diff --git a/.DS_Store b/.DS_Store index 34af685..51d43cb 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/Documentation/Ensemble_ln_ged_sb_dep.md b/Documentation/Ensemble_ln_ged_sb_dep.md new file mode 100644 index 0000000..745156b --- /dev/null +++ b/Documentation/Ensemble_ln_ged_sb_dep.md @@ -0,0 +1,24 @@ +| Model name | Description | Dependent variable | Queryset | Algorithm | Long description | PCA | +|:-----------------------------------------|:--------------------------------------------------------------------------------------------------------------------------|:---------------------|:------------------------------------|:--------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------| +| fatalities003_baseline_rf | Baseline model with a few conflict history features as well as log population, random forests regression model. | ln_ged_sb_dep | fatalities002_baseline | XGBRFRegressor | 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. | False | +| fatalities003_conflicthistory_rf | A collection of variables that together map the conflict history of a country, random forests regression model. | ln_ged_sb_dep | fatalities002_conflict_history | XGBRFRegressor | 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. | False | +| fatalities003_conflicthistory_gbm | A collection of variables that together map the conflict history of a country, scikit gradient boosting regression model. | ln_ged_sb_dep | fatalities002_conflict_history | GradientBoostingRegressor | | False | +| fatalities003_conflicthistory_hurdle_lgb | | ln_ged_sb_dep | fatalities002_conflict_history | HurdleRegression | | False | +| fatalities003_conflicthistory_long_xgb | | ln_ged_sb_dep | fatalities002_conflict_history_long | XGBRegressor | | False | +| fatalities003_vdem_hurdle_xgb | | ln_ged_sb_dep | fatalities002_vdem_short | HurdleRegression | | False | +| fatalities003_wdi_rf | | ln_ged_sb_dep | fatalities002_wdi_short | XGBRFRegressor | | False | +| fatalities003_topics_rf | | ln_ged_sb_dep | fatalities002_topics | XGBRFRegressor | | False | +| fatalities003_topics_xgb | | ln_ged_sb_dep | fatalities002_topics | XGBRegressor | | False | +| fatalities003_topics_hurdle_lgb | | ln_ged_sb_dep | fatalities002_topics | HurdleRegression | | False | +| fatalities003_joint_broad_rf | | ln_ged_sb_dep | fatalities002_joint_broad | XGBRFRegressor | | False | +| fatalities003_joint_broad_hurdle_rf | | ln_ged_sb_dep | fatalities002_joint_broad | HurdleRegression | | False | +| fatalities003_joint_narrow_xgb | | ln_ged_sb_dep | fatalities002_joint_narrow | XGBRFRegressor | | False | +| fatalities003_joint_narrow_hurdle_xgb | | ln_ged_sb_dep | fatalities002_joint_narrow | HurdleRegression | | False | +| fatalities003_joint_narrow_hurdle_lgb | | ln_ged_sb_dep | fatalities002_joint_narrow | HurdleRegression | | False | +| fatalities003_all_pca3_xgb | | ln_ged_sb_dep | fatalities002_all_features | XGBRegressor | | True | +| fatalities003_aquastat_rf | | ln_ged_sb_dep | fatalities002_aquastat | XGBRFRegressor | | False | +| fatalities003_faostat_rf | | ln_ged_sb_dep | fatalities002_faostat | XGBRFRegressor | | False | +| fatalities003_faoprices_rf | | ln_ged_sb_dep | fatalities002_faoprices | XGBRFRegressor | | False | +| fatalities003_imfweo_rf | | ln_ged_sb_dep | fatalities002_imfweo | XGBRFRegressor | | False | +| fatalities003_Markov_glm | | ln_ged_sb_dep | fatalities002_joint_narrow | rf | | False | +| fatalities003_Markov_rf | | ln_ged_sb_dep | fatalities002_joint_narrow | glm | | False | \ No newline at end of file diff --git a/Documentation/Ensemble_sb.md b/Documentation/Ensemble_sb.md new file mode 100644 index 0000000..a3e536a --- /dev/null +++ b/Documentation/Ensemble_sb.md @@ -0,0 +1,24 @@ +| Model name | Description | Dependent variable | Queryset | Algorithm | Long description | PCA | +|:-----------------------------------------|:--------------------------------------------------------------------------------------------------------------------------|:---------------------|:------------------------------------|:--------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------| +| fatalities002_baseline_rf | Baseline model with a few conflict history features as well as log population, random forests regression model. | ln_ged_sb_dep | fatalities002_baseline | XGBRFRegressor | 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. | False | +| fatalities002_conflicthistory_rf | A collection of variables that together map the conflict history of a country, random forests regression model. | ln_ged_sb_dep | fatalities002_conflict_history | XGBRFRegressor | 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. | False | +| fatalities002_conflicthistory_gbm | A collection of variables that together map the conflict history of a country, scikit gradient boosting regression model. | ln_ged_sb_dep | fatalities002_conflict_history | GradientBoostingRegressor | | False | +| fatalities002_conflicthistory_hurdle_lgb | | ln_ged_sb_dep | fatalities002_conflict_history | HurdleRegression | | False | +| fatalities002_conflicthistory_long_xgb | | ln_ged_sb_dep | fatalities002_conflict_history_long | XGBRegressor | | False | +| fatalities002_vdem_hurdle_xgb | | ln_ged_sb_dep | fatalities002_vdem_short | HurdleRegression | | False | +| fatalities002_wdi_rf | | ln_ged_sb_dep | fatalities002_wdi_short | XGBRFRegressor | | False | +| fatalities002_topics_rf | | ln_ged_sb_dep | fatalities002_topics | XGBRFRegressor | | False | +| fatalities002_topics_xgb | | ln_ged_sb_dep | fatalities002_topics | XGBRegressor | | False | +| fatalities002_topics_hurdle_lgb | | ln_ged_sb_dep | fatalities002_topics | HurdleRegression | | False | +| fatalities002_joint_broad_rf | | ln_ged_sb_dep | fatalities002_joint_broad | XGBRFRegressor | | False | +| fatalities002_joint_broad_hurdle_rf | | ln_ged_sb_dep | fatalities002_joint_broad | HurdleRegression | | False | +| fatalities002_joint_narrow_xgb | | ln_ged_sb_dep | fatalities002_joint_narrow | XGBRFRegressor | | False | +| fatalities002_joint_narrow_hurdle_xgb | | ln_ged_sb_dep | fatalities002_joint_narrow | HurdleRegression | | False | +| fatalities002_joint_narrow_hurdle_lgb | | ln_ged_sb_dep | fatalities002_joint_narrow | HurdleRegression | | False | +| fatalities002_all_pca3_xgb | | ln_ged_sb_dep | fatalities002_all_features | XGBRegressor | | True | +| fatalities002_aquastat_rf | | ln_ged_sb_dep | fatalities002_aquastat | XGBRFRegressor | | False | +| fatalities002_faostat_rf | | ln_ged_sb_dep | fatalities002_faostat | XGBRFRegressor | | False | +| fatalities002_faoprices_rf | | ln_ged_sb_dep | fatalities002_faoprices | XGBRFRegressor | | False | +| fatalities002_imfweo_rf | | ln_ged_sb_dep | fatalities002_imfweo | XGBRFRegressor | | False | +| fatalities002_Markov_glm | | ln_ged_sb_dep | fatalities002_joint_narrow | rf | | False | +| fatalities002_Markov_rf | | ln_ged_sb_dep | fatalities002_joint_narrow | glm | | False | \ No newline at end of file diff --git a/Documentation/Querysets.json b/Documentation/Querysets.json new file mode 100644 index 0000000..8c3ac8c --- /dev/null +++ b/Documentation/Querysets.json @@ -0,0 +1 @@ +{"Documentation of querysets for dev_id: Fatalities002 run on 5-5-2023": {"fatalities002_baseline": [{"Model": "fatalities002_baseline", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_baseline", "Included variable name": "ln_ged_sb", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_baseline", "Included variable name": "decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_baseline", "Included variable name": "decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_baseline", "Included variable name": "splag_1_decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_baseline", "Included variable name": "wdi_sp_pop_totl", "Database variable name": "wdi_cy.wdi_sp_pop_totl", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}], "fatalities002_topics": [{"Model": "fatalities002_topics", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_topics", "Included variable name": "ln_ged_sb", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_topics", "Included variable name": "decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_topics", "Included variable name": "decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_topics", "Included variable name": "splag_1_decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_topics", "Included variable name": "wdi_sp_pop_totl", "Database variable name": "wdi_cy.wdi_sp_pop_totl", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_tokens_t1", "Database variable name": "topic2_cm.topic_tokens", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_tokens_t2", "Database variable name": "topic2_cm.topic_tokens", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_tokens_t13", "Database variable name": "topic2_cm.topic_tokens", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_tokens_t1_splag", "Database variable name": "topic2_cm.topic_tokens", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta0_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta0_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta0_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta0_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta0_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta0_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta0_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta0_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta1_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta1_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta1_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta1_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta1_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta1_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta1_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta1_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta2_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta2_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta2_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta2_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta2_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta2_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta2_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta2_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta3_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta3_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta3_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta3_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta3_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta3_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta3_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta3_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta4_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta4_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta4_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta4_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta5_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta5_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta5_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta5_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta6_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta6_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta6_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta6_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta6_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta6_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta6_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta6_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta7_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta7_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta7_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta7_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta7_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta7_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta7_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta7_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta8_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta8_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta8_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta8_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta8_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta8_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta8_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta8_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta9_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta9_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta9_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta9_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta9_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta9_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta9_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta9_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta10_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta10_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta10_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta10_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta10_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta10_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": "topic_ste_theta10_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta10_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_topics", "Included variable name": 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"ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(1)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "decay_ged_os_25", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(25)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "decay_ged_os_500", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(500)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "decay_ged_ns_1", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(1)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "decay_ged_ns_25", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(25)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "decay_ged_ns_500", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(500)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "splag_1_decay_ged_sb_100", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(100)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "splag_1_decay_ged_os_100", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(100)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "splag_1_decay_ged_ns_100", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(100)", "missing.replace_na()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_prx_count", "Database variable name": "acled2_cm.acled_prx_count", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_pr_count", "Database variable name": "acled2_cm.acled_pr_count", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_prx_fat", "Database variable name": "acled2_cm.acled_prx_fat", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_sb_gov", "Database variable name": "acled2_cm.acled_bat_gov_fat", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_sb_reb", "Database variable name": "acled2_cm.acled_bat_reb_fat", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_ns", "Database variable 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["missing.fill()", "temporal.tlag(1)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_sb_tlag_2", "Database variable name": "acled2_cm.acled_sb_fat", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_os_tlag_1", "Database variable name": "acled2_cm.acled_os_fat", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_os_tlag_2", "Database variable name": "acled2_cm.acled_os_fat", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_ns_tlag_1", "Database variable name": "acled2_cm.acled_ns_fat", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_conflict_history_long", "Included variable name": "ln_acled_ns_tlag_2", "Database variable name": "acled2_cm.acled_os_fat", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.fill()", "ops.ln()"]}], "fatalities002_vdem_short": [{"Model": "fatalities002_vdem_short", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "ln_ged_sb", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "splag_1_decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "wdi_sp_pop_totl", "Database variable name": "wdi_cy.wdi_sp_pop_totl", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_delibdem", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_delibdem", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_egaldem", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_egaldem", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_libdem", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_libdem", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_libdem_48", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_libdem", "Transformations": ["missing.fill()", "temporal.tlag(60)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_partip", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_partip", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_partipdem", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_partipdem", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_accountability", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_accountability", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_civlib", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_civlib", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_clphy", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_clphy", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_cspart", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_cspart", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_divparctrl", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_divparctrl", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_edcomp_thick", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_edcomp_thick", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_egal", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_egal", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_execorr", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_execorr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_frassoc_thick", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_frassoc_thick", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_gencs", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_gencs", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_gender", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_gender", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_genpp", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_genpp", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_horacc", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_horacc", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_neopat", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_neopat", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_pubcorr", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_pubcorr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_rule", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_rule", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_veracc", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_veracc", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_ex_military", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_ex_military", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_ex_party", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_ex_party", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2x_freexp", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_freexp", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2xcl_acjst", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_acjst", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_vdem_short", "Included variable name": "vdem_v2xcl_dmove", "Database variable 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"wdi_cy.wdi_sp_pop_0014_fe_zs", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "wdi_sp_pop_1564_fe_zs", "Database variable name": "wdi_cy.wdi_sp_pop_1564_fe_zs", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "wdi_sp_pop_65up_fe_zs", "Database variable name": "wdi_cy.wdi_sp_pop_65up_fe_zs", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "wdi_sp_pop_grow", "Database