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πŸ“Š VDEM: new release v14 #2489

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πŸ“Š VDEM: new release v14 #2489

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lucasrodes
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@lucasrodes lucasrodes commented Apr 3, 2024

↑ Tracking issue

Side notes:

  • Follows work from πŸ“Š VDEM 14Β #2426.
  • I created a new PR because I was getting an error in buildkite due to an indicator title name. I think this was related to a change in indicator titles I did:
    • indicator regime_redux_row_owid: β€œPolitical regime” β†’ β€œPolitical regime (reduced)”
    • indicator regime_row_owid: β€œregime_row_owid” β†’ β€œPolitical regime”
    • (note that the former title name for regime_redux_row_owid and the new title name for regime_row_owid are the same).

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owidbot commented Apr 18, 2024

Staging server:
etl diff: ❌ Found differences
= Dataset garden/democracy/2024-03-07/bmr
  = Table population_regime_years
  = Table bmr
  = Table num_countries_regime
  = Table num_countries_regime_years
  = Table population_regime
~ Dataset garden/democracy/2024-03-07/vdem (new version)
-   - title: Democracy and Human rights - OWID based on Varieties of Democracy (v13) and Regimes of the World
+   + title: V-Dem Country-Year (Full + Others)
-   -   This dataset provides information on democracy and human rights, using data from the Varieties of Democracy project (v13), and the Regimes of the World classification by LΓΌhrmann et al. (2018).
+   +   The Varieties of Democracy (V-Dem) project publishes data and research on democracy and human rights.
+   +   It acknowledges that democracy can be characterized differently and measures electoral, liberal, participatory, deliberative, and egalitarian characterizations of democracy.
-   -   We expand the countries and years covered, and refine the coding of the Regimes of the World classification. You can read a detailed description of the data in these posts:
-   -   https://ourworldindata.org/regimes-of-the-world-data
-   -   https://ourworldindata.org/vdem-electoral-democracy-data
-   -   https://ourworldindata.org/vdem-human-rights-data
+   +   The project relies on evaluations by around 3,500 country experts and supplementary work by its researchers to assess political institutions and the protection of rights.
-   -   You can download the code and complete dataset, including supplementary variables, from GitHub: https://github.com/owid/notebooks/tree/main/BastianHerre/democracy
-   - sources:
-   -   - name: V-Dem (v13)
-   -     description: |-
-   -       This dataset provides information on democracy and human rights, using data from the Varieties of Democracy project (v13), and the Regimes of the World classification by LΓΌhrmann et al. (2018).
+   +   The project is managed by the V-Dem Institute, based at the University of Gothenburg in Sweden.
-   -       We expand the countries and years covered, and refine the coding of the Regimes of the World classification. You can read a detailed description of the data in these posts:
-   -       https://ourworldindata.org/regimes-of-the-world-data
-   -       https://ourworldindata.org/vdem-electoral-democracy-data
-   -       https://ourworldindata.org/vdem-human-rights-data
+   +   This snapshot contains all 500 V-Dem indicators and 245 indices + 57 other indicators from other data sources.
-   -       You can download the code and complete dataset, including supplementary variables, from GitHub: https://github.com/owid/notebooks/tree/main/BastianHerre/democracy
-   -     url: http://v-dem.net/vdemds.html
-   -     date_accessed: '2023-03-02'
-   -     published_by: |-
-   -       Coppedge, Michael, John Gerring, Carl Henrik Knutsen, Staffan I. Lindberg, Jan Teorell, David Altman, Michael Bernhard, Agnes Cornell, M. Steven Fish, Lisa Gastaldi, Haakon GjerlΓΈw, Adam Glynn, Ana Good God, Sandra Grahn, Allen Hicken, Katrin Kinzelbach, Joshua Krusell, Kyle L. Marquardt, Kelly McMann, Valeriya Mechkova, Juraj Medzihorsky, Natalia Natsika, Anja Neundorf, Pamela Paxton, Daniel Pemstein, Josefine Pernes, Oskar RydΓ©n, Johannes von RΓΆmer, Brigitte Seim, Rachel Sigman, Svend-Erik Skaaning, Jeffrey Staton, Aksel SundstrΓΆm, Eitan Tzelgov, Yi-ting Wang, Tore Wig, Steven Wilson and Daniel Ziblatt. 2023. β€œV-Dem [Country-Year/Country-Date] Dataset v13” Varieties of Democracy (V-Dem) Project. https://doi.org/10.23696/vdemds23.
-   - 
-   -       Pemstein, Daniel, Kyle L. Marquardt, Eitan Tzelgov, Yi-ting Wang, Juraj Medzihorsky, Joshua Krusell, Farhad Miri, and Johannes von RΓΆmer. 2023. β€œThe V-Dem Measurement Model: Latent Variable Analysis for Cross-National and Cross-Temporal Expert-Coded Data”. V-Dem Working Paper No. 21. 8th edition. University of Gothenburg: Varieties of Democracy Institute.
-   - version: '2023-03-02'
    ?              ^     ^
+   + version: '2024-03-07'
    ?              ^     ^
+   + update_period_days: 365
+ + Table vdem_num_countries
+   + Column num_countries_hoe
+   + Column num_countries_hog
+   + Column num_countries_hos
+   + Column num_countries_regime
+   + Column num_countries_regime_amb
+   + Column num_countries_wom_parl
+   + Column num_countries_years_in_electdem
+   + Column num_countries_years_in_libdem
+ + Table vdem_population
+   + Column population_hoe
+   + Column population_hog
+   + Column population_hos
+   + Column population_regime
+   + Column population_regime_amb
+   + Column population_wom_parl
+   + Column population_years_in_electdem
+   + Column population_years_in_libdem
+ + Table vdem_multi_with_regions
+   + Column civ_libs_vdem
+   + Column civ_soc_str_vdem
+   + Column corr_exec_vdem
+   + Column corr_jud_vdem
+   + Column corr_leg_vdem
+   + Column corr_publsec_vdem
+   + Column corruption_vdem
+   + Column delibdem_vdem
+   + Column dom_auton_vdem
+   + Column egaldem_vdem
+   + Column electdem_vdem
+   + Column int_auton_vdem
+   + Column libdem_vdem
+   + Column participdem_vdem
+   + Column personalism_vdem
+   + Column phys_integr_libs_vdem
+   + Column pol_libs_vdem
+   + Column priv_libs_vdem
+   + Column public_admin_vdem
+   + Column rule_of_law_vdem
+   + Column socgr_civ_libs_vdem
+   + Column socgr_pow_vdem
+   + Column terr_contr_vdem
+   + Column wom_civ_libs_vdem
+   + Column wom_civ_soc_vdem
+   + Column wom_emp_vdem
+   + Column wom_parl_vdem
+   + Column wom_pol_par_vdem
  ~ Table vdem (changed metadata)
+     + title: V-Dem Country-Year (Full + Others)
+     + description: |-
+     +   The Varieties of Democracy (V-Dem) project publishes data and research on democracy and human rights.
+     + 
+     +   It acknowledges that democracy can be characterized differently and measures electoral, liberal, participatory, deliberative, and egalitarian characterizations of democracy.
+     + 
+     +   The project relies on evaluations by around 3,500 country experts and supplementary work by its researchers to assess political institutions and the protection of rights.
+     + 
+     +   The project is managed by the V-Dem Institute, based at the University of Gothenburg in Sweden.
+     + 
+     +   This snapshot contains all 500 V-Dem indicators and 245 indices + 57 other indicators from other data sources.
+     + primary_key:
+     +   - country
+     +   - year
    ~ Column accessjust_m_high_row_owid (changed metadata, changed data)
+       + {}
-       - title: accessjust_m_high_row_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of whether men have access to justice or not, based on the criteria of the classification by LΓΌhrmann et al. (2018) and the assessment by V-Dem’s experts.
-       - 
-       -   This includes men safely bringing cases before courts, being able to seek redress if public authorities violate their rights, and trials being fair.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           accessjust_m_high_row_owid
                                    0
                                    0
                                    1
                                    1
                                    0
        ~ Changed values: 30745 / 32339 (95.07%)
           accessjust_m_high_row_owid -  accessjust_m_high_row_owid +
                                      1                           NaN
                                      0                           NaN
                                      0                           NaN
                                      0                           NaN
                                      0                           NaN
    ~ Column accessjust_m_low_row_owid (changed metadata, changed data)
+       + {}
-       - title: accessjust_m_low_row_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of whether men have access to justice or not, based on the criteria of the classification by LΓΌhrmann et al. (2018) and the assessment by V-Dem’s experts.
-       - 
-       -   This includes men safely bringing cases before courts, being able to seek redress if public authorities violate their rights, and trials being fair.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           accessjust_m_low_row_owid
                                   0
                                   0
                                   0
                                   0
                                   0
        ~ Changed values: 30745 / 32339 (95.07%)
           accessjust_m_low_row_owid -  accessjust_m_low_row_owid +
