Corrections

Notebooks corrigés des différents chapitres du cours

Author

Lino Galiana

Published

2024-05-08

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

0.1 Partie 1: manipuler des données

0.2 Partie 2: visualiser les données

0.3 Partie 3: modéliser

0.4 Partie 4: Natural Language Processing (NLP)

Informations additionnelles

environment files have been tested on.

Latest built version: 2024-05-08

Python version used:

'3.11.6 | packaged by conda-forge | (main, Oct  3 2023, 10:40:35) [GCC 12.3.0]'
Package Version
affine 2.4.0
aiobotocore 2.12.2
aiohttp 3.9.3
aioitertools 0.11.0
aiosignal 1.3.1
alembic 1.13.1
aniso8601 9.0.1
annotated-types 0.6.0
appdirs 1.4.4
archspec 0.2.3
astroid 3.1.0
asttokens 2.4.1
attrs 23.2.0
Babel 2.15.0
bcrypt 4.1.2
beautifulsoup4 4.12.3
black 24.4.2
blinker 1.7.0
blis 0.7.11
bokeh 3.4.0
boltons 23.1.1
boto3 1.34.51
botocore 1.34.51
branca 0.7.1
Brotli 1.1.0
cachetools 5.3.3
cartiflette 0.0.2
Cartopy 0.23.0
catalogue 2.0.10
cattrs 23.2.3
certifi 2024.2.2
cffi 1.16.0
charset-normalizer 3.3.2
chromedriver-autoinstaller 0.6.4
click 8.1.7
click-plugins 1.1.1
cligj 0.7.2
cloudpathlib 0.16.0
cloudpickle 3.0.0
colorama 0.4.6
comm 0.2.2
commonmark 0.9.1
conda 24.3.0
conda-libmamba-solver 24.1.0
conda-package-handling 2.2.0
conda_package_streaming 0.9.0
confection 0.1.4
contextily 1.6.0
contourpy 1.2.1
cryptography 42.0.5
cycler 0.12.1
cymem 2.0.8
cytoolz 0.12.3
dask 2024.4.1
dask-expr 1.0.10
debugpy 1.8.1
decorator 5.1.1
dill 0.3.8
distributed 2024.4.1
distro 1.9.0
docker 7.0.0
duckdb 0.10.1
en-core-web-sm 3.7.1
entrypoints 0.4
et-xmlfile 1.1.0
exceptiongroup 1.2.0
executing 2.0.1
fastjsonschema 2.19.1
fiona 1.9.6
flake8 7.0.0
Flask 3.0.2
folium 0.16.0
fontawesomefree 6.5.1
fonttools 4.51.0
fr-core-news-sm 3.7.0
frozenlist 1.4.1
fsspec 2023.12.2
GDAL 3.8.4
gensim 4.3.2
geographiclib 2.0
geopandas 0.12.2
geoplot 0.5.1
geopy 2.4.1
gitdb 4.0.11
GitPython 3.1.43
google-auth 2.29.0
graphene 3.3
graphql-core 3.2.3
graphql-relay 3.2.0
graphviz 0.20.3
great-tables 0.5.1
greenlet 3.0.3
gunicorn 21.2.0
h11 0.14.0
htmltools 0.5.1
hvac 2.1.0
idna 3.6
imageio 2.34.1
importlib_metadata 7.1.0
importlib_resources 6.4.0
inflate64 1.0.0
ipykernel 6.29.3
ipython 8.22.2
ipywidgets 8.1.2
isort 5.13.2
itsdangerous 2.1.2
jedi 0.19.1
Jinja2 3.1.3
jmespath 1.0.1
joblib 1.3.2
jsonpatch 1.33
jsonpointer 2.4
jsonschema 4.21.1
jsonschema-specifications 2023.12.1
jupyter-cache 1.0.0
jupyter_client 8.6.1
jupyter_core 5.7.2
jupyterlab_widgets 3.0.10
kaleido 0.2.1
kiwisolver 1.4.5
kubernetes 29.0.0
langcodes 3.4.0
language_data 1.2.0
lazy_loader 0.4
libmambapy 1.5.7
llvmlite 0.42.0
locket 1.0.0
lxml 5.2.1
lz4 4.3.3
Mako 1.3.2
mamba 1.5.7
mapclassify 2.6.1
marisa-trie 1.1.1
Markdown 3.6
MarkupSafe 2.1.5
matplotlib 3.8.3
matplotlib-inline 0.1.6
mccabe 0.7.0
menuinst 2.0.2
mercantile 1.2.1
mizani 0.11.2
mlflow 2.11.3
mlflow-skinny 2.11.3
msgpack 1.0.7
multidict 6.0.5
multivolumefile 0.2.3
munkres 1.1.4
murmurhash 1.0.10
mypy 1.9.0
mypy-extensions 1.0.0
nbclient 0.10.0
nbformat 5.10.4
nest_asyncio 1.6.0
networkx 3.3
nltk 3.8.1
numba 0.59.1
numpy 1.26.4
oauthlib 3.2.2
opencv-python-headless 4.9.0.80
openpyxl 3.1.2
outcome 1.3.0.post0
OWSLib 0.28.1
packaging 23.2
pandas 2.2.1
paramiko 3.4.0
parso 0.8.4
partd 1.4.1
pathspec 0.12.1
patsy 0.5.6
Pebble 5.0.7
pexpect 4.9.0
pickleshare 0.7.5
pillow 10.3.0
pip 24.0
pkgutil_resolve_name 1.3.10
platformdirs 4.2.0
plotly 5.19.0
plotnine 0.13.5
pluggy 1.4.0
polars 0.20.18
preshed 3.0.9
prometheus_client 0.20.0
prometheus-flask-exporter 0.23.0
prompt-toolkit 3.0.42
protobuf 4.25.3
psutil 5.9.8
ptyprocess 0.7.0
pure-eval 0.2.2
py7zr 0.20.8
pyarrow 15.0.0
pyarrow-hotfix 0.6
pyasn1 0.5.1
pyasn1-modules 0.3.0
pybcj 1.0.2
pycodestyle 2.11.1
pycosat 0.6.6
pycparser 2.21
pycryptodomex 3.20.0
pydantic 2.7.1
pydantic_core 2.18.2
pyflakes 3.2.0
Pygments 2.17.2
PyJWT 2.8.0
pylint 3.1.0
PyNaCl 1.5.0
pynsee 0.1.7
pyOpenSSL 24.0.0
pyparsing 3.1.2
pyppmd 1.1.0
pyproj 3.6.1
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 1.1.0
PyYAML 6.0.1
pyzmq 25.1.2
pyzstd 0.15.10
QtPy 2.4.1
querystring-parser 1.2.4
rasterio 1.3.10
referencing 0.34.0
regex 2023.12.25
requests 2.31.0
requests-cache 1.2.0
requests-oauthlib 2.0.0
rpds-py 0.18.0
rsa 4.9
Rtree 1.2.0
ruamel.yaml 0.18.6
ruamel.yaml.clib 0.2.8
s3fs 2023.12.2
s3transfer 0.10.1
scikit-image 0.23.2
scikit-learn 1.4.1.post1
scipy 1.13.0
seaborn 0.13.2
selenium 4.20.0
setuptools 69.2.0
shapely 2.0.3
six 1.16.0
smart-open 6.4.0
smmap 5.0.0
sniffio 1.3.1
snuggs 1.4.7
sortedcontainers 2.4.0
soupsieve 2.5
spacy 3.7.4
spacy-legacy 3.0.12
spacy-loggers 1.0.5
SQLAlchemy 2.0.29
sqlparse 0.4.4
srsly 2.4.8
stack-data 0.6.2
statsmodels 0.14.1
tabulate 0.9.0
tblib 3.0.0
tenacity 8.2.3
texttable 1.7.0
thinc 8.2.3
threadpoolctl 3.4.0
tifffile 2024.5.3
tomli 2.0.1
tomlkit 0.12.4
toolz 0.12.1
topojson 1.8
tornado 6.4
tqdm 4.66.2
traitlets 5.14.2
trio 0.25.0
trio-websocket 0.11.1
truststore 0.8.0
typer 0.9.4
typing_extensions 4.11.0
tzdata 2024.1
Unidecode 1.3.8
url-normalize 1.4.3
urllib3 1.26.18
wasabi 1.1.2
wcwidth 0.2.13
weasel 0.3.4
webcolors 1.13
webdriver-manager 4.0.1
websocket-client 1.7.0
Werkzeug 3.0.2
wheel 0.43.0
widgetsnbextension 4.0.10
wordcloud 1.9.3
wrapt 1.16.0
wsproto 1.2.0
xgboost 2.0.3
xlrd 2.0.1
xyzservices 2024.4.0
yarl 1.9.4
yellowbrick 1.5
zict 3.0.0
zipp 3.17.0
zstandard 0.22.0

View file history

SHA Date Author Description
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

Informations additionnelles

environment files have been tested on.

Latest built version: 2024-05-08

Python version used:

'3.11.6 | packaged by conda-forge | (main, Oct  3 2023, 10:40:35) [GCC 12.3.0]'
Package Version
affine 2.4.0
aiobotocore 2.12.2
aiohttp 3.9.3
aioitertools 0.11.0
aiosignal 1.3.1
alembic 1.13.1
aniso8601 9.0.1
annotated-types 0.6.0
appdirs 1.4.4
archspec 0.2.3
astroid 3.1.0
asttokens 2.4.1
attrs 23.2.0
Babel 2.15.0
bcrypt 4.1.2
beautifulsoup4 4.12.3
black 24.4.2
blinker 1.7.0
blis 0.7.11
bokeh 3.4.0
boltons 23.1.1
boto3 1.34.51
botocore 1.34.51
branca 0.7.1
Brotli 1.1.0
cachetools 5.3.3
cartiflette 0.0.2
Cartopy 0.23.0
catalogue 2.0.10
cattrs 23.2.3
certifi 2024.2.2
cffi 1.16.0
charset-normalizer 3.3.2
chromedriver-autoinstaller 0.6.4
click 8.1.7
click-plugins 1.1.1
cligj 0.7.2
cloudpathlib 0.16.0
cloudpickle 3.0.0
colorama 0.4.6
comm 0.2.2
commonmark 0.9.1
conda 24.3.0
conda-libmamba-solver 24.1.0
conda-package-handling 2.2.0
conda_package_streaming 0.9.0
confection 0.1.4
contextily 1.6.0
contourpy 1.2.1
cryptography 42.0.5
cycler 0.12.1
cymem 2.0.8
cytoolz 0.12.3
dask 2024.4.1
dask-expr 1.0.10
debugpy 1.8.1
decorator 5.1.1
dill 0.3.8
distributed 2024.4.1
distro 1.9.0
docker 7.0.0
duckdb 0.10.1
en-core-web-sm 3.7.1
entrypoints 0.4
et-xmlfile 1.1.0
exceptiongroup 1.2.0
executing 2.0.1
fastjsonschema 2.19.1
fiona 1.9.6
flake8 7.0.0
Flask 3.0.2
folium 0.16.0
fontawesomefree 6.5.1
fonttools 4.51.0
fr-core-news-sm 3.7.0
frozenlist 1.4.1
fsspec 2023.12.2
GDAL 3.8.4
gensim 4.3.2
geographiclib 2.0
geopandas 0.12.2
geoplot 0.5.1
geopy 2.4.1
gitdb 4.0.11
GitPython 3.1.43
google-auth 2.29.0
graphene 3.3
graphql-core 3.2.3
graphql-relay 3.2.0
graphviz 0.20.3
great-tables 0.5.1
greenlet 3.0.3
gunicorn 21.2.0
h11 0.14.0
htmltools 0.5.1
hvac 2.1.0
idna 3.6
imageio 2.34.1
importlib_metadata 7.1.0
importlib_resources 6.4.0
inflate64 1.0.0
ipykernel 6.29.3
ipython 8.22.2
ipywidgets 8.1.2
isort 5.13.2
itsdangerous 2.1.2
jedi 0.19.1
Jinja2 3.1.3
jmespath 1.0.1
joblib 1.3.2
jsonpatch 1.33
jsonpointer 2.4
jsonschema 4.21.1
jsonschema-specifications 2023.12.1
jupyter-cache 1.0.0
jupyter_client 8.6.1
jupyter_core 5.7.2
jupyterlab_widgets 3.0.10
kaleido 0.2.1
kiwisolver 1.4.5
kubernetes 29.0.0
langcodes 3.4.0
language_data 1.2.0
lazy_loader 0.4
libmambapy 1.5.7
llvmlite 0.42.0
locket 1.0.0
lxml 5.2.1
lz4 4.3.3
Mako 1.3.2
mamba 1.5.7
mapclassify 2.6.1
marisa-trie 1.1.1
Markdown 3.6
MarkupSafe 2.1.5
matplotlib 3.8.3
matplotlib-inline 0.1.6
mccabe 0.7.0
menuinst 2.0.2
mercantile 1.2.1
mizani 0.11.2
mlflow 2.11.3
mlflow-skinny 2.11.3
msgpack 1.0.7
multidict 6.0.5
multivolumefile 0.2.3
munkres 1.1.4
murmurhash 1.0.10
mypy 1.9.0
mypy-extensions 1.0.0
nbclient 0.10.0
nbformat 5.10.4
