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📊 wb: Update World Bank PIP to version 20240326 #2464

Merged
merged 6 commits into from
Apr 15, 2024
Merged

📊 wb: Update World Bank PIP to version 20240326 #2464

merged 6 commits into from
Apr 15, 2024

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paarriagadap
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@paarriagadap paarriagadap commented Mar 27, 2024 •
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Main issue https://github.com/owid/owid-issues/issues/1475

Datasets on staging:
2011 PPPs: http://staging-site-update-world-bank-pip-0324/admin/datasets/6447
2017 PPPs: http://staging-site-update-world-bank-pip-0324/admin/datasets/6448

The pipeline is the same as the one in the January update, so it should not be reviewed that thoroughly

@paarriagadap paarriagadap mentioned this pull request Mar 27, 2024
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@paarriagadap paarriagadap force-pushed the update-world-bank-pip-0324 branch from a4ebd7b to 675dc78 Compare April 10, 2024 21:51
@paarriagadap paarriagadap requested review from spoonerf and Marigold and removed request for spoonerf April 11, 2024 15:49
@paarriagadap paarriagadap force-pushed the update-world-bank-pip-0324 branch from be50117 to c6be69c Compare April 13, 2024 03:00
@paarriagadap
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@Marigold Hi! Is there any reason for explorer files like http://staging-site-update-world-bank-pip-0324:8881/explorers/wb/latest/world_bank_pip/income_consumption_2017_headcount_ratio_3000.csv not being updated? I want to check some changes and I can't see them.

@Marigold
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@paarriagadap the reason was that ETL on the staging server was failing. It was because one of the downloaded snapshots was corrupted (this is the first time this happened, I'll be keeping an eye on it. Deleting it and recreating helped).

ETL on the staging server is green again, and explorer files should be updated accordingly.

Marigold
Marigold approved these changes Apr 15, 2024
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Looks good!

