diff --git a/module2/exo5/exo5_fr.ipynb b/module2/exo5/exo5_fr.ipynb index 26ad6d94fa840f788a57621b06dc6af83a848391..25fc47d7456c3ea400f0f6a62bb0ec587a43d2a6 100644 --- a/module2/exo5/exo5_fr.ipynb +++ b/module2/exo5/exo5_fr.ipynb @@ -261,30 +261,30 @@ "" ], "text/plain": [ - " Date Count Temperature Pressure Malfunction\n", - "0 4/12/81 6 66 50 0\n", - "1 11/12/81 6 70 50 1\n", - "2 3/22/82 6 69 50 0\n", - "3 11/11/82 6 68 50 0\n", - "4 4/04/83 6 67 50 0\n", - "5 6/18/82 6 72 50 0\n", - "6 8/30/83 6 73 100 0\n", - "7 11/28/83 6 70 100 0\n", - "8 2/03/84 6 57 200 1\n", - "9 4/06/84 6 63 200 1\n", - "10 8/30/84 6 70 200 1\n", - "11 10/05/84 6 78 200 0\n", - "12 11/08/84 6 67 200 0\n", - "13 1/24/85 6 53 200 2\n", - "14 4/12/85 6 67 200 0\n", - "15 4/29/85 6 75 200 0\n", - "16 6/17/85 6 70 200 0\n", - "17 7/29/85 6 81 200 0\n", - "18 8/27/85 6 76 200 0\n", - "19 10/03/85 6 79 200 0\n", - "20 10/30/85 6 75 200 2\n", - "21 11/26/85 6 76 200 0\n", - "22 1/12/86 6 58 200 1" + " Date Count Temperature Pressure Malfunction\n", + "0 4/12/81 6 66 50 0\n", + "1 11/12/81 6 70 50 1\n", + "2 3/22/82 6 69 50 0\n", + "3 11/11/82 6 68 50 0\n", + "4 4/04/83 6 67 50 0\n", + "5 6/18/82 6 72 50 0\n", + "6 8/30/83 6 73 100 0\n", + "7 11/28/83 6 70 100 0\n", + "8 2/03/84 6 57 200 1\n", + "9 4/06/84 6 63 200 1\n", + "10 8/30/84 6 70 200 1\n", + "11 10/05/84 6 78 200 0\n", + "12 11/08/84 6 67 200 0\n", + "13 1/24/85 6 53 200 2\n", + "14 4/12/85 6 67 200 0\n", + "15 4/29/85 6 75 200 0\n", + "16 6/17/85 6 70 200 0\n", + "17 7/29/85 6 81 200 0\n", + "18 8/27/85 6 76 200 0\n", + "19 10/03/85 6 79 200 0\n", + "20 10/30/85 6 75 200 2\n", + "21 11/26/85 6 76 200 0\n", + "22 1/12/86 6 58 200 1" ] }, "execution_count": 1, @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -355,6 +355,14 @@ " \n", " \n", " \n", + " 0\n", + " 4/12/81\n", + " 6\n", + " 66\n", + " 50\n", + " 0\n", + " \n", + " \n", " 1\n", " 11/12/81\n", " 6\n", @@ -363,6 +371,54 @@ " 1\n", " \n", " \n", + " 2\n", + " 3/22/82\n", + " 6\n", + " 69\n", + " 50\n", + " 0\n", + " \n", + " \n", + " 3\n", + " 11/11/82\n", + " 6\n", + " 68\n", + " 50\n", + " 0\n", + " \n", + " \n", + " 4\n", + " 4/04/83\n", + " 6\n", + " 67\n", + " 50\n", + " 0\n", + " \n", + " \n", + " 5\n", + " 6/18/82\n", + " 6\n", + " 72\n", + " 50\n", + " 0\n", + " \n", + " \n", + " 6\n", + " 8/30/83\n", + " 6\n", + " 73\n", + " 100\n", + " 0\n", + " \n", + " \n", + " 7\n", + " 11/28/83\n", + " 6\n", + " 70\n", + " 100\n", + " 0\n", + " \n", + " \n", " 8\n", " 2/03/84\n", " 6\n", @@ -387,6 +443,22 @@ " 1\n", " \n", " \n", + " 11\n", + " 10/05/84\n", + " 6\n", + " 78\n", + " 200\n", + " 0\n", + " \n", + " \n", + " 12\n", + " 11/08/84\n", + " 6\n", + " 67\n", + " 200\n", + " 0\n", + " \n", + " \n", " 13\n", " 1/24/85\n", " 6\n", @@ -395,6 +467,54 @@ " 2\n", " \n", " \n", + " 14\n", + " 4/12/85\n", + " 6\n", + " 67\n", + " 200\n", + " 0\n", + " \n", + " \n", + " 15\n", + " 4/29/85\n", + " 6\n", + " 75\n", + " 200\n", + " 0\n", + " \n", + " \n", + " 16\n", + " 6/17/85\n", + " 6\n", + " 70\n", + " 200\n", + " 0\n", + " \n", + " \n", + " 17\n", + " 7/29/85\n", + " 6\n", + " 81\n", + " 200\n", + " 0\n", + " \n", + " \n", + " 18\n", + " 8/27/85\n", + " 6\n", + " 76\n", + " 200\n", + " 0\n", + " \n", + " \n", + " 19\n", + " 10/03/85\n", + " 6\n", + " 79\n", + " 200\n", + " 0\n", + " \n", + " \n", " 20\n", " 10/30/85\n", " 6\n", @@ -403,6 +523,14 @@ " 2\n", " \n", " \n", + " 21\n", + " 