'3.12.6 | packaged by conda-forge | (main, Sep 30 2024, 18:08:52) [GCC 13.3.0]'
Les parties précédentes étaient très tournées sur l’acquisition
de compétences minimales dans chaque domaine de l’analyse de données.
Cette partie propose des éléments plus avancés mais plus représentatifs
du travail quotidien du data scientist. Cette partie
présente la manière dont Python
peut être utilisé dans une architecture
moderne de type cloud. Elle illustre la manière dont Python
peut
servir de couteau-suisse faisant l’interface entre différents
langages plus efficaces ou plusieurs types de données.
Cette partie est en cours de construction et présentera les éléments suivants :
Informations additionnelles
environment files have been tested on.
Latest built version: 2024-12-07
Python version used:
Package | Version |
---|---|
affine | 2.4.0 |
aiobotocore | 2.15.1 |
aiohappyeyeballs | 2.4.3 |
aiohttp | 3.10.8 |
aioitertools | 0.12.0 |
aiosignal | 1.3.1 |
alembic | 1.13.3 |
altair | 5.4.1 |
aniso8601 | 9.0.1 |
annotated-types | 0.7.0 |
anyio | 4.7.0 |
appdirs | 1.4.4 |
archspec | 0.2.3 |
asttokens | 2.4.1 |
attrs | 24.2.0 |
babel | 2.16.0 |
bcrypt | 4.2.0 |
beautifulsoup4 | 4.12.3 |
black | 24.8.0 |
blinker | 1.8.2 |
blis | 0.7.11 |
bokeh | 3.5.2 |
boltons | 24.0.0 |
boto3 | 1.35.23 |
botocore | 1.35.23 |
branca | 0.7.2 |
Brotli | 1.1.0 |
cachetools | 5.5.0 |
cartiflette | 0.0.2 |
Cartopy | 0.24.1 |
catalogue | 2.0.10 |
cattrs | 24.1.2 |
certifi | 2024.8.30 |
cffi | 1.17.1 |
charset-normalizer | 3.3.2 |
click | 8.1.7 |
click-plugins | 1.1.1 |
cligj | 0.7.2 |
cloudpathlib | 0.20.0 |
cloudpickle | 3.0.0 |
colorama | 0.4.6 |
comm | 0.2.2 |
commonmark | 0.9.1 |
conda | 24.9.1 |
conda-libmamba-solver | 24.7.0 |
conda-package-handling | 2.3.0 |
conda_package_streaming | 0.10.0 |
confection | 0.1.5 |
contextily | 1.6.2 |
contourpy | 1.3.0 |
cryptography | 43.0.1 |
cycler | 0.12.1 |
cymem | 2.0.10 |
cytoolz | 1.0.0 |
dask | 2024.9.1 |
dask-expr | 1.1.15 |
databricks-sdk | 0.33.0 |
dataclasses-json | 0.6.7 |
debugpy | 1.8.6 |
decorator | 5.1.1 |
Deprecated | 1.2.14 |
diskcache | 5.6.3 |
distributed | 2024.9.1 |
distro | 1.9.0 |
docker | 7.1.0 |
duckdb | 0.10.1 |
en-core-web-sm | 3.7.1 |
entrypoints | 0.4 |
et_xmlfile | 2.0.0 |
exceptiongroup | 1.2.2 |
executing | 2.1.0 |
fastexcel | 0.11.6 |
fastjsonschema | 2.21.1 |
fiona | 1.10.1 |
Flask | 3.0.3 |
folium | 0.17.0 |
fontawesomefree | 6.6.0 |
fonttools | 4.54.1 |
frozendict | 2.4.4 |
frozenlist | 1.4.1 |
fsspec | 2023.12.2 |
gensim | 4.3.2 |
geographiclib | 2.0 |
geopandas | 1.0.1 |
geoplot | 0.5.1 |
geopy | 2.4.1 |
gitdb | 4.0.11 |
GitPython | 3.1.43 |
google-auth | 2.35.0 |
graphene | 3.3 |
graphql-core | 3.2.4 |
graphql-relay | 3.2.0 |
