diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
index 9d4971434beb27117715f346cf79d8088441dbcb..34c98174d6edef41fde8fd20d5b9154593c11d3a 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -28,7 +28,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -49,6 +49,7 @@
"from statsmodels.stats.multitest import multipletests\n",
"from statsmodels.sandbox.regression.predstd import wls_prediction_std\n",
"import statsmodels.formula.api as smf\n",
+ "import statsmodels.api as sm\n",
"import scipy.stats as stats\n",
"\n",
"\n",
@@ -883,7 +884,7 @@
},
{
"cell_type": "code",
- "execution_count": 118,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -966,7 +967,7 @@
" Dead 7 39 51 42"
]
},
- "execution_count": 118,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -1171,7 +1172,7 @@
},
{
"cell_type": "code",
- "execution_count": 119,
+ "execution_count": 17,
"metadata": {
"hideCode": true,
"hideOutput": true,
@@ -1237,7 +1238,7 @@
},
{
"cell_type": "code",
- "execution_count": 133,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -1319,7 +1320,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -1415,7 +1416,7 @@
"3 65-more 0.586631 1.000000"
]
},
- "execution_count": 18,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -1451,7 +1452,7 @@
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 20,
"metadata": {
"hideCode": false
},
@@ -1538,7 +1539,7 @@
"4 Yes Alive 81.4 65-more 0"
]
},
- "execution_count": 64,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
@@ -1557,7 +1558,7 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 21,
"metadata": {
"scrolled": true
},
@@ -1576,8 +1577,8 @@
"Model Family: Binomial Df Model: 1\n",
"Link Function: logit Scale: 1.0000\n",
"Method: IRLS Log-Likelihood: -240.21\n",
- "Date: Mon, 15 Dec 2025 Deviance: 480.41\n",
- "Time: 16:56:51 Pearson chi2: 568.\n",
+ "Date: Fri, 19 Dec 2025 Deviance: 480.41\n",
+ "Time: 13:10:41 Pearson chi2: 568.\n",
"No. Iterations: 5 Covariance Type: nonrobust\n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
@@ -1595,8 +1596,8 @@
"Model Family: Binomial Df Model: 1\n",
"Link Function: logit Scale: 1.0000\n",
"Method: IRLS Log-Likelihood: -259.54\n",
- "Date: Mon, 15 Dec 2025 Deviance: 519.08\n",
- "Time: 16:56:51 Pearson chi2: 864.\n",
+ "Date: Fri, 19 Dec 2025 Deviance: 519.08\n",
+ "Time: 13:10:41 Pearson chi2: 864.\n",
"No. Iterations: 6 Covariance Type: nonrobust\n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
@@ -1630,7 +1631,7 @@
},
{
"cell_type": "code",
- "execution_count": 89,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
@@ -1656,7 +1657,7 @@
},
{
"cell_type": "code",
- "execution_count": 126,
+ "execution_count": 23,
"metadata": {
"hideCode": false
},
@@ -1724,7 +1725,7 @@
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -1748,10 +1749,10 @@
" | Method: | IRLS | Log-Likelihood: | -499.74 | \n",
"\n",
"\n",
- " | Date: | Mon, 15 Dec 2025 | Deviance: | 999.49 | \n",
+ " Date: | Fri, 19 Dec 2025 | Deviance: | 999.49 | \n",
"
\n",
"\n",
- " | Time: | 17:22:33 | Pearson chi2: | 1.43e+03 | \n",
+ " Time: | 13:10:42 | Pearson chi2: | 1.43e+03 | \n",
"
\n",
"\n",
" | No. Iterations: | 6 | Covariance Type: | nonrobust | \n",
@@ -1785,8 +1786,8 @@
"Model Family: Binomial Df Model: 3\n",
"Link Function: logit Scale: 1.0000\n",
"Method: IRLS Log-Likelihood: -499.74\n",
- "Date: Mon, 15 Dec 2025 Deviance: 999.49\n",
- "Time: 17:22:33 Pearson chi2: 1.43e+03\n",
+ "Date: Fri, 19 Dec 2025 Deviance: 999.49\n",
+ "Time: 13:10:42 Pearson chi2: 1.43e+03\n",
"No. Iterations: 6 Covariance Type: nonrobust\n",
"=====================================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
@@ -1799,7 +1800,7 @@
"\"\"\""
]
},
- "execution_count": 95,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -1828,157 +1829,155 @@
},
{
"cell_type": "code",
- "execution_count": 157,
- "metadata": {},
+ "execution_count": 43,
+ "metadata": {
+ "hideCode": true
+ },
"outputs": [
{
- "data": {
- "text/plain": [
- "['Package Version ',\n",
- " '---------------------- -------------------',\n",
- " 'alembic 1.3.3 ',\n",
- " 'asn1crypto 1.3.0 ',\n",
- " 'async-generator 1.10 ',\n",
- " 'attrs 19.3.0 ',\n",
- " 'backcall 0.1.0 ',\n",
- " 'beautifulsoup4 4.6.3 ',\n",
- " 'bleach 3.1.0 ',\n",
- " 'blinker 1.4 ',\n",
- " 'bokeh 0.12.16 ',\n",
- " 'certifi 2020.4.5.1 ',\n",
- " 'certipy 0.1.3 ',\n",
- " 'cffi 1.13.2 ',\n",
- " 'chardet 3.0.4 ',\n",
- " 'cloudpickle 0.5.6 ',\n",
- " 'conda 4.8.2 ',\n",
- " 'conda-package-handling 1.6.0 ',\n",
- " 'cryptography 2.5 ',\n",
- " 'cycler 0.10.0 ',\n",
- " 'Cython 0.28.5 ',\n",
- " 'cytoolz 0.10.1 ',\n",
- " 'dask 2.11.0 ',\n",
- " 'decorator 4.4.1 ',\n",
- " 'defusedxml 0.6.0 ',\n",
- " 'dill 0.2.9 ',\n",
- " 'entrypoints 0.3 ',\n",
- " 'fastcache 1.1.0 ',\n",
- " 'gmplot 1.2.0 ',\n",
- " 'gmpy2 2.1.0b1 ',\n",
- " 'h5py 2.7.1 ',\n",
- " 'hide-code 0.5.3 ',\n",
- " 'idna 2.9 ',\n",
- " 'imageio 2.8.0 ',\n",
- " 'inflect 4.0.0 ',\n",
- " 'ipykernel 5.1.4 ',\n",
- " 'ipython 7.12.0 ',\n",
- " 'ipython-genutils 0.2.0 ',\n",
- " 'ipywidgets 7.2.1 ',\n",
- " 'isoweek 1.3.3 ',\n",
- " 'jaraco.itertools 5.0.0 ',\n",
- " 'jedi 0.16.0 ',\n",
- " 'Jinja2 2.11.0 ',\n",
- " 'json5 0.8.5 ',\n",
- " 'jsonschema 3.0.2 ',\n",
- " 'jupyter 1.0.0 ',\n",
- " 'jupyter-client 6.0.0 ',\n",
- " 'jupyter-console 6.1.0 ',\n",
