Corrections

Notebooks corrigés des différents chapitres du cours

Auteur·rice

Lino Galiana

Date de publication

2025-01-15

Seules les chapitres dont les corrections ne sont pas apparentes sont listés sur cette page.

1 Partie 1: manipuler des données

View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab

2 Partie 2: visualiser les données

View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab

3 Partie 3: modéliser

View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab

4 Partie 4: Natural Language Processing (NLP)

View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab
View on GitHub Onyxia Onyxia Open In Colab

Informations additionnelles

environment files have been tested on.

Latest built version: 2025-01-15

Python version used:

'3.12.6 | packaged by conda-forge | (main, Sep 30 2024, 18:08:52) [GCC 13.3.0]'
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 4.8.0
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
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 1.0.1
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 0.3.14
langchain-community 0.3.9
langchain-core 0.3.29
langchain-text-splitters 0.3.5
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
loguru 0.7.3
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 3.25.1
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 1.22.0
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 3.10.14
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 1.0.3
pycosat 0.6.6
pycparser 2.22
pycryptodomex 3.21.0
pydantic 2.10.5
pydantic_core 2.27.2
pydantic-settings 2.7.1
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 1.1.1
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 7.1.0
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 2.5.0
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 2025.1.10
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
a524c2c 2024-12-17 13:44:35 lgaliana Toutes les corrections
cc9a2d0 2024-12-10 09:36:21 lgaliana Renomme les corrections
7a52adb 2024-12-10 08:59:22 lgaliana prépare ajout correction
5ff770b 2024-12-04 10:07:34 lgaliana Partie ML plus esthétique
d22ec21 2024-11-13 16:21:30 lgaliana Corrections
cb18759 2024-11-01 09:38:00 lgaliana Broken url for corrected exercises
00f28a3 2024-10-15 13:41:20 lgaliana Ajoute questions collaboratifs Git
c326488 2024-10-10 14:31:57 Romain Avouac Various fixes (#565)
bd374ba 2024-09-24 20:05:55 lgaliana install altair & correction numpy
4640e6d 2024-09-18 11:53:05 linogaliana corrections
005d89b 2023-12-20 17:23:04 Lino Galiana Finalise l’affichage des statistiques Git (#478)
4c1c22d 2023-12-10 11:50:56 Lino Galiana Badge en javascript plutôt (#469)
417fb66 2023-12-04 18:49:21 Lino Galiana Corrections partie ML (#468)
1f23de2 2023-12-01 17:25:36 Lino Galiana Stockage des images sur S3 (#466)
a06a268 2023-11-23 18:23:28 Antoine Palazzolo 2ème relectures chapitres ML (#457)
8728352 2023-10-24 11:50:08 Lino Galiana Correction coquilles geopandas (#444)
6362a07 2023-10-10 15:08:33 linogaliana Ajoute corrections
241cab3 2023-10-04 17:53:29 Lino Galiana Ergonomie du site web (#421)
a8f90c2 2023-08-28 09:26:12 Lino Galiana Update featured paths (#396)
8082302 2023-08-25 17:48:36 Lino Galiana Mise à jour des scripts de construction des notebooks (#395)
3bdf3b0 2023-08-25 11:23:02 Lino Galiana Simplification de la structure 🤓 (#393)
ab7ac8a 2023-08-17 17:47:59 Lino Galiana Path error
68f960b 2023-08-11 16:27:52 linogaliana corrige probleme execution
0800d90 2023-08-11 13:32:19 linogaliana Retour des corrections
Retour au sommet

Citation

BibTeX
@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}
}
Veuillez citer ce travail comme suit :
Galiana, Lino. 2023. Python pour la data science. https://doi.org/10.5281/zenodo.8229676.