From e4cda219e305d9adb57996d94b69bb60fccff4d8 Mon Sep 17 00:00:00 2001
From: Alexander Hess <alexander@webartifex.biz>
Date: Mon, 29 Jun 2020 01:08:07 +0200
Subject: [PATCH] Use poetry instead of Pipenv

---
 Pipfile        |   31 -
 Pipfile.lock   |  948 ----------------------------
 poetry.lock    | 1616 ++++++++++++++++++++++++++++++++++++++++++++++++
 pyproject.toml |   41 +-
 4 files changed, 1656 insertions(+), 980 deletions(-)
 delete mode 100644 Pipfile
 delete mode 100644 Pipfile.lock
 create mode 100644 poetry.lock

diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index b3ba18d..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,31 +0,0 @@
-[[source]]
-url = "https://pypi.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-jupyter = "*"
-watermark = "*"
-numpy = "*"
-pandas = "*"
-xlrd = "*"
-xlwt = "*"
-tabulate = "*"
-requests = "*"
-matplotlib = "*"
-seaborn = "*"
-missingno = "*"
-sklearn = "*"
-statsmodels = "*"
-tqdm = "*"
-
-[dev-packages]
-black = "*"
-blackcellmagic = "*"
-pylint = "*"
-
-[requires]
-python_version = "3.6"
-
-[pipenv]
-allow_prereleases = true
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index b33e09e..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,948 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "cd46097e2ebd23accf453936aef1b898dfbf46ff9f2642f494da0e041b7a5992"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.6"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "attrs": {
-            "hashes": [
-                "sha256:10cbf6e27dbce8c30807caf056c8eb50917e0eaafe86347671b57254006c3e69",
-                "sha256:ca4be454458f9dec299268d472aaa5a11f67a4ff70093396e1ceae9c76cf4bbb"
-            ],
-            "version": "==18.2.0"
-        },
-        "backcall": {
-            "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
-            ],
-            "version": "==0.1.0"
-        },
-        "bleach": {
-            "hashes": [
-                "sha256:0ee95f6167129859c5dce9b1ca291ebdb5d8cd7e382ca0e237dfd0dad63f63d8",
-                "sha256:24754b9a7d530bf30ce7cbc805bc6cce785660b4a10ff3a43633728438c105ab"
-            ],
-            "version": "==2.1.4"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:376690d6f16d32f9d1fe8932551d80b23e9d393a8578c5633a2ed39a64861638",
-                "sha256:456048c7e371c089d0a77a5212fb37a2c2dce1e24146e3b7e0261736aaeaa22a"
-            ],
-            "version": "==2018.8.24"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
-            ],
-            "version": "==3.0.4"
-        },
-        "cycler": {
-            "hashes": [
-                "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
-                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
-            ],
-            "version": "==0.10.0"
-        },
-        "decorator": {
-            "hashes": [
-                "sha256:2c51dff8ef3c447388fe5e4453d24a2bf128d3a4c32af3fabef1f01c6851ab82",
-                "sha256:c39efa13fbdeb4506c476c9b3babf6a718da943dab7811c206005a4a956c080c"
-            ],
-            "version": "==4.3.0"
-        },
-        "entrypoints": {
-            "hashes": [
-                "sha256:10ad569bb245e7e2ba425285b9fa3e8178a0dc92fc53b1e1c553805e15a8825b",
-                "sha256:d2d587dde06f99545fb13a383d2cd336a8ff1f359c5839ce3a64c917d10c029f"
-            ],
-            "markers": "python_version >= '2.7'",
-            "version": "==0.2.3"
-        },
-        "html5lib": {
-            "hashes": [
-                "sha256:20b159aa3badc9d5ee8f5c647e5efd02ed2a66ab8d354930bd9ff139fc1dc0a3",
-                "sha256:66cb0dcfdbbc4f9c3ba1a63fdb511ffdbd4f513b2b6d81b80cd26ce6b3fb3736"
-            ],
-            "version": "==1.0.1"
-        },
-        "idna": {
-            "hashes": [
-                "sha256:156a6814fb5ac1fc6850fb002e0852d56c0c8d2531923a51032d1b70760e186e",
-                "sha256:684a38a6f903c1d71d6d5fac066b58d7768af4de2b832e426ec79c30daa94a16"
-            ],
-            "version": "==2.7"
-        },
-        "ipykernel": {
-            "hashes": [
-                "sha256:00d88b7e628e4e893359119b894451611214bce09776a3bf8248fe42cb48ada6",
-                "sha256:a706b975376efef98b70e10cd167ab9506cf08a689d689a3c7daf344c15040f6",
-                "sha256:c5a498c70f7765c34f3397cf943b069057f5bef4e0218e4cfbb733e9f38fa5fa"
-            ],
-            "version": "==4.9.0"
-        },
-        "ipython": {
-            "hashes": [
-                "sha256:007dcd929c14631f83daff35df0147ea51d1af420da303fd078343878bd5fb62",
-                "sha256:b0f2ef9eada4a68ef63ee10b6dde4f35c840035c50fd24265f8052c98947d5a4"
-            ],
-            "markers": "python_version >= '3.3'",
-            "version": "==6.5.0"
-        },
-        "ipython-genutils": {
-            "hashes": [
-                "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8",
-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
-            ],
-            "version": "==0.2.0"
-        },
-        "ipywidgets": {
-            "hashes": [
-                "sha256:ba46e7228b951191c2288478a6f321c67013c0674aff074c8ad32a9723729e1d",
-                "sha256:d2bea16c0f08df978f63b58c9e91ac4c4bcc0ba5f90ca9a34c310678597542c3"
-            ],
-            "version": "==7.4.1"
-        },
-        "jedi": {
-            "hashes": [
-                "sha256:b409ed0f6913a701ed474a614a3bb46e6953639033e31f769ca7581da5bd1ec1",
-                "sha256:c254b135fb39ad76e78d4d8f92765ebc9bf92cbc76f49e97ade1d5f5121e1f6f"
-            ],
-            "version": "==0.12.1"
-        },
-        "jinja2": {
-            "hashes": [
-                "sha256:74c935a1b8bb9a3947c50a54766a969d4846290e1e788ea44c1392163723c3bd",
-                "sha256:f84be1bb0040caca4cea721fcbbbbd61f9be9464ca236387158b0feea01914a4"
-            ],
-            "version": "==2.10"
-        },
-        "jsonschema": {
-            "hashes": [
-                "sha256:1ae9fe07aec50f07fc546a4432c93e2f23deeaa23bb67aef42d75d8aa496849b",
-                "sha256:aef58a18d83e4c5ea117d7ae1ba4238a6a84654fee6d0f32fd335ded63a1626e"
-            ],
-            "version": "==3.0.0a2"
-        },
-        "jupyter": {
-            "hashes": [
-                "sha256:3e1f86076bbb7c8c207829390305a2b1fe836d471ed54be66a3b8c41e7f46cc7",
-                "sha256:5b290f93b98ffbc21c0c7e749f054b3267782166d72fa5e3ed1ed4eaf34a2b78",
-                "sha256:d9dc4b3318f310e34c82951ea5d6683f67bed7def4b259fafbfe4f1beb1d8e5f"
-            ],
-            "index": "pypi",
-            "version": "==1.0.0"
-        },
-        "jupyter-client": {
-            "hashes": [
-                "sha256:27befcf0446b01e29853014d6a902dd101ad7d7f94e2252b1adca17c3466b761",
-                "sha256:59e6d791e22a8002ad0e80b78c6fd6deecab4f9e1b1aa1a22f4213de271b29ea"
-            ],
-            "version": "==5.2.3"
-        },
-        "jupyter-console": {
-            "hashes": [
-                "sha256:3f928b817fc82cda95e431eb4c2b5eb21be5c483c2b43f424761a966bb808094",
-                "sha256:545dedd3aaaa355148093c5609f0229aeb121b4852995c2accfa64fe3e0e55cd"
-            ],
-            "version": "==5.2.0"
-        },
-        "jupyter-core": {
-            "hashes": [
-                "sha256:927d713ffa616ea11972534411544589976b2493fc7e09ad946e010aa7eb9970",
-                "sha256:ba70754aa680300306c699790128f6fbd8c306ee5927976cbe48adacf240c0b7"
-            ],