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owidbot commented Apr 15, 2024 •
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Staging server:
etl diff: ✅ No differences found 
= Dataset garden/faostat/2024-03-14/faostat_tcl
  = Table faostat_tcl
  = Table faostat_tcl_flat
2024-04-15 17:38:54 [warning  ] Passing a SingleBlockManager to Variable is deprecated and will raise in a future version. Use public APIs instead. category=DeprecationWarning filename=/home/owid/etl/lib/catalog/owid/catalog/variables.py lineno=95
2024-04-15 17:38:54 [warning  ] Passing a SingleBlockManager to Variable is deprecated and will raise in a future version. Use public APIs instead. category=DeprecationWarning filename=/home/owid/etl/lib/catalog/owid/catalog/variables.py lineno=95
+ Dataset garden/wb/2024-03-27/world_bank_pip
+ + Table consumption_2011
+   + Column reporting_level
+   + Column welfare_type
+   + Column mean
+   + Column median
+   + Column mld
+   + Column gini
+   + Column polarization
+   + Column decile1_share
+   + Column decile2_share
+   + Column decile3_share
+   + Column decile4_share
+   + Column decile5_share
+   + Column decile6_share
+   + Column decile7_share
+   + Column decile8_share
+   + Column decile9_share
+   + Column decile10_share
+   + Column decile1_thr
+   + Column decile2_thr
+   + Column decile3_thr
+   + Column decile4_thr
+   + Column decile5_thr
+   + Column decile6_thr
+   + Column decile7_thr
+   + Column decile8_thr
+   + Column decile9_thr
+   + Column headcount_40_median
+   + Column headcount_50_median
+   + Column headcount_60_median
+   + Column headcount_ratio_40_median
+   + Column headcount_ratio_50_median
+   + Column headcount_ratio_60_median
+   + Column income_gap_ratio_40_median
+   + Column income_gap_ratio_50_median
+   + Column income_gap_ratio_60_median
+   + Column poverty_gap_index_40_median
+   + Column poverty_gap_index_50_median
+   + Column poverty_gap_index_60_median
+   + Column avg_shortfall_40_median
+   + Column avg_shortfall_50_median
+   + Column avg_shortfall_60_median
+   + Column total_shortfall_40_median
+   + Column total_shortfall_50_median
+   + Column total_shortfall_60_median
+   + Column poverty_severity_40_median
+   + Column poverty_severity_50_median
+   + Column poverty_severity_60_median
+   + Column watts_40_median
+   + Column watts_50_median
+   + Column watts_60_median
+   + Column headcount_100
+   + Column headcount_1000
+   + Column headcount_190
+   + Column headcount_2000
+   + Column headcount_3000
+   + Column headcount_320
+   + Column headcount_4000
+   + Column headcount_550
+   + Column headcount_ratio_100
+   + Column headcount_ratio_1000
+   + Column headcount_ratio_190
+   + Column headcount_ratio_2000
+   + Column headcount_ratio_3000
+   + Column headcount_ratio_320
+   + Column headcount_ratio_4000
+   + Column headcount_ratio_550
+   + Column income_gap_ratio_100
+   + Column income_gap_ratio_1000
+   + Column income_gap_ratio_190
+   + Column income_gap_ratio_2000
+   + Column income_gap_ratio_3000
+   + Column income_gap_ratio_320
+   + Column income_gap_ratio_4000
+   + Column income_gap_ratio_550
+   + Column poverty_gap_index_100
+   + Column poverty_gap_index_1000
+   + Column poverty_gap_index_190
+   + Column poverty_gap_index_2000
+   + Column poverty_gap_index_3000
+   + Column poverty_gap_index_320
+   + Column poverty_gap_index_4000
+   + Column poverty_gap_index_550
+   + Column avg_shortfall_100
+   + Column avg_shortfall_1000
+   + Column avg_shortfall_190
+   + Column avg_shortfall_2000
+   + Column avg_shortfall_3000
+   + Column avg_shortfall_320
+   + Column avg_shortfall_4000
+   + Column avg_shortfall_550
+   + Column total_shortfall_100
+   + Column total_shortfall_1000
+   + Column total_shortfall_190
+   + Column total_shortfall_2000
+   + Column total_shortfall_3000
+   + Column total_shortfall_320
+   + Column total_shortfall_4000
+   + Column total_shortfall_550
+   + Column poverty_severity_100
+   + Column poverty_severity_1000
+   + Column poverty_severity_190
+   + Column poverty_severity_2000
+   + Column poverty_severity_3000
+   + Column poverty_severity_320
+   + Column poverty_severity_4000
+   + Column poverty_severity_550
+   + Column watts_100
+   + Column watts_1000
+   + Column watts_190
+   + Column watts_2000
+   + Column watts_3000
+   + Column watts_320
+   + Column watts_4000
+   + Column watts_550
+   + Column decile1_avg
+   + Column decile2_avg
+   + Column decile3_avg
+   + Column decile4_avg
+   + Column decile5_avg
+   + Column decile6_avg
+   + Column decile7_avg
+   + Column decile8_avg
+   + Column decile9_avg
+   + Column decile10_avg
+   + Column bottom50_share
+   + Column middle40_share
+   + Column palma_ratio
+   + Column s80_s20_ratio
+   + Column p90_p10_ratio
+   + Column p90_p50_ratio
+   + Column p50_p10_ratio
+   + Column headcount_above_100
+   + Column headcount_ratio_above_100
+   + Column headcount_above_190
+   + Column headcount_ratio_above_190
+   + Column headcount_above_320
+   + Column headcount_ratio_above_320
+   + Column headcount_above_550
+   + Column headcount_ratio_above_550
+   + Column headcount_above_1000
+   + Column headcount_ratio_above_1000
+   + Column headcount_above_2000
+   + Column headcount_ratio_above_2000
+   + Column headcount_above_3000
+   + Column headcount_ratio_above_3000
+   + Column headcount_above_4000
+   + Column headcount_ratio_above_4000
+   + Column headcount_between_100_190
+   + Column headcount_ratio_between_100_190
+   + Column headcount_between_190_320
+   + Column headcount_ratio_between_190_320
+   + Column headcount_between_320_550
+   + Column headcount_ratio_between_320_550
+   + Column headcount_between_550_1000
+   + Column headcount_ratio_between_550_1000
+   + Column headcount_between_1000_2000
+   + Column headcount_ratio_between_1000_2000
+   + Column headcount_between_2000_3000
+   + Column headcount_ratio_between_2000_3000
+   + Column headcount_between_3000_4000
+   + Column headcount_ratio_between_3000_4000
+   + Column headcount_between_190_1000
+   + Column headcount_between_1000_3000
+   + Column headcount_ratio_between_190_1000
+   + Column headcount_ratio_between_1000_3000
+ + Table consumption_2011_2017
+   + Column headcount_100_ppp2011
+   + Column headcount_190_ppp2011
+   + Column headcount_320_ppp2011
+   + Column headcount_550_ppp2011
+   + Column headcount_1000_ppp2011
+   + Column headcount_2000_ppp2011
+   + Column headcount_3000_ppp2011
+   + Column headcount_4000_ppp2011
+   + Column headcount_ratio_100_ppp2011
+   + Column headcount_ratio_190_ppp2011
+   + Column headcount_ratio_320_ppp2011
+   + Column headcount_ratio_550_ppp2011
+   + Column headcount_ratio_1000_ppp2011
+   + Column headcount_ratio_2000_ppp2011
+   + Column headcount_ratio_3000_ppp2011
+   + Column headcount_ratio_4000_ppp2011
+   + Column headcount_40_median_ppp2011
+   + Column headcount_50_median_ppp2011
+   + Column headcount_60_median_ppp2011
+   + Column headcount_ratio_40_median_ppp2011
+   + Column headcount_ratio_50_median_ppp2011
+   + Column headcount_ratio_60_median_ppp2011
+   + Column mean_ppp2011
+   + Column median_ppp2011
+   + Column decile1_thr_ppp2011
+   + Column decile9_thr_ppp2011
+   + Column headcount_100_ppp2017
+   + Column headcount_215_ppp2017
+   + Column headcount_365_ppp2017
+   + Column headcount_685_ppp2017
