From 9c13980e5547be853a26f924b3ff69e3eb8179e3 Mon Sep 17 00:00:00 2001
From: nskazmi <142994595+nskazmi@users.noreply.github.com>
Date: Wed, 1 Nov 2023 15:56:57 +0100
Subject: [PATCH 1/5] Add test config folder
---
SystemUpdates/configs/default.py | 1 +
1 file changed, 1 insertion(+)
create mode 100644 SystemUpdates/configs/default.py
diff --git a/SystemUpdates/configs/default.py b/SystemUpdates/configs/default.py
new file mode 100644
index 0000000..301d0fb
--- /dev/null
+++ b/SystemUpdates/configs/default.py
@@ -0,0 +1 @@
+{test:3}
\ No newline at end of file
From 4136bf733a816dba4caf1269f1e32ead6ec266d4 Mon Sep 17 00:00:00 2001
From: nskazmi <142994595+nskazmi@users.noreply.github.com>
Date: Fri, 3 Nov 2023 15:26:34 +0100
Subject: [PATCH 2/5] added config files for ModelDefinitions.py
---
.../Model_fatalities003_all_features.md | 188 +++
Documentation/Model_fatalities003_baseline.md | 8 +
.../Model_fatalities003_conflict_history.md | 32 +
...del_fatalities003_conflict_history_long.md | 65 +
...l_fatalities003_conflict_history_nonlog.md | 32 +
Documentation/Model_fatalities003_imfweo.md | 13 +
.../Model_fatalities003_joint_broad.md | 110 ++
.../Model_fatalities003_joint_broad_nonlog.md | 110 ++
.../Model_fatalities003_joint_narrow.md | 41 +
Documentation/Model_fatalities003_topics.md | 70 +
.../Model_fatalities003_vdem_short.md | 65 +
.../Model_fatalities003_wdi_short.md | 34 +
Documentation/Querysets.md | 1432 +++++++++--------
SystemUpdates/ModelDefinitions copy.py | 650 ++++++++
SystemUpdates/ModelDefinitions.py | 37 +-
.../cm_compute_ensemble_003 copy.ipynb | 855 ++++++++++
SystemUpdates/configs/config_common copy.py | 25 +
SystemUpdates/configs/config_common.py | 25 +
SystemUpdates/configs/default.py | 1 -
SystemUpdates/configs/fat_hh20_Markov_glm.py | 11 +
SystemUpdates/configs/fat_hh20_Markov_rf.py | 11 +
.../fatalities002_pgm_baseline_lgbm.py | 12 +
.../fatalities002_pgm_broad_hurdle_lgbm.py | 12 +
.../configs/fatalities002_pgm_broad_lgbm.py | 12 +
.../fatalities002_pgm_conflict_history_xgb.py | 12 +
...ties002_pgm_conflict_sptime_dist_hurdle.py | 12 +
...talities002_pgm_conflict_treelag_hurdle.py | 12 +
...alities002_pgm_conflictlong_hurdle_lgbm.py | 12 +
.../fatalities002_pgm_conflictlong_lgbm.py | 12 +
...lities002_pgm_escwa_drought_hurdle_lgbm.py | 12 +
.../fatalities002_pgm_escwa_drought_lgbm.py | 12 +
.../fatalities002_pgm_natsoc_hurdle_lgbm.py | 12 +
.../configs/fatalities002_pgm_natsoc_lgbm.py | 12 +
.../configs/fatalities003_faoprices_rf.py | 11 +
.../configs/fatalities003_imfweo_rf.py | 11 +
.../configs/fatalities003_joint_narrow_xgb.py | 11 +
.../configs/fatalities003_nl_all_pca3_xgb.py | 11 +
.../configs/fatalities003_nl_aquastat_rf.py | 11 +
.../configs/fatalities003_nl_baseline_rf.py | 11 +
.../fatalities003_nl_conflicthistory_gbm.py | 11 +
...lities003_nl_conflicthistory_hurdle_lgb.py | 11 +
...talities003_nl_conflicthistory_long_xgb.py | 11 +
...03_nl_conflicthistory_nonlog_hurdle_lgb.py | 11 +
.../fatalities003_nl_conflicthistory_rf.py | 11 +
.../configs/fatalities003_nl_faostat_rf.py | 11 +
.../fatalities003_nl_joint_broad_hurdle_rf.py | 11 +
.../fatalities003_nl_joint_broad_rf.py | 11 +
...atalities003_nl_joint_narrow_hurdle_lgb.py | 11 +
...atalities003_nl_joint_narrow_hurdle_xgb.py | 11 +
.../fatalities003_nl_topics_hurdle_lgb.py | 11 +
.../configs/fatalities003_nl_topics_rf.py | 11 +
.../configs/fatalities003_nl_topics_xgb.py | 11 +
.../fatalities003_nl_vdem_hurdle_xgb.py | 11 +
.../configs/fatalities003_nl_wdi_rf.py | 11 +
54 files changed, 3488 insertions(+), 702 deletions(-)
create mode 100644 Documentation/Model_fatalities003_all_features.md
create mode 100644 Documentation/Model_fatalities003_baseline.md
create mode 100644 Documentation/Model_fatalities003_conflict_history.md
create mode 100644 Documentation/Model_fatalities003_conflict_history_long.md
create mode 100644 Documentation/Model_fatalities003_conflict_history_nonlog.md
create mode 100644 Documentation/Model_fatalities003_imfweo.md
create mode 100644 Documentation/Model_fatalities003_joint_broad.md
create mode 100644 Documentation/Model_fatalities003_joint_broad_nonlog.md
create mode 100644 Documentation/Model_fatalities003_joint_narrow.md
create mode 100644 Documentation/Model_fatalities003_topics.md
create mode 100644 Documentation/Model_fatalities003_vdem_short.md
create mode 100644 Documentation/Model_fatalities003_wdi_short.md
create mode 100644 SystemUpdates/ModelDefinitions copy.py
create mode 100644 SystemUpdates/cm_compute_ensemble_003 copy.ipynb
create mode 100644 SystemUpdates/configs/config_common copy.py
create mode 100644 SystemUpdates/configs/config_common.py
delete mode 100644 SystemUpdates/configs/default.py
create mode 100644 SystemUpdates/configs/fat_hh20_Markov_glm.py
create mode 100644 SystemUpdates/configs/fat_hh20_Markov_rf.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_baseline_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_broad_hurdle_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_broad_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_conflict_history_xgb.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_conflict_sptime_dist_hurdle.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_conflict_treelag_hurdle.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_conflictlong_hurdle_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_conflictlong_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_escwa_drought_hurdle_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_escwa_drought_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_natsoc_hurdle_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities002_pgm_natsoc_lgbm.py
create mode 100644 SystemUpdates/configs/fatalities003_faoprices_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_imfweo_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_joint_narrow_xgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_all_pca3_xgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_aquastat_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_baseline_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_conflicthistory_gbm.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_conflicthistory_hurdle_lgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_conflicthistory_long_xgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_conflicthistory_nonlog_hurdle_lgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_conflicthistory_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_faostat_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_joint_broad_hurdle_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_joint_broad_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_lgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_xgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_topics_hurdle_lgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_topics_rf.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_topics_xgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_vdem_hurdle_xgb.py
create mode 100644 SystemUpdates/configs/fatalities003_nl_wdi_rf.py
diff --git a/Documentation/Model_fatalities003_all_features.md b/Documentation/Model_fatalities003_all_features.md
new file mode 100644
index 0000000..9aae783
--- /dev/null
+++ b/Documentation/Model_fatalities003_all_features.md
@@ -0,0 +1,188 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:---------------------------|:-----------------------------------|:--------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_all_features | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_all_features | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_all_features | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_all_features | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic0_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic1_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic1_politics_t13' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic2_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t13' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic3_life_t13' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic4_energy_t13' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic5_media_t13' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic6_economics_t13' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic7_health_t13' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic8_china_t13' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic9_foreign_t13' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t2' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t3' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t13' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic11_diplomacy_t13' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic12_power_t13' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic13_sports_t13' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic14_judiciary_t13' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ms_mil_xpnd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_nv_agr_totl_kd' | 'wdi_cy.wdi_nv_agr_totl_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_se_enr_prsc_fm_zs' | 'wdi_cy.wdi_se_enr_prsc_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_totl_zs' | 'wdi_cy.wdi_sm_pop_totl_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sh_dyn_mort_fe' | 'wdi_cy.wdi_sh_dyn_mort_fe' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_1564_fe_zs' | 'wdi_cy.wdi_sp_pop_1564_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_65up_fe_zs' | 'wdi_cy.wdi_sp_pop_65up_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_delibdem' | 'vdem_v11_cy.vdem_v2x_delibdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_egaldem' | 'vdem_v11_cy.vdem_v2x_egaldem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_libdem_48' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_partip' | 'vdem_v11_cy.vdem_v2x_partip' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_partipdem' | 'vdem_v11_cy.vdem_v2x_partipdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_cspart' | 'vdem_v11_cy.vdem_v2x_cspart' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_edcomp_thick' | 'vdem_v11_cy.vdem_v2x_edcomp_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_egal' | 'vdem_v11_cy.vdem_v2x_egal' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_execorr' | 'vdem_v11_cy.vdem_v2x_execorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_frassoc_thick' | 'vdem_v11_cy.vdem_v2x_frassoc_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_gencs' | 'vdem_v11_cy.vdem_v2x_gencs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_gender' | 'vdem_v11_cy.vdem_v2x_gender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_neopat' | 'vdem_v11_cy.vdem_v2x_neopat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_pubcorr' | 'vdem_v11_cy.vdem_v2x_pubcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_rule' | 'vdem_v11_cy.vdem_v2x_rule' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_freexp' | 'vdem_v11_cy.vdem_v2x_freexp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_acjst' | 'vdem_v11_cy.vdem_v2xcl_acjst' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_slave' | 'vdem_v11_cy.vdem_v2xcl_slave' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xdd_dd' | 'vdem_v11_cy.vdem_v2xdd_dd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xdl_delib' | 'vdem_v11_cy.vdem_v2xdl_delib' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xel_frefair' | 'vdem_v11_cy.vdem_v2xel_frefair' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xel_regelec' | 'vdem_v11_cy.vdem_v2xel_regelec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xme_altinf' | 'vdem_v11_cy.vdem_v2xme_altinf' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlecon' | 'vdem_v11_cy.vdem_v2xpe_exlecon' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xps_party' | 'vdem_v11_cy.vdem_v2xps_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcs_ccsi' | 'vdem_v11_cy.vdem_v2xcs_ccsi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xnp_pres' | 'vdem_v11_cy.vdem_v2xnp_pres' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xeg_eqaccess' | 'vdem_v11_cy.vdem_v2xeg_eqaccess' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'agr_withdrawal_pct_t48' | 'fao_aqua_cy.agr_withdrawal_pct' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'dam_cap_pcap_t48' | 'fao_aqua_cy.dam_cap_pcap' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'groundwater_export_t48' | 'fao_aqua_cy.groundwater_export' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'fresh_withdrawal_pct_t48' | 'fao_aqua_cy.fresh_withdrawal_pct' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'ind_efficiency_t48' | 'fao_aqua_cy.ind_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'irr_agr_efficiency_t48' | 'fao_aqua_cy.irr_agr_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'services_efficiency_t48' | 'fao_aqua_cy.services_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'general_efficiency_t48' | 'fao_aqua_cy.general_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'water_stress_t48' | 'fao_aqua_cy.water_stress' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'renewable_internal_pcap_t48' | 'fao_aqua_cy.renewable_internal_pcap' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'renewable_pcap_t48' | 'fao_aqua_cy.renewable_pcap' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_baseline.md b/Documentation/Model_fatalities003_baseline.md
new file mode 100644
index 0000000..cede3d4
--- /dev/null
+++ b/Documentation/Model_fatalities003_baseline.md
@@ -0,0 +1,8 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:-----------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_baseline | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_baseline | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_baseline | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_baseline | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_baseline | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_baseline | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_conflict_history.md b/Documentation/Model_fatalities003_conflict_history.md
new file mode 100644
index 0000000..fe783f9
--- /dev/null
+++ b/Documentation/Model_fatalities003_conflict_history.md
@@ -0,0 +1,32 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:-------------------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_conflict_history | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'gleditsch_ward' | 'country.gwcode' | [] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_conflict_history_long.md b/Documentation/Model_fatalities003_conflict_history_long.md
new file mode 100644
index 0000000..b3bf6aa
--- /dev/null
+++ b/Documentation/Model_fatalities003_conflict_history_long.md
@@ -0,0 +1,65 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:------------------------------------|:---------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_conflict_history_long | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history_long | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_conflict_history_long | 'ln_ged_sb_tsum_12' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'ln_ged_sb_tsum_48' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_2_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_25' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_25' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_500' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_1' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_25' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_500' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'ln_acled_prx_count' | 'acled2_cm.acled_prx_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_pr_count' | 'acled2_cm.acled_pr_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_prx_fat' | 'acled2_cm.acled_prx_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_gov' | 'acled2_cm.acled_bat_gov_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_reb' | 'acled2_cm.acled_bat_reb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_ns' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_ns_tlag_1' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_ns_tlag_2' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_os_tlag_2' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_tlag_1' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_tlag_2' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_os_tlag_1' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_os_tlag_2' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_ns_tlag_1' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_ns_tlag_2' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_conflict_history_nonlog.md b/Documentation/Model_fatalities003_conflict_history_nonlog.md
new file mode 100644
index 0000000..e5226bf
--- /dev/null
+++ b/Documentation/Model_fatalities003_conflict_history_nonlog.md
@@ -0,0 +1,32 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:--------------------------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_conflict_history_nonlog | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'gleditsch_ward' | 'country.gwcode' | [] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_imfweo.md b/Documentation/Model_fatalities003_imfweo.md
new file mode 100644
index 0000000..f217915
--- /dev/null
+++ b/Documentation/Model_fatalities003_imfweo.md
@@ -0,0 +1,13 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:---------------------|:----------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_imfweo | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_imfweo | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_imfweo | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_imfweo | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_imfweo | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_imfweo | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_imfweo | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tcurrent' | 'imfweo_cm.ngdp_rpch_tcurrent' | ["'missing.replace_na'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tmin1' | 'imfweo_cm.ngdp_rpch_tmin1' | ["'missing.replace_na'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tplus1' | 'imfweo_cm.ngdp_rpch_tplus1' | ["'missing.replace_na'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tplus2' | 'imfweo_cm.ngdp_rpch_tplus2' | ["'missing.replace_na'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_joint_broad.md b/Documentation/Model_fatalities003_joint_broad.md
new file mode 100644
index 0000000..aad1912
--- /dev/null
+++ b/Documentation/Model_fatalities003_joint_broad.md
@@ -0,0 +1,110 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:--------------------------|:-----------------------------------|:--------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_joint_broad | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_joint_broad | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_joint_broad | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sp_dyn_imrt_fe_in' | 'wdi_cy.wdi_sp_dyn_imrt_fe_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_hosabort' | 'vdem_v11_cy.vdem_v2x_hosabort' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_joint_broad_nonlog.md b/Documentation/Model_fatalities003_joint_broad_nonlog.md
new file mode 100644
index 0000000..9a8467f
--- /dev/null
+++ b/Documentation/Model_fatalities003_joint_broad_nonlog.md
@@ -0,0 +1,110 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:---------------------------------|:-----------------------------------|:--------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_joint_broad_nonlog | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_joint_broad_nonlog | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_dyn_imrt_fe_in' | 'wdi_cy.wdi_sp_dyn_imrt_fe_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_hosabort' | 'vdem_v11_cy.vdem_v2x_hosabort' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_joint_narrow.md b/Documentation/Model_fatalities003_joint_narrow.md
new file mode 100644
index 0000000..d4bc6d9
--- /dev/null
+++ b/Documentation/Model_fatalities003_joint_narrow.md
@@ -0,0 +1,41 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:---------------------------|:------------------------------|:----------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_joint_narrow | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'reign_tenure_months' | 'reign_cm.tenure_months' | ["'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta2_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta3_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta11_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta13_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta14_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_ste_theta11_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_ste_theta2_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_ste_theta13_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_topics.md b/Documentation/Model_fatalities003_topics.md
new file mode 100644
index 0000000..b1532b8
--- /dev/null
+++ b/Documentation/Model_fatalities003_topics.md
@@ -0,0 +1,70 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:---------------------|:-----------------------------------|:--------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_topics | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_topics | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_topics | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_topics | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_topics | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_topics | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_topics | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic0_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic1_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic1_politics_t13' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic2_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t13' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic3_life_t13' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic4_energy_t13' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic5_media_t13' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic6_economics_t13' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic7_health_t13' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic8_china_t13' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic9_foreign_t13' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t2' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t3' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t13' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic11_diplomacy_t13' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic12_power_t13' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic13_sports_t13' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic14_judiciary_t13' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_vdem_short.md b/Documentation/Model_fatalities003_vdem_short.md
