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 each visualization 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
HIML13102 HIML Himlung Himal 2013 Spring NA NA NA Unknown NA 2 0 2 0 FALSE Yak Expeditions
AMAD09313 AMAD Ama Dablam 2009 Autumn 2009-10-22 2009-10-27 2009-11-03 Route technically too difficult, lack of experience, strength, or motivation 5800 1 0 0 0 FALSE Adventure Extreme
PUMO99304 PUMO Pumori 1999 Autumn 1999-10-18 1999-10-18 1999-10-22 Did not attempt climb 5300 20 0 0 0 FALSE Himalayan Guides
CHOY06117 CHOY Cho Oyu 2006 Spring 2006-04-09 2006-05-01 2006-05-05 Success (main peak) 8188 7 0 2 0 FALSE Windhorse Trekking
CHOY01322 CHOY Cho Oyu 2001 Autumn 2001-09-10 2001-09-26 2001-09-29 Success (main peak) 8188 2 0 3 0 FALSE Monterosa Treks
EVER11138 EVER Everest 2011 Spring 2011-04-16 2011-05-12 2011-05-24 Success (main peak) 8850 1 0 2 0 TRUE Arun Treks
DHA112105 DHA1 Dhaulagiri I 2012 Spring 2012-04-20 2012-05-17 2012-05-19 Bad conditions (deep snow, avalanching, falling ice, or rock) 7800 4 0 0 0 FALSE Iceland Trekking
THAM82301 THAM Thamserku 1982 Autumn 1982-09-11 NA NA Route technically too difficult, lack of experience, strength, or motivation 6200 3 0 0 0 FALSE NA
CHOY16111 CHOY Cho Oyu 2016 Spring NA NA NA Unknown NA 1 0 1 0 FALSE Expedition Himalaya
MAKA19108 MAKA Makalu 2019 Spring 2019-05-16 2019-05-27 2019-05-29 Route technically too difficult, lack of experience, strength, or motivation 7800 1 0 2 0 TRUE Imagine Nepal



Annual Change in forest area

Annual Change in forest area

entity code year net_forest_conversion
Sweden SWE 2010 -18600
Qatar QAT 2010 0
Estonia EST 2000 9710
Malawi MWI 2010 -42000
Burundi BDI 2015 0
World OWID_WRL 2010 -4801000
Paraguay PRY 2015 -279340
Mayotte MYT 1990 -340
Greenland GRL 2010 0
Vietnam VNM 1990 240810