+   + Column headcount_1000_ppp2017
+   + Column headcount_2000_ppp2017
+   + Column headcount_3000_ppp2017
+   + Column headcount_4000_ppp2017
+   + Column headcount_ratio_100_ppp2017
+   + Column headcount_ratio_215_ppp2017
+   + Column headcount_ratio_365_ppp2017
+   + Column headcount_ratio_685_ppp2017
+   + Column headcount_ratio_1000_ppp2017
+   + Column headcount_ratio_2000_ppp2017
+   + Column headcount_ratio_3000_ppp2017
+   + Column headcount_ratio_4000_ppp2017
+   + Column headcount_40_median_ppp2017
+   + Column headcount_50_median_ppp2017
+   + Column headcount_60_median_ppp2017
+   + Column headcount_ratio_40_median_ppp2017
+   + Column headcount_ratio_50_median_ppp2017
+   + Column headcount_ratio_60_median_ppp2017
+   + Column mean_ppp2017
+   + Column median_ppp2017
+   + Column decile1_thr_ppp2017
+   + Column decile9_thr_ppp2017
+ + Table consumption_2017
+   + Column reporting_level
+   + Column welfare_type
+   + Column mean
+   + Column median
+   + Column mld
+   + Column gini
+   + Column polarization
+   + Column decile1_share
+   + Column decile2_share
+   + Column decile3_share
+   + Column decile4_share
+   + Column decile5_share
+   + Column decile6_share
+   + Column decile7_share
+   + Column decile8_share
+   + Column decile9_share
+   + Column decile10_share
+   + Column decile1_thr
+   + Column decile2_thr
+   + Column decile3_thr
+   + Column decile4_thr
+   + Column decile5_thr
+   + Column decile6_thr
+   + Column decile7_thr
+   + Column decile8_thr
+   + Column decile9_thr
+   + Column headcount_40_median
+   + Column headcount_50_median
+   + Column headcount_60_median
+   + Column headcount_ratio_40_median
+   + Column headcount_ratio_50_median
+   + Column headcount_ratio_60_median
+   + Column income_gap_ratio_40_median
+   + Column income_gap_ratio_50_median
+   + Column income_gap_ratio_60_median
+   + Column poverty_gap_index_40_median
+   + Column poverty_gap_index_50_median
+   + Column poverty_gap_index_60_median
+   + Column avg_shortfall_40_median
+   + Column avg_shortfall_50_median
+   + Column avg_shortfall_60_median
+   + Column total_shortfall_40_median
+   + Column total_shortfall_50_median
+   + Column total_shortfall_60_median
+   + Column poverty_severity_40_median
+   + Column poverty_severity_50_median
+   + Column poverty_severity_60_median
+   + Column watts_40_median
+   + Column watts_50_median
+   + Column watts_60_median
+   + Column headcount_100
+   + Column headcount_1000
+   + Column headcount_2000
+   + Column headcount_215
+   + Column headcount_3000
+   + Column headcount_365
+   + Column headcount_4000
+   + Column headcount_685
+   + Column headcount_ratio_100
+   + Column headcount_ratio_1000
+   + Column headcount_ratio_2000
+   + Column headcount_ratio_215
+   + Column headcount_ratio_3000
+   + Column headcount_ratio_365
+   + Column headcount_ratio_4000
+   + Column headcount_ratio_685
+   + Column income_gap_ratio_100
+   + Column income_gap_ratio_1000
+   + Column income_gap_ratio_2000
+   + Column income_gap_ratio_215
+   + Column income_gap_ratio_3000
+   + Column income_gap_ratio_365
+   + Column income_gap_ratio_4000
+   + Column income_gap_ratio_685
+   + Column poverty_gap_index_100
+   + Column poverty_gap_index_1000
+   + Column poverty_gap_index_2000
+   + Column poverty_gap_index_215
+   + Column poverty_gap_index_3000
+   + Column poverty_gap_index_365
+   + Column poverty_gap_index_4000
+   + Column poverty_gap_index_685
+   + Column avg_shortfall_100
+   + Column avg_shortfall_1000
+   + Column avg_shortfall_2000
+   + Column avg_shortfall_215
+   + Column avg_shortfall_3000
+   + Column avg_shortfall_365
+   + Column avg_shortfall_4000
+   + Column avg_shortfall_685
+   + Column total_shortfall_100
+   + Column total_shortfall_1000
+   + Column total_shortfall_2000
+   + Column total_shortfall_215
+   + Column total_shortfall_3000
+   + Column total_shortfall_365
+   + Column total_shortfall_4000
+   + Column total_shortfall_685
+   + Column poverty_severity_100
+   + Column poverty_severity_1000
+   + Column poverty_severity_2000
+   + Column poverty_severity_215
+   + Column poverty_severity_3000
+   + Column poverty_severity_365
+   + Column poverty_severity_4000
+   + Column poverty_severity_685
+   + Column watts_100
+   + Column watts_1000
+   + Column watts_2000
+   + Column watts_215
+   + Column watts_3000
+   + Column watts_365
+   + Column watts_4000
+   + Column watts_685
+   + Column decile1_avg
+   + Column decile2_avg
+   + Column decile3_avg
+   + Column decile4_avg
+   + Column decile5_avg
+   + Column decile6_avg
+   + Column decile7_avg
+   + Column decile8_avg
+   + Column decile9_avg
+   + Column decile10_avg
+   + Column bottom50_share
+   + Column middle40_share
+   + Column palma_ratio
+   + Column s80_s20_ratio
+   + Column p90_p10_ratio
+   + Column p90_p50_ratio
+   + Column p50_p10_ratio
+   + Column headcount_above_100
+   + Column headcount_ratio_above_100
+   + Column headcount_above_215
+   + Column headcount_ratio_above_215
+   + Column headcount_above_365
+   + Column headcount_ratio_above_365
+   + Column headcount_above_685
+   + Column headcount_ratio_above_685
+   + Column headcount_above_1000
+   + Column headcount_ratio_above_1000
+   + Column headcount_above_2000
+   + Column headcount_ratio_above_2000
+   + Column headcount_above_3000
+   + Column headcount_ratio_above_3000
+   + Column headcount_above_4000
+   + Column headcount_ratio_above_4000
+   + Column headcount_between_100_215
+   + Column headcount_ratio_between_100_215
+   + Column headcount_between_215_365
+   + Column headcount_ratio_between_215_365
+   + Column headcount_between_365_685
+   + Column headcount_ratio_between_365_685
+   + Column headcount_between_685_1000
+   + Column headcount_ratio_between_685_1000
+   + Column headcount_between_1000_2000
+   + Column headcount_ratio_between_1000_2000
+   + Column headcount_between_2000_3000
+   + Column headcount_ratio_between_2000_3000
+   + Column headcount_between_3000_4000
+   + Column headcount_ratio_between_3000_4000
+   + Column headcount_between_215_1000
+   + Column headcount_between_1000_3000
+   + Column headcount_ratio_between_215_1000
+   + Column headcount_ratio_between_1000_3000
+ + Table consumption_2017_avg_shortfall_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_avg_shortfall_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_bottom50_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile10_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile10_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile1_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile1_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile1_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile2_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile2_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile2_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile3_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile3_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_decile3_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
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+   + Column consumption_spell_7
+ + Table consumption_2017_total_shortfall_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table consumption_2017_total_shortfall_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+ + Table income_2011
