sha256:db61a640ca20f237317d27bc658c1fc54c7581ff7f6502d112922dc285bdabee"
+            ],
+            "version": "==1.3.0"
         },
         "seaborn": {
             "hashes": [
@@ -249,13 +221,19 @@
         }
     },
     "develop": {
-        "appnope": {
+        "astroid": {
             "hashes": [
-                "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
-                "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"
+                "sha256:6560e1e1749f68c64a4b5dee4e091fce798d2f0d84ebe638cf0e0585a343acf4",
+                "sha256:b65db1bbaac9f9f4d190199bb8680af6f6f84fd3769a5ea883df8a91fe68b4c4"
             ],
-            "markers": "sys_platform == 'darwin'",
-            "version": "==0.1.0"
+            "version": "==2.2.5"
+        },
+        "attrs": {
+            "hashes": [
+                "sha256:69c0dbf2ed392de1cb5ec704444b08a5ef81680a61cb899dc08127123af36a79",
+                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
+            ],
+            "version": "==19.1.0"
         },
         "backcall": {
             "hashes": [
@@ -273,10 +251,10 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:47f9c83ef4c0c621eaef743f133f09fa8a74a9b75f037e8624f83bd1b6626cb7",
-                "sha256:993f830721089fef441cdfeb4b2c8c9df86f0c63239f06bd025a76a7daddb033"
+                "sha256:59b7658e26ca9c7339e00f8f4636cdfe59d34fa37b9b04f6f9e9926b3cece1a5",
+                "sha256:b26104d6835d1f5e49452a26eb2ff87fe7090b89dfcaee5ea2212697e1e1d7ae"
             ],
-            "version": "==2018.11.29"
+            "version": "==2019.3.9"
         },
         "chardet": {
             "hashes": [
@@ -287,32 +265,25 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:33cd704aea07b4c28b3eb2c97d288a06918275dac0ecebdaf1bc8a48d98adb9e",
-                "sha256:cabb249f4710888a2fc0e13e9a16c343d932033718ff62e1e9bc93a9d3a9122b"
+                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
+                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
             ],
-            "version": "==4.3.2"
+            "version": "==4.4.0"
         },
         "defusedxml": {
             "hashes": [
-                "sha256:24d7f2f94f7f3cb6061acb215685e5125fbcdc40a857eff9de22518820b0a4f4",
-                "sha256:702a91ade2968a82beb0db1e0766a6a273f33d4616a6ce8cde475d8e09853b20"
+                "sha256:6687150770438374ab581bb7a1b327a847dd9c5749e396102de3fad4e8a3ef93",
+                "sha256:f684034d135af4c6cbb949b8a4d2ed61634515257a67299e5f940fbaa34377f5"
             ],
-            "version": "==0.5.0"
+            "version": "==0.6.0"
         },
         "docker": {
             "hashes": [
-                "sha256:2840ffb9dc3ef6d00876bde476690278ab13fa1f8ba9127ef855ac33d00c3152",
-                "sha256:5831256da3477723362bc71a8df07b8cd8493e4a4a60cebd45580483edbe48ae"
+                "sha256:3db499d4d25847fed86acf8e100c989f7bc0f75a6fff6c52855726ada1d124f6",
+                "sha256:f61c37d721b489b7d55ef631b241be2d6a5884c3ffe63dc8f7dd9a3c3cd60489"
             ],
             "index": "pypi",
-            "version": "==3.7.0"
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-        "docker-pycreds": {
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-                "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4",
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-            ],
-            "version": "==0.4.0"
+            "version": "==4.0.1"
         },
         "entrypoints": {
             "hashes": [
@@ -330,17 +301,17 @@
         },
         "ipykernel": {
             "hashes": [
-                "sha256:0aeb7ec277ac42cc2b59ae3d08b10909b2ec161dc6908096210527162b53675d",
-                "sha256:0fc0bf97920d454102168ec2008620066878848fcfca06c22b669696212e292f"
+                "sha256:346189536b88859937b5f4848a6fd85d1ad0729f01724a411de5cae9b618819c",
+                "sha256:f0e962052718068ad3b1d8bcc703794660858f58803c3798628817f492a8769c"
             ],
-            "version": "==5.1.0"
+            "version": "==5.1.1"
         },
         "ipython": {
             "hashes": [
-                "sha256:6a9496209b76463f1dec126ab928919aaf1f55b38beb9219af3fe202f6bbdd12",
-                "sha256:f69932b1e806b38a7818d9a1e918e5821b685715040b48e59c657b3c7961b742"
+                "sha256:54c5a8aa1eadd269ac210b96923688ccf01ebb2d0f21c18c3c717909583579a8",
+                "sha256:e840810029224b56cd0d9e7719dc3b39cf84d577f8ac686547c8ba7a06eeab26"
             ],
-            "version": "==7.2.0"
+            "version": "==7.5.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -349,26 +320,33 @@
             ],
             "version": "==0.2.0"
         },
+        "isort": {
+            "hashes": [
+                "sha256:c40744b6bc5162bbb39c1257fe298b7a393861d50978b565f3ccd9cb9de0182a",
+                "sha256:f57abacd059dc3bd666258d1efb0377510a89777fda3e3274e3c01f7c03ae22d"
+            ],
+            "version": "==4.3.20"
+        },
         "jedi": {
             "hashes": [
-                "sha256:571702b5bd167911fe9036e5039ba67f820d6502832285cde8c881ab2b2149fd",
-                "sha256:c8481b5e59d34a5c7c42e98f6625e633f6ef59353abea6437472c7ec2093f191"
+                "sha256:2bb0603e3506f708e792c7f4ad8fc2a7a9d9c2d292a358fbbd58da531695595b",
+                "sha256:2c6bcd9545c7d6440951b12b44d373479bf18123a401a52025cf98563fbd826c"
             ],
-            "version": "==0.13.2"
+            "version": "==0.13.3"
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         "jinja2": {
             "hashes": [
-                "sha256:74c935a1b8bb9a3947c50a54766a969d4846290e1e788ea44c1392163723c3bd",
-                "sha256:f84be1bb0040caca4cea721fcbbbbd61f9be9464ca236387158b0feea01914a4"
+                "sha256:065c4f02ebe7f7cf559e49ee5a95fb800a9e4528727aec6f24402a5374c65013",
+                "sha256:14dd6caf1527abb21f08f86c784eac40853ba93edb79552aa1e4b8aef1b61c7b"
             ],
-            "version": "==2.10"
+            "version": "==2.10.1"
         },
         "jsonschema": {
             "hashes": [
-                "sha256:000e68abd33c972a5248544925a0cae7d1125f9bf6c58280d37546b946769a08",
-                "sha256:6ff5f3180870836cae40f06fa10419f557208175f13ad7bc26caa77beb1f6e02"
+                "sha256:0c0a81564f181de3212efa2d17de1910f8732fa1b71c42266d983cd74304e20d",
+                "sha256:a5f6559964a3851f59040d3b961de5e68e70971afb88ba519d27e6a039efff1a"
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-            "version": "==2.6.0"
+            "version": "==3.0.1"
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         "jupyter-client": {
             "hashes": [
@@ -386,11 +364,11 @@
         },
         "jupyterlab": {
             "hashes": [
-                "sha256:c48f092526f6d5f12b039118bd92401ab605f49d17050ac71c0d809e86b15036",
-                "sha256:deba0b2803640fcad72c61366bff11d5945173015961586d5e3b2f629ffeb455"
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+                "sha256:2ec845845d51221e39d0d753884a19342c953f39febf3148a68631bf57ecb774"
             ],
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-            "version": "==0.35.4"
+            "version": "==0.35.6"
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         "jupyterlab-server": {
             "hashes": [
@@ -399,38 +377,68 @@
             ],
             "version": "==0.2.0"
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+        "lazy-object-proxy": {
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+                "sha256:b00c1de48212e4cc9603895652c5c410df699856a2853135b3967591e4beebc2",
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+                "sha256:b2051432115498d3562c084a49bba65d97cf251f5a331c64a12ee7e04dacc51b",
+                "sha256:ba59edeaa2fc6114428f1637ffff42da1e311e29382d81b339c1817d37ec93c6",
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+                "sha256:cd5df75523866410809ca100dc9681e301e3c27567cf498077e8551b6d20e42f",
+                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7"
+            ],
+            "version": "==1.1.1"
+        },
+        "mccabe": {
+            "hashes": [
+                "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42",
+                "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"
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+            "version": "==0.6.1"
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         "mistune": {