graphviz | 0.20.3 |
great-tables | 0.12.0 |
greenlet | 3.1.1 |
gunicorn | 22.0.0 |
h11 | 0.14.0 |
h2 | 4.1.0 |
hpack | 4.0.0 |
htmltools | 0.6.0 |
httpcore | 1.0.7 |
httpx | 0.28.1 |
httpx-sse | 0.4.0 |
hyperframe | 6.0.1 |
idna | 3.10 |
imageio | 2.36.1 |
importlib_metadata | 8.5.0 |
importlib_resources | 6.4.5 |
inflate64 | 1.0.0 |
ipykernel | 6.29.5 |
ipython | 8.28.0 |
itsdangerous | 2.2.0 |
jedi | 0.19.1 |
Jinja2 | 3.1.4 |
jmespath | 1.0.1 |
joblib | 1.4.2 |
jsonpatch | 1.33 |
jsonpointer | 3.0.0 |
jsonschema | 4.23.0 |
jsonschema-specifications | 2024.10.1 |
jupyter-cache | 1.0.0 |
jupyter_client | 8.6.3 |
jupyter_core | 5.7.2 |
kaleido | 0.2.1 |
kiwisolver | 1.4.7 |
langchain | 0.3.10 |
langchain-community | 0.3.9 |
langchain-core | 0.3.22 |
langchain-text-splitters | 0.3.2 |
langcodes | 3.5.0 |
langsmith | 0.1.147 |
language_data | 1.3.0 |
lazy_loader | 0.4 |
libmambapy | 1.5.9 |
locket | 1.0.0 |
lxml | 5.3.0 |
lz4 | 4.3.3 |
Mako | 1.3.5 |
mamba | 1.5.9 |
mapclassify | 2.8.1 |
marisa-trie | 1.2.1 |
Markdown | 3.6 |
markdown-it-py | 3.0.0 |
MarkupSafe | 2.1.5 |
marshmallow | 3.23.1 |
matplotlib | 3.9.2 |
matplotlib-inline | 0.1.7 |
mdurl | 0.1.2 |
menuinst | 2.1.2 |
mercantile | 1.2.1 |
mizani | 0.11.4 |
mlflow | 2.16.2 |
mlflow-skinny | 2.16.2 |
msgpack | 1.1.0 |
multidict | 6.1.0 |
multivolumefile | 0.2.3 |
munkres | 1.1.4 |
murmurhash | 1.0.11 |
mypy-extensions | 1.0.0 |
narwhals | 1.16.0 |
nbclient | 0.10.0 |
nbformat | 5.10.4 |
nest_asyncio | 1.6.0 |
networkx | 3.3 |
nltk | 3.9.1 |
numpy | 1.26.4 |
opencv-python-headless | 4.10.0.84 |
openpyxl | 3.1.5 |
opentelemetry-api | 1.16.0 |
opentelemetry-sdk | 1.16.0 |
opentelemetry-semantic-conventions | 0.37b0 |
orjson | 3.10.12 |
OWSLib | 0.28.1 |
packaging | 24.1 |
pandas | 2.2.3 |
paramiko | 3.5.0 |
parso | 0.8.4 |
partd | 1.4.2 |
pathspec | 0.12.1 |
patsy | 0.5.6 |
Pebble | 5.1.0 |
pexpect | 4.9.0 |
pickleshare | 0.7.5 |
pillow | 10.4.0 |
pip | 24.2 |
platformdirs | 4.3.6 |
plotly | 5.24.1 |
plotnine | 0.13.6 |
pluggy | 1.5.0 |
polars | 1.8.2 |
preshed | 3.0.9 |
prometheus_client | 0.21.0 |
prometheus_flask_exporter | 0.23.1 |
prompt_toolkit | 3.0.48 |
protobuf | 4.25.3 |
psutil | 6.0.0 |
ptyprocess | 0.7.0 |
pure_eval | 0.2.3 |
py7zr | 0.20.8 |
pyarrow | 17.0.0 |
pyarrow-hotfix | 0.6 |
pyasn1 | 0.6.1 |
pyasn1_modules | 0.4.1 |
pybcj | 1.0.2 |
pycosat | 0.6.6 |
pycparser | 2.22 |
pycryptodomex | 3.21.0 |
pydantic | 2.10.3 |
pydantic_core | 2.27.1 |
pydantic-settings | 2.6.1 |
Pygments | 2.18.0 |
PyNaCl | 1.5.0 |
pynsee | 0.1.8 |
pyogrio | 0.10.0 |
pyOpenSSL | 24.2.1 |
pyparsing | 3.1.4 |
pyppmd | 1.1.0 |
pyproj | 3.7.0 |
pyshp | 2.3.1 |
PySocks | 1.7.1 |
python-dateutil | 2.9.0 |
python-dotenv | 1.0.1 |
python-magic | 0.4.27 |