+   + Column reporting_level
+   + Column welfare_type
+   + Column mean
+   + Column median
+   + Column mld
+   + Column gini
+   + Column polarization
+   + Column decile1_share
+   + Column decile2_share
+   + Column decile3_share
+   + Column decile4_share
+   + Column decile5_share
+   + Column decile6_share
+   + Column decile7_share
+   + Column decile8_share
+   + Column decile9_share
+   + Column decile10_share
+   + Column decile1_thr
+   + Column decile2_thr
+   + Column decile3_thr
+   + Column decile4_thr
+   + Column decile5_thr
+   + Column decile6_thr
+   + Column decile7_thr
+   + Column decile8_thr
+   + Column decile9_thr
+   + Column headcount_40_median
+   + Column headcount_50_median
+   + Column headcount_60_median
+   + Column headcount_ratio_40_median
+   + Column headcount_ratio_50_median
+   + Column headcount_ratio_60_median
+   + Column income_gap_ratio_40_median
+   + Column income_gap_ratio_50_median
+   + Column income_gap_ratio_60_median
+   + Column poverty_gap_index_40_median
+   + Column poverty_gap_index_50_median
+   + Column poverty_gap_index_60_median
+   + Column avg_shortfall_40_median
+   + Column avg_shortfall_50_median
+   + Column avg_shortfall_60_median
+   + Column total_shortfall_40_median
+   + Column total_shortfall_50_median
+   + Column total_shortfall_60_median
+   + Column poverty_severity_40_median
+   + Column poverty_severity_50_median
+   + Column poverty_severity_60_median
+   + Column watts_40_median
+   + Column watts_50_median
+   + Column watts_60_median
+   + Column headcount_100
+   + Column headcount_1000
+   + Column headcount_190
+   + Column headcount_2000
+   + Column headcount_3000
+   + Column headcount_320
+   + Column headcount_4000
+   + Column headcount_550
+   + Column headcount_ratio_100
+   + Column headcount_ratio_1000
+   + Column headcount_ratio_190
+   + Column headcount_ratio_2000
+   + Column headcount_ratio_3000
+   + Column headcount_ratio_320
+   + Column headcount_ratio_4000
+   + Column headcount_ratio_550
+   + Column income_gap_ratio_100
+   + Column income_gap_ratio_1000
+   + Column income_gap_ratio_190
+   + Column income_gap_ratio_2000
+   + Column income_gap_ratio_3000
+   + Column income_gap_ratio_320
+   + Column income_gap_ratio_4000
+   + Column income_gap_ratio_550
+   + Column poverty_gap_index_100
+   + Column poverty_gap_index_1000
+   + Column poverty_gap_index_190
+   + Column poverty_gap_index_2000
+   + Column poverty_gap_index_3000
+   + Column poverty_gap_index_320
+   + Column poverty_gap_index_4000
+   + Column poverty_gap_index_550
+   + Column avg_shortfall_100
+   + Column avg_shortfall_1000
+   + Column avg_shortfall_190
+   + Column avg_shortfall_2000
+   + Column avg_shortfall_3000
+   + Column avg_shortfall_320
+   + Column avg_shortfall_4000
+   + Column avg_shortfall_550
+   + Column total_shortfall_100
+   + Column total_shortfall_1000
+   + Column total_shortfall_190
+   + Column total_shortfall_2000
+   + Column total_shortfall_3000
+   + Column total_shortfall_320
+   + Column total_shortfall_4000
+   + Column total_shortfall_550
+   + Column poverty_severity_100
+   + Column poverty_severity_1000
+   + Column poverty_severity_190
+   + Column poverty_severity_2000
+   + Column poverty_severity_3000
+   + Column poverty_severity_320
+   + Column poverty_severity_4000
+   + Column poverty_severity_550
+   + Column watts_100
+   + Column watts_1000
+   + Column watts_190
+   + Column watts_2000
+   + Column watts_3000
+   + Column watts_320
+   + Column watts_4000
+   + Column watts_550
+   + Column decile1_avg
+   + Column decile2_avg
+   + Column decile3_avg
+   + Column decile4_avg
+   + Column decile5_avg
+   + Column decile6_avg
+   + Column decile7_avg
+   + Column decile8_avg
+   + Column decile9_avg
+   + Column decile10_avg
+   + Column bottom50_share
+   + Column middle40_share
+   + Column palma_ratio
+   + Column s80_s20_ratio
+   + Column p90_p10_ratio
+   + Column p90_p50_ratio
+   + Column p50_p10_ratio
+   + Column headcount_above_100
+   + Column headcount_ratio_above_100
+   + Column headcount_above_190
+   + Column headcount_ratio_above_190
+   + Column headcount_above_320
+   + Column headcount_ratio_above_320
+   + Column headcount_above_550
+   + Column headcount_ratio_above_550
+   + Column headcount_above_1000
+   + Column headcount_ratio_above_1000
+   + Column headcount_above_2000
+   + Column headcount_ratio_above_2000
+   + Column headcount_above_3000
+   + Column headcount_ratio_above_3000
+   + Column headcount_above_4000
+   + Column headcount_ratio_above_4000
+   + Column headcount_between_100_190
+   + Column headcount_ratio_between_100_190
+   + Column headcount_between_190_320
+   + Column headcount_ratio_between_190_320
+   + Column headcount_between_320_550
+   + Column headcount_ratio_between_320_550
+   + Column headcount_between_550_1000
+   + Column headcount_ratio_between_550_1000
+   + Column headcount_between_1000_2000
+   + Column headcount_ratio_between_1000_2000
+   + Column headcount_between_2000_3000
+   + Column headcount_ratio_between_2000_3000
+   + Column headcount_between_3000_4000
+   + Column headcount_ratio_between_3000_4000
+   + Column headcount_between_190_1000
+   + Column headcount_between_1000_3000
+   + Column headcount_ratio_between_190_1000
+   + Column headcount_ratio_between_1000_3000
+ + Table income_2011_2017
+   + Column headcount_100_ppp2011
+   + Column headcount_190_ppp2011
+   + Column headcount_320_ppp2011
+   + Column headcount_550_ppp2011
+   + Column headcount_1000_ppp2011
+   + Column headcount_2000_ppp2011
+   + Column headcount_3000_ppp2011
+   + Column headcount_4000_ppp2011
+   + Column headcount_ratio_100_ppp2011
+   + Column headcount_ratio_190_ppp2011
+   + Column headcount_ratio_320_ppp2011
+   + Column headcount_ratio_550_ppp2011
+   + Column headcount_ratio_1000_ppp2011
+   + Column headcount_ratio_2000_ppp2011
+   + Column headcount_ratio_3000_ppp2011
+   + Column headcount_ratio_4000_ppp2011
+   + Column headcount_40_median_ppp2011
+   + Column headcount_50_median_ppp2011
+   + Column headcount_60_median_ppp2011
+   + Column headcount_ratio_40_median_ppp2011
+   + Column headcount_ratio_50_median_ppp2011
+   + Column headcount_ratio_60_median_ppp2011
+   + Column mean_ppp2011
+   + Column median_ppp2011
+   + Column decile1_thr_ppp2011
+   + Column decile9_thr_ppp2011
+   + Column headcount_100_ppp2017
+   + Column headcount_215_ppp2017
+   + Column headcount_365_ppp2017
+   + Column headcount_685_ppp2017
+   + Column headcount_1000_ppp2017
+   + Column headcount_2000_ppp2017
+   + Column headcount_3000_ppp2017
+   + Column headcount_4000_ppp2017
+   + Column headcount_ratio_100_ppp2017
+   + Column headcount_ratio_215_ppp2017
+   + Column headcount_ratio_365_ppp2017
+   + Column headcount_ratio_685_ppp2017
+   + Column headcount_ratio_1000_ppp2017
+   + Column headcount_ratio_2000_ppp2017
+   + Column headcount_ratio_3000_ppp2017
+   + Column headcount_ratio_4000_ppp2017
+   + Column headcount_40_median_ppp2017
+   + Column headcount_50_median_ppp2017
+   + Column headcount_60_median_ppp2017
+   + Column headcount_ratio_40_median_ppp2017
+   + Column headcount_ratio_50_median_ppp2017
+   + Column headcount_ratio_60_median_ppp2017
+   + Column mean_ppp2017
+   + Column median_ppp2017
+   + Column decile1_thr_ppp2017
+   + Column decile9_thr_ppp2017
