{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Predicting the worlds offline population\n", "## First Model Training and Evaluation \n", "## (Random Forest on Brazil)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "# load libraries\n", "import yaml\n", "import lightgbm\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import geopandas\n", "import numpy as np\n", "import plotly.figure_factory as ff\n", "import plotly.express as px\n", "from sklearn.model_selection import train_test_split, KFold, RandomizedSearchCV, GridSearchCV\n", "from sklearn.ensemble import RandomForestRegressor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load and prepare data" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/desktop3\n" ] } ], "source": [ "import os\n", "import pandas as pd\n", "\n", "#you will need to reset this to your own working directory\n", "os.chdir('/home/desktop3')\n", "path = os.getcwd()\n", "print(path)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "# read in (yaml) configs\n", "with open(path + '/itu/conf/model_config.yaml', 'r') as conf:\n", " model_config = yaml.safe_load(conf)\n", " \n", "# import data\n", "dataset = path + model_config['model']['loc'] + model_config['model']['file']\n", "dataset = pd.read_csv(dataset)\n", "# subset for faster trial and error\n", "#dataset = dataset.iloc[0:1000,:]\n", "\n", "# define predictors and target\n", "predictor = model_config['meta']['predictors']\n", "target = model_config['meta']['target']" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['source_school_id', 'latitude', 'longitude', 'school_location',\n", " 'geometry', 'target', 'mean_ghm', 'mean_avg_rad', 'change_year_avg_rad',\n", " 'slope_year_avg_rad', 'change_month_avg_rad', 'slope_month_avg_rad',\n", " 'mean_cf_cvg', 'change_year_cf_cvg', 'slope_year_cf_cvg',\n", " 'change_month_cf_cvg', 'slope_month_cf_cvg', 'mean_NDVI',\n", " 'change_year_NDVI', 'slope_year_NDVI', 'change_month_NDVI',\n", " 'slope_month_NDVI', 'estimate_dau', 'estimate_mau', 'estimate_ready',\n", " 'range', 'avg_d_kbps', 'avg_u_kbps', 'population'],\n", " dtype='object')" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#All the columns available\n", "dataset.columns" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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source_school_idlatitudelongitudeschool_locationgeometrytargetmean_ghmmean_avg_radchange_year_avg_radslope_year_avg_rad...slope_year_NDVIchange_month_NDVIslope_month_NDVIestimate_dauestimate_mauestimate_readyrangeavg_d_kbpsavg_u_kbpspopulation
011000023-8.7585-63.8540POINT (-63.854 -8.7585)POLYGON ((-63.844 -8.7585, -63.84404815273328 ...1.00.77815029.4862601.0402620.173377...23.184182352.0898662.551376180872270000True1.0111541.041429.021621.277
111001364-8.7627-63.8642POINT (-63.8642 -8.762700000000001)POLYGON ((-63.8542 -8.762700000000001, -63.854...1.00.81390332.686109-0.064534-0.010756...24.580166336.7486412.440208189483280000True1.019693.016480.025260.330
211003138-8.7579-63.8554POINT (-63.8554 -8.757899999999999)POLYGON ((-63.84540000000001 -8.75789999999999...1.00.78154529.8528720.9620080.160335...23.466914356.6274582.584257180714270000True1.0111541.041429.032302.738
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3 rows × 29 columns

\n", "
" ], "text/plain": [ " source_school_id latitude longitude school_location \\\n", "0 11000023 -8.7585 -63.8540 POINT (-63.854 -8.7585) \n", "1 11001364 -8.7627 -63.8642 POINT (-63.8642 -8.762700000000001) \n", "2 11003138 -8.7579 -63.8554 POINT (-63.8554 -8.757899999999999) \n", "\n", " geometry target mean_ghm \\\n", "0 POLYGON ((-63.844 -8.7585, -63.84404815273328 ... 1.0 0.778150 \n", "1 POLYGON ((-63.8542 -8.762700000000001, -63.854... 1.0 0.813903 \n", "2 POLYGON ((-63.84540000000001 -8.75789999999999... 