owid / etl

A compute graph for loading and transforming OWID's data
https://docs.owid.io/projects/etl
MIT License
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📊 Fix spurious jumps in energy data for aggregate regions #2896

Closed pabloarosado closed 4 days ago

pabloarosado commented 4 days ago

Fix spurious jumps in energy data for aggregate regions. The full explanation is in the code.

owidbot commented 4 days ago
Quick links (staging server): Site Admin Wizard

Login: ssh owid@staging-site-fix-spurious-jumps-in-energy

chart-diff: ✅ No charts for review.
data-diff: ❌ Found differences ```diff = Dataset garden/energy/2024-06-20/electricity_mix = Table electricity_mix ~ Column coal_generation__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year coal_generation__twh - coal_generation__twh + Asia 2023 8696.457031 NaN Europe 2023 622.725159 NaN High-income countries 2023 1781.384521 NaN South America 2023 38.435528 NaN Upper-middle-income countries 2023 6705.588379 NaN ~ Column coal_share_of_electricity__pct (changed data) ~ Changed values: 10 / 10138 (0.10%) country year coal_share_of_electricity__pct - coal_share_of_electricity__pct + Asia 2023 52.269951 NaN Europe 2023 13.257526 NaN High-income countries 2023 15.891244 NaN South America 2023 2.945224 NaN Upper-middle-income countries 2023 48.562599 NaN ~ Column direct_primary_energy_consumption__twh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year direct_primary_energy_consumption__twh - direct_primary_energy_consumption__twh + High-income countries 2023 56370.949219 NaN Lower-middle-income countries 1970 1305.932129 1258.734741 Lower-middle-income countries 1987 6733.767578 6563.684570 Lower-middle-income countries 1990 7861.853516 7638.102539 Lower-middle-income countries 1997 8095.404785 7850.183594 ~ Column fossil_generation__twh (changed data) ~ Changed values: 24 / 10138 (0.24%) country year fossil_generation__twh - fossil_generation__twh + Lower-middle-income countries 1990 512.421509 NaN Lower-middle-income countries 1991 526.002991 NaN Lower-middle-income countries 1994 538.960022 NaN Lower-middle-income countries 2023 2261.270996 NaN South America 2023 279.340790 NaN ~ Column fossil_share_of_electricity__pct (changed data) ~ Changed values: 24 / 10138 (0.24%) country year fossil_share_of_electricity__pct - fossil_share_of_electricity__pct + Lower-middle-income countries 1990 59.574398 NaN Lower-middle-income countries 1991 59.592144 NaN Lower-middle-income countries 1994 58.939022 NaN Lower-middle-income countries 2023 64.246201 NaN South America 2023 21.405224 NaN ~ Column gas_generation__twh (changed data) ~ Changed values: 24 / 10138 (0.24%) country year gas_generation__twh - gas_generation__twh + Lower-middle-income countries 1990 106.621025 NaN Lower-middle-income countries 1991 115.229462 NaN Lower-middle-income countries 1994 132.685898 NaN Lower-middle-income countries 2023 589.343689 NaN South America 2023 203.292053 NaN ~ Column gas_share_of_electricity__pct (changed data) ~ Changed values: 24 / 10138 (0.24%) country year gas_share_of_electricity__pct - gas_share_of_electricity__pct + Lower-middle-income countries 1990 12.395817 NaN Lower-middle-income countries 1991 13.054623 NaN Lower-middle-income countries 1994 14.510124 NaN Lower-middle-income countries 2023 16.744164 NaN South America 2023 15.577789 NaN ~ Column hydro_generation__twh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year hydro_generation__twh - hydro_generation__twh + High-income countries 2023 1263.528687 NaN Lower-middle-income countries 1970 45.889198 NaN Lower-middle-income countries 1987 109.135948 NaN Lower-middle-income countries 1990 134.793259 NaN Lower-middle-income countries 1997 146.052856 NaN ~ Column hydro_share_of_electricity__pct (changed data) ~ Changed values: 25 / 10138 (0.25%) country year hydro_share_of_electricity__pct - hydro_share_of_electricity__pct + Europe 2023 16.520908 NaN Lower-middle-income countries 1985 16.291794 NaN Lower-middle-income countries 1991 16.133011 NaN Lower-middle-income countries 1996 15.672986 NaN Lower-middle-income countries 1999 15.053476 NaN ~ Column low_carbon_generation__twh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year low_carbon_generation__twh - low_carbon_generation__twh + High-income countries 2023 5351.831543 NaN Lower-middle-income countries 1970 47.197342 NaN Lower-middle-income countries 1987 170.083176 NaN Lower-middle-income countries 1990 223.750626 NaN Lower-middle-income countries 1997 245.221191 NaN ~ Column low_carbon_share_of_electricity__pct (changed data) ~ Changed values: 25 / 10138 (0.25%) country year low_carbon_share_of_electricity__pct - low_carbon_share_of_electricity__pct + Europe 2023 59.752853 NaN Lower-middle-income countries 1985 26.029053 NaN Lower-middle-income countries 1991 25.981586 NaN Lower-middle-income countries 1996 25.464617 NaN Lower-middle-income countries 1999 23.789312 NaN ~ Column nuclear_generation__twh (changed data) ~ Changed values: 11 / 10138 (0.11%) country year nuclear_generation__twh - nuclear_generation__twh + Europe 2023 965.053162 NaN High-income countries 2023 1880.554199 NaN Lower-middle-income countries 2023 129.621185 NaN South America 2023 23.473022 NaN Upper-middle-income countries 2023 724.774048 NaN ~ Column nuclear_share_of_electricity__pct (changed data) ~ Changed values: 10 / 10138 (0.10%) country year