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@@ -267,3 +267,24 @@ Estimates/T.nc filter=lfs diff=lfs merge=lfs -text
 Estimates/flows.nc filter=lfs diff=lfs merge=lfs -text
 Estimates/stocks.nc filter=lfs diff=lfs merge=lfs -text
 Estimates/mig_bilateral.csv filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_1/FlowTestMask.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_1/loss_dict.pickle filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_1/model_trained.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_1/optim.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_2/FlowTestMask.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_2/loss_dict.pickle filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_2/model_trained.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_2/optim.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_3/FlowTestMask.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_3/loss_dict.pickle filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_3/model_trained.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_3/optim.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_4/FlowTestMask.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_4/loss_dict.pickle filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_4/model_trained.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_4/optim.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_5/FlowTestMask.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_5/loss_dict.pickle filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_5/model_trained.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/Fold_5/optim.pt filter=lfs diff=lfs merge=lfs -text
+Validation/Test_models/test_performance.csv filter=lfs diff=lfs merge=lfs -text

Validation/Test_models/Fold_1/FlowTestMask.pt

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Validation/Test_models/Fold_1/cfg.yaml

@@ -0,0 +1,95 @@
+BASE_PATH: ~/Projects/Migration/Migration_flows
+Data_loading:
+  covariates:
+  - GDP_cap:
+      idx: [i, j, k]
+      path: input_covariates/GDP_cap
+  - GDP_growth:
+      idx: [i, j, k]
+      path: input_covariates/GDP_growth
+  - Trade:
+      idx:
+      - [j, k]
+      - [k, j]
+      path: input_covariates/Trade
+  - Population:
+      idx: [i, j, k]
+      path: input_covariates/Population
+  - Life_expectancy:
+      idx: [i, j, k]
+      path: input_covariates/Life_expectancy
+  - Birth_rate:
+      idx: [j, k]
+      path: input_covariates/Birth_rate
+  - Death_rate:
+      idx: [j, k]
+      path: input_covariates/Death_rate
+  - Distance:
+      idx:
+      - [j, k]
+      path: input_covariates/Distance
+  - Linguistic_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Linguistic_similarity
+  - Religious_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Religious_similarity
+  - Conflict_deaths:
+      idx: [j, k]
+      path: input_covariates/Conflict_deaths
+  - Refugees:
+      idx:
+      - [i, j]
+      - [i, k]
+      path: input_covariates/Refugees
+  - Colonial_ties:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Colonial_ties
+  - EU:
+      idx: [i, j, k]
+      path: input_covariates/EU
+  data_path: Data/Training_data
+  data_rescale: 1000.0
+  load_args: {weights_only: true}
+  load_from_dir: null
+  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
+    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
+    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
+    stock_range: stock_range, stocks: stock}
+NeuralNet:
+  activation_funcs:
+    default: tanh
+    layer_specific:
+      -1:
+        args: [-12]
+        name: celu
+  biases:
+    default: [-1, 1]
+  latent_space_dim: 100
+  learning_rate: 0.002
+  nodes_per_layer: {default: 60}
+  num_layers: 7
+  optimizer: Adam
+OUT_DIR: Results
+Training:
+  Batch_size: 7
+  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
+  N_epochs: 0
+  Random_sample_size: 1000
+  Rescaling:
+    flow: {lmbda: 0.5}
+    net_migration: {lmbda: 0.5}
+    stock: {lmbda: 0.5}
+  clip_grad_norm: 1.0
+  flow_test_frac: 0.0
+  weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1}
+  write_every: 2
+device: mps
+dry_run: false
+path_note: Fold_1

Validation/Test_models/Fold_1/loss_dict.pickle

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Validation/Test_models/Fold_2/cfg.yaml

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+BASE_PATH: ~/Projects/Migration/Migration_flows
+Data_loading:
+  covariates:
+  - GDP_cap:
+      idx: [i, j, k]
+      path: input_covariates/GDP_cap
+  - GDP_growth:
+      idx: [i, j, k]
+      path: input_covariates/GDP_growth
+  - Trade:
+      idx:
+      - [j, k]
+      - [k, j]
+      path: input_covariates/Trade
+  - Population:
+      idx: [i, j, k]
+      path: input_covariates/Population
+  - Life_expectancy:
+      idx: [i, j, k]
+      path: input_covariates/Life_expectancy
+  - Birth_rate:
+      idx: [j, k]
+      path: input_covariates/Birth_rate
+  - Death_rate:
+      idx: [j, k]
+      path: input_covariates/Death_rate
+  - Distance:
+      idx:
+      - [j, k]
+      path: input_covariates/Distance
+  - Linguistic_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Linguistic_similarity
+  - Religious_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Religious_similarity
+  - Conflict_deaths:
+      idx: [j, k]
+      path: input_covariates/Conflict_deaths
+  - Refugees:
+      idx:
+      - [i, j]
+      - [i, k]
+      path: input_covariates/Refugees
+  - Colonial_ties:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Colonial_ties
+  - EU:
+      idx: [i, j, k]
+      path: input_covariates/EU
+  data_path: Data/Training_data
+  data_rescale: 1000.0
+  load_args: {weights_only: true}
+  load_from_dir: null
+  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
+    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
+    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
+    stock_range: stock_range, stocks: stock}
+NeuralNet:
+  activation_funcs:
+    default: tanh
+    layer_specific:
+      -1:
+        args: [-12]
+        name: celu
+  biases:
+    default: [-1, 1]
+  latent_space_dim: 100
+  learning_rate: 0.002
+  nodes_per_layer: {default: 60}
+  num_layers: 7
+  optimizer: Adam
+OUT_DIR: Results
+Training:
+  Batch_size: 7
+  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
+  N_epochs: 0
+  Random_sample_size: 1000
+  Rescaling:
+    flow: {lmbda: 0.5}
+    net_migration: {lmbda: 0.5}
+    stock: {lmbda: 0.5}
+  clip_grad_norm: 1.0
+  flow_test_frac: 0.0
+  weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1}
+  write_every: 2
+device: mps
+dry_run: false
+path_note: Fold_2

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Validation/Test_models/Fold_3/FlowTestMask.pt

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Validation/Test_models/Fold_3/cfg.yaml

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+BASE_PATH: ~/Projects/Migration/Migration_flows
+Data_loading:
+  covariates:
+  - GDP_cap:
+      idx: [i, j, k]
+      path: input_covariates/GDP_cap
+  - GDP_growth:
+      idx: [i, j, k]
+      path: input_covariates/GDP_growth
+  - Trade:
+      idx:
+      - [j, k]
+      - [k, j]
+      path: input_covariates/Trade
+  - Population:
+      idx: [i, j, k]
+      path: input_covariates/Population
+  - Life_expectancy:
+      idx: [i, j, k]
+      path: input_covariates/Life_expectancy
+  - Birth_rate:
+      idx: [j, k]
+      path: input_covariates/Birth_rate
+  - Death_rate:
+      idx: [j, k]
+      path: input_covariates/Death_rate
+  - Distance:
+      idx:
+      - [j, k]
+      path: input_covariates/Distance
+  - Linguistic_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Linguistic_similarity
+  - Religious_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Religious_similarity
+  - Conflict_deaths:
+      idx: [j, k]
+      path: input_covariates/Conflict_deaths
+  - Refugees:
+      idx:
+      - [i, j]
+      - [i, k]
+      path: input_covariates/Refugees
+  - Colonial_ties:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Colonial_ties
+  - EU:
+      idx: [i, j, k]
+      path: input_covariates/EU
+  data_path: Data/Training_data
+  data_rescale: 1000.0
+  load_args: {weights_only: true}
+  load_from_dir: null
+  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
+    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
+    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
+    stock_range: stock_range, stocks: stock}
+NeuralNet:
+  activation_funcs:
+    default: tanh
+    layer_specific:
+      -1:
+        args: [-12]
+        name: celu
+  biases:
+    default: [-1, 1]
+  latent_space_dim: 100
+  learning_rate: 0.002
+  nodes_per_layer: {default: 60}
+  num_layers: 7
+  optimizer: Adam
+OUT_DIR: Results
+Training:
+  Batch_size: 7
+  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
+  N_epochs: 0
+  Random_sample_size: 1000
+  Rescaling:
+    flow: {lmbda: 0.5}
+    net_migration: {lmbda: 0.5}
+    stock: {lmbda: 0.5}
+  clip_grad_norm: 1.0
+  flow_test_frac: 0.0
+  weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1}
+  write_every: 2
+device: mps
+dry_run: false
+path_note: Fold_3