+ + Table income_2017
+   + Column reporting_level
+   + Column welfare_type
+   + Column mean
+   + Column median
+   + Column mld
+   + Column gini
+   + Column polarization
+   + Column decile1_share
+   + Column decile2_share
+   + Column decile3_share
+   + Column decile4_share
+   + Column decile5_share
+   + Column decile6_share
+   + Column decile7_share
+   + Column decile8_share
+   + Column decile9_share
+   + Column decile10_share
+   + Column decile1_thr
+   + Column decile2_thr
+   + Column decile3_thr
+   + Column decile4_thr
+   + Column decile5_thr
+   + Column decile6_thr
+   + Column decile7_thr
+   + Column decile8_thr
+   + Column decile9_thr
+   + Column headcount_40_median
+   + Column headcount_50_median
+   + Column headcount_60_median
+   + Column headcount_ratio_40_median
+   + Column headcount_ratio_50_median
+   + Column headcount_ratio_60_median
+   + Column income_gap_ratio_40_median
+   + Column income_gap_ratio_50_median
+   + Column income_gap_ratio_60_median
+   + Column poverty_gap_index_40_median
+   + Column poverty_gap_index_50_median
+   + Column poverty_gap_index_60_median
+   + Column avg_shortfall_40_median
+   + Column avg_shortfall_50_median
+   + Column avg_shortfall_60_median
+   + Column total_shortfall_40_median
+   + Column total_shortfall_50_median
+   + Column total_shortfall_60_median
+   + Column poverty_severity_40_median
+   + Column poverty_severity_50_median
+   + Column poverty_severity_60_median
+   + Column watts_40_median
+   + Column watts_50_median
+   + Column watts_60_median
+   + Column headcount_100
+   + Column headcount_1000
+   + Column headcount_2000
+   + Column headcount_215
+   + Column headcount_3000
+   + Column headcount_365
+   + Column headcount_4000
+   + Column headcount_685
+   + Column headcount_ratio_100
+   + Column headcount_ratio_1000
+   + Column headcount_ratio_2000
+   + Column headcount_ratio_215
+   + Column headcount_ratio_3000
+   + Column headcount_ratio_365
+   + Column headcount_ratio_4000
+   + Column headcount_ratio_685
+   + Column income_gap_ratio_100
+   + Column income_gap_ratio_1000
+   + Column income_gap_ratio_2000
+   + Column income_gap_ratio_215
+   + Column income_gap_ratio_3000
+   + Column income_gap_ratio_365
+   + Column income_gap_ratio_4000
+   + Column income_gap_ratio_685
+   + Column poverty_gap_index_100
+   + Column poverty_gap_index_1000
+   + Column poverty_gap_index_2000
+   + Column poverty_gap_index_215
+   + Column poverty_gap_index_3000
+   + Column poverty_gap_index_365
+   + Column poverty_gap_index_4000
+   + Column poverty_gap_index_685
+   + Column avg_shortfall_100
+   + Column avg_shortfall_1000
+   + Column avg_shortfall_2000
+   + Column avg_shortfall_215
+   + Column avg_shortfall_3000
+   + Column avg_shortfall_365
+   + Column avg_shortfall_4000
+   + Column avg_shortfall_685
+   + Column total_shortfall_100
+   + Column total_shortfall_1000
+   + Column total_shortfall_2000
+   + Column total_shortfall_215
+   + Column total_shortfall_3000
+   + Column total_shortfall_365
+   + Column total_shortfall_4000
+   + Column total_shortfall_685
+   + Column poverty_severity_100
+   + Column poverty_severity_1000
+   + Column poverty_severity_2000
+   + Column poverty_severity_215
+   + Column poverty_severity_3000
+   + Column poverty_severity_365
+   + Column poverty_severity_4000
+   + Column poverty_severity_685
+   + Column watts_100
+   + Column watts_1000
+   + Column watts_2000
+   + Column watts_215
+   + Column watts_3000
+   + Column watts_365
+   + Column watts_4000
+   + Column watts_685
+   + Column decile1_avg
+   + Column decile2_avg
+   + Column decile3_avg
+   + Column decile4_avg
+   + Column decile5_avg
+   + Column decile6_avg
+   + Column decile7_avg
+   + Column decile8_avg
+   + Column decile9_avg
+   + Column decile10_avg
+   + Column bottom50_share
+   + Column middle40_share
+   + Column palma_ratio
+   + Column s80_s20_ratio
+   + Column p90_p10_ratio
+   + Column p90_p50_ratio
+   + Column p50_p10_ratio
+   + Column headcount_above_100
+   + Column headcount_ratio_above_100
+   + Column headcount_above_215
+   + Column headcount_ratio_above_215
+   + Column headcount_above_365
+   + Column headcount_ratio_above_365
+   + Column headcount_above_685
+   + Column headcount_ratio_above_685
+   + Column headcount_above_1000
+   + Column headcount_ratio_above_1000
+   + Column headcount_above_2000
+   + Column headcount_ratio_above_2000
+   + Column headcount_above_3000
+   + Column headcount_ratio_above_3000
+   + Column headcount_above_4000
+   + Column headcount_ratio_above_4000
+   + Column headcount_between_100_215
+   + Column headcount_ratio_between_100_215
+   + Column headcount_between_215_365
+   + Column headcount_ratio_between_215_365
+   + Column headcount_between_365_685
+   + Column headcount_ratio_between_365_685
+   + Column headcount_between_685_1000
+   + Column headcount_ratio_between_685_1000
+   + Column headcount_between_1000_2000
+   + Column headcount_ratio_between_1000_2000
+   + Column headcount_between_2000_3000
+   + Column headcount_ratio_between_2000_3000
+   + Column headcount_between_3000_4000
+   + Column headcount_ratio_between_3000_4000
+   + Column headcount_between_215_1000
+   + Column headcount_between_1000_3000
+   + Column headcount_ratio_between_215_1000
+   + Column headcount_ratio_between_1000_3000
+ + Table income_2017_avg_shortfall_100
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_1000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_2000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_215
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_3000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_365
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_4000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_40_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_50_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_60_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_avg_shortfall_685
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_bottom50_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile10_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile10_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile1_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile1_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile1_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile2_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile2_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile2_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile3_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile3_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile3_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile4_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile4_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile4_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile5_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile5_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile5_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile6_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile6_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile6_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile7_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile7_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile7_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile8_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile8_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile8_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile9_avg
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile9_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_decile9_thr
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_gini
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_100
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_1000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_2000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_215
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_3000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_365
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_4000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_40_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_50_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_60_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_685
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_100
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_1000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_2000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_215
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_3000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_365
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_4000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_40_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_50_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_60_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_headcount_ratio_685
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_100
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_1000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_2000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_215
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_3000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_365
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_4000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_40_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_50_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_60_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_income_gap_ratio_685
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_mean
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_middle40_share
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_mld
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_p50_p10_ratio
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_p90_p10_ratio
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_p90_p50_ratio
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_palma_ratio
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_polarization
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_100
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_1000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_2000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_215
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_3000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_365
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_4000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_40_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_50_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_60_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_poverty_gap_index_685
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_s80_s20_ratio
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_100
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_1000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_2000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_215
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_3000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_365
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_4000
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_40_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_50_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_60_median
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_2017_total_shortfall_685
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2011
+   + Column reporting_level
+   + Column welfare_type
+   + Column mean
+   + Column median
+   + Column mld
+   + Column gini
+   + Column polarization
+   + Column decile1_share
+   + Column decile2_share
+   + Column decile3_share
+   + Column decile4_share
+   + Column decile5_share
+   + Column decile6_share
+   + Column decile7_share
+   + Column decile8_share
+   + Column decile9_share
+   + Column decile10_share
+   + Column decile1_thr
+   + Column decile2_thr
+   + Column decile3_thr
+   + Column decile4_thr
+   + Column decile5_thr
+   + Column decile6_thr
+   + Column decile7_thr
+   + Column decile8_thr
+   + Column decile9_thr
+   + Column headcount_40_median
+   + Column headcount_50_median
+   + Column headcount_60_median
+   + Column headcount_ratio_40_median
+   + Column headcount_ratio_50_median
+   + Column headcount_ratio_60_median
+   + Column income_gap_ratio_40_median
+   + Column income_gap_ratio_50_median
+   + Column income_gap_ratio_60_median
+   + Column poverty_gap_index_40_median
+   + Column poverty_gap_index_50_median
+   + Column poverty_gap_index_60_median
+   + Column avg_shortfall_40_median
+   + Column avg_shortfall_50_median
+   + Column avg_shortfall_60_median
+   + Column total_shortfall_40_median
+   + Column total_shortfall_50_median
+   + Column total_shortfall_60_median
+   + Column poverty_severity_40_median
+   + Column poverty_severity_50_median
+   + Column poverty_severity_60_median
+   + Column watts_40_median
+   + Column watts_50_median
+   + Column watts_60_median
+   + Column headcount_100
+   + Column headcount_1000
+   + Column headcount_190
+   + Column headcount_2000
+   + Column headcount_3000
+   + Column headcount_320
+   + Column headcount_4000
+   + Column headcount_550
+   + Column headcount_ratio_100
+   + Column headcount_ratio_1000
+   + Column headcount_ratio_190
+   + Column headcount_ratio_2000
+   + Column headcount_ratio_3000
+   + Column headcount_ratio_320
+   + Column headcount_ratio_4000
+   + Column headcount_ratio_550
+   + Column income_gap_ratio_100
+   + Column income_gap_ratio_1000
+   + Column income_gap_ratio_190
+   + Column income_gap_ratio_2000
+   + Column income_gap_ratio_3000
+   + Column income_gap_ratio_320
+   + Column income_gap_ratio_4000
+   + Column income_gap_ratio_550
+   + Column poverty_gap_index_100
+   + Column poverty_gap_index_1000
+   + Column poverty_gap_index_190
+   + Column poverty_gap_index_2000
+   + Column poverty_gap_index_3000
+   + Column poverty_gap_index_320
+   + Column poverty_gap_index_4000
+   + Column poverty_gap_index_550
+   + Column avg_shortfall_100
+   + Column avg_shortfall_1000
+   + Column avg_shortfall_190
+   + Column avg_shortfall_2000
+   + Column avg_shortfall_3000
+   + Column avg_shortfall_320
+   + Column avg_shortfall_4000
+   + Column avg_shortfall_550
+   + Column total_shortfall_100
+   + Column total_shortfall_1000
+   + Column total_shortfall_190
+   + Column total_shortfall_2000
+   + Column total_shortfall_3000
+   + Column total_shortfall_320
