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📊 WDI update #2664

Merged
merged 9 commits into from
May 31, 2024
Merged

📊 WDI update #2664

merged 9 commits into from
May 31, 2024

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Marigold
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@Marigold Marigold commented May 20, 2024

New WDI update. It went surprisingly smooth, I didn't have to change any code besides adding a couple of new indicators and sources.

A few minor updates to chart-diff are included:

  • load chart diffs in parallel (significant speed-up for ~500 charts)
  • "Hide approved" option only hides charts when clicked, not on every state change (otherwise when you have that option selected, and you approve a chart, it'll disappear and the entire page recalculates which is slow)

How to review

I've only approved charts that were either identical or only added new year. You can check a few approved charts in chart-diff.

If you go to chart-diff and "Hide approved charts" in options, you'll see two pages of charts that couldn't be easily approved.

  • girls-and-boys-of-primary-school-age-who-are-out-of-school - There aren't regions aggregates in the new version. Those charts still use WDI version 2022.05.26 and we haven't updated them in WDI 2023.05.11 revision either. Should we kick the can down the road and keep the old WDI in DAG or should we calculate aggregates ourselves?
  • public-healthcare-spending-share-gdp - there's a new year 2021 with data, but it only covers a couple of countries. Should we pin it to year 2020 which covers most of the world?

The rest are variations of those two problems. Everything else looked ok.

Next steps

I plan a couple of improvements in the next PRs

  • Switch from sources to origins and get rid of add_origins_to_wdi function we use in other datasets
  • Update all steps that have WDI as a dependency

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owidbot commented May 20, 2024

Quick links (staging server):

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Login: ssh owid@staging-site-wdi-update

