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GitHub / kubekmonika / customer-churn-analysis-telco-dataset

Predict customer churn - capstone project made for the Udacity's Data Scientist Nanodegree program

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kubekmonika%2Fcustomer-churn-analysis-telco-dataset

Stars: 0
Forks: 0
Open Issues: 0

License: None
Language: HTML
Repo Size: 19 MB
Dependencies: 501

Created: over 2 years ago
Updated: over 2 years ago
Last pushed: over 2 years ago
Last synced: about 1 year ago

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Dependencies

environment.yaml conda

_py-xgboost-mutex 2.0
aiohttp 3.7.4.post0
alembic 1.7.4
anyio 3.3.4
appdirs 1.4.4
appnope 0.1.2
argon2-cffi 21.1.0
asn1crypto 1.4.0
async-timeout 3.0.1
async_generator 1.10
attrs 21.2.0
babel 2.9.1
backcall 0.2.0
backports 1.0
backports.functools_lru_cache 1.6.4
bleach 4.1.0
bokeh 2.4.1
bottleneck 1.3.2
brotlipy 0.7.0
ca-certificates 2021.10.8
catalogue 2.0.6
catboost 0.26.1
certifi 2021.10.8
cffi 1.14.6
chardet 4.0.0
charset-normalizer 2.0.0
chart-studio 1.1.0
click 8.0.3
cloudpickle 2.0.0
colorama 0.4.4
colorlover 0.3.0
configparser 5.0.2
confuse 1.6.0
cryptography 35.0.0
cufflinks-py 0.17.3
cycler 0.10.0
cymem 2.0.5
cython-blis 0.7.4
cytoolz 0.11.0
dask 2.30.0
dask-core 2.30.0
databricks-cli 0.12.1
dataclasses 0.8
dataprep 0.2.15
datefinder 0.7.1
debugpy 1.4.1
decorator 5.1.0
defusedxml 0.7.1
distributed 2.30.1
docker-py 5.0.3
docker-pycreds 0.4.0
entrypoints 0.3
flask 1.1.2
freetype 2.10.4
fsspec 2021.10.1
funcy 1.16
future 0.18.2
gensim 4.1.2
gitdb 4.0.7
gitpython 3.1.24
gorilla 0.4.0
greenlet 1.1.2
gunicorn 20.1.0
heapdict 1.0.1
htmlmin 0.1.12
idna 3.1
imagehash 4.2.1
imbalanced-learn 0.7.0
importlib-metadata 4.8.1
importlib_resources 5.3.0
ipykernel 6.4.2
ipython 7.28.0
ipython_genutils 0.2.0
ipywidgets 7.6.5
itsdangerous 2.0.1
jbig 2.1
jedi 0.18.0
jinja2 2.11.3
joblib 1.1.0
jpeg 9d
json5 0.9.5
jsonpath-ng 1.5.3
jsonschema 4.1.2
jupyter_client 7.0.6
jupyter_core 4.8.1
jupyter_server 1.11.1
jupyterlab 3.2.1
jupyterlab_pygments 0.1.2
jupyterlab_server 2.8.2
jupyterlab_widgets 1.0.2
kiwisolver 1.3.2
kmodes 0.11.0
lcms2 2.12
lerc 2.2.1
libblas 3.9.0
libcblas 3.9.0
libcxx 12.0.0
libdeflate 1.7
libffi 3.3
libgfortran 5.0.0
libgfortran5 9.3.0
liblapack 3.9.0
libllvm10 10.0.1
