Merge pull request #8 from jread-usgs/master

update PBMTL,PGTML,PB0(bads),resample obs

.gitignore

@@ -24,6 +24,7 @@
 vignettes/*.html
 vignettes/*.pdf
 
+in_data/mtl_outputs2_jared/*
 tmp/*
 rc.local
 out_data/*

1_spatial.yml

@@ -37,14 +37,21 @@ targets:
   # would also have pb_target, pg_source, pg_target
 #  model_export_ids:
 #    command: list(pb0 = modeled_lake_ids, pb_source = calibrated_lake_ids)
-  
+
   source_ids:
     command: extract_csv_column(filepath = '../lake-temperature-process-models/3_run/out/RMSE_transfer_glm.csv',
       column = I('source_id'))
 
+  target_test_ids:
+    command: extract_id_pbmtl('../lake-temperature-process-models/3_run/out/transfer_tasks.rds.ind')
+
+  target_expansion_ids:
+    command: extract_expansion_ids('tmp/filtered_observations.rds', 
+      target_ids = target_test_ids,
+      source_ids = source_ids)
+
   target_ids:
-    command: extract_csv_column(filepath = 'in_data/pgdtl_rmse__2233Test_ens9 - pgdtl_rmse_pball_2300_ens9.csv',
-      column = I('target_id'))
+    command: c(target_test_ids, target_expansion_ids)
 
   superset_release_ids:
     command: c(source_ids, target_ids)
@@ -84,7 +91,13 @@ targets:
       meteo_fl_info = xwalk_meteo_fl_names,
       gnis_names_fl = '../lake-temperature-model-prep/2_crosswalk_munge/out/gnisname_nhdhr_xwalk.rds')
 
-
+  out_data/modeling_domain_map.png:
+    command: plot_domain_map(target_name,
+      lakes_sf_fl = "../lake-temperature-model-prep/1_crosswalk_fetch/out/canonical_lakes_sf.rds",
+      source_ids = source_ids, target_test_ids = target_test_ids, target_expansion_ids = target_expansion_ids,
+      us_counties_sf = us_counties_sf,
+      plot_crs = I("+init=epsg:2811"))
+
   spatial_metadata:
     command: extract_feature(modeled_lakes_sf)
 

2_observations.yml

@@ -26,10 +26,22 @@ targets:
 # in_data/hyperscales_temperature_observations.csv was downloaded from https://www.sciencebase.gov/catalog/item/5db81985e4b0b0c58b5a4c41
 # as the "03_temperature_observations.zip" file on 2020-05-22. We're locking this file because it is what was used to train/calibrate. No
 # changes to this file should be allowed without a really good reason. 
+#  tmp/filtered_observations.rds:
+#    command: filter_csv_obs(target_name, site_ids = superset_release_ids,
+#      obs_start = export_start, obs_stop = export_stop,
+#      obs_csv = I('in_data/hyperscales_temperature_observations.csv'))
+
   tmp/filtered_observations.rds:
-    command: filter_csv_obs(target_name, site_ids = superset_release_ids,
-      obs_start = export_start, obs_stop = export_stop,
-      obs_csv = I('in_data/hyperscales_temperature_observations.csv'))
-
+    command: filter_resample_obs(target_name, site_ids = filter_ids,
+      obs_start = export_start, obs_stop = export_stop, 
+      sample_res = 0.5,
+      obs_feather = '../lake-temperature-model-prep/7b_temp_merge/out/merged_temp_data_daily.feather')
+
+  filter_ids:
+    command: c(source_ids, possible_target_ids)
+
+  possible_target_ids:
+    command: extract_csv_column(filepath = 'in_data/pgdtl_rmse__2233Test_ens9 - pgdtl_rmse_pball_2300_ens9.csv', column = I('target_id'))
+
   out_data/temperature_observations.zip:
     command: zip_filter_obs(target_name, 'tmp/filtered_observations.rds')

