{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://ewscripps.brightspotcdn.com/dims4/default/f2ee804/2147483647/strip/true/crop/2460x400+0+0/resize/1280x208!/quality/90/?url=https%3A%2F%2Fewscripps.brightspotcdn.com%2F49%2Fb5%2Fb9dda5394b178d4ab120f75ff92e%2Fcoronavirus-header-2460x400-2.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
Apple Mobility Trends Reports pour l'analyse les mouvements des utilisateurs et connaître sur l'évolution de la pandémie du Covid-19
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Roque Leal
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans ce carnet, j'utiliserai les données disponibles sur: https://www.apple.com/covid19/mobility. Nous nous concentrerons sur la France, mais nous comparerons également les résultats avec ceux de l'Allemagne et de Taiwan pour découvrir l'évolution de la pandémie et le comportement de la population." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bibliothèques Python" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import pandas\n", "import matplotlib.pyplot as plt\n", "import datetime\n", "\n", "url = 'https://raw.githubusercontent.com/nshyam97/Apple-Mobility-Trends-Data/master/applemobility.csv'\n", "mobility_data = pandas.read_csv(url, error_bad_lines=False)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Examinons les données du fichier pour obtenir une jauge quant au format et aux données avec lesquelles nous devons travailler et que nous pouvons comparer." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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geo_typeregiontransportation_typealternative_name2020-01-132020-01-142020-01-152020-01-162020-01-172020-01-18...2020-04-242020-04-252020-04-262020-04-272020-04-282020-04-292020-04-302020-05-012020-05-022020-05-03
0country/regionAlbaniadrivingNaN100.095.30101.4397.20103.55112.67...30.2225.2230.3937.3936.6935.9038.0937.2329.3636.00
1country/regionAlbaniawalkingNaN100.0100.6898.9398.46100.85100.13...34.6329.0035.2241.8337.5341.4938.2538.6832.2843.41
2country/regionArgentinadrivingNaN100.097.07102.45111.21118.45124.01...30.9925.9216.5727.4527.1232.2234.4522.6928.2316.44
3country/regionArgentinawalkingNaN100.095.11101.37112.67116.72114.14...22.3223.3116.3618.4817.4922.7824.8016.6220.6112.44
4country/regionAustraliadrivingNaN100.0102.98104.21108.63109.0889.00...47.8441.8955.3959.0959.4659.4663.1258.4048.6758.18
\n", "

5 rows × 116 columns

\n", "
" ], "text/plain": [ " geo_type region transportation_type alternative_name 2020-01-13 \\\n", "0 country/region Albania driving NaN 100.0 \n", "1 country/region Albania walking NaN 100.0 \n", "2 country/region Argentina driving NaN 100.0 \n", "3 country/region Argentina walking NaN 100.0 \n", "4 country/region Australia driving NaN 100.0 \n", "\n", " 2020-01-14 2020-01-15 2020-01-16 2020-01-17 2020-01-18 ... \\\n", "0 95.30 101.43 97.20 103.55 112.67 ... \n", "1 100.68 98.93 98.46 100.85 100.13 ... \n", "2 97.07 102.45 111.21 118.45 124.01 ... \n", "3 95.11 101.37 112.67 116.72 114.14 ... \n", "4 102.98 104.21 108.63 109.08 89.00 ... \n", "\n", " 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28 2020-04-29 \\\n", "0 30.22 25.22 30.39 37.39 36.69 35.90 \n", "1 34.63 29.00 35.22 41.83 37.53 41.49 \n", "2 30.99 25.92 16.57 27.45 27.12 32.22 \n", "3 22.32 23.31 16.36 18.48 17.49 22.78 \n", "4 47.84 41.89 55.39 59.09 59.46 59.46 \n", "\n", " 2020-04-30 2020-05-01 2020-05-02 2020-05-03 \n", "0 38.09 37.23 29.36 36.00 \n", "1 38.25 38.68 32.28 43.41 \n", "2 34.45 22.69 28.23 16.44 \n", "3 24.80 16.62 20.61 12.44 \n", "4 63.12 58.40 48.67 58.18 \n", "\n", "[5 rows x 116 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mobility_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme nous pouvons le voir, nous avons un large tableau avec toutes les dates dans des colonnes distinctes. Bien que ce soit probablement le meilleur moyen d'afficher ces données sans que la région et le type de transport soient répétés plusieurs fois, cela ne rend pas le traçage de ces données ou le filtrage à travers ces données très utiles. Il faudra isoler la région et le type de transport puis transposer les colonnes de date pour permettre de tracer.\n", "\n", "Premièrement, nous vérifierons quelles régions et quels types de transport nous avons?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "array(['driving', 'walking', 'transit'], dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mobility_data['transportation_type'].unique()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "array(['Albania', 'Argentina', 'Australia', 'Austria', 'Belgium',\n", " 'Brazil', 'Bulgaria', 'Cambodia', 'Canada', 'Chile', 'Colombia',\n", " 'Croatia', 'Czech Republic', 'Denmark', 'Egypt', 'Estonia',\n", " 'Finland', 'France', 'Germany', 'Greece', 'Hong Kong', 'Hungary',\n", " 'Iceland', 'India', 'Indonesia', 'Ireland', 'Israel', 'Italy',\n", " 'Japan', 'Latvia', 'Lithuania', 'Luxembourg', 'Macao', 'Malaysia',\n", " 'Mexico', 'Morocco', 'Netherlands', 'New Zealand', 'Norway',\n", " 'Philippines', 'Poland', 'Portugal', 'Republic of Korea',\n", " 'Romania', 'Russia', 'Saudi Arabia', 'Serbia', 'Singapore',\n", " 'Slovakia', 'Slovenia', 'South Africa', 'Spain', 'Sweden',\n", " 'Switzerland', 'Taiwan', 'Thailand', 'Turkey', 'UK', 'Ukraine',\n", " 'United Arab Emirates', 'United States', 'Uruguay', 'Vietnam',\n", " 