variable name": "wdi_cy.wdi_sp_pop_grow", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "wdi_sp_urb_totl_in_zs", "Database variable name": "wdi_cy.wdi_sp_urb_totl_in_zs", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "splag_wdi_sl_tlf_totl_fe_zs", "Database variable name": "wdi_cy.wdi_sl_tlf_totl_fe_zs", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "splag_wdi_sm_pop_refg_or", "Database variable name": "wdi_cy.wdi_sm_pop_refg_or", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "splag_wdi_sm_pop_netm", "Database variable name": "wdi_cy.wdi_sm_pop_netm", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_wdi_short", "Included variable name": "splag_wdi_ag_lnd_frst_k2", "Database variable name": "wdi_cy.wdi_ag_lnd_frst_k2", "Transformations": ["missing.replace_na()", 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"temporal.tlag(2)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_all_features", "Included variable name": "ln_ged_sb_tlag_3", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "temporal.tlag(3)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_all_features", "Included variable name": "ln_ged_sb_tlag_4", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "temporal.tlag(4)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_all_features", "Included variable name": "ln_ged_sb_tlag_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "temporal.tlag(5)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_all_features", "Included variable name": "ln_ged_sb_tlag_6", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "temporal.tlag(6)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_all_features", "Included variable name": "ln_ged_sb_tsum_24", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "ops.ln()", "temporal.moving_sum(24)", "missing.replace_na()"]}, {"Model": "fatalities002_all_features", "Included variable name": "decay_ged_sb_100", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(100)", "missing.replace_na()"]}, {"Model": "fatalities002_all_features", "Included variable name": "decay_ged_sb_500", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(500)", "missing.replace_na()"]}, {"Model": "fatalities002_all_features", "Included variable name": "decay_ged_os_100", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": 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"fatalities002_all_features", "Included variable name": "vdem_v2x_frassoc_thick", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_frassoc_thick", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2x_gencs", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_gencs", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2x_gender", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_gender", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2x_genpp", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_genpp", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2x_horacc", "Database 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"Included variable name": "vdem_v2xcl_dmove", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_dmove", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xcl_prpty", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_prpty", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xcl_rol", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_rol", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xcl_slave", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_slave", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xdd_dd", "Database variable name": "vdem_v12_cy.vdem_v12_v2xdd_dd", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xdl_delib", "Database variable name": "vdem_v12_cy.vdem_v12_v2xdl_delib", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xeg_eqdr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xeg_eqdr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xeg_eqprotec", "Database variable name": "vdem_v12_cy.vdem_v12_v2xeg_eqprotec", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xel_frefair", "Database variable name": "vdem_v12_cy.vdem_v12_v2xel_frefair", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xel_regelec", "Database variable name": "vdem_v12_cy.vdem_v12_v2xel_regelec", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xme_altinf", "Database variable name": "vdem_v12_cy.vdem_v12_v2xme_altinf", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xnp_client", "Database variable name": "vdem_v12_cy.vdem_v12_v2xnp_client", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xnp_regcorr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xnp_regcorr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xpe_exlecon", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlecon", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xpe_exlpol", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlpol", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xpe_exlgeo", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlgeo", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xpe_exlgender", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlgender", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xpe_exlsocgr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlsocgr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xps_party", "Database variable name": "vdem_v12_cy.vdem_v12_v2xps_party", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xcs_ccsi", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcs_ccsi", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xnp_pres", "Database variable name": "vdem_v12_cy.vdem_v12_v2xnp_pres", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2xeg_eqaccess", "Database variable name": "vdem_v12_cy.vdem_v12_v2xeg_eqaccess", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2x_diagacc", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_diagacc", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "vdem_v2clrgunev", "Database variable name": "tbl_734eevdem_v12_cy.vdem_v12_v2clrgunev", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "splag_vdem_v2x_libdem", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_libdem", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "splag_vdem_v2xcl_dmove", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_dmove", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 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"wdi_cy.wdi_sm_pop_netm", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "wdi_sp_dyn_imrt_in", "Database variable name": "wdi_cy.wdi_sp_dyn_imrt_in", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "agr_withdrawal_pct_t48", "Database variable name": "fao_aqua_cy.agr_withdrawal_pct", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "dam_cap_pcap_t48", "Database variable name": "fao_aqua_cy.dam_cap_pcap", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "groundwater_export_t48", "Database variable name": "fao_aqua_cy.groundwater_export", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "fresh_withdrawal_pct_t48", "Database variable name": "fao_aqua_cy.fresh_withdrawal_pct", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "ind_efficiency_t48", "Database variable name": "fao_aqua_cy.ind_efficiency", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "irr_agr_efficiency_t48", "Database variable name": "fao_aqua_cy.irr_agr_efficiency", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_all_features", "Included variable name": "services_efficiency_t48", "Database variable name": "fao_aqua_cy.services_efficiency", 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"fao_aqua_cy.renewable_pcap", "Transformations": ["missing.fill()", "temporal.tlag(48)", "missing.replace_na()", "missing.fill()"]}], "fatalities002_joint_narrow": [{"Model": "fatalities002_joint_narrow", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_narrow", "Included variable name": "gleditsch_ward", "Database variable name": "country.gwcode", "Transformations": ["missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_narrow", "Included variable name": "ln_ged_sb", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_narrow", "Included variable name": "decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", 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"topic_ste_theta5_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_narrow", "Included variable name": "topic_ste_theta5_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_narrow", "Included variable name": "topic_ste_theta5_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_narrow", "Included variable name": "topic_ste_theta5_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta5_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", 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"Included variable name": "decay_ged_ns_100", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(100)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "ln_ged_ns", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "ln_ged_os", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "ln_acled_sb", "Database variable name": "acled2_cm.acled_sb_fat", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "ln_acled_sb_count", "Database variable name": "acled2_cm.acled_sb_count", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "ln_acled_os", "Database variable name": "acled2_cm.acled_os_fat", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "ln_ged_os_tlag_1", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "decay_acled_sb_5", "Database variable name": "acled2_cm.acled_sb_fat", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "decay_acled_os_5", "Database variable name": "acled2_cm.acled_os_fat", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "decay_acled_ns_5", "Database variable name": "acled2_cm.acled_ns_fat", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_1_decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_1_decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_1_decay_ged_ns_5", "Database variable name": "ged2_cm.ged_ns_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "gleditsch_ward", "Database variable name": "country.gwcode", "Transformations": []}, {"Model": "fatalities002_joint_broad", "Included variable name": "topic_tokens_t1", "Database variable name": "topic2_cm.topic_tokens", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "topic_tokens_t2", "Database variable name": "topic2_cm.topic_tokens", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "topic_ste_theta4_stock_t1", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.fill()", "temporal.tlag(1)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "topic_ste_theta4_stock_t2", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.fill()", "temporal.tlag(2)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "topic_ste_theta4_stock_t13", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "topic_ste_theta4_stock_t1_splag", "Database variable name": "topic2_cm.topic_ste_theta4_stock", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "missing.fill()", "temporal.tlag(13)", "missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": 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"vdem_v2xpe_exlpol", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlpol", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2x_diagacc", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_diagacc", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2xpe_exlgeo", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlgeo", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2xpe_exlgender", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlgender", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2xpe_exlsocgr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlsocgr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2x_ex_party", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_ex_party", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2x_genpp", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_genpp", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2xeg_eqdr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xeg_eqdr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2xcl_prpty", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_prpty", "Transformations": ["missing.fill()", "temporal.tlag(12)", 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"vdem_v2x_hosabort", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_hosabort", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "vdem_v2xnp_regcorr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xnp_regcorr", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_vdem_v2x_libdem", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_libdem", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_vdem_v2xcl_dmove", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_dmove", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_vdem_v2x_accountability", "Database variable name": "vdem_v12_cy.vdem_v12_v2x_accountability", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_vdem_v2xpe_exlsocgr", "Database variable name": "vdem_v12_cy.vdem_v12_v2xpe_exlsocgr", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_joint_broad", "Included variable name": "splag_vdem_v2xcl_rol", "Database variable name": "vdem_v12_cy.vdem_v12_v2xcl_rol", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.tlag(12)", "missing.fill()"]}], "fatalities002_faostat": [{"Model": "fatalities002_faostat", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": 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"food_price_inflation", "Database variable name": "faostat_cpi_cm.food_price_inflation", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "avg_adequate_diet", "Database variable name": "faostat_fsec_cy.avg_adequate_diet", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "avg_animalprotein_pcap_day", "Database variable name": "faostat_fsec_cy.avg_animalprotein_pcap_day", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "avg_fprod_value", "Database variable name": "faostat_fsec_cy.avg_fprod_value", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "avg_protein_pcap_day", "Database variable name": 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{"Model": "fatalities002_faostat", "Included variable name": "pcap_fsupply_var", "Database variable name": "faostat_fsec_cy.pcap_fsupply_var", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pct_arable_land", "Database variable name": "faostat_fsec_cy.pct_arable_land", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pct_cereal_import", "Database variable name": "faostat_fsec_cy.pct_cereal_import", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pct_fimport_merch", "Database variable name": "faostat_fsec_cy.pct_fimport_merch", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pct_modsevere_finsecurity", "Database variable 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name": "pct_undernourished", "Database variable name": "faostat_fsec_cy.pct_undernourished", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pol_stability", "Database variable name": "faostat_fsec_cy.pol_stability", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pop_modsevere_finsecurity", "Database variable name": "faostat_fsec_cy.pop_modsevere_finsecurity", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pop_severe_finsecurity", "Database variable name": "faostat_fsec_cy.pop_severe_finsecurity", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "pop_undernourished", "Database variable name": "faostat_fsec_cy.pop_undernourished", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "prev_adult_obesity", "Database variable name": "faostat_fsec_cy.prev_adult_obesity", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "prev_infant_bfeed", "Database variable name": "faostat_fsec_cy.prev_infant_bfeed", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "prev_lowbweight", "Database variable name": "faostat_fsec_cy.prev_lowbweight", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "prev_repr_anemia", "Database variable name": "faostat_fsec_cy.prev_repr_anemia", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faostat", "Included variable name": "rail_density", "Database variable name": "faostat_fsec_cy.rail_density", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}], "fatalities002_faoprices": [{"Model": "fatalities002_faoprices", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "ln_ged_sb", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "splag_1_decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "wdi_sp_pop_totl", "Database variable name": "wdi_cy.wdi_sp_pop_totl", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "gleditsch_ward", "Database variable name": "country.gwcode", "Transformations": ["missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_faoprices", "Included variable name": "fao_wheat_price", "Database variable name": "faostat_pp_cm.wheat_price", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "delta_fao_wheat_price", "Database variable name": "faostat_pp_cm.wheat_price", "Transformations": ["missing.replace_na(0)", "temporal.delta(12)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "fao_mp_price", "Database variable name": "faostat_pp_cm.mp_price", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "delta_fao_mp_price", "Database variable name": "faostat_pp_cm.mp_price", "Transformations": ["missing.replace_na(0)", "temporal.delta(12)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "fao_sugar_price", "Database variable name": "faostat_pp_cm.sugar_price", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "delta_fao_sugar_price", "Database variable name": "faostat_pp_cm.sugar_price", "Transformations": ["missing.replace_na(0)", "temporal.delta(12)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "fao_meat_price", "Database variable name": "faostat_pp_cm.meat_price", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "delta_fao_meat_price", "Database variable name": "faostat_pp_cm.meat_price", "Transformations": ["missing.replace_na(0)", "temporal.delta(12)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "fao_milk_price", "Database variable name": "faostat_pp_cm.milk_price", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_faoprices", "Included variable name": "delta_fao_milk_price", "Database variable name": "faostat_pp_cm.milk_price", "Transformations": ["missing.replace_na(0)", "temporal.delta(12)"]}], "fatalities002_imfweo": [{"Model": "fatalities002_imfweo", "Included variable name": "ln_ged_sb_dep", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "ln_ged_sb", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.fill()", "ops.ln()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "decay_ged_os_5", "Database variable name": "ged2_cm.ged_os_best_sum_nokgi", "Transformations": ["missing.replace_na()", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "splag_1_decay_ged_sb_5", "Database variable name": "ged2_cm.ged_sb_best_sum_nokgi", "Transformations": ["missing.replace_na()", "spatial.countrylag(1, 1, 0, 0)", "temporal.decay(24)", "temporal.time_since()", "bool.gte(5)", "missing.replace_na()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "wdi_sp_pop_totl", "Database variable name": "wdi_cy.wdi_sp_pop_totl", "Transformations": ["missing.fill()", "temporal.tlag(12)", "missing.fill()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "gleditsch_ward", "Database variable name": "country.gwcode", "Transformations": ["missing.replace_na()", "missing.fill()"]}, {"Model": "fatalities002_imfweo", "Included variable name": "imfweo_ngdp_rpch_tcurrent", "Database variable name": "imfweo_cm.ngdp_rpch_tcurrent", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_imfweo", "Included variable name": "imfweo_ngdp_rpch_tmin1", "Database variable name": "imfweo_cm.ngdp_rpch_tmin1", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_imfweo", "Included variable name": "imfweo_ngdp_rpch_tplus1", "Database variable name": "imfweo_cm.ngdp_rpch_tplus1", "Transformations": ["missing.replace_na(0)"]}, {"Model": "fatalities002_imfweo", "Included variable name": "imfweo_ngdp_rpch_tplus2", "Database variable name": "imfweo_cm.ngdp_rpch_tplus2", "Transformations": ["missing.replace_na(0)"]}]}} \ No newline at end of file diff --git a/Documentation/Querysets.md b/Documentation/Querysets.md new file mode 100644 index 0000000..fb8b311 --- /dev/null +++ b/Documentation/Querysets.md @@ -0,0 +1,682 @@ +# Documentation of querysetsdev_id: Fatalities002run on 5-5-2023fatalities002_baseline | 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_baseline | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_baseline | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_baseline | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_topics | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_topics | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_topics | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t13 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t1_splag | topic2_cm.topic_tokens | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t1 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t2 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t13 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t1_splag | topic2_cm.topic_ste_theta0_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t1 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t2 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t13 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t1_splag | topic2_cm.topic_ste_theta1_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t1 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t2 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t13 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t1_splag | topic2_cm.topic_ste_theta2_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t1 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t2 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t13 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t1_splag | topic2_cm.topic_ste_theta3_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t1 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t2 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t13 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t1_splag | topic2_cm.topic_ste_theta6_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t1 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t2 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t13 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t1_splag | topic2_cm.topic_ste_theta7_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t1 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t2 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t13 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t1_splag | topic2_cm.topic_ste_theta8_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t1 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t2 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t13 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t1_splag | topic2_cm.topic_ste_theta9_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t1 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t2 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t13 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t1_splag | topic2_cm.topic_ste_theta10_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t1 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t2 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t13 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t1_splag | topic2_cm.topic_ste_theta11_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t1 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t2 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t13 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t1_splag | topic2_cm.topic_ste_theta12_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t1 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t2 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t13 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t1_splag | topic2_cm.topic_ste_theta13_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t1 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t2 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t13 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t1_splag | topic2_cm.topic_ste_theta14_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', '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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_aquastat | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_aquastat | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_aquastat | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_aquastat | agr_withdrawal_pct_t48 | fao_aqua_cy.agr_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | dam_cap_pcap_t48 | fao_aqua_cy.dam_cap_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | groundwater_export_t48 | fao_aqua_cy.groundwater_export | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | fresh_withdrawal_pct_t48 | fao_aqua_cy.fresh_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | ind_efficiency_t48 | fao_aqua_cy.ind_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | irr_agr_efficiency_t48 | fao_aqua_cy.irr_agr_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | services_efficiency_t48 | fao_aqua_cy.services_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | general_efficiency_t48 | fao_aqua_cy.general_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | water_stress_t48 | fao_aqua_cy.water_stress | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | renewable_internal_pcap_t48 | fao_aqua_cy.renewable_internal_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | renewable_pcap_t48 | fao_aqua_cy.renewable_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', '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(24)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | splag_1_decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | splag_1_decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | gleditsch_ward | country.gwcode | [] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', '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(24)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(12)', '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(48)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_1_ged_sb | ged2_cm.ged_sb_best_sum_nokgi | ['spatial.countrylag(1, 1, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_2_ged_sb | ged2_cm.ged_sb_best_sum_nokgi | ['spatial.countrylag(1, 2, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_1_ged_os | ged2_cm.ged_os_best_sum_nokgi | ['spatial.countrylag(1, 1, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_1_ged_ns | ged2_cm.ged_ns_best_sum_nokgi | ['spatial.countrylag(1, 1, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(1)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_25 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(25)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_1 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(1)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_25 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(25)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_500 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_1 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(1)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_25 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(25)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_500 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_ns_tlag_2 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_os_tlag_2 | ged2_cm.ged_os_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_sb_tlag_1 | acled2_cm.acled_sb_fat | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_sb_tlag_2 | acled2_cm.acled_sb_fat | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_os_tlag_1 | acled2_cm.acled_os_fat | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_os_tlag_2 | acled2_cm.acled_os_fat | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_ns_tlag_1 | acled2_cm.acled_ns_fat | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_ns_tlag_2 | acled2_cm.acled_os_fat | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_vdem_short | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_vdem_short | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_vdem_short | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_delibdem | vdem_v12_cy.vdem_v12_v2x_delibdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_egaldem | vdem_v12_cy.vdem_v12_v2x_egaldem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_libdem_48 | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(60)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_partip | vdem_v12_cy.vdem_v12_v2x_partip | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_partipdem | vdem_v12_cy.vdem_v12_v2x_partipdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_civlib | vdem_v12_cy.vdem_v12_v2x_civlib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_clphy | vdem_v12_cy.vdem_v12_v2x_clphy | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_cspart | vdem_v12_cy.vdem_v12_v2x_cspart | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_divparctrl | vdem_v12_cy.vdem_v12_v2x_divparctrl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_edcomp_thick | vdem_v12_cy.vdem_v12_v2x_edcomp_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_egal | vdem_v12_cy.vdem_v12_v2x_egal | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_execorr | vdem_v12_cy.vdem_v12_v2x_execorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_frassoc_thick | vdem_v12_cy.vdem_v12_v2x_frassoc_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_gencs | vdem_v12_cy.vdem_v12_v2x_gencs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_gender | vdem_v12_cy.vdem_v12_v2x_gender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_genpp | vdem_v12_cy.vdem_v12_v2x_genpp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_horacc | vdem_v12_cy.vdem_v12_v2x_horacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_neopat | vdem_v12_cy.vdem_v12_v2x_neopat | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_pubcorr | vdem_v12_cy.vdem_v12_v2x_pubcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_rule | vdem_v12_cy.vdem_v12_v2x_rule | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_veracc | vdem_v12_cy.vdem_v12_v2x_veracc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_ex_military | vdem_v12_cy.vdem_v12_v2x_ex_military | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_ex_party | vdem_v12_cy.vdem_v12_v2x_ex_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_freexp | vdem_v12_cy.vdem_v12_v2x_freexp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_acjst | vdem_v12_cy.vdem_v12_v2xcl_acjst | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_prpty | vdem_v12_cy.vdem_v12_v2xcl_prpty | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_slave | vdem_v12_cy.vdem_v12_v2xcl_slave | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xdd_dd | vdem_v12_cy.vdem_v12_v2xdd_dd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xdl_delib | vdem_v12_cy.vdem_v12_v2xdl_delib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xeg_eqprotec | vdem_v12_cy.vdem_v12_v2xeg_eqprotec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xel_frefair | vdem_v12_cy.vdem_v12_v2xel_frefair | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xel_regelec | vdem_v12_cy.vdem_v12_v2xel_regelec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xme_altinf | vdem_v12_cy.vdem_v12_v2xme_altinf | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xnp_client | vdem_v12_cy.vdem_v12_v2xnp_client | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xnp_regcorr | vdem_v12_cy.vdem_v12_v2xnp_regcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlecon | vdem_v12_cy.vdem_v12_v2xpe_exlecon | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlgeo | vdem_v12_cy.vdem_v12_v2xpe_exlgeo | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlgender | vdem_v12_cy.vdem_v12_v2xpe_exlgender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xps_party | vdem_v12_cy.vdem_v12_v2xps_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcs_ccsi | vdem_v12_cy.vdem_v12_v2xcs_ccsi | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xnp_pres | vdem_v12_cy.vdem_v12_v2xnp_pres | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xeg_eqaccess | vdem_v12_cy.vdem_v12_v2xeg_eqaccess | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_diagacc | vdem_v12_cy.vdem_v12_v2x_diagacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2clrgunev | tbl_734eevdem_v12_cy.vdem_v12_v2clrgunev | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_wdi_short | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_wdi_short | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_wdi_short | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_dt_oda_odat_pc_zs | wdi_cy.wdi_dt_oda_odat_pc_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ms_mil_xpnd_gd_zs | wdi_cy.wdi_ms_mil_xpnd_gd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ms_mil_xpnd_zs | wdi_cy.wdi_ms_mil_xpnd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_nv_agr_totl_kd | wdi_cy.wdi_nv_agr_totl_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ny_gdp_pcap_kd | wdi_cy.wdi_ny_gdp_pcap_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_dyn_le00_in | wdi_cy.wdi_sp_dyn_le00_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_se_enr_prim_fm_zs | wdi_cy.wdi_se_enr_prim_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_se_enr_prsc_fm_zs | wdi_cy.wdi_se_enr_prsc_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_se_prm_nenr | wdi_cy.wdi_se_prm_nenr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sh_sta_stnt_zs | wdi_cy.wdi_sh_sta_stnt_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sm_pop_totl_zs | wdi_cy.wdi_sm_pop_totl_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sh_dyn_mort_fe | wdi_cy.wdi_sh_dyn_mort_fe | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_0014_fe_zs | wdi_cy.wdi_sp_pop_0014_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_1564_fe_zs | wdi_cy.wdi_sp_pop_1564_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_65up_fe_zs | wdi_cy.wdi_sp_pop_65up_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_urb_totl_in_zs | wdi_cy.wdi_sp_urb_totl_in_zs | ['missing.fill()', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | splag_wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', '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(24)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | splag_1_decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | splag_1_decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | gleditsch_ward | country.gwcode | [] | +| fatalities002_all_features | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_tokens_t13 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_tokens_t1_splag | topic2_cm.topic_tokens | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t1 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t2 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t13 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t1_splag | topic2_cm.topic_ste_theta0_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t1 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t2 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t13 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t1_splag | topic2_cm.topic_ste_theta1_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t1 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t2 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t13 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t1_splag | topic2_cm.topic_ste_theta2_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t1 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t2 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t13 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t1_splag | topic2_cm.topic_ste_theta3_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t1 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t2 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t13 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t1_splag | topic2_cm.topic_ste_theta6_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t1 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t2 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t13 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t1_splag | topic2_cm.topic_ste_theta7_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t1 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t2 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t13 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t1_splag | topic2_cm.topic_ste_theta8_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t1 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t2 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t13 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t1_splag | topic2_cm.topic_ste_theta9_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t1 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t2 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t13 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t1_splag | topic2_cm.topic_ste_theta10_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t1 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t2 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t13 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t1_splag | topic2_cm.topic_ste_theta11_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t1 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t2 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t13 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t1_splag | topic2_cm.topic_ste_theta12_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t1 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t2 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t13 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t1_splag | topic2_cm.topic_ste_theta13_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t1 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t2 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t13 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t1_splag | topic2_cm.topic_ste_theta14_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_dt_oda_odat_pc_zs | wdi_cy.wdi_dt_oda_odat_pc_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_ms_mil_xpnd_gd_zs | wdi_cy.wdi_ms_mil_xpnd_gd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_ms_mil_xpnd_zs | wdi_cy.wdi_ms_mil_xpnd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_nv_agr_totl_kd | wdi_cy.wdi_nv_agr_totl_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_ny_gdp_pcap_kd | wdi_cy.wdi_ny_gdp_pcap_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_dyn_le00_in | wdi_cy.wdi_sp_dyn_le00_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_se_enr_prim_fm_zs | wdi_cy.wdi_se_enr_prim_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_se_enr_prsc_fm_zs | wdi_cy.wdi_se_enr_prsc_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_se_prm_nenr | wdi_cy.wdi_se_prm_nenr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sh_sta_stnt_zs | wdi_cy.wdi_sh_sta_stnt_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_totl_zs | wdi_cy.wdi_sm_pop_totl_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sh_dyn_mort_fe | wdi_cy.wdi_sh_dyn_mort_fe | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_0014_fe_zs | wdi_cy.wdi_sp_pop_0014_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_1564_fe_zs | wdi_cy.wdi_sp_pop_1564_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_65up_fe_zs | wdi_cy.wdi_sp_pop_65up_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_urb_totl_in_zs | wdi_cy.wdi_sp_urb_totl_in_zs | ['missing.fill()', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_delibdem | vdem_v12_cy.vdem_v12_v2x_delibdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_egaldem | vdem_v12_cy.vdem_v12_v2x_egaldem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_libdem_48 | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(60)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_partip | vdem_v12_cy.vdem_v12_v2x_partip | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_partipdem | vdem_v12_cy.vdem_v12_v2x_partipdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_civlib | vdem_v12_cy.vdem_v12_v2x_civlib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_clphy | vdem_v12_cy.vdem_v12_v2x_clphy | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_cspart | vdem_v12_cy.vdem_v12_v2x_cspart | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_divparctrl | vdem_v12_cy.vdem_v12_v2x_divparctrl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_edcomp_thick | vdem_v12_cy.vdem_v12_v2x_edcomp_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_egal | vdem_v12_cy.vdem_v12_v2x_egal | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_execorr | vdem_v12_cy.vdem_v12_v2x_execorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_frassoc_thick | vdem_v12_cy.vdem_v12_v2x_frassoc_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_gencs | vdem_v12_cy.vdem_v12_v2x_gencs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_gender | vdem_v12_cy.vdem_v12_v2x_gender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_genpp | vdem_v12_cy.vdem_v12_v2x_genpp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_horacc | vdem_v12_cy.vdem_v12_v2x_horacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_neopat | vdem_v12_cy.vdem_v12_v2x_neopat | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_pubcorr | vdem_v12_cy.vdem_v12_v2x_pubcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_rule | vdem_v12_cy.vdem_v12_v2x_rule | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_veracc | vdem_v12_cy.vdem_v12_v2x_veracc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_ex_military | vdem_v12_cy.vdem_v12_v2x_ex_military | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_ex_party | vdem_v12_cy.vdem_v12_v2x_ex_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_freexp | vdem_v12_cy.vdem_v12_v2x_freexp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_acjst | vdem_v12_cy.vdem_v12_v2xcl_acjst | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_prpty | vdem_v12_cy.vdem_v12_v2xcl_prpty | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_slave | vdem_v12_cy.vdem_v12_v2xcl_slave | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xdd_dd | vdem_v12_cy.vdem_v12_v2xdd_dd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xdl_delib | vdem_v12_cy.vdem_v12_v2xdl_delib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xeg_eqprotec | vdem_v12_cy.vdem_v12_v2xeg_eqprotec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xel_frefair | vdem_v12_cy.vdem_v12_v2xel_frefair | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xel_regelec | vdem_v12_cy.vdem_v12_v2xel_regelec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xme_altinf | vdem_v12_cy.vdem_v12_v2xme_altinf | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xnp_client | vdem_v12_cy.vdem_v12_v2xnp_client | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xnp_regcorr | vdem_v12_cy.vdem_v12_v2xnp_regcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlecon | vdem_v12_cy.vdem_v12_v2xpe_exlecon | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlgeo | vdem_v12_cy.vdem_v12_v2xpe_exlgeo | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlgender | vdem_v12_cy.vdem_v12_v2xpe_exlgender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xps_party | vdem_v12_cy.vdem_v12_v2xps_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcs_ccsi | vdem_v12_cy.vdem_v12_v2xcs_ccsi | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xnp_pres | vdem_v12_cy.vdem_v12_v2xnp_pres | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xeg_eqaccess | vdem_v12_cy.vdem_v12_v2xeg_eqaccess | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_diagacc | vdem_v12_cy.vdem_v12_v2x_diagacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2clrgunev | tbl_734eevdem_v12_cy.vdem_v12_v2clrgunev | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | agr_withdrawal_pct_t48 | fao_aqua_cy.agr_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | dam_cap_pcap_t48 | fao_aqua_cy.dam_cap_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | groundwater_export_t48 | fao_aqua_cy.groundwater_export | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | fresh_withdrawal_pct_t48 | fao_aqua_cy.fresh_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | ind_efficiency_t48 | fao_aqua_cy.ind_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | irr_agr_efficiency_t48 | fao_aqua_cy.irr_agr_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | services_efficiency_t48 | fao_aqua_cy.services_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | general_efficiency_t48 | fao_aqua_cy.general_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | water_stress_t48 | fao_aqua_cy.water_stress | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | renewable_internal_pcap_t48 | fao_aqua_cy.renewable_internal_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | renewable_pcap_t48 | fao_aqua_cy.renewable_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_narrow | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_narrow | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | reign_tenure_months | reign_cm.tenure_months | ['missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sp_pop_0014_fe_zs | wdi_cy.wdi_sp_pop_0014_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | gleditsch_ward | country.gwcode | [] | +| fatalities002_joint_broad | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_dt_oda_odat_pc_zs | wdi_cy.wdi_dt_oda_odat_pc_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_ms_mil_xpnd_gd_zs | wdi_cy.wdi_ms_mil_xpnd_gd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_se_enr_prim_fm_zs | wdi_cy.wdi_se_enr_prim_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sp_urb_totl_in_zs | wdi_cy.wdi_sp_urb_totl_in_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sp_dyn_imrt_fe_in | wdi_cy.wdi_sp_dyn_imrt_fe_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_ny_gdp_mktp_kd | wdi_cy.wdi_ny_gdp_mktp_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sh_sta_stnt_zs | wdi_cy.wdi_sh_sta_stnt_zs | ['missing.fill()', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_horacc | vdem_v12_cy.vdem_v12_v2x_horacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xnp_client | vdem_v12_cy.vdem_v12_v2xnp_client | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_veracc | vdem_v12_cy.vdem_v12_v2x_veracc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_divparctrl | vdem_v12_cy.vdem_v12_v2x_divparctrl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_diagacc | vdem_v12_cy.vdem_v12_v2x_diagacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlgeo | vdem_v12_cy.vdem_v12_v2xpe_exlgeo | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlgender | vdem_v12_cy.vdem_v12_v2xpe_exlgender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_ex_party | vdem_v12_cy.vdem_v12_v2x_ex_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_genpp | vdem_v12_cy.vdem_v12_v2x_genpp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xcl_prpty | vdem_v12_cy.vdem_v12_v2xcl_prpty | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xeg_eqprotec | vdem_v12_cy.vdem_v12_v2xeg_eqprotec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_ex_military | vdem_v12_cy.vdem_v12_v2x_ex_military | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_clphy | vdem_v12_cy.vdem_v12_v2x_clphy | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_hosabort | vdem_v12_cy.vdem_v12_v2x_hosabort | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xnp_regcorr | vdem_v12_cy.vdem_v12_v2xnp_regcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', '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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faostat | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faostat | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faostat | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', '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(12)', 'missing.fill()'] | +| fatalities002_faostat | consumer_prices_general_indices | faostat_cpi_cm.consumer_prices_general_indices | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | food_price_inflation | faostat_cpi_cm.food_price_inflation | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_adequate_diet | faostat_fsec_cy.avg_adequate_diet | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_animalprotein_pcap_day | faostat_fsec_cy.avg_animalprotein_pcap_day | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_fprod_value | faostat_fsec_cy.avg_fprod_value | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_protein_pcap_day | faostat_fsec_cy.avg_protein_pcap_day | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | gdp_pc_ppp | faostat_fsec_cy.gdp_pc_ppp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | kcal_pcap_day | faostat_fsec_cy.kcal_pcap_day | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | kcal_pcap_day_cerotu | faostat_fsec_cy.kcal_pcap_day_cerotu | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pcap_fprod_var | faostat_fsec_cy.pcap_fprod_var | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pcap_fsupply_var | faostat_fsec_cy.pcap_fsupply_var | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_arable_land | faostat_fsec_cy.pct_arable_land | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_cereal_import | faostat_fsec_cy.pct_cereal_import | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_fimport_merch | faostat_fsec_cy.pct_fimport_merch | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_modsevere_finsecurity | faostat_fsec_cy.pct_modsevere_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_basicdrink | faostat_fsec_cy.pct_pop_basicdrink | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_basicsani | faostat_fsec_cy.pct_pop_basicsani | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_safedrink | faostat_fsec_cy.pct_pop_safedrink | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_safesani | faostat_fsec_cy.pct_pop_safesani | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_severe_finsecurity | faostat_fsec_cy.pct_severe_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_und5_overweight | faostat_fsec_cy.pct_und5_overweight | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_und5_stunted | faostat_fsec_cy.pct_und5_stunted | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_und5_wasting | faostat_fsec_cy.pct_und5_wasting | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_undernourished | faostat_fsec_cy.pct_undernourished | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pol_stability | faostat_fsec_cy.pol_stability | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pop_modsevere_finsecurity | faostat_fsec_cy.pop_modsevere_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pop_severe_finsecurity | faostat_fsec_cy.pop_severe_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pop_undernourished | faostat_fsec_cy.pop_undernourished | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_adult_obesity | faostat_fsec_cy.prev_adult_obesity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_infant_bfeed | faostat_fsec_cy.prev_infant_bfeed | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_lowbweight | faostat_fsec_cy.prev_lowbweight | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_repr_anemia | faostat_fsec_cy.prev_repr_anemia | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | rail_density | faostat_fsec_cy.rail_density | ['missing.fill()', 'temporal.tlag(12)', '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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faoprices | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faoprices | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faoprices | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', '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(0)'] | +| fatalities002_faoprices | delta_fao_wheat_price | faostat_pp_cm.wheat_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_mp_price | faostat_pp_cm.mp_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_mp_price | faostat_pp_cm.mp_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_sugar_price | faostat_pp_cm.sugar_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_sugar_price | faostat_pp_cm.sugar_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_meat_price | faostat_pp_cm.meat_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_meat_price | faostat_pp_cm.meat_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_milk_price | faostat_pp_cm.milk_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_milk_price | faostat_pp_cm.milk_price | ['missing.replace_na(0)', 'temporal.delta(12)'] |fatalities002_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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_imfweo | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_imfweo | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_imfweo | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', '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(0)'] | +| fatalities002_imfweo | imfweo_ngdp_rpch_tmin1 | imfweo_cm.ngdp_rpch_tmin1 | ['missing.replace_na(0)'] | +| fatalities002_imfweo | imfweo_ngdp_rpch_tplus1 | imfweo_cm.ngdp_rpch_tplus1 | ['missing.replace_na(0)'] | +| fatalities002_imfweo | imfweo_ngdp_rpch_tplus2 | imfweo_cm.ngdp_rpch_tplus2 | ['missing.replace_na(0)'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_all_features.json b/Documentation/cm_Model_fatalities002_all_features.json new file mode 100644 index 0000000..9c70c2c --- /dev/null +++ b/Documentation/cm_Model_fatalities002_all_features.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_all_features","ln_ged_sb_tlag_1","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_all_features","ln_ged_sb_tlag_2","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_all_features","ln_ged_sb_tlag_3","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(3)","missing.fill()","ops.ln()"]],["fatalities002_all_features","ln_ged_sb_tlag_4","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(4)","missing.fill()","ops.ln()"]],["fatalities002_all_features","ln_ged_sb_tlag_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(5)","missing.fill()","ops.ln()"]],["fatalities002_all_features","ln_ged_sb_tlag_6","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(6)","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(24)","missing.replace_na()"]],["fatalities002_all_features","decay_ged_sb_100","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_all_features","decay_ged_sb_500","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","missing.replace_na()"]],["fatalities002_all_features","decay_ged_os_100","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_all_features","decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","decay_ged_ns_100","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1)","missing.fill()","ops.ln()"]],["fatalities002_all_features","decay_acled_sb_5","acled2_cm.acled_sb_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","decay_acled_os_5","acled2_cm.acled_os_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","decay_acled_ns_5","acled2_cm.acled_ns_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","splag_1_decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","splag_1_decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_all_features","gleditsch_ward","country.gwcode",[]],["fatalities002_all_features","topic_tokens_t1","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_tokens_t2","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_tokens_t13","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_tokens_t1_splag","topic2_cm.topic_tokens",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta0_stock_t1","topic2_cm.topic_ste_theta0_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta0_stock_t2","topic2_cm.topic_ste_theta0_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta0_stock_t13","topic2_cm.topic_ste_theta0_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta0_stock_t1_splag","topic2_cm.topic_ste_theta0_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta1_stock_t1","topic2_cm.topic_ste_theta1_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta1_stock_t2","topic2_cm.topic_ste_theta1_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta1_stock_t13","topic2_cm.topic_ste_theta1_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta1_stock_t1_splag","topic2_cm.topic_ste_theta1_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta2_stock_t1","topic2_cm.topic_ste_theta2_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta2_stock_t2","topic2_cm.topic_ste_theta2_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta2_stock_t13","topic2_cm.topic_ste_theta2_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta2_stock_t1_splag","topic2_cm.topic_ste_theta2_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta3_stock_t1","topic2_cm.topic_ste_theta3_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta3_stock_t2","topic2_cm.topic_ste_theta3_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta3_stock_t13","topic2_cm.topic_ste_theta3_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta3_stock_t1_splag","topic2_cm.topic_ste_theta3_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta4_stock_t1","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta4_stock_t2","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta4_stock_t13","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta4_stock_t1_splag","topic2_cm.topic_ste_theta4_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta5_stock_t1","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta5_stock_t2","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta5_stock_t13","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","topic_ste_theta5_stock_t1_splag","topic2_cm.topic_ste_theta5_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 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0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_all_features","wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_all_features","wdi_sp_dyn_imrt_in","wdi_cy.wdi_sp_dyn_imrt_in",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_all_features","agr_withdrawal_pct_t48","fao_aqua_cy.agr_withdrawal_pct",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","dam_cap_pcap_t48","fao_aqua_cy.dam_cap_pcap",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","groundwater_export_t48","fao_aqua_cy.groundwater_export",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","fresh_withdrawal_pct_t48","fao_aqua_cy.fresh_withdrawal_pct",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","ind_efficiency_t48","fao_aqua_cy.ind_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","irr_agr_efficiency_t48","fao_aqua_cy.irr_agr_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","services_efficiency_t48","fao_aqua_cy.services_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","general_efficiency_t48","fao_aqua_cy.general_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","water_stress_t48","fao_aqua_cy.water_stress",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","renewable_internal_pcap_t48","fao_aqua_cy.renewable_internal_pcap",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_all_features","renewable_pcap_t48","fao_aqua_cy.renewable_pcap",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_all_features.md b/Documentation/cm_Model_fatalities002_all_features.md new file mode 100644 index 0000000..0a79ea7 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_all_features.md @@ -0,0 +1,193 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', '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(24)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_all_features | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | splag_1_decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | splag_1_decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_all_features | gleditsch_ward | country.gwcode | [] | +| fatalities002_all_features | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_tokens_t13 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_tokens_t1_splag | topic2_cm.topic_tokens | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t1 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t2 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t13 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta0_stock_t1_splag | topic2_cm.topic_ste_theta0_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t1 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t2 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t13 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta1_stock_t1_splag | topic2_cm.topic_ste_theta1_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t1 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t2 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t13 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta2_stock_t1_splag | topic2_cm.topic_ste_theta2_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t1 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t2 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t13 