new file mode 100644
index 0000000..d3d3d98
--- /dev/null
+++ b/Documentation/Model_fatalities003_vdem_short.md
@@ -0,0 +1,65 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:-------------------------|:--------------------------------|:--------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_vdem_short | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_vdem_short | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_vdem_short | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_vdem_short | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_vdem_short | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_vdem_short | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_delibdem' | 'vdem_v11_cy.vdem_v2x_delibdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_egaldem' | 'vdem_v11_cy.vdem_v2x_egaldem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_libdem_48' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_partip' | 'vdem_v11_cy.vdem_v2x_partip' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_partipdem' | 'vdem_v11_cy.vdem_v2x_partipdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_cspart' | 'vdem_v11_cy.vdem_v2x_cspart' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_edcomp_thick' | 'vdem_v11_cy.vdem_v2x_edcomp_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_egal' | 'vdem_v11_cy.vdem_v2x_egal' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_execorr' | 'vdem_v11_cy.vdem_v2x_execorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_frassoc_thick' | 'vdem_v11_cy.vdem_v2x_frassoc_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_gencs' | 'vdem_v11_cy.vdem_v2x_gencs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_gender' | 'vdem_v11_cy.vdem_v2x_gender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_neopat' | 'vdem_v11_cy.vdem_v2x_neopat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_pubcorr' | 'vdem_v11_cy.vdem_v2x_pubcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_rule' | 'vdem_v11_cy.vdem_v2x_rule' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_freexp' | 'vdem_v11_cy.vdem_v2x_freexp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_acjst' | 'vdem_v11_cy.vdem_v2xcl_acjst' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_slave' | 'vdem_v11_cy.vdem_v2xcl_slave' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xdd_dd' | 'vdem_v11_cy.vdem_v2xdd_dd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xdl_delib' | 'vdem_v11_cy.vdem_v2xdl_delib' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xel_frefair' | 'vdem_v11_cy.vdem_v2xel_frefair' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xel_regelec' | 'vdem_v11_cy.vdem_v2xel_regelec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xme_altinf' | 'vdem_v11_cy.vdem_v2xme_altinf' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlecon' | 'vdem_v11_cy.vdem_v2xpe_exlecon' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xps_party' | 'vdem_v11_cy.vdem_v2xps_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcs_ccsi' | 'vdem_v11_cy.vdem_v2xcs_ccsi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xnp_pres' | 'vdem_v11_cy.vdem_v2xnp_pres' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xeg_eqaccess' | 'vdem_v11_cy.vdem_v2xeg_eqaccess' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Model_fatalities003_wdi_short.md b/Documentation/Model_fatalities003_wdi_short.md
new file mode 100644
index 0000000..75cff00
--- /dev/null
+++ b/Documentation/Model_fatalities003_wdi_short.md
@@ -0,0 +1,34 @@
+| Model | Included variable name | Database variable name | Transformations |
+|:------------------------|:------------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_wdi_short | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_wdi_short | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_wdi_short | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_wdi_short | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_wdi_short | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ms_mil_xpnd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_nv_agr_totl_kd' | 'wdi_cy.wdi_nv_agr_totl_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_se_enr_prsc_fm_zs' | 'wdi_cy.wdi_se_enr_prsc_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sm_pop_totl_zs' | 'wdi_cy.wdi_sm_pop_totl_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sh_dyn_mort_fe' | 'wdi_cy.wdi_sh_dyn_mort_fe' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_1564_fe_zs' | 'wdi_cy.wdi_sp_pop_1564_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_65up_fe_zs' | 'wdi_cy.wdi_sp_pop_65up_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
\ No newline at end of file
diff --git a/Documentation/Querysets.md b/Documentation/Querysets.md
index 4e860b2..69bfd8f 100644
--- a/Documentation/Querysets.md
+++ b/Documentation/Querysets.md
@@ -1,695 +1,757 @@
-# Documentation of querysetsFatalities003fatalities002_baseline| Model | Included variable name | Database variable name | Transformations |
+# Documentation of querysetsFatalities003fatalities003_baseline| Model | Included variable name | Database variable name | Transformations |
|:-----------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_baseline | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_baseline | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_baseline | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_baseline | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_baseline | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_baseline | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |fatalities002_topics| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_baseline | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_baseline | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_baseline | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_baseline | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_baseline | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_baseline | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |fatalities003_topics| Model | Included variable name | Database variable name | Transformations |
|:---------------------|:-----------------------------------|:--------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_topics | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_topics | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_topics | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_topics | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_topics | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_topics | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_topics | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic0_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic1_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic1_politics_t13' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic2_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic2_sanctions_t13' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic3_life_t13' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic4_energy_t13' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic5_media_t13' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic6_economics_t13' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic7_health_t13' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic8_china_t13' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic9_foreign_t13' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic10_conflict_t2' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic10_conflict_t3' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic10_conflict_t13' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic11_diplomacy_t13' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic12_power_t13' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic13_sports_t13' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic14_judiciary_t13' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_topics | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |fatalities002_aquastat| Model | Included variable name | Database variable name | Transformations |
-|:-----------------------|:------------------------------|:--------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_aquastat | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_aquastat | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_aquastat | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_aquastat | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_aquastat | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_aquastat | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_aquastat | 'agr_withdrawal_pct_t48' | 'fao_aqua_cy.agr_withdrawal_pct' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'dam_cap_pcap_t48' | 'fao_aqua_cy.dam_cap_pcap' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'groundwater_export_t48' | 'fao_aqua_cy.groundwater_export' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'fresh_withdrawal_pct_t48' | 'fao_aqua_cy.fresh_withdrawal_pct' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'ind_efficiency_t48' | 'fao_aqua_cy.ind_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'irr_agr_efficiency_t48' | 'fao_aqua_cy.irr_agr_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'services_efficiency_t48' | 'fao_aqua_cy.services_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'general_efficiency_t48' | 'fao_aqua_cy.general_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'water_stress_t48' | 'fao_aqua_cy.water_stress' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'renewable_internal_pcap_t48' | 'fao_aqua_cy.renewable_internal_pcap' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_aquastat | 'renewable_pcap_t48' | 'fao_aqua_cy.renewable_pcap' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |fatalities002_conflict_history| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_topics | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_topics | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_topics | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_topics | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_topics | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_topics | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_topics | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic0_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic1_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic1_politics_t13' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic2_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t13' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic3_life_t13' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic4_energy_t13' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic5_media_t13' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic6_economics_t13' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic7_health_t13' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic8_china_t13' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic9_foreign_t13' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t2' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t3' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t13' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic11_diplomacy_t13' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic12_power_t13' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic13_sports_t13' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic14_judiciary_t13' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_topics | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |fatalities003_conflict_history| Model | Included variable name | Database variable name | Transformations |
|:-------------------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_conflict_history | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history | 'gleditsch_ward' | 'country.gwcode' | [] |fatalities002_conflict_history_long| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_conflict_history | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history | 'gleditsch_ward' | 'country.gwcode' | [] |fatalities003_conflict_history_nonlog| Model | Included variable name | Database variable name | Transformations |
+|:--------------------------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_conflict_history_nonlog | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_nonlog | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_nonlog | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_nonlog | 'gleditsch_ward' | 'country.gwcode' | [] |fatalities003_conflict_history_long| Model | Included variable name | Database variable name | Transformations |
|:------------------------------------|:---------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_conflict_history_long | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'gleditsch_ward' | 'country.gwcode' | [] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tsum_12' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'ln_ged_sb_tsum_48' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'spatial.countrylag'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_2_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'spatial.countrylag'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'spatial.countrylag'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'spatial.countrylag'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_sb_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_sb_25' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_os_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_os_25' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_os_500' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_ns_1' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_ns_25' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'decay_ged_ns_500' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'splag_1_decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_conflict_history_long | 'ln_acled_prx_count' | 'acled2_cm.acled_prx_count' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_pr_count' | 'acled2_cm.acled_pr_count' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_prx_fat' | 'acled2_cm.acled_prx_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_sb_gov' | 'acled2_cm.acled_bat_gov_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_sb_reb' | 'acled2_cm.acled_bat_reb_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_ns' | 'acled2_cm.acled_ns_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_ns_tlag_1' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_ns_tlag_2' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_ged_os_tlag_2' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_sb_tlag_1' | 'acled2_cm.acled_sb_fat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_sb_tlag_2' | 'acled2_cm.acled_sb_fat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_os_tlag_1' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_os_tlag_2' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_ns_tlag_1' | 'acled2_cm.acled_ns_fat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_conflict_history_long | 'ln_acled_ns_tlag_2' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |fatalities002_vdem_short| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_conflict_history_long | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history_long | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_conflict_history_long | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_conflict_history_long | 'ln_ged_sb_tsum_12' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'ln_ged_sb_tsum_48' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_2_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_sb_25' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_25' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_os_500' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_1' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_25' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'decay_ged_ns_500' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'splag_1_decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_conflict_history_long | 'ln_acled_prx_count' | 'acled2_cm.acled_prx_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_pr_count' | 'acled2_cm.acled_pr_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_prx_fat' | 'acled2_cm.acled_prx_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_gov' | 'acled2_cm.acled_bat_gov_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_reb' | 'acled2_cm.acled_bat_reb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_ns' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_ns_tlag_1' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_ns_tlag_2' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_ged_os_tlag_2' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_tlag_1' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_sb_tlag_2' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_os_tlag_1' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_os_tlag_2' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_ns_tlag_1' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_conflict_history_long | 'ln_acled_ns_tlag_2' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |fatalities003_vdem_short| Model | Included variable name | Database variable name | Transformations |
|:-------------------------|:--------------------------------|:--------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_vdem_short | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_vdem_short | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_vdem_short | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_vdem_short | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_vdem_short | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_vdem_short | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_delibdem' | 'vdem_v11_cy.vdem_v2x_delibdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_egaldem' | 'vdem_v11_cy.vdem_v2x_egaldem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_libdem_48' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_partip' | 'vdem_v11_cy.vdem_v2x_partip' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_partipdem' | 'vdem_v11_cy.vdem_v2x_partipdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_cspart' | 'vdem_v11_cy.vdem_v2x_cspart' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_edcomp_thick' | 'vdem_v11_cy.vdem_v2x_edcomp_thick' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_egal' | 'vdem_v11_cy.vdem_v2x_egal' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_execorr' | 'vdem_v11_cy.vdem_v2x_execorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_frassoc_thick' | 'vdem_v11_cy.vdem_v2x_frassoc_thick' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_gencs' | 'vdem_v11_cy.vdem_v2x_gencs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_gender' | 'vdem_v11_cy.vdem_v2x_gender' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_neopat' | 'vdem_v11_cy.vdem_v2x_neopat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_pubcorr' | 'vdem_v11_cy.vdem_v2x_pubcorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_rule' | 'vdem_v11_cy.vdem_v2x_rule' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_freexp' | 'vdem_v11_cy.vdem_v2x_freexp' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xcl_acjst' | 'vdem_v11_cy.vdem_v2xcl_acjst' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xcl_slave' | 'vdem_v11_cy.vdem_v2xcl_slave' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xdd_dd' | 'vdem_v11_cy.vdem_v2xdd_dd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xdl_delib' | 'vdem_v11_cy.vdem_v2xdl_delib' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xel_frefair' | 'vdem_v11_cy.vdem_v2xel_frefair' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xel_regelec' | 'vdem_v11_cy.vdem_v2xel_regelec' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xme_altinf' | 'vdem_v11_cy.vdem_v2xme_altinf' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xpe_exlecon' | 'vdem_v11_cy.vdem_v2xpe_exlecon' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xps_party' | 'vdem_v11_cy.vdem_v2xps_party' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xcs_ccsi' | 'vdem_v11_cy.vdem_v2xcs_ccsi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xnp_pres' | 'vdem_v11_cy.vdem_v2xnp_pres' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2xeg_eqaccess' | 'vdem_v11_cy.vdem_v2xeg_eqaccess' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_vdem_short | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |fatalities002_wdi_short| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_vdem_short | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_vdem_short | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_vdem_short | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_vdem_short | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_vdem_short | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_vdem_short | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_delibdem' | 'vdem_v11_cy.vdem_v2x_delibdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_egaldem' | 'vdem_v11_cy.vdem_v2x_egaldem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_libdem_48' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_partip' | 'vdem_v11_cy.vdem_v2x_partip' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_partipdem' | 'vdem_v11_cy.vdem_v2x_partipdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_cspart' | 'vdem_v11_cy.vdem_v2x_cspart' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_edcomp_thick' | 'vdem_v11_cy.vdem_v2x_edcomp_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_egal' | 'vdem_v11_cy.vdem_v2x_egal' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_execorr' | 'vdem_v11_cy.vdem_v2x_execorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_frassoc_thick' | 'vdem_v11_cy.vdem_v2x_frassoc_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_gencs' | 'vdem_v11_cy.vdem_v2x_gencs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_gender' | 'vdem_v11_cy.vdem_v2x_gender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_neopat' | 'vdem_v11_cy.vdem_v2x_neopat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_pubcorr' | 'vdem_v11_cy.vdem_v2x_pubcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_rule' | 'vdem_v11_cy.vdem_v2x_rule' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_freexp' | 'vdem_v11_cy.vdem_v2x_freexp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_acjst' | 'vdem_v11_cy.vdem_v2xcl_acjst' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcl_slave' | 'vdem_v11_cy.vdem_v2xcl_slave' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xdd_dd' | 'vdem_v11_cy.vdem_v2xdd_dd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xdl_delib' | 'vdem_v11_cy.vdem_v2xdl_delib' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xel_frefair' | 'vdem_v11_cy.vdem_v2xel_frefair' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xel_regelec' | 'vdem_v11_cy.vdem_v2xel_regelec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xme_altinf' | 'vdem_v11_cy.vdem_v2xme_altinf' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlecon' | 'vdem_v11_cy.vdem_v2xpe_exlecon' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xps_party' | 'vdem_v11_cy.vdem_v2xps_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xcs_ccsi' | 'vdem_v11_cy.vdem_v2xcs_ccsi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xnp_pres' | 'vdem_v11_cy.vdem_v2xnp_pres' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2xeg_eqaccess' | 'vdem_v11_cy.vdem_v2xeg_eqaccess' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_vdem_short | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |fatalities003_wdi_short| Model | Included variable name | Database variable name | Transformations |