+   + Column total_shortfall_4000
+   + Column total_shortfall_550
+   + Column poverty_severity_100
+   + Column poverty_severity_1000
+   + Column poverty_severity_190
+   + Column poverty_severity_2000
+   + Column poverty_severity_3000
+   + Column poverty_severity_320
+   + Column poverty_severity_4000
+   + Column poverty_severity_550
+   + Column watts_100
+   + Column watts_1000
+   + Column watts_190
+   + Column watts_2000
+   + Column watts_3000
+   + Column watts_320
+   + Column watts_4000
+   + Column watts_550
+   + Column decile1_avg
+   + Column decile2_avg
+   + Column decile3_avg
+   + Column decile4_avg
+   + Column decile5_avg
+   + Column decile6_avg
+   + Column decile7_avg
+   + Column decile8_avg
+   + Column decile9_avg
+   + Column decile10_avg
+   + Column bottom50_share
+   + Column middle40_share
+   + Column palma_ratio
+   + Column s80_s20_ratio
+   + Column p90_p10_ratio
+   + Column p90_p50_ratio
+   + Column p50_p10_ratio
+   + Column headcount_above_100
+   + Column headcount_ratio_above_100
+   + Column headcount_above_190
+   + Column headcount_ratio_above_190
+   + Column headcount_above_320
+   + Column headcount_ratio_above_320
+   + Column headcount_above_550
+   + Column headcount_ratio_above_550
+   + Column headcount_above_1000
+   + Column headcount_ratio_above_1000
+   + Column headcount_above_2000
+   + Column headcount_ratio_above_2000
+   + Column headcount_above_3000
+   + Column headcount_ratio_above_3000
+   + Column headcount_above_4000
+   + Column headcount_ratio_above_4000
+   + Column headcount_between_100_190
+   + Column headcount_ratio_between_100_190
+   + Column headcount_between_190_320
+   + Column headcount_ratio_between_190_320
+   + Column headcount_between_320_550
+   + Column headcount_ratio_between_320_550
+   + Column headcount_between_550_1000
+   + Column headcount_ratio_between_550_1000
+   + Column headcount_between_1000_2000
+   + Column headcount_ratio_between_1000_2000
+   + Column headcount_between_2000_3000
+   + Column headcount_ratio_between_2000_3000
+   + Column headcount_between_3000_4000
+   + Column headcount_ratio_between_3000_4000
+   + Column headcount_between_190_1000
+   + Column headcount_between_1000_3000
+   + Column headcount_ratio_between_190_1000
+   + Column headcount_ratio_between_1000_3000
+ + Table income_consumption_2011_2017
+   + Column headcount_100_ppp2011
+   + Column headcount_190_ppp2011
+   + Column headcount_320_ppp2011
+   + Column headcount_550_ppp2011
+   + Column headcount_1000_ppp2011
+   + Column headcount_2000_ppp2011
+   + Column headcount_3000_ppp2011
+   + Column headcount_4000_ppp2011
+   + Column headcount_ratio_100_ppp2011
+   + Column headcount_ratio_190_ppp2011
+   + Column headcount_ratio_320_ppp2011
+   + Column headcount_ratio_550_ppp2011
+   + Column headcount_ratio_1000_ppp2011
+   + Column headcount_ratio_2000_ppp2011
+   + Column headcount_ratio_3000_ppp2011
+   + Column headcount_ratio_4000_ppp2011
+   + Column headcount_40_median_ppp2011
+   + Column headcount_50_median_ppp2011
+   + Column headcount_60_median_ppp2011
+   + Column headcount_ratio_40_median_ppp2011
+   + Column headcount_ratio_50_median_ppp2011
+   + Column headcount_ratio_60_median_ppp2011
+   + Column mean_ppp2011
+   + Column median_ppp2011
+   + Column decile1_thr_ppp2011
+   + Column decile9_thr_ppp2011
+   + Column headcount_100_ppp2017
+   + Column headcount_215_ppp2017
+   + Column headcount_365_ppp2017
+   + Column headcount_685_ppp2017
+   + Column headcount_1000_ppp2017
+   + Column headcount_2000_ppp2017
+   + Column headcount_3000_ppp2017
+   + Column headcount_4000_ppp2017
+   + Column headcount_ratio_100_ppp2017
+   + Column headcount_ratio_215_ppp2017
+   + Column headcount_ratio_365_ppp2017
+   + Column headcount_ratio_685_ppp2017
+   + Column headcount_ratio_1000_ppp2017
+   + Column headcount_ratio_2000_ppp2017
+   + Column headcount_ratio_3000_ppp2017
+   + Column headcount_ratio_4000_ppp2017
+   + Column headcount_40_median_ppp2017
+   + Column headcount_50_median_ppp2017
+   + Column headcount_60_median_ppp2017
+   + Column headcount_ratio_40_median_ppp2017
+   + Column headcount_ratio_50_median_ppp2017
+   + Column headcount_ratio_60_median_ppp2017
+   + Column mean_ppp2017
+   + Column median_ppp2017
+   + Column decile1_thr_ppp2017
+   + Column decile9_thr_ppp2017
+ + Table income_consumption_2017
+   + Column surveys_past_decade
+   + Column reporting_level
+   + Column welfare_type
+   + Column mean
+   + Column median
+   + Column mld
+   + Column gini
+   + Column polarization
+   + Column decile1_share
+   + Column decile2_share
+   + Column decile3_share
+   + Column decile4_share
+   + Column decile5_share
+   + Column decile6_share
+   + Column decile7_share
+   + Column decile8_share
+   + Column decile9_share
+   + Column decile10_share
+   + Column decile1_thr
+   + Column decile2_thr
+   + Column decile3_thr
+   + Column decile4_thr
+   + Column decile5_thr
+   + Column decile6_thr
+   + Column decile7_thr
+   + Column decile8_thr
+   + Column decile9_thr
+   + Column headcount_40_median
+   + Column headcount_50_median
+   + Column headcount_60_median
+   + Column headcount_ratio_40_median
+   + Column headcount_ratio_50_median
+   + Column headcount_ratio_60_median
+   + Column income_gap_ratio_40_median
+   + Column income_gap_ratio_50_median
+   + Column income_gap_ratio_60_median
+   + Column poverty_gap_index_40_median
+   + Column poverty_gap_index_50_median
+   + Column poverty_gap_index_60_median
+   + Column avg_shortfall_40_median
+   + Column avg_shortfall_50_median
+   + Column avg_shortfall_60_median
+   + Column total_shortfall_40_median
+   + Column total_shortfall_50_median
+   + Column total_shortfall_60_median
+   + Column poverty_severity_40_median
+   + Column poverty_severity_50_median
+   + Column poverty_severity_60_median
+   + Column watts_40_median
+   + Column watts_50_median
+   + Column watts_60_median
+   + Column headcount_100
+   + Column headcount_1000
+   + Column headcount_2000
+   + Column headcount_215
+   + Column headcount_3000
+   + Column headcount_365
+   + Column headcount_4000
+   + Column headcount_685
+   + Column headcount_ratio_100
+   + Column headcount_ratio_1000
+   + Column headcount_ratio_2000
+   + Column headcount_ratio_215
+   + Column headcount_ratio_3000
+   + Column headcount_ratio_365
+   + Column headcount_ratio_4000
+   + Column headcount_ratio_685
+   + Column income_gap_ratio_100
+   + Column income_gap_ratio_1000
+   + Column income_gap_ratio_2000
+   + Column income_gap_ratio_215
+   + Column income_gap_ratio_3000
+   + Column income_gap_ratio_365
+   + Column income_gap_ratio_4000
+   + Column income_gap_ratio_685
+   + Column poverty_gap_index_100
+   + Column poverty_gap_index_1000
+   + Column poverty_gap_index_2000
+   + Column poverty_gap_index_215
+   + Column poverty_gap_index_3000
+   + Column poverty_gap_index_365
+   + Column poverty_gap_index_4000
+   + Column poverty_gap_index_685
+   + Column avg_shortfall_100
+   + Column avg_shortfall_1000
+   + Column avg_shortfall_2000
+   + Column avg_shortfall_215
+   + Column avg_shortfall_3000
+   + Column avg_shortfall_365
+   + Column avg_shortfall_4000
+   + Column avg_shortfall_685
+   + Column total_shortfall_100
+   + Column total_shortfall_1000
+   + Column total_shortfall_2000
+   + Column total_shortfall_215