             "hashes": [
@@ -441,10 +449,10 @@
         },
         "nbconvert": {
             "hashes": [
-                "sha256:302554a2e219bc0fc84f3edd3e79953f3767b46ab67626fdec16e38ba3f7efe4",
-                "sha256:5de8fb2284422272a1d45abc77c07b888127550a6d602ce619592a2b08a474ff"
+                "sha256:138381baa41d83584459b5cfecfc38c800ccf1f37d9ddd0bd440783346a4c39c",
+                "sha256:4a978548d8383f6b2cfca4a3b0543afb77bc7cb5a96e8b424337ab58c12da9bc"
             ],
-            "version": "==5.4.1"
+            "version": "==5.5.0"
         },
         "nbformat": {
             "hashes": [
@@ -455,10 +463,10 @@
         },
         "notebook": {
             "hashes": [
-                "sha256:3ab2db8bc10e6edbd264c3c4b800bee276c99818386ee0c146d98d7e6bcf0a67",
-                "sha256:d908673a4010787625c8952e91a22adf737db031f2aa0793ad92f6558918a74a"
+                "sha256:573e0ae650c5d76b18b6e564ba6d21bf321d00847de1d215b418acb64f056eb8",
+                "sha256:f64fa6624d2323fbef6210a621817d6505a45d0d4a9367f1843b20a38a4666ee"
             ],
-            "version": "==5.7.4"
+            "version": "==5.7.8"
         },
         "pandocfilters": {
             "hashes": [
@@ -468,18 +476,18 @@
         },
         "parso": {
             "hashes": [
-                "sha256:6ecf7244be8e7283ec9009c72d074830e7e0e611c974f813d76db0390a4e0dd6",
-                "sha256:8162be7570ffb34ec0b8d215d7f3b6c5fab24f51eb3886d6dee362de96b6db94"
+                "sha256:17cc2d7a945eb42c3569d4564cdf49bde221bc2b552af3eca9c1aad517dcdd33",
+                "sha256:2e9574cb12e7112a87253e14e2c380ce312060269d04bd018478a3c92ea9a376"
             ],
-            "version": "==0.3.3"
+            "version": "==0.4.0"
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         "pexpect": {
             "hashes": [
-                "sha256:2a8e88259839571d1251d278476f3eec5db26deb73a70be5ed5dc5435e418aba",
-                "sha256:3fbd41d4caf27fa4a377bfd16fef87271099463e6fa73e92a52f92dfee5d425b"
+                "sha256:2094eefdfcf37a1fdbfb9aa090862c1a4878e5c7e0e7e7088bdb511c558e5cd1",
+                "sha256:9e2c1fd0e6ee3a49b28f95d4b33bc389c89b20af6a1255906e90ff1262ce62eb"
             ],
             "markers": "sys_platform != 'win32'",
-            "version": "==4.6.0"
+            "version": "==4.7.0"
         },
         "pickleshare": {
             "hashes": [
@@ -490,17 +498,17 @@
         },
         "prometheus-client": {
             "hashes": [
-                "sha256:e8c11ff5ca53de6c3d91e1510500611cafd1d247a937ec6c588a0a7cc3bef93c"
+                "sha256:ee0c90350595e4a9f36591f291e6f9933246ea67d7cd7d1d6139a9781b14eaae"
             ],
-            "version": "==0.5.0"
+            "version": "==0.7.0"
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         "prompt-toolkit": {
             "hashes": [
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-                "sha256:c6655a12e9b08edb8cf5aeab4815fd1e1bdea4ad73d3bbf269cf2e0c4eb75d5e",
-                "sha256:df5835fb8f417aa55e5cafadbaeb0cf630a1e824aad16989f9f0493e679ec010"
+                "sha256:11adf3389a996a6d45cc277580d0d53e8a5afd281d0c9ec71b28e6f121463780",
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+                "sha256:977c6583ae813a37dc1c2e1b715892461fcbdaa57f6fc62f33a528c4886c8f55"
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-            "version": "==2.0.8"
+            "version": "==2.0.9"
         },
         "ptyprocess": {
             "hashes": [
@@ -512,11 +520,25 @@
         },
         "pygments": {
             "hashes": [
-                "sha256:5ffada19f6203563680669ee7f53b64dabbeb100eb51b61996085e99c03b284a",
-                "sha256:e8218dd399a61674745138520d0d4cf2621d7e032439341bc3f647bff125818d"
+                "sha256:71e430bc85c88a430f000ac1d9b331d2407f681d6f6aec95e8bcfbc3df5b0127",
+                "sha256:881c4c157e45f30af185c1ffe8d549d48ac9127433f2c380c24b84572ad66297"
+            ],
+            "version": "==2.4.2"
+        },
+        "pylint": {
+            "hashes": [
+                "sha256:5d77031694a5fb97ea95e828c8d10fc770a1df6eb3906067aaed42201a8a6a09",
+                "sha256:723e3db49555abaf9bf79dc474c6b9e2935ad82230b10c1138a71ea41ac0fff1"
             ],
+            "index": "pypi",
             "version": "==2.3.1"
         },
+        "pyrsistent": {
+            "hashes": [
+                "sha256:16692ee739d42cf5e39cef8d27649a8c1fdb7aa99887098f1460057c5eb75c3a"
+            ],
+            "version": "==0.15.2"
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         "python-dateutil": {
             "hashes": [
                 "sha256:7e6584c74aeed623791615e26efd690f29817a27c73085b78e4bad02493df2fb",
@@ -526,40 +548,40 @@
         },
         "pyzmq": {
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+                "sha256:5e2a3707c69a7281a9957f83718815fd74698cba31f6d69f9ed359921f662221",
+                "sha256:63d51add9af8d0442dc90f916baf98fdc04e3b0a32afec4bfc83f8d85e72959f",
+                "sha256:65c5a0bdc49e20f7d6b03a661f71e2fda7a99c51270cafe71598146d09810d0d",
+                "sha256:66828fabe911aa545d919028441a585edb7c9c77969a5fea6722ef6e6ece38ab",
+                "sha256:7d79427e82d9dad6e9b47c0b3e7ae5f9d489b1601e3a36ea629bb49501a4daf3",
+                "sha256:824ee5d3078c4eae737ffc500fbf32f2b14e6ec89b26b435b7834febd70120cf",
+                "sha256:89dc0a83cccec19ff3c62c091e43e66e0183d1e6b4658c16ee4e659518131494",
+                "sha256:8b319805f6f7c907b101c864c3ca6cefc9db8ce0791356f180b1b644c7347e4c",
+                "sha256:90facfb379ab47f94b19519c1ecc8ec8d10813b69d9c163117944948bdec5d15",
+                "sha256:a0a178c7420021fc0730180a914a4b4b3092ce9696ceb8e72d0f60f8ce1655dd",
+                "sha256:a7a89591ae315baccb8072f216614b3e59aed7385aef4393a6c741783d6ee9cf",
+                "sha256:ba2578f0ae582452c02ed9fac2dc477b08e80ce05d2c0885becf5fff6651ccb0",
+                "sha256:c69b0055c55702f5b0b6b354133e8325b9a56dbc80e1be2d240bead253fb9825",
+                "sha256:ca434e1858fe222380221ddeb81e86f45522773344c9da63c311d17161df5e06",
+                "sha256:d4b8ecfc3d92f114f04d5c40f60a65e5196198b827503341521dda12d8b14939",
+                "sha256:d706025c47b09a54f005953ebe206f6d07a22516776faa4f509aaff681cc5468",
+                "sha256:d8f27e958f8a2c0c8ffd4d8855c3ce8ac3fa1e105f0491ce31729aa2b3229740",
+                "sha256:dbd264298f76b9060ce537008eb989317ca787c857e23cbd1b3ddf89f190a9b1",
+                "sha256:e926d66f0df8fdbf03ba20583af0f215e475c667fb033d45fd031c66c63e34c9",
+                "sha256:efc3bd48237f973a749f7312f68062f1b4ca5c2032a0673ca3ea8e46aa77187b",
+                "sha256:f59bc782228777cbfe04555707a9c56d269c787ed25d6d28ed9d0fbb41cb1ad2",
+                "sha256:f8da5322f4ff5f667a0d5a27e871b560c6637153c81e318b35cb012b2a98835c"
+            ],
+            "version": "==18.0.1"
         },
         "requests": {
             "hashes": [
-                "sha256:502a824f31acdacb3a35b6690b5fbf0bc41d63a24a45c4004352b0242707598e",
-                "sha256:7bf2a778576d825600030a110f3c0e3e8edc51dfaafe1c146e39a2027784957b"
+                "sha256:11e007a8a2aa0323f5a921e9e6a2d7e4e67d9877e85773fba9ba6419025cbeb4",
+                "sha256:9cf5292fcd0f598c671cfc1e0d7d1a7f13bb8085e9a590f48c010551dc6c4b31"
             ],
-            "version": "==2.21.0"
+            "version": "==2.22.0"
         },
         "send2trash": {
             "hashes": [
@@ -577,10 +599,10 @@
         },
         "terminado": {
             "hashes": [
-                "sha256:55abf9ade563b8f9be1f34e4233c7b7bde726059947a593322e8a553cc4c067a",
-                "sha256:65011551baff97f5414c67018e908110693143cfbaeb16831b743fe7cad8b927"
+                "sha256:d9d012de63acb8223ac969c17c3043337c2fcfd28f3aea1ee429b345d01ef460",
+                "sha256:de08e141f83c3a0798b050ecb097ab6259c3f0331b2f7b7750c9075ced2c20c2"
             ],
-            "version": "==0.8.1"
+            "version": "==0.8.2"
         },
         "testpath": {
             "hashes": [
@@ -591,15 +613,15 @@
         },
         "tornado": {
             "hashes": [
-                "sha256:0662d28b1ca9f67108c7e3b77afabfb9c7e87bde174fbda78186ecedc2499a9d",
-                "sha256:4e5158d97583502a7e2739951553cbd88a72076f152b4b11b64b9a10c4c49409",
-                "sha256:732e836008c708de2e89a31cb2fa6c0e5a70cb60492bee6f1ea1047500feaf7f",
-                "sha256:8154ec22c450df4e06b35f131adc4f2f3a12ec85981a203301d310abf580500f",