chart-diff: ❌
  • 0 new charts (0 approved)
  • 467 modified charts (458 approved)
data-diff: ❌ Found differences
~ Dataset garden/worldbank_wdi/2024-05-20/wdi (new version)
-   - title: World Development Indicators - World Bank (2023.05.11)
    ?                                                        ^^^^^
+   + title: World Development Indicators - World Bank (2024.03.28)
    ?                                                      +++  ^^
-   -     date_accessed: '2023-05-29'
    ?                        ^     ^
+   +     date_accessed: '2024-05-20'
    ?                        ^     ^
-   -     publication_date: '2023-05-11'
    ?                           ^    ^^
+   +     publication_date: '2024-05-20'
    ?                           ^    ^^
-   -     url: https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
-   - version: '2023-05-29'
    ?              ^     ^
+   + version: '2024-05-20'
    ?              ^     ^
  = Table wdi
    ~ Dim country
+       + New values: 231 / 14570 (1.59%)
           year                   country
           2022   Middle-income countries
           2022                   Myanmar
           2022                   Romania
           2022 Sint Maarten (Dutch part)
           2022            United Kingdom
    ~ Dim year
+       + New values: 231 / 14570 (1.59%)
                            country  year
            Middle-income countries  2022
                            Myanmar  2022
                            Romania  2022
          Sint Maarten (Dutch part)  2022
                     United Kingdom  2022
    ~ Column ag_agr_trac_no (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_agr_trac_no
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
    ~ Column ag_con_fert_pt_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_con_fert_pt_zs
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
        ~ Changed values: 790 / 14570 (5.42%)
                                country  year  ag_con_fert_pt_zs -  ag_con_fert_pt_zs +
                   Low-income countries  1980           127.720383           124.880226
          Lower-middle-income countries  2002           105.411446            99.312263
                               Malaysia  2020           215.594070           146.695343
                            North Korea  2016           204.710602           240.969574
          Upper-middle-income countries  1975           140.318863           143.183517
    ~ Column ag_con_fert_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_con_fert_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 2897 / 14570 (19.88%)
                 country  year  ag_con_fert_zs -  ag_con_fert_zs +
          American Samoa  2017               NaN         41.666668
                Barbados  2021               NaN         37.198570
                Eswatini  1967               NaN         42.483662
                Eswatini  2003               NaN         53.954159
                 Nigeria  1989          12.95571         13.048623
    ~ Column ag_lnd_agri_k2 (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_agri_k2
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 2745 / 14570 (18.84%)
                          country  year  ag_lnd_agri_k2 -  ag_lnd_agri_k2 +
                           Guyana  2000      1.120780e+04      1.030667e+04
             Low-income countries  1979      5.736206e+06      5.381594e+06
                          Somalia  2021               NaN      4.412900e+05
                  South Asia (WB)  2009      2.697780e+06      2.697840e+06
          Sub-Saharan Africa (WB)  1989      9.583751e+06      9.526137e+06
    ~ Column ag_lnd_agri_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_agri_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 3655 / 14570 (25.09%)
                  country  year  ag_lnd_agri_zs -  ag_lnd_agri_zs +
              El Salvador  1968         59.424461         57.664268
               Kazakhstan  2021               NaN         79.192467
              New Zealand  1998         56.598686         48.061218
          Solomon Islands  2021               NaN          4.287245
                    Syria  2015         75.810051         75.788269
    ~ Column ag_lnd_arbl_ha (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_arbl_ha
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 1474 / 14570 (10.12%)
            country  year  ag_lnd_arbl_ha -  ag_lnd_arbl_ha +
              China  1977        97417664.0        96616664.0
              China  1989       122886000.0       122200000.0
            Ireland  2000          391200.0          488100.0
            Nigeria  1982        17432000.0        26771000.0
          Palestine  1996          107000.0           77980.5
    ~ Column ag_lnd_arbl_ha_pc (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_arbl_ha_pc
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
        ~ Changed values: 2280 / 14570 (15.65%)
              country  year  ag_lnd_arbl_ha_pc -  ag_lnd_arbl_ha_pc +
              Bahrain  2000             0.002811             0.002825
          New Zealand  1970             1.054897             0.133775
            Palestine  2021                  NaN             0.008512
            Sri Lanka  2005             0.056280             0.055912
                Sudan  1984                  NaN             0.654811
    ~ Column ag_lnd_arbl_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_arbl_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 2088 / 14570 (14.33%)
                        country  year  ag_lnd_arbl_zs -  ag_lnd_arbl_zs +
                         Brazil  2018          6.671580          6.746118
                       Eswatini  2019         10.174418         10.290698
                          Ghana  2005         14.154874         17.518028
               Papua New Guinea  2018          0.662456          0.728702
          Sao Tome and Principe  2004          7.291667          6.250000
    ~ Column ag_lnd_crel_ha (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_crel_ha
            Middle-income countries  2022       516141304
                            Myanmar  2022         7871589
                            Romania  2022         5189930
          Sint Maarten (Dutch part)  2022            <NA>
                     United Kingdom  2022         3155713
        ~ Changed values: 1703 / 14570 (11.69%)
               country  year  ag_lnd_crel_ha -  ag_lnd_crel_ha +
                Angola  2017           3096317           3066375
                 China  1984          92388368          91739562
               Georgia  2018            146535            146549
                Jordan  1996             55555             54909
          Saudi Arabia  2020            242983            259567
    ~ Column ag_lnd_crop_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_crop_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 1873 / 14570 (12.86%)
                          country  year  ag_lnd_crop_zs -  ag_lnd_crop_zs +
                   American Samoa  2011          6.600000          8.650000
                          Belgium  1971          0.700792               NaN
          Middle-income countries  1994          1.251438          1.240572
                          Namibia  2020          0.012146          0.013361
                  South Asia (WB)  2002          2.507213          2.514966
    ~ Column ag_lnd_el5m_ru_k2 (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_el5m_ru_k2
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
    ~ Column ag_lnd_el5m_ru_zs (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_el5m_ru_zs
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
    ~ Column ag_lnd_el5m_ur_k2 (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_el5m_ur_k2
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
    ~ Column ag_lnd_el5m_ur_zs (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_el5m_ur_zs
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
    ~ Column ag_lnd_el5m_zs (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_el5m_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
    ~ Column ag_lnd_frst_k2 (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_frst_k2
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 477 / 14570 (3.27%)
              country  year  ag_lnd_frst_k2 -  ag_lnd_frst_k2 +
           Bangladesh  2021               NaN      1.883400e+04
              Curacao  2021               NaN      7.000000e-01
                 Iraq  2021               NaN      8.250000e+03
          Netherlands  2021               NaN      3.704367e+03
                World  2020               NaN      4.049969e+07
