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.



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
AMAD00309 AMAD Ama Dablam 2000 Autumn 2000-10-01 2000-10-19 2000-10-23 Success (main peak) 6814 4 0 0 0 FALSE Cho Oyu Trekking
EVER00135 EVER Everest 2000 Spring 2000-04-14 2000-05-17 2000-05-25 Success (main peak) 8850 9 0 7 0 TRUE Rolwaling Treks
MANA12113 MANA Manaslu 2012 Spring 2012-04-27 2012-05-11 2012-05-13 Success (main peak) 8163 8 0 0 0 FALSE Prestige Adventure
TKPO04302 TKPO Tengkangpoche 2004 Autumn 2004-10-09 2004-10-24 2004-10-26 Route technically too difficult, lack of experience, strength, or motivation 6200 2 0 0 0 FALSE Arun Treks
CHWT08201 CHWT Changwathang 2008 Summer 2008-07-24 2008-08-05 2008-08-08 Success (main peak) 6130 5 0 4 0 FALSE Cosmo Treks
AMAD15302 AMAD Ama Dablam 2015 Autumn 2015-10-10 2015-10-12 2015-10-15 Lack (or loss) of supplies or equipment 5800 10 0 3 0 FALSE Ramdung Expedition
MANA12320 MANA Manaslu 2012 Autumn 2012-09-10 2012-09-22 2012-09-25 Bad conditions (deep snow, avalanching, falling ice, or rock) 7000 4 0 4 0 FALSE Himalayan Ecstasy Treks
DHA102304 DHA1 Dhaulagiri I 2002 Autumn 2002-09-24 2002-10-17 2002-10-23 Success (main peak) 8167 2 0 0 0 FALSE Windhorse Trekking
ANN105101 ANN1 Annapurna I 2005 Spring 2005-03-23 2005-05-12 2005-05-16 Success (main peak) 8091 5 0 0 0 FALSE Thamserku Trekking
EVER81301 EVER Everest 1981 Autumn 1981-08-30 1981-10-21 1981-10-31 Success (main peak) 8850 21 0 5 0 TRUE Mountain Travel



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
United Kingdom GBR 2010 19200
Indonesia IDN 1990 -1726500
Sao Tome and Principe STP 1990 -30
Iraq IRQ 2000 700
Hungary HUN 2010 2890
Moldova MDA 2010 2380
Bhutan BTN 1990 9930
Spain ESP 2000 145140
Honduras HND 2000 -20280
Cape Verde CPV 2000 300



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
2008 tt0478087 21 ok ok PASS 3.5e+07 81159365 157852532 2008PASS 37878971 87835235 170836899 2 2 0478087 "21" is the fact-based story about six MIT students who were trained to become experts in card counting and subsequently took Vegas casinos for millions in winnings. PG-13 TRUE English USA Peter Steinfeld (screenplay), Allan Loeb (screenplay), Ben Mezrich (book) 48 6.8 Robert Luketic 28 Mar 2008 Jim Sturgess, Kevin Spacey, Kate Bosworth, Aaron Yoo Crime, Drama, Thriller 1 win & 5 nominations. 123 min movie http://ia.media-imdb.com/images/M/MV5BMjAyNTU5OTcxOV5BMl5BanBnXkFtZTcwMDEyNjM2MQ@@._V1_SX300.jpg 157405 NA
2000 tt0212346 Miss Congeniality ok ok PASS 4.5e+07 106807667 213420951 2000PASS 60880877 144500988 288738993 3 2 0212346 An FBI agent must go undercover in the Miss United States beauty pageant to prevent a group from bombing the event. PG-13 TRUE English, Russian, French, Hawaiian, Spanish USA, Australia Marc Lawrence, Katie Ford, Caryn Lucas 43 6.1 Donald Petrie 22 Dec 2000 Sandra Bullock, Michael Caine, Benjamin Bratt, Candice Bergen Action, Comedy, Crime Nominated for 2 Golden Globes. Another 7 wins & 5 nominations. 109 min movie http://ia.media-imdb.com/images/M/MV5BNzA5NTAwNDc4MF5BMl5BanBnXkFtZTYwNzM0OTg4._V1_SX300.jpg 101504 NA
1998 tt0120791 Practical Magic ok ok PASS 6.0e+07 46850558 68336997 1998PASS 85747939 66955646 97662611 4 3 0120791 Sally and Gillian Owens have always known they were different. Raised by their aunts after their parents' death, the sisters grew up in a household that was anything but typical--their ... PG-13 TRUE English USA, Australia Alice Hoffman (novel), Robin Swicord (screenplay), Akiva Goldsman (screenplay), Adam Brooks (screenplay) 46 6.0 Griffin Dunne 16 Oct 1998 Sandra Bullock, Nicole Kidman, Stockard Channing, Dianne Wiest Comedy, Fantasy, Romance 1 win & 6 nominations. 104 min movie http://ia.media-imdb.com/images/M/MV5BMTgzNjk1NDM0N15BMl5BanBnXkFtZTcwNDgzNDEyMQ@@._V1_SX300.jpg 44411 NA
2002 tt0283832 8 femmes ok-disagree ok PASS 8.0e+06 3076425 42376425 2002PASS 10361434 3984522 54885065 3 2 0283832 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
2003 tt0333780 Legally Blonde 2: Red, White & Blonde ok ok PASS 2.5e+07 90639088 125339088 2003PASS 31652174 114756967 158690184 3 2 0333780 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
2013 tt2234155 The Internship notalk notalk FAIL 5.8e+07 44672764 93672764 2013FAIL 58000000 44672764 93672764 1 1 2234155 Two salesmen whose careers have been torpedoed by the digital age find their way into a coveted internship at Google, where they must compete with a group of young, tech-savvy geniuses for a shot at employment. PG-13 TRUE English, Tagalog, Cantonese, Mandarin, Spanish USA Vince Vaughn (screenplay), Jared Stern (screenplay), Vince Vaughn (story) 42 6.4 Shawn Levy 07 Jun 2013 Vince Vaughn, Owen Wilson, Rose Byrne, Aasif Mandvi Comedy 1 nomination. 119 min movie http://ia.media-imdb.com/images/M/MV5BMjM1MzczMDgwOV5BMl5BanBnXkFtZTcwMDM4NjM2OQ@@._V1_SX300.jpg 90875 NA
2008 tt1226681 Pontypool nowomen-disagree nowomen FAIL 1.5e+06 3865 31916 2008FAIL 1623384 4183 34541 2 2 1226681 A psychological thriller in which a deadly virus infects a small Ontario town. Not Rated TRUE English, French, Armenian Canada Tony Burgess (novel), Tony Burgess 54 6.7 Bruce McDonald 18 Sep 2009 Stephen McHattie, Lisa Houle, Georgina Reilly, Hrant Alianak Horror, Thriller 1 win & 9 nominations. 93 min movie http://ia.media-imdb.com/images/M/MV5BMTYyNzUxMzc1MF5BMl5BanBnXkFtZTcwMDE3MDM3Mg@@._V1_SX300.jpg 15833 NA
2013 tt1483013 Oblivion men-disagree men FAIL 1.2e+08 89107235 287537983 2013FAIL 120000000 89107235 287537983 1 1 1483013 A veteran assigned to extract Earth's remaining resources begins to question what he knows about his mission and himself. PG-13 TRUE English USA Karl Gajdusek (screenplay), Michael Arndt (screenplay), Joseph Kosinski (graphic novel original story) 54 7.0 Joseph Kosinski 19 Apr 2013 Tom Cruise, Morgan Freeman, Olga Kurylenko, Andrea Riseborough Action, Adventure, Mystery 8 nominations. 124 min movie http://ia.media-imdb.com/images/M/MV5BMTQwMDY0MTA4MF5BMl5BanBnXkFtZTcwNzI3MDgxOQ@@._V1_SX300.jpg 240839 NA
2011 tt1506999 Haywire nowomen-disagree nowomen FAIL 2.3e+07 18942396 22176190 2011FAIL 23820888 19618465 22967676 1 1 1506999 A black ops super soldier seeks payback after she is betrayed and set up during a mission. R TRUE English, Spanish USA, Ireland Lem Dobbs 67 5.8 Steven Soderbergh 20 Jan 2012 Gina Carano, Michael Angarano, Channing Tatum, Debby Lynn Ross Action, Thriller 5 nominations. 93 min movie http://ia.media-imdb.com/images/M/MV5BMjI2MjIxOTUwN15BMl5BanBnXkFtZTcwNDM5NjcxNw@@._V1_SX300.jpg 60876 NA
2009 tt1289406 Harry Brown notalk notalk FAIL 7.3e+06 1818681 6294140 2009FAIL 7925841 1974599 6833747 2 2 1289406 An elderly ex-serviceman and widower looks to avenge his best friend's murder by doling out his own form of justice. R TRUE English UK Gary Young (screenplay) 55 7.3 Daniel Barber 11 Nov 2009 Michael Caine, Emily Mortimer, Charlie Creed-Miles, David Bradley Action, Crime, Drama 1 win & 3 nominations. 103 min movie http://ia.media-imdb.com/images/M/MV5BMTM5NjE2NzI2Ml5BMl5BanBnXkFtZTcwNDY0ODUyMw@@._V1_SX300.jpg 61995 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 MYS MYR Malaysia 5.040000 3.80000 1.3263158 -0.51058 -0.55508 -0.57817 -0.39253 0.10928 NA NA NA NA NA NA NA
2004-05-01 SAU SAR Saudi Arabia 2.400000 3.75020 0.6399659 -0.77932 -0.80536 -0.80983 -0.72398 -0.49049 NA NA NA NA NA NA NA
2013-07-01 USA USD United States 4.556667 1.00000 4.5566667 0.00000 -0.02205 0.13348 0.42545 0.74694 48327.86 4.715630 0.000 -0.094 0.036 0.394 0.069
2000-04-01 IDN IDR Indonesia 14500.000000 7945.00000 1.8250472 -0.27289 -0.23343 -0.39206 -0.34199 0.52640 NA NA NA NA NA NA NA
2018-07-01 CHE CHF Switzerland 6.500000 0.99325 6.5441732 0.18769 0.38206 0.54652 0.86677 1.11393 80590.91 5.956755 0.013 -0.037 0.105 0.317 0.051
2004-05-01 THA THB Thailand 59.000000 40.80000 1.4460784 -0.50135 -0.56020 -0.57028 -0.37631 0.15130 NA NA NA NA NA NA NA
2010-07-01 URY UYU Uruguay 79.000000 21.10000 3.7440758 0.00288 -0.13582 0.07479 0.02003 0.92221 NA NA NA NA NA NA NA
2006-05-01 CRI CRC Costa Rica 1130.000000 509.53500 2.2177083 -0.28461 -0.41127 -0.39207 -0.00554 0.69517 NA NA NA NA NA NA NA
2010-07-01 TUR TRY Turkey 5.950000 1.52930 3.8906689 0.04214 -0.10199 0.11687 0.05996 0.99748 NA NA NA NA NA NA NA
2007-06-01 HUN HUF Hungary 600.000000 180.21060 3.3294379 -0.02363 -0.20098 -0.16913 0.45443 1.30176 NA NA NA NA NA NA NA



Steam’s video games awards

Video games awards

gamename year month avg gain peak avg_peak_perc
SNOW 2014 December 26.33 6.05 65 40.5077%
Sanctum 2 2018 May 69.07 -14.82 157 43.9936%
Magicka 2013 February 489.50 -1242.56 1280 38.2422%
Botanicula 2012 August 32.59 -63.67 118 27.6186%
Assassin's Creed II 2013 March 693.66 302.16 2216 31.3023%
Sniper Ghost Warrior 2 2014 July 173.97 -12.80 420 41.4214%
Green Hell 2018 December 306.38 46.99 693 44.2107%
Duke Nukem Forever 2017 September 35.14 -3.85 83 42.3373%
Rogue Legacy 2017 July 244.62 20.17 566 43.2191%
Grand Theft Auto: San Andreas 2013 May 561.99 28.88 1471 38.2046%



Racial and gender earning inequalities in US

earning inequality

sex race ethnic_origin age year quarter n_persons median_weekly_earn
Men Asian All Origins 55 years and over 2014 1 574000 942
Women All Races All Origins 20 to 24 years 2011 1 3408000 437
Men All Races All Origins 35 to 44 years 2017 2 14622000 1065
Men All Races All Origins 55 years and over 2010 1 9178000 964
Men Asian All Origins 16 to 24 years 2020 3 199000 677
Women Asian All Origins 16 to 24 years 2020 1 188000 738
Both Sexes All Races Hispanic or Latino 16 years and over 2013 1 16016000 575
Both Sexes Black or African American All Origins 16 years and over 2020 4 14298000 792
Men Black or African American All Origins 55 years and over 2020 2 1249000 905
Men White All Origins 25 years and over 2010 1 40523000 913



Wealth inequality in the USA

Wealth inequality

type year race wealth_family
Median 2004 Hispanic 19509.140
Median 1963 Hispanic NA
Median 1992 Black 16602.980
Average 2010 White 715067.300
Median 1992 Non-White NA
Median 2001 Non-White NA
Median 2016 Hispanic 20920.000
Average 2016 White 919336.100
Median 1989 Hispanic 9329.301
Median 1995 Black 17100.770



Plastic pollution

Plastic pollution

country year parent_company empty hdpe ldpe o pet pp ps pvc grand_total num_events volunteers
Cameroon 2019 Cicam NA 0 0 23 0 0 0 0 23 10 387
China 2019 Chang Ji NA NA NA 2 0 NA NA NA 2 48 1439
China 2019 Lovefun NA NA NA 1 0 NA NA NA 1 48 1439
Switzerland 2019 Volg 0 0 NA 0 0 0 0 NA 0 6 327
Switzerland 2019 S.A. Damm 0 0 NA 2 0 0 0 NA 2 6 327
India 2019 Insulin 0 0 0 0 0 0 0 0 0 4 88
United States of America 2019 Fire Ball 0 0 0 0 0 0 0 NA 0 42 740
Ireland 2020 Lidl 0 0 0 14 0 0 0 0 14 4 7
China 2019 Niulaosan NA NA NA 1 0 NA NA NA 1 48 1439
Brazil 2019 Cini Bebidas 0 0 NA 0 2 0 0 NA 2 3 419



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
KITUI KISASI SubCounty 10860 0.5 4.8 55.0 0.7 0.3 11.0 5.1 11.0 0.2 0.2 0.3 1.6 6.1 3.0 0.0
MURANG'A MURANG'A County 317496 0.5 0.4 25.1 1.6 1.6 7.9 2.2 6.2 16.7 20.7 0.4 7.6 4.1 5.0 0.0
BUSIA TESO SOUTH SubCounty 36549 0.5 0.5 10.8 17.2 7.8 19.7 4.3 25.1 2.5 3.3 0.6 0.1 1.0 6.4 0.0
GARISSA BALAMBALA SubCounty 3986 11.4 13.5 47.5 1.5 1.0 4.3 8.0 2.6 0.7 5.6 0.0 0.3 3.0 0.6 NA
KISII GUCHA SOUTH SubCounty 19627 0.3 0.3 32.0 49.4 6.8 2.3 0.4 1.4 0.7 1.2 0.1 2.9 0.5 1.7 0.0
THARAKA-NITHI THARAKA NORTH SubCounty 13403 1.3 0.2 68.0 0.2 1.1 1.2 9.1 6.2 1.0 1.6 0.0 0.0 0.1 10.0 0.1
KAKAMEGA KAKAMEGA County 432284 0.9 0.3 18.3 34.6 5.1 16.1 2.0 10.1 3.1 3.7 0.2 0.7 1.0 3.8 0.0
KIAMBU KIAMBU SubCounty 46816 0.2 1.5 3.7 0.8 0.4 7.1 0.3 12.4 26.6 23.3 5.8 0.8 6.1 10.9 0.1
TRANS NZOIA ENDEBESS SubCounty 23246 1.3 0.4 38.6 10.7 2.0 12.4 4.0 13.2 2.4 4.8 0.1 0.8 0.5 8.8 0.0
SIAYA UGUNJA SubCounty 26321 0.9 0.6 20.8 25.7 7.3 6.2 1.6 18.8 1.6 3.9 0.2 1.8 4.7 5.9 0.0



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
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
1997 82.1 -0.14000000000000001 86.3 -0.15 75.3 -0.52 54.7 -0.54 85.2 -0.75 (†) (†) (†) (†)
19303 19.1 (—) (†) (†) (†) (†) (†) (†) (†) (†)
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
2013 88.2 -0.14000000000000001 92.9 -0.13 85.9 -0.42 66.2 -0.52 90.2 -0.51 90.2 -0.53 89.5 -1.72 82.2 -1.68 92.6 -0.75
1996 81.7 -0.16 86 -0.16 74.599999999999994 -0.53 53.1 -0.68 83.5 -0.82 (†) (†) (†) (†)
1992 79.4 -0.16 83.4 -0.16 67.7 -0.65 52.6 -0.85 83.7 -1.02 (†) (†) (†) (†)
1987 75.6 -0.17 79 -0.18 63.6 -0.71 50.9 -0.94 (†) (†) (†) (†) (†)



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
8576 N01511 Leighton, Lord Frederic artist 342 And the Sea Gave Up the Dead Which Were in It exhibited 1892 Oil paint on canvas Presented by Sir Henry Tate 1894 1892 1894 support: 2286 x 2286 mm 2286 2286 NA mm NA NA http://www.tate.org.uk/art/images/work/N/N01/N01511_8.jpg http://www.tate.org.uk/art/artworks/leighton-and-the-sea-gave-up-the-dead-which-were-in-it-n01511
42242 D14883 Turner, Joseph Mallord William artist 558 Building on Hill 1828–9 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1828 1856 support: 97 x 132 mm 97 132 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D14/D14883_8.jpg http://www.tate.org.uk/art/artworks/turner-building-on-hill-d14883
15822 P07263 Walker, John artist 2116 Untitled 1972 Lithograph on paper Purchased 1979 1972 1979 image: 270 x 210 mm 270 210 NA mm date inscribed NA http://www.tate.org.uk/art/images/work/P/P07/P07263_8.jpg http://www.tate.org.uk/art/artworks/walker-untitled-p07263
37391 D10013 Turner, Joseph Mallord William artist 558 Portsmouth, from Sea 1814 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1814 1856 support: 119 x 82 mm 119 82 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D10/D10013_8.jpg http://www.tate.org.uk/art/artworks/turner-portsmouth-from-sea-d10013
46454 D19101 Turner, Joseph Mallord William artist 558 Buildings 1825 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1825 1856 support: 155 x 95 mm 155 95 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D19/D19101_8.jpg http://www.tate.org.uk/art/artworks/turner-buildings-d19101
38952 D11578 Turner, Joseph Mallord William artist 558 Ulverston and Coniston Old Man from Conishead Park 1816 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1816 1856 support: 173 x 260 mm 173 260 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D11/D11578_8.jpg http://www.tate.org.uk/art/artworks/turner-ulverston-and-coniston-old-man-from-conishead-park-d11578
44271 D16915 Turner, Joseph Mallord William artist 558 Valley and Mountains, near the Simplon Pass 1819 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1819 1856 support: 121 x 195 mm 121 195 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D16/D16915_8.jpg http://www.tate.org.uk/art/artworks/turner-valley-and-mountains-near-the-simplon-pass-d16915
29303 D01899 Turner, Joseph Mallord William artist 558 The King’s Theatre, Haymarket, London: The Interior Seen from the Gallery c.1796 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1796 1856 support: 245 x 384 mm 245 384 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D01/D01899_8.jpg http://www.tate.org.uk/art/artworks/turner-the-kings-theatre-haymarket-london-the-interior-seen-from-the-gallery-d01899
43487 D16131 Turner, Joseph Mallord William artist 558 The Roman Campagna from Monte Testaccio, Sunset 1819 Gouache, graphite and watercolour on paper Accepted by the nation as part of the Turner Bequest 1856 1819 1856 support: 252 x 402 mm 252 402 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D16/D16131_8.jpg http://www.tate.org.uk/art/artworks/turner-the-roman-campagna-from-monte-testaccio-sunset-d16131
41205 D13838 Turner, Joseph Mallord William artist 558 Blank c.1818–20 NA Accepted by the nation as part of the Turner Bequest 1856 1818 1856 support: 178 x 257 mm 178 257 NA mm NA NA NA http://www.tate.org.uk/art/artworks/turner-blank-d13838



Historical Phone

Historical phones

entity code year total_pop gdp_per_cap mobile_subs continent
Zambia ZMB 1999 9945115 2081.720 0.2753007 Africa
Gibraltar GIB 1992 27032 NA 0.0000000 Europe
Italy ITA 1995 56968039 33152.041 6.8517802 Europe
Liberia LBR 2005 3182539 597.887 4.9061244 Africa
Syrian Arab Republic NA 2001 NA NA 1.1928264 Asia
Mauritius MUS 1990 1059548 7386.824 0.2083594 Africa
Puerto Rico PRI 2002 3812847 33150.828 43.3856652 Americas
Faeroe Islands FRO 2004 47915 NA 85.7819413 Europe
Mayotte MYT 1997 133089 NA NA Africa
Saint Barthélemy BLM 2015 NA NA NA Americas



Women of the year 2020

Women of 2020

name img category country role description
Miho Imada https://ichef.bbci.co.uk/news/300/cpsprodpb/82DF/production/_115330533_miho_imada.jpg Creativity Japan Sake master brewer Sake-brewing has long been a man’s world – for centuries, women were forbidden to set foot in Japan's breweries.
Rebeca Gyumi https://ichef.bbci.co.uk/news/300/cpsprodpb/5D37/production/_115336832_rebeca_gyumi.jpg Knowledge Tanzania Lawyer Rebeca Gyumi is the founder and executive director at the Msichana Initiative, a local NGO working to advance girls' rights. She is an advocate for gender equality, and has vast experience working on youth engagement and building women's movements,and providing advocacy at national and grassroots levels.
Arussi Unda https://ichef.bbci.co.uk/news/300/cpsprodpb/BBC9/production/_115337084_arussi_unda.jpg Leadership Mexico Campaigner As Mexico faces rising femicide rates, Arussi and her feminist collective Brujas del Mar ("Witches of the Sea") have emerged as a voice for women.
Iman Ghaleb Al-Hamli https://ichef.bbci.co.uk/news/300/cpsprodpb/16957/production/_115330529_iman.jpg Knowledge Yemen Microgrid manager Iman manages a group of 10 women who set up a solar microgrid, offering clean and low-impact energy, just 20 miles from the front line of the devastating Yemeni civil war.
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.
Eileen Flynn https://ichef.bbci.co.uk/news/300/cpsprodpb/D267/production/_115336835_eileen_flynn.jpg Identity Republic of Ireland Senator Eileen Flynn made history this year as the first woman from the Irish Travellers community to sit in the Seanad Éireann, the upper house of the Irish Parliament.
Lauren Gardner https://ichef.bbci.co.uk/news/300/cpsprodpb/BE7B/production/_115336784_lauren_gardner.jpg Knowledge US Scientist Lauren Gardner is an engineering professor at Johns Hopkins University, and co-director of the Center for Systems Science and Engineering.
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.
Tsitsi Dangarembga https://ichef.bbci.co.uk/news/300/cpsprodpb/320D/production/_115331821_tsitsi_dangarembga.jpg Creativity Zimbabwe Writer and film-maker Tsitsi is a critically acclaimed writer, film-maker and cultural activist. She has written award-winning books that are regarded as Zimbabwean classics, and her films have screened at festivals across the world, including the Sundance Film Festival. She lives in Harare, working locally with female African film-makers.
Maggie Gobran https://ichef.bbci.co.uk/news/300/cpsprodpb/181CB/production/_115336789_maggie_gobran.jpg Leadership Egypt Coptic nun Mama Maggie Gobran has devoted her life to transforming those of marginalised children in Egypt. Abandoning a life of affluence and a distinguished academic career, she has dedicated all her energy and resources to observing children, washing their feet, and looking into their eyes and telling them that they matter.



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
7275 AU Sydney Metro NW 2013 2019 0 36.000 42.00% 15.10 13 Wiki 7800 AUD 2016 0.6900 5382 149.50000 Plan https://www.transport.nsw.gov.au/news-and-events/media-releases/sydney-metro-northwest-under-budget
8114 CN Wuhan Line 1 Phase 4 (Jinghe) 2015 2017 0 3.970 0.00% 0.00 3 Measured 1740 CNY 2015 0.2729 474.89 119.62000 Wiki https://zh.wikipedia.org/wiki/%E6%AD%A6%E6%B1%89%E8%BD%A8%E9%81%93%E4%BA%A4%E9%80%9A1%E5%8F%B7%E7%BA%BF#%E4%B8%80%E6%9C%9F%E5%B7%A5%E7%A8%8B
7392 ES Madrid Line 9 extension 2009 2015 0 3.000 100.00% 3.00 2 Plan 191 EUR 2012 1.3000 248.3 82.76667 Plan https://web.archive.org/web/20150328212257/https://www.metromadrid.es/en/comunicacion/prensa/2015/March/noticia09.html
7937 CN Hangzhou Line 1 Phase 3 2017 2022 0 11.500 100.00% 11.50 5 Plan 7796 CNY 2016 0.2507 1954.37 169.95000 Plan https://www.ndrc.gov.cn/xxgk/zcfb/ghwb/201612/W020190905497886107757.pdf
7848 CN Nanjing Line 4 Phase 2 2016 2020 0 9.700 100.00% 9.70 6 Plan 7895 CNY 2016 0.2507 1979.19 204.04000 Plan https://www.ndrc.gov.cn/xxgk/zcfb/ghwb/201611/W020190905497856961234.pdf
7673 CN Shanghai Line 5 Phase 1 2000 2002 0 17.206 0.00% 0.00 11 Wiki 3437 CNY 2001 0.3683 1265.85 73.57000 Plan https://zh.wikipedia.org/wiki/%E4%B8%8A%E6%B5%B7%E8%BD%A8%E9%81%93%E4%BA%A4%E9%80%9A5%E5%8F%B7%E7%BA%BF
7712 CN Shenzhen Line 3 Phase 4 NA 2022 0 9.350 79.36% 7.42 7 Plan 10785 CNY 2020 0.2382 2568.99 274.76000 Plan https://www.ndrc.gov.cn/xxgk/zcfb/ghwb/201707/W020190905497930956563.pdf
7906 CN Xi'an Line 8 NA NA 0 50.000 100.00% 50.00 35 Plan 38286 CNY 2019 0.2382 9120.06 182.40000 Plan https://www.ndrc.gov.cn/fggz/zcssfz/zcgh/201907/W020190910670748591840.pdf
7843 CN Xiamen Line 6 2017 2022 0 44.500 100.00% 44.50 27 Plan 36464 CNY 2016 0.2507 9141.14 205.42000 Plan http://www.gov.cn/xinwen/2016-10/13/5118393/files/fc4eeffb973d4e0297ef1fb6bcaa4e73.pdf
9507 TR Istanbul M5 Phase 2-M13 2016 2022 0 17.800 100.00% 17.80 14 Plan 657 USD 2019 3.1000 2036.7 114.42000 Plan https://ekap.kik.gov.tr/EKAP/Ortak/IhaleArama/index.html



San Francisco Trees

San Francisco trees

tree_id legal_status species address site_order site_info caretaker date dbh plot_size latitude longitude
46712 Permitted Site Arbutus 'Marina' :: Hybrid Strawberry Tree 101 Paloma Ave 1 Sidewalk: Curb side : Cutout Private 2002-04-24 NA NA 37.72868 -122.4694
176937 DPW Maintained Laurus nobilis :: Sweet Bay: Grecian Laurel 18 Lois Ln 1 Sidewalk: Curb side : Cutout Private NA 5 Width 2ft 37.71367 -122.3993
94823 Permitted Site Ginkgo biloba 'Autumn Gold' :: Ginkgo: Autumn Gold 1247 17th Ave 1 Sidewalk: Curb side : Cutout Private 2010-11-10 NA 3x3 37.76462 -122.4752
103852 DPW Maintained Magnolia grandiflora 'Little Gem' :: Little Gem Magnolia 1507 Polk St 1 Sidewalk: Curb side : Pot DPW 2013-08-21 3 3x3 37.79082 -122.4210
196514 DPW Maintained Prunus subhirtella 'Pendula' :: Weeping Cherry 2200 Alameda St 10 Sidewalk: Curb side : Cutout Private NA 3 Width 4ft 37.76843 -122.4075
21206 DPW Maintained Cupressus macrocarpa :: Monterey Cypress 2392X Sunset Blvd 9 Sidewalk: Curb side : Cutout DPW NA 48 60 37.74237 -122.4946
134609 DPW Maintained Platanus x hispanica :: Sycamore: London Plane 940 Taylor St 3 Sidewalk: Curb side : Cutout Private NA 13 Width 4ft 37.79192 -122.4124
23351 DPW Maintained Platanus x hispanica :: Sycamore: London Plane 1250X Van Ness Ave 2 Sidewalk: Curb side : Cutout DPW 1992-05-27 6 3X3 37.78711 -122.4215
3538 DPW Maintained Lagunaria patersonii :: Primrose Tree 201X Cargo Way 48 Sidewalk: Curb side : Cutout DPW 2017-04-10 3 3X3 37.74111 -122.3787
190154 DPW Maintained Ficus microcarpa nitida 'Green Gem' :: Indian Laurel Fig Tree 'Green Gem' 70 Steuart St 2 Sidewalk: Curb side : Cutout Private NA 11 Width 4ft 37.79426 -122.3946
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.