-                "sha256:8e9d728c4579682e837c92fdd98036bd5cdefa1da2aaf6acf26947e6dd0c01c5",
-                "sha256:d4b3e5329f572f055b587efc57d29bd051589fb5a43ec8898c77a47ec2fa2bbb",
-                "sha256:e5f2585afccbff22390cddac29849df463b252b711aa2ce7c5f3f342a5b3b444"
+                "sha256:1174dcb84d08887b55defb2cda1986faeeea715fff189ef3dc44cce99f5fca6b",
+                "sha256:2613fab506bd2aedb3722c8c64c17f8f74f4070afed6eea17f20b2115e445aec",
+                "sha256:44b82bc1146a24e5b9853d04c142576b4e8fa7a92f2e30bc364a85d1f75c4de2",
+                "sha256:457fcbee4df737d2defc181b9073758d73f54a6cfc1f280533ff48831b39f4a8",
+                "sha256:49603e1a6e24104961497ad0c07c799aec1caac7400a6762b687e74c8206677d",
+                "sha256:8c2f40b99a8153893793559919a355d7b74649a11e59f411b0b0a1793e160bc0",
+                "sha256:e1d897889c3b5a829426b7d52828fb37b28bc181cd598624e65c8be40ee3f7fa"
             ],
-            "version": "==5.1.1"
+            "version": "==6.0.2"
         },
         "traitlets": {
             "hashes": [
@@ -608,12 +630,33 @@
             ],
             "version": "==4.3.2"
         },
+        "typed-ast": {
+            "hashes": [
+                "sha256:18511a0b3e7922276346bcb47e2ef9f38fb90fd31cb9223eed42c85d1312344e",
+                "sha256:262c247a82d005e43b5b7f69aff746370538e176131c32dda9cb0f324d27141e",
+                "sha256:2b907eb046d049bcd9892e3076c7a6456c93a25bebfe554e931620c90e6a25b0",
+                "sha256:354c16e5babd09f5cb0ee000d54cfa38401d8b8891eefa878ac772f827181a3c",
+                "sha256:4e0b70c6fc4d010f8107726af5fd37921b666f5b31d9331f0bd24ad9a088e631",
+                "sha256:630968c5cdee51a11c05a30453f8cd65e0cc1d2ad0d9192819df9978984529f4",
+                "sha256:66480f95b8167c9c5c5c87f32cf437d585937970f3fc24386f313a4c97b44e34",
+                "sha256:71211d26ffd12d63a83e079ff258ac9d56a1376a25bc80b1cdcdf601b855b90b",
+                "sha256:95bd11af7eafc16e829af2d3df510cecfd4387f6453355188342c3e79a2ec87a",
+                "sha256:bc6c7d3fa1325a0c6613512a093bc2a2a15aeec350451cbdf9e1d4bffe3e3233",
+                "sha256:cc34a6f5b426748a507dd5d1de4c1978f2eb5626d51326e43280941206c209e1",
+                "sha256:d755f03c1e4a51e9b24d899561fec4ccaf51f210d52abdf8c07ee2849b212a36",
+                "sha256:d7c45933b1bdfaf9f36c579671fec15d25b06c8398f113dab64c18ed1adda01d",
+                "sha256:d896919306dd0aa22d0132f62a1b78d11aaf4c9fc5b3410d3c666b818191630a",
+                "sha256:ffde2fbfad571af120fcbfbbc61c72469e72f550d676c3342492a9dfdefb8f12"
+            ],
+            "markers": "implementation_name == 'cpython'",
+            "version": "==1.4.0"
+        },
         "urllib3": {
             "hashes": [
-                "sha256:61bf29cada3fc2fbefad4fdf059ea4bd1b4a86d2b6d15e1c7c0b582b9752fe39",
-                "sha256:de9529817c93f27c8ccbfead6985011db27bd0ddfcdb2d86f3f663385c6a9c22"
+                "sha256:b246607a25ac80bedac05c6f282e3cdaf3afb65420fd024ac94435cabe6e18d1",
+                "sha256:dbe59173209418ae49d485b87d1681aefa36252ee85884c31346debd19463232"
             ],
-            "version": "==1.24.1"
+            "version": "==1.25.3"
         },
         "wcwidth": {
             "hashes": [
@@ -631,10 +674,16 @@
         },
         "websocket-client": {
             "hashes": [
-                "sha256:8c8bf2d4f800c3ed952df206b18c28f7070d9e3dcbd6ca6291127574f57ee786",
-                "sha256:e51562c91ddb8148e791f0155fdb01325d99bb52c4cdbb291aee7a3563fd0849"
+                "sha256:1151d5fb3a62dc129164292e1227655e4bbc5dd5340a5165dfae61128ec50aa9",
+                "sha256:1fd5520878b68b84b5748bb30e592b10d0a91529d5383f74f4964e72b297fd3a"
+            ],
+            "version": "==0.56.0"
+        },
+        "wrapt": {
+            "hashes": [
+                "sha256:4aea003270831cceb8a90ff27c4031da6ead7ec1886023b80ce0dfe0adf61533"
             ],
-            "version": "==0.54.0"
+            "version": "==1.11.1"
         }
     }
 }
diff --git a/deploy/deploy-model.ipynb b/deploy/deploy-model.ipynb
index 58fc4dd..6ad59d7 100644
--- a/deploy/deploy-model.ipynb
+++ b/deploy/deploy-model.ipynb
@@ -41,14 +41,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "MODEL_REPOSITORY = '../models'\n",
     "SERVICE_NAME = 'titanic'\n",
     "API_VERSION = '1'\n",
-    "DOCKER_IMAGE_REGISTRY = 'alexioannides'"
+    "DOCKER_IMAGE_REGISTRY = 'cmftall'"
    ]
   },
   {
@@ -62,14 +62,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "titanic-ml-2019-02-11T17:48:28.joblib --> deploy/py-sklearn-flask-ml-service/model.joblib\n"
+      "titanic-ml-2019-06-03T17:18:04.joblib --> deploy/py-sklearn-flask-ml-service/model.joblib\n"
      ]
     }
    ],
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -137,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -146,34 +146,332 @@
      "text": [
       "{'stream': 'Step 1/7 : FROM python:3.7-slim'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> 12c44ed85032\\n'}\n",
+      "{'status': 'Pulling from library/python', 'id': '3.7-slim'}\n",
+      "{'status': 'Already exists', 'progressDetail': {}, 'id': '743f2d6c1f65'}\n",
+      "{'status': 'Already exists', 'progressDetail': {}, 'id': '977e13fc7449'}\n",
+      "{'status': 'Pulling fs layer', 'progressDetail': {}, 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Pulling fs layer', 'progressDetail': {}, 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Pulling fs layer', 'progressDetail': {}, 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 240, 'total': 240}, 'progress': '[==================================================>]     240B/240B', 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Verifying Checksum', 'progressDetail': {}, 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Download complete', 'progressDetail': {}, 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 22401, 'total': 2104020}, 'progress': '[>                                                  ]   22.4kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 68893, 'total': 2104020}, 'progress': '[=>                                                 ]  68.89kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 184113, 'total': 2104020}, 'progress': '[====>                                              ]  184.1kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 293625, 'total': 2104020}, 'progress': '[======>                                            ]  293.6kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 248568, 'total': 23885520}, 'progress': '[>                                                  ]  248.6kB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 539385, 'total': 2104020}, 'progress': '[============>                                      ]  539.4kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 498424, 'total': 23885520}, 'progress': '[=>                                                 ]  498.4kB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 1198841, 'total': 2104020}, 'progress': '[============================>                      ]  1.199MB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 998136, 'total': 23885520}, 'progress': '[==>                                                ]  998.1kB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 1395449, 'total': 2104020}, 'progress': '[=================================>                 ]  1.395MB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 1690361, 'total': 2104020}, 'progress': '[========================================>          ]   1.69MB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 1497848, 'total': 23885520}, 'progress': '[===>                                               ]  1.498MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 1952505, 'total': 2104020}, 'progress': '[==============================================>    ]  1.953MB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Verifying Checksum', 'progressDetail': {}, 'id': '228d55eb5a23'}\n",
