{ "cells": [ { "cell_type": "markdown", "id": "586165b9", "metadata": {}, "source": [ "# Tutorial: Ensemble Methods for Electricity Demand Prediction\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/git/https%3A%2F%2Fgitlab.in2p3.fr%2Fenergy4climate%2Fpublic%2Feducation%2Fmachine_learning_for_climate_and_energy/master?filepath=book%2Fnotebooks%2F09_tutorial_ensemble_methods_demand_prediction.ipynb)\n", "\n", "Tutorial to the class [Ensemble Methods](09_ensemble_methods.ipynb)." ] }, { "cell_type": "markdown", "id": "30780159", "metadata": {}, "source": [ "
\n", " Tutorial Objectives\n", " \n", "- Use ensemble methods to best predict the regional electricity demand in France from a large number of input variables;\n", "- Control the complexity parameter(s) of each ensemble method to avoid overfitting;\n", "- Compare the skills of different methods.\n", "
" ] }, { "cell_type": "markdown", "id": "ec7c7ddc", "metadata": {}, "source": [ "## Getting ready\n", "\n", "### Loading the demand data\n", "\n", "Let us load the regional electricity demand data as in [Tutorial: Supervised Learning Problem and Least Squares](2_tutorial_supervised_learning_problem_ols.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "id": "38a14a66", "metadata": {}, "outputs": [], "source": [ "# Path manipulation module\n", "from pathlib import Path\n", "# Numerical analysis module\n", "import numpy as np\n", "# Formatted numerical analysis modules\n", "import pandas as pd\n", "import xarray as xr\n", "# Plot module\n", "import matplotlib.pyplot as plt\n", "# Default colors\n", "RC_COLORS = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", "# Matplotlib configuration\n", "plt.rc('font', size=14)\n", "\n", "# Set data directory\n", "data_dir = Path('data')\n", "\n", "# Set keyword arguments for pd.read_csv\n", "kwargs_read_csv = dict(index_col=0, header=0, parse_dates=True)\n", "\n", "# Set first and last years\n", "FIRST_YEAR = 2014\n", "LAST_YEAR = 2021\n", "\n", "# Define electricity demand filepath and label\n", "dem_filename = 'reseaux_energies_demand_demand.csv'\n", "dem_filepath = Path(data_dir, dem_filename)\n", "dem_label = 'Electricity consumption (MWh)'\n", "\n", "# Read hourly demand data averaged over each region\n", "df_dem = pd.read_csv(dem_filepath, **kwargs_read_csv)\n", "# region_rename = {\n", "# 'Auvergne-Rhône-Alpes': 'Auvergne-Rhône-Alpes',\n", "# 'Bourgogne-Franche-Comté': 'Bourgogne-Franche-Comté',\n", "# 'Bretagne': 'Bretagne',\n", "# 'Centre-Val de Loire': 'Centre-Val de Loire',\n", "# 'Grand Est': 'Grand Est',\n", "# 'Hauts-de-France': 'Hauts-de-France',\n", "# 'Île-de-France': 'Ile-de-France',\n", "# 'Normandie': 'Normandie',\n", "# 'Nouvelle-Aquitaine': 'Nouvelle-Aquitaine',\n", "# 'Occitanie': 'Occitanie',\n", "# 'Pays de la Loire': 'Pays-de-la-Loire',\n", "# \"Provence-Alpes-Côte d'Azur\": 'PACA'\n", "# }\n", "# df_dem.columns = [region_rename[c] for c in df_dem.columns]\n", "df_dem.index = df_dem.index.tz_localize(None)\n", "df_dem = df_dem.resample('D').sum()" ] }, { "cell_type": "markdown", "id": "71f72deb", "metadata": {}, "source": [ "### Loading the climate data\n", "\n", "Let us load climate data for France and average it over regions to use it as input to predict the demand.\n", "\n", "In addition to the surface temperature (in °C), we also load the:\n", "- surface density (kg/m3)\n", "- surface downward radiation (in W/m2),\n", "- surface specific humidity and\n", "- surface wind (in m/s)." ] }, { "cell_type": "code", "execution_count": 2, "id": "0070c88f", "metadata": {}, "outputs": [], "source": [ "# Directories where you saved the data\n", "filename_climate = (\n", " 'merra2_area_selection_output_{}_merra2_2010-2019_daily.csv')\n", "temp_label = 'Temperature (°C)'\n", "\n", "def get_regional_climate(variable_name):\n", " filename = filename_climate.format(variable_name)\n", " filepath = Path(data_dir, filename)\n", " df_climate = pd.read_csv(filepath, **kwargs_read_csv)\n", " da_climate = df_climate.to_xarray().to_array('region').transpose(\n", " 'time', 'region').to_dataset(name=variable_name)\n", " \n", " return da_climate\n", "\n", "# Read a climate variable and plot its mean over time\n", "ds_clim = get_regional_climate('surface_temperature') - 273.15\n", "ds_clim = ds_clim.merge(get_regional_climate('surface_density'))\n", "ds_clim = ds_clim.merge(get_regional_climate('surface_downward_radiation'))\n", "ds_clim = ds_clim.merge(get_regional_climate('surface_specific_humidity'))\n", "ds_clim = ds_clim.merge(get_regional_climate('zonal_wind'))\n", "ds_clim = ds_clim.merge(get_regional_climate('meridional_wind'))\n", "ds_clim['wind_speed'] = np.sqrt(ds_clim['zonal_wind']**2 +\n", " ds_clim['meridional_wind']**2)\n", "ds_clim['wind_direction'] = np.arctan2(ds_clim['meridional_wind'],\n", " ds_clim['zonal_wind'])\n", "variable_names = list(ds_clim)" ] }, { "cell_type": "markdown", "id": "225a9e32", "metadata": {}, "source": [ "### Preprocessing the inputs\n", "\n", "We now select data for a given region of France, subsample it to daily frequency and keep only the dates that are common to the demand times series and the climate time series." ] }, { "cell_type": "code", "execution_count": 3, "id": "4514dc99-e39a-4cb5-a694-9e4375ce4d37", "metadata": {}, "outputs": [], "source": [ "# REGION_NAME = 'Ile-de-France'\n", "REGION_NAME = 'Occitanie'\n", "\n", "# Select region\n", "df_dem_reg = df_dem[REGION_NAME]\n", "ds_clim_reg = ds_clim.sel(region=REGION_NAME, drop=True)" ] }, { "cell_type": "code", "execution_count": 4, "id": "3b5d6b34-dc14-4bce-9bc0-6fc3c0849d99", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First common date: \t2014-01-01 00:00:00\n", "Last common date: \t2019-12-31 00:00:00\n" ] } ], "source": [ "# Select common index\n", "idx = df_dem_reg.index.intersection(ds_clim_reg.indexes['time'])\n", "df_dem_reg = df_dem_reg.loc[idx]\n", "ds_clim_reg = ds_clim_reg.sel(time=idx, method='nearest')\n", "\n", "print('First common date: \\t{}\\nLast common date: \\t{}'.format(\n", " df_dem_reg.index[0], df_dem_reg.index[-1]))" ] }, { "cell_type": "code", "execution_count": 5, "id": "18be8056-c880-467f-9c76-f2927cea8f09", "metadata": {}, "outputs": [], "source": [ "# Add noise to demand (optional)\n", "NOISE_LEVEL = 0.\n", "df_dem_reg += np.random.normal(0., df_dem_reg.std(), df_dem_reg.shape) * NOISE_LEVEL" ] }, { "cell_type": "code", "execution_count": 6, "id": "bb3fdd35-c158-41f0-9e2f-983908b80bc1", "metadata": {}, "outputs": [], "source": [ "# Deteriorate dataset by removing extreme temperatures\n", "T_MIN = -100.\n", "T_MAX = 100.\n", "extremes = (ds_clim_reg['surface_temperature'] < T_MIN) | (ds_clim_reg['surface_temperature'] > T_MAX)\n", "ds_clim_reg = ds_clim_reg.where(~extremes).dropna(dim='time')\n", "df_dem_reg = df_dem_reg.where(~extremes).dropna()" ] }, { "cell_type": "code", "execution_count": 7, "id": "7cf703bd-245d-4da2-8c0e-02157615692e", "metadata": {}, "outputs": [], "source": [ "# Deteriorate by selecting a few days per month\n", "N_DAYS_PER_MONTH = 1\n", "step = int(365.25 / 12 / N_DAYS_PER_MONTH)\n", "ds_clim_reg = ds_clim_reg.isel(time=slice(None, None, step))\n", "df_dem_reg = df_dem_reg.iloc[slice(None, None, step)]" ] }, { "cell_type": "markdown", "id": "6b3ed0fb", "metadata": {}, "source": [ "### Analyzing the relationship between the climate variables and the demand\n", "\n", "The code below:\n", "- does a scatter plot the demand as a function of each climate variable on separate figures,\n", "- computes the correlation between the demand and each climate variable,\n", "- computes the correlation matrix between climate variables removing values smaller than 0.3 in absolute value.\n", "\n", "> ***Question***\n", "> - Does their seem to be redundancies between climate variables?\n", "> - Which climate variables seem to be most relevant to predict the demand?\n", "> - Discuss the limits of this analysis using correlations alone." ] }, { "cell_type": "code", "execution_count": 8, "id": "f99d9eb4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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NbHSJ8h6VdAzhnnsh3hO5mW92JVwrv42yT0saT7hWBhMiuXcg3Jv/inr1hF8SAnj+Kun3hJaTvgQP9YuE7o5/FDh2IuF6mihpIuEe/SbhXvlASnYSsLekkwnNs7PMrJC3eyKhL+wfkq4gGN5jCcOgTu5OJfNRyT7GEvyM8Gy9R9KFMe27hGbSdBP23fFzRCJtPOGau0zS1oRgtEMJnuBnE3Ijgd9Iuonwotov7v8YIW4i3zCwlSk37LZZN0JE3S+A/yMEMSwgRDOdRGj2S8oeR3iQLCa8tY2hyAD/AuUVGq5xOGFM4+L4p51InsHXUfZThLF8CwiGfBKpcGeC8bue0Iy2JF4sNwMHlXFuPkiIWpwa9ZpFMLgfy1dfVgzwX0wYg7RLnjzXITS7TSH0R80i9K2eDKyekOtFuDn+HfWfQ/CYd03ITKWbwzVi+oaEB+zMWMYUwk1WcIBwnvpMJUS3ptNXui5i2iaEyOCFsT6Xxv9pJd3isYvz5HlbOs+Y/gTwjwz13YUwZCfzAP9E2qj4ny6O8ulzvBrhRW4RqYH1cf/AeNwfyzi37ycYtlfj/zOPcN1/i8QwCFYM8P9PvKZmEMYiDk7ldx/wfIGyDPh1gX0DgDMJ9+4SwovBvwgvG2uVuB6/R2hOXUx4rhwa87KU3NasGLBvlB7gvztwL+EZ0EkwYB9NyRwZj02n570+6rkRmvRvJjzP5sfvWxa43/LdA8MI981/WfH82TclsylhnPgUwj24iNACdhyJ4SzFttyYOMcpSmw+nQKcYmY/r7M6Tp2IQ2BeBR42sy/l2f8pwlCdD5hZpaKBHaemtE0fo+M4FeFThKbCQk2XewLXuVF0mpl26mNsS+JA4WLkxhm1JX5+siHpI4To3lMJ4+jyBjCY2fdqqZfjVAM3jK1PqVl5cuOM2hU/P9k4ltBv9hRhqrpC4y8dp+nxPsYWJ8P0R3Nt5ZDqtsLPj+M4adwwVoGhQ4faiBEj6q2G4zhOUzF58uQ5ZpZ5DHa18KbUKjBixAgmTZpUbzUcx3GaCkk9mTCiYnhUquM4juMkcMPoOI7jOAlKNqVK2hY4mDDF1wjCdE2zCTMJ/B24wbqxorPjOI7jNCIFPUZJO0u6izCF2q7AI4T5BH9EGNxrhFUXZkj6QXLSbcdxHMdpVop5jDcS5hb9ghWZxV3SKMJclydRmUmfHcdxHKduFDOMW9rKa17lxcweBR6N66I5juM4TlNT0DBmMYo9kXe6z7xFXXQu7mJgvz4M7t+n9AGO4zhOZjKPY4xzJX6csOzHSn2TZnZ8hfVyCjBvURePT5tLb4llZuy8yRA3jo7jOBUkk2GMi2r+grB+4AxC4E0OnzqnhnQu7qK3xJA1VmfugqV0Lu5yw+g4jlNBsnqMJwDHm9kl1VTGKc3Afn1YZsbcBUtZZsbAfm4UHcdxKklWwzgI+Fs1FXGyMbh/H3beZIj3MTqO41SJrDPf/BH4ZDUVcbIzuH8fNhgywI2i4zhOFSjoMUo6MfHzNeAsSbsS1mPrSsqa2QXVUc9xHMdxakuxptTjUr87gV3ilsQAN4yO4zhOS1BsHOOmtVTEcRzHcRqBon2MkkZL8o4sx3Ecp20oFZV6D7BY0qPAvfH3Y2a2rOqaOY7jOE4dKBWVuhVhDOObwLHAQ8Dbkv4u6XuSOiSp2ko6juM4Tq0o6jGa2UuE2W6uAJC0DbAnYW3Gk4CfA/OAtaurpuM4juPUhsxzpQKY2fOS3gLeIhjELwMDq6GY4ziO49SDkoZR0jrAaIKnuBewGTAZuB/4IqF51XEcx3FagqKGUdKThH7GSQRDeALwsJktrIFujuM4jlNzSgXfbAnMBV4BXgZecqPoOI7jtDKlDONgQnPpS8BhwL8lTZN0taSxknwSAMdxHKelKGoYzazLzB4ys/9nZnsBQ4AjgCnAkcCzkqZWXcs2Yt6iLqbPXci8RV2lhR3HcZyKU1ZUKrA8sRkgYKNKK9WuzFvUxePT5tJbYpkZO28yxFfQcBzHqTGlgm9WAz5MiEjdExgF9ANeJcyEc1X8dCpA5+IueksMWWN15i5YSufiLjeMjuM4NaaUx/g20B94g2AAjwPuNbMpVdarLRnYrw/LzJi7YCnLzBjYz42i4zhOrSllGE8C7jGz/9RCmXZncP8+7LzJEDoXdzGwXx/3Fh3HcepAqSnhxtdKEScwuL8bRMdxnHpSqo9xXJZMzOz4yqjjOI7jOPWlVFPqtwmBNq8QIlDzYRXVyHEcx3HqSCnD+BfgM4Rxi1cBfzGzxVXXyqka8xZ1eR+m4zhOEUoN8P8isAFwI3Ay8IakX0nqqIVyTmXJjZN8edYCHp821ycRcBzHyUOpKeEws7fMbJyZ7QSMITSd3iHpSUkDqq2gUzmS4yR7S3QudsPoOI6TpqRhTPE88AShaXUzoHelFXKqh4+TdBzHKU2mKeEk7QF8FTiAYBgvA643s87qqeZUGh8n6TiOU5pSwzV+BIwFBgK/AzrM7PlaKOZUBx8n6TiOU5xSHuPZhOEaNxGmhvumtOqoDR/H6DiO47QKpQzjA4Rgm22KyPg4RsdxHKdlKDUl3Oga6eE4juM4DUG5UamO4ziO09IUNIySTpO0RpZMJO0q6TMlZL4l6SlJ8+P2qKT9Evsl6UxJMyQtknSfpO1TefSVdLGkOZIWSJooacOUzBBJ10iaF7drJK2VktlY0s0xjzmSxklaPSWzo6T7oy7TJZ2ufB2sjuM4TktRzGPcAnhV0uWSPi1pvdwOSf0k7SzpeEn/JESszi1R1uvAD4CdgQ7gHuAmSe+P+79PWObqOOBDwCzgTklrJvK4EDgQOBjYHRgE3CIpOZ7y2ljGvsAn4/drErr3Bm4F1ox5HAwcBJyfkBkE3AnMjLocD3wPOLFEHR3HcZxmx8wKbsCOwHiC0VsGvAssit+XA5OArwOrF8unSP5vAccQJih/Azg1sa8/8A5wTPw9GFgKHJKQ2SjqsU/8vS0hGGjXhMxuMW3r+HvfeMxGCZlDgcXAoPj7WGA+0D8hcxowHVCpeo0cOdIcx3Gc8gAmWTdsSaW3UnOlPm1mxwDrACMJ3tpYYB9gmJl1mNnlZra0DFuMpN6SvkwYH/kIsCmwHnBHouxFhKjYXWLSSKBPSuY14LmEzCigM+aZ42FgQUrmuXhsjtuBvrGMnMyDUYekzPrAiHLqWknmLepi+tyFPsep4zhOFck0842ZLSfMePNETwqTtCPwKNCPYMA+b2ZPS8oZrZmpQ2YSJjGHYDiXAXPyyKyXkJkd3zxyupukWSmZdDlzYt5JmdfzlJPbNyVP3b5O8J7ZeOON07t7TG4C8N4Sy8zYeZMhPlDfcRynCtQ6KvUFYCfgo8CvgKsl7ZDYnx4TqTxpadIy+eSzyKTT8+lS8NjoOXeYWce6665bRN3u4ROAO47j1IaaGkYzW2pmL5nZJDM7heCBfhd4M4qslzpkGCs8tTcJk5YPLSEzLBk9Gr+vm5JJlzM05l1MZlj8THubNcEnAHccx6kN9R7H2IvQtzeFYIzG5HZI6keIGs31F04GulIyGxICbnIyjxL6LUclyhgFrJGS2TY1zGMMsCSWkZPZPeqQlJkBTC2/mj0nNwH45sPW8GZUx3GcKpKpj7ESSPo5YZjEa4ShEl8BRgP7xX7AC4FTJT0PvEiIAu0kDL/AzOZJugo4L/YZ/he4AHgKuCvKPCfpNmC8pK8Rmj/HA7eY2QtRlTuAfwO/k3QSIbDoPOAKM5sfZa4FzgAmSDob2Ar4IXBWsv+y1vgE4I7jONWnZoaR0DT5+/g5j2DQ9jWz2+P+XxCGaFwKDAEeAz5hZu8k8vguYcjI9VH2buBwM1uWkDkEGMeK6NWJwLdzO81sWZxY4DJCxOoigiE8OSEzT9KYqMskwnCV8wmG2HEcx2lhlNUBkvQl4OOEvraVmmDNbP/Kq9a8dHR02KRJk+qthuM4TlMhabKZddRbj6wLFZ8HfAe4l9DP5itqOI7jOC1J1qbUw4GDzewv1VTGcRzHcepN1qjUXvRwcL/jOI7jNANZDePlhPlEHcdxHKelydqUuhbwlRip+RRhPOF7mNnxFdbLcRzHcepCVsO4HSuaUrdJ7fNAnCZm3qIuOhd3MbCfj5F0HMeB7JOI71ltRZza4xOTO47jrEpZU8LFBYp3kLR9aro0pwnxicl9KS/HcVYlk2GU1CeOZZwLPAk8DcyV9AtJ7mI0Ke0+MXnOY3551gIenzbXjaPjOED2PsZzgYOBbwAPxbTdgXMIxvXkAsc5DUxuYvJ27WNMesxzFyylc3FX250Dx3FWJath/ApwlJn9LZH2sqTZwJW4YWxaejIxebMH7rS7x+w4Tn6yGsbBwMt50l8mDOVw2oxWCNxpd4/ZcZz8ZA2+eRLIN1bxBHxGnLakVQJ3BvfvwwZDBrhRdBznPbJ6jN8H/hYH+D9KGLs4Clgf2LdKujkNjDdDOo7TqmQdx/iApK2AbxEG+Av4M3CZmc2oon5Og1KNZshm77N0HKc1yLxQcTSAp1ZRF6fJ6EngTppW6LN0HKc1KGgYJe0MPGFmy+P3gpjZ4xXXzGkrfOiE4ziNQjGPcRKwHjArfjdCE2oaA3pXXjWnnfA+S8dxGoVihnFTYHbiu+NUDR864ThOo1DQMJrZtORP4DUzW2UlDUkbV0Mxp3moVNBMJfssHcdxukvW4JspwHBCs+p7SFon7vOm1DbFg2Ycx2k1sg7wF/nXXRwILK6cOk6z0SoD/R3HcXIU9RgljYtfDThH0sLE7t7Ah/GZb9oaD5pxHKfVKNWUumP8FLAtsDSxbynwOPDLKujlNAkeNOM4TqtR1DCa2Z4Akn4LnGBm82uildNUeNCM4zitRNYp4cYCSOoPbB6TXzazRdVSzHEcx3HqQabgG0l9JV0IvEVYaeMp4C1JF0nqV0X9HMdxHKemZB2u8SvgE8DRhNU1IKyucQ6wJnBU5VVzHMdxnNqT1TB+ATjAzO5MpL0iaRZwA24YnR7gq2o4jtNIZDWMC4DpedKnA97P6HQbnyDAcZxGI+sA/4uBM2LwDfBeIM6P4z7H6RY+QYDjOI1GVo/xo8AewHRJT8W0HePxa0iamBM0s/0rq6LTyvgEAY7jNBpZDeMcQl9ikikV1sVpQ3yCAMdxGo2yxjE6TjXwCQIcx2kksvYxOo7jOE5bkMljlDQEOBPYExhGyqCa2bCKa+Y4juM4dSBrH+PvgO2Bq4GZ5F+CynGK4uMVHcdpBrIaxtHAHmb2eBV1cZqE7hg4H6/oOE6zkLWP8eUyZJ0WJmfgXp61gMenzWXeomzjDn28ouM4zUJWY3cCYaHiD0jqXU2FnMamuwauFccrzlvUxfS5CzO/HDiO0xxkNYwvAf0JCxMvlbQsuWXJQNIpkv4lab6k2ZJulrRDSmaCJEtt/0jJ9JV0saQ5khZImihpw5TMEEnXSJoXt2skrZWS2TjqsCDmNU7S6imZHSXdL2mRpOmSTpekjOesJemugcuNV9x82Bot0YzaXc/ZcZzGJ2sf4x+BwcDxdD/4ZjRwGfAvQMBPgLskbWdmbyXk7gIOS/xemsrnQuCzwMHAf4ELgFskjTSznJG+FtgY2DfqeiVwDfAZgOj13hqP3x1YhxBYJOC4KDMIuBN4APgQsDUwgTBv7PndqH9L0JMB+a00XjHpOc9dsJTOxV0tUzfHaXeyGsYO4MNm9kx3CzKzfZK/JR0GzAN2BW5O7FpiZm/my0PSYOCrwNjcSh8xn2nA3sDtkrYFPgnsZmaPRJljgAclbW1mLxCW0Noe2MTMXosy3weulHSqmc0HDgEGAEfEBZmfiXmfKOkCM2vbyNxWMnDdpRWbhh3HCWRtSn0WGFThsteM5c9Npe8maZakFyVdISk5RnIk0Ae4I5cQDdtzwC4xaRTQCTySOO5hgqeXlHkuZxQjtwN9Yxk5mQejUUzKrA+MKKOeTgvSak3DjuOsIKthPA24QNLekt4nae3k1s2yLwKeYMXCxwC3AYcDHwdOAj4M3COpb9y/HrCMMHdrkplxX05mdtKji99npWRmpvKYE/MuJjMzsW8lJH1d0iRJk2bPnp2nuk61qFcQzOD+fdhgyAA3io7TYmRtSv1b/LyDlfsXFX+XFakq6QJgN0Jz53vBO2Z2XULsaUmTCc2k+wF/LZZlSq98zZxZZNLpaRkVSMfMLgcuB+jo6GjbZtZa4+MjHcepNFkN456VKlDS/wBfBvY0s1eKyZrZDEmvA1vGpDcJRngokHTLhhGCZHIywyQp5zXGSNJ1WeHxvUno20wyNOadlEl7hrlm3bQn6dQJD4JxHKfSZF1d4/5KFCbpIoJRHG1mz2eQHwpsALwRkyYDXcAYQuQpcajGtqzoU3wUGEjoI8yljQLWSMmcJmlDM3s9po0BlsQycjLnSupnZosTMjOAqdlr7VQTD4JxHKfSKEtwpaSdi+3PMlWcpEsJwzA+RwjmydFpZp2SBhImKr+BYAhHAOcAGwHbmtk7MZ9fAfsDR7BiuMYQ4L3hGpL+DmwIfI3Q/Hk5MNXMksM1niB4nSexYrjGX80sN1xjMPACcB9wNrAVYbjGWWZWdLhGR0eHTZo0qdQpcSpEJedgbdS8HKcdkDTZzDrqrUfWptRJhH615OD2pEXN0sf4zfh5dyr9LIJBXAbsSAi+WYtgHO8FvpgzipHvAu8C1xMmHbgbODzZV0kYajGOFdGrE4Fvv6e42TJJ+xHGVT4MLCJ4oCcnZOZJGgNcSqj/XML4xQsy1NWpIZUaPlLJ/krv+3Sc5iWrYdw09bsP8EHgVOCULBmYWdEZY+KwiH2KyUS5xYRB+McVkXkLOLREPq8Cny4h8zTwsVI6Oa1BJfsrve/TcZqXrH2M0/IkvyRpHnAG8PeKauU4daCS/ZXe9+k4zUtWj7EQU4CdKqCH49Sdnkx3V828HMepLZkMY55B/AKGE/oGX6iwTo5TNyo53Z1Pnec4zUlWj3EO+Qe7vwZ8qaIaOY7jOE4d6e4A/+WEoQ4vmdm7lVXJcRzHcepHTQf4O47jOE6jk2kScUl7SPpI4veRkh6SND4OzHccx3GcliDr6hoXEucNlbQ1MB54ijDV2nlV0cxxHMdx6kBWw7g58HT8fiBwp5l9kzDl2meqoZjTHtRrySjHcZxCZA2+SS4t9XHgxvj9TcI8o45TNj5tmuM4jUhWj/FfwI8lHQbszoqZbkYQjKPjlE1y2rTeEp2L3Wt0HKf+ZDWM3yHMcHMJ8FMzezmmf4EVSzk5TllknTatnOZWb5p1HKenZB2u8Qzw/jy7TiasiuE4ZZNl2rRymltbrWnWl61ynPrQo7lSEwv4Ok63KDVtWjmrVGSRbRZj02pG3nGaiXLmSv0pIfBmGKkmWDMbVHnVHKe8VSpKyTaTsfFlqxynfmT1GK8irL94OTCDVedNdZyqUM4qFaVkm8nY+LJVjlM/shrGjwNjzOyxairjOPkoZ5WKYrLNZGx82SrHqR9ZDeMsoLOaijhOtamnselO36YvW+U49SGrYTwV+ImkI8zMDaTTtNTD2DRT36bjONkN42mEwfyzJE0DVhokZmb5hnI4LUwjRnc2ok7QXH2bjuNkN4x/qaoWTlPRiB5QI+qUo5n6Nh3HyT7A/6xqK+L0jFp6S43oATWiTjk8kMZxmouyBvhL2gvYjjBc499mdl81lHLKo9beUiN6QI2oUxIPpHGc5iHrAP8NCCtqjCSMYwRYX9Ik4PNmNqPgwU7VqbW31Kge0PC1+oEZw9ca0DA6OY7TfGSdRHwcYU7ULcxsIzPbCNgypo2rlnJONurhLQ3u34cNhjSGAcp5zLPmLeGNeUvqrY7jOE1O1qbUMcBoM5uSSzCzVyQdD9xdFc2czDSqB1crCnnMjRqlmqQZdHScdqNHk4gDyyuihdNj2rkPK5/H3MhRqjmaQUfHaUeyNqXeDYyTtFEuQdLGwEW4x+jUmZzHvPmwNd4zLpVYBLnaazv6Qs2O05hk9RiPB/4XeEVSbhLxDYCn4j7HqStpj7mn/a618OYaPZLWcdqVrOMYXwN2ljQG2AYQ8KyZ3VVN5Rynu/S037UWkb7t3jfsOI1KWX2MZnYncGeVdHGcitKTftdaeXPt3DfsOI1K1nGMvyEM6D8/lX4isJ2ZHV0N5RynXrg35zjtS9bgm08B9+RJvyfuc5yWo5HGajqOUzuyGsa1yL8e4wJg7Ypp4ziO4zh1JqthfJH8nuF+wEuVU8dxHMdx6kvW4JvzgV9LGsaKJtWPA98BvlUFvRzHcRynLmQdrnG1pH6EBYtPicnTgRPN7LfVUs5xHKeR8Sn9WpPMwzXMbDwwXtK6gMxsVvXUchzHaWx8Sr/WJWsf43uY2Ww3io7jtDs+pV/rUrZhdBzHcXxKv1amZoZR0imS/iVpvqTZkm6WtENKRpLOlDRD0iJJ90naPiXTV9LFkuZIWiBpoqQNUzJDJF0jaV7crpG0Vkpm46jDgpjXOEmrp2R2lHR/1GW6pNMlqcKnxukB1Z7ou5H0aJS6OoF8k9c7rUEtPcbRwGXALsBewLvAXZKS4yC/D5wEHAd8CJgF3ClpzYTMhcCBwMHA7sAg4BZJvRMy1wI7A/sCn4zfr8ntjLK3AmvGPA4GDiJE3+ZkBhGmv5sZdTke+B5wYrfPgFNRcn08L89awOPT5tbNYNRCj0apq7MyPglEa5J1Srh1zWx2Twoys31SeR4GzAN2BW6Onth3gJ+b2Q1R5giCcfwKIfBnMPBVYGyctzWXzzRgb+B2SdsSjOFuZvZIlDkGeFDS1mb2AvAJYHtgkzhBOpK+D1wp6VQzmw8cAgwAjjCzRcAzMe8TJV1gZtaT8+H0nFpM9F0JPSoRudgodXWcdiCrxzhd0l8k7VvBpsQ1Y/lz4+9NgfWAO3IC0SA9QPAyAUYCfVIyrwHPJWRGEWbpeSRR1sOEWXqSMs/ljGLkdqBvLCMn82DUISmzPjCirJo6VaFR+niK6VEpT69R6uo47UDW4Rr7AWOBG4C3JP0WmGBmL/eg7IuAJ4BH4+/14ufMlNxMwtqPOZllwJw8MuslZGYnPTozM0mzUjLpcubEvJMyr+cpJ7dvSnKHpK8DXwfYeOONcapPo0z0XUyPSnl6jVJXx2mHsZtZB/jfSejrW4vQxDgW+JGk+4GrgBvMbHHWQiVdAOxGaO5cli4uLZ4nbZUsUzL55LPIpNPz6ZL3WDO7HLgcoKOjw5tZa0SjLNtUSI9KenqNUlenfSk1drNVjGZZwTdm9raZXWpmHYRglF0IQS0zJP1c0sBSeUj6H0Kwy15m9kpi15vxc73UIcNY4am9CfQGhpaQGZZs8o3f103JpMsZGvMuJjMsfqa9TaeNKCc61CMXnVai2NjNVgoQK8swShou6YeSXgDOBa4D9gCOJQS83FTi+IsIgTR7mdnzqd1TCMZoTEK+HyFqNNdfOBnoSslsCGybkHkUGEjoI8wxClgjJbNtapjHGGBJLCMns3vUISkzA5harJ5O69Kdm98jF2uPD22pDsVaQFppwoOsUakHAEcRojmfIfQP/j5Gb+Zknib0GRbK41LgMOBzwFxJOW+s08w6Yz/ghcCpkp4nrOhxGiGQ5loAM5sn6SrgvNhn+F/gAuAp4K4o85yk2whRrF8jNH+OB26JEakQgnf+DfxO0knAOsB5wBWJOl0LnAFMkHQ2sBXwQ+Asj0htXzw6tPHxqdqqR7G+7lYKEMsafPNb4I/AKDObXEBmCvDTInl8M37enUo/Czgzfv8F0B+4FBgCPAZ8wszeSch/lzAG8vooezdweKqv8hBgHCuiVycC387tNLNlkvYjjKt8GFhEMIQnJ2TmSRoTdZlEiJ49n2CInTallW7+VsVfXqpLob7uVgoQUxbnR9IAM1tYA31ago6ODps0aVK91XCqRKsEGLRKPdK4x9i8SJocY1jqSlaP8R1Jw9OTh0taB5hlZr0LHOc4LUcrRIe2svFoJc/FqQ9Zg28KDervCyytkC6O49SIVgqUyIcHPDk9oajHKCk3L6gB35DUmdjdmxAxmo4udRynwfG+UscpTKmm1OPip4CjCTPD5FhKGLbwjcqr5VSTVu1bcrLjzY2OU5iihtHMNgWQdC9wgJnNLSbvND6t3LfklEct+0r9ZcxpJrJOCbdntRVxaoOHsju1xl/GnGajoGGUNA44xcwWxO8FMbPjK66ZUxW8b8mpNf4y5jQbxTzGHQlLPOW+F8JngWkivG/JqTXt+jLmzcfNS0HDmGw+9abU1qIVxuE1M+32wGzHlzFvPm5uss6VujrQK720VJxge7mZ+VhGx8lAuz4w2+1lzJuPm5usA/z/zIq5TpN8A/hT5dRxnOpS71UX3pi3iLkLl9JntV4tObDeCbRr83GrkHVKuF2BU/Ok3wn8qHLqOE71qLe3Nm9RFy/P7GT63IVMf2sRmw1bwx+YLUo7Nh+3Elk9xgGEFS3SLAfWrJw6jlM96j0NWufiLtbs14eOEeuwwZD+bL7uGv7AbGF8WrrmJathfAo4OE/6VwjrMzpOw1Pv5q1c+V3vLmfIGqszfK0BQP2bd6tBK9bJaR+yNqX+P+AmSVsA98S0jwNfAD5fDcUcp9LUu3krX/n1bt6tBq1YJ6e9yOQxmtmtwGeATQgLAI8DNgb2N7Nbqqee41SWejdvpcuvdfNuLTy5ejdZNxruPTcfWT1GzOw24LYq6uI4bUctm3eTntw7i7vY/H0DGT64f8VfEurdZN1IuPfcnGQ2jI7jVJ5aNu/mPLk+q/XilTmdLFm2nDfeXlzxh3W9m6wbCR/P2JwUmyt1PrCZmc2R9A5Fpn4zs0HVUM5x2oFks2ryd6XJeXJz3l4EJoYP7k/Xu8ur8rButwH9hXDvuTkp5jEeB7wTv3+7Bro4TltSyea2YtPN5Ty5N95eSN8+veh6d7k/rKuMe8/NSbG5Uq8GkLQaMBt4zMz+WyvFHKddqFRzWxYDGzy5wQxfa4A/rGuEe8/NR8moVDN7F/grPpDfcarCcmDWO4t5fe7CHnlw5USD9iQ6t95RlvUu32l9sgbfPAlsAUytniqO07oUauKct6iLl2Z2ssbqq9G55F122HBwXmOVZUWOWvRnZfFKq7l6iEd5OrUgq2E8Ezhf0hnAZGBBcqeZvVVhvRynYejpg77Ywzzn5W249gDmLliatwknqzEo1J9VSUNVqtm32obLozydWpDVMN4aP//KytGpir97V1Ipx2kUKvGgL/Ywz+LllWMM0v1ZlTZUaX2XA9PnLnzP6FbbcHmUp1MLshpGX6jYaUsq8aDP9zBPenGlohZ7YgwqbaiSXuly4KWZnSsZ3WobLo/ydGpBVsM4BXjNzFYayyhJwEYV18pxGoRKPOjTD3NgFS9ugyEDMh9fjjGohqHKeaXT5y5cxehuMGRA1Q2XR3k61aYcwzgcmJVKXzvu86ZUpyWpVL9d8mGez6CUyqO7xqCaHlYho5uvOdc9PKeZyGoYc32JaQYCiyunjuM0HpXut6t1P1m1PKwsRtejSJ1mpKhhlDQufjXgHEkLE7t7Ax8GnqiOao7TmPS0366V+slKGV2PInWakVIe447xU8C2wNLEvqXA48Avq6CX4zQslep3bAcD4VGkTjNS1DCa2Z4Akn4LnGBm82uileM0MK3k8VUbP1dOM5K1j/FHwCBgJcMoaUOgy8xmVloxx2lk2sXjqwR+rpxmo+RcqZHfAfvmSd8HuKZy6jhO6+BzejpOc5LVMH4IeCBP+oNAR+XUcZzWIBeN+fKsBTw+ba4bR8dpIrIaxtWAvnnS+xVId5y2ptRKF+5Ntgb+P7YmWfsYHwOOjVuSbwH/qqhGjtMCFIvGLDS2zwfCNxc+RrN1yWoYTwXukfQB4O6YthfwQWDvaijmOM1MsWjMfGP7YNVp4vwh29j4GM3WJVNTqpn9AxhFmP7tAODA+H2UmT1SPfUcp3kptBhwPm+ynEWGncbAx2i2Llk9RszsSeCQKuriOG1BIW+ynIdsoze7Nrp+lcDHaLYuWYNvkPQ+SSdLukzS0Ji2q6RNy8jjY5ImSpouySQdmdo/IaYnt3+kZPpKuljSHEkLYn4bpmSGSLpG0ry4XSNprZTMxpJujnnMkTRO0uopmR0l3S9pUdT59LiiiOP0iLQ3mXvIbj5sjZLNqI0U8Zov+KSR9Ks2hVoFnOYmk2GUNBJ4geAxHk0Y7A8wBvhpGeUNBJ4BTgAWFZC5i7CSR277VGr/hYSm3IOB3aMut0hKrvBxLbAzYezlJ+P398ZbRtlbgTVjHgcDBwHnJ2QGAXcCMwnDVY4HvgecWEZ9HSczWR+yjdLsWsgANop+jtNdsjal/hK4yMzOkPROIv12YGzWwszsb8DfIHiHBcSWmNmb+XZIGgx8FRhrZnfGtMOAaYQgoNslbUswhrvl+j8lHQM8KGlrM3sB+ASwPbCJmb0WZb4PXCnp1Dj13SHAAOAIM1sEPBPzPlHSBem1KR2nVjRK31ah4JNG0c9xukvWptSRwNV50t8A3lc5dQDYTdIsSS9KukLSsJQefYA7cgnRsD0H7BKTRgGdQDIo6GFgQUrmuZxRjNxOGJM5MiHzYDSKSZn1gRFppSV9XdIkSZNmz55dTn0dB8g+Jq6cZtdqUmw9xkbQz3G6S1aPcREwJE/6Nqy6eHFPuA34KyHidQRwNmGYyEgzWwKsBywD5qSOmxn3ET9nJz06MzNJs1Iy6fld58S8kzKv5yknt29KcoeZXQ5cDtDR0eHepFMW5Y6Ja4T5R4sFnzSCfo7TXbIaxv8FzpD0hfjbJI0AzgVuqJQyZnZd4ufTkiYTmkn3IxjMQqQXUs5nmLLIpNPTMiqQ7jg9olnHxLkBdFqRrE2pJwNrA7MJ/W4PAS8BbwOnVUUzwMxmELy2LWPSm4QFkoemRIexwpt7ExiWjB6N39dNyazHygyNeReTyTXr+moiTkWpVL+cT1HmOD0nk8cYg1F2k7QXIcKzF/C4md1VTeXisJANCH2ZAJOBLkI07LVRZkPCIsq5PsVHCdGvoxJpo4A1UjKnSdrQzHLNpWOAJbGMnMy5kvqZ2eKEzAxgauVq6TiVGRPnU5Q5TmXIPMAfwMzuAe7pbmGSBgJbxJ+9gI0l7QS8FbczCU2zbxD6GM8h9GHeGMufJ+kq4LzYZ/hf4ALgKcIwD8zsOUm3AeMlfY3Q/DkeuCVGpEII3vk38DtJJwHrAOcBVyQWY74WOAOYIOlsYCvgh8BZHpHqVIOeNks2a3Os4zQaBQ2jpMzj9czsgoyiHcC9id9nxe1qwgTlOwKHA2sRjOO9wBfNLDlE5LvAu8D1QH/C3K2Hm9myhMwhwDhWRK9OBL6d0HeZpP2AywgRq4sIhvDkhMw8SWOAS4FJwFzCOMesdXWcmuLDJIrTDrPxOJVBhZwfSVPy7lgVM7PNKqdS89PR0WGTJk2qtxpOG+IP//x4M3NzIGmymdV9jd+CHqOZZZ7qzXGcxsCjRPPjzcxOOWSeK9VxHKdZ8WZmpxyKGkZJjyQn35Z0jqS1E7+HSnq1ivo5juP0GJ+NxymHUh7jR4HkihPfIgTG5OhNGE7hOI7T0PhKGE5Wym1K9SWXHMdxnJbG+xgdx3EcJ0Epw2isOi+oD253HMdxWpZSM98I+L2kJfF3P+AKSQvj775V08xxHMdx6kApw5heg/H3eWR+VyFdHMdxHKfuFDWMZja2Voo4juM4TiNQcEo4p/tImk1YR7KVGcqqC0a3Ku1S13apJ3hdG5VNzGzdeivhhtHpFpImNcKchrWgXeraLvUEr6tTHB+u4TiO4zgJ3DA6juM4TgI3jE53ubzeCtSQdqlru9QTvK5OEbyP0XEcx3ESuMfoOI7jOAncMDqO4zhOAjeMjuM4jpPADWMbIumbkqZIWixpsqTdS8jvKOl+SYskTZd0uiSlZPaIeS2W9IqkbxTJ72BJJumWStWpSFl1qaukQZLGSZohaYmklyR9sdL1S5RXr3qeIOn5mM/rki6VNLDS9UuVWdG6Shou6dpYj2WSJhTI50BJz8b/81lJn69w1fKVWfO6SvqapAclvSXpbUn3StqtCtVrXMzMtzbagC8BXcDXgG2Bi4FOYOMC8oOAN4E/ATsABwLvACclZDYFFsS8to15dwEH5slvM+B14AHgllasK9AH+Afwd2A3YET8/FCL1fMrwBLgsFjHvYApwFVN9p+OAMYBRwKPABPy5DMKeBc4NZZ7avz9kRas6x+AbwMfBLYGfh2vhS2reb820lZ3BXyr8R8OjwFXpNL+A5xTQP5YYD7QP5F2GjCdFVHN5wL/SR13JfBoKq1PLP8IYALVN4x1qSvwdeAVYPVW/k+BS4D7UzJnAc80U11T8rcUMBbXA3em0u4C/thqdc0jJ4LBPa5adW20zZtS2whJqwMjgTtSu+4Adilw2CjgQTNblEi7HVif8PaZk0nneTvQIalPIu2nwFQzS6/aUnHqXNfPAQ8DF0t6Mza7nZk6FxWhzvV8CNhJ0kejLhsD+wN/K78mpaliXbNQ6HwUKrdH1LmuaVYnLDk4twd5NBVuGNuLoUBvYGYqfSawXoFj1isgn9tXTGa1WCaSPkFoGirY91hh6lZXQnPxFwge8n7Ajwn1Pie7+pmpWz3N7DrgR8ADkroIE+c/DfygvCpkplp1zUKhfMrJoxzqWdc0ZxOacCf2II+mwg1je5Ke1UF50krJp9MLykgaSmg6PcLMav3WWdO6xs9ewCzga2Y22cxuAE4Hjk0HuFSQmtdT0h4Eo/9NYGfgAGA0oTm1mlSjrtUotxLUq67hYOkE4BjgADOb3508mpFSCxU7rcUcYBmrvj0OY9U3zRxvFpAncUwhmXeB/wK7AsOBuxJ2oReApHeB7c3shcy1yEa96grwBtBlZssSMs8BAwiewOwM+melnvU8m9DHdmX8/bSkNYArJf3EzN7NXItsVKuuWSiUTzl5lEM96wq8ZxTPBvY1s3+We3wz4x5jG2FmS4HJwJjUrjGECLV8PArsLqlfSn4GMDUhs3eePCeZWRfwL2BHYKfENhF4MH6fUmZVSlLHukLoX9xCUvL+2gpYSIXXxatzPQcQHt5JlrHCS6koVaxrFh4ts9weUee6IulEQkzAfmb2UDnHtgT1jv7xrbYboZ9vKXA0IQT8IkL/wSZx/znA3Qn5wYQ30esIIeAHECLf8oX2XxjzPDqWscpwjcQxE6jNcI2a1xXYKB53MSHcfR/CEJXzWqyeZ8bjvhzlxwAvATc0038a5XaK2wOEl7adgO0S+3cheMunANvEzy6qP1yjHnX9Xiz3iwQPNLcNrub92khb3RXwrQ5/eugTmkoYgzYZ+Fhi3wRC5GhSfsd4Ey0mNBOeQSr8G9gDeDzmOQX4RgkdJlBlw1jPugIfJbzZL4oyP6GKwzfqUU9CV8wZhCEEi4DXgMuAIU34n1qeLZ3PQcDz0Wg8R+h3a8brt2hdY3n5ZCZUu76NsvnqGo7jOI6TwPsYHcdxHCeBG0bHcRzHSeCG0XEcx3ESuGF0HMdxnARuGB3HcRwngRtGx3Ecx0nghtFpC+LqFjMVFkg+st761BtJI+K56Eik7SrpKUlLJd2XT6YH5U1QDRamLlK+STqoyP6hUWZ0/F2xujvNh8+V6rQ8knYgDHQ+gDBt1rz6atQQvEaYvzY5Rd1FwJOEFUEWEM5TWqZZGU55yyatdH6iwbwXWNfMWuF8OEVww+i0LHGuUgFbxKSbzGe0AMDCBOdvppK3AC41s9cSaWmZpsTMyqpHgfPjtAnelOo0FJI+JukfkjolzZP0mKQdJB0pqTMlOzo2d+XWfDwyHvcpSc8Qpu66HrgxHrJcUm7JpA9JukPSHEnzJT0kaVQq/0GSfiXpDUmLJT0n6UuJ/btIul/SQknTo+ygntQzVY/PSHoxln2vpM1SeXxG0uS4f4qkn8YFbnP7V5f0M0nTJC2R9Iqk4+O+95oKc98Jc23+JtfcXKC5dRtJE6POnZIelbRjljrH40+I52qupN9KGpDYd5+kS1LyKzXBRplfSTpf0luSZsc8+0q6VNLbkl6VdFgqn5WaUuP/nzt3/wd8JCW/0vkheIsAs2P6BEmHS/qvpL6pY/8gqW3WLmxF3DA6DYOk1YD/JawM/wHCw+oiVl3BoRj9gNMIa8htB4wFvhb3DY8bwJrANcDuwIeBJ4C/JYysgL8T5gsdG/M6kWBsicbgDsIkzB8gNNPuBPymQvXsS2j+HUtYmb03cGPUC0n7AH8ALgG2B44izOX5s0QeVwOHR723Bb4KvJ1HpVyz4ULgO/H79Xn0Xj/qbIQJw3cGLo26ZWF3wuTWexMmyP48cELGY5McArxDOG8/J0x0fhPwItBBqPeVUd9VUFga61bglSj/Q+CXRcp7DTgwft+ecH5OAP5MeIZ+NpH34Fivq7pRL6dRqPdkrb75ltuAtQkP3T3y7DsS6EyljY7yQxMyBoxMyR0ULvWiZYsw6fKh8fcYYDmwbQH53wFXpdJ2iuUP6249U/XYNZG2CcFw7h1/PwD8OHXc5wirLwjYMubxyQJljIj7OxJpncCRhWQIyxBNoxuToRMmvH4NWC2RdgVwV+L3fcAleY67JSXzaOp/mw1MTKT1IbzAHJRIs9xv4OuEF4SBif2HRpnRBeq+0rWWOO4S4LbE72MJTbCrFTsfvjX25h6j0zCY2VuEB+Htkm6VdKKkjcrM5l2C91cUScMkjY9NlfMIHsgwYOMo8kHgDTN7rkAWI4FDY3Nip0Iz78Nx3+bFys5Yz+XAPxPHTCOsq7ddovxTU+VfC6xBWCLogzGPe6kcHwQesrBWYHd41lZevHgGKxbSLYencl8sWKNZwNOJtC5CoE2hvLcFnjKzZNP8o93QA4JxHyNpw/j7KOBqq/wizU4NccPoNBRmNpbQRPYAsD/wYmw2XM6qC+D2yZPFEguBE6W4GvgQ8F3CWns7EdZMzPXRlVpstxdwJSsvvvwBgqf2RKnCi9QzK72As1Llvz+WPzuD/t2hp3l2pX4bKz+Dsv7H+fIplXeSip0bM3uSsDTXkbGPuIMMzelOY+OG0Wk4zOxJMzvXzEYTms6OIDzsB6SCW3bqQTG7AReb2a1m9m+Cxzg8sf9xYLikbQsc/ziwvZm9lGdblEWBAvXM0YtguAGQtDGwPmEdwFz52xQo/924vxewZxZdMvI4sFsywKfCzGbl/wDCy0aleRbYMfY15vhoiWNyXnK+/tQrCM3fRwMPm9kLPdbQqStuGJ2GQdKmkn6uEO25iaQ9CV7Qs8BjhLF150jaQtKBhEVcu8uLhKbQ7SR9iLDqebKJ8O5Y5g2S9om6jZH0ubj/XODDkn4t6YNRp09LGt/DeuZ4F7hQ0ihJOxE83H8Dd8X9PwG+IuknClG720g6SNIvAMzsP8CfCEEoB8Yyd09Ha5bJZcBA4E8xqnMLSQdH/SrBPcC+kvaXtLWkC4Bym9KzcC3h/P5G0vaSxgCnljhmGsEL3U/SupIGJvb9kdB8fSwedNMSuGF0GomFwFaEaL8XCcbgD8C5sV/uEEJQzNOEAIof96CsowgP+ckEo/gbwsrlAJjZcmBfQr/h7wme2kXEplYzewr4GCFI437CwPhzgJk9qWdCZgkh2OV3BAPdi7BivMXybycMxN+T0Bf5T0J05auJPA4nGIFxhJXnJxCGZHQLM5tOqPPqhL7L/wOOIxiZSvCbxPYwIRjoxqJHdIPYt/hpQrPz44SI1B+UOGY6IUr4p4T/+JLEvncILyFL46fT5CjeZ47jNAgKU9ZdYmYDS8k6jYGkvwOvm9nXSgo7DY/PfOM4jtNNJK1NGJf5CarTH+rUATeMjlNhYqDMs0VEtjOzV4vsbzqUmpUoxb5m9mDNlKktjxPGpf7IzJ6ptzJOZfCmVMepMHFmmxFFRKa22jg3SVsU2T09a6Su4zQCbhgdx3EcJ4FHpTqO4zhOAjeMjuM4jpPADaPjOI7jJHDD6DiO4zgJ/j/zeTQT8/GvHwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for variable_name, da in ds_clim_reg.items():\n", " plt.figure()\n", " plt.scatter(da.values, df_dem_reg.values, s=10, alpha=0.2)\n", " plt.xlabel(da.name)\n", " plt.ylabel(dem_label)\n", " c = np.corrcoef(da.values, df_dem_reg.values)[0, 1]\n", " plt.title('{}, Correlation = {:.2f}'.format(variable_name, c))" ] }, { "cell_type": "code", "execution_count": 9, "id": "17b29c61", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "corr_clim = np.corrcoef(ds_clim_reg.to_array().values)\n", "fig, ax = plt.subplots()\n", "plt.imshow(np.where(np.abs(corr_clim) > 0.3, corr_clim, np.nan),\n", " vmin=-1., vmax=1.)\n", "ticks = range(len(variable_names))\n", "ticklabels = variable_names\n", "ax.set_xticks(ticks)\n", "ax.set_xticklabels(ticklabels, rotation=90.)\n", "ax.set_yticks(ticks)\n", "ax.set_yticklabels(ticklabels)\n", "plt.colorbar()\n", "_ = plt.title('Correlation matrix (abs. val. > 0.3)')" ] }, { "cell_type": "markdown", "id": "38be099a", "metadata": {}, "source": [ "Answer:" ] }, { "cell_type": "markdown", "id": "c5b1cb82", "metadata": {}, "source": [ "### Preparing feature extraction\n", "\n", "As in the previous tutorials, we define nonlinear features from the temperature based on heating- and cooling-temperatures." ] }, { "cell_type": "code", "execution_count": 10, "id": "0e6ad35c", "metadata": {}, "outputs": [], "source": [ "# Define heating and cooling temperature thresholds\n", "TEMP_HEAT = 15.\n", "TEMP_COOL = 20.\n", "\n", "# Define function returning a dictionary from variable name\n", "# to variable train data with base, heating and cooling variables\n", "def get_heat_cool(x):\n", " return {\n", " 'heat': (TEMP_HEAT - x) * (x < TEMP_HEAT).astype(float),\n", " 'cool': (x - TEMP_COOL) * (x > TEMP_COOL).astype(float)\n", " }" ] }, { "cell_type": "markdown", "id": "8f7f6c44", "metadata": {}, "source": [ "We also define a factorization by month.\n", "In other words, for each variable, we define 12 new variables for which the values are that of the original variable for dates in the corresponding month, zero otherwise." ] }, { "cell_type": "code", "execution_count": 11, "id": "7cde11f5", "metadata": {}, "outputs": [], "source": [ "def factorize_monthly(variables, index):\n", " new_variables = {}\n", " for variable_name, variable_data in variables.items():\n", " for month in range(1, 13):\n", " new_variable_name = '{}_m{:02d}'.format(variable_name, month)\n", " new_variables[new_variable_name] = variable_data * (\n", " index.month == month).astype(float)\n", " \n", " return new_variables" ] }, { "cell_type": "markdown", "id": "6e3dc4e7-848b-4ba2-b977-0dfb97e2dafe", "metadata": {}, "source": [ "> ***Question***\n", "> - If 4 climate variables are selected, how may features will result from the monthly factorization?" ] }, { "cell_type": "markdown", "id": "3251a223-6eab-43c7-ab22-2f99326e5168", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "c27372d8", "metadata": {}, "source": [ "### Regressions evaluation function\n", "\n", "We also define a function to evaluate any of our regressions.\n", "\n", "`FIRST_TEST_YEAR` controls the number of years at the end of the time series to keep as test data." ] }, { "cell_type": "code", "execution_count": 12, "id": "88c54241", "metadata": {}, "outputs": [], "source": [ "from sklearn import model_selection\n", "\n", "# Default number of test days\n", "FIRST_TEST_YEAR = 2018\n", "\n", "TIME = ds_clim_reg.indexes['time']\n", "def evaluate_regressor(\n", " reg, reg_kwargs, param_name, param_range, first_test_year=FIRST_TEST_YEAR,\n", " n_splits=None, cv_iterator=model_selection.GroupKFold,\n", " plot_validation=True):\n", " \n", " if n_splits is None:\n", " n_splits = len(np.unique(TIME[TIME.year < first_test_year].year))\n", " \n", " # Get test data keeping last years\n", " index_test = TIME.year >= first_test_year\n", " x_test = x[index_test]\n", " X_test = X[index_test]\n", " y_test = y[index_test]\n", " \n", " # Select train data from first years and first days in month \n", " index_train = TIME.year < first_test_year\n", " X_train = X[index_train]\n", " y_train = y[index_train]\n", " \n", " if plot_validation:\n", " # Set cross-validation iterator\n", " cv = cv_iterator(n_splits=n_splits)\n", " groups = TIME[index_train].year\n", "\n", " # Get train and validation scores from cross-validation\n", " train_scores, validation_scores = model_selection.validation_curve(\n", " reg, X_train, y_train, param_name=param_name,\n", " param_range=param_range, cv=cv, groups=groups)\n", "\n", " # Get train curve\n", " train_scores_mean = train_scores.mean(1)\n", " train_scores_max = train_scores.max(1)\n", " train_scores_min = train_scores.min(1)\n", "\n", " # Get validation curve\n", " validation_scores_mean = validation_scores.mean(1)\n", " validation_scores_max = validation_scores.max(1)\n", " validation_scores_min = validation_scores.min(1)\n", "\n", " # Get best value of the regularization parameter\n", " i_best = np.argmax(validation_scores_mean)\n", " param_best = param_range[i_best]\n", " score_best = validation_scores_mean[i_best]\n", "\n", " \n", " # Plot validation curve\n", " lw = 2\n", " plt.figure()\n", " plt.semilogx(param_range, train_scores_mean, label=\"Training score\",\n", " color=\"darkorange\", lw=lw)\n", " plt.fill_between(param_range, train_scores_min, train_scores_max,\n", " alpha=0.2, color=\"darkorange\", lw=lw)\n", " plt.semilogx(param_range, validation_scores_mean,\n", " label=\"Cross-validation score\", color=\"navy\", lw=lw)\n", " plt.fill_between(\n", " param_range, validation_scores_min, validation_scores_max,\n", " alpha=0.2, color=\"navy\", lw=lw)\n", " plt.xlabel(param_name)\n", " plt.ylabel(r'Validation $R^2$')\n", " plt.title(REGION_NAME + r'. Best $R^2$: {:.2} for {} = {:.1e}'.format(\n", " score_best, param_name, param_best))\n", " plt.ylim(0.0, 1.1)\n", " plt.legend(loc=\"best\")\n", " \n", " # Set best parameter\n", " reg.set_params(**{param_name: param_best})\n", " else:\n", " param_best = reg.get_params(param_name)\n", " \n", " # Compute prediction error conditioned on first 5 years of data\n", " reg.fit(X_train, y_train)\n", " test_score = reg.score(X_test, y_test)\n", " print('\\nTest R2: {:.2f}'.format(test_score))\n", "\n", " # Predict for work days and off days\n", " y_pred = reg.predict(X_test)\n", "\n", " # Plot prediction on top of train data versus temperature\n", " plt.figure()\n", " plt.scatter(x_test, y_test, s=10, alpha=0.5)\n", " plt.scatter(x_test, y_pred, s=10)\n", " plt.xlabel(temp_label)\n", " plt.ylabel(dem_label)\n", " plt.title(REGION_NAME)\n", "\n", " # Scatter plot of prediction against target\n", " plt.figure()\n", " plt.scatter(y_test, y_pred, s=10, alpha=0.5)\n", " plt.xlabel('Target ' + dem_label)\n", " plt.ylabel('Predicted ' + dem_label)\n", " plt.title(REGION_NAME)\n", " \n", " return {param_name: param_best}" ] }, { "cell_type": "markdown", "id": "3920360a", "metadata": {}, "source": [ "> ***Question***\n", "> - If 2018 is given as the first test years, how many training years and test years will be available for this dataset?\n", "> - Identify the lines where:\n", "> - The validation and train scores are computed;\n", "> - The test score is computed;\n", "> - The target is predicted from the test input features.\n", "\n", "Answer: " ] }, { "cell_type": "markdown", "id": "3d136c99", "metadata": {}, "source": [ "## Feature selection\n", "\n", "The following code select features, by controlling:\n", "- The climate variables to select in addition to the heating- and cooling-temperatures;\n", "- Whether a monthly factorization is performed or not;\n", "- The degree of polynomial interactions;\n", "- The standardization of the features.\n", "\n", "It also plots the time series features associated with each selected climate variable.\n", "\n", "> ***Question***\n", "> - Identify the lines where:\n", "> - The heating and cooling temperatures are obtained;\n", "> - The other climate variables are added;\n", "> - The monthly factorization is applied;\n", "> - The polynomial features are computed;\n", "> - The standardization is performed.