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Validation/Test_models/Fold_4/FlowTestMask.pt

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Validation/Test_models/Fold_4/cfg.yaml

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+BASE_PATH: ~/Projects/Migration/Migration_flows
+Data_loading:
+  covariates:
+  - GDP_cap:
+      idx: [i, j, k]
+      path: input_covariates/GDP_cap
+  - GDP_growth:
+      idx: [i, j, k]
+      path: input_covariates/GDP_growth
+  - Trade:
+      idx:
+      - [j, k]
+      - [k, j]
+      path: input_covariates/Trade
+  - Population:
+      idx: [i, j, k]
+      path: input_covariates/Population
+  - Life_expectancy:
+      idx: [i, j, k]
+      path: input_covariates/Life_expectancy
+  - Birth_rate:
+      idx: [j, k]
+      path: input_covariates/Birth_rate
+  - Death_rate:
+      idx: [j, k]
+      path: input_covariates/Death_rate
+  - Distance:
+      idx:
+      - [j, k]
+      path: input_covariates/Distance
+  - Linguistic_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Linguistic_similarity
+  - Religious_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Religious_similarity
+  - Conflict_deaths:
+      idx: [j, k]
+      path: input_covariates/Conflict_deaths
+  - Refugees:
+      idx:
+      - [i, j]
+      - [i, k]
+      path: input_covariates/Refugees
+  - Colonial_ties:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Colonial_ties
+  - EU:
+      idx: [i, j, k]
+      path: input_covariates/EU
+  data_path: Data/Training_data
+  data_rescale: 1000.0
+  load_args: {weights_only: true}
+  load_from_dir: null
+  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
+    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
+    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
+    stock_range: stock_range, stocks: stock}
+NeuralNet:
+  activation_funcs:
+    default: tanh
+    layer_specific:
+      -1:
+        args: [-12]
+        name: celu
+  biases:
+    default: [-1, 1]
+  latent_space_dim: 100
+  learning_rate: 0.002
+  nodes_per_layer: {default: 60}
+  num_layers: 7
+  optimizer: Adam
+OUT_DIR: Results
+Training:
+  Batch_size: 7
+  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
+  N_epochs: 0
+  Random_sample_size: 1000
+  Rescaling:
+    flow: {lmbda: 0.5}
+    net_migration: {lmbda: 0.5}
+    stock: {lmbda: 0.5}
+  clip_grad_norm: 1.0
+  flow_test_frac: 0.0
+  weight_factors: {flow: 1, net_migration: 1, regulariser: 0.1, stock: 1}
+  write_every: 2
+device: mps
+dry_run: false
+path_note: Fold_4

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Validation/Test_models/Fold_5/FlowTestMask.pt

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Validation/Test_models/Fold_5/cfg.yaml