4_inputs.yml

@@ -35,9 +35,8 @@ targets:
       groups = spatial_groups)
 
   ice_flags_df:
-    command: export_pb_df(site_ids = superset_release_ids,
-      exp_prefix = I('pb0'), exp_suffix = I('ice_flags'),
-      file_template = I('../lake-temperature-process-models/3_run/sync/pb0_%s_temperatures.feather'))
+    command: export_from_table(model_out_fl = '../lake-temperature-process-models/3_run/out/pb0_src_trg_tasks.rds.ind',
+      exp_prefix = I('pb0'), exp_suffix = I('ice_flags'))
 
   out/4_inputs_zips.yml:
     command: zip_meteo_groups(target_name,

5_predictions.yml

@@ -27,22 +27,58 @@ targets:
       - out_data/predict_lakes.png
       - out/5_pb0_predict_zips.yml
       - out/5_pball_predict_zips.yml
+      - out/5_pgmtl_predict_zips.yml
+      - out/5_pgmtl9_predict_zips.yml
+      - out/5_pbmtl_predict_zips.yml
 
 # pb0 predictions are here: 3_run/sync/pb0_{site_id}_temperatures.feather
 # pball predictions are here: 3_run/sync/pball_{site_id}_temperatures.feather
 # calibrated params were cd, sw_factor, and coef_mix_hyp
 # pball configs are here: 2_prep/sync/pball_{site_id}.nml
 
   pb0_predictions_df:
-    command: export_pb_df(site_ids = superset_release_ids,
-      exp_prefix = I('pb0'), exp_suffix = I('temperatures'),
-      file_template = I('../lake-temperature-process-models/3_run/sync/pb0_%s_temperatures.feather'))
+    command: export_from_table(model_out_fl = '../lake-temperature-process-models/3_run/out/pb0_src_trg_tasks.rds.ind',
+      exp_prefix = I('pb0'), exp_suffix = I('temperatures'))
 
+  # also need to extend depth!
+  pbmtl_predictions_df:
+    command: export_pbmtl_df(model_out_fl = '../lake-temperature-process-models/3_run/out/transfer_tasks.rds.ind', 
+      exp_prefix = I('pbmtl'), exp_suffix = I('temperatures'))
+
+  mtl_predictions_df:
+    command: export_mtl_df(site_ids = target_ids,
+      dummy = I("2020-06-10"),
+      exp_prefix = I('pgmtl'), exp_suffix = I('temperatures'),
+      dir_template = I('in_data/mtl_outputs2_jared/%s'),
+      file_pattern = I('top_source0_nhdhr'))
+
+  mtl9_predictions_df:
+    command: export_mtl_df(site_ids = target_ids,
+      dummy = I("2020-06-10"),
+      exp_prefix = I('pgmtl9'), exp_suffix = I('temperatures'),
+      dir_template = I('in_data/mtl_outputs2_jared/%s'),
+      file_pattern = I('9source_ensemble_output'))
+
+  pball_ids:
+    command: c(source_ids, target_test_ids)
+
   pball_predictions_df:
-    command: export_pb_df(site_ids = source_ids,
+    command: export_pb_df(site_ids = pball_ids,
       exp_prefix = I('pball'), exp_suffix = I('temperatures'),
       file_template = I('../lake-temperature-process-models/3_run/sync/pball_%s_temperatures.feather'))
 
+  out/5_pgmtl9_predict_zips.yml:
+    command: zip_mtl_export_groups(target_name,
+      file_info_df = mtl9_predictions_df,
+      site_groups = site_ids_grouped,
+      export = I('pgmtl9_predictions'))
+
+  out/5_pgmtl_predict_zips.yml:
+    command: zip_mtl_export_groups(target_name,
+      file_info_df = mtl_predictions_df,
+      site_groups = site_ids_grouped,
+      export = I('pgmtl_predictions'))
+
   out/5_pb0_predict_zips.yml:
     command: zip_pb_export_groups(target_name,
       file_info_df = pb0_predictions_df,
@@ -59,6 +95,14 @@ targets:
       export_stop = export_stop,
       export = I('pball_predictions'))
 
+  out/5_pbmtl_predict_zips.yml:
+    command: zip_pb_export_groups(target_name,
+      file_info_df = pbmtl_predictions_df,
+      site_groups = site_ids_grouped,
+      export_start = export_start,
+      export_stop = export_stop,
+      export = I('pbmtl_predictions'))
+
   out_data/predict_lakes.png:
     command: plot_grouped_lakes_preview(target_name,
       spatial_groups, site_ids_grouped,

