updated part 2 - predicting_voters_turnout_for_us_election_in_2016_using_automl_and_spatial_feature_engineering_part_2.ipynb

Author: Neha Sharma

samples/04_gis_analysts_data_scientists/predicting_voters_turnout_for_us_election_in_2016_using_automl_and_spatial_feature_engineering_part_2.ipynb

@@ -2513,52 +2513,22 @@
       "4_Linear r2 0.657967 trained in 31.62 seconds\n",
       "* Step default_algorithms will try to check up to 4 models\n",
       "5_Default_LightGBM r2 0.776421 trained in 71.81 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "6_Default_Xgboost r2 0.769697 trained in 101.8 seconds\n",
       "7_Default_RandomTrees r2 0.591173 trained in 300.94 seconds\n",
       "8_Default_ExtraTrees r2 0.531837 trained in 63.54 seconds\n",
       "* Step not_so_random will try to check up to 36 models\n",
       "18_LightGBM r2 0.782967 trained in 49.84 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "9_Xgboost r2 0.755222 trained in 120.07 seconds\n",
       "27_RandomTrees r2 0.592983 trained in 159.74 seconds\n",
       "36_ExtraTrees r2 0.511149 trained in 60.17 seconds\n",
       "19_LightGBM r2 0.755353 trained in 45.48 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "10_Xgboost r2 0.74484 trained in 175.25 seconds\n",
       "28_RandomTrees r2 0.527325 trained in 146.06 seconds\n",
       "37_ExtraTrees r2 0.467185 trained in 58.07 seconds\n",
       "20_LightGBM r2 0.778136 trained in 65.52 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "11_Xgboost r2 0.775404 trained in 54.94 seconds\n",
       "29_RandomTrees r2 0.659404 trained in 397.04 seconds\n",
       "* Step mix_encoding will try to check up to 1 model\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "11_Xgboost_categorical_mix r2 0.776715 trained in 58.27 seconds\n",
       "Not enough time to perform features selection. Skip\n",
       "Time needed for features selection ~ 385.0 seconds\n",
@@ -2568,73 +2538,25 @@
       "* Step hill_climbing_1 will try to check up to 21 models\n",
       "38_LightGBM r2 0.782967 trained in 54.37 seconds\n",
       "39_LightGBM r2 0.778136 trained in 74.12 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "40_Xgboost r2 0.77461 trained in 58.88 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "41_Xgboost r2 0.771754 trained in 58.94 seconds\n",
       "42_LightGBM r2 0.776421 trained in 74.58 seconds\n",
       "43_LightGBM r2 0.776421 trained in 77.2 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "44_Xgboost r2 0.772194 trained in 61.42 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "45_Xgboost r2 0.772441 trained in 53.69 seconds\n",
       "* Step hill_climbing_2 will try to check up to 21 models\n",
       "46_LightGBM r2 0.781325 trained in 41.09 seconds\n",
       "47_LightGBM r2 0.781325 trained in 40.52 seconds\n",
       "48_LightGBM r2 0.773856 trained in 58.43 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "49_Xgboost r2 0.773461 trained in 51.34 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "50_Xgboost r2 0.77281 trained in 58.41 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "51_Xgboost r2 0.77429 trained in 54.85 seconds\n",
       "* Step boost_on_errors will try to check up to 1 model\n",
       "18_LightGBM_BoostOnErrors r2 0.780151 trained in 50.91 seconds\n",
       "* Step ensemble will try to check up to 1 model\n",
       "Ensemble r2 0.791078 trained in 2.91 seconds\n",
       "* Step stack will try to check up to 26 models\n",
       "18_LightGBM_Stacked r2 0.782005 trained in 39.14 seconds\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
       "11_Xgboost_categorical_mix_Stacked r2 0.759257 trained in 45.69 seconds\n",
       "29_RandomTrees_Stacked r2 0.788782 trained in 496.74 seconds\n",
       "8_Default_ExtraTrees_Stacked r2 0.788865 trained in 72.47 seconds\n",