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
2001 tt0232500 The Fast and the Furious notalk notalk FAIL 3.8e+07 144512310 206512310 2001FAIL 50002146 190155939 271738388 3 2 0232500 Los Angeles police officer Brian O'Connor must decide where his loyalties really lie when he becomes enamored with the street racing world he has been sent undercover to destroy. PG-13 TRUE English USA, Germany Ken Li (magazine article "Racer X"), Gary Scott Thompson (screen story), Gary Scott Thompson (screenplay), Erik Bergquist (screenplay), David Ayer (screenplay) 58 6.5 Rob L. Cohen 22 Jun 2001 Paul Walker, Vin Diesel, Michelle Rodriguez, Jordana Brewster Action, Crime, Thriller 9 wins & 12 nominations. 106 min movie http://ia.media-imdb.com/images/M/MV5BMjAwNTQ0Nzc2M15BMl5BanBnXkFtZTcwNTk1MDIwNA@@._V1_SX300.jpg 187877 NA
2013 tt1408101 Star Trek Into Darkness notalk-disagree notalk FAIL 1.9e+08 228778661 466978661 2013FAIL 190000000 228778661 466978661 1 1 1408101 After the crew of the Enterprise find an unstoppable force of terror from within their own organization, Captain Kirk leads a manhunt to a war-zone world to capture a one-man weapon of mass destruction. PG-13 TRUE English, Klingon USA Roberto Orci, Alex Kurtzman, Damon Lindelof, Gene Roddenberry (television series "Star Trek") 72 7.9 J.J. Abrams 16 May 2013 Chris Pine, Zachary Quinto, Zoe Saldana, Karl Urban Action, Adventure, Sci-Fi Nominated for 1 Oscar. Another 6 wins & 27 nominations. 132 min movie http://ia.media-imdb.com/images/M/MV5BMTk2NzczOTgxNF5BMl5BanBnXkFtZTcwODQ5ODczOQ@@._V1_SX300.jpg 272221 NA
2010 tt1424381 Predators nowomen nowomen FAIL 4.0e+07 52000688 127234389 2010FAIL 42729274 55548791 135915826 1 1 1424381 A group of elite warriors are hunted by members of a merciless alien race known as Predators. R TRUE English, Spanish, Russian USA Alex Litvak, Michael Finch, Jim Thomas (characters), John Thomas (characters) 51 6.4 Nimród Antal 09 Jul 2010 Adrien Brody, Topher Grace, Alice Braga, Walton Goggins Action, Adventure, Sci-Fi 2 wins & 1 nomination. 107 min movie http://ia.media-imdb.com/images/M/MV5BMjA5MzYwODgzOV5BMl5BanBnXkFtZTcwMTQwMjUyMw@@._V1_SX300.jpg 137701 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
2008 tt0970416 The Day the Earth Stood Still ok ok PASS 8.0e+07 79366978 233066978 2008PASS 86580505 85895413 252238208 2 2 0970416 A remake of the 1951 classic sci-fi film about an alien visitor and his giant robot counterpart who visit Earth. PG-13 TRUE English, Mandarin USA, Canada David Scarpa (screenplay), Edmund H. North 40 5.5 Scott Derrickson 12 Dec 2008 Keanu Reeves, Jennifer Connelly, Kathy Bates, Jaden Smith Drama, Sci-Fi, Thriller 3 wins & 5 nominations. 104 min movie http://ia.media-imdb.com/images/M/MV5BNzMyNjE0MTcxNF5BMl5BanBnXkFtZTcwODcyOTMwMg@@._V1_SX300.jpg 116397 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
2011 tt1219289 Limitless notalk notalk FAIL 2.7e+07 79249455 169739455 2011FAIL 27963651 82077930 175797590 1 1 1219289 With the help of a mysterious pill that enables the user to access 100 percent of his brain abilities, a struggling writer becomes a financial wizard, but it also puts him in a new world with lots of dangers. PG-13 TRUE English, Russian, Italian, Mandarin, French USA Leslie Dixon (screenplay), Alan Glynn (novel) 59 7.4 Neil Burger 18 Mar 2011 Bradley Cooper, Robert De Niro, Abbie Cornish, Andrew Howard Mystery, Sci-Fi, Thriller 1 win & 6 nominations. 105 min movie http://ia.media-imdb.com/images/M/MV5BMTY3NjczNzc5Nl5BMl5BanBnXkFtZTcwMzA2MzQyNA@@._V1_SX300.jpg 288788 NA
1980 tt0080855 Heaven's Gate nowomen nowomen FAIL 4.4e+07 3484331 3484331 1980FAIL 124421786 9852879 9852879 NA NA 0080855 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
2009 tt1103982 The Girlfriend Experience dubious dubious FAIL 1.3e+06 695840 1005840 2009FAIL 1411451 755495 1092072 2 2 1103982 A drama set in the days leading up to the 2008 Presidential election, and centered on a high-end Manhattan call girl meeting the challenges of her boyfriend, her clients, and her work. R TRUE English, French USA David Levien, Brian Koppelman 66 5.6 Steven Soderbergh 08 Jul 2009 Sasha Grey, Chris Santos, Philip Eytan, Colby Trane Drama N/A 77 min movie http://ia.media-imdb.com/images/M/MV5BMjE5OTY5MDIzM15BMl5BanBnXkFtZTcwNTU4NzQ0Mg@@._V1_SX300.jpg 11653 NA
2001 tt0256380 Shallow Hal ok ok PASS 4.0e+07 70836296 70836296 2001PASS 52633838 93209654 93209654 3 2 0256380 A shallow man falls in love with a 300 pound woman because of her "inner beauty". PG-13 TRUE English USA, Germany Sean Moynihan, Peter Farrelly, Bobby Farrelly 48 5.9 Bobby Farrelly, Peter Farrelly 09 Nov 2001 Gwyneth Paltrow, Jack Black, Jason Alexander, Joe Viterelli Comedy, Drama, Fantasy 3 nominations. 114 min movie http://ia.media-imdb.com/images/M/MV5BMTcwMzY2NDE0NF5BMl5BanBnXkFtZTYwNjg2Njc2._V1_SX300.jpg 90354 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
2015-07-01 HKG HKD Hong Kong 19.20 7.750800 2.477164 -0.48285 -0.38894 -0.45104 -0.17025 -0.09522 39871.10 3.908296 -0.415 -0.388 -0.423 -0.196 -0.355
2016-07-01 SWE SEK Sweden 44.94 8.594850 5.228713 0.03744 0.24327 0.32701 0.50820 0.87728 49866.27 4.563205 0.091 0.073 0.257 0.280 0.193
2010-07-01 NZL NZD New Zealand 5.00 1.392758 3.590000 -0.03839 -0.17138 0.03056 -0.02195 0.84311 NA NA NA NA NA NA NA
2003-04-01 THA THB Thailand 59.00 42.700000 1.381733 -0.49014 -0.53649 -0.56055 -0.36715 0.15563 NA NA NA NA NA NA NA
2014-01-01 TUR TRY Turkey 8.50 2.261550 3.758484 -0.18721 -0.24252 -0.18767 0.26388 0.37010 10362.61 3.107945 0.282 0.101 0.164 0.947 0.267
2007-01-01 URY UYU Uruguay 55.00 23.925000 2.298851 -0.28607 -0.39650 -0.40036 -0.00177 0.62472 NA NA NA NA NA NA NA
2011-07-01 ISR ILS Israel 15.90 3.403350 4.671867 0.14929 -0.05205 0.20049 0.14410 1.05530 28685.62 4.261874 0.435 0.052 0.320 0.360 0.388
2004-05-01 PHL PHP Philippines 69.00 55.900000 1.234347 -0.57436 -0.62459 -0.63320 -0.46763 -0.01727 NA NA NA NA NA NA NA
2006-01-01 KOR KRW South Korea 2500.00 977.450000 2.557676 -0.18804 -0.27211 -0.22872 0.16942 0.96432 NA NA NA NA NA NA NA
2009-07-01 TUR TRY Turkey 5.65 1.550050 3.645044 0.02102 -0.21054 -0.01172 0.05439 0.99244 NA NA NA NA NA NA NA



Steam’s video games awards

Video games awards

gamename year month avg gain peak avg_peak_perc
FINAL FANTASY XIII 2019 December 211.60 63.69 479 44.1754%
Darkwood 2020 January 61.94 -0.21 131 47.2824%
Day of Defeat: Source 2016 May 652.12 -45.61 1370 47.6%
L.A. Noire 2013 January 546.30 111.35 1883 29.0122%
Toribash 2016 April 211.50 -54.69 422 50.1185%
Team Fortress 2 2018 January 53432.10 1615.99 72845 73.3504%
XCOM 2 2016 August 4741.71 -1611.65 10216 46.4145%
Dead Bits 2018 December 7.36 0.07 47 15.6596%
Grand Theft Auto III 2020 June 100.84 -19.91 227 44.4229%
Hero Siege 2017 December 553.11 252.64 2026 27.3006%



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 25 years and over 2012 3 3144000 1130
Both Sexes All Races Hispanic or Latino 55 years and over 2019 2 2971000 726
Women All Races All Origins 20 to 24 years 2018 1 3733000 568
Men All Races All Origins 25 to 34 years 2014 2 14585000 732
Men Asian All Origins 25 years and over 2012 4 3145000 1091
Both Sexes Asian All Origins 25 years and over 2015 4 6214000 1121
Men All Races All Origins 35 to 44 years 2013 3 13948000 947
Men White All Origins 16 years and over 2019 3 51479000 1025
Men White All Origins 25 to 54 years 2015 3 34585000 941
Men All Races All Origins 45 to 54 years 2011 2 13709000 974



Wealth inequality in the USA

Wealth inequality

type year race wealth_family
Median 2010 White 143416.40
Median 2013 Non-White NA
Median 1995 Black 17100.77
Average 2010 Non-White NA
Median 2010 Non-White NA
Median 2013 Black 13486.85
Median 1983 Non-White 13324.17
Average 2013 Black 102106.00
Median 1998 Hispanic 14503.75
Average 2001 Black 97930.09



Plastic pollution

Plastic pollution

country year parent_company empty hdpe ldpe o pet pp ps pvc grand_total num_events volunteers
Argentina 2019 Emery 0 0 0 0 0 0 0 0 0 4 243
Netherlands 2019 McDonald's Corporation 0 NA NA 254 0 NA NA NA 254 2 827
Brazil 2019 Canderaria 0 0 NA 0 0 3 0 NA 3 3 419
United States of America 2020 Hershey 0 0 0 8 0 0 0 0 8 134 511
Malaysia 2020 Desa Mineral Water 0 0 0 0 3 0 0 0 3 35 370
EMPTY 2019 Tates NA 0 0 1 0 0 0 0 1 145 1416
United States of America 2020 Kraft Heinz 1 8 5 13 9 16 0 0 52 134 511
Bulgaria 2019 Lidl Lager beer 0 NA NA NA 0 NA NA NA 0 1 15
Malaysia 2019 Chipsmore NA 0 NA 4 0 0 NA NA 4 1 300
Sri Lanka 2019 Hemas Holdings PLC NA 2 24 0 0 0 0 0 26 2 48



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
BARINGO EAST POKOT SubCounty 14392 8.1 11.0 65.7 0.7 1.4 1.6 1.5 6.3 0.4 0.4 0.0 0.6 2.0 0.3 NA
TANA RIVER TANA NORTH SubCounty 26119 3.8 13.6 21.2 1.3 0.9 1.7 5.6 21.7 2.1 9.6 0.5 0.1 8.5 9.4 0.0
KAKAMEGA LIKUYANI SubCounty 34776 1.7 0.2 3.5 10.2 1.8 51.4 3.9 23.7 0.6 0.5 0.2 0.8 0.5 0.9 0.0
KITUI MWINGI EAST SubCounty 18725 0.3 2.3 40.1 2.3 0.9 5.5 7.6 22.3 0.6 0.5 0.2 0.8 7.1 9.4 0.0
KISUMU SEME SubCounty 29404 0.8 6.0 32.8 2.2 2.2 10.3 1.8 20.7 0.7 1.2 0.4 14.4 1.6 4.8 0.0
MACHAKOS MACHAKOS SubCounty 50753 0.7 2.1 5.4 3.3 7.0 8.5 3.5 24.1 4.5 5.6 8.4 6.5 13.3 7.0 0.0
NYERI KIENI WEST SubCounty 27530 0.1 0.5 14.0 0.6 0.1 0.1 0.1 0.6 21.3 40.7 0.1 10.2 6.2 5.3 0.0
TURKANA TURKANA NORTH SubCounty 12964 0.6 13.4 31.2 1.2 1.4 4.2 14.2 21.1 1.2 2.1 0.0 0.1 0.4 8.9 0.0
MIGORI SUNA EAST SubCounty 27214 1.3 0.9 30.5 7.8 7.4 10.2 4.2 7.0 4.5 6.1 1.6 9.1 3.3 6.2 0.1
KISII KITUTU CENTRAL SubCounty 41233 0.4 0.2 36.3 40.9 2.2 4.4 0.4 1.9 1.4 0.8 2.2 6.7 1.0 1.1 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
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 (†) (†) (†) (†)
1950 34.3 (—) 36.4 (—) 13.7 (—) (†) (†) (†) (†) (†) (†)
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
1970 55.2 (—) 57.4 (—) 36.1 (—) (†) (†) (†) (†) (†) (†)
1986 74.7 -0.18 78.2 -0.19 62.5 -0.72 48.5 -0.96 (†) (†) (†) (†) (†)
1991 78.4 -0.16 82.4 -0.17 66.8 -0.66 51.3 -0.86 84.2 -1.05 (†) (†) (†) (†)
2008 86.6 -0.15 91.5 -0.15 83.3 -0.4 62.3 -0.57999999999999996 89 -0.62 88.8 -0.64 94.4 -1 78.400000000000006 -2.74 89.5 -1.1200000000000001
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



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
43382 D16026 Turner, Joseph Mallord William artist 558 Blank 1819 NA Accepted by the nation as part of the Turner Bequest 1856 1819 1856 support: 113 x 189 mm 113 189 NA mm NA NA NA http://www.tate.org.uk/art/artworks/turner-blank-d16026
4686 P01146 Frost, Sir Terry artist 1126 Red with Black on the Side 1970 Lithograph on paper Presented by Waddington Galleries through the Institute of Contemporary Prints 1975 1970 1975 image: 606 x 511 mm 606 511 NA mm date inscribed NA http://www.tate.org.uk/art/images/work/P/P01/P01146_8.jpg http://www.tate.org.uk/art/artworks/frost-red-with-black-on-the-side-p01146
29633 D02230 Turner, Joseph Mallord William artist 558 Schaffhausen: The Rim of the Fall Seen from the Right Bank of the Rhine 1802 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1802 1856 support: 335 x 433 mm 335 433 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D02/D02230_8.jpg http://www.tate.org.uk/art/artworks/turner-schaffhausen-the-rim-of-the-fall-seen-from-the-right-bank-of-the-rhine-d02230
9768 P02157 Moore, Henry, OM, CH artist 1659 Three Seated Figures 1971 Intaglio print on paper Presented by the artist 1975 1971 1975 image: 200 x 254 mm 200 254 NA mm date inscribed NA http://www.tate.org.uk/art/images/work/P/P02/P02157_8.jpg http://www.tate.org.uk/art/artworks/moore-three-seated-figures-p02157
16183 N01187 Wilkie, Sir David artist 600 Study for ‘The Village Holiday’ c.1809–11 Ink on paper Bequeathed by Mrs Elizabeth Vaughan 1885 1809 1885 support: 92 x 114 mm 92 114 NA mm NA NA NA http://www.tate.org.uk/art/artworks/wilkie-study-for-the-village-holiday-n01187
38139 D10764 Turner, Joseph Mallord William artist 558 River Scene, with Figures in Water c.1815–17 NA Accepted by the nation as part of the Turner Bequest 1856 1815 1856 support: 160 x 112 mm 160 112 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D10/D10764_8.jpg http://www.tate.org.uk/art/artworks/turner-river-scene-with-figures-in-water-d10764
8183 N05432 Kokoschka, Oskar artist 1430 Ambassador Ivan Maisky 1942–3 Oil paint on canvas Presented by Dr Henry Dreyfuss 1943 1942 1943 support: 1019 x 768 mm frame: 1097 x 842 x 61 mm 1019 768 NA mm NA NA http://www.tate.org.uk/art/images/work/N/N05/N05432_8.jpg http://www.tate.org.uk/art/artworks/kokoschka-ambassador-ivan-maisky-n05432
21510 T07037 Malinowski, Antoni artist 2377 Trigonal 1991 Acrylic paint on canvas Purchased 1995 1991 1995 support: 1828 x 916 mm support: 1828 x 916 mm support: 1828 x 916 mm 1828 916 NA mm NA NA http://www.tate.org.uk/art/images/work/T/T07/T07037_8.jpg http://www.tate.org.uk/art/artworks/malinowski-trigonal-t07037
31855 D04462 Turner, Joseph Mallord William artist 558 Courmayeur, Towards Mont Blanc and the Aiguille du Géant 1802 Graphite on paper Accepted by the nation as part of the Turner Bequest 1856 1802 1856 support: 138 x 215 mm 138 215 NA mm NA NA http://www.tate.org.uk/art/images/work/D/D04/D04462_8.jpg http://www.tate.org.uk/art/artworks/turner-courmayeur-towards-mont-blanc-and-the-aiguille-du-geant-d04462
80026 P12150 Mitchell, Joan artist 6461 Brush 1981 Lithograph on paper Presented by Tyler Graphics Ltd in honour of Pat Gilmour, Tate Print Department 1974-7, 2004 1981 2004 image: 965 x 740 mm 965 740 NA mm NA NA NA http://www.tate.org.uk/art/artworks/mitchell-brush-p12150



Historical Phone

Historical phones

entity code year total_pop gdp_per_cap mobile_subs continent
Italy ITA 2009 60248654 35710.420 150.9558833 Europe
Bhutan BTN 2006 674681 4719.665 12.2098455 Asia
Canada CAN 2015 NA 43149.476 82.7962196 Americas
Monaco MCO 2005 35260 NA 50.8714823 Europe
Papua New Guinea PNG 1997 4970478 3104.609 0.0748219 Oceania
Slovakia SVK 2004 5411339 18756.554 79.1782227 Europe
Mayotte MYT 1997 133089 NA NA Africa
Isle of Man IMN 1999 75892 NA NA Europe
Canada CAN 1995 29302092 32226.227 8.8297769 Americas
Lithuania LTU 2005 3415748 18526.733 130.1770022 Europe



Women of the year 2020

Women of 2020

name img category country role description
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.
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.
Ubah Ali https://ichef.bbci.co.uk/news/300/cpsprodpb/166A5/production/_115331819_ubah_ali.jpg Leadership Somaliland FGM educator Ubah Ali is a co-founder of Solace for Somaliland Girls, a foundation committed to eradicating all forms of female genital mutilation (FGM) across communities in Somaliland, through education and empowerment.
Jackie Kay https://ichef.bbci.co.uk/news/300/cpsprodpb/5D5F/production/_115330932_jackie_kay.jpg Creativity UK Poet Jackie Kay is a Scottish poet, playwright and novelist. Her memoir, Red Dust Road, which details her search for her biological parents, has been described by the author as a "love letter" to her white adoptive parents. In 2016 she was named the Scots Makar – the national poet of Scotland.
Ethelreda Nakimuli-Mpungu https://ichef.bbci.co.uk/news/300/cpsprodpb/158F0/production/_115340388_ethel_mpungu.jpg Knowledge Uganda Mental health expert Dr Ethel Nakimuli-Mpungu, of Makerere University in Uganda, works towards making therapy more culturally appropriate, particularly for people living with HIV and depression.
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.
Macinley Butson https://ichef.bbci.co.uk/news/300/cpsprodpb/F808/production/_115369436_macinley_butson.jpg Knowledge Australia Scientist and inventor Macinley Butson began coming up with inventions when she was seven years old. Now 20, she has invented a range of devices, whose aims include improving outcomes for radiotherapy breast-cancer patients and providing safe drinking water for developing communities.
Naomi Dickson https://ichef.bbci.co.uk/news/300/cpsprodpb/A9E8/production/_115369434_naomi_dickson.jpg Leadership UK Chief executive Naomi has dedicated her professional life to supporting Jewish women and children who have experienced domestic abuse, and to educating the Jewish community so that they have the tools to highlight, expose and prevent domestic abuse, now and in the future.
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.
Siouxsie Wiles https://ichef.bbci.co.uk/news/300/cpsprodpb/802D/production/_115331823_siouxsie_wiles.jpg Knowledge UK Scientist Siouxsie is a scientist and public-health communicator who has been a force of nature in New Zealand during the pandemic. She has collaborated with cartoonist Toby Morris to communicate the science of Covid-19; their work together includes the popular "flatten the curve" visualisation, which has been translated into many languages and adapted by governments to help people understand lockdowns.



