diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5b58a3ae26346460dd39e62a39c55243d7..7022e6d24fc1087593887e347f2b5d9d5703ad7d 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": [ @@ -28,10 +28,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" @@ -61,11 +59,992 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "data_file = \"syndrome-grippal.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020233735377245289.062255.08168.094.0FRFrance
120233633851232459.044565.05849.067.0FRFrance
220233533169526013.037377.04839.057.0FRFrance
320233432666321057.032269.04032.048.0FRFrance
420233331914413161.025127.02920.038.0FRFrance
520233231464110285.018997.02215.029.0FRFrance
620233131528610705.019867.02316.030.0FRFrance
72023303132058647.017763.02013.027.0FRFrance
82023293111227113.015131.01711.023.0FRFrance
9202328391795703.012655.0149.019.0FRFrance
10202327389995763.012235.0149.019.0FRFrance
11202326390235934.012112.0149.019.0FRFrance
122023253100906739.013441.01510.020.0FRFrance
132023243113087639.014977.01711.023.0FRFrance
1420232331430010661.017939.02217.027.0FRFrance
1520232231830313822.022784.02821.035.0FRFrance
1620232131646012188.020732.02519.031.0FRFrance
1720232031616211963.020361.02418.030.0FRFrance
1820231931690112577.021225.02518.032.0FRFrance
1920231831992915402.024456.03023.037.0FRFrance
2020231732700721779.032235.04133.049.0FRFrance
2120231632787522767.032983.04234.050.0FRFrance
2220231533745530993.043917.05646.066.0FRFrance
2320231434806040671.055449.07261.083.0FRFrance
2420231336485956800.072918.09886.0110.0FRFrance
2520231237275064499.081001.010997.0121.0FRFrance
2620231137463866420.082856.0112100.0124.0FRFrance
2720231037636868243.084493.0115103.0127.0FRFrance
2820230936206254778.069346.09382.0104.0FRFrance
2920230837639168065.084717.0115102.0128.0FRFrance
.................................
199919852132609619621.032571.04735.059.0FRFrance
200019852032789620885.034907.05138.064.0FRFrance
200119851934315432821.053487.07859.097.0FRFrance
200219851834055529935.051175.07455.093.0FRFrance
200319851733405324366.043740.06244.080.0FRFrance
200419851635036236451.064273.09166.0116.0FRFrance
200519851536388145538.082224.011683.0149.0FRFrance
20061985143134545114400.0154690.0244207.0281.0FRFrance
20071985133197206176080.0218332.0357319.0395.0FRFrance
20081985123245240223304.0267176.0445405.0485.0FRFrance
20091985113276205252399.0300011.0501458.0544.0FRFrance
20101985103353231326279.0380183.0640591.0689.0FRFrance
20111985093369895341109.0398681.0670618.0722.0FRFrance
20121985083389886359529.0420243.0707652.0762.0FRFrance
20131985073471852432599.0511105.0855784.0926.0FRFrance
20141985063565825518011.0613639.01026939.01113.0FRFrance
20151985053637302592795.0681809.011551074.01236.0FRFrance
20161985043424937390794.0459080.0770708.0832.0FRFrance
20171985033213901174689.0253113.0388317.0459.0FRFrance
201819850239758680949.0114223.0177147.0207.0FRFrance
201919850138548965918.0105060.0155120.0190.0FRFrance
202019845238483060602.0109058.0154110.0198.0FRFrance
2021198451310172680242.0123210.0185146.0224.0FRFrance
20221984503123680101401.0145959.0225184.0266.0FRFrance
2023198449310107381684.0120462.0184149.0219.0FRFrance
202419844837862060634.096606.0143110.0176.0FRFrance
202519844737202954274.089784.013199.0163.0FRFrance
202619844638733067686.0106974.0159123.0195.0FRFrance
20271984453135223101414.0169032.0246184.0308.0FRFrance
202819844436842220056.0116788.012537.0213.0FRFrance
\n", + "

2029 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202337 3 53772 45289.0 62255.0 81 68.0 \n", + "1 202336 3 38512 32459.0 44565.0 58 49.0 \n", + "2 202335 3 31695 26013.0 37377.0 48 39.0 \n", + "3 202334 3 26663 21057.0 32269.0 40 32.0 \n", + "4 202333 3 19144 13161.0 25127.0 29 20.0 \n", + "5 202332 3 14641 10285.0 18997.0 22 15.0 \n", + "6 202331 3 15286 10705.0 19867.0 23 16.0 \n", + "7 202330 3 13205 8647.0 17763.0 20 13.0 \n", + "8 202329 3 11122 7113.0 15131.0 17 11.0 \n", + "9 202328 3 9179 5703.0 12655.0 14 9.0 \n", + "10 202327 3 8999 5763.0 12235.0 14 9.0 \n", + "11 202326 3 9023 5934.0 12112.0 14 9.0 \n", + "12 202325 3 10090 6739.0 13441.0 15 10.0 \n", + "13 202324 3 11308 7639.0 14977.0 17 11.0 \n", + "14 202323 3 14300 10661.0 17939.0 22 17.0 \n", + "15 202322 3 18303 13822.0 22784.0 28 21.0 \n", + "16 202321 3 16460 12188.0 20732.0 25 19.0 \n", + "17 202320 3 16162 11963.0 20361.0 24 18.0 \n", + "18 202319 3 16901 12577.0 21225.0 25 18.0 \n", + "19 202318 3 19929 15402.0 24456.0 30 23.0 \n", + "20 202317 3 27007 21779.0 32235.0 41 33.0 \n", + "21 202316 3 27875 22767.0 32983.0 42 34.0 \n", + "22 202315 3 37455 30993.0 43917.0 56 46.0 \n", + "23 202314 3 48060 40671.0 55449.0 72 61.0 \n", + "24 202313 3 64859 56800.0 72918.0 98 86.0 \n", + "25 202312 3 72750 64499.0 81001.0 109 97.0 \n", + "26 202311 3 74638 66420.0 82856.0 112 100.0 \n", + "27 202310 3 76368 68243.0 84493.0 115 103.0 \n", + "28 202309 3 62062 54778.0 69346.0 93 82.0 \n", + "29 202308 3 76391 68065.0 84717.0 115 102.0 \n", + "... ... ... ... ... ... ... ... \n", + "1999 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "2000 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "2001 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "2002 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "2003 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "2004 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "2005 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "2006 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "2007 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "2008 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "2009 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "2010 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "2011 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "2012 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "2013 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "2014 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "2015 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "2016 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "2017 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "2018 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "2019 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "2020 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "2021 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "2022 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "2023 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "2024 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "2025 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "2026 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "2027 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "2028 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 94.0 FR France \n", + "1 67.0 FR France \n", + "2 57.0 FR France \n", + "3 48.0 FR France \n", + "4 38.0 FR France \n", + "5 29.0 FR France \n", + "6 30.0 FR France \n", + "7 27.0 FR France \n", + "8 23.0 FR France \n", + "9 19.0 FR France \n", + "10 19.0 FR France \n", + "11 19.0 FR France \n", + "12 20.0 FR France \n", + "13 23.0 FR France \n", + "14 27.0 FR France \n", + "15 35.0 FR France \n", + "16 31.0 FR France \n", + "17 30.0 FR France \n", + "18 32.0 FR France \n", + "19 37.0 FR France \n", + "20 49.0 FR France \n", + "21 50.0 FR France \n", + "22 66.0 FR France \n", + "23 83.0 FR France \n", + "24 110.0 FR France \n", + "25 121.0 FR France \n", + "26 124.0 FR France \n", + "27 127.0 FR France \n", + "28 104.0 FR France \n", + "29 128.0 FR France \n", + "... ... ... ... \n", + "1999 59.0 FR France \n", + "2000 64.0 FR France \n", + "2001 97.0 FR France \n", + "2002 93.0 FR France \n", + "2003 80.0 FR France \n", + "2004 116.0 FR France \n", + "2005 149.0 FR France \n", + "2006 281.0 FR France \n", + "2007 395.0 FR France \n", + "2008 485.0 FR France \n", + "2009 544.0 FR France \n", + "2010 689.0 FR France \n", + "2011 722.0 FR France \n", + "2012 762.0 FR France \n", + "2013 926.0 FR France \n", + "2014 1113.0 FR France \n", + "2015 1236.0 FR France \n", + "2016 832.0 FR France \n", + "2017 459.0 FR France \n", + "2018 207.0 FR France \n", + "2019 190.0 FR France \n", + "2020 198.0 FR France \n", + "2021 224.0 FR France \n", + "2022 266.0 FR France \n", + "2023 219.0 FR France \n", + "2024 176.0 FR France \n", + "2025 163.0 FR France \n", + "2026 195.0 FR France \n", + "2027 308.0 FR France \n", + "2028 213.0 FR France \n", + "\n", + "[2029 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", "raw_data" ] }, @@ -78,9 +1057,73 @@ }, { "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
17921989193-NaNNaN-NaNNaNFRFrance
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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1792 198919 3 - NaN NaN - NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1792 FR France " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data[raw_data.isnull().any(axis=1)]" ] @@ -94,9 +1137,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020233735377245289.062255.08168.094.0FRFrance
120233633851232459.044565.05849.067.0FRFrance
220233533169526013.037377.04839.057.0FRFrance
320233432666321057.032269.04032.048.0FRFrance
420233331914413161.025127.02920.038.0FRFrance
520233231464110285.018997.02215.029.0FRFrance
620233131528610705.019867.02316.030.0FRFrance
72023303132058647.017763.02013.027.0FRFrance
82023293111227113.015131.01711.023.0FRFrance
9202328391795703.012655.0149.019.0FRFrance
10202327389995763.012235.0149.019.0FRFrance
11202326390235934.012112.0149.019.0FRFrance
122023253100906739.013441.01510.020.0FRFrance
132023243113087639.014977.01711.023.0FRFrance
1420232331430010661.017939.02217.027.0FRFrance
1520232231830313822.022784.02821.035.0FRFrance
1620232131646012188.020732.02519.031.0FRFrance
1720232031616211963.020361.02418.030.0FRFrance
1820231931690112577.021225.02518.032.0FRFrance
1920231831992915402.024456.03023.037.0FRFrance
2020231732700721779.032235.04133.049.0FRFrance
2120231632787522767.032983.04234.050.0FRFrance
2220231533745530993.043917.05646.066.0FRFrance
2320231434806040671.055449.07261.083.0FRFrance
2420231336485956800.072918.09886.0110.0FRFrance
2520231237275064499.081001.010997.0121.0FRFrance
2620231137463866420.082856.0112100.0124.0FRFrance
2720231037636868243.084493.0115103.0127.0FRFrance
2820230936206254778.069346.09382.0104.0FRFrance
2920230837639168065.084717.0115102.0128.0FRFrance
.................................
199919852132609619621.032571.04735.059.0FRFrance
200019852032789620885.034907.05138.064.0FRFrance
200119851934315432821.053487.07859.097.0FRFrance
200219851834055529935.051175.07455.093.0FRFrance
200319851733405324366.043740.06244.080.0FRFrance
200419851635036236451.064273.09166.0116.0FRFrance
200519851536388145538.082224.011683.0149.0FRFrance
20061985143134545114400.0154690.0244207.0281.0FRFrance
20071985133197206176080.0218332.0357319.0395.0FRFrance
20081985123245240223304.0267176.0445405.0485.0FRFrance
20091985113276205252399.0300011.0501458.0544.0FRFrance
20101985103353231326279.0380183.0640591.0689.0FRFrance
20111985093369895341109.0398681.0670618.0722.0FRFrance
20121985083389886359529.0420243.0707652.0762.0FRFrance
20131985073471852432599.0511105.0855784.0926.0FRFrance
20141985063565825518011.0613639.01026939.01113.0FRFrance
20151985053637302592795.0681809.011551074.01236.0FRFrance
20161985043424937390794.0459080.0770708.0832.0FRFrance
20171985033213901174689.0253113.0388317.0459.0FRFrance
201819850239758680949.0114223.0177147.0207.0FRFrance
201919850138548965918.0105060.0155120.0190.0FRFrance
202019845238483060602.0109058.0154110.0198.0FRFrance
2021198451310172680242.0123210.0185146.0224.0FRFrance
20221984503123680101401.0145959.0225184.0266.0FRFrance
2023198449310107381684.0120462.0184149.0219.0FRFrance
202419844837862060634.096606.0143110.0176.0FRFrance
202519844737202954274.089784.013199.0163.0FRFrance
202619844638733067686.0106974.0159123.0195.0FRFrance
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2028 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202337 3 53772 45289.0 62255.0 81 68.0 \n", + "1 202336 3 38512 32459.0 44565.0 58 49.0 \n", + "2 202335 3 31695 26013.0 37377.0 48 39.0 \n", + "3 202334 3 26663 21057.0 32269.0 40 32.0 \n", + "4 202333 3 19144 13161.0 25127.0 29 20.0 \n", + "5 202332 3 14641 10285.0 18997.0 22 15.0 \n", + "6 202331 3 15286 10705.0 19867.0 23 16.0 \n", + "7 202330 3 13205 8647.0 17763.0 20 13.0 \n", + "8 202329 3 11122 7113.0 15131.0 17 11.0 \n", + "9 202328 3 9179 5703.0 12655.0 14 9.0 \n", + "10 202327 3 8999 5763.0 12235.0 14 9.0 \n", + "11 202326 3 9023 5934.0 12112.0 14 9.0 \n", + "12 202325 3 10090 6739.0 13441.0 15 10.0 \n", + "13 202324 3 11308 7639.0 14977.0 17 11.0 \n", + "14 202323 3 14300 10661.0 17939.0 22 17.0 \n", + "15 202322 3 18303 13822.0 22784.0 28 21.0 \n", + "16 202321 3 16460 12188.0 20732.0 25 19.0 \n", + "17 202320 3 16162 11963.0 20361.0 24 18.0 \n", + "18 202319 3 16901 12577.0 21225.0 25 18.0 \n", + "19 202318 3 19929 15402.0 24456.0 30 23.0 \n", + "20 202317 3 27007 21779.0 32235.0 41 33.0 \n", + "21 202316 3 27875 22767.0 32983.0 42 34.0 \n", + "22 202315 3 37455 30993.0 43917.0 56 46.0 \n", + "23 202314 3 48060 40671.0 55449.0 72 61.0 \n", + "24 202313 3 64859 56800.0 72918.0 98 86.0 \n", + "25 202312 3 72750 64499.0 81001.0 109 97.0 \n", + "26 202311 3 74638 66420.0 82856.0 112 100.0 \n", + "27 202310 3 76368 68243.0 84493.0 115 103.0 \n", + "28 202309 3 62062 54778.0 69346.0 93 82.0 \n", + "29 202308 3 76391 68065.0 84717.0 115 102.0 \n", + "... ... ... ... ... ... ... ... \n", + "1999 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "2000 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "2001 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "2002 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "2003 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "2004 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "2005 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "2006 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "2007 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "2008 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "2009 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "2010 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "2011 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "2012 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "2013 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "2014 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "2015 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "2016 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "2017 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "2018 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "2019 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "2020 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "2021 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "2022 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "2023 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "2024 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "2025 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "2026 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "2027 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "2028 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 94.0 FR France \n", + "1 67.0 FR France \n", + "2 57.0 FR France \n", + "3 48.0 FR France \n", + "4 38.0 FR France \n", + "5 29.0 FR France \n", + "6 30.0 FR France \n", + "7 27.0 FR France \n", + "8 23.0 FR France \n", + "9 19.0 FR France \n", + "10 19.0 FR France \n", + "11 19.0 FR France \n", + "12 20.0 FR France \n", + "13 23.0 FR France \n", + "14 27.0 FR France \n", + "15 35.0 FR France \n", + "16 31.0 FR France \n", + "17 30.0 FR France \n", + "18 32.0 FR France \n", + "19 37.0 FR France \n", + "20 49.0 FR France \n", + "21 50.0 FR France \n", + "22 66.0 FR France \n", + "23 83.0 FR France \n", + "24 110.0 FR France \n", + "25 121.0 FR France \n", + "26 124.0 FR France \n", + "27 127.0 FR France \n", + "28 104.0 FR France \n", + "29 128.0 FR France \n", + "... ... ... ... \n", + "1999 59.0 FR France \n", + "2000 64.0 FR France \n", + "2001 97.0 FR France \n", + "2002 93.0 FR France \n", + "2003 80.0 FR France \n", + "2004 116.0 FR France \n", + "2005 149.0 FR France \n", + "2006 281.0 FR France \n", + "2007 395.0 FR France \n", + "2008 485.0 FR France \n", + "2009 544.0 FR France \n", + "2010 689.0 FR France \n", + "2011 722.0 FR France \n", + "2012 762.0 FR France \n", + "2013 926.0 FR France \n", + "2014 1113.0 FR France \n", + "2015 1236.0 FR France \n", + "2016 832.0 FR France \n", + "2017 459.0 FR France \n", + "2018 207.0 FR France \n", + "2019 190.0 FR France \n", + "2020 198.0 FR France \n", + "2021 224.0 FR France \n", + "2022 266.0 FR France \n", + "2023 219.0 FR France \n", + "2024 176.0 FR France \n", + "2025 163.0 FR France \n", + "2026 195.0 FR France \n", + "2027 308.0 FR France \n", + "2028 213.0 FR France \n", + "\n", + "[2028 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2132,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2162,8 @@ }, { "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 +2187,17 @@ }, { "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", @@ -194,14 +2210,53 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Un premier regard sur les données !" + "## Cast to numeric" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], + "source": [ + "sorted_data['inc'] = pd.to_numeric(sorted_data['inc'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.plot(style='*')" ] @@ -314,9 +2413,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2021 743449\n", + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2020 2010315\n", + "2022 2060304\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": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2478,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
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