+      "{'status': 'Download complete', 'progressDetail': {}, 'id': '228d55eb5a23'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 1743608, 'total': 23885520}, 'progress': '[===>                                               ]  1.744MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 2243320, 'total': 23885520}, 'progress': '[====>                                              ]  2.243MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 3234552, 'total': 23885520}, 'progress': '[======>                                            ]  3.235MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 3988216, 'total': 23885520}, 'progress': '[========>                                          ]  3.988MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 5475064, 'total': 23885520}, 'progress': '[===========>                                       ]  5.475MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 6949624, 'total': 23885520}, 'progress': '[==============>                                    ]   6.95MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 7691000, 'total': 23885520}, 'progress': '[================>                                  ]  7.691MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 8182520, 'total': 23885520}, 'progress': '[=================>                                 ]  8.183MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 9648888, 'total': 23885520}, 'progress': '[====================>                              ]  9.649MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 9894648, 'total': 23885520}, 'progress': '[====================>                              ]  9.895MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 10386168, 'total': 23885520}, 'progress': '[=====================>                             ]  10.39MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 11123448, 'total': 23885520}, 'progress': '[=======================>                           ]  11.12MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 11614968, 'total': 23885520}, 'progress': '[========================>                          ]  11.61MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 12102392, 'total': 23885520}, 'progress': '[=========================>                         ]   12.1MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 13089528, 'total': 23885520}, 'progress': '[===========================>                       ]  13.09MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 14080760, 'total': 23885520}, 'progress': '[=============================>                     ]  14.08MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 14326520, 'total': 23885520}, 'progress': '[=============================>                     ]  14.33MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 15309560, 'total': 23885520}, 'progress': '[================================>                  ]  15.31MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 16546552, 'total': 23885520}, 'progress': '[==================================>                ]  16.55MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 17283832, 'total': 23885520}, 'progress': '[====================================>              ]  17.28MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 17529592, 'total': 23885520}, 'progress': '[====================================>              ]  17.53MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 17775352, 'total': 23885520}, 'progress': '[=====================================>             ]  17.78MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 19249912, 'total': 23885520}, 'progress': '[========================================>          ]  19.25MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 19987192, 'total': 23885520}, 'progress': '[=========================================>         ]  19.99MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 20482808, 'total': 23885520}, 'progress': '[==========================================>        ]  20.48MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 21232376, 'total': 23885520}, 'progress': '[============================================>      ]  21.23MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 22215416, 'total': 23885520}, 'progress': '[==============================================>    ]  22.22MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Downloading', 'progressDetail': {'current': 22461176, 'total': 23885520}, 'progress': '[===============================================>   ]  22.46MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Download complete', 'progressDetail': {}, 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 262144, 'total': 23885520}, 'progress': '[>                                                  ]  262.1kB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 786432, 'total': 23885520}, 'progress': '[=>                                                 ]  786.4kB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 1310720, 'total': 23885520}, 'progress': '[==>                                                ]  1.311MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 4718592, 'total': 23885520}, 'progress': '[=========>                                         ]  4.719MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 6291456, 'total': 23885520}, 'progress': '[=============>                                     ]  6.291MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 7864320, 'total': 23885520}, 'progress': '[================>                                  ]  7.864MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 11796480, 'total': 23885520}, 'progress': '[========================>                          ]   11.8MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 14942208, 'total': 23885520}, 'progress': '[===============================>                   ]  14.94MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 17825792, 'total': 23885520}, 'progress': '[=====================================>             ]  17.83MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 22806528, 'total': 23885520}, 'progress': '[===============================================>   ]  22.81MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 23885520, 'total': 23885520}, 'progress': '[==================================================>]  23.89MB/23.89MB', 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Pull complete', 'progressDetail': {}, 'id': 'de5f9e5af26b'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 240, 'total': 240}, 'progress': '[==================================================>]     240B/240B', 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 240, 'total': 240}, 'progress': '[==================================================>]     240B/240B', 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Pull complete', 'progressDetail': {}, 'id': '0d27ddbe8383'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 32768, 'total': 2104020}, 'progress': '[>                                                  ]  32.77kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 229376, 'total': 2104020}, 'progress': '[=====>                                             ]  229.4kB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 1146880, 'total': 2104020}, 'progress': '[===========================>                       ]  1.147MB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Extracting', 'progressDetail': {'current': 2104020, 'total': 2104020}, 'progress': '[==================================================>]  2.104MB/2.104MB', 'id': '228d55eb5a23'}\n",
+      "{'status': 'Pull complete', 'progressDetail': {}, 'id': '228d55eb5a23'}\n",
+      "{'status': 'Digest: sha256:589527a734f2a9e48b23cc4687848cb9503d0f8569fad68c3ad8b2ee9d1c50ff'}\n",
+      "{'status': 'Status: Downloaded newer image for python:3.7-slim'}\n",
+      "{'stream': ' ---> ca7f9e245002\\n'}\n",
       "{'stream': 'Step 2/7 : WORKDIR /usr/src/app'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> Using cache\\n'}\n",
-      "{'stream': ' ---> 987983ee8d98\\n'}\n",
+      "{'stream': ' ---> Running in 9ba2637bdf8b\\n'}\n",
+      "{'stream': 'Removing intermediate container 9ba2637bdf8b\\n'}\n",
+      "{'stream': ' ---> 7b35e37da1f5\\n'}\n",
       "{'stream': 'Step 3/7 : COPY . .'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> Using cache\\n'}\n",
-      "{'stream': ' ---> 0ed602e98f4e\\n'}\n",
+      "{'stream': ' ---> db0017df8da1\\n'}\n",
       "{'stream': 'Step 4/7 : EXPOSE 5000'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> Using cache\\n'}\n",
-      "{'stream': ' ---> c86b62a88f5c\\n'}\n",
+      "{'stream': ' ---> Running in 3e4cdf415b90\\n'}\n",
+      "{'stream': 'Removing intermediate container 3e4cdf415b90\\n'}\n",
+      "{'stream': ' ---> 6d7cf35aa487\\n'}\n",
       "{'stream': 'Step 5/7 : RUN pip install pipenv'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> Using cache\\n'}\n",
-      "{'stream': ' ---> 48a84b9efda6\\n'}\n",
+      "{'stream': ' ---> Running in bd8311d3b1e9\\n'}\n",
+      "{'stream': 'Collecting pipenv\\n'}\n",
