From 4cf5ffa23e0bd362eb09258f37f61c7d61dacf3d Mon Sep 17 00:00:00 2001 From: b7525ceabcc90ce5cb1c130a2e0cd03b Date: Wed, 16 Sep 2020 17:33:48 +0000 Subject: [PATCH] recommit --- module3/exo1/analyse-syndrome-grippal.ipynb | 175 ++------------------ 1 file changed, 15 insertions(+), 160 deletions(-) diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index e3434db..9f7b70b 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -39,7 +39,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "On copie les données dans un fichier local" + "On copie les données dans un fichier local au cas ou il y ait un problème avec le serveur" ] }, { @@ -2200,17 +2200,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" - ] - } - ], + "outputs": [], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -2228,32 +2220,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sorted_data['inc'].plot()" ] @@ -2267,32 +2236,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sorted_data['inc'][-200:].plot()" ] @@ -2327,7 +2273,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2347,7 +2293,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2371,32 +2317,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAD8CAYAAAC7IukgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3X+w1fV95/HnC0GwiSgQMPxQYSPJBE0Xyx10x+5uxC2QHxOwNQ2rVWbqDIniju1mVqTJjqnSmZhpYsu6ISE1FbWK1MSRTaF4jTq1XQJcgr+Q0Hu7UkSIXOaiYmegXnjvH9/Pqd97cjmcc/lyftz7esycOd/7OZ/P53zul8N9n8+P7/ejiMDMzKxIwxrdADMzG3wcXMzMrHAOLmZmVjgHFzMzK5yDi5mZFc7BxczMCufgYmZmhXNwMTOzwjm4mJlZ4YY3ugH19JGPfCSmTp3a6GaYmbWU7du3H4qI8bWUGVLBZerUqXR0dDS6GWZmLUXSP9daxsNiZmZWOAcXMzMrnIOLmZkVrqrgImmPpFckvSipI6V9Q9KbKe1FSZ/N5V8uqUvSbknzcumzUj1dklZKUkofKenxlL5F0tRcmcWSOtNjcS59Wsrbmcqeffqnw8zMilBLz+XqiJgZEW25tPtS2syI2AAgaQawCLgUmA98V9JZKf8qYAkwPT3mp/SbgcMRcQlwH3BvqmsscBdwBTAbuEvSmFTm3vT+04HDqQ4zM2sCZ2JYbAGwNiKORcTrQBcwW9JEYHREbI5sh7KHgIW5MmvS8RPANalXMw9oj4ieiDgMtAPz02tzUl5S2VJdLe/gu0f53e9v5uCRo41uipnZgFQbXAJ4WtJ2SUty6bdJelnSD3M9isnAG7k8+1La5HRcnt6nTET0Au8A4yrUNQ54O+Utr6vlrfxpJ9v29LDymc5GN8XMbECqvc7lqojYL2kC0C7pF2RDXPeQBZ57gG8Dvw+on/JRIZ0BlKlUVx8pGC4BuOiii/rL0jQ+8fWNHOs98W8/P7JlL49s2cvI4cPYveIzDWyZmVltquq5RMT+9HwQeBKYHRFvRcTxiDgB/IBsTgSyXsSFueJTgP0pfUo/6X3KSBoOnAf0VKjrEHB+ylteV3nbV0dEW0S0jR9f0wWmdffCHVfzhZmTGDUi+2cZNWIYC2ZO4oVlVze4ZWZmtTllcJH0IUnnlo6BucCraQ6l5Frg1XS8HliUVoBNI5u43xoRB4Ajkq5McyY3AU/lypRWgl0HPJvmZTYBcyWNScNuc4FN6bXnUl5S2VJdLWvC6FGcO3I4x3pPMHL4MI71nuDckcOZcO6oRjfNzKwm1QyLXQA8mVYNDwcejYi/lfSwpJlkw1F7gC8DRMROSeuA14BeYGlEHE913QI8CJwDbEwPgAeAhyV1kfVYFqW6eiTdA2xL+e6OiJ50vAxYK2kFsCPV0fIOvXeMG664mOtnX8SjW/fS7Ul9M2tByjoBQ0NbW1v43mJmZrWRtL3sMpRT8hX6ZmZWOAcXMzMrnIOLmZkVzsHFzMwK5+BiZmaFc3BpUb7/mJk1MweXFuX7j5lZM6v23mLWJHz/MTNrBe65tBjff8zMWoGDS4vx/cfMrBV4WKwF+f5jZtbsfG+xKhx89yi3PbaD+6+/3D0EMxtyfG+xM8Qrs8zMauNhsQq8MsvMbGDcc6nAK7PMzAbGwaUCr8wyMxuYqoKLpD2SXpH0oqSOlDZWUrukzvQ8Jpd/uaQuSbslzculz0r1dElambY7Jm2J/HhK3yJpaq7M4vQenZIW59KnpbydqezZp386flVpZdaTt17FDVdcTPd7x87E25iZDSpVrRaTtAdoi4hDubRvAT0R8U1JdwJjImKZpBnAY8BsYBLwDPDxiDguaStwO/AzYAOwMiI2SroV+PWI+IqkRcC1EfElSWOBDqCNbDvl7cCsiDictlL+cUSslfQ94KWIWFXp9/BOlGZmtav3arEFwJp0vAZYmEtfGxHHIuJ1oAuYLWkiMDoiNkcW0R4qK1Oq6wngmtSrmQe0R0RPRBwG2oH56bU5KW/5+5uZWYNVG1wCeFrSdklLUtoFEXEAID1PSOmTgTdyZfeltMnpuDy9T5mI6AXeAcZVqGsc8HbKW16XmZk1WLVLka+KiP2SJgDtkn5RIa/6SYsK6QMpU6muvo3JguESgIsuuqi/LGZmVrCqei4RsT89HwSeJJtPeSsNdZGeD6bs+4ALc8WnAPtT+pR+0vuUkTQcOA/oqVDXIeD8lLe8rvK2r46ItohoGz9+fDW/rpmZnaZTBhdJH5J0bukYmAu8CqwHSqu3FgNPpeP1wKK0AmwaMB3YmobOjki6Ms2Z3FRWplTXdcCzaV5mEzBX0pi0Gm0usCm99lzKW/7+ZmbWYNUMi10APJlWDQ8HHo2Iv5W0DVgn6WZgL/BFgIjYmVZyvQb0Aksj4niq6xbgQeAcYGN6ADwAPCypi6zHsijV1SPpHmBbynd3RPSk42XAWkkrgB2pDjMzawK+caWZmVXkG1eamVlTcHAxM7PCObiYmVnhHFzMzKxwDi5mZlY4BxczMyucg4uZmRXOwcXMzArn4GJmZoVzcDEzs8I5uJiZWeEcXMzMrHAOLmZmVjgHFzMzK5yDi5mZFc7BxczMCufgYmZmhas6uEg6S9IOST9JP39D0puSXkyPz+byLpfUJWm3pHm59FmSXkmvrVTaO1nSSEmPp/QtkqbmyiyW1Jkei3Pp01LezlT27NM7FWZmVpRaei63A7vK0u6LiJnpsQFA0gxgEXApMB/4rqSzUv5VwBJgenrMT+k3A4cj4hLgPuDeVNdY4C7gCmA2cJekManMven9pwOHUx1mZtYEqgoukqYAnwP+oorsC4C1EXEsIl4HuoDZkiYCoyNic0QE8BCwMFdmTTp+Argm9WrmAe0R0RMRh4F2YH56bU7KSypbqsvMzBqs2p7LnwF3ACfK0m+T9LKkH+Z6FJOBN3J59qW0yem4PL1PmYjoBd4BxlWoaxzwdspbXpeZmTXYKYOLpM8DByNie9lLq4CPATOBA8C3S0X6qSYqpA+kTKW6+pC0RFKHpI7u7u7+spiZWcGq6blcBXxB0h5gLTBH0iMR8VZEHI+IE8APyOZEIOtFXJgrPwXYn9Kn9JPep4yk4cB5QE+Fug4B56e85XX1ERGrI6ItItrGjx9fxa9rZman65TBJSKWR8SUiJhKNlH/bET8XppDKbkWeDUdrwcWpRVg08gm7rdGxAHgiKQr05zJTcBTuTKllWDXpfcIYBMwV9KYNOw2F9iUXnsu5SWVLdVlZmYNNvzUWU7qW5Jmkg1H7QG+DBAROyWtA14DeoGlEXE8lbkFeBA4B9iYHgAPAA9L6iLrsSxKdfVIugfYlvLdHRE96XgZsFbSCmBHqsPMzJqAsk7A0NDW1hYdHR2NboaZWUuRtD0i2mop4yv0zcyscA4uZmZWOAcXMzMrnIOLmZkVzsHFzMwK5+BiZmaFc3AxM7PCObiYmVnhHFzMbMg7+O5Rfvf7mzl45GijmzJoOLiY2ZC38qedbNvTw8pnOhvdlEHjdO4tZmbW0j7x9Y0c6/1gm6pHtuzlkS17GTl8GLtXfKaBLWt97rmY2ZD1wh1X84WZkxg1IvtTOGrEMBbMnMQLy65ucMtan4OLmTWdes2BTBg9inNHDudY7wlGDh/Gsd4TnDtyOBPOHXVG33cocHAxs6ZTzzmQQ+8d44YrLubJW6/ihisupvu9Y2f8PYcC33LfzJpG+RxIiedAGsu33DezluY5kMHDwcXMmobnQAaPqoOLpLMk7ZD0k/TzWEntkjrT85hc3uWSuiTtljQvlz5L0ivptZWSlNJHSno8pW+RNDVXZnF6j05Ji3Pp01LezlT27NM7FWbWDDwHMjhUPeci6b8DbcDoiPi8pG8BPRHxTUl3AmMiYpmkGcBjwGxgEvAM8PGIOC5pK3A78DNgA7AyIjZKuhX49Yj4iqRFwLUR8SVJY4GO9L4BbAdmRcRhSeuAH0fEWknfA16KiFWVfgfPuZiZ1e6MzblImgJ8DviLXPICYE06XgMszKWvjYhjEfE60AXMljSRLDBtjiyiPVRWplTXE8A1qVczD2iPiJ6IOAy0A/PTa3NS3vL3NzOzBqt2WOzPgDuA/DKOCyLiAEB6npDSJwNv5PLtS2mT03F5ep8yEdELvAOMq1DXOODtlLe8rj4kLZHUIamju7u7yl/XzMxOxymDi6TPAwcjYnuVdaqftKiQPpAylerqmxixOiLaIqJt/Pjx/WUxM7OCVdNzuQr4gqQ9wFpgjqRHgLfSUBfp+WDKvw+4MFd+CrA/pU/pJ71PGUnDgfOAngp1HQLOT3nL6zKrie+Ia1a8UwaXiFgeEVMiYiqwCHg2In4PWA+UVm8tBp5Kx+uBRWkF2DRgOrA1DZ0dkXRlmjO5qaxMqa7r0nsEsAmYK2lMWo02F9iUXnsu5S1/f7Oa+I64ZsU7nbsifxNYJ+lmYC/wRYCI2JlWcr0G9AJLI+J4KnML8CBwDrAxPQAeAB6W1EXWY1mU6uqRdA+wLeW7OyJ60vEyYK2kFcCOVIdZ1XxHXLMzx7d/sSHr4LtHWbFhF0/v/CVH3z/BqBHDmHfpR/na5z7pi/bMcnz7F7Ma1HI1eKvOy7Rqu631ObjYkFbt1eCtOi/Tqu221udhMbMKWvUuva3abmtOHhYzK1ir3qW3Vdttg4eDi1kFrXqX3lZttw0ep7MU2WxIKM3LXD/7Ih7dupfuFpkcb9V22+DgORczM6vIcy5mZtYUHFzMzKxwDi5mZgXyhasZBxczswL5wtWMV4tZSzr47lFue2wH919/uZfXWlPwjVD7cs/FWpK/HVqz8YWrfbnnYi3F3w4/4N5bc/GFq32552Itxd8OP+DeW/Op9kaoQ4F7LtZ0Kn0j97dD996a2fdv/OA6wxULL2tgSxrvlD0XSaMkbZX0kqSdkv44pX9D0puSXkyPz+bKLJfUJWm3pHm59FmSXkmvrUzbHZO2RH48pW+RNDVXZrGkzvRYnEuflvJ2prJnF3NKbKCKWoJ5qm/kQ/3boXtv1gqq6bkcA+ZExHuSRgB/L6m0PfF9EfGn+cySZpBtU3wpMAl4RtLH01bHq4AlwM+ADcB8sq2ObwYOR8QlkhYB9wJfkjQWuAtoAwLYLml9RBxOee6LiLWSvpfqWDXwU2GnKx8UVlz7qZrLV/uNfKh/O3TvzVrBKXsukXkv/TgiPSrdkGwBsDYijkXE60AXMFvSRGB0RGyO7IZmDwELc2XWpOMngGtSr2Ye0B4RPSmgtAPz02tzUl5S2VJdVmef+PpGpt75NzyyZS8RWVCYeuff8Imvbzx14Rx/I6/eUO+9WfOras5F0lnAduAS4H9HxBZJnwFuk3QT0AF8NQWAyWQ9k5J9Ke39dFyeTnp+AyAieiW9A4zLp5eVGQe8HRG9/dRldfbCHVefdC/6WvgbefWGeu/Nml9Vq8Ui4nhEzASmkPVCLiMbgvoYMBM4AHw7ZVd/VVRIH0iZSnX1IWmJpA5JHd3d3f1lsdNUZFDwN/LBz7dHGRpqWi0WEW9Leh6Yn59rkfQD4Cfpx33AhbliU4D9KX1KP+n5MvskDQfOA3pS+qfLyjwPHALOlzQ89V7ydZW3eTWwGrJb7tfy+1r1ito7xN/IB7/TnZuz1nDK/VwkjQfeT4HlHOBpssn07RFxIOX5Q+CKiFgk6VLgUWA22YT+T4HpEXFc0jbgvwFbyCb0/1dEbJC0FPhURHwlTej/dkT8bprQ3w78RmrOz4FZEdEj6a+BH+Um9F+OiO9W+l28n4tZ45Qv2CjxEurmN5D9XKrpuUwE1qR5l2HAuoj4iaSHJc0kG47aA3wZICJ2SloHvAb0AkvTSjGAW4AHgXPIVomVZnwfAB6W1EXWY1mU6uqRdA+wLeW7OyJ60vEyYK2kFcCOVIeZNami5uasNZwyuETEy8Dl/aTfWKHMnwB/0k96B/ArYx0RcRT44knq+iHww37S/x9Z78jMWoAXbAwtvkLfzOqmqLk5a36nnHMZTDznYmZWu4HMufjGlWZmVjgHFzMzK5yDi5mZFc7BxczMCufgYmZmhXNwMTOzwjm4mJlZ4RxczMyscA4uZmZWOAcXszrzfiY2FDi4mNVZfj8Ts8HKN640q5Py/Uwe2bKXR7bs9X4mNii552JWJy/ccTVfmDmJUSOy/3ajRgxjwcxJvLDs6ga3zKx4Di5mdeL9TGwocXCxQa3ZJs9L+5k8eetV3HDFxXS/d6zRTTI7I04ZXCSNkrRV0kuSdkr645Q+VlK7pM70PCZXZrmkLkm7Jc3Lpc+S9Ep6baUkpfSRkh5P6VskTc2VWZzeo1PS4lz6tJS3M5U9u5hTYoNJs02ef//GNlYsvIwZk0azYuFlfP/GmrbIMGsZp9wsLAWAD0XEe5JGAH8P3A78NtATEd+UdCcwJiKWSZoBPEa2BfEk4Bng4xFxXNLWVPZnwAZgZURslHQr8OsR8RVJi4BrI+JLksYCHUAbEMB2YFZEHJa0DvhxRKyV9D3gpYhYVel38WZhQ0f55HmJJ8/NandGNguLzHvpxxHpEcACYE1KXwMsTMcLgLURcSwiXge6gNmSJgKjI2JzZBHtobIypbqeAK5JQW0e0B4RPRFxGGgH5qfX5qS85e9v5snzBmm2YUhrnKrmXCSdJelF4CDZH/stwAURcQAgPU9I2ScDb+SK70tpk9NxeXqfMhHRC7wDjKtQ1zjg7ZS3vK7yti+R1CGpo7u7u5pf1wYBT543RrMNQ1rjVHWdS0QcB2ZKOh94UtJlFbKrvyoqpA+kTKW6+iZGrAZWQzYs1l8eG5xKk+fXz76IR7fupdvfps8YX8Nj5Wq6iDIi3pb0PDAfeEvSxIg4kIa8DqZs+4ALc8WmAPtT+pR+0vNl9kkaDpwH9KT0T5eVeR44BJwvaXjqveTrMgPoM1m+YmGl70N2ul6442pWbNjF0zt/ydH3TzBqxDDmXfpRvva5Tza6adYg1awWG596LEg6B/gvwC+A9UBp9dZi4Kl0vB5YlFaATQOmA1vT0NkRSVemOZObysqU6roOeDbNy2wC5koak1ajzQU2pdeeS3nL39/M6szDkFaump7LRGCNpLPIgtG6iPiJpM3AOkk3A3uBLwJExM60kus1oBdYmobVAG4BHgTOATamB8ADwMOSush6LItSXT2S7gG2pXx3R0RPOl4GrJW0AtiR6jCzBvEwpOWdcinyYHImlyIffPcotz22g/uvv9zf1szqpFX/37Vau8/IUmSrjlfJmNVfq/6/a9V218I9l9Pki/XM6q9V/9+1arvdc2kAX6xnVn+t+v+uVds9EA4up6mWVTK+etlaWTN9flt1dVqrtnsgHFwKUO2dbofCOKsNXs32+W3VO0y3artr5TmXOmjVcVYz8OfXPOfStIbSOKsNPv78Nq9mGqos5+BSB4NhnLWZP8R2Zg2Gz+9g1WxDlXk13VvMBq7Vr17Of4hXXPupRjfH6qzVP7+DTSvcKNRzLlaRx9vNms/Bd4+e9EahZ6JH6TkXK5zH282aTysMVXpYzCpqhQ+x2VDU7EOVDi52Ss3+ITYbipp9vyLPuQxxrXZ3VjOrP8+5WM2aeSmjmbUuD4sNUa2wlLHVuBdo9oFqtjm+UNJzknZJ2inp9pT+DUlvSnoxPT6bK7NcUpek3ZLm5dJnSXolvbYybXdM2hL58ZS+RdLUXJnFkjrTY3EufVrK25nKnl3MKRkavAqseO4Fmn2gmp5LL/DViPi5pHOB7ZLa02v3RcSf5jNLmkG2TfGlwCTgGUkfT1sdrwKWAD8DNgDzybY6vhk4HBGXSFoE3At8SdJY4C6gDYj03usj4nDKc19ErJX0vVTHqoGfiqHFq8CK416g2a86Zc8lIg5ExM/T8RFgFzC5QpEFwNqIOBYRrwNdwGxJE4HREbE5slUEDwELc2XWpOMngGtSr2Ye0B4RPSmgtAPz02tzUl5S2VJdVqWhcnfWM829QLNfVdOcSxquuhzYAlwF3CbpJqCDrHdzmCzw/CxXbF9Kez8dl6eTnt8AiIheSe8A4/LpZWXGAW9HRG8/dVmVmn0pY6twL9DsV1W9WkzSh4EfAX8QEe+SDUF9DJgJHAC+XcraT/GokD6QMpXqKm/3Ekkdkjq6u7v7y2J22twLNOurqp6LpBFkgeWvIuLHABHxVu71HwA/ST/uAy7MFZ8C7E/pU/pJz5fZJ2k4cB7Qk9I/XVbmeeAQcL6k4an3kq+rj4hYDayG7DqXan5fs1q5F2jWVzWrxQQ8AOyKiO/k0ifmsl0LvJqO1wOL0gqwacB0YGtEHACOSLoy1XkT8FSuTGkl2HXAs2leZhMwV9IYSWOAucCm9NpzKS+pbKkuMzNrsGp6LlcBNwKvSHoxpf0R8F8lzSQbjtoDfBkgInZKWge8RrbSbGlaKQZwC/AgcA7ZKrGNKf0B4GFJXWQ9lkWprh5J9wDbUr67I6InHS8D1kpaAexIdZiZWRPw7V/MzKwi3/7FzMyagoOLmVkTavWtxR1czKzl/5ANRq1+OyHfuNLM+vwhW3HtpxrdnCFtsNxOyBP6ZkNY+R+yklb7QzaYHHz3KCs27OLpnb/k6PsnGDViGPMu/Shf+9wnB3TXhyLu1u0JfTOrie+L1nyKvp1Qo4bXPCxm1oTqtTeM74vWnIrYWrzRw2sOLmZNqJ5zIEX8IbNiFXE7oRfuuPqkw2v14OBi1kQa8W3T90UbnBrdK/Wci1kT8RxI8YbyMutG3q3bPRezJtLob5uD0VBeZt3IXqmDi1mT8RxIMRo9oT3U+ToXMxuUir5eZCjzdS5mZomHGBvLw2JmNmh5iLFxPCxmZmYVeVjMzMyawimDi6QLJT0naZeknZJuT+ljJbVL6kzPY3JllkvqkrRb0rxc+ixJr6TXVkpSSh8p6fGUvkXS1FyZxek9OiUtzqVPS3k7U9mzizklZmZ2uqrpufQCX42ITwJXAkslzQDuBH4aEdOBn6afSa8tAi4F5gPflXRWqmsVsASYnh7zU/rNwOGIuAS4D7g31TUWuAu4ApgN3JULYvcC96X3P5zqMDOzJnDK4BIRByLi5+n4CLALmAwsANakbGuAhel4AbA2Io5FxOtAFzBb0kRgdERsjmyi56GyMqW6ngCuSb2aeUB7RPRExGGgHZifXpuT8pa/v5mZNVhNcy5puOpyYAtwQUQcgCwAARNStsnAG7li+1La5HRcnt6nTET0Au8A4yrUNQ54O+Utr8vMzBqs6uAi6cPAj4A/iIh3K2XtJy0qpA+kTKW6+jZGWiKpQ1JHd3d3f1nMzKxgVQUXSSPIAstfRcSPU/JbaaiL9Hwwpe8DLswVnwLsT+lT+knvU0bScOA8oKdCXYeA81Pe8rr6iIjVEdEWEW3jx4+v5tc1M7PTVM1qMQEPALsi4ju5l9YDpdVbi4GncumL0gqwaWQT91vT0NkRSVemOm8qK1Oq6zrg2TQvswmYK2lMmsifC2xKrz2X8pa/v5mZNVg1V+hfBdwIvCLpxZT2R8A3gXWSbgb2Al8EiIidktYBr5GtNFsaEcdTuVuAB4FzgI3pAVnwelhSF1mPZVGqq0fSPcC2lO/uiOhJx8uAtZJWADtSHWZm1gR8hb6ZmVXkK/St6Q3ljZvMhhIHF6ur/MZNZjZ4+a7IVhfeuMlsaHHPxerCe8ObDS0OLlYX3rjJbGjxsJjVjTduMhs6vBTZzMwq8lJkMzNrCg4uZmZWOAeXQcwXLJpZozi4DGK+YNHMGsWrxQYhX7BoZo3mnssg5AsWzYrnYebaOLgMQr5g0ax4HmaujYfFBilfsGhWDA8zD4wvojQzq+Dgu0dZsWEXT+/8JUffP8GoEcOYd+lH+drnPjlkRgPOyEWUkn4o6aCkV3Np35D0pqQX0+OzudeWS+qStFvSvFz6LEmvpNdWpq2OSdshP57St0iamiuzWFJneizOpU9LeTtT2bNr+aXNzKrlYeaBqWbO5UFgfj/p90XEzPTYACBpBtkWxZemMt+VdFbKvwpYAkxPj1KdNwOHI+IS4D7g3lTXWOAu4ApgNnCXpDGpzL3p/acDh1MdZmZnRGmY+clbr+KGKy6m+71jjW5S0zvlnEtE/F2+N3EKC4C1EXEMeF1SFzBb0h5gdERsBpD0ELAQ2JjKfCOVfwK4P/Vq5gHtEdGTyrQD8yWtBeYA16cya1L5VVW20cysJt+/8YMRoRULL2tgS1rH6awWu03Sy2nYrNSjmAy8kcuzL6VNTsfl6X3KREQv8A4wrkJd44C3U97yuszMrAkMNLisAj4GzAQOAN9O6eonb1RIH0iZSnX9CklLJHVI6uju7j5ZNjMzK9CAgktEvBURxyPiBPADsjkRyHoRF+ayTgH2p/Qp/aT3KSNpOHAe0FOhrkPA+SlveV39tXV1RLRFRNv48eNr/VXNzGwABhRcJE3M/XgtUFpJth5YlFaATSObuN8aEQeAI5KuTPMpNwFP5cqUVoJdBzwb2froTcBcSWPSsNtcYFN67bmUl1S2VJeZmTWBU07oS3oM+DTwEUn7yFZwfVrSTLLhqD3AlwEiYqekdcBrQC+wNCKOp6puIVt5dg7ZRP7GlP4A8HCa/O8hW21GRPRIugfYlvLdXZrcB5YBayWtAHakOszMrEn4IkozM6toIBdRDqngIqkb+Od+XvoI2VxOq3G768vtrq9WbTe0bttP1u6LI6KmSeshFVxORlJHrVG5Gbjd9eV211erthtat+1Fttt3RTYzs8I5uJiZWeEcXDKrG92AAXK768vtrq9WbTe0btsLa7fnXMzMrHDuuZiZWeEGZXA5yR40/17S5rSnzP+RNDqlj5C0JqXvkrQ8V+b5tC9Nad+aCU3U7rMl/WVKf0nSp3Nl+t07pwXaXe/zfaGk59K/+05Jt6f0sZLa035B7bkbs9a8X1ELtLtu57zWdksal/K/J+n+srrq/Rkvsu3NfM5/S9L2dG63S5qTq6u2cx4Rg+4B/CfgN4BXc2nbgP+cjn8fuCcdX0+2TQDAr5HdcWBq+vl5oK1J270U+Mt0PAHYDgxLP28F/gPZTT43Ap9pkXbX+3xPBH4jHZ8L/CMwA/jPDIkDAAADj0lEQVQWcGdKvxO4Nx3PAF4CRgLTgH8Czqr3OS+43XU75wNo94eA3wS+AtxfVle9P+NFtr2Zz/nlwKR0fBnw5kDP+aDsuUTE35HdSibvE8DfpeN24HdK2YEPKbsR5jnAvwLv1qOd5Wps9wzgp6ncQeBtoE3Zfd9GR8TmyD4Rpb1zmrrdZ7J9JxMRByLi5+n4CLCLbPuGBWT7BJGeS+fv3/YriojXgdJ+RXU950W1+0y172RqbXdE/EtE/D1wNF9Pgz7jhbS93gbQ7h0RUboR8E5glLJ7RdZ8zgdlcDmJV4EvpOMv8sEdl58A/oVs64C9wJ/GB/cwA/jL1HX9n2e6630SJ2v3S8ACScOV3SR0Vnqt0t459VRru0sacr6VbYh3ObAFuCCym62SnkvDFgPZr+iMOs12l9T9nFfZ7pNp6Gf8NNte0grn/HeAHZFt/ljzOR9KweX3gaWStpN1D/81pc8GjgOTyIYMvirp36XXboiITwH/MT1urG+TgZO3+4dk/8AdwJ8B/5fsZqE17XdzBtXabmjQ+Zb0YeBHwB9ERKVeayF7DBWlgHZDA855De0+aRX9pNXlM15A26EFzrmkS8m2k/9yKamfbBXP+ZAJLhHxi4iYGxGzgMfIxp0hm3P524h4Pw3T/ANpmCYi3kzPR4BHacxQQr/tjojeiPjDiJgZEQuA84FOKu+d08ztbsj5ljSC7D/dX0XEj1PyW2kYoDQEczClD2S/omZud93PeY3tPpmGfMYLanvTn3NJU4AngZsiovR3suZzPmSCS2lFhqRhwNeB76WX9gJzlPkQcCXwizRs85FUZgTweT7Yt6bh7Zb0a6m9SPotoDciXovKe+c0bbsbcb7T+XkA2BUR38m9lN9jKL9f0ED2K2radtf7nA+g3f1qxGe8qLY3+zmXdD7wN8DyiPiHUuYBnfNKs/2t+iD7pnwAeJ8s4t4M3E62UuIfgW/ywQWkHwb+mmzy6jXgf8QHqz22Ay+n1/6ctMKmSdo9FdhNNkH3DNldS0v1tJF9YP8JuL9Uppnb3aDz/ZtkXfuXgRfT47PAOLJFB53peWyuzNfSed1NbrVMPc95Ue2u9zkfYLv3kC0WeS99tmY06DNeSNub/ZyTfRH8l1zeF4EJAznnvkLfzMwKN2SGxczMrH4cXMzMrHAOLmZmVjgHFzMzK5yDi5mZFc7BxczMCufgYmZmhXNwMTOzwv1/q4MdzlEclD8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "yearly_incidence.plot(style='*')" ] @@ -2410,54 +2333,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2014 1600941\n", - "1991 1659249\n", - "1995 1840410\n", - "2012 2175217\n", - "2003 2234584\n", - "2019 2254386\n", - "2006 2307352\n", - "2017 2321583\n", - "2001 2529279\n", - "1992 2574578\n", - "1993 2703886\n", - "2018 2705325\n", - "1988 2765617\n", - "2007 2780164\n", - "1987 2855570\n", - "2016 2856393\n", - "2011 2857040\n", - "2008 2973918\n", - "1998 3034904\n", - "2002 3125418\n", - "2009 3444020\n", - "1994 3514763\n", - "1996 3539413\n", - "2004 3567744\n", - "1997 3620066\n", - "2015 3654892\n", - "2000 3826372\n", - "2005 3835025\n", - "1999 3908112\n", - "2010 4111392\n", - "2013 4182691\n", - "1986 5115251\n", - "1990 5235827\n", - "1989 5466192\n", - "dtype: int64" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "yearly_incidence.sort_values()" ] @@ -2472,32 +2350,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "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" - } - ], + "outputs": [], "source": [ "yearly_incidence.hist(xrot=20)" ] -- 2.18.1