11/26/85\n", + " 6\n", + " 76\n", + " 200\n", + " 0\n", + " \n", + " \n", " 22\n", " 1/12/86\n", " 6\n", @@ -416,22 +544,38 @@ ], "text/plain": [ " Date Count Temperature Pressure Malfunction\n", + "0 4/12/81 6 66 50 0\n", "1 11/12/81 6 70 50 1\n", + "2 3/22/82 6 69 50 0\n", + "3 11/11/82 6 68 50 0\n", + "4 4/04/83 6 67 50 0\n", + "5 6/18/82 6 72 50 0\n", + "6 8/30/83 6 73 100 0\n", + "7 11/28/83 6 70 100 0\n", "8 2/03/84 6 57 200 1\n", "9 4/06/84 6 63 200 1\n", "10 8/30/84 6 70 200 1\n", + "11 10/05/84 6 78 200 0\n", + "12 11/08/84 6 67 200 0\n", "13 1/24/85 6 53 200 2\n", + "14 4/12/85 6 67 200 0\n", + "15 4/29/85 6 75 200 0\n", + "16 6/17/85 6 70 200 0\n", + "17 7/29/85 6 81 200 0\n", + "18 8/27/85 6 76 200 0\n", + "19 10/03/85 6 79 200 0\n", "20 10/30/85 6 75 200 2\n", + "21 11/26/85 6 76 200 0\n", "22 1/12/86 6 58 200 1" ] }, - "execution_count": 2, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = data[data.Malfunction>0]\n", + "# data = data[data.Malfunction>0]\n", "data" ] }, @@ -448,12 +592,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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W3p2vaGw76dS+qtK9ZTvX3LVxj3XX3LmR7i3bW1SR2pmhMMn0bNvBtK49d8u0ri56tu14RWPbSaf2VZX1Tzzb1HppJIbCJDP3oOn0DQzssa5vYIC5B01/RWPbSaf2VZX5hx7Y1HppJIbCJDN75r5ccdZx7Deti1n7TmW/aV1ccdZxw77Q2szYdtKpfVXlqDmzuPC0w/ZYd+Fph/lis8bEF5onoTPnH8LpRx3c0JU3zYxtJ53aV1U+tuRYLjz1cO6/9y5uu/RUA0FjZihMUrNn7tvwL8JmxraTTu2rKkfNmUXPjGkGgl4RTx9JkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpZChIkkqGgiSpVGkoRMTiiHg4Iroj4rJh7o+I+Hxx/4aIOKHKeqRmbe3dyU+eeJatvTtHHbvusa185paHWffY1nHbZjNju7dsZ9uLfXRv2T7q2GZUVW+zNezo2z3qdru3bOfb657o2O9BFdsdampVG46IKcCVwLuAHuCeiLgpMx+qG3YGMK/4OgX4UvGv1HI3rt/Eius2MK2ri76BAa446zjOnH/IsGM/cNVd3NFdC4PPf6+btx01m2uXnvqKttnM2I/ecD/X3LWRPzq2n0v/5nYuPO0wPrbk2DF2Xn29Y6nhD3+zj0s/8b29bnfwezCoE78H473d4VR5pHAy0J2Zj2bmLmA1sGTImCXANVlzF3BgRLyuwpqkhmzt3cmK6zbwUt8A23f281LfAB+5bsOwf6Wte2xrGQiDfti99WVHDM1ss5mx3Vu27/HLEOCaOze+4r+Wq6p3rDXsztzrdl8t34Px3O7eRGZWs+GIs4HFmbm0WL4AOCUzl9eN+UfgrzPzjmL5u8CKzFw3ZFvLgGXF4tHAw5UUPXYHA8+0uoiKdGpvI/YV06bPmHrQ634jurqmDK7LgYHd/duefCT7drxYP3bKrINfP2X/A1/2x8zuF559cvf2ZzaPZZvNjO2accDsqa957eEAu198jikzDgCg//mnHx948bmRz2WNoKp6x1rDYG/Dbbf+e1CvTb4H4/azOIpfz8zXjjaostNHQAyzbmgCNTKGzFwFrBqPoqoQEesyc0Gr66hCp/bWyX31P/dUx/UFndvbZPtZrPL0UQ9waN3yXGDzGMZIkiZIlaFwDzAvIo6IiH2A84Cbhoy5CbiwuArpVOC5zHyywpokSSOo7PRRZvZHxHLgZmAKcHVmPhgRFxf3rwTWAO8BuoEXgYuqqqdik/bU1jjo1N7sq/10am+Tqq/KXmiWJLUf39EsSSoZCpKkkqEwBhHxeETcHxHrI2Jdse7yiNhUrFsfEe9pdZ3NiogDI+LbEfGziPhpRJwWEb8SEbdGxM+Lfw9qdZ3N2ktfnbC/jq6rf31EPB8RH273fTZCX52wzy6NiAcj4oGI+EZE7DfZ9pevKYxBRDwOLMjMZ+rWXQ70ZuanWlXXKxURXwd+mJlXFVeMzQD+FPhlZv51MX/VQZm5oqWFNmkvfX2YNt9f9YppZTZRmybmEtp8nw0a0tdFtPE+i4hDgDuAYzJzR0R8k9rFNscwifaXRwoCICJeA/wW8H8AMnNXZj5LbSqSrxfDvg78TmsqHJsR+uo07wD+X2b+gjbfZ0PU99UJpgLTI2IqtT9ONjPJ9pehMDYJ3BIR9xZTcAxaXsz2enWrDwHH4EjgaeCrEfHjiLgqIvYH5gy+d6T491dbWeQY7K0vaO/9NdR5wDeK2+2+z+rV9wVtvM8ycxPwKWAj8CS192XdwiTbX4bC2JyemSdQm+X1koj4LWozvL4BmE9th3+6hfWNxVTgBOBLmflm4AXgZdOdt6G99dXu+6tUnBI7E/hWq2sZT8P01db7rAixJcARwOuB/SPiA62t6uUMhTHIzM3Fv08B3wFOzswtmbk7MweAr1CbJbad9AA9mfmjYvnb1H6Zbhmcubb496kW1TdWw/bVAfur3hnAfZm5pVhu9302aI++OmCfvRN4LDOfzsw+4HrgLUyy/WUoNCki9o+IWYO3gXcDD8SeU36/D3igFfWNVWb+G/BERBxdrHoH8BC1qUg+WKz7IHBjC8obs7311e77a4jz2fMUS1vvszp79NUB+2wjcGpEzIiIoPaz+FMm2f7y6qMmRcSR1I4OoHZq4u8y868i4lpqh7UJPA78QbvN4xQR84GrgH2AR6ld7dEFfBM4jNoP9TmZ+cuWFTkGe+nr87T5/gKIiBnAE8CRmflcsW427b/PhuurE55jfwGcC/QDPwaWAjOZRPvLUJAklTx9JEkqGQqSpJKhIEkqGQqSpJKhIEkqVfbJa9JEKy7F/G6x+GvAbmpTXEDtDYa7WlLYCCLi94A1xfsppJbzklR1pMk0a21ETMnM3Xu57w5geWaub2J7UzOzf9wKlOp4+kivChHxwYi4u5iH/4sR0RURUyPi2Yj4ZETcFxE3R8QpEfGDiHh0cL7+iFgaEd8p7n84Iv6swe1+PCLuBk6OiL+IiHuKefRXRs251N6M9ffF4/eJiJ6IOLDY9qkRcVtx++MR8eWIuJXa5H5TI+Izxf+9ISKWTvx3VZ3IUFDHi4g3UZsW4S2ZOZ/aadPzirsPAG4pJjjcBVxObfqBc4CP1W3m5OIxJwDvj4j5DWz3vsw8OTPvBD6XmScBxxb3Lc7MvwfWA+dm5vwGTm+9GXhvZl4ALAOeysyTgZOoTcx42Fi+P1I9X1PQq8E7qf3iXFebcobp1KZQANiRmbcWt++nNp1xf0TcDxxet42bM3MbQETcALyV2vNnb9vdxb9PhwLwjoj4E2A/4GDgXuCfm+zjxsx8qbj9buA3I6I+hOZRmyZBGjNDQa8GAVydmf9rj5W1Dzqp/+t8ANhZd7v++TH0xbccZbs7snjBrpjH5wvUZmfdFBEfpxYOw+nn34/gh455YUhPH8rM7yKNI08f6dXgNuB3I+JgqF2lNIZTLe+O2mc9z6A2J/6/NLHd6dRC5pliht2z6u7bDsyqW34cOLG4XT9uqJuBDxUBNPi5xtOb7El6GY8U1PEy8/5idsrbIqIL6AMupvZRiI26A/g7ah/ycu3g1UKNbDczt0btc6IfAH4B/Kju7q8CV0XEDmqvW1wOfCUi/g24e4R6vkxtVs31xamrp6iFlfSKeEmqNIriyp43ZeaHW12LVDVPH0mSSh4pSJJKHilIkkqGgiSpZChIkkqGgiSpZChIkkr/HzHofwgP0tIHAAAAAElFTkSuQmCC\n", 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" ] @@ -500,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -509,28 +653,28 @@ "\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
Generalized Linear Model Regression Results
Dep. Variable: Frequency No. Observations: 7Dep. Variable: Frequency No. Observations: 23
Model: GLM Df Residuals: 5Model: GLM Df Residuals: 20
Model Family: Binomial Df Model: 1Model Family: Binomial Df Model: 2
Link Function: logit Scale: 1.0000
Method: IRLS Log-Likelihood: -2.5250Method: IRLS Log-Likelihood: -3.7926
Date: Sat, 13 Apr 2019 Deviance: 0.22231Date: Tue, 08 Feb 2022 Deviance: 2.7576
Time: 19:11:24 Pearson chi2: 0.236Time: 13:23:19 Pearson chi2: 4.19
No. Iterations: 4 Covariance Type: nonrobustNo. Iterations: 6 Covariance Type: nonrobust
\n", "\n", @@ -538,10 +682,13 @@ " \n", "\n", "\n", - " \n", + " \n", + "\n", + "\n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept -1.3895 7.828 -0.178 0.859 -16.732 13.953Intercept 2.5202 8.541 0.295 0.768 -14.220 19.260
Temperature -0.0983 0.110 -0.894 0.371 -0.314 0.117
Temperature 0.0014 0.122 0.012 0.991 -0.238 0.240Pressure 0.0085 0.019 0.451 0.652 -0.028 0.045
" ], @@ -550,24 +697,25 @@ "\"\"\"\n", " Generalized Linear Model Regression Results \n", "==============================================================================\n", - "Dep. Variable: Frequency No. Observations: 7\n", - "Model: GLM Df Residuals: 5\n", - "Model Family: Binomial Df Model: 1\n", + "Dep. Variable: Frequency No. Observations: 23\n", + "Model: GLM Df Residuals: 20\n", + "Model Family: Binomial Df Model: 2\n", "Link Function: logit Scale: 1.0000\n", - "Method: IRLS Log-Likelihood: -2.5250\n", - "Date: Sat, 13 Apr 2019 Deviance: 0.22231\n", - "Time: 19:11:24 Pearson chi2: 0.236\n", - "No. Iterations: 4 Covariance Type: nonrobust\n", + "Method: IRLS Log-Likelihood: -3.7926\n", + "Date: Tue, 08 Feb 2022 Deviance: 2.7576\n", + "Time: 13:23:19 Pearson chi2: 4.19\n", + "No. Iterations: 6 Covariance Type: nonrobust\n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", - "Intercept -1.3895 7.828 -0.178 0.859 -16.732 13.953\n", - "Temperature 0.0014 0.122 0.012 0.991 -0.238 0.240\n", + "Intercept 2.5202 8.541 0.295 0.768 -14.220 19.260\n", + "Temperature -0.0983 0.110 -0.894 0.371 -0.314 0.117\n", + "Pressure 0.0085 0.019 0.451 0.652 -0.028 0.045\n", "===============================================================================\n", "\"\"\"" ] }, - "execution_count": 4, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -605,20 +753,21 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "ValueError", + "evalue": "shapes (121,2) and (3,) not aligned: 2 (dim 1) != 3 (dim 0)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mdata_pred\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0mlogmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_pred\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Intercept'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'Temperature'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mdata_pred\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Temperature\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Frequency\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"line\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mylim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m 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"\u001b[0;32m/opt/conda/lib/python3.6/site-packages/statsmodels/genmod/generalized_linear_model.py\u001b[0m in \u001b[0;36mpredict\u001b[0;34m(self, params, exog, exposure, offset, linear)\u001b[0m\n\u001b[1;32m 850\u001b[0m \u001b[0mexog\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexog\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 852\u001b[0;31m \u001b[0mlinpred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexog\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0moffset\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mexposure\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 853\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlinear\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 854\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mlinpred\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: shapes (121,2) and (3,) not aligned: 2 (dim 1) != 3 (dim 0)" + ] } ], "source": [ @@ -686,6 +835,110 @@ "analyse et de regarder ce jeu de données sous tous les angles afin\n", "d'expliquer ce qui ne va pas." ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Count Temperature Pressure Malfunction\n", + "0 4/12/81 6 66 50 0\n", + "1 11/12/81 6 70 50 1\n", + "2 3/22/82 6 69 50 0\n", + "3 11/11/82 6 68 50 0\n", + "4 4/04/83 6 67 50 0\n", + "5 6/18/82 6 72 50 0\n", + "6 8/30/83 6 73 100 0\n", + "7 11/28/83 6 70 100 0\n", + "8 2/03/84 6 57 200 1\n", + "9 4/06/84 6 63 200 1\n", + "10 8/30/84 6 70 200 1\n", + "11 10/05/84 6 78 200 0\n", + "12 11/08/84 6 67 200 0\n", + "13 1/24/85 6 53 200 2\n", + "14 4/12/85 6 67 200 0\n", + "15 4/29/85 6 75 200 0\n", + "16 6/17/85 6 70 200 0\n", + "17 7/29/85 6 81 200 0\n", + "18 8/27/85 6 76 200 0\n", + "19 10/03/85 6 79 200 0\n", + "20 10/30/85 6 75 200 2\n", + "21 11/26/85 6 76 200 0\n", + "22 1/12/86 6 58 200 1\n" + ] + } + ], + "source": [ + "print(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data.plot(x=\"Malfunction\", y=\"Pressure\", kind=\"scatter\")" + ] } ], "metadata": { @@ -705,7 +958,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5b58a3ae26346460dd39e62a39c55243d7..1e3366bac7c7b046833a0e4b971e31fbb344bb20 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,13 +28,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + ] + }, + { + "cell_type": "markdown", "metadata": { - "collapsed": true + "hideOutput": true }, + "source": [ + "Pour nous protĂ©ger contre une Ă©ventuelle disparition ou modification du serveur du RĂ©seau Sentinelles, nous faisons une copie locale de ce jeux de donnĂ©es que nous prĂ©servons avec notre analyse. Il est inutile et mĂªme risquĂ©e de tĂ©lĂ©charger les donnĂ©es Ă  chaque exĂ©cution, car dans le cas d'une panne nous pourrions remplacer nos donnĂ©es par un fichier dĂ©fectueux. Pour cette raison, nous tĂ©lĂ©chargeons les donnĂ©es seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ - "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + "data_file = \"syndrome-grippal.