{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "62e16498-69a3-4822-aa8f-e3bffc4100d7",
   "metadata": {},
   "source": [
    "# Estimation of tree height using GEDI dataset - Support Vector Machine for Regression (SVR) - 2024\n",
    "\n",
    "Let's see a quick example of how to use Suppor Vector Regression for tree height estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cb597e1-5f62-4f54-b743-7df0d4011ded",
   "metadata": {},
   "source": [
    "    cd /media/sf_LVM_shared/my_SE_data/exercise\n",
    "    source $HOME/venv/bin/activate\n",
    "    python -m ipykernel install --user --name=venv\n",
    "    jupyter lab Tree_Height_04SVM_pred_2024.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5e40151e-7639-42ae-b65a-a6d3f102a03f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.svm import SVR\n",
    "import scipy\n",
    "\n",
    "# For visualization\n",
    "import rasterio\n",
    "from rasterio import *\n",
    "from rasterio.plot import show\n",
    "from pyspatialml import Raster\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "# from sklearn.model_selection import train_test_split,GridSearchCV\n",
    "# from sklearn.pipeline import Pipeline\n",
    "from scipy.stats import pearsonr\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9249b3e1-eff7-4f68-bf95-3d5fd82b8f1c",
   "metadata": {},
   "source": [
    "We will load the data using Pandas and display few samples of it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "beb6a6bf-f7ba-41ae-b83f-826a019264de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>h</th>\n",
       "      <th>BLDFIE_WeigAver</th>\n",
       "      <th>CECSOL_WeigAver</th>\n",
       "      <th>CHELSA_bio18</th>\n",
       "      <th>CHELSA_bio4</th>\n",
       "      <th>convergence</th>\n",
       "      <th>cti</th>\n",
       "      <th>devmagnitude</th>\n",
       "      <th>eastness</th>\n",
       "      <th>elev</th>\n",
       "      <th>forestheight</th>\n",
       "      <th>glad_ard_SVVI_max</th>\n",
       "      <th>glad_ard_SVVI_med</th>\n",
       "      <th>glad_ard_SVVI_min</th>\n",
       "      <th>northness</th>\n",
       "      <th>ORCDRC_WeigAver</th>\n",
       "      <th>outlet_dist_dw_basin</th>\n",
       "      <th>SBIO3_Isothermality_5_15cm</th>\n",
       "      <th>SBIO4_Temperature_Seasonality_5_15cm</th>\n",
       "      <th>treecover</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>6.050001</td>\n",
       "      <td>49.727499</td>\n",
       "      <td>3139.00</td>\n",
       "      <td>1540</td>\n",
       "      <td>13</td>\n",
       "      <td>2113</td>\n",
       "      <td>5893</td>\n",
       "      <td>-10.486560</td>\n",
       "      <td>-238043120</td>\n",
       "      <td>1.158417</td>\n",
       "      <td>0.069094</td>\n",
       "      <td>353.983124</td>\n",
       "      <td>23</td>\n",
       "      <td>276.871094</td>\n",
       "      <td>46.444092</td>\n",
       "      <td>347.665405</td>\n",
       "      <td>0.042500</td>\n",
       "      <td>9</td>\n",
       "      <td>780403</td>\n",
       "      <td>19.798992</td>\n",
       "      <td>440.672211</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>6.050002</td>\n",
       "      <td>49.922155</td>\n",
       "      <td>1454.75</td>\n",
       "      <td>1491</td>\n",
       "      <td>12</td>\n",
       "      <td>1993</td>\n",
       "      <td>5912</td>\n",
       "      <td>33.274361</td>\n",
       "      <td>-208915344</td>\n",
       "      <td>-1.755341</td>\n",
       "      <td>0.269112</td>\n",
       "      <td>267.511688</td>\n",
       "      <td>19</td>\n",
       "      <td>-49.526367</td>\n",
       "      <td>19.552734</td>\n",
       "      <td>-130.541748</td>\n",
       "      <td>0.182780</td>\n",
       "      <td>16</td>\n",
       "      <td>772777</td>\n",
       "      <td>20.889412</td>\n",
       "      <td>457.756195</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>6.050002</td>\n",
       "      <td>48.602377</td>\n",
       "      <td>853.50</td>\n",
       "      <td>1521</td>\n",
       "      <td>17</td>\n",
       "      <td>2124</td>\n",
       "      <td>5983</td>\n",
       "      <td>0.045293</td>\n",
       "      <td>-137479792</td>\n",
       "      <td>1.908780</td>\n",
       "      <td>-0.016055</td>\n",
       "      <td>389.751160</td>\n",
       "      <td>21</td>\n",
       "      <td>93.257324</td>\n",
       "      <td>50.743652</td>\n",
       "      <td>384.522461</td>\n",
       "      <td>0.036253</td>\n",
       "      <td>14</td>\n",
       "      <td>898820</td>\n",
       "      <td>20.695877</td>\n",
       "      <td>481.879700</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>6.050009</td>\n",
       "      <td>48.151979</td>\n",
       "      <td>3141.00</td>\n",
       "      <td>1526</td>\n",
       "      <td>16</td>\n",
       "      <td>2569</td>\n",
       "      <td>6130</td>\n",
       "      <td>-33.654274</td>\n",
       "      <td>-267223072</td>\n",
       "      <td>0.965787</td>\n",
       "      <td>0.067767</td>\n",
       "      <td>380.207703</td>\n",
       "      <td>27</td>\n",
       "      <td>542.401367</td>\n",
       "      <td>202.264160</td>\n",
       "      <td>386.156738</td>\n",
       "      <td>0.005139</td>\n",
       "      <td>15</td>\n",
       "      <td>831824</td>\n",
       "      <td>19.375000</td>\n",
       "      <td>479.410278</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>6.050010</td>\n",
       "      <td>49.588410</td>\n",
       "      <td>2065.25</td>\n",
       "      <td>1547</td>\n",
       "      <td>14</td>\n",
       "      <td>2108</td>\n",
       "      <td>5923</td>\n",
       "      <td>27.493824</td>\n",
       "      <td>-107809368</td>\n",
       "      <td>-0.162624</td>\n",
       "      <td>0.014065</td>\n",
       "      <td>308.042786</td>\n",
       "      <td>25</td>\n",
       "      <td>136.048340</td>\n",
       "      <td>146.835205</td>\n",
       "      <td>198.127441</td>\n",
       "      <td>0.028847</td>\n",
       "      <td>17</td>\n",
       "      <td>796962</td>\n",
       "      <td>18.777500</td>\n",
       "      <td>457.880066</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>6.050014</td>\n",
       "      <td>48.608456</td>\n",
       "      <td>1246.50</td>\n",
       "      <td>1515</td>\n",
       "      <td>19</td>\n",
       "      <td>2124</td>\n",
       "      <td>6010</td>\n",
       "      <td>-1.602039</td>\n",
       "      <td>17384282</td>\n",
       "      <td>1.447979</td>\n",
       "      <td>-0.018912</td>\n",