libopenblas 0.3.18
libpng 1.6.37
libprotobuf 3.18.0
libsodium 1.0.18
libtiff 4.3.0
libwebp-base 1.2.1
libxgboost 1.5.0
lightgbm 3.2.1
llvm-openmp 12.0.1
llvmlite 0.36.0
locket 0.2.0
lz4-c 1.9.3
mako 1.1.5
markupsafe 2.0.1
matplotlib-base 3.4.3
matplotlib-inline 0.1.3
missingno 0.4.2
mistune 0.8.4
mlflow 1.7.0
mlxtend 0.19.0
msgpack-python 1.0.2
multidict 5.2.0
multimethod 1.4
murmurhash 1.0.5
nbclassic 0.3.2
nbclient 0.5.4
nbconvert 6.2.0
nbformat 5.1.3
ncurses 6.2
nest-asyncio 1.5.1
networkx 2.5
nltk 3.5
notebook 6.4.5
numba 0.53.0
numexpr 2.7.3
numpy 1.21.2
olefile 0.46
openjpeg 2.4.0
openssl 1.1.1l
packaging 21.0
pandas 1.3.4
pandas-profiling 3.0.0
pandoc 2.14.2
pandocfilters 1.5.0
parso 0.8.2
partd 1.2.0
pathy 0.6.0
patsy 0.5.2
pexpect 4.8.0
phik 0.11.2
pickleshare 0.7.5
pillow 8.3.2
pip 21.2.4
plotly 4.14.3
ply 3.11
preshed 3.0.5
prometheus_client 0.11.0
prometheus_flask_exporter 0.18.3
prompt-toolkit 3.0.20
protobuf 3.18.0
psutil 5.8.0
ptyprocess 0.7.0
py-xgboost 1.5.0
pycaret 2.2.3
pycparser 2.20
pydantic 1.8.2
pygments 2.10.0
pyldavis 3.3.1
pynndescent 0.5.5
pyod 0.9.4
pyopenssl 21.0.0
pyparsing 2.4.7
pyrsistent 0.17.3
pysocks 1.7.1
python 3.8.12
python-cufflinks 0.17.3
python-dateutil 2.8.2
python_abi 3.8
pytz 2021.3
pywavelets 1.1.1
pyyaml 6.0
pyzmq 22.3.0
querystring_parser 1.2.4
readline 8.1
regex 2020.11.13
requests 2.26.0
requests-unixsocket 0.2.0
retrying 1.3.3
scikit-learn 0.23.2
scikit-plot 0.3.7
scipy 1.7.1
seaborn 0.11.2
seaborn-base 0.11.2
send2trash 1.8.0
setuptools 58.0.4
shellingham 1.4.0
simplejson 3.17.5
six 1.16.0
smart_open 5.2.1
smmap 3.0.5
sniffio 1.2.0
sortedcontainers 2.4.0
spacy 3.1.3
spacy-legacy 3.0.8
sqlalchemy 1.4.26
sqlite 3.36.0
sqlparse 0.4.2
srsly 2.4.1
statsmodels 0.13.0
tabulate 0.8.9
tangled-up-in-unicode 0.2.0
tbb 2021.3.0
tblib 1.7.0
tenacity 8.0.1
terminado 0.12.1
testpath 0.5.0
textblob 0.15.3
thinc 8.0.10
threadpoolctl 3.0.0
tk 8.6.11
toolz 0.11.1
tornado 6.1
tqdm 4.62.3
traitlets 5.1.0
typer 0.4.0
typing-extensions 3.10.0.2
typing_extensions 3.10.0.2
umap-learn 0.5.1
urllib3 1.26.7
visions 0.7.1
wasabi 0.8.2
wcwidth 0.2.5
webencodings 0.5.1
websocket-client 0.57.0
werkzeug 2.0.1
wheel 0.37.0
widgetsnbextension 3.5.1
wordcloud 1.8.1
xgboost 1.5.0
xz 5.2.5
yaml 0.2.5
yarl 1.7.0
yellowbrick 1.3.post1
zeromq 4.3.4
zict 2.0.0
zipp 3.6.0
zlib 1.2.11
zstd 1.5.0