'Albuquerque', 'Amsterdam', 'Ann Arbor', 'Annapolis', 'Athens',\n", " 'Atlanta', 'Auckland', 'Austin', 'Bakersfield', 'Baltimore',\n", " 'Bangkok', 'Barcelona', 'Berlin', 'Birmingham - Alabama',\n", " 'Birmingham - UK', 'Bochum - Dortmund', 'Boston', 'Bridgeport',\n", " 'Brisbane', 'Brussels', 'Budapest', 'Buenos Aires', 'Cairo',\n", " 'Calgary', 'Cape Town', 'Charlotte', 'Chicago', 'Cincinnati',\n", " 'Cleveland', 'Cologne', 'Colorado Springs', 'Columbus',\n", " 'Copenhagen', 'Corpus Christi', 'Dallas', 'Delhi', 'Denver',\n", " 'Detroit', 'Dubai', 'Dublin', 'Dusseldorf', 'Edmonton',\n", " 'Frankfurt', 'Fresno', 'Fukuoka', 'Grand Rapids', 'Greensboro',\n", " 'Guadalajara', 'Halifax', 'Hamburg', 'Hartford', 'Helsinki',\n", " 'Honolulu', 'Houston', 'Hsin-chu', 'Indianapolis', 'Istanbul',\n", " 'Jacksonville', 'Jakarta', 'Johannesburg', 'Kansas City',\n", " 'Kuala Lumpur', 'Las Vegas', 'Leeds', 'Lexington', 'Lille',\n", " 'London', 'Los Angeles', 'Louisville', 'Lyon', 'Madison', 'Madrid',\n", " 'Manchester', 'Manila', 'Melbourne', 'Memphis', 'Mexico City',\n", " 'Miami', 'Milan', 'Milwaukee', 'Minneapolis', 'Modesto',\n", " 'Monterey', 'Montreal', 'Moscow', 'Mumbai', 'Munich', 'Nagoya',\n", " 'Nashville', 'New Haven', 'New Orleans', 'New York City',\n", " 'Oklahoma City', 'Omaha', 'Orlando', 'Osaka', 'Oslo', 'Ottawa',\n", " 'Paris', 'Perth', 'Philadelphia', 'Phoenix', 'Pittsburgh',\n", " 'Portland', 'Prague', 'Providence', 'Raleigh', 'Richmond',\n", " 'Rio de Janeiro', 'Riyadh', 'Rochester', 'Rome', 'Rotterdam',\n", " 'Sacramento', 'Saint Petersburg - Clearwater (Florida)',\n", " 'Saint Petersburg - Russia', 'Salt Lake City', 'San Antonio',\n", " 'San Diego', 'San Francisco - Bay Area', 'Santa Barbara',\n", " 'Santiago', 'Sao Paulo', 'Seattle', 'Seoul', 'Spokane',\n", " 'St. Louis', 'Stockholm', 'Stuttgart', 'Sydney', 'Tacoma',\n", " 'Taichung', 'Taipei', 'Tampa', 'Tel Aviv', 'Tijuana', 'Tokyo',\n", " 'Toledo', 'Toronto', 'Toulouse', 'Tucson', 'Tulsa', 'Utrecht',\n", " 'Vancouver', 'Ventura', 'Vienna', 'Virginia Beach',\n", " 'Washington DC', 'Zurich', 'Abruzzo Region', 'Acre',\n", " 'Aguascalientes', 'Aichi Prefecture', 'Akita Prefecture',\n", " 'Alabama', 'Alagoas', 'Alaska', 'Alberta', 'Alsace Region',\n", " 'Amapá', 'Amazonas', 'Amnat Charoen Province', 'Andalusia',\n", " 'Ang Thong Province', 'Antofagasta Region', 'Antwerp Province',\n", " 'Aomori Prefecture', 'Apulia Region', 'Aquitaine Region', 'Aragon',\n", " 'Araucanía Region', 'Arica and Parinacota Region', 'Arizona',\n", " 'Arkansas', 'Asturias', 'Atacama Region', 'Auckland Region',\n", " 'Australian Capital Territory', 'Autonomous Region Aosta Valley',\n", " 'Autonomous Region Friuli-Venezia Giulia',\n", " 'Autonomous Region Sardinia',\n", " 'Autonomous Region Trentino-Alto Adige/Südtirol',\n", " 'Auvergne Region',\n", " 'Aysén del General Carlos Ibáñez del Campo Region',\n", " 'Baden-Württemberg', 'Bahia', 'Bailiwick of Guernsey',\n", " 'Bailiwick of Jersey', 'Baja California', 'Baja California Sur',\n", " 'Balearic Islands', 'Banská Bystrica Region', 'Baranya County',\n", " 'Basilicata Region', 'Basque Country', 'Bavaria',\n", " 'Bay of Plenty Region', 'Biobío Region', 'Blekinge County',\n", " 'Borsod-Abaúj-Zemplén County', 'Brandenburg', 'Bratislava Region',\n", " 'British Columbia', 'Brittany Region', 'Bueng Kan Province',\n", " 'Burgenland', 'Burgundy Region', 'Buri Ram Province',\n", " 'Busan Metropolitan City', 'Bács-Kiskun County', 'Békés County',\n", " 'Calabria Region', 'California', 'Campania Region', 'Campeche',\n", " 'Canary Islands', 'Cantabria', 'Canterbury Region',\n", " 'Canton of Aargau', 'Canton of Appenzell Ausserrhoden',\n", " 'Canton of Appenzell Innerrhoden', 'Canton of Basel-Landschaft',\n", " 'Canton of Basel-Stadt', 'Canton of Bern', 'Canton of Fribourg',\n", " 'Canton of Geneva', 'Canton of Glarus', 'Canton of Graubünden',\n", " 'Canton of Jura', 'Canton of Lucerne', 'Canton of Neuchâtel',\n", " 'Canton of Nidwalden', 'Canton of Obwalden',\n", " 'Canton of Schaffhausen', 'Canton of Schwyz',\n", " 'Canton of Solothurn', 'Canton of St. Gallen', 'Canton of Thurgau',\n", " 'Canton of Ticino', 'Canton of Uri', 'Canton of Valais',\n", " 'Canton of Vaud', 'Canton of Zug', 'Canton of Zürich',\n", " 'Capital Region of Denmark', 'Carinthia', 'Carlow',\n", " 'Castile and Leon', 'Castile-La Mancha', 'Catalonia', 'Cavan',\n", " 'Ceará', 'Central Bohemian Region', 'Central Denmark Region',\n", " 'Central District', 'Central Finland', 'Central Ostrobothnia',\n", " 'Centre Region', 'Ceuta', 'Chachoengsao Province',\n", " 'Chai Nat Province', 'Chaiyaphum Province',\n", " 'Champagne-Ardenne Region', 'Chanthaburi Province',\n", " 'Chiang Mai Province', 'Chiang Rai Province', 'Chiapas',\n", " 'Chiba Prefecture', 'Chihuahua', 'Chon Buri Province',\n", " 'Chumphon Province', 'Chungcheongbuk-do', 'Chungcheongnam-do',\n", " 'Clare', 'Coahuila', 'Colima', 'Colorado', 'Community of Madrid',\n", " 'Connecticut', 'Coquimbo Region', 'Cork', 'Corsica Region',\n", " 'Csongrád County', 'Daegu Metropolitan City', 'Dalarna County',\n", " 'Delaware', 'Diekirch District', 'Distrito Federal (Brazil)',\n", " 'Donegal', 'Drenthe', 'Durango', 'East Flanders Province',\n", " 'Eastern Cape', 'Ehime Prefecture', 'Emilia-Romagna Region',\n", " 'England', 'Espírito Santo', 'Extremadura', 'Fejér County',\n", " 'Flemish Brabant Province', 'Flevoland', 'Florida',\n", " 'Franche-Comté Region', 'Free State', 'Friesland',\n", " 'Fuchien Province', 'Fukui Prefecture', 'Fukuoka Prefecture',\n", " 'Fukushima Prefecture', 'Galicia', 'Galway', 'Gangwon-do',\n", " 'Gauteng', 'Gelderland', 'Georgia', 'Gifu Prefecture',\n", " 'Gisborne District', 'Goiás', 'Gotland County',\n", " 'Greater Poland Province', 'Grevenmacher District', 'Groningen',\n", " 'Guam', 'Guanajuato', 'Guerrero', 'Gunma Prefecture',\n", " 'Gwangju Metropolitan City', 'Gyeonggi-do', 'Gyeongsangbuk-do',\n", " 'Gyeongsangnam-do', 'Győr-Moson-Sopron County', 'Gävleborg County',\n", " 'Haifa District', 'Hainaut Province', 'Hajdú-Bihar County',\n", " 'Halland County', 'Hawaii', \"Hawke's Bay Region\", 'Hesse',\n", " 'Heves County', 'Hidalgo', 'Hiroshima Prefecture',\n", " 'Hokkaido (Prefecture)', 'Hradec Králové Region',\n", " 'Hyogo Prefecture', 'Ibaraki Prefecture', 'Idaho', 'Illinois',\n", " 'Incheon Metropolitan City', 'Indiana', 'Iowa',\n", " 'Ishikawa Prefecture', 'Isle of Man', 'Iwate Prefecture',\n", " 'Jalisco', 'Jeju Special Autonomous Province', 'Jeollabuk-do',\n", " 'Jeollanam-do', 'Jerusalem District',\n", " 'Jász-Nagykun-Szolnok County', 'Jämtland County',\n", " 'Jönköping County', 'Kagawa Prefecture', 'Kagoshima Prefecture',\n", " 'Kainuu', 'Kalasin Province', 'Kalmar County',\n", " 'Kamphaeng Phet Province', 'Kanagawa Prefecture',\n", " 'Kanchanaburi Province', 'Kansas', 'Kanta-Häme', 'Kaohsiung City',\n", " 'Karlovy Vary Region', 'Kentucky', 'Kerry', 'Khon Kaen Province',\n", " 'Kildare', 'Kilkenny', 'Kochi Prefecture',\n", " 'Komárom-Esztergom County', 'Košice Region', 'Krabi Province',\n", " 'Kronoberg County', 'Kuiavia-Pomerania Province',\n", " 'Kumamoto Prefecture', 'KwaZulu-Natal', 'Kymenlaakso',\n", " 'Kyoto Prefecture', 'La Rioja', 'Lampang Province',\n", " 'Lamphun Province', 'Languedoc', 'Laois', 'Lapland Region',\n", " 'Lazio Region', 'Leitrim', 'Lesser Poland Province',\n", " 'Liberec Region', \"Libertador General Bernardo O'Higgins Region\",\n", " 'Liguria Region', 'Limburg', 'Limburg Province', 'Limerick',\n", " 'Limousin Region', 'Limpopo', 'Liège Province', 'Lodz Province',\n", " 'Loei Province', 'Lombardy Region', 'Longford',\n", " 'Lop Buri Province', 'Lorraine Region', 'Los Lagos Region',\n", " 'Los Ríos Region', 'Louisiana', 'Louth', 'Lower Austria',\n", " 'Lower Normandy Region', 'Lower Saxony', 'Lower Silesia Province',\n", " 'Lublin Province', 'Lubusz Province', 'Luxembourg District',\n", " 'Luxembourg Province', 'Mae Hong Son Province',\n", " 'Magallanes and the Chilean Antarctic Region',\n", " 'Maha Sarakham Province', 'Maine', 'Manawatū-Whanganui Region',\n", " 'Manitoba', 'Maranhão', 'Marche Region', 'Marlborough Region',\n", " 'Maryland', 'Massachusetts', 'Mato Grosso', 'Mato Grosso do Sul',\n", " 'Maule Region', 'Mayo', 'Mazovia Province', 'Meath',\n", " 'Mecklenburg-Vorpommern', 'Melilla', 'Michigan', 'Michoacán',\n", " 'Midi-Pyrénées Region', 'Mie Prefecture', 'Minas Gerais',\n", " 'Minnesota', 'Mississippi', 'Missouri', 'Miyagi Prefecture',\n", " 'Miyazaki Prefecture', 'Molise Region', 'Monaghan', 'Montana',\n", " 'Moravian-Silesian Region', 'Morelos', 'Mpumalanga',\n", " 'Mukdahan Province', 'Nagano Prefecture', 'Nagasaki Prefecture',\n", " 'Nakhon Nayok Province', 'Nakhon Pathom Province',\n", " 'Nakhon Phanom Province', 'Nakhon Ratchasima Province',\n", " 'Nakhon Sawan Province', 'Nakhon Si Thammarat Province',\n", " 'Namur Province', 'Nan Province', 'Nara Prefecture',\n", " 'Narathiwat Province', 'Navarre', 'Nayarit', 'Nebraska', 'Nelson',\n", " 'Nevada', 'New Brunswick', 'New Hampshire', 'New Jersey',\n", " 'New Mexico', 'New South Wales', 'New Taipei City', 'New York',\n", " 'Newfoundland and Labrador', 'Niigata Prefecture', 'Nitra Region',\n", " 'Nong Bua Lam Phu Province', 'Nong Khai Province',\n", " 'Nonthaburi Province', 'Nord-Pas-de-Calais Region',\n", " 'Norrbotten County', 'North Brabant', 'North Carolina',\n", " 'North Dakota', 'North Denmark Region', 'North Holland',\n", " 'North Karelia', 'North Ostrobothnia', 'North Rhine-Westphalia',\n", " 'North Savo', 'North West', 'Northern Cape', 'Northern District',\n", " 'Northern Ireland', 'Northern Territory', 'Northland Region',\n", " 'Northwest Territories', 'Nova Scotia', 'Nuevo León', 'Nunavut',\n", " 'Nógrád County', 'Oaxaca', 'Offaly', 'Ohio', 'Oita Prefecture',\n", " 'Okayama Prefecture', 'Okinawa Prefecture', 'Oklahoma',\n", " 'Olomouc Region', 'Ontario', 'Opole Province', 'Oregon',\n", " 'Osaka Prefecture', 'Ostrobothnia', 'Otago Region', 'Overijssel',\n", " 'Paraná', 'Paraíba', 'Pardubice Region', 'Pará',\n", " 'Pathum Thani Province', 'Pattani Province',\n", " 'Pays de la Loire Region', 'Pennsylvania', 'Pernambuco',\n", " 'Pest County', 'Phang-nga Province', 'Phatthalung Province',\n", " 'Phayao Province', 'Phetchabun Province', 'Phetchaburi Province',\n", " 'Phichit Province', 'Phitsanulok Province',\n", " 'Phra Nakhon Si Ayutthaya Province', 'Phrae Province',\n", " 'Phuket Province', 'Piauí', 'Picardy Region', 'Piedmont Region',\n", " 'Plzeň Region', 'Podlachia Province', 'Poitou-Charentes Region',\n", " 'Pomerania Province', 'Prachin Buri Province',\n", " 'Prachuap Khiri Khan Province', 'Prešov Region',\n", " 'Prince Edward Island', \"Provence-Alpes-Côte d'Azur Region\",\n", " 'Puebla', 'Puerto Rico', 'Päijät-Häme', 'Quebec', 