1.0 0.781545 \n", "\n", " mean_avg_rad change_year_avg_rad slope_year_avg_rad ... \\\n", "0 29.486260 1.040262 0.173377 ... \n", "1 32.686109 -0.064534 -0.010756 ... \n", "2 29.852872 0.962008 0.160335 ... \n", "\n", " slope_year_NDVI change_month_NDVI slope_month_NDVI estimate_dau \\\n", "0 23.184182 352.089866 2.551376 180872 \n", "1 24.580166 336.748641 2.440208 189483 \n", "2 23.466914 356.627458 2.584257 180714 \n", "\n", " estimate_mau estimate_ready range avg_d_kbps avg_u_kbps population \n", "0 270000 True 1.0 111541.0 41429.0 21621.277 \n", "1 280000 True 1.0 19693.0 16480.0 25260.330 \n", "2 270000 True 1.0 111541.0 41429.0 32302.738 \n", "\n", "[3 rows x 29 columns]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Let's peek at the data table\n", "dataset.head(n=3)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X Shape: (11732, 12)\n", "y Shape: (11732, 1)\n", "X_train, X_test, y_train, y_test shapes: (8212, 12) (3520, 12) (8212, 1) (3520, 1)\n", "size of training dataset = 8212\n", "size of test dataset = 3520\n" ] } ], "source": [ "# prepare data\n", "X = dataset[predictor]\n", "y = dataset[target]\n", "print('X Shape:', X.shape)\n", "print('y Shape:', y.shape)\n", " \n", "# Train/Test split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = model_config['parameter']['test_size'], \n", " random_state = 42)\n", "\n", "print('X_train, X_test, y_train, y_test shapes:', X_train.shape, X_test.shape, y_train.shape, y_test.shape)\n", "print(\"size of training dataset = \", len(X_train))\n", "print(\"size of test dataset = \", len(X_test))" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.set(rc={'figure.figsize':(15,15)})\n", "\n", "sns.heatmap(\n", " X.corr(), \n", " cmap=\"coolwarm\", \n", " annot=True, \n", " vmin=-1, \n", " vmax=1,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prepare model tuning" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "# create inner and outer cross-validation sets\n", "inner_cv = KFold(n_splits = model_config['parameter']['inner_cv'], shuffle=True)\n", "\n", "# define parameter grid\n", "parameters = {\"n_estimators\": model_config['parameter']['Random_Forest']['n_estimators'],\n", " \"max_depth\": model_config['parameter']['Random_Forest']['n_estimators']}\n", "\n", "# define model class to use\n", "model = RandomForestRegressor(random_state=42)\n", "\n", "#Create custom scoring\n", "from sklearn.metrics import make_scorer\n", "\n", "def custom_eval_metric(y_true, y_pred):\n", " #errors_low_ytest = abs(y_pred[np.asarray(y_true).flatten()<0.3] - np.asarray(y_true[np.asarray(y_true).flatten()<0.3]).flatten())\n", " errors_low=abs(y_pred[y_pred\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;31m#Low tail error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0merrors_low\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_pred\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_pred\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0mmodel_config\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'parameter'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'threshold'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_test\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my_pred\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0mmodel_config\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'parameter'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'threshold'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;31m#Low tail error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (51,) (153,) " ] } ], "source": [ "# predict holdout\n", "#pred = model.predict(X_test)\n", "y_pred = model.predict(X_test)\n", "\n", "# Absolute error\n", "errors = abs(y_pred - y_test.iloc[:,0].to_numpy())\n", "avg_error = np.mean(errors)\n", "\n", "#Low tail error\n", "errors_low = abs(y_pred[y_pred\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
targetPredictionsErrors
42170.6462870.7572420.110955
107530.6031670.7572420.154075
68620.8612060.7690010.092205
108901.0000000.8144510.185549
64220.7017050.7572420.055538
............