nest_asyncio 1.6.0
networkx 3.3
nltk 3.8.1
numba 0.59.1
numpy 1.26.4
oauthlib 3.2.2
opencv-python-headless 4.9.0.80
openpyxl 3.1.2
outcome 1.3.0.post0
OWSLib 0.28.1
packaging 23.2
pandas 2.2.1
paramiko 3.4.0
parso 0.8.4
partd 1.4.1
pathspec 0.12.1
patsy 0.5.6
Pebble 5.0.7
pexpect 4.9.0
pickleshare 0.7.5
pillow 10.3.0
pip 24.0
pkgutil_resolve_name 1.3.10
platformdirs 4.2.0
plotly 5.19.0
plotnine 0.13.5
pluggy 1.4.0
polars 0.20.18
preshed 3.0.9
prometheus_client 0.20.0
prometheus-flask-exporter 0.23.0
prompt-toolkit 3.0.42
protobuf 4.25.3
psutil 5.9.8
ptyprocess 0.7.0
pure-eval 0.2.2
py7zr 0.20.8
pyarrow 15.0.0
pyarrow-hotfix 0.6
pyasn1 0.5.1
pyasn1-modules 0.3.0
pybcj 1.0.2
pycodestyle 2.11.1
pycosat 0.6.6
pycparser 2.21
pycryptodomex 3.20.0
pydantic 2.7.1
pydantic_core 2.18.2
pyflakes 3.2.0
Pygments 2.17.2
PyJWT 2.8.0
pylint 3.1.0
PyNaCl 1.5.0
pynsee 0.1.7
pyOpenSSL 24.0.0
pyparsing 3.1.2
pyppmd 1.1.0
pyproj 3.6.1
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 1.1.0
PyYAML 6.0.1
pyzmq 25.1.2
pyzstd 0.15.10
QtPy 2.4.1
querystring-parser 1.2.4
rasterio 1.3.10
referencing 0.34.0
regex 2023.12.25
requests 2.31.0
requests-cache 1.2.0
requests-oauthlib 2.0.0
rpds-py 0.18.0
rsa 4.9
Rtree 1.2.0
ruamel.yaml 0.18.6
ruamel.yaml.clib 0.2.8
s3fs 2023.12.2
s3transfer 0.10.1
scikit-image 0.23.2
scikit-learn 1.4.1.post1
scipy 1.13.0
seaborn 0.13.2
selenium 4.20.0
setuptools 69.2.0
shapely 2.0.3
six 1.16.0
smart-open 6.4.0
smmap 5.0.0
sniffio 1.3.1
snuggs 1.4.7
sortedcontainers 2.4.0
soupsieve 2.5
spacy 3.7.4
spacy-legacy 3.0.12
spacy-loggers 1.0.5
SQLAlchemy 2.0.29
sqlparse 0.4.4
srsly 2.4.8
stack-data 0.6.2
statsmodels 0.14.1
tabulate 0.9.0
tblib 3.0.0
tenacity 8.2.3
texttable 1.7.0
thinc 8.2.3
threadpoolctl 3.4.0
tifffile 2024.5.3
tomli 2.0.1
tomlkit 0.12.4
toolz 0.12.1
topojson 1.8
tornado 6.4
tqdm 4.66.2
traitlets 5.14.2
trio 0.25.0
trio-websocket 0.11.1
truststore 0.8.0
typer 0.9.4
typing_extensions 4.11.0
tzdata 2024.1
Unidecode 1.3.8
url-normalize 1.4.3
urllib3 1.26.18
wasabi 1.1.2
wcwidth 0.2.13
weasel 0.3.4
webcolors 1.13
webdriver-manager 4.0.1
websocket-client 1.7.0
Werkzeug 3.0.2
wheel 0.43.0
widgetsnbextension 4.0.10
wordcloud 1.9.3
wrapt 1.16.0
wsproto 1.2.0
xgboost 2.0.3
xlrd 2.0.1
xyzservices 2024.4.0
yarl 1.9.4
yellowbrick 1.5
zict 3.0.0
zipp 3.17.0
zstandard 0.22.0

View file history

SHA Date Author Description
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
Back to top

Citation

BibTeX 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 = {en}
}
For attribution, please cite this work as:
Galiana, Lino. 2023. Python Pour La Data Science. https://doi.org/10.5281/zenodo.8229676.