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+BASE_PATH: ~/Projects/Migration/Migration_flows
+Data_loading:
+  covariates:
+  - GDP_cap:
+      idx: [i, j, k]
+      path: input_covariates/GDP_cap
+  - GDP_growth:
+      idx: [i, j, k]
+      path: input_covariates/GDP_growth
+  - Trade:
+      idx:
+      - [j, k]
+      - [k, j]
+      path: input_covariates/Trade
+  - Population:
+      idx: [i, j, k]
+      path: input_covariates/Population
+  - Life_expectancy:
+      idx: [i, j, k]
+      path: input_covariates/Life_expectancy
+  - Birth_rate:
+      idx: [j, k]
+      path: input_covariates/Birth_rate
+  - Death_rate:
+      idx: [j, k]
+      path: input_covariates/Death_rate
+  - Distance:
+      idx:
+      - [j, k]
+      path: input_covariates/Distance
+  - Linguistic_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Linguistic_similarity
+  - Religious_similarity:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Religious_similarity
+  - Conflict_deaths:
+      idx: [j, k]
+      path: input_covariates/Conflict_deaths
+  - Refugees:
+      idx:
+      - [i, j]
+      - [i, k]
+      path: input_covariates/Refugees
+  - Colonial_ties:
+      idx:
+      - [i, k]
+      - [j, k]
+      path: input_covariates/Colonial_ties
+  - EU:
+      idx: [i, j, k]
+      path: input_covariates/EU
+  data_path: Data/Training_data
+  data_rescale: 1000.0
+  load_args: {weights_only: true}
+  load_from_dir: null
+  targets: {flow: flow, flow_mask: flow_mask, flow_weights: flow_weights, net_migration: net_migration,
+    net_migration_mask: net_migration_mask, net_migration_weights: net_migration_weights,
+    stock_diff: stock_diff, stock_diff_mask: stock_diff_mask, stock_diff_weights: stock_diff_weights,
+    stock_range: stock_range, stocks: stock}
+NeuralNet:
+  activation_funcs:
+    default: tanh
+    layer_specific:
+      -1:
+        args: [-12]
+        name: celu
+  biases:
+    default: [-1, 1]
+  latent_space_dim: 100
+  learning_rate: 0.002
+  nodes_per_layer: {default: 60}
+  num_layers: 7
+  optimizer: Adam
+OUT_DIR: Results
+Training:
+  Batch_size: 7
+  Confidence_band: {flow: 0.01, net_migration: 0.01, stock: 0.01}
+  N_epochs: 0
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+da_pb_closed,oecd,birth,imm,Logarithm of Count,0.2612480971302744,True
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+da_pb_closed,oecd,birth,imm,Percentage Change,0.0893048066448938,True
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+da_pb_closed,un_desa_imfsc,birth,imm,Count,-0.4718236634890422,True
+da_pb_closed,un_desa_imfsc,birth,imm,Logarithm of Count,0.0672738337587258,True
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+da_pb_closed,un_desa_imfsc,residence,emi,Logarithm of Count,0.1078205154997219,True
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+da_pb_closed,un_desa_imfsc,residence,emi,Percentage Change,0.0711638644402257,True
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+da_pb_closed,un_desa_imfsc,residence,imm,Logarithm of Count,0.1314332584517411,True
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+sd_drop_neg,demig_c2c,residence,emi,Count,0.2013174701878907,False
+sd_drop_neg,demig_c2c,residence,emi,Log Count,0.4616324091273777,False
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+sd_drop_neg,demig_c2c,residence,emi,Count,-0.0025111688561768,True
+sd_drop_neg,demig_c2c,residence,emi,Logarithm of Count,0.0316983717327837,True
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+sd_drop_neg,demig_c2c,residence,emi,Percentage Change,0.0056933996704708,True
+sd_drop_neg,demig_c2c,residence,imm,Count,0.6555055785727197,False
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+sd_drop_neg,demig_c2c,residence,imm,Count,0.5668644454860751,True
+sd_drop_neg,demig_c2c,residence,imm,Logarithm of Count,0.1738481349121075,True
+sd_drop_neg,demig_c2c,residence,imm,Rate,0.5958668091445553,True
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+sd_drop_neg,eurostat,residence,emi,Log Count,0.4805269139499659,False
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+sd_drop_neg,eurostat,residence,emi,Count,0.1537125059095127,True
+sd_drop_neg,eurostat,residence,emi,Logarithm of Count,0.0171169858819744,True
+sd_drop_neg,eurostat,residence,emi,Rate,0.2587517063065596,True
+sd_drop_neg,eurostat,residence,emi,Percentage Change,0.0335160621538238,True
+sd_drop_neg,eurostat,residence,imm,Count,0.7585818592991415,False
+sd_drop_neg,eurostat,residence,imm,Log Count,0.6383779773126355,False
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+sd_drop_neg,eurostat,residence,imm,Migration Rate,0.3580978089585024,False
+sd_drop_neg,eurostat,residence,imm,Count,0.7873289377048205,True
+sd_drop_neg,eurostat,residence,imm,Logarithm of Count,0.1861237033845682,True
+sd_drop_neg,eurostat,residence,imm,Rate,0.0464923007926972,True
+sd_drop_neg,eurostat,residence,imm,Percentage Change,0.2329157665800678,True
+sd_drop_neg,ilo_asean,residence,imm,Count,0.2315042836493918,False
+sd_drop_neg,ilo_asean,residence,imm,Log Count,0.3355432974913547,False
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+sd_drop_neg,ilo_asean,residence,imm,Count,-0.0141298532441723,True
+sd_drop_neg,ilo_asean,residence,imm,Logarithm of Count,-0.0302380859981659,True
+sd_drop_neg,ilo_asean,residence,imm,Rate,-0.1600351257898311,True
+sd_drop_neg,ilo_asean,residence,imm,Percentage Change,0.0036823012654662,True
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+sd_drop_neg,un_desa_imfsc,residence,emi,Log Count,0.4178224074703607,False
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+sd_drop_neg,un_desa_imfsc,residence,emi,Migration Rate,0.3618030638835449,False
+sd_drop_neg,un_desa_imfsc,residence,emi,Count,0.0510062643077677,True
+sd_drop_neg,un_desa_imfsc,residence,emi,Logarithm of Count,0.0233729853924011,True
+sd_drop_neg,un_desa_imfsc,residence,emi,Rate,0.1121709754442334,True
+sd_drop_neg,un_desa_imfsc,residence,emi,Percentage Change,0.0150446357384619,True
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+sd_drop_neg,un_desa_imfsc,residence,imm,Log Count,0.5544135089137624,False
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+sd_drop_neg,un_desa_imfsc,residence,imm,Migration Rate,0.3233131786147972,False
+sd_drop_neg,un_desa_imfsc,residence,imm,Count,0.5809400882727295,True
+sd_drop_neg,un_desa_imfsc,residence,imm,Logarithm of Count,0.126361704513457,True
+sd_drop_neg,un_desa_imfsc,residence,imm,Rate,0.2314503172533878,True
+sd_drop_neg,un_desa_imfsc,residence,imm,Percentage Change,0.0716592848475729,True
+sd_rev_neg,demig_c2c,residence,emi,Count,0.2603133524560996,False
