Visualisation de données

Voici quelques-unes de mes analyses et visualisations de données créées avec R et ggplot2.

Vous pouvez voir un échantillon des données utilisées pour certaines visualisations et cliquer sur les images pour les voir en taille réelle.



Aperçu des salaires aux États-Unis par secteur d’activité, éducation et écart entre les sexes

Analyse de l’enquête “Ask a Manager”

Aperçu des salaires aux États-Unis par secteur d’activité, éducation et écart entre les sexes

timestamp how_old_are_you industry job_title additional_context_on_job_title annual_salary other_monetary_comp currency currency_other additional_context_on_income country state city overall_years_of_professional_experience years_of_experience_in_field highest_level_of_education_completed gender race
4/28/2021 10:17:21 25-34 Computing or Tech Senior Physicist NA 46000 2000 GBP NA Bonus based on company performance United Kingdom NA Cambridge 5-7 years 5-7 years Master's degree Man White
4/27/2021 11:35:35 45-54 Education (Primary/Secondary) Data Processor NA 42500 0 USD NA NA USA Washington Seattle 11 - 20 years 2 - 4 years Some college Woman Asian or Asian American, White
5/10/2021 20:03:11 35-44 Accounting, Banking & Finance Vice President Client Service 110000 13000 USD NA NA United States Massachusetts Quincy 11 - 20 years 11 - 20 years Master's degree Man White
4/27/2021 11:15:34 18-24 Retail Asset Protection NA 32000 2200 USD NA NA United States Texas Waco 31 - 40 years 2 - 4 years High School Woman White
4/29/2021 12:17:30 25-34 Agriculture or Forestry Research Associate NA 56600 4395 USD NA The bonus amount is the gross amount given; I actually received less since it was taxed at a 22% rate United States of America North Carolina Durham 2 - 4 years 2 - 4 years College degree Non-binary White
4/28/2021 15:31:34 35-44 Education (Higher Education) Program Coordinator NA 51272 1000 USD NA NA USA California Los Angeles 11 - 20 years 11 - 20 years College degree Woman Asian or Asian American, White, Another option not listed here or prefer not to answer
4/28/2021 21:34:13 45-54 Computing or Tech QA Lead NA 75000 0 USD NA NA Usa Indiana South bend 21 - 30 years 5-7 years Master's degree Woman White
4/30/2021 19:48:19 25-34 Computing or Tech Product manager NA 110000 10000 USD NA NA USA Pennsylvania Philadelphia 8 - 10 years 1 year or less College degree Woman White
4/28/2021 8:41:05 35-44 Accounting, Banking & Finance Sales Auditor NA 39000 NA USD NA NA United States Texas Houston 21 - 30 years 5-7 years College degree Woman White
4/28/2021 18:55:06 35-44 Nonprofits Senior Director NA 110000 4000 USD NA NA USA District of Columbia Washington DC 11 - 20 years 11 - 20 years College degree Man White



Historique des Comités Nationaux Olympiques participant aux Jeux Olympiques d’été

Historique des Comités Nationaux Olympiques participant aux Jeux Olympiques d’été

id name sex age height weight team noc games year season city sport event medal
86578 Kiyomi Niwata F 33 166 53 Japan JPN 2004 Summer 2004 Summer Athina Triathlon Triathlon Women's Olympic Distance NA
117924 Masanao Takahashi M 34 170 65 Japan JPN 2016 Summer 2016 Summer Rio de Janeiro Equestrianism Equestrianism Mixed Dressage, Team NA
110542 Natlia Cunha e Silva F 24 NA NA Portugal POR 1952 Summer 1952 Summer Helsinki Gymnastics Gymnastics Women's Balance Beam NA
11504 Syed Abbas Haider Bilgrami M 18 167 56 Pakistan PAK 2008 Summer 2008 Summer Beijing Hockey Hockey Men's Hockey NA
25068 Bertrand ric Hugues Damaisin M 23 173 77 France FRA 1992 Summer 1992 Summer Barcelona Judo Judo Men's Half-Middleweight Bronze
82906 Zafar Ahmed Muhammad M 47 172 83 Pakistan PAK 1960 Summer 1960 Summer Roma Shooting Shooting Men's Free Pistol, 50 metres NA
109853 Tsukasa Shiotani M 27 182 80 Japan JPN 2016 Summer 2016 Summer Rio de Janeiro Football Football Men's Football NA
81329 Luc Moneger M 19 166 56 France-2 FRA 1994 Winter 1994 Winter Lillehammer Figure Skating Figure Skating Mixed Ice Dancing NA
73024 Craig Innis MacKay M 20 NA NA Canada CAN 1948 Winter 1948 Winter Sankt Moritz Speed Skating Speed Skating Men's 5,000 metres NA
103 Silvano Abba M 25 NA NA Italy ITA 1936 Summer 1936 Summer Berlin Modern Pentathlon Modern Pentathlon Men's Individual Bronze



Evolution des expéditions & décès dans l’Himalaya

Evolution des expéditions & décès dans l’Himalaya

expedition_id peak_id peak_name year season basecamp_date highpoint_date termination_date termination_reason highpoint_metres members member_deaths hired_staff hired_staff_deaths oxygen_used trekking_agency
EVER16121 EVER Everest 2016 Spring 2016-04-09 2016-05-19 2016-05-24 Success (main peak) 8850 7 0 15 0 TRUE Expedition Himalaya
EVER15152 EVER Everest 2015 Spring 2015-04-27 NA 2015-05-01 Other 5350 4 0 1 0 FALSE Shangri-La Nepal Treks
EVER03117 EVER Everest 2003 Spring 2003-04-18 2003-05-26 2003-05-29 Success (main peak) 8850 7 0 3 0 TRUE Thamserku Trekking
AMAD06333 AMAD Ama Dablam 2006 Autumn 2006-10-12 2006-10-23 2006-10-24 Success (main peak) 6814 2 0 1 0 FALSE High Country Trekking
CHOY97305 CHOY Cho Oyu 1997 Autumn 1997-09-01 1997-09-20 NA Success (main peak) 8188 7 0 2 0 FALSE Thamserku Trekking
LHOT98101 LHOT Lhotse 1998 Spring 1998-03-30 1998-05-17 NA Illness, AMS, exhaustion, or frostbite 8485 1 0 0 0 FALSE Sea to Summit Trekking
CHOY97316 CHOY Cho Oyu 1997 Autumn 1997-09-18 1997-10-13 1997-10-15 Success (main peak) 8188 7 0 2 0 FALSE Thamserku Trekking
MAKA12105 MAKA Makalu 2012 Spring 2012-04-16 2012-05-10 2012-05-13 Success (main peak) 8485 1 0 1 0 TRUE Seven Summit Treks
EVER07124 EVER Everest 2007 Spring 2007-04-23 2007-05-23 2007-06-07 Success (main peak) 8850 9 0 8 0 TRUE Arun Treks
CHOY06314 CHOY Cho Oyu 2006 Autumn 2006-09-08 2006-10-01 2006-10-04 Success (main peak) 8188 3 0 1 0 FALSE Thamserku Trekking



Classement des 5 principaux émetteurs de CO2 issus de la combustion de carburants

Conçu pour le #30DayChartChallenge, thème : Monochrome

Classement des 5 principaux émetteurs de CO2 issus de la combustion de carburants



Evolution des températures en France

Conçu pour le #30DayChartChallenge, thème : Distributions avec bandes

Evolution des températures en France



Changement annuel de la superficie forestière

Changement annuel de la superficie forestière

entity code year net_forest_conversion
Turkey TUR 2010 109440
Argentina ARG 1990 -182600
Poland POL 1990 17700
El Salvador SLV 2015 -4500
Netherlands NLD 2015 930
Denmark DNK 2015 750
Guinea GIN 1990 -34700
Sao Tome and Principe STP 2000 -30
Gibraltar GIB 2015 0
Serbia SRB 2010 1310



Test de Bechdel - Représentation des femmes dans les films

Test de Bechdel - Représentation des femmes dans les films

year imdb title test clean_test binary budget domgross intgross code budget_2013 domgross_2013 intgross_2013 period_code decade_code imdb_id plot rated response language country writer metascore imdb_rating director released actors genre awards runtime type poster imdb_votes error
2005 tt0398712 Assault on Precinct 13 ok ok PASS 3.0e+07 20040895 36040895 2005PASS 35790994 23909452 42997982 2 2 0398712 A police sergeant must rally the cops and prisoners together to protect themselves on New Year's Eve, just as corrupt policeman surround the station with the intent of killing all to keep their deception in the ranks. R TRUE English, Serbian USA, France John Carpenter (earlier film), James DeMonaco (screenplay) 54 6.3 Jean-François Richet 19 Jan 2005 Ethan Hawke, Laurence Fishburne, Gabriel Byrne, Maria Bello Action, Drama, Crime 1 win & 2 nominations. 109 min movie http://ia.media-imdb.com/images/M/MV5BMTk4OTM3ODU4NF5BMl5BanBnXkFtZTcwNTM0NjcyMQ@@._V1_SX300.jpg 58960 NA
2005 tt0363771 The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ok ok PASS 1.8e+08 291710957 748806957 2005PASS 214745963 348020836 893351507 2 2 0363771 Four kids travel through a wardrobe to the land of Narnia and learn of their destiny to free it with the guidance of a mystical lion. PG TRUE English, German USA, UK Ann Peacock (screenplay), Andrew Adamson (screenplay), Christopher Markus (screenplay), Stephen McFeely (screenplay), C.S. Lewis (book) 75 6.9 Andrew Adamson 09 Dec 2005 Georgie Henley, Skandar Keynes, William Moseley, Anna Popplewell Adventure, Family, Fantasy Won 1 Oscar. Another 14 wins & 36 nominations. 143 min movie http://ia.media-imdb.com/images/M/MV5BMTc0NTUwMTU5OV5BMl5BanBnXkFtZTcwNjAwNzQzMw@@._V1_SX300.jpg 216450 NA
2004 tt0383694 Vera Drake ok ok PASS 1.1e+07 3753806 13353855 2004PASS 13565122 4629167 16467879 3 2 0383694 Abortionist Vera Drake finds her beliefs and practices clash with the mores of 1950s Britain--a conflict that leads to tragedy for her family. R TRUE English UK, France Mike Leigh 83 7.7 Mike Leigh 07 Jan 2005 Imelda Staunton, Richard Graham, Eddie Marsan, Anna Keaveney Crime, Drama Nominated for 3 Oscars. Another 36 wins & 28 nominations. 125 min movie http://ia.media-imdb.com/images/M/MV5BMTY4NTI2OTI0MF5BMl5BanBnXkFtZTcwNTMxMzcyMQ@@._V1_SX300.jpg 17487 NA
2011 tt0472181 The Smurfs ok ok PASS 1.1e+08 142614158 563066551 2011PASS 113925987 147704169 583162839 1 1 0472181 When the evil wizard Gargamel chases the tiny blue Smurfs out of their village, they tumble from their magical world into New York City. PG TRUE English USA J. David Stem (screenplay), David N. Weiss (screenplay), Jay Scherick (screenplay), David Ronn (screenplay), J. David Stem (story), David N. Weiss (story), Peyo (characters) 30 5.5 Raja Gosnell 29 Jul 2011 Hank Azaria, Neil Patrick Harris, Jayma Mays, Sofía Vergara Animation, Adventure, Comedy 2 wins & 6 nominations. 103 min movie http://ia.media-imdb.com/images/M/MV5BMTY4MDc2NzQ4MF5BMl5BanBnXkFtZTcwNDc5OTU2NA@@._V1_SX300.jpg 52458 NA
1992 tt0104070 Death Becomes Her ok ok PASS 5.5e+07 58422650 149022650 1992PASS 91319098 97001885 247429345 5 3 0104070 When a woman learns of an immortality treatment, she sees it as a way to outdo her long-time rival. PG-13 TRUE English USA Martin Donovan, David Koepp NA 6.3 Robert Zemeckis 31 Jul 1992 Meryl Streep, Bruce Willis, Goldie Hawn, Isabella Rossellini Comedy, Fantasy Won 1 Oscar. Another 4 wins & 11 nominations. 104 min movie http://ia.media-imdb.com/images/M/MV5BNzQ3MTYzNDQzOV5BMl5BanBnXkFtZTYwODU2OTI5._V1_SX300.jpg 62071 NA
2002 tt0304669 The Santa Clause 2 notalk notalk FAIL 6.5e+07 139225854 172825854 2002FAIL 84186649 180322432 223840454 3 2 0304669 Scott Calvin has been a humble Santa Claus for nearly ten years, but it might come to an end if he doesn't find a Mrs. Claus. G TRUE English USA Don Rhymer (screenplay), Cinco Paul (screenplay), Ken Daurio (screenplay), Ed Decter (screenplay), John J. Strauss (screenplay), Leo Benvenuti (characters), Steve Rudnick (characters), Leo Benvenuti (story), Steve Rudnick (story) 48 5.5 Michael Lembeck 01 Nov 2002 Tim Allen, Elizabeth Mitchell, David Krumholtz, Eric Lloyd Comedy, Family, Fantasy 1 win & 3 nominations. 104 min movie http://ia.media-imdb.com/images/M/MV5BMjA3OTg1MDQxOF5BMl5BanBnXkFtZTcwMzc0MjAwMQ@@._V1_SX300.jpg 25157 NA
1989 tt0097815 Major League notalk notalk FAIL 1.1e+07 49793054 49793054 1989FAIL 20675477 93590469 93590469 NA NA 0097815 The new owner of the Cleveland Indians puts together a purposely horrible team so they'll lose and she can move the team. But when the plot is uncovered, they start winning just to spite her. R TRUE English, Spanish, Japanese USA David S. Ward NA 7.2 David S. Ward 07 Apr 1989 Tom Berenger, Charlie Sheen, Corbin Bernsen, Margaret Whitton Comedy, Sport 1 nomination. 107 min movie http://ia.media-imdb.com/images/M/MV5BMTcyMDE5NzIxMV5BMl5BanBnXkFtZTcwNDUwNzE0MQ@@._V1_SX300.jpg 39447 NA
2005 tt0356910 Mr. & Mrs. Smith men men FAIL 1.1e+08 186336279 478336279 2005FAIL 131233644 222305354 570671028 2 2 0356910 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
1996 tt0115736 Bound ok ok PASS 4.5e+06 3802260 7011317 1996PASS 6683242 5646983 10412962 4 3 0115736 Corky, a tough female ex con and her lover Violet concoct a scheme to steal millions of stashed mob money and pin the blame on Violet's crooked boyfriend Caeser. R TRUE English USA Andy Wachowski, Lana Wachowski 61 7.5 Andy Wachowski, Lana Wachowski 04 Oct 1996 Jennifer Tilly, Gina Gershon, Joe Pantoliano, John P. Ryan Crime, Drama, Thriller 6 wins & 10 nominations. 108 min movie http://ia.media-imdb.com/images/M/MV5BMTI0MjczOTYxNl5BMl5BanBnXkFtZTYwNjc0Mjk5._V1_SX300.jpg 34360 NA
1994 tt0111255 The Specialist notalk notalk FAIL 4.5e+07 57362581 57362581 1994FAIL 70724911 90154744 90154744 5 3 0111255 A woman entices a bomb expert she's involved with into destroying the mafia that killed her family. R TRUE English Peru, USA John Shirley (Specialist novels), Alexandra Seros NA 5.3 Luis Llosa 07 Oct 1994 Sylvester Stallone, Sharon Stone, James Woods, Rod Steiger Action, Thriller 3 wins & 4 nominations. 110 min movie http://ia.media-imdb.com/images/M/MV5BMTA5ODg3NTMzODZeQTJeQWpwZ15BbWU2MDA5MDg2OA@@._V1_SX300.jpg 38538 NA



L’indice Big Mac

L’indice Big Mac

date iso_a3 currency_code name local_price dollar_ex dollar_price usd_raw eur_raw gbp_raw jpy_raw cny_raw gdp_dollar adj_price usd_adjusted eur_adjusted gbp_adjusted jpy_adjusted cny_adjusted
2016-07-01 IDN IDR Indonesia 31000.0000 13112.50000 2.364156 -0.53092 -0.43786 -0.39999 -0.31807 -0.15119 3362.357 2.717027 -0.171 -0.185 -0.046 -0.028 -0.094
2018-07-01 KOR KRW South Korea 4500.0000 1116.00000 4.032258 -0.26819 -0.14843 -0.04709 0.15023 0.30252 29891.255 3.845935 -0.034 -0.081 0.054 0.257 0.003
2016-01-01 POL PLN Poland 9.6000 4.04770 2.371717 -0.51892 -0.40692 -0.43823 -0.23948 -0.11624 14411.495 2.805692 -0.269 -0.209 -0.209 -0.024 -0.195
2015-01-01 HUN HUF Hungary 860.0000 271.39345 3.168831 -0.33845 -0.25681 -0.27457 0.00859 0.14437 13387.975 3.060537 -0.004 -0.017 -0.034 0.332 0.050
2015-01-01 THA THB Thailand 99.0000 32.60500 3.036344 -0.36611 -0.28788 -0.30490 -0.03358 0.09653 5675.800 2.759122 0.059 0.045 0.027 0.415 0.116
2001-04-01 MYS MYR Malaysia 4.5200 3.80000 1.189474 -0.53170 -0.47406 -0.58201 -0.49832 -0.00517 NA NA NA NA NA NA NA
2012-07-01 USA USD United States 4.3275 1.00000 4.327500 0.00000 -0.00390 0.03967 0.05780 0.76653 47283.633 4.653965 0.000 -0.100 -0.068 0.014 0.063
2014-01-01 TUR TRY Turkey 8.5000 2.26155 3.758484 -0.18721 -0.24252 -0.18767 0.26388 0.37010 10362.609 3.107945 0.282 0.101 0.164 0.947 0.267
2016-01-01 URY UYU Uruguay 113.0000 30.18500 3.743581 -0.24065 -0.06387 -0.11329 0.20042 0.39495 NA NA NA NA NA NA NA
2007-01-01 JPN JPY Japan 280.0000 121.58500 2.302916 -0.28481 -0.39543 -0.39930 0.00000 0.62760 NA NA NA NA NA NA NA



Récompenses des jeux vidéo sur Steam

Récompenses des jeux vidéo sur Steam

gamename year month avg gain peak avg_peak_perc
Hentai Girl 2019 June 20.32 6.95 105 19.3524%
The Sims(TM) 3 2014 January 1644.51 201.55 3604 45.6301%
The Witness 2016 March 342.00 -1006.43 808 42.3267%
Robot Roller-Derby Disco Dodgeball 2020 October 4.13 -0.89 21 19.6667%
Osiris: New Dawn 2017 May 227.20 -134.54 625 36.352%
Trine 2 2020 June 78.29 -65.22 203 38.5665%
XCOM: Enemy Unknown 2014 September 3985.98 -1138.15 9581 41.603%
Owlboy 2018 February 207.93 96.44 718 28.9596%
Saints Row IV 2019 January 578.70 -35.93 1421 40.7248%
Hearts of Iron III 2012 July 210.39 NA 371 56.7089%



Inégalités raciales et de genre aux États-Unis face aux revenus

Inégalités raciales et de genre aux États-Unis face aux revenus

sex race ethnic_origin age year quarter n_persons median_weekly_earn
Women White All Origins 16 years and over 2011 3 35082000 699
Both Sexes Asian All Origins 55 years and over 2018 2 1319000 962
Both Sexes All Races All Origins 16 to 24 years 2018 3 11397000 539
Women Black or African American All Origins 25 years and over 2019 3 7452000 707
Both Sexes All Races Hispanic or Latino 25 to 54 years 2017 3 14730000 685
Men All Races Hispanic or Latino 16 to 24 years 2020 2 996000 594
Men All Races All Origins 55 years and over 2011 3 10233000 964
Men Asian All Origins 25 years and over 2017 4 3837000 1293
Men Asian All Origins 55 years and over 2015 3 618000 1030
Women White All Origins 55 years and over 2013 4 7673000 788



Inégalité de richesse aux États-Unis

Inégalité de richesse aux États-Unis

type year race wealth_family
Average 1998 White 497581.10
Median 1992 Hispanic 11387.30
Average 2007 White 802519.80
Median 2010 Black 17574.73
Median 1998 Non-White NA
Average 2013 Non-White NA
Average 2001 White 662337.10
Median 2001 Black 26148.63
Average 1995 Hispanic 96487.67
Average 2001 Black 97930.09



Pollution plastique

Pollution plastique

country year parent_company empty hdpe ldpe o pet pp ps pvc grand_total num_events volunteers
China 2020 Shandong Huashi fishing bait Co. LTD 0 0 0 4 0 0 0 0 4 1 2175
Brazil 2019 Ambeve 0 0 NA 0 3 0 0 NA 3 3 419
United States of America 2020 Coors Brewing Company 4 0 0 0 0 0 0 0 4 134 511
India 2020 Aruna Food Products 0 0 0 0 0 1 0 0 1 56 353
Spain 2019 Vasos De Plástico 0 0 0 8 0 NA NA NA 8 12 330
Hong Kong 2019 Lao Di Fang 0 0 0 1 0 0 0 NA 1 7 67
Vietnam 2020 International Food Company 0 0 0 1 0 0 0 0 1 6 27
Philippines 2019 Tender Juicy Hotdog 0 0 0 2 0 0 0 0 2 20 3751
NIGERIA 2019 Pax 0 0 0 0 57 0 0 0 57 14 1648
Slovenia 2019 Monster (Beverage Corporation) NA 0 0 3 0 0 0 0 3 1 9



Sources d’eau au Kenya

Sources d’eau au Kenya



Evolution des inscriptions HBCU (Historically Black Colleges and Universities)

Evolution des inscriptions HBCU

Total Total, percent of all persons age 25 and over Standard Errors - Total, percent of all persons age 25 and over White1 Standard Errors - White1 Black1 Standard Errors - Black1 Hispanic Standard Errors - Hispanic Total - Asian/Pacific Islander Standard Errors - Total - Asian/Pacific Islander Asian/Pacific Islander - Asian Standard Errors - Asian/Pacific Islander - Asian Asian/Pacific Islander - Pacific Islander Standard Errors - Asian/Pacific Islander - Pacific Islander American Indian/ Alaska Native Standard Errors - American Indian/ Alaska Native Two or more race Standard Errors - Two or more race
2011 87.6 -0.13 92.4 -0.14000000000000001 84.8 -0.41 64.3 -0.54 88.8 -0.55000000000000004 88.7 -0.56999999999999995 90.4 -1.61 82.3 -1.77 89.4 -1
2000 84.1 -0.13 88.4 -0.14000000000000001 78.900000000000006 -0.48 57 -0.51 85.7 -0.71 (†) (†) (†) (†)
1985 73.9 -0.18 77.5 -0.19 59.9 -0.74 47.9 -0.99 (†) (†) (†) (†) (†)
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
1998 82.8 -0.14000000000000001 87.1 -0.14000000000000001 76.400000000000006 -0.5 55.5 -0.53 84.9 -0.74 (†) (†) (†) (†)
2012 87.6 -0.15 92.5 -0.14000000000000001 85.7 -0.4 65 -0.59 89.2 -0.59 89 -0.61 91.6 -1.33 81.8 -1.69 91 -0.89
2007 85.7 -0.15 90.6 -0.15 82.8 -0.39 60.3 -0.56000000000000005 88 -0.79 87.9 -0.81 88.6 -2.2999999999999998 80.3 -2.27 89.3 -0.87
1986 74.7 -0.18 78.2 -0.19 62.5 -0.72 48.5 -0.96 (†) (†) (†) (†) (†)
1992 79.4 -0.16 83.4 -0.16 67.7 -0.65 52.6 -0.85 83.7 -1.02 (†) (†) (†) (†)



Collections d’art au Tate Museum

Représentation de genre des artistes

id accession_number artist artistRole artistId title dateText medium creditLine year acquisitionYear dimensions width height depth units inscription thumbnailCopyright thumbnailUrl url
37270 D09892 Turner, Joseph Mallord William artist 558 Study of Rain Clouds over a Wooded Landscape c.1813 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1813 1856 support: 88 x 113 mm 88 113 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D09/D09892_8.jpg http://www.tate.org.uk/art/artworks/turner-study-of-rain-clouds-over-a-wooded-landscape-d09892
49621 D22283 Turner, Joseph Mallord William artist 558 Views of Shrewsbury: The Castle and Town; the Welsh Bridge ?1831 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1831 1856 support: 114 x 191 mm 114 191 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D22/D22283_8.jpg http://www.tate.org.uk/art/artworks/turner-views-of-shrewsbury-the-castle-and-town-the-welsh-bridge-d22283
20065 T06337 Turner, Joseph Mallord William after 558 Stranded Vessel off Yarmouth, engraved by R. Brandard published 1859–61 Engraving on paper Transferred from the British Museum 1988 1859 1988 NA NA NA NA NA NA NA http://www.tate.org.uk/art/images/work/T/T06/T06337_8.jpg http://www.tate.org.uk/art/artworks/turner-stranded-vessel-off-yarmouth-engraved-by-r-brandard-t06337
18829 T05581 Turner, Joseph Mallord William after 558 St Julian’s Tours published 1833 Intaglio print on paper Transferred from the Library 1989 1833 1989 NA NA NA NA NA NA NA http://www.tate.org.uk/art/images/work/T/T05/T05581_8.jpg http://www.tate.org.uk/art/artworks/turner-st-julians-tours-t05581
10074 P02707 Moore, Henry, OM, CH artist 1659 Seated Figure 1980 Lithograph on paper Presented by the Henry Moore Foundation 1982 1980 1982 image: 320 x 375 mm 320 375 NA mm NA NA http://www.tate.org.uk/art/images/work/P/P02/P02707_8.jpg http://www.tate.org.uk/art/artworks/moore-seated-figure-p02707
28354 D00942 Turner, Joseph Mallord William artist 558 Tynemouth Priory from the South, across Prior’s Haven 1797 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1797 1856 support: 272 x 210 mm 272 210 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D00/D00942_8.jpg http://www.tate.org.uk/art/artworks/turner-tynemouth-priory-from-the-south-across-priors-haven-d00942
14408 A00901 Townroe, Reuben artist 554 [title not known] c.1858 Watercolour on paper Purchased 1905 1858 1905 NA NA NA NA NA NA NA http://www.tate.org.uk/art/images/work/A/A00/A00901_8.jpg http://www.tate.org.uk/art/artworks/townroe-title-not-known-a00901
34021 D06630 Turner, Joseph Mallord William artist 558 Group of Fishermen c.1806–14 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1806 1856 support: 107 x 180 mm 107 180 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D06/D06630_8.jpg http://www.tate.org.uk/art/artworks/turner-group-of-fishermen-d06630
15579 P01632 Tyson, Ian artist 2081 The Graves 1 1972 Screenprint on paper Presented by the Institute of Contemporary Prints 1975 1972 1975 image: 773 x 602 mm 773 602 NA mm NA NA http://www.tate.org.uk/art/images/work/P/P01/P01632_8.jpg http://www.tate.org.uk/art/artworks/tyson-the-graves-1-p01632
34818 D07429 Turner, Joseph Mallord William artist 558 Versions of a Diagram Relating to Placing a Square in Perspective, and a Diagram of a Building, after Viator (Jean Pélerin) c.1809 Pen and ink on paper Accepted by the nation as part of the Turner Bequest 1856 1809 1856 support: 88 x 115 mm 88 115 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D07/D07429_8.jpg http://www.tate.org.uk/art/artworks/turner-versions-of-a-diagram-relating-to-placing-a-square-in-perspective-and-a-diagram-of-d07429



Femmes de l’année 2020

Femmes de l’année 2020

name img category country role description
Salsabila Khairunnisa https://ichef.bbci.co.uk/news/300/cpsprodpb/C3B7/production/_115330105_salsabila.jpg Leadership Indonesia Environmental campaigner Salsabila is a 17 year-old student from Jakarta, Indonesia. Every Friday she leads a school strike against deforestation in front of the office of the Ministry of Environment and Forestry.
Josina Machel https://ichef.bbci.co.uk/news/300/cpsprodpb/12087/production/_115336837_josina_machel.jpg Identity Mozambique Social-justice activist Josina Z Machel is a long-standing defender of human rights, born into a legacy of activism. She is fiercely passionate in her life’s calling to advance women’s rights.
Ishtar Lakhani https://ichef.bbci.co.uk/news/300/cpsprodpb/F977/production/_115336836_ishtar_lakhani.jpg Knowledge South Africa Activist Ishtar is a feminist, activist and self-proclaimed “troublemaker”. She is based in South Africa, where she collaborates with social-justice organisations, movements and networks around the world, providing the support needed to strengthen their approaches to human rights-advocacy.
Claudia López https://ichef.bbci.co.uk/news/300/cpsprodpb/D28F/production/_115330935_claudia-lopez.jpg Leadership Colombia Mayor Claudia López is the first female mayor of Bogotá, Colombia’s capital and the largest city in the country.
Yulia Tsvetkova https://ichef.bbci.co.uk/news/300/cpsprodpb/111D7/production/_115330107_yulia_tsvetkova.jpg Creativity Russia Activist Yulia Tsvetkova was born in a small industrial town in the Russian Far East, where she went on to study art, dancing and directing. Later, from her activist theatre and community centre, she began raising issues related to women's rights, LGBT rights, anti-militarism and ecology.
Pardis Sabeti https://ichef.bbci.co.uk/news/300/cpsprodpb/4CE2/production/_115528691_pardis_sabeti.jpg Knowledge Iran Computational geneticist Pardis Sabeti is a professor at Harvard University, the Broad Institute of MIT and Harvard, and the Howard Hughes Medical Institute. She has contributed to human and microbial genomics, information theory, and rural infectious disease surveillance and education efforts in West Africa.
Cindy Bishop https://ichef.bbci.co.uk/news/300/cpsprodpb/FFFF/production/_115553556_cindy_sirinya_bishop.jpg Identity Thailand UN Women ambassador/model Cindy Sirinya Bishop is a model, actress and TV host, who also campaigns on ending violence against women. This year she was appointed UN Women regional goodwill ambassador for Asia and the Pacific, promoting gender equality through education, communities and governments.
Lucy Monaghan https://ichef.bbci.co.uk/news/300/cpsprodpb/0DAF/production/_115330530_lucy_monaghan.jpg Knowledge Northern Ireland Campaigner Lucy Monaghan waived her right to anonymity, to talk about how she was treated by police and prosecutors in Northern Ireland after reporting her alleged rape in 2015. Police initially told her that, as there was evidence she had been “flirting” with her alleged perpetrator, the case was unlikely to result in a conviction.
Carolina Castro https://ichef.bbci.co.uk/news/300/cpsprodpb/6DA9/production/_115337082_carolina_castro.jpg Leadership Argentina Union leader Carolina Castro is the first woman to reach a governing position at the Argentine Industrial Union (UIA) in its 130-year history. Her activism has contributed to advancing the gender-equality agenda across party lines in a country where public debate is highly polarised.
Ridhima Pandey https://ichef.bbci.co.uk/news/300/cpsprodpb/76CD/production/_115331403_ridhima_pandey.jpg Leadership India Climate activist Ridhima Pandey is a climate activist who, at the age of nine, filed a petition against the government of India in response to its inaction to mitigate climate change. In 2019, along with 15 other child petitioners, Ridhima filed a lawsuit against five countries at the UN.



Coûts des projets de transit

Coûts des projets de transit

e country city line start_year end_year rr length tunnel_per tunnel stations source1 cost currency year ppp_rate real_cost cost_km_millions source2 reference
7178 PL Warsaw Line 2 2010 2015 0 6.5 100.00% 6.5 7 Trade 5900.00 PLN 2012 0.557000 3286.3 505.58462 Trade https://www.railwaygazette.com/news/single-view/view/warszawa-opens-second-metro-line.html
7136 CA Vancouver Broadway 2020 2025 0 5.7 87.72% 5.0 6 Plan 2830.00 CAD 2018 0.840000 2377.2 417.05263 Media https://www.translink.ca/Plans-and-Projects/Rapid-Transit-Projects/Broadway-Subway-Project.aspx
8017 CN Zhengzhou Line 10 Phase 1 NA NA 0 21.3 100.00% 21.3 12 Plan 15495.46 CNY 2019 0.238200 3691.15 173.29000 Plan http://www.gov.cn/xinwen/2019-01/06/5355294/files/c3d503decf1d4b6b924324b210ee0f1a.pdf
7587 AU Perth Forrestfield-Airport Link 2016 2021 1 8.5 100.00% 8.5 3 Plan 1860.00 AUD 2018 0.690000 1283.4 150.98824 Plan https://www.forrestfieldairportlink.wa.gov.au/Portals/14/Project%20Overview%20Fact%20Sheet%20-%20Dec18%20WEB.pdf
7865 CN Guangzhou Line 5 Eastern Extension 2018 2022 0 9.7 100.00% 9.7 6 Plan 7862.00 CNY 2017 0.239000 1879.06 193.72000 Plan http://www.gov.cn/xinwen/2017-03/23/5180079/files/d764253433a944c0a620def88bf6f446.pdf
7152 US Los Angeles Purple Phase 3 2020 2027 0 4.2 100.00% 4.2 2 Media 3600.00 USD 2023 1.000000 3600 857.14286 Media https://la.streetsblog.org/2020/03/24/metro-signs-1-3-billion-full-funding-grant-agreement-for-westside-subway-phase-3/
7137 CA Toronto Vaughan 2009 2017 0 8.6 100.00% 8.6 6 Media 3200.00 CAD 2013 0.810000 2592 301.39535 Media https://www.thestar.com/news/gta/transportation/2017/12/15/trudeau-wynne-tory-on-hand-to-cut-ribbon-on-32-billion-subway-extension.html
7232 TW Taipei Wanda Line Phase 2 2021 2028 0 13.3 21.05% 2.8 13 Media 55530.00 TWD 2018 0.068000 3776.04 283.91278 Media http://www.taipeitimes.com/News/taiwan/archives/2018/05/03/2003692436
7387 ES Madrid Line 2 extension 2008 2011 0 4.6 100.00% 4.6 4 Trade 315.00 EUR 2010 1.300000 409.5 89.02174 Trade https://www.metro-report.com/news/metro/single-view/view/madrid-metro-line-2-extended-to-las-rosas.html?sword_list[]=madrid&no_cache=1
7496 VN Ho Chi Minh City Line 1 2012 2021 0 19.7 13.00% 2.6 14 Plan 43600000.00 VND 2016 0.000126 5493.6 278.86294 Media https://e.vnexpress.net/news/news/hcmc-submits-plans-for-new-2-9-billion-metro-line-4095209.html



Christophe Nicault
Christophe Nicault
Stratégie des Systèmes d’Information
Transformation Numérique
Data Science

Je travaille sur la stratégie des systèmes d’information, les projets informatiques et la science des données.