- " 'jupyter-core 4.6.3 ',\n",
- " 'jupyter-telemetry 0.0.4 ',\n",
- " 'jupyterhub 0.8.1 ',\n",
- " 'jupyterlab 1.2.5 ',\n",
- " 'jupyterlab-server 1.0.6 ',\n",
- " 'kiwisolver 1.1.0 ',\n",
- " 'llvmlite 0.23.0 ',\n",
- " 'Mako 1.1.0 ',\n",
- " 'MarkupSafe 1.1.1 ',\n",
- " 'matplotlib 2.2.3 ',\n",
- " 'mistune 0.8.4 ',\n",
- " 'more-itertools 8.2.0 ',\n",
- " 'mpmath 1.1.0 ',\n",
- " 'nbconvert 5.6.1 ',\n",
- " 'nbformat 5.0.4 ',\n",
- " 'nbgit 0.0.1 ',\n",
- " 'networkx 2.4 ',\n",
- " 'notebook 6.0.3 ',\n",
- " 'numba 0.38.1 ',\n",
- " 'numexpr 2.6.9 ',\n",
- " 'numpy 1.15.2 ',\n",
- " 'oauthlib 3.0.1 ',\n",
- " 'olefile 0.46 ',\n",
- " 'packaging 20.1 ',\n",
- " 'pamela 1.0.0 ',\n",
- " 'pandas 0.22.0 ',\n",
- " 'pandocfilters 1.4.2 ',\n",
- " 'parso 0.6.0 ',\n",
- " 'patsy 0.5.1 ',\n",
- " 'pdfkit 0.6.1 ',\n",
- " 'pexpect 4.8.0 ',\n",
- " 'pickleshare 0.7.5 ',\n",
- " 'Pillow 7.0.0 ',\n",
- " 'pip 20.0.2 ',\n",
- " 'prometheus-client 0.7.1 ',\n",
- " 'prompt-toolkit 3.0.3 ',\n",
- " 'protobuf 3.11.3 ',\n",
- " 'ptyprocess 0.6.0 ',\n",
- " 'pycosat 0.6.3 ',\n",
- " 'pycparser 2.19 ',\n",
- " 'pycurl 7.43.0.1 ',\n",
- " 'Pygments 2.5.2 ',\n",
- " 'PyJWT 1.7.1 ',\n",
- " 'pyOpenSSL 19.0.0 ',\n",
- " 'pyparsing 2.4.6 ',\n",
- " 'pyrsistent 0.15.7 ',\n",
- " 'PySocks 1.7.1 ',\n",
- " 'python-dateutil 2.8.1 ',\n",
- " 'python-editor 1.0.4 ',\n",
- " 'python-json-logger 0.1.11 ',\n",
- " 'python-oauth2 1.1.1 ',\n",
- " 'pytz 2019.3 ',\n",
- " 'PyWavelets 1.1.1 ',\n",
- " 'PyYAML 5.3 ',\n",
- " 'pyzmq 17.1.2 ',\n",
- " 'qtconsole 4.6.0 ',\n",
- " 'requests 2.23.0 ',\n",
- " 'rpy2 2.9.4 ',\n",
- " 'ruamel-yaml 0.15.80 ',\n",
- " 'ruamel.yaml 0.16.5 ',\n",
- " 'scikit-image 0.14.3 ',\n",
- " 'scikit-learn 0.19.2 ',\n",
- " 'scipy 1.1.0 ',\n",
- " 'seaborn 0.8.1 ',\n",
- " 'Send2Trash 1.5.0 ',\n",
- " 'setuptools 45.2.0.post20200209',\n",
- " 'sh 1.12.14 ',\n",
- " 'simplegeneric 0.8.1 ',\n",
- " 'six 1.14.0 ',\n",
- " 'SQLAlchemy 1.2.18 ',\n",
- " 'statsmodels 0.9.0 ',\n",
- " 'sympy 1.1.1 ',\n",
- " 'terminado 0.8.3 ',\n",
- " 'testpath 0.4.4 ',\n",
- " 'toolz 0.10.0 ',\n",
- " 'tornado 6.0.3 ',\n",
- " 'tqdm 4.42.0 ',\n",
- " 'traitlets 4.3.3 ',\n",
- " 'tzlocal 2.0.0 ',\n",
- " 'urllib3 1.25.7 ',\n",
- " 'vincent 0.4.4 ',\n",
- " 'wcwidth 0.1.8 ',\n",
- " 'webencodings 0.5.1 ',\n",
- " 'wheel 0.34.2 ',\n",
- " 'widgetsnbextension 3.2.1 ',\n",
- " 'xlrd 1.2.0 ',\n",
- " 'zipp 2.1.0 ']"
- ]
- },
- "execution_count": 157,
- "metadata": {},
- "output_type": "execute_result"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "### <> IPython == 7.12.0 ##\n",
+ " - IPython.core.release == 7.12.0\n",
+ "### <> OpenSSL == 19.0.0 ##\n",