+sd_rev_neg,demig_c2c,residence,emi,Log Count,0.4725268481811301,False
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+sd_rev_neg,demig_c2c,residence,emi,Count,0.0931599450314808,True
+sd_rev_neg,demig_c2c,residence,emi,Logarithm of Count,0.030378843197085,True
+sd_rev_neg,demig_c2c,residence,emi,Rate,0.3175340952769177,True
+sd_rev_neg,demig_c2c,residence,emi,Percentage Change,0.0040916249665,True
+sd_rev_neg,demig_c2c,residence,imm,Count,0.566339596102729,False
+sd_rev_neg,demig_c2c,residence,imm,Log Count,0.5884879920441988,False
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+sd_rev_neg,demig_c2c,residence,imm,Count,0.3715887406466038,True
+sd_rev_neg,demig_c2c,residence,imm,Logarithm of Count,0.1506206145619915,True
+sd_rev_neg,demig_c2c,residence,imm,Rate,0.5544962279340271,True
+sd_rev_neg,demig_c2c,residence,imm,Percentage Change,0.0695877993237815,True
+sd_rev_neg,eurostat,residence,emi,Count,0.4497803444546335,False
+sd_rev_neg,eurostat,residence,emi,Log Count,0.5112998420609252,False
+sd_rev_neg,eurostat,residence,emi,Proportion,0.5392075296740173,False
+sd_rev_neg,eurostat,residence,emi,Migration Rate,0.4447294520749987,False
+sd_rev_neg,eurostat,residence,emi,Count,0.3662269278038214,True
+sd_rev_neg,eurostat,residence,emi,Logarithm of Count,0.044577774233079,True
+sd_rev_neg,eurostat,residence,emi,Rate,0.226349222917277,True
+sd_rev_neg,eurostat,residence,emi,Percentage Change,0.0179845302305249,True
+sd_rev_neg,eurostat,residence,imm,Count,0.7225037135369154,False
+sd_rev_neg,eurostat,residence,imm,Log Count,0.6779289797306569,False
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+sd_rev_neg,eurostat,residence,imm,Migration Rate,0.3810645574272731,False
+sd_rev_neg,eurostat,residence,imm,Count,0.6503516772153041,True
+sd_rev_neg,eurostat,residence,imm,Logarithm of Count,0.1695963299576677,True
+sd_rev_neg,eurostat,residence,imm,Rate,0.0647205330299868,True
+sd_rev_neg,eurostat,residence,imm,Percentage Change,0.0206957581484749,True
+sd_rev_neg,ilo_asean,residence,imm,Count,0.2123493398183575,False
+sd_rev_neg,ilo_asean,residence,imm,Log Count,0.3801642410588112,False
+sd_rev_neg,ilo_asean,residence,imm,Proportion,0.2254175971144588,False
+sd_rev_neg,ilo_asean,residence,imm,Migration Rate,0.2824931578767494,False
+sd_rev_neg,ilo_asean,residence,imm,Count,-0.0078167825511579,True
+sd_rev_neg,ilo_asean,residence,imm,Logarithm of Count,-0.0289556649183791,True
+sd_rev_neg,ilo_asean,residence,imm,Rate,-0.11015922715728,True
+sd_rev_neg,ilo_asean,residence,imm,Percentage Change,0.0032376140401938,True
+sd_rev_neg,un_desa_imfsc,residence,emi,Count,0.2712247983000539,False
+sd_rev_neg,un_desa_imfsc,residence,emi,Log Count,0.4665437487821592,False
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+sd_rev_neg,un_desa_imfsc,residence,emi,Migration Rate,0.3728079541381191,False
+sd_rev_neg,un_desa_imfsc,residence,emi,Count,0.0565235389379251,True
+sd_rev_neg,un_desa_imfsc,residence,emi,Logarithm of Count,0.0174867431948829,True
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+sd_rev_neg,un_desa_imfsc,residence,emi,Percentage Change,0.0089011157535545,True
+sd_rev_neg,un_desa_imfsc,residence,imm,Count,0.7519788669439043,False
+sd_rev_neg,un_desa_imfsc,residence,imm,Log Count,0.6148032700735544,False
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+sd_rev_neg,un_desa_imfsc,residence,imm,Migration Rate,0.3957622723803849,False
+sd_rev_neg,un_desa_imfsc,residence,imm,Count,0.4991086900189262,True
+sd_rev_neg,un_desa_imfsc,residence,imm,Logarithm of Count,0.1181895989242073,True
+sd_rev_neg,un_desa_imfsc,residence,imm,Rate,0.2390876349443926,True
+sd_rev_neg,un_desa_imfsc,residence,imm,Percentage Change,0.0334167075612152,True
+mig_rate,demig_c2c,residence,emi,Count,0.4572638302693314,False
+mig_rate,demig_c2c,residence,emi,Log Count,0.6085183748055327,False
+mig_rate,demig_c2c,residence,emi,Proportion,0.747034778157665,False
+mig_rate,demig_c2c,residence,emi,Migration Rate,0.6630225524329776,False
+mig_rate,demig_c2c,residence,emi,Count,0.079575015141587,True
+mig_rate,demig_c2c,residence,emi,Logarithm of Count,0.0782981430387868,True
+mig_rate,demig_c2c,residence,emi,Rate,-0.0034442516143323,True
+mig_rate,demig_c2c,residence,emi,Percentage Change,0.0159780444442792,True
+mig_rate,demig_c2c,residence,imm,Count,0.6919285211102748,False
+mig_rate,demig_c2c,residence,imm,Log Count,0.5994707766187602,False
+mig_rate,demig_c2c,residence,imm,Proportion,0.770464608819132,False
+mig_rate,demig_c2c,residence,imm,Migration Rate,0.5806090988993016,False
+mig_rate,demig_c2c,residence,imm,Count,-0.1124091425251056,True
+mig_rate,demig_c2c,residence,imm,Logarithm of Count,0.2423319290310803,True
+mig_rate,demig_c2c,residence,imm,Rate,-0.2284000047944257,True
+mig_rate,demig_c2c,residence,imm,Percentage Change,0.0526803953477495,True
+mig_rate,eurostat,residence,emi,Count,0.4593067002852008,False
+mig_rate,eurostat,residence,emi,Log Count,0.6008491711746814,False
+mig_rate,eurostat,residence,emi,Proportion,0.6055930665238752,False
+mig_rate,eurostat,residence,emi,Migration Rate,0.3954745693146167,False
+mig_rate,eurostat,residence,emi,Count,0.1027044999260686,True
+mig_rate,eurostat,residence,emi,Logarithm of Count,0.0879757907499967,True
+mig_rate,eurostat,residence,emi,Rate,0.0772749575587847,True
+mig_rate,eurostat,residence,emi,Percentage Change,0.1335606767163392,True
+mig_rate,eurostat,residence,imm,Count,0.6708721093689075,False
+mig_rate,eurostat,residence,imm,Log Count,0.7059718467066987,False
+mig_rate,eurostat,residence,imm,Proportion,0.747871703539647,False
+mig_rate,eurostat,residence,imm,Migration Rate,0.3900337626731291,False
+mig_rate,eurostat,residence,imm,Count,-0.1620224247658382,True
+mig_rate,eurostat,residence,imm,Logarithm of Count,0.1617215315004924,True
+mig_rate,eurostat,residence,imm,Rate,-0.0268269621470673,True
+mig_rate,eurostat,residence,imm,Percentage Change,0.0148278680280669,True
+mig_rate,ilo_asean,residence,imm,Count,0.1777246835708643,False
+mig_rate,ilo_asean,residence,imm,Log Count,0.5910926875488145,False
+mig_rate,ilo_asean,residence,imm,Proportion,0.4892781956270596,False
+mig_rate,ilo_asean,residence,imm,Migration Rate,0.2818381066861488,False
+mig_rate,ilo_asean,residence,imm,Count,-0.3807645654300786,True
+mig_rate,ilo_asean,residence,imm,Logarithm of Count,-0.0364008518355873,True
+mig_rate,ilo_asean,residence,imm,Rate,-0.2056994416010353,True
+mig_rate,ilo_asean,residence,imm,Percentage Change,0.0028221096233819,True
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+da_min_open,demig_c2c,birth,all,Count,-0.319405400729098,True
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+da_min_open,eurostat,residence,all,Count,0.6065091354322832,True
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+da_min_open,eurostat,residence,all,Percentage Change,0.00070161432036988,True
+da_min_open,ilo_asean,residence,all,Count,0.2187700220808316,False
+da_min_open,ilo_asean,residence,all,Log Count,0.3823952862244854,False
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+da_min_open,ilo_asean,residence,all,Count,-0.0526223756501797,True
+da_min_open,ilo_asean,residence,all,Logarithm of Count,-0.0722895048368809,True
+da_min_open,ilo_asean,residence,all,Rate,-0.1837163372313754,True
+da_min_open,ilo_asean,residence,all,Percentage Change,0.0040079543919221,True
+da_min_open,oecd,birth,all,Count,0.5798336039605372,False
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+da_min_open,un_desa_imfsc,birth,all,Count,-0.4931081730914192,True
+da_min_open,un_desa_imfsc,birth,all,Logarithm of Count,0.0758566908044272,True
+da_min_open,un_desa_imfsc,birth,all,Rate,-0.1094491003143194,True
+da_min_open,un_desa_imfsc,birth,all,Percentage Change,0.2257007493649155,True
+da_min_open,un_desa_imfsc,residence,all,Count,0.6358439612248996,False
+da_min_open,un_desa_imfsc,residence,all,Log Count,0.5815707754801579,False
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+da_min_open,un_desa_imfsc,residence,all,Migration Rate,0.38271273400861,False
+da_min_open,un_desa_imfsc,residence,all,Count,0.4607059202711485,True
+da_min_open,un_desa_imfsc,residence,all,Logarithm of Count,0.0851323780678698,True
+da_min_open,un_desa_imfsc,residence,all,Rate,0.2170750388251983,True
+da_min_open,un_desa_imfsc,residence,all,Percentage Change,0.0006141559674907151,True
+da_min_closed,celede,birth,all,Count,0.6214043562108775,False
+da_min_closed,celede,birth,all,Log Count,0.6432753798593137,False
+da_min_closed,celede,birth,all,Proportion,0.9381289842319064,False
+da_min_closed,celede,birth,all,Migration Rate,0.6708915237069683,False
+da_min_closed,celede,birth,all,Count,0.1278349211886266,True
+da_min_closed,celede,birth,all,Logarithm of Count,0.0044129463234101,True
+da_min_closed,celede,birth,all,Rate,0.3058541410536908,True
+da_min_closed,celede,birth,all,Percentage Change,0.0015422091718911,True
+da_min_closed,demig_c2c,birth,all,Count,0.7776031845758417,False
+da_min_closed,demig_c2c,birth,all,Log Count,0.6002294960595357,False
+da_min_closed,demig_c2c,birth,all,Proportion,0.7904090628265967,False
+da_min_closed,demig_c2c,birth,all,Migration Rate,0.4842231459650239,False
+da_min_closed,demig_c2c,birth,all,Count,-0.312200544412206,True
+da_min_closed,demig_c2c,birth,all,Logarithm of Count,0.2888515559223291,True
+da_min_closed,demig_c2c,birth,all,Rate,-0.0147847577886208,True
+da_min_closed,demig_c2c,birth,all,Percentage Change,0.0915195489011298,True
+da_min_closed,demig_c2c,residence,all,Count,0.5159323137915053,False
+da_min_closed,demig_c2c,residence,all,Log Count,0.5274044556793895,False
+da_min_closed,demig_c2c,residence,all,Proportion,0.5279989562750792,False
+da_min_closed,demig_c2c,residence,all,Migration Rate,0.5853688697545003,False
+da_min_closed,demig_c2c,residence,all,Count,0.4793554998029776,True
+da_min_closed,demig_c2c,residence,all,Logarithm of Count,0.0677786146761462,True
+da_min_closed,demig_c2c,residence,all,Rate,0.4940294475834163,True
+da_min_closed,demig_c2c,residence,all,Percentage Change,0.0003950233057756568,True
+da_min_closed,eurostat,residence,all,Count,0.490059669609968,False
+da_min_closed,eurostat,residence,all,Log Count,0.613769961926284,False
+da_min_closed,eurostat,residence,all,Proportion,0.4433898051801829,False
+da_min_closed,eurostat,residence,all,Migration Rate,0.3445133975903292,False
+da_min_closed,eurostat,residence,all,Count,0.4452383493270543,True
+da_min_closed,eurostat,residence,all,Logarithm of Count,0.090411299061685,True
+da_min_closed,eurostat,residence,all,Rate,0.0330256603261276,True
+da_min_closed,eurostat,residence,all,Percentage Change,0.0020781095666654,True
+da_min_closed,ilo_asean,residence,all,Count,0.237448342185353,False
+da_min_closed,ilo_asean,residence,all,Log Count,0.2601530451480466,False
+da_min_closed,ilo_asean,residence,all,Proportion,0.216315164259973,False
+da_min_closed,ilo_asean,residence,all,Migration Rate,0.5626496481569662,False
+da_min_closed,ilo_asean,residence,all,Count,-0.0812877592670352,True
+da_min_closed,ilo_asean,residence,all,Logarithm of Count,0.0007399714880437271,True
+da_min_closed,ilo_asean,residence,all,Rate,-0.0902726402534664,True
+da_min_closed,ilo_asean,residence,all,Percentage Change,0.0202479928605806,True
+da_min_closed,oecd,birth,all,Count,0.5801985158278977,False
+da_min_closed,oecd,birth,all,Log Count,0.5897520474181381,False
+da_min_closed,oecd,birth,all,Proportion,0.5892824087711308,False
+da_min_closed,oecd,birth,all,Migration Rate,0.3405658943753785,False
+da_min_closed,oecd,birth,all,Count,0.2324463573690102,True
+da_min_closed,oecd,birth,all,Logarithm of Count,0.1851697633741685,True
+da_min_closed,oecd,birth,all,Rate,-0.0004776616093448562,True
+da_min_closed,oecd,birth,all,Percentage Change,0.0357163607631315,True
+da_min_closed,un_desa_imfsc,birth,all,Count,0.8024555747123647,False
+da_min_closed,un_desa_imfsc,birth,all,Log Count,0.6884185483664634,False
+da_min_closed,un_desa_imfsc,birth,all,Proportion,0.8961746799566451,False
+da_min_closed,un_desa_imfsc,birth,all,Migration Rate,0.4440859969929944,False
+da_min_closed,un_desa_imfsc,birth,all,Count,-0.4718236650957844,True
+da_min_closed,un_desa_imfsc,birth,all,Logarithm of Count,0.0672738348105614,True
+da_min_closed,un_desa_imfsc,birth,all,Rate,-0.1428412422103623,True
+da_min_closed,un_desa_imfsc,birth,all,Percentage Change,0.1813895442967621,True
+da_min_closed,un_desa_imfsc,residence,all,Count,0.5855482262945031,False
+da_min_closed,un_desa_imfsc,residence,all,Log Count,0.5314275542381369,False
+da_min_closed,un_desa_imfsc,residence,all,Proportion,0.4570306718300504,False
+da_min_closed,un_desa_imfsc,residence,all,Migration Rate,0.334197271704014,False
+da_min_closed,un_desa_imfsc,residence,all,Count,0.405601589877854,True
+da_min_closed,un_desa_imfsc,residence,all,Logarithm of Count,0.0528152772345884,True
+da_min_closed,un_desa_imfsc,residence,all,Rate,0.1732806690744665,True
+da_min_closed,un_desa_imfsc,residence,all,Percentage Change,6.61099522044521e-05,True
+da_pb_closed,celede,birth,all,Count,0.6214043547934625,False
+da_pb_closed,celede,birth,all,Log Count,0.6432753836366396,False
+da_pb_closed,celede,birth,all,Proportion,0.9381289835565052,False
+da_pb_closed,celede,birth,all,Migration Rate,0.6708915228755047,False