requirements.txt pypi

aiohttp =3.7.4.post0=py38h96a0964_0
alembic =1.7.4=pyhd8ed1ab_0
anyio =3.3.4=py38h50d1736_0
appdirs =1.4.4=pyh9f0ad1d_0
appnope =0.1.2=py38h50d1736_1
argon2-cffi =21.1.0=py38h96a0964_0
asn1crypto =1.4.0=pyh9f0ad1d_0
async-timeout =3.0.1=py_1000
async_generator =1.10=py_0
attrs =21.2.0=pyhd8ed1ab_0
babel =2.9.1=pyh44b312d_0
backcall =0.2.0=pyh9f0ad1d_0
backports =1.0=py_2
backports.functools_lru_cache =1.6.4=pyhd8ed1ab_0
bleach =4.1.0=pyhd8ed1ab_0
bokeh =2.4.1=py38h50d1736_1
bottleneck =1.3.2=py38hbe852b5_4
brotlipy =0.7.0=py38h96a0964_1001
ca-certificates =2021.10.8=h033912b_0
catalogue =2.0.6=py38h50d1736_0
catboost =0.26.1=py38h50d1736_0
certifi =2021.10.8=py38h50d1736_0
cffi =1.14.6=py38h9688ba1_0
chardet =4.0.0=py38h50d1736_1
charset-normalizer =2.0.0=pyhd8ed1ab_0
chart-studio =1.1.0=pyh9f0ad1d_0
click =8.0.3=py38h50d1736_0
cloudpickle =2.0.0=pyhd8ed1ab_0
colorama =0.4.4=pyh9f0ad1d_0
colorlover =0.3.0=py_0
configparser =5.0.2=pyhd8ed1ab_0
confuse =1.6.0=pyhd8ed1ab_0
cryptography =35.0.0=py38hcc27614_0
cufflinks-py =0.17.3=py_0
cycler =0.10.0=py_2
cymem =2.0.5=py38ha048514_2
cython-blis =0.7.4=py38ha1b04c9_0
cytoolz =0.11.0=py38h96a0964_3
dask =2.30.0=py_0
dask-core =2.30.0=py_0
databricks-cli =0.12.1=pyhd8ed1ab_0
dataclasses =0.8=pyhc8e2a94_3
dataprep =0.2.15=pyhd8ed1ab_0
datefinder =0.7.1=pyh9f0ad1d_0
debugpy =1.4.1=py38ha048514_0
decorator =5.1.0=pyhd8ed1ab_0
defusedxml =0.7.1=pyhd8ed1ab_0
distributed =2.30.1=py38hecd8cb5_0
docker-py =5.0.3=py38h50d1736_0
docker-pycreds =0.4.0=py_0
entrypoints =0.3=pyhd8ed1ab_1003
flask =1.1.2=pyh9f0ad1d_0
freetype =2.10.4=h4cff582_1
fsspec =2021.10.1=pyhd8ed1ab_0
funcy =1.16=pyhd8ed1ab_0
future =0.18.2=py38h50d1736_3
gensim =4.1.2=py38ha048514_0
gitdb =4.0.7=pyhd8ed1ab_0
gitpython =3.1.24=pyhd8ed1ab_0
gorilla =0.4.0=pyhd8ed1ab_0
greenlet =1.1.2=py38ha048514_0
gunicorn =20.1.0=py38h50d1736_0
heapdict =1.0.1=py_0
htmlmin =0.1.12=py_1
idna =3.1=pyhd3deb0d_0
imagehash =4.2.1=pyhd8ed1ab_0
imbalanced-learn =0.7.0=py_1
importlib-metadata =4.8.1=py38h50d1736_0
importlib_resources =5.3.0=pyhd8ed1ab_0
ipykernel =6.4.2=py38h5fd9f69_0
ipython =7.28.0=py38h5fd9f69_0
ipython_genutils =0.2.0=py_1
ipywidgets =7.6.5=pyhd8ed1ab_0
itsdangerous =2.0.1=pyhd8ed1ab_0
jbig =2.1=h0d85af4_2003
jedi =0.18.0=py38h50d1736_2
jinja2 =2.11.3=pyh44b312d_0
joblib =1.1.0=pyhd8ed1ab_0
jpeg =9d=hbcb3906_0
json5 =0.9.5=pyh9f0ad1d_0
jsonpath-ng =1.5.3=pyhd8ed1ab_0
jsonschema =4.1.2=pyhd8ed1ab_0