       "      <td>364.527100</td>\n",
       "      <td>18</td>\n",
       "      <td>221.339844</td>\n",
       "      <td>247.387207</td>\n",
       "      <td>480.387939</td>\n",
       "      <td>0.042747</td>\n",
       "      <td>14</td>\n",
       "      <td>897945</td>\n",
       "      <td>19.398880</td>\n",
       "      <td>474.331329</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>6.050016</td>\n",
       "      <td>48.571401</td>\n",
       "      <td>2938.75</td>\n",
       "      <td>1520</td>\n",
       "      <td>19</td>\n",
       "      <td>2169</td>\n",
       "      <td>6147</td>\n",
       "      <td>27.856503</td>\n",
       "      <td>-66516432</td>\n",
       "      <td>-1.073956</td>\n",
       "      <td>0.002280</td>\n",
       "      <td>254.679596</td>\n",
       "      <td>19</td>\n",
       "      <td>125.250488</td>\n",
       "      <td>87.865234</td>\n",
       "      <td>160.696777</td>\n",
       "      <td>0.037254</td>\n",
       "      <td>11</td>\n",
       "      <td>908426</td>\n",
       "      <td>20.170450</td>\n",
       "      <td>476.414520</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>6.050019</td>\n",
       "      <td>49.921613</td>\n",
       "      <td>3294.75</td>\n",
       "      <td>1490</td>\n",
       "      <td>12</td>\n",
       "      <td>1995</td>\n",
       "      <td>5912</td>\n",
       "      <td>22.102139</td>\n",
       "      <td>-297770784</td>\n",
       "      <td>-1.402633</td>\n",
       "      <td>0.309765</td>\n",
       "      <td>294.927765</td>\n",
       "      <td>26</td>\n",
       "      <td>-86.729492</td>\n",
       "      <td>-145.584229</td>\n",
       "      <td>-190.062988</td>\n",
       "      <td>0.222435</td>\n",
       "      <td>15</td>\n",
       "      <td>772784</td>\n",
       "      <td>20.855963</td>\n",
       "      <td>457.195404</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>6.050020</td>\n",
       "      <td>48.822645</td>\n",
       "      <td>1623.50</td>\n",
       "      <td>1554</td>\n",
       "      <td>18</td>\n",
       "      <td>1973</td>\n",
       "      <td>6138</td>\n",
       "      <td>18.496584</td>\n",
       "      <td>-25336536</td>\n",
       "      <td>-0.800016</td>\n",
       "      <td>0.010370</td>\n",
       "      <td>240.493759</td>\n",
       "      <td>22</td>\n",
       "      <td>-51.470703</td>\n",
       "      <td>-245.886719</td>\n",
       "      <td>172.074707</td>\n",
       "      <td>0.004428</td>\n",
       "      <td>8</td>\n",
       "      <td>839132</td>\n",
       "      <td>21.812290</td>\n",
       "      <td>496.231110</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>6.050024</td>\n",
       "      <td>49.847522</td>\n",
       "      <td>1400.00</td>\n",
       "      <td>1521</td>\n",
       "      <td>15</td>\n",
       "      <td>2187</td>\n",
       "      <td>5886</td>\n",
       "      <td>-5.660453</td>\n",
       "      <td>-278652608</td>\n",
       "      <td>1.477951</td>\n",
       "      <td>-0.068720</td>\n",
       "      <td>376.671143</td>\n",
       "      <td>12</td>\n",
       "      <td>277.297363</td>\n",
       "      <td>273.141846</td>\n",
       "      <td>-138.895996</td>\n",
       "      <td>0.098817</td>\n",
       "      <td>13</td>\n",
       "      <td>768873</td>\n",
       "      <td>21.137711</td>\n",
       "      <td>466.976685</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID         X          Y        h  BLDFIE_WeigAver  CECSOL_WeigAver   \n",
       "0   1  6.050001  49.727499  3139.00             1540               13  \\\n",
       "1   2  6.050002  49.922155  1454.75             1491               12   \n",
       "2   3  6.050002  48.602377   853.50             1521               17   \n",
       "3   4  6.050009  48.151979  3141.00             1526               16   \n",
       "4   5  6.050010  49.588410  2065.25             1547               14   \n",
       "5   6  6.050014  48.608456  1246.50             1515               19   \n",
       "6   7  6.050016  48.571401  2938.75             1520               19   \n",
       "7   8  6.050019  49.921613  3294.75             1490               12   \n",
       "8   9  6.050020  48.822645  1623.50             1554               18   \n",
       "9  10  6.050024  49.847522  1400.00             1521               15   \n",
       "\n",
       "   CHELSA_bio18  CHELSA_bio4  convergence        cti  devmagnitude  eastness   \n",
       "0          2113         5893   -10.486560 -238043120      1.158417  0.069094  \\\n",
       "1          1993         5912    33.274361 -208915344     -1.755341  0.269112   \n",
       "2          2124         5983     0.045293 -137479792      1.908780 -0.016055   \n",
       "3          2569         6130   -33.654274 -267223072      0.965787  0.067767   \n",
       "4          2108         5923    27.493824 -107809368     -0.162624  0.014065   \n",
       "5          2124         6010    -1.602039   17384282      1.447979 -0.018912   \n",
       "6          2169         6147    27.856503  -66516432     -1.073956  0.002280   \n",
       "7          1995         5912    22.102139 -297770784     -1.402633  0.309765   \n",
       "8          1973         6138    18.496584  -25336536     -0.800016  0.010370   \n",
       "9          2187         5886    -5.660453 -278652608      1.477951 -0.068720   \n",
       "\n",
       "         elev  forestheight  glad_ard_SVVI_max  glad_ard_SVVI_med   \n",
       "0  353.983124            23         276.871094          46.444092  \\\n",
       "1  267.511688            19         -49.526367          19.552734   \n",
       "2  389.751160            21          93.257324          50.743652   \n",
       "3  380.207703            27         542.401367         202.264160   \n",
       "4  308.042786            25         136.048340         146.835205   \n",
       "5  364.527100            18         221.339844         247.387207   \n",
       "6  254.679596            19         125.250488          87.865234   \n",
       "7  294.927765            26         -86.729492        -145.584229   \n",
       "8  240.493759            22         -51.470703        -245.886719   \n",
       "9  376.671143            12         277.297363         273.141846   \n",
       "\n",
       "   glad_ard_SVVI_min  northness  ORCDRC_WeigAver  outlet_dist_dw_basin   \n",
       "0         347.665405   0.042500                9                780403  \\\n",
       "1        -130.541748   0.182780               16                772777   \n",
       "2         384.522461   0.036253               14                898820   \n",
       "3         386.156738   0.005139               15                831824   \n",
       "4         198.127441   0.028847               17                796962   \n",
       "5         480.387939   0.042747               14                897945   \n",
       "6         160.696777   0.037254               11                908426   \n",
       "7        -190.062988   0.222435               15                772784   \n",
       "8         172.074707   0.004428                8                839132   \n",
       "9        -138.895996   0.098817               13                768873   \n",
       "\n",
       "   SBIO3_Isothermality_5_15cm  SBIO4_Temperature_Seasonality_5_15cm  treecover  \n",
       "0                   19.798992                            440.672211         85  \n",
       "1                   20.889412                            457.756195         85  \n",
       "2                   20.695877                            481.879700         62  \n",
       "3                   19.375000                            479.410278         85  \n",
       "4                   18.777500                            457.880066         85  \n",
       "5                   19.398880                            474.331329         62  \n",
       "6                   20.170450                            476.414520         96  \n",
       "7                   20.855963                            457.195404         86  \n",
       "8                   21.812290                            496.231110         64  \n",
       "9                   21.137711                            466.976685         70  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data = pd.read_csv(\"./tree_height_2/txt/eu_x_y_height_predictors_select.txt\", sep=\" \",  index_col=False)\n",
    "# pd.set_option('display.max_columns',None)\n",
    "\n",
    "# print(data.shape)\n",
    "# data.head(10)\n",
    "predictors = pd.read_csv(\"./tree_height_2/txt/eu_x_y_height_predictors_select.txt\", sep=\" \",  index_col=False)\n",
    "pd.set_option('display.max_columns',None)\n",
    "# change column name\n",
    "predictors = predictors.rename({'dev-magnitude':'devmagnitude'} , axis='columns')\n",
    "predictors.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3b005fe-c5bf-4399-b692-2c3b5c3dc2ef",
   "metadata": {},
   "source": [
    "As explained in the previous lecture, 'h' is the estimated tree heigth. So let's use it as our target."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "aacb84f1-34d7-4012-9905-c1ad2ac05d29",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.linspace(min(predictors['h']),max(predictors['h']),100)\n",
    "plt.hist((predictors['h']),bins,alpha=0.8);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "02eb033f-bdca-40ee-86af-5f409b504927",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100000\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>h</th>\n",
       "      <th>hm</th>\n",
       "      <th>BLDFIE_WeigAver</th>\n",
       "      <th>CECSOL_WeigAver</th>\n",
       "      <th>CHELSA_bio18</th>\n",
       "      <th>CHELSA_bio4</th>\n",
       "      <th>convergence</th>\n",
       "      <th>cti</th>\n",
       "      <th>devmagnitude</th>\n",
       "      <th>eastness</th>\n",
       "      <th>elev</th>\n",
       "      <th>forestheight</th>\n",
       "      <th>glad_ard_SVVI_max</th>\n",
       "      <th>glad_ard_SVVI_med</th>\n",
       "      <th>glad_ard_SVVI_min</th>\n",
       "      <th>northness</th>\n",
       "      <th>ORCDRC_WeigAver</th>\n",
       "      <th>outlet_dist_dw_basin</th>\n",
       "      <th>SBIO3_Isothermality_5_15cm</th>\n",
       "      <th>SBIO4_Temperature_Seasonality_5_15cm</th>\n",
       "      <th>treecover</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>961179</th>\n",
       "      <td>961180</td>\n",
       "      <td>9.002606</td>\n",
       "      <td>49.943409</td>\n",
       "      <td>2465.75</td>\n",
       "      <td>24.6575</td>\n",
       "      <td>1539</td>\n",
       "      <td>11</td>\n",
       "      <td>2155</td>\n",
       "      <td>6596</td>\n",
       "      <td>28.451353</td>\n",
       "      <td>8080519</td>\n",
       "      <td>-1.591041</td>\n",
       "      <td>0.012319</td>\n",
       "      <td>136.325638</td>\n",
       "      <td>23</td>\n",
       "      <td>197.725586</td>\n",
       "      <td>73.151123</td>\n",
       "      <td>-44.627197</td>\n",
       "      <td>-0.011508</td>\n",
       "      <td>11</td>\n",
       "      <td>676770</td>\n",
       "      <td>19.525021</td>\n",
       "      <td>507.603088</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607407</th>\n",
       "      <td>607408</td>\n",
       "      <td>7.765293</td>\n",
       "      <td>49.055771</td>\n",
       "      <td>4167.25</td>\n",
       "      <td>41.6725</td>\n",
       "      <td>1511</td>\n",
       "      <td>12</td>\n",
       "      <td>2255</td>\n",
       "      <td>6295</td>\n",
       "      <td>5.021838</td>\n",
       "      <td>-234507088</td>\n",
       "      <td>0.448925</td>\n",
       "      <td>-0.347678</td>\n",
       "      <td>322.474548</td>\n",
       "      <td>23</td>\n",
       "      <td>265.272461</td>\n",
       "      <td>73.711914</td>\n",
       "      <td>284.419189</td>\n",
       "      <td>-0.132713</td>\n",
       "      <td>13</td>\n",
       "      <td>802419</td>\n",
       "      <td>19.144218</td>\n",
       "      <td>471.898224</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060827</th>\n",
       "      <td>1060828</td>\n",
       "      <td>9.243496</td>\n",
       "      <td>49.658432</td>\n",
       "      <td>2836.25</td>\n",
       "      <td>28.3625</td>\n",
       "      <td>1473</td>\n",
       "      <td>17</td>\n",
       "      <td>2037</td>\n",
       "      <td>6471</td>\n",
       "      <td>11.806961</td>\n",
       "      <td>-147331216</td>\n",
       "      <td>0.390530</td>\n",
       "      <td>-0.012995</td>\n",
       "      <td>333.737427</td>\n",
       "      <td>23</td>\n",
       "      <td>134.083252</td>\n",
       "      <td>-75.755859</td>\n",
       "      <td>-242.521484</td>\n",
       "      <td>0.266221</td>\n",
       "      <td>16</td>\n",
       "      <td>716151</td>\n",
       "      <td>19.785627</td>\n",
       "      <td>481.739197</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505090</th>\n",
       "      <td>505091</td>\n",
       "      <td>7.475499</td>\n",
       "      <td>49.068415</td>\n",
       "      <td>2653.00</td>\n",
       "      <td>26.5300</td>\n",
       "      <td>1511</td>\n",
       "      <td>8</td>\n",
       "      <td>2166</td>\n",
       "      <td>6255</td>\n",
       "      <td>38.529949</td>\n",
       "      <td>-50486000</td>\n",
       "      <td>0.003305</td>\n",
       "      <td>-0.023136</td>\n",
       "      <td>314.744080</td>\n",
       "      <td>17</td>\n",
       "      <td>459.085693</td>\n",
       "      <td>301.673584</td>\n",
       "      <td>186.497559</td>\n",
       "      <td>0.043207</td>\n",
       "      <td>14</td>\n",
       "      <td>895256</td>\n",
       "      <td>18.659155</td>\n",
       "      <td>456.794464</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947348</th>\n",
       "      <td>947349</td>\n",
       "      <td>8.967719</td>\n",
       "      <td>49.036863</td>\n",
       "      <td>808.25</td>\n",
       "      <td>8.0825</td>\n",
       "      <td>1498</td>\n",
       "      <td>13</td>\n",
       "      <td>2498</td>\n",
       "      <td>6344</td>\n",
       "      <td>5.752874</td>\n",
       "      <td>-66689488</td>\n",
       "      <td>2.359247</td>\n",
       "      <td>0.025695</td>\n",
       "      <td>375.326569</td>\n",
       "      <td>18</td>\n",
       "      <td>221.609863</td>\n",
       "      <td>281.337646</td>\n",
       "      <td>458.820557</td>\n",
       "      <td>0.004314</td>\n",
       "      <td>8</td>\n",
       "      <td>821422</td>\n",
       "      <td>15.615726</td>\n",
       "      <td>456.941162</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284850</th>\n",
       "      <td>284851</td>\n",
       "      <td>6.950663</td>\n",
       "      <td>49.603572</td>\n",
       "      <td>2410.00</td>\n",
       "      <td>24.1000</td>\n",
       "      <td>1474</td>\n",
       "      <td>10</td>\n",
       "      <td>2314</td>\n",
       "      <td>6048</td>\n",
       "      <td>-8.189173</td>\n",
       "      <td>-55867544</td>\n",
       "      <td>0.677808</td>\n",
       "      <td>-0.074596</td>\n",
       "      <td>409.441467</td>\n",
       "      <td>27</td>\n",
       "      <td>-128.700195</td>\n",
       "      <td>-172.768433</td>\n",
       "      <td>-316.594971</td>\n",
       "      <td>0.065228</td>\n",
       "      <td>16</td>\n",
       "      <td>798737</td>\n",
       "      <td>19.914400</td>\n",
       "      <td>458.479218</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73897</th>\n",
       "      <td>73898</td>\n",
       "      <td>6.321339</td>\n",
       "      <td>49.869593</td>\n",
       "      <td>3767.00</td>\n",
       "      <td>37.6700</td>\n",
       "      <td>1476</td>\n",
       "      <td>13</td>\n",
       "      <td>1967</td>\n",
       "      <td>5935</td>\n",
       "      <td>-7.913002</td>\n",
       "      <td>-285684928</td>\n",
       "      <td>0.967748</td>\n",
       "      <td>-0.207497</td>\n",
       "      <td>364.737061</td>\n",
       "      <td>12</td>\n",
       "      <td>-94.073242</td>\n",
       "      <td>-252.760498</td>\n",
       "      <td>-336.036133</td>\n",
       "      <td>-0.039154</td>\n",
       "      <td>12</td>\n",
       "      <td>733607</td>\n",
       "      <td>19.857212</td>\n",
       "      <td>435.631836</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028632</th>\n",
       "      <td>1028633</td>\n",
       "      <td>9.159638</td>\n",
       "      <td>49.929903</td>\n",
       "      <td>2326.00</td>\n",
       "      <td>23.2600</td>\n",
       "      <td>1529</td>\n",
       "      <td>10</td>\n",
       "      <td>2043</td>\n",
       "      <td>6607</td>\n",
       "      <td>-4.634257</td>\n",
       "      <td>-138848160</td>\n",
       "      <td>-1.210037</td>\n",
       "      <td>-0.002230</td>\n",
       "      <td>167.123718</td>\n",
       "      <td>23</td>\n",
       "      <td>-158.086914</td>\n",
       "      <td>-169.591553</td>\n",
       "      <td>-282.893066</td>\n",
       "      <td>-0.050350</td>\n",
       "      <td>9</td>\n",
       "      <td>679557</td>\n",
       "      <td>18.590162</td>\n",
       "      <td>487.501373</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015487</th>\n",
       "      <td>1015488</td>\n",
       "      <td>9.126585</td>\n",
       "      <td>49.064275</td>\n",
       "      <td>1791.00</td>\n",
       "      <td>17.9100</td>\n",
       "      <td>1524</td>\n",
       "      <td>16</td>\n",
       "      <td>2229</td>\n",
       "      <td>6630</td>\n",
       "      <td>2.336048</td>\n",
       "      <td>-266147184</td>\n",
       "      <td>-0.465296</td>\n",
       "      <td>0.103106</td>\n",
       "      <td>226.628021</td>\n",
       "      <td>25</td>\n",
       "      <td>13.549561</td>\n",
       "      <td>12.242188</td>\n",
       "      <td>115.139282</td>\n",
       "      <td>0.191798</td>\n",
       "      <td>6</td>\n",
       "      <td>785819</td>\n",
       "      <td>20.237875</td>\n",
       "      <td>517.275818</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447599</th>\n",
       "      <td>447600</td>\n",
       "      <td>7.325191</td>\n",
       "      <td>48.819760</td>\n",
       "      <td>911.25</td>\n",
       "      <td>9.1125</td>\n",
       "      <td>1508</td>\n",
       "      <td>14</td>\n",
       "      <td>2278</td>\n",
       "      <td>6233</td>\n",
       "      <td>39.398834</td>\n",
       "      <td>-65135856</td>\n",
       "      <td>-1.375481</td>\n",
       "      <td>0.071432</td>\n",
       "      <td>250.326370</td>\n",
       "      <td>26</td>\n",
       "      <td>-12.904297</td>\n",
       "      <td>99.083008</td>\n",
       "      <td>400.517822</td>\n",
       "      <td>0.159547</td>\n",
       "      <td>14</td>\n",
       "      <td>837665</td>\n",
       "      <td>18.448267</td>\n",
       "      <td>469.035736</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID         X          Y        h       hm  BLDFIE_WeigAver   \n",
       "961179    961180  9.002606  49.943409  2465.75  24.6575             1539  \\\n",
       "607407    607408  7.765293  49.055771  4167.25  41.6725             1511   \n",
       "1060827  1060828  9.243496  49.658432  2836.25  28.3625             1473   \n",
       "505090    505091  7.475499  49.068415  2653.00  26.5300             1511   \n",
       "947348    947349  8.967719  49.036863   808.25   8.0825             1498   \n",
       "284850    284851  6.950663  49.603572  2410.00  24.1000             1474   \n",
       "73897      73898  6.321339  49.869593  3767.00  37.6700             1476   \n",
       "1028632  1028633  9.159638  49.929903  2326.00  23.2600             1529   \n",
       "1015487  1015488  9.126585  49.064275  1791.00  17.9100             1524   \n",
       "447599    447600  7.325191  48.819760   911.25   9.1125             1508   \n",
       "\n",
       "         CECSOL_WeigAver  CHELSA_bio18  CHELSA_bio4  convergence        cti   \n",
       "961179                11          2155         6596    28.451353    8080519  \\\n",
       "607407                12          2255         6295     5.021838 -234507088   \n",
       "1060827               17          2037         6471    11.806961 -147331216   \n",
       "505090                 8          2166         6255    38.529949  -50486000   \n",
       "947348                13          2498         6344     5.752874  -66689488   \n",
       "284850                10          2314         6048    -8.189173  -55867544   \n",
       "73897                 13          1967         5935    -7.913002 -285684928   \n",
       "1028632               10          2043         6607    -4.634257 -138848160   \n",
       "1015487               16          2229         6630     2.336048 -266147184   \n",
       "447599                14          2278         6233    39.398834  -65135856   \n",
       "\n",
       "         devmagnitude  eastness        elev  forestheight  glad_ard_SVVI_max   \n",
       "961179      -1.591041  0.012319  136.325638            23         197.725586  \\\n",
       "607407       0.448925 -0.347678  322.474548            23         265.272461   \n",
       "1060827      0.390530 -0.012995  333.737427            23         134.083252   \n",
       "505090       0.003305 -0.023136  314.744080            17         459.085693   \n",
       "947348       2.359247  0.025695  375.326569            18         221.609863   \n",
       "284850       0.677808 -0.074596  409.441467            27        -128.700195   \n",
       "73897        0.967748 -0.207497  364.737061            12         -94.073242   \n",
       "1028632     -1.210037 -0.002230  167.123718            23        -158.086914   \n",
       "1015487     -0.465296  0.103106  226.628021            25          13.549561   \n",
       "447599      -1.375481  0.071432  250.326370            26         -12.904297   \n",
       "\n",
       "         glad_ard_SVVI_med  glad_ard_SVVI_min  northness  ORCDRC_WeigAver   \n",
       "961179           73.151123         -44.627197  -0.011508               11  \\\n",
       "607407           73.711914         284.419189  -0.132713               13   \n",
       "1060827         -75.755859        -242.521484   0.266221               16   \n",
       "505090          301.673584         186.497559   0.043207               14   \n",
       "947348          281.337646         458.820557   0.004314                8   \n",
       "284850         -172.768433        -316.594971   0.065228               16   \n",
       "73897          -252.760498        -336.036133  -0.039154               12   \n",
       "1028632        -169.591553        -282.893066  -0.050350                9   \n",
       "1015487          12.242188         115.139282   0.191798                6   \n",
       "447599           99.083008         400.517822   0.159547               14   \n",
       "\n",
       "         outlet_dist_dw_basin  SBIO3_Isothermality_5_15cm   \n",
       "961179                 676770                   19.525021  \\\n",
       "607407                 802419                   19.144218   \n",
       "1060827                716151                   19.785627   \n",
       "505090                 895256                   18.659155   \n",
       "947348                 821422                   15.615726   \n",
       "284850                 798737                   19.914400   \n",
       "73897                  733607                   19.857212   \n",
       "1028632                679557                   18.590162   \n",
       "1015487                785819                   20.237875   \n",
       "447599                 837665                   18.448267   \n",
       "\n",
       "         SBIO4_Temperature_Seasonality_5_15cm  treecover  \n",
       "961179                             507.603088         67  \n",
       "607407                             471.898224         97  \n",
       "1060827                            481.739197         85  \n",
       "505090                             456.794464         85  \n",
       "947348                             456.941162        100  \n",
       "284850                             458.479218         87  \n",
       "73897                              435.631836         85  \n",
       "1028632                            487.501373         85  \n",
       "1015487                            517.275818         86  \n",
       "447599                             469.035736          4  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictors_sel = predictors.loc[(predictors['h'] < 7000)  ].sample(100000)\n",
    "predictors_sel.insert ( 4, 'hm' ,  predictors_sel['h']/100 ) # add a col of heigh in meters\n",
    "print(len(predictors_sel))\n",
    "predictors_sel.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c5cb1d17-2a29-4e9d-90db-e8681eaae0d3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100000, 24)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictors_sel.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f438fe3e-f402-49e8-bb92-0b15d09e73ad",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.linspace(min(predictors_sel['hm']),max(predictors_sel['hm']),100)\n",
    "plt.hist((predictors_sel['hm']),bins,alpha=0.8);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "365f5775-e998-4494-b0ca-9c6b94934fda",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# What we are trying to beat\n",
    "y_true = predictors_sel['hm']\n",
    "y_pred = predictors_sel['forestheight']\n",
    "\n",
    "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_true)\n",
    "\n",
    "fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
    "ax.scatter(y_pred, y_true)\n",
    "ax.set_xlabel('Prediction')\n",
    "ax.set_ylabel('True')\n",
    "ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "60e9a38c-fe60-4674-bd52-08ec33b43570",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Explore the raw data\n",
    "# data = data.to_numpy()\n",
    "n_plots_x = int(np.ceil(np.sqrt(predictors_sel.shape[1])))\n",
    "n_plots_y = int(np.floor(np.sqrt(predictors_sel.shape[1])))\n",
    "fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(10, 10), dpi=100, facecolor='w', edgecolor='k')\n",
    "ax=ax.ravel()\n",
    "for idx in range(20):\n",
    "    ax[idx].hist(predictors_sel.iloc[:, idx].to_numpy().flatten())\n",
    "    ax[idx].set_title(predictors_sel.columns[idx])\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "7560d75b-2bfe-4e65-8079-895d825ff39b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "tree_height = predictors_sel['hm'].to_numpy()\n",
    "data = predictors_sel.drop(columns=['ID','h','X','Y', 'hm','forestheight'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85e7fb69-1866-4009-a954-70394fadf2d0",
   "metadata": {},
   "source": [
    "Now we will split the data into training vs test datasets and perform the normalization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0a2c23e6-fcd5-43d4-b330-6e39e8b1d078",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape:(15000, 18), X_test.shape:(5000, 18) \n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(data.to_numpy()[:20000,:],tree_height[:20000], random_state=0)\n",
    "print('X_train.shape:{}, X_test.shape:{} '.format(X_train.shape, X_test.shape))\n",
    "scaler = MinMaxScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0147955b-50e0-4001-8843-57b91bee188f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the normalized data\n",
    "n_plots_x = int(np.ceil(np.sqrt(X_train.shape[1])))\n",
    "n_plots_y = int(np.floor(np.sqrt(X_train.shape[1])))\n",
    "fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(10, 10), dpi=100, facecolor='w', edgecolor='k')\n",
    "ax=ax.ravel()\n",
    "for idx in range(18):\n",
    "    ax[idx].hist(X_train[:, idx].flatten())\n",
    "    # ax[idx].set_title(predictors_sel.columns[idx])\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d064bba1-fbb6-41b3-a799-1007f9686d0e",
   "metadata": {},
   "source": [
    "Now, we will build our SVR regressor. For more details on all the parameters it accepts, please check the [documentation](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVR.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "8d9f7d40-a999-4a3e-95e1-4c9aee9bb3b0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.22928\n",
      "Accuracy of SVR on test set: 0.23923\n"
     ]
    }
   ],
   "source": [
    "svr = SVR()\n",
    "svr.fit(X_train, y_train) # Fit the SVR model according to the given training data.\n",
    "print('Accuracy of SVR on training set: {:.5f}'.format(svr.score(X_train, y_train))) # Returns the coefficient of determination (R^2) of the prediction.\n",
    "print('Accuracy of SVR on test set: {:.5f}'.format(svr.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "939f77e2-ea7d-45b8-b177-5c14457b5bc4",
   "metadata": {},
   "source": [
    "Now, let's test the fitted model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d1d69ff6-cd11-4f9e-a0d8-3f65cbd429a9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = svr.predict(X_test)\n",
    "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
    "\n",
    "fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
    "ax.scatter(y_pred, y_test)\n",
    "ax.set_xlabel('Prediction')\n",
    "ax.set_ylabel('True')\n",
    "ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b8dd204f-fe75-4b6e-8513-06498eeff02a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.22953\n",
      "Accuracy of SVR on test set: 0.23946\n"
     ]
    }
   ],
   "source": [
    "svr = SVR(epsilon=0.01) # Let's change the size of the epsilon-tube\n",
    "svr.fit(X_train, y_train) # Fit the SVR model according to the given training data.\n",
    "print('Accuracy of SVR on training set: {:.5f}'.format(svr.score(X_train, y_train))) # Returns the coefficient of determination (R^2) of the prediction.\n",
    "print('Accuracy of SVR on test set: {:.5f}'.format(svr.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "811c62b8-689f-4f2c-b4d0-6b31d386171f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.23885\n",
      "Accuracy of SVR on test set: 0.24332\n"
     ]
    }
   ],
   "source": [
    "svr = SVR(epsilon=0.01, C=2.0) # Let's add some slack to this model\n",
    "svr.fit(X_train, y_train) # Fit the SVR model according to the given training data.\n",
    "print('Accuracy of SVR on training set: {:.5f}'.format(svr.score(X_train, y_train))) # Returns the coefficient of determination (R^2) of the prediction.\n",
    "print('Accuracy of SVR on test set: {:.5f}'.format(svr.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6142049-878b-48b9-b21e-7dd2a164622a",
   "metadata": {},
   "source": [
    "Let's do I quick plot to show how this model is performing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "65da7012-caa5-4a8b-8558-9db9c6d140fa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = svr.predict(X_test)\n",
    "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
    "\n",
    "fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
    "ax.scatter(y_pred, y_test)\n",
    "ax.set_xlabel('Prediction')\n",
    "ax.set_ylabel('True')\n",
    "ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14a53a65-7331-47fd-a77b-3537ae4e0fc5",
   "metadata": {},
   "source": [
    "Since 'C' and 'epsilon' are hyperparameter, how can see be sure we are selecting the best parameters for this task? \n",
    "One way is via testing a large range of parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "fe48af4c-7870-475c-a55d-7bee17176711",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C: 0.1, epsilon: 0.01, score: 0.21682555763895772\n",
      "C: 0.5, epsilon: 0.01, score: 0.2327115111641429\n",
      "C: 2, epsilon: 0.01, score: 0.24332399129084126\n",
      "C: 5, epsilon: 0.01, score: 0.24965731432940108\n",
      "C: 10, epsilon: 0.01, score: 0.2528470744558974\n",
      "C: 20, epsilon: 0.01, score: 0.25391837707102427\n",
      "C: 30, epsilon: 0.01, score: 0.25460988042878185\n",
      "C: 0.1, epsilon: 0.1, score: 0.2170176388311188\n",
      "C: 0.5, epsilon: 0.1, score: 0.23291222203744189\n",
      "C: 2, epsilon: 0.1, score: 0.24341506839148852\n",
      "C: 5, epsilon: 0.1, score: 0.24987982376967\n",
      "C: 10, epsilon: 0.1, score: 0.25292791988873964\n",
      "C: 20, epsilon: 0.1, score: 0.25441157655982005\n",
      "C: 30, epsilon: 0.1, score: 0.25484581132546236\n",
      "C: 0.1, epsilon: 1, score: 0.2172350627203331\n",
      "C: 0.5, epsilon: 1, score: 0.23458151280777473\n",
      "C: 2, epsilon: 1, score: 0.24597876827910192\n",
      "C: 5, epsilon: 1, score: 0.2502379399693968\n",
      "C: 10, epsilon: 1, score: 0.2534825941742753\n",
      "C: 20, epsilon: 1, score: 0.2566175188714863\n",
      "C: 30, epsilon: 1, score: 0.2567636969640771\n",
      "C: 0.1, epsilon: 5, score: 0.21905213780354127\n",
      "C: 0.5, epsilon: 5, score: 0.24183319748987975\n",
      "C: 2, epsilon: 5, score: 0.2546469408107457\n",
      "C: 5, epsilon: 5, score: 0.2604352034134354\n",
      "C: 10, epsilon: 5, score: 0.2637433079769611\n",
      "C: 20, epsilon: 5, score: 0.2672598192682796\n",
      "C: 30, epsilon: 5, score: 0.26741040964366114\n",
      "C: 0.1, epsilon: 10, score: 0.1861858978784502\n",
      "C: 0.5, epsilon: 10, score: 0.21377326353143555\n",
      "C: 2, epsilon: 10, score: 0.2286860186876578\n",
      "C: 5, epsilon: 10, score: 0.23548506624272791\n",
      "C: 10, epsilon: 10, score: 0.23939490350161907\n",
      "C: 20, epsilon: 10, score: 0.24159816718092486\n",
      "C: 30, epsilon: 10, score: 0.24105998811002827\n",
      "C: 0.1, epsilon: 15, score: 0.08930859833142202\n",
      "C: 0.5, epsilon: 15, score: 0.11975400540466707\n",
      "C: 2, epsilon: 15, score: 0.12987037083136999\n",
      "C: 5, epsilon: 15, score: 0.13214626424310216\n",
      "C: 10, epsilon: 15, score: 0.13579919629901205\n",
      "C: 20, epsilon: 15, score: 0.13760749013346463\n",
      "C: 30, epsilon: 15, score: 0.1392503915468961\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "# Define a range of 'C' values and 'epsilon' values to test\n",
    "C_values = [0.1, 0.5, 2, 5, 10, 20, 30]  # Logarithmically spaced values from 0.01 to 100\n",
    "epsilon_values = [0.01, 0.1, 1, 5, 10, 15]  # Linearly spaced values from 0.01 to 0.1\n",
    "\n",
    "# Matrix to store scores for each combination of C and epsilon\n",
    "scores = np.zeros((len(C_values), len(epsilon_values)))\n",
    "\n",
    "# Loop over the values of C and epsilon\n",
    "for j, epsilon in enumerate(epsilon_values):\n",
    "    for i, C in enumerate(C_values):\n",
    "        svr = SVR(epsilon=epsilon, C=C)\n",
    "        svr.fit(X_train, y_train)\n",
    "        \n",
    "        # Evaluate on the test set\n",
    "        score = svr.score(X_test, y_test)\n",
    "        scores[i, j] = score\n",
    "        print(f'C: {C}, epsilon: {epsilon}, score: {score}')\n",
    "\n",
    "# Plotting the results using a heatmap\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.imshow(scores, interpolation='nearest', cmap=plt.cm.hot, aspect='auto')\n",
    "plt.xlabel('Epsilon')\n",
    "plt.ylabel('C')\n",
    "plt.colorbar()\n",
    "plt.xticks(np.arange(len(epsilon_values)), ['{:.2f}'.format(eps) for eps in epsilon_values], rotation=45)\n",
    "plt.yticks(np.arange(len(C_values)), ['{:.2f}'.format(c) for c in C_values])\n",
    "plt.title('Test R^2 Score for SVR by C and Epsilon')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d3d8093-fb48-46cb-9048-209e2ba88b23",
   "metadata": {},
   "source": [
    "For a fixed error margin (epsilon), you can perform gridsearch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ee814271-52f8-4d74-9662-2d3e235ff30b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 12 candidates, totalling 60 fits\n",
      "Best value of C: 25\n",
      "Best cross-validated R^2 of the best estimator: 0.24210840688100385\n",
      "Accuracy of SVR on training set: 0.29231\n",
      "Accuracy of SVR on test set: 0.26717\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import make_scorer, r2_score\n",
    "# Define your model without setting the C parameter\n",
    "svr = SVR(epsilon=5)\n",
    "\n",
    "# Define the parameter grid: list of dictionaries with the parameters you want to test\n",
    "param_grid = {\n",
    "    'C': [0.1, 0.5, 1, 2, 5, 10, 15, 20, 25, 30, 35, 40]  # Example values for C\n",
    "}\n",
    "\n",
    "# Define the scorer, if you want to change the default scoring method (which is R^2 for regression models)\n",
    "scorer = make_scorer(r2_score)\n",
    "\n",
    "# Set up the grid search with cross-validation\n",
    "grid_search = GridSearchCV(estimator=svr, param_grid=param_grid, scoring=scorer, cv=5, verbose=1)\n",
    "\n",
    "# Fit the grid search to the data\n",
    "grid_search.fit(X_train, y_train)\n",
    "\n",
    "# Get the best model\n",
    "best_svr = grid_search.best_estimator_\n",
    "\n",
    "# Output the best parameter\n",
    "print('Best value of C:', grid_search.best_params_['C'])\n",
    "print('Best cross-validated R^2 of the best estimator:', grid_search.best_score_)\n",
    "\n",
    "# Evaluate the best model on the training set\n",
    "print('Accuracy of SVR on training set: {:.5f}'.format(best_svr.score(X_train, y_train)))\n",
    "\n",
    "# Evaluate the best model on the test set\n",
    "print('Accuracy of SVR on test set: {:.5f}'.format(best_svr.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "0cdad774-6554-498c-94a1-fea2dbb58590",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = best_svr.predict(X_test)\n",
    "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n",
    "\n",
    "fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
    "ax.scatter(y_pred, y_test)\n",
    "ax.set_xlabel('Prediction')\n",
    "ax.set_ylabel('True')\n",
    "ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "807907b9-3c09-48ce-aec8-4080d164d06f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.18720\n",
      "Accuracy of SVR on test set: 0.20898\n"
     ]
    }
   ],
   "source": [
    "svr = SVR(kernel='linear',epsilon=5, C=30)\n",
    "svr.fit(X_train, y_train) # Fit the SVR model according to the given training data.\n",
    "print('Accuracy of SVR on training set: {:.5f}'.format(svr.score(X_train, y_train))) # Returns the coefficient of determination (R^2) of the prediction.\n",
    "print('Accuracy of SVR on test set: {:.5f}'.format(svr.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "1122962f-5029-4644-85cb-c12b9e24f9db",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.17729\n",
      "Accuracy of SVR on test set: 0.20066\n"
     ]
    }
   ],
   "source": [
    "svr = SVR(kernel='linear')\n",
    "svr.fit(X_train, y_train) # Fit the SVR model according to the given training data.\n",
    "print('Accuracy of SVR on training set: {:.5f}'.format(svr.score(X_train, y_train))) # Returns the coefficient of determination (R^2) of the prediction.\n",
    "print('Accuracy of SVR on test set: {:.5f}'.format(svr.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "694f7c02-1fb4-4162-8bb7-34e65601c910",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import satalite indeces\n",
    "glad_ard_SVVI_min = \"./tree_height_2/geodata_raster/glad_ard_SVVI_min.tif\"\n",
    "glad_ard_SVVI_med = \"./tree_height_2/geodata_raster/glad_ard_SVVI_med.tif\"\n",
    "glad_ard_SVVI_max = \"./tree_height_2/geodata_raster/glad_ard_SVVI_max.tif\"\n",
    "\n",
    "# import climate\n",
    "CHELSA_bio4 = \"./tree_height_2/geodata_raster/CHELSA_bio4.tif\"\n",
    "CHELSA_bio18 = \"./tree_height_2/geodata_raster/CHELSA_bio18.tif\"\n",
    "\n",
    "# soil\n",
    "BLDFIE_WeigAver = \"./tree_height_2/geodata_raster/BLDFIE_WeigAver.tif\"\n",
    "CECSOL_WeigAver = \"./tree_height_2/geodata_raster/CECSOL_WeigAver.tif\"\n",
    "ORCDRC_WeigAver = \"./tree_height_2/geodata_raster/ORCDRC_WeigAver.tif\"\n",
    "\n",
    "# Geomorphological\n",
    "elev = \"./tree_height_2/geodata_raster/elev.tif\"\n",
    "convergence = \"./tree_height_2/geodata_raster/convergence.tif\"\n",
    "northness = \"./tree_height_2/geodata_raster/northness.tif\"\n",
    "eastness = \"./tree_height_2/geodata_raster/eastness.tif\"\n",
    "devmagnitude = \"./tree_height_2/geodata_raster/dev-magnitude.tif\"\n",
    "\n",
    "# Hydrography\n",
    "cti = \"./tree_height_2/geodata_raster/cti.tif\"\n",
    "outlet_dist_dw_basin = \"./tree_height_2/geodata_raster/outlet_dist_dw_basin.tif\"\n",
    "\n",
    "# Soil climate\n",
    "\n",
    "SBIO3_Isothermality_5_15cm = \"./tree_height_2/geodata_raster/SBIO3_Isothermality_5_15cm.tif\"\n",
    "SBIO4_Temperature_Seasonality_5_15cm = \"./tree_height_2/geodata_raster/SBIO4_Temperature_Seasonality_5_15cm.tif\"\n",
    "\n",
    "# forest\n",
    "\n",
    "treecover = \"./tree_height_2/geodata_raster/treecover.tif\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "aff6954b-582d-4d64-b4d9-d544b08c2e70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['./tree_height_2/geodata_raster/glad_ard_SVVI_min.tif', './tree_height_2/geodata_raster/glad_ard_SVVI_med.tif', './tree_height_2/geodata_raster/glad_ard_SVVI_max.tif', './tree_height_2/geodata_raster/CHELSA_bio4.tif', './tree_height_2/geodata_raster/CHELSA_bio18.tif', './tree_height_2/geodata_raster/BLDFIE_WeigAver.tif', './tree_height_2/geodata_raster/CECSOL_WeigAver.tif', './tree_height_2/geodata_raster/ORCDRC_WeigAver.tif', './tree_height_2/geodata_raster/elev.tif', './tree_height_2/geodata_raster/convergence.tif', './tree_height_2/geodata_raster/northness.tif', './tree_height_2/geodata_raster/eastness.tif', './tree_height_2/geodata_raster/dev-magnitude.tif', './tree_height_2/geodata_raster/cti.tif', './tree_height_2/geodata_raster/outlet_dist_dw_basin.tif', './tree_height_2/geodata_raster/SBIO3_Isothermality_5_15cm.tif', './tree_height_2/geodata_raster/SBIO4_Temperature_Seasonality_5_15cm.tif', './tree_height_2/geodata_raster/treecover.tif']\n"
     ]
    }
   ],
   "source": [
    "predictors_rasters = [glad_ard_SVVI_min, glad_ard_SVVI_med, glad_ard_SVVI_max,\n",
    "                      CHELSA_bio4,CHELSA_bio18,\n",
    "                      BLDFIE_WeigAver,CECSOL_WeigAver, ORCDRC_WeigAver,\n",
    "                      elev,convergence,northness,eastness,devmagnitude,cti,outlet_dist_dw_basin,\n",
    "                      SBIO3_Isothermality_5_15cm,SBIO4_Temperature_Seasonality_5_15cm,treecover]\n",
    "print(predictors_rasters)\n",
    "stack = Raster(predictors_rasters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "484c8435-30ea-4ffd-857d-b97ea81c885b",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = stack.predict(estimator=svr, dtype='int16', nodata=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "47af2c97-628f-46c2-b37c-b01853a994d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot regression result\n",
    "plt.rcParams[\"figure.figsize\"] = (12,12)\n",
    "result.iloc[0].cmap = \"plasma\"\n",
    "result.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6c9b04e-3d17-4df3-81ab-2207ebd20b59",
   "metadata": {},
   "source": [
    "# Exercise: explore the other parameters offered by the SVM library and try to make the model better. Some suggestions:\n",
    "- Better cleaning of the data (follow Peppe's suggestions)\n",
    "- Stronger regularization might be helpful\n",
    "- Play with different kernels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e80d594-9fd4-4115-9cd4-5a32a68095d5",
   "metadata": {},
   "source": [
    "<span style=\"color:red\">**For the brave ones**</span>, try to implenent the SVR algorithm from scratch. As we saw in class, the algorithm is quite simple. Here is a simple sketch of the SVM algorithm. Make the appropriate modifications to turn it into a regression. Let us know if your implementation is better than sklearn's. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b2d5a461-6cfe-476f-9568-197038326bbe",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'x_train' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[24], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m## Support Vector Machine \u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m train_f1 \u001b[38;5;241m=\u001b[39m \u001b[43mx_train\u001b[49m[:,\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m      5\u001b[0m train_f2 \u001b[38;5;241m=\u001b[39m x_train[:,\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m      7\u001b[0m train_f1 \u001b[38;5;241m=\u001b[39m train_f1\u001b[38;5;241m.\u001b[39mreshape(\u001b[38;5;241m90\u001b[39m,\u001b[38;5;241m1\u001b[39m)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'x_train' is not defined"
     ]
    }
   ],
   "source": [
    "## Support Vector Machine \n",
    "import numpy as np\n",
    "\n",
    "train_f1 = x_train[:,0]\n",
    "train_f2 = x_train[:,1]\n",
    "\n",
    "train_f1 = train_f1.reshape(90,1)\n",
    "train_f2 = train_f2.reshape(90,1)\n",
    "\n",
    "w1 = np.zeros((90,1))\n",
    "w2 = np.zeros((90,1))\n",
    "\n",
    "epochs = 1\n",
    "alpha = 0.0001\n",
    "\n",
    "while(epochs < 10000):\n",
    "    y = w1 * train_f1 + w2 * train_f2\n",
    "    prod = y * y_train\n",
    "    print(epochs)\n",
    "    count = 0\n",
    "    for val in prod:\n",
    "        if(val >= 1):\n",
    "            cost = 0\n",
    "            w1 = w1 - alpha * (2 * 1/epochs * w1)\n",
    "            w2 = w2 - alpha * (2 * 1/epochs * w2)\n",
    "            \n",
    "        else:\n",
    "            cost = 1 - val \n",
    "            w1 = w1 + alpha * (train_f1[count] * y_train[count] - 2 * 1/epochs * w1)\n",
    "            w2 = w2 + alpha * (train_f2[count] * y_train[count] - 2 * 1/epochs * w2)\n",
    "        count += 1\n",
    "    epochs += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf8ada22-a71b-46ab-b867-ab1ad10edcc4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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