+da_pb_closed,celede,birth,all,Count,0.1278349081155877,True
+da_pb_closed,celede,birth,all,Logarithm of Count,0.0044129631182048,True
+da_pb_closed,celede,birth,all,Rate,0.3058541213861875,True
+da_pb_closed,celede,birth,all,Percentage Change,0.001542209295187,True
+da_pb_closed,demig_c2c,birth,all,Count,0.7776031850687651,False
+da_pb_closed,demig_c2c,birth,all,Log Count,0.6002294960373693,False
+da_pb_closed,demig_c2c,birth,all,Proportion,0.7904090614513349,False
+da_pb_closed,demig_c2c,birth,all,Migration Rate,0.4842231466549202,False
+da_pb_closed,demig_c2c,birth,all,Count,-0.3122005421187185,True
+da_pb_closed,demig_c2c,birth,all,Logarithm of Count,0.2888515557411249,True
+da_pb_closed,demig_c2c,birth,all,Rate,-0.0147847457594332,True
+da_pb_closed,demig_c2c,birth,all,Percentage Change,0.0915195348409252,True
+da_pb_closed,demig_c2c,residence,all,Count,0.6891767203876323,False
+da_pb_closed,demig_c2c,residence,all,Log Count,0.7754494622234266,False
+da_pb_closed,demig_c2c,residence,all,Proportion,0.80263354484172,False
+da_pb_closed,demig_c2c,residence,all,Migration Rate,0.7397180720741682,False
+da_pb_closed,demig_c2c,residence,all,Count,0.4785273083924257,True
+da_pb_closed,demig_c2c,residence,all,Logarithm of Count,0.1520167514873371,True
+da_pb_closed,demig_c2c,residence,all,Rate,0.4902823641528077,True
+da_pb_closed,demig_c2c,residence,all,Percentage Change,0.0388114262650375,True
+da_pb_closed,eurostat,residence,all,Count,0.6825911916009583,False
+da_pb_closed,eurostat,residence,all,Log Count,0.8377347332384045,False
+da_pb_closed,eurostat,residence,all,Proportion,0.7356626064675903,False
+da_pb_closed,eurostat,residence,all,Migration Rate,0.4628018319226012,False
+da_pb_closed,eurostat,residence,all,Count,0.485274721506061,True
+da_pb_closed,eurostat,residence,all,Logarithm of Count,0.157456194305453,True
+da_pb_closed,eurostat,residence,all,Rate,0.0321193966325783,True
+da_pb_closed,eurostat,residence,all,Percentage Change,0.0122385848627156,True
+da_pb_closed,ilo_asean,residence,all,Count,0.2017069546062335,False
+da_pb_closed,ilo_asean,residence,all,Log Count,0.479448206568446,False
+da_pb_closed,ilo_asean,residence,all,Proportion,0.1997322904280385,False
+da_pb_closed,ilo_asean,residence,all,Migration Rate,0.506287617231305,False
+da_pb_closed,ilo_asean,residence,all,Count,-0.0003638826591225627,True
+da_pb_closed,ilo_asean,residence,all,Logarithm of Count,0.0924363943353064,True
+da_pb_closed,ilo_asean,residence,all,Rate,-0.103148710896501,True
+da_pb_closed,ilo_asean,residence,all,Percentage Change,-0.0055828506367612,True
+da_pb_closed,oecd,birth,all,Count,0.5801985160051156,False
+da_pb_closed,oecd,birth,all,Log Count,0.5897520475584117,False
+da_pb_closed,oecd,birth,all,Proportion,0.5892824098366616,False
+da_pb_closed,oecd,birth,all,Migration Rate,0.3405658891972086,False
+da_pb_closed,oecd,birth,all,Count,0.2324463573003245,True
+da_pb_closed,oecd,birth,all,Logarithm of Count,0.1851697861677325,True
+da_pb_closed,oecd,birth,all,Rate,-0.0004776610766242438,True
+da_pb_closed,oecd,birth,all,Percentage Change,0.0357163584406652,True
+da_pb_closed,un_desa_imfsc,birth,all,Count,0.8024555752008131,False
+da_pb_closed,un_desa_imfsc,birth,all,Log Count,0.6884185483200138,False
+da_pb_closed,un_desa_imfsc,birth,all,Proportion,0.8961746805336606,False
+da_pb_closed,un_desa_imfsc,birth,all,Migration Rate,0.4440859972659461,False
+da_pb_closed,un_desa_imfsc,birth,all,Count,-0.4718236634890422,True
+da_pb_closed,un_desa_imfsc,birth,all,Logarithm of Count,0.0672738337587258,True
+da_pb_closed,un_desa_imfsc,birth,all,Rate,-0.1428412367105634,True
+da_pb_closed,un_desa_imfsc,birth,all,Percentage Change,0.1813895424422815,True
+da_pb_closed,un_desa_imfsc,residence,all,Count,0.7257659591923282,False
+da_pb_closed,un_desa_imfsc,residence,all,Log Count,0.776690220582822,False
+da_pb_closed,un_desa_imfsc,residence,all,Proportion,0.7623738711246135,False
+da_pb_closed,un_desa_imfsc,residence,all,Migration Rate,0.4712184325003546,False
+da_pb_closed,un_desa_imfsc,residence,all,Count,0.4667693821666347,True
+da_pb_closed,un_desa_imfsc,residence,all,Logarithm of Count,0.1200520834290762,True
+da_pb_closed,un_desa_imfsc,residence,all,Rate,0.182524981666592,True
+da_pb_closed,un_desa_imfsc,residence,all,Percentage Change,0.0275700420923403,True
+sd_drop_neg,demig_c2c,residence,all,Count,0.4851940922669692,False
+sd_drop_neg,demig_c2c,residence,all,Log Count,0.5066918807327644,False
+sd_drop_neg,demig_c2c,residence,all,Proportion,0.5772387111368058,False
+sd_drop_neg,demig_c2c,residence,all,Migration Rate,0.524102842364058,False
+sd_drop_neg,demig_c2c,residence,all,Count,0.3846741465691309,True
+sd_drop_neg,demig_c2c,residence,all,Logarithm of Count,0.1097675961873582,True
+sd_drop_neg,demig_c2c,residence,all,Rate,0.5872992703077667,True
+sd_drop_neg,demig_c2c,residence,all,Percentage Change,0.0253051289572706,True
+sd_drop_neg,eurostat,residence,all,Count,0.6483165326835505,False
+sd_drop_neg,eurostat,residence,all,Log Count,0.5755460710458257,False
+sd_drop_neg,eurostat,residence,all,Proportion,0.5821677788558038,False
+sd_drop_neg,eurostat,residence,all,Migration Rate,0.3526649989210909,False
+sd_drop_neg,eurostat,residence,all,Count,0.6494705185583932,True
+sd_drop_neg,eurostat,residence,all,Logarithm of Count,0.1104574467913153,True
+sd_drop_neg,eurostat,residence,all,Rate,0.0485730354616408,True
+sd_drop_neg,eurostat,residence,all,Percentage Change,0.1760178575306228,True
+sd_drop_neg,ilo_asean,residence,all,Count,0.2315042836493918,False
+sd_drop_neg,ilo_asean,residence,all,Log Count,0.3355432974913547,False
+sd_drop_neg,ilo_asean,residence,all,Proportion,0.2848842027558095,False
+sd_drop_neg,ilo_asean,residence,all,Migration Rate,0.3018512408817003,False
+sd_drop_neg,ilo_asean,residence,all,Count,-0.0141298532441723,True
+sd_drop_neg,ilo_asean,residence,all,Logarithm of Count,-0.0302380859981659,True
+sd_drop_neg,ilo_asean,residence,all,Rate,-0.1600351257898311,True
+sd_drop_neg,ilo_asean,residence,all,Percentage Change,0.0036823012654662,True
+sd_drop_neg,un_desa_imfsc,residence,all,Count,0.4736240391047557,False
+sd_drop_neg,un_desa_imfsc,residence,all,Log Count,0.5015931036641746,False
+sd_drop_neg,un_desa_imfsc,residence,all,Proportion,0.4651205568996547,False
+sd_drop_neg,un_desa_imfsc,residence,all,Migration Rate,0.3257646232812303,False
+sd_drop_neg,un_desa_imfsc,residence,all,Count,0.3949238102646771,True
+sd_drop_neg,un_desa_imfsc,residence,all,Logarithm of Count,0.0795543523348771,True
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Validation/corr_cross_fold.csv

@@ -0,0 +1,931 @@
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+Fold 2,un_desa_imfsc,birth,imm,Count,0.9108579643069642,FALSE
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+Fold 3,celede,birth,imm,Count,0.4779053047145385,FALSE
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+Fold 3,demig_c2c,residence,emi,Log Count,0.8103026101236885,FALSE
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+Fold 3,demig_c2c,residence,emi,Count,0.19208911410153726,TRUE
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+Fold 3,ilo_asean,residence,imm,Count,0.22877703378370037,FALSE
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+Fold 3,oecd,birth,emi,Count,0.2872768910898549,FALSE
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+Fold 3,un_desa_imfsc,birth,imm,Count,0.9090683461169052,FALSE
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+Fold 4,celede,birth,imm,Count,0.4591764629613223,FALSE
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+Fold 4,demig_c2c,residence,emi,Log Count,0.8214757921263361,FALSE
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+Fold 4,demig_c2c,residence,emi,Count,0.18694737621340526,TRUE
+Fold 4,demig_c2c,residence,emi,Logarithm of Count,0.16478929859454938,TRUE
+Fold 4,demig_c2c,residence,emi,Rate,0.3230943513018691,TRUE
+Fold 4,demig_c2c,residence,emi,Percentage Change,0.027019459058953844,TRUE
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+Fold 1,celede,birth,all,Count,0.472412674241973,FALSE
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+Fold 2,celede,birth,all,Count,0.4790569734702854,FALSE
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+Fold 2,demig_c2c,birth,all,Logarithm of Count,0.36165916944460863,TRUE
+Fold 2,demig_c2c,birth,all,Rate,-0.03962332381308178,TRUE
+Fold 2,demig_c2c,birth,all,Percentage Change,0.04533783360207588,TRUE
+Fold 2,demig_c2c,residence,all,Count,0.6947865804575827,FALSE
+Fold 2,demig_c2c,residence,all,Log Count,0.829065221198119,FALSE
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+Fold 2,demig_c2c,residence,all,Count,0.4485521529430135,TRUE
+Fold 2,demig_c2c,residence,all,Logarithm of Count,0.22249464897796767,TRUE
+Fold 2,demig_c2c,residence,all,Rate,0.5592919196884182,TRUE
+Fold 2,demig_c2c,residence,all,Percentage Change,0.07763406317481372,TRUE
+Fold 2,eurostat,residence,all,Count,0.8188227700228544,FALSE
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+Fold 2,ilo_asean,residence,all,Count,0.2566687438864728,FALSE
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+Fold 2,oecd,birth,all,Count,0.6759521110518797,FALSE
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+Fold 2,un_desa_imfsc,birth,all,Count,0.9108579643069642,FALSE
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+Fold 2,un_desa_imfsc,residence,all,Percentage Change,0.03354655572076347,TRUE
+Fold 3,celede,birth,all,Count,0.4779053047145385,FALSE
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+Fold 3,celede,birth,all,Percentage Change,-0.010459539895611382,TRUE
+Fold 3,demig_c2c,birth,all,Count,0.8987310997181627,FALSE
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+Fold 3,demig_c2c,residence,all,Count,0.46910172049309984,TRUE
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+Fold 3,eurostat,residence,all,Count,0.8209310629811057,FALSE
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+Fold 3,eurostat,residence,all,Percentage Change,0.18675446421015635,TRUE
+Fold 3,ilo_asean,residence,all,Count,0.22877703378370037,FALSE
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+Fold 3,oecd,birth,all,Count,0.6993029293665496,FALSE
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+Fold 3,un_desa_imfsc,birth,all,Count,0.9090683461169052,FALSE
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+Fold 3,un_desa_imfsc,residence,all,Percentage Change,0.03348304399318263,TRUE
+Fold 4,celede,birth,all,Count,0.4591764629613223,FALSE
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+Fold 4,celede,birth,all,Count,-0.04769405899572691,TRUE
+Fold 4,celede,birth,all,Logarithm of Count,-0.1002142655749304,TRUE
+Fold 4,celede,birth,all,Rate,-0.03510926094578,TRUE
+Fold 4,celede,birth,all,Percentage Change,0.00686899563888691,TRUE
+Fold 4,demig_c2c,birth,all,Count,0.9051538429780586,FALSE
+Fold 4,demig_c2c,birth,all,Log Count,0.8178027146730986,FALSE
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+Fold 4,demig_c2c,birth,all,Count,0.4492422418261174,TRUE
+Fold 4,demig_c2c,birth,all,Logarithm of Count,0.3708638737760118,TRUE
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+Fold 4,demig_c2c,birth,all,Percentage Change,0.043173832590889125,TRUE
+Fold 4,demig_c2c,residence,all,Count,0.6756751330291146,FALSE
+Fold 4,demig_c2c,residence,all,Log Count,0.8520491790632571,FALSE
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+Fold 4,demig_c2c,residence,all,Count,0.48344095657008046,TRUE
+Fold 4,demig_c2c,residence,all,Logarithm of Count,0.23620435637576143,TRUE
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+Fold 4,eurostat,residence,all,Count,0.820880884172216,FALSE
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+Fold 4,eurostat,residence,all,Percentage Change,0.12397727870363498,TRUE
+Fold 4,ilo_asean,residence,all,Count,0.21922086861278223,FALSE
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+Fold 4,ilo_asean,residence,all,Logarithm of Count,0.15979147098058072,TRUE
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+Fold 4,ilo_asean,residence,all,Percentage Change,0.07809511271953572,TRUE
+Fold 4,oecd,birth,all,Count,0.653063933069399,FALSE
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+Fold 4,oecd,birth,all,Percentage Change,0.014243835254456738,TRUE
+Fold 4,un_desa_imfsc,birth,all,Count,0.9165645850757392,FALSE
+Fold 4,un_desa_imfsc,birth,all,Log Count,0.8795420507308201,FALSE
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+Fold 4,un_desa_imfsc,birth,all,Count,0.31315292423012764,TRUE
+Fold 4,un_desa_imfsc,birth,all,Logarithm of Count,0.2902246304021825,TRUE
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+Fold 4,un_desa_imfsc,residence,all,Count,0.7554728691331157,FALSE
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+Fold 4,un_desa_imfsc,residence,all,Logarithm of Count,0.18815740996976923,TRUE
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+Fold 4,un_desa_imfsc,residence,all,Percentage Change,0.033782698561904516,TRUE
+Fold 5,celede,birth,all,Count,0.4913684994575263,FALSE
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+Fold 5,celede,birth,all,Count,-0.03902570279052228,TRUE
+Fold 5,celede,birth,all,Logarithm of Count,-0.09719546599097632,TRUE
+Fold 5,celede,birth,all,Rate,-0.17432201883556053,TRUE
+Fold 5,celede,birth,all,Percentage Change,0.007986814214829146,TRUE
+Fold 5,demig_c2c,birth,all,Count,0.8872026908937583,FALSE
+Fold 5,demig_c2c,birth,all,Log Count,0.8456586995502993,FALSE
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+Fold 5,demig_c2c,birth,all,Count,0.2790903627200136,TRUE
+Fold 5,demig_c2c,birth,all,Logarithm of Count,0.35325930980235865,TRUE
+Fold 5,demig_c2c,birth,all,Rate,-0.04340714398041895,TRUE
+Fold 5,demig_c2c,birth,all,Percentage Change,0.05240314429672269,TRUE
+Fold 5,demig_c2c,residence,all,Count,0.6906808494878512,FALSE
+Fold 5,demig_c2c,residence,all,Log Count,0.8430995795811519,FALSE
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+Fold 5,demig_c2c,residence,all,Count,0.512056022587438,TRUE
+Fold 5,demig_c2c,residence,all,Logarithm of Count,0.24539238038913624,TRUE
+Fold 5,demig_c2c,residence,all,Rate,0.66975447943183,TRUE
+Fold 5,demig_c2c,residence,all,Percentage Change,0.08499034076605282,TRUE
+Fold 5,eurostat,residence,all,Count,0.8400189116631355,FALSE
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+Fold 5,eurostat,residence,all,Logarithm of Count,0.17087411562815077,TRUE
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+Fold 5,eurostat,residence,all,Percentage Change,0.20408267251898177,TRUE
+Fold 5,ilo_asean,residence,all,Count,0.22157000885257577,FALSE
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+Fold 5,ilo_asean,residence,all,Percentage Change,0.057996132116183825,TRUE
+Fold 5,oecd,birth,all,Count,0.687941882120731,FALSE
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+Fold 5,un_desa_imfsc,birth,all,Count,0.8983342210422248,FALSE
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+Fold 5,un_desa_imfsc,birth,all,Logarithm of Count,0.24218764798284648,TRUE
+Fold 5,un_desa_imfsc,birth,all,Rate,-0.14008683639571992,TRUE
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+Fold 5,un_desa_imfsc,residence,all,Percentage Change,0.044453152606214824,TRUE
+Fold 1,demig_c2c,birth,all,Emigration Rate,0.721837321528318,FALSE
+Fold 1,demig_c2c,residence,all,Emigration Rate,0.804063178605231,FALSE
+Fold 1,demig_tot,residence,all,Emigration Rate,0.4420680626588578,FALSE
+Fold 1,eurostat,residence,all,Emigration Rate,0.5429145612309915,FALSE
+Fold 1,oecd,birth,all,Emigration Rate,0.3682594904401896,FALSE
+Fold 1,un_desa_imfsc,residence,all,Emigration Rate,0.5526430231432389,FALSE
+Fold 2,demig_c2c,birth,all,Emigration Rate,-0.12107470396979093,FALSE
+Fold 2,demig_c2c,residence,all,Emigration Rate,0.7762623032871546,FALSE
+Fold 2,demig_tot,residence,all,Emigration Rate,0.4037266960769114,FALSE
+Fold 2,eurostat,residence,all,Emigration Rate,0.42465976685409146,FALSE
+Fold 2,oecd,birth,all,Emigration Rate,0.20270533717526162,FALSE
+Fold 2,un_desa_imfsc,residence,all,Emigration Rate,0.4284251231212695,FALSE
+Fold 3,demig_c2c,birth,all,Emigration Rate,0.6165013582170937,FALSE
+Fold 3,demig_c2c,residence,all,Emigration Rate,0.8044266865745282,FALSE
+Fold 3,demig_tot,residence,all,Emigration Rate,0.3741554025614491,FALSE
+Fold 3,eurostat,residence,all,Emigration Rate,0.5636394570821629,FALSE
+Fold 3,oecd,birth,all,Emigration Rate,0.3015646831584163,FALSE
+Fold 3,un_desa_imfsc,residence,all,Emigration Rate,0.4498403981084214,FALSE
+Fold 4,demig_c2c,birth,all,Emigration Rate,0.6762381356772532,FALSE
+Fold 4,demig_c2c,residence,all,Emigration Rate,0.7673620921839549,FALSE
+Fold 4,demig_tot,residence,all,Emigration Rate,0.4562944710054364,FALSE
+Fold 4,eurostat,residence,all,Emigration Rate,0.5665518929739669,FALSE
+Fold 4,oecd,birth,all,Emigration Rate,0.08438957402311151,FALSE
+Fold 4,un_desa_imfsc,residence,all,Emigration Rate,0.5105194374435987,FALSE
+Fold 5,demig_c2c,birth,all,Emigration Rate,0.6720318942923106,FALSE
+Fold 5,demig_c2c,residence,all,Emigration Rate,0.8198109914101507,FALSE
+Fold 5,demig_tot,residence,all,Emigration Rate,0.4072334879597611,FALSE
+Fold 5,eurostat,residence,all,Emigration Rate,0.5757422544648705,FALSE
+Fold 5,oecd,birth,all,Emigration Rate,0.3581460605048516,FALSE
+Fold 5,un_desa_imfsc,residence,all,Emigration Rate,0.5174189046565725,FALSE
+Fold 1,celede,birth,all,Immigration Rate,0.6626215320732747,FALSE
+Fold 1,demig_c2c,birth,all,Immigration Rate,0.9025402349816611,FALSE
+Fold 1,demig_c2c,residence,all,Immigration Rate,0.8318878956156204,FALSE
+Fold 1,demig_tot,residence,all,Immigration Rate,0.6157260467802368,FALSE
+Fold 1,eurostat,residence,all,Immigration Rate,0.6948339290033487,FALSE
+Fold 1,ilo_asean,residence,all,Immigration Rate,0.7601944944444394,FALSE
+Fold 1,ipums,residence,all,Immigration Rate,0.6844674577941761,FALSE
+Fold 1,oecd,birth,all,Immigration Rate,0.7800863292241833,FALSE
+Fold 1,un_desa_imfsc,birth,all,Immigration Rate,0.26177158504005893,FALSE
+Fold 1,un_desa_imfsc,residence,all,Immigration Rate,0.8041247376866321,FALSE
+Fold 2,celede,birth,all,Immigration Rate,0.6771798461976795,FALSE
+Fold 2,demig_c2c,birth,all,Immigration Rate,0.9005118623136161,FALSE
+Fold 2,demig_c2c,residence,all,Immigration Rate,0.8529527199469452,FALSE
+Fold 2,demig_tot,residence,all,Immigration Rate,0.5893464749718507,FALSE
+Fold 2,eurostat,residence,all,Immigration Rate,0.5770678659749598,FALSE
+Fold 2,ilo_asean,residence,all,Immigration Rate,0.7559053827499419,FALSE
+Fold 2,ipums,residence,all,Immigration Rate,0.6730975897162325,FALSE
+Fold 2,oecd,birth,all,Immigration Rate,0.7593521490222047,FALSE
+Fold 2,un_desa_imfsc,birth,all,Immigration Rate,0.20595097224803705,FALSE
+Fold 2,un_desa_imfsc,residence,all,Immigration Rate,0.6843143501087732,FALSE
+Fold 3,celede,birth,all,Immigration Rate,0.6235756572809981,FALSE
+Fold 3,demig_c2c,birth,all,Immigration Rate,0.8894094870708532,FALSE
+Fold 3,demig_c2c,residence,all,Immigration Rate,0.8530753865715976,FALSE
+Fold 3,demig_tot,residence,all,Immigration Rate,0.513394374058837,FALSE
+Fold 3,eurostat,residence,all,Immigration Rate,0.6723517875258295,FALSE
+Fold 3,ilo_asean,residence,all,Immigration Rate,0.7600533748621101,FALSE
+Fold 3,ipums,residence,all,Immigration Rate,0.6000455126691847,FALSE
+Fold 3,oecd,birth,all,Immigration Rate,0.7783185126791504,FALSE
+Fold 3,un_desa_imfsc,birth,all,Immigration Rate,0.14787744185991175,FALSE
+Fold 3,un_desa_imfsc,residence,all,Immigration Rate,0.7557417603365386,FALSE
+Fold 4,celede,birth,all,Immigration Rate,0.690598326832614,FALSE
+Fold 4,demig_c2c,birth,all,Immigration Rate,0.9133897737782085,FALSE
+Fold 4,demig_c2c,residence,all,Immigration Rate,0.8334311773581632,FALSE
+Fold 4,demig_tot,residence,all,Immigration Rate,0.4951228805435018,FALSE
+Fold 4,eurostat,residence,all,Immigration Rate,0.7374885084847199,FALSE
+Fold 4,ilo_asean,residence,all,Immigration Rate,0.7672358058894416,FALSE
+Fold 4,ipums,residence,all,Immigration Rate,0.6703885881837035,FALSE
+Fold 4,oecd,birth,all,Immigration Rate,0.7813349335201462,FALSE
+Fold 4,un_desa_imfsc,birth,all,Immigration Rate,0.3643877660785469,FALSE
+Fold 4,un_desa_imfsc,residence,all,Immigration Rate,0.8418255485721653,FALSE
+Fold 5,celede,birth,all,Immigration Rate,0.6822276929692563,FALSE
+Fold 5,demig_c2c,birth,all,Immigration Rate,0.8875736387624785,FALSE
+Fold 5,demig_c2c,residence,all,Immigration Rate,0.8557770328718712,FALSE
+Fold 5,demig_tot,residence,all,Immigration Rate,0.6084921323181559,FALSE
+Fold 5,eurostat,residence,all,Immigration Rate,0.672454503589894,FALSE
+Fold 5,ilo_asean,residence,all,Immigration Rate,0.750799769134767,FALSE
+Fold 5,ipums,residence,all,Immigration Rate,0.6481934878600982,FALSE
+Fold 5,oecd,birth,all,Immigration Rate,0.782071301188674,FALSE
+Fold 5,un_desa_imfsc,birth,all,Immigration Rate,0.1417795471207039,FALSE
+Fold 5,un_desa_imfsc,residence,all,Immigration Rate,0.7730367145797931,FALSE
+Fold 1,demig_tot,residence,all,Net Count,0.7892652231109081,FALSE
+Fold 1,un_desa_wpp,residence,all,Net Count,0.6037420290655294,FALSE
+Fold 2,demig_tot,residence,all,Net Count,0.7704590284147534,FALSE
+Fold 2,un_desa_wpp,residence,all,Net Count,0.7757025184778275,FALSE
+Fold 3,demig_tot,residence,all,Net Count,0.7753725501370925,FALSE
+Fold 3,un_desa_wpp,residence,all,Net Count,0.7876966179049756,FALSE
+Fold 4,demig_tot,residence,all,Net Count,0.7834930683897955,FALSE
+Fold 4,un_desa_wpp,residence,all,Net Count,0.7776431123043271,FALSE
+Fold 5,demig_tot,residence,all,Net Count,0.7918559955065848,FALSE
+Fold 5,un_desa_wpp,residence,all,Net Count,0.7814422068071202,FALSE