jupyter_client =7.0.6=pyhd8ed1ab_0
jupyter_core =4.8.1=py38h50d1736_0
jupyter_server =1.11.1=pyhd8ed1ab_0
jupyterlab =3.2.1=pyhd8ed1ab_0
jupyterlab_pygments =0.1.2=pyh9f0ad1d_0
jupyterlab_server =2.8.2=pyhd8ed1ab_0
jupyterlab_widgets =1.0.2=pyhd8ed1ab_0
kiwisolver =1.3.2=py38h12bbefe_0
kmodes =0.11.0=pyh44b312d_1
lcms2 =2.12=h577c468_0
lerc =2.2.1=h046ec9c_0
libblas =3.9.0=12_osx64_openblas
libcblas =3.9.0=12_osx64_openblas
libcxx =12.0.0=h2f01273_0
libdeflate =1.7=h35c211d_5
libffi =3.3=hb1e8313_2
libgfortran =5.0.0=9_3_0_h6c81a4c_23
libgfortran5 =9.3.0=h6c81a4c_23
liblapack =3.9.0=12_osx64_openblas
libllvm10 =10.0.1=h009f743_3
libopenblas =0.3.18=openmp_h3351f45_0
libpng =1.6.37=h7cec526_2
libprotobuf =3.18.0=hcf210ce_1
libsodium =1.0.18=hbcb3906_1
libtiff =4.3.0=h1167814_1
libwebp-base =1.2.1=h0d85af4_0
libxgboost =1.5.0=h4a89273_0
lightgbm =3.2.1=py38ha048514_0
llvm-openmp =12.0.1=hda6cdc1_1
llvmlite =0.36.0=py38h872f124_0
locket =0.2.0=py_2
lz4-c =1.9.3=he49afe7_1
mako =1.1.5=pyhd8ed1ab_0
markupsafe =2.0.1=py38h96a0964_0
matplotlib-base =3.4.3=py38hc7d2367_1
matplotlib-inline =0.1.3=pyhd8ed1ab_0
missingno =0.4.2=py_1
mistune =0.8.4=py38h96a0964_1004
mlflow =1.7.0=py38_0
mlxtend =0.19.0=pyhd8ed1ab_0
msgpack-python =1.0.2=py38h12bbefe_1
multidict =5.2.0=py38h96a0964_0
multimethod =1.4=py_0
murmurhash =1.0.5=py38ha048514_0
nbclassic =0.3.2=pyhd8ed1ab_0
nbclient =0.5.4=pyhd8ed1ab_0
nbconvert =6.2.0=py38h50d1736_0
nbformat =5.1.3=pyhd8ed1ab_0
ncurses =6.2=h0a44026_1
nest-asyncio =1.5.1=pyhd8ed1ab_0
networkx =2.5=py_0
nltk =3.5=pyhd8ed1ab_1
notebook =6.4.5=pyha770c72_0
numba =0.53.0=py38hab5c5c7_0
numexpr =2.7.3=py38ha53d530_0
numpy =1.21.2=py38h49b9922_0
olefile =0.46=pyh9f0ad1d_1
openjpeg =2.4.0=h6e7aa92_1
openssl =1.1.1l=h0d85af4_0
packaging =21.0=pyhd8ed1ab_0
pandas =1.3.4=py38ha53d530_0
pandas-profiling =3.0.0=pyhd8ed1ab_0
pandoc =2.14.2=h0d85af4_0
pandocfilters =1.5.0=pyhd8ed1ab_0
parso =0.8.2=pyhd8ed1ab_0
partd =1.2.0=pyhd8ed1ab_0
pathy =0.6.0=pyhd8ed1ab_0
patsy =0.5.2=pyhd8ed1ab_0
pexpect =4.8.0=pyh9f0ad1d_2
phik =0.11.2=pyhd8ed1ab_0
pickleshare =0.7.5=py_1003
pillow =8.3.2=py38hee640a0_0
pip =21.2.4=py38hecd8cb5_0
plotly =4.14.3=pyh44b312d_0
ply =3.11=py_1
preshed =3.0.5=py38ha048514_1
prometheus_client =0.11.0=pyhd8ed1ab_0
prometheus_flask_exporter =0.18.3=pyhd8ed1ab_0
prompt-toolkit =3.0.20=pyha770c72_0
protobuf =3.18.0=py38ha048514_0
psutil =5.8.0=py38h96a0964_1
ptyprocess =0.7.0=pyhd3deb0d_0
py-xgboost =1.5.0=py38h50d1736_0