-            "version": "==4.4.0"
-        },
-        "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"
-            ],
-            "markers": "python_version >= '2.7' and python_version != '3.0.*' and python_version != '3.1.*' and python_version != '3.3.*' and python_version != '3.2.*'",
-            "version": "==1.0.1"
-        },
-        "markupsafe": {
-            "hashes": [
-                "sha256:a6be69091dac236ea9c6bc7d012beab42010fa914c459791d627dad4910eb665"
-            ],
-            "version": "==1.0"
-        },
-        "matplotlib": {
-            "hashes": [
-                "sha256:0f5ab0736e76d1626770aa1d330647806e6609b785801d25fb1b7bfcd0fc502d",
-                "sha256:25cb49bcde226dcf11bdeabe571b8311ee49e50aae92c8105ee35c5820d5ec02",
-                "sha256:35ea69c8524f5931949f67134ed5b763706ef99a3f80b7fc3f2994aacf70e362",
-                "sha256:44136f1fcec98ee7dc75dfae73d567d10a55906cb2d6468469ec58d133ff44e6",
-                "sha256:5e823d5502fc6c032ac56812a6226f98416b38e1e35b43b5c605a17f6fe19f05",
-                "sha256:641466e8e16a18bee55cfc10d83219f32297d50a392f4a06e0217a26115be765",
-                "sha256:8538076ab19e02fb8723d9850f7d895c2bf6b7c86e0fa82aedd5051859288b94",
-                "sha256:8e23f9c9bca5ffdf6c86fac0e8a0a3c3daeb616042f082bda96cbe94458e234a",
-                "sha256:95e99a64db209e9bb80731cddb2705021f3d06c08bd52787016c97d5ee5f6f63",
-                "sha256:9945cf086cca6fa8f929a8926fbb5cd116cf860eff65395aadda725aabde35c9",
-                "sha256:aeda129b0149ac5554b11c6a539fb1e5347e6f088752fb79e2b71b76d6e10116",
-                "sha256:c6e83ca4e70dc5d3185ee15544a66fbf25aff6f242d6102c2358cee240963785",
-                "sha256:e041d42e6cf4a363aa544e6affedc7ce21c71232147c9f206044e7dfb034bc94"
-            ],
-            "index": "pypi",
-            "version": "==3.0.0rc2"
-        },
-        "missingno": {
-            "hashes": [
-                "sha256:3f192fd713619694b16bbc4c5021fdb4edfb39188e86e2adf03e67a876249479",
-                "sha256:56065805d38260e4c1f5a5cb65d5da272cdcd9b3cb6b8bb6900cda2cb74818b1"
-            ],
-            "index": "pypi",
-            "version": "==0.4.1"
-        },
-        "mistune": {
-            "hashes": [
-                "sha256:b4c512ce2fc99e5a62eb95a4aba4b73e5f90264115c40b70a21e1f7d4e0eac91",
-                "sha256:bc10c33bfdcaa4e749b779f62f60d6e12f8215c46a292d05e486b869ae306619"
-            ],
-            "version": "==0.8.3"
-        },
-        "nbconvert": {
-            "hashes": [
-                "sha256:12b1a4671d4463ab73af6e4cbcc965b62254e05d182cd54995dda0d0ef9e2db9",
-                "sha256:260d390b989a647575b8ecae2cd06a9eaead10d396733d6e50185d5ebd08996e"
-            ],
-            "version": "==5.3.1"
-        },
-        "nbformat": {
-            "hashes": [
-                "sha256:b9a0dbdbd45bb034f4f8893cafd6f652ea08c8c1674ba83f2dc55d3955743b0b",
-                "sha256:f7494ef0df60766b7cabe0a3651556345a963b74dbc16bc7c18479041170d402"
-            ],
-            "version": "==4.4.0"
-        },
-        "notebook": {
-            "hashes": [
-                "sha256:66dd59e76e755584ae9450eb015c39f55d4bb1d8ec68f2c694d2b3cba7bf5c7e",
-                "sha256:e2c8e931cc19db4f8c63e6a396efbc13a228b2cb5b2919df011b946f28239a08"
-            ],
-            "version": "==5.6.0"
-        },
-        "numpy": {
-            "hashes": [
-                "sha256:1c362ad12dd09a43b348bb28dd2295dd9cdf77f41f0f45965e04ba97f525b864",
-                "sha256:2156a06bd407918df4ac0122df6497a9c137432118f585e5b17d543e593d1587",
-                "sha256:24e4149c38489b51fc774b1e1faa9103e82f73344d7a00ba66f6845ab4769f3f",