pytz | 2024.1 |
pyu2f | 0.1.5 |
pywaffle | 1.1.1 |
PyYAML | 6.0.2 |
pyzmq | 26.2.0 |
pyzstd | 0.16.2 |
querystring_parser | 1.2.4 |
rasterio | 1.4.3 |
referencing | 0.35.1 |
regex | 2024.9.11 |
requests | 2.32.3 |
requests-cache | 1.2.1 |
requests-toolbelt | 1.0.0 |
retrying | 1.3.4 |
rich | 13.9.4 |
rpds-py | 0.22.3 |
rsa | 4.9 |
ruamel.yaml | 0.18.6 |
ruamel.yaml.clib | 0.2.8 |
s3fs | 2023.12.2 |
s3transfer | 0.10.2 |
scikit-image | 0.24.0 |
scikit-learn | 1.5.2 |
scipy | 1.13.0 |
seaborn | 0.13.2 |
setuptools | 74.1.2 |
shapely | 2.0.6 |
shellingham | 1.5.4 |
six | 1.16.0 |
smart-open | 7.0.5 |
smmap | 5.0.0 |
sniffio | 1.3.1 |
sortedcontainers | 2.4.0 |
soupsieve | 2.5 |
spacy | 3.7.5 |
spacy-legacy | 3.0.12 |
spacy-loggers | 1.0.5 |
SQLAlchemy | 2.0.35 |
sqlparse | 0.5.1 |
srsly | 2.4.8 |
stack-data | 0.6.2 |
statsmodels | 0.14.4 |
tabulate | 0.9.0 |
tblib | 3.0.0 |
tenacity | 9.0.0 |
texttable | 1.7.0 |
thinc | 8.2.5 |
threadpoolctl | 3.5.0 |
tifffile | 2024.9.20 |
toolz | 1.0.0 |
topojson | 1.9 |
tornado | 6.4.1 |
tqdm | 4.66.5 |
traitlets | 5.14.3 |
truststore | 0.9.2 |
typer | 0.15.1 |
typing_extensions | 4.12.2 |
typing-inspect | 0.9.0 |
tzdata | 2024.2 |
Unidecode | 1.3.8 |
url-normalize | 1.4.3 |
urllib3 | 1.26.20 |
wasabi | 1.1.3 |
wcwidth | 0.2.13 |
weasel | 0.4.1 |
webdriver-manager | 4.0.2 |
websocket-client | 1.8.0 |
Werkzeug | 3.0.4 |
wheel | 0.44.0 |
wordcloud | 1.9.3 |
wrapt | 1.16.0 |
xgboost | 2.1.1 |
xlrd | 2.0.1 |
xyzservices | 2024.9.0 |
yarl | 1.13.1 |
yellowbrick | 1.5 |
zict | 3.0.0 |
zipp | 3.20.2 |
zstandard | 0.23.0 |
View file history
SHA | Date | Author | Description |
---|---|---|---|
0908656 | 2024-08-20 16:30:39 | Lino Galiana | English sidebar (#542) |
005d89b | 2023-12-20 17:23:04 | Lino Galiana | Finalise l’affichage des statistiques Git (#478) |
1f23de2 | 2023-12-01 17:25:36 | Lino Galiana | Stockage des images sur S3 (#466) |
889a71b | 2023-11-10 11:40:51 | Antoine Palazzolo | Modification TP 3 (#443) |
a771183 | 2023-10-09 11:27:45 | Antoine Palazzolo | Relecture TD2 par Antoine (#418) |
154f09e | 2023-09-26 14:59:11 | Antoine Palazzolo | Des typos corrigées par Antoine (#411) |
3bdf3b0 | 2023-08-25 11:23:02 | Lino Galiana | Simplification de la structure 🤓 (#393) |
5d4874a | 2023-08-11 15:09:33 | Lino Galiana | Pimp les introductions des trois premières parties (#387) |
f21a24d | 2023-07-02 10:58:15 | Lino Galiana | Pipeline Quarto & Pages 🚀 (#365) |
bacb5a0 | 2022-07-04 19:05:20 | Lino Galiana | Enrichir la partie elastic (#241) |
Citation
@book{galiana2023,
author = {Galiana, Lino},
title = {Python pour la data science},
date = {2023},
url = {https://pythonds.linogaliana.fr/},
doi = {10.5281/zenodo.8229676},
langid = {fr}
}