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
7873 CN Zhengzhou Line 6 Phase 1 NA NA 0 36.50 92.33% 33.70 24 Plan 29304.00 CNY 2019 0.2382 6980.47 191.2500 Plan https://www.ndrc.gov.cn/fggz/zcssfz/zcgh/201904/W020190910670741123314.pdf
7787 CN Tianjin M8 Phase 1 2017 2020 0 20.00 100.00% 20.00 18 Plan 20053.00 CNY 2015 0.2583 5180.32 259.0200 Media https://wenku.baidu.com/view/801ab19a8ad63186bceb19e8b8f67c1cfbd6ee6e.html
8098 CN Kunming Line 4 2016 2019 0 43.50 100.00% 43.50 26 Plan 21564.00 CNY 2013 0.2729 5885.37 135.3000 Plan http://zfxxgk.ndrc.gov.cn/web/iteminfo.jsp?id=12400
7737 CN Wuhan Line 1 Phase 3 Hankou North 2011 2013 0 5.70 0.00% 0.00 3 Media 2361.00 CNY 2011 0.2838 670.05 117.5500 Media 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; http://www.whtpi.com/Service/22/1645.html
7346 PA Panama City Line 2 2015 2019 0 21.00 0.00% 0.00 16 Trade 2130.00 USD 2017 2.0100 4281.3 203.8714 Trade https://www.railjournal.com/regions/central-south-america/panama-city-metro-line-2-inaugurated/
7403 DE Dusseldorf Wehrhahn Line 2007 2016 0 3.40 100.00% 3.40 6 Wiki 929.00 EUR 2012 1.3000 1207.7 355.2059 Media https://www.wz.de/nrw/duesseldorf/wehrhahn-linie-wird-noch-viel-teurer_aid-25646289
7291 IN Mumbai Line 2B 2018 2023 0 23.50 0.00% 0.00 22 Plan 109860.00 INR 2020 0.0470 5163.42 219.7200 Plan https://mmrda.maharashtra.gov.in/metro-line-2b
7249 KR Seoul Sinbundang phase 2 2011 2018 0 12.80 100.00% 12.80 7 Media 1025500.00 KRW 2006 0.0013 1333.15 104.1523 Plan https://shinbundang.co.kr/eng/index.jsp?pageID=/eng/intro/intro2_6.jsp&open_main=4&open_sub1=1&open_sub2=6
7658 CN Shanghai Line 2 Eastern Extension 1 1999 2000 0 2.72 31.99% 0.87 1 Wiki 314.77 CNY 1999 0.3700 116.46 42.8200 Plan https://zh.wikipedia.org/wiki/%E4%B8%8A%E6%B5%B7%E8%BD%A8%E9%81%93%E4%BA%A4%E9%80%9A2%E5%8F%B7%E7%BA%BF
7163 US San Jose BART 2022 2030 0 9.60 83.00% 8.00 4 Plan 6900.00 USD 2026 1.0000 6900 718.7500 Plan https://www.mercurynews.com/2020/07/19/with-costs-rising-for-bart-extension-critics-question-500m-plan-for-redundant-santa-clara-segment/



San Francisco Trees

San Francisco trees

tree_id legal_status species address site_order site_info caretaker date dbh plot_size latitude longitude
25249 DPW Maintained Tristaniopsis laurina :: Swamp Myrtle 1150 Ocean Ave 17 Sidewalk: Curb side : Cutout DPW 2011-04-18 6 3x3 37.72379 -122.4551
25316 Permitted Site Callistemon citrinus :: Lemon Bottlebrush 15X Ocean Ave 1 Sidewalk: Curb side : Cutout Private NA 12 3X3 37.72381 -122.4359
23590 DPW Maintained Acacia melanoxylon :: Blackwood Acacia 3251X Van Ness Ave 4 Sidewalk: Curb side : Cutout DPW NA 30 3X3 37.80668 -122.4259
109406 Undocumented Prunus serrulata :: Ornamental Cherry 185 BELGRAVE AVE 1 Sidewalk: Curb side : Cutout Private NA NA 3x3 37.75937 -122.4513
236838 DPW Maintained Prunus cerasifera :: Cherry Plum 75 Woodland Ave 1 Sidewalk: Curb side : Cutout Private NA 4 Width 3ft 37.76283 -122.4533
138420 DPW Maintained Ficus retusa nitida :: Banyan Fig 1819 STEINER ST 3 Sidewalk: Curb side : Pot Private NA 14 Width 0ft 37.78603 -122.4350
183222 DPW Maintained Metrosideros excelsa :: New Zealand Xmas Tree 3636 Rivera St 1 Sidewalk: Curb side : Cutout Private NA 7 Width 0ft 37.74555 -122.5056
122915 DPW Maintained Ficus microcarpa nitida 'Green Gem' :: Indian Laurel Fig Tree 'Green Gem' 206 12th Ave 3 Sidewalk: Curb side : Cutout Private NA 5 Width 3ft 37.78437 -122.4709
117088 Undocumented Eucalyptus nicholii :: Nichol's Willow-Leafed Peppermint 1401 HOWARD ST 4 Sidewalk: Curb side : Cutout Private NA NA 4x4 37.77375 -122.4145
196626 DPW Maintained Pyrus calleryana :: Ornamental Pear 147 Minna St 4 Sidewalk: Curb side : Cutout Private NA 2 Width 3ft 37.78652 -122.4005
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.