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta3_stock_t1_splag | topic2_cm.topic_ste_theta3_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t1 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t2 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t13 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta6_stock_t1_splag | topic2_cm.topic_ste_theta6_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t1 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t2 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t13 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta7_stock_t1_splag | topic2_cm.topic_ste_theta7_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t1 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t2 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t13 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta8_stock_t1_splag | topic2_cm.topic_ste_theta8_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t1 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t2 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t13 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta9_stock_t1_splag | topic2_cm.topic_ste_theta9_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t1 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t2 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t13 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta10_stock_t1_splag | topic2_cm.topic_ste_theta10_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t1 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t2 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t13 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta11_stock_t1_splag | topic2_cm.topic_ste_theta11_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t1 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t2 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t13 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta12_stock_t1_splag | topic2_cm.topic_ste_theta12_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t1 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t2 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t13 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta13_stock_t1_splag | topic2_cm.topic_ste_theta13_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t1 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t2 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t13 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | topic_ste_theta14_stock_t1_splag | topic2_cm.topic_ste_theta14_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_dt_oda_odat_pc_zs | wdi_cy.wdi_dt_oda_odat_pc_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_ms_mil_xpnd_gd_zs | wdi_cy.wdi_ms_mil_xpnd_gd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_ms_mil_xpnd_zs | wdi_cy.wdi_ms_mil_xpnd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_nv_agr_totl_kd | wdi_cy.wdi_nv_agr_totl_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_ny_gdp_pcap_kd | wdi_cy.wdi_ny_gdp_pcap_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_dyn_le00_in | wdi_cy.wdi_sp_dyn_le00_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_se_enr_prim_fm_zs | wdi_cy.wdi_se_enr_prim_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_se_enr_prsc_fm_zs | wdi_cy.wdi_se_enr_prsc_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_se_prm_nenr | wdi_cy.wdi_se_prm_nenr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sh_sta_stnt_zs | wdi_cy.wdi_sh_sta_stnt_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_totl_zs | wdi_cy.wdi_sm_pop_totl_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sh_dyn_mort_fe | wdi_cy.wdi_sh_dyn_mort_fe | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_0014_fe_zs | wdi_cy.wdi_sp_pop_0014_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_1564_fe_zs | wdi_cy.wdi_sp_pop_1564_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_65up_fe_zs | wdi_cy.wdi_sp_pop_65up_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_urb_totl_in_zs | wdi_cy.wdi_sp_urb_totl_in_zs | ['missing.fill()', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_delibdem | vdem_v12_cy.vdem_v12_v2x_delibdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_egaldem | vdem_v12_cy.vdem_v12_v2x_egaldem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_libdem_48 | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(60)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_partip | vdem_v12_cy.vdem_v12_v2x_partip | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_partipdem | vdem_v12_cy.vdem_v12_v2x_partipdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_civlib | vdem_v12_cy.vdem_v12_v2x_civlib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_clphy | vdem_v12_cy.vdem_v12_v2x_clphy | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_cspart | vdem_v12_cy.vdem_v12_v2x_cspart | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_divparctrl | vdem_v12_cy.vdem_v12_v2x_divparctrl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_edcomp_thick | vdem_v12_cy.vdem_v12_v2x_edcomp_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_egal | vdem_v12_cy.vdem_v12_v2x_egal | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_execorr | vdem_v12_cy.vdem_v12_v2x_execorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_frassoc_thick | vdem_v12_cy.vdem_v12_v2x_frassoc_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_gencs | vdem_v12_cy.vdem_v12_v2x_gencs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_gender | vdem_v12_cy.vdem_v12_v2x_gender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_genpp | vdem_v12_cy.vdem_v12_v2x_genpp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_horacc | vdem_v12_cy.vdem_v12_v2x_horacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_neopat | vdem_v12_cy.vdem_v12_v2x_neopat | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_pubcorr | vdem_v12_cy.vdem_v12_v2x_pubcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_rule | vdem_v12_cy.vdem_v12_v2x_rule | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_veracc | vdem_v12_cy.vdem_v12_v2x_veracc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_ex_military | vdem_v12_cy.vdem_v12_v2x_ex_military | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_ex_party | vdem_v12_cy.vdem_v12_v2x_ex_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_freexp | vdem_v12_cy.vdem_v12_v2x_freexp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_acjst | vdem_v12_cy.vdem_v12_v2xcl_acjst | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_prpty | vdem_v12_cy.vdem_v12_v2xcl_prpty | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcl_slave | vdem_v12_cy.vdem_v12_v2xcl_slave | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xdd_dd | vdem_v12_cy.vdem_v12_v2xdd_dd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xdl_delib | vdem_v12_cy.vdem_v12_v2xdl_delib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xeg_eqprotec | vdem_v12_cy.vdem_v12_v2xeg_eqprotec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xel_frefair | vdem_v12_cy.vdem_v12_v2xel_frefair | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xel_regelec | vdem_v12_cy.vdem_v12_v2xel_regelec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xme_altinf | vdem_v12_cy.vdem_v12_v2xme_altinf | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xnp_client | vdem_v12_cy.vdem_v12_v2xnp_client | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xnp_regcorr | vdem_v12_cy.vdem_v12_v2xnp_regcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlecon | vdem_v12_cy.vdem_v12_v2xpe_exlecon | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlgeo | vdem_v12_cy.vdem_v12_v2xpe_exlgeo | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlgender | vdem_v12_cy.vdem_v12_v2xpe_exlgender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xps_party | vdem_v12_cy.vdem_v12_v2xps_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xcs_ccsi | vdem_v12_cy.vdem_v12_v2xcs_ccsi | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xnp_pres | vdem_v12_cy.vdem_v12_v2xnp_pres | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2xeg_eqaccess | vdem_v12_cy.vdem_v12_v2xeg_eqaccess | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2x_diagacc | vdem_v12_cy.vdem_v12_v2x_diagacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | vdem_v2clrgunev | tbl_734eevdem_v12_cy.vdem_v12_v2clrgunev | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_all_features | agr_withdrawal_pct_t48 | fao_aqua_cy.agr_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | dam_cap_pcap_t48 | fao_aqua_cy.dam_cap_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | groundwater_export_t48 | fao_aqua_cy.groundwater_export | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | fresh_withdrawal_pct_t48 | fao_aqua_cy.fresh_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | ind_efficiency_t48 | fao_aqua_cy.ind_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | irr_agr_efficiency_t48 | fao_aqua_cy.irr_agr_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | services_efficiency_t48 | fao_aqua_cy.services_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | general_efficiency_t48 | fao_aqua_cy.general_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | water_stress_t48 | fao_aqua_cy.water_stress | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | renewable_internal_pcap_t48 | fao_aqua_cy.renewable_internal_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_all_features | renewable_pcap_t48 | fao_aqua_cy.renewable_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_aquastat.json b/Documentation/cm_Model_fatalities002_aquastat.json new file mode 100644 index 0000000..6b51792 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_aquastat.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_aquastat","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_aquastat","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_aquastat","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_aquastat","agr_withdrawal_pct_t48","fao_aqua_cy.agr_withdrawal_pct",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","dam_cap_pcap_t48","fao_aqua_cy.dam_cap_pcap",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","groundwater_export_t48","fao_aqua_cy.groundwater_export",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","fresh_withdrawal_pct_t48","fao_aqua_cy.fresh_withdrawal_pct",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","ind_efficiency_t48","fao_aqua_cy.ind_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","irr_agr_efficiency_t48","fao_aqua_cy.irr_agr_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","services_efficiency_t48","fao_aqua_cy.services_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","general_efficiency_t48","fao_aqua_cy.general_efficiency",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","water_stress_t48","fao_aqua_cy.water_stress",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","renewable_internal_pcap_t48","fao_aqua_cy.renewable_internal_pcap",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]],["fatalities002_aquastat","renewable_pcap_t48","fao_aqua_cy.renewable_pcap",["missing.fill()","temporal.tlag(48)","missing.replace_na()","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_aquastat.md b/Documentation/cm_Model_fatalities002_aquastat.md new file mode 100644 index 0000000..3a5b53f --- /dev/null +++ b/Documentation/cm_Model_fatalities002_aquastat.md @@ -0,0 +1,19 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_aquastat | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_aquastat | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_aquastat | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_aquastat | agr_withdrawal_pct_t48 | fao_aqua_cy.agr_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | dam_cap_pcap_t48 | fao_aqua_cy.dam_cap_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | groundwater_export_t48 | fao_aqua_cy.groundwater_export | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | fresh_withdrawal_pct_t48 | fao_aqua_cy.fresh_withdrawal_pct | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | ind_efficiency_t48 | fao_aqua_cy.ind_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | irr_agr_efficiency_t48 | fao_aqua_cy.irr_agr_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | services_efficiency_t48 | fao_aqua_cy.services_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | general_efficiency_t48 | fao_aqua_cy.general_efficiency | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | water_stress_t48 | fao_aqua_cy.water_stress | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | renewable_internal_pcap_t48 | fao_aqua_cy.renewable_internal_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_aquastat | renewable_pcap_t48 | fao_aqua_cy.renewable_pcap | ['missing.fill()', 'temporal.tlag(48)', 'missing.replace_na()', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_baseline.json b/Documentation/cm_Model_fatalities002_baseline.json new file mode 100644 index 0000000..6921d16 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_baseline.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_baseline","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_baseline","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_baseline","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_baseline.md b/Documentation/cm_Model_fatalities002_baseline.md new file mode 100644 index 0000000..612cbc1 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_baseline.md @@ -0,0 +1,8 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_baseline | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_baseline | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_baseline | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_conflict_history.json b/Documentation/cm_Model_fatalities002_conflict_history.json new file mode 100644 index 0000000..b136902 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_conflict_history.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_conflict_history","ln_ged_sb_tlag_1","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history","ln_ged_sb_tlag_2","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history","ln_ged_sb_tlag_3","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(3)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history","ln_ged_sb_tlag_4","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(4)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history","ln_ged_sb_tlag_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(5)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history","ln_ged_sb_tlag_6","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(6)","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(24)","missing.replace_na()"]],["fatalities002_conflict_history","decay_ged_sb_100","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_conflict_history","decay_ged_sb_500","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","missing.replace_na()"]],["fatalities002_conflict_history","decay_ged_os_100","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_conflict_history","decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","decay_ged_ns_100","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history","decay_acled_sb_5","acled2_cm.acled_sb_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","decay_acled_os_5","acled2_cm.acled_os_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","decay_acled_ns_5","acled2_cm.acled_ns_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","splag_1_decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","splag_1_decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history","gleditsch_ward","country.gwcode",[]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_conflict_history.md b/Documentation/cm_Model_fatalities002_conflict_history.md new file mode 100644 index 0000000..7518863 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_conflict_history.md @@ -0,0 +1,32 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', '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(24)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | splag_1_decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | splag_1_decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history | gleditsch_ward | country.gwcode | [] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_conflict_history_long.json b/Documentation/cm_Model_fatalities002_conflict_history_long.json new file mode 100644 index 0000000..f9410bd --- /dev/null +++ b/Documentation/cm_Model_fatalities002_conflict_history_long.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","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(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history_long","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_conflict_history_long","ln_ged_sb_tlag_1","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_sb_tlag_2","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_sb_tlag_3","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(3)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_sb_tlag_4","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(4)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_sb_tlag_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(5)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_sb_tlag_6","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(6)","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(24)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_sb_100","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_sb_500","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_os_100","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_ns_100","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","decay_acled_sb_5","acled2_cm.acled_sb_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_acled_os_5","acled2_cm.acled_os_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_acled_ns_5","acled2_cm.acled_ns_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","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(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","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(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","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(12)","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(48)","missing.replace_na()"]],["fatalities002_conflict_history_long","splag_1_ged_sb","ged2_cm.ged_sb_best_sum_nokgi",["spatial.countrylag(1, 1, 0, 0)","missing.replace_na()"]],["fatalities002_conflict_history_long","splag_2_ged_sb","ged2_cm.ged_sb_best_sum_nokgi",["spatial.countrylag(1, 2, 0, 0)","missing.replace_na()"]],["fatalities002_conflict_history_long","splag_1_ged_os","ged2_cm.ged_os_best_sum_nokgi",["spatial.countrylag(1, 1, 0, 0)","missing.replace_na()"]],["fatalities002_conflict_history_long","splag_1_ged_ns","ged2_cm.ged_ns_best_sum_nokgi",["spatial.countrylag(1, 1, 0, 0)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_sb_1","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(1)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_sb_25","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(25)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_os_1","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(1)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_os_25","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(25)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_os_500","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_ns_1","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(1)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_ns_25","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(25)","missing.replace_na()"]],["fatalities002_conflict_history_long","decay_ged_ns_500","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","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(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_ns_tlag_2","ged2_cm.ged_ns_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_ged_os_tlag_2","ged2_cm.ged_os_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_acled_sb_tlag_1","acled2_cm.acled_sb_fat",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_acled_sb_tlag_2","acled2_cm.acled_sb_fat",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_acled_os_tlag_1","acled2_cm.acled_os_fat",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_acled_os_tlag_2","acled2_cm.acled_os_fat",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_acled_ns_tlag_1","acled2_cm.acled_ns_fat",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_conflict_history_long","ln_acled_ns_tlag_2","acled2_cm.acled_os_fat",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_conflict_history_long.md b/Documentation/cm_Model_fatalities002_conflict_history_long.md new file mode 100644 index 0000000..ab2e3bb --- /dev/null +++ b/Documentation/cm_Model_fatalities002_conflict_history_long.md @@ -0,0 +1,65 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', '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(24)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', '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(12)', '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(48)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_1_ged_sb | ged2_cm.ged_sb_best_sum_nokgi | ['spatial.countrylag(1, 1, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_2_ged_sb | ged2_cm.ged_sb_best_sum_nokgi | ['spatial.countrylag(1, 2, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_1_ged_os | ged2_cm.ged_os_best_sum_nokgi | ['spatial.countrylag(1, 1, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | splag_1_ged_ns | ged2_cm.ged_ns_best_sum_nokgi | ['spatial.countrylag(1, 1, 0, 0)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(1)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_sb_25 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(25)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_1 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(1)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_25 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(25)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_os_500 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_1 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(1)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_25 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(25)', 'missing.replace_na()'] | +| fatalities002_conflict_history_long | decay_ged_ns_500 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_ns_tlag_2 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_ged_os_tlag_2 | ged2_cm.ged_os_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_sb_tlag_1 | acled2_cm.acled_sb_fat | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_sb_tlag_2 | acled2_cm.acled_sb_fat | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_os_tlag_1 | acled2_cm.acled_os_fat | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_os_tlag_2 | acled2_cm.acled_os_fat | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_ns_tlag_1 | acled2_cm.acled_ns_fat | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_conflict_history_long | ln_acled_ns_tlag_2 | acled2_cm.acled_os_fat | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_faoprices.json b/Documentation/cm_Model_fatalities002_faoprices.json new file mode 100644 index 0000000..497bbd5 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_faoprices.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_faoprices","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_faoprices","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_faoprices","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","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(0)"]],["fatalities002_faoprices","delta_fao_wheat_price","faostat_pp_cm.wheat_price",["missing.replace_na(0)","temporal.delta(12)"]],["fatalities002_faoprices","fao_mp_price","faostat_pp_cm.mp_price",["missing.replace_na(0)"]],["fatalities002_faoprices","delta_fao_mp_price","faostat_pp_cm.mp_price",["missing.replace_na(0)","temporal.delta(12)"]],["fatalities002_faoprices","fao_sugar_price","faostat_pp_cm.sugar_price",["missing.replace_na(0)"]],["fatalities002_faoprices","delta_fao_sugar_price","faostat_pp_cm.sugar_price",["missing.replace_na(0)","temporal.delta(12)"]],["fatalities002_faoprices","fao_meat_price","faostat_pp_cm.meat_price",["missing.replace_na(0)"]],["fatalities002_faoprices","delta_fao_meat_price","faostat_pp_cm.meat_price",["missing.replace_na(0)","temporal.delta(12)"]],["fatalities002_faoprices","fao_milk_price","faostat_pp_cm.milk_price",["missing.replace_na(0)"]],["fatalities002_faoprices","delta_fao_milk_price","faostat_pp_cm.milk_price",["missing.replace_na(0)","temporal.delta(12)"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_faoprices.md b/Documentation/cm_Model_fatalities002_faoprices.md new file mode 100644 index 0000000..30bd782 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_faoprices.md @@ -0,0 +1,19 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faoprices | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faoprices | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faoprices | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', '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(0)'] | +| fatalities002_faoprices | delta_fao_wheat_price | faostat_pp_cm.wheat_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_mp_price | faostat_pp_cm.mp_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_mp_price | faostat_pp_cm.mp_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_sugar_price | faostat_pp_cm.sugar_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_sugar_price | faostat_pp_cm.sugar_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_meat_price | faostat_pp_cm.meat_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_meat_price | faostat_pp_cm.meat_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | +| fatalities002_faoprices | fao_milk_price | faostat_pp_cm.milk_price | ['missing.replace_na(0)'] | +| fatalities002_faoprices | delta_fao_milk_price | faostat_pp_cm.milk_price | ['missing.replace_na(0)', 'temporal.delta(12)'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_faostat.json b/Documentation/cm_Model_fatalities002_faostat.json new file mode 100644 index 0000000..8e9934a --- /dev/null +++ b/Documentation/cm_Model_fatalities002_faostat.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_faostat","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_faostat","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_faostat","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","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(12)","missing.fill()"]],["fatalities002_faostat","consumer_prices_general_indices","faostat_cpi_cm.consumer_prices_general_indices",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","food_price_inflation","faostat_cpi_cm.food_price_inflation",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","avg_adequate_diet","faostat_fsec_cy.avg_adequate_diet",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","avg_animalprotein_pcap_day","faostat_fsec_cy.avg_animalprotein_pcap_day",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","avg_fprod_value","faostat_fsec_cy.avg_fprod_value",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","avg_protein_pcap_day","faostat_fsec_cy.avg_protein_pcap_day",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","gdp_pc_ppp","faostat_fsec_cy.gdp_pc_ppp",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","kcal_pcap_day","faostat_fsec_cy.kcal_pcap_day",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","kcal_pcap_day_cerotu","faostat_fsec_cy.kcal_pcap_day_cerotu",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pcap_fprod_var","faostat_fsec_cy.pcap_fprod_var",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pcap_fsupply_var","faostat_fsec_cy.pcap_fsupply_var",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_arable_land","faostat_fsec_cy.pct_arable_land",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_cereal_import","faostat_fsec_cy.pct_cereal_import",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_fimport_merch","faostat_fsec_cy.pct_fimport_merch",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_modsevere_finsecurity","faostat_fsec_cy.pct_modsevere_finsecurity",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_pop_basicdrink","faostat_fsec_cy.pct_pop_basicdrink",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_pop_basicsani","faostat_fsec_cy.pct_pop_basicsani",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_pop_safedrink","faostat_fsec_cy.pct_pop_safedrink",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_pop_safesani","faostat_fsec_cy.pct_pop_safesani",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_severe_finsecurity","faostat_fsec_cy.pct_severe_finsecurity",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_und5_overweight","faostat_fsec_cy.pct_und5_overweight",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_und5_stunted","faostat_fsec_cy.pct_und5_stunted",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_und5_wasting","faostat_fsec_cy.pct_und5_wasting",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pct_undernourished","faostat_fsec_cy.pct_undernourished",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pol_stability","faostat_fsec_cy.pol_stability",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pop_modsevere_finsecurity","faostat_fsec_cy.pop_modsevere_finsecurity",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pop_severe_finsecurity","faostat_fsec_cy.pop_severe_finsecurity",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","pop_undernourished","faostat_fsec_cy.pop_undernourished",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","prev_adult_obesity","faostat_fsec_cy.prev_adult_obesity",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","prev_infant_bfeed","faostat_fsec_cy.prev_infant_bfeed",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","prev_lowbweight","faostat_fsec_cy.prev_lowbweight",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","prev_repr_anemia","faostat_fsec_cy.prev_repr_anemia",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_faostat","rail_density","faostat_fsec_cy.rail_density",["missing.fill()","temporal.tlag(12)","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_faostat.md b/Documentation/cm_Model_fatalities002_faostat.md new file mode 100644 index 0000000..bd56c14 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_faostat.md @@ -0,0 +1,43 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faostat | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faostat | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_faostat | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', '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(12)', 'missing.fill()'] | +| fatalities002_faostat | consumer_prices_general_indices | faostat_cpi_cm.consumer_prices_general_indices | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | food_price_inflation | faostat_cpi_cm.food_price_inflation | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_adequate_diet | faostat_fsec_cy.avg_adequate_diet | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_animalprotein_pcap_day | faostat_fsec_cy.avg_animalprotein_pcap_day | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_fprod_value | faostat_fsec_cy.avg_fprod_value | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | avg_protein_pcap_day | faostat_fsec_cy.avg_protein_pcap_day | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | gdp_pc_ppp | faostat_fsec_cy.gdp_pc_ppp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | kcal_pcap_day | faostat_fsec_cy.kcal_pcap_day | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | kcal_pcap_day_cerotu | faostat_fsec_cy.kcal_pcap_day_cerotu | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pcap_fprod_var | faostat_fsec_cy.pcap_fprod_var | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pcap_fsupply_var | faostat_fsec_cy.pcap_fsupply_var | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_arable_land | faostat_fsec_cy.pct_arable_land | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_cereal_import | faostat_fsec_cy.pct_cereal_import | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_fimport_merch | faostat_fsec_cy.pct_fimport_merch | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_modsevere_finsecurity | faostat_fsec_cy.pct_modsevere_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_basicdrink | faostat_fsec_cy.pct_pop_basicdrink | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_basicsani | faostat_fsec_cy.pct_pop_basicsani | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_safedrink | faostat_fsec_cy.pct_pop_safedrink | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_pop_safesani | faostat_fsec_cy.pct_pop_safesani | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_severe_finsecurity | faostat_fsec_cy.pct_severe_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_und5_overweight | faostat_fsec_cy.pct_und5_overweight | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_und5_stunted | faostat_fsec_cy.pct_und5_stunted | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_und5_wasting | faostat_fsec_cy.pct_und5_wasting | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pct_undernourished | faostat_fsec_cy.pct_undernourished | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pol_stability | faostat_fsec_cy.pol_stability | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pop_modsevere_finsecurity | faostat_fsec_cy.pop_modsevere_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pop_severe_finsecurity | faostat_fsec_cy.pop_severe_finsecurity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | pop_undernourished | faostat_fsec_cy.pop_undernourished | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_adult_obesity | faostat_fsec_cy.prev_adult_obesity | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_infant_bfeed | faostat_fsec_cy.prev_infant_bfeed | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_lowbweight | faostat_fsec_cy.prev_lowbweight | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | prev_repr_anemia | faostat_fsec_cy.prev_repr_anemia | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_faostat | rail_density | faostat_fsec_cy.rail_density | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_imfweo.json b/Documentation/cm_Model_fatalities002_imfweo.json new file mode 100644 index 0000000..7056fa9 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_imfweo.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_imfweo","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_imfweo","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_imfweo","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","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(0)"]],["fatalities002_imfweo","imfweo_ngdp_rpch_tmin1","imfweo_cm.ngdp_rpch_tmin1",["missing.replace_na(0)"]],["fatalities002_imfweo","imfweo_ngdp_rpch_tplus1","imfweo_cm.ngdp_rpch_tplus1",["missing.replace_na(0)"]],["fatalities002_imfweo","imfweo_ngdp_rpch_tplus2","imfweo_cm.ngdp_rpch_tplus2",["missing.replace_na(0)"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_imfweo.md b/Documentation/cm_Model_fatalities002_imfweo.md new file mode 100644 index 0000000..bb1a8f2 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_imfweo.md @@ -0,0 +1,13 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_imfweo | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_imfweo | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_imfweo | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', '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(0)'] | +| fatalities002_imfweo | imfweo_ngdp_rpch_tmin1 | imfweo_cm.ngdp_rpch_tmin1 | ['missing.replace_na(0)'] | +| fatalities002_imfweo | imfweo_ngdp_rpch_tplus1 | imfweo_cm.ngdp_rpch_tplus1 | ['missing.replace_na(0)'] | +| fatalities002_imfweo | imfweo_ngdp_rpch_tplus2 | imfweo_cm.ngdp_rpch_tplus2 | ['missing.replace_na(0)'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_joint_broad.json b/Documentation/cm_Model_fatalities002_joint_broad.json new file mode 100644 index 0000000..4ef579b --- /dev/null +++ b/Documentation/cm_Model_fatalities002_joint_broad.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","ln_ged_sb_tlag_1","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","ln_ged_sb_tlag_2","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","ln_ged_sb_tlag_3","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(3)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","ln_ged_sb_tlag_4","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(4)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","ln_ged_sb_tlag_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(5)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","ln_ged_sb_tlag_6","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(6)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_sb_100","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_sb_500","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_os_100","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","decay_ged_ns_100","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","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(1)","missing.fill()","ops.ln()"]],["fatalities002_joint_broad","decay_acled_sb_5","acled2_cm.acled_sb_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","decay_acled_os_5","acled2_cm.acled_os_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","decay_acled_ns_5","acled2_cm.acled_ns_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","splag_1_decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","splag_1_decay_ged_ns_5","ged2_cm.ged_ns_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_broad","gleditsch_ward","country.gwcode",[]],["fatalities002_joint_broad","topic_tokens_t1","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_tokens_t2","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta4_stock_t1","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta4_stock_t2","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta4_stock_t13","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta4_stock_t1_splag","topic2_cm.topic_ste_theta4_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta5_stock_t1","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta5_stock_t2","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta5_stock_t13","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","topic_ste_theta5_stock_t1_splag","topic2_cm.topic_ste_theta5_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_broad","wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sm_pop_refg_or","wdi_cy.wdi_sm_pop_refg_or",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_dt_oda_odat_pc_zs","wdi_cy.wdi_dt_oda_odat_pc_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_ms_mil_xpnd_gd_zs","wdi_cy.wdi_ms_mil_xpnd_gd_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sl_tlf_totl_fe_zs","wdi_cy.wdi_sl_tlf_totl_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_nv_agr_totl_kn","wdi_cy.wdi_nv_agr_totl_kn",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sp_pop_grow","wdi_cy.wdi_sp_pop_grow",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_se_enr_prim_fm_zs","wdi_cy.wdi_se_enr_prim_fm_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sp_urb_totl_in_zs","wdi_cy.wdi_sp_urb_totl_in_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sh_sta_maln_zs","wdi_cy.wdi_sh_sta_maln_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sp_dyn_imrt_fe_in","wdi_cy.wdi_sp_dyn_imrt_fe_in",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_ny_gdp_mktp_kd","wdi_cy.wdi_ny_gdp_mktp_kd",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","wdi_sh_sta_stnt_zs","wdi_cy.wdi_sh_sta_stnt_zs",["missing.fill()","temporal.tlag(12)","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(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_wdi_sm_pop_refg_or","wdi_cy.wdi_sm_pop_refg_or",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_wdi_ag_lnd_frst_k2","wdi_cy.wdi_ag_lnd_frst_k2",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_horacc","vdem_v12_cy.vdem_v12_v2x_horacc",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xnp_client","vdem_v12_cy.vdem_v12_v2xnp_client",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_veracc","vdem_v12_cy.vdem_v12_v2x_veracc",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_divparctrl","vdem_v12_cy.vdem_v12_v2x_divparctrl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xpe_exlpol","vdem_v12_cy.vdem_v12_v2xpe_exlpol",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_diagacc","vdem_v12_cy.vdem_v12_v2x_diagacc",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xpe_exlgeo","vdem_v12_cy.vdem_v12_v2xpe_exlgeo",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xpe_exlgender","vdem_v12_cy.vdem_v12_v2xpe_exlgender",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xpe_exlsocgr","vdem_v12_cy.vdem_v12_v2xpe_exlsocgr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_ex_party","vdem_v12_cy.vdem_v12_v2x_ex_party",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_genpp","vdem_v12_cy.vdem_v12_v2x_genpp",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xeg_eqdr","vdem_v12_cy.vdem_v12_v2xeg_eqdr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xcl_prpty","vdem_v12_cy.vdem_v12_v2xcl_prpty",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xeg_eqprotec","vdem_v12_cy.vdem_v12_v2xeg_eqprotec",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_ex_military","vdem_v12_cy.vdem_v12_v2x_ex_military",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xcl_dmove","vdem_v12_cy.vdem_v12_v2xcl_dmove",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_clphy","vdem_v12_cy.vdem_v12_v2x_clphy",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2x_hosabort","vdem_v12_cy.vdem_v12_v2x_hosabort",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","vdem_v2xnp_regcorr","vdem_v12_cy.vdem_v12_v2xnp_regcorr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_vdem_v2x_libdem","vdem_v12_cy.vdem_v12_v2x_libdem",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_vdem_v2xcl_dmove","vdem_v12_cy.vdem_v12_v2xcl_dmove",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_vdem_v2x_accountability","vdem_v12_cy.vdem_v12_v2x_accountability",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_vdem_v2xpe_exlsocgr","vdem_v12_cy.vdem_v12_v2xpe_exlsocgr",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_broad","splag_vdem_v2xcl_rol","vdem_v12_cy.vdem_v12_v2xcl_rol",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_joint_broad.md