port = "5432"
hostname = "VIEWSHOST"
connectstring = dbutils.make_connectstring(prefix, db, uname, hostname, port)
rf_500 = RandomForestClassifier(n_estimators=500, n_jobs=10)
scaler = StandardScaler()
pipe_rf_500 = Pipeline([('scaler', scaler), ('rf', rf_500)])
output_schema = "landed_test"
output_table = "osa_cm_canon_base_eval_test_sb"
models = [{
"dir_pickles":
"$SNIC_TMP/osa/pickles/osa_cm_canon_base_eval_test_sb/cm_canon_base_eval_test_logit_fullsample_sb",
"estimator":
SMLogit(),
"features": [
"l2_ged_dummy_sb", "l3_ged_dummy_sb", "l4_ged_dummy_sb",
"l5_ged_dummy_sb", "l6_ged_dummy_sb", "l7_ged_dummy_sb",
"l8_ged_dummy_sb", "l9_ged_dummy_sb", "l10_ged_dummy_sb",
"l11_ged_dummy_sb", "l12_ged_dummy_sb", "l1_ged_dummy_sb",
"l1_ged_dummy_ns", "l1_ged_dummy_os", "decay_12_cw_ged_dummy_sb_0",
"decay_12_cw_ged_dummy_ns_0", "decay_12_cw_ged_dummy_os_0",
"fvp_lngdpcap_nonoilrent", "fvp_lngdpcap_oilrent",
"fvp_grgdpcap_oilrent", "fvp_grgdpcap_nonoilrent", "ln_fvp_timeindep",
"ln_fvp_timesincepreindepwar", "ln_fvp_timesinceregimechange",
"fvp_demo", "fvp_semi", "fvp_prop_excluded", "ln_fvp_population200",
"ssp2_edu_sec_15_24_prop", "ssp2_urban_share_iiasa"
],
"forecast_end":
456,
hostname = "VIEWSHOST"
connectstring = dbutils.make_connectstring(prefix, db, uname, hostname, port)
rf_500 = RandomForestClassifier(n_estimators = 500, n_jobs=10)
scaler = StandardScaler()
pipe_rf_500 = Pipeline([
('scaler', scaler),
('rf', rf_500)])
output_schema = "landed_test"
output_table = "osa_pgm_acled_histonly_fcast_test_ns"
models = [
{
"dir_pickles": "$SNIC_TMP/osa/pickles/osa_pgm_acled_histonly_fcast_test_ns/pgm_acled_histonly_fcast_test_logit_fullsample_ns",
"estimator": SMLogit(),
"features": [
"l2_ged_dummy_ns",
"l3_ged_dummy_ns",
"l4_ged_dummy_ns",
"l5_ged_dummy_ns",
"l6_ged_dummy_ns",
"l7_ged_dummy_ns",
"l8_ged_dummy_ns",
"l9_ged_dummy_ns",
"l10_ged_dummy_ns",
"l11_ged_dummy_ns",
"l12_ged_dummy_ns",
"q_1_1_l2_ged_dummy_ns",
"q_1_1_l3_ged_dummy_ns",
"l1_ged_dummy_sb",