\n", "> - Are the feature time series in agreement with your expectations?" ] }, { "cell_type": "code", "execution_count": 13, "id": "10d2da9d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import preprocessing\n", "\n", "# Variables in addition to temperature features\n", "ADDITIONAL_VARIABLE_NAMES = []\n", "# ADDITIONAL_VARIABLE_NAMES = [\n", "# 'surface_density', 'surface_downward_radiation',\n", "# 'surface_specific_humidity', 'wind_speed', 'wind_direction'\n", "# ]\n", "\n", "# Degree of polynomial interactions\n", "POLY_DEGREE = 1\n", "\n", "# Get features\n", "x = ds_clim_reg['surface_temperature'].values\n", "y = df_dem_reg.values\n", "features = get_heat_cool(x)\n", "for var_name in ADDITIONAL_VARIABLE_NAMES:\n", " features[var_name] = ds_clim_reg[var_name].values\n", "feature_names_nofact = list(features)\n", "\n", "# Factorize monthly\n", "features = factorize_monthly(features, TIME)\n", "\n", "# Plot features before polynomial transform and standardization\n", "feature_names = list(features)\n", "df_features = pd.DataFrame(features, index=TIME)\n", "n_feat_nofact = len(feature_names_nofact)\n", "fig, axs = plt.subplots(n_feat_nofact, figsize=[12, 5 * n_feat_nofact])\n", "for k, feature_name in enumerate(feature_names_nofact):\n", " try:\n", " ax = axs[k]\n", " except TypeError:\n", " ax = axs\n", " feat_variables = [feature_name in v for v in feature_names]\n", " df_features.iloc[:, feat_variables].plot(ax=ax, ylabel=feature_name)\n", " ax.legend(bbox_to_anchor=(1,1), loc='upper left', title='Features')\n", "\n", "# Get input matrix\n", "X = np.array(list(features.values())).T\n", "if POLY_DEGREE > 1:\n", " poly = preprocessing.PolynomialFeatures(POLY_DEGREE)\n", " X = poly.fit_transform(X)\n", " \n", "# Standardize\n", "X = preprocessing.StandardScaler().fit_transform(X)" ] }, { "cell_type": "markdown", "id": "73517e4c", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "8edbec3c", "metadata": {}, "source": [ "## Individual models\n", "\n", "First, make sure that only the heating and cooling temperatures are selected as features, that the monthly factorization is activated and that no polynomial transformation is performed.\n", "\n", "### Lasso regression\n", "\n", "The following code:\n", "- Creates a Lasso regressor with positive coefficients;\n", "- Evaluate the regressor over a range of regularization parameter values;\n", "- Represent the importance of the coefficients.\n", "\n", "The evaluation function:\n", "- Plots the training and validation curves with the lines representing the mean score and the shading the minimum and maximum scores;\n", "- Plots test predictions against the test inputs over the train data;\n", "- Plots the test predictions against the test targets.\n", "\n", "> ***Question***\n", "> - Is there an overfit/underfit tradeoff?\n", "> - Explain the difference between the training curve and the validation curve?\n", "> - Explain the evolution the variability of the validation curve.\n", "> - Is the test score in agreement with the best validation score?\n", "> - How does the the importance of the coefficients vary with climate variable and the month?" ] }, { "cell_type": "code", "execution_count": 14, "id": "566445d5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.79\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import linear_model\n", "\n", "# Define array of complexity coordinate, regressor and options\n", "# for Lasso regression\n", "param_name, param_range = 'alpha', np.logspace(-4, 5, 10)\n", "reg_kwargs_lasso = dict(fit_intercept=True, warm_start=True,\n", " positive=True, max_iter=10000)\n", "reg_lasso = linear_model.Lasso(\n", " **{param_name: param_range[0]}, **reg_kwargs_lasso)\n", "\n", "# Evaluate regressor\n", "param_best_lasso = evaluate_regressor(\n", " reg_lasso, reg_kwargs_lasso, param_name, param_range)\n", "index = feature_names if POLY_DEGREE == 1 else None\n", "df_coef = pd.Series(reg_lasso.coef_, index=index)\n", "plt.figure()\n", "_ = df_coef.plot(kind='barh', figsize=(8, 8))" ] }, { "cell_type": "markdown", "id": "bced7728", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "783fa822", "metadata": {}, "source": [ "### Decision-tree regression\n", "\n", "The following code:\n", "- Creates a decision-tree regressor;\n", "- Evaluate the regressor over a range of maximum tree depth;\n", "\n", "> ***Question***\n", "> - Is there an overfit/underfit tradeoff?\n", "> - How does the tree perform compared to the Lasso?" ] }, { "cell_type": "code", "execution_count": 15, "id": "483022e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.66\n" ] }, { "data": { "image/png": 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\n", 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znNspTXHvae3NzKyZqiarl7PqNmB5inu3jjMzs6aqlKwiYt9mB2JmZtaXQY1gkTvJbk+qTXVFxJNNicrMzKygUgMLSRvkvlaPALcBdwCPSPqapA2aGaCZmVnVmtVXSRMe/gtQmxF4b+BkUsI7po/PmbWHhXOgay5MnZXWa+93PLC1cZlZJVWT1aHA+yNiTmFbl6Ru0qSFTlbWvhbOgYvfD8+sgD+cn7Y99zTc+gN42/ecsMw6QNV+VpsDXXW2d5GatZu1r665KVFBSlLPPZ3eP7Mi7TOztlc1Wd0G1OtL9Uk8soW12sI5cNkx6bWeqbNgg9Hp/XobpgXSttptQTNra1VvA34WmJM7Bd9Eag04kzTN+wFNis1sYMVbfH3d1tvxwLTdz6zMOlbVflbXS9oB+BipU7CAnwJnR8SSJsZn1r/iLb7abb16CWjHA1ff7iRl1lEq97PKSenYJsZiNnhTZ6Ua1TMrfFvPbBjrM1lJ2g24NSJW5vd9iog/NDyykarYxLoZ//tv9vGHWvkW33C4JjNbQ5/zWUlaCUyKiIfy+yDd/iuLiFiviTF2nLWez6r4/GWD0Y1vVt3s45uZrYP+5rPq7zbgtkB34b01W9XnL+16fDOzJumz6XpE3Berql0B/CVvW23Bo643TrGJdTOevzT7+GZmTVK1gcW9wIuAh4obJW2Z9/k2YCM0+/mLn++YWYeqmqxE/RrUWMAjrzdSuYl1px3fzKwJ+k1Wks7KbwM4WdIThd3rAa/CI1iYmVmTDVSz2iW/CpgGPF3Y9zTwB+DUJsRlZmb2vH6TVW2GYEnfBz4ZEY8NSVRmZmYFVYdbeh+ApNHA1Ly5KyJWNCswMzOzmqozBW8k6QzgYdII7LcDD0s6M091b2Zm1jRVWwP+F/B64IOkUdchjbp+MrAp8P7Gh2ZmZpZUTVbvAN4aEVcWtt0j6SHgYpyszMysiapOvrgceKDO9gcAP7cyM7Omqpqsvg4cnxtYAM83tvi3vM/MzKxpqt4GfDXwWuABSbfnbbvkz4+RdEmtYES8qbEhmvWvq7uXxT3LmTJ+DFMnjG11OGbWBFWTVQ/p2VTRvQ2OxWzQurp7OfuaRYySWBnBkftu74RlNgwNqp+VWbtZ3LOcURJbjRvNkmUrWNyz3MnKbBiq+szKrC1NGT+GlREsWbaClRFMGT+m1SGZWRNUqllJ2gI4AdgXmEgpyUXExIZHZlbB1AljOXLf7f3MymyYq/rM6gJgJ+B8YCmecNHayNQJY52kzIa5qslqH+C1EfGHJsZiZmZWV9VnVl2DKGtmZtZQVRPQJ0mTL75Ckqewt47T1d3L1QuW0tXd2+pQzGwtVL0NuAgYTZpsEUmr7YwIJzBrW+6LZdb5qiarHwGbA0fhBhbWYdwXy6zzVU1WM4BXRcSdzQzGrBncF8us81V9ZvUnYLN1OZGkz0u6RdJjkrolXSpp51KZ8yRFafldqcxGkr4uqUfSckmXSNq6VGYLSRdKejQvF0oaVyozOcewPB/rLEkblsrsIuk6SSskPSDpiyrfA7W2V+uLtf/Ok3wL0KxDVa1ZHQecLuk44A7gmeLOiHi4wjH2Ac4GbgEEnARcJenlpc9fBbynsP506ThnAG8GDgH+DpwO/FLS9Ih4Lpe5CJgMHEC6Zfkd4ELgYIDcSOSy/Pm9gS1JfcgEfCKX2Qy4Erge2B14GXAeabqU0ypcr7UR98Uy62xVk9Wc/PprVn9epbw+YAOLiHhDcV3Se4BHgT2BSwu7noqIB+sdQ9LmwAeA99UmgszHuQ94HXCFpGnA/sBeEXFjLvMR4DeSXhYRd5FmPd4J2CYi7s9lPgt8R9KxEfEYcBiwCXB4RKwA7szHPlrS6RHh53ZmZkOkarLatwnn3pR0G/KR0va98gzEy4DrgGMj4qG8bzqwASlpAhAR90taAOwBXAHMBHqBGwvHvIFUI9oDuCuXWVBLVNkVwEb5HNfkMr/JiapY5kvAFDzqvJnZkKk66vp1TTj3mcCtwE2FbZcDPyclginAl4G5+RbfU8Ak4DnSlCVFS/M+8mt3seYTEZETYLHM0tIxevKxi2X+Wuc8tX2rJStJHwY+DDB58uQ+LtnMzNZG1YFsd+tv/2CHYZJ0OrAX6VZd7TkTEfHjQrE7JM0n3eI7iJTE+jwkq9+erHeLrkqZ8vZyGfWxnYg4FzgXYMaMGb5FaGbWQFVvA84j/UAXW8IVf5ArdwqW9J/Au4B9I+Ke/spGxBJJfwVemjc9mM81HuguFJ1IaghRKzNRkmq1q9yCbwKrakYPkp6VFY3Pxy6WmVQqUxtdvlwrMzOzJqradH1bYLv8ui2wAynh3AG8serJJJ0JHArMioiFFcqPB14M/C1vmk9qiTi7UGZrYBqrnlHdBIwlPXOqmQmMKZWZVmryPht4Kp+jVmZvSRuXyiwBFg8Uu5mZNU7VZ1b31dm8SNKjwPHArwY6hqRvkpqkvwV4RFKt1tIbEb2SxpLmzLqYlJymACcDDwG/yHE8Kum7wCn5GVSt6frtpCbvRMQCSZcD50j6EKk2eA7wy9wSEFIDjT8CF0j6DKnp+inAt3NLQEjN348HzpP0ZVKC/hxwolsCmpkNrXUdSf1eYNeKZY8ktQC8mpSMassxef9zwC7A/wJ3k/o93QXMjIjHC8f5NOn51U9Irfx6gYOLz75Izc5vIyWlK/L75/tu5bIHAU/kY/wkH/OYQplHSTWprUi3Qb9J6l91esXrNTOzBlGVSoKkF5Q3AS8i1YS2i4h+G2CMNDNmzIh58+a1Ogwzs44iaX5EzKi3r2oDix7qt4y7H3jnOsRmZmY2oLXtFLyS1BpvUUQ829iQzMzMVtfKTsFmZmaVVGpgIem1kv6xsH6EpN9KOie34jMzM2uaqq0BzyB3kJX0MlJT8NtJ/ZdOaUpkZmZmWdVkNZXUARjgbcCVEXEk8CHytBtmZmbNUjVZFacB2Y804CykIYm2bHRQZmZmRVWT1S3Av+W5o/Zm1YgVU0gJy8zMrGmqJqtPkUaq+AbwlYjoytvfwerzRpmZmTVc1abrdwL/UGfXMaRhksyGja7uXhb3LGfK+DFMneDGrmbtoGqn4Loi4slGBWLWDrq6ezn7mkWMklgZwZH7bu+EZdYGqvazeoGk/5J0t6Rlkh4rLs0O0myoLO5ZziiJrcaNZpTE4p7lrQ7JzKhes/ou8ErSTLhL6HuWXbOONmX8GFZGsGTZClZGMGX8mFaHZGZUT1b7AbMj4uZmBmPWalMnjOXIfbdv+jMrPxczG5yqyeoh0rxRZsPe1Aljm5pAurp7ue6S89mh9xauG7s7vOlwJyyzAVRNVscCJ0k6PCKctMzWQe9tl/Duv57IhvEUr1o2hwW3bQGvO7TVYZm1tarJ6jhSB+CHJN0HPFPcGRH1mrWbWR3bLLuZDeMpADaMp9hm2c2Ak5VZf6omq581NQqzEWTczm9g5cKfMOrZFaxcfzTjdn5Dq0Mya3tVOwWf2OxAzEaKri1fQ++rT2ebZTenRLXjga0OyaztDapTsKRZwMtJTdf/GBHXNiMos+FqVafjnVgZL+fILbdnaquDMusAlZKVpBcDvwCmk/pZAWwlaR7wTxGxpM8Pm9nzip2OlyxbweKe5W4JaFZB1YFszyKNAbh9RLwkIl4CvDRvO6tZwZkNN+50bLZ2qt4GnA3sExH31jZExD2SjgKubkpkZsPQUHU6Nhtu1mkgW2BlQ6IwG0KtHj1i6t+vZ+o9c0GzYMJaNK5YOAe65sLUWW6cYSNG1WR1NXCWpEMi4n4ASZOBM3HNyjpIy0dVXzgHLn4/PLMCbv0BvO17g0s46/p5sw5V9ZnVUcAmwD2S7pO0GOjK245qUmxmDdfyUdW75qZEA+m1a+7Qft6sQ1VKVhFxf0TsBhwInAqcDhwQEdMj4q/NDNCskdalgUNXdy9XL1hKV/c6jDg2dRZsMDq932B0Wh/Kz5t1KEV4to9GmzFjRsybN6/VYVgf1uaZVUNvH67rMyc/s7JhStL8iJhRb1/VflbfI3UCPq20/Wjg5RHxwXUP02xorM2o6o3sH9W15WtYHNOZsuWYtesQvOOBTlI24lRtYHEg8PU62+cCxzQuHLP21Kj+US1v4GHWoaomq3HUn89qOfCChkVj1qYa1T/KI1iYrZ2qyepuUu3qzNL2g4BFDY3IrE01YlJGj2BhtnaqJqvTgG9Jmki69QdpqvtPAR9rQlxmw5JHsDBbO1WnCDlf0sakSRg/nzc/ABwdEd9vVnBmw1EjamhmI03l4ZYi4hzgHEkTSE3eH2peWGbDmJuemw3aoMcGjIjuZgRiNiJ4uCSztVJ1uCUzawQPl2S2VpyszIaSh0uyYawhQ5L1YV2nCDGzwdjxwHTrz8+sbJhpdof3qsMtTfCzKrMG8XBJNgw1u8N71duAD0j6maQDJKlhZzczs2Gh2R3eqyarg4CngYuB+yV9SdKgxuCU9HlJt0h6TFK3pEsl7VwqI0knSFoiaYWkayXtVCqzkaSvS+qRtFzSJZK2LpXZQtKFkh7Ny4WSxpXKTM4xLM/HOkvShqUyu0i6LsfygKQvOlmbma2p1uF9/50nNWXMy6rzWV0ZEYcCWwEnAwcAd0uaK+mw3GF4IPsAZwN7ALOAZ4GrJBXHFvws8BngE8DuwEPAlZI2LZQ5A3gbcAiwN7AZ8EtJ6xXKXATsluPcP7+/sLYzl70M2DQf4xDg7aSROmplNgOuBJbmWI4C/h9wdIVrNTMbcaZOGMt+017YnE7vEbFWC2mYpSeBlcDDwH8AYwfx+bHAc8DBeV3A34BjC2VGA48DH8nrm5NqeIcVyrwkx/CGvD4NCGDPQpm98raX5fUD8mdeUijz7nw9m+X1jwKPAaMLZY4jjdyh/q5t+vTpYWZmgwPMiz5+VwfVdF3SiyR9TtJdwFeBHwOvzT/s+wP/M4jDbUqq2T2S17cFJgG/rhWIiBXA9aTaGMB0YINSmfuBBYUyM0kjxN9YONcNpBHii2UW5M/WXAFslM9RK/ObHEOxzFbAlEFcp5mZraOqrQHfCrwfeD1wJ2n09R9ExGOFMncAtw7i3Gfm8jfl9Un5dWmp3FLgxYUyzwE9dcpMKpTpzlkagIgISQ+VypTP05OPXSzz1zrnqe27t7hD0oeBDwNMnjwZMzNrnKr9rL4P/AiYGRHz+yhzL/CVKgeTdDrp1txeEfFcaXeUi9fZtsYhS2Xqla9Spry9Xix1PxsR5wLnQprWvr9gzcxscKomqxdFxBP9Fci3y04c6ECS/hN4F7BvRNxT2PVgfp0EFG/PTWRVjeZBYD1gPNBdKnN9ocxESarVrnILvgml4+xZCm18PnaxzKRSmYn5tVwrMxsyXd29nmLERtzfg6rPrB7Pc1mtRtKWkso1oz5JOhM4FJgVEQtLu+8lJYjZhfIbk1rr1Z4/zQeeKZXZmtSoolbmJlLjjZmFY88ExpTKTCs1eZ8NPJXPUSuzd6ml42xgCbC40gWbNVhtlIDL73yQs69Z1JRhbaw9FYcyGol/D6rWrPrqW7QRqXXewAeQvgm8B3gL8IikWq2lNyJ683OlM4BjJS0kzU58HKmxxEUAEfGopO8Cp+RnUH8HTgduB67KZRZIupw0ncmHcuznAL+MiLvyOX8N/BG4QNJngC2BU4BvF57DXQQcD5wn6cvADsDngBOLz8PMhlKzRwmw9lQeyuiVk7cYcX8P+k1Wkmp9igL4F0nF9L0eqdZTriH15cj8enVp+4nACfn910jN1b8JbAHcDLw+Ih4vlP80qY/WT3LZq4H3lp59HQacxapWg5cAH6/tjIjnJB1E6vd1A7CClJyOKZR5VNLsHMs8UqvF00jJ0awlmj1KgLWn8n9SBCPu74H6qyRIqrV424bUMq6YEJ4m3Q77YkTc3KwAO9GMGTNi3rx5rQ7DhqmR9qzC6g8SCwy7vweS5kfEjLr7qtzRknQN8NaIeGTAwuZkZWYNNxL+k9Jfsqr0zCoi9m1sSGZmNhhTJ4wdtkmqij6TlaSzgM9HxPL8vk8RcVTDIzMzM8v6q1ntQhraqPa+L24ZZ2ZmTdVnsire+vNtQBtqI+H+vJlVV3VswA2BURHxZGn7xsDKiKjU18qsimZPj21mnafqCBY/ZVU/qaJ/Af67ceGYrd6nZJTE4p7lrQ7JzFqsarLak8K0HAVXsmraDbOGcMdXMyurOtzSJqRRI8pWkualMmuY2vTYfmZlZjVVk9XtpKnfjy9tP5Q0v5VZQ430PiW2dtwwZ/iqmqy+BPyPpO2BuXnbfsA7gH9qRmBmZoPhhjnDW6VnVhFxGXAwaYzAs/IyGXhTRPyyeeGZmVXjhjnDW9WaFRFxOXB5E2MxM1trbpgzvFVOVmZm7cwNc4a3/sYGfAzYLiJ6JD1OP8MqRcRmzQjOzGww+muY48YXna2/mtUngNqkhx/vp5yZWVtz44vO19/YgOcDSFof6AZujoi/D1VgZmaNUp5pdyRMA19Vp9Q4B3xmFRHPSvo5sCPgZGU2wnXKj1uRG1/U10k1zqoNLG4DtidNY29mI1Qn/bgVufFFfZ1U46yarE4ATpN0PDAfWK0DQ0Q83OC4zKwNddKPW5lHRVlTJ9U4qyary/Lrz1m9VaDy+nqNDMqMhXOgay5MnQU7Htge5x7KmAZ7rkbG1s+xpowfw7THfssOS27h7rG7M2X84et2rkbr78+h6p/RQOVa9XezfN4GxDF1wliOmXIPz959Fevv8DpeNGHXxsbYQIoYeKJfSa/tb39EXNewiIaBGTNmxLx581odRudaOAcufj88swI2GA1v+97Q/Sj0de6hjGmw52pkbAMda+EcVv7s/Yx6dgUr1x/NqLcP4XczkP5ir/pnVOH6W/J3s3zeVx8Jvzt73eMYyr87FUiaHxEz6u2rOkXIvcD1EXFdcQGuz/vMGqdrbvoLD+m1a27/5Yfi3EMZ02DP1cjYBjpW11xGPZv2j3p2iL+bgfQXe9U/owrX35K/m+Xz3vWrxsQxlH931tFgktWEOttfgJOVNdrUWel/ZpBep85q/bmHMqbBnquRsU2dxcr107FWrl/nWK38bgbSX2xV427X6y+f92UHNCaOBv/daeafTdXbgCuBF0ZEd2n7NsCfIqJ9n8q1gG8DNoCfWbXkmVVXdy/XXXI+O/SmZ1KvfdPhazZKaOV3M5B1fGbV1tffhGdWdY/byBgHqb/bgP0mK0ln5bcfA74PPFHYvR7wKuDpiNhz0FENY05W1qmuXrCUy+988PnWfvvvPIn9pr2w1WENmZF+/a3WX7IaqDXgLrVjANOApwv7ngb+AJy6zhGaWVvopKbMzTDSr7+dVb0N+H3gkxHxWPND6nyuWVkn68QRKhpppF9/K61LzarmC8BmwGrJStLWwDMRsXTdQjSzdjHSO8+O9OtvV1VbA14AHFBn+xuACxsXjpmZ2ZqqJqvdSX2qyn4D1K2ymZmZNUrVZLU+sFGd7Rv3sd3MzKxhqiarm4GP1tn+MeCWxoVjZma2pqoNLI4F5kp6BXB13jYLeCXwumYEZmZmVlOpZhURvwNmkoZWeivwtvx+ZkTc2LzwzMzMqtesiIjbgMOaGIuZrSX3DbLhrnKykvRC4D3AdsAXI6JH0p7AkojwYLZmLdKps/eaDUal24CSpgN3kWpWHyR1EAaYDXylOaGZWRXF2XtHSSzuWT7wh2ytdXX3cvWCpXR197Y6lBGlas3qVODMiDhe0uOF7VcA72t8WGZWlcezGzquxbZO1WQ1HfhAne1/AzwksVkLTZ0wliP33d7PrIZAsRa7ZNkKFvcs95/3EKmarFYAW9TZviPwUOPCMbO14fHshoZrsa1TNVn9L3C8pHfk9ZA0BfgqcHEzAjMzazeuxbZO1REsjiFNYd8NbAL8FlgELAOOq3oySa+RdImkBySFpCNK+8/L24vL70plNpL0dUk9kpbn421dKrOFpAslPZqXCyWNK5WZLOnSfIweSWdJ2rBUZhdJ10lakWP+oiRVvV4zG36mThjLftNe6EQ1xCrVrPI8VntJmgXsRkpyf4iIqwZ5vrHAnaRR3C/oo8xVpCbyNU+X9p8BvBk4BPg7cDrwS0nTI+K5XOYiYDJppPgAvkMaHf5gAEnrAZflz+8NbAmcT5pk8hO5zGbAlaQBfHcHXgacBywHThvkdZuZ2Tqo3M8KICLmAnPX9mQRMQeYA6kW1UexpyLiwXo7JG1Oaujxvoi4Mm97D3AfadinKyRNA/YH9qqNriHpI8BvJL0sIu4CXg/sBGwTEffnMp8FviPp2JycDyPVIg+PiBXAnfnYR0s6ParMWmlmZg3RZ7KSdHTVg0TE6Y0JB0g1uIdItxivA46NiFojjunABsCvC+e+X9ICYA9SU/qZQC9QHAbqBlKNaA9Sf7GZwIJaosquII0gPx24Jpf5TU5UxTJfAqaQhpt6nqQPAx8GmDx58tpduVnmESnMVtdfzeoTFY8RpFtxjXA58HNSIpgCfJk0gO70iHgKmAQ8B/SUPrc07yO/dhdrPhEROQEWy5RnN+7Jxy6W+Wud89T2rZasIuJc4FxI09pXuFazutyXx2xNfSariNh2KAPJ5/xxYfUOSfNJt/gOIiWxvoiUNJ8/1FqWKW8vl1Ef280axn15zNZUtTVgS0TEElLt5qV504PAesD4UtGJrKr1PAhMLLbay+8nlMpMYnXj87H7KzMxv5ZrZWYN4748ZmvqN1lJurHY5FvSyZJeUFgfL+kvzQpO0njgxaSRMgDmA8+QxiSsldkamMaqZ1Q3kVodziwcaiYwplRmWqnJ+2zgqXyOWpm9JW1cKrMEWLwu12XWn1pfnv13nuRbgGbZQDWrVwPFvkcfA8YV1tcjJZNKJI2VtKukXfO5J+f1yXnfqZJmSpoiaR/gUtIIGb8AiIhHge8Cp0h6naRXkpqk305q8k5ELCA9+zpH0qslzQTOAX6ZWwJCaqDxR+ACSa+U9DrgFODbuSUgpObvTwDnSdpZ0luBzwFuCWhN5748Zqsb7G3Ade0QOwP4v7yMBk7M708iNW7YhTRaxt2kfk93kSZ4LA6e+2nS86ufkFr59QIHF/pYQWp2fhspKV2R3z/fdyuXPYiUjG7Ix/o5qfNzrcyjpJrUVsA84Juk/lWNbPloZmYVqL9KgqSVwKRa0/E84vorIuKevP5C0nxW6w1FsJ1ixowZMW/evFaHYWbWUSTNj4gZ9fYNVLMK1mz55ltgZmY2pAYawULADyQ9ldc3Br4t6Ym8vlHTIjMzM8sGSlbnl9Z/UKdMX2P8mZmZNUS/ySoiPAuwmZm1XL8NLGztSOomjbwxVMaz5hBUw4mvr7P5+jrbUF7fNhExod4OJ6thQNK8vlrQDAe+vs7m6+ts7XJ9bT3ckpmZGThZmZlZB3CyGh7ObXUATebr62y+vs7WFtfnZ1ZmZtb2XLMyM7O252RlZmZtz8nKzMzanpNVB5N0pKR7JT0pab6kvVsdUyNIOkFSlJYHWx3XupD0GkmXSHogX88Rpf3K171E0gpJ10raqUXhDlqF6zuvznf6uxaFOyiSPi/pFkmPSeqWdKmknUtlOv37q3KNLf0Onaw6lKR3AmcC/w68kjQL8q8kTW5pYI1zF/CiwrJLa8NZZ2OBO4FPAivq7P8s8BngE8DupElHr5S06ZBFuG4Guj5IE6QWv9MDhya0dbYPcDawBzALeBa4qjhrOp3//e3DwNcIrfwOI8JLBy7AzaSZjYvb/gyc3OrYGnBtJwB3tjqOJl5fL3BEYV3A34BjC9tGA48DH2l1vOt6fXnbeaTZulseXwOubyxpstiDh+P3V+8a2+E7dM2qA0naEJhOmgm56Nek/xkNB9vlW0r3SvqxpO1aHVATbQtMovB9RsQK4HqGz/cJsJekhyTdLenbkia2OqC1tCnprtQjeX04fn/la6xp2XfoZNWZxgPrAUtL25eS/tF0upuBI4ADgA+RrulGSVu2Mqgmqn1nw/X7BLgceC+wH+l22auAuZI6cU68M4FbgZvy+nD8/srXCC3+Dgeaz8raW7lHt+ps6zgR8avien6Iew9wOHB6S4IaGsPy+wSIiB8XVu+QNJ80M8FBwM9bE9XgSTod2AvYKyKeK+0eFt9fX9fY6u/QNavO1EO6n1z+X9tE1vzfXceLiF7gj8BLWx1Lk9RaOo6I7xMgIpYAf6WDvlNJ/wkcAsyKiHsKu4bN99fPNa5hqL9DJ6sOFBFPA/OB2aVds0mtAocVSRsDO5IeYg9H95J+8J7/PvM1780w/D4BJI0HXkyHfKeSzgQOJf2ILyztHhbf3wDXWK/8kH6Hvg3YuU4HLpT0e+AG4F+ArYBvtTSqBpB0KnAp8BfS/07/DRgDnN/KuNaFpLHA9nl1FDBZ0q7AwxHxF0lnAMdKWgjcDRxHalV3UQvCHbT+ri8vJwAXk37YpgAnk5p3/2KIQx00Sd8E3gO8BXhEUq0G1RsRvRERw+D76/ca8/d7Aq38DlvdRNLL2i/AkcBi4ClSTes1rY6pQdf1Y2AJ8DTwQP4H8vJWx7WO17QP6flFeTkv7xfpx+BvwJPAdcDOrY67EddHasZ9BemH7WnSc47zgJe0Ou6K11bvugI4oVCm07+/fq+xHb5Dj7puZmZtz8+szMys7TlZmZlZ23OyMjOztudkZWZmbc/JyszM2p6TlZmZtT0nKzNrmTxh4fcafMzfS3prI49predkZSNanZlPy8t5rY6x0SQdIam3DeKYCBwNfLmwbRNJP5T0YJ55eELpM5tK+pKkP+UZeZfmWXkPkVT7PfsS8NXCug0D/jJtpCvOevqhOts+2aK4Bi3Pc9ZJ5/wg8PtYfcDUT5FGZJlNGrz4K4VzjSNNWfF+4BRgBml08PNJQ3LVZsmeQ5qP6YB1iM3ajJOVjWgR8WBtAZbV2fYaSfMlPZkngvxK8Qda0mJJX5R0nqTHJd0v6Z2SxuVJI3sl/VnS6wuf2SfX2t4o6dZ87PmSphdjk7SHpOskPZEnovwvSZsV9l+bt50qqZs0RiSSjpZ0u6Tl+XPfyT/0SNoH+D4wplB7PKFwLceUYrhW0jdK13uCpO9JWgb8sEqsfTgUuKS0bQvg7oi4A7gTGFfY9++kiQ7/MSK+HxF/jIg/R8T3gd3Io59HmtZiDmn0cBsmnKzM+iDpDaQf428AO5H+R/920o9m0aeA35N+MP+b9D/9i0g/mLuSZoz9QR6Ju+hU4F9JNYR7gMskbZLPvQtp5tlLgFcAb83HKj/feTdpXLq9SRPjAazMMe1ESgivAr6e992Y9z3BqtrjqVX+PAqOBhbmuL8wiFifJ+kFwMuBeaVdZwFHSHqG9Od8Ui4/CngX8MOI+Gv5eBHxZEQ8Wdj0e+C1g7wua2etHkDRi5d2WUiJKArr1wP/VirzFtJo2rVxNRcDPyrsH0saAPSswrYpeduMvL5PXj+s9LllwAfz+gXAd0vn3jV/bmJevxa4vcJ17U+6tTYqrx9BGk27XG4xcExp27XAN0plLi2VGTDWOueq7d+2zj6RkuiowraJufynK36XbyIl7fVb/ffKS2MWTxFi1rfpwKsk/Wth2yjSCNSTWDWPz+21nZGmU3gCuKPwmdoEfBNLx39+yvD8uTtItY3aubeX9M5CeeXXqaTRryGNtr8aSbOAzwPTgM2B9YANc8xL+rrYQSjXhqrGWjQ6vz5Z3hEp25TnSFK53ABW5M9sTPrPhXU4Jyuzvo0CTgR+Wmdfd+H9M6V9UdpWm9pgMLfdRwHfAf6zzr4HCu+XF3dI2ga4DPg28EXg76Tbkz8iJaz+rGTNpLBBnXLLS+tVYy3qya9bUG3yvm7gEVICruIFwJORZpm2YcDJyqxvfwB2jIhFTTr+q0nPqpA0BtiZdEutdu6d1uLcM0hJ6dORGhog6Y2lMk+Taltl3aTbb+TP1WZo/r8Bzrk2sXYBj5Fqkn8aqHBErJT0E+C9kk6K0nOr2vPAWPXcaucclw0TbmBh1reTgEMlnSRpZ0k7Snq7pK816PjHSZotaSdSY4SnWTWz7FdJtyC/JemVkrbPrQfPGeCYfyb9u/6UpG0lHUJqUFG0GNg4n3t8rVEHMBc4LLdWrMVUr2ZVNuhYI2IlcBWp6XlVXyDNHn2zpPdJ2imf6z2k26GTCmX3Bi4fxLGtzTlZmfUhIq4ADgL2JbUu+z3wOdIPZiN8DjiNVAN4KfDGiFiez3078BpS44zrgNtI04gvrXukVTHfTuobdjSpxvJB4JhSmRuBb5FuDXYDn827TiYlrP8lte77LRVqJ2sbK3Au8E5J9Wp59c7zCKk2eh6pFeV8UuvGD5A6Av8FQNKLgT1ITfRtmPBMwWZDLPd1ugaYEBE9/Zce3iTdBJwdERc28JinAJtHxIcbdUxrPdeszKyVPkLjf4ceIo1oYcOIa1ZmQ8w1K7PBc7IyM7O259uAZmbW9pyszMys7TlZmZlZ23OyMjOztudkZWZmbe//AzAYlGWL3ZyjAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import tree\n", "\n", "# Define array of complexity coordinate, regressor and options\n", "# for decision-tree regression\n", "param_name, param_range = 'max_depth', np.arange(1, 150, 1)\n", "reg_kwargs_dt = dict()\n", "reg_dt = tree.DecisionTreeRegressor(\n", " **{param_name: param_range[0]}, **reg_kwargs_dt)\n", "\n", "# Evaluate regressor\n", "param_best_dt = evaluate_regressor(\n", " reg_dt, reg_kwargs_dt, param_name, param_range)" ] }, { "cell_type": "markdown", "id": "f3f29f55", "metadata": {}, "source": [ "Answer:" ] }, { "cell_type": "markdown", "id": "2b5a1b7a", "metadata": {}, "source": [ "## Ensemble models\n", "\n", "### Bagging regressor\n", "\n", "The following code:\n", "- Creates a bagging regressor with a decision tree as a base estimator;\n", "- Evaluate the regressor over a range of number of estimators;\n", "\n", "> ***Question***\n", "> - Use the Scikit-learn documentation to give the parameters defining this bagging regressor.\n", "\n", "> ***Question***\n", "> - Is there an overfit/underfit tradeoff?\n", "> - In this case, how to choose the number of estimators?\n", "> - Same question without using validation curves.\n", "> - How does the bagging perform compared to the individual regressors?" ] }, { "cell_type": "code", "execution_count": 16, "id": "f563ca2c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.64\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import ensemble\n", "\n", "# Define array of complexity coordinate, regressor and options\n", "# for Bagging regression\n", "param_name, param_range = 'n_estimators', np.arange(1, 50, 2)\n", "estimator = None\n", "reg_kwargs_br = dict(estimator=estimator)\n", "reg_br = ensemble.BaggingRegressor(\n", " **{param_name: param_range[0]}, **reg_kwargs_br)\n", "\n", "# Evaluate regressor\n", "param_best_br = evaluate_regressor(\n", " reg_br, reg_kwargs_br, param_name, param_range)" ] }, { "cell_type": "markdown", "id": "9bc7038d", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "1efb17c3", "metadata": {}, "source": [ "### Random-forest regressor\n", "\n", "The following code:\n", "- Creates a random-forest regressor;\n", "- Evaluate the regressor over a range of number of estimators;\n", "\n", "> ***Question***\n", "> - Use the Scikit-learn documentation to give the parameters defining this random-forest regressor.\n", "\n", "> ***Question***\n", "> - How does the random forest perform compared to the bagging regressor?\n", "> - Compare the varibility of the validation score of the random forest to that of the bagging regressor." ] }, { "cell_type": "code", "execution_count": 17, "id": "8ce5f34a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.65\n" ] }, { "data": { "image/png": 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\n", 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\n", 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MzMxaj7P6HKlU9TPgJGBO4dgrwLSImNSmtJmZmQEtMqvaCsGSngBuj4hXuyVVZmZmBZXarCLiZqC/pKMknZW3oyStW/VCkk6UdJekuZI6JI2XNLIUEw22CwoxE+scv6p0no0ljZM0J2/jJG1UihmW07BA0mxJ50taqxSzg6SbJS2U9EzuFamq79nMzLpGpemWJO0CXAusC9yfdx8FnC7p4Ii4p8Jp9gEuBO4iVS1+A7hB0lsiotZJY7PSa0aRZnz/VWn/pcDXCs8Xlo5fSVoc8kBSe9tPgHHAu/P76Q/8AXgO2AvYFLgsp+vzOWYD4HrgFmA3YFtgLLAAOLvC+zUzsy5SdW7Ai4G/AkdGxAIASQNIbVkXkzKVpiLiXcXnko4gtYHtQcqQiIgZpZj3Ao/mkl3Ri+XYwmu2Aw4A9oyI2/O+TwO3Sto2Ih4B9ge2B7aKiKdyzPHATySdlBeZPJzUNf9jEbEQeCCf+1hJ50REvd6RZmbWBlW7rm8PnFrLqADy42/kYyti/Xz95+sdlDQQOBS4pM7hQ3PV3YO5SnL9wrHRwHzg9sK+20glorcVYqbUMqpsArA2sGsh5tacURVjNgeGt357ZmbWVaqWrB4mfUk/VNq/GWlNqxVxHvB3oFFvwg+TMo/LSvuvBJ4EppMyyu8AbwXG5ONDgY5iySciQtKsfKwWM7N03tnAolLM06WYmYVjTxQPSDoaOBpg2LBhDd6SmZmtiKqZ1cnA+ZK+AdyR9+2e958gaZNaYKH9qSFJ5wB7kqrqFjUI+xTw+4joKO6MiIsLT++X9Dhwp6RdCm1n9aroygObG1XjNYtRg/21dF0MMGrUKFcRmjUwtWM+02YvYPigAYwYXG9iHLPlVc2sxuefV7L0i7r2xX114XmQBgs3JOlcUvXevhHxeIOYnUjtYF+rd7xkMqlE9EbgHmAGMESSaqWr3INvMEtLRjNIbWVFg3LaizFDSzFD8s9yqczMKpjaMZ8Lb3qMfhKLIzhm322cYVklVTOrLpl1XdJ5pIxqn4h4uEno0cA04IYKp92BlMk8m59PIs1jOJql7VajgQGF55OAkyVtERG1qr4xwMvA3YWYMyStExEvFWKm57SZWSdNm72AfhKbb7Qu019YyLTZC5xZWSVVl7Uv98brtDxW6gjgfcDzkmqllvkRMb8Qtx6pJ973yj3uJI3Ix/5IamN6C6kb+b2kThRExBRJ1wEXSfoUqcR3EXBt7gkI8GfgQeBySV8hdV0/E7gk9wSEVIr8OjBW0reANwEnAKe5J6DZihk+aACLI5j+wkIWRzB80ICeTpKtIiova58HzI4kVYUt04swIv5Y4RTH5J83lvafBpxaeP4hUino0jrneAV4J/BFUunpKdJ4qdNKbV+HA+eTMiWAa0hTR9XSu0jSwaRxX7eRxmldCRxXiJkjaQxwAamq8XlSxnhOhfdqZnWMGDyQY/bdxm1W1mmqUkjIX9rjWNpmUxQR0bSdqq8ZNWpUTJ48uaeTYT2kL3Ug6Evv1dpP0t0RUXfcbtWS1QWkGSy+Sepc4Gowszr6UgeCvvReredVHRS8GfDtiHgyIl6KiJeLWzsTaLYqKXYg6CcxbfaC1i9aRfWl92o9r2pmdS1LZ38wswb6UgeCvvReredVbbPaELgC+CfwALDMUiERcXlbUreKcptV39aX2nH60ntdFXX372dlr9cVbVbvIvXCOwh4keVneXBmZZaNGDywz3xx96X3uqrp7jbFdl+vajXgWcAPgfUjYmBErF/YNuiy1JiZWZfo7jbFdl+vama1EfDj4qzrZmbWe3V3m2K7r1e1GvC3wH7A1C69upmZtUV3D8Bu9/WqZlaPk1YF3hu4j+U7WHhWBzOzXqa72xTbeb2qmdVRwDxS9/VyF/bAUxCZmVkbVZ3I9g3tToiZmVkjVTtYmJmZ9ZhKJStJ5zc7HhFf6JrkmJmZLa9qm9UOpedrAm/Or79n+XAzM7OuU7XNarmVgiWtA/wUuLWrE2VmZla0wm1Wean304GTui45ZmZmy1vZDhaDSSv2mpmZtU3VDhbHlneR1rg6HKiypL2ZmdkKq9rB4vOl54uBDuBS4DtdmiIzM7MSDwo2M7Neb4XbrCRtk3sEmpmZtVWlzErStyV9LD+WpBuAR4FnJf17OxNoZmZWtWR1OPBIfnwg8FZgd9IKwd9tQ7rMzMyWqJpZvQ54Oj8+CPhVRPwN+AGwc5UTSDpR0l2S5krqkDRe0shSzFhJUdruKMWsLekHkmZLWiDpGklblGI2ljRO0py8jZO0USlmWE7Dgnyu8yWtVYrZQdLNkhZKekbSKZJU5f2amVnXqZpZPQdslR/vD/wlP16D1I29in2AC0lLjLwDeA24QdImpbgbSN3ia9tBpePfBz4AHAbsBWwAXCupfyHmSmAXUinwgPx4XO1gjv0DsH4+x2HAB4GzCzEbANcDM4HdgC8AXwXK3fjNzKzNOrNS8JWSHgU2Aa7L+3cCHqtygoh4V/G5pCOAOcAewPjCoZcjYka9c0jaEPgEcGREXF84z5OklYwnSNqOlEHtGRG355hPA7dK2jYiHiFluNsDW0XEUznmeOAnkk6KiLmkqs/1gI9FxELggXzuYyWdExFR5X2bmdnKq1qyOhY4H3gIGBMRC/L+zYAfreC118/Xf760f09JsyQ9KukSSUMKx3YlTaL759qOnNlMYemikKOB+cDthdfdBiwoxUypZVTZBGDtfI1azK05oyrGbA4M78T7NDOzlVR1nNVrFKrICvvPXYlrnwf8HZhU2Hcd8DvgCVKG8C3gL5J2jYiXgaHAImB26Vwz8zHyz45iySciQtKsUszM0jlm53MXY54uxcwsHHuieEDS0cDRAMOGDWvwls3MbEVUrQZE0nqkar8hLFsii4j4385cVNI5wJ6kqrpFhRNdVQi7X9LdpCq+g0mZWMNTAsVquXpVdFViyvvLMWqwn4i4GLgYYNSoUa4iNDPrQlXnBtwP+AWwaZ3DAfSvs7/Ruc4FDgX2jYjHm8VGxHRJTwNvzLtm5GsNIk33VDMEuKUQM0SSaqWr3INvMEtLRjNIbWVFg/K5izFDSzG1KslyqczMzNqoapvVeaTec1tERL/S1pmM6jzgw8A7IuLhCvGDgNcDz+ZddwOvAmMKMVsA27G0jWoSaSb40YVTjQYGlGK2K3V5HwO8nK9Ri9mrNEvHGGA6MK1V2s3MrOtUzayGA9+MiOkreiFJFwBHkrqJPy9paN4G5uMDJZ0labSk4ZL2IfUSnAX8L0BEzCEt+HimpP0k7Uzqkn4fqcs7ETGF1PZ1kaTdJY0GLgKuzT0BIXXQeBC4XNLOueR4JnBJ7gkIqfv7i8BYSSMlHQKcALgnoJlZN6uaWd0GbLuS1zqG1APwRlJJqbYdl48vAnYAriZN5XQZadaM0RExr3CeL5Par36Z0zUfeHex7YvU7fwfpExpQn58RO1gjj2YlBndls/1u0JaahnjGFLvv8nABaROJues1F0wM7NOU5VCQi5VfIv0RX0/qSpuiYi4py2pW0WNGjUqJk+e3NPJMDNbpUi6OyJG1TtWtTfgb/LPi+sc61QHCzMzs86qmll5PSszM+sxVQcFP9nuhJiZmTVSefFFSTtKulzS5Dx7+mWSdmhn4szMzKD64ovvAe4BtgT+ROoaPgy4R9K725c8MzOz6m1W3wJOj4ivF3dK+kY+Nr7uq8zMzLpA1WrAN1FYD6pgHCs//srMzKypqpnVLJYunVG0K54nz8zM2qxqNeAlpOmLtiHNrxekWdOPI01TZGZm1jadabOaD3wF+GbeNx34OmlRRjPrQlM75jNt9gKGDxrAiMEDezo5Zj2u6jirAM4FzpW0ft43r/mrzGxFTO2Yz4U3PUY/icURHLPvNs6wrM+r2nV9e0k7QsqkahlVHnv1lnYm0KyvmTZ7Af0kNt9oXfpJTJu9oKeTZNbjqnawuBgYWWf/W6g/X6CZraDhgwawOILpLyxkcQTDBw3o6SSZ9biqbVY7An+rs/8u0rIeZtZFRgweyDH7buM2K7OCqpnVImDDOvs3BtR1yTEzSBmWMymzpapWA94MnCRpyVIgktYATgJuaUfCzMzMaqqWrI4H/go8Jumved+ewEBg73YkzMzMrKZSySoiHiG1W10JbAJsClwBvDUiprQveWZmZtVLVkTEs6RqPzMzs25VeT0rMzOznuLMyszMej1nVmZm1us5szIzs16v6tyAX5K0ycpcSNKJku6SNFdSh6TxkkYWjq8p6QxJ90laIOlZSVdKGlY6z0RJUdquKsVsLGmcpDl5Gydpo1LMsJyGBZJmSzpf0lqlmB0k3SxpoaRnJJ0iyYOgzcy6WdWS1ZeB6ZJ+JWn/FfzC3ge4EHgb8A7gNeCGQia4HrALcHr++V5gS+C6PAC56FJgs8L26dLxK/M5DgQOyI+XrHScBzf/AVgf2As4DPggcHYhZgPgetLikrsBXwC+Chy7Au/dzMxWQtWu68OB/YEjgauBDkljgUsj4okqJ4iIdxWfSzoCmAPsAYyPiDnAmFLMp4EHge2A+wuHXoyIGfWuI2k7Uga1Z0TcXjjPrZK2zWPG9ge2B7aKiKdyzPHATySdFBFzgcNJGejHImIh8EA+97GSzsnLppiZWTeoOig4ImJCRBwKvJ60OvB/AP+UdL2kQ+uUflpZP1//+SYxG+Sf5ZhDc9Xdg5LOqq2xlY0mLRR5e2HfbcACUqmuFjOlllFlE4C1gV0LMbfmjKoYszkp8zYzs27S6Q4WEfEv4G7gXlJV3huAC4AnJL2zE6c6D/g7MKnewdx+dDap1PV04dCVpFLPvqRViz8A/K5wfCjQUSz55Mez8rFazMzSJWeTJuxtFjOzcKyc3qMlTZY0uaOjo95bMjOzFVQ5s5L0OknHS5oC3EAqhRwQEduQSlu/AH5W8VznkOYW/EBELKpzfA3g58BGpKrHJSLi4lzKuz8irgI+BOwnaZdiWL3LlvY3qsZrFqMG+2vpGhURowYPHtzg1GZmtiKq9gYcDzwFHAH8CHh9RHwkIiYCRMRLpGXvt6xwrnNJHRreERGP1zm+Binj2xF4Z0Q81+KUk0klojfm5zOAIcVOIPnxYJaWjGawfOloENC/RcyQ/LNc4jKrbGrHfG6cMpOpHfN7Oilmq4yq7UyzgL0j4o4mMTNIVYINSToPOBTYJyIernN8TeAq0qrE+zTqRFGyAymTeTY/n0SaDX40S9utRgMDCs8nASdL2qJQxTgGeJlUxVmLOUPSOjkzrsVMB6ZVSJfZcqZ2zOfCmx6jn8TiCI7ZdxuvW2VWQWfWs7q3vFPSWpI+Cks6YTzZ6ASSLiBV6R0GPC9paN4G5uNrAL8Gds8xUYhZN8eMyGOdRkkaLukgUuZ2L6kTBXkW+OuAiyTtLmk0cBFwbe4JCPBnUi/DyyXtLGk/UqeRS3JPQEhtYy8CYyWNlHQIcALgnoC2wqbNXkA/ic03Wpd+EtNmL+jpJJmtEqpmVpdSf6Xg9fOxKo7J8TeSSkG17bh8fAvS2KrNSaWbYsyHcswrwDtJvfIeAc4nZTz7ldq+Dgf+kY9NyI+PqB3MsQeTMqPbgF+SOmkcV4ipdaXfnFTVeAGpw8c5Fd+v2XKGDxrA4gimv7CQxREMHzSgp5NktkpQlUKCpMXA6yKio7R/Z+DGiFip2S1WN6NGjYrJkyf3dDKsl5raMZ9psxcwfNAAVwGaFUi6OyJG1TvWtM1K0v2knm8B3CzptcLh/sBWwB+7KqFmfcGIwQOdSZl1UqsOFr/JP0eSpicqdl96hdTR4LddnywzM7OlmmZWEXEagKRpwC8LveLMzMy6TaWu6xFxWbsTYmZm1kjDzErSXGDriJgtaR6NZ3wgIjZodMzMzGxlNStZfR6YV3jssUVmZtYjGmZWxaq/iBjbLakxMzOro+rcgG+X9PYG+/fu+mSZmZktVXUGi3OBjevs3yAfM+tTPBmtWfeqOpHttqQpi8ruz8fM+gxPRmvW/aqWrBaS5sgr24I0ONisz/BktGbdr2pmNQH4rqQlVYGSNgG+nY+Z9RmejNas+1WtBjwOuAWYJum+vG9H0jpXh7YjYWa91YjBAzlm3208Ga1ZN6o6g8Wzkt5KWnpjJ9Ly7pcBV0bEi+1Lnlnv5MlozbpX1ZIVOVO6pI1pMTMzq6vZdEuHAOMj4tX8uKGI+F2Xp8zMzCxrVrL6DTCU1C71myZxQVrbyszMrC2aTbfUr95jMzOz7tYyE5K0pqRfShrRHQkyMzMra5lZRcSrwP541nUzM+shVav3fgc07WRhZmbWLlW7rv8fcLKkvYDJwDLzy0TEOV2dMDMzs5qqmdXHgedJs1bsWDoWgDMr6xFTO+Z7JgmzPqBSNWBEvKHJtnWVc0g6UdJdkuZK6pA0XtLIUowknSppuqSFkiZK2r4Us7akH0iaLWmBpGskbVGK2VjSOElz8jZO0kalmGE5DQvyuc6XtFYpZgdJN+e0PCPpFEmq8n6t/Wqzn1/3wAwuvOkxL9dhthqruvjiKZLWq7N/XUmnVLzWPsCFwNuAdwCvATfkCXFrjge+Anwe2I00xut6SesXYr4PfAA4DNiLtKbWtZKKY72uBHYBDgQOyI/HFdLdH/gDsH4+x2HAB4GzCzEbANcDM3NavgB8FTi24vu1NvPs52Z9hyJad/KTtAjYLCJmlfZvCsyKiE4PCpY0EJgDvC8ixucSy3TghxFxeo5Zl5RhHRcRF0naEOgAjoyIK3LMlsCTwIERMUHSdsBDwJ4RcVuO2RO4FXhzRDwi6UBSZrVVRDyVYz4C/AQYEhFzJX0WOAN4XUQszDEnA58FtogmN27UqFExefLkzt4S6ySvK2W2epF0d0SMqnesam9AUb/r+s7Av1YwXevn6z+fn7+BNGPGn2sBOZO4hVQaA9gVWLMU8xQwpRAzGpgP3F641m2kTiHFmCm1jCqbAKydr1GLubWWURViNgeGd+qdWlvUZj8/YORQZ1Rmq7mmHSwkzSNlUgE8LqmYYfUH1gF+vILXPg/4OzApPx+af84sxc0EXl+IWQTMrhMztBDTUSz5RERImlWKKV9ndj53MebpOtepHXuieEDS0cDRAMOGDcO6h2c/N+sbWvUG/BypVPUz4CRStV3NK8C0iJhU74XNSDoH2JNUVbeodLhcgmtUqmsWUy++Skx5f7201H1tRFwMXAypGrBZYs3MrHOaZlYRcRmApCeA2yLitZW9oKRzSQs27hsRjxcOzcg/hwLF6rkhLC3RzCCV6AaR2q6KMbcUYoZIUq10ldvDBpfOs0cpaYPyuYsxQ0sxQ/LPcqnMzMzaqGqb1RDg4PJOSe+V9MGqF5N0HvBh4B0R8XDp8BOkDGJMIX4dUm+9WvvT3cCrpZgtgO0KMZOAgaQ2p5rRwIBSzHalLu9jgJfzNWoxe+U0FGOmA9MqvWEzM+sSVTOrU4GX6uxfkI+1JOkC4EhSN/HnJQ3N20BI7UqkbuknSDokj8EaS+oscWWOmQP8FDhT0n6SdiZ1Sb8PuCHHTAGuAy6StLuk0cBFwLUR8UhOzp+BB4HLJe0saT/gTOCSiJibY64EXgTGShqZ1/Q6ATinWU9AMzPrelVnsNgaeKTO/sfysSqOyT9vLO0/jaUZ3veAdYELgI2BO4H9I2JeIf7LpDFav8yxNwIfLbV9HQ6cz9Jeg9eQ2t8AiIhFkg4mjfu6DVhIypyOK8TMkTQmp2Uyqdfi2Xi2DjOzbld1nNV04GMRcX1p//7AuIh4XZvSt0ryOCszs87rinFWVwPnSnpT4aTbkkoZv1/pFJqZmTVRNbM6ntRt/SFJT0l6itTmM5c0BZGZmVnbVGqzym1Ge+Q2nJ1I443uAW50ZwMzM2u3qh0sAMhtVte3DDQzM+tCVasBkXSMpAclvShp67zvBEn/1b7k9T1TO+Zz45SZXu7CzKyg6hIhXwJOJk0nVFzP6RkKXcJt5Xh9JjOz+qqWrD4DfCoiziONcaq5B9i+/kuss7w+k5lZfVUzq62AB+rsf5U0MNe6wPBBA1gcwfQXFrI4guGDBvR0kszMeoWqHSweJ622+2Rp/0GkhQ6tC9TWZ5o2ewHDBw3w0hdmZlnVzOos4Id5aXsBoyUdQRp/dVS7EtcXeX0mM7PlVR1ndamkNYBvA+uRJo99BvhCRPyyjekzMzOrPs4qIi4BLpE0COgXEbPalywzM7OlOjUoGCAiykvKm5mZtVXDzErS/bReTh6AiNixy1JkZmZW0qxk9ZtuS4WZmVkTDTOriDitOxNiZmbWSNNBwZLeJElNjq8p6R1dnyyz9vM8jGarjlYdLKYAmwGzACT9H7BXRNQGB29CmoW9f9tSaNYGtXkY+0ksjuCYfbfx+DazXqzVdEvlUtXGLJ8xNSx5mfVWnofRbNVSeYmQJrz4oq1yPA+j2aql0+OszFYHnofRbNXSKrMKYGNJrxWebyRpk/x8k/ovM+v9unIexqkd89ue8XXHNcx6q1aZlVh2VnUBd5WeuxrQ+rTu6KzhDiHW17XKrPbtllSYrcKKnTWmv7CQabMXdHlG0h3XMOvNmnawiIibq2xVLyZpb0nXSHpGUkj6eOl4NNguKMRMrHP8qtJ5NpY0TtKcvI2TtFEpZpik8ZIWSJot6XxJa5VidpB0s6SFOc2nNBt3Zn1Td3TWcIcQ6+u6u4PFQNKKw5fnrWyz0vNRwHjgV6X9lwJfKzxfWDp+JTAMOJBUTfkT0rIm7waQ1B/4A/AcsBewKXAZqVrz8zlmA9IYsluA3YBtgbHAAuDs1m/V+oru6KzhDiHW13VrZhURfwT+CCBpbJ3jM4rPJb0XeLRO6e3FcmzhNdsBBwB7RsTted+ngVslbRsRjwD7A9sDW0XEUznmeOAnkk6KiLnA4aS1uz4WEQuBB/K5j5V0TkS4rc6W6I5FM70wp/VlXTHOqi0kDQQOBS6pc/jQXHX3oKSzJK1fODYamA/cXth3G6lE9LZCzJRaRpVNANYGdi3E3JozqmLM5sDwOuk9WtJkSZM7Ojqqvk0zM6ug12ZWwIdJmcdlpf1Xkko9+wLfBD4A/K5wfCjQUSz55Mez8rFazMzSeWcDi1rEzCwcW0ZEXBwRoyJi1ODBg1u+OTMzq643Dwr+FPD7iFimmBIRFxee3i/pceBOSbtExD21sDrnK3ezb1SN1yxGDfabmVkbNVt88WdVTxIRR3VNcpZceydS54qvtQgFmEwqEb0RuAeYAQyRpFrpKvfgG8zSktEMYI/SeQaR5j0sxpRLUEPyz3KJq8/xAFUz607NSlbluqy9gcXA/fn5SFI14i1tSNfRwDTghgqxO5AymWfz80mkXoejWdpuNRoYUHg+CThZ0hYR8XTeNwZ4Gbi7EHOGpHUi4qVCzPSctj7LA1TNrLs1bLOKiHfXNtKX/ARgi4jYOyL2BrYErgPurHoxSQMl7ZRLTv2AYfn5sELMeqQ2qZ+Ue9xJGpHHOo2SNFzSQcBVwL2kThRExJScrosk7S5pNHARcG3uCQjwZ+BB4HJJO0vaDzgTuCT3BITUNvYiMFbSSEmHACcAfb4noGcsN7PuVrWDxReAUyNiybdSfvxN8rikikaRMpZ7gXWB0/LjbxRiPkQqBV1a5/WvAO8kZZyPAOeTMp79ImJRIe5w4B/52IT8+IhC2hcBB5Myo9uAX5I6aRxXiJlDKkltTqpqvIA0vuqcTrzftmvHAoJTO+bz8zue5Io7nqx73kYDVFulpavT6sUTzfoOVSkkSJoHvD8ibijt3w/4XURs0Kb0rZJGjRoVkydPbvt12lEdN7VjPmf86WEemTEXENsOHcj/HLjdcuctt1m1SktXp9VVkWarH0l3R8Soeseqlqx+C1wq6dBc/TZc0qHAT1m227h1o3ZUx02bvYAFr7zGgLXXYMDa/Vnw8qK65x0xeCDv3O51SzKIVmnp6rS6KtKsb6nadf2zpCqwscCaed9rpMzquAavsTZrx3xxwwcNYMBaa/D0v14ExBYb96903lZp6eq0eq48s76lUjXgkmBpADCCNN7osWIbli3VXdWA0J4u5FM75jNp6nMI2H3EppXP2yotXZ1Wd583W700qwbsbGY1iJRZ/T0iXu6i9K12ujOzMjNbXax0m5Wk9SX9mjRl0e3A6/P+H0s6tasSamZmVk/VDhZnkLpw78Kyy3FcC7y/qxNlZmZWVLWDxXtIXdf/LqlYbzgF2Lrrk2Urwm04Zra6qppZbUxaqLBsfdK8fNbDemrcUW/IIHtDGsysvapmVneRSlffz89rpatPs+y6UdZDiuOOpr+wkGmzF7T9i7s3DMztDWkws/armll9DZggafv8mmPz438jTXBrPawnxh31RAbZG9NgZu1XKbOKiNslvY00AHgqaX6+e4DREXF/0xdbtxgxeCDH7LtNt1aH9YaBub0hDWbWfp0aZ2XV9KVxVr2hvag3pMHMVl6zcVaVSlaSFgGbRcSs0v5NgVkR0X/lk2mrohGDB/b4bBRdlQYz672qtlmpwf61Sct2mK0wd5Iws1aaZlaSjs0PA/iMpOLCQf2BvYCH25Q26yPcScLMWmlVsqotrCjgkyw7puoV0vLun+n6ZFlf4k4SZtZK08wqIt4AIOkm4JCIeL5bUmV9Sk/0ZDSzVUvVNqsDqNNuJWkdYHFEuN3KVoo7SZhZM1Unsv0VcEyd/Z/Jx8zMzNqmama1B/DnOvuvB97WdckxMzNbXtXMaj3SMvZli0mT2ZqZmbVN1czqPuCwOvs/DDzQdckxMzNbXtUOFt8Efi9pG+Aved87gf/Eiy+amVmbVSpZRcQfgHcDWwHn520Y8J6IuLZ9yTMzM/NEtm0hqQN4sgtONQiY3QXn6ct8D1eO79/K8z2sbquIGFzvgDOrXkzS5EYzEFs1vocrx/dv5fkedo2GbVaS5gJbR8RsSfNYujrwciJig3YkzszMDJp3sPg8MC8//lw3pMXMzKyuhplVRFxW77F1q4t7OgGrAd/DleP7t/J8D7uA26zMzKzXa9ZmtZgm7VRFXinYzMzaqVmb1X+xNLN6HfAN4H+BSXnfaOB9wNfblTgzMzOoWA0o6RpgfERcUtr/KeB9EXFwm9JnZmZWeW7AdwA31dl/E7BPl6VmFSJpb0nXSHpGUkj6eOn42Ly/uN1Rillb0g8kzZa0IJ9vi1LMxpLGSZqTt3GSNirFDJM0Pp9jtqTzJa1VitlB0s2SFuY0nyJpuTXKuoukEyXdJWmupI6c/pGlGEk6VdL0nO6JkrYvxfgeNr+H/hw2IOm/Jd2X799cSZMkHVw47s9fbxIRLTfS8vUn1Nl/AjCtyjlWtw04CPg28EHgReDjpeNjSUuoDC1sm5RifgRMB8YAuwATgb8D/QsxfwIeJC3FMjo/Hl843h+4P792l3yu6cAPCjEbADNIa4+NBD5AGpbwlR68fxOAI3N6diBVMc8o3iPgf3I6P5DjfpXf2/q+h5XvoT+Hje/fe4EDgW2ANwGnA68CO/rz1/u2qr/UjwKL8h/HqXm7jrRsyMd6+k309AbMp35mdW2T12wIvAIcXti3JWnZlXfl59uR2g33KMTsmfdtm58fmF+zZSHmI8BLwAb5+WeBucC6hZiTgWfIVcE9vQED82fs3fm5gGeBkwox6+Y/0E/7Hra+h/4crtA9/BfwaX/+et9WdSLby0n/FcwG3kP6j+S5/AvwGKzG9pQ0S9Kjki6RNKRwbFdgTQqLWkbEU8AUli5oOZqUEd5eeN1twIJSzJT82poJwNr5GrWYWyNiYSlmc2D4ir+9LrU+qVr6+fz8DaRSQPH+LARuYel79z1cVvke1vhz2IKk/pIOJWX4t+PPX69TdYkQIuJO4PA2pmV1cx3wO+AJ0ofpW8BfJO0aES+T/hAWsfwElzPzMfLPjsj/RgFEREiaVYqZWTrH7HzuYszTda5TO/ZEZ99cG5xHqj6p9Tatpb383mYCry/E+B4uVb6H4M9hU5J2IN2vdUiZyvsj4n5JtYzEn79eonJmJel1wBHA1sApkeYM3AOYHhGr/Y3qrIi4qvD0fkl3k2ZiP5j05dGIWHZ8W73umlViyvvLMWqwv9tJOodUNbJnRCwqHa6X7lZp9j3M/Dls6RFgJ2AjUjvQZZL2KRz356+XqFQNKGlX0i/1cOCTpMY+SA2Bp7cnaauXiJhO+s/ojXnXDFLD6qBS6BCW/sc0AxhS7PGTHw8uxQxlWYPyuZvF1KqCyv/RdStJ55JWoX5HRDxeODQj/6yX7uL78j1sfA+X48/hsiLilYh4LCImR8SJpJLpl/Hnr9ep2nX9LOC8iNgZeLmwfwKwR5enajUkaRCp+uDZvOtuUs+jMYWYLUgNsrX67UmkOvTRhVONBgaUYrYrdZcdQ/o93V2I2UvSOqWY6aSenj1C0nnAh0lfsg+XDj9B+gMt3p91gL1Y+t59D5vfw3rx/hw214/UVuTPX29TpRcGqRfK1vnxvMLj4cBLPd1LpCc20gdwp7y9CJySHw/Lx84ifSiHk8aiTSL9R1vu9voMsB+wM2nc2t9Zvtvr/cDu+Xz3U7/b61/yOfbL5yx2e92Q9Id3Fanb6yH5d9qT3a4vyGl4B8t2qx5YiPmfHHNITvdV1O867HtY5x76c9jy/n2XlPkMJ3X9/w6pV96B/vz1vq3qL3UmsGt+XMysDgD+r6ffRI/cuPSHH3W2saQurhOAWaSurU/m/VuWzrEO8ANSz8oXgfF1YjYBfp4/mHPz441KMcOAa/M5nsvnXLsUswOpJ9NLpP+qv04PdnltcO8COLUQI9IwiWdzum8GRvoeVruH/hy2vH9j8z15Od+jG8hdzv35631b1emWLib9x/afpF4qO+Y/iquBv0TEl1uexMzMbAVVzaw2AP5IyqQGkIqjryONFzgoIha0M5FmZta3Vc2s1iNVI+xNmg6kH3BPRNzQ3uSZmZlVyKwk9SfVkb41Ih7qllSZmZkVtOy6HmmA4ZPAWq1izczM2qHqOKtvAt/NYzTMzMy6VdU2q/tJEzuuSRqjsUyHiojYsS2pMzMzo/rcgL+lj8w/ZasuSQH8Z0T8pgeufSrwwYgY2So2x08DfhgRZ7UzXQZ5rr+bgMERUZ50th3Xuwm4NNJqFd2m1ec/z7b/ILBzRJQnxe39enqgl7f2bzQePLpkIHMPpm0acFyFuIkN0n5V6X1+sLvTlmMHApt24tyDgfXalfa+utX7nZHa24fSDQNoSRMEP8ayM1hMy7/fj9SJ/1s+dlx+/l3gn6WYLXLM+NL+MXl/bZKGlp8h4Gzgpz39e1qRrWmblaT1JF2Ql1CeJelKt1utkjYrbJ+qs++LnTlZebntbnQpy6Z7M9JCeT1GUj9J/SNifkQ8V/V1EdERES+2M22WRJqsdkbkb+s2+yLpn7/y6gFPAZ8o7pA0EtieNGNFzV+AbUrzBO4L/B+wd+6dXbMPaQahppMXl1wKHC5pk068pndokQufSWqfuhg4H+gAft3TOay3Fd+AD6Zf+5LnI0gzkczIv+t7gP8ovWYaadqZnwEv1D4DwFGkP6LaNDPHFM+dY95NmozzJdLkoKcDa+VjEymVlJqkeyKp2qzZe1vmP0vShK1XkRYjfB74A/DG0msOBu4EFpK+NMaTptCpmzbg46R1jw4CHiCtlj0y358HSuf+GGnOt5dJU5aNLd3T4wqPi9eaRpqvbhEwqnTOT5FmkVmrwT0Q8BXgn/m6TwPfKRzfgTSt0ELSqrhjgQ0Lx8eSpv35Iml+uudJX3DFUuDewB35PszJ929k8f6U0rRPfl+DSvfwQODh/Pm5hjT/3Qdz2ucA41h2ZdyJwI9J63bVfqdnAv2afZ7K18/7Din8bp4CTqJQ8sq/g5OBi0hTJD0NfLXF528waW7BHev8/XyX9DewdWH/ucBlpc9CbUzrEYW4n5E6uT0N7FbYfzupurH4+T8a+DXpb/lx6pfmHgc+2dPfRZ3dWn2xTQUOLTz/N9Isw/3bmShvbfyFL59ZvRX4DOlLbJv8R/sK8OZCzLT8B3t8jnkjaULOxaTJPt9E+hLtKJ37Xfl1R5IyxX1JS82clY9vkr8oTiNPwtok3RPpRGaV/+gfJX357gi8GfgJaRjGejnmAFJm8y3gLTnuuPzaumkjfdG+lr8o9sjvfX1KmRWpxPcScCywLWnF16+W7mntC2pwTvsn87UG5/0TgAtL73EScG6Te/Ad0j8UR+Xf1WjgmMI9eQb4ff59vz3fo98WXj+WlFFcQpo9fP98vhPz8TVImcRZ+Xf6ZtKs79sV7k+VzOpVUqa5a07jdOB60j8LO+bPyvMUJmrNn4F5pHnz3gz8V07rsc0+T3WuvyvpH4HT8u/vcFLm+fnS7+c54HP5Pn4+