b/Documentation/cm_Model_fatalities002_joint_broad.md new file mode 100644 index 0000000..3a12a83 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_joint_broad.md @@ -0,0 +1,85 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_3 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(3)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_4 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(4)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(5)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | ln_ged_sb_tlag_6 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(6)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_os_100 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_ged_ns_100 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', '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(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_broad | decay_acled_sb_5 | acled2_cm.acled_sb_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | decay_acled_ns_5 | acled2_cm.acled_ns_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | splag_1_decay_ged_ns_5 | ged2_cm.ged_ns_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_broad | gleditsch_ward | country.gwcode | [] | +| fatalities002_joint_broad | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_dt_oda_odat_pc_zs | wdi_cy.wdi_dt_oda_odat_pc_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_ms_mil_xpnd_gd_zs | wdi_cy.wdi_ms_mil_xpnd_gd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_se_enr_prim_fm_zs | wdi_cy.wdi_se_enr_prim_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sp_urb_totl_in_zs | wdi_cy.wdi_sp_urb_totl_in_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sp_dyn_imrt_fe_in | wdi_cy.wdi_sp_dyn_imrt_fe_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_ny_gdp_mktp_kd | wdi_cy.wdi_ny_gdp_mktp_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | wdi_sh_sta_stnt_zs | wdi_cy.wdi_sh_sta_stnt_zs | ['missing.fill()', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_horacc | vdem_v12_cy.vdem_v12_v2x_horacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xnp_client | vdem_v12_cy.vdem_v12_v2xnp_client | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_veracc | vdem_v12_cy.vdem_v12_v2x_veracc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_divparctrl | vdem_v12_cy.vdem_v12_v2x_divparctrl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_diagacc | vdem_v12_cy.vdem_v12_v2x_diagacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlgeo | vdem_v12_cy.vdem_v12_v2xpe_exlgeo | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlgender | vdem_v12_cy.vdem_v12_v2xpe_exlgender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_ex_party | vdem_v12_cy.vdem_v12_v2x_ex_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_genpp | vdem_v12_cy.vdem_v12_v2x_genpp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xcl_prpty | vdem_v12_cy.vdem_v12_v2xcl_prpty | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xeg_eqprotec | vdem_v12_cy.vdem_v12_v2xeg_eqprotec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_ex_military | vdem_v12_cy.vdem_v12_v2x_ex_military | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_clphy | vdem_v12_cy.vdem_v12_v2x_clphy | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2x_hosabort | vdem_v12_cy.vdem_v12_v2x_hosabort | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | vdem_v2xnp_regcorr | vdem_v12_cy.vdem_v12_v2xnp_regcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_broad | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_joint_narrow.json b/Documentation/cm_Model_fatalities002_joint_narrow.json new file mode 100644 index 0000000..9b7a4cd --- /dev/null +++ b/Documentation/cm_Model_fatalities002_joint_narrow.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_narrow","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_narrow","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_narrow","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","ln_ged_sb_tlag_1","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(1)","missing.fill()","ops.ln()"]],["fatalities002_joint_narrow","ln_ged_sb_tlag_2","ged2_cm.ged_sb_best_sum_nokgi",["missing.fill()","temporal.tlag(2)","missing.fill()","ops.ln()"]],["fatalities002_joint_narrow","decay_acled_os_5","acled2_cm.acled_os_fat",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_joint_narrow","decay_ged_sb_100","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(100)","missing.replace_na()"]],["fatalities002_joint_narrow","decay_ged_sb_500","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(500)","missing.replace_na()"]],["fatalities002_joint_narrow","reign_tenure_months","reign_cm.tenure_months",["missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_tokens_t1","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_tokens_t2","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta4_stock_t1","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta4_stock_t2","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta4_stock_t13","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta4_stock_t1_splag","topic2_cm.topic_ste_theta4_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta5_stock_t1","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta5_stock_t2","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta5_stock_t13","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","topic_ste_theta5_stock_t1_splag","topic2_cm.topic_ste_theta5_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_joint_narrow","wdi_ag_lnd_frst_k2","wdi_cy.wdi_ag_lnd_frst_k2",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_nv_agr_totl_kn","wdi_cy.wdi_nv_agr_totl_kn",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_sh_sta_maln_zs","wdi_cy.wdi_sh_sta_maln_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_sl_tlf_totl_fe_zs","wdi_cy.wdi_sl_tlf_totl_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_sm_pop_refg_or","wdi_cy.wdi_sm_pop_refg_or",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_sp_dyn_imrt_in","wdi_cy.wdi_sp_dyn_imrt_in",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_sp_pop_0014_fe_zs","wdi_cy.wdi_sp_pop_0014_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","wdi_sp_pop_grow","wdi_cy.wdi_sp_pop_grow",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","splag_wdi_ag_lnd_frst_k2","wdi_cy.wdi_ag_lnd_frst_k2",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","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(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","splag_wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","vdem_v2xcl_dmove","vdem_v12_cy.vdem_v12_v2xcl_dmove",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","vdem_v2xcl_rol","vdem_v12_cy.vdem_v12_v2xcl_rol",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","vdem_v2xeg_eqdr","vdem_v12_cy.vdem_v12_v2xeg_eqdr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","vdem_v2xpe_exlpol","vdem_v12_cy.vdem_v12_v2xpe_exlpol",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","vdem_v2xpe_exlsocgr","vdem_v12_cy.vdem_v12_v2xpe_exlsocgr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","splag_vdem_v2xpe_exlsocgr","vdem_v12_cy.vdem_v12_v2xpe_exlsocgr",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_joint_narrow","splag_vdem_v2xcl_rol","vdem_v12_cy.vdem_v12_v2xcl_rol",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_joint_narrow.md b/Documentation/cm_Model_fatalities002_joint_narrow.md new file mode 100644 index 0000000..6064ce2 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_joint_narrow.md @@ -0,0 +1,43 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | ln_ged_sb_tlag_1 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(1)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_narrow | ln_ged_sb_tlag_2 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.fill()', 'temporal.tlag(2)', 'missing.fill()', 'ops.ln()'] | +| fatalities002_joint_narrow | decay_acled_os_5 | acled2_cm.acled_os_fat | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | decay_ged_sb_100 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(100)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | decay_ged_sb_500 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(500)', 'missing.replace_na()'] | +| fatalities002_joint_narrow | reign_tenure_months | reign_cm.tenure_months | ['missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sp_pop_0014_fe_zs | wdi_cy.wdi_sp_pop_0014_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_joint_narrow | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_topics.json b/Documentation/cm_Model_fatalities002_topics.json new file mode 100644 index 0000000..c7357dc --- /dev/null +++ b/Documentation/cm_Model_fatalities002_topics.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_topics","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_topics","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_topics","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_topics","topic_tokens_t1","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_tokens_t2","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_tokens_t13","topic2_cm.topic_tokens",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_tokens_t1_splag","topic2_cm.topic_tokens",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta0_stock_t1","topic2_cm.topic_ste_theta0_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta0_stock_t2","topic2_cm.topic_ste_theta0_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta0_stock_t13","topic2_cm.topic_ste_theta0_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta0_stock_t1_splag","topic2_cm.topic_ste_theta0_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta1_stock_t1","topic2_cm.topic_ste_theta1_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta1_stock_t2","topic2_cm.topic_ste_theta1_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta1_stock_t13","topic2_cm.topic_ste_theta1_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta1_stock_t1_splag","topic2_cm.topic_ste_theta1_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta2_stock_t1","topic2_cm.topic_ste_theta2_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta2_stock_t2","topic2_cm.topic_ste_theta2_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta2_stock_t13","topic2_cm.topic_ste_theta2_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta2_stock_t1_splag","topic2_cm.topic_ste_theta2_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta3_stock_t1","topic2_cm.topic_ste_theta3_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta3_stock_t2","topic2_cm.topic_ste_theta3_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta3_stock_t13","topic2_cm.topic_ste_theta3_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta3_stock_t1_splag","topic2_cm.topic_ste_theta3_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta4_stock_t1","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta4_stock_t2","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta4_stock_t13","topic2_cm.topic_ste_theta4_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta4_stock_t1_splag","topic2_cm.topic_ste_theta4_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta5_stock_t1","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta5_stock_t2","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta5_stock_t13","topic2_cm.topic_ste_theta5_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta5_stock_t1_splag","topic2_cm.topic_ste_theta5_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta6_stock_t1","topic2_cm.topic_ste_theta6_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta6_stock_t2","topic2_cm.topic_ste_theta6_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta6_stock_t13","topic2_cm.topic_ste_theta6_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta6_stock_t1_splag","topic2_cm.topic_ste_theta6_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta7_stock_t1","topic2_cm.topic_ste_theta7_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta7_stock_t2","topic2_cm.topic_ste_theta7_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta7_stock_t13","topic2_cm.topic_ste_theta7_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta7_stock_t1_splag","topic2_cm.topic_ste_theta7_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta8_stock_t1","topic2_cm.topic_ste_theta8_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta8_stock_t2","topic2_cm.topic_ste_theta8_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta8_stock_t13","topic2_cm.topic_ste_theta8_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta8_stock_t1_splag","topic2_cm.topic_ste_theta8_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta9_stock_t1","topic2_cm.topic_ste_theta9_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta9_stock_t2","topic2_cm.topic_ste_theta9_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta9_stock_t13","topic2_cm.topic_ste_theta9_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta9_stock_t1_splag","topic2_cm.topic_ste_theta9_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta10_stock_t1","topic2_cm.topic_ste_theta10_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta10_stock_t2","topic2_cm.topic_ste_theta10_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta10_stock_t13","topic2_cm.topic_ste_theta10_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta10_stock_t1_splag","topic2_cm.topic_ste_theta10_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta11_stock_t1","topic2_cm.topic_ste_theta11_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta11_stock_t2","topic2_cm.topic_ste_theta11_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta11_stock_t13","topic2_cm.topic_ste_theta11_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta11_stock_t1_splag","topic2_cm.topic_ste_theta11_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta12_stock_t1","topic2_cm.topic_ste_theta12_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta12_stock_t2","topic2_cm.topic_ste_theta12_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta12_stock_t13","topic2_cm.topic_ste_theta12_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta12_stock_t1_splag","topic2_cm.topic_ste_theta12_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta13_stock_t1","topic2_cm.topic_ste_theta13_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta13_stock_t2","topic2_cm.topic_ste_theta13_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta13_stock_t13","topic2_cm.topic_ste_theta13_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta13_stock_t1_splag","topic2_cm.topic_ste_theta13_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta14_stock_t1","topic2_cm.topic_ste_theta14_stock",["missing.fill()","temporal.tlag(1)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta14_stock_t2","topic2_cm.topic_ste_theta14_stock",["missing.fill()","temporal.tlag(2)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta14_stock_t13","topic2_cm.topic_ste_theta14_stock",["missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]],["fatalities002_topics","topic_ste_theta14_stock_t1_splag","topic2_cm.topic_ste_theta14_stock",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","missing.fill()","temporal.tlag(13)","missing.replace_na()","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_topics.md b/Documentation/cm_Model_fatalities002_topics.md new file mode 100644 index 0000000..53f8f03 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_topics.md @@ -0,0 +1,72 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_topics | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_topics | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_topics | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t1 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t2 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t13 | topic2_cm.topic_tokens | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_tokens_t1_splag | topic2_cm.topic_tokens | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t1 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t2 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t13 | topic2_cm.topic_ste_theta0_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta0_stock_t1_splag | topic2_cm.topic_ste_theta0_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t1 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t2 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t13 | topic2_cm.topic_ste_theta1_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta1_stock_t1_splag | topic2_cm.topic_ste_theta1_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t1 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t2 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t13 | topic2_cm.topic_ste_theta2_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta2_stock_t1_splag | topic2_cm.topic_ste_theta2_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t1 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t2 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t13 | topic2_cm.topic_ste_theta3_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta3_stock_t1_splag | topic2_cm.topic_ste_theta3_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t1 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t2 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t13 | topic2_cm.topic_ste_theta4_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta4_stock_t1_splag | topic2_cm.topic_ste_theta4_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t1 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t2 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t13 | topic2_cm.topic_ste_theta5_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta5_stock_t1_splag | topic2_cm.topic_ste_theta5_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t1 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t2 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t13 | topic2_cm.topic_ste_theta6_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta6_stock_t1_splag | topic2_cm.topic_ste_theta6_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t1 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t2 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t13 | topic2_cm.topic_ste_theta7_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta7_stock_t1_splag | topic2_cm.topic_ste_theta7_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t1 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t2 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t13 | topic2_cm.topic_ste_theta8_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta8_stock_t1_splag | topic2_cm.topic_ste_theta8_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t1 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t2 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t13 | topic2_cm.topic_ste_theta9_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta9_stock_t1_splag | topic2_cm.topic_ste_theta9_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t1 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t2 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t13 | topic2_cm.topic_ste_theta10_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta10_stock_t1_splag | topic2_cm.topic_ste_theta10_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t1 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t2 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t13 | topic2_cm.topic_ste_theta11_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta11_stock_t1_splag | topic2_cm.topic_ste_theta11_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t1 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t2 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t13 | topic2_cm.topic_ste_theta12_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta12_stock_t1_splag | topic2_cm.topic_ste_theta12_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t1 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t2 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t13 | topic2_cm.topic_ste_theta13_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta13_stock_t1_splag | topic2_cm.topic_ste_theta13_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t1 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(1)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t2 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(2)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t13 | topic2_cm.topic_ste_theta14_stock | ['missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | +| fatalities002_topics | topic_ste_theta14_stock_t1_splag | topic2_cm.topic_ste_theta14_stock | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'missing.fill()', 'temporal.tlag(13)', 'missing.replace_na()', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_vdem_short.json b/Documentation/cm_Model_fatalities002_vdem_short.json new file mode 100644 index 0000000..5dbed09 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_vdem_short.