|:------------------------|:------------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_wdi_short | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_wdi_short | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_wdi_short | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_wdi_short | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_wdi_short | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_wdi_short | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_ms_mil_xpnd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_nv_agr_totl_kd' | 'wdi_cy.wdi_nv_agr_totl_kd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_se_enr_prsc_fm_zs' | 'wdi_cy.wdi_se_enr_prsc_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sm_pop_totl_zs' | 'wdi_cy.wdi_sm_pop_totl_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sh_dyn_mort_fe' | 'wdi_cy.wdi_sh_dyn_mort_fe' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sp_pop_1564_fe_zs' | 'wdi_cy.wdi_sp_pop_1564_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sp_pop_65up_fe_zs' | 'wdi_cy.wdi_sp_pop_65up_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_wdi_short | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities002_all_features| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_wdi_short | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_wdi_short | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_wdi_short | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_wdi_short | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_wdi_short | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ms_mil_xpnd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_nv_agr_totl_kd' | 'wdi_cy.wdi_nv_agr_totl_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_se_enr_prsc_fm_zs' | 'wdi_cy.wdi_se_enr_prsc_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sm_pop_totl_zs' | 'wdi_cy.wdi_sm_pop_totl_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sh_dyn_mort_fe' | 'wdi_cy.wdi_sh_dyn_mort_fe' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_1564_fe_zs' | 'wdi_cy.wdi_sp_pop_1564_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_65up_fe_zs' | 'wdi_cy.wdi_sp_pop_65up_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_wdi_short | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities003_all_features| Model | Included variable name | Database variable name | Transformations |
|:---------------------------|:-----------------------------------|:--------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_all_features | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'ops.ln'", "'temporal.moving_sum'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_all_features | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_all_features | 'gleditsch_ward' | 'country.gwcode' | [] |
-| fatalities002_all_features | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic0_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic1_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic1_politics_t13' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic2_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic2_sanctions_t13' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic3_life_t13' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic4_energy_t13' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic5_media_t13' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic6_economics_t13' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic7_health_t13' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic8_china_t13' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic9_foreign_t13' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic10_conflict_t2' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic10_conflict_t3' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic10_conflict_t13' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic11_diplomacy_t13' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic12_power_t13' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic13_sports_t13' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic14_judiciary_t13' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_ms_mil_xpnd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_nv_agr_totl_kd' | 'wdi_cy.wdi_nv_agr_totl_kd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_se_enr_prsc_fm_zs' | 'wdi_cy.wdi_se_enr_prsc_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sm_pop_totl_zs' | 'wdi_cy.wdi_sm_pop_totl_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sh_dyn_mort_fe' | 'wdi_cy.wdi_sh_dyn_mort_fe' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_pop_1564_fe_zs' | 'wdi_cy.wdi_sp_pop_1564_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_pop_65up_fe_zs' | 'wdi_cy.wdi_sp_pop_65up_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_delibdem' | 'vdem_v11_cy.vdem_v2x_delibdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_egaldem' | 'vdem_v11_cy.vdem_v2x_egaldem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_libdem_48' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_partip' | 'vdem_v11_cy.vdem_v2x_partip' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_partipdem' | 'vdem_v11_cy.vdem_v2x_partipdem' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_cspart' | 'vdem_v11_cy.vdem_v2x_cspart' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_edcomp_thick' | 'vdem_v11_cy.vdem_v2x_edcomp_thick' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_egal' | 'vdem_v11_cy.vdem_v2x_egal' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_execorr' | 'vdem_v11_cy.vdem_v2x_execorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_frassoc_thick' | 'vdem_v11_cy.vdem_v2x_frassoc_thick' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_gencs' | 'vdem_v11_cy.vdem_v2x_gencs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_gender' | 'vdem_v11_cy.vdem_v2x_gender' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_neopat' | 'vdem_v11_cy.vdem_v2x_neopat' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_pubcorr' | 'vdem_v11_cy.vdem_v2x_pubcorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_rule' | 'vdem_v11_cy.vdem_v2x_rule' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_freexp' | 'vdem_v11_cy.vdem_v2x_freexp' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xcl_acjst' | 'vdem_v11_cy.vdem_v2xcl_acjst' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xcl_slave' | 'vdem_v11_cy.vdem_v2xcl_slave' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xdd_dd' | 'vdem_v11_cy.vdem_v2xdd_dd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xdl_delib' | 'vdem_v11_cy.vdem_v2xdl_delib' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xel_frefair' | 'vdem_v11_cy.vdem_v2xel_frefair' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xel_regelec' | 'vdem_v11_cy.vdem_v2xel_regelec' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xme_altinf' | 'vdem_v11_cy.vdem_v2xme_altinf' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xpe_exlecon' | 'vdem_v11_cy.vdem_v2xpe_exlecon' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xps_party' | 'vdem_v11_cy.vdem_v2xps_party' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xcs_ccsi' | 'vdem_v11_cy.vdem_v2xcs_ccsi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xnp_pres' | 'vdem_v11_cy.vdem_v2xnp_pres' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2xeg_eqaccess' | 'vdem_v11_cy.vdem_v2xeg_eqaccess' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_all_features | 'agr_withdrawal_pct_t48' | 'fao_aqua_cy.agr_withdrawal_pct' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'dam_cap_pcap_t48' | 'fao_aqua_cy.dam_cap_pcap' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'groundwater_export_t48' | 'fao_aqua_cy.groundwater_export' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'fresh_withdrawal_pct_t48' | 'fao_aqua_cy.fresh_withdrawal_pct' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'ind_efficiency_t48' | 'fao_aqua_cy.ind_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'irr_agr_efficiency_t48' | 'fao_aqua_cy.irr_agr_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'services_efficiency_t48' | 'fao_aqua_cy.services_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'general_efficiency_t48' | 'fao_aqua_cy.general_efficiency' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'water_stress_t48' | 'fao_aqua_cy.water_stress' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'renewable_internal_pcap_t48' | 'fao_aqua_cy.renewable_internal_pcap' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_all_features | 'renewable_pcap_t48' | 'fao_aqua_cy.renewable_pcap' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |fatalities002_joint_narrow| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_all_features | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_all_features | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_all_features | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'"] |
+| fatalities003_all_features | 'ged_sb_tsum_24' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.moving_sum'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_all_features | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_all_features | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_all_features | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic0_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic1_religion_t1_stock' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic1_politics_t13' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic2_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t13' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic3_life_t13' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic4_energy_t13' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic5_media_t13' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic6_economics_t13' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic7_health_t13' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic8_china_t13' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic9_foreign_t13' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t2' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t3' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t13' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic11_diplomacy_t13' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic12_power_t13' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic13_sports_t13' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic14_judiciary_t13' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ms_mil_xpnd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_nv_agr_totl_kd' | 'wdi_cy.wdi_nv_agr_totl_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_se_enr_prsc_fm_zs' | 'wdi_cy.wdi_se_enr_prsc_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_totl_zs' | 'wdi_cy.wdi_sm_pop_totl_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sh_dyn_mort_fe' | 'wdi_cy.wdi_sh_dyn_mort_fe' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_1564_fe_zs' | 'wdi_cy.wdi_sp_pop_1564_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_65up_fe_zs' | 'wdi_cy.wdi_sp_pop_65up_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_delibdem' | 'vdem_v11_cy.vdem_v2x_delibdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_egaldem' | 'vdem_v11_cy.vdem_v2x_egaldem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_libdem_48' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_partip' | 'vdem_v11_cy.vdem_v2x_partip' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_partipdem' | 'vdem_v11_cy.vdem_v2x_partipdem' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_cspart' | 'vdem_v11_cy.vdem_v2x_cspart' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_edcomp_thick' | 'vdem_v11_cy.vdem_v2x_edcomp_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_egal' | 'vdem_v11_cy.vdem_v2x_egal' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_execorr' | 'vdem_v11_cy.vdem_v2x_execorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_frassoc_thick' | 'vdem_v11_cy.vdem_v2x_frassoc_thick' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_gencs' | 'vdem_v11_cy.vdem_v2x_gencs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_gender' | 'vdem_v11_cy.vdem_v2x_gender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_neopat' | 'vdem_v11_cy.vdem_v2x_neopat' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_pubcorr' | 'vdem_v11_cy.vdem_v2x_pubcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_rule' | 'vdem_v11_cy.vdem_v2x_rule' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_freexp' | 'vdem_v11_cy.vdem_v2x_freexp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_acjst' | 'vdem_v11_cy.vdem_v2xcl_acjst' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcl_slave' | 'vdem_v11_cy.vdem_v2xcl_slave' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xdd_dd' | 'vdem_v11_cy.vdem_v2xdd_dd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xdl_delib' | 'vdem_v11_cy.vdem_v2xdl_delib' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xel_frefair' | 'vdem_v11_cy.vdem_v2xel_frefair' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xel_regelec' | 'vdem_v11_cy.vdem_v2xel_regelec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xme_altinf' | 'vdem_v11_cy.vdem_v2xme_altinf' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlecon' | 'vdem_v11_cy.vdem_v2xpe_exlecon' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xps_party' | 'vdem_v11_cy.vdem_v2xps_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xcs_ccsi' | 'vdem_v11_cy.vdem_v2xcs_ccsi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xnp_pres' | 'vdem_v11_cy.vdem_v2xnp_pres' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2xeg_eqaccess' | 'vdem_v11_cy.vdem_v2xeg_eqaccess' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_all_features | 'agr_withdrawal_pct_t48' | 'fao_aqua_cy.agr_withdrawal_pct' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'dam_cap_pcap_t48' | 'fao_aqua_cy.dam_cap_pcap' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'groundwater_export_t48' | 'fao_aqua_cy.groundwater_export' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'fresh_withdrawal_pct_t48' | 'fao_aqua_cy.fresh_withdrawal_pct' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'ind_efficiency_t48' | 'fao_aqua_cy.ind_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'irr_agr_efficiency_t48' | 'fao_aqua_cy.irr_agr_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'services_efficiency_t48' | 'fao_aqua_cy.services_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'general_efficiency_t48' | 'fao_aqua_cy.general_efficiency' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'water_stress_t48' | 'fao_aqua_cy.water_stress' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'renewable_internal_pcap_t48' | 'fao_aqua_cy.renewable_internal_pcap' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_all_features | 'renewable_pcap_t48' | 'fao_aqua_cy.renewable_pcap' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |fatalities003_joint_narrow| Model | Included variable name | Database variable name | Transformations |
|:---------------------------|:------------------------------|:----------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_joint_narrow | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_narrow | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_narrow | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_narrow | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_narrow | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_narrow | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_narrow | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_narrow | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_narrow | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_narrow | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_narrow | 'reign_tenure_months' | 'reign_cm.tenure_months' | ["'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ste_theta2_stock' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ste_theta3_stock' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ste_theta11_stock' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ste_theta13_stock' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'ste_theta14_stock' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_ste_theta11_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_ste_theta2_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_ste_theta13_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_narrow | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities002_joint_broad| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_joint_narrow | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_narrow | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_narrow | 'reign_tenure_months' | 'reign_cm.tenure_months' | ["'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta2_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta3_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta11_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta13_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'ste_theta14_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_ste_theta11_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_ste_theta2_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_ste_theta13_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sp_dyn_imrt_in' | 'wdi_cy.wdi_sp_dyn_imrt_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sp_pop_0014_fe_zs' | 'wdi_cy.wdi_sp_pop_0014_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_narrow | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities003_joint_broad| Model | Included variable name | Database variable name | Transformations |
|:--------------------------|:-----------------------------------|:--------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_joint_broad | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
-| fatalities002_joint_broad | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_joint_broad | 'gleditsch_ward' | 'country.gwcode' | [] |
-| fatalities002_joint_broad | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sp_dyn_imrt_fe_in' | 'wdi_cy.wdi_sp_dyn_imrt_fe_in' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2x_hosabort' | 'vdem_v11_cy.vdem_v2x_hosabort' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_joint_broad | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities002_faostat| Model | Included variable name | Database variable name | Transformations |
-|:----------------------|:----------------------------------|:-------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_faostat | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_faostat | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_faostat | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_faostat | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_faostat | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_faostat | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_faostat | 'consumer_prices_food_indices' | 'faostat_cpi_cm.consumer_prices_food_indices' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'consumer_prices_general_indices' | 'faostat_cpi_cm.consumer_prices_general_indices' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'food_price_inflation' | 'faostat_cpi_cm.food_price_inflation' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'avg_adequate_diet' | 'faostat_fsec_cy.avg_adequate_diet' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'avg_animalprotein_pcap_day' | 'faostat_fsec_cy.avg_animalprotein_pcap_day' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'avg_fprod_value' | 'faostat_fsec_cy.avg_fprod_value' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'avg_protein_pcap_day' | 'faostat_fsec_cy.avg_protein_pcap_day' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'gdp_pc_ppp' | 'faostat_fsec_cy.gdp_pc_ppp' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'kcal_pcap_day' | 'faostat_fsec_cy.kcal_pcap_day' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'kcal_pcap_day_cerotu' | 'faostat_fsec_cy.kcal_pcap_day_cerotu' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pcap_fprod_var' | 'faostat_fsec_cy.pcap_fprod_var' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pcap_fsupply_var' | 'faostat_fsec_cy.pcap_fsupply_var' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_arable_land' | 'faostat_fsec_cy.pct_arable_land' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_cereal_import' | 'faostat_fsec_cy.pct_cereal_import' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_fimport_merch' | 'faostat_fsec_cy.pct_fimport_merch' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_modsevere_finsecurity' | 'faostat_fsec_cy.pct_modsevere_finsecurity' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_pop_basicdrink' | 'faostat_fsec_cy.pct_pop_basicdrink' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_pop_basicsani' | 'faostat_fsec_cy.pct_pop_basicsani' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_pop_safedrink' | 'faostat_fsec_cy.pct_pop_safedrink' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_pop_safesani' | 'faostat_fsec_cy.pct_pop_safesani' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_severe_finsecurity' | 'faostat_fsec_cy.pct_severe_finsecurity' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_und5_overweight' | 'faostat_fsec_cy.pct_und5_overweight' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_und5_stunted' | 'faostat_fsec_cy.pct_und5_stunted' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_und5_wasting' | 'faostat_fsec_cy.pct_und5_wasting' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pct_undernourished' | 'faostat_fsec_cy.pct_undernourished' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pol_stability' | 'faostat_fsec_cy.pol_stability' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pop_modsevere_finsecurity' | 'faostat_fsec_cy.pop_modsevere_finsecurity' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pop_severe_finsecurity' | 'faostat_fsec_cy.pop_severe_finsecurity' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'pop_undernourished' | 'faostat_fsec_cy.pop_undernourished' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'prev_adult_obesity' | 'faostat_fsec_cy.prev_adult_obesity' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'prev_infant_bfeed' | 'faostat_fsec_cy.prev_infant_bfeed' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'prev_lowbweight' | 'faostat_fsec_cy.prev_lowbweight' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'prev_repr_anemia' | 'faostat_fsec_cy.prev_repr_anemia' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faostat | 'rail_density' | 'faostat_fsec_cy.rail_density' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |fatalities002_faoprices| Model | Included variable name | Database variable name | Transformations |