n2N0k3v/ftI/Af1L+6eRPle/Br6Z961F+nvZm1LVJfBX4GeF508A7wSuAI7P+wbme/jR0uf/aeAjOc3fIf0tb1VKz1XAuJ7+Lur0d1eLP/5XgNeX9i2kNFGjt1Vno5RZNYi5Azi58Hway9eX/wK4rrTvYpbNrG4B/l8p5n35i0GFc1dts3olv7a4HVOIKWZWR5H+Qy/+t9w/fwH9V35+G4U2rzrXXC5tpC/aIE/sXNh/KstmVk8D3616bli+vSH/rp4H1snPt8txIxuccyApg/xMg+OfIn25F2cN3yefc5v8fCzpC3+NQswlwA358SY5/u0NrvFxqmVWAWxbiDmLlIEUSz9jgWtLn4FHS7/Tk4GnW/zOyte/gjSnafn3Vz7PL0ox/6Twd1HnvX8JeLLR75pUkvw/0pChD5Lbpup8Fr4JPJEfDyeV/tYllZr+lPcfkN/TFqXPULEUvQap1PqRUnrOAW5t9TfX27ZW46z6k74gil6jEysMW+8maYCk70l6SNLzkuYDo0izQBdNLj1/M6lxuOjO0vNdgZMkza9twJWk+SXLC8lV8UuWLstS265oELsrabjFvMK15wAbk0oEkJZjuHEF0vEaaRmIunKvq9ev4LmLrib9/R2Snx8F/C0iHmgQ/xbSWkyNrrsdcF9EzCvsu51UQn5LYd9DEfFa4fl08kJ/EVGrOpwg6Q+SjpW0ZfW3tMTLEfFI4flMYEYs21tvJksXGKy5I/I3bjYJeH2ev7Sq7Uj/qBT9tc557ivFLLkPDaxL+mehkQmkatoxpParnzWIuwkYLmk4qYT5t4hYSMqs95S0Rt7/z1i+V9+SNOffYUedNC/MaV2ltMp0BPxcUnHBxXWASyQtaRyOiPe0I3HWLc4i/Zd2HOk/xxeBy1l+xpLyZMVVlvfuR6pq+XWdYx2dTinMiYjHKsb2I2Uoh9Y59q8VuHbRy7F8A3qRmhyrLCJelXQ5cJSkXwFHkNZNW9HrNvudFfe/WufYkn9sI+JISd8nfW7eA5wu6X0RMYGU8ZXTsWad671Weh6trtuFuuQ+1DGb9M9Q/RNHLJZ0GfA10tpWn2gQejupNLVP3ibm1z8qaR7pn8l9SJlaWZU0b8KK/f31qFYfhMtI/008V9h+TqomKO6zVdeewOUR8duIuI9UfTWixWsAppDaMIvKz+8htX09VmerfVm9QirBd7V7SPX2s+tcu5ZZ3UtqC2hkhdIWETNJbUPNzl32aoNrXUL6L/oYUtvYVU3O8RDpS67RdR8C3ipp/cK+t5G+B6Z0Iq1ExD8i4oyI2If0ZfqxfKgDWK9UQtmpM+du4d+LS8STvvSnR8Tc/LzK7+wh0ue+aE9SNeC8OvFV3QsMbtFj+mekBR+vj4jp9QIi4iVSiXHfvE0sHL4ZeC+p5uAvK5jOkaS/j1VK05JVRBzZXQmxHvMo8H5JV5O+ML9OKj23cj7wV0lfJTXY701qYC76BnCtpCeBX7G059y/RcTxOWYaabnun5NKLM0Gba4nqVx9+Eoh8ym6glRavFrSKaS2gi1Jf+g/joh/knomjpf0GKl6UqQOBRdF6lbembSVnQ6cK2kmqRfiesA7I+LsBvHTgHdKujlf63lY8t/0X0m93q4qfCkvJyLm5WXuv5NrQ24BNiW1r/0o35PTgMvzPdmY1Nvtd1VLrJLeQOo8cg0pQ96a1CHiRznkTlIp/DuSziV14Dmmyrkr2hz4vqQLSZ1EvkrqIFMzjda/s7OBu/JA7iuB3Ug9KL+2kmm7l7SI456kv4nlRMTjOTNb2OJcN5E+v2uTSlo1NwPfI2XIEzubwLyCxq6s/Hvtdu0oYtuq5VjSH9itpOW378iPm4qISaQG+y+Q6snfB5xBoc4+VwsdTK53z9sJpIyj5hRSJjKV1lUTR5JWSC1u1zRI34ukDPRxUjXkw6Sago1JnRaIiD+SMtgDSV80N+e0Ll6BtJWv/yPgv0n36AHgOtKYmka+kq/9VE5L0U9J1bI/rXDpE0m/h/9HKi39ljSotHZP3gVsQPpdXE36D/6oKu8pe5HUg+7XpH90LiNlgmfka/yL1LtuDKlr+NE5LV3lCtIX9Z2kUudPSV3Aa1r+ziLiHtJCsh8g/W6+m7cfrkzCctXwz0jvv1ncv3IbVDM3kUrSfyvFTsz7H8wl+M56L2lsVsu/8d6m0tyAZlXk/6T3i4gdejotqxNJ/wN8IiLe1NNp6UmSJpJ6XH6up9PSSO5c8xCp9qAzg3W7haS/Ad+PiCt7Oi2d5ZKVrTBJX5W0k6RtJH2GNF6rUQ8n6yRJAyWNIg3QPa+n02OtRcQsUkl1RXpItlXOSH9DGnayynHJylaYpF+SeiVtSBq4eBFwXvhD1SUkjQUOI1V1HlbqTt7nrAolK2sfZ1ZmZtbruRrQzMx6PWdWZmbW6zmzMjOzXs+ZlZmZ9XrOrMzMrNf7/zbHa7gAaIBdAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define array of complexity coordinate, regressor and options\n", "# for random-forest regression\n", "param_name, param_range = 'n_estimators', np.arange(1, 202, 25)\n", "reg_kwargs_rf = dict()\n", "reg_rf = ensemble.RandomForestRegressor(\n", " **{param_name: param_range[0]}, **reg_kwargs_rf)\n", "\n", "# Evaluate regressor\n", "param_best_rf = evaluate_regressor(\n", " reg_rf, reg_kwargs_rf, param_name, param_range)" ] }, { "cell_type": "markdown", "id": "271f5354", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "43a46464", "metadata": {}, "source": [ "The following plot represents the mean and standard deviation of the importance given to the features by the trees in the random forest (see [Feature importance with a forest of trees in Scikit-learn User guide](https://scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html#feature-importances-with-a-forest-of-trees)).\n", "\n", "> ***Question***\n", "> - How does the the importance of the features vary with climate variable and the month?\n", "> - Compare the importance of the random-forest features with that of the Lasso." ] }, { "cell_type": "code", "execution_count": 18, "id": "d1f77f9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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4d52Yl4AvAzcBc4HdgUsk7RcRFxYnjohxwDiAMWPGRP/vzMzMyip7uOxtwDXAQcDvImJujWnuBS4uMa/iD7lqlKUJI2YA38sVTZK0MvAVYIEKw8zMWqdshbFeRExrNEFEzAQ+1WCSGcA8YLVC+aosuNfRyF/7WY6ZmbVA2T6M6yStVCyUtIKkh8vMIOuongyMLYwaSzpaqqwtSR3lZmbWRmX3MEaR+h+KFgfWHMDyTgMukHQbqV/iYGAN4GwASScBW0fEztnr/Uh9Jn8H5gMfAD4HfHUAyzQzsyZoWGFI+nDu5fskvZB7PRLYGZhadmERcUm2p3Is6XyKu4Ddcs1dqwPrFcKOBdYmNWf9CzigVoe3mZm1Vn97GJdljwH8rDBuDqmy+NJAFhgRZwJn1hm3f+H1ecB5A5m/mZm1RsMKIyJGAEiaArwtO2rJzMy6UKk+jIhYp9WJmJlZZ6tbYUg6AjgzImZnz+uKiNOanpmZmXWURnsYh5L6D2YDh1Hn5Lqs3BWGmdkwV7fCyDdDRcSotmRjZmYdq98T9yQtKumvkjZsR0JmZtaZ+q0wImIOsA71m6TMzKwLlL00yHnAp1uZiJmZdbaylwZZGvi4pLGk60HNzI+MiMOanZiZmXWWshXGxsDt2fN1C+PcVGVm1gXKnri3U6sTMTOzzjagW7SamVn3KnuL1isajY+I3ZuTjpmZdaqyfRjPFF4vCmwBvAn4dVMzMjOzjlS2D6PmLVElfQ94sakZmZlZRxpsH8ZPgEOakYiZmXW2wVYYvlyImVmXKNvpfUaxiHQ71fcC5zY7KTMz6zxlO703K7yeD0wHvogrDDOzruAT98zMrJSyexgASFoSWC97+VBEzGp+SmZm1olKdXpLWlzSD4BngX8CdwDPSjpd0hItzM/MzDpE2T2Ms4BdgAOBW7KybYCTgGWBA5qfmpmZdZKyFcZHgA9HxDW5soclPQ1cTgUqjFFHXQnAkw8/0+c1wNST3zckOZmZVUnZ8zBmAo/VKH8McD+GmVkXKFth/BA4Luv0Bl7rAP96Ns7MzIa5sk1S7wB2BB6TdEdWtlkWv3T+arb9XblW0iHAkaQT/+4GDo+Iv/SXgKQNSDdxUkQsUzJvMzNrkrIVxgxSX0XelIEuTNLewOmk60/dmD1eJWmTiHikQdxiwMXADaSKy8zM2mxQV6tdCEcA4yPinOz1oZJ2BT4LHN0g7hTSobzX4wrDzGxItO2Oe9lewmhgQmHUBGDbBnHvA94PHFZiGQdJmiRp0vTp0weTrpmZFZQ9ce+/spP07pD0pKSn80PJZa0MjASeKpQ/BaxWZ7mrA+cA+0ZEv/fdiIhxETEmIsasssoqJdMyM7MyyvZhnA+8BTiP9AMfg1hmMVYN5nchcFZE3DqI5ZmZWROUrTB6gB0j4vZBLGsGMI8F9yZWZcG9jl7vAnaUdFz2WsAISXOBQyJi3CDyMTOzAShbYTzEIPs7IuJVSZOBscCluVFjWfAIrF7Fy6p/EPgasDW1TyQ0M7MWKVthfAE4SdKXgbsiYt5CLu804AJJtwE3AQcDawBnA0g6Cdg6InYGiIi78sGSxgDzi+VmZtZ6ZSuMB4ElSSfOIanPyIgYWWYmEXGJpJWAY0kn7t0F7BYR07JJVuf1y6ebmVkHKVth/BJYnnRo66A6vSPiTODMOuP27yd2PDB+YZdtZmYLr2yFMYbUVOSmIDOzLlW2I/seYLlWJmJmZp2tbIVxLHCapHdLeoOkFfNDKxM0M7POULZJ6g/Z4wT69l/0nnRXqtPbzMyqq2yFsVNLszAzs45X9mq117c6ETMz62x1KwxJWwH/iIj52fO6BnnJEDMzq4BGexiTSNd9ejp7HqQ+iyL3YZiZdYFGFcY6wPTcczMz62J1K4zc5Tr6PDczs+7UtjvumZlZtbnCMDOzUlxhmJlZKa4wzMysFFcYZmZWSqkzvSUtQbrr3s6ke3D3qWgiYvPmp2ZmZp2k7LWkzgQ+RLoX980M4gZKZmZWTWUrjD2Aj0TEn1qYi5mZdbCyfRgvA/9uZSJmZtbZylYY3wGOkOROcjOzLlW2SWossD2wq6R7gDn5kRGxe7MTMzOzzlK2wpgB/KaViZiZWWcrewOlT7U6ETMz62zukzAzs1Ia3XHvDmDHiHhO0p00OPfCJ+6ZmQ1/jZqkLgdeyZ5f1oZczMysgzW6gdI3az0fLEmHAEcCqwN3A4dHxF/qTLsJ8GNgE2B54HHgYuD4iHi1WTmZmVn/yh4l1RSS9gZOBw4Bbswer5K0SUQ8UiPkVeA84O/A88AWwDmkvL/SjpzNzCxpa4UBHAGMj4hzsteHStoV+CxwdHHiiHgQeDBXNE1SD+mcEDMza6O2HSUlaTFgNDChMGoCsG3JeawP7ApcX2f8QZImSZo0ffr0waRrZmYF7dzDWBkYCTxVKH8KeHejQEk3A1sBi5OapI6pNV1EjAPGAYwZM6bmUV2r7XPygJI2M7NkKM7DKP6Qq0ZZ0d6kCmMfYDfgqy3Iy8zMGihdYUh6r6TfS7pH0puysgMl7VxyFjOAecBqhfJVWXCvo4+I+HdE3BMRvwSOAo6T1O7+FzOzrlaqwpD0ceBXwAPAOsCi2aiRlDxaKTsMdjLpQoZ5Y0k3ZSprBKkpbeQAYszMbJDK7mF8Bfh0RHwRmJsrvxXYcgDLOw3YP9sz2VjS6cAawNkAkk6S9OfeiSXtK+kjkjaStK6kvYCTgMsi4pWaSzAzs5Yo26yzAXBLjfKXgOXKLiwiLpG0EnAs6cS9u4DdImJaNsnqwHq5kLmkw203IPV1TCOdyPf9sss0M7PmKFthPA68mfSDnbcD8NBAFhgRZ5LuEV5r3P6F178EfjmQ+ZuZWWuUbZIaB5whabvs9Zsk7Ue6E99ZLcnMzMw6Stn7YXxH0vLANcASwHWkCxOeGhE/bmF+ZmbWIUofmhoRX5P0bdKFAEcA90TESy3LzMzMOsqATtyLiJcjYhJwJ/AOSWu3Ji0zM+s0Zc/DGJ9dlrz3mlB/JV0D6n5J721hfmZm1iHK7mG8h3TOBcDupHtTrAYcnw1mltPT00NPT89Qp2HWVGUrjP8Cns6e70o6ce5p0s2MNmlFYmZm1lnKVhhPAptKGkna2/hTVr4MMKcViZmZWWcpe5TUucAlpBP45gG9l+94O3BfC/IyM7MOU/Y8jG9JuhtYC7g0dz/tucAprUrOzMw6x0DOw7i8Rtl5zU2nc/V2YE6cOHFI8zAzGyqlK4zs/hNbk/YyFsuPi4jzm5yXmZl1mFIVhqSNgP8j3QtDpH6MRUgd3q8ArjDMzIa5skdJ/YB086PlgZeBjYExwD+A/25FYmZm1lnKNkm9DdgxImZKmg8sEhG3S/oK8ENg85ZlaGZmHaHsHoZIexYA04E1s+ePAus3OykzM+s8Zfcw7gK2AB4GbgO+Kmke8GngwRblZmZmHaRshfFtYOns+bHA70n3xJgB7NWCvMzMrMOUPXHvj7nnDwObSFoReC4iolXJmZlZ5xjQ/TAkrSzp7ZIWj4hnXVmYmXWPsvfDWFbSr0hXrL2ZrNNb0tmSjm9demZm1inK7mGcQqoktgJm5cp/D3yo2UmZmVnnKdvpvTvwoYj4h6R8M9S9wLrNT8vMzDrNQG6g9EyN8mVJlwkxM7NhrmyF8TfSXkav3r2Mz5D6NMzMbJgrW2EcA5wg6RxSM9YRkq4F9iWdl1GapEMkTZE0W9JkSds3mLZH0u8kPSHpZUl3SDpgIMszM7PmKFVhRMTNwDaky5o/BOxMuvveNhFxe9mFSdobOB04EXgrae/kKklr1QnZFrgT2BPYFDgLGCdpn7LLNDOz5ui301vSosCFwDERsd8gl3cEMD4izsleHyppV+CzwNHFiSPixELRWZJ2Il0h9xeDzMXMzAag3z2MiJgD7MLr/RYLRdJiwGhgQmHUBNKeRFnLAc8NJhczMxu4sn0YvwY+PMhlrQyMBJ4qlD8FrFZmBpLeT2oOG1dn/EGSJkmaNH369MHkamZmBWXPw3gEODbroJ4EzMyPjIjTBrDM4p6KapQtQNJ2pGaowyLitpozjhhHVpmMGTPGly0xM2uishXG/qRmoM1Z8GZJAZSpMGaQztko7k2syoJ7HX1IeifwB+AbEXFWiWWZmVmTlb1a7TqDXVBEvCppMjAWuDQ3aixweb04STsAVwLHR8QPBpuHmZktnFIVRtZhPSIiZhfKlwDmR8SrJZd3GnCBpNuAm4CDgTWAs7P5nQRsHRE7Z697SJXFmcBFknr3TuZFhDspzMzaqGyT1KXA9SzY9HQw0APsUWYmEXGJpJVIJ/utTrqT324RMS2bZHVgvVzI/sBSwJezodc0YFTJ3M3aYtRRV772/MmHn+lTNvXk9w1JTmbNVPYoqe1Y8HBYgGsY2CGxRMSZETEqIhaPiNERcUNu3P4RMarwWjWGUbXmbWZmrVO2wlgKmFujfD7pAoRmZjbMla0w7gA+VqN8H1KzkpmZDXNl+zBOAH4raX3g2qxsZ+Aj+AZKZmZdoezFB68EPgCsDZyRDWsBu0fE71uXnpmZdYqyexhExNXA1S3MpSP1HuVSPOoFfOSLmXWXsn0YSFpC0p6SviJphaxsPUkrtiw7MzPrGGVP3Fsf+BOwDLACcBnwPOmy5CsAB7YkOzMz6xhl9zB+QDoP4w3ArFz5FcBOTc7JzMw6UNk+jG2Bd0TEPEn58kdIl/YwM7NhrnQfBrBojbK1gBealIuZmXWwshXGBNLtVXuFpOWAb5IuDmhmZsNc2SapI4DrJN0PLAFcAqxPuo/FXi3KzczMOkjZ+2E8LmlL0uVBtiLtmYwDLoqIWY1izcxseBjIiXuzgHOzwczMukzdCkPSJ8vOJCLOb046ZmbWqRrtYfy48Hox0pFS87PXI4A5wCuAKwwzs2Gu7lFSEbFs7wB8lHSJ8+1Jnd5LZM//QbrEuZmZDXNlD6s9FTgsIm6KiLnZcBNwOPC9lmVnZmYdo2yFMQqYWaP8ZdLJe2ZmNsyVrTD+Cpwhac3eguz594FbW5GYWSfo6emhp6dnqNMw6whlK4z/AVYCpkqaKmkqMBVYFfh0a1IzM7NOUvbEvYckbQ6MBTYCBNwD/CkiooX5mZlZhxjIiXtBuqbUhNalM/z0NmdMnDhxSPMwMxusgVyt1szMupgrDDMzK8UVhpmZldL2CkPSIZKmSJotabKk7RtMu4Sk8ZLukDRH0sQ2pmpmZjkDrjAkrSBpxfwwgNi9gdOBE4G3AjcDV0mqd/LfSGA28CN8oyYzsyFV6igpSWsDZwM70fdWrQKC9MNexhHA+Ig4J3t9qKRdgc8CRxcnjoiZwMFZDpsDK5RcjtmQWm2fk4c6BbOmK3tY7c9JP9YHAI+TKokBkbQYMJp0Xaq8CcC2A52fmZm1V9kKY2vgHRFx1yCWtTJpT+SpQvlTwLsHMd/XSDoIOAhgrbV8iSszs2Yq24cxBVi8Scss7p2oRtnCzThiXESMiYgxq6yySjNmaWZmmbIVxheAkyStP4hlzQDmAasVyldlwb0OMzPrMGWbpH5H2sO4X9IrwNz8yIhYrr8ZRMSrkiaTrkd1aW7UWODyknkMGXdimlm3K1thfL5JyzsNuEDSbcBNpCOg1iAdgYWkk4CtI2Ln3gBJm5BuD7sysIykLQEi4h9NysnMzEooe7Xa85qxsIi4RNJKwLHA6sBdwG4RMS2bZHVgvULYH4C1c6//nj2qGTmZFY066vVTfp58+Jk+ZVNPft+Q5GTWCUpfrbaXpNVI//hfExGPlI2PiDOBM+uM279G2aiBZWhmZq1Q9sS95YEzgL0oVBaZsifudY3ef6TFf6jgf6lmVk1lj5I6FdgC2IN0qY59gCOBR4G9W5KZmZl1lLJNUu8FPhYRf5E0D5ic9Uc8AXwGuKxlGZqZWUcou4exAtDbMf0C6f7eALfgy3qYmXWFshXGQ8C62fN7gY9KEvBh4NlWJGZmZp2lbIUxHtg8e34yqRnqVeC7wCnNT8vMzDpN2fMwvp97fq2kjYAxwAMRcWerkjMzs84x4PMw4LXzLkqfe2FmZtVX+o572a1V75b0sqR1s7KjJO3VuvTMzKxTlKowJB1OupzHOPpekuMxmnedKTMz62Bl9zAOBj4dEafT90q1twNvaXpWZmbWccpWGGuTLhRYNAdYsnnpmJlZpypbYTwMbFWjfDfgnualY2ZmnarsUVKnAj+StBSpD2MbSfsCXwEOaFVyZmbWOcqeh/FzSYsAJwJLAReQOrwPi4hLWpif2ZDynRbNXlf6PIyIOAc4R9LKwIiIeLp1aZmZWacZ8Il7ETGjFYkMV/6HambDRcMKQ9IVZWYSEbs3Jx0zM+tU/e1hvJ90WfOJrU/FzMw6WX8VxqnAJ4AdgJ8D4yPi0ZZnZWZmHafheRgR8RXgTcAXya5OK+kqSXtKWrQdCZqZWWfo98S9iJgXEVdExB7AOsB1wP8Cj0lapsX5da2enh56enqGOg0zs9eUvlptZmnS7VqXAV4CotkJmZlZZ+q3wpC0pKT9JN0A3Em6rtR+EbFuRMxseYbWFsN9j2a4v7/hzt9fZ+jvsNpxwN7AA8DPgN0j4vk25NW1Rh11JQBPPvxMn9cAU09+35DkZGYG/R8ldSDpznpPAO8F3itpgYl8HoaZ2fDXX4VxPk3up5B0CHAksDpwN3B4RPylwfSbAT8CtgaeBX4CnBAR7j+poXe3feLEiUOaRyfI750V99i8t9b5/P11noYVRkTs38yFSdobOB04BLgxe7xK0ibZfcKL0y8HXAPcALwN2BAYD8wEvtfM3LqVm8BsOFuYP1D+01XfgK8lNUhHkE7+Oyd7faikXYHPAkfXmP7jpKvj7hcRs4C7JG0MHCHptOG8lzHQa1B1yw+/N2brz8LumXTLNjQYbaswJC0GjCadPZ43Adi2Ttg2wF+yyqLXH4ETgFHAlCanaR3KG3N380U8O4Pa9Sdd0hqke2jsGBE35Mq/AXw8IjasETMBeDQiDsiVrUW6vtW2EXFLYfqDgIMA1lprrdHTpk1ryXsZjvzP3cwAJE2OiDG1xrW7SQoW7ERXjbL+pq9VTkSMA8YBjBkzZtg2V7WCKwoz689Az/QejBnAPGC1QvmqwFN1Yp6sMz0NYszMrAXaVmFExKvAZGBsYdRY4OY6YbcA20taojD948DUZudoZmb1tXMPA+A0YH9JB0raWNLpwBrA2QCSTpL059z0vwBeBsZL2lTSh4GjgGF9hJSZWSdqax9GRFwiaSXgWNKJe3cBu0VEb+/06sB6uelfkDQW+DEwCXiOdP7Fae3M28zMhqDTOyLOBM6sM27/GmV3km7gZGZmQ6jdTVJmZlZRrjDMzKwUVxhmZlaKKwwzMyulbZcGaTdJ00mXEKllZdKJhAPlOMc5rjviqpBjq+LWjohVao6JiK4bgEmOc5zjHNcJy6pSnJukzMysFFcYZmZWSrdWGOMc5zjHOa5DllWZuGHb6W1mZs3VrXsYZmY2QK4wzMysFFcYZmZWiisMMzMrxRWGmQ2YpA0kte32CNl9dNpG0ghJ/n0s8AfS4dq5YXqj7CyS1pN0bYNxn5O0j6RlCuOWk3RunbhdJX1b0i7Z650kXSPpBkmfHkB6dwMbNMh9sRr5/kDSlZJ+Kml0nbg9e8dJWkTSdyS9CDwt6UVJJ9faHiTdKelYSWsO4D0gaWlJ50i6Q9JJWdk3gZeAmZJ+JWn5OrFbSDpf0sOSZkl6KcvjBEnLNVjm2yRdJGlKFvdy9vwiSWMGkn9unk1fV2pamNPDh9NAusPftQ3GfQ7YB1imMG454Nw6cbsC3wZ2yV7vBFwD3AB8eoD5vQps3GD8YjVy/gFwJfBTYHSNmD17y0k30foO8CIwL3s8GVikRtydpLslrjnA97A0cA5wB3BSVvZN0u13ZwG/ApavE7sFcD7wcDbtS1keJwDLNVjm24CLgClZ3MvZ84uAMZ2yrvSzvC2AeTXKt8s+hydId6F8JP89A2+oE/dJYA4wOfuePwU8n303PwNeAfYqxFxRZ5gHXNf7usay5gGrZs+3BGZm3/+5pLtnvgJsXSPuX8C22fPjsvf4aeCdwP8A/waOqxE3H3ghe39XAO8HRpT4jH+UrVvHA7cD40nXoPs48DHgAeCHNeLek61TlwEXZO/vh6Rt5wHgQWC1GnF7ZDleA3wZ2Df7Xr4M/DH7XD441OtK3eUszIYznIZO2CizuLZtmN4oO2OjBL7Rz3BmnbhrgbOy54sD383WsW36Wd7fgcOy5ztnn+0Xc+O/BNxY4zufCPy8MMwDftP7us660rte/h9waX5dydbPq2rEzQbWyp7fDXyoxjrxUJ3lrZWtU9dlrx8FvgWMavCd/hvoyZ6vlcV9MDd+LDCtzmd5cGG6e7PniwJ/qvO53AUc0yCfo4G7h3pdqZvfQDeaqg1V2ChzK3xbNkxvlJ2xUWafw4OkPaZawwN14p4DNiiUfYFUmW/XYHkvAevkXr8KbJ57vREwoxDzsez727dQPgfYpMFnnF8v/w1sVxi/BfBkjbjHcp/bE8BbC+PfDMxstLzcdN8FngLmkv4o/HeNuJfJtoXcZ/KW3OtRdZY3K7/OA8piV89ebw88XSNuNrBhg89tQ2D2UK8rdfMrO2FVhypslFl52zZMb5SdsVECDwEfbZDnlnXingG2qFH+BeA/pCbHenm+Off6RWDd3Ot16nwP6wK3Ar8gawYssV7OA1bJnk/NbwO5Zc2qEXcGqTl1EeBsUrOqCuPr/eFatUb5osBepD8Xc2uMvxfYJ3v+dtLe56dy4/cG7q8R9yCwa2FbmEvWRJy9v5drxN0NHNXgczsKuGeo15W6yyk7YVWHqmyU2bi2bJjeKDtjoyTtDX6nwfK2AObXKL8BOKROzBHZ51treX8Dds+9Xq7wve9c63vIxvX2dU0BdiBV3P39kXkxe/9zWPCP0C7AlBpxy2bbwIPAeaQ/DVOBCaRmzeep3fdRc90sbgt1vqPZpD3m54BDSH+ivpe93+eBr9eI+wZp7/rzpObcu4Ff58Z/iNp7sf+dfR5/JLU2fIK0x/4l4Orsc/3wUK8rdZdTdsKqDlXaKLPxLd8wvVF2xkYJbEKDDnhSRbx2jfIDgQsaxB1Z/M6z8j3JmgbrxB0DnNjP97sLaQ91Xj/r5X6F4R01vtvTGmwDB5H+1NwL3E9qrv028MY6MdcBKzTKvUGu+5D6xvbOXu+YfaeTSH18C/TTZTmekn0WM0gHU6ycG781sEOd5W0DXEzqx3slG6ZlZdvUiWnrulJvGPYXH5S0CbBUREyqM35RYI2ImFYoPxDYMSL2rRN3JOlHYp1C+Z6kJqeJdeKOIR1Fc0w/ee9C6rdYDdgsIu6pM91+haL7I+LW3PhvkDakIwpxiwAHAB8k7dmMIP2I30Rqj3+0xrKuI/V3PN8o9zp57kPaUG6MiEsk7Ug60mkpUt/LCRExv0aO3yb94C9OqgC+EBEzsvFbA0tExA01lrcNqaLahvQZAjwJ3AKcHhG31Ihp67pSVdnh15sCf4uIl4c6H2ufYV9hVJk3zO4haSTptpkBPBMR8zotrgo5VimuirrqpClJIyW9QdKq2Zfc0XHASNI/8lKVxcIsr2qfyUDjOp2kD0m6iXRgwOOkvbyXJd0kaY9OiKtCjlWKa0TSxpIe7ti4hWnzq9pAauu+iawtORteycr26Ma4KuQ4mLh+1oeNgYeHOg74DKk/5RxS/8L2pH6rPUk3uJlNjRM92xlXhRyrFFdiXdmCAXRCtztuwBtb1YaqrEjtjKtCjoOJ65SNq7840kEHBzaIO5Da58O0La4KOVYs7tx+ht/WWVfaGldvGPZ9GJIeBE6OiJ/WGX8gcHRErNctcVXIcZBx59aaPmdF4AMR0adpawjiZgFbRsT9tYIkbQT8PSKWHKq4KuRYsbi5pCMUn6sVRzqq8p011pW2xtXTtqtNDqE1gb80GH8jsEaXxVUhx8HEfZL+N5Ja2h13N/BZ4PA64z+TTTOUcVXIsUpxDwDjIuL8WkGStiRdVmio42rqhgqjKiuSfwSaF1eVjfJLwJWS3ks6B+Yp0pE2qwHvBt4I7DbEcVXIsUpxtwNbkS6oWUuQrmgw1HE1dUOT1I6kE4Aeo8EXGxF/6Za4KuQ4yLiLgOkRcTg1SNqC1FwwYijjsnGjSJXiO1jwfJGzI2JqnXm2La4KOVYlTtJqwOJROJenP+2Oqzu/4V5hQDVWpHbHVSHHQby3Sm+UZp2qKyoMs6qQtASF86OixHk47YyrQo6Oa35c74RdNwBLkC5J8drQ7XFVyHG4xgFrA78jXQ9sXnHohLgq5Oi45scVh27o9AZA0tqkq7DuRLoDXFHNw8qGc1wVcuyGOOBCUgVzKK/305TRzrgq5Oi45sf10TUVBtX5gvwj0H1xbwXeFhH3lpx+KOKqkKPjmh/XRzdVGFX5gvwj0H1x/wRWIV3Ku1PjqpCj45of10c3VRhV+YL8I9B9cQcBZ0g6g3R72Tn5kRHxSAfEVSFHxzU/rq+ynR1VH4C3AH8m3f9hPdK9pV8bujGuCjl2SdxmpFvAzqdvZ+R8Gndkti2uCjk6rvlxxaGb9jBGAKsCv6Fv27Ky1/U6JIdzXBVy7Ia484DpwAcYWN9HO+OqkKPjmh/XRzdVGFX5gvwj0H1xG5EuZPevktMPRVwVcnRc8+P66KYKoypfkH8Eui/uNmAdoJPjqpCj45of10c3VRhV+YL8I9B9cWcBP5D0PVI7c7FD8vYOiKtCjo5rflwfXXNpEEl7A8cDA/rAhnNcFXLskrj5tcpfD6t9r4J2xlUhR8c1P26B+XRRhVGJL8g/Al0Zt3aDOKLORQ3bGVeFHB3X/LiibmqSWsdxQ7osx9VRdmOVdCXptqBPtDuuCjk6rvlxC4iSx992y0C6/8LqjqtWjl0S9yKwbifHVSFHxy183AI3dDF2AJbsd6ruiqtCjt0QZzakXGGYmVkprjDMzKwUVxhmZlaKKwwzMyvFFYZZdZwIPNvhcVXI0XELGddNJ+7tANwcEXML5YsA20bEDdnro4GzIuL54R5XhRyHcdy/gZcpISJ+nZvXh8vENCOunctyXOfENdJNFcY80rHvTxfKVwKejvpn4Q7buCrkOFzj+jkrPC+GKq4KOTqu+XGNdNOZ3r33JChaCZjZpXFVyHFYxkXEQjUHtzOuCjk6rvlxjQz7CkPSFdnTAC6U9Epu9EhgU+DmboqrQo7dEGdWNcO+wgCeyR4FPAfMyo17FbgROKfL4qqQYzfEvUbS5sCXgU1IFc89wKkRcWenxFUhR8c1P66PetcMGW4DcBywtOOqlWOXxO0OzAWuA07IhutIl0f/QCfEVSFHxzU/boH5DHTl9uDBQ3MH4A7gmzXKvwX8sxPiqpCj45ofVxy65igpAEmfAj4GrAUslh8XEet2Y1wVchzucZJmA5tGxIOF8g2AOyNiiaGOq0KOjmt+XFHXnLgn6UjSndAmA6OA3wJ3ASsC53ZjXBVy7IY44GlgdI3y0cBTHRJXhRwd1/y4vsruilR9IN1nec/s+WvXfAe+DpzTjXFVyLFL4r4OPA98DdgJ6AGO7S3rhLgq5Oi45sctMJ+yE1Z9IJ1Vu1b2/Glgy+z5+sCz3RhXhRy7JE7AF4FHgfnZ8CjwBUjNxkMdV4UcHdf8uAXmU3bCqg/Aw8BW2fO/AZ/Nnu8KPNONcVXIsRviCvNYFlh2IdbvtsVVIUfHNT8uorvuuHct6dAygJ8Bp0m6DrgEaHQdleEcV4UcuyEOAEnrAjsCO0gqfX/wdsZVIUfHNT/uNQtTy1RxIHXwL5J7vTdwBvB5YNFujKtCjl0StxxwKamZYG42zAN+RYN/gu2Mq0KOjmt+3ALzKTuhBw8eWjMAPwfuJ/3zWzQbeoD7gJ91QlwVcnRc8+MWmM9QbyztHIDNgB8BV5GuKgqwB/DWbo2rQo7DPY50aZHta5TvQOM+k7bFVSFHxzU/rjh0TR+GpF1IHZFrAu8ClsxGrUe6pEPXxVUhx26Iy6Z7pkb5s0CjE6raGVeFHB3X/Li+ytYsVR+AvwKHZM/zx8iPBh7vxrgq5NglcdcAlwNL5cqWzsqu6YS4KuTouObHLTCfshNWfQBeAkZlz/Mb8zrA7G6Mq0KOXRK3GfAY6Uq31wMTs+ePAW/phLgq5Oi45scVh264vHmv50hNBVML5VuRTmDpxrgq5Djs4yLiTknrA58ANiKdZHUhcFFEzOqEuCrk6Ljmx9WaUVcMwCmkm9i8EfgP8GbSEQNTgG90Y1wVcuySuG8DB9coPxg4oRPiqpCj45oft8D0ZSes+kA6jOwi0rHHvccizwcuIHfsfDfFVSHHLol7BHh7jfKtgWmdEFeFHB3X/Lji0FWXN4fXznTcinSS1d8j4oFuj6tCjsM5Lrv09CYR8XCN+dwTjS9Z3Za4KuTouObHFXVTHwaS9gZ2BlYlbcyfkARAROzejXFVyLEL4h4BtiddiypvBxr3mbQzrgo5Oq75cX10TYUh6bvA4aTbEj5OuqdtV8dVIcduiAN+Anxf0mKk61FBqnROIvWLdEJcFXJ0XPPj+irbdlX1gXSTkD0dV60cuyEuiz0JmEXq/5iXPT+5k+KqkKPjmh+XH7qmD0PSdGCbKNyisJvjqpBjN8Tl4pcGNiEd8nhPRLzUaXFVyNFxzY97Lb6LKoxvA3Mi4njHVSfHbogzq4phXWFIOiP3cgTwceAe4A5gTn7aiDisG+KqkGM3xJlV0XDv9N6s8Pof2eNGhfJirTmc46qQYzfEmVXOsN7DMDOz5hkx1AmYmVk1uMIwM7NSXGGYmVkprjDMzKyU/wcKJlZ4o0x1WgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot importance\n", "importances = reg_rf.feature_importances_\n", "std = np.std([tree.feature_importances_ for tree in reg_rf.estimators_], axis=0)\n", "forest_importances = pd.Series(importances, index=index)\n", "\n", "fig, ax = plt.subplots()\n", "forest_importances.plot.bar(yerr=std, ax=ax)\n", "ax.set_title(\"Feature importances using MDI\")\n", "_ = ax.set_ylabel(\"Mean decrease in impurity\")" ] }, { "cell_type": "markdown", "id": "e5ba0266", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "2911d926", "metadata": {}, "source": [ "### Voting regressor\n", "\n", "The following code creates a voting regressor with the Lasso, the decision tree and the random forest as base estimators and tests it.\n", "\n", "> ***Question***\n", "> - Use the Scikit-learn documentation to give the parameters defining this voting regressor.\n", "\n", "> ***Question***\n", "> - How does the voting regressor perform compared to the base estimators?" ] }, { "cell_type": "code", "execution_count": 19, "id": "0e563e5a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.73\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define array of complexity coordinate, regressor and options\n", "# for voting regression\n", "param_name, param_range = 'estimators', [\n", " [('Lasso', reg_lasso), ('DecisionTree', reg_dt), ('RandomForest', reg_rf)]\n", "]\n", "reg_kwargs_vr = dict()\n", "reg_vr = ensemble.VotingRegressor(\n", " **{param_name: param_range[0]}, **reg_kwargs_vr)\n", "\n", "# Evaluate regressor\n", "param_best_vr = evaluate_regressor(\n", " reg_vr, reg_kwargs_vr, param_name, param_range,\n", " plot_validation=False)" ] }, { "cell_type": "markdown", "id": "9c317e88", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "e491ff1a", "metadata": {}, "source": [ "### Stacking regressor\n", "\n", "- The following code creates a stacking regressor with the Lasso, the decision tree and the random forest as base estimators and tests it.\n", "- The final regressor is a OLS with positive coefficients.\n", "- The weights given to the base estimators by the stacking are also given.\n", "\n", "> ***Question***\n", "> - Use the Scikit-learn documentation to give the parameters defining this stacking regressor.\n", "\n", "> ***Question***\n", "> - How does the stacking regressor perform compared to the voting regressor? Why?" ] }, { "cell_type": "code", "execution_count": 20, "id": "9691bad3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.72\n", "Weights:\n", "Lasso 0.294586\n", "DecisionTree 0.647682\n", "RandomForest 0.000000\n", "dtype: float64\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define array of complexity coordinate, regressor and options\n", "# for voting regression\n", "param_name, param_range = 'estimators', [\n", " [('Lasso', reg_lasso), ('DecisionTree', reg_dt), ('RandomForest', reg_rf)]\n", "]\n", "reg_kwargs_sr = dict(final_estimator=linear_model.LinearRegression(\n", " positive=True))\n", "reg_sr = ensemble.StackingRegressor(\n", " **{param_name: param_range[0]}, **reg_kwargs_sr)\n", "\n", "# Evaluate regressor\n", "param_best_sr = evaluate_regressor(\n", " reg_sr, reg_kwargs_sr, param_name, param_range, plot_validation=False)\n", "weights = reg_sr.final_estimator_.coef_\n", "index = [r[0] for r in param_range[0]]\n", "df_weights = pd.Series(weights, index=index)\n", "print('Weights:')\n", "print(df_weights)" ] }, { "cell_type": "markdown", "id": "ca367cf8", "metadata": {}, "source": [ "Answer:" ] }, { "cell_type": "markdown", "id": "db9e9cda", "metadata": {}, "source": [ "### AdaBoost regressor\n", "\n", "The following code:\n", "- Creates an AdaBoost regressor;\n", "- Evaluate the regressor over a range of number of estimators;\n", "\n", "> ***Question***\n", "> - Use the Scikit-learn documentation to give the parameters defining this AdaBoost regressor.\n", "\n", "> ***Question***\n", "> - How does the AdaBoost compared to the other regressors?" ] }, { "cell_type": "code", "execution_count": 21, "id": "0500dc11", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test R2: 0.71\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define array of complexity coordinate, regressor and options\n", "# for AdaBoost regression\n", "param_name, param_range = 'n_estimators', np.arange(1, 50, 2)\n", "estimator = linear_model.LinearRegression(fit_intercept=True)\n", "reg_kwargs_abr = dict(estimator=estimator)\n", "reg_abr = ensemble.AdaBoostRegressor(\n", " **{param_name: param_range[0]}, **reg_kwargs_abr)\n", "\n", "# Evaluate regressor\n", "param_best_abr = evaluate_regressor(\n", " reg_abr, reg_kwargs_abr, param_name, param_range)" ] }, { "cell_type": "markdown", "id": "fc43fa30", "metadata": {}, "source": [ "Answer: " ] }, { "cell_type": "markdown", "id": "04c4771f", "metadata": {}, "source": [ "> ***Question (optional)***\n", "> - Reevaluate your results when changing:\n", "> - The combination of selected climate variables;\n", "> - The degree of the polynomial features;\n", "> - The activation of the monthly factorization.\n", "\n", "Answer: " ] }, { "cell_type": "markdown", "id": "05a7ee4b", "metadata": {}, "source": [ "> ***Question (Optional)***\n", "> - Reevaluate your results for different regions.\n", "\n", "Answer: " ] }, { "cell_type": "markdown", "id": "f2f039c7", "metadata": {}, "source": [ "> ***Question (Optional)***\n", "> - Reevaluate your results for a different scoring metric.\n", "\n", "Answer: " ] }, { "cell_type": "markdown", "id": "4eed55f4", "metadata": {}, "source": [ "***\n", "## Credit\n", "\n", "[//]: # \"This notebook is part of [E4C Interdisciplinary Center - Education](https://gitlab.in2p3.fr/energy4climate/public/education).\"\n", "Contributors include Bruno Deremble and Alexis Tantet.\n", "Several slides and images are taken from the very good [Scikit-learn course](https://inria.github.io/scikit-learn-mooc/).\n", "\n", "
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This work is licensed under a   Creative Commons Attribution-ShareAlike 4.0 International License.\n", "
" ] } ], "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": "3.9.12" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": true, "autocomplete": false, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }