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cae769d738bd873cde94f57404614902
mooc-rr
Commits
2e89ffd8
Commit
2e89ffd8
authored
Jan 04, 2022
by
cae769d738bd873cde94f57404614902
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varicelle final
parent
ca822f94
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exercice.ipynb
module3/exo2/exercice.ipynb
+13
-145
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module3/exo2/exercice.ipynb
View file @
2e89ffd8
...
@@ -1207,7 +1207,7 @@
...
@@ -1207,7 +1207,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
8
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -1227,32 +1227,9 @@
...
@@ -1227,32 +1227,9 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
9
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7faab2c74278>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"source": [
"sorted_data['inc'].plot()"
"sorted_data['inc'].plot()"
]
]
...
@@ -1266,32 +1243,9 @@
...
@@ -1266,32 +1243,9 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
10
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7faab0b35e48>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"source": [
"sorted_data['inc'][-300:].plot()"
"sorted_data['inc'][-300:].plot()"
]
]
...
@@ -1326,7 +1280,7 @@
...
@@ -1326,7 +1280,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
11
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -1348,7 +1302,7 @@
...
@@ -1348,7 +1302,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
12
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -1372,32 +1326,9 @@
...
@@ -1372,32 +1326,9 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
13
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7faab0a697f0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+pExEDADvAOeOUtcQktZK6pLU1dvbm9kkMzMrV+6S209GxCFJs4FOST8aZV+NEItR4pWWORmI2ARsguLw1CjHZmZm45DV04iIQ+m5B3iS4nzFW2nIifTck3Y/CFxQUnw+cCjF548QH1JGUgtwDtA3Sl1mZlYDYyYNSWdJOntwG1gOvAJsAwZXM3UAT6XtbUB7WhF1MbAQ2J2GsI5KWprmK24YVmawrmuB59K8xzPAckmtaXXW8hQzM7MayBmeOh94Mq2ObQG+ExH/W9ILwBZJa4ADwHUAEbFX0hbgVWAAuCUijqe6bgIeAs4AtqcHwAPAI5K6KfYw2lNdfZLuBl5I+90VEX3jaK+ZmY2Db41uZma+NbqZmVWfk4aZmWVz0jAzs2xOGmZmls1Jw8zMsjlpmJlZNicNMzPL5qRhZmbZnDTMzCybk4aZmWVz0jAzs2xOGmZmls1Jw8zMsjlpmJlZNicNMzPL5qRhZmbZnDTMzCybk4aZmWVz0jAzs2xOGmZmls1Jw8zMsjlpmJlZtuykIek0SS9K+vv0epakTkn703Nryb7rJXVL2idpRUl8saSX03sbJSnFp0t6IsV3SVpQUqYjfcZ+SR3VaLSZmVWmnJ7GrcBrJa/XATsiYiGwI71G0iKgHbgUWAl8U9Jpqcx9wFpgYXqsTPE1wJGI+DDwdeDeVNcs4E7gSmAJcGdpcjIzs8mVlTQkzQc+C3yrJLwK2Jy2NwOrS+KPR0R/RLwOdANLJM0BZkbEzogI4OFhZQbr2gosS72QFUBnRPRFxBGgk5OJxszMJlluT+OvgNuAEyWx8yPiMEB6np3i84A3S/Y7mGLz0vbw+JAyETEAvAOcO0pdZmZWA2MmDUl/APRExJ7MOjVCLEaJV1qm9BjXSuqS1NXb25t5mGZmVq6cnsYngaslvQE8Dnxa0qPAW2nIifTck/Y/CFxQUn4+cCjF548QH1JGUgtwDtA3Sl1DRMSmiChERKGtrS2jSWZmVokxk0ZErI+I+RGxgOIE93MR8UfANmBwNVMH8FTa3ga0pxVRF1Oc8N6dhrCOSlqa5ituGFZmsK5r02cE8AywXFJrmgBfnmJmZlYDLeMoew+wRdIa4ABwHUBE7JW0BXgVGABuiYjjqcxNwEPAGcD29AB4AHhEUjfFHkZ7qqtP0t3AC2m/uyKibxzHbGZm46DiF/rmUSgUoqurq9aHYWbWUCTtiYjCWPv5inAzM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyjZk0JM2QtFvSDyXtlfRfU3yWpE5J+9Nza0mZ9ZK6Je2TtKIkvljSy+m9jZKU4tMlPZHiuyQtKCnTkT5jv6SOajbezMzKk9PT6Ac+HRG/BVwOrJS0FFgH7IiIhcCO9BpJi4B24FJgJfBNSaeluu4D1gIL02Nliq8BjkTEh4GvA/emumYBdwJXAkuAO0uTk5mZTa4xk0YUvZdenp4eAawCNqf4ZmB12l4FPB4R/RHxOtANLJE0B5gZETsjIoCHh5UZrGsrsCz1QlYAnRHRFxFHgE5OJhozM5tkWXMakk6T9BLQQ/Ef8V3A+RFxGCA9z067zwPeLCl+MMXmpe3h8SFlImIAeAc4d5S6zMysBrKSRkQcj4jLgfkUew2XjbK7RqpilHilZU5+oLRWUpekrt7e3lEOzczMxqOs1VMR8QvgexSHiN5KQ06k556020HggpJi84FDKT5/hPiQMpJagHOAvlHqGn5cmyKiEBGFtra2cppkZmZlyFk91Sbpg2n7DOD3gB8B24DB1UwdwFNpexvQnlZEXUxxwnt3GsI6Kmlpmq+4YViZwbquBZ5L8x7PAMsltaYJ8OUpZmZmNdCSsc8cYHNaATUN2BIRfy9pJ7BF0hrgAHAdQETslbQFeBUYAG6JiOOprpuAh4AzgO3pAfAA8Iikboo9jPZUV5+ku4EX0n53RUTfeBpsZmaVU/ELffMoFArR1dVV68MwM2sokvZERGGs/XxFuJmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDOzbE4aZmaWzUnDzMyyOWmYmVk2Jw0zM8vmpGFmZtmcNMzMLJuThpmZZXPSMDNrAj3vHuNz9++k5+ixCf0cJw0zsyawccd+Xnijj43P7p/Qz2mZ0NrNzGxCXfK17fQPnPjV60d3HeDRXQeY3jKNfRs+U/XPc0/DzKyBPX/bVVx9+VxmnF7853zG6dNYdflcnr/9qgn5PCcNM7MGNnvmDM6e3kL/wAmmt0yjf+AEZ09vYfbZMybk8zw8ZWbW4N5+r5/rr7yILyy5kO/sPkDvBE6GKyJG30G6AHgY+BBwAtgUEX8taRbwBLAAeAP4XEQcSWXWA2uA48CfRcQzKb4YeAg4A3gauDUiQtL09BmLgf8HfD4i3khlOoCvpcPZEBGbRzveQqEQXV1d+f8FzMwMSXsiojDWfjnDUwPAf46IjwJLgVskLQLWATsiYiGwI70mvdcOXAqsBL4p6bRU133AWmBheqxM8TXAkYj4MPB14N5U1yzgTuBKYAlwp6TWjGM2M7MJMGbSiIjDEfGDtH0UeA2YB6wCBr/1bwZWp+1VwOMR0R8RrwPdwBJJc4CZEbEzit2bh4eVGaxrK7BMkoAVQGdE9KVeTCcnE42ZmU2ysibCJS0ArgB2AedHxGEoJhZgdtptHvBmSbGDKTYvbQ+PDykTEQPAO8C5o9RlZmY1kJ00JP0G8L+Ar0TEu6PtOkIsRolXWqb02NZK6pLU1dvbO8qhmZnZeGQlDUmnU0wY346Iv03ht9KQE+m5J8UPAheUFJ8PHErx+SPEh5SR1AKcA/SNUtcQEbEpIgoRUWhra8tpkpmZVWDMpJHmFh4AXouI/17y1jagI213AE+VxNslTZd0McUJ791pCOuopKWpzhuGlRms61rguTTv8QywXFJrmgBfnmJmZlYDOUtuPwU8D7xMccktwFcpzmtsAS4EDgDXRURfKnMHcCPFlVdfiYjtKV7g5JLb7cCX05LbGcAjFOdL+oD2iPhJKnNj+jyAv4iIB8c43l7gp5ntr0fnAW/X+iAmSLO2ze1qPM3atvG066KIGHOoZsykYZNLUlfOWulG1Kxtc7saT7O2bTLa5duImJlZNicNMzPL5qRRfzbV+gAmULO2ze1qPM3atglvl+c0zMwsm3saZmaWzUljEkj6G0k9kl4pif2WpJ2SXpb0d5JmpvgHJD2Y4j+U9LslZb4naZ+kl9Jj9ggfN2kkXSDp/0h6TdJeSbem+CxJnZL2p+fWkjLrJXWndqwoiS9Obe6WtDFdy1MTVW5X3Zyzctsl6dy0/3uSvjGsrro5X+l4qtm2Rj5nvy9pTzo3eyR9uqSu6pyziPBjgh/A7wCfAF4pib0A/Ie0fSNwd9q+BXgwbc8G9gDT0uvvAYVat6ekDXOAT6Tts4F/BRYBfwmsS/F1wL1pexHwQ2A6cDHwY+C09N5u4Lcp3jpmO/CZJmlX3ZyzCtp1FvAp4EvAN4bVVTfnawLa1sjn7Apgbtq+DPhZtc+ZexqTICL+keJFi6UuAf4xbXcCf5i2F1G81TwR0QP8AqjL9eQxOXdAnnTVatfkHvXYym1XRPwyIv4vMOQXfertfEH12lZvKmjXixExeKulvcAMFe/OUbVz5qRRO68AV6ft6zh5j60fAqsktah4G5bFDL3/1oOpy/xfaj0kUEoTdwfkmhpnuwbV3TnLbNep1O35gnG3bVAznLM/BF6MiH6qeM6cNGrnRoo/aLWHYrfz31L8byie0C7gr4B/png7FoDrI+JjwL9Pjy9O6hGfgib2Dsg1U4V2QR2eszLadcoqRojV/HxBVdoGTXDOJF1K8cfs/mQwNMJuFZ0zJ40aiYgfRcTyiFgMPEZxHJyIGIiIP4+IyyNiFfBBYH9672fp+SjwHepgCEQTfwfkmqhSu+runJXZrlOpu/MFVWtbw58zSfOBJ4EbIuLHKVy1c+akUSODKzIkTaP4G+j/I70+U9JZafv3gYGIeDUNV52X4qcDf0BxiKtmUrd9ou+APOmq1a56O2cVtGtE9Xa+oHpta/RzJumDwD8A6yPinwZ3ruo5m4wVAFP9QbEncRh4n2LGXwPcSnElxL8C93DyQssFwD6KE17PUrzzJBRXe+wB/oXiBNdfk1bo1LBdn6LYxf0X4KX0+I8Uf3VxB8Ue0g5gVkmZOyj2qvZRsnqD4mT/K+m9bwz+92jkdtXbOauwXW9QXMTxXvp/d1G9na9qtq3RzxnFL6C/LNn3JWB2Nc+Zrwg3M7NsHp4yM7NsThpmZpbNScPMzLI5aZiZWTYnDTMzy+akYWZm2Zw0zMwsm5OGmZll+/+mYFOfctSjewAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"source": [
"yearly_incidence.plot(style='*')"
"yearly_incidence.plot(style='*')"
]
]
...
@@ -1411,49 +1342,9 @@
...
@@ -1411,49 +1342,9 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
14
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [],
{
"data": {
"text/plain": [
"2020 221186\n",
"2002 516689\n",
"2018 542312\n",
"2017 551041\n",
"1996 564901\n",
"2019 584066\n",
"2015 604382\n",
"2000 617597\n",
"2001 619041\n",
"2012 624573\n",
"2005 628464\n",
"2006 632833\n",
"2011 642368\n",
"1993 643387\n",
"1995 652478\n",
"1994 661409\n",
"1998 677775\n",
"1997 683434\n",
"2014 685769\n",
"2013 698332\n",
"2007 717352\n",
"2008 749478\n",
"1999 756456\n",
"2003 758363\n",
"2004 777388\n",
"2016 782114\n",
"2010 829911\n",
"1992 832939\n",
"2009 842373\n",
"dtype: int64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"source": [
"yearly_incidence.sort_values()"
"yearly_incidence.sort_values()"
]
]
...
@@ -1468,32 +1359,9 @@
...
@@ -1468,32 +1359,9 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
15
,
"execution_count":
null
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7faab0a434e0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"source": [
"yearly_incidence.hist(xrot=20)"
"yearly_incidence.hist(xrot=20)"
]
]
...
...
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