-|:------------------------|:-------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_faoprices | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_faoprices | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_faoprices | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_faoprices | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_faoprices | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_faoprices | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_faoprices | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_faoprices | 'fao_wheat_price' | 'faostat_pp_cm.wheat_price' | ["'missing.replace_na'"] |
-| fatalities002_faoprices | 'delta_fao_wheat_price' | 'faostat_pp_cm.wheat_price' | ["'missing.replace_na'", "'temporal.delta'"] |
-| fatalities002_faoprices | 'fao_mp_price' | 'faostat_pp_cm.mp_price' | ["'missing.replace_na'"] |
-| fatalities002_faoprices | 'delta_fao_mp_price' | 'faostat_pp_cm.mp_price' | ["'missing.replace_na'", "'temporal.delta'"] |
-| fatalities002_faoprices | 'fao_sugar_price' | 'faostat_pp_cm.sugar_price' | ["'missing.replace_na'"] |
-| fatalities002_faoprices | 'delta_fao_sugar_price' | 'faostat_pp_cm.sugar_price' | ["'missing.replace_na'", "'temporal.delta'"] |
-| fatalities002_faoprices | 'fao_meat_price' | 'faostat_pp_cm.meat_price' | ["'missing.replace_na'"] |
-| fatalities002_faoprices | 'delta_fao_meat_price' | 'faostat_pp_cm.meat_price' | ["'missing.replace_na'", "'temporal.delta'"] |
-| fatalities002_faoprices | 'fao_milk_price' | 'faostat_pp_cm.milk_price' | ["'missing.replace_na'"] |
-| fatalities002_faoprices | 'delta_fao_milk_price' | 'faostat_pp_cm.milk_price' | ["'missing.replace_na'", "'temporal.delta'"] |fatalities002_imfweo| Model | Included variable name | Database variable name | Transformations |
+| fatalities003_joint_broad | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_joint_broad | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_joint_broad | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sp_dyn_imrt_fe_in' | 'wdi_cy.wdi_sp_dyn_imrt_fe_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2x_hosabort' | 'vdem_v11_cy.vdem_v2x_hosabort' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities003_joint_broad_nonlog| Model | Included variable name | Database variable name | Transformations |
+|:---------------------------------|:-----------------------------------|:--------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| fatalities003_joint_broad_nonlog | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_1' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_2' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_3' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_4' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_sb_tlag_6' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_100' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_sb_500' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_os_100' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_ged_ns_100' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_ns' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_os' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_acled_sb' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_acled_sb_count' | 'acled2_cm.acled_sb_count' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_acled_os' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'ln_ged_os_tlag_1' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'", "'ops.ln'"] |
+| fatalities003_joint_broad_nonlog | 'decay_acled_sb_5' | 'acled2_cm.acled_sb_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_acled_os_5' | 'acled2_cm.acled_os_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'decay_acled_ns_5' | 'acled2_cm.acled_ns_fat' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'splag_1_decay_ged_ns_5' | 'ged2_cm.ged_ns_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_joint_broad_nonlog | 'gleditsch_ward' | 'country.gwcode' | [] |
+| fatalities003_joint_broad_nonlog | 'topic0_religion_t1' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic0_religion_t13' | 'topic_cm.topic_religion' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic1_politics_t1' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic1_politics_t1_stock' | 'topic_cm.topic_politics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic2_sanctions_t1' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic3_life_t1' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic3_life_t1_stock' | 'topic_cm.topic_life' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic4_energy_t1' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic4_energy_t1_stock' | 'topic_cm.topic_energy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic5_media_t1' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic5_media_t1_stock' | 'topic_cm.topic_media' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic6_economics_t1' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic6_economics_t1_stock' | 'topic_cm.topic_economics' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic7_health_t1' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic7_health_t1_stock' | 'topic_cm.topic_health' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic8_china_t1' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic8_china_t1_stock' | 'topic_cm.topic_china' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic9_foreign_t1' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic9_foreign_t1_stock' | 'topic_cm.topic_foreign' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic10_conflict_t1' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic11_diplomacy_t1' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic12_power_t1' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic13_sports_t1' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic13_sports_t1_stock' | 'topic_cm.topic_sports' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic14_judiciary_t1' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic2_sanctions_t1_stock' | 'topic_cm.topic_sanctions' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic10_conflict_t1_stock' | 'topic_cm.topic_conflict' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic11_diplomacy_t1_stock' | 'topic_cm.topic_diplomacy' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic12_power_t1_stock' | 'topic_cm.topic_power' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_topic14_judiciary_t1_stock' | 'topic_cm.topic_judiciary' | ["'missing.replace_na'", "'spatial.countrylag'", "'missing.fill'", "'temporal.moving_average'", "'missing.fill'", "'temporal.tlag'", "'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_dt_oda_odat_pc_zs' | 'wdi_cy.wdi_dt_oda_odat_pc_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_ms_mil_xpnd_gd_zs' | 'wdi_cy.wdi_ms_mil_xpnd_gd_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_nv_agr_totl_kn' | 'wdi_cy.wdi_nv_agr_totl_kn' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_pop_grow' | 'wdi_cy.wdi_sp_pop_grow' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_se_enr_prim_fm_zs' | 'wdi_cy.wdi_se_enr_prim_fm_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_urb_totl_in_zs' | 'wdi_cy.wdi_sp_urb_totl_in_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sh_sta_maln_zs' | 'wdi_cy.wdi_sh_sta_maln_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sp_dyn_imrt_fe_in' | 'wdi_cy.wdi_sp_dyn_imrt_fe_in' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_ny_gdp_mktp_kd' | 'wdi_cy.wdi_ny_gdp_mktp_kd' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'wdi_sh_sta_stnt_zs' | 'wdi_cy.wdi_sh_sta_stnt_zs' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_sl_tlf_totl_fe_zs' | 'wdi_cy.wdi_sl_tlf_totl_fe_zs' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_sm_pop_refg_or' | 'wdi_cy.wdi_sm_pop_refg_or' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_sm_pop_netm' | 'wdi_cy.wdi_sm_pop_netm' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_wdi_ag_lnd_frst_k2' | 'wdi_cy.wdi_ag_lnd_frst_k2' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_horacc' | 'vdem_v11_cy.vdem_v2x_horacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xnp_client' | 'vdem_v11_cy.vdem_v2xnp_client' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_veracc' | 'vdem_v11_cy.vdem_v2x_veracc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_divparctrl' | 'vdem_v11_cy.vdem_v2x_divparctrl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlpol' | 'vdem_v11_cy.vdem_v2xpe_exlpol' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_diagacc' | 'vdem_v11_cy.vdem_v2x_diagacc' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlgeo' | 'vdem_v11_cy.vdem_v2xpe_exlgeo' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlgender' | 'vdem_v11_cy.vdem_v2xpe_exlgender' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_ex_party' | 'vdem_v11_cy.vdem_v2x_ex_party' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_genpp' | 'vdem_v11_cy.vdem_v2x_genpp' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xeg_eqdr' | 'vdem_v11_cy.vdem_v2xeg_eqdr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xcl_prpty' | 'vdem_v11_cy.vdem_v2xcl_prpty' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xeg_eqprotec' | 'vdem_v11_cy.vdem_v2xeg_eqprotec' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_ex_military' | 'vdem_v11_cy.vdem_v2x_ex_military' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_clphy' | 'vdem_v11_cy.vdem_v2x_clphy' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2x_hosabort' | 'vdem_v11_cy.vdem_v2x_hosabort' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'vdem_v2xnp_regcorr' | 'vdem_v11_cy.vdem_v2xnp_regcorr' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2x_libdem' | 'vdem_v11_cy.vdem_v2x_libdem' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2xcl_dmove' | 'vdem_v11_cy.vdem_v2xcl_dmove' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2x_accountability' | 'vdem_v11_cy.vdem_v2x_accountability' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2xpe_exlsocgr' | 'vdem_v11_cy.vdem_v2xpe_exlsocgr' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_joint_broad_nonlog | 'splag_vdem_v2xcl_rol' | 'vdem_v11_cy.vdem_v2xcl_rol' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.tlag'", "'missing.fill'"] |fatalities003_imfweo| Model | Included variable name | Database variable name | Transformations |
|:---------------------|:----------------------------|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
-| fatalities002_imfweo | 'ln_ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_imfweo | 'ln_ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'", "'ops.ln'"] |
-| fatalities002_imfweo | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_imfweo | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_imfweo | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
-| fatalities002_imfweo | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
-| fatalities002_imfweo | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
-| fatalities002_imfweo | 'imfweo_ngdp_rpch_tcurrent' | 'imfweo_cm.ngdp_rpch_tcurrent' | ["'missing.replace_na'"] |
-| fatalities002_imfweo | 'imfweo_ngdp_rpch_tmin1' | 'imfweo_cm.ngdp_rpch_tmin1' | ["'missing.replace_na'"] |
-| fatalities002_imfweo | 'imfweo_ngdp_rpch_tplus1' | 'imfweo_cm.ngdp_rpch_tplus1' | ["'missing.replace_na'"] |
-| fatalities002_imfweo | 'imfweo_ngdp_rpch_tplus2' | 'imfweo_cm.ngdp_rpch_tplus2' | ["'missing.replace_na'"] |
\ No newline at end of file
+| fatalities003_imfweo | 'ged_sb_dep' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_imfweo | 'ged_sb' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.fill'"] |
+| fatalities003_imfweo | 'decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_imfweo | 'decay_ged_os_5' | 'ged2_cm.ged_os_best_sum_nokgi' | ["'missing.replace_na'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_imfweo | 'splag_1_decay_ged_sb_5' | 'ged2_cm.ged_sb_best_sum_nokgi' | ["'missing.replace_na'", "'spatial.countrylag'", "'temporal.decay'", "'temporal.time_since'", "'bool.gte'", "'missing.replace_na'"] |
+| fatalities003_imfweo | 'wdi_sp_pop_totl' | 'wdi_cy.wdi_sp_pop_totl' | ["'missing.replace_na'", "'missing.fill'", "'temporal.tlag'", "'missing.fill'"] |
+| fatalities003_imfweo | 'gleditsch_ward' | 'country.gwcode' | ["'missing.replace_na'", "'missing.fill'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tcurrent' | 'imfweo_cm.ngdp_rpch_tcurrent' | ["'missing.replace_na'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tmin1' | 'imfweo_cm.ngdp_rpch_tmin1' | ["'missing.replace_na'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tplus1' | 'imfweo_cm.ngdp_rpch_tplus1' | ["'missing.replace_na'"] |
+| fatalities003_imfweo | 'imfweo_ngdp_rpch_tplus2' | 'imfweo_cm.ngdp_rpch_tplus2' | ["'missing.replace_na'"] |
\ No newline at end of file
diff --git a/SystemUpdates/ModelDefinitions copy.py b/SystemUpdates/ModelDefinitions copy.py
new file mode 100644
index 0000000..b2f5634
--- /dev/null
+++ b/SystemUpdates/ModelDefinitions copy.py
@@ -0,0 +1,650 @@
+# The ModelList is a list of dictionaries that define a range of models for the project
+
+import sys
+# sys.path.append('../')
+sys.path.append('../Tools')
+#sys.path.append('../Intermediates')
+# sklearn
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.ensemble import GradientBoostingRegressor
+from sklearn.ensemble import HistGradientBoostingRegressor
+from sklearn.ensemble import HistGradientBoostingClassifier
+from sklearn.ensemble import AdaBoostRegressor
+from sklearn import linear_model
+from sklearn.metrics import mean_squared_error
+from sklearn import preprocessing
+from sklearn.linear_model import ElasticNet
+from sklearn.datasets import make_regression
+
+from xgboost import XGBRegressor
+from xgboost import XGBClassifier
+from xgboost import XGBRFRegressor, XGBRFClassifier
+
+from lightgbm import LGBMClassifier, LGBMRegressor
+
+from ViewsEstimators import *
+
+class FixedFirstSplitRegression(BaseEstimator):
+ """ Regression model which makes the first split according to a specified feature and then splits according to other
+ algorithms. The model optimizes onset-situation predictions by fitting a two-part model and combining predictions:
+ 1) binary classifier
+ 2) continuous regression
+ Implementeted as a valid sklearn estimator, so it can be used in pipelines and GridSearch objects.
+ Args:
+ ones_name: model to estimate if z variable is one (e.g. "onset")
+ zeros_name: model to estimate if z variable is zeros (e.g. "continuation")
+ ones_params: dict of parameters to pass to "ones" sub-model when initialized
+ zeros_params: dict of parameters to pass to "zeros" sub-model when initialized
+ """
+
+ def __init__(self,
+ ones_name: str = 'RFRegressor',
+ zeros_name: str = 'RFRegressor',
+ ones_indicator: str = '',
+ ones_params: Optional[dict] = None,
+ zeros_params: Optional[dict] = None):
+
+ self.ones_name = ones_name
+ self.zeros_name = zeros_name
+ self.ones_indicator = ones_indicator
+ self.ones_params = ones_params
+ self.zeros_params = zeros_params
+ self.ones_fi = []
+ self.zeros_fi = []
+
+ @staticmethod
+ def _resolve_estimator(func_name: str):
+ """ Lookup table for supported estimators.
+ This is necessary because sklearn estimator default arguments
+ must pass equality test, and instantiated sub-estimators are not equal. """
+
+ funcs = {'linear': LinearRegression(),
+ 'logistic': LogisticRegression(solver='liblinear'),
+ 'LGBMRegressor': LGBMRegressor(n_estimators=250),
+ 'LGBMClassifier': LGBMClassifier(n_estimators=250),
+ 'RFRegressor': XGBRFRegressor(n_estimators=250,n_jobs=-2),
+ 'RFClassifier': XGBRFClassifier(n_estimators=250,n_jobs=-2),
+ 'GBMRegressor': GradientBoostingRegressor(n_estimators=200),
+ 'GBMClassifier': GradientBoostingClassifier(n_estimators=200),
+ 'XGBRegressor': XGBRegressor(n_estimators=100,learning_rate=0.05,n_jobs=-2),
+ 'XGBClassifier': XGBClassifier(n_estimators=100,learning_rate=0.05,n_jobs=-2),
+ 'HGBRegressor': HistGradientBoostingRegressor(max_iter=200),
+ 'HGBClassifier': HistGradientBoostingClassifier(max_iter=200),
+ }
+
+ return funcs[func_name]
+
+ def fit(self,
+ X: Union[np.ndarray, pd.DataFrame],
+ y: Union[np.ndarray, pd.Series],
+ z: Union[np.ndarray, pd.Series]):
+ X, y = check_X_y(X, y, dtype=None,
+ accept_sparse=False,
+ accept_large_sparse=False,
+ force_all_finite='allow-nan')
+ z = X[ones_indicator]
+
+ if X.shape[1] < 2:
+ raise ValueError('Cannot fit model when n_features = 1')
+
+ self.ones_ = self._resolve_estimator(self.ones_name)
+ if self.ones_params:
+ self.ones_.set_params(**self.ones_params)
+ self.ones_.fit(X[z==1], y[z==1])
+ self.ones_fi = self.ones_.feature_importances_
+
+ self.zeros_ = self._resolve_estimator(self.zeros_name)
+ if self.zeros_params:
+ self.zeros_.set_params(**self.zeros_params)
+ self.zeros_.fit(X[z==0], y[z==0])
+ self.zeros_fi = self.zeros_.feature_importances_
+
+ self.is_fitted_ = True
+ return self
+
+
+ def predict(self, X: Union[np.ndarray, pd.DataFrame]):
+# def predict_expected_value(self, X: Union[np.ndarray, pd.DataFrame]):
+ """ Predict combined response using probabilistic classification outcome """
+ X = check_array(X, accept_sparse=False, accept_large_sparse=False)
+ check_is_fitted(self, 'is_fitted_')
+# predict =
+ return self.clf_.predict_proba(X)[:, 1] * self.reg_.predict(X)
+
+def manual_test():
+ """ Validate estimator using sklearn's provided utility and ensure it can fit and predict on fake dataset. """
+ check_estimator(HurdleRegression)
+ from sklearn.datasets import make_regression
+ X, y = make_regression()
+ reg = FixedFirstSplitRegression()
+ reg.fit(X, y)
+ reg.predict(X)
+
+
+
+
+
+def DefineEnsembleModels(level):
+ ModelList = []
+
+ if level == 'cm':
+ nj = 12
+
+# model = {
+# 'modelname': 'fatalities003_baseline_ons',
+# 'algorithm': FixedFirstSplitRegression(ones_name='LGBMClassifier', zeros_name='LGBMRegressor',onset_indicator = ''),
+# 'depvar': 'ln_ged_sb_dep',
+# 'data_train': 'baseline002',
+# 'queryset': 'fatalities002_baseline',
+# 'preprocessing': 'float_it',
+# 'level': 'cm',
+# 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
+# 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
+# }
+# ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_baseline_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': 'ged_sb_dep',
+ 'data_train': 'baseline003',
+ 'queryset': 'fatalities003_baseline',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
+ 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflict_ln',
+ 'queryset': "fatalities003_conflict_history",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'A collection of variables that together map the conflict history of a country, random forests regression model.' ,
+ 'long_description': 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
+ }
+ ModelList.append(model)
+
+
+ # Model: GED logged dependent variable, logged conflict history variables, gradient boosting
+ model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_gbm',
+ 'algorithm': GradientBoostingRegressor(n_estimators=200),
+ 'depvar': 'ged_sb_dep',
+ 'data_train': 'conflict_ln',
+ 'queryset': "fatalities003_conflict_history",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'A collection of variables that together map the conflict history of a country, scikit gradient boosting regression model.',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflict_ln',
+ 'queryset': "fatalities003_conflict_history",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_long_xgb',
+ 'algorithm': XGBRegressor(n_estimators=100, learning_rate=0.05, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflictlong_ln',
+ 'queryset': "fatalities003_conflict_history_long",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+
+
+ model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_nonlog_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflict_nonlog',
+ 'queryset': "fatalities003_conflict_history_nonlog",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'A collection of variables that together map the conflict history of a country, random forests regression model.' ,
+ 'long_description': 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_vdem_hurdle_xgb',
+ 'algorithm': HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'vdem_short',
+ 'queryset': "fatalities003_vdem_short",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_wdi_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'wdi_short',
+ 'queryset': "fatalities003_wdi_short",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_topics_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'topics_003',
+ 'queryset': "fatalities003_topics",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_topics_xgb',
+ 'algorithm': XGBRegressor(n_estimators=80, learning_rate=0.05, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'topics_003',
+ 'queryset': "fatalities003_topics",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+ model = {
+ 'modelname': 'fatalities003_nl_topics_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'topics_003',
+ 'queryset': "fatalities003_topics",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_joint_broad_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_broad',
+ 'queryset': 'fatalities003_joint_broad',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_joint_broad_hurdle_rf',
+ 'algorithm': HurdleRegression(clf_name='RFClassifier', reg_name='RFRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_broad',
+ 'queryset': 'fatalities003_joint_broad',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_joint_narrow_xgb',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_joint_narrow_hurdle_xgb',
+ 'algorithm': HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_joint_narrow_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ # PCA models: need to implement a PCA preprocessing function first.
+ model = {
+ 'modelname': 'fatalities003_nl_all_pca3_xgb',
+ 'algorithm': XGBRegressor(n_estimators=100, learning_rate=0.05, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'all_features',
+ 'queryset': 'fatalities003_all_features',
+ 'preprocessing': 'pca_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_aquastat_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'aquastat',
+ 'queryset': 'fatalities003_aquastat',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_nl_faostat_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'faostat',
+ 'queryset': 'fatalities003_faostat',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_faoprices_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': 'ln_ged_sb_dep',
+ 'data_train': 'faoprices',
+ 'queryset': 'fatalities003_faoprices',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities003_imfweo_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ln_ged_sb_dep",
+ 'data_train': 'imfweo',
+ 'queryset': 'fatalities003_imfweo',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fat_hh20_Markov_glm',
+ 'algorithm': 'Rscript',
+ 'depvar': "ln_ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ model = {
+ 'modelname': 'fat_hh20_Markov_rf',
+ 'algorithm': 'Rscript',
+ 'depvar': "ln_ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
+ #ModelList.append(model)
+
+ elif level == 'pgm':
+
+ nj = 12
+ n_estimators = 200
+
+ rf_regressor = RandomForestRegressor(n_estimators=n_estimators, n_jobs=nj)
+
+ xgb_regressor = XGBRegressor(n_estimators=n_estimators, tree_method='hist', n_jobs=nj)
+
+ lgbm_regressor = LGBMRegressor(n_estimators=n_estimators)
+
+ clf_params = {'n_estimators': n_estimators, 'n_jobs': nj}
+
+ reg_params = {'n_estimators': n_estimators, 'n_jobs': nj}
+
+ clf_lgbm_params = {'n_estimators': n_estimators}
+
+ reg_lgbm_params = {'n_estimators': n_estimators}
+
+ hur_regressor = HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor', clf_params=clf_params,
+ reg_params=reg_params)
+ hur_lgbm_regressor = HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor',
+ clf_params=clf_lgbm_params, reg_params=reg_lgbm_params)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_baseline_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_baseline',
+ 'data_train': 'baseline',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_conflictlong_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflictlong',
+ 'data_train': 'conflictlong',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_conflictlong_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflictlong',
+ 'data_train': 'conflictlong',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_escwa_drought_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_escwa_drought',
+ 'data_train': 'escwa_drought',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_escwa_drought_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_escwa_drought',
+ 'data_train': 'escwa_drought',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_natsoc_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_natsoc',
+ 'data_train': 'natsoc',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_natsoc_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_natsoc',
+ 'data_train': 'natsoc',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_broad_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_broad',
+ 'data_train': 'broad',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_broad_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_broad',
+ 'data_train': 'broad',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_conflict_history_xgb',
+ 'algorithm': xgb_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflict_history',
+ 'data_train': 'conflicthist',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_conflict_treelag_hurdle',
+ 'algorithm': hur_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflict_treelag',
+ 'data_train': 'conflicttreelag',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+
+ model = {
+ 'modelname': 'fatalities002_pgm_conflict_sptime_dist_hurdle',
+ 'algorithm': hur_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflict_sptime_dist',
+ 'data_train': 'conflictsptime_dist',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
+ ModelList.append(model)
+ else:
+ raise Exception(f"Unrecognised level {level}: allowed values are cm or pgm")
+
+ for model in ModelList:
+ model['predstore_calib'] = level + '_' + model['modelname'] + '_calib'
+ model['predstore_test'] = level + '_' + model['modelname'] + '_test'
+
+ return ModelList
+
diff --git a/SystemUpdates/ModelDefinitions.py b/SystemUpdates/ModelDefinitions.py
index b2f5634..e655a3d 100644
--- a/SystemUpdates/ModelDefinitions.py
+++ b/SystemUpdates/ModelDefinitions.py
@@ -25,6 +25,12 @@
from ViewsEstimators import *
+import sys
+sys.path.append('../')
+sys.path.append('../Tools')
+sys.path.append('../Intermediates')
+sys.path.append('../SystemUpdates/configs')
+
class FixedFirstSplitRegression(BaseEstimator):
""" Regression model which makes the first split according to a specified feature and then splits according to other
algorithms. The model optimizes onset-situation predictions by fitting a two-part model and combining predictions:
@@ -129,7 +135,14 @@ def DefineEnsembleModels(level):
ModelList = []
if level == 'cm':
- nj = 12
+ from configs.fat_hh20_Markov_glm import model
+ ModelList.append(model)
+
+ nj = 12
+
+ print(model)
+
+ """ nj = 12
# model = {
# 'modelname': 'fatalities003_baseline_ons',
@@ -143,18 +156,9 @@ def DefineEnsembleModels(level):
# 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
# }
# ModelList.append(model)
+ from configs import fatalities003_nl_conflicthistory_rf
+
- model = {
- 'modelname': 'fatalities003_nl_baseline_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': 'ged_sb_dep',
- 'data_train': 'baseline003',
- 'queryset': 'fatalities003_baseline',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
- 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
- }
ModelList.append(model)
model = {
@@ -445,7 +449,7 @@ def DefineEnsembleModels(level):
'description': '',
'long_description': ''
}
- #ModelList.append(model)
+ #ModelList.append(model) """
elif level == 'pgm':
@@ -471,7 +475,7 @@ def DefineEnsembleModels(level):
hur_lgbm_regressor = HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor',
clf_params=clf_lgbm_params, reg_params=reg_lgbm_params)
- model = {
+ """ model = {
'modelname': 'fatalities002_pgm_baseline_lgbm',
'algorithm': lgbm_regressor,
'depvar': "ln_ged_sb_dep",
@@ -638,9 +642,10 @@ def DefineEnsembleModels(level):
'long_description': ''
}
- ModelList.append(model)
- else:
+ ModelList.append(model) """
+ """ else:
raise Exception(f"Unrecognised level {level}: allowed values are cm or pgm")
+ pass """
for model in ModelList:
model['predstore_calib'] = level + '_' + model['modelname'] + '_calib'
diff --git a/SystemUpdates/cm_compute_ensemble_003 copy.ipynb b/SystemUpdates/cm_compute_ensemble_003 copy.ipynb
new file mode 100644
index 0000000..5d1f836
--- /dev/null
+++ b/SystemUpdates/cm_compute_ensemble_003 copy.ipynb
@@ -0,0 +1,855 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "c567d3bf",
+ "metadata": {},
+ "source": [
+ "# Notebook to define ensemble for production, cm level\n",
+ "Version developed for ViEWS monthly updates: Fatalities003\n",
+ "## Including ensemble weighting\n",
+ "\n",
+ "This notebook defines the ensemble used for production: selects a set of pre-trained models, retrieves and calibrates them, computes weights, and computes and stores the ensemble model predictions.\n",
+ "\n",
+ "Models are stored in model storage and most of them specified in the notebook fat_cm_constituentmodels\n",
+ "\n",
+ "The notebook draws on the following files in this repository:\n",
+ "\n",
+ "Script file: \n",
+ " Ensembling.py\n",
+ " FetchData.py\n",
+ "\n",
+ "Lists of models:\n",
+ " ModelList_cm_{dev_id}.csv (not yet functional)\n",
+ " List of pickles at local directory (will rewrite to drop dependence on this)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e10ce4c622759398",
+ "metadata": {
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "source": [
+ "# Note\n",
+ "### Numbers in the models 11, 12, 13 are log values even if the column for model 12, 13 is ged_sb_dep\n",
+ "### Not sure whether the calibrated ensemble model should go through the calibration function or ensembling the calibrated models.\n",
+ "### There are negative values after calibration\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "1f3f0f86",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-11T08:20:58.455957Z",
+ "start_time": "2023-10-11T08:20:58.451669Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Basics\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.cbook as cbook\n",
+ "\n",
+ "# Views 3\n",
+ "from viewser.operations import fetch\n",
+ "from viewser import Queryset, Column\n",
+ "import views_runs\n",
+ "from views_partitioning import data_partitioner, legacy\n",
+ "from stepshift import views\n",
+ "# import views_dataviz\n",
+ "from views_runs import storage, ModelMetadata\n",
+ "from views_runs.storage import store, retrieve, fetch_metadata\n",
+ "from views_forecasts.extensions import *\n",
+ "\n",
+ "#sklearn\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "\n",
+ "# Other packages\n",
+ "import pickle as pkl\n",
+ "import getpass\n",
+ "import copy\n",
+ "from pathlib import Path\n",
+ "# pd.set_option('display.float_format', lambda x: '%.6f' % x)\n",
+ "\n",
+ "# Packages from this repository, Tools folder\n",
+ "import sys\n",
+ "sys.path.append('../')\n",
+ "sys.path.append('../Tools')\n",
+ "sys.path.append('../Intermediates')\n",
+ "sys.path.append('../SystemUpdates/configs/')\n",
+ "import os\n",
+ "\n",
+ "from Ensembling import CalibratePredictions, RetrieveStoredPredictions, mean_sd_calibrated, gam_calibrated\n",
+ "from FetchData import FetchData, RetrieveFromList\n",
+ "from ViewsEstimators import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "8e247ce6",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ModuleNotFoundError",
+ "evalue": "No module named 'config_common'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m/Users/noorainkazmi/Documents/GitHub/viewsforecasting/SystemUpdates/cm_compute_ensemble_003 copy.ipynb Cell 4\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mconfig_common\u001b[39;00m \u001b[39mimport\u001b[39;00m dev_id, run_id, EndOfHistory, RunGeneticAlgo, level, get_future\n",
+ "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'config_common'"
+ ]
+ }
+ ],
+ "source": [
+ "from config_common import dev_id, run_id, EndOfHistory, RunGeneticAlgo, level, get_future"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "89992da3",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:34:43.379958Z",
+ "start_time": "2023-10-10T12:34:43.327537Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Common parameters:\n",
+ "\n",
+ "\"\"\" dev_id = 'Fatalities003'\n",
+ "run_id = 'Fatalities003'\n",
+ "EndOfHistory = 509\n",
+ "RunGeneticAlgo = True\n",
+ "level = 'cm'\n",
+ "get_future = False \"\"\"\n",
+ "\n",
+ "username = getpass.getuser()\n",
+ "\n",
+ "steps = [*range(1, 36+1, 1)] # Which steps to train and predict for\n",
+ "\n",
+ "fi_steps = [1,3,6,12,36]\n",
+ "# Specifying partitions\n",
+ "\n",
+ "calib_partitioner_dict = {\"train\":(121,396),\"predict\":(397,444)}\n",
+ "test_partitioner_dict = {\"train\":(121,444),\"predict\":(445,492)}\n",
+ "future_partitioner_dict = {\"train\":(121,492),\"predict\":(493,504)}\n",
+ "calib_partitioner = views_runs.DataPartitioner({\"calib\":calib_partitioner_dict})\n",
+ "test_partitioner = views_runs.DataPartitioner({\"test\":test_partitioner_dict})\n",
+ "future_partitioner = views_runs.DataPartitioner({\"future\":future_partitioner_dict})\n",
+ "\n",
+ "Mydropbox = f'/Users/{username}/Dropbox (ViEWS)/ViEWS/'\n",
+ "localpath = f'/Users/{username}/Pickles/'\n",
+ "overleafpath = f'/Users/{username}/Dropbox (ViEWS)/Apps/Overleaf/VIEWS documentation {dev_id}/'\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "3eaeb840",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:34:43.391861Z",
+ "start_time": "2023-10-10T12:34:43.340163Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 fatalities003_nl_baseline_rf baseline003\n",
+ "1 fatalities003_nl_conflicthistory_rf conflict_ln\n",
+ "2 fatalities003_nl_conflicthistory_hurdle_lgb conflict_ln\n",
+ "3 fatalities003_nl_conflicthistory_long_xgb conflictlong_ln\n",
+ "4 fatalities003_nl_vdem_hurdle_xgb vdem_short\n",
+ "5 fatalities003_nl_wdi_rf wdi_short\n",
+ "6 fatalities003_nl_topics_rf topics_003\n",
+ "7 fatalities003_nl_topics_xgb topics_003\n",
+ "8 fatalities003_nl_topics_hurdle_lgb topics_003\n",
+ "9 fatalities003_nl_joint_broad_rf joint_broad\n",
+ "10 fatalities003_nl_joint_broad_hurdle_rf joint_broad\n",
+ "11 fatalities003_joint_narrow_xgb joint_narrow\n",
+ "12 fatalities003_nl_joint_narrow_hurdle_xgb joint_narrow\n",
+ "13 fatalities003_nl_joint_narrow_hurdle_lgb joint_narrow\n",
+ "14 fatalities003_nl_all_pca3_xgb all_features\n"
+ ]
+ }
+ ],
+ "source": [
+ "from ModelDefinitions import DefineEnsembleModels\n",
+ "\n",
+ "ModelList = DefineEnsembleModels(level)\n",
+ " \n",
+ "i = 0\n",
+ "for model in ModelList:\n",
+ " print(i, model['modelname'], model['data_train'])\n",
+ " i = i + 1"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3ec1bfa",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-09-22T08:38:55.194955Z",
+ "start_time": "2023-09-22T08:38:55.179952Z"
+ }
+ },
+ "source": [
+ "# Retrieve and calibrate predictions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "9b1a4ce9",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:36:28.685597Z",
+ "start_time": "2023-10-10T12:34:43.370328Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 fatalities003_nl_baseline_rf\n",
+ "pr_56_cm_fatalities003_nl_baseline_rf_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_baseline_rf_test.parquet\n",
+ "1 fatalities003_nl_conflicthistory_rf\n",
+ "pr_56_cm_fatalities003_nl_conflicthistory_rf_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_conflicthistory_rf_test.parquet\n",
+ "2 fatalities003_nl_conflicthistory_hurdle_lgb\n",
+ "pr_56_cm_fatalities003_nl_conflicthistory_hurdle_lgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_conflicthistory_hurdle_lgb_test.parquet\n",
+ "3 fatalities003_nl_conflicthistory_long_xgb\n",
+ "pr_56_cm_fatalities003_nl_conflicthistory_long_xgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_conflicthistory_long_xgb_test.parquet\n",
+ "4 fatalities003_nl_vdem_hurdle_xgb\n",
+ "pr_56_cm_fatalities003_nl_vdem_hurdle_xgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_vdem_hurdle_xgb_test.parquet\n",
+ "5 fatalities003_nl_wdi_rf\n",
+ "pr_56_cm_fatalities003_nl_wdi_rf_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_wdi_rf_test.parquet\n",
+ "6 fatalities003_nl_topics_rf\n",
+ "pr_56_cm_fatalities003_nl_topics_rf_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_topics_rf_test.parquet\n",
+ "7 fatalities003_nl_topics_xgb\n",
+ "pr_56_cm_fatalities003_nl_topics_xgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_topics_xgb_test.parquet\n",
+ "8 fatalities003_nl_topics_hurdle_lgb\n",
+ "pr_56_cm_fatalities003_nl_topics_hurdle_lgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_topics_hurdle_lgb_test.parquet\n",
+ "9 fatalities003_nl_joint_broad_rf\n",
+ "pr_56_cm_fatalities003_nl_joint_broad_rf_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_joint_broad_rf_test.parquet\n",
+ "10 fatalities003_nl_joint_broad_hurdle_rf\n",
+ "pr_56_cm_fatalities003_nl_joint_broad_hurdle_rf_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_joint_broad_hurdle_rf_test.parquet\n",
+ "11 fatalities003_joint_narrow_xgb\n",
+ "pr_56_cm_fatalities003_joint_narrow_xgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_joint_narrow_xgb_test.parquet\n",
+ "12 fatalities003_nl_joint_narrow_hurdle_xgb\n",
+ "pr_56_cm_fatalities003_nl_joint_narrow_hurdle_xgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_joint_narrow_hurdle_xgb_test.parquet\n",
+ "13 fatalities003_nl_joint_narrow_hurdle_lgb\n",
+ "pr_56_cm_fatalities003_nl_joint_narrow_hurdle_lgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_joint_narrow_hurdle_lgb_test.parquet\n",
+ "14 fatalities003_nl_all_pca3_xgb\n",
+ "pr_56_cm_fatalities003_nl_all_pca3_xgb_calib.parquet\n",
+ "pr_56_cm_fatalities003_nl_all_pca3_xgb_test.parquet\n",
+ "All done\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Retrieving the predictions for calibration and test partitions\n",
+ "# The ModelList contains the predictions organized by model\n",
+ "\n",
+ "ModelList = RetrieveStoredPredictions(ModelList, steps, EndOfHistory, dev_id, level, get_future)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "6a6fa9a4bca6b51d",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:36:29.748045Z",
+ "start_time": "2023-10-10T12:36:28.863446Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "ModelList[11]['predictions_calib_df'] = ModelList[11]['predictions_calib_df'].applymap(lambda x: np.exp(x) - 1)\n",
+ "ModelList[11]['predictions_calib_df'].rename(columns={'ln_ged_sb_dep':'ged_sb_dep'}, inplace=True)\n",
+ "ModelList[11]['predictions_test_df'] = ModelList[11]['predictions_test_df'].applymap(lambda x: np.exp(x) - 1)\n",
+ "ModelList[11]['predictions_test_df'].rename(columns={'ln_ged_sb_dep':'ged_sb_dep'}, inplace=True)\n",
+ "\n",
+ "ModelList[12]['predictions_calib_df'] = ModelList[12]['predictions_calib_df'].applymap(lambda x: np.exp(x) - 1)\n",
+ "ModelList[12]['predictions_test_df'] = ModelList[12]['predictions_test_df'].applymap(lambda x: np.exp(x) - 1)\n",
+ "\n",
+ "ModelList[13]['predictions_calib_df'] = ModelList[13]['predictions_calib_df'].applymap(lambda x: np.exp(x) - 1)\n",
+ "ModelList[13]['predictions_test_df'] = ModelList[13]['predictions_test_df'].applymap(lambda x: np.exp(x) - 1)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3bef4baa73dd26e5",
+ "metadata": {
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "source": [
+ "# Create ensemble model using equal weights"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "65edf0fe46d3a6b2",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:36:29.766258Z",
+ "start_time": "2023-10-10T12:36:29.749692Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "dfs_calib = [model['predictions_calib_df'] for model in ModelList]\n",
+ "dfs_test = [model['predictions_test_df'] for model in ModelList]\n",
+ "weight = 1/15\n",
+ "ensemble_df_calib = pd.concat(dfs_calib, axis=1)\n",
+ "ensemble_df_test = pd.concat(dfs_test, axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "f523f5738f11b0bd",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:36:29.979288Z",
+ "start_time": "2023-10-10T12:36:29.768227Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "ensemble_df_calib['ensemble_ged_sb_dep'] = weight * sum([df.iloc[:, 0] for df in dfs_calib])\n",
+ "ensemble_df_test['ensemble_ged_sb_dep'] = weight * sum([df.iloc[:, 0] for df in dfs_test])\n",
+ "\n",
+ "for i in range(1, 37):\n",
+ " ensemble_df_calib[f'ensemble_step_pred_{i}'] = weight * sum([df.iloc[:, i] for df in dfs_calib])\n",
+ "ensemble_df_calib.drop(ensemble_df_calib.columns[:37], axis=1, inplace=True)\n",
+ "cols = ModelList[0]['predictions_calib_df'].columns\n",
+ "ensemble_df_calib.columns = cols\n",
+ "\n",
+ "for i in range(1, 37):\n",
+ " ensemble_df_test[f'ensemble_step_pred_{i}'] = weight * sum([df.iloc[:, i] for df in dfs_test])\n",
+ "ensemble_df_test.drop(ensemble_df_test.columns[:37], axis=1, inplace=True)\n",
+ "cols = ModelList[0]['predictions_test_df'].columns\n",
+ "ensemble_df_test.columns = cols\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "31d0ef0a28b2acbe",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:37:33.783365Z",
+ "start_time": "2023-10-10T12:36:29.979469Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Calibrating models\n",
+ "fatalities003_nl_baseline_rf\n",
+ "fatalities003_nl_conflicthistory_rf\n",
+ "fatalities003_nl_conflicthistory_hurdle_lgb\n",
+ "fatalities003_nl_conflicthistory_long_xgb\n",
+ "fatalities003_nl_vdem_hurdle_xgb\n",
+ "fatalities003_nl_wdi_rf\n",
+ "fatalities003_nl_topics_rf\n",
+ "fatalities003_nl_topics_xgb\n",
+ "fatalities003_nl_topics_hurdle_lgb\n",
+ "fatalities003_nl_joint_broad_rf\n",
+ "fatalities003_nl_joint_broad_hurdle_rf\n",
+ "fatalities003_joint_narrow_xgb\n",
+ "fatalities003_nl_joint_narrow_hurdle_xgb\n",
+ "fatalities003_nl_joint_narrow_hurdle_lgb\n",
+ "fatalities003_nl_all_pca3_xgb\n",
+ "ensemble\n"
+ ]
+ }
+ ],
+ "source": [
+ "ModelList.append({'modelname': 'ensemble', 'predictions_calib_df': ensemble_df_calib, 'predictions_test_df': ensemble_df_test})\n",
+ "ModelList = CalibratePredictions(ModelList, steps, EndOfHistory)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bdc758ee619bbb3",
+ "metadata": {
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "source": [
+ "# Correlation matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "655ee08f61caa7e4",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:37:34.466270Z",
+ "start_time": "2023-10-10T12:37:33.815385Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "model_calib_cor_matrix = []\n",
+ "model_test_cor_matrix = []\n",
+ "for model in ModelList:\n",
+ " model_calib_cor_matrix.append((model['predictions_calib_df'].iloc[:, 1:-1]).corr())\n",
+ " model_test_cor_matrix.append((model['predictions_test_df'].iloc[:, 1:-1]).corr())\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "468b6358e89871d8",
+ "metadata": {
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "source": [
+ "# Evaluation "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "bb557f5c95bc5dd7",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:37:34.471487Z",
+ "start_time": "2023-10-10T12:37:34.469691Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def calculate_step_rmse(ModelList, prediction_df):\n",
+ " pred_cols = [f'step_pred_{str(i)}' for i in steps] \n",
+ " step_rmse = {col:[] for col in pred_cols}\n",
+ " for model in ModelList: \n",
+ " df = model[prediction_df]\n",
+ " for col in pred_cols:\n",
+ " mse = mean_squared_error(df['ged_sb_dep'], df[col])\n",
+ " step_rmse[col].append(np.sqrt(mse))\n",
+ " return pd.DataFrame(step_rmse)\n",
+ " \n",
+ "def calculate_row_mse(ModelList, prediction_df):\n",
+ " for model in ModelList:\n",
+ " df = model[prediction_df]\n",
+ " pred_cols = [f'step_pred_{str(i)}' for i in steps]\n",
+ " df['mse'] = df.apply(lambda row: mean_squared_error([row['ged_sb_dep']] * 36, \n",
+ " [row[col] for col in pred_cols]), axis=1)\n",
+ "\n",
+ "def get_model_rmse(ModelList, prediction_df):\n",
+ " model_rmse = {'model': [], 'rmse': []}\n",
+ " for model in ModelList:\n",
+ " name = model['modelname']\n",
+ " df = model[prediction_df]\n",
+ " model_rmse['model'].append(name)\n",
+ " model_rmse['rmse'].append(np.sqrt(df['mse'].mean()))\n",
+ " df_model_rmse = pd.DataFrame(model_rmse)\n",
+ " return df_model_rmse\n",
+ "\n",
+ "def get_top_10_cases(ModelList, prediction_df):\n",
+ " top_10_cases = {'model': [], 'month_id': [], 'country_id': [], 'rmse': []}\n",
+ " for model in ModelList:\n",
+ " name = model['modelname']\n",
+ " df = model[prediction_df]\n",
+ " df_sorted_model = df.sort_values(by=['mse'], ascending=False).head(10)\n",
+ " for _ in range(10):\n",
+ " top_10_cases['model'].append(name)\n",
+ " for month in df_sorted_model.index.get_level_values(level=0):\n",
+ " top_10_cases['month_id'].append(month)\n",
+ " for country in df_sorted_model.index.get_level_values(level=1):\n",
+ " top_10_cases['country_id'].append(country) \n",
+ " for mse in df_sorted_model['mse']:\n",
+ " top_10_cases['rmse'].append(np.sqrt(mse))\n",
+ " pd_top_10_cases = pd.DataFrame(top_10_cases)\n",
+ " pd_top_10_cases.set_index('model', inplace=True)\n",
+ " return pd_top_10_cases\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "2a20fd432d262d46",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T12:38:43.838735Z",
+ "start_time": "2023-10-10T12:37:34.473145Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "ModelList_eval = copy.deepcopy(ModelList)\n",
+ "df_calib_step_rmse = calculate_step_rmse(ModelList_eval, 'predictions_calib_df')\n",
+ "df_test_step_rmse = calculate_step_rmse(ModelList_eval, 'predictions_test_df')\n",
+ "\n",
+ "calculate_row_mse(ModelList_eval, 'predictions_calib_df')\n",
+ "calculate_row_mse(ModelList_eval, 'predictions_test_df')\n",
+ "calculate_row_mse(ModelList_eval, 'calib_df_cal_expand')\n",
+ "calculate_row_mse(ModelList_eval, 'calib_df_cal_gam')\n",
+ "calculate_row_mse(ModelList_eval, 'test_df_cal_expand')\n",
+ "calculate_row_mse(ModelList_eval, 'test_df_cal_gam')\n",
+ "\n",
+ "# Calculate the rmse of each model\n",
+ "df_calib_rmse = get_model_rmse(ModelList_eval, 'predictions_calib_df')\n",
+ "df_calib_expand_rmse = get_model_rmse(ModelList_eval, 'calib_df_cal_expand')\n",
+ "df_calib_gam_rmse = get_model_rmse(ModelList_eval, 'calib_df_cal_gam')\n",
+ "\n",
+ "df_test_rmse = get_model_rmse(ModelList_eval, 'predictions_test_df') \n",
+ "df_test_expand_rmse = get_model_rmse(ModelList_eval, 'test_df_cal_expand')\n",
+ "df_test_gam_rmse = get_model_rmse(ModelList_eval, 'test_df_cal_gam')\n",
+ "\n",
+ "# Get the sorted rmse of each model\n",
+ "# df_calib_rmse_sorted = get_model_rmse(ModelList_eval, 'predictions_calib_df').sort_values(by=['rmse'])\n",
+ "# df_calib_expand_rmse_sorted = get_model_rmse(ModelList_eval, 'calib_df_cal_expand').sort_values(by=['rmse'])\n",
+ "# df_calib_gam_rmse_sorted = get_model_rmse(ModelList_eval, 'calib_df_cal_gam').sort_values(by=['rmse'])\n",
+ " \n",
+ "# df_test_rmse_sorted = get_model_rmse(ModelList_eval, 'predictions_test_df') \n",
+ "# df_test_expand_rmse_sorted = get_model_rmse(ModelList_eval, 'test_df_cal_expand').sort_values(by=['rmse'])\n",
+ "# df_test_gam_rmse_sorted = get_model_rmse(ModelList_eval, 'test_df_cal_gam').sort_values(by=['rmse'])\n",
+ "\n",
+ "# Get the top 10 cases for each model\n",
+ "df_calib_top10 = get_top_10_cases(ModelList_eval, 'predictions_calib_df')\n",
+ "df_calib_expand_top10 = get_top_10_cases(ModelList_eval, 'calib_df_cal_expand')\n",
+ "df_calib_gam_top10 = get_top_10_cases(ModelList_eval, 'calib_df_cal_gam')\n",
+ "\n",
+ "df_test_top10 = get_top_10_cases(ModelList_eval, 'predictions_test_df')\n",
+ "df_test_top10 = get_top_10_cases(ModelList_eval, 'test_df_cal_expand')\n",
+ "df_test_top10 = get_top_10_cases(ModelList_eval, 'test_df_cal_gam')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "3b580b75e2eef56b",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-10T13:04:28.243262Z",
+ "start_time": "2023-10-10T13:04:28.227168Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 fatalities003_nl_baseline_rf\n",
+ "1 fatalities003_nl_conflicthistory_rf\n",
+ "2 fatalities003_nl_conflicthistory_hurdle_lgb\n",
+ "3 fatalities003_nl_conflicthistory_long_xgb\n",
+ "4 fatalities003_nl_vdem_hurdle_xgb\n",
+ "5 fatalities003_nl_wdi_rf\n",
+ "6 fatalities003_nl_topics_rf\n",
+ "7 fatalities003_nl_topics_xgb\n",
+ "8 fatalities003_nl_topics_hurdle_lgb\n",
+ "9 fatalities003_nl_joint_broad_rf\n",
+ "10 fatalities003_nl_joint_broad_hurdle_rf\n",
+ "11 fatalities003_joint_narrow_xgb\n",
+ "12 fatalities003_nl_joint_narrow_hurdle_xgb\n",
+ "13 fatalities003_nl_joint_narrow_hurdle_lgb\n",
+ "14 fatalities003_nl_all_pca3_xgb\n",
+ "15 ensemble\n"
+ ]
+ }
+ ],
+ "source": [
+ "for i,model in enumerate(ModelList):\n",
+ " print(i, model['modelname'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "id": "fdbf30eb0ebd49f0",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-11T08:29:17.593495Z",
+ "start_time": "2023-10-11T08:29:17.492943Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.plot(df_calib_rmse.index, df_calib_rmse['rmse'], color='red', label='Uncalibrated')\n",
+ "ax.plot(df_calib_expand_rmse.index, df_calib_expand_rmse['rmse'], color='blue', label='Calibrated (expand)')\n",
+ "ax.plot(df_calib_gam_rmse.index, df_calib_gam_rmse['rmse'], color='orange', label='Calibrated (gam)')\n",
+ "\n",
+ "ax.legend()\n",
+ "ax.set_xticks(range(0, 16))\n",
+ "plt.title('df_calib')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "id": "2f533c4c3b66d810",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-11T08:29:18.747828Z",
+ "start_time": "2023-10-11T08:29:18.651125Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.plot(df_test_rmse.index, df_test_rmse['rmse'], color='red',label='Uncalibrated')\n",
+ "ax.plot(df_test_expand_rmse.index, df_test_expand_rmse['rmse'], color='blue', label='Calibrated (expand)')\n",
+ "ax.plot(df_test_gam_rmse.index, df_test_gam_rmse['rmse'], color='orange', label='Calibrated (gam)')\n",
+ "ax.legend()\n",
+ "ax.set_xticks(range(0, 16))\n",
+ "plt.title('df_test')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "25512f3bbf73a60a",
+ "metadata": {
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "source": [
+ "# Plot model prediction for each step and each month"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 170,
+ "id": "7c15599a9844bb0a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-11T09:23:09.137417Z",
+ "start_time": "2023-10-11T09:23:09.113496Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def plot_prediction_each_step(model, label):\n",
+ " if 'calib' in label.split('_'):\n",
+ " df_category = 'calib'\n",
+ " elif 'test' in label.split('_'):\n",
+ " df_category = 'test'\n",
+ " else: \n",
+ " raise ValueError('Wrong label.')\n",
+ " \n",
+ " if label.split('_')[-1] == 'expand':\n",
+ " calibrate = 'Expand'\n",
+ " elif label.split('_')[-1] == 'gam':\n",
+ " calibrate = 'GAM'\n",
+ " else:\n",
+ " calibrate = 'Uncalibrated'\n",
+ " df_step_sum = model[label].iloc[:, 1:].sum().reset_index()\n",
+ " df_step_sum.columns = ['step', 'sum']\n",
+ " name = model['modelname']\n",
+ " fig, ax = plt.subplots(figsize=(10, 4))\n",
+ " ax.bar(df_step_sum['step'], df_step_sum['sum'])\n",
+ " plt.xticks(df_step_sum['step'], np.arange(1, 37))\n",
+ " plt.xlabel('Step_prediction')\n",
+ " plt.ylabel('Sum of fatalities for each step')\n",
+ " plt.title(f'Sum of fatalities for each step ({name}, {calibrate})')\n",
+ " \n",
+ " savepath = Path(f'../Plots/step/{df_category}/{calibrate}')\n",
+ " savepath.mkdir(parents=True, exist_ok=True)\n",
+ " plt.savefig(savepath/f'{name}.jpg')\n",
+ " plt.close()\n",
+ "\n",
+ "def plot_prediction_each_month(model, label):\n",
+ " if 'calib' in label.split('_'):\n",
+ " df_category = 'calib'\n",
+ " elif 'test' in label.split('_'):\n",
+ " df_category = 'test'\n",
+ " else: \n",
+ " raise ValueError('Wrong label.')\n",
+ " \n",
+ " if label.split('_')[-1] == 'expand':\n",
+ " calibrate = 'Expand'\n",
+ " elif label.split('_')[-1] == 'gam':\n",
+ " calibrate = 'GAM'\n",
+ " else:\n",
+ " calibrate = 'Uncalibrated'\n",
+ " df_month_step_sum = model[label].iloc[:, 1:].groupby('month_id').sum()\n",
+ " df_month_sum = df_month_step_sum.sum(axis=1).reset_index()\n",
+ " df_month_sum.columns = ['month_id', 'sum']\n",
+ " name = model['modelname']\n",
+ " fig, ax = plt.subplots(figsize=(10, 4))\n",
+ " ax.bar(df_month_sum['month_id'], df_month_sum['sum'])\n",
+ " plt.xticks(df_month_sum['month_id'], rotation=45)\n",
+ " plt.xlabel('Month')\n",
+ " plt.ylabel('Sum of fatalities for each month')\n",
+ " plt.title(f'Sum of fatalities for each month ({name}, {calibrate})')\n",
+ " \n",
+ " savepath = Path(f'../Plots/month/{df_category}/{calibrate}')\n",
+ " savepath.mkdir(parents=True, exist_ok=True)\n",
+ " plt.savefig(savepath/f'{name}.jpg')\n",
+ " plt.close()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "id": "9203e564dd3b16d6",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-10-11T09:23:45.880569Z",
+ "start_time": "2023-10-11T09:23:22.414996Z"
+ },
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "for model in ModelList:\n",
+ " for label in ['predictions_calib_df', 'calib_df_cal_expand', 'calib_df_cal_gam', 'predictions_test_df', 'test_df_cal_expand', 'test_df_cal_gam']:\n",
+ " plot_prediction_each_step(model, label)\n",
+ " plot_prediction_each_month(model, label)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cfbb0465e6939c52",
+ "metadata": {
+ "collapsed": false,
+ "jupyter": {
+ "outputs_hidden": false
+ }
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.18"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/SystemUpdates/configs/config_common copy.py b/SystemUpdates/configs/config_common copy.py
new file mode 100644
index 0000000..d1ba30e
--- /dev/null
+++ b/SystemUpdates/configs/config_common copy.py
@@ -0,0 +1,25 @@
+
+dev_id = 'Fatalities003'
+run_id = 'Fatalities003'
+EndOfHistory = 509
+RunGeneticAlgo = True
+level = 'cm'
+get_future = False
+
+username = getpass.getuser()
+
+steps = [*range(1, 36+1, 1)] # Which steps to train and predict for
+
+fi_steps = [1,3,6,12,36]
+# Specifying partitions
+
+calib_partitioner_dict = {"train":(121,396),"predict":(397,444)}
+test_partitioner_dict = {"train":(121,444),"predict":(445,492)}
+future_partitioner_dict = {"train":(121,492),"predict":(493,504)}
+calib_partitioner = views_runs.DataPartitioner({"calib":calib_partitioner_dict})
+test_partitioner = views_runs.DataPartitioner({"test":test_partitioner_dict})
+future_partitioner = views_runs.DataPartitioner({"future":future_partitioner_dict})
+
+Mydropbox = f'/Users/{username}/Dropbox (ViEWS)/ViEWS/'
+localpath = f'/Users/{username}/Pickles/'
+overleafpath = f'/Users/{username}/Dropbox (ViEWS)/Apps/Overleaf/VIEWS documentation {dev_id}/'
\ No newline at end of file
diff --git a/SystemUpdates/configs/config_common.py b/SystemUpdates/configs/config_common.py
new file mode 100644
index 0000000..d1ba30e
--- /dev/null
+++ b/SystemUpdates/configs/config_common.py
@@ -0,0 +1,25 @@
+
+dev_id = 'Fatalities003'
+run_id = 'Fatalities003'
+EndOfHistory = 509
+RunGeneticAlgo = True
+level = 'cm'
+get_future = False
+
+username = getpass.getuser()
+
+steps = [*range(1, 36+1, 1)] # Which steps to train and predict for
+
+fi_steps = [1,3,6,12,36]
+# Specifying partitions
+
+calib_partitioner_dict = {"train":(121,396),"predict":(397,444)}
+test_partitioner_dict = {"train":(121,444),"predict":(445,492)}
+future_partitioner_dict = {"train":(121,492),"predict":(493,504)}
+calib_partitioner = views_runs.DataPartitioner({"calib":calib_partitioner_dict})
+test_partitioner = views_runs.DataPartitioner({"test":test_partitioner_dict})
+future_partitioner = views_runs.DataPartitioner({"future":future_partitioner_dict})
+
+Mydropbox = f'/Users/{username}/Dropbox (ViEWS)/ViEWS/'
+localpath = f'/Users/{username}/Pickles/'
+overleafpath = f'/Users/{username}/Dropbox (ViEWS)/Apps/Overleaf/VIEWS documentation {dev_id}/'
\ No newline at end of file
diff --git a/SystemUpdates/configs/default.py b/SystemUpdates/configs/default.py
deleted file mode 100644
index 301d0fb..0000000
--- a/SystemUpdates/configs/default.py
+++ /dev/null
@@ -1 +0,0 @@
-{test:3}
\ No newline at end of file
diff --git a/SystemUpdates/configs/fat_hh20_Markov_glm.py b/SystemUpdates/configs/fat_hh20_Markov_glm.py
new file mode 100644
index 0000000..af4a650
--- /dev/null
+++ b/SystemUpdates/configs/fat_hh20_Markov_glm.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fat_hh20_Markov_glm',
+ 'algorithm': 'Rscript',
+ 'depvar': "ln_ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fat_hh20_Markov_rf.py b/SystemUpdates/configs/fat_hh20_Markov_rf.py
new file mode 100644
index 0000000..2b1a8be
--- /dev/null
+++ b/SystemUpdates/configs/fat_hh20_Markov_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fat_hh20_Markov_rf',
+ 'algorithm': 'Rscript',
+ 'depvar': "ln_ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_baseline_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_baseline_lgbm.py
new file mode 100644
index 0000000..1b9aec3
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_baseline_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_baseline_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_baseline',
+ 'data_train': 'baseline',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_broad_hurdle_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_broad_hurdle_lgbm.py
new file mode 100644
index 0000000..d13c6e9
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_broad_hurdle_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_broad_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_broad',
+ 'data_train': 'broad',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_broad_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_broad_lgbm.py
new file mode 100644
index 0000000..a5e5b8f
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_broad_lgbm.py
@@ -0,0 +1,12 @@
+ model = {
+ 'modelname': 'fatalities002_pgm_broad_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_broad',
+ 'data_train': 'broad',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_conflict_history_xgb.py b/SystemUpdates/configs/fatalities002_pgm_conflict_history_xgb.py
new file mode 100644
index 0000000..70dccc9
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_conflict_history_xgb.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_conflict_history_xgb',
+ 'algorithm': xgb_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflict_history',
+ 'data_train': 'conflicthist',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_conflict_sptime_dist_hurdle.py b/SystemUpdates/configs/fatalities002_pgm_conflict_sptime_dist_hurdle.py
new file mode 100644
index 0000000..b80b98a
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_conflict_sptime_dist_hurdle.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_conflict_sptime_dist_hurdle',
+ 'algorithm': hur_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflict_sptime_dist',
+ 'data_train': 'conflictsptime_dist',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_conflict_treelag_hurdle.py b/SystemUpdates/configs/fatalities002_pgm_conflict_treelag_hurdle.py
new file mode 100644
index 0000000..76c097e
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_conflict_treelag_hurdle.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_conflict_treelag_hurdle',
+ 'algorithm': hur_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflict_treelag',
+ 'data_train': 'conflicttreelag',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_conflictlong_hurdle_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_conflictlong_hurdle_lgbm.py
new file mode 100644
index 0000000..28f1cc0
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_conflictlong_hurdle_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_conflictlong_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflictlong',
+ 'data_train': 'conflictlong',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_conflictlong_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_conflictlong_lgbm.py
new file mode 100644
index 0000000..a365469
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_conflictlong_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_conflictlong_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_conflictlong',
+ 'data_train': 'conflictlong',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_escwa_drought_hurdle_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_escwa_drought_hurdle_lgbm.py
new file mode 100644
index 0000000..37cb289
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_escwa_drought_hurdle_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_escwa_drought_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_escwa_drought',
+ 'data_train': 'escwa_drought',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_escwa_drought_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_escwa_drought_lgbm.py
new file mode 100644
index 0000000..8913365
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_escwa_drought_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_escwa_drought_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_escwa_drought',
+ 'data_train': 'escwa_drought',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_natsoc_hurdle_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_natsoc_hurdle_lgbm.py
new file mode 100644
index 0000000..c191a98
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_natsoc_hurdle_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_natsoc_hurdle_lgbm',
+ 'algorithm': hur_lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_natsoc',
+ 'data_train': 'natsoc',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities002_pgm_natsoc_lgbm.py b/SystemUpdates/configs/fatalities002_pgm_natsoc_lgbm.py
new file mode 100644
index 0000000..069be83
--- /dev/null
+++ b/SystemUpdates/configs/fatalities002_pgm_natsoc_lgbm.py
@@ -0,0 +1,12 @@
+model = {
+ 'modelname': 'fatalities002_pgm_natsoc_lgbm',
+ 'algorithm': lgbm_regressor,
+ 'depvar': "ln_ged_sb_dep",
+ 'queryset': 'fatalities002_pgm_natsoc',
+ 'data_train': 'natsoc',
+ 'level': 'pgm',
+ 'preprocessing': 'float_it',
+ 'description': '',
+ 'long_description': ''
+
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_faoprices_rf.py b/SystemUpdates/configs/fatalities003_faoprices_rf.py
new file mode 100644
index 0000000..7332778
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_faoprices_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_faoprices_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': 'ln_ged_sb_dep',
+ 'data_train': 'faoprices',
+ 'queryset': 'fatalities003_faoprices',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_imfweo_rf.py b/SystemUpdates/configs/fatalities003_imfweo_rf.py
new file mode 100644
index 0000000..999d0fb
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_imfweo_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_imfweo_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ln_ged_sb_dep",
+ 'data_train': 'imfweo',
+ 'queryset': 'fatalities003_imfweo',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_joint_narrow_xgb.py b/SystemUpdates/configs/fatalities003_joint_narrow_xgb.py
new file mode 100644
index 0000000..b851023
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_joint_narrow_xgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_joint_narrow_xgb',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_all_pca3_xgb.py b/SystemUpdates/configs/fatalities003_nl_all_pca3_xgb.py
new file mode 100644
index 0000000..7e3aa4a
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_all_pca3_xgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_all_pca3_xgb',
+ 'algorithm': XGBRegressor(n_estimators=100, learning_rate=0.05, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'all_features',
+ 'queryset': 'fatalities003_all_features',
+ 'preprocessing': 'pca_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_aquastat_rf.py b/SystemUpdates/configs/fatalities003_nl_aquastat_rf.py
new file mode 100644
index 0000000..a63540f
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_aquastat_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_aquastat_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'aquastat',
+ 'queryset': 'fatalities003_aquastat',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_baseline_rf.py b/SystemUpdates/configs/fatalities003_nl_baseline_rf.py
new file mode 100644
index 0000000..3a7fe17
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_baseline_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_baseline_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': 'ged_sb_dep',
+ 'data_train': 'baseline003',
+ 'queryset': 'fatalities003_baseline',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
+ 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_conflicthistory_gbm.py b/SystemUpdates/configs/fatalities003_nl_conflicthistory_gbm.py
new file mode 100644
index 0000000..1299595
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_conflicthistory_gbm.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_gbm',
+ 'algorithm': GradientBoostingRegressor(n_estimators=200),
+ 'depvar': 'ged_sb_dep',
+ 'data_train': 'conflict_ln',
+ 'queryset': "fatalities003_conflict_history",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'A collection of variables that together map the conflict history of a country, scikit gradient boosting regression model.',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_conflicthistory_hurdle_lgb.py b/SystemUpdates/configs/fatalities003_nl_conflicthistory_hurdle_lgb.py
new file mode 100644
index 0000000..26f111e
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_conflicthistory_hurdle_lgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflict_ln',
+ 'queryset': "fatalities003_conflict_history",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_conflicthistory_long_xgb.py b/SystemUpdates/configs/fatalities003_nl_conflicthistory_long_xgb.py
new file mode 100644
index 0000000..2791919
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_conflicthistory_long_xgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_long_xgb',
+ 'algorithm': XGBRegressor(n_estimators=100, learning_rate=0.05, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflictlong_ln',
+ 'queryset': "fatalities003_conflict_history_long",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_conflicthistory_nonlog_hurdle_lgb.py b/SystemUpdates/configs/fatalities003_nl_conflicthistory_nonlog_hurdle_lgb.py
new file mode 100644
index 0000000..3086f38
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_conflicthistory_nonlog_hurdle_lgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_nonlog_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflict_nonlog',
+ 'queryset': "fatalities003_conflict_history_nonlog",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'A collection of variables that together map the conflict history of a country, random forests regression model.' ,
+ 'long_description': 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_conflicthistory_rf.py b/SystemUpdates/configs/fatalities003_nl_conflicthistory_rf.py
new file mode 100644
index 0000000..327adbb
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_conflicthistory_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_conflicthistory_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'conflict_ln',
+ 'queryset': "fatalities003_conflict_history",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'A collection of variables that together map the conflict history of a country, random forests regression model.' ,
+ 'long_description': 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_faostat_rf.py b/SystemUpdates/configs/fatalities003_nl_faostat_rf.py
new file mode 100644
index 0000000..3088a11
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_faostat_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_faostat_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'faostat',
+ 'queryset': 'fatalities003_faostat',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_joint_broad_hurdle_rf.py b/SystemUpdates/configs/fatalities003_nl_joint_broad_hurdle_rf.py
new file mode 100644
index 0000000..ee4dcbe
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_joint_broad_hurdle_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_joint_broad_hurdle_rf',
+ 'algorithm': HurdleRegression(clf_name='RFClassifier', reg_name='RFRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_broad',
+ 'queryset': 'fatalities003_joint_broad',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_joint_broad_rf.py b/SystemUpdates/configs/fatalities003_nl_joint_broad_rf.py
new file mode 100644
index 0000000..9bbdb24
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_joint_broad_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_joint_broad_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_broad',
+ 'queryset': 'fatalities003_joint_broad',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_lgb.py b/SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_lgb.py
new file mode 100644
index 0000000..d9924cd
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_lgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_joint_narrow_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_xgb.py b/SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_xgb.py
new file mode 100644
index 0000000..08b27b8
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_joint_narrow_hurdle_xgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_joint_narrow_hurdle_xgb',
+ 'algorithm': HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'joint_narrow',
+ 'queryset': 'fatalities003_joint_narrow',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_topics_hurdle_lgb.py b/SystemUpdates/configs/fatalities003_nl_topics_hurdle_lgb.py
new file mode 100644
index 0000000..c7c49bf
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_topics_hurdle_lgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_topics_hurdle_lgb',
+ 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'topics_003',
+ 'queryset': "fatalities003_topics",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
diff --git a/SystemUpdates/configs/fatalities003_nl_topics_rf.py b/SystemUpdates/configs/fatalities003_nl_topics_rf.py
new file mode 100644
index 0000000..b7e9730
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_topics_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_topics_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'topics_003',
+ 'queryset': "fatalities003_topics",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_topics_xgb.py b/SystemUpdates/configs/fatalities003_nl_topics_xgb.py
new file mode 100644
index 0000000..7945e2f
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_topics_xgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_topics_xgb',
+ 'algorithm': XGBRegressor(n_estimators=80, learning_rate=0.05, n_jobs=nj),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'topics_003',
+ 'queryset': "fatalities003_topics",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_vdem_hurdle_xgb.py b/SystemUpdates/configs/fatalities003_nl_vdem_hurdle_xgb.py
new file mode 100644
index 0000000..9e1e709
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_vdem_hurdle_xgb.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_vdem_hurdle_xgb',
+ 'algorithm': HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor'),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'vdem_short',
+ 'queryset': "fatalities003_vdem_short",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
diff --git a/SystemUpdates/configs/fatalities003_nl_wdi_rf.py b/SystemUpdates/configs/fatalities003_nl_wdi_rf.py
new file mode 100644
index 0000000..d025603
--- /dev/null
+++ b/SystemUpdates/configs/fatalities003_nl_wdi_rf.py
@@ -0,0 +1,11 @@
+model = {
+ 'modelname': 'fatalities003_nl_wdi_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=12),
+ 'depvar': "ged_sb_dep",
+ 'data_train': 'wdi_short',
+ 'queryset': "fatalities003_wdi_short",
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': '',
+ 'long_description': ''
+ }
\ No newline at end of file
From 56af962ea8250bcb463aee7759321f3bee6e5e7c Mon Sep 17 00:00:00 2001
From: nskazmi <142994595+nskazmi@users.noreply.github.com>
Date: Sun, 12 Nov 2023 12:16:18 +0100
Subject: [PATCH 3/5] created config files and now it's time to test
---
...ons copy.py => ModelDefinitions copy 2.py} | 0
SystemUpdates/ModelDefinitions.py | 37 ++++++++-----------
2 files changed, 16 insertions(+), 21 deletions(-)
rename SystemUpdates/{ModelDefinitions copy.py => ModelDefinitions copy 2.py} (100%)
diff --git a/SystemUpdates/ModelDefinitions copy.py b/SystemUpdates/ModelDefinitions copy 2.py
similarity index 100%
rename from SystemUpdates/ModelDefinitions copy.py
rename to SystemUpdates/ModelDefinitions copy 2.py
diff --git a/SystemUpdates/ModelDefinitions.py b/SystemUpdates/ModelDefinitions.py
index e655a3d..b2f5634 100644
--- a/SystemUpdates/ModelDefinitions.py
+++ b/SystemUpdates/ModelDefinitions.py
@@ -25,12 +25,6 @@
from ViewsEstimators import *
-import sys
-sys.path.append('../')
-sys.path.append('../Tools')
-sys.path.append('../Intermediates')
-sys.path.append('../SystemUpdates/configs')
-
class FixedFirstSplitRegression(BaseEstimator):
""" Regression model which makes the first split according to a specified feature and then splits according to other
algorithms. The model optimizes onset-situation predictions by fitting a two-part model and combining predictions:
@@ -135,14 +129,7 @@ def DefineEnsembleModels(level):
ModelList = []
if level == 'cm':
- from configs.fat_hh20_Markov_glm import model
- ModelList.append(model)
-
- nj = 12
-
- print(model)
-
- """ nj = 12
+ nj = 12
# model = {
# 'modelname': 'fatalities003_baseline_ons',
@@ -156,9 +143,18 @@ def DefineEnsembleModels(level):
# 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
# }
# ModelList.append(model)
- from configs import fatalities003_nl_conflicthistory_rf
-
+ model = {
+ 'modelname': 'fatalities003_nl_baseline_rf',
+ 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
+ 'depvar': 'ged_sb_dep',
+ 'data_train': 'baseline003',
+ 'queryset': 'fatalities003_baseline',
+ 'preprocessing': 'float_it',
+ 'level': 'cm',
+ 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
+ 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
+ }
ModelList.append(model)
model = {
@@ -449,7 +445,7 @@ def DefineEnsembleModels(level):
'description': '',
'long_description': ''
}
- #ModelList.append(model) """
+ #ModelList.append(model)
elif level == 'pgm':
@@ -475,7 +471,7 @@ def DefineEnsembleModels(level):
hur_lgbm_regressor = HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor',
clf_params=clf_lgbm_params, reg_params=reg_lgbm_params)
- """ model = {
+ model = {
'modelname': 'fatalities002_pgm_baseline_lgbm',
'algorithm': lgbm_regressor,
'depvar': "ln_ged_sb_dep",
@@ -642,10 +638,9 @@ def DefineEnsembleModels(level):
'long_description': ''
}
- ModelList.append(model) """
- """ else:
+ ModelList.append(model)
+ else:
raise Exception(f"Unrecognised level {level}: allowed values are cm or pgm")
- pass """
for model in ModelList:
model['predstore_calib'] = level + '_' + model['modelname'] + '_calib'
From e2732fcd64b9101b5a5f04558e9752dc2116cd0f Mon Sep 17 00:00:00 2001
From: nskazmi <142994595+nskazmi@users.noreply.github.com>
Date: Sun, 12 Nov 2023 12:40:40 +0100
Subject: [PATCH 4/5] working model config :100:
---
SystemUpdates/ModelDefinitions.py | 34 ++++++++++++--------
SystemUpdates/model_configs/model1_config.py | 11 +++++++
2 files changed, 32 insertions(+), 13 deletions(-)
create mode 100644 SystemUpdates/model_configs/model1_config.py
diff --git a/SystemUpdates/ModelDefinitions.py b/SystemUpdates/ModelDefinitions.py
index b2f5634..acc5895 100644
--- a/SystemUpdates/ModelDefinitions.py
+++ b/SystemUpdates/ModelDefinitions.py
@@ -1,5 +1,7 @@
# The ModelList is a list of dictionaries that define a range of models for the project
+import os
+from importlib.machinery import SourceFileLoader
import sys
# sys.path.append('../')
sys.path.append('../Tools')
@@ -120,7 +122,12 @@ def manual_test():
reg = FixedFirstSplitRegression()
reg.fit(X, y)
reg.predict(X)
-
+
+
+def load_model_config(model_name):
+ config_path = os.path.join('model_configs', f'{model_name}_config.py')
+ model_config = SourceFileLoader('model_config', config_path).load_module()
+ return model_config
@@ -144,18 +151,19 @@ def DefineEnsembleModels(level):
# }
# ModelList.append(model)
- model = {
- 'modelname': 'fatalities003_nl_baseline_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': 'ged_sb_dep',
- 'data_train': 'baseline003',
- 'queryset': 'fatalities003_baseline',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
- 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
- }
- ModelList.append(model)
+ model1_config = load_model_config('model1')
+ model1 = {
+ 'modelname': model1_config.modelname,
+ 'algorithm': model1_config.algorithm,
+ 'depvar': model1_config.depvar,
+ 'data_train': model1_config.data_train,
+ 'queryset': model1_config.queryset,
+ 'preprocessing': model1_config.preprocessing,
+ 'level': model1_config.level,
+ 'description': model1_config.description,
+ 'long_description': model1_config.long_description,
+ }
+ ModelList.append(model1)
model = {
'modelname': 'fatalities003_nl_conflicthistory_rf',
diff --git a/SystemUpdates/model_configs/model1_config.py b/SystemUpdates/model_configs/model1_config.py
new file mode 100644
index 0000000..6300a67
--- /dev/null
+++ b/SystemUpdates/model_configs/model1_config.py
@@ -0,0 +1,11 @@
+# model1_config.py
+
+modelname = 'fatalities003_nl_baseline_rf'
+algorithm = 'XGBRFRegressor'
+depvar = 'ged_sb_dep'
+data_train = 'baseline003'
+queryset = 'fatalities003_baseline'
+preprocessing = 'float_it'
+level = 'cm'
+description = 'Baseline model with a few conflict history features as well as log population, random forests regression model.'
+long_description = 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP, Pettersson2021JPR).'
From 20088574790aa0715645e1ff8a14936c4142767f Mon Sep 17 00:00:00 2001
From: nskazmi <142994595+nskazmi@users.noreply.github.com>
Date: Sun, 12 Nov 2023 16:54:12 +0100
Subject: [PATCH 5/5] working config
---
SystemUpdates/ModelDefinitions.py | 330 ++-----------------
SystemUpdates/model_configs/model1_config.py | 3 +-
SystemUpdates/model_configs/model2_config.py | 14 +
SystemUpdates/model_configs/model3_config.py | 13 +
4 files changed, 58 insertions(+), 302 deletions(-)
create mode 100644 SystemUpdates/model_configs/model2_config.py
create mode 100644 SystemUpdates/model_configs/model3_config.py
diff --git a/SystemUpdates/ModelDefinitions.py b/SystemUpdates/ModelDefinitions.py
index acc5895..cefba17 100644
--- a/SystemUpdates/ModelDefinitions.py
+++ b/SystemUpdates/ModelDefinitions.py
@@ -136,25 +136,12 @@ def DefineEnsembleModels(level):
ModelList = []
if level == 'cm':
- nj = 12
-# model = {
-# 'modelname': 'fatalities003_baseline_ons',
-# 'algorithm': FixedFirstSplitRegression(ones_name='LGBMClassifier', zeros_name='LGBMRegressor',onset_indicator = ''),
-# 'depvar': 'ln_ged_sb_dep',
-# 'data_train': 'baseline002',
-# 'queryset': 'fatalities002_baseline',
-# 'preprocessing': 'float_it',
-# 'level': 'cm',
-# 'description': 'Baseline model with a few conflict history features as well as log population, random forests regression model.',
-# 'long_description': 'A very simple model with only five data columns (each column representing one feature): The number of fatalities in the same country at $t-1$, three decay functions of time since there was at least five fatalities in a single month, for each of the UCDP conflict types -- state-based, one-sided, or non-state conflict -- and log population size (Hegre2020RP,Pettersson2021JPR).The features in the baseline are included in all the models described below. This ensures that all models in the ensemble provides at least moderately good predictions, while guaranteeing diversity in feature sets and modelling approaches.'
-# }
-# ModelList.append(model)
model1_config = load_model_config('model1')
model1 = {
'modelname': model1_config.modelname,
- 'algorithm': model1_config.algorithm,
+ 'algorithm': XGBRFRegressor(n_estimators = model1_config.n_estimators, n_jobs = model1_config.n_jobs),
'depvar': model1_config.depvar,
'data_train': model1_config.data_train,
'queryset': model1_config.queryset,
@@ -165,295 +152,36 @@ def DefineEnsembleModels(level):
}
ModelList.append(model1)
- model = {
- 'modelname': 'fatalities003_nl_conflicthistory_rf',
- 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'conflict_ln',
- 'queryset': "fatalities003_conflict_history",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': 'A collection of variables that together map the conflict history of a country, random forests regression model.' ,
- 'long_description': 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
- }
- ModelList.append(model)
-
-
- # Model: GED logged dependent variable, logged conflict history variables, gradient boosting
- model = {
- 'modelname': 'fatalities003_nl_conflicthistory_gbm',
- 'algorithm': GradientBoostingRegressor(n_estimators=200),
- 'depvar': 'ged_sb_dep',
- 'data_train': 'conflict_ln',
- 'queryset': "fatalities003_conflict_history",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': 'A collection of variables that together map the conflict history of a country, scikit gradient boosting regression model.',
- 'long_description': ''
- }
- #ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_conflicthistory_hurdle_lgb',
- 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'conflict_ln',
- 'queryset': "fatalities003_conflict_history",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_conflicthistory_long_xgb',
- 'algorithm': XGBRegressor(n_estimators=100, learning_rate=0.05, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'conflictlong_ln',
- 'queryset': "fatalities003_conflict_history_long",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
-
-
- model = {
- 'modelname': 'fatalities003_nl_conflicthistory_nonlog_hurdle_lgb',
- 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'conflict_nonlog',
- 'queryset': "fatalities003_conflict_history_nonlog",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': 'A collection of variables that together map the conflict history of a country, random forests regression model.' ,
- 'long_description': 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
- }
- #ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_vdem_hurdle_xgb',
- 'algorithm': HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'vdem_short',
- 'queryset': "fatalities003_vdem_short",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_wdi_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'wdi_short',
- 'queryset': "fatalities003_wdi_short",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_topics_rf',
- 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'topics_003',
- 'queryset': "fatalities003_topics",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_topics_xgb',
- 'algorithm': XGBRegressor(n_estimators=80, learning_rate=0.05, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'topics_003',
- 'queryset': "fatalities003_topics",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
- model = {
- 'modelname': 'fatalities003_nl_topics_hurdle_lgb',
- 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'topics_003',
- 'queryset': "fatalities003_topics",
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_joint_broad_rf',
- 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'joint_broad',
- 'queryset': 'fatalities003_joint_broad',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_joint_broad_hurdle_rf',
- 'algorithm': HurdleRegression(clf_name='RFClassifier', reg_name='RFRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'joint_broad',
- 'queryset': 'fatalities003_joint_broad',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
+ model2_config = load_model_config('model2')
+ model2 = {
+ 'modelname': model2_config.modelname,
+ 'algorithm': XGBRFRegressor(n_estimators = model2_config.n_estimators, learning_rate = model2_config.learning_rate, n_jobs = model2_config.n_jobs),
+ 'depvar': model2_config.depvar,
+ 'data_train': model2_config.data_train,
+ 'queryset': model2_config.queryset,
+ 'preprocessing': model2_config.preprocessing,
+ 'level': model2_config.level,
+ 'description': model2_config.description,
+ 'long_description': model2_config.long_description,
+ }
+ ModelList.append(model2)
+
+ model3_config = load_model_config('model3')
+ model3 = {
+ 'modelname': model3_config.modelname,
+ 'algorithm': HurdleRegression(clf_name=model3_config.clf_name, reg_name=model3_config.reg_name),
+ 'depvar': model3_config.depvar,
+ 'data_train': model3_config.data_train,
+ 'queryset': model3_config.queryset,
+ 'preprocessing': model3_config.preprocessing,
+ 'level': model3_config.level,
+ 'description': model3_config.description,
+ 'long_description': model3_config.long_description,
+ }
+ ModelList.append(model3)
- model = {
- 'modelname': 'fatalities003_joint_narrow_xgb',
- 'algorithm': XGBRFRegressor(n_estimators=250, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'joint_narrow',
- 'queryset': 'fatalities003_joint_narrow',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_joint_narrow_hurdle_xgb',
- 'algorithm': HurdleRegression(clf_name='XGBClassifier', reg_name='XGBRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'joint_narrow',
- 'queryset': 'fatalities003_joint_narrow',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_joint_narrow_hurdle_lgb',
- 'algorithm': HurdleRegression(clf_name='LGBMClassifier', reg_name='LGBMRegressor'),
- 'depvar': "ged_sb_dep",
- 'data_train': 'joint_narrow',
- 'queryset': 'fatalities003_joint_narrow',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- # PCA models: need to implement a PCA preprocessing function first.
- model = {
- 'modelname': 'fatalities003_nl_all_pca3_xgb',
- 'algorithm': XGBRegressor(n_estimators=100, learning_rate=0.05, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'all_features',
- 'queryset': 'fatalities003_all_features',
- 'preprocessing': 'pca_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_aquastat_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'aquastat',
- 'queryset': 'fatalities003_aquastat',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- #ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_nl_faostat_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': "ged_sb_dep",
- 'data_train': 'faostat',
- 'queryset': 'fatalities003_faostat',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- #ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_faoprices_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': 'ln_ged_sb_dep',
- 'data_train': 'faoprices',
- 'queryset': 'fatalities003_faoprices',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- #ModelList.append(model)
-
- model = {
- 'modelname': 'fatalities003_imfweo_rf',
- 'algorithm': XGBRFRegressor(n_estimators=300, n_jobs=nj),
- 'depvar': "ln_ged_sb_dep",
- 'data_train': 'imfweo',
- 'queryset': 'fatalities003_imfweo',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- #ModelList.append(model)
-
- model = {
- 'modelname': 'fat_hh20_Markov_glm',
- 'algorithm': 'Rscript',
- 'depvar': "ln_ged_sb_dep",
- 'data_train': 'joint_narrow',
- 'queryset': 'fatalities003_joint_narrow',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- #ModelList.append(model)
- model = {
- 'modelname': 'fat_hh20_Markov_rf',
- 'algorithm': 'Rscript',
- 'depvar': "ln_ged_sb_dep",
- 'data_train': 'joint_narrow',
- 'queryset': 'fatalities003_joint_narrow',
- 'preprocessing': 'float_it',
- 'level': 'cm',
- 'description': '',
- 'long_description': ''
- }
- #ModelList.append(model)
+
elif level == 'pgm':
diff --git a/SystemUpdates/model_configs/model1_config.py b/SystemUpdates/model_configs/model1_config.py
index 6300a67..91b97f7 100644
--- a/SystemUpdates/model_configs/model1_config.py
+++ b/SystemUpdates/model_configs/model1_config.py
@@ -1,7 +1,8 @@
# model1_config.py
modelname = 'fatalities003_nl_baseline_rf'
-algorithm = 'XGBRFRegressor'
+n_estimators = 100
+n_jobs = 12
depvar = 'ged_sb_dep'
data_train = 'baseline003'
queryset = 'fatalities003_baseline'
diff --git a/SystemUpdates/model_configs/model2_config.py b/SystemUpdates/model_configs/model2_config.py
new file mode 100644
index 0000000..ebf6a57
--- /dev/null
+++ b/SystemUpdates/model_configs/model2_config.py
@@ -0,0 +1,14 @@
+# model2_config.py
+
+modelname= 'fatalities003_nl_conflicthistory_rf'
+n_estimators= 100
+n_jobs=12
+learning_rate=0.05
+
+depvar= "ged_sb_dep"
+data_train= 'conflict_ln'
+queryset= "fatalities003_conflict_history"
+preprocessing= 'float_it'
+level= 'cm'
+description= 'A collection of variables that together map the conflict history of a country, random forests regression model.'
+long_description= 'A collection of variables that together map the conflict history of a country. The features include lagged dependent variables for each conflict type as coded by the UCDP (state-based, one-sided, or non-state) for up to each of the preceding six months, decay functions of time since conflict caused 5, 100, and 500 deaths in a month, for each type of violence, whether ACLED (https://doi.org/10.1177/0022343310378914 recorded similar violence, and whether there was recent violence in any neighboring countries.'
diff --git a/SystemUpdates/model_configs/model3_config.py b/SystemUpdates/model_configs/model3_config.py
new file mode 100644
index 0000000..ba89084
--- /dev/null
+++ b/SystemUpdates/model_configs/model3_config.py
@@ -0,0 +1,13 @@
+
+#model3_config
+
+modelname= 'fatalities003_nl_conflicthistory_hurdle_lgb'
+clf_name= 'LGBMClassifier'
+reg_name= 'LGBMRegressor'
+depvar= "ged_sb_dep"
+data_train= 'conflict_ln'
+queryset= "fatalities003_conflict_history"
+preprocessing= 'float_it'
+level= 'cm'
+description= ''
+long_description= ''
\ No newline at end of file