    ~ Column ag_lnd_frst_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_frst_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 579 / 14570 (3.97%)
              country  year  ag_lnd_frst_zs -  ag_lnd_frst_zs +
                China  2009         21.035088         21.116844
                 Cuba  2021               NaN         31.233141
           Montenegro  2021               NaN         61.486988
          Switzerland  2012         31.420082         31.423241
                 Togo  2021               NaN         22.178894
    ~ Column ag_lnd_irig_ag_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_irig_ag_zs
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
        ~ Changed values: 196 / 14570 (1.35%)
              country  year  ag_lnd_irig_ag_zs -  ag_lnd_irig_ag_zs +
          Afghanistan  2021                  NaN             6.506930
               Brunei  2003             0.909091             0.769231
               Guinea  2017             0.654483             0.650223
                 Laos  2014            11.701672            11.691648
                Spain  2020            14.380331            14.654914
    ~ Column ag_lnd_prcp_mm (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_prcp_mm
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 182 / 14570 (1.25%)
             country  year  ag_lnd_prcp_mm -  ag_lnd_prcp_mm +
              Bhutan  2020               NaN            2200.0
               Chile  2020               NaN            1522.0
             Liberia  2020               NaN            2391.0
          Madagascar  2020               NaN            1513.0
            Zimbabwe  2020               NaN             657.0
    ~ Column ag_lnd_totl_k2 (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_totl_k2
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 1955 / 14570 (13.42%)
                            country  year  ag_lnd_totl_k2 -  ag_lnd_totl_k2 +
                            Czechia  1987           77270.0               NaN
                         Luxembourg  2021               NaN       2574.459961
          Sint Maarten (Dutch part)  2007              34.0               NaN
                        Switzerland  2002           39522.0      39521.140625
                         Tajikistan  1987          139960.0               NaN
    ~ Column ag_lnd_totl_ru_k2 (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_totl_ru_k2
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
    ~ Column ag_lnd_totl_ur_k2 (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_totl_ur_k2
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
    ~ Column ag_lnd_trac_zs (new data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_lnd_trac_zs
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
    ~ Column ag_prd_crel_mt (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_prd_crel_mt
            Middle-income countries  2022    2107299200.0
                            Myanmar  2022      27209802.0
                            Romania  2022      18860480.0
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022      24362312.0
        ~ Changed values: 1897 / 14570 (13.02%)
                          country  year  ag_prd_crel_mt -  ag_prd_crel_mt +
                          Comoros  2020             36806           18143.0
                          Denmark  2021              <NA>         8640070.0
            High-income countries  1963         386582006       386746496.0
          Sub-Saharan Africa (WB)  1984          44037608        51002428.0
                            Sudan  1993              <NA>         3101500.0
    ~ Column ag_prd_crop_xd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_prd_crop_xd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 5542 / 14570 (38.04%)
                        country  year  ag_prd_crop_xd -  ag_prd_crop_xd +
                        Algeria  2020        120.940002        120.949997
                          Benin  1996         48.470001         48.310001
                         Jordan  2011         87.570000         87.519997
          Saint Kitts and Nevis  1963        818.750000        818.239990
                   South Africa  1965         36.830002         36.560001
    ~ Column ag_prd_food_xd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_prd_food_xd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 7031 / 14570 (48.26%)
               country  year  ag_prd_food_xd -  ag_prd_food_xd +
                Guyana  1987         47.349998         48.180000
             Mauritius  2020         80.779999         80.400002
               Senegal  1967         49.759998         48.860001
          South Africa  1996         64.400002         64.169998
                Tuvalu  1982         64.440002         64.370003
    ~ Column ag_prd_lvsk_xd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_prd_lvsk_xd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 5961 / 14570 (40.91%)
                     country  year  ag_prd_lvsk_xd -  ag_prd_lvsk_xd +
          Dominican Republic  2013         95.099998         95.080002
                   Indonesia  2002         68.680000         62.919998
                     Ireland  1998         92.610001         92.589996
                     Nigeria  2021               NaN        101.419998
                       Qatar  2006         49.250000         50.349998
    ~ Column ag_srf_totl_k2 (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_srf_totl_k2
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022             NaN
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022             NaN
        ~ Changed values: 821 / 14570 (5.63%)
                                country  year  ag_srf_totl_k2 -  ag_srf_totl_k2 +
                                  China  1963         9600000.0      9.562950e+06
          Lower-middle-income countries  2019        25638298.0      2.478212e+07
                Middle-income countries  1965        80269544.0      8.101579e+07
                            Switzerland  2000           41290.0      4.129070e+04
          Upper-middle-income countries  1971        54627672.0      5.622466e+07
    ~ Column ag_yld_crel_kg (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  ag_yld_crel_kg
            Middle-income countries  2022     4082.787354
                            Myanmar  2022     3456.699951
                            Romania  2022     3634.100098
          Sint Maarten (Dutch part)  2022             NaN
                     United Kingdom  2022     7720.100098
        ~ Changed values: 2062 / 14570 (14.15%)
                                   country  year  ag_yld_crel_kg -  ag_yld_crel_kg +
                      Low-income countries  1987       1059.464355        963.112183
          Saint Vincent and the Grenadines  1994       3584.000000       3580.800049
                     Sao Tome and Principe  2020       2008.800049       2040.199951
                   Sub-Saharan Africa (WB)  2011       1361.995117       1281.017578
             Upper-middle-income countries  2003       3288.120117       3345.191650
    ~ Column bg_gsr_nfsv_gd_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bg_gsr_nfsv_gd_zs
            Middle-income countries  2022           7.709280
                            Myanmar  2022                NaN
                            Romania  2022          21.226046
          Sint Maarten (Dutch part)  2022          91.020470
                     United Kingdom  2022          26.680250
        ~ Changed values: 2521 / 14570 (17.30%)
                country  year  bg_gsr_nfsv_gd_zs -  bg_gsr_nfsv_gd_zs +
          Guinea-Bissau  1986            11.057783                  NaN
                 Mexico  2010             4.008152             4.967500
              Singapore  2009            84.619278            84.620148
               Tanzania  2019             9.917870             9.935770
                   Togo  2012            23.227320            16.618801
    ~ Column bm_gsr_cmcp_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_cmcp_zs
            Middle-income countries  2022       37.361954
                            Myanmar  2022             NaN
                            Romania  2022       47.459240
          Sint Maarten (Dutch part)  2022       54.999249
                     United Kingdom  2022       52.396141
        ~ Changed values: 744 / 14570 (5.11%)
                                country  year  bm_gsr_cmcp_zs -  bm_gsr_cmcp_zs +
                              Australia  2007         25.792017         24.783913
                             Azerbaijan  2018         40.634018         41.354042
           Europe and Central Asia (WB)  2009         48.391624         48.394020
                       Papua New Guinea  2015         51.353333         70.469086
          Upper-middle-income countries  2018         30.612934         31.547104
    ~ Column bm_gsr_fcty_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_fcty_cd
            Middle-income countries  2022    1.115028e+12
                            Myanmar  2022             NaN
                            Romania  2022    1.659875e+10
          Sint Maarten (Dutch part)  2022    5.090604e+07
                     United Kingdom  2022    3.353065e+11
        ~ Changed values: 662 / 14570 (4.54%)
                                country  year  bm_gsr_fcty_cd -  bm_gsr_fcty_cd +
                              Australia  2008      8.270575e+10      8.273557e+10
                                Ecuador  2016      1.975933e+09      1.978362e+09
          Lower-middle-income countries  2005      6.934492e+10      5.449443e+10
                                  Spain  2020      5.577019e+10      5.588479e+10
                                 Sweden  2021      4.968181e+10      4.858585e+10
    ~ Column bm_gsr_gnfs_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_gnfs_cd
            Middle-income countries  2022    9.431392e+12
                            Myanmar  2022             NaN
                            Romania  2022    1.492088e+11
          Sint Maarten (Dutch part)  2022    1.317803e+09
                     United Kingdom  2022    1.112016e+12
        ~ Changed values: 788 / 14570 (5.41%)
                                   country  year  bm_gsr_gnfs_cd -  bm_gsr_gnfs_cd +
                                Cape Verde  2019      1.286917e+09      1.286655e+09
          Latin America and Caribbean (WB)  1991      1.676589e+11      1.676486e+11
          Latin America and Caribbean (WB)  2013      1.425806e+12      1.445641e+12
                                    Mexico  2015      4.282739e+11      4.396163e+11
                          Papua New Guinea  2018      4.843832e+09      5.991083e+09
    ~ Column bm_gsr_insf_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_insf_zs
            Middle-income countries  2022        6.417715
                            Myanmar  2022             NaN
                            Romania  2022        2.413527
          Sint Maarten (Dutch part)  2022        2.720842
                     United Kingdom  2022        8.347416
        ~ Changed values: 839 / 14570 (5.76%)
                                country  year  bm_gsr_insf_zs -  bm_gsr_insf_zs +
             East Asia and Pacific (WB)  2019          5.001088          4.981830
                                  Haiti  2002          0.000000               NaN
          Lower-middle-income countries  1981          4.720222          4.724240
                Sub-Saharan Africa (WB)  1987          6.330517          6.340470
                            Switzerland  2021          4.222692          4.251132
    ~ Column bm_gsr_mrch_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_mrch_cd
            Middle-income countries  2022    7.902788e+12
                            Myanmar  2022             NaN
                            Romania  2022    1.241418e+11
          Sint Maarten (Dutch part)  2022    1.082917e+09
                     United Kingdom  2022    7.931308e+11
        ~ Changed values: 586 / 14570 (4.02%)
                                country  year  bm_gsr_mrch_cd -  bm_gsr_mrch_cd +
             East Asia and Pacific (WB)  2021      6.841433e+12      6.818208e+12
                  High-income countries  2013      1.233134e+13      1.225518e+13
                   Low-income countries  2017      1.075975e+11      9.672407e+10
                       Papua New Guinea  2021               NaN      4.281283e+09
          Upper-middle-income countries  2005      1.625148e+12      1.687511e+12
    ~ Column bm_gsr_nfsv_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_nfsv_cd
            Middle-income countries  2022    1.528683e+12
                            Myanmar  2022             NaN
                            Romania  2022    2.506692e+10
          Sint Maarten (Dutch part)  2022    2.348860e+08
                     United Kingdom  2022    3.188854e+11
        ~ Changed values: 803 / 14570 (5.51%)
                             country  year  bm_gsr_nfsv_cd -  bm_gsr_nfsv_cd +
                               Aruba  2014      9.120392e+08      9.125984e+08
          East Asia and Pacific (WB)  2008      8.301655e+11      8.396556e+11
                               Haiti  2016      7.247656e+08      7.124383e+08
                            Paraguay  2008      5.985277e+08      7.910011e+08
                        Sierra Leone  2021               NaN      2.377338e+08
    ~ Column bm_gsr_royl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_royl_cd
            Middle-income countries  2022    9.616418e+10
                            Myanmar  2022             NaN
                            Romania  2022    9.539583e+08
          Sint Maarten (Dutch part)  2022    1.436760e+06
                     United Kingdom  2022    1.778415e+10
        ~ Changed values: 2043 / 14570 (14.02%)
                     country  year  bm_gsr_royl_cd -  bm_gsr_royl_cd +
          Dominican Republic  1968               0.0               NaN
                        Iran  1979               0.0               NaN
                      Panama  2019       367300000.0       379622688.0
                       Qatar  2015               0.0               NaN
                      Rwanda  2011               0.0               NaN
    ~ Column bm_gsr_totl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_totl_cd
            Middle-income countries  2022    1.057317e+13
                            Myanmar  2022             NaN
                            Romania  2022    1.658075e+11
          Sint Maarten (Dutch part)  2022    1.368709e+09
                     United Kingdom  2022    1.447323e+12
        ~ Changed values: 879 / 14570 (6.03%)
                                   country  year  bm_gsr_totl_cd -  bm_gsr_totl_cd +
                                   Georgia  2020      1.067873e+10      1.068162e+10
                     High-income countries  2000      8.026656e+12      8.021477e+12
                                Kazakhstan  2019      7.778039e+10      7.790262e+10
          Saint Vincent and the Grenadines  2017      4.395770e+08      4.393947e+08
                                    Turkey  2018      2.652570e+11      2.652940e+11
    ~ Column bm_gsr_tran_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_tran_zs
            Middle-income countries  2022       34.754021
                            Myanmar  2022             NaN
                            Romania  2022       19.298876
          Sint Maarten (Dutch part)  2022       20.592184
                     United Kingdom  2022       11.039680
        ~ Changed values: 712 / 14570 (4.89%)
                                country  year  bm_gsr_tran_zs -  bm_gsr_tran_zs +
                                Estonia  2020         23.367533         22.860357
                  High-income countries  2021         20.294079         20.413471
                                Iceland  2019         19.133881         19.621346
          Lower-middle-income countries  1987         42.445213         44.055855
                            Netherlands  2021         20.856546         19.890808
    ~ Column bm_gsr_trvl_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_gsr_trvl_zs
            Middle-income countries  2022       21.235149
                            Myanmar  2022             NaN
                            Romania  2022       30.827610
          Sint Maarten (Dutch part)  2022       21.687723
                     United Kingdom  2022       28.216764
        ~ Changed values: 703 / 14570 (4.82%)
                 country  year  bm_gsr_trvl_zs -  bm_gsr_trvl_zs +
                Pakistan  2021          9.922368          9.190408
                  Poland  2021         11.652715         11.601852
               Singapore  2018         13.237453         13.198997
            South Africa  2020          8.207099          8.214563
          United Kingdom  2020         11.329357         12.211620
    ~ Column bm_klt_dinv_cd_wd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_klt_dinv_cd_wd
            Middle-income countries  2022       2.453554e+11
                            Myanmar  2022                NaN
                            Romania  2022       1.733919e+09
          Sint Maarten (Dutch part)  2022       3.553976e+06
                     United Kingdom  2022       1.589258e+11
        ~ Changed values: 565 / 14570 (3.88%)
                                   country  year  bm_klt_dinv_cd_wd -  bm_klt_dinv_cd_wd +
                                   Germany  2017         1.458039e+11         1.456094e+11
                                      Iraq  2020         1.485000e+08         1.472000e+08
             Lower-middle-income countries  1990         4.531735e+08         4.328100e+08
          Saint Vincent and the Grenadines  2020         2.502339e+06         1.783342e+06
                                    Tuvalu  2020                  NaN         0.000000e+00
    ~ Column bm_klt_dinv_wd_gd_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_klt_dinv_wd_gd_zs
            Middle-income countries  2022              0.647673
                            Myanmar  2022                   NaN
                            Romania  2022              0.576644
          Sint Maarten (Dutch part)  2022              0.231215
                     United Kingdom  2022              5.144775
        ~ Changed values: 2217 / 14570 (15.22%)
                      country  year  bm_klt_dinv_wd_gd_zs -  bm_klt_dinv_wd_gd_zs +
          Antigua and Barbuda  2014                0.506676                0.459237
                    Australia  1989                1.008567                1.008587
                       Kuwait  1978                0.609818                0.609714
                      Tunisia  2019                0.052045                0.052046
                        Yemen  2019                     NaN                0.015220
    ~ Column bm_trf_prvt_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_trf_prvt_cd
            Middle-income countries  2022    9.486088e+10
                            Myanmar  2022             NaN
                            Romania  2022    2.592794e+09
          Sint Maarten (Dutch part)  2022    1.604227e+08
                     United Kingdom  2022    4.133738e+10
        ~ Changed values: 951 / 14570 (6.53%)
                                    country  year  bm_trf_prvt_cd -  bm_trf_prvt_cd +
                                    Hungary  1984               0.0               NaN
           Latin America and Caribbean (WB)  1979       860755840.0               NaN
          Middle East and North Africa (WB)  1987      7909586944.0               NaN
                                  Nicaragua  2000               0.0               NaN
                                    Uruguay  1984               0.0               NaN
    ~ Column bm_trf_pwkr_cd_dt (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bm_trf_pwkr_cd_dt
            Middle-income countries  2022       7.918554e+10
                            Myanmar  2022                NaN
                            Romania  2022       9.599868e+08
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022       1.076784e+10
        ~ Changed values: 530 / 14570 (3.64%)
                                country  year  bm_trf_pwkr_cd_dt -  bm_trf_pwkr_cd_dt +
                Middle-income countries  1990         3832038144.0         3867338240.0
                               Slovenia  2019          319596032.0          364694720.0
                    Trinidad and Tobago  2021          120862336.0          195912832.0
          Upper-middle-income countries  2000         4976926720.0         4776908800.0
                             Uzbekistan  2020          336883584.0          341077600.0
    ~ Column bn_cab_xoka_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_cab_xoka_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -2.732585e+10
          Sint Maarten (Dutch part)  2022   -4.163977e+07
                     United Kingdom  2022   -1.017385e+11
        ~ Changed values: 534 / 14570 (3.67%)
            country  year  bn_cab_xoka_cd -  bn_cab_xoka_cd +
              Haiti  2016     -2.413984e+08     -2.378901e+08
             Israel  1962      0.000000e+00               NaN
          Singapore  2017      5.938251e+10      6.226218e+10
             Tuvalu  2014     -4.472892e+06     -1.860120e+05
            Vanuatu  2021      1.892981e+06     -6.064166e+07
    ~ Column bn_cab_xoka_gd_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_cab_xoka_gd_zs
            Middle-income countries  2022                NaN
                            Myanmar  2022                NaN
                            Romania  2022          -9.087672
          Sint Maarten (Dutch part)  2022          -2.709002
                     United Kingdom  2022          -3.293495
        ~ Changed values: 2015 / 14570 (13.83%)
                        country  year  bn_cab_xoka_gd_zs -  bn_cab_xoka_gd_zs +
                        Nigeria  2021            -0.419363            -0.738175
                      Palestine  2021            -8.241338            -9.818048
               Papua New Guinea  2009            -5.091594            -5.091673
          Sao Tome and Principe  2010           -44.533249           -46.087360
                          Sudan  1981            -6.437589            -5.997687
    ~ Column bn_fin_totl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_fin_totl_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -1.628093e+10
          Sint Maarten (Dutch part)  2022    3.482789e+07
                     United Kingdom  2022   -8.263158e+10
        ~ Changed values: 495 / 14570 (3.40%)
             country  year  bn_fin_totl_cd -  bn_fin_totl_cd +
          Cape Verde  2019      5.750569e+06     -2.490716e+07
              Mexico  2008     -2.398140e+10     -2.397362e+10
             Namibia  2010     -4.402403e+08     -4.649465e+08
            Paraguay  2015      1.285281e+08     -5.362853e+08
              Tuvalu  2020      8.226786e+06      1.268631e+07
    ~ Column bn_gsr_fcty_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_gsr_fcty_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -8.911724e+09
          Sint Maarten (Dutch part)  2022   -3.667805e+07
                     United Kingdom  2022    1.468332e+10
        ~ Changed values: 420 / 14570 (2.88%)
            country  year  bn_gsr_fcty_cd -  bn_gsr_fcty_cd +
          Australia  2014     -3.290088e+10     -3.275669e+10
            Finland  2020      4.702842e+09      4.553026e+09
           Honduras  2020     -1.646398e+09     -1.646016e+09
            Iceland  2020      7.161407e+08      7.161907e+08
              Tonga  2021      2.601726e+07      2.761304e+07
    ~ Column bn_gsr_gnfs_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_gsr_gnfs_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -1.992307e+10
          Sint Maarten (Dutch part)  2022    5.431340e+07
                     United Kingdom  2022   -8.792845e+10
        ~ Changed values: 467 / 14570 (3.21%)
                 country  year  bn_gsr_gnfs_cd -  bn_gsr_gnfs_cd +
          Cayman Islands  2020      1.144447e+09      1.441001e+09
                    Fiji  2020     -7.468548e+08     -7.471018e+08
                  Poland  2017      1.974300e+10      1.486500e+10
            South Africa  2020      1.510175e+10      1.501958e+10
           United States  2020     -6.539900e+11     -6.528850e+11
    ~ Column bn_gsr_mrch_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_gsr_mrch_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -3.361411e+10
          Sint Maarten (Dutch part)  2022   -8.749799e+08
                     United Kingdom  2022   -2.743300e+11
        ~ Changed values: 308 / 14570 (2.11%)
                   country  year  bn_gsr_mrch_cd -  bn_gsr_mrch_cd +
                   Curacao  2021     -1.137985e+09     -1.139642e+09
                Kazakhstan  2013      3.596017e+10      3.853327e+10
          Papua New Guinea  2018      6.994646e+09      6.004709e+09
              South Africa  2019      2.650266e+09      2.486815e+09
            United Kingdom  2017     -1.818872e+11     -1.801009e+11
    ~ Column bn_kac_eoms_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_kac_eoms_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022    3.793418e+09
          Sint Maarten (Dutch part)  2022    3.462833e+07
                     United Kingdom  2022    2.293144e+10
        ~ Changed values: 617 / 14570 (4.23%)
          country  year  bn_kac_eoms_cd -  bn_kac_eoms_cd +
          Bahamas  2021      1.048019e+09      9.368384e+08
          Estonia  2021     -3.370872e+08     -1.002924e+08
           Israel  2021     -5.624600e+09     -8.381000e+08
            Kenya  2019      1.407708e+09      1.319816e+09
           Sweden  2020     -3.533645e+10     -4.916614e+10
    ~ Column bn_klt_dinv_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_klt_dinv_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -9.254796e+09
          Sint Maarten (Dutch part)  2022   -1.530324e+07
                     United Kingdom  2022    8.070441e+10
        ~ Changed values: 776 / 14570 (5.33%)
             country  year  bn_klt_dinv_cd -  bn_klt_dinv_cd +
             Albania  1983      0.000000e+00               NaN
          Cape Verde  2021     -8.202542e+07     -9.216402e+07
             Denmark  2021      1.795961e+10      1.804641e+10
             Romania  1979      0.000000e+00               NaN
             Romania  1983      0.000000e+00               NaN
    ~ Column bn_klt_ptxl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_klt_ptxl_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022   -5.245549e+09
          Sint Maarten (Dutch part)  2022    3.672829e+07
                     United Kingdom  2022   -1.870485e+11
        ~ Changed values: 1820 / 14570 (12.49%)
             country  year  bn_klt_ptxl_cd -  bn_klt_ptxl_cd +
             Albania  1984               0.0               NaN
               Haiti  1984               0.0               NaN
             Jamaica  1996               0.0               NaN
          Seychelles  1980               0.0               NaN
          Seychelles  1982               0.0               NaN
    ~ Column bn_res_incl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_res_incl_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022    6.740922e+09
          Sint Maarten (Dutch part)  2022   -5.766191e+07
                     United Kingdom  2022   -1.730129e+09
        ~ Changed values: 181 / 14570 (1.24%)
             country  year  bn_res_incl_cd -  bn_res_incl_cd +
          Azerbaijan  2021       799010624.0      1333054592.0
            Honduras  2021       461055264.0       461041056.0
             Morocco  2016      2873353472.0      2769557504.0
            Paraguay  2010       319429120.0       319329120.0
             Vanuatu  2017        91419680.0        91803920.0
    ~ Column bn_trf_curr_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_trf_curr_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022    1.508751e+09
          Sint Maarten (Dutch part)  2022   -5.927512e+07
                     United Kingdom  2022   -2.849333e+10
        ~ Changed values: 407 / 14570 (2.79%)
            country  year  bn_trf_curr_cd -  bn_trf_curr_cd +
             Canada  2021     -3.187804e+09     -4.308341e+09
          Hong Kong  2021     -2.456698e+09     -2.446571e+09
               Iran  1986      0.000000e+00               NaN
           Paraguay  2008      4.142300e+08      3.442300e+08
             Poland  2008      1.403000e+09      3.601000e+09
    ~ Column bn_trf_kogt_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bn_trf_kogt_cd
            Middle-income countries  2022             NaN
                            Myanmar  2022             NaN
                            Romania  2022    7.251707e+09
          Sint Maarten (Dutch part)  2022    4.183933e+07
                     United Kingdom  2022   -3.824556e+09
        ~ Changed values: 2548 / 14570 (17.49%)
              country  year  bn_trf_kogt_cd -  bn_trf_kogt_cd +
                 Chad  1979               0.0               NaN
                Haiti  1978               0.0               NaN
             Kiribati  1983               0.0               NaN
          Philippines  1986               0.0               NaN
              Tunisia  1981               0.0               NaN
    ~ Column bx_grt_exta_cd_wd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_grt_exta_cd_wd
            Middle-income countries  2022                NaN
                            Myanmar  2022        732099968.0
                            Romania  2022                NaN
          Sint Maarten (Dutch part)  2022                NaN
                     United Kingdom  2022                NaN
        ~ Changed values: 1232 / 14570 (8.46%)
                        country  year  bx_grt_exta_cd_wd -  bx_grt_exta_cd_wd +
                        Albania  2018          182420000.0          182620000.0
                     East Timor  2013          160960000.0          160980000.0
                  Guinea-Bissau  2012           67360000.0           67470000.0
                    North Korea  2017           69530000.0          127240000.0
          Sao Tome and Principe  2019           41840000.0           41880000.0
    ~ Column bx_grt_tech_cd_wd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_grt_tech_cd_wd
            Middle-income countries  2022               <NA>
                            Myanmar  2022           75110000
                            Romania  2022               <NA>
          Sint Maarten (Dutch part)  2022               <NA>
                     United Kingdom  2022               <NA>
        ~ Changed values: 385 / 14570 (2.64%)
                         country  year  bx_grt_tech_cd_wd -  bx_grt_tech_cd_wd +
          British Virgin Islands  2001                 <NA>               300000
                        Honduras  2021                 <NA>             33130000
                          Malawi  2018             90150000             89710000
                           Nepal  2021                 <NA>             87690000
                         Senegal  2021                 <NA>            212880000
    ~ Column bx_gsr_ccis_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_ccis_cd
            Middle-income countries  2022    2.657032e+11
                            Myanmar  2022             NaN
                            Romania  2022    9.799362e+09
          Sint Maarten (Dutch part)  2022    8.025681e+06
                     United Kingdom  2022    4.362781e+10
        ~ Changed values: 609 / 14570 (4.18%)
                                country  year  bx_gsr_ccis_cd -  bx_gsr_ccis_cd +
                                Belarus  2021      3.220320e+09      3.238863e+09
                                  Benin  1991      0.000000e+00               NaN
                       Marshall Islands  2020      4.249800e+05      1.077597e+05
                                 Turkey  2021      2.576000e+09      2.566000e+09
          Upper-middle-income countries  2013      3.537873e+10      3.733129e+10
    ~ Column bx_gsr_ccis_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_ccis_zs
            Middle-income countries  2022       19.304695
                            Myanmar  2022             NaN
                            Romania  2022       25.283480
          Sint Maarten (Dutch part)  2022        0.689385
                     United Kingdom  2022        8.634264
        ~ Changed values: 856 / 14570 (5.88%)
                                   country  year  bx_gsr_ccis_zs -  bx_gsr_ccis_zs +
                     High-income countries  2015          8.720926          8.703846
                     High-income countries  2019         10.724763         10.756728
                      Low-income countries  2018          5.408313          5.496571
          Saint Vincent and the Grenadines  1991          0.000000               NaN
                 Sint Maarten (Dutch part)  2021          2.290578          2.280138
    ~ Column bx_gsr_cmcp_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_cmcp_zs
            Middle-income countries  2022       52.159447
                            Myanmar  2022             NaN
                            Romania  2022       59.126347
          Sint Maarten (Dutch part)  2022       10.254335
                     United Kingdom  2022       56.657925
        ~ Changed values: 794 / 14570 (5.45%)
                               country  year  bx_gsr_cmcp_zs -  bx_gsr_cmcp_zs +
          Europe and Central Asia (WB)  2021         56.929005         57.192459
               Middle-income countries  1991         36.646057         36.714649
               Middle-income countries  2009         43.424576         43.549885
                              Paraguay  2016         31.645130         25.394476
                          South Africa  2021         48.773983         48.792862
    ~ Column bx_gsr_fcty_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_fcty_cd
            Middle-income countries  2022    4.730129e+11
                            Myanmar  2022             NaN
                            Romania  2022    7.687027e+09
          Sint Maarten (Dutch part)  2022    1.422799e+07
                     United Kingdom  2022    3.499898e+11
        ~ Changed values: 754 / 14570 (5.18%)
                   country  year  bx_gsr_fcty_cd -  bx_gsr_fcty_cd +
                     Chile  2011      7.077982e+09      3.720865e+09
          Marshall Islands  2019      5.019363e+07      8.794428e+07
                    Mexico  2019      1.454603e+10      1.491489e+10
                    Uganda  2020      4.296452e+07      4.295182e+07
                Uzbekistan  2012      1.354995e+09      1.351841e+09
    ~ Column bx_gsr_gnfs_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_gnfs_cd
            Middle-income countries  2022    9.997249e+12
                            Myanmar  2022             NaN
                            Romania  2022    1.292857e+11
          Sint Maarten (Dutch part)  2022    1.372116e+09
                     United Kingdom  2022    1.024088e+12
        ~ Changed values: 810 / 14570 (5.56%)
                               country  year  bx_gsr_gnfs_cd -  bx_gsr_gnfs_cd +
                             Australia  2020      3.007700e+11      3.008105e+11
                                Brazil  1997      5.921565e+10      5.895756e+10
          Europe and Central Asia (WB)  2018      1.048573e+13      1.047955e+13
                                Mexico  2007      2.898292e+11      2.952741e+11
                 Saint Kitts and Nevis  2019      5.983432e+08      5.535228e+08
    ~ Column bx_gsr_insf_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_insf_zs
            Middle-income countries  2022        3.353227
                            Myanmar  2022             NaN
                            Romania  2022        1.204479
          Sint Maarten (Dutch part)  2022        0.020097
                     United Kingdom  2022       23.694664
        ~ Changed values: 1567 / 14570 (10.75%)
                             country  year  bx_gsr_insf_zs -  bx_gsr_insf_zs +
          East Asia and Pacific (WB)  2008          5.454033          5.454589
                 European Union (27)  1985          3.459864          3.478786
                                Iran  1980          0.000000               NaN
                            Paraguay  2018          2.420343          0.655009
                               Syria  1992          0.000000               NaN
    ~ Column bx_gsr_mrch_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_mrch_cd
            Middle-income countries  2022    8.556985e+12
                            Myanmar  2022             NaN
                            Romania  2022    9.052773e+10
          Sint Maarten (Dutch part)  2022    2.079368e+08
                     United Kingdom  2022    5.188008e+11
        ~ Changed values: 618 / 14570 (4.24%)
                        country  year  bx_gsr_mrch_cd -  bx_gsr_mrch_cd +
          High-income countries  2010      1.040785e+13      1.038756e+13
                     Luxembourg  2021      2.940918e+10      2.898404e+10
                          Palau  2021      1.011000e+06      1.065000e+06
                         Poland  2017      2.282140e+11      2.159190e+11
                        Senegal  2019               NaN      4.428042e+09
    ~ Column bx_gsr_nfsv_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_nfsv_cd
            Middle-income countries  2022    1.438653e+12
                            Myanmar  2022             NaN
                            Romania  2022    3.875796e+10
          Sint Maarten (Dutch part)  2022    1.164179e+09
                     United Kingdom  2022    5.052870e+11
        ~ Changed values: 829 / 14570 (5.69%)
             country  year  bx_gsr_nfsv_cd -  bx_gsr_nfsv_cd +
               Aruba  2014      2.040683e+09      2.043555e+09
          Costa Rica  2020      8.004752e+09      7.928718e+09
             Grenada  2019      6.137734e+08      6.140905e+08
              Poland  2013      4.362500e+10      4.379600e+10
               World  2020      5.188692e+12      5.283468e+12
    ~ Column bx_gsr_royl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_royl_cd
            Middle-income countries  2022    2.032924e+10
                            Myanmar  2022             NaN
                            Romania  2022    9.557368e+07
          Sint Maarten (Dutch part)  2022    2.874424e+05
                     United Kingdom  2022    2.802538e+10
        ~ Changed values: 2821 / 14570 (19.36%)
                        country  year  bx_gsr_royl_cd -  bx_gsr_royl_cd +
            Antigua and Barbuda  1988      0.000000e+00               NaN
                         Belize  1995      0.000000e+00               NaN
          High-income countries  1998      6.286781e+10      6.288481e+10
                       Kiribati  1982      0.000000e+00               NaN
                         Poland  1983      0.000000e+00               NaN
    ~ Column bx_gsr_totl_cd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_totl_cd
            Middle-income countries  2022    1.048011e+13
                            Myanmar  2022             NaN
                            Romania  2022    1.369727e+11
          Sint Maarten (Dutch part)  2022    1.386344e+09
                     United Kingdom  2022    1.374078e+12
        ~ Changed values: 1025 / 14570 (7.04%)
                  country  year  bx_gsr_totl_cd -  bx_gsr_totl_cd +
                Australia  2013      3.564075e+11      3.592782e+11
                   Brazil  2012      2.900874e+11      2.894852e+11
                   Israel  2021      1.619173e+11      1.610795e+11
          South Asia (WB)  1980      1.915906e+10      1.916949e+10
                   Uganda  2018      6.126401e+09      5.973160e+09
    ~ Column bx_gsr_tran_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_tran_zs
            Middle-income countries  2022       24.442019
                            Myanmar  2022             NaN
                            Romania  2022       27.619879
          Sint Maarten (Dutch part)  2022        7.564928
                     United Kingdom  2022        6.802749
        ~ Changed values: 681 / 14570 (4.67%)
                                   country  year  bx_gsr_tran_zs -  bx_gsr_tran_zs +
                        Dominican Republic  2021          7.146763          7.087488
                                    Israel  2018          8.324100          8.336747
          Latin America and Caribbean (WB)  2015         16.645544         17.486305
                                    Sweden  2019         12.624432         12.634204
                            United Kingdom  2017          8.614819          8.577226
    ~ Column bx_gsr_trvl_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_gsr_trvl_zs
            Middle-income countries  2022       19.370169
                            Myanmar  2022             NaN
                            Romania  2022       12.051495
          Sint Maarten (Dutch part)  2022       82.160637
                     United Kingdom  2022       12.844662
        ~ Changed values: 689 / 14570 (4.73%)
                          country  year  bx_gsr_trvl_zs -  bx_gsr_trvl_zs +
                        Australia  2008         54.846142         57.581772
                          Estonia  2021          6.551998          6.238981
          Middle-income countries  2000         35.406071         35.452217
                        Singapore  2020          2.468448          2.501142
                   United Kingdom  2005         13.470914         14.531506
    ~ Column bx_klt_dinv_cd_wd (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_klt_dinv_cd_wd
            Middle-income countries  2022       5.315637e+11
                            Myanmar  2022       1.238500e+09
                            Romania  2022       1.188253e+10
          Sint Maarten (Dutch part)  2022       1.346195e+07
                     United Kingdom  2022       4.412690e+10
        ~ Changed values: 728 / 14570 (5.00%)
                                   country  year  bx_klt_dinv_cd_wd -  bx_klt_dinv_cd_wd +
                   Middle-income countries  2002         1.448073e+11         1.450921e+11
                             New Caledonia  2019        -6.551243e+08         7.234804e+08
                               New Zealand  2019         2.921028e+09         2.915754e+09
          Saint Vincent and the Grenadines  2018         4.158579e+07         4.000817e+07
                              Sierra Leone  2020         1.351108e+08         1.726992e+08
    ~ Column bx_klt_dinv_wd_gd_zs (new data, changed data)
+       + New values: 231 / 14570 (1.59%)
                            country  year  bx_klt_dinv_wd_gd_zs
            Middle-income countries  2022              1.394647
                            Myanmar  2022              1.989128
                 