+   + Column total_shortfall_3000
+   + Column total_shortfall_365
+   + Column total_shortfall_4000
+   + Column total_shortfall_685
+   + Column poverty_severity_100
+   + Column poverty_severity_1000
+   + Column poverty_severity_2000
+   + Column poverty_severity_215
+   + Column poverty_severity_3000
+   + Column poverty_severity_365
+   + Column poverty_severity_4000
+   + Column poverty_severity_685
+   + Column watts_100
+   + Column watts_1000
+   + Column watts_2000
+   + Column watts_215
+   + Column watts_3000
+   + Column watts_365
+   + Column watts_4000
+   + Column watts_685
+   + Column decile1_avg
+   + Column decile2_avg
+   + Column decile3_avg
+   + Column decile4_avg
+   + Column decile5_avg
+   + Column decile6_avg
+   + Column decile7_avg
+   + Column decile8_avg
+   + Column decile9_avg
+   + Column decile10_avg
+   + Column bottom50_share
+   + Column middle40_share
+   + Column palma_ratio
+   + Column s80_s20_ratio
+   + Column p90_p10_ratio
+   + Column p90_p50_ratio
+   + Column p50_p10_ratio
+   + Column headcount_above_100
+   + Column headcount_ratio_above_100
+   + Column headcount_above_215
+   + Column headcount_ratio_above_215
+   + Column headcount_above_365
+   + Column headcount_ratio_above_365
+   + Column headcount_above_685
+   + Column headcount_ratio_above_685
+   + Column headcount_above_1000
+   + Column headcount_ratio_above_1000
+   + Column headcount_above_2000
+   + Column headcount_ratio_above_2000
+   + Column headcount_above_3000
+   + Column headcount_ratio_above_3000
+   + Column headcount_above_4000
+   + Column headcount_ratio_above_4000
+   + Column headcount_between_100_215
+   + Column headcount_ratio_between_100_215
+   + Column headcount_between_215_365
+   + Column headcount_ratio_between_215_365
+   + Column headcount_between_365_685
+   + Column headcount_ratio_between_365_685
+   + Column headcount_between_685_1000
+   + Column headcount_ratio_between_685_1000
+   + Column headcount_between_1000_2000
+   + Column headcount_ratio_between_1000_2000
+   + Column headcount_between_2000_3000
+   + Column headcount_ratio_between_2000_3000
+   + Column headcount_between_3000_4000
+   + Column headcount_ratio_between_3000_4000
+   + Column headcount_between_215_1000
+   + Column headcount_between_1000_3000
+   + Column headcount_ratio_between_215_1000
+   + Column headcount_ratio_between_1000_3000
+   + Column headcount_215_regions
+ + Table income_consumption_2017_avg_shortfall_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_avg_shortfall_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_bottom50_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile10_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile10_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile1_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile1_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile1_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile2_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile2_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile2_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile3_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile3_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile3_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile4_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile4_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile4_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile5_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile5_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile5_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile6_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile6_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile6_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile7_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile7_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile7_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile8_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile8_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile8_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile9_avg
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile9_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_decile9_thr
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_gini
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_headcount_ratio_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_income_gap_ratio_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_mean
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_middle40_share
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_mld
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_p50_p10_ratio
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_p90_p10_ratio
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_p90_p50_ratio
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_palma_ratio
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_polarization
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_poverty_gap_index_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_s80_s20_ratio
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_100
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_1000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_2000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_215
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_3000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_365
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_4000
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_40_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_50_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_60_median
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table income_consumption_2017_total_shortfall_685
+   + Column consumption_spell_1
+   + Column consumption_spell_2
+   + Column consumption_spell_3
+   + Column consumption_spell_4
+   + Column consumption_spell_5
+   + Column consumption_spell_6
+   + Column consumption_spell_7
+   + Column income_spell_1
+   + Column income_spell_2
+   + Column income_spell_3
+   + Column income_spell_4
+   + Column income_spell_5
+   + Column income_spell_6
+   + Column income_spell_7
+   + Column income_spell_8
+ + Table percentiles_income_consumption_2011
+   + Column ppp_version
+   + Column thr
+   + Column avg
+   + Column share
+ + Table percentiles_income_consumption_2017
+   + Column ppp_version
+   + Column thr
+   + Column avg
+   + Column share


Legend: +New  ~Modified  -Removed  =Identical  Details
Hint: Run this locally with etl diff REMOTE data/ --include yourdataset --verbose --snippet

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

Edited: 2024-04-15 17:54:50 UTC

@paarriagadap paarriagadap merged commit 3a5594d into master Apr 15, 2024
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@paarriagadap paarriagadap deleted the update-world-bank-pip-0324 branch April 15, 2024 17:57
@paarriagadap paarriagadap restored the update-world-bank-pip-0324 branch April 16, 2024 10:44
@paarriagadap paarriagadap deleted the update-world-bank-pip-0324 branch April 16, 2024 12:32
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@Marigold Marigold Marigold approved these changes

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@paarriagadap @Marigold @owidbot