nuclear_share_of_electricity__pct - nuclear_share_of_electricity__pct + Asia 2023 4.944662 NaN Europe 2023 20.545528 NaN High-income countries 2023 16.775909 NaN South America 2023 1.798682 NaN Upper-middle-income countries 2023 5.248893 NaN ~ Column oil_generation__twh (changed data) ~ Changed values: 99 / 10138 (0.98%) country year oil_generation__twh - oil_generation__twh + Europe 1985 377.883972 NaN European Union (27) 1993 196.928940 NaN Lower-middle-income countries 1990 98.068466 NaN North America 1994 203.660309 NaN Upper-middle-income countries 1988 304.004517 NaN ~ Column oil_share_of_electricity__pct (changed data) ~ Changed values: 99 / 10138 (0.98%) country year oil_share_of_electricity__pct - oil_share_of_electricity__pct + Europe 1985 9.828362 NaN European Union (27) 1993 8.547535 NaN Lower-middle-income countries 1990 11.401492 NaN North America 1994 4.837090 NaN Upper-middle-income countries 1988 11.614008 NaN ~ Column other_renewables_including_bioenergy_generation__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year other_renewables_including_bioenergy_generation__twh - other_renewables_including_bioenergy_generation__twh + Asia 2023 388.483917 NaN Europe 2023 203.489655 NaN High-income countries 2023 359.011902 NaN South America 2023 72.123505 NaN Upper-middle-income countries 2023 345.392395 NaN ~ Column other_renewables_including_bioenergy_share_of_electricity__pct (changed data) ~ Changed values: 10 / 10138 (0.10%) country year other_renewables_including_bioenergy_share_of_electricity__pct - other_renewables_including_bioenergy_share_of_electricity__pct + Asia 2023 2.334978 NaN Europe 2023 4.332199 NaN High-income countries 2023 3.202647 NaN South America 2023 5.526654 NaN Upper-middle-income countries 2023 2.501369 NaN ~ Column per_capita_coal_generation__kwh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year per_capita_coal_generation__kwh - per_capita_coal_generation__kwh + Asia 2023 1830.131958 NaN Europe 2023 837.522400 NaN High-income countries 2023 1449.935547 NaN South America 2023 87.409286 NaN Upper-middle-income countries 2023 2618.096436 NaN ~ Column per_capita_fossil_generation__kwh (changed data) ~ Changed values: 24 / 10138 (0.24%) country year per_capita_fossil_generation__kwh - per_capita_fossil_generation__kwh + Lower-middle-income countries 1990 253.592010 NaN Lower-middle-income countries 1991 254.591583 NaN Lower-middle-income countries 1994 245.254593 NaN Lower-middle-income countries 2023 648.595337 NaN South America 2023 635.270996 NaN ~ Column per_capita_gas_generation__kwh (changed data) ~ Changed values: 24 / 10138 (0.24%) country year per_capita_gas_generation__kwh - per_capita_gas_generation__kwh + Lower-middle-income countries 1990 52.765625 NaN Lower-middle-income countries 1991 55.772404 NaN Lower-middle-income countries 1994 60.378922 NaN Lower-middle-income countries 2023 169.040146 NaN South America 2023 462.322571 NaN ~ Column per_capita_hydro_generation__kwh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year per_capita_hydro_generation__kwh - per_capita_hydro_generation__kwh + High-income countries 2023 1028.433350 NaN Lower-middle-income countries 1970 36.514576 NaN Lower-middle-income countries 1987 57.837975 NaN Lower-middle-income countries 1990 66.707764 NaN Lower-middle-income countries 1997 62.678043 NaN ~ Column per_capita_low_carbon_generation__kwh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year per_capita_low_carbon_generation__kwh - per_capita_low_carbon_generation__kwh + High-income countries 2023 4356.056641 NaN Lower-middle-income countries 1970 37.555485 NaN Lower-middle-income countries 1987 90.137726 NaN Lower-middle-income countries 1990 110.731827 NaN Lower-middle-income countries 1997 105.235764 NaN ~ Column per_capita_nuclear_generation__kwh (changed data) ~ Changed values: 11 / 10138 (0.11%) country year per_capita_nuclear_generation__kwh - per_capita_nuclear_generation__kwh + Europe 2023 1297.929932 NaN High-income countries 2023 1530.653564 NaN Lower-middle-income countries 2023 37.178959 NaN South America 2023 53.381863 NaN Upper-middle-income countries 2023 282.977142 NaN ~ Column per_capita_oil_generation__kwh (changed data) ~ Changed values: 99 / 10138 (0.98%) country year per_capita_oil_generation__kwh - per_capita_oil_generation__kwh + Europe 1985 533.547302 NaN European Union (27) 1993 466.515900 NaN Lower-middle-income countries 1990 48.533051 NaN North America 1994 454.527985 NaN Upper-middle-income countries 1988 158.713257 NaN ~ Column per_capita_other_renewables_including_bioenergy_generation__kwh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year per_capita_other_renewables_including_bioenergy_generation__kwh - per_capita_other_renewables_including_bioenergy_generation__kwh + Asia 2023 81.754768 NaN Europe 2023 273.679565 NaN High-income countries 2023 292.213257 NaN South America 2023 164.021790 NaN Upper-middle-income countries 2023 134.853271 NaN ~ Column per_capita_renewable_generation__kwh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year per_capita_renewable_generation__kwh - per_capita_renewable_generation__kwh + High-income countries 2023 2825.402588 NaN Lower-middle-income countries 1970 36.514576 NaN Lower-middle-income countries 1987 60.432655 NaN Lower-middle-income countries 1990 69.659111 NaN Lower-middle-income countries 1997 66.631653 NaN ~ Column per_capita_solar_and_wind_generation__kwh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year per_capita_solar_and_wind_generation__kwh - per_capita_solar_and_wind_generation__kwh + Asia 2023 418.648468 NaN Europe 2023 1159.497192 NaN High-income countries 2023 1504.756104 NaN South America 2023 463.836670 NaN Upper-middle-income countries 2023 700.450684 NaN ~ Column per_capita_solar_generation__kwh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year per_capita_solar_generation__kwh - per_capita_solar_generation__kwh + Asia 2023 197.328690 NaN Europe 2023 372.742798 NaN High-income countries 2023 602.444397 NaN South America 2023 173.271347 NaN Upper-middle-income countries 2023 278.627014 NaN ~ Column per_capita_total_generation__kwh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year per_capita_total_generation__kwh - per_capita_total_generation__kwh + Asia 2023 3501.308105 NaN Europe 2023 6317.335449 NaN High-income countries 2023 9124.117188 NaN South America 2023 2967.831787 NaN Upper-middle-income countries 2023 5391.178223 NaN ~ Column per_capita_wind_generation__kwh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year per_capita_wind_generation__kwh - per_capita_wind_generation__kwh + Asia 2023 221.319794 NaN Europe 2023 786.754456 NaN High-income countries 2023 902.311707 NaN South America 2023 290.565308 NaN Upper-middle-income countries 2023 421.823700 NaN ~ Column primary_energy_consumption__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year primary_energy_consumption__twh - primary_energy_consumption__twh + Asia 2023 91422.265625 NaN Europe 2023 28666.621094 NaN High-income countries 2023 64908.398438 NaN South America 2023 7656.339355 NaN Upper-middle-income countries 2023 76803.554688 NaN ~ Column renewable_generation__twh (changed data) ~ Changed values: 45 / 10138 (0.44%) country year renewable_generation__twh - renewable_generation__twh + High-income countries 2023 3471.277344 NaN Lower-middle-income countries 1970 45.889198 NaN Lower-middle-income countries 1987 114.031921 NaN Lower-middle-income countries 1990 140.756912 NaN Lower-middle-income countries 1997 155.265594 NaN ~ Column renewable_share_of_electricity__pct (changed data) ~ Changed values: 25 / 10138 (0.25%) country year renewable_share_of_electricity__pct - renewable_share_of_electricity__pct + Europe 2023 39.207321 NaN Lower-middle-income countries 1985 17.193811 NaN Lower-middle-income countries 1991 16.808912 NaN Lower-middle-income countries 1996 16.502615 NaN Lower-middle-income countries 1999 16.274147 NaN ~ Column solar_and_wind_generation__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year solar_and_wind_generation__twh - solar_and_wind_generation__twh + Asia 2023 1989.342041 NaN Europe 2023 862.123901 NaN High-income countries 2023 1848.736694 NaN South America 2023 203.957825 NaN Upper-middle-income countries 2023 1794.026367 NaN ~ Column solar_and_wind_share_of_electricity__pct (changed data) ~ Changed values: 10 / 10138 (0.10%) country year solar_and_wind_share_of_electricity__pct - solar_and_wind_share_of_electricity__pct + Asia 2023 11.956917 NaN Europe 2023 18.354214 NaN High-income countries 2023 16.492075 NaN South America 2023 15.628806 NaN Upper-middle-income countries 2023 12.992535 NaN ~ Column solar_generation__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year solar_generation__twh - solar_generation__twh + Asia 2023 937.670349 NaN Europe 2023 277.146393 NaN High-income countries 2023 740.160522 NaN South America 2023 76.190712 NaN Upper-middle-income countries 2023 713.632263 NaN ~ Column solar_share_of_electricity__pct (changed data) ~ Changed values: 10 / 10138 (0.10%) country year solar_share_of_electricity__pct - solar_share_of_electricity__pct + Asia 2023 5.635856 NaN Europe 2023 5.900316 NaN High-income countries 2023 6.602770 NaN South America 2023 5.838314 NaN Upper-middle-income countries 2023 5.168202 NaN ~ Column total_electricity_share_of_primary_energy__pct (changed data) ~ Changed values: 25 / 10138 (0.25%) country year total_electricity_share_of_primary_energy__pct - total_electricity_share_of_primary_energy__pct + Europe 2023 19.432449 NaN Lower-middle-income countries 1985 10.469264 10.762549 Lower-middle-income countries 1991 11.235438 11.573279 Lower-middle-income countries 1996 12.484454 12.894382 Lower-middle-income countries 1999 13.076603 13.496456 ~ Column total_generation__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year total_generation__twh - total_generation__twh + Asia 2023 16637.583984 NaN Europe 2023 4697.144531 NaN High-income countries 2023 11209.849609 NaN South America 2023 1305.012207 NaN Upper-middle-income countries 2023 13808.132812 NaN ~ Column wind_generation__twh (changed data) ~ Changed values: 10 / 10138 (0.10%) country year wind_generation__twh - wind_generation__twh + Asia 2023 1051.671753 NaN Europe 2023 584.977539 NaN High-income countries 2023 1108.576172 NaN South America 2023 127.767105 NaN Upper-middle-income countries 2023 1080.394165 NaN ~ Column wind_share_of_electricity__pct (changed data) ~ Changed values: 10 / 10138 (0.10%) country year wind_share_of_electricity__pct - wind_share_of_electricity__pct + Asia 2023 6.321060 NaN Europe 2023 12.453897 NaN High-income countries 2023 9.889304 NaN South America 2023 9.790491 NaN Upper-middle-income countries 2023 7.824332 NaN = Dataset garden/lis/2024-06-13/luxembourg_income_study = Table lis_percentiles_adults ~ Column avg (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column share (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column thr (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). = Table lis_percentiles ~ Column avg (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column share (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column thr (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). = Table luxembourg_income_study ~ Column avg_p100_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p100_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p100_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p100_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p100_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p100_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p10_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p10_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p10_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p10_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p10_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p10_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p20_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p20_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p20_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p20_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p20_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p20_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p30_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p30_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p30_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p30_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p30_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p30_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p40_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p40_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p40_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p40_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p40_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p40_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p50_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p50_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p50_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p50_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p50_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p50_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p60_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p60_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p60_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p60_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p60_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p60_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p70_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p70_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p70_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p70_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p70_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p70_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p80_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p80_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p80_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p80_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p80_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p80_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p90_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p90_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p90_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p90_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p90_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_p90_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_40_median_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_40_median_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_40_median_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_40_median_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_40_median_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_40_median_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_50_median_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_50_median_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_50_median_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_50_median_dhi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_50_median_mi_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_50_median_mi_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_60_median_dhci_eq (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_60_median_dhci_pc (changed metadata) - - We obtain after tax income (cash) by using the disposable household cash income variable (`dhci`). ? - - + + We obtain after tax income (cash) by using the disposable household cash income variable (dhci). ~ Column avg_shortfall_60_median_dhi_eq (changed metadata) - - We obtain after tax income (cash) by using the di ...diff too long, truncated... ``` Automatically updated datasets matching _weekly_wildfires|excess_mortality|covid|fluid|flunet|country_profile|garden/ihme_gbd/2019/gbd_risk_ are not included

Edited: 2024-06-26 10:01:36 UTC Execution time: 42.62 seconds