+      "{'stream': '  Downloading https://files.pythonhosted.org/packages/13/b4/3ffa55f77161cff9a5220f162670f7c5eb00df52e00939e203f601b0f579/pipenv-2018.11.26-py3-none-any.whl (5.2MB)\\n'}\n",
+      "{'stream': 'Collecting virtualenv (from pipenv)\\n'}\n",
+      "{'stream': '  Downloading https://files.pythonhosted.org/packages/ca/ee/8375c01412abe6ff462ec80970e6bb1c4308724d4366d7519627c98691ab/virtualenv-16.6.0-py2.py3-none-any.whl (2.0MB)\\n'}\n",
+      "{'stream': 'Collecting certifi (from pipenv)\\n'}\n",
+      "{'stream': '  Downloading https://files.pythonhosted.org/packages/60/75/f692a584e85b7eaba0e03827b3d51f45f571c2e793dd731e598828d380aa/certifi-2019.3.9-py2.py3-none-any.whl (158kB)\\n'}\n",
+      "{'stream': 'Requirement already satisfied: pip>=9.0.1 in /usr/local/lib/python3.7/site-packages (from pipenv) (19.1.1)\\n'}\n",
+      "{'stream': 'Collecting virtualenv-clone>=0.2.5 (from pipenv)\\n'}\n",
+      "{'stream': '  Downloading https://files.pythonhosted.org/packages/ba/f8/50c2b7dbc99e05fce5e5b9d9a31f37c988c99acd4e8dedd720b7b8d4011d/virtualenv_clone-0.5.3-py2.py3-none-any.whl\\n'}\n",
+      "{'stream': 'Requirement already satisfied: setuptools>=36.2.1 in /usr/local/lib/python3.7/site-packages (from pipenv) (41.0.1)\\n'}\n",
+      "{'stream': 'Installing collected packages: virtualenv, certifi, virtualenv-clone, pipenv\\n'}\n",
+      "{'stream': 'Successfully installed certifi-2019.3.9 pipenv-2018.11.26 virtualenv-16.6.0 virtualenv-clone-0.5.3\\n'}\n",
+      "{'stream': 'Removing intermediate container bd8311d3b1e9\\n'}\n",
+      "{'stream': ' ---> 00c84b3d9cec\\n'}\n",
       "{'stream': 'Step 6/7 : RUN pipenv install'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> Using cache\\n'}\n",
-      "{'stream': ' ---> 5aa23904911f\\n'}\n",
+      "{'stream': ' ---> Running in a60bafac8eda\\n'}\n",
+      "{'stream': '\\x1b[91mCreating a virtualenv for this project…\\n\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91mPipfile: /usr/src/app/Pipfile\\n\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91mUsing /usr/local/bin/python (3.7.3) to create virtualenv…\\n\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\r⠋ Creating virtual environment...\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\x08\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\r⠙ Creating virtual environment...\\x1b[0m'}\n",
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+      "{'stream': '\\x1b[91m\\r⠹ Creating virtual environment...\\x1b[0m'}\n",
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+      "{'stream': '\\x1b[91m\\r⠸ Creating virtual environment...\\x1b[0m'}\n",
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+      "{'stream': '\\x1b[91m\\r⠼\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m Creating virtual environment...\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\x08\\r⠴ Creating virtual environment...\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\x08\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\r⠦\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m Creating virtual environment...\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\x08\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m\\r⠧\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m Creating virtual environment...\\x1b[0m'}\n",
+      "{'stream': \"\\x1b[91mAlready using interpreter /usr/local/bin/python\\nUsing base prefix '/usr/local'\\nNew python executable in /root/.local/share/virtualenvs/app-lp47FrbD/bin/python\\nInstalling setuptools, pip, wheel...\\ndone.\\n\\n\\x1b[0m\"}\n",
+      "{'stream': '\\x1b[91m\\x08\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91m✔ Successfully created virtual environment! \\n\\x1b[0m'}\n",
+      "{'stream': '\\x1b[91mVirtualenv location: /root/.local/share/virtualenvs/app-lp47FrbD\\n\\x1b[0m'}\n",
+      "{'stream': 'Installing dependencies from Pipfile.lock (ea4e27)…\\n'}\n",
+      "{'stream': \"To activate this project's virtualenv, run pipenv shell.\\nAlternatively, run a command inside the virtualenv with pipenv run.\\n\"}\n",
+      "{'stream': 'Removing intermediate container a60bafac8eda\\n'}\n",
+      "{'stream': ' ---> 935ef173b2ea\\n'}\n",
       "{'stream': 'Step 7/7 : ENTRYPOINT [\"pipenv\", \"run\", \"python\", \"api.py\"]'}\n",
       "{'stream': '\\n'}\n",
-      "{'stream': ' ---> Using cache\\n'}\n",
-      "{'stream': ' ---> 7ecf88006784\\n'}\n",
-      "{'aux': {'ID': 'sha256:7ecf88006784076c94f7e1e69f5739cef092c7f83b23b9117145550533dfddb7'}}\n",
-      "{'stream': 'Successfully built 7ecf88006784\\n'}\n",
-      "{'stream': 'Successfully tagged alexioannides/titanic:latest\\n'}\n"
+      "{'stream': ' ---> Running in ba4f4343c41d\\n'}\n",
+      "{'stream': 'Removing intermediate container ba4f4343c41d\\n'}\n",
+      "{'stream': ' ---> cddc08940ad8\\n'}\n",
+      "{'aux': {'ID': 'sha256:cddc08940ad87b54543493fc97953cdf85cf24114cb2269e6d497039aad0049c'}}\n",
+      "{'stream': 'Successfully built cddc08940ad8\\n'}\n",
+      "{'stream': 'Successfully tagged cmftall/titanic:latest\\n'}\n"
      ]
     }
    ],
@@ -201,38 +499,223 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
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-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"2b117c418425\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"a78c9ad3c595\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"9449b123dded\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"f49f129dd410\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"be1cb44a8fa5\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"94a02319f331\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"c22eb8781541\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"622d7e308e90\"}\n",
-      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"0a07e81f5da3\"}\n",
-      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"94a02319f331\"}\n",
-      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"c22eb8781541\"}\n",
-      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"622d7e308e90\"}\n",
-      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"0a07e81f5da3\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"2b117c418425\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"a78c9ad3c595\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"9449b123dded\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"be1cb44a8fa5\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"f49f129dd410\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"94a02319f331\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"622d7e308e90\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"c22eb8781541\"}\n",
-      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"0a07e81f5da3\"}\n",
-      "{\"status\":\"latest: digest: sha256:89dadbdb75a1efd9914592daaa6ac5eccbb8c9c1af184a05a3d5ca08b4ef25f3 size: 2213\"}\n",
-      "{\"progressDetail\":{},\"aux\":{\"Tag\":\"latest\",\"Digest\":\"sha256:89dadbdb75a1efd9914592daaa6ac5eccbb8c9c1af184a05a3d5ca08b4ef25f3\",\"Size\":2213}}\n",
+      "{\"status\":\"The push refers to repository [docker.io/cmftall/titanic]\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"5fa9cc4411e6\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"25cb58f60f3b\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"e4d8d737bd10\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"d7f161fd8308\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"e6b8bc0a67bc\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"2ca9f4d774f4\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"c56a33c38007\"}\n",
+      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"e6b8bc0a67bc\"}\n",
+      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"2ca9f4d774f4\"}\n",
+      "{\"status\":\"Preparing\",\"progressDetail\":{},\"id\":\"6270adb5794c\"}\n",
+      "{\"status\":\"Waiting\",\"progressDetail\":{},\"id\":\"6270adb5794c\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"25cb58f60f3b\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"e4d8d737bd10\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"5fa9cc4411e6\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"d7f161fd8308\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":550912,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  550.9kB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":1107968,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  1.108MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":1665024,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  1.665MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"e6b8bc0a67bc\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"2ca9f4d774f4\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":2779136,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  2.779MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"c56a33c38007\"}\n",