6_evaluation.yml

@@ -17,6 +17,9 @@ targets:
     depends:
       - out_data/pb0_evaluation.csv
       - out_data/pball_evaluation.csv
+      - out_data/pbmtl_evaluation.csv
+      - out_data/pgmtl9_evaluation.csv
+      - out_data/pgmtl_evaluation.csv
 
   obs_for_eval:
     command: readRDS('tmp/filtered_observations.rds')
@@ -43,6 +46,39 @@ targets:
     command: compare_as_rmse(target_name,
       matched_preds = pball_matched_to_observations)
 
+  pgmtl9_matched_to_observations:
+    command: match_pgmtl_obs(target_name, eval_data = obs_for_eval,
+      predict_df = mtl9_predictions_df)
+
+  out_data/pgmtl9_matched_to_observations.zip:
+    command: zip_this(target_name, pgmtl9_matched_to_observations)
+
+  out_data/pgmtl9_evaluation.csv:
+    command: compare_as_rmse(target_name,
+      matched_preds = pgmtl9_matched_to_observations)
+
+  pgmtl_matched_to_observations:
+    command: match_pgmtl_obs(target_name, eval_data = obs_for_eval,
+      predict_df = mtl_predictions_df)
+
+  out_data/pgmtl_matched_to_observations.zip:
+    command: zip_this(target_name, pgmtl_matched_to_observations)
+
+  out_data/pgmtl_evaluation.csv:
+    command: compare_as_rmse(target_name,
+      matched_preds = pgmtl_matched_to_observations)    
+
+  pbmtl_matched_to_observations:
+    command: match_extend_glm_obs(target_name, eval_data = obs_for_eval,
+      predict_df = pbmtl_predictions_df)
+
+  out_data/pbmtl_matched_to_observations.zip:
+    command: zip_this(target_name, pbmtl_matched_to_observations)
+
+  out_data/pbmtl_evaluation.csv:
+    command: compare_as_rmse(target_name,
+      matched_preds = pbmtl_matched_to_observations)
+
   tmp/compare_rmses.png:
     command: plot_rmses(
       target_name,

out/4_ice_flags_zips.yml

@@ -1,17 +1,17 @@
-tmp/ice_flags_16_N41.25-43.00_W82.75-91.25.zip: 6c2187cde75af31f1d87355c7868c94b
-tmp/ice_flags_15_N43.50-45.00_W91.50-93.50.zip: fec57136be5f70f8d00048b3efc4ced4
-tmp/ice_flags_14_N43.00-45.00_W93.50-99.50.zip: 0841a4a868aecc96950765ffbd9d904c
-tmp/ice_flags_13_N43.00-45.50_W83.50-91.50.zip: 1b783e218e578ac9b4409880e7eb9609
-tmp/ice_flags_12_N45.00-45.50_W91.50-93.00.zip: dc4c3efc5586e336416456a96606b95e
-tmp/ice_flags_11_N45.00-45.50_W93.00-94.50.zip: 6a9639782ceff69a615233f1aaaaea12
-tmp/ice_flags_10_N45.00-46.00_W94.50-99.50.zip: 2b494f0384a9d0771de91d3bc94d6c8a
-tmp/ice_flags_09_N45.50-47.00_W93.00-94.00.zip: ce059569780e1b7cd29d791e1e559c26
-tmp/ice_flags_08_N45.50-47.00_W94.00-94.50.zip: ff220be73df9bec3b9c8fff756e4ea69
-tmp/ice_flags_07_N46.00-47.00_W94.50-99.00.zip: fd6bf60a476155dc06585817010adb8c
-tmp/ice_flags_06_N45.50-46.50_W84.50-92.00.zip: 7d91467d876ddd6e97ec7e6ff1c8938c
-tmp/ice_flags_05_N46.50-48.00_W84.50-92.00.zip: f2a406f762e20d314d4d92fbff6039cf
-tmp/ice_flags_04_N45.50-48.00_W92.00-93.00.zip: 0224c2186255686517d9749d6131b975
-tmp/ice_flags_03_N47.00-48.00_W93.00-94.00.zip: f06a73a753a44cecd94208d3fb7ba80e
-tmp/ice_flags_02_N47.00-48.00_W94.00-99.00.zip: ceb407bd637acecb606d9ecef6f0a6b9
-tmp/ice_flags_01_N48.00-49.00_W89.50-99.50.zip: 7a787ef3ef01221cea65bb7c4a2cc482
+tmp/ice_flags_16_N41.25-43.00_W82.75-91.25.zip: 396cf885f06d4bfa962af8ef4138bdf7
+tmp/ice_flags_15_N43.50-45.00_W91.50-93.50.zip: 1b7b68c963b709fcbbe7c1f076f2a09a
+tmp/ice_flags_14_N43.00-45.00_W93.50-99.50.zip: 8e95994f9723e061d2e7e83509a035c3
+tmp/ice_flags_13_N43.00-45.50_W83.50-91.50.zip: 7956fb1bcc528673e5acd2ee2b201ecf
+tmp/ice_flags_12_N45.00-45.50_W91.50-93.00.zip: d384699a4a79252f8c4a6fd886c98ef4
+tmp/ice_flags_11_N45.00-45.50_W93.00-94.50.zip: 73f9a6995091f5791b956891c65288a5
+tmp/ice_flags_10_N45.00-46.00_W94.50-99.50.zip: c570a1bdd45ff7cdf8b979ef6b590714
+tmp/ice_flags_09_N45.50-47.00_W93.00-94.00.zip: bd6cdaffd2b165e27604699e0fdf56fd
+tmp/ice_flags_08_N45.50-47.00_W94.00-94.50.zip: c35ebf05ad0ac0e2481254cdd06b9fcf
+tmp/ice_flags_07_N46.00-47.00_W94.50-99.00.zip: fc93c72556d930e75a02e0716e521dc7
+tmp/ice_flags_06_N45.50-46.50_W84.50-92.00.zip: b9f1bc967e03f696aa7acbdd275e15c1
+tmp/ice_flags_05_N46.50-48.00_W84.50-92.00.zip: 454df6cc1d36b6b01801572e0e2b4792
+tmp/ice_flags_04_N45.50-48.00_W92.00-93.00.zip: aed7fb70f825cde3cb82c464db14b64c
+tmp/ice_flags_03_N47.00-48.00_W93.00-94.00.zip: 3f1793dc3de928699bc4860bd7120f29
+tmp/ice_flags_02_N47.00-48.00_W94.00-99.00.zip: f3f67eb5c235695b4c7382ede6a73d17
+tmp/ice_flags_01_N48.00-49.00_W89.50-99.50.zip: b93382bbc4c5450440fd543e0fbabdcb
 

out/5_pb0_predict_zips.yml

@@ -1,17 +1,17 @@
-tmp/pb0_predictions_16_N41.25-43.00_W82.75-91.25.zip: dea72e03b636915044a8be24362a7d2f
-tmp/pb0_predictions_15_N43.50-45.00_W91.50-93.50.zip: daf6cd3d160fa2c9c1d5f9a617836491
-tmp/pb0_predictions_14_N43.00-45.00_W93.50-99.50.zip: a2b35d275fa3a171d1bb62b391d9b67a
-tmp/pb0_predictions_13_N43.00-45.50_W83.50-91.50.zip: df5d916abb7f752ace28848aed7f8b6d
-tmp/pb0_predictions_12_N45.00-45.50_W91.50-93.00.zip: 3ef77c96b479ae1e38f2807ae173f717
-tmp/pb0_predictions_11_N45.00-45.50_W93.00-94.50.zip: 1d1a02bcad5e8ba0fe2c5ca8a8328bee
-tmp/pb0_predictions_10_N45.00-46.00_W94.50-99.50.zip: f7b648fd3ab75932d1ef3368514b537b
-tmp/pb0_predictions_09_N45.50-47.00_W93.00-94.00.zip: d45c44c97b7a09b54521c0c767485086
-tmp/pb0_predictions_08_N45.50-47.00_W94.00-94.50.zip: eabfeac5282994059ae5af2f69545b6b
-tmp/pb0_predictions_07_N46.00-47.00_W94.50-99.00.zip: effce71a36ec5f1cc0f0b8a92f39380c
-tmp/pb0_predictions_06_N45.50-46.50_W84.50-92.00.zip: be17fb1d5ec85260f826a069380df319
-tmp/pb0_predictions_05_N46.50-48.00_W84.50-92.00.zip: 007e07c04a1f2e9664ccb3d5978492b1
-tmp/pb0_predictions_04_N45.50-48.00_W92.00-93.00.zip: c8181b523167e4b23d00e269e3af5092
-tmp/pb0_predictions_03_N47.00-48.00_W93.00-94.00.zip: f5d593d6a50036a94103edc7cdf6552c
-tmp/pb0_predictions_02_N47.00-48.00_W94.00-99.00.zip: 15fb6a54b8958ad84b9dbe882037541a
-tmp/pb0_predictions_01_N48.00-49.00_W89.50-99.50.zip: d5e108640d2e9fa8af37a0fe3bee4b6c
+tmp/pb0_predictions_16_N41.25-43.00_W82.75-91.25.zip: 1ad248542c48729834816ea0d32d475f
+tmp/pb0_predictions_15_N43.50-45.00_W91.50-93.50.zip: 699b76036c9bb3540f63c1ba3c76c28e
+tmp/pb0_predictions_14_N43.00-45.00_W93.50-99.50.zip: 24d9225b8ad913d87162dba295057d59
+tmp/pb0_predictions_13_N43.00-45.50_W83.50-91.50.zip: 9e408a4a5049e614d778e9f719b83feb
+tmp/pb0_predictions_12_N45.00-45.50_W91.50-93.00.zip: 03de4fa9f02cddf6ef53361aa30806cd
+tmp/pb0_predictions_11_N45.00-45.50_W93.00-94.50.zip: f5e2f6ad76a7ab9c72a8c3b40aaafb16
+tmp/pb0_predictions_10_N45.00-46.00_W94.50-99.50.zip: c01e0a8d5971c7fd20d733e7ad86148c
+tmp/pb0_predictions_09_N45.50-47.00_W93.00-94.00.zip: a642363b52db607888ae196533384e8c
+tmp/pb0_predictions_08_N45.50-47.00_W94.00-94.50.zip: 7eb85d0354701a212d126bb574554fd7
+tmp/pb0_predictions_07_N46.00-47.00_W94.50-99.00.zip: 96e33f347dd100281c3e1c433031ba53
+tmp/pb0_predictions_06_N45.50-46.50_W84.50-92.00.zip: 5939c04a71515e7d05b6718e42d2ccbc
+tmp/pb0_predictions_05_N46.50-48.00_W84.50-92.00.zip: 634ad8127ce6a483c1df31d6a4a65403
+tmp/pb0_predictions_04_N45.50-48.00_W92.00-93.00.zip: 244fae71b83ce505d47e3540b25db1ac
+tmp/pb0_predictions_03_N47.00-48.00_W93.00-94.00.zip: cea372d5402fc68f0487fc813cd8e765
+tmp/pb0_predictions_02_N47.00-48.00_W94.00-99.00.zip: 6f2cabec8bf94044f7b6a392118276b8
+tmp/pb0_predictions_01_N48.00-49.00_W89.50-99.50.zip: afcdec2adf5b9479a4855ac38a3162b3
 

out/5_pball_predict_zips.yml

@@ -1,16 +1,16 @@
-tmp/pball_predictions_16_N41.25-43.00_W82.75-91.25.zip: 1b8fbaf9db2d80b7327b0165948898e5
-tmp/pball_predictions_15_N43.50-45.00_W91.50-93.50.zip: 1adfece9c765a03bc26c7dc062a606ae
-tmp/pball_predictions_14_N43.00-45.00_W93.50-99.50.zip: 16db0b799964b09f3c8d11bf37892e66
-tmp/pball_predictions_13_N43.00-45.50_W83.50-91.50.zip: 0982faedaa8026269ad9e7f15816ad2d
-tmp/pball_predictions_12_N45.00-45.50_W91.50-93.00.zip: cc9230c6bb6ae2385a5301da4d3b4a7f
-tmp/pball_predictions_11_N45.00-45.50_W93.00-94.50.zip: 59bbd3d84b4943e16f98bf089ab9f30d
-tmp/pball_predictions_10_N45.00-46.00_W94.50-99.50.zip: 2108c366a95b64f6f02ecdf2a7e0e7db
-tmp/pball_predictions_09_N45.50-47.00_W93.00-94.00.zip: 55839b0c254cb24329bb6e9d342bfb0f
-tmp/pball_predictions_08_N45.50-47.00_W94.00-94.50.zip: e70428ae455e4efe1c54a409247c1f86
-tmp/pball_predictions_07_N46.00-47.00_W94.50-99.00.zip: c606668cd3a2ea13d56cc9638733e976
-tmp/pball_predictions_06_N45.50-46.50_W84.50-92.00.zip: cfac572d2117f8d27d17a56cf9db40c2
-tmp/pball_predictions_04_N45.50-48.00_W92.00-93.00.zip: bf3d3d7f87b54d13478200310f7d5df6
-tmp/pball_predictions_03_N47.00-48.00_W93.00-94.00.zip: 57a5616ff8e63921ec518368c21d1fb9
-tmp/pball_predictions_02_N47.00-48.00_W94.00-99.00.zip: 041d49965078266468429f02bf1a1556
-tmp/pball_predictions_01_N48.00-49.00_W89.50-99.50.zip: 065f0af6202d850a8afb8790d9e96e13
+tmp/pball_predictions_16_N41.25-43.00_W82.75-91.25.zip: d2dbf19c928d137733b356bf2f8fcbd5
+tmp/pball_predictions_15_N43.50-45.00_W91.50-93.50.zip: c197fee81e7ab3962d92503cd095448c
+tmp/pball_predictions_14_N43.00-45.00_W93.50-99.50.zip: 4b99e38d94c7ceaa89f4d9417df8233f
+tmp/pball_predictions_13_N43.00-45.50_W83.50-91.50.zip: 341ff92e116b93259051a70770f0c98d
+tmp/pball_predictions_12_N45.00-45.50_W91.50-93.00.zip: 10e4dbe057f1b57ef4438ff61d697c6a
+tmp/pball_predictions_11_N45.00-45.50_W93.00-94.50.zip: cdc227a29f96ab1a9bb99928343b7d96
+tmp/pball_predictions_10_N45.00-46.00_W94.50-99.50.zip: 0afeec3d4402881844b6aacbd40fc67c
+tmp/pball_predictions_09_N45.50-47.00_W93.00-94.00.zip: 735f748fca8a490307f2cf5643d5d0f9
+tmp/pball_predictions_08_N45.50-47.00_W94.00-94.50.zip: 324a1c4e45b9ff7390878457e54df5b1
+tmp/pball_predictions_07_N46.00-47.00_W94.50-99.00.zip: 636aa1d55def7c028748f457dcfe8b41
+tmp/pball_predictions_06_N45.50-46.50_W84.50-92.00.zip: ab4f14948038dba47014d28f48ba080e
+tmp/pball_predictions_04_N45.50-48.00_W92.00-93.00.zip: ddc59d8298ba2310d90af35ffcce732e
+tmp/pball_predictions_03_N47.00-48.00_W93.00-94.00.zip: d0bb973e25244fb8ef4c3c677f3c42f4
+tmp/pball_predictions_02_N47.00-48.00_W94.00-99.00.zip: 327486dc41ebf4b319596fda5a9959ad
+tmp/pball_predictions_01_N48.00-49.00_W89.50-99.50.zip: 0fcfc0e4a4e4f88a39f3d2697b2e8f7c
 

out/5_pbmtl_predict_zips.yml

@@ -0,0 +1,16 @@
+tmp/pb0_predictions_16_N41.25-43.00_W82.75-91.25.zip: 8b40ab9766a598bfb3442023c94ca5c1
+tmp/pb0_predictions_15_N43.50-45.00_W91.50-93.50.zip: ab76d4bbce494f696b4f4507409bd768
+tmp/pb0_predictions_14_N43.00-45.00_W93.50-99.50.zip: 4cef948649a557b303580cc865be7022
+tmp/pb0_predictions_13_N43.00-45.50_W83.50-91.50.zip: 9c4ffe6e19854dbcf7bb481b6f3cf61e
+tmp/pb0_predictions_12_N45.00-45.50_W91.50-93.00.zip: e977f1374fe137a2d4bf8be2235f74cc
+tmp/pb0_predictions_11_N45.00-45.50_W93.00-94.50.zip: 779a033a90d7cbb24b22d6ee06370ac1
+tmp/pb0_predictions_10_N45.00-46.00_W94.50-99.50.zip: 4b134cfcbcc8f80ee6ce71c7e6f9ce85
+tmp/pb0_predictions_08_N45.50-47.00_W94.00-94.50.zip: 0d9eb7a777ffe0501125042cc8938a56
+tmp/pb0_predictions_07_N46.00-47.00_W94.50-99.00.zip: 39553736dbad904541894513c0fc55d1
+tmp/pb0_predictions_06_N45.50-46.50_W84.50-92.00.zip: 6040cde21bef0727d3199e0fc770131b
+tmp/pb0_predictions_05_N46.50-48.00_W84.50-92.00.zip: 97e6b276a7a02bede5b0b4a9561121c6
+tmp/pb0_predictions_04_N45.50-48.00_W92.00-93.00.zip: 444654f1a2be79bdf6f09ba15bf8ad99
+tmp/pb0_predictions_03_N47.00-48.00_W93.00-94.00.zip: 4c612b3373999eab5072739525f701f5
+tmp/pb0_predictions_02_N47.00-48.00_W94.00-99.00.zip: 3f04c3e75f829fe864c3363229476bdb
+tmp/pb0_predictions_01_N48.00-49.00_W89.50-99.50.zip: 2987b6b310a06a53ce472e23f87f428f
+

out/5_pgmtl9_predict_zips.yml

@@ -0,0 +1,17 @@
+tmp/pgmtl9_predictions_16_N41.25-43.00_W82.75-91.25.zip: 0e30f5ed2caf9fe055b78f40eb68e4e5
+tmp/pgmtl9_predictions_15_N43.50-45.00_W91.50-93.50.zip: 2ed2490f35e63df7999a8e19872fb19e
+tmp/pgmtl9_predictions_14_N43.00-45.00_W93.50-99.50.zip: c98c76a0d2825fa8e6c03af2e2c93d99
+tmp/pgmtl9_predictions_13_N43.00-45.50_W83.50-91.50.zip: b6902f3a55ff255f1e32b2b4629353bd
+tmp/pgmtl9_predictions_12_N45.00-45.50_W91.50-93.00.zip: 5165ec02a84240267556b6042f1e59f2
+tmp/pgmtl9_predictions_11_N45.00-45.50_W93.00-94.50.zip: ed82aa3f7eedfba9a6b57a8fc4a395bb
+tmp/pgmtl9_predictions_10_N45.00-46.00_W94.50-99.50.zip: 5b1692d142c45f8d676e5dee97c13d2b
+tmp/pgmtl9_predictions_09_N45.50-47.00_W93.00-94.00.zip: 9a6d488f115bd5a44def9301bdce79db
+tmp/pgmtl9_predictions_08_N45.50-47.00_W94.00-94.50.zip: d4d4cd5a297ecef8ef459529c190e156
+tmp/pgmtl9_predictions_07_N46.00-47.00_W94.50-99.00.zip: dd46cd38ab5ce7d0df211e8e77d7c5a0
+tmp/pgmtl9_predictions_06_N45.50-46.50_W84.50-92.00.zip: 6b247e7bb6c52950920f5bdb1a7e1932
+tmp/pgmtl9_predictions_05_N46.50-48.00_W84.50-92.00.zip: 987039ccf5c5927088611a5d9b8aaa00
+tmp/pgmtl9_predictions_04_N45.50-48.00_W92.00-93.00.zip: e7bb2e86ddf670bdfcb910a8d461e946
+tmp/pgmtl9_predictions_03_N47.00-48.00_W93.00-94.00.zip: 0f6553abc26e5b31b85e64c14c33a0cc
+tmp/pgmtl9_predictions_02_N47.00-48.00_W94.00-99.00.zip: 435226947de89cd97971f10289fa6b3d
+tmp/pgmtl9_predictions_01_N48.00-49.00_W89.50-99.50.zip: ff032f8b20bdde812b209acd2896f32d
+