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if os.path.exists(data_file):\n", + " pass\n", + "else:\n", + " urllib.request.urlretrieve(data_url, data_file)" ] }, { @@ -61,11 +84,978 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020220437258565106.080064.010998.0120.0FRFrance
120220337461367144.082082.0113102.0124.0FRFrance
220220235592049511.062329.08474.094.0FRFrance
320220135762950699.064559.08777.097.0FRFrance
420215235434947029.061669.08271.093.0FRFrance
520215134169835359.048037.06353.073.0FRFrance
620215033811732497.043737.05849.067.0FRFrance
720214934016834716.045620.06153.069.0FRFrance
820214834184236364.047320.06355.071.0FRFrance
920214733659831338.041858.05547.063.0FRFrance
1020214633005925302.034816.04639.053.0FRFrance
1120214532036416564.024164.03125.037.0FRFrance
1220214431899915042.022956.02923.035.0FRFrance
1320214332704021935.032145.04133.049.0FRFrance
1420214232834323382.033304.04335.051.0FRFrance
1520214132504320586.029500.03831.045.0FRFrance
1620214032628621842.030730.04033.047.0FRFrance
1720213932215518014.026296.03428.040.0FRFrance
1820213831561412310.018918.02419.029.0FRFrance
1920213731367310404.016942.02116.026.0FRFrance
202021363102897505.013073.01612.020.0FRFrance
212021353126099282.015936.01914.024.0FRFrance
222021343130159485.016545.02015.025.0FRFrance
232021333103927042.013742.01611.021.0FRFrance
2420213231558611009.020163.02417.031.0FRFrance
2520213131885513664.024046.02921.037.0FRFrance
262021303139919695.018287.02114.028.0FRFrance
272021293136269618.017634.02115.027.0FRFrance
28202128386365430.011842.0138.018.0FRFrance
292021273106936838.014548.01610.022.0FRFrance
.................................
191419852132609619621.032571.04735.059.0FRFrance
191519852032789620885.034907.05138.064.0FRFrance
191619851934315432821.053487.07859.097.0FRFrance
191719851834055529935.051175.07455.093.0FRFrance
191819851733405324366.043740.06244.080.0FRFrance
191919851635036236451.064273.09166.0116.0FRFrance
192019851536388145538.082224.011683.0149.0FRFrance
19211985143134545114400.0154690.0244207.0281.0FRFrance
19221985133197206176080.0218332.0357319.0395.0FRFrance
19231985123245240223304.0267176.0445405.0485.0FRFrance
19241985113276205252399.0300011.0501458.0544.0FRFrance
19251985103353231326279.0380183.0640591.0689.0FRFrance
19261985093369895341109.0398681.0670618.0722.0FRFrance
19271985083389886359529.0420243.0707652.0762.0FRFrance
19281985073471852432599.0511105.0855784.0926.0FRFrance
19291985063565825518011.0613639.01026939.01113.0FRFrance
19301985053637302592795.0681809.011551074.01236.0FRFrance
19311985043424937390794.0459080.0770708.0832.0FRFrance
19321985033213901174689.0253113.0388317.0459.0FRFrance
193319850239758680949.0114223.0177147.0207.0FRFrance
193419850138548965918.0105060.0155120.0190.0FRFrance
193519845238483060602.0109058.0154110.0198.0FRFrance
1936198451310172680242.0123210.0185146.0224.0FRFrance
19371984503123680101401.0145959.0225184.0266.0FRFrance
1938198449310107381684.0120462.0184149.0219.0FRFrance
