From 4388b70655dda8cff3729bdf400e8c78696d63bc Mon Sep 17 00:00:00 2001 From: 69f898329494048fb73bf93289fc41be <69f898329494048fb73bf93289fc41be@app-learninglab.inria.fr> Date: Tue, 12 Nov 2024 15:31:59 +0000 Subject: [PATCH] Exercice sur les pairs --- module3/exo2/exercice.ipynb | 1179 +++++++++- module3/exo2/inc-7-PAY.csv | 1772 +++++++++++++++ module3/exo3/exercice_fr.ipynb | 3768 +++++++++++++++++++++++++++++++- 3 files changed, 6713 insertions(+), 6 deletions(-) create mode 100644 module3/exo2/inc-7-PAY.csv diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe37..5635c53 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,1179 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importation des données\n", + "Les fichiers a récupérer sont au format csv et téléchargeable sur le site du réseau Sentinelles. Pour anticiper les changements de la structure des données, nous faisons une copie de ce fichier csv en local. Nous récupérerons les donnés locales." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + " %matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek\n", + "import os\n", + "data_url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"\n", + "data_local = \"./inc-7-PAY.csv\"\n", + "import urllib.request\n", + "if not os.path.exists(data_local):\n", + " urllib.request.urlretrieve(data_url, data_local)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lecture des données" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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20202424712621935715885191424FRFrance
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26202418713438951417362201426FRFrance
272024177153031121919387231729FRFrance
282024167181381354022736272034FRFrance
292024157249291731532543372648FRFrance
.................................
17401991267176081130423912312042FRFrance
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17691990497114302610205FRFrance
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1770 rows × 10 columns

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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aucune donnée manquante détecté." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conversion des dates" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "raw_data['period'] = [convert_week(yw) for yw in raw_data['week']]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = raw_data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Etude de l'incidence" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous définissons la période de référence\n", + "entre deux minima de l'incidence, du 1er septembre de l'année N au\n", + "1er septembre de l'année N+1." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données commencent en " + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1190,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo2/inc-7-PAY.csv b/module3/exo2/inc-7-PAY.csv new file mode 100644 index 0000000..bb57be1 --- /dev/null +++ b/module3/exo2/inc-7-PAY.csv @@ 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+199104,7,7913,4563,11263,14,8,20,FR,France +199103,7,15387,10484,20290,27,18,36,FR,France +199102,7,16277,11046,21508,29,20,38,FR,France +199101,7,15565,10271,20859,27,18,36,FR,France +199052,7,19375,13295,25455,34,23,45,FR,France +199051,7,19080,13807,24353,34,25,43,FR,France +199050,7,11079,6660,15498,20,12,28,FR,France +199049,7,1143,0,2610,2,0,5,FR,France diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 0bbbe37..ae472ec 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -1,5 +1,3768 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Graphique autour du COVID-19 (SARS-CoV-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importation des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données que nous utiliserons dans un premier temps sont compilées par le Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE) et sont mises à disposition sur GitHub par une adresse URL :" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
0NaNAfghanistan33.93911067.709953000000...209322209340209358209362209369209390209406209436209451209451
1NaNAlbania41.15330020.168300000000...334391334408334408334427334427334427334427334427334443334457
2NaNAlgeria28.0339001.659600000000...271441271448271463271469271469271477271477271490271494271496
3NaNAndorra42.5063001.521800000000...47866478754787547875478754787547875478754789047890
4NaNAngola-11.20270017.873900000000...105255105277105277105277105277105277105277105277105288105288
5NaNAntarctica-71.94990023.347000000000...11111111111111111111
6NaNAntigua and Barbuda17.060800-61.796400000000...9106910691069106910691069106910691069106
7NaNArgentina-38.416100-63.616700000000...10044125100441251004412510044125100441251004412510044957100449571004495710044957
8NaNArmenia40.06910045.038200000000...446819446819446819446819446819446819446819446819447308447308
9Australian Capital TerritoryAustralia-35.473500149.012400000000...232018232018232619232619232619232619232619232619232619232974
10New South WalesAustralia-33.868800151.209300000034...3900969390096939081293908129390812939081293908129390812939081293915992
11Northern TerritoryAustralia-12.463400130.845600000000...104931104931105021105021105021105021105021105021105021105111
12QueenslandAustralia-27.469800153.025100000000...1796633179663318002361800236180023618002361800236180023618002361800236
13South AustraliaAustralia-34.928500138.600700000000...880207880207881911881911881911881911881911881911881911883620
14TasmaniaAustralia-42.882100147.327200000000...286264286264286264286897286897286897286897286897286897287507
15VictoriaAustralia-37.813600144.963100000011...2874262287426228772602877260287726028772602877260287726028772602880559
16Western AustraliaAustralia-31.950500115.860500000000...1291077129107712934611293461129346112934611293461129346112934611293461
17NaNAustria47.51620014.550100000000...5911294591961659261485931247593666659409355943417594941859558605961143
18NaNAzerbaijan40.14310047.576900000000...828548828588828628828648828682828721828730828783828819828825
19NaNBahamas25.025885-78.035889000000...37491374913749137491374913749137491374913749137491
20NaNBahrain26.02750050.550000000000...707480707828708061708532708768709230709230709858710306710693
21NaNBangladesh23.68500090.356300000000...2037773203782920378292037829203782920378292037829203782920378712037871
22NaNBarbados13.193900-59.543200000000...106645106645106645106645106645106645106645106645106645106798
23NaNBelarus53.70980027.953400000000...994037994037994037994037994037994037994037994037994037994037
24NaNBelgium50.8333004.469936000000...4717655471765547277954727795472779547277954727795472779547277954739365
25NaNBelize17.189900-88.497600000000...70757707577075770757707577075770757707577075770757
26NaNBenin9.3077002.315800000000...27990279902799027990279902799027990279992799927999
27NaNBhutan27.51420090.433600000000...62615626206262062620626206262062620626206262762627
28NaNBolivia-16.290200-63.588700000000...1193009119325611934181193650119381511939081193970119406911941871194277
29NaNBosnia and Herzegovina43.91590017.679100000000...401575401636401636401636401636401636401636401636401729401729
..................................................................
259NaNTuvalu-7.109500177.649300000000...2805280528052805280528052805280528052805
260NaNUS40.000000-100.000000112255...103443455103533872103589757103648690103650837103646975103655539103690910103755771103802702
261NaNUganda1.37333332.290275000000...170504170504170504170504170504170504170504170504170544170544
262NaNUkraine48.37940031.165600000000...5693846570124957013335701474570160257017435701855570195957118185711929
263NaNUnited Arab Emirates23.42407653.847818000000...1051998105212210522471052382105251910526641052664105292610530681053213
264AnguillaUnited Kingdom18.220600-63.068600000000...3904390439043904390439043904390439043904
265BermudaUnited Kingdom32.307800-64.750500000000...18799188141881418814188141881418814188141882818828
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
267Cayman IslandsUnited Kingdom19.313300-81.254600000000...31472314723147231472314723147231472314723147231472
268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20423204232042320433204332043320433204332043320433
271GuernseyUnited Kingdom49.448196-2.589490000000...34867349293492934929349293492934929349293499134991
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...66391663916639166391663916639166391663916639166391
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
276Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...2166216621662166216621662166216621662166
277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6551655165516551655165516551655765576561
278NaNUnited Kingdom55.378100-3.436000000000...24370150243701502439653024396530243965302439653024396530243965302439653024425309
279NaNUruguay-32.522800-55.765800000000...1034303103430310343031034303103430310343031034303103430310343031034303
280NaNUzbekistan41.37749164.585262000000...250932251071251071251071251071251071251071251071251247251247
281NaNVanuatu-15.376700166.959200000000...12014120141201412014120141201412014120141201412014
282NaNVenezuela6.423800-66.589700000000...551981551986551986552014552051552051552125552157552157552162
283NaNVietnam14.058324108.277199022222...11526917115269261152693711526950115269621152696611526966115269861152699411526994
284NaNWest Bank and Gaza31.95220035.233200000000...703228703228703228703228703228703228703228703228703228703228
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...343012343012343079343079343079343135343135343135343135343135
288NaNZimbabwe-19.01543829.154857000000...263921264127264127264127264127264127264127264127264276264276
\n", + "

289 rows × 1147 columns

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" + ], + "text/plain": [ + " Province/State Country/Region \\\n", + "0 NaN Afghanistan \n", + "1 NaN Albania \n", + "2 NaN Algeria \n", + "3 NaN Andorra \n", + "4 NaN Angola \n", + "5 NaN Antarctica \n", + "6 NaN Antigua and Barbuda \n", + "7 NaN Argentina \n", + "8 NaN Armenia \n", + "9 Australian Capital Territory Australia \n", + "10 New South Wales Australia \n", + "11 Northern Territory Australia \n", + "12 Queensland Australia \n", + "13 South Australia Australia \n", + "14 Tasmania Australia \n", + "15 Victoria Australia \n", + "16 Western Australia Australia \n", + "17 NaN Austria \n", + "18 NaN Azerbaijan \n", + "19 NaN Bahamas \n", + "20 NaN Bahrain \n", + "21 NaN Bangladesh \n", + "22 NaN Barbados \n", + "23 NaN Belarus \n", + "24 NaN Belgium \n", + "25 NaN Belize \n", + "26 NaN Benin \n", + "27 NaN Bhutan \n", + "28 NaN Bolivia \n", + "29 NaN Bosnia and Herzegovina \n", + ".. ... ... \n", + "259 NaN Tuvalu \n", + "260 NaN US \n", + "261 NaN Uganda \n", + "262 NaN Ukraine \n", + "263 NaN United Arab Emirates \n", + "264 Anguilla United Kingdom \n", + "265 Bermuda United Kingdom \n", + "266 British Virgin Islands United Kingdom \n", + "267 Cayman Islands United Kingdom \n", + "268 Channel Islands United Kingdom \n", + "269 Falkland Islands (Malvinas) United Kingdom \n", + "270 Gibraltar United Kingdom \n", + "271 Guernsey United Kingdom \n", + "272 Isle of Man United Kingdom \n", + "273 Jersey United Kingdom \n", + "274 Montserrat United Kingdom \n", + "275 Pitcairn Islands United Kingdom \n", + "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", + "277 Turks and Caicos Islands United Kingdom \n", + "278 NaN United Kingdom \n", + "279 NaN Uruguay \n", + "280 NaN Uzbekistan \n", + "281 NaN Vanuatu \n", + "282 NaN Venezuela \n", + "283 NaN Vietnam \n", + "284 NaN West Bank and Gaza \n", + "285 NaN Winter Olympics 2022 \n", + "286 NaN Yemen \n", + "287 NaN Zambia \n", + "288 NaN Zimbabwe \n", + "\n", + " Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 \\\n", + "0 33.939110 67.709953 0 0 0 0 0 \n", + "1 41.153300 20.168300 0 0 0 0 0 \n", + "2 28.033900 1.659600 0 0 0 0 0 \n", + "3 42.506300 1.521800 0 0 0 0 0 \n", + "4 -11.202700 17.873900 0 0 0 0 0 \n", + "5 -71.949900 23.347000 0 0 0 0 0 \n", + "6 17.060800 -61.796400 0 0 0 0 0 \n", + "7 -38.416100 -63.616700 0 0 0 0 0 \n", + "8 40.069100 45.038200 0 0 0 0 0 \n", + "9 -35.473500 149.012400 0 0 0 0 0 \n", + "10 -33.868800 151.209300 0 0 0 0 3 \n", + "11 -12.463400 130.845600 0 0 0 0 0 \n", + "12 -27.469800 153.025100 0 0 0 0 0 \n", + "13 -34.928500 138.600700 0 0 0 0 0 \n", + "14 -42.882100 147.327200 0 0 0 0 0 \n", + "15 -37.813600 144.963100 0 0 0 0 1 \n", + "16 -31.950500 115.860500 0 0 0 0 0 \n", + "17 47.516200 14.550100 0 0 0 0 0 \n", + "18 40.143100 47.576900 0 0 0 0 0 \n", + "19 25.025885 -78.035889 0 0 0 0 0 \n", + "20 26.027500 50.550000 0 0 0 0 0 \n", + "21 23.685000 90.356300 0 0 0 0 0 \n", + "22 13.193900 -59.543200 0 0 0 0 0 \n", + "23 53.709800 27.953400 0 0 0 0 0 \n", + "24 50.833300 4.469936 0 0 0 0 0 \n", + "25 17.189900 -88.497600 0 0 0 0 0 \n", + "26 9.307700 2.315800 0 0 0 0 0 \n", + "27 27.514200 90.433600 0 0 0 0 0 \n", + "28 -16.290200 -63.588700 0 0 0 0 0 \n", + "29 43.915900 17.679100 0 0 0 0 0 \n", + ".. ... ... ... ... ... ... ... \n", + "259 -7.109500 177.649300 0 0 0 0 0 \n", + "260 40.000000 -100.000000 1 1 2 2 5 \n", + "261 1.373333 32.290275 0 0 0 0 0 \n", + "262 48.379400 31.165600 0 0 0 0 0 \n", + "263 23.424076 53.847818 0 0 0 0 0 \n", + "264 18.220600 -63.068600 0 0 0 0 0 \n", + "265 32.307800 -64.750500 0 0 0 0 0 \n", + "266 18.420700 -64.640000 0 0 0 0 0 \n", + "267 19.313300 -81.254600 0 0 0 0 0 \n", + "268 49.372300 -2.364400 0 0 0 0 0 \n", + "269 -51.796300 -59.523600 0 0 0 0 0 \n", + "270 36.140800 -5.353600 0 0 0 0 0 \n", + "271 49.448196 -2.589490 0 0 0 0 0 \n", + "272 54.236100 -4.548100 0 0 0 0 0 \n", + "273 49.213800 -2.135800 0 0 0 0 0 \n", + "274 16.742498 -62.187366 0 0 0 0 0 \n", + "275 -24.376800 -128.324200 0 0 0 0 0 \n", + "276 -7.946700 -14.355900 0 0 0 0 0 \n", + "277 21.694000 -71.797900 0 0 0 0 0 \n", + "278 55.378100 -3.436000 0 0 0 0 0 \n", + "279 -32.522800 -55.765800 0 0 0 0 0 \n", + "280 41.377491 64.585262 0 0 0 0 0 \n", + "281 -15.376700 166.959200 0 0 0 0 0 \n", + "282 6.423800 -66.589700 0 0 0 0 0 \n", + "283 14.058324 108.277199 0 2 2 2 2 \n", + "284 31.952200 35.233200 0 0 0 0 0 \n", + "285 39.904200 116.407400 0 0 0 0 0 \n", + "286 15.552727 48.516388 0 0 0 0 0 \n", + "287 -13.133897 27.849332 0 0 0 0 0 \n", + "288 -19.015438 29.154857 0 0 0 0 0 \n", + "\n", + " 1/27/20 ... 2/28/23 3/1/23 3/2/23 3/3/23 \\\n", + "0 0 ... 209322 209340 209358 209362 \n", + "1 0 ... 334391 334408 334408 334427 \n", + "2 0 ... 271441 271448 271463 271469 \n", + "3 0 ... 47866 47875 47875 47875 \n", + "4 0 ... 105255 105277 105277 105277 \n", + "5 0 ... 11 11 11 11 \n", + "6 0 ... 9106 9106 9106 9106 \n", + "7 0 ... 10044125 10044125 10044125 10044125 \n", + "8 0 ... 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\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"\n", + "\n", + "data_brut = pd.read_csv(data_url)\n", + "data_brut" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sélection des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous voulons afficher les données pour les pays suivants : la Belgique, la Chine - toutes les provinces sauf Hong-Kong, Hong Kong, la France métropolitaine, l’Allemagne, l’Iran, l’Italie, le Japon, la Corée du Sud, la Hollande sans les colonies, le Portugal, l’Espagne, le Royaume-Unis sans les colonies et les États-Unis.\n", + "\n", + "Les seuls exceptions à traiter seront la Chine et Hong Kong.\n", + "\n", + "Nous sélectionnons d'abord les données dont la colonne \"Country/Region\" correspond." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + 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60BeijingChina40.182400116.414200142236416880...40774407744077440774407744077440774407744077440774
61ChongqingChina30.057200107.87400069275775110...14715147151471514715147151471514715147151471514715
62FujianChina26.078900117.9874001510183559...17122171221712217122171221712217122171221712217122
63GansuChina35.751800104.2861000224714...1742174217421742174217421742174217421742
64GuangdongChina23.341700113.42440026325378111151...103248103248103248103248103248103248103248103248103248103248
65GuangxiChina23.829800108.7881002523233646...13371133711337113371133711337113371133711337113371
66GuizhouChina26.815400106.874800133457...2534253425342534253425342534253425342534
67HainanChina19.195900109.745300458192233...10483104831048310483104831048310483104831048310483
68HebeiChina39.549000116.13060011281318...3292329232923292329232923292329232923292
69HeilongjiangChina47.862000127.76150002491521...6603660366036603660366036603660366036603
70HenanChina37.895700114.9042005593283128...9948994899489948994899489948994899489948
71Hong KongChina22.300000114.200000022588...2876106287610628761062876106287610628761062876106287610628761062876106
72HubeiChina30.975600112.27070044444454976110581423...72131721317213172131721317213172131721317213172131
73HunanChina27.610400111.70880049244369100...7437743774377437743774377437743774377437
74Inner MongoliaChina44.093500113.9448000017711...8847884788478847884788478847884788478847
75JiangsuChina32.971100119.455000159183347...5075507550755075507550755075507550755075
76JiangxiChina27.614000115.7221002718183672...3423342334233423342334233423342334233423
77JilinChina43.666100126.192300013446...40764407644076440764407644076440764407644076440764
78LiaoningChina41.295600122.608500234172127...3547354735473547354735473547354735473547
79MacauChina22.166700113.550000122256...3514351435143514351435143514351435143514
80NingxiaChina37.269200106.165500112347...1276127612761276127612761276127612761276
81QinghaiChina35.74520095.995600000116...782782782782782782782782782782
82ShaanxiChina35.191700108.870100035152235...7326732673267326732673267326732673267326
83ShandongChina36.342700118.1498002615274675...5880588058805880588058805880588058805880
84ShanghaiChina31.202000121.44910091620334053...67040670406704067040670406704067040670406704067040
85ShanxiChina37.577700112.2922001116913...7167716771677167716771677167716771677167
86SichuanChina30.617100102.7103005815284469...14567145671456714567145671456714567145671456714567
87TianjinChina39.305400117.323000448101423...4392439243924392439243924392439243924392
..................................................................
130Wallis and FutunaFrance-14.293800-178.116500000000...3427342734273427342734273427342734273427
131NaNFrance46.2276002.213700002333...38579269385837943858799038591184385911843859118438599330386063933861220138618509
135NaNGermany51.16569110.451526000001...38168908381899543820257138210850382108503821085138210851382316103824123138249060
150NaNIran32.42790853.688046000000...7567906756890375692617569483756976975702327570743757135275719967572311
154NaNItaly41.87194012.567380000000...25576852255768522557685225603510256035102560351025603510256035102560351025603510
156NaNJapan36.204824138.252924222244...33227230332411803325268633263208332736393328237033286633332987993331060433320438
162NaNKorea, South35.907757127.766922112234...30526012305335733054398130555102305551023056921530581499305942973060518730615522
196ArubaNetherlands12.521100-69.968300000000...44026440444404444044440444404444044440444404444044
197Bonaire, Sint Eustatius and SabaNetherlands12.178400-68.238500000000...11797118041180411804118041180411804118041180411804
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199Sint MaartenNetherlands18.042500-63.054800000000...11016110201102011020110201102011020110201102011020
200NaNNetherlands52.1326005.291300000000...8596157859615785961578598043859804385980438598043859998185999818599981
218NaNPortugal39.399900-8.224500000000...5566708556808455680845568084556808455680845568084556808455704735570473
241NaNSpain40.463667-3.749220000000...13763336137633361376333613770429137704291377042913770429137704291377042913770429
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268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20423204232042320433204332043320433204332043320433
271GuernseyUnited Kingdom49.448196-2.589490000000...34867349293492934929349293492934929349293499134991
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...66391663916639166391663916639166391663916639166391
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
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277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6551655165516551655165516551655765576561
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75 rows × 1147 columns

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(Malvinas) United Kingdom -51.796300 \n", + "270 Gibraltar United Kingdom 36.140800 \n", + "271 Guernsey United Kingdom 49.448196 \n", + "272 Isle of Man United Kingdom 54.236100 \n", + "273 Jersey United Kingdom 49.213800 \n", + "274 Montserrat United Kingdom 16.742498 \n", + "275 Pitcairn Islands United Kingdom -24.376800 \n", + "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom -7.946700 \n", + "277 Turks and Caicos Islands United Kingdom 21.694000 \n", + "278 NaN United Kingdom 55.378100 \n", + "\n", + " Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "24 4.469936 0 0 0 0 0 0 \n", + "59 117.226400 1 9 15 39 60 70 \n", + "60 116.414200 14 22 36 41 68 80 \n", + "61 107.874000 6 9 27 57 75 110 \n", + "62 117.987400 1 5 10 18 35 59 \n", + "63 104.286100 0 2 2 4 7 14 \n", + "64 113.424400 26 32 53 78 111 151 \n", + "65 108.788100 2 5 23 23 36 46 \n", + "66 106.874800 1 3 3 4 5 7 \n", + "67 109.745300 4 5 8 19 22 33 \n", + "68 116.130600 1 1 2 8 13 18 \n", + "69 127.761500 0 2 4 9 15 21 \n", + "70 114.904200 5 5 9 32 83 128 \n", + "71 114.200000 0 2 2 5 8 8 \n", + "72 112.270700 444 444 549 761 1058 1423 \n", + "73 111.708800 4 9 24 43 69 100 \n", + "74 113.944800 0 0 1 7 7 11 \n", + "75 119.455000 1 5 9 18 33 47 \n", + "76 115.722100 2 7 18 18 36 72 \n", + "77 126.192300 0 1 3 4 4 6 \n", + "78 122.608500 2 3 4 17 21 27 \n", + "79 113.550000 1 2 2 2 5 6 \n", + "80 106.165500 1 1 2 3 4 7 \n", + "81 95.995600 0 0 0 1 1 6 \n", + "82 108.870100 0 3 5 15 22 35 \n", + "83 118.149800 2 6 15 27 46 75 \n", + "84 121.449100 9 16 20 33 40 53 \n", + "85 112.292200 1 1 1 6 9 13 \n", + "86 102.710300 5 8 15 28 44 69 \n", + "87 117.323000 4 4 8 10 14 23 \n", + ".. ... ... ... ... ... ... ... \n", + "130 -178.116500 0 0 0 0 0 0 \n", + "131 2.213700 0 0 2 3 3 3 \n", + "135 10.451526 0 0 0 0 0 1 \n", + "150 53.688046 0 0 0 0 0 0 \n", + "154 12.567380 0 0 0 0 0 0 \n", + "156 138.252924 2 2 2 2 4 4 \n", + "162 127.766922 1 1 2 2 3 4 \n", + "196 -69.968300 0 0 0 0 0 0 \n", + "197 -68.238500 0 0 0 0 0 0 \n", + "198 -68.990000 0 0 0 0 0 0 \n", + "199 -63.054800 0 0 0 0 0 0 \n", + "200 5.291300 0 0 0 0 0 0 \n", + "218 -8.224500 0 0 0 0 0 0 \n", + "241 -3.749220 0 0 0 0 0 0 \n", + "260 -100.000000 1 1 2 2 5 5 \n", + "264 -63.068600 0 0 0 0 0 0 \n", + "265 -64.750500 0 0 0 0 0 0 \n", + "266 -64.640000 0 0 0 0 0 0 \n", + "267 -81.254600 0 0 0 0 0 0 \n", + "268 -2.364400 0 0 0 0 0 0 \n", + "269 -59.523600 0 0 0 0 0 0 \n", + "270 -5.353600 0 0 0 0 0 0 \n", + "271 -2.589490 0 0 0 0 0 0 \n", + "272 -4.548100 0 0 0 0 0 0 \n", + "273 -2.135800 0 0 0 0 0 0 \n", + "274 -62.187366 0 0 0 0 0 0 \n", + "275 -128.324200 0 0 0 0 0 0 \n", + "276 -14.355900 0 0 0 0 0 0 \n", + "277 -71.797900 0 0 0 0 0 0 \n", + "278 -3.436000 0 0 0 0 0 0 \n", + "\n", + " ... 2/28/23 3/1/23 3/2/23 3/3/23 3/4/23 \\\n", + "24 ... 4717655 4717655 4727795 4727795 4727795 \n", + "59 ... 2275 2275 2275 2275 2275 \n", + "60 ... 40774 40774 40774 40774 40774 \n", + "61 ... 14715 14715 14715 14715 14715 \n", + "62 ... 17122 17122 17122 17122 17122 \n", + "63 ... 1742 1742 1742 1742 1742 \n", + "64 ... 103248 103248 103248 103248 103248 \n", + "65 ... 13371 13371 13371 13371 13371 \n", + "66 ... 2534 2534 2534 2534 2534 \n", + "67 ... 10483 10483 10483 10483 10483 \n", + "68 ... 3292 3292 3292 3292 3292 \n", + "69 ... 6603 6603 6603 6603 6603 \n", + "70 ... 9948 9948 9948 9948 9948 \n", + "71 ... 2876106 2876106 2876106 2876106 2876106 \n", + "72 ... 72131 72131 72131 72131 72131 \n", + "73 ... 7437 7437 7437 7437 7437 \n", + "74 ... 8847 8847 8847 8847 8847 \n", + "75 ... 5075 5075 5075 5075 5075 \n", + "76 ... 3423 3423 3423 3423 3423 \n", + "77 ... 40764 40764 40764 40764 40764 \n", + "78 ... 3547 3547 3547 3547 3547 \n", + "79 ... 3514 3514 3514 3514 3514 \n", + "80 ... 1276 1276 1276 1276 1276 \n", + "81 ... 782 782 782 782 782 \n", + "82 ... 7326 7326 7326 7326 7326 \n", + "83 ... 5880 5880 5880 5880 5880 \n", + "84 ... 67040 67040 67040 67040 67040 \n", + "85 ... 7167 7167 7167 7167 7167 \n", + "86 ... 14567 14567 14567 14567 14567 \n", + "87 ... 4392 4392 4392 4392 4392 \n", + ".. ... ... ... ... ... ... \n", + "130 ... 3427 3427 3427 3427 3427 \n", + "131 ... 38579269 38583794 38587990 38591184 38591184 \n", + "135 ... 38168908 38189954 38202571 38210850 38210850 \n", + "150 ... 7567906 7568903 7569261 7569483 7569769 \n", + "154 ... 25576852 25576852 25576852 25603510 25603510 \n", + "156 ... 33227230 33241180 33252686 33263208 33273639 \n", + "162 ... 30526012 30533573 30543981 30555102 30555102 \n", + "196 ... 44026 44044 44044 44044 44044 \n", + "197 ... 11797 11804 11804 11804 11804 \n", + "198 ... 45986 45986 45986 45986 45986 \n", + "199 ... 11016 11020 11020 11020 11020 \n", + "200 ... 8596157 8596157 8596157 8598043 8598043 \n", + "218 ... 5566708 5568084 5568084 5568084 5568084 \n", + "241 ... 13763336 13763336 13763336 13770429 13770429 \n", + "260 ... 103443455 103533872 103589757 103648690 103650837 \n", + "264 ... 3904 3904 3904 3904 3904 \n", + "265 ... 18799 18814 18814 18814 18814 \n", + "266 ... 7305 7305 7305 7305 7305 \n", + "267 ... 31472 31472 31472 31472 31472 \n", + "268 ... 0 0 0 0 0 \n", + "269 ... 1930 1930 1930 1930 1930 \n", + "270 ... 20423 20423 20423 20433 20433 \n", + "271 ... 34867 34929 34929 34929 34929 \n", + "272 ... 38008 38008 38008 38008 38008 \n", + "273 ... 66391 66391 66391 66391 66391 \n", + "274 ... 1403 1403 1403 1403 1403 \n", + "275 ... 4 4 4 4 4 \n", + "276 ... 2166 2166 2166 2166 2166 \n", + "277 ... 6551 6551 6551 6551 6551 \n", + "278 ... 24370150 24370150 24396530 24396530 24396530 \n", + "\n", + " 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "24 4727795 4727795 4727795 4727795 4739365 \n", + "59 2275 2275 2275 2275 2275 \n", + "60 40774 40774 40774 40774 40774 \n", + "61 14715 14715 14715 14715 14715 \n", + "62 17122 17122 17122 17122 17122 \n", + "63 1742 1742 1742 1742 1742 \n", + "64 103248 103248 103248 103248 103248 \n", + "65 13371 13371 13371 13371 13371 \n", + "66 2534 2534 2534 2534 2534 \n", + "67 10483 10483 10483 10483 10483 \n", + "68 3292 3292 3292 3292 3292 \n", + "69 6603 6603 6603 6603 6603 \n", + "70 9948 9948 9948 9948 9948 \n", + "71 2876106 2876106 2876106 2876106 2876106 \n", + "72 72131 72131 72131 72131 72131 \n", + "73 7437 7437 7437 7437 7437 \n", + "74 8847 8847 8847 8847 8847 \n", + "75 5075 5075 5075 5075 5075 \n", + "76 3423 3423 3423 3423 3423 \n", + "77 40764 40764 40764 40764 40764 \n", + "78 3547 3547 3547 3547 3547 \n", + "79 3514 3514 3514 3514 3514 \n", + "80 1276 1276 1276 1276 1276 \n", + "81 782 782 782 782 782 \n", + "82 7326 7326 7326 7326 7326 \n", + "83 5880 5880 5880 5880 5880 \n", + "84 67040 67040 67040 67040 67040 \n", + "85 7167 7167 7167 7167 7167 \n", + "86 14567 14567 14567 14567 14567 \n", + "87 4392 4392 4392 4392 4392 \n", + ".. ... ... ... ... ... \n", + "130 3427 3427 3427 3427 3427 \n", + "131 38591184 38599330 38606393 38612201 38618509 \n", + "135 38210851 38210851 38231610 38241231 38249060 \n", + "150 7570232 7570743 7571352 7571996 7572311 \n", + "154 25603510 25603510 25603510 25603510 25603510 \n", + "156 33282370 33286633 33298799 33310604 33320438 \n", + "162 30569215 30581499 30594297 30605187 30615522 \n", + "196 44044 44044 44044 44044 44044 \n", + "197 11804 11804 11804 11804 11804 \n", + "198 45986 45986 45986 45986 45986 \n", + "199 11020 11020 11020 11020 11020 \n", + "200 8598043 8598043 8599981 8599981 8599981 \n", + "218 5568084 5568084 5568084 5570473 5570473 \n", + "241 13770429 13770429 13770429 13770429 13770429 \n", + "260 103646975 103655539 103690910 103755771 103802702 \n", + "264 3904 3904 3904 3904 3904 \n", + "265 18814 18814 18814 18828 18828 \n", + "266 7305 7305 7305 7305 7305 \n", + "267 31472 31472 31472 31472 31472 \n", + "268 0 0 0 0 0 \n", + "269 1930 1930 1930 1930 1930 \n", + "270 20433 20433 20433 20433 20433 \n", + "271 34929 34929 34929 34991 34991 \n", + "272 38008 38008 38008 38008 38008 \n", + "273 66391 66391 66391 66391 66391 \n", + "274 1403 1403 1403 1403 1403 \n", + "275 4 4 4 4 4 \n", + "276 2166 2166 2166 2166 2166 \n", + "277 6551 6551 6557 6557 6561 \n", + "278 24396530 24396530 24396530 24396530 24425309 \n", + "\n", + "[75 rows x 1147 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "country_list = [\"Belgium\", \"France\", \"Germany\", \"China\", \"Iran\", \"Italy\", \"Japan\", \"Korea, South\", \"Netherlands\", \"Portugal\", \"Spain\", \"United Kingdom\", \"US\"]\n", + "\n", + "\n", + "data_brut[data_brut[\"Country/Region\"].isin(country_list)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour chaque pays, nous allons convertir les données en DataFrame vers des séries, avec avec comme index les dates où sont enregistrées des données, et comme données les cas de Covid 19 cumulées. (avec la fonction `squeeze(axis=0)`)\n", + "\n", + "Nous rangerons ensuite ces séries dans un dictionnaire où les clés seront les noms des pays.\n", + "\n", + "Pour régler l'exception de la Chine, nous séparerons les données de Hong Kong des autres.\n", + "D'un côté, en prenant les données des provinces ne venant pas d'Hong Kong, on fait la somme des données de toutes les provinces.\n", + "De l'autre côté, nous prenons les données d'Hong Kong à part." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#Création du dictionnaire\n", + "dataframes = {country : data_brut[data_brut[\"Country/Region\"] == country] for country in country_list}\n", + "\n", + "#Pour chaque pays du dictionnaire sauf la Chine, remplacer la DataFrame en Series\n", + "for dtf in dataframes:\n", + " if dtf != \"China\" :\n", + " dataframes[dtf] = dataframes[dtf][dataframes[dtf][\"Province/State\"].isna()].squeeze(axis=0)[4:]\n", + " #Pour le formatage de la date\n", + " dataframes[dtf].index = pd.to_datetime(dataframes[dtf].index)\n", + "\n", + "#Cas de la Chine et Hong Kong\n", + "dataframesChina = dataframes[\"China\"][dataframes[\"China\"][\"Province/State\"] != \"Hong Kong\"].sum(axis=0, numeric_only=True)[2:]\n", + "dataframesHK = dataframes[\"China\"][dataframes[\"China\"][\"Province/State\"] == \"Hong Kong\"].squeeze(axis=0)[4:]\n", + "\n", + "#Ajout manuel de la Chine et de Hong Kong\n", + "dataframes[\"China\"] = dataframesChina\n", + "dataframes[\"China\"].index = pd.to_datetime(dataframes[\"China\"].index)\n", + "dataframes[\"Hong Kong\"] = dataframesHK\n", + "dataframes[\"Hong Kong\"].index = pd.to_datetime(dataframes[\"Hong Kong\"].index)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin, nous pouvons sortir un graphe à échelle linéaire en dessinant une courbe pour chaque pays." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Agrandissement de la taille du graphe\n", + "plt.figure(figsize=(20,10))\n", + "\n", + "#Pour chaque série, dessiner la courbe\n", + "for name, dtf in dataframes.items():\n", + " plt.plot(dtf, label=name)\n", + "\n", + "#Légende et nom des axes\n", + "plt.legend(title='Pays')\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Nombre de contaminées (en centaines de millions d'habitants)\")\n", + "\n", + "#display plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous voyons que les données ont des variations très importantes. Pour nous permettre une meilleure vue d'ensemble, nous passons sur une échelle logarithmique." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Agrandissement de la taille du graphe\n", + "plt.figure(figsize=(20,10))\n", + "\n", + "#Pour chaque série, dessiner la courbe\n", + "for name, dtf in dataframes.items():\n", + " plt.plot(dtf, label=name)\n", + "\n", + "#Légende\n", + "plt.legend(title='Pays')\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Nombre de contaminées\")\n", + "\n", + "#Echelle logarithmique\n", + "plt.yscale(\"log\")\n", + "\n", + "#display plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous pouvons remarquer le premier essor des contaminés en mars/avril 2020, ainsi que deux pentes acsendantes en fin 2020 et en février/mars 2022" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +3779,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - -- 2.18.1