                                     0                          NaN
                                     0                          NaN
                                     0                          NaN
                                     0                          NaN
                                     0                          NaN
    ~ Column accessjust_m_row_owid (changed metadata, changed data)
+       + {}
-       - title: accessjust_m_row_owid
-       - description: |-
-       -   The variable denotes the best estimate of whether men have access to justice or not, based on the criteria of the classification by LΓΌhrmann et al. (2018) and the assessment by V-Dem’s experts.
-       - 
-       -   This includes men safely bringing cases before courts, being able to seek redress if public authorities violate their rights, and trials being fair.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           accessjust_m_row_owid
                               0
                               0
                               1
                               1
                               0
        ~ Changed values: 30745 / 32339 (95.07%)
           accessjust_m_row_owid -  accessjust_m_row_owid +
                                 1                      NaN
                                 0                      NaN
                                 0                      NaN
                                 0                      NaN
                                 0                      NaN
    ~ Column accessjust_w_high_row_owid (changed metadata, changed data)
+       + {}
-       - title: accessjust_w_high_row_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of whether women have access to justice or not, based on the criteria of the classification by LΓΌhrmann et al. (2018) and the assessment by V-Dem’s experts.
-       - 
-       -   This includes women safely bringing cases before courts, being able to seek redress if public authorities violate their rights, and trials being fair.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           accessjust_w_high_row_owid
                                    0
                                    0
                                    1
                                    1
                                    0
        ~ Changed values: 30732 / 32339 (95.03%)
           accessjust_w_high_row_owid -  accessjust_w_high_row_owid +
                                      0                           NaN
                                      0                           NaN
                                      0                           NaN
                                      0                           NaN
                                      0                           NaN
    ~ Column accessjust_w_low_row_owid (changed metadata, changed data)
+       + {}
-       - title: accessjust_w_low_row_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of whether women have access to justice or not, based on the criteria of the classification by LΓΌhrmann et al. (2018) and the assessment by V-Dem’s experts.
-       - 
-       -   This includes women safely bringing cases before courts, being able to seek redress if public authorities violate their rights, and trials being fair.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           accessjust_w_low_row_owid
                                   0
                                   0
                                   0
                                   0
                                   0
        ~ Changed values: 30732 / 32339 (95.03%)
           accessjust_w_low_row_owid -  accessjust_w_low_row_owid +
                                     0                          NaN
                                     0                          NaN
                                     0                          NaN
                                     0                          NaN
                                     0                          NaN
    ~ Column accessjust_w_row_owid (changed metadata, changed data)
+       + {}
-       - title: accessjust_w_row_owid
-       - description: |-
-       -   The variable denotes the best estimate of whether women have access to justice or not, based on the criteria of the classification by LΓΌhrmann et al. (2018) and the assessment by V-Dem’s experts.
-       - 
-       -   This includes women safely bringing cases before courts, being able to seek redress if public authorities violate their rights, and trials being fair.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           accessjust_w_row_owid
                               0
                               0
                               1
                               1
                               0
        ~ Changed values: 30732 / 32339 (95.03%)
           accessjust_w_row_owid -  accessjust_w_row_owid +
                                 0                      NaN
                                 0                      NaN
                                 0                      NaN
                                 0                      NaN
                                 0                      NaN
    ~ Column civ_libs_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: civ_libs_vdem_high_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of the extent to which people are free from government torture, political killings, and forced labor, they have property rights, and enjoy the freedoms of movement, religion, expression, and association.
-       - 
-       -   It is based on the V-Dem variable v2x_civlib_codehigh and we expand it to cover more years for some countries.
-       - 
-       -   The variable ranges from 0 to 1 (most rights).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civ_libs_vdem_high_owid
                             0.284
                             0.507
                             0.545
                             0.601
                             0.706
        ~ Changed values: 31914 / 32339 (98.69%)
           civ_libs_vdem_high_owid -  civ_libs_vdem_high_owid +
                               0.327                        NaN
                               0.356                        NaN
                               0.046                        NaN
                               0.037                        NaN
                               0.736                        NaN
    ~ Column civ_libs_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: civ_libs_vdem_low_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of the extent to which people are free from government torture, political killings, and forced labor, they have property rights, and enjoy the freedoms of movement, religion, expression, and association.
-       - 
-       -   It is based on the V-Dem variable v2x_civlib_codelow and we expand it to cover more years for some countries.
-       - 
-       -   The variable ranges from 0 to 1 (most rights).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civ_libs_vdem_low_owid
                            0.210
                            0.397
                            0.443
                            0.496
                            0.603
        ~ Changed values: 31914 / 32339 (98.69%)
           civ_libs_vdem_low_owid -  civ_libs_vdem_low_owid +
                              0.233                       NaN
                              0.260                       NaN
                              0.019                       NaN
                              0.015                       NaN
                              0.631                       NaN
    ~ Column civ_libs_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: civ_libs_vdem_owid
-       - description: |-
-       -   The variable denotes the central estimate of the extent to which people are free from government torture, political killings, and forced labor, they have property rights, and enjoy the freedoms of movement, religion, expression, and association.
-       - 
-       -   It is based on the V-Dem variable v2x_civlib and we expand it to cover more years for some countries.
-       - 
-       -   The variable ranges from 0 to 1 (most rights).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civ_libs_vdem_owid
                        0.249
                        0.455
                        0.491
                        0.553
                        0.645
        ~ Changed values: 31914 / 32339 (98.69%)
           civ_libs_vdem_owid -  civ_libs_vdem_owid +
                          0.274                   NaN
                          0.313                   NaN
                          0.036                   NaN
                          0.029                   NaN
                          0.681                   NaN
    ~ Column civ_soc_str_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: civ_soc_str_vdem_high_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civ_soc_str_vdem_high_owid
                                0.167
                                0.488
                                0.349
                                0.556
                                0.641
        ~ Changed values: 31942 / 32339 (98.77%)
           civ_soc_str_vdem_high_owid -  civ_soc_str_vdem_high_owid +
                                  0.712                           NaN
                                  0.678                           NaN
                                  0.647                           NaN
