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Added pandas numeric conversion example

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Trying to find a sane way to convert the type of a column. It seems like
creating a new Series object with a "dtype" argument does it and
preserves NaNs.

Also added jupyterlab as a dev dependency. The best advice I ever got on
pandas is to struggle with it in an ipython notebook until something
makes sense. Sure enough, this took like 30 attempts, but the quick
turnaround time helped and I think this approach works.
This commit is contained in:
Shaun Verch 2022-01-12 17:22:43 -05:00
parent 0e3ca6bf30
commit 27bac6f95b
3 changed files with 424 additions and 1 deletions
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238
data/data-pipeline/notebooks/float-to-int-missing-data.ipnb Normal file
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@ -0,0 +1,238 @@
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"source": [
"import pandas as pd\n",
"import numpy as np"
]
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"df = pd.DataFrame([np.arange(1,4)],index=['a','b','c'],\n",
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"df = df.reindex(index=['a','b','c','d'])"
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186
data/data-pipeline/poetry.lock generated
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@ -1,3 +1,21 @@
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@ -72,6 +90,17 @@ docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
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@ -752,6 +843,27 @@ python-versions = "*"
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@ -1700,9 +1848,13 @@ testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytes
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{file = "jupyterlab_pygments-0.1.2.tar.gz", hash = "sha256:cfcda0873626150932f438eccf0f8bf22bfa92345b814890ab360d666b254146"}, {file = "jupyterlab_pygments-0.1.2.tar.gz", hash = "sha256:cfcda0873626150932f438eccf0f8bf22bfa92345b814890ab360d666b254146"},
] ]
jupyterlab-server = [
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{file = "jupyterlab_server-2.10.3.tar.gz", hash = "sha256:3fb84a5813d6d836ceda773fb2d4e9ef3c7944dbc1b45a8d59d98641a80de80a"},
]
jupyterlab-widgets = [ jupyterlab-widgets = [
{file = "jupyterlab_widgets-1.0.2-py3-none-any.whl", hash = "sha256:f5d9efface8ec62941173ba1cffb2edd0ecddc801c11ae2931e30b50492eb8f7"}, {file = "jupyterlab_widgets-1.0.2-py3-none-any.whl", hash = "sha256:f5d9efface8ec62941173ba1cffb2edd0ecddc801c11ae2931e30b50492eb8f7"},
{file = "jupyterlab_widgets-1.0.2.tar.gz", hash = "sha256:7885092b2b96bf189c3a705cc3c412a4472ec5e8382d0b47219a66cccae73cfa"}, {file = "jupyterlab_widgets-1.0.2.tar.gz", hash = "sha256:7885092b2b96bf189c3a705cc3c412a4472ec5e8382d0b47219a66cccae73cfa"},
@ -2281,6 +2453,10 @@ mypy-extensions = [
{file = "mypy_extensions-0.4.3-py2.py3-none-any.whl", hash = "sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d"}, {file = "mypy_extensions-0.4.3-py2.py3-none-any.whl", hash = "sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d"},
{file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"}, {file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"},
] ]
nbclassic = [
{file = "nbclassic-0.3.5-py3-none-any.whl", hash = "sha256:012d18efb4e24fe9af598add0dcaa621c1f8afbbbabb942fb583dd7fbb247fc8"},
{file = "nbclassic-0.3.5.tar.gz", hash = "sha256:99444dd63103af23c788d9b5172992f12caf8c3098dd5a35c787f0df31490c29"},
]
nbclient = [ nbclient = [
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{file = "nbclient-0.5.4.tar.gz", hash = "sha256:6c8ad36a28edad4562580847f9f1636fe5316a51a323ed85a24a4ad37d4aefce"}, {file = "nbclient-0.5.4.tar.gz", hash = "sha256:6c8ad36a28edad4562580847f9f1636fe5316a51a323ed85a24a4ad37d4aefce"},
@ -2735,6 +2911,10 @@ six = [
{file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"}, {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
{file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"}, {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
] ]
sniffio = [
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{file = "sniffio-1.2.0.tar.gz", hash = "sha256:c4666eecec1d3f50960c6bdf61ab7bc350648da6c126e3cf6898d8cd4ddcd3de"},
]
terminado = [ terminado = [
{file = "terminado-0.12.1-py3-none-any.whl", hash = "sha256:09fdde344324a1c9c6e610ee4ca165c4bb7f5bbf982fceeeb38998a988ef8452"}, {file = "terminado-0.12.1-py3-none-any.whl", hash = "sha256:09fdde344324a1c9c6e610ee4ca165c4bb7f5bbf982fceeeb38998a988ef8452"},
{file = "terminado-0.12.1.tar.gz", hash = "sha256:b20fd93cc57c1678c799799d117874367cc07a3d2d55be95205b1a88fa08393f"}, {file = "terminado-0.12.1.tar.gz", hash = "sha256:b20fd93cc57c1678c799799d117874367cc07a3d2d55be95205b1a88fa08393f"},
@ -2870,6 +3050,10 @@ webencodings = [
{file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"}, {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
{file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"}, {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
] ]
websocket-client = [
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{file = "websocket_client-1.2.3-py3-none-any.whl", hash = "sha256:2eed4cc58e4d65613ed6114af2f380f7910ff416fc8c46947f6e76b6815f56c0"},
]
widgetsnbextension = [ widgetsnbextension = [
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{file = "widgetsnbextension-3.5.1.tar.gz", hash = "sha256:079f87d87270bce047512400efd70238820751a11d2d8cb137a5a5bdbaf255c7"}, {file = "widgetsnbextension-3.5.1.tar.gz", hash = "sha256:079f87d87270bce047512400efd70238820751a11d2d8cb137a5a5bdbaf255c7"},

1
data/data-pipeline/pyproject.toml
View file

@ -37,6 +37,7 @@ safety = "^1.10.3"
tox = "^3.24.0" tox = "^3.24.0"
pytest-mock = "^3.6.1" pytest-mock = "^3.6.1"
tox-poetry = "^0.4.1" tox-poetry = "^0.4.1"
jupyterlab = "^3.2.7"
[build-system] [build-system]
build-backend = "poetry.core.masonry.api" build-backend = "poetry.core.masonry.api"