193919844837862060634.096606.0143110.0176.0FRFrance
194019844737202954274.089784.013199.0163.0FRFrance
194119844638733067686.0106974.0159123.0195.0FRFrance
19421984453135223101414.0169032.0246184.0308.0FRFrance
194319844436842220056.0116788.012537.0213.0FRFrance
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1944 rows Ă— 10 columns

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15614 12310.0 18918.0 24 19.0 \n", + "19 202137 3 13673 10404.0 16942.0 21 16.0 \n", + "20 202136 3 10289 7505.0 13073.0 16 12.0 \n", + "21 202135 3 12609 9282.0 15936.0 19 14.0 \n", + "22 202134 3 13015 9485.0 16545.0 20 15.0 \n", + "23 202133 3 10392 7042.0 13742.0 16 11.0 \n", + "24 202132 3 15586 11009.0 20163.0 24 17.0 \n", + "25 202131 3 18855 13664.0 24046.0 29 21.0 \n", + "26 202130 3 13991 9695.0 18287.0 21 14.0 \n", + "27 202129 3 13626 9618.0 17634.0 21 15.0 \n", + "28 202128 3 8636 5430.0 11842.0 13 8.0 \n", + "29 202127 3 10693 6838.0 14548.0 16 10.0 \n", + "... ... ... ... ... ... ... ... \n", + "1914 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1915 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1916 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1917 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1918 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1919 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1920 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1921 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1922 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1923 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1924 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1925 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1926 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1927 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1928 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1929 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1930 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1931 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1932 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1933 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1934 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1935 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1936 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1937 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1938 198449 3 101073 81684.0 120462.0 184 149.0 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28.0 FR France \n", + "27 27.0 FR France \n", + "28 18.0 FR France \n", + "29 22.0 FR France \n", + "... ... ... ... \n", + "1914 59.0 FR France \n", + "1915 64.0 FR France \n", + "1916 97.0 FR France \n", + "1917 93.0 FR France \n", + "1918 80.0 FR France \n", + "1919 116.0 FR France \n", + "1920 149.0 FR France \n", + "1921 281.0 FR France \n", + "1922 395.0 FR France \n", + "1923 485.0 FR France \n", + "1924 544.0 FR France \n", + "1925 689.0 FR France \n", + "1926 722.0 FR France \n", + "1927 762.0 FR France \n", + "1928 926.0 FR France \n", + "1929 1113.0 FR France \n", + "1930 1236.0 FR France \n", + "1931 832.0 FR France \n", + "1932 459.0 FR France \n", + "1933 207.0 FR France \n", + "1934 190.0 FR France \n", + "1935 198.0 FR France \n", + "1936 224.0 FR France \n", + "1937 266.0 FR France \n", + "1938 219.0 FR France \n", + "1939 176.0 FR France \n", + "1940 163.0 FR France \n", + "1941 195.0 FR France \n", + "1942 308.0 FR France \n", + "1943 213.0 FR France \n", + "\n", + "[1944 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "raw_data = pd.read_csv(data_file, skiprows=1)\n", "raw_data" ] }, @@ -78,9 +1068,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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920214733659831338.041858.05547.063.0FRFrance
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1120214532036416564.024164.03125.037.0FRFrance
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1820213831561412310.018918.02419.029.0FRFrance
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202021363102897505.013073.01612.020.0FRFrance
212021353126099282.015936.01914.024.0FRFrance
222021343130159485.016545.02015.025.0FRFrance
232021333103927042.013742.01611.021.0FRFrance
2420213231558611009.020163.02417.031.0FRFrance
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1943 rows Ă— 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202204 3 72585 65106.0 80064.0 109 98.0 \n", + "1 202203 3 74613 67144.0 82082.0 113 102.0 \n", + "2 202202 3 55920 49511.0 62329.0 84 74.0 \n", + "3 202201 3 57629 50699.0 64559.0 87 77.0 \n", + "4 202152 3 54349 47029.0 61669.0 82 71.0 \n", + "5 202151 3 41698 35359.0 48037.0 63 53.0 \n", + "6 202150 3 38117 32497.0 43737.0 58 49.0 \n", + "7 202149 3 40168 34716.0 45620.0 61 53.0 \n", + "8 202148 3 41842 36364.0 47320.0 63 55.0 \n", + "9 202147 3 36598 31338.0 41858.0 55 47.0 \n", + "10 202146 3 30059 25302.0 34816.0 46 39.0 \n", + "11 202145 3 20364 16564.0 24164.0 31 25.0 \n", + "12 202144 3 18999 15042.0 22956.0 29 23.0 \n", + "13 202143 3 27040 21935.0 32145.0 41 33.0 \n", + "14 202142 3 28343 23382.0 33304.0 43 35.0 \n", + "15 202141 3 25043 20586.0 29500.0 38 31.0 \n", + "16 202140 3 26286 21842.0 30730.0 40 33.0 \n", + "17 202139 3 22155 18014.0 26296.0 34 28.0 \n", + "18 202138 3 15614 12310.0 18918.0 24 19.0 \n", + "19 202137 3 13673 10404.0 16942.0 21 16.0 \n", + "20 202136 3 10289 7505.0 13073.0 16 12.0 \n", + "21 202135 3 12609 9282.0 15936.0 19 14.0 \n", + "22 202134 3 13015 9485.0 16545.0 20 15.0 \n", + "23 202133 3 10392 7042.0 13742.0 16 11.0 \n", + "24 202132 3 15586 11009.0 20163.0 24 17.0 \n", + "25 202131 3 18855 13664.0 24046.0 29 21.0 \n", + "26 202130 3 13991 9695.0 18287.0 21 14.0 \n", + "27 202129 3 13626 9618.0 17634.0 21 15.0 \n", + "28 202128 3 8636 5430.0 11842.0 13 8.0 \n", + "29 202127 3 10693 6838.0 14548.0 16 10.0 \n", + "... ... ... ... ... ... ... ... \n", + "1914 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1915 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1916 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1917 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1918 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1919 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1920 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1921 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1922 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1923 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1924 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1925 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1926 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1927 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1928 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1929 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1930 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1931 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1932 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1933 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1934 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1935 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1936 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1937 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1938 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1939 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1940 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1941 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1942 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1943 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 120.0 FR France \n", + "1 124.0 FR France \n", + "2 94.0 FR France \n", + "3 97.0 FR France \n", + "4 93.0 FR France \n", + "5 73.0 FR France \n", + "6 67.0 FR France \n", + "7 69.0 FR France \n", + "8 71.0 FR France \n", + "9 63.0 FR France \n", + "10 53.0 FR France \n", + "11 37.0 FR France \n", + "12 35.0 FR France \n", + "13 49.0 FR France \n", + "14 51.0 FR France \n", + "15 45.0 FR France \n", + "16 47.0 FR France \n", + "17 40.0 FR France \n", + "18 29.0 FR France \n", + "19 26.0 FR France \n", + "20 20.0 FR France \n", + "21 24.0 FR France \n", + "22 25.0 FR France \n", + "23 21.0 FR France \n", + "24 31.0 FR France \n", + "25 37.0 FR France \n", + "26 28.0 FR France \n", + "27 27.0 FR France \n", + "28 18.0 FR France \n", + "29 22.0 FR France \n", + "... ... ... ... \n", + "1914 59.0 FR France \n", + "1915 64.0 FR France \n", + "1916 97.0 FR France \n", + "1917 93.0 FR France \n", + "1918 80.0 FR France \n", + "1919 116.0 FR France \n", + "1920 149.0 FR France \n", + "1921 281.0 FR France \n", + "1922 395.0 FR France \n", + "1923 485.0 FR France \n", + "1924 544.0 FR France \n", + "1925 689.0 FR France \n", + "1926 722.0 FR France \n", + "1927 762.0 FR France \n", + "1928 926.0 FR France \n", + "1929 1113.0 FR France \n", + "1930 1236.0 FR France \n", + "1931 832.0 FR France \n", + "1932 459.0 FR France \n", + "1933 207.0 FR France \n", + "1934 190.0 FR France \n", + "1935 198.0 FR France \n", + "1936 224.0 FR France \n", + "1937 266.0 FR France \n", + "1938 219.0 FR France \n", + "1939 176.0 FR France \n", + "1940 163.0 FR France \n", + "1941 195.0 FR France \n", + "1942 308.0 FR France \n", + "1943 213.0 FR France \n", + "\n", + "[1943 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2143,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2173,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2198,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" + ] + } + ], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -199,9 +2226,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2472,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.hist(xrot=20)" ] @@ -341,9 +2505,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -364,7 +2526,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv new file mode 100644 index 0000000000000000000000000000000000000000..f7c8fc76d3f08b79fddcad7282bb4a0146198c7d --- /dev/null +++ b/module3/exo1/incidence-PAY-3.csv @@ -0,0 +1,1946 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202204],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2022-02-08T15:26:10+01:00 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