-                "sha256:340ec1697d9bb3a9c464028af7a54245298502e91178bddb4c37626d36e197b7",
-                "sha256:35db8d419345caa4eeaa65cd63f34a15208acd87530a30f0bc25fc84f55c8c80",
-                "sha256:361370e9b7f5e44c41eee29f2bb5cb3b755abb4b038bce6d6cbe08db7ff9cb74",
-                "sha256:36e8dcd1813ca92ce7e4299120cee6c03adad33d89b54862c1b1a100443ac399",
-                "sha256:378378973546ecc1dfaf9e24c160d683dd04df871ecd2dcc86ce658ca20f92c0",
-                "sha256:419e6faee16097124ee627ed31572c7e80a1070efa25260b78097cca240e219a",
-                "sha256:4287104c24e6a09b9b418761a1e7b1bbde65105f110690ca46a23600a3c606b8",
-                "sha256:549f3e9778b148a47f4fb4682955ed88057eb627c9fe5467f33507c536deda9d",
-                "sha256:5e359e9c531075220785603e5966eef20ccae9b3b6b8a06fdfb66c084361ce92",
-                "sha256:5ee7f3dbbdba0da75dec7e94bd7a2b10fe57a83e1b38e678200a6ad8e7b14fdc",
-                "sha256:62d55e96ec7b117d3d5e618c15efcf769e70a6effaee5842857b64fb4883887a",
-                "sha256:719b6789acb2bc86ea9b33a701d7c43dc2fc56d95107fd3c5b0a8230164d4dfb",
-                "sha256:7a70f2b60d48828cba94a54a8776b61a9c2657a803d47f5785f8062e3a9c7c55",
-                "sha256:7b9e37f194f8bcdca8e9e6af92e2cbad79e360542effc2dd6b98d63955d8d8a3",
-                "sha256:83b8fc18261b70f45bece2d392537c93dc81eb6c539a16c9ac994c47fc79f09a",
-                "sha256:9473ad28375710ab18378e72b59422399b27e957e9339c413bf00793b4b12df0",
-                "sha256:95b085b253080e5d09f7826f5e27dce067bae813a132023a77b739614a29de6e",
-                "sha256:98b86c62c08c2e5dc98a9c856d4a95329d11b1c6058cb9b5191d5ea6891acd09",
-                "sha256:a3bd01d6d3ed3d7c06d7f9979ba5d68281f15383fafd53b81aa44b9191047cf8",
-                "sha256:c81a6afc1d2531a9ada50b58f8c36197f8418ef3d0611d4c1d7af93fdcda764f",
-                "sha256:ce75ed495a746e3e78cfa22a77096b3bff2eda995616cb7a542047f233091268",
-                "sha256:dae8618c0bcbfcf6cf91350f8abcdd84158323711566a8c5892b5c7f832af76f",
-                "sha256:df0b02c6705c5d1c25cc35c7b5d6b6f9b3b30833f9d178843397ae55ecc2eebb",
-                "sha256:e3660744cda0d94b90141cdd0db9308b958a372cfeee8d7188fdf5ad9108ea82",
-                "sha256:f2362d0ca3e16c37782c1054d7972b8ad2729169567e3f0f4e5dd3cdf85f188e"
-            ],
-            "index": "pypi",
-            "version": "==1.15.1"
-        },
-        "pandas": {
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diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..92a06fd
--- /dev/null
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diff --git a/pyproject.toml b/pyproject.toml
index f6d01ce..28acfa0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,44 @@
+[build-system]
+build-backend = "poetry.masonry.api"
+requires = ["poetry>=0.12"]
 
 [tool.black]
-
 line-length = 79
 
+[tool.poetry]
+authors = ["Alexander Hess <alexander@webartifex.biz>"]
+description = "A case study on predicting house prices in Ames, Iowa"
+homepage = "https://github.com/webartifex/ames-housing"
+keywords = [
+    "data-science",
+    "data-cleaning",
+    "house-price-prediction",
+    "machine-learning",
+    "prediction",
+    "predictive-analytics",
+]
+license = "MIT"
+name = "ames-housing"
+readme = "README.md"
+repository = "https://github.com/webartifex/ames-housing"
+version = "0.1.0"
+
+[tool.poetry.dependencies]
+jupyterlab = "^2.1.5"
+matplotlib = "^3.2.2"
+missingno = "^0.4.2"
+numpy = "^1.19.0"
+pandas = "^1.0.5"
+python = "^3.7"
+requests = "^2.24.0"
+seaborn = "^0.10.1"
+sklearn = "^0.0"
+statsmodels = "^0.11.1"
+tabulate = "^0.8.7"
+tqdm = "^4.47.0"
+xlrd = "^1.2.0"
+xlwt = "^1.3.0"
+
+[tool.poetry.dev-dependencies]
+black = "^19.10b0"
+pylint = "^2.5.3"