Data Visualizations

Here are some of my data analysis and data visualizations created with R and ggplot2.

You can see a sample of the data used for some visualizations and click on the pictures to see them in full size.



Salary overview in the US by industry, education and gender gap

Analysis of the survey “Ask a Manager”

Salary overview in the US by industry, education and gender gap

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
4/29/2021 16:17:44 18-24 Marketing, Advertising & PR CPG Marketing Analyst NA 72000 6000 USD NA NA United States Illinois Chicago 1 year or less 1 year or less College degree Woman White
4/27/2021 12:18:25 35-44 Nonprofits Vice President NA 166000 5000 USD NA NA US Massachusetts Boston 11 - 20 years 5-7 years Professional degree (MD, JD, etc.) Woman Asian or Asian American
4/28/2021 21:29:45 25-34 Education (Higher Education) Associate Director, Alumni Relations I am one of 2 Associate Directors on my immediate team. I manage our “signature events” for alumni - namely Reunion and an annual holiday party. 77000 0 USD NA NA United States New York New York 5-7 years 5-7 years College degree Woman White
4/29/2021 13:50:48 18-24 Media & Digital User Experience Designer Apprentice NA 22220 NA GBP NA NA UK NA Manchester 2 - 4 years 1 year or less Some college Woman Black or African American
4/28/2021 19:48:44 25-34 Education (Higher Education) Visiting Assistant Professor NA 70100 NA USD NA NA United States California Davis 5-7 years 5-7 years PhD Woman Native American or Alaska Native, White
4/27/2021 11:43:34 45-54 Government and Public Administration City Clerk NA 54250 0 USD NA NA US Kentucky Louisville 11 - 20 years 5-7 years Master's degree Woman White
4/27/2021 13:06:44 35-44 Health care Compliance Manager NA 49920 NA USD NA NA United States Michigan Rochester Hills 11 - 20 years 11 - 20 years College degree Woman White
4/29/2021 8:50:05 25-34 Service Bartender NA 70000 0 USD NA Tips based USA District of Columbia Washington, DC 11 - 20 years 8 - 10 years Some college Woman Black or African American
5/5/2021 8:45:39 35-44 Business or Consulting VP Growth Strategy head of sales & marketing, plus more general high-level strategy and ops work 140000 20000 USD NA NA United States Pennsylvania outside philadelphia 11 - 20 years 11 - 20 years College degree Woman White
4/27/2021 16:17:51 35-44 Publishing Author NA 50000 10000 USD NA Royalties/ip licensing Usa Minnesota Minneapolis 21 - 30 years 11 - 20 years PhD Woman White



Evolution of expeditions & deaths in the Himalayas

expeditions & deaths in the Himalayas

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
AMAD12318 AMAD Ama Dablam 2012 Autumn 2012-11-12 2012-11-26 2012-11-27 Bad weather (storms, high winds) 6000 9 0 4 0 FALSE Summit Nepal Trekking
EVER03105 EVER Everest 2003 Spring 2003-04-02 2003-05-22 2003-05-28 Success (main peak) 8850 19 1 10 0 TRUE Himalaya Expeditions
MANA13331 MANA Manaslu 2013 Autumn 2013-09-02 2013-09-25 2013-09-28 Success (main peak) 8163 18 0 13 0 TRUE Mountain Experience
AMAD00306 AMAD Ama Dablam 2000 Autumn 2000-10-09 2000-10-20 2000-10-23 Success (main peak) 6814 2 0 0 0 FALSE Monterosa Treks
CHOY10306 CHOY Cho Oyu 2010 Autumn 2010-09-09 2010-09-21 2010-10-10 Bad weather (storms, high winds) 7050 4 0 1 0 FALSE Su-Swagatam Treks
AMAD10333 AMAD Ama Dablam 2010 Autumn 2010-11-10 2010-11-16 2010-11-20 Success (main peak) 6814 4 0 0 0 FALSE Monterosa Treks
MANA11325 MANA Manaslu 2011 Autumn NA 2011-10-04 NA Success (main peak) 8163 3 0 3 0 FALSE Numbur Himal Treks
ANN390301 ANN3 Annapurna III 1990 Autumn 1990-09-16 1990-10-05 NA Success (main peak) 7555 5 0 4 0 FALSE Sallyan
MANA18321 MANA Manaslu 2018 Autumn 2018-09-06 2018-09-27 2018-09-29 Success (main peak) 8163 2 0 2 0 TRUE Dolma Outdoor (Numbur Himal permit)
EVER18157 EVER Everest 2018 Spring 2018-04-15 2018-05-18 2018-05-20 Success (main peak) 8850 1 0 2 0 TRUE Adventure Ascent (Happy Feet permit)



Temperature evolution in France

Designed for the #30DayChartChallenge, theme: Distributions with Strips

Temperature evolution in France



Annual Change in forest area

Annual Change in forest area

entity code year net_forest_conversion
Mozambique MOZ 2010 -206430
Syria SYR 1990 6000
Greenland GRL 2010 0
Mayotte MYT 2000 -130
Congo COG 2010 -12000
Mauritius MUS 2000 -350
Central African Republic CAF 2010 -30000
Liechtenstein LIE 1990 0
Brazil BRA 2015 -1453040
Uganda UGA 1990 -41250



Bechdel Test - Women’s representation in films

Bechdel Test

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
2004 tt0376541 Closer ok ok PASS 3.5e+07 33987757 115476509 2004PASS 43161751 41913460 142404808 3 2 0376541 The relationships of two couples become complicated and deceitful when the man from one couple meets the woman of the other. R TRUE English USA, UK Patrick Marber (play), Patrick Marber (screenplay) 65 7.3 Mike Nichols 03 Dec 2004 Julia Roberts, Jude Law, Natalie Portman, Clive Owen Drama, Romance Nominated for 2 Oscars. Another 15 wins & 24 nominations. 104 min movie http://ia.media-imdb.com/images/M/MV5BMTM5NDM3NDc1OF5BMl5BanBnXkFtZTcwNzE1MzcyMQ@@._V1_SX300.jpg 141713 NA
2001 tt0265086 Black Hawk Down nowomen-disagree nowomen FAIL 9.5e+07 108638745 159691085 2001FAIL 125005366 142951853 210128869 3 2 0265086 123 elite U.S. soldiers drop into Somalia to capture two top lieutenants of a renegade warlord and find themselves in a desperate battle with a large force of heavily-armed Somalis. R TRUE English, Somali USA, UK Mark Bowden (book), Ken Nolan (screenplay) 74 7.7 Ridley Scott 18 Jan 2002 Josh Hartnett, Ewan McGregor, Tom Sizemore, Eric Bana Drama, History, War Won 2 Oscars. Another 8 wins & 28 nominations. 144 min movie http://ia.media-imdb.com/images/M/MV5BMTQxODgzMjYyN15BMl5BanBnXkFtZTgwNDU4NTYxMTE@._V1_SX300.jpg 225412 NA
1999 tt0158983 South Park: Bigger Longer & Uncut dubious-disagree dubious FAIL 2.1e+07 52037603 52037603 1999FAIL 29367703 72772612 72772612 4 3 0158983 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
2011 tt0780504 Drive dubious-disagree dubious FAIL 1.5e+07 35060689 78054825 2011FAIL 15535362 36312033 80840663 1 1 0780504 A mysterious Hollywood stuntman, mechanic and getaway driver lands himself in trouble when he helps out his neighbor. R TRUE English, Spanish USA Hossein Amini (screenplay), James Sallis (book) 78 7.9 Nicolas Winding Refn 16 Sep 2011 Ryan Gosling, Carey Mulligan, Bryan Cranston, Albert Brooks Crime, Drama Nominated for 1 Oscar. Another 43 wins & 80 nominations. 100 min movie http://ia.media-imdb.com/images/M/MV5BOTM1ODQ0Nzc4NF5BMl5BanBnXkFtZTcwMTM0MjQyNg@@._V1_SX300.jpg 334747 NA
2011 tt1499658 Horrible Bosses ok ok PASS 3.5e+07 117538559 214538559 2011PASS 36249178 121733603 222195609 1 1 1499658 Three friends conspire to murder their awful bosses when they realize they are standing in the way of their happiness. R TRUE English USA Michael Markowitz (screenplay), John Francis Daley (screenplay), Jonathan M. Goldstein (screenplay), Michael Markowitz (story) 57 6.9 Seth Gordon 08 Jul 2011 Jason Bateman, Steve Wiebe, Kevin Spacey, Charlie Day Comedy, Crime 2 wins & 7 nominations. 98 min movie http://ia.media-imdb.com/images/M/MV5BNzYxNDI5Njc5NF5BMl5BanBnXkFtZTcwMDUxODE1NQ@@._V1_SX300.jpg 256896 NA
2009 tt1139668 The Unborn ok ok PASS 1.6e+07 42670410 78208812 2009PASS 17371706 46328612 84913778 2 2 1139668 A young woman fights the spirit that is slowly taking possession of her. PG-13 TRUE English, Hebrew USA David S. Goyer 30 4.7 David S. Goyer 09 Jan 2009 Odette Annable, Gary Oldman, Cam Gigandet, Meagan Good Horror, Mystery, Thriller 1 nomination. 88 min movie http://ia.media-imdb.com/images/M/MV5BOTM5NDY1MTk2Nl5BMl5BanBnXkFtZTcwNTMyNjkxMg@@._V1_SX300.jpg 34140 NA
2009 tt1174732 An Education ok ok PASS 7.5e+06 12574914 29652736 2009PASS 8142987 13652981 32194912 2 2 1174732 A coming-of-age story about a teenage girl in 1960s suburban London, and how her life changes with the arrival of a playboy nearly twice her age. PG-13 TRUE English, French UK, USA Lynn Barber (memoir), Nick Hornby (screenplay) 85 7.3 Lone Scherfig 30 Oct 2009 Carey Mulligan, Olivia Williams, Alfred Molina, Cara Seymour Drama Nominated for 3 Oscars. Another 25 wins & 55 nominations. 100 min movie http://ia.media-imdb.com/images/M/MV5BMTg4NjgzOTc0MF5BMl5BanBnXkFtZTcwOTc2OTE3Mg@@._V1_SX300.jpg 93103 NA
1998 tt0120603 Beloved ok ok PASS 5.3e+07 22852487 22852487 1998PASS 75744013 32659228 32659228 4 3 0120603 Based on the book by Toni Morrison, in which a slave is visited by the spirit of her deceased daughter. R TRUE English USA Toni Morrison (novel), Akosua Busia (screenplay), Richard LaGravenese (screenplay), Adam Brooks (screenplay) 57 5.8 Jonathan Demme 16 Oct 1998 Yada Beener, Emil Pinnock, Calen Johnson, Oprah Winfrey Drama, Horror, Mystery Nominated for 1 Oscar. Another 3 wins & 20 nominations. 172 min movie http://ia.media-imdb.com/images/M/MV5BNjUyOTEzMzI5MV5BMl5BanBnXkFtZTcwNTY0MzQyMQ@@._V1_SX300.jpg 5469 NA
2008 tt0936501 Taken ok ok PASS 2.5e+07 145000989 226941585 2008PASS 27056408 156928235 245608963 2 2 0936501 A retired CIA agent travels across Europe and relies on his old skills to save his estranged daughter, who has been kidnapped while on a trip to Paris. PG-13 TRUE English, French, Albanian, Arabic France, USA, UK Luc Besson, Robert Mark Kamen 50 7.9 Pierre Morel 30 Jan 2009 Liam Neeson, Maggie Grace, Jon Gries, David Warshofsky Action, Crime, Thriller 1 win & 1 nomination. 93 min movie http://ia.media-imdb.com/images/M/MV5BMTM4NzQ0OTYyOF5BMl5BanBnXkFtZTcwMDkyNjQyMg@@._V1_SX300.jpg 364292 NA
1996 tt0117951 Trainspotting men men FAIL 3.1e+06 16501785 24000785 1996FAIL 4604011 24507872 35645124 4 3 0117951 Renton, deeply immersed in the Edinburgh drug scene, tries to clean up and get out, despite the allure of the drugs and influence of friends. R TRUE English UK Irvine Welsh (novel), John Hodge (screenplay) 83 8.2 Danny Boyle 19 Jul 1996 Ewan McGregor, Ewen Bremner, Jonny Lee Miller, Kevin McKidd Crime, Drama Nominated for 1 Oscar. Another 19 wins & 15 nominations. 94 min movie http://ia.media-imdb.com/images/M/MV5BMTg2MzcxNTY3NV5BMl5BanBnXkFtZTgwOTQ5NDQxMDE@._V1_SX300.jpg 344120 NA



The Big Mac Index

Big Mac Index

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
2003-04-01 USA USD United States 2.71 1.0000000 2.710000 0.00000 -0.09091 -0.13810 0.24122 1.26655 NA NA NA NA NA NA NA
2013-01-01 CAN CAD Canada 5.41 1.0029000 5.394356 0.23514 0.10585 0.26980 0.53512 1.09719 50496.04 4.996611 0.212 0.005 0.139 0.473 0.264
2019-01-01 ARE AED United Arab Emirates 14.00 3.6731500 3.811443 -0.31695 -0.17891 -0.06422 0.05978 0.24915 NA NA NA NA NA NA NA
2016-07-01 EUZ EUR Euro area 3.82 0.9083065 4.205629 -0.16555 0.00000 0.06736 0.21310 0.50996 34142.39 3.938976 0.017 0.000 0.171 0.193 0.112
2017-07-01 HKG HKD Hong Kong 19.20 7.8115000 2.457915 -0.53624 -0.44952 -0.40218 -0.26871 -0.15742 43527.99 4.464202 -0.484 -0.492 -0.401 -0.299 -0.430
2007-01-01 GBR GBP Britain 1.94 0.5060345 3.833731 0.19060 0.00644 0.00000 0.66473 1.70951 NA NA NA NA NA NA NA
2018-01-01 JPN JPY Japan 380.00 110.7250000 3.431926 -0.35001 -0.29031 -0.22232 0.00000 0.08207 38882.64 4.515697 -0.233 -0.316 -0.214 0.000 -0.238
2018-07-01 HND HNL Honduras 85.00 23.9926000 3.542759 -0.35703 -0.25181 -0.16277 0.01059 0.14440 NA NA NA NA NA NA NA
2005-06-01 PAK PKR Pakistan 130.00 59.6200000 2.180476 -0.28743 -0.39146 -0.36621 -0.06924 0.71871 NA NA NA NA NA NA NA
2017-07-01 TWN TWD Taiwan 69.00 30.4775000 2.263965 -0.57284 -0.49296 -0.44935 -0.32641 -0.22391 22287.56 3.598930 -0.411 -0.420 -0.315 -0.200 -0.348



Steam’s video games awards

Video games awards

gamename year month avg gain peak avg_peak_perc
Rec Room 2020 October 512.51 40.02 977 52.4575%
Hearts of Iron III 2012 October 339.13 84.57 746 45.4598%
Arma: Cold War Assault 2015 October 18.92 0.78 46 41.1304%
Avorion 2018 May 491.00 -178.95 877 55.9863%
To the Moon 2014 March 29.28 -18.03 70 41.8286%
Project Zomboid 2014 May 463.59 82.87 1142 40.5946%
Half-Life 2: Episode One 2020 September 98.81 -20.89 186 53.1237%
Audiosurf 2 2018 October 20.70 -0.49 49 42.2449%
Insurgency 2019 June 1500.66 147.32 2498 60.0745%
Company of Heroes - Legacy Edition 2013 February 828.23 -246.97 1704 48.605%



Racial and gender earning inequalities in US

earning inequality

sex race ethnic_origin age year quarter n_persons median_weekly_earn
Both Sexes All Races Hispanic or Latino 16 to 24 years 2015 2 2148000 444
Men All Races Hispanic or Latino 25 years and over 2020 3 10248000 877
Men Asian All Origins 16 to 24 years 2010 4 137000 551
Both Sexes Asian All Origins 25 years and over 2015 1 6242000 999
Men All Races All Origins 55 years and over 2010 4 9645000 980
Men Asian All Origins 25 to 54 years 2016 4 3081000 1212
Women Asian All Origins 16 to 24 years 2019 1 253000 612
Both Sexes All Races All Origins 65 years and over 2015 3 4077000 889
Both Sexes All Races Hispanic or Latino 16 to 24 years 2010 4 1684000 396
Women White All Origins 55 years and over 2013 3 7572000 785



Wealth inequality in the USA

Wealth inequality

type year race wealth_family
Median 1995 White 120269.100
Average 2013 Non-White NA
Average 1963 Black NA
Median 2013 White 146313.800
Average 1989 Non-White NA
Median 1998 Non-White NA
Median 1963 Non-White 2467.403
Average 1963 White 140632.660
Average 1963 Non-White 19503.837
Median 2004 Hispanic 19509.140



Plastic pollution

Plastic pollution

country year parent_company empty hdpe ldpe o pet pp ps pvc grand_total num_events volunteers
Ukraine 2020 Aqua Eco 0 0 0 0 7 0 0 0 7 17 238
Vietnam 2019 Topcake 0 0 0 2 0 1 0 0 3 4 400
EMPTY 2019 GoodMark NA 0 0 1 0 0 0 0 1 145 1416
France 2020 Danone 0 0 0 3 5 3 0 0 11 3 15
United States of America 2019 Valentna 0 0 0 0 0 0 0 NA 0 42 740
Slovenia 2020 Chipita 0 0 0 0 0 1 0 0 1 1 70
Philippines 2019 Break Rizzo 0 0 0 1 0 0 0 0 1 20 3751
Latvia 2019 Tio NA 0 0 2 0 0 NA NA 2 1 13
Indonesia 2019 Unigold 0 0 2 0 0 0 0 0 2 32 6850
Japan 2019 Lotte 0 NA 0 0 0 0 0 0 0 35 1293



Sources of water in Kenya

Sources of water in Kenyan

County SubCounty AdminArea ConventionalHouseholds Pond Dam/Lake Stream/River ProtectedSpring UnprotectedSpring ProtectedWell UnprotectedWell Borehole/TubeWell Pipedintodwelling Pipedtoyard/Plot Bottledwater Rain/Harvestedwater WaterVendor Publictap/Standpipe NotStated
KILIFI CHONYI SubCounty 11416 6.0 2.2 2.3 1.8 1.7 0.3 6.5 0.1 2.6 11.8 0.0 0.2 7.9 56.5 NA
ELGEYO/MARAKWET KEIYO SOUTH SubCounty 26740 0.4 0.4 39.1 1.7 1.7 24.1 4.3 9.0 4.5 10.3 0.4 1.1 0.5 2.3 0
KITUI MUTOMO SubCounty 23034 0.7 18.2 41.6 1.4 0.7 3.6 5.5 14.6 0.2 0.6 0.9 2.3 6.9 2.8 0
KERICHO LONDIANI SubCounty 31739 0.9 2.7 23.4 5.6 3.5 19.6 5.8 11.7 6.5 5.6 0.3 6.2 2.9 5.1 0
NYERI MT. KENYA FOREST SubCounty 101 NA NA 31.7 1.0 NA NA 5.9 3.0 31.7 26.7 NA NA NA NA NA
KIAMBU JUJA SubCounty 104042 0.3 0.2 4.0 0.5 0.0 1.6 0.1 7.1 28.7 32.8 2.6 1.8 10.3 9.8 0
BOMET KONOIN SubCounty 38123 0.3 0.3 48.4 5.1 3.9 2.3 0.5 1.7 16.8 9.2 0.1 5.3 0.5 5.7 0
MIGORI URIRI SubCounty 29711 2.6 5.5 37.6 10.1 7.0 9.4 6.6 8.4 0.6 0.9 0.3 8.1 1.0 2.0 0
NYANDARUA NYANDARUA County 178224 0.5 2.6 11.3 1.6 1.2 20.4 4.0 5.4 8.8 18.8 0.3 19.0 2.8 3.3 0
HOMA BAY RACHUONYO SOUTH SubCounty 30693 0.7 0.9 20.6 26.3 4.2 9.9 2.3 8.3 1.3 2.2 0.7 10.3 2.3 9.9 0



HBCU Enrollment

HBCU graduation evolution

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
1986 74.7 -0.18 78.2 -0.19 62.5 -0.72 48.5 -0.96 (†) (†) (†) (†) (†)
1995 81.7 -0.15 85.9 -0.16 73.8 -0.61 53.4 -0.78 83.8 -1.06 (†) (†) (†) (†)
1990 77.6 -0.17 81.400000000000006 -0.17 66.2 -0.67 50.8 -0.88 84.2 -1.0900000000000001 (†) (†) (†) (†)
1988 76.2 -0.17 79.8 -0.18 63.5 -0.7 51 -0.92 (†) (†) (†) (†) (†)
1996 81.7 -0.16 86 -0.16 74.599999999999994 -0.53 53.1 -0.68 83.5 -0.82 (†) (†) (†) (†)
2014 88.3 -0.15 93.1 -0.17 86.7 -0.45 66.5 -0.56999999999999995 89.5 -0.62 89.5 -0.64 88.8 -2.15 81 -2.0099999999999998 93.3 -0.88
1992 79.4 -0.16 83.4 -0.16 67.7 -0.65 52.6 -0.85 83.7 -1.02 (†) (†) (†) (†)
2003 84.6 -0.09 89.4 -0.09 80.3 -0.33 57 -0.33 87.8 -0.43 87.8 -0.44 88.2 -1.87 77.2 -1.64 86.1 -0.97
1991 78.4 -0.16 82.4 -0.17 66.8 -0.66 51.3 -0.86 84.2 -1.05 (†) (†) (†) (†)
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



Art Collections at Tate Museum

Gender representation of artists

id accession_number artist artistRole artistId title dateText medium creditLine year acquisitionYear dimensions width height depth units inscription thumbnailCopyright thumbnailUrl url
57125 D29863 Turner, Joseph Mallord William artist 558 Heidelberg: The Karlstor and View down the Neckar 1833 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1833 1856 support: 165 x 110 mm 165 110 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D29/D29863_8.jpg http://www.tate.org.uk/art/artworks/turner-heidelberg-the-karlstor-and-view-down-the-neckar-d29863
33342 D05951 Turner, Joseph Mallord William artist 558 River Scene: ?Near Isleworth 1805 Watercolour on paper Accepted by the nation as part of the Turner Bequest 1856 1805 1856 support: 260 x 365 mm 260 365 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D05/D05951_8.jpg http://www.tate.org.uk/art/artworks/turner-river-scene-near-isleworth-d05951
33783 D06392 Turner, Joseph Mallord William artist 558 Ships at Anchor c.1805–9 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1805 1856 support: 115 x 190 mm 115 190 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D06/D06392_8.jpg http://www.tate.org.uk/art/artworks/turner-ships-at-anchor-d06392
117847 T13528 Takamatsu, Jiro artist 15501 Book Designs “Tape” 1973 Graphite and tape on paper Presented by the artist's estate 2011 1973 2012 support: 378 x 299 mm 378 299 NA mm NA NA NA http://www.tate.org.uk/art/artworks/takamatsu-book-designs-tape-t13528
60432 D33255 Turner, Joseph Mallord William artist 558 View of Town c.1841–2 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1841 1856 support: 175 x 107 mm 175 107 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D33/D33255_8.jpg http://www.tate.org.uk/art/artworks/turner-view-of-town-d33255
42049 D14687 Turner, Joseph Mallord William artist 558 View of Recanati from the West; and Two Sketches of the Roman Remains at Helvia Recina 1819 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1819 1856 support: 110 x 186 mm 110 186 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D14/D14687_8.jpg http://www.tate.org.uk/art/artworks/turner-view-of-recanati-from-the-west-and-two-sketches-of-the-roman-remains-at-helvia-d14687
35224 D07835 Turner, Joseph Mallord William artist 558 Diagram and Notes on Perspective (Inscriptions by Turner) 1809 Pen and ink on paper Accepted by the nation as part of the Turner Bequest 1856 1809 1856 support: 180 x 107 mm 180 107 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D07/D07835_8.jpg http://www.tate.org.uk/art/artworks/turner-diagram-and-notes-on-perspective-inscriptions-by-turner-d07835
80128 P12188 Motherwell, Robert artist 1673 Through Black Emerge Purified 1983 Lithograph on paper Presented by Tyler Graphics Ltd in honour of Pat Gilmour, Tate Print Department 1974-7, 2004 1983 2004 image: 349 x 885 mm 349 885 NA mm NA NA NA http://www.tate.org.uk/art/artworks/motherwell-through-black-emerge-purified-p12188
62811 D35708 Turner, Joseph Mallord William artist 558 Fort on Coast c.1845 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1845 1856 support: 74 x 116 mm 74 116 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D35/D35708_8.jpg http://www.tate.org.uk/art/artworks/turner-fort-on-coast-d35708
35244 D07855 Turner, Joseph Mallord William artist 558 Figures 1809 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1809 1856 support: 83 x 114 mm 83 114 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D07/D07855_8.jpg http://www.tate.org.uk/art/artworks/turner-figures-d07855



Historical Phone

Historical phones

entity code year total_pop gdp_per_cap mobile_subs continent
Syrian Arab Republic NA 1996 NA NA 0.0000000 Asia
Sri Lanka LKA 1995 18229498 4461.819 0.2812279 Asia
Martinique MTQ 1998 378962 NA NA Americas
Hungary HUN 2008 10021886 23734.245 122.3492851 Europe
Cape Verde CPV 2001 445096 3844.508 7.1007131 Africa
Sudan SDN 2011 34735288 3631.663 71.2485037 Africa
Ecuador ECU 1990 10260587 7472.025 0.0000000 Americas
Poland POL 2013 38331803 23555.496 148.7173570 Europe
Bulgaria BGR 2013 7349462 15997.357 144.3245321 Europe
Cook Islands COK 1994 18252 NA NA Oceania



Women of the year 2020

Women of 2020

name img category country role description
Loza Abera Geinore https://ichef.bbci.co.uk/news/300/cpsprodpb/15ABB/production/_115336788_loza_abera.jpg Leadership Ethiopia Footballer Loza Abera Geinore was born and raised in a small town in southern Ethiopia. She played for Hawassa City SC in the Ethiopian Women's Premier League for two seasons, during which time she became the club's top goalscorer.
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.
Mahira Khan https://ichef.bbci.co.uk/news/300/cpsprodpb/1130D/production/_115331407_mahira_khan.jpg Creativity Pakistan Actor Mahira Khan is no ordinary actress – she is outspoken against sexual violence, refuses to endorse skin-lightening creams and supports the fight against racism. She wants to tackle social issues in her native Pakistan by changing the narrative in films and on TV.
Cibele Racy https://ichef.bbci.co.uk/news/300/cpsprodpb/0067/production/_115330100_cibele_racy.jpg Identity Brazil Teacher Cibele is a retired headteacher who pioneered the teaching of racial equality to primary schoolchildren in São Paulo.
Oksana Pushkina https://ichef.bbci.co.uk/news/300/cpsprodpb/EBFD/production/_115331406_oksana_pushkina.jpg Leadership Russia State Duma Deputy Oksana Pushkina is the deputy vice-chairwoman of the Committee on Family, Women and Children Issues, at Russia's State Duma.
Isaivani https://ichef.bbci.co.uk/news/300/cpsprodpb/0AFD/production/_115331820_isaivani.jpg Creativity India Musician Isaivani is a distinctive gaana singer in India. Gaana music emerged from the working class neighbourhoods of North Chennai (formerly Madras) in Tamil Nadu. Isaivani has spent years singing and performing in this male-dominated space.
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.
Ilwad Elman https://ichef.bbci.co.uk/news/300/cpsprodpb/14247/production/_115330528_ilwad_elman.jpg Leadership Somalia Peace activist Ilwad Elman is a young female leader at the forefront of the Somali peace process and a global authority on ending conflict and reconciling communities.
Anastasia Volkova https://ichef.bbci.co.uk/news/300/cpsprodpb/94B9/production/_115337083_anastasia_volkova.jpg Knowledge Ukraine Entrepreneur Dr Anastasia Volkova is an entrepreneur and agricultural innovator, who uses science and technology to tackle issues of food security.
Manasi Joshi https://ichef.bbci.co.uk/news/300/cpsprodpb/5BCF/production/_115330532_manasi_joshi.jpg Leadership India Athlete Manasi, an Indian para-athlete, is the current para-badminton world champion. In June 2020, the Badminton World Federation ranked her world number two in the SL3 singles. Manasi is also an engineer and a change-maker.



Transit Cost Project

Transit cost

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
7419 FR Paris RER E extension 2018 2022 1 8.00 100.00% 8.00 2 Wiki 1800 EUR 2012 1.3000 2340 292.5000 Media https://www.usinenouvelle.com/article/le-prolongement-a-l-ouest-de-paris-du-rer-e-devient-enfin-realite.N775434
7832 CN Beijing Line 6 Phase 1 and 2 2008 2014 0 42.85 100.00% 42.85 27 Wiki 32250 CNY 2009 0.3174 10234.85 238.8500 Media https://zh.wikisource.org/zh-hans/%E5%9B%BD%E5%AE%B6%E5%8F%91%E5%B1%95%E6%94%B9%E9%9D%A9%E5%A7%94%E5%85%B3%E4%BA%8E%E5%8C%97%E4%BA%AC%E5%B8%82%E5%9C%B0%E9%93%816%E5%8F%B7%E7%BA%BF%E5%B7%A5%E7%A8%8B%E5%8F%AF%E8%A1%8C%E6%80%A7%E7%A0%94%E7%A9%B6%E6%8A%A5%E5%91%8A%E7%9A%84%E6%89%B9%E5%A4%8D
7424 FR Paris Line 4 to Montrouge 2008 2013 0 1.50 100.00% 1.50 1 Media 185 EUR 2010 1.3000 240.89 160.5933 Media https://france3-regions.francetvinfo.fr/paris-ile-de-france/2013/03/22/ligne-4-montrouge-se-met-sur-les-rails-220977.html
8170 CN Dongguan Line 3 feeder 2024 2028 0 1.80 100.00% 1.80 1 Plan 1297 CNY 2019 0.2382 308.96 171.6400 Plan https://baijiahao.baidu.com/s?id=1638089292564878111&wfr=spider&for=pc
8090 CN Chongqing Line 4 Phase 1 2013 2018 0 15.77 70.07% 11.05 9 Plan 8805 CNY 2013 0.2729 2403.11 152.3800 Plan https://www.ndrc.gov.cn/fggz/zcssfz/zcgh/201812/W020190910670713741772.pdf
9507 TR Istanbul M5 Phase 2-M13 2016 2022 0 17.80 100.00% 17.80 14 Plan 657 USD 2019 3.1000 2036.7 114.4200 Plan https://ekap.kik.gov.tr/EKAP/Ortak/IhaleArama/index.html
7857 CN Nanning Line 5 Phase 1 2016 2020 0 20.60 100.00% 20.60 18 Media 15311 CNY 2015 0.2583 3955.31 192.0100 Media http://gx.people.com.cn/n/2015/0520/c179430-24930122-2.html
7275 AU Sydney Metro NW 2013 2019 0 36.00 42.00% 15.10 13 Wiki 7800 AUD 2016 0.6900 5382 149.5000 Plan https://www.transport.nsw.gov.au/news-and-events/media-releases/sydney-metro-northwest-under-budget
7299 IN Mumbai Line 6 2017 2022 0 14.50 0.00% 0.00 13 Wiki 55670 INR 2016 0.0500 2783.5 191.9655 Media https://mmrda.maharashtra.gov.in/documents/10180/9283015/Metro+Line+6/17c5ed14-e9fb-4920-9521-02eebb25c4a9
7562 UA Kyiv M4 2021 2026 0 20.00 65.00% 13.00 13 Trade 2000 USD 2023 3.0000 6000 300.0000 Trade http://www.globalconstructionreview.com/news/china-railway-completes-feasibility-study-kiev-met/



Christophe Nicault
Christophe Nicault
Information System Strategy
Digital Transformation
Data Science

I’m a former CIO, working on information system strategy, IT projects, and data science.