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_vdem_short","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_vdem_short","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_vdem_short","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_delibdem","vdem_v12_cy.vdem_v12_v2x_delibdem",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_egaldem","vdem_v12_cy.vdem_v12_v2x_egaldem",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_libdem","vdem_v12_cy.vdem_v12_v2x_libdem",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_libdem_48","vdem_v12_cy.vdem_v12_v2x_libdem",["missing.fill()","temporal.tlag(60)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_partip","vdem_v12_cy.vdem_v12_v2x_partip",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_partipdem","vdem_v12_cy.vdem_v12_v2x_partipdem",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_accountability","vdem_v12_cy.vdem_v12_v2x_accountability",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_civlib","vdem_v12_cy.vdem_v12_v2x_civlib",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_clphy","vdem_v12_cy.vdem_v12_v2x_clphy",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_cspart","vdem_v12_cy.vdem_v12_v2x_cspart",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_divparctrl","vdem_v12_cy.vdem_v12_v2x_divparctrl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_edcomp_thick","vdem_v12_cy.vdem_v12_v2x_edcomp_thick",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_egal","vdem_v12_cy.vdem_v12_v2x_egal",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_execorr","vdem_v12_cy.vdem_v12_v2x_execorr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_frassoc_thick","vdem_v12_cy.vdem_v12_v2x_frassoc_thick",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_gencs","vdem_v12_cy.vdem_v12_v2x_gencs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_gender","vdem_v12_cy.vdem_v12_v2x_gender",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_genpp","vdem_v12_cy.vdem_v12_v2x_genpp",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_horacc","vdem_v12_cy.vdem_v12_v2x_horacc",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_neopat","vdem_v12_cy.vdem_v12_v2x_neopat",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_pubcorr","vdem_v12_cy.vdem_v12_v2x_pubcorr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_rule","vdem_v12_cy.vdem_v12_v2x_rule",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_veracc","vdem_v12_cy.vdem_v12_v2x_veracc",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_ex_military","vdem_v12_cy.vdem_v12_v2x_ex_military",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_ex_party","vdem_v12_cy.vdem_v12_v2x_ex_party",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_freexp","vdem_v12_cy.vdem_v12_v2x_freexp",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xcl_acjst","vdem_v12_cy.vdem_v12_v2xcl_acjst",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xcl_dmove","vdem_v12_cy.vdem_v12_v2xcl_dmove",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xcl_prpty","vdem_v12_cy.vdem_v12_v2xcl_prpty",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xcl_rol","vdem_v12_cy.vdem_v12_v2xcl_rol",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xcl_slave","vdem_v12_cy.vdem_v12_v2xcl_slave",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xdd_dd","vdem_v12_cy.vdem_v12_v2xdd_dd",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xdl_delib","vdem_v12_cy.vdem_v12_v2xdl_delib",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xeg_eqdr","vdem_v12_cy.vdem_v12_v2xeg_eqdr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xeg_eqprotec","vdem_v12_cy.vdem_v12_v2xeg_eqprotec",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xel_frefair","vdem_v12_cy.vdem_v12_v2xel_frefair",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xel_regelec","vdem_v12_cy.vdem_v12_v2xel_regelec",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xme_altinf","vdem_v12_cy.vdem_v12_v2xme_altinf",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xnp_client","vdem_v12_cy.vdem_v12_v2xnp_client",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xnp_regcorr","vdem_v12_cy.vdem_v12_v2xnp_regcorr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xpe_exlecon","vdem_v12_cy.vdem_v12_v2xpe_exlecon",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xpe_exlpol","vdem_v12_cy.vdem_v12_v2xpe_exlpol",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xpe_exlgeo","vdem_v12_cy.vdem_v12_v2xpe_exlgeo",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xpe_exlgender","vdem_v12_cy.vdem_v12_v2xpe_exlgender",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xpe_exlsocgr","vdem_v12_cy.vdem_v12_v2xpe_exlsocgr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xps_party","vdem_v12_cy.vdem_v12_v2xps_party",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xcs_ccsi","vdem_v12_cy.vdem_v12_v2xcs_ccsi",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xnp_pres","vdem_v12_cy.vdem_v12_v2xnp_pres",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2xeg_eqaccess","vdem_v12_cy.vdem_v12_v2xeg_eqaccess",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2x_diagacc","vdem_v12_cy.vdem_v12_v2x_diagacc",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","vdem_v2clrgunev","tbl_734eevdem_v12_cy.vdem_v12_v2clrgunev",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","splag_vdem_v2x_libdem","vdem_v12_cy.vdem_v12_v2x_libdem",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","splag_vdem_v2xcl_dmove","vdem_v12_cy.vdem_v12_v2xcl_dmove",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","splag_vdem_v2x_accountability","vdem_v12_cy.vdem_v12_v2x_accountability",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","splag_vdem_v2xpe_exlsocgr","vdem_v12_cy.vdem_v12_v2xpe_exlsocgr",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","splag_vdem_v2xcl_rol","vdem_v12_cy.vdem_v12_v2xcl_rol",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_vdem_short","wdi_sp_dyn_imrt_in","wdi_cy.wdi_sp_dyn_imrt_in",["missing.fill()","temporal.tlag(12)","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_vdem_short.md b/Documentation/cm_Model_fatalities002_vdem_short.md new file mode 100644 index 0000000..189f2ba --- /dev/null +++ b/Documentation/cm_Model_fatalities002_vdem_short.md @@ -0,0 +1,66 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_vdem_short | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_vdem_short | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_vdem_short | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_delibdem | vdem_v12_cy.vdem_v12_v2x_delibdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_egaldem | vdem_v12_cy.vdem_v12_v2x_egaldem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_libdem_48 | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.fill()', 'temporal.tlag(60)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_partip | vdem_v12_cy.vdem_v12_v2x_partip | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_partipdem | vdem_v12_cy.vdem_v12_v2x_partipdem | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_civlib | vdem_v12_cy.vdem_v12_v2x_civlib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_clphy | vdem_v12_cy.vdem_v12_v2x_clphy | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_cspart | vdem_v12_cy.vdem_v12_v2x_cspart | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_divparctrl | vdem_v12_cy.vdem_v12_v2x_divparctrl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_edcomp_thick | vdem_v12_cy.vdem_v12_v2x_edcomp_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_egal | vdem_v12_cy.vdem_v12_v2x_egal | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_execorr | vdem_v12_cy.vdem_v12_v2x_execorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_frassoc_thick | vdem_v12_cy.vdem_v12_v2x_frassoc_thick | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_gencs | vdem_v12_cy.vdem_v12_v2x_gencs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_gender | vdem_v12_cy.vdem_v12_v2x_gender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_genpp | vdem_v12_cy.vdem_v12_v2x_genpp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_horacc | vdem_v12_cy.vdem_v12_v2x_horacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_neopat | vdem_v12_cy.vdem_v12_v2x_neopat | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_pubcorr | vdem_v12_cy.vdem_v12_v2x_pubcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_rule | vdem_v12_cy.vdem_v12_v2x_rule | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_veracc | vdem_v12_cy.vdem_v12_v2x_veracc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_ex_military | vdem_v12_cy.vdem_v12_v2x_ex_military | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_ex_party | vdem_v12_cy.vdem_v12_v2x_ex_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_freexp | vdem_v12_cy.vdem_v12_v2x_freexp | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_acjst | vdem_v12_cy.vdem_v12_v2xcl_acjst | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_prpty | vdem_v12_cy.vdem_v12_v2xcl_prpty | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcl_slave | vdem_v12_cy.vdem_v12_v2xcl_slave | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xdd_dd | vdem_v12_cy.vdem_v12_v2xdd_dd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xdl_delib | vdem_v12_cy.vdem_v12_v2xdl_delib | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xeg_eqdr | vdem_v12_cy.vdem_v12_v2xeg_eqdr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xeg_eqprotec | vdem_v12_cy.vdem_v12_v2xeg_eqprotec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xel_frefair | vdem_v12_cy.vdem_v12_v2xel_frefair | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xel_regelec | vdem_v12_cy.vdem_v12_v2xel_regelec | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xme_altinf | vdem_v12_cy.vdem_v12_v2xme_altinf | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xnp_client | vdem_v12_cy.vdem_v12_v2xnp_client | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xnp_regcorr | vdem_v12_cy.vdem_v12_v2xnp_regcorr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlecon | vdem_v12_cy.vdem_v12_v2xpe_exlecon | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlpol | vdem_v12_cy.vdem_v12_v2xpe_exlpol | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlgeo | vdem_v12_cy.vdem_v12_v2xpe_exlgeo | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlgender | vdem_v12_cy.vdem_v12_v2xpe_exlgender | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xps_party | vdem_v12_cy.vdem_v12_v2xps_party | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xcs_ccsi | vdem_v12_cy.vdem_v12_v2xcs_ccsi | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xnp_pres | vdem_v12_cy.vdem_v12_v2xnp_pres | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2xeg_eqaccess | vdem_v12_cy.vdem_v12_v2xeg_eqaccess | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2x_diagacc | vdem_v12_cy.vdem_v12_v2x_diagacc | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | vdem_v2clrgunev | tbl_734eevdem_v12_cy.vdem_v12_v2clrgunev | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2x_libdem | vdem_v12_cy.vdem_v12_v2x_libdem | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2xcl_dmove | vdem_v12_cy.vdem_v12_v2xcl_dmove | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2x_accountability | vdem_v12_cy.vdem_v12_v2x_accountability | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2xpe_exlsocgr | vdem_v12_cy.vdem_v12_v2xpe_exlsocgr | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | splag_vdem_v2xcl_rol | vdem_v12_cy.vdem_v12_v2xcl_rol | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_vdem_short | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_wdi_short.json b/Documentation/cm_Model_fatalities002_wdi_short.json new file mode 100644 index 0000000..68dbe6b --- /dev/null +++ b/Documentation/cm_Model_fatalities002_wdi_short.json @@ -0,0 +1 @@ +{"columns":["Model","Included variable name","Database variable name","Transformations"],"data":[["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(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_wdi_short","decay_ged_os_5","ged2_cm.ged_os_best_sum_nokgi",["missing.replace_na()","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_wdi_short","splag_1_decay_ged_sb_5","ged2_cm.ged_sb_best_sum_nokgi",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.decay(24)","temporal.time_since()","bool.gte(5)","missing.replace_na()"]],["fatalities002_wdi_short","wdi_sp_pop_totl","wdi_cy.wdi_sp_pop_totl",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_ag_lnd_frst_k2","wdi_cy.wdi_ag_lnd_frst_k2",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_dt_oda_odat_pc_zs","wdi_cy.wdi_dt_oda_odat_pc_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_ms_mil_xpnd_gd_zs","wdi_cy.wdi_ms_mil_xpnd_gd_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_ms_mil_xpnd_zs","wdi_cy.wdi_ms_mil_xpnd_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_nv_agr_totl_kd","wdi_cy.wdi_nv_agr_totl_kd",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_nv_agr_totl_kn","wdi_cy.wdi_nv_agr_totl_kn",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_ny_gdp_pcap_kd","wdi_cy.wdi_ny_gdp_pcap_kd",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_dyn_le00_in","wdi_cy.wdi_sp_dyn_le00_in",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_se_enr_prim_fm_zs","wdi_cy.wdi_se_enr_prim_fm_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_se_enr_prsc_fm_zs","wdi_cy.wdi_se_enr_prsc_fm_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_se_prm_nenr","wdi_cy.wdi_se_prm_nenr",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sh_sta_maln_zs","wdi_cy.wdi_sh_sta_maln_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sh_sta_stnt_zs","wdi_cy.wdi_sh_sta_stnt_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sl_tlf_totl_fe_zs","wdi_cy.wdi_sl_tlf_totl_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sm_pop_refg_or","wdi_cy.wdi_sm_pop_refg_or",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sm_pop_totl_zs","wdi_cy.wdi_sm_pop_totl_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_dyn_imrt_in","wdi_cy.wdi_sp_dyn_imrt_in",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sh_dyn_mort_fe","wdi_cy.wdi_sh_dyn_mort_fe",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_pop_0014_fe_zs","wdi_cy.wdi_sp_pop_0014_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_pop_1564_fe_zs","wdi_cy.wdi_sp_pop_1564_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_pop_65up_fe_zs","wdi_cy.wdi_sp_pop_65up_fe_zs",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_pop_grow","wdi_cy.wdi_sp_pop_grow",["missing.fill()","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","wdi_sp_urb_totl_in_zs","wdi_cy.wdi_sp_urb_totl_in_zs",["missing.fill()","temporal.tlag(12)","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(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","splag_wdi_sm_pop_refg_or","wdi_cy.wdi_sm_pop_refg_or",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","splag_wdi_sm_pop_netm","wdi_cy.wdi_sm_pop_netm",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]],["fatalities002_wdi_short","splag_wdi_ag_lnd_frst_k2","wdi_cy.wdi_ag_lnd_frst_k2",["missing.replace_na()","spatial.countrylag(1, 1, 0, 0)","temporal.tlag(12)","missing.fill()"]]]} \ No newline at end of file diff --git a/Documentation/cm_Model_fatalities002_wdi_short.md b/Documentation/cm_Model_fatalities002_wdi_short.md new file mode 100644 index 0000000..8055189 --- /dev/null +++ b/Documentation/cm_Model_fatalities002_wdi_short.md @@ -0,0 +1,36 @@ +| 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(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_wdi_short | decay_ged_os_5 | ged2_cm.ged_os_best_sum_nokgi | ['missing.replace_na()', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_wdi_short | splag_1_decay_ged_sb_5 | ged2_cm.ged_sb_best_sum_nokgi | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.decay(24)', 'temporal.time_since()', 'bool.gte(5)', 'missing.replace_na()'] | +| fatalities002_wdi_short | wdi_sp_pop_totl | wdi_cy.wdi_sp_pop_totl | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_dt_oda_odat_pc_zs | wdi_cy.wdi_dt_oda_odat_pc_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ms_mil_xpnd_gd_zs | wdi_cy.wdi_ms_mil_xpnd_gd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ms_mil_xpnd_zs | wdi_cy.wdi_ms_mil_xpnd_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_nv_agr_totl_kd | wdi_cy.wdi_nv_agr_totl_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_nv_agr_totl_kn | wdi_cy.wdi_nv_agr_totl_kn | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_ny_gdp_pcap_kd | wdi_cy.wdi_ny_gdp_pcap_kd | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_dyn_le00_in | wdi_cy.wdi_sp_dyn_le00_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_se_enr_prim_fm_zs | wdi_cy.wdi_se_enr_prim_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_se_enr_prsc_fm_zs | wdi_cy.wdi_se_enr_prsc_fm_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_se_prm_nenr | wdi_cy.wdi_se_prm_nenr | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sh_sta_maln_zs | wdi_cy.wdi_sh_sta_maln_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sh_sta_stnt_zs | wdi_cy.wdi_sh_sta_stnt_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sl_tlf_totl_fe_zs | wdi_cy.wdi_sl_tlf_totl_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sm_pop_totl_zs | wdi_cy.wdi_sm_pop_totl_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_dyn_imrt_in | wdi_cy.wdi_sp_dyn_imrt_in | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sh_dyn_mort_fe | wdi_cy.wdi_sh_dyn_mort_fe | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_0014_fe_zs | wdi_cy.wdi_sp_pop_0014_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_1564_fe_zs | wdi_cy.wdi_sp_pop_1564_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_65up_fe_zs | wdi_cy.wdi_sp_pop_65up_fe_zs | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_pop_grow | wdi_cy.wdi_sp_pop_grow | ['missing.fill()', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | wdi_sp_urb_totl_in_zs | wdi_cy.wdi_sp_urb_totl_in_zs | ['missing.fill()', 'temporal.tlag(12)', '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(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | splag_wdi_sm_pop_refg_or | wdi_cy.wdi_sm_pop_refg_or | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | splag_wdi_sm_pop_netm | wdi_cy.wdi_sm_pop_netm | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | +| fatalities002_wdi_short | splag_wdi_ag_lnd_frst_k2 | wdi_cy.wdi_ag_lnd_frst_k2 | ['missing.replace_na()', 'spatial.countrylag(1, 1, 0, 0)', 'temporal.tlag(12)', 'missing.fill()'] | \ No newline at end of file