                                  0.397                           NaN
                                  0.866                           NaN
    ~ Column civ_soc_str_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: civ_soc_str_vdem_low_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civ_soc_str_vdem_low_owid
                               0.032
                               0.219
                               0.104
                               0.267
                               0.342
        ~ Changed values: 31942 / 32339 (98.77%)
           civ_soc_str_vdem_low_owid -  civ_soc_str_vdem_low_owid +
                                 0.357                          NaN
                                 0.396                          NaN
                                 0.328                          NaN
                                 0.147                          NaN
                                 0.581                          NaN
    ~ Column civ_soc_str_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: civ_soc_str_vdem_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civ_soc_str_vdem_owid
                           0.076
                           0.345
                           0.212
                           0.381
                           0.475
        ~ Changed values: 31942 / 32339 (98.77%)
           civ_soc_str_vdem_owid -  civ_soc_str_vdem_owid +
                             0.540                      NaN
                             0.547                      NaN
                             0.475                      NaN
                             0.245                      NaN
                             0.762                      NaN
    ~ Column civsoc_particip_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: civsoc_particip_vdem_high_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of the extent to which major civil society organization are routinely consulted by policymakers, how many people are involved in them, women can participate, and candidate nomination for the legislature within parties is decentralized or made through primaries.
-       - 
-       -   It is based on the V-Dem variable v2x_cspart_codehigh, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most participation).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civsoc_particip_vdem_high_owid
                                    0.652
                                    0.858
                                    0.359
                                    0.600
                                    0.725
        ~ Changed values: 30308 / 32339 (93.72%)
           civsoc_particip_vdem_high_owid -  civsoc_particip_vdem_high_owid +
                                      0.308                               NaN
                                      0.420                               NaN
                                      0.139                               NaN
                                      0.400                               NaN
                                      0.933                               NaN
    ~ Column civsoc_particip_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: civsoc_particip_vdem_low_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of the extent to which major civil society organization are routinely consulted by policymakers, how many people are involved in them, women can participate, and candidate nomination for the legislature within parties is decentralized or made through primaries.
-       - 
-       -   It is based on the V-Dem variable v2x_cspart_codelow, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most participation).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civsoc_particip_vdem_low_owid
                                   0.287
                                   0.552
                                   0.081
                                   0.221
                                   0.372
        ~ Changed values: 30308 / 32339 (93.72%)
           civsoc_particip_vdem_low_owid -  civsoc_particip_vdem_low_owid +
                                     0.051                              NaN
                                     0.105                              NaN
                                     0.015                              NaN
                                     0.103                              NaN
                                     0.677                              NaN
    ~ Column civsoc_particip_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: civsoc_particip_vdem_owid
-       - description: |-
-       -   The variable denotes the best estimate of the extent to which major civil society organization are routinely consulted by policymakers, how many people are involved in them, women can participate, and candidate nomination for the legislature within parties is decentralized or made through primaries.
-       - 
-       -   It is based on the V-Dem variable v2x_cspart, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most participation).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           civsoc_particip_vdem_owid
                               0.478
                               0.729
                               0.192
                               0.408
                               0.570
        ~ Changed values: 30308 / 32339 (93.72%)
           civsoc_particip_vdem_owid -  civsoc_particip_vdem_owid +
                                 0.147                          NaN
                                 0.237                          NaN
                                 0.047                          NaN
                                 0.216                          NaN
                                 0.829                          NaN
    ~ Column corr_exec_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: corr_exec_vdem_high_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_exec_vdem_high_owid
                              0.309
                              0.419
                              0.370
                              0.262
                              0.805
        ~ Changed values: 31643 / 32339 (97.85%)
           corr_exec_vdem_high_owid -  corr_exec_vdem_high_owid +
                                0.871                         NaN
                                0.501                         NaN
                                0.733                         NaN
                                0.949                         NaN
                                0.886                         NaN
    ~ Column corr_exec_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: corr_exec_vdem_low_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_exec_vdem_low_owid
                             0.167
                             0.296
                             0.160
                             0.097
                             0.625
        ~ Changed values: 31643 / 32339 (97.85%)
           corr_exec_vdem_low_owid -  corr_exec_vdem_low_owid +
                               0.752                        NaN
                               0.262                        NaN
                               0.553                        NaN
                               0.848                        NaN
                               0.747                        NaN
    ~ Column corr_exec_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: corr_exec_vdem_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_exec_vdem_owid
                         0.231
                         0.357
                         0.244
                         0.169
                         0.737
        ~ Changed values: 31643 / 32339 (97.85%)
           corr_exec_vdem_owid -  corr_exec_vdem_owid +
                           0.819                    NaN
                           0.363                    NaN
                           0.646                    NaN
                           0.906                    NaN
                           0.820                    NaN
    ~ Column corr_jud_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: corr_jud_vdem_high_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_jud_vdem_high_owid
                             1.551
-                           -1.274
                             1.978
                             2.214
-                           -0.671
        ~ Changed values: 31962 / 32339 (98.83%)
           corr_jud_vdem_high_owid -  corr_jud_vdem_high_owid +
-                             -0.415                        NaN
-                             -0.415                        NaN
                               0.511                        NaN
                               0.175                        NaN
                               3.259                        NaN
    ~ Column corr_jud_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: corr_jud_vdem_low_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_jud_vdem_low_owid
                            0.614
-                          -2.214
                            0.820
                            0.979
-                          -1.400
        ~ Changed values: 31962 / 32339 (98.83%)
           corr_jud_vdem_low_owid -  corr_jud_vdem_low_owid +
-                            -1.422                       NaN
-                            -1.422                       NaN
-                            -0.395                       NaN
-                            -1.167                       NaN