'Queensland',\n", " 'Querétaro', 'Quintana Roo', 'Ranong Province',\n", " 'Ratchaburi Province', 'Rayong Province', 'Region Zealand',\n", " 'Region of Murcia', 'Region of Southern Denmark',\n", " 'Rhineland-Palatinate', 'Rhode Island', 'Rhône-Alpes Region',\n", " 'Rio Grande do Norte', 'Rio Grande do Sul',\n", " 'Rio de Janeiro (state)', 'Roi Et Province', 'Rondônia', 'Roraima',\n", " 'Roscommon', 'Sa Kaeo Province', 'Saarland', 'Saga Prefecture',\n", " 'Saitama Prefecture', 'Sakon Nakhon Province', 'Salzburg',\n", " 'Samut Prakan Province', 'Samut Sakhon Province',\n", " 'Samut Songkhram Province', 'San Luis Potosí', 'Santa Catarina',\n", " 'Santiago Metropolitan Region', 'Saraburi Province',\n", " 'Saskatchewan', 'Satakunta', 'Satun Province', 'Saxony',\n", " 'Saxony-Anhalt', 'Scania County', 'Schleswig-Holstein', 'Scotland',\n", " 'Seoul Special City', 'Sergipe', 'Shiga Prefecture',\n", " 'Shimane Prefecture', 'Shizuoka Prefecture', 'Si Sa Ket Province',\n", " 'Sicily Region', 'Silesia Province', 'Sinaloa',\n", " 'Sing Buri Province', 'Sligo', 'Somogy County',\n", " 'Songkhla Province', 'Sonora', 'South Australia',\n", " 'South Bohemia Region', 'South Carolina', 'South Dakota',\n", " 'South Holland', 'South Karelia', 'South Moravian Region',\n", " 'South Ostrobothnia', 'South Savo', 'Southern District',\n", " 'Southland Region', 'Southwest Finland', 'State of Mexico',\n", " 'Stockholm County', 'Styria', 'Subcarpathia Province',\n", " 'Sukhothai Province', 'Suphan Buri Province',\n", " 'Surat Thani Province', 'Surin Province',\n", " 'Swietokrzyskie Province', 'Szabolcs-Szatmár-Bereg County',\n", " 'São Paulo (state)', 'Södermanland County', 'Tabasco',\n", " 'Taichung City', 'Tainan City', 'Taipei City', 'Tak Province',\n", " 'Tamaulipas', 'Tampere Region', 'Taoyuan City', 'Taranaki Region',\n", " 'Tarapacá Region', 'Tasman District', 'Tasmania',\n", " 'Tel Aviv District', 'Tennessee', 'Texas',\n", " 'The Free Hanseatic City of Bremen', 'Thuringia', 'Tipperary',\n", " 'Tlaxcala', 'Tocantins', 'Tochigi Prefecture',\n", " 'Tokushima Prefecture', 'Tokyo (Prefecture)', 'Tolna County',\n", " 'Tottori Prefecture', 'Toyama Prefecture', 'Trang Province',\n", " 'Trat Province', 'Trenčín Region', 'Trnava Region',\n", " 'Tuscany Region', 'Tyrol', 'Ubon Ratchathani Province',\n", " 'Udon Thani Province', 'Umbria Region', 'Upper Austria',\n", " 'Upper Normandy Region', 'Uppsala County', 'Utah',\n", " 'Uthai Thani Province', 'Uttaradit Province', 'Uusimaa',\n", " 'Valencian Community', 'Valparaíso Region', 'Vas County',\n", " 'Veneto Region', 'Veracruz', 'Vermont', 'Veszprém County',\n", " 'Victoria', 'Virgin Islands', 'Virginia', 'Vorarlberg',\n", " 'Vysočina Region', 'Värmland County', 'Västerbotten County',\n", " 'Västernorrland County', 'Västmanland County',\n", " 'Västra Götaland County', 'Waikato Region', 'Wakayama Prefecture',\n", " 'Wales', 'Walloon Brabant Province', 'Warmia-Masuria Province',\n", " 'Washington', 'Waterford', 'Wellington Region',\n", " 'West Coast Region', 'West Flanders Province',\n", " 'West Pomeranian Province', 'West Virginia', 'Western Australia',\n", " 'Western Cape', 'Westmeath', 'Wexford', 'Wicklow', 'Wisconsin',\n", " 'Wyoming', 'Yala Province', 'Yamagata Prefecture',\n", " 'Yamaguchi Prefecture', 'Yamanashi Prefecture',\n", " 'Yasothon Province', 'Yucatán', 'Yukon Territory', 'Zacatecas',\n", " 'Zala County', 'Zeeland', 'Zlín Region', 'Île-de-France Region',\n", " 'Örebro County', 'Östergötland County', 'Ústí nad Labem Region',\n", " 'Žilina Region'], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mobility_data['region'].unique()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "799" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mobility_data['region'].nunique()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Nous avons 3 types de transport différents: transit,walking et driving, mais comme nous pouvons le voir au début du tableau, certains endroits ne disposent pas de données de transit. En regardant la région, nous avons un mélange entre les pays et les grandes villes et un total de 152 lieux uniques. Nous verrons quels endroits ont réellement les données de transit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://i0.wp.com/technosports.co.in/wp-content/uploads/2020/04/Mobility-Trends-report-by-Apple_TechnoSports.co_.in_.jpg?fit=530%2C765&ssl=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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geo_typeregiontransportation_typealternative_name2020-01-132020-01-142020-01-152020-01-162020-01-172020-01-18...2020-04-242020-04-252020-04-262020-04-272020-04-282020-04-292020-04-302020-05-012020-05-022020-05-03
5country/regionAustraliatransitNaN100.0101.78100.6499.5898.3486.97...20.9619.0622.7423.8023.7622.3523.5823.5221.4125.10
10country/regionBelgiumtransitBelgië100.098.67105.01105.87113.55110.73...26.3228.8129.9328.2025.9526.2528.0927.7327.1033.19
13country/regionBraziltransitBrasil100.0102.45104.28100.2097.0681.01...24.3721.2118.2125.2425.3025.4324.7519.5920.1218.01
20country/regionCanadatransitNaN100.0100.0398.01101.01105.4289.65...20.4419.5618.0821.7821.6621.3021.9723.6822.4222.67
29country/regionCzech RepublictransitČeská republika100.098.02101.88103.30107.22101.48...30.7527.4032.6836.0434.4433.6435.4234.1830.2033.17
..................................................................
555cityVancouvertransitNaN100.093.8186.7896.86104.6196.55...20.6020.0818.8821.5021.0820.1822.2023.9221.7321.83
558cityVenturatransitNaN100.0110.01106.44100.1495.1481.83...33.6227.4723.7529.9026.1824.3226.6130.7629.9027.61
563cityVirginia BeachtransitNaN100.087.0795.2293.3595.1394.28...52.5851.5543.3955.8652.3957.7344.5264.2953.4251.83
566cityWashington DCtransitDC100.0100.78103.92105.02112.2696.01...17.5316.7815.9018.6117.9719.0617.0019.3319.1417.33
569cityZurichtransitZürich100.0101.51108.9397.87103.9198.50...36.0236.5240.0444.2040.5343.3142.1037.2938.3644.00
\n", "

149 rows × 116 columns

\n", "
" ], "text/plain": [ " geo_type region transportation_type alternative_name \\\n", "5 country/region Australia transit NaN \n", "10 country/region Belgium transit België \n", "13 country/region Brazil transit Brasil \n", "20 country/region Canada transit NaN \n", "29 country/region Czech Republic transit Česká republika \n", ".. ... ... ... ... \n", "555 city Vancouver transit NaN \n", "558 city Ventura transit NaN \n", "563 city Virginia Beach transit NaN \n", "566 city Washington DC transit DC \n", "569 city Zurich transit Zürich \n", "\n", " 2020-01-13 2020-01-14 2020-01-15 2020-01-16 2020-01-17 2020-01-18 \\\n", "5 100.0 101.78 100.64 99.58 98.34 86.97 \n", "10 100.0 98.67 105.01 105.87 113.55 110.73 \n", "13 100.0 102.45 104.28 100.20 97.06 81.01 \n", "20 100.0 100.03 98.01 101.01 105.42 89.65 \n", "29 100.0 98.02 101.88 103.30 107.22 101.48 \n", ".. ... ... ... ... ... ... \n", "555 100.0 93.81 86.78 96.86 104.61 96.55 \n", "558 100.0 110.01 106.44 100.14 95.14 81.83 \n", "563 100.0 87.07 95.22 93.35 95.13 94.28 \n", "566 100.0 100.78 103.92 105.02 112.26 96.01 \n", "569 100.0 101.51 108.93 97.87 103.91 98.50 \n", "\n", " ... 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28 \\\n", "5 ... 20.96 19.06 22.74 23.80 23.76 \n", "10 ... 26.32 28.81 29.93 28.20 25.95 \n", "13 ... 24.37 21.21 18.21 25.24 25.30 \n", "20 ... 20.44 19.56 18.08 21.78 21.66 \n", "29 ... 30.75 27.40 32.68 36.04 34.44 \n", ".. ... ... ... ... ... ... \n", "555 ... 20.60 20.08 18.88 21.50 21.08 \n", "558 ... 33.62 27.47 23.75 29.90 26.18 \n", "563 ... 52.58 51.55 43.39 55.86 52.39 \n", "566 ... 17.53 16.78 15.90 18.61 17.97 \n", "569 ... 36.02 36.52 40.04 44.20 40.53 \n", "\n", " 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 \n", "5 22.35 23.58 23.52 21.41 25.10 \n", "10 26.25 28.09 27.73 27.10 33.19 \n", "13 25.43 24.75 19.59 20.12 18.01 \n", "20 21.30 21.97 23.68 22.42 22.67 \n", "29 33.64 35.42 34.18 30.20 33.17 \n", ".. ... ... ... ... ... \n", "555 20.18 22.20 23.92 21.73 21.83 \n", "558 24.32 26.61 30.76 29.90 27.61 \n", "563 57.73 44.52 64.29 53.42 51.83 \n", "566 19.06 17.00 19.33 19.14 17.33 \n", "569 43.31 42.10 37.29 38.36 44.00 \n", "\n", "[149 rows x 116 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mobility_data[mobility_data['transportation_type'] == 'transit']" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Nous avons 91 sur un total de 152 régions uniques avec des données de transit et elles sont un mélange de pays et de villes. Une lecture rapide montre que seuls les principaux pays et villes ont des données de transit, ce qui est logique car Apple ne disposerait pas de données pour chaque pays ou ville. C'est juste quelque chose à garder à l'esprit pour l'avenir.\n", "\n", "Maintenant que nous savons avec quel type de données nous travaillons, nous pouvons commencer à tracer et à comparer différentes villes et pays en utilisant différents types de transport. Nous commencerons par les villes françaises: Paris, Lyon et Toulouse.\n", "\n", "Premièrement, nous allons créer une fonction qui prendra la ville ou le pays et le type de transport et créer un bloc de données séparé avec les colonnes de date transposées en lignes séparées et les valeurs correspondantes." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def transpose_df(region_name, transportation):\n", "\n", " df = mobility_data[(mobility_data['region'] == region_name) &\n", " (mobility_data['transportation_type'] == transportation)]\n", "\n", " df = df.drop(['geo_type', 'alternative_name'], axis=1)\n", " df_t = df.melt(['region', 'transportation_type'], var_name='Date', value_name='Value')\n", " df_t.Date = pandas.to_datetime(df_t.Date, format='%Y-%m-%d')\n", " df_t.set_index('Date', inplace=True)\n", " df_t.Value = df_t.Value - df_t.Value.iloc[0]\n", " df_t.Value = df_t.Value.round(2)\n", " return df_t" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Maintenant que nous avons cette fonction, nous pouvons l'utiliser pour créer des blocs de données pour chacune de nos villes françaises afin que nous puissions les comparer graphiquement. Nous utiliserons d'abord le type de transport «walking» pour les comparer tous." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "is_executing": true, "name": "#%%\n" } }, "outputs": [], "source": [ "france = transpose_df('France', 'walking')\n", "paris = transpose_df('Paris', 'walking')\n", "lyon = transpose_df('Lyon', 'walking')\n", "toulouse = transpose_df('Toulouse', 'walking')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "is_executing": true, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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regiontransportation_typeValue
Date
2020-01-13Pariswalking0.00
2020-01-14Pariswalking4.05
2020-01-15Pariswalking4.61
2020-01-16Pariswalking19.24
2020-01-17Pariswalking16.14
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" ], "text/plain": [ " region transportation_type Value\n", "Date \n", "2020-01-13 Paris walking 0.00\n", "2020-01-14 Paris walking 4.05\n", "2020-01-15 Paris walking 4.61\n", "2020-01-16 Paris walking 19.24\n", "2020-01-17 Paris walking 16.14" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "paris.head()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Nous avons maintenant une seule colonne de données avec toutes les dates sous forme de lignes et leurs valeurs correspondantes dans la colonne \"Value\". Nous conservons également les colonnes de région et de type de transport, ce qui cause beaucoup de duplication, mais j'ai pensé qu'il valait mieux les conserver là au cas où quelqu'un reverrait ce bloc de données plus tard dans le code et voulait savoir ce qu'il montrait. Ces colonnes peuvent tout aussi bien être supprimées.\n", "\n", "Avant de tracer ces données, il est important de définir ce que les valeurs signifient réellement et pourquoi nous avons soustrait chaque valeur par la première valeur. Sur le site Web Apple Mobility Trends Report, mentionné ci-dessus, nous voyons que la valeur correspond au \"nombre relatif de demandes de directions par pays / région ou ville par rapport à un volume de référence au 13 janvier 2020\". Si nous regardons en arrière la vue initiale des données lorsque nous les avons chargées pour la première fois, la ligne de base a commencé à 100 et donc en soustrayant 100 de chaque valeur, nous pouvons afficher le graphique comme le pourcentage de changement par rapport à la ligne de base.\n", "\n", "Nous pouvons maintenant tracer ces données." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "is_executing": true, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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v1KlTB4cPHzb5/m/UunVrJCUlwdnZGXXq1LFG2DZX5sRrwoQJcHNzw+zZs6HR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OK7HACRfBgvcc71UMjzddatgbU4gpKV7TZ7ydNEN3vNr3QttO0cM47/zjtVKBXmro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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = [france, paris, lyon, toulouse]\n", "fig=plt.figure(figsize=(10, 6), dpi= 100, facecolor='w', edgecolor='k')\n", "for frame in data:\n", " plt.plot(frame.index, frame['Value'], label=frame['region'][0])\n", "\n", "plt.legend()\n", "plt.xlabel('Date')\n", "plt.xticks(rotation=45)\n", "plt.ylabel('Changement en pourcentage des demandes de direction (%)')\n", "plt.title('Apple Mobility Trend Data pour ' + data[0]['transportation_type'][0])\n", "plt.axvline(pandas.Timestamp('2020-03-17'), color='black')\n", "plt.axvline(pandas.Timestamp('2020-02-25'), color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans le graphique, nous pouvons observer le comportement des utilisateurs français liés à leurs requêtes d'adresses pendant qu'ils marchaient vers leur destination, on peut voir comment la période précédant au confinement présente un schéma d'augmentation jusqu'à ce qu'ils descendre rapidement lors de l'initiation du confinament le 17 mars." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Maintenant, avec les données structurées, nous pouvons comparer les enregistrements de décès COVID-19 disponibles auprès du [John Hopkins Institute](https://github.com/CSSEGISandData/COVID-19) pour découvrir leur relation avec les données sur les tendances de la mobilité disponibles pour la France mais aussi pour l'Allemagne et Taïwan." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...4/26/204/27/204/28/204/29/204/30/205/1/205/2/205/3/205/4/205/5/20
0NaNAfghanistan33.000065.0000000000...50575860646872859095
1NaNAlbania41.153320.1683000000...28283030313131313131
2NaNAlgeria28.03391.6596000000...425432437444450453459463465470
3NaNAndorra42.50631.5218000000...40404142424344454546
4NaNAngola-11.202717.8739000000...2222222222
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5 rows × 109 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n", "0 NaN Afghanistan 33.0000 65.0000 0 0 0 \n", "1 NaN Albania 41.1533 20.1683 0 0 0 \n", "2 NaN Algeria 28.0339 1.6596 0 0 0 \n", "3 NaN Andorra 42.5063 1.5218 0 0 0 \n", "4 NaN Angola -11.2027 17.8739 0 0 0 \n", "\n", " 1/25/20 1/26/20 1/27/20 ... 4/26/20 4/27/20 4/28/20 4/29/20 \\\n", "0 0 0 0 ... 50 57 58 60 \n", "1 0 0 0 ... 28 28 30 30 \n", "2 0 0 0 ... 425 432 437 444 \n", "3 0 0 0 ... 40 40 41 42 \n", "4 0 0 0 ... 2 2 2 2 \n", "\n", " 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 \n", "0 64 68 72 85 90 95 \n", "1 31 31 31 31 31 31 \n", "2 450 453 459 463 465 470 \n", "3 42 43 44 45 45 46 \n", "4 2 2 2 2 2 2 \n", "\n", "[5 rows x 109 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url='https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'\n", "\n", "corona_data=pandas.read_csv(url, error_bad_lines=False)\n", "corona_data.head()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme nous pouvons le voir, le format de ces données est très similaire au format que nous avions auparavant avec les dates toutes définies comme colonnes et les pays et régions comme lignes distinctes. Cela signifie que nous pourrions utiliser une version modifiée de la fonction transpose_df que nous avons créée ci-dessus pour convertir ce tableau dans un format plus utilisable." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...4/26/204/27/204/28/204/29/204/30/205/1/205/2/205/3/205/4/205/5/20
107French GuianaFrance3.9339-53.1258000000...1111111111
108French PolynesiaFrance-17.6797149.4068000000...0000000000
109GuadeloupeFrance16.2500-61.5833000000...12121212121212121212
110MayotteFrance-12.827545.1662000000...4444444669
111New CaledoniaFrance-20.9043165.6180000000...0000000000
112ReunionFrance-21.135155.2471000000...0000000000
113Saint BarthelemyFrance17.9000-62.8333000000...0000000000
114St MartinFrance18.0708-63.0501000000...3333333333
115MartiniqueFrance14.6415-61.0242000000...14141414141414141414
116NaNFrance46.22762.2137000000...22825232622362924056243452456324729248642516825498
259Saint Pierre and MiquelonFrance46.8852-56.3159000000...0000000000
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11 rows × 109 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 \\\n", "107 French Guiana France 3.9339 -53.1258 0 \n", "108 French Polynesia France -17.6797 149.4068 0 \n", "109 Guadeloupe France 16.2500 -61.5833 0 \n", "110 Mayotte France -12.8275 45.1662 0 \n", "111 New Caledonia France -20.9043 165.6180 0 \n", "112 Reunion France -21.1351 55.2471 0 \n", "113 Saint Barthelemy France 17.9000 -62.8333 0 \n", "114 St Martin France 18.0708 -63.0501 0 \n", "115 Martinique France 14.6415 -61.0242 0 \n", "116 NaN France 46.2276 2.2137 0 \n", "259 Saint Pierre and Miquelon France 46.8852 -56.3159 0 \n", "\n", " 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 4/26/20 4/27/20 \\\n", "107 0 0 0 0 0 ... 1 1 \n", "108 0 0 0 0 0 ... 0 0 \n", "109 0 0 0 0 0 ... 12 12 \n", "110 0 0 0 0 0 ... 4 4 \n", "111 0 0 0 0 0 ... 0 0 \n", "112 0 0 0 0 0 ... 0 0 \n", "113 0 0 0 0 0 ... 0 0 \n", "114 0 0 0 0 0 ... 3 3 \n", "115 0 0 0 0 0 ... 14 14 \n", "116 0 0 0 0 0 ... 22825 23262 \n", "259 0 0 0 0 0 ... 0 0 \n", "\n", " 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 \n", "107 1 1 1 1 1 1 1 1 \n", "108 0 0 0 0 0 0 0 0 \n", "109 12 12 12 12 12 12 12 12 \n", "110 4 4 4 4 4 6 6 9 \n", "111 0 0 0 0 0 0 0 0 \n", "112 0 0 0 0 0 0 0 0 \n", "113 0 0 0 0 0 0 0 0 \n", "114 3 3 3 3 3 3 3 3 \n", "115 14 14 14 14 14 14 14 14 \n", "116 23629 24056 24345 24563 24729 24864 25168 25498 \n", "259 0 0 0 0 0 0 0 0 \n", "\n", "[11 rows x 109 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corona_data[corona_data['Country/Region'] == 'France']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous sélectionnerons celui consolidé pour la France et nous comparerons les données de mobilité dans un graphique" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...4/26/204/27/204/28/204/29/204/30/205/1/205/2/205/3/205/4/205/5/20
116NaNFrance46.22762.2137000000...22825232622362924056243452456324729248642516825498
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1 rows × 109 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n", "116 NaN France 46.2276 2.2137 0 0 0 \n", "\n", " 1/25/20 1/26/20 1/27/20 ... 4/26/20 4/27/20 4/28/20 4/29/20 \\\n", "116 0 0 0 ... 22825 23262 23629 24056 \n", "\n", " 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 \n", "116 24345 24563 24729 24864 25168 25498 \n", "\n", "[1 rows x 109 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fr_row = corona_data[(corona_data['Country/Region'] == 'France') & (corona_data['Province/State'].isna())]\n", "fr_row" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the row that we need, we can use a modified function from the one I have created earlier to get the data into a usable format for plotting. One thing also to note is that the dates are in mm/dd/yy format as opposed to the YYYY-mm-dd format used above. We will need to fix this as well." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def transpose_corona_row(df):\n", " df = df.drop(['Province/State', 'Lat', 'Long'], axis=1)\n", " df_t = df.melt(['Country/Region'], var_name='Date', value_name='Value')\n", " df_t.Date = pandas.to_datetime(df_t.Date)\n", " df_t.set_index('Date', inplace=True)\n", " return df_t" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/html": [ "
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Country/RegionValue
Date
2020-01-22France0
2020-01-23France0
2020-01-24France0
2020-01-25France0
2020-01-26France0
.........
2020-05-01France24563
2020-05-02France24729
2020-05-03France24864
2020-05-04France25168
2020-05-05France25498
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105 rows × 2 columns

\n", "
" ], "text/plain": [ " Country/Region Value\n", "Date \n", "2020-01-22 France 0\n", "2020-01-23 France 0\n", "2020-01-24 France 0\n", "2020-01-25 France 0\n", "2020-01-26 France 0\n", "... ... ...\n", "2020-05-01 France 24563\n", "2020-05-02 France 24729\n", "2020-05-03 France 24864\n", "2020-05-04 France 25168\n", "2020-05-05 France 25498\n", "\n", "[105 rows x 2 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FR_deaths = transpose_corona_row(fr_row)\n", "FR_deaths" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous avons les données dans le bon format, nous pouvons tracer les variables de mobilité et de décès sur le même graphique pour voir leur évolution et voir comment les choses évoluent avec l'augmentation du nombre de décès en France." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": 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vAI7xKZuOtUr/HfgF2AaMBlYAuFNcMcAwYErTiakoiqIoiqK0RIwxbN26lcjI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\nOoreF07n1LunKl6zwWzA3iBET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np3ROd0t7iD48x6qp8b2qZ/p5uE+1bnqGPptqV4/B5O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\n0y2EFb3RGD94bBMAnz5rPrXl9qvhIUQ+hAO+h4GHATz+IVtT9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Wp5vqaFpiu8Z5W5fGfq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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FR_walking = transpose_df('France', 'walking')\n", "FR_driving = transpose_df('France', 'driving')\n", "FR_transit = transpose_df('France', 'transit')\n", "fig, ax1 = plt.subplots(figsize=(10, 6), dpi=100)\n", "\n", "color = 'tab:red'\n", "ax1.set_xlabel('Date')\n", "ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n", "ax1.set_ylabel('Changement en pourcentage des demandes de direction (%)', color=color)\n", "ax1.plot(FR_walking.index, FR_walking['Value'], label='Walking', color='purple')\n", "ax1.plot(FR_driving.index, FR_driving['Value'], label='Driving', color='green')\n", "ax1.plot(FR_transit.index, FR_transit['Value'], label='Transit', color='orange')\n", "ax1.legend(bbox_to_anchor=(0.9,1), loc='upper right')\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx() \n", "\n", "color = 'tab:blue'\n", "ax2.set_ylabel('Décès confirmés (cumulatifs)', color=color) \n", "ax2.plot(FR_deaths.index, FR_deaths['Value'], color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "fig.tight_layout() \n", "plt.axvline(pandas.Timestamp('2020-03-17'), color='black')\n", "plt.axvline(pandas.Timestamp('2020-02-25'), color='red')\n", "plt.title('Apple Mobility Trend Data par rapport aux décès cumulés au COVID-19 en France')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "is_executing": true } }, "source": [ "Nous pouvons voir que les décès en France commençaient à peine à augmenter lorsque le confinement est entré en vigueur et peu de temps après, le nombre de décès a augmenté de façon exponentielle tandis que la réduction des demandes de mobilité a considérablement diminué, mais il semble que cela n'ait pas eu l'effet souhaité en autorités sanitaires, on retrouve également ce même scénario à Paris, en Allemagne et à Taiwan.\n", "\n", "Il convient également de voir la différence entre le premier décès dans le pays (ligne rouge) et le début du confinement (ligne noire), 21 jours se sont écoulés." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Paris" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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kUZ9I/E9Fiec/13hNexp7M+x0qKmVdR7wmTFmbQTXiWf5Po+9zgOBGFsF/d/AiSJyi4h0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HFo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\niwiGO7Vu1y+Ew6S+kzrUD6KhPhBv6jfRUd9JfeofciAaXi6Hxd0bw09V/8/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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PR_walking = transpose_df('Paris', 'walking')\n", "PR_driving = transpose_df('Paris', 'driving')\n", "PR_transit = transpose_df('Paris', 'transit')\n", "fig, ax1 = plt.subplots(figsize=(10, 6), dpi=100)\n", "\n", "color = 'tab:red'\n", "ax1.set_xlabel('Date')\n", "ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n", "ax1.set_ylabel('Changement en pourcentage des demandes de direction (%)', color=color)\n", "ax1.plot(PR_walking.index, PR_walking['Value'], label='Walking', color='purple')\n", "ax1.plot(PR_driving.index, PR_driving['Value'], label='Driving', color='green')\n", "ax1.plot(PR_transit.index, PR_transit['Value'], label='Transit', color='orange')\n", "ax1.legend(bbox_to_anchor=(0.9,1), loc='upper right')\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx() \n", "\n", "color = 'tab:blue'\n", "ax2.set_ylabel('Décès confirmés (cumulatifs)', color=color) \n", "ax2.plot(FR_deaths.index, FR_deaths['Value'], color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "fig.tight_layout() \n", "plt.axvline(pandas.Timestamp('2020-03-17'), color='black')\n", "plt.axvline(pandas.Timestamp('2020-02-25'), color='red')\n", "plt.title('Apple Mobility Trend Data par rapport aux décès cumulés au COVID-19 à Paris')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Allemagne" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...4/26/204/27/204/28/204/29/204/30/205/1/205/2/205/3/205/4/205/5/20
120NaNGermany51.09.0000000...5976612663146467662367366812686669936993
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1 rows × 109 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n", "120 NaN Germany 51.0 9.0 0 0 0 \n", "\n", " 1/25/20 1/26/20 1/27/20 ... 4/26/20 4/27/20 4/28/20 4/29/20 \\\n", "120 0 0 0 ... 5976 6126 6314 6467 \n", "\n", " 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 \n", "120 6623 6736 6812 6866 6993 6993 \n", "\n", "[1 rows x 109 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "AL_row = corona_data[(corona_data['Country/Region'] == 'Germany') & (corona_data['Province/State'].isna())]\n", "AL_row" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country/RegionValue
Date
2020-01-22Germany0
2020-01-23Germany0
2020-01-24Germany0
2020-01-25Germany0
2020-01-26Germany0
.........
2020-05-01Germany6736
2020-05-02Germany6812
2020-05-03Germany6866
2020-05-04Germany6993
2020-05-05Germany6993
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105 rows × 2 columns

\n", "
" ], "text/plain": [ " Country/Region Value\n", "Date \n", "2020-01-22 Germany 0\n", "2020-01-23 Germany 0\n", "2020-01-24 Germany 0\n", "2020-01-25 Germany 0\n", "2020-01-26 Germany 0\n", "... ... ...\n", "2020-05-01 Germany 6736\n", "2020-05-02 Germany 6812\n", "2020-05-03 Germany 6866\n", "2020-05-04 Germany 6993\n", "2020-05-05 Germany 6993\n", "\n", "[105 rows x 2 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "AL_deaths = transpose_corona_row(AL_row)\n", "AL_deaths" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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UUkoppVQUqqurKS8vj3c2lEdycjKJiYnxzoZSdWjQrZRSSimlVITKy8tZvXo1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TY4+Rfw5udg1/9A1xNw8s9h7oejz1MUePPz0P8a5FfA2U9AYfz3yFAwhB07I8tGKJ2dvNohKgRR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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "AL_walking = transpose_df('Germany', 'walking')\n", "AL_driving = transpose_df('Germany', 'driving')\n", "AL_transit = transpose_df('Germany', 'transit')\n", "fig, ax1 = plt.subplots(figsize=(10, 6), dpi=100)\n", "\n", "color = 'tab:red'\n", "ax1.set_xlabel('Date')\n", "ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n", "ax1.set_ylabel('Changement en pourcentage des demandes de direction (%)', color=color)\n", "ax1.plot(AL_walking.index, AL_walking['Value'], label='Walking', color='purple')\n", "ax1.plot(AL_driving.index, AL_driving['Value'], label='Driving', color='green')\n", "ax1.plot(AL_transit.index, AL_transit['Value'], label='Transit', color='orange')\n", "ax1.legend(bbox_to_anchor=(0.9,1), loc='upper right')\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx() \n", "\n", "color = 'tab:blue'\n", "ax2.set_ylabel('Décès confirmés (cumulatifs)', color=color) \n", "ax2.plot(AL_deaths.index, AL_deaths['Value'], color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "fig.tight_layout()\n", "plt.axvline(pandas.Timestamp('2020-03-09'), color='red')\n", "plt.title('Apple Mobility Trend Data par rapport aux décès cumulés au COVID-19 en Allemagne')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans ce cas, la mobilité a diminué depuis le premier rapport de décès, puis la mobilité a augmenté." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Taiwan" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...4/26/204/27/204/28/204/29/204/30/205/1/205/2/205/3/205/4/205/5/20
207NaNTaiwan*23.7121.0000000...6666666666
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1 rows × 109 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n", "207 NaN Taiwan* 23.7 121.0 0 0 0 \n", "\n", " 1/25/20 1/26/20 1/27/20 ... 4/26/20 4/27/20 4/28/20 4/29/20 \\\n", "207 0 0 0 ... 6 6 6 6 \n", "\n", " 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 \n", "207 6 6 6 6 6 6 \n", "\n", "[1 rows x 109 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TW_row = corona_data[(corona_data['Country/Region'] == 'Taiwan*') & (corona_data['Province/State'].isna())]\n", "TW_row" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country/RegionValue
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2020-01-22Taiwan*0
2020-01-23Taiwan*0
2020-01-24Taiwan*0
2020-01-25Taiwan*0
2020-01-26Taiwan*0
.........
2020-05-01Taiwan*6
2020-05-02Taiwan*6
2020-05-03Taiwan*6
2020-05-04Taiwan*6
2020-05-05Taiwan*6
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105 rows × 2 columns

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" ], "text/plain": [ " Country/Region Value\n", "Date \n", "2020-01-22 Taiwan* 0\n", "2020-01-23 Taiwan* 0\n", "2020-01-24 Taiwan* 0\n", "2020-01-25 Taiwan* 0\n", "2020-01-26 Taiwan* 0\n", "... ... ...\n", "2020-05-01 Taiwan* 6\n", "2020-05-02 Taiwan* 6\n", "2020-05-03 Taiwan* 6\n", "2020-05-04 Taiwan* 6\n", "2020-05-05 Taiwan* 6\n", "\n", "[105 rows x 2 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TW_deaths = transpose_corona_row(TW_row)\n", "TW_deaths" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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BMSbfoUgPokq3iIiIiEg3YK1l+fLlFBYWMnLkSAoK1BO0u7DWUldXR1VVFYCm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yr3uoJWRsS6yISVretw+afSqSygjmRIqiczHXScyb10LXR75Cy/B3NI0jHfnzwCT6J5l2BVjj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\nF0ZJLu/YK1QbxQI5S2K6ZAODzx1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pI+pW/X1VSJu9tJfnpZigR9uM9kAM7+v29HrY984+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\nHthQGnqf/Z1Q+Yi4r2eAmj/5PqtlHIvu+nahclsUL1nmtvBC1ECo4amTxH0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Usu9HXUZF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2DvibXu3//Sl6Fls6vuvs+3YcbXoLQiZ02W4jFx/oILga8Ao4E3gEuWXz3viXy0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\nX/2bIfVDYeum//5grV1rj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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TW_walking = transpose_df('Taiwan', 'walking')\n", "TW_driving = transpose_df('Taiwan', 'driving')\n", "TW_transit = transpose_df('Taiwan', 'transit')\n", "fig, ax1 = plt.subplots(figsize=(10, 6), dpi=100)\n", "\n", "color = 'tab:red'\n", "ax1.set_xlabel('Date')\n", "ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n", "ax1.set_ylabel('Changement en pourcentage des demandes de direction (%)', color=color)\n", "ax1.plot(TW_walking.index, TW_walking['Value'], label='Walking', color='purple')\n", "ax1.plot(TW_driving.index, TW_driving['Value'], label='Driving', color='green')\n", "ax1.plot(TW_transit.index, TW_transit['Value'], label='Transit', color='orange')\n", "ax1.legend(bbox_to_anchor=(0.9,1), loc='upper right')\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx() \n", "\n", "color = 'tab:blue'\n", "ax2.set_ylabel('Décès confirmés (cumulatifs)', color=color) \n", "ax2.plot(TW_deaths.index, TW_deaths['Value'], color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "fig.tight_layout() \n", "plt.axvline(pandas.Timestamp('2020-03-17'), color='black')\n", "plt.title('Apple Mobility Trend Data par rapport aux décès cumulés au COVID-19 à Taiwan')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Un cas totalement différent à Taiwan où la mobilité n'a pas diminué de manière aussi drastique par rapport aux valeurs antérieures au premier décès dans ce pays le 16 février" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les résultats nous permettent de voir le potentiel des données dans l'analyse de la pandémie, il est évident que la mobilité n'est qu'une partie de toutes les ressources qui ont été considérées pour freiner le nombre de décès, dans certains cas extrêmes, les mesures de restriction des mouvements ils ne sont pas aussi efficaces que dans d'autres pays, cependant il est nécessaire de préparer une meilleure analyse en considérant le début des cas et de le comparer avec d'autres mesures prises comme le nombre de tests, les caractéristiques sociales et d'autres facteurs qui diminuent le nombre des décès.\n", "\n", "En tant que première approximation de l'analyse du comportement social, les données nous donnent une idée de la façon dont les sociétés Apple et Google capturent nos données et les utilisent pour analyser leurs marchés." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Google Trends\n", "\n", "pytrends 1.1.3\n", "\n", "Google Trends in Infodemiology and Infoveillance:MethodologyFramework\n", "\n", "Analyzing Coronavirus Engagement with Google Trends in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 👍👍
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##" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }