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
4/28/2021 23:48:51 35-44 Computing or Tech Senior Developer NA 140000 12000 CAD NA NA Canada NA N/A 8 - 10 years 8 - 10 years College degree Man White
4/28/2021 12:13:38 25-34 Accounting, Banking & Finance Senior Operations Associate NA 80000 8000 USD NA NA United States Missouri Saint Louis 8 - 10 years 5-7 years College degree Woman White
4/28/2021 13:23:46 35-44 Computing or Tech Systems Analyst NA 60000 0 CAD NA NA Canada NA Halifax 11 - 20 years 11 - 20 years College degree Woman White
5/6/2021 17:34:57 35-44 Education (Higher Education) Director of Communications I'm the director for an individual unit, not the university as a whole 67500 NA USD NA NA US Pennsylvania Bethlehem 11 - 20 years 11 - 20 years College degree Woman White
4/28/2021 7:56:24 25-34 Health care Health Information Management Supervisor NA 51000 NA USD NA NA USA Minnesota Minneapolis 8 - 10 years 5-7 years College degree Woman White
4/28/2021 19:01:06 18-24 Retail Assistant Store Manager I work in a CBD store, family owned chain throughout St. Louis, Chicago, Dallas, and Chelsea NY 34320 600 USD NA I work 37 hours a week, but we make bonus on certain sales, and I get a manager bonus each quarter if we hit certain criteria United States of America Illinois Wauconda 1 year or less 1 year or less College degree Woman White
4/27/2021 12:15:58 25-34 Marketing, Advertising & PR Marketing & Communications Coordinator NA 52500 0 CAD NA NA Canada NA Toronto 8 - 10 years 2 - 4 years College degree Woman White
4/27/2021 14:23:45 45-54 Education (Higher Education) Associate Department Chair NA 74000 6000 USD NA NA United States Michigan Grand Rapids 21 - 30 years 8 - 10 years Master's degree Woman White
4/27/2021 12:00:44 25-34 Media & Digital Associate editor NA 40000 100 USD NA NA U.S. Minnesota Minneapolis 2 - 4 years 2 - 4 years College degree Woman White
4/29/2021 5:09:56 25-34 Computing or Tech Lead iOS Engineer NA 90000 0 GBP NA NA United Kingdom NA London 8 - 10 years 8 - 10 years College degree Man White



History of National Olympic Committees participating in the Olympic Summer Games

History of National Olympic Committees participating in the Olympic Summer Games

id name sex age height weight team noc games year season city sport event medal
92364 Bartomiej Paweczak M 26 182 72 Poland POL 2008 Summer 2008 Summer Beijing Rowing Rowing Men's Lightweight Coxless Fours Silver
104688 Terence John "Terry" Sale M 21 166 NA New Zealand NZL 1972 Summer 1972 Summer Munich Gymnastics Gymnastics Men's Horizontal Bar NA
98210 Constantin Radu Ioni M 40 NA NA Romania ROU 1952 Summer 1952 Summer Helsinki Athletics Athletics Men's Marathon NA
1726 Sigurd Olav Akre-Aas M 30 NA NA Norway NOR 1928 Summer 1928 Summer Amsterdam Fencing Fencing Men's epee, Individual NA
9444 Milad Beigi Hareqani M 25 197 80 Azerbaijan AZE 2016 Summer 2016 Summer Rio de Janeiro Taekwondo Taekwondo Men's Welterweight Bronze
38495 Alejandra Garca Flood F 35 175 64 Argentina ARG 2008 Summer 2008 Summer Beijing Athletics Athletics Women's Pole Vault NA
109632 Russell Jon Sherwell M 23 176 76 Australia AUS 1984 Summer 1984 Summer Los Angeles Water Polo Water Polo Men's Water Polo NA
12785 Erika Bogovic (-Streb) F 26 166 56 Austria AUT 1960 Summer 1960 Summer Roma Gymnastics Gymnastics Women's Horse Vault NA
107602 Carl Francis Schueler M 32 183 70 United States USA 1988 Summer 1988 Summer Seoul Athletics Athletics Men's 50 kilometres Walk NA
111584 Jozef kandk M 25 179 86 Czechoslovakia TCH 1988 Summer 1988 Summer Seoul Handball Handball Men's Handball NA



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
LHOT01106 LHOT Lhotse 2001 Spring 2001-04-06 2001-05-21 2001-05-27 Success (main peak) 8516 1 0 0 0 TRUE Asian Trekking
ANN405301 ANN4 Annapurna IV 2005 Autumn 2005-10-04 2005-10-10 2005-10-13 Accident (death or serious injury) 6900 5 1 4 0 FALSE Blue Sky Treks
MANA08329 MANA Manaslu 2008 Autumn 2008-09-03 2008-10-03 2008-10-06 Success (subpeak) 8125 12 0 9 0 TRUE Mountain Experience
AMAD00315 AMAD Ama Dablam 2000 Autumn 2000-10-28 2000-11-06 2000-11-12 Success (main peak) 6814 11 0 1 0 FALSE Asian Trekking
EVER08304 EVER Everest 2008 Autumn 2008-09-13 2008-10-14 2008-10-31 Bad weather (storms, high winds) 8400 7 0 10 0 TRUE NE-KO Treks
AMAD04307 AMAD Ama Dablam 2004 Autumn 2004-10-03 2004-10-18 2004-10-20 Success (main peak) 6814 7 0 1 0 FALSE Great Escapes Trekking
PUMO01307 PUMO Pumori 2001 Autumn 2001-10-24 2001-11-09 2001-11-12 Route technically too difficult, lack of experience, strength, or motivation 6550 10 0 1 0 FALSE Asian Trekking
EVER97101 EVER Everest 1997 Spring 1997-03-19 1997-04-26 1997-05-01 Success (main peak) 8850 16 0 16 0 TRUE Asian Trekking
EVER88306 EVER Everest 1988 Autumn 1988-09-01 1988-09-26 NA Success (main peak) 8850 14 0 13 0 TRUE Sherpa Trekking Service (STS)
DHA100102 DHA1 Dhaulagiri I 2000 Spring 2000-04-19 2000-05-12 2000-05-16 Bad weather (storms, high winds) 7800 11 0 3 0 FALSE Thamserku Trekking



Ranking of the top 5 CO2 emitters from burning fuels

Designed for the #30DayChartChallenge, theme: Monochrome

Ranking of the top 5 CO2 emitters from burning fuels



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
Romania ROU 2010 69200
Equatorial Guinea GNQ 2015 -8360
Austria AUT 1990 6250
Turkey TUR 2015 118010
Panama PAN 2015 -11410
Croatia HRV 2000 3500
Thailand THA 2015 -37600
South Africa ZAF 2000 -36400
Uganda UGA 2010 -41250
Germany DEU 1990 5400



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
1995 tt0113957 The Net ok ok PASS 2.20e+07 50621733 110521733 1995PASS 33633148 77389465 168963355 4 3 0113957 A computer programmer stumbles upon a conspiracy, putting her life and the lives of those around her in great danger. PG-13 TRUE English, Spanish USA John D. Brancato, Michael Ferris NA 5.8 Irwin Winkler 28 Jul 1995 Sandra Bullock, Jeremy Northam, Dennis Miller, Diane Baker Action, Crime, Drama 1 nomination. 114 min movie http://ia.media-imdb.com/images/M/MV5BMTU0NjA2NzIwOF5BMl5BanBnXkFtZTYwNTExNTg4._V1_SX300.jpg 40448 NA
2010 tt1130884 Shutter Island notalk notalk FAIL 8.00e+07 128012934 296831073 2010FAIL 85458547 136747492 317084404 1 1 1130884 In 1954, U.S. Marshal Teddy Daniels is investigating the disappearance of a murderess who escaped from a hospital for the criminally insane and is presumed to be hiding nearby. R TRUE English, German USA Laeta Kalogridis (screenplay), Dennis Lehane (novel) 63 8.1 Martin Scorsese 19 Feb 2010 Leonardo DiCaprio, Mark Ruffalo, Ben Kingsley, Max von Sydow Drama, Mystery, Thriller 4 wins & 27 nominations. 138 min movie http://ia.media-imdb.com/images/M/MV5BMTMxMTIyNzMxMV5BMl5BanBnXkFtZTcwOTc4OTI3Mg@@._V1_SX300.jpg 494572 NA
2010 tt0926084 Harry Potter and the Deathly Hallows: Part 1 ok-disagree ok PASS 1.25e+08 295983305 956399711 2010PASS 133528980 316178791 1021656625 1 1 0926084 As Harry races against time and evil to destroy the Horcruxes, he uncovers the existence of three most powerful objects in the wizarding world: the Deathly Hallows. PG-13 TRUE English UK, USA Steve Kloves (screenplay), J.K. Rowling (novel) 65 7.7 David Yates 19 Nov 2010 Bill Nighy, Emma Watson, Richard Griffiths, Harry Melling Adventure, Family, Fantasy Nominated for 2 Oscars. Another 10 wins & 39 nominations. 146 min movie http://ia.media-imdb.com/images/M/MV5BMTQ2OTE1Mjk0N15BMl5BanBnXkFtZTcwODE3MDAwNA@@._V1_SX300.jpg 234235 NA
2013 tt1211956 Escape Plan men men FAIL 7.00e+07 25213103 103813103 2013FAIL 70000000 25213103 103813103 1 1 1211956 When a structural-security authority finds himself set up and incarcerated in the world's most secret and secure prison, he has to use his skills to escape with help from the inside. R TRUE English, German, Arabic, Urdu USA Miles Chapman (screenplay), Jason Keller (screenplay), Miles Chapman (story) 49 6.8 Mikael Håfström 18 Oct 2013 Sylvester Stallone, Arnold Schwarzenegger, Jim Caviezel, Faran Tahir Action, Mystery, Thriller 1 nomination. 115 min movie http://ia.media-imdb.com/images/M/MV5BMTk3OTcxMTEyNl5BMl5BanBnXkFtZTcwMDQ4MjQ2OQ@@._V1_SX300.jpg 79262 NA
2007 tt0425430 The Messengers ok ok PASS 1.60e+07 35374833 53774833 2007PASS 17976696 39745163 60418363 2 2 0425430 An ominous darkness invades a seemingly serene sunflower farm in North Dakota, and the Solomon family is torn apart by suspicion, mayhem and murder. PG-13 TRUE English USA Mark Wheaton (screenplay), Todd Farmer (story) 34 5.4 Oxide Pang Chun, Danny Pang 02 Feb 2007 Kristen Stewart, Dylan McDermott, Penelope Ann Miller, John Corbett Drama, Horror, Thriller 1 win & 1 nomination. 90 min movie http://ia.media-imdb.com/images/M/MV5BMTMxMjMzMTMwOF5BMl5BanBnXkFtZTcwNDA4MDIzMw@@._V1_SX300.jpg 28759 NA
2007 tt0780622 Teeth dubious-disagree dubious FAIL 2.00e+06 347578 2350641 2007FAIL 2247087 390519 2641047 2 2 0780622 Still a stranger to her own body, a high school student discovers she has a physical advantage when she becomes the object of male violence. R TRUE English USA Mitchell Lichtenstein 57 5.5 Mitchell Lichtenstein 03 Apr 2008 Jess Weixler, John Hensley, Josh Pais, Hale Appleman Comedy, Horror, Thriller 3 wins & 5 nominations. 94 min movie http://ia.media-imdb.com/images/M/MV5BMTkzMjQ2Nzg2OV5BMl5BanBnXkFtZTcwNTgyMjU1MQ@@._V1_SX300.jpg 27932 NA
2005 tt0406375 Zathura: A Space Adventure nowomen nowomen FAIL 6.50e+07 28045540 58545540 2005FAIL 77547153 33459258 69846769 2 2 0406375 Two young brothers are drawn into an intragalactic adventure when their house is magically hurtled through space because of the board game they are playing. PG TRUE English USA Chris Van Allsburg (book), David Koepp (screenplay), John Kamps (screenplay) 67 6.1 Jon Favreau 11 Nov 2005 Jonah Bobo, Josh Hutcherson, Dax Shepard, Kristen Stewart Action, Adventure, Comedy 2 wins & 3 nominations. 113 min movie http://ia.media-imdb.com/images/M/MV5BMjEyOTQ2ODg4OV5BMl5BanBnXkFtZTcwMjk2ODUzMQ@@._V1_SX300.jpg 48064 NA
2005 tt0377109 The Ring Two ok ok PASS 5.00e+07 75941727 161941727 2005PASS 59651656 90600996 193201845 2 2 0377109 Six months after the incidents involving the lethal videotape, new clues prove that there is a new evil lurking in the darkness. PG-13 TRUE English USA Ehren Kruger, Kôji Suzuki (novel), Hiroshi Takahashi 44 5.3 Hideo Nakata 18 Mar 2005 Naomi Watts, Simon Baker, David Dorfman, Elizabeth Perkins Horror, Mystery, Thriller 2 wins & 6 nominations. 110 min movie http://ia.media-imdb.com/images/M/MV5BMTY2ODc2NTQ2OF5BMl5BanBnXkFtZTYwNzA4OTU3._V1_SX300.jpg 55683 NA
2005 tt0386140 The Legend of Zorro notalk notalk FAIL 8.00e+07 45575336 141475336 2005FAIL 95442650 54372886 168784763 2 2 0386140 Despite trying to keep his swashbuckling to a minimum, a threat to California's pending statehood causes the adventure-loving Alejandro de la Vega (Banderas) -- and his wife, Elena (Zeta-Jones) -- to take action. PG TRUE Spanish, English USA Roberto Orci (screenplay), Alex Kurtzman (screenplay), Roberto Orci (story), Alex Kurtzman (story), Ted Elliott (story), Terry Rossio (story), Johnston McCulley (character) 47 5.9 Martin Campbell 28 Oct 2005 Alberto Reyes, Julio Oscar Mechoso, Gustavo Sánchez Parra, Adrian Alonso Action, Adventure, Western 1 win & 3 nominations. 129 min movie http://ia.media-imdb.com/images/M/MV5BMTUzNDU2NTY5M15BMl5BanBnXkFtZTcwNDM1OTYzMQ@@._V1_SX300.jpg 53636 NA
2010 tt1431181 Another Year ok ok PASS 8.00e+06 3205706 18505706 2010PASS 8545855 3424437 19768384 1 1 1431181 A look at four seasons in the lives of a happily married couple and their relationships with their family and friends. PG-13 TRUE English UK Mike Leigh 80 7.3 Mike Leigh 05 Nov 2010 Jim Broadbent, Ruth Sheen, Lesley Manville, Oliver Maltman Comedy, Drama Nominated for 1 Oscar. Another 10 wins & 31 nominations. 129 min movie http://ia.media-imdb.com/images/M/MV5BMTY5NzY5NTY2NF5BMl5BanBnXkFtZTcwNTg3NzIxNA@@._V1_SX300.jpg 19387 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
2019-01-01 CHE CHF Switzerland 6.50 0.98165 6.621505 0.18665 0.42646 0.62571 0.84112 1.17011 80637.381 6.022236 0.009 -0.017 0.150 0.284 0.050
2005-06-01 LKA LKR Sri Lanka 175.00 99.94500 1.750963 -0.42779 -0.51133 -0.49106 -0.25258 0.38016 NA NA NA NA NA NA NA
2007-06-01 USA USD United States 3.41 1.00000 3.410000 0.00000 -0.18164 -0.14902 0.48962 1.35746 NA NA NA NA NA NA NA
2004-05-01 COL COP Colombia 6500.00 2769.83000 2.346714 -0.19079 -0.28628 -0.30265 0.01213 0.86835 NA NA NA NA NA NA NA
2011-07-01 PER PEN Peru 10.00 2.73750 3.652968 -0.10136 -0.25879 -0.06133 -0.10542 0.60706 5171.651 2.924088 0.635 0.199 0.504 0.550 0.582
2018-01-01 POL PLN Poland 10.10 3.40575 2.965573 -0.43834 -0.38674 -0.32800 -0.13589 -0.06497 12361.266 3.363290 -0.110 -0.206 -0.088 0.160 -0.116
2008-06-01 COL COP Colombia 7000.00 1798.65000 3.891808 0.09014 -0.27157 -0.14849 0.48521 1.12773 NA NA NA NA NA NA NA
2015-07-01 COL COP Colombia 7900.00 2708.90000 2.916313 -0.39117 -0.28062 -0.35372 -0.02315 0.06517 8075.644 2.803034 -0.040 0.004 -0.053 0.319 0.059
2017-07-01 CAN CAD Canada 5.97 1.28230 4.655697 -0.12157 0.04270 0.13238 0.38519 0.59599 42210.132 4.410516 -0.011 -0.026 0.149 0.343 0.093
2009-07-01 LKA LKR Sri Lanka 210.00 114.86000 1.828313 -0.48787 -0.60401 -0.50429 -0.47113 -0.00062 NA NA NA NA NA NA NA



Steam’s video games awards

Video games awards

gamename year month avg gain peak avg_peak_perc
System Shock 2 2018 November 21.15 0.46 52 40.6731%
Starbound 2020 July 2198.35 -763.63 3292 66.7786%
Danganronpa V3: Killing Harmony 2018 June 197.21 52.07 522 37.7797%
SUPERHOT 2017 June 354.39 247.65 1200 29.5325%
Orcs Must Die! 2016 January 45.89 -0.34 125 36.712%
Black Mesa 2017 February 179.77 -92.60 380 47.3079%
Kerbal Space Program 2019 March 3394.21 -1.85 5960 56.9498%
How to Survive 2019 December 34.19 5.39 77 44.4026%
Portal Knights 2020 June 508.68 47.56 1277 39.834%
Injustice: Gods Among Us Ultimate Edition 2013 September 5.69 2.22 34 16.7353%



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 All Origins 16 to 19 years 2016 4 1148000 420
Women All Races All Origins 25 to 34 years 2012 1 10553000 671
Both Sexes White All Origins 25 years and over 2017 4 80442000 935
Both Sexes All Races All Origins 35 to 44 years 2011 2 23838000 837
Both Sexes Asian All Origins 25 years and over 2015 3 6322000 1034
Women Asian All Origins 16 to 24 years 2010 2 126000 623
Men Black or African American All Origins 25 to 54 years 2010 1 3950000 651
Women All Races All Origins 65 years and over 2017 2 1813000 800
Men All Races All Origins 55 years and over 2012 1 10473000 980
Men Black or African American All Origins 16 years and over 2013 3 5898000 682



Wealth inequality in the USA

Wealth inequality

type year race wealth_family
Median 1998 Hispanic 14503.75
Median 1983 Non-White 13324.17
Median 2004 Non-White NA
Median 2010 Non-White NA
Median 1963 Hispanic NA
Median 2001 White 166511.20
Average 2001 Black 97930.09
Average 1992 Non-White NA
Average 2013 Black 102106.00
Median 1992 White 116891.70



Plastic pollution

Plastic pollution

country year parent_company empty hdpe ldpe o pet pp ps pvc grand_total num_events volunteers
Hong Kong 2019 Yeung'S 0 0 0 1 0 0 0 NA 1 7 67
China 2020 Zhecong 0 0 0 1 0 0 0 0 1 1 2175
Cameroon 2019 Tamica NA 0 0 0 1 0 0 0 1 10 387
EMPTY 2019 Harmless Harvest NA 0 0 0 2 2 0 0 4 145 1416
Philippines 2019 Brownie Bites 0 0 0 30 0 0 0 0 30 20 3751
United States of America 2019 Barefoot Cellars 0 0 0 1 0 0 0 NA 1 42 740
EMPTY 2019 Barefoot NA 0 0 0 1 0 0 0 1 145 1416
Indonesia 2019 Mjr 0 0 0 0 1 0 0 0 1 32 6850
Indonesia 2020 Nutrifood 0 0 1 0 1 7 0 0 9 50 392
Kenya 2019 Sanitary Napkins 0 0 0 2 0 0 0 NA 2 5 1560



Sources of water in Kenya

Sources of water in Kenyan



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
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
19103 13.5 (—) (†) (†) (†) (†) (†) (†) (†) (†)
1950 34.3 (—) 36.4 (—) 13.7 (—) (†) (†) (†) (†) (†) (†)
2009 86.7 -0.15 91.6 -0.15 84.2 -0.44 61.9 -0.56000000000000005 88.4 -0.61 88.3 -0.63 90.8 -1.76 81.5 -1.83 87.4 -0.96
1988 76.2 -0.17 79.8 -0.18 63.5 -0.7 51 -0.92 (†) (†) (†) (†) (†)
1980 68.6 -0.2 71.900000000000006 -0.21 51.4 -0.81 44.5 -1.18 (†) (†) (†) (†) (†)
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
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
58868 D31644 Turner, Joseph Mallord William artist 558 Castle on Rock, with Valley and Distant Mountains 1833 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1833 1856 support: 203 x 109 mm 203 109 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D31/D31644_8.jpg http://www.tate.org.uk/art/artworks/turner-castle-on-rock-with-valley-and-distant-mountains-d31644
10186 P06362 Moore, Henry, OM, CH artist 1659 Eight Reclining Figures 1958 Lithograph on paper Presented by Curwen Studio through the Institute of Contemporary Prints 1975 1958 1975 image: 311 x 257 mm 311 257 NA mm date inscribed NA http://www.tate.org.uk/art/images/work/P/P06/P06362_8.jpg http://www.tate.org.uk/art/artworks/moore-eight-reclining-figures-p06362
39480 D12111 Turner, Joseph Mallord William artist 558 Addingham Mill on the River Wharfe ?1808 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1808 1856 support: 446 x 593 mm 446 593 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D12/D12111_8.jpg http://www.tate.org.uk/art/artworks/turner-addingham-mill-on-the-river-wharfe-d12111
3603 T03008 Daniell, William artist 138 East Looe, Cornwall date not known Aquatint on paper Presented by Tate Gallery Publications 1979 1814 1979 image: 162 x 241 mm 162 241 NA mm NA NA http://www.tate.org.uk/art/images/work/T/T03/T03008_8.jpg http://www.tate.org.uk/art/artworks/daniell-east-looe-cornwall-t03008
80599 P12308 Sorman, Steven artist 6673 now then, state III 1991 Mezzotint, drypoint, carborundum and acrylic paint on paper Presented by Tyler Graphics Ltd in honour of Pat Gilmour, Tate Print Department 1974-7, 2004 1991 2004 image: 1003 x 802 mm 1003 802 NA mm NA NA NA http://www.tate.org.uk/art/artworks/sorman-now-then-state-iii-p12308
57714 D30462 Turner, Joseph Mallord William artist 558 Ostend: Distant View 1840 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1840 1856 support: 170 x 104 mm 170 104 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D30/D30462_8.jpg http://www.tate.org.uk/art/artworks/turner-ostend-distant-view-d30462
32210 D04818 Turner, Joseph Mallord William artist 558 Blank 1802 NA Accepted by the nation as part of the Turner Bequest 1856 1802 1856 support: 198 x 163 mm 198 163 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D04/D04818_8.jpg http://www.tate.org.uk/art/artworks/turner-blank-d04818
38630 D11255 Turner, Joseph Mallord William artist 558 [blank] 1816 NA Accepted by the nation as part of the Turner Bequest 1856 1816 1856 support: 154 x 96 mm 154 96 NA mm NA NA NA http://www.tate.org.uk/art/artworks/turner-blank-d11255
86361 T12199 Monk, Jonathan artist 8296 A Cube Sol LeWitt photographed by Carol Huebner using nine different light sources and all their combinations front to back back to front forever 2001 Film, 16 mm, projection, black and white Purchased from funds provided by the Film and Video Special Acquisitions Fund 2005 2001 2006 duration: 4 min loop NA NA NA NA NA NA http://www.tate.org.uk/art/images/work/T/T12/T12199_8.jpg http://www.tate.org.uk/art/artworks/monk-a-cube-sol-lewitt-photographed-by-carol-huebner-using-nine-different-light-sources-t12199
31664 D04271 Turner, Joseph Mallord William artist 558 Fishing Smacks at Sea 1802 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1802 1856 support: 112 x 187 mm 112 187 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D04/D04271_8.jpg http://www.tate.org.uk/art/artworks/turner-fishing-smacks-at-sea-d04271



Women of the year 2020

Women of 2020

name img category country role description
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.
Lorna Prendergast https://ichef.bbci.co.uk/news/300/cpsprodpb/133AB/production/_115336787_lorna_prendergast.jpg Knowledge Australia Dementia researcher In 2019, Lorna Prendergast made global headlines when she graduated from Melbourne University at the age of 90, with a master's degree in ageing. She dedicated her degree to her late husband, to whom she had been married for 64 years and who had suffered from dementia.
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.
Aisha Yesufu https://ichef.bbci.co.uk/news/300/cpsprodpb/16ECF/production/_115330939_aisha_yesufu.jpg Leadership Nigeria Activist Aisha Yesufu is a Nigerian activist demanding good governance in her country.
Alice Wong https://ichef.bbci.co.uk/news/300/cpsprodpb/705B/production/_115336782_alice_wong.jpg Identity US Disability activist Alice is the founder of the Disability Visibility Project, a grassroots campaign encouraging people with disabilities to record their stories.
Gulnaz Zhuzbaeva https://ichef.bbci.co.uk/news/300/cpsprodpb/4E87/production/_115330102_gulnaz_zhuzbaeva.jpg Leadership Kyrgyzstan Disability activist In Kyrgyzstan, there are more than 5,000 people living with visual impairment, but many important governmental documents remain inaccessible to them. Gulnaz Zhuzbaeva, founder of the Kyrgyz Federation of the Blind, has been working tirelessly to make these materials available in Braille and improve access to those with visual impairment.
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.
Chu Kim Duc https://ichef.bbci.co.uk/news/300/cpsprodpb/8447/production/_115336833_chu_kim_duc.jpg Creativity Vietnam Architect Architect Kim Duc is on a mission to promote children’s right to play in Vietnam. As the co-founder and director of Think Playgrounds, she has been working with partners and communities in the country to create over 180 public playgrounds made from recycled materials.
Deta Hedman https://ichef.bbci.co.uk/news/300/cpsprodpb/AB57/production/_115336834_deta_hedman.jpg Leadership Jamaica Darts champion Deta worked nights at Royal Mail for 22 years. She has won 215 darts titles – the second-highest tally in the whole game, beaten only by Phil Taylor. She has appeared in 341 finals, more than anyone else in darts history. Deta arrived in England in 1973 and is the current captain of England Darts.
Sarah Al-Amiri https://ichef.bbci.co.uk/news/300/cpsprodpb/E2D9/production/_115337085_he_sarah_alamiri.jpg Knowledge UAE Minister for Advanced Technologies Her Excellency Sarah Al-Amiri is UAE Minister of State for Advanced Technologies and chairs the UAE Space Agency. She was previously science lead and deputy project manager for the Emirates Mars Mission.



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
9486 CN Guangzhou Line 13 Phase 1 2013 2017 0 27.030 100.00% 27.030 11 Media 19038 CNY 2013 0.2729 5195.96 192.2300 Media http://www.dcement.com/Article/201310/117609.html
7601 DE Berlin U2 to Pankow 1997 2000 0 0.800 100.00% 0.800 1 Media 54 EUR 1998 1.3000 70.2 87.7500 Media https://www.berliner-zeitung.de/endspurt-auf-der-baustelle-die-strecke-von-vinetastrasse-nach-bahnhof-pankow-wird-puenktlich-fertig-und-billiger-u-bahn-linie-2-ab-sonnabend-sind-die-pankower-am-zug-li.33430
7897 CN Nanjing Line 7 2016 2020 0 35.700 100.00% 35.700 25 Plan 27220 CNY 2015 0.2583 7031.77 196.9700 Plan https://www.ndrc.gov.cn/fggz/zcssfz/zcgh/201505/W020190910670534928118.pdf
8034 CN Xi'an Line 14 NA NA 0 13.800 100.00% 13.800 8 Plan 8315 CNY 2019 0.2382 1980.71 143.5300 Plan https://www.ndrc.gov.cn/fggz/zcssfz/zcgh/201907/W020190910670748591840.pdf
7178 PL Warsaw Line 2 2010 2015 0 6.500 100.00% 6.500 7 Trade 5900 PLN 2012 0.5570 3286.3 505.5846 Trade https://www.railwaygazette.com/news/single-view/view/warszawa-opens-second-metro-line.html
7931 CN Guiyang Line 3 Phase 1 2018 2023 0 43.135 100.00% 43.135 29 Media 31545 CNY 2017 0.2390 7539.44 174.7900 Media https://baike.baidu.com/item/%E8%B4%B5%E9%98%B3%E8%BD%A8%E9%81%93%E4%BA%A4%E9%80%9A3%E5%8F%B7%E7%BA%BF/16024214#reference-[2]-15957490-wrap
8043 CN Shanghai Chongming NA NA 0 44.600 59.00% 26.100 8 Plan 26426 CNY 2018 0.2379 6285.92 140.9400 Plan https://www.ndrc.gov.cn/fggz/zcssfz/zcgh/201812/W020190910670719961874.pdf; https://xxgk.eic.sh.cn/jsxmxxgk/eiareport/action/jsxm_eiaReportDetail.do?from=jsxm&stEiaId=3ddc18bc-61f2-41e9-af7a-02be49b0e715&type=%E6%8A%A5%E5%91%8A%E4%B9%A6
7507 JP Tokyo Minatomirai Line 1993 2004 1 4.100 100.00% 4.100 6 Trade 257000 JPY 1998 0.0063 1619.1 394.9024 Media https://www.japantimes.co.jp/life/2004/02/13/travel/new-subway-signals-start-of-a-new-era/
7688 CN Shanghai Line 9 Phase 3 2009 2012 0 5.372 100.00% 5.372 3 Wiki 2800 CNY 2010 0.3004 841.12 156.5700 Plan https://zh.wikipedia.org/wiki/%E4%B8%8A%E6%B5%B7%E8%BD%A8%E9%81%93%E4%BA%A4%E9%80%9A9%E5%8F%B7%E7%BA%BF
7168 BG Sofia Line 1 northern 2009 2012 0 5.100 60.00% 3.100 4 Measured 407 BGN 2010 1.6900 687.83 134.8686 Media https://www.novinite.com/articles/167648/Subway+Trains+to+Sofia+Airport+Start+Running+at+1+pm+on+April+2



Christophe Nicault
Christophe Nicault
Information System Strategy
Digital Transformation
Data Science

I work on information system strategy, IT projects, and data science.