                              1.887                       NaN
    ~ Column corr_jud_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: corr_jud_vdem_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_jud_vdem_owid
                        1.047
-                      -1.721
                        1.394
                        1.666
-                      -1.055
        ~ Changed values: 31962 / 32339 (98.83%)
           corr_jud_vdem_owid -  corr_jud_vdem_owid +
-                        -0.872                   NaN
-                        -0.872                   NaN
                          0.081                   NaN
-                        -0.570                   NaN
                          2.589                   NaN
    ~ Column corr_leg_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: corr_leg_vdem_high_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_leg_vdem_high_owid
                             1.584
                             0.760
                               NaN
                             1.446
                             0.719
        ~ Changed values: 20467 / 32339 (63.29%)
           corr_leg_vdem_high_owid -  corr_leg_vdem_high_owid +
                               0.335                        NaN
                               0.264                        NaN
                               0.667                        NaN
                               1.243                        NaN
                               1.310                        NaN
    ~ Column corr_leg_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: corr_leg_vdem_low_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_leg_vdem_low_owid
                            0.774
                            0.199
                              NaN
                            0.255
-                          -0.238
        ~ Changed values: 20467 / 32339 (63.29%)
           corr_leg_vdem_low_owid -  corr_leg_vdem_low_owid +
-                            -0.474                       NaN
-                            -0.305                       NaN
-                            -0.442                       NaN
                              0.109                       NaN
                              0.658                       NaN
    ~ Column corr_leg_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: corr_leg_vdem_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_leg_vdem_owid
                        1.242
                        0.473
                          NaN
                        0.893
                        0.175
        ~ Changed values: 20467 / 32339 (63.29%)
           corr_leg_vdem_owid -  corr_leg_vdem_owid +
-                        -0.134                   NaN
-                        -0.011                   NaN
                          0.124                   NaN
                          0.644                   NaN
                          0.963                   NaN
    ~ Column corr_publsec_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: corr_publsec_vdem_high_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_publsec_vdem_high_owid
                                 0.329
                                 0.587
                                 0.192
                                 0.208
                                 0.796
        ~ Changed values: 31797 / 32339 (98.32%)
           corr_publsec_vdem_high_owid -  corr_publsec_vdem_high_owid +
                                   0.505                            NaN
                                   0.102                            NaN
                                   0.077                            NaN
                                   0.124                            NaN
                                   0.039                            NaN
    ~ Column corr_publsec_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: corr_publsec_vdem_low_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_publsec_vdem_low_owid
                                0.168
                                0.449
                                0.056
                                0.070
                                0.607
        ~ Changed values: 31797 / 32339 (98.32%)
           corr_publsec_vdem_low_owid -  corr_publsec_vdem_low_owid +
                                  0.336                           NaN
                                  0.031                           NaN
                                  0.011                           NaN
                                  0.015                           NaN
                                  0.010                           NaN
    ~ Column corr_publsec_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: corr_publsec_vdem_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corr_publsec_vdem_owid
                            0.238
                            0.523
                            0.100
                            0.129
                            0.726
        ~ Changed values: 31797 / 32339 (98.32%)
           corr_publsec_vdem_owid -  corr_publsec_vdem_owid +
                              0.413                       NaN
                              0.059                       NaN
                              0.031                       NaN
                              0.055                       NaN
                              0.018                       NaN
    ~ Column corruption_cpi (changed metadata, changed data)
-       - {}
+       + title: Corruption perceptions index
+       + description_from_producer: |-
+       +   The CPI focuses on corruption in the public sector and defines corruption as the abuse of public office for private gain. The surveys used in compiling the CPI tend to ask questions in line with the misuse of public power for private benefit, with a focus, for example, on bribe-taking by public officials in public procurement. The sources do not distinguish between administrative and political corruption. The CPI Score relates to perceptions of the degree of corruption as seen by business people, risk analysts and the general public and ranges between 100 (highly clean) and 0 (highly corrupt).
+       + 
+       +   Notes: The data spans 2012-present due to the methodological incomparability with the data prior 2012.
+       + origins:
+       +   - producer: V-Dem
+       +     title: V-Dem Country-Year (Full + Others)
+       +     description: |-
+       +       The Varieties of Democracy (V-Dem) project publishes data and research on democracy and human rights.
+       + 
+       +       It acknowledges that democracy can be characterized differently and measures electoral, liberal, participatory, deliberative, and egalitarian characterizations of democracy.
+       + 
+       +       The project relies on evaluations by around 3,500 country experts and supplementary work by its researchers to assess political institutions and the protection of rights.
+       + 
+       +       The project is managed by the V-Dem Institute, based at the University of Gothenburg in Sweden.
+       + 
+       +       This snapshot contains all 500 V-Dem indicators and 245 indices + 57 other indicators from other data sources.
+       +     citation_full: |-
+       +       Coppedge, Michael, John Gerring, Carl Henrik Knutsen, Staffan I. Lindberg, Jan Teorell, David Altman, Fabio Angiolillo, Michael Bernhard, Cecilia Borella, Agnes Cornell, M. Steven Fish, Linnea Fox, Lisa Gastaldi, Haakon GjerlΓΈw, Adam Glynn, Ana Good God, Sandra Grahn, Allen Hicken, Katrin Kinzelbach, Joshua Krusell, Kyle L. Marquardt, Kelly McMann, Valeriya Mechkova, Juraj Medzihorsky, Natalia Natsika, Anja Neundorf, Pamela Paxton, Daniel Pemstein, Josefine Pernes, Oskar RydΓ©n, Johannes von RΓΆmer, Brigitte Seim, Rachel Sigman, Svend-Erik Skaaning, Jeffrey Staton, Aksel SundstrΓΆm, Eitan Tzelgov, Yi-ting Wang, Tore Wig, Steven Wilson and Daniel Ziblatt. 2024. "V-Dem Country-Year Dataset v14" Varieties of Democracy (V-Dem) Project. https://doi.org/10.23696/mcwt-fr58;
+       + 
+       + 
+       +       Pemstein, Daniel, Kyle L. Marquardt, Eitan Tzelgov, Yi-ting Wang, Juraj Medzihorsky, Joshua Krusell, Farhad Miri, and Johannes von RΓΆmer. 2024. β€œThe V-Dem Measurement Model: Latent Variable Analysis for Cross-National and Cross-Temporal Expert-Coded Data”. V-Dem Working Paper No. 21. 9th edition. University of Gothenburg: Varieties of Democracy Institute
+       +     version_producer: v14
+       +     url_main: http://v-dem.net/vdemds.html
+       +     date_accessed: '2024-03-18'
+       +     date_published: '2024-03-07'
+       +     license:
+       +       name: CC BY 4.0
+       +       url: https://creativecommons.org/licenses/by/4.0/
+       + unit: ''
+       + display:
+       +   numDecimalPlaces: 0
+       + presentation:
+       +   topic_tags:
+       +     - Democracy
+       + description_processing: |-
+       +   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and include more of the period when they were still non-sovereign territories, we identified the historical entity they were a part of and used that regime's data whenever available
+       + 
+       +   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is, however, regime data for Pakistan and the colony of India, both of which the current territory of Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to 1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or current population of more than one million.

-       - Removed values: 1469 / 32339 (4.54%)
           corruption_cpi
                      NaN
                      NaN
                      NaN
                      NaN
                      NaN
        ~ Changed values: 1883 / 32339 (5.82%)
           corruption_cpi -  corruption_cpi +
                        NaN                69
                        NaN                42
                        NaN                20
                        NaN                38
                        NaN                34
    ~ Column corruption_cpi_owid (changed metadata, changed data)
+       + {}
-       - title: corruption_cpi_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corruption_cpi_owid
                          <NA>
                          <NA>
                          <NA>
                          <NA>
                          <NA>
        ~ Changed values: 1655 / 32339 (5.12%)
           corruption_cpi_owid -  corruption_cpi_owid +
                              24                    NaN
                              66                    NaN
                              38                    NaN
                              45                    NaN
                              47                    NaN
    ~ Column corruption_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: corruption_vdem_high_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corruption_vdem_high_owid
                               0.226
                               0.573
                               0.201
                               0.186
                               0.738
        ~ Changed values: 31447 / 32339 (97.24%)
           corruption_vdem_high_owid -  corruption_vdem_high_owid +
                                 0.344                          NaN
                                 0.037                          NaN
                                 0.869                          NaN
                                 0.417                          NaN
                                 0.139                          NaN
    ~ Column corruption_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: corruption_vdem_low_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corruption_vdem_low_owid
                              0.145
                              0.502
                              0.102
                              0.088
                              0.621
        ~ Changed values: 31447 / 32339 (97.24%)
           corruption_vdem_low_owid -  corruption_vdem_low_owid +
                                0.284                         NaN
                                0.009                         NaN
                                0.782                         NaN
                                0.327                         NaN
                                0.089                         NaN
    ~ Column corruption_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: corruption_vdem_owid
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           corruption_vdem_owid
                          0.187
                          0.537
                          0.154
                          0.145
                          0.680
        ~ Changed values: 31447 / 32339 (97.24%)
           corruption_vdem_owid -  corruption_vdem_owid +
                            0.317                     NaN
                            0.024                     NaN
                            0.821                     NaN
                            0.373                     NaN
                            0.117                     NaN
    ~ Column counterarg_polch_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: counterarg_polch_vdem_high_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of the extent to which political elites acknowledge and respect counterarguments when considering important policy changes.
-       - 
-       -   It is based on the V-Dem variable v2dlcountr_codehigh, and we expand it to cover more years for some countries.
-       - 
-       -   Higher scores mean more respect.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           counterarg_polch_vdem_high_owid
-                                   -0.538
-                                   -0.188
-                                   -0.033
-                                   -0.033
                                     1.245
        ~ Changed values: 20069 / 32339 (62.06%)
           counterarg_polch_vdem_high_owid -  counterarg_polch_vdem_high_owid +
                                       1.831                                NaN
                                       0.830                                NaN
                                       1.523                                NaN
-                                     -1.291                                NaN
-                                     -0.070                                NaN
    ~ Column counterarg_polch_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: counterarg_polch_vdem_low_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of the extent to which political elites acknowledge and respect counterarguments when considering important policy changes.
-       - 
-       -   It is based on the V-Dem variable v2dlcountr_codelow, and we expand it to cover more years for some countries.
-       - 
-       -   Higher scores mean more respect.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           counterarg_polch_vdem_low_owid
-                                  -1.393
-                                  -0.750
-                                  -0.860
-                                  -0.860
                                    0.319
        ~ Changed values: 20069 / 32339 (62.06%)
           counterarg_polch_vdem_low_owid -  counterarg_polch_vdem_low_owid +
                                      1.010                               NaN
-                                    -0.173                               NaN
                                      0.685                               NaN
-                                    -2.502                               NaN
-                                    -1.478                               NaN
    ~ Column counterarg_polch_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: counterarg_polch_vdem_owid
-       - description: |-
-       -   The variable denotes the best estimate of the extent to which political elites acknowledge and respect counterarguments when considering important policy changes.
-       - 
-       -   It is based on the V-Dem variable v2dlcountr, and we expand it to cover more years for some countries.
-       - 
-       -   Higher scores mean more respect.
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           counterarg_polch_vdem_owid
-                              -1.025
-                              -0.474
-                              -0.463
-                              -0.463
                                0.802
        ~ Changed values: 20069 / 32339 (62.06%)
           counterarg_polch_vdem_owid -  counterarg_polch_vdem_owid +
                                  1.476                           NaN
                                  0.297                           NaN
                                  1.136                           NaN
-                                -1.916                           NaN
-                                -0.786                           NaN
    ~ Column country (changed metadata, changed data)
-       - title: country
-       - unit: ''
+       + origins:
+       +   - producer: V-Dem
+       +     title: V-Dem Country-Year (Full + Others)
+       +     description: |-
+       +       The Varieties of Democracy (V-Dem) project publishes data and research on democracy and human rights.
+       + 
+       +       It acknowledges that democracy can be characterized differently and measures electoral, liberal, participatory, deliberative, and egalitarian characterizations of democracy.
+       + 
+       +       The project relies on evaluations by around 3,500 country experts and supplementary work by its researchers to assess political institutions and the protection of rights.
+       + 
+       +       The project is managed by the V-Dem Institute, based at the University of Gothenburg in Sweden.
+       + 
+       +       This snapshot contains all 500 V-Dem indicators and 245 indices + 57 other indicators from other data sources.
+       +     citation_full: |-
+       +       Coppedge, Michael, John Gerring, Carl Henrik Knutsen, Staffan I. Lindberg, Jan Teorell, David Altman, Fabio Angiolillo, Michael Bernhard, Cecilia Borella, Agnes Cornell, M. Steven Fish, Linnea Fox, Lisa Gastaldi, Haakon GjerlΓΈw, Adam Glynn, Ana Good God, Sandra Grahn, Allen Hicken, Katrin Kinzelbach, Joshua Krusell, Kyle L. Marquardt, Kelly McMann, Valeriya Mechkova, Juraj Medzihorsky, Natalia Natsika, Anja Neundorf, Pamela Paxton, Daniel Pemstein, Josefine Pernes, Oskar RydΓ©n, Johannes von RΓΆmer, Brigitte Seim, Rachel Sigman, Svend-Erik Skaaning, Jeffrey Staton, Aksel SundstrΓΆm, Eitan Tzelgov, Yi-ting Wang, Tore Wig, Steven Wilson and Daniel Ziblatt. 2024. "V-Dem Country-Year Dataset v14" Varieties of Democracy (V-Dem) Project. https://doi.org/10.23696/mcwt-fr58;
+       + 
+       + 
+       +       Pemstein, Daniel, Kyle L. Marquardt, Eitan Tzelgov, Yi-ting Wang, Juraj Medzihorsky, Joshua Krusell, Farhad Miri, and Johannes von RΓΆmer. 2024. β€œThe V-Dem Measurement Model: Latent Variable Analysis for Cross-National and Cross-Temporal Expert-Coded Data”. V-Dem Working Paper No. 21. 9th edition. University of Gothenburg: Varieties of Democracy Institute
+       +     version_producer: v14
+       +     url_main: http://v-dem.net/vdemds.html
+       +     date_accessed: '2024-03-18'
+       +     date_published: '2024-03-07'
+       +     license:
+       +       name: CC BY 4.0
+       +       url: https://creativecommons.org/licenses/by/4.0/