112970.8597880.7572420.102546
74020.9168130.7690010.147812
58600.6283460.6253500.002995
73830.7435630.7013040.042260
50951.0000000.7690010.230999
\n", "

3520 rows × 3 columns

\n", "" ], "text/plain": [ " target Predictions Errors\n", "4217 0.646287 0.757242 0.110955\n", "10753 0.603167 0.757242 0.154075\n", "6862 0.861206 0.769001 0.092205\n", "10890 1.000000 0.814451 0.185549\n", "6422 0.701705 0.757242 0.055538\n", "... ... ... ...\n", "11297 0.859788 0.757242 0.102546\n", "7402 0.916813 0.769001 0.147812\n", "5860 0.628346 0.625350 0.002995\n", "7383 0.743563 0.701304 0.042260\n", "5095 1.000000 0.769001 0.230999\n", "\n", "[3520 rows x 3 columns]" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Creating y_test dataframe to merge back\n", "y_test['Predictions']= pred.tolist()\n", "y_test['Errors']= abs(y_test['target']-y_test['Predictions'])\n", "y_test" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#Only values where ground truth less than .3\n", "onlygtvalues = y_test.loc[y_test['target']<.3]" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Merge y_test back into main df\n", "df_merge = pd.merge(y_test, dataset, how= \"inner\", left_index=True, right_index=True)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(257, 32)" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "High_Error_Schools = df_merge.loc[df_merge['Errors']>.3]\n", "High_Error_Schools.shape" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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2694 rows × 32 columns

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" ], "text/plain": [ " target_x Predictions Errors source_school_id latitude longitude \\\n", "4217 0.646287 0.757242 0.110955 33136424 -22.8980 -43.5612 \n", "10753 0.603167 0.757242 0.154075 35191905 -23.6853 -46.7645 \n", "6862 0.861206 0.769001 0.092205 41151321 -25.4652 -49.2637 \n", "10890 1.000000 0.814451 0.185549 35201558 -23.6397 -46.5570 \n", "6422 0.701705 0.757242 0.055538 35087658 -23.6506 -46.7752 \n", "... ... ... ... ... ... ... \n", "2273 0.819661 0.757242 0.062418 26179563 -8.1382 -34.9738 \n", "11297 0.859788 0.757242 0.102546 43293069 -30.1587 -51.1714 \n", "7402 0.916813 0.769001 0.147812 50006304 -20.4430 -54.6207 \n", "7383 0.743563 0.701304 0.042260 50023268 -20.5192 -54.6528 \n", "5095 1.000000 0.769001 0.230999 35052462 -23.5477 -46.5314 \n", "\n", " school_location \\\n", "4217 POINT (-43.5612 -22.898) \n", "10753 POINT (-46.7645 -23.6853) \n", "6862 POINT (-49.2637 -25.4652) \n", "10890 POINT (-46.557 -23.6397) \n", "6422 POINT (-46.7752 -23.6506) \n", "... ... \n", "2273 POINT (-34.9738 -8.138199999999999) \n", "11297 POINT (-51.1714 -30.1587) \n", "7402 POINT (-54.6207 -20.443) \n", "7383 POINT (-54.6528 -20.5192) \n", "5095 POINT (-46.5314 -23.5477) \n", "\n", " geometry target_y mean_ghm \\\n", "4217 POLYGON ((-43.5512 -22.898, -43.55124815273328... 0.646287 0.850619 \n", "10753 POLYGON ((-46.7545 -23.6853, -46.7545481527332... 0.603167 0.820720 \n", "6862 POLYGON ((-49.2537 -25.4652, -49.2537481527332... 0.861206 0.927893 \n", "10890 POLYGON ((-46.547 -23.6397, -46.54704815273328... 1.000000 0.941395 \n", "6422 POLYGON ((-46.7652 -23.6506, -46.7652481527332... 0.701705 0.905878 \n", "... ... ... ... \n", "2273 POLYGON ((-34.9638 -8.138199999999999, -34.963... 0.819661 0.662177 \n", "11297 POLYGON ((-51.1614 -30.1587, -51.1614481527332... 0.859788 0.654317 \n", "7402 POLYGON ((-54.6107 -20.443, -54.61074815273328... 0.916813 0.838306 \n", "7383 POLYGON ((-54.6428 -20.5192, -54.6428481527332... 0.743563 0.824927 \n", "5095 POLYGON ((-46.5214 -23.5477, -46.5214481527332... 1.000000 0.937670 \n", "\n", " ... slope_year_NDVI change_month_NDVI slope_month_NDVI \\\n", "4217 ... 47.371039 -18.119513 -0.131301 \n", "10753 ... 49.638491 360.960122 2.615653 \n", "6862 ... -3.049995 -43.557768 -0.315636 \n", "10890 ... 44.330307 192.747505 1.396721 \n", "6422 ... 44.500204 199.094558 1.442714 \n", "... ... ... ... ... \n", "2273 ... -1.000300 -529.923684 -3.840027 \n", "11297 ... 32.973480 184.810163 1.339204 \n", "7402 ... -6.521056 42.282435 0.306394 \n", "7383 ... -21.618274 126.488789 0.916585 \n", "5095 ... 41.812569 113.288040 0.820928 \n", "\n", " estimate_dau estimate_mau estimate_ready range avg_d_kbps \\\n", "4217 286201 440000 True 1.0 13498.0 \n", "10753 477677 740000 True 1.0 23018.0 \n", "6862 501140 740000 True 1.0 43183.0 \n", "10890 505241 750000 True 1.0 20768.0 \n", "6422 605050 920000 True 1.0 19232.0 \n", "... ... ... ... ... ... \n", "2273 175496 280000 True 1.0 8060.0 \n", "11297 100934 150000 True 1.0 28656.0 \n", "7402 187619 280000 True 1.0 9010.0 \n", "7383 169553 250000 True 1.0 17964.0 \n", "5095 425181 660000 True 1.0 34611.0 \n", "\n", " avg_u_kbps population \n", "4217 8925.0 16845.479 \n", "10753 10107.0 81397.070 \n", "6862 20725.0 17793.387 \n", "10890 7836.0 48765.023 \n", "6422 9061.0 81984.070 \n", "... ... ... \n", "2273 4091.0 17098.629 \n", "11297 15522.0 14002.161 \n", "7402 18841.0 14832.796 \n", "7383 21932.0 22000.328 \n", "5095 12885.0 46067.285 \n", "\n", "[2694 rows x 32 columns]" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "High_Pred_Schools = df_merge.loc[df_merge['Predictions']>.7]\n", "High_Pred_Schools" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3520, 32)" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_merge.shape" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#Creating a geodataframe\n", "from shapely import wkt\n", "\n", "df_merge['school_location'] = geopandas.GeoSeries.from_wkt(df_merge['school_location'])\n", "gdf = geopandas.GeoDataFrame(df_merge, geometry='school_location')" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#Subset by just low Ground truth values\n", "Low_GT = gdf.loc[gdf['target_x']<.3]\n", "Low_pred = gdf.loc[gdf['Predictions']<.3]" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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target_xPredictionsErrorssource_school_idlatitudelongitudeschool_locationgeometrytarget_ymean_ghm...slope_year_NDVIchange_month_NDVIslope_month_NDVIestimate_dauestimate_mauestimate_readyrangeavg_d_kbpsavg_u_kbpspopulation
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..................................................................
49540.0000000.7690010.76900135052224-23.4902-46.6176POINT (-46.61760 -23.49020)POLYGON ((-46.60760000000001 -23.4902, -46.607...0.0000000.913985...49.607272130.8633540.948285371466580000True1.031305.010573.045300.36000
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119 rows × 32 columns

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" ], "text/plain": [ " target_x Predictions Errors source_school_id latitude longitude \\\n", "10884 0.226581 0.757242 0.530661 35463361 -23.6343 -46.7861 \n", "3520 0.182751 0.660610 0.477858 32004257 -18.8462 -41.1259 \n", "8076 0.226581 0.757242 0.530661 35906438 -23.6325 -46.7838 \n", "2227 0.000000 0.757242 0.757242 26109255 -8.1487 -34.9350 \n", "5216 0.283260 0.769001 0.485741 35237206 -23.4992 -46.4456 \n", "... ... ... ... ... ... ... \n", "4954 0.000000 0.769001 0.769001 35052224 -23.4902 -46.6176 \n", "5204 0.283260 0.769001 0.485741 35002872 -23.4999 -46.4548 \n", "561 0.156091 0.354302 0.198211 15028712 -1.0963 -48.6672 \n", "1162 0.288257 0.351950 0.063693 21029644 -2.8216 -42.8776 \n", "2724 0.121238 0.492794 0.371555 29073073 -11.4377 -40.4247 \n", "\n", " school_location \\\n", "10884 POINT (-46.78610 -23.63430) \n", "3520 POINT (-41.12590 -18.84620) \n", "8076 POINT (-46.78380 -23.63250) \n", "2227 POINT (-34.93500 -8.14870) \n", "5216 POINT (-46.44560 -23.49920) \n", "... ... \n", "4954 POINT (-46.61760 -23.49020) \n", "5204 POINT (-46.45480 -23.49990) \n", "561 POINT (-48.66720 -1.09630) \n", "1162 POINT (-42.87760 -2.82160) \n", "2724 POINT (-40.42470 -11.43770) \n", "\n", " geometry target_y mean_ghm \\\n", "10884 POLYGON ((-46.7761 -23.6343, -46.7761481527332... 0.226581 0.881110 \n", "3520 POLYGON ((-41.1159 -18.8462, -41.1159481527332... 0.182751 0.376236 \n", "8076 POLYGON ((-46.7738 -23.6325, -46.7738481527332... 0.226581 0.885265 \n", "2227 POLYGON ((-34.925 -8.1487, -34.92504815273328 ... 0.000000 0.770606 \n", "5216 POLYGON ((-46.4356 -23.4992, -46.4356481527332... 0.283260 0.919346 \n", "... ... ... ... \n", "4954 POLYGON ((-46.60760000000001 -23.4902, -46.607... 0.000000 0.913985 \n", "5204 POLYGON ((-46.4448 -23.4999, -46.4448481527332... 0.283260 0.923450 \n", "561 POLYGON ((-48.6572 -1.0963, -48.65724815273328... 0.156091 0.221789 \n", "1162 POLYGON ((-42.8676 -2.8216, -42.86764815273328... 0.288257 0.251747 \n", "2724 POLYGON ((-40.4147 -11.4377, -40.4147481527332... 0.121238 0.252865 \n", "\n", " ... slope_year_NDVI change_month_NDVI slope_month_NDVI \\\n", "10884 ... 46.104083 202.052343 1.464147 \n", "3520 ... 51.010652 614.754626 4.454744 \n", "8076 ... 46.598101 200.930922 1.456021 \n", "2227 ... 7.016483 -477.589528 -3.460794 \n", "5216 ... 45.165093 310.164783 2.247571 \n", "... ... ... ... ... \n", "4954 ... 49.607272 130.863354 0.948285 \n", "5204 ... 46.947221 285.283845 2.067274 \n", "561 ... -0.005057 -769.659676 -5.577244 \n", "1162 ... 55.154046 1469.419944 10.647971 \n", "2724 ... 68.665824 -2903.342207 -21.038712 \n", "\n", " estimate_dau estimate_mau estimate_ready range avg_d_kbps \\\n", "10884 529637 800000 True 1.0 14617.0 \n", "3520 2607 3800 True 1.0 29117.0 \n", "8076 534820 810000 True 1.0 21332.0 \n", "2227 288657 490000 True 1.0 19016.0 \n", "5216 607192 940000 True 1.0 20874.0 \n", "... ... ... ... ... ... \n", "4954 371466 580000 True 1.0 31305.0 \n", "5204 578935 890000 True 1.0 49289.0 \n", "561 2083 3600 True 1.0 26178.0 \n", "1162 1156 2700 True 1.0 459.0 \n", "2724 498 1000 True 1.0 9830.0 \n", "\n", " avg_u_kbps population \n", "10884 5047.0 70512.72000 \n", "3520 12463.0 712.15967 \n", "8076 13140.0 70512.72000 \n", "2227 14455.0 40151.73400 \n", "5216 9890.0 37301.99600 \n", "... ... ... \n", "4954 10573.0 45300.36000 \n", "5204 12209.0 45736.30000 \n", "561 22267.0 89.23215 \n", "1162 847.0 260.47064 \n", "2724 2704.0 1532.29200 \n", "\n", "[119 rows x 32 columns]" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Low_GT.loc[Low_GT['Predictions']>.3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the errors" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax =plt.subplots(1, figsize=(14,6))\n", "\n", "# add a title and annotation\n", "ax.set_title('Predictions for schools in test set', fontdict={'fontsize': '13', 'fontweight' : '3'})\n", "\n", "gdf.plot(column=\"Predictions\", cmap = 'viridis' ,legend=True, ax=ax)\n", "# ctx.add_basemap(ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax =plt.subplots(1, figsize=(14,6))\n", "\n", "# add a title and annotation\n", "ax.set_title('Errors in Schools where Prediction is less than 30% connected', fontdict={'fontsize': '13', 'fontweight' : '3'})\n", "\n", "#Do errors where ground truth is below .3 and also pred below .3\n", "Low_pred.plot(column=\"Errors\", cmap = 'viridis' ,legend=True, ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vmin, vmax= 0, .7\n", "\n", "fig,ax =plt.subplots(1, figsize=(14,6))\n", "\n", "# add a title and annotation\n", "ax.set_title('Errors in Schools where Ground Truth is less than 30% connected', fontdict={'fontsize': '13', 'fontweight' : '3'})\n", "\n", "#Do errors where ground truth is below .3 and also pred below .3\n", "Low_GT.plot(column=\"Errors\", cmap = 'viridis' ,legend=True, ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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R2=0.566485

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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_df = pd.DataFrame()\n", "res_df['prediction'] = y_pred\n", "res_df['ground truth'] = y\n", "#res_df['train'] = y_train\n", "res_df['residual'] = (pred - y_test.iloc[:,0].to_numpy())\n", "fig = px.scatter(\n", " res_df, x='ground truth', y='residual',\n", " #marginal_y='violin',\n", " trendline='ols', template = 'plotly_dark',\n", " title = 'Comparison between residuals and reality'\n", ")\n", "fig.update_traces(marker=dict(size=3, \n", " color=((abs(res_df.residual) < 0.15).astype('int')),\n", " colorscale=[[0, '#FAED27'],[1, '#98FB98']])\n", " )\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "prediction=%{x}
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residual = -0.111528 * prediction + 0.0820439
R2=0.011773

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distributions of reality and predictions" }, "xaxis": { "anchor": "y2", "domain": [ 0, 1 ], "gridcolor": "#2a2a2a", "zeroline": false }, "yaxis": { "anchor": "free", "domain": [ 0.35, 1 ], "gridcolor": "#2a2a2a", "position": 0, "zerolinecolor": "#2a2a2a" }, "yaxis2": { "anchor": "x", "domain": [ 0, 0.25 ], "dtick": 1, "showticklabels": false } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "online_pop = [pred, y_test.iloc[:,0].to_numpy()]\n", "labels = ['predictions', 'reality']\n", " \n", "fig = ff.create_distplot(online_pop, labels, show_hist = False)\n", "fig.layout.update({'title':'Comparison of distributions of reality and predictions',\n", " 'title_font_color':'white',\n", " 'legend_bgcolor':'#545454',\n", " 'font_color':'white',\n", " 'plot_bgcolor':'#545454',\n", " 'paper_bgcolor':'#2a2a2a',\n", " 'yaxis':{'gridcolor':'#2a2a2a', 'zerolinecolor':'#2a2a2a'},\n", " 'xaxis':{'gridcolor':'#2a2a2a'}\n", " })\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Interpretation\n", "### Examining feature importances" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "# Make the dataframe\n", "importance = pd.DataFrame(\n", " {\"Feature\": X.columns, \"Importance\": model.feature_importances_}\n", ").sort_values(\"Importance\")" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FeatureImportance
0avg_d_kbps0.000000
1avg_u_kbps0.006089
5slope_year_avg_rad0.011660
11population0.017606
8slope_month_cf_cvg0.026004
2mean_ghm0.033470
9mean_NDVI0.043408
6slope_month_avg_rad0.058660
4mean_cf_cvg0.115417
10slope_year_NDVI0.120491
7estimate_mau0.123015
3mean_avg_rad0.444180
\n", "
" ], "text/plain": [ " Feature Importance\n", "0 avg_d_kbps 0.000000\n", "1 avg_u_kbps 0.006089\n", "5 slope_year_avg_rad 0.011660\n", "11 population 0.017606\n", "8 slope_month_cf_cvg 0.026004\n", "2 mean_ghm 0.033470\n", "9 mean_NDVI 0.043408\n", "6 slope_month_avg_rad 0.058660\n", "4 mean_cf_cvg 0.115417\n", "10 slope_year_NDVI 0.120491\n", "7 estimate_mau 0.123015\n", "3 mean_avg_rad 0.444180" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "importance" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig,ax =plt.subplots(1, figsize=(14,6))\n", "\n", "# add a title and annotation\n", "ax.set_title('Feature Importances', fontdict={'fontsize': '13', 'fontweight' : '3'})\n", "\n", "(pd.Series(model.feature_importances_, index=X.columns)\n", " .nsmallest(12).plot(kind='barh'))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 5 }