pycaret =2.2.3=pyhd3deb0d_0
pycparser =2.20=pyh9f0ad1d_2
pydantic =1.8.2=py38h96a0964_0
pygments =2.10.0=pyhd8ed1ab_0
pyldavis =3.3.1=pyhd8ed1ab_0
pynndescent =0.5.5=pyh6c4a22f_0
pyod =0.9.4=pyhd8ed1ab_0
pyopenssl =21.0.0=pyhd8ed1ab_0
pyparsing =2.4.7=pyh9f0ad1d_0
pyrsistent =0.17.3=py38h96a0964_2
pysocks =1.7.1=py38h50d1736_3
python =3.8.12=h88f2d9e_0
python-cufflinks =0.17.3=py_0
python-dateutil =2.8.2=pyhd8ed1ab_0
python_abi =3.8=2_cp38
pytz =2021.3=pyhd8ed1ab_0
pywavelets =1.1.1=py38hbe852b5_3
pyyaml =6.0=py38h96a0964_0
pyzmq =22.3.0=py38hd3b92b6_0
querystring_parser =1.2.4=py_0
readline =8.1=h9ed2024_0
regex =2020.11.13=py38h5406a74_1
requests =2.26.0=pyhd8ed1ab_0
requests-unixsocket =0.2.0=py_0
retrying =1.3.3=py_2
scikit-learn =0.23.2=py38h740a60c_3
scikit-plot =0.3.7=py_1
scipy =1.7.1=py38hd329d04_0
seaborn =0.11.2=hd8ed1ab_0
seaborn-base =0.11.2=pyhd8ed1ab_0
send2trash =1.8.0=pyhd8ed1ab_0
setuptools =58.0.4=py38hecd8cb5_0
shellingham =1.4.0=pyh44b312d_0
simplejson =3.17.5=py38h96a0964_0
six =1.16.0=pyh6c4a22f_0
smart_open =5.2.1=pyhd8ed1ab_0
smmap =3.0.5=pyh44b312d_0
sniffio =1.2.0=py38h50d1736_1
sortedcontainers =2.4.0=pyhd8ed1ab_0
spacy =3.1.3=py38hb0f0857_0
spacy-legacy =3.0.8=pyhd8ed1ab_0
sqlalchemy =1.4.26=py38h96a0964_0
sqlite =3.36.0=hce871da_0
sqlparse =0.4.2=pyhd8ed1ab_0
srsly =2.4.1=py38ha048514_0
statsmodels =0.13.0=py38hbe852b5_0
tabulate =0.8.9=pyhd8ed1ab_0
tangled-up-in-unicode =0.2.0=pyhd8ed1ab_0
tbb =2021.3.0=h940c156_0
tblib =1.7.0=pyhd8ed1ab_0
tenacity =8.0.1=pyhd8ed1ab_0
terminado =0.12.1=py38h50d1736_0
testpath =0.5.0=pyhd8ed1ab_0
textblob =0.15.3=py_0
thinc =8.0.10=py38hb0f0857_1
threadpoolctl =3.0.0=pyh8a188c0_0
tk =8.6.11=h7bc2e8c_0
toolz =0.11.1=py_0
tornado =6.1=py38h96a0964_1
tqdm =4.62.3=pyhd8ed1ab_0
traitlets =5.1.0=pyhd8ed1ab_0
typer =0.4.0=pyhd8ed1ab_0
typing-extensions =3.10.0.2=hd8ed1ab_0
typing_extensions =3.10.0.2=pyha770c72_0
umap-learn =0.5.1=py38h50d1736_1
urllib3 =1.26.7=pyhd8ed1ab_0
visions =0.7.1=pyhd8ed1ab_0
wasabi =0.8.2=pyh44b312d_0
wcwidth =0.2.5=pyh9f0ad1d_2
webencodings =0.5.1=py_1
websocket-client =0.57.0=py38h50d1736_4
werkzeug =2.0.1=pyhd8ed1ab_0
wheel =0.37.0=pyhd3eb1b0_1
widgetsnbextension =3.5.1=py38h50d1736_4
wordcloud =1.8.1=py38h96a0964_1
xgboost =1.5.0=py38hbb4f172_0
xz =5.2.5=h1de35cc_0
yaml =0.2.5=haf1e3a3_0
yarl =1.7.0=py38h96a0964_0
yellowbrick =1.3.post1=pyhd8ed1ab_1
zeromq =4.3.4=he49afe7_1
zict =2.0.0=py_0
zipp =3.6.0=pyhd8ed1ab_0
zlib =1.2.11=h1de35cc_3
zstd =1.5.0=h582d3a0_0