+ " - OpenSSL.version == 19.0.0\n",
+ "### <> PIL == 7.0.0 ##\n",
+ " - PIL.Image == 7.0.0\n",
+ " - PIL._version == 7.0.0\n",
+ "### <> _cffi_backend == 1.13.2 ##\n",
+ "### <> _csv == 1.0 ##\n",
+ "### <> _ctypes == 1.1.0 ##\n",
+ "### <> _curses == b'2.2' ##\n",
+ "### <> _decimal == 1.70 ##\n",
+ "### <> argparse == 1.1 ##\n",
+ "### <> asn1crypto == 1.3.0 ##\n",
+ " - asn1crypto.version == 1.3.0\n",
+ "### <> backcall == 0.1.0 ##\n",
+ "### <> certifi == 2020.04.05.1 ##\n",
+ "### <> cffi == 1.13.2 ##\n",
+ "### <> chardet == 3.0.4 ##\n",
+ " - chardet.version == 3.0.4\n",
+ "### <> cryptography == 2.5 ##\n",
+ " - cryptography.__about__ == 2.5\n",
+ "### <> csv == 1.0 ##\n",
+ "### <> ctypes == 1.1.0 ##\n",
+ "### <> cycler == 0.10.0 ##\n",
+ "### <> dateutil == 2.8.1 ##\n",
+ "### <> decimal == 1.70 ##\n",
+ "### <> decorator == 4.4.1 ##\n",
+ "### <> distutils == 3.6.4 ##\n",
+ "### <> idna == 2.9 ##\n",
+ " - idna.idnadata == 12.1.0\n",
+ " - idna.package_data == 2.9\n",
+ "### <> ipaddress == 1.0 ##\n",
+ "### <> ipykernel == 5.1.4 ##\n",
+ " - ipykernel._version == 5.1.4\n",
+ "### <> ipython_genutils == 0.2.0 ##\n",
+ " - ipython_genutils._version == 0.2.0\n",
+ "### <> ipywidgets == 7.2.1 ##\n",
+ " - ipywidgets._version == 7.2.1\n",
+ "### <> jedi == 0.16.0 ##\n",
+ "### <> json == 2.0.9 ##\n",
+ "### <> jupyter_client == 6.0.0 ##\n",
+ " - jupyter_client._version == 6.0.0\n",
+ "### <> jupyter_core == 4.6.3 ##\n",
+ " - jupyter_core.version == 4.6.3\n",
+ "### <> kiwisolver == 1.1.0 ##\n",
+ "### <> logging == 0.5.1.2 ##\n",
+ "### <> matplotlib == 2.2.3 ##\n",
+ " - matplotlib.backends.backend_agg == 2.2.3\n",
+ "### <> numexpr == 2.6.9 ##\n",
+ "### <> numpy == 1.15.2 ##\n",
+ " - numpy.core == 1.15.2\n",
+ " - numpy.core.multiarray == 3.1\n",
+ " - numpy.lib == 1.15.2\n",
+ " - numpy.linalg._umath_linalg == b'0.1.5'\n",
+ " - numpy.matlib == 1.15.2\n",
+ "### <> optparse == 1.5.3 ##\n",
+ "### <> pandas == 0.22.0 ##\n",
+ " - pandas._libs.json == 1.33\n",
+ "### <> parso == 0.6.0 ##\n",
+ "### <> patsy == 0.5.1 ##\n",
+ " - patsy.version == 0.5.1\n",
+ "### <> pexpect == 4.8.0 ##\n",
+ "### <> pickleshare == 0.7.5 ##\n",
+ "### <> platform == 1.0.8 ##\n",
+ "### <> prompt_toolkit == 3.0.3 ##\n",
+ "### <> ptyprocess == 0.6.0 ##\n",
+ "### <> pygments == 2.5.2 ##\n",
+ "### <> pyparsing == 2.4.6 ##\n",
+ "### <> pytz == 2019.3 ##\n",
+ "### <> re == 2.2.1 ##\n",
+ "### <> requests == 2.23.0 ##\n",
+ " - requests.__version__ == 2.23.0\n",
+ " - requests.packages.chardet == 3.0.4\n",
+ " - requests.packages.chardet.version == 3.0.4\n",
+ " - requests.packages.idna == 2.9\n",
+ " - requests.packages.idna.idnadata == 12.1.0\n",
+ " - requests.packages.idna.package_data == 2.9\n",
+ " - requests.packages.urllib3 == 1.25.7\n",
+ " - requests.packages.urllib3.packages.six == 1.12.0\n",
+ " - requests.utils == 2.23.0\n",
+ "### <> scipy == 1.1.0 ##\n",
+ " - scipy._lib.decorator == 4.0.5\n",
+ " - scipy._lib.six == 1.2.0\n",
+ " - scipy.fftpack._fftpack == b'$Revision: $'\n",
+ " - scipy.fftpack.convolve == b'$Revision: $'\n",
+ " - scipy.integrate._dop == b'$Revision: $'\n",
+ " - scipy.integrate._ode == $Id$\n",
+ " - scipy.integrate._odepack == 1.9 \n",
+ " - scipy.integrate._quadpack == 1.13 \n",
+ " - scipy.integrate.lsoda == b'$Revision: $'\n",
+ " - scipy.integrate.vode == b'$Revision: $'\n",
+ " - scipy.interpolate._fitpack == 1.7 \n",
+ " - scipy.interpolate.dfitpack == b'$Revision: $'\n",
+ " - scipy.linalg == 0.4.9\n",
+ " - scipy.linalg._fblas == b'$Revision: $'\n",
+ " - scipy.linalg._flapack == b'$Revision: $'\n",
+ " - scipy.linalg._flinalg == b'$Revision: $'\n",
+ " - scipy.ndimage == 2.0\n",
+ " - scipy.optimize._cobyla == b'$Revision: $'\n",
+ " - scipy.optimize._lbfgsb == b'$Revision: $'\n",
+ " - scipy.optimize._minpack == 1.10 \n",
+ " - scipy.optimize._nnls == b'$Revision: $'\n",
+ " - scipy.optimize._slsqp == b'$Revision: $'\n",
+ " - scipy.optimize.minpack2 == b'$Revision: $'\n",
+ " - scipy.signal.spline == 0.2\n",
+ " - scipy.sparse.linalg.eigen.arpack._arpack == b'$Revision: $'\n",
+ " - scipy.sparse.linalg.isolve._iterative == b'$Revision: $'\n",
+ " - scipy.special.specfun == b'$Revision: $'\n",
+ " - scipy.stats.mvn == b'$Revision: $'\n",
+ " - scipy.stats.statlib == b'$Revision: $'\n",
+ "### <> seaborn == 0.8.1 ##\n",
+ " - seaborn.external.husl == 2.1.0\n",
+ " - seaborn.external.six == 1.10.0\n",
+ "### <> six == 1.14.0 ##\n",
+ "### <> socks == 1.7.1 ##\n",
+ "### <> statsmodels == 0.9.0 ##\n",
+ " - statsmodels.__init__ == 0.9.0\n",
+ "### <> traitlets == 4.3.3 ##\n",
+ " - traitlets._version == 4.3.3\n",
+ " - urllib.request == 3.6\n",
+ "### <> urllib3 == 1.25.7 ##\n",
+ " - urllib3.packages.six == 1.12.0\n",
+ "### <> zlib == 1.0 ##\n",
+ "### <> zmq == 17.1.2 ##\n",
+ " - zmq.sugar == 17.1.2\n",
+ " - zmq.sugar.version == 17.1.2\n"
+ ]
}
],
"source": [
- "all_packages =!pip list\n",
- "all_packages"
+ "list_import = sorted([name for name, module in sys.modules.items() \n",
+ " if module is not None and hasattr(module,'__version__')])\n",
+ "for pkg in list_import :\n",
+ " try:\n",
+ " if '.' not in pkg : \n",
+ " print(f\"### <> {pkg} == {sys.modules[pkg].__version__} ##\")\n",
+ " else : print(f\" - {pkg} == {sys.modules[pkg].__version__}\")\n",
+ " except AttributeError: \n",
+ " pass"
]
}
],