...diff too long, truncated...

Automatically updated datasets matching weekly_wildfires|excess_mortality|covid|fluid|flunet|country_profile are not included

Edited: 2024-05-30 20:00:47 UTC
Execution time: 14.47 seconds

@Marigold
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@pabloarosado let me know if you don't have time to review this please, I can always abuse Lucas. This doesn't need a big review, I just need advice on the questions from "How to review" above.

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@pabloarosado let me know if you don't have time to review this please, I can always abuse Lucas. This doesn't need a big review, I just need advice on the questions from "How to review" above.

Hey, sorry for the delay, I'll review it later.

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I suggested some small changes. Apart from those, all good!

@@ -23,7 +23,325 @@
},
{
"cell_type": "code",
"execution_count": 49,
"execution_count": 2,
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Why not making it a .py file instead?

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It's more convenient this way - you have to check the output, experiment with the prompt, etc. I cleared the output though.

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I don't understand why this is more convenient than a .py file executed on VSCode interactive window, but I haven't worked on it, so I trust you.

@@ -1469,31 +1468,31 @@ tables:
title: Primary government expenditures as a proportion of original approved budget (%)
hd_hci_ovrl:
title: Human capital index (HCI) (scale 0-1)
unit: ""
unit: ''
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In this file there are some (I think 12) instances of display name that don't have a title_public. Because of this, the grapher step raises a warning (and for good reason, since some of the display names are very short and ambiguous, like "Coal"). In those cases, you can simply add a presentation.title_public (similar to the actual title).

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Good point. I've fixed them, though I'm not sure what the guidelines for proper titles are. If you have any recommendations, I'm all ears.

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Given that all other public titles without a display will default to the title, it's fine to simply copy the title.

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A few more comments on the data:

  • Regarding girls-and-boys-of-primary-school-age-who-are-out-of-school, for now you could add them to https://github.com/owid/owid-issues/issues/1495 and then in a separate PR we can figure out a solution for them (in other words, kick the can down the road indeed).
  • Regarding public-healthcare-spending-share-gdp, you can simply add tolerance 1.
    • The same applies to other charts that now look empty.
  • Chart http://staging-site-wdi-update/grapher/births-attended-by-health-staff-sdgs the new map brackets are wrong. It should be open on the left (instead of going from 0 to 50%).
    And regarding

@paarriagadap
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Thanks @Marigold! Great that this update is coming soon!

I can't find the comment @pabloarosado tagged me anymore, but yeah, don't forget to keep the metadata for GDP, GDP pc and several other indicators available in the grapher step of the previous version.

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Thanks @Marigold! Great that this update is coming soon!

I can't find the comment @pabloarosado tagged me anymore, but yeah, don't forget to keep the metadata for GDP, GDP pc and several other indicators available in the grapher step of the previous version.

Yes, I initially tagged you to ensure some title_public on some GDP indicators were good. But then I thought that, for most indicators, we use the title by default, so it makes sense, for consistency to just use title everywhere as the public title (and if needed, we can manually tweak important ones afterwards).

@Marigold Marigold changed the base branch from wdi-update-base to master May 30, 2024 12:33
@Marigold
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Thanks both! I've made some changes and think it's in a pretty good shape.

@Marigold Marigold merged commit 582e928 into master May 31, 2024
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@Marigold Marigold deleted the wdi-update branch May 31, 2024 06:47
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4 participants