-       - Removed values: 1469 / 32339 (4.54%)
                          country
                          Vietnam
                          Vietnam
          Yemen People's Republic
          Yemen People's Republic
                         Zanzibar
        ~ Changed values: 32006 / 32339 (98.97%)
                    country -            country +
                      Denmark      Duchy of Nassau
                        Libya           Luxembourg
                      Myanmar                Nepal
          Republic of Vietnam Saxe-Weimar-Eisenach
                        Sudan               Taiwan
    ~ Column delib_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: delib_vdem_high_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of the extent to which political elites justify their positions, justify them with the common good, acknowledge counterarguments, consult elites in policy changes, and society deliberates policy changes.
-       - 
-       -   It is based on the V-Dem variable v2x_delib_codehigh and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most deliberative).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           delib_vdem_high_owid
                          0.605
                          0.765
                          0.318
                          0.347
                          0.620
        ~ Changed values: 20069 / 32339 (62.06%)
           delib_vdem_high_owid -  delib_vdem_high_owid +
                            0.923                     NaN
                            0.726                     NaN
                            0.847                     NaN
                            0.173                     NaN
                            0.644                     NaN
    ~ Column delib_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: delib_vdem_low_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of the extent to which political elites justify their positions, justify them with the common good, acknowledge counterarguments, consult elites in policy changes, and society deliberates policy changes.
-       - 
-       -   It is based on the V-Dem variable v2x_delib_codelow, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most deliberative).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           delib_vdem_low_owid
                         0.343
                         0.543
                         0.123
                         0.147
                         0.368
        ~ Changed values: 20069 / 32339 (62.06%)
           delib_vdem_low_owid -  delib_vdem_low_owid +
                           0.783                    NaN
                           0.485                    NaN
                           0.635                    NaN
                           0.056                    NaN
                           0.363                    NaN
    ~ Column delib_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: delib_vdem_owid
-       - description: |-
-       -   The variable denotes the best estimate of the extent to which political elites justify their positions, justify them with the common good, acknowledge counterarguments, consult elites in policy changes, and society deliberates policy changes.
-       - 
-       -   It is based on the V-Dem variable v2x_delib, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most deliberative).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           delib_vdem_owid
                     0.476
                     0.655
                     0.209
                     0.226
                     0.493
        ~ Changed values: 20069 / 32339 (62.06%)
           delib_vdem_owid -  delib_vdem_owid +
                       0.861                NaN
                       0.609                NaN
                       0.747                NaN
                       0.100                NaN
                       0.489                NaN
    ~ Column delibdem_vdem_high_owid (changed metadata, changed data)
+       + {}
-       - title: delibdem_vdem_high_owid
-       - description: |-
-       -   The variable denotes the upper-bound estimate of the extent of suffrage, the freedom and fairness of elections, freedoms of association and expression, as well as the extent to which political elites justify their positions, justify them with the common good, acknowledge counterarguments, consult elites in policy changes, and society deliberates policy changes.
-       - 
-       -   It is based on the V-Dem variable v2x_delibdem_codehigh, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most democratic).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           delibdem_vdem_high_owid
                             0.202
                             0.221
                             0.076
                             0.079
                             0.238
        ~ Changed values: 20738 / 32339 (64.13%)
           delibdem_vdem_high_owid -  delibdem_vdem_high_owid +
                               0.081                        NaN
                               0.783                        NaN
                               0.062                        NaN
                               0.357                        NaN
                               0.191                        NaN
    ~ Column delibdem_vdem_low_owid (changed metadata, changed data)
+       + {}
-       - title: delibdem_vdem_low_owid
-       - description: |-
-       -   The variable denotes the lower-bound estimate of the extent of suffrage, the freedom and fairness of elections, freedoms of association and expression, as well as the extent to which political elites justify their positions, justify them with the common good, acknowledge counterarguments, consult elites in policy changes, and society deliberates policy changes.
-       - 
-       -   It is based on the V-Dem variable v2x_delibdem_codelow, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most democratic).
-       - unit: ''

-       - Removed values: 1469 / 32339 (4.54%)
           delibdem_vdem_low_owid
                            0.123
                            0.157
                            0.026
                            0.030
                            0.152
        ~ Changed values: 20738 / 32339 (64.13%)
           delibdem_vdem_low_owid -  delibdem_vdem_low_owid +
                              0.037                       NaN
                              0.661                       NaN
                              0.025                       NaN
                              0.232                       NaN
                              0.116                       NaN
    ~ Column delibdem_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: delibdem_vdem_owid
-       - description: |-
-       -   The variable denotes the best estimate of the extent of suffrage, the freedom and fairness of elections, freedoms of association and expression, as well as the extent to which political elites justify their positions, justify them with the common good, acknowledge counterarguments, consult elites in policy changes, and society deliberates policy changes.
-       - 
-       -   It is based on the V-Dem variable v2x_delibdem, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (most democratic).
-       - unit: ''
-       - display:
-       -   name: Deliberative democracy

-       - Removed values: 1469 / 32339 (4.54%)
           delibdem_vdem_owid
                        0.164
                        0.192
                        0.054
                        0.060
                        0.195
        ~ Changed values: 20738 / 32339 (64.13%)
           delibdem_vdem_owid -  delibdem_vdem_owid +
                          0.064                   NaN
                          0.709                   NaN
                          0.047                   NaN
                          0.305                   NaN
                          0.152                   NaN
    ~ Column dirpop_vote_vdem (changed metadata, changed data)
-       - {}
+       + title: Direct popular vote index
+       + description_short: |-
+       +   Measures the extent of how easy it is for citizens to vote on specific issues themselves in popular initiatives, referendums, and plebiscites.
+       + description_from_producer: |-
+       +   Question: To what extent is the direct popular vote utilized?
+       + 
+       +   Clarification: Direct popular voting refers here to an institutionalized process by which citizens of a region or country register their choice or opinion on specific issues through a ballot. It is intended to embrace initiatives, referendums, and plebiscites, as those terms are usually understood. It captures some aspects of the more general concept of direct democracy at the national level. The term does not encompass recall elections, deliberative assemblies, or settings in which the vote is not secret or the purview is restricted. Likewise, it does not apply to elections for representatives.
+       + 
+       +   Scale: Interval, from low to high (0-1).
+       + 
+       +   Indicator name: `v2xdd_dd`
+       + origins:
+       +   - producer: V-Dem
+       +     title: V-Dem Country-Year (Full + Others)
+       +     description: |-
+       +       The Varieties of Democracy (V-Dem) project publishes data and research on democracy and human rights.
+       + 
+       +       It acknowledges that democracy can be characterized differently and measures electoral, liberal, participatory, deliberative, and egalitarian characterizations of democracy.
+       + 
+       +       The project relies on evaluations by around 3,500 country experts and supplementary work by its researchers to assess political institutions and the protection of rights.
+       + 
+       +       The project is managed by the V-Dem Institute, based at the University of Gothenburg in Sweden.
+       + 
+       +       This snapshot contains all 500 V-Dem indicators and 245 indices + 57 other indicators from other data sources.
+       +     citation_full: |-
+       +       Coppedge, Michael, John Gerring, Carl Henrik Knutsen, Staffan I. Lindberg, Jan Teorell, David Altman, Fabio Angiolillo, Michael Bernhard, Cecilia Borella, Agnes Cornell, M. Steven Fish, Linnea Fox, Lisa Gastaldi, Haakon GjerlΓΈw, Adam Glynn, Ana Good God, Sandra Grahn, Allen Hicken, Katrin Kinzelbach, Joshua Krusell, Kyle L. Marquardt, Kelly McMann, Valeriya Mechkova, Juraj Medzihorsky, Natalia Natsika, Anja Neundorf, Pamela Paxton, Daniel Pemstein, Josefine Pernes, Oskar RydΓ©n, Johannes von RΓΆmer, Brigitte Seim, Rachel Sigman, Svend-Erik Skaaning, Jeffrey Staton, Aksel SundstrΓΆm, Eitan Tzelgov, Yi-ting Wang, Tore Wig, Steven Wilson and Daniel Ziblatt. 2024. "V-Dem Country-Year Dataset v14" Varieties of Democracy (V-Dem) Project. https://doi.org/10.23696/mcwt-fr58;
+       + 
+       + 
+       +       Pemstein, Daniel, Kyle L. Marquardt, Eitan Tzelgov, Yi-ting Wang, Juraj Medzihorsky, Joshua Krusell, Farhad Miri, and Johannes von RΓΆmer. 2024. β€œThe V-Dem Measurement Model: Latent Variable Analysis for Cross-National and Cross-Temporal Expert-Coded Data”. V-Dem Working Paper No. 21. 9th edition. University of Gothenburg: Varieties of Democracy Institute
+       +     version_producer: v14
+       +     url_main: http://v-dem.net/vdemds.html
+       +     date_accessed: '2024-03-18'
+       +     date_published: '2024-03-07'
+       +     license:
+       +       name: CC BY 4.0
+       +       url: https://creativecommons.org/licenses/by/4.0/
+       + unit: ''
+       + display:
+       +   numDecimalPlaces: 2
+       + presentation:
+       +   topic_tags:
+       +     - Democracy
+       + description_processing: |-
+       +   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and include more of the period when they were still non-sovereign territories, we identified the historical entity they were a part of and used that regime's data whenever available
+       + 
+       +   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is, however, regime data for Pakistan and the colony of India, both of which the current territory of Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to 1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or current population of more than one million.

-       - Removed values: 1469 / 32339 (4.54%)
           dirpop_vote_vdem
                        NaN
                        NaN
                        NaN
                        NaN
                        NaN
        ~ Changed values: 21144 / 32339 (65.38%)
           dirpop_vote_vdem -  dirpop_vote_vdem +
                          NaN               0.272
                          NaN               0.000
                          NaN               0.000
                          NaN               0.352
                          NaN               0.213
    ~ Column dirpop_vote_vdem_owid (changed metadata, changed data)
+       + {}
-       - title: dirpop_vote_vdem_owid
-       - description: |-
-       -   The variable denotes the extent of how easy it is for citizens to vote on specific issues themselves in popular initiatives, referendums, and plebiscites.
-       - 
-       -   It is based on the V-Dem variable v2xdd_dd, and we expand it to cover more years for some countries.
-       - 
-       -   The index reaches from 0 to 1 (easiest).
-       - unit: ''
-       - display:
-       -   name: Direct popular voting

-       - Removed values: 1469 / 32339 (4.54%)
           dirpop_vote_vdem_owid
                            0.02
                            0.02
                            0.00
                            0.00
                            0.00
        ~ Changed values: 20069 / 32339 (62.06%)
           dirpop_vote_vdem_owid -  dirpop_vote_vdem_owid +
                               0.0                      NaN
                               0.0                      NaN
                               0.0                      NaN

...diff too long, truncated...

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

Edited: 2024-04-19 16:22:36 UTC
Execution time: 29.41 seconds

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