+      "{\"status\":\"Layer already exists\",\"progressDetail\":{},\"id\":\"6270adb5794c\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":3336192,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  3.336MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":3893248,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  3.893MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":5007360,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  5.007MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":5564416,\"total\":299237757},\"progress\":\"[\\u003e                                                  ]  5.564MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":6678528,\"total\":299237757},\"progress\":\"[=\\u003e                                                 ]  6.679MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":7792640,\"total\":299237757},\"progress\":\"[=\\u003e                                                 ]  7.793MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":8349696,\"total\":299237757},\"progress\":\"[=\\u003e                                                 ]   8.35MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":10020864,\"total\":299237757},\"progress\":\"[=\\u003e                                                 ]  10.02MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":11134976,\"total\":299237757},\"progress\":\"[=\\u003e                                                 ]  11.13MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":11692032,\"total\":299237757},\"progress\":\"[=\\u003e                                                 ]  11.69MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":13363200,\"total\":299237757},\"progress\":\"[==\\u003e                                                ]  13.36MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":15034368,\"total\":299237757},\"progress\":\"[==\\u003e                                                ]  15.03MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":17262592,\"total\":299237757},\"progress\":\"[==\\u003e                                                ]  17.26MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":18347008,\"total\":299237757},\"progress\":\"[===\\u003e                                               ]  18.35MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":20018176,\"total\":299237757},\"progress\":\"[===\\u003e                                               ]  20.02MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":21132288,\"total\":299237757},\"progress\":\"[===\\u003e                                               ]  21.13MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":22246400,\"total\":299237757},\"progress\":\"[===\\u003e                                               ]  22.25MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":24474624,\"total\":299237757},\"progress\":\"[====\\u003e                                              ]  24.47MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":26145792,\"total\":299237757},\"progress\":\"[====\\u003e                                              ]  26.15MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":27808768,\"total\":299237757},\"progress\":\"[====\\u003e                                              ]  27.81MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":28922880,\"total\":299237757},\"progress\":\"[====\\u003e                                              ]  28.92MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":30036992,\"total\":299237757},\"progress\":\"[=====\\u003e                                             ]  30.04MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":31708160,\"total\":299237757},\"progress\":\"[=====\\u003e                                             ]  31.71MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":33936384,\"total\":299237757},\"progress\":\"[=====\\u003e                                             ]  33.94MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":35050496,\"total\":299237757},\"progress\":\"[=====\\u003e                                             ]  35.05MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":36721664,\"total\":299237757},\"progress\":\"[======\\u003e                                            ]  36.72MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":38392832,\"total\":299237757},\"progress\":\"[======\\u003e                                            ]  38.39MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":40064000,\"total\":299237757},\"progress\":\"[======\\u003e                                            ]  40.06MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":41735168,\"total\":299237757},\"progress\":\"[======\\u003e                                            ]  41.74MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":43406336,\"total\":299237757},\"progress\":\"[=======\\u003e                                           ]  43.41MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":45077504,\"total\":299237757},\"progress\":\"[=======\\u003e                                           ]  45.08MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":46748672,\"total\":299237757},\"progress\":\"[=======\\u003e                                           ]  46.75MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":48419840,\"total\":299237757},\"progress\":\"[========\\u003e                                          ]  48.42MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":51205120,\"total\":299237757},\"progress\":\"[========\\u003e                                          ]  51.21MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":52849912,\"total\":299237757},\"progress\":\"[========\\u003e                                          ]  52.85MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":55016960,\"total\":299237757},\"progress\":\"[=========\\u003e                                         ]  55.02MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":56131072,\"total\":299237757},\"progress\":\"[=========\\u003e                                         ]  56.13MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":57802240,\"total\":299237757},\"progress\":\"[=========\\u003e                                         ]   57.8MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":59473408,\"total\":299237757},\"progress\":\"[=========\\u003e                                         ]  59.47MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":61617664,\"total\":299237757},\"progress\":\"[==========\\u003e                                        ]  61.62MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":63216299,\"total\":299237757},\"progress\":\"[==========\\u003e                                        ]  63.22MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":64287744,\"total\":299237757},\"progress\":\"[==========\\u003e                                        ]  64.29MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":65903616,\"total\":299237757},\"progress\":\"[===========\\u003e                                       ]   65.9MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":68688896,\"total\":299237757},\"progress\":\"[===========\\u003e                                       ]  68.69MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":72031232,\"total\":299237757},\"progress\":\"[============\\u003e                                      ]  72.03MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":75373568,\"total\":299237757},\"progress\":\"[============\\u003e                                      ]  75.37MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":76487680,\"total\":299237757},\"progress\":\"[============\\u003e                                      ]  76.49MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":78715904,\"total\":299237757},\"progress\":\"[=============\\u003e                                     ]  78.72MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":81501184,\"total\":299237757},\"progress\":\"[=============\\u003e                                     ]   81.5MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":84286464,\"total\":299237757},\"progress\":\"[==============\\u003e                                    ]  84.29MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":84843520,\"total\":299237757},\"progress\":\"[==============\\u003e                                    ]  84.84MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":85400576,\"total\":299237757},\"progress\":\"[==============\\u003e                                    ]   85.4MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":86514688,\"total\":299237757},\"progress\":\"[==============\\u003e                                    ]  86.51MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":88185856,\"total\":299237757},\"progress\":\"[==============\\u003e                                    ]  88.19MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":89857024,\"total\":299237757},\"progress\":\"[===============\\u003e                                   ]  89.86MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":90414080,\"total\":299237757},\"progress\":\"[===============\\u003e                                   ]  90.41MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":92085248,\"total\":299237757},\"progress\":\"[===============\\u003e                                   ]  92.09MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
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+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":97039872,\"total\":299237757},\"progress\":\"[================\\u003e                                  ]  97.04MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":98134528,\"total\":299237757},\"progress\":\"[================\\u003e                                  ]  98.13MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":99805696,\"total\":299237757},\"progress\":\"[================\\u003e                                  ]  99.81MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":102033920,\"total\":299237757},\"progress\":\"[=================\\u003e                                 ]    102MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":103705088,\"total\":299237757},\"progress\":\"[=================\\u003e                                 ]  103.7MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":105376256,\"total\":299237757},\"progress\":\"[=================\\u003e                                 ]  105.4MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":107604480,\"total\":299237757},\"progress\":\"[=================\\u003e                                 ]  107.6MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":109832704,\"total\":299237757},\"progress\":\"[==================\\u003e                                ]  109.8MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
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+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":296649013,\"total\":299237757},\"progress\":\"[=================================================\\u003e ]  296.6MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":298799798,\"total\":299237757},\"progress\":\"[=================================================\\u003e ]  298.8MB/299.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":300943208,\"total\":299237757},\"progress\":\"[==================================================\\u003e]  300.9MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":303098075,\"total\":299237757},\"progress\":\"[==================================================\\u003e]  303.1MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushing\",\"progressDetail\":{\"current\":305204736,\"total\":299237757},\"progress\":\"[==================================================\\u003e]  305.2MB\",\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"Pushed\",\"progressDetail\":{},\"id\":\"bd6cb57a91d0\"}\n",
+      "{\"status\":\"latest: digest: sha256:f91dc0213cdb205d08395fcd0ee789dfe954a3670caecbb3037f994ca5358e97 size: 2213\"}\n",
+      "{\"progressDetail\":{},\"aux\":{\"Tag\":\"latest\",\"Digest\":\"sha256:f91dc0213cdb205d08395fcd0ee789dfe954a3670caecbb3037f994ca5358e97\",\"Size\":2213}}\n",
       "\n"
      ]
     }
@@ -255,46 +738,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "NAME:   newbie-stingray\n",
-      "LAST DEPLOYED: Wed Feb 13 01:21:24 2019\n",
+      "NAME:   imprecise-frog\n",
+      "LAST DEPLOYED: Mon Jun  3 21:33:22 2019\n",
       "NAMESPACE: default\n",
       "STATUS: DEPLOYED\n",
       "\n",
       "RESOURCES:\n",
-      "==> v1/Pod(related)\n",
-      "NAME                                  READY  STATUS             RESTARTS  AGE\n",
-      "titanic-survival-prediction-rc-4tqd2  0/1    ContainerCreating  0         0s\n",
-      "titanic-survival-prediction-rc-t9sv9  0/1    ContainerCreating  0         0s\n",
-      "\n",
       "==> v1/Namespace\n",
       "NAME     STATUS  AGE\n",
       "titanic  Active  1s\n",
       "\n",
-      "==> v1/Service\n",
-      "NAME                            TYPE          CLUSTER-IP     EXTERNAL-IP  PORT(S)         AGE\n",
-      "titanic-survival-prediction-lb  LoadBalancer  10.108.72.116  <pending>    5000:31187/TCP  0s\n",
+      "==> v1/Pod(related)\n",
+      "NAME                                  READY  STATUS             RESTARTS  AGE\n",
+      "titanic-survival-prediction-rc-9glv5  0/1    ContainerCreating  0         1s\n",
+      "titanic-survival-prediction-rc-d5wfj  0/1    Pending            0         1s\n",
       "\n",
       "==> v1/ReplicationController\n",
       "NAME                            DESIRED  CURRENT  READY  AGE\n",
-      "titanic-survival-prediction-rc  2        2        0      0s\n",
+      "titanic-survival-prediction-rc  2        2        0      1s\n",
+      "\n",
+      "==> v1/Service\n",
+      "NAME                            TYPE          CLUSTER-IP     EXTERNAL-IP  PORT(S)         AGE\n",
+      "titanic-survival-prediction-lb  LoadBalancer  10.102.198.72  <pending>    5000:30372/TCP  1s\n",
       "\n",
       "\n",
       "NOTES:\n",
       "Thank you for installing helm-ml-score-app.\n",
       "\n",
-      "Your release is named newbie-stingray.\n",
+      "Your release is named imprecise-frog.\n",
       "\n",
       "To learn more about the release, try:\n",
       "\n",
-      "  $ helm status newbie-stingray\n",
-      "  $ helm get newbie-stingray\n",
+      "  $ helm status imprecise-frog\n",
+      "  $ helm get imprecise-frog\n",
       "\n"
      ]
     }
@@ -317,7 +800,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -331,7 +814,7 @@
       "| kube-system | kube-dns                       | No node port                |\n",
       "| kube-system | kubernetes-dashboard           | No node port                |\n",
       "| kube-system | tiller-deploy                  | No node port                |\n",
-      "| titanic     | titanic-survival-prediction-lb | http://192.168.99.115:31187 |\n",
+      "| titanic     | titanic-survival-prediction-lb | http://192.168.99.102:30372 |\n",
       "|-------------|--------------------------------|-----------------------------|\n"
      ]
     }
@@ -349,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -361,18 +844,11 @@
     }
    ],
    "source": [
-    "!curl http://192.168.99.115:31187/titanic/v1/predict \\\n",
+    "!curl http://192.168.99.102:30372/titanic/v1/predict \\\n",
     "        --request POST \\\n",
     "        --header 'Content-Type: application/json' \\\n",
     "        --data '{\"Pclass\": [1], \"Sex\": [\"male\"], \"Age\": [32], \"SibSp\": [1],                      \"Parch\": [0], \"Fare\": [100], \"Embarked\": [\"S\"]}'"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/deploy/k8s-helm-ml-prediction-app/values.yaml b/deploy/k8s-helm-ml-prediction-app/values.yaml
index 1a7f30a..50ebc6e 100644
--- a/deploy/k8s-helm-ml-prediction-app/values.yaml
+++ b/deploy/k8s-helm-ml-prediction-app/values.yaml
@@ -2,7 +2,7 @@ app:
   name: test-ml-score
   env: prod
   namespace: test-ml-app
-  image: alexioannides/test-ml-score-api
+  image: cmftall/test-ml-score-api
 
 replicas: 2
 containerPort: 5000
diff --git a/models/titanic-ml-2019-06-03T17:18:04.joblib b/models/titanic-ml-2019-06-03T17:18:04.joblib
new file mode 100644
index 0000000..b879d62
Binary files /dev/null and b/models/titanic-ml-2019-06-03T17:18:04.joblib differ
diff --git a/titanic-ml.ipynb b/titanic-ml.ipynb
index 9114e56..adaf6de 100644
--- a/titanic-ml.ipynb
+++ b/titanic-ml.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -102,7 +102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -223,7 +223,7 @@
        "max      1.000000    3.000000   80.000000    8.000000    6.000000  512.329200"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -255,7 +255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -396,7 +396,7 @@
        "4      0            373450   8.0500   NaN        S  "
       ]
      },
-     "execution_count": 4,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -416,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -460,12 +460,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -475,7 +475,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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I8PDDDzNnzhzcbjcLFy5k/vz5zJkzJ/RnIiIijaben7No0aIFw4YN47777mP48OEhF8XJkyeZOXMmM2bMCN62Y8cOmjVrhtvtBmDs2LGsWbMmpO2KiEjjq9fIIj09/awHs6OioujQoQODBw9m4MCB59zGc889R2pqKpdffnnwNp/PR8eOHYPLsbGxBAIBKisriYmJqe9zEBGRRlavsrjuuuvIzs5m1KhROJ1OfD4fOTk5pKSkUFdXx/Tp05kwYQK//vWvz7r+F198wY4dO5g6dWqDhv9eXFyrRtluUxIZ6QCgffvWFicROZNen9arV1ls2rSJ119/naSkpOBtI0aMICMjg+XLl3P77bfz0EMP/WhZfPbZZxQUFDBo0CAA9u/fz4QJE7j77rspLi4Ofl1FRQV2uz3kUUV5+RECgbqQ1pHT1dT4AThwoMriJCJn0uuzYdnttpDfZNerLL799ls6dep02m2JiYkUFhYCcM0115zzLKb777+f+++/P7g8cOBAXn75Zbp168Y777xDXl4ebrebt99+m6FDh4b0BC7En/+8hL17d5v2eOFsz55T3wePZ5bFScJDp06dSU//H6tjiISNepVF//79efTRR5k8eTIdOnRg//79PP/88/Tr1w+Ar7/+mvbt24f84Ha7nblz55KVlcWJEydITExk3rx5IW/nfO3du5uvv/k3juY6PhLwnxrm/3tvmcVJrOevrrQ6gkjYqVdZPP300zz55JMMHz6c2tpaIiIiuP3224PXhoqMjOSZZ56p94OuW7cu+O++ffuSm5sbYuyG42geQ8vOgyx7fAk/x3Z/ZHUEkbBTr7KIiYlhwYIFBAIBKioqKCsrIycnhxEjRrBx40a6du3a2DlFRMRC9b5EeUVFBbm5uWRnZ7Nz507cbjePPfZYY2YTEZEwcc6yqKmpYd26daxYsYKNGzdyxRVXMHz4cPbt28ezzz5LXFycWTlFRMRC5yyL5ORkbDYbo0eP5sEHH6RXr14ALFu2zJRwIiISHs5ZFj169GDLli1s27aNzp07c/nll9OmTRuzsok0aTq1+//o1O7TWXFq9znL4s0332Tfvn1kZ2fzxhtvMHv2bAYMGMCxY8eora01K6NIk7R3726K/r2TDq3qfWjxktWSAADV+/9tcRLr7T9ize9ew1dhYmIikyZNYtKkSeTl5ZGTk4Pdbic1NZUxY8bwyCOPmJFTpEnq0CqC8dfEWh1Dwsji7RWWPG5Ib1ncbjdut5vHH3+cDz74gOzs7MbKJSIiYeS8xrfNmjUjJSWFlJSUhs4jIiJhqN7zWYiISNOlshAREUMqCxERMaSyEBERQyoLERExpLIQERFDKgsRETFk2nUEHnjgAb777jvsdjstW7bkiSeewOVyUVhYSEZGBpWVlcTExODxeOjSpYtZsUREpB5MKwuPx0Pr1q0B+PDDD5k+fTorVqwgKyuL9PR0Ro4cSU5ODpmZmSxZssSsWCIiUg+m7Yb6vigAjhw5gs1mo7y8nPz8/OAnwVNSUsjPz6eiwpprn4iIyNmZejnLxx57jE2bNlFXV8drr72Gz+cjISEBh8MBgMPhID4+Hp/PR2ysLp4mIhIuTC2Lp556CoDs7Gzmzp3LlClTGmS7cXGtzmu9yEhHgzy+XHoiIx20b9/a+AsbOUO1pQkkXFnx+rTkQvmjRo0iMzOTDh06UFJSgt/vx+Fw4Pf7KS0txel0hrS98vIjBAJ1IeeoqfGHvI40DTU1fg4cqLI8g8jZXOjr0263hfwm25RjFkePHsXn8wWX161bR5s2bYiLi8PlcuH1egHwer24XC7tghIRCTOmjCyOHz/OlClTOH78OHa7nTZt2vDyyy9js9mYMWMGGRkZLFy4kOjoaDwejxmRREQkBKaURbt27XjnnXfOel9SUhLLly83I8YZDh2qxF9dybHdH1ny+BKe/NWVHDpk/VSmhw5VcvBIrWUzo0l42n+klraHKk1/XH2CW0REDFn/9slCbdrEcOBwLS07D7I6ioSRY7s/ok2bGKtj0KZNDM2Ol2kObjnN4u0VNLfg9amRhYiIGFJZiIiIIZWFiIgYUlmIiIghlYWIiBhSWYiIiCGVhYiIGFJZiIiIIZWFiIgYUlmIiIghlYWIiBhSWYiIiCGVhYiIGFJZiIiIIVMuUX7w4EEeeeQR9uzZQ1RUFJ07d2bmzJnExsaydetWMjMzOXHiBImJicybN4+4uDgzYgFo8qP/CNRWA2CPaG5xEuv5qyuBdlbHEAkrppSFzWbjvvvu4/rrrwfA4/Ewf/58Zs+ezcMPP8ycOXNwu90sXLiQ+fPnM2fOHDNi0alTZ1Me52KwZ89uAK7opF+S0E6vDZH/YkpZxMTEBIsC4Nprr2XZsmXs2LGDZs2a4Xa7ARg7diyDBg0yrSzS0//HlMe5GHg8swCYNu0Ji5OISDgy/ZhFIBBg2bJlDBw4EJ/PR8eOHYP3xcbGEggEqKw0f35ZERH5caZPqzpr1ixatmzJuHHj+OCDDxpkm3FxrRpkO01ZZKQDgPbtW1ucRL4XGemg2uoQEpYiIx2m/6yaWhYej4fdu3fz8ssvY7fbcTqdFBcXB++vqKjAbrcTExPa/LLl5UcIBOoaOm6TUlPjB+DAgSqLk8j3amr87D9Sy+LtFVZHsdyRkwEAWkXpBM79R2ppXuO/oJ9Vu90W8pts08rij3/8Izt27OCVV14hKioKgN69e1NdXU1eXh5ut5u3336boUOHmhVJJKzpIPv/Kf3PCRjtOuh70gVrXhumlMU333zDokWL6NKlC2PHjgXg8ssv56WXXmLu3LlkZWWdduqsiOgEjB/SCRjWM6UsrrrqKr7++uuz3te3b19yc3PNiCEiIudJOwBFRMSQykJERAypLERExJDKQkREDKksRETEkMpCREQMqSxERMSQykJERAypLERExJDKQkREDKksRETEkMpCREQMqSxERMSQykJERAypLERExJDKQkREDJlSFh6Ph4EDB9KjRw927doVvL2wsJC0tDSGDBlCWloaRUVFZsQREZEQmVIWgwYNYunSpSQmJp52e1ZWFunp6bz//vukp6eTmZlpRhwREQmRKWXhdrtxOp2n3VZeXk5+fj4pKSkApKSkkJ+fT0VFhRmRREQkBJYds/D5fCQkJOBwOABwOBzEx8fj8/msiiQiIj8iwuoADSEurpXVES56kZGnSrt9+9YWJxE5k16f1rOsLJxOJyUlJfj9fhwOB36/n9LS0jN2V9VHefkRAoG6RkjZdNTU+AE4cKDK4iQiZ9Lrs2HZ7baQ32RbthsqLi4Ol8uF1+sFwOv14nK5iI2NtSqSiIj8CFNGFrNnz2bt2rWUlZUxfvx4YmJiWLlyJTNmzCAjI4OFCxcSHR2Nx+MxI46IiITIlLJ4/PHHefzxx8+4PSkpieXLl5sRQURELoA+wS0iIoZUFiIiYkhlISIihlQWIiJiSGUhIiKGVBYiImJIZSEiIoZUFiIiYkhlISIihlQWIiJiSGUhIiKGVBYiImJIZSEiIoZUFiIiYkhlISIihlQWIiJiyLI5uH+osLCQjIwMKisriYmJwePx0KVLF6tjmWbTpk/YuHGDpRn27NkNgMczy9IcAAMG3EJy8s1WxxCRHwiLssjKyiI9PZ2RI0eSk5NDZmYmS5YssTpWk9KmTRurI0gYCoc3MhA+b2aa8hsZy8uivLyc/Px8Fi9eDEBKSgqzZs2ioqKC2NhYi9OZIzn55ib7AhSpD72ZsZ7lZeHz+UhISMDhcADgcDiIj4/H5/PVuyzi4lo1ZkSRJmvUqOGMGjXc6hgSBiwvi4ZQXn6EQKDO6hgiIhcFu90W8ptsy8+GcjqdlJSU4Pf7AfD7/ZSWluJ0Oi1OJiIi37O8LOLi4nC5XHi9XgC8Xi8ul6vJHK8QEbkY2Orq6izff1NQUEBGRgaHDx8mOjoaj8dD165d672+dkOJiNTf+eyGCouyuFAqCxGR+rsoj1mIiEj4U1mIiIihS+LUWbvdZnUEEZGLxvn8zrwkjlmIiEjj0m4oERExpLIQERFDKgsRETGkshAREUMqCxERMaSyEBERQyoLERExpLIQERFDKgsRETGkshAACgsLSUtLY8iQIaSlpVFUVGR1JBEAPB4PAwcOpEePHuzatcvqOE2WykIAyMrKIj09nffff5/09HQyMzOtjiQCwKBBg1i6dCmJiYlWR2nSVBZCeXk5+fn5pKSkAJCSkkJ+fj4VFRUWJxMBt9utaZbDgMpC8Pl8JCQk4HA4AHA4HMTHx+Pz+SxOJiLhQmUhIiKGVBaC0+mkpKQEv98PgN/vp7S0VEN/EQlSWQhxcXG4XC68Xi8AXq8Xl8tFbGysxclEJFxo8iMBoKCggIyMDA4fPkx0dDQej4euXbtaHUuE2bNns3btWsrKymjbti0xMTGsXLnS6lhNjspCREQMaTeUiIgYUlmIiIghlYWIiBhSWYiIiCGVhYiIGFJZiDSizMxMXnrppQbf7gsvvMDUqVMbfLsiPybC6gAiVsjLy2P+/Pl88803OBwOunbtyvTp07nmmmsa9HFmzpzZoNsTsYrKQpqcI0eOMHHiRGbMmMEdd9xBTU0NeXl5REVFhbSduro66urqsNs1QJdLn17l0uQUFhYCpy7F7nA4aN68OQMGDKBnz55n7N757rvv6NGjB7W1tQDcfffdLFiwgLFjx9KnTx9ee+01Ro8efdr2//SnPzFx4kQAMjIyWLBgAQB33HEH69evD35dbW0tN9xwA19++SUAW7duZezYsbjdblJTU9m8eXPwa/fu3cu4ceP46U9/yvjx4zl48GAjfGdEfpzKQpqcK6+8EofDwbRp09iwYQOHDh0Kaf2cnBxmzZrF559/zl133UVhYeFpMwvm5uYyYsSIM9YbPnx48PpbABs3bqRt27b06tWLkpISfvOb3/Db3/6WTz/9lGnTpjF58uTgnCJTp06lV69ebN68mQceeIAVK1ac35MXOU8qC2lyWrVqxZ///GdsNhtPPPEEN954IxMnTqSsrKxe6995551cddVVRERE0Lp1awYNGhQsgaKiIr799lsGDhx4xnojRoxg3bp1HD9+HDhVKsOHDwdOFdDNN9/MLbfcgt1uJzk5md69e7NhwwaKi4v517/+xZQpU4iKiqJ///5n3b5IY1JZSJOUlJTE008/zSeffEJubi6lpaX84Q9/qNe6/33p9hEjRgQvbOf1erntttto0aLFGet17tyZpKQk1q9fz/Hjx1m3bl1wBFJcXMyaNWtwu93BP1u2bOHAgQOUlpYSHR1Ny5Ytg9vq2LHj+T51kfOiA9zS5CUlJTF69Gj+8pe/cPXVV1NdXR2872yjDZvNdtryz372MyoqKvjqq6/wer08+uijP/pYKSkpeL1eAoEA3bp1o3PnzsCpAho5ciSzZ88+Y519+/Zx+PBhjh07FiyM4uLiM3KINCaNLKTJKSgo4I033mD//v3AqWllvV4vffr0weVy8dlnn1FcXExVVRWLFi0y3F5kZCRDhw5l7ty5HDp0iOTk5B/92mHDhrFp0yaWLVsWnPMcIDU1lfXr1/O3v/0Nv9/PiRMn2Lx5M/v37ycxMZHevXvzwgsvcPLkSfLy8k47UC5iBpWFNDmtWrVi27Zt/OIXv+Daa6/ll7/8Jd27dycjI4Pk5GSGDRtGamoqo0eP5uc//3m9tjlixAj+/ve/M3ToUCIifnzAHh8fz7XXXssXX3zBsGHDgrc7nU4WLlzIokWLuPHGG7nlllt4/fXXCQQCADzzzDNs27aN66+/npdeeolRo0Zd2DdBJESaz0JERAxpZCEiIoZUFiIiYkhlISIihlQWIiJiSGUhIiKGVBYiImJIZSEiIoZUFiIiYkhlISIihv4/zi3OponaP/YAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -485,7 +485,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -495,7 +495,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -505,7 +505,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -515,7 +515,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -542,7 +542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -558,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -585,7 +585,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -632,7 +632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -649,7 +649,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -671,7 +671,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -692,7 +692,7 @@
        "         0.00000000e+00,  1.00000000e+00,  0.00000000e+00]])"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -729,7 +729,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -750,7 +750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -769,7 +769,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -863,7 +863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -880,7 +880,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1054,7 +1054,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1229,7 +1229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1405,7 +1405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1501,7 +1501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1517,7 +1517,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1531,7 +1531,7 @@
        "            random_state=42, verbose=0, warm_start=False))])"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1549,7 +1549,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1562,7 +1562,7 @@
        "       0, 1])"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1580,16 +1580,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['models/titanic-ml-2019-02-11T17:48:28.joblib']"
+       "['models/titanic-ml-2019-06-03T17:18:04.joblib']"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }