{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "62e16498-69a3-4822-aa8f-e3bffc4100d7",
   "metadata": {
    "id": "62e16498-69a3-4822-aa8f-e3bffc4100d7"
   },
   "source": [
    "# Estimation of tree height using GEDI dataset - Support Vector Machine for Regression (SVR) - 2025\n",
    "\n",
    "Let's see a quick example of how to use Suppor Vector Regression for tree height estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "997e577a",
   "metadata": {
    "id": "997e577a"
   },
   "source": [
    "### Here are some general installation instructions:\n",
    "\n",
    "1) Create a conda enviroment if you don't have one and activate it:\n",
    "\n",
    "``conda create --name geo_comp_2025 python=3.9``\n",
    "\n",
    "``conda activate geo_comp_2025``\n",
    "\n",
    "2) Install the needed packages for this tutorial\n",
    "\n",
    "``conda install -c conda-forge pandas numpy scikit-learn scipy rasterio matplotlib``\n",
    "\n",
    "\n",
    "### Notes:\n",
    "\n",
    "1) If you are using jupyterlab of VScode, you might need to add this new environment to the list of kernels. In that case, do the following\n",
    "\n",
    "- Install ipykernel:\n",
    "```conda install ipykernel```\n",
    "\n",
    "- Add the environment to the list of kernels\n",
    "``python -m ipykernel install --user --name geo_comp_2025 --display-name \"Python geo_comp_2025\" ``\n",
    "\n",
    "2) If you haven't loaded the Tree Height dataset, follow the steps below\n",
    "\n",
    "- Install gdown on your conda env:\n",
    "```pip install gdown```\n",
    "\n",
    "- Download the dataset and unpack it\n",
    "\n",
    "```gdown 1Y60EuLsfmTICTX-U_FxcE1odNAf04bd```\n",
    "\n",
    "```tar -xvzf tree_height.tar.gz```\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e40151e-7639-42ae-b65a-a6d3f102a03f",
   "metadata": {
    "id": "5e40151e-7639-42ae-b65a-a6d3f102a03f",
    "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 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": {
    "id": "9249b3e1-eff7-4f68-bf95-3d5fd82b8f1c"
   },
   "source": [
    "We will load the data using Pandas and display few samples of it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "beb6a6bf-f7ba-41ae-b83f-826a019264de",
   "metadata": {
    "id": "beb6a6bf-f7ba-41ae-b83f-826a019264de",
    "outputId": "ea3899fc-1f3b-4869-b7b9-325bcbf76c7e",
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "predictors = pd.read_csv(\"/home/ahf38/Documents/geo_comp_offline/tree_height/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": "code",
   "execution_count": null,
   "id": "a4bca739-c98f-4396-b034-a30658291cbc",
   "metadata": {
    "id": "a4bca739-c98f-4396-b034-a30658291cbc",
    "outputId": "8c468396-73e8-467b-a2dc-f6eed92b8f5b",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1267239"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(predictors) # original: 1267239"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3b005fe-c5bf-4399-b692-2c3b5c3dc2ef",
   "metadata": {
    "id": "d3b005fe-c5bf-4399-b692-2c3b5c3dc2ef"
   },
   "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": null,
   "id": "aacb84f1-34d7-4012-9905-c1ad2ac05d29",
   "metadata": {
    "id": "aacb84f1-34d7-4012-9905-c1ad2ac05d29",
    "outputId": "debd2640-0b92-4bd2-b88b-465af6341358",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([4.2886e+04, 4.7517e+04, 3.0371e+04, 2.9201e+04, 3.0742e+04,\n",
       "        3.2932e+04, 3.6990e+04, 4.1454e+04, 4.7479e+04, 5.3498e+04,\n",
       "        5.9376e+04, 6.3533e+04, 6.7949e+04, 7.0729e+04, 7.4511e+04,\n",
       "        7.8514e+04, 7.9429e+04, 7.6759e+04, 6.9654e+04, 6.0192e+04,\n",
       "        4.9049e+04, 3.7490e+04, 2.7254e+04, 1.8778e+04, 1.2967e+04,\n",
       "        8.6820e+03, 5.6980e+03, 3.6230e+03, 2.4370e+03, 1.5850e+03,\n",
       "        1.0550e+03, 6.8900e+02, 4.7600e+02, 3.4300e+02, 2.6100e+02,\n",
       "        2.3600e+02, 1.6900e+02, 1.7000e+02, 1.4700e+02, 1.3700e+02,\n",
       "        1.4500e+02, 1.2300e+02, 9.8000e+01, 1.0800e+02, 9.3000e+01,\n",
       "        1.0500e+02, 8.7000e+01, 1.1100e+02, 8.0000e+01, 6.7000e+01,\n",
       "        8.5000e+01, 8.1000e+01, 7.5000e+01, 6.1000e+01, 5.8000e+01,\n",
       "        6.4000e+01, 6.0000e+01, 4.5000e+01, 4.8000e+01, 5.2000e+01,\n",
       "        5.0000e+01, 4.9000e+01, 5.6000e+01, 3.3000e+01, 3.6000e+01,\n",
       "        3.6000e+01, 3.5000e+01, 2.9000e+01, 2.2000e+01, 2.3000e+01,\n",
       "        1.9000e+01, 1.5000e+01, 1.4000e+01, 2.2000e+01, 1.7000e+01,\n",
       "        1.7000e+01, 1.0000e+01, 8.0000e+00, 1.2000e+01, 1.2000e+01,\n",
       "        1.3000e+01, 5.0000e+00, 1.5000e+01, 9.0000e+00, 5.0000e+00,\n",
       "        1.0000e+01, 7.0000e+00, 6.0000e+00, 4.0000e+00, 4.0000e+00,\n",
       "        5.0000e+00, 8.0000e+00, 6.0000e+00, 2.0000e+00, 2.0000e+00,\n",
       "        4.0000e+00, 3.0000e+00, 3.0000e+00, 5.0000e+00]),\n",
       " array([   84.75      ,   230.16666667,   375.58333333,   521.        ,\n",
       "          666.41666667,   811.83333333,   957.25      ,  1102.66666667,\n",
       "         1248.08333333,  1393.5       ,  1538.91666667,  1684.33333333,\n",
       "         1829.75      ,  1975.16666667,  2120.58333333,  2266.        ,\n",
       "         2411.41666667,  2556.83333333,  2702.25      ,  2847.66666667,\n",
       "         2993.08333333,  3138.5       ,  3283.91666667,  3429.33333333,\n",
       "         3574.75      ,  3720.16666667,  3865.58333333,  4011.        ,\n",
       "         4156.41666667,  4301.83333333,  4447.25      ,  4592.66666667,\n",
       "         4738.08333333,  4883.5       ,  5028.91666667,  5174.33333333,\n",
       "         5319.75      ,  5465.16666667,  5610.58333333,  5756.        ,\n",
       "         5901.41666667,  6046.83333333,  6192.25      ,  6337.66666667,\n",
       "         6483.08333333,  6628.5       ,  6773.91666667,  6919.33333333,\n",
       "         7064.75      ,  7210.16666667,  7355.58333333,  7501.        ,\n",
       "         7646.41666667,  7791.83333333,  7937.25      ,  8082.66666667,\n",
       "         8228.08333333,  8373.5       ,  8518.91666667,  8664.33333333,\n",
       "         8809.75      ,  8955.16666667,  9100.58333333,  9246.        ,\n",
       "         9391.41666667,  9536.83333333,  9682.25      ,  9827.66666667,\n",
       "         9973.08333333, 10118.5       , 10263.91666667, 10409.33333333,\n",
       "        10554.75      , 10700.16666667, 10845.58333333, 10991.        ,\n",
       "        11136.41666667, 11281.83333333, 11427.25      , 11572.66666667,\n",
       "        11718.08333333, 11863.5       , 12008.91666667, 12154.33333333,\n",
       "        12299.75      , 12445.16666667, 12590.58333333, 12736.        ,\n",
       "        12881.41666667, 13026.83333333, 13172.25      , 13317.66666667,\n",
       "        13463.08333333, 13608.5       , 13753.91666667, 13899.33333333,\n",
       "        14044.75      , 14190.16666667, 14335.58333333, 14481.        ]),\n",
       " <BarContainer object of 99 artists>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": null,
   "id": "02eb033f-bdca-40ee-86af-5f409b504927",
   "metadata": {
    "id": "02eb033f-bdca-40ee-86af-5f409b504927",
    "outputId": "74d972e4-602c-4c12-bed2-8369424aed78",
    "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>1095625</th>\n",
       "      <td>1095626</td>\n",
       "      <td>9.329930</td>\n",
       "      <td>49.926325</td>\n",
       "      <td>2751.75</td>\n",
       "      <td>27.5175</td>\n",
       "      <td>1431</td>\n",
       "      <td>12</td>\n",
       "      <td>2419</td>\n",
       "      <td>6210</td>\n",
       "      <td>21.117981</td>\n",
       "      <td>-216327344</td>\n",
       "      <td>1.391024</td>\n",
       "      <td>0.053138</td>\n",
       "      <td>436.207947</td>\n",
       "      <td>28</td>\n",
       "      <td>144.577393</td>\n",
       "      <td>22.498047</td>\n",
       "      <td>8.659180</td>\n",
       "      <td>0.111112</td>\n",
       "      <td>21</td>\n",
       "      <td>715006</td>\n",
       "      <td>19.184645</td>\n",
       "      <td>462.504242</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196725</th>\n",
       "      <td>196726</td>\n",
       "      <td>6.725681</td>\n",
       "      <td>49.683399</td>\n",
       "      <td>954.25</td>\n",
       "      <td>9.5425</td>\n",
       "      <td>1511</td>\n",
       "      <td>14</td>\n",
       "      <td>2300</td>\n",
       "      <td>6115</td>\n",
       "      <td>-6.578615</td>\n",
       "      <td>-272214336</td>\n",
       "      <td>-0.653943</td>\n",
       "      <td>0.322846</td>\n",
       "      <td>317.342010</td>\n",
       "      <td>20</td>\n",
       "      <td>104.212891</td>\n",
       "      <td>19.286133</td>\n",
       "      <td>116.542969</td>\n",
       "      <td>-0.066891</td>\n",
       "      <td>20</td>\n",
       "      <td>683524</td>\n",
       "      <td>20.000200</td>\n",
       "      <td>461.280579</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401987</th>\n",
       "      <td>401988</td>\n",
       "      <td>7.224553</td>\n",
       "      <td>49.492585</td>\n",
       "      <td>857.00</td>\n",
       "      <td>8.5700</td>\n",
       "      <td>1509</td>\n",
       "      <td>11</td>\n",
       "      <td>2218</td>\n",
       "      <td>6174</td>\n",
       "      <td>-5.644562</td>\n",
       "      <td>-63283032</td>\n",
       "      <td>-0.104253</td>\n",
       "      <td>0.053422</td>\n",
       "      <td>366.646790</td>\n",
       "      <td>22</td>\n",
       "      <td>632.265625</td>\n",
       "      <td>203.650635</td>\n",
       "      <td>397.963135</td>\n",
       "      <td>-0.016646</td>\n",
       "      <td>14</td>\n",
       "      <td>892348</td>\n",
       "      <td>19.547623</td>\n",
       "      <td>471.590210</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218452</th>\n",
       "      <td>218453</td>\n",
       "      <td>6.780731</td>\n",
       "      <td>49.180887</td>\n",
       "      <td>1919.75</td>\n",
       "      <td>19.1975</td>\n",
       "      <td>1513</td>\n",
       "      <td>11</td>\n",
       "      <td>2044</td>\n",
       "      <td>6155</td>\n",
       "      <td>16.325632</td>\n",
       "      <td>-233124048</td>\n",
       "      <td>1.383732</td>\n",
       "      <td>0.019032</td>\n",
       "      <td>288.472107</td>\n",
       "      <td>25</td>\n",
       "      <td>112.897461</td>\n",
       "      <td>30.783203</td>\n",
       "      <td>-145.130981</td>\n",
       "      <td>0.047718</td>\n",
       "      <td>9</td>\n",
       "      <td>782564</td>\n",
       "      <td>17.172062</td>\n",
       "      <td>445.589813</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195001</th>\n",
       "      <td>195002</td>\n",
       "      <td>6.721547</td>\n",
       "      <td>48.388958</td>\n",
       "      <td>193.75</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>1522</td>\n",
       "      <td>14</td>\n",
       "      <td>2571</td>\n",
       "      <td>6272</td>\n",
       "      <td>-7.304356</td>\n",
       "      <td>-250884928</td>\n",
       "      <td>-0.231154</td>\n",
       "      <td>-0.052327</td>\n",
       "      <td>337.373840</td>\n",
       "      <td>0</td>\n",
       "      <td>841.455078</td>\n",
       "      <td>560.348389</td>\n",
       "      <td>227.107910</td>\n",
       "      <td>-0.117437</td>\n",
       "      <td>12</td>\n",
       "      <td>933888</td>\n",
       "      <td>19.015015</td>\n",
       "      <td>478.525848</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396727</th>\n",
       "      <td>396728</td>\n",
       "      <td>7.212731</td>\n",
       "      <td>48.873052</td>\n",
       "      <td>2346.75</td>\n",
       "      <td>23.4675</td>\n",
       "      <td>1525</td>\n",
       "      <td>17</td>\n",
       "      <td>2184</td>\n",
       "      <td>6229</td>\n",
       "      <td>-65.911629</td>\n",
       "      <td>-65190392</td>\n",
       "      <td>2.136951</td>\n",
       "      <td>-0.002663</td>\n",
       "      <td>336.190887</td>\n",
       "      <td>27</td>\n",
       "      <td>190.351562</td>\n",
       "      <td>167.358887</td>\n",
       "      <td>282.472168</td>\n",
       "      <td>-0.004691</td>\n",
       "      <td>10</td>\n",
       "      <td>874345</td>\n",
       "      <td>20.289476</td>\n",
       "      <td>505.442719</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260995</th>\n",
       "      <td>260996</td>\n",
       "      <td>6.888748</td>\n",
       "      <td>48.435493</td>\n",
       "      <td>776.75</td>\n",
       "      <td>7.7675</td>\n",
       "      <td>1422</td>\n",
       "      <td>15</td>\n",
       "      <td>2833</td>\n",
       "      <td>6231</td>\n",
       "      <td>38.480377</td>\n",
       "      <td>-365362560</td>\n",
       "      <td>-0.644891</td>\n",
       "      <td>0.146649</td>\n",
       "      <td>397.598541</td>\n",
       "      <td>21</td>\n",
       "      <td>-177.143066</td>\n",
       "      <td>-254.826416</td>\n",
       "      <td>-398.431152</td>\n",
       "      <td>0.183483</td>\n",
       "      <td>19</td>\n",
       "      <td>953960</td>\n",
       "      <td>20.743057</td>\n",
       "      <td>440.955780</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272979</th>\n",
       "      <td>272980</td>\n",
       "      <td>6.920438</td>\n",
       "      <td>49.619537</td>\n",
       "      <td>1789.25</td>\n",
       "      <td>17.8925</td>\n",
       "      <td>1372</td>\n",
       "      <td>10</td>\n",
       "      <td>2331</td>\n",
       "      <td>5838</td>\n",
       "      <td>10.296758</td>\n",
       "      <td>-314147840</td>\n",
       "      <td>2.219449</td>\n",
       "      <td>0.126081</td>\n",
       "      <td>554.973389</td>\n",
       "      <td>20</td>\n",
       "      <td>100.246094</td>\n",
       "      <td>164.923096</td>\n",
       "      <td>320.666748</td>\n",
       "      <td>0.032013</td>\n",
       "      <td>19</td>\n",
       "      <td>801361</td>\n",
       "      <td>21.880178</td>\n",
       "      <td>433.262115</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047921</th>\n",
       "      <td>1047922</td>\n",
       "      <td>9.209383</td>\n",
       "      <td>49.685987</td>\n",
       "      <td>3036.00</td>\n",
       "      <td>30.3600</td>\n",
       "      <td>1484</td>\n",
       "      <td>11</td>\n",
       "      <td>2025</td>\n",
       "      <td>6534</td>\n",
       "      <td>22.080761</td>\n",
       "      <td>-208613008</td>\n",
       "      <td>-0.341067</td>\n",
       "      <td>0.173462</td>\n",
       "      <td>295.235352</td>\n",
       "      <td>28</td>\n",
       "      <td>194.066406</td>\n",
       "      <td>26.444824</td>\n",
       "      <td>46.955078</td>\n",
       "      <td>0.215097</td>\n",
       "      <td>16</td>\n",
       "      <td>711355</td>\n",
       "      <td>19.485374</td>\n",
       "      <td>472.121124</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419140</th>\n",
       "      <td>419141</td>\n",
       "      <td>7.261843</td>\n",
       "      <td>48.594148</td>\n",
       "      <td>2283.25</td>\n",
       "      <td>22.8325</td>\n",
       "      <td>1385</td>\n",
       "      <td>18</td>\n",
       "      <td>3274</td>\n",
       "      <td>5690</td>\n",
       "      <td>17.750772</td>\n",
       "      <td>-42494012</td>\n",
       "      <td>3.259593</td>\n",
       "      <td>0.010078</td>\n",
       "      <td>871.413452</td>\n",
       "      <td>26</td>\n",
       "      <td>-16.880371</td>\n",
       "      <td>-69.031250</td>\n",
       "      <td>-269.744263</td>\n",
       "      <td>0.201674</td>\n",
       "      <td>23</td>\n",
       "      <td>856886</td>\n",
       "      <td>22.416262</td>\n",
       "      <td>434.105347</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID         X          Y        h       hm  BLDFIE_WeigAver  \\\n",
       "1095625  1095626  9.329930  49.926325  2751.75  27.5175             1431   \n",
       "196725    196726  6.725681  49.683399   954.25   9.5425             1511   \n",
       "401987    401988  7.224553  49.492585   857.00   8.5700             1509   \n",
       "218452    218453  6.780731  49.180887  1919.75  19.1975             1513   \n",
       "195001    195002  6.721547  48.388958   193.75   1.9375             1522   \n",
       "396727    396728  7.212731  48.873052  2346.75  23.4675             1525   \n",
       "260995    260996  6.888748  48.435493   776.75   7.7675             1422   \n",
       "272979    272980  6.920438  49.619537  1789.25  17.8925             1372   \n",
       "1047921  1047922  9.209383  49.685987  3036.00  30.3600             1484   \n",
       "419140    419141  7.261843  48.594148  2283.25  22.8325             1385   \n",
       "\n",
       "         CECSOL_WeigAver  CHELSA_bio18  CHELSA_bio4  convergence        cti  \\\n",
       "1095625               12          2419         6210    21.117981 -216327344   \n",
       "196725                14          2300         6115    -6.578615 -272214336   \n",
       "401987                11          2218         6174    -5.644562  -63283032   \n",
       "218452                11          2044         6155    16.325632 -233124048   \n",
       "195001                14          2571         6272    -7.304356 -250884928   \n",
       "396727                17          2184         6229   -65.911629  -65190392   \n",
       "260995                15          2833         6231    38.480377 -365362560   \n",
       "272979                10          2331         5838    10.296758 -314147840   \n",
       "1047921               11          2025         6534    22.080761 -208613008   \n",
       "419140                18          3274         5690    17.750772  -42494012   \n",
       "\n",
       "         devmagnitude  eastness        elev  forestheight  glad_ard_SVVI_max  \\\n",
       "1095625      1.391024  0.053138  436.207947            28         144.577393   \n",
       "196725      -0.653943  0.322846  317.342010            20         104.212891   \n",
       "401987      -0.104253  0.053422  366.646790            22         632.265625   \n",
       "218452       1.383732  0.019032  288.472107            25         112.897461   \n",
       "195001      -0.231154 -0.052327  337.373840             0         841.455078   \n",
       "396727       2.136951 -0.002663  336.190887            27         190.351562   \n",
       "260995      -0.644891  0.146649  397.598541            21        -177.143066   \n",
       "272979       2.219449  0.126081  554.973389            20         100.246094   \n",
       "1047921     -0.341067  0.173462  295.235352            28         194.066406   \n",
       "419140       3.259593  0.010078  871.413452            26         -16.880371   \n",
       "\n",
       "         glad_ard_SVVI_med  glad_ard_SVVI_min  northness  ORCDRC_WeigAver  \\\n",
       "1095625          22.498047           8.659180   0.111112               21   \n",
       "196725           19.286133         116.542969  -0.066891               20   \n",
       "401987          203.650635         397.963135  -0.016646               14   \n",
       "218452           30.783203        -145.130981   0.047718                9   \n",
       "195001          560.348389         227.107910  -0.117437               12   \n",
       "396727          167.358887         282.472168  -0.004691               10   \n",
       "260995         -254.826416        -398.431152   0.183483               19   \n",
       "272979          164.923096         320.666748   0.032013               19   \n",
       "1047921          26.444824          46.955078   0.215097               16   \n",
       "419140          -69.031250        -269.744263   0.201674               23   \n",
       "\n",
       "         outlet_dist_dw_basin  SBIO3_Isothermality_5_15cm  \\\n",
       "1095625                715006                   19.184645   \n",
       "196725                 683524                   20.000200   \n",
       "401987                 892348                   19.547623   \n",
       "218452                 782564                   17.172062   \n",
       "195001                 933888                   19.015015   \n",
       "396727                 874345                   20.289476   \n",
       "260995                 953960                   20.743057   \n",
       "272979                 801361                   21.880178   \n",
       "1047921                711355                   19.485374   \n",
       "419140                 856886                   22.416262   \n",
       "\n",
       "         SBIO4_Temperature_Seasonality_5_15cm  treecover  \n",
       "1095625                            462.504242         92  \n",
       "196725                             461.280579         82  \n",
       "401987                             471.590210         96  \n",
       "218452                             445.589813         82  \n",
       "195001                             478.525848         37  \n",
       "396727                             505.442719         97  \n",
       "260995                             440.955780         85  \n",
       "272979                             433.262115         76  \n",
       "1047921                            472.121124         85  \n",
       "419140                             434.105347         95  "
      ]
     },
     "execution_count": 5,
     "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": null,
   "id": "c5cb1d17-2a29-4e9d-90db-e8681eaae0d3",
   "metadata": {
    "id": "c5cb1d17-2a29-4e9d-90db-e8681eaae0d3",
    "outputId": "8b7295ea-796e-4669-9c0b-18a73a343e18",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100000, 24)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictors_sel.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f438fe3e-f402-49e8-bb92-0b15d09e73ad",
   "metadata": {
    "id": "f438fe3e-f402-49e8-bb92-0b15d09e73ad",
    "outputId": "cd3c37ee-d1a6-4787-ae5d-8667db9702ca",
    "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": null,
   "id": "365f5775-e998-4494-b0ca-9c6b94934fda",
   "metadata": {
    "id": "365f5775-e998-4494-b0ca-9c6b94934fda",
    "outputId": "b366f788-3103-4c38-bac1-3a44853f4a99",
    "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": null,
   "id": "60e9a38c-fe60-4674-bd52-08ec33b43570",
   "metadata": {
    "id": "60e9a38c-fe60-4674-bd52-08ec33b43570",
    "outputId": "94df79a0-dabe-4f2b-e8a9-faad652225a8",
    "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": null,
   "id": "7560d75b-2bfe-4e65-8079-895d825ff39b",
   "metadata": {
    "id": "7560d75b-2bfe-4e65-8079-895d825ff39b",
    "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": {
    "id": "85e7fb69-1866-4009-a954-70394fadf2d0"
   },
   "source": [
    "Now we will split the data into training vs test datasets and perform the normalization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a2c23e6-fcd5-43d4-b330-6e39e8b1d078",
   "metadata": {
    "id": "0a2c23e6-fcd5-43d4-b330-6e39e8b1d078",
    "outputId": "10310550-6978-4d65-8ede-b63025c6a726",
    "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": null,
   "id": "0147955b-50e0-4001-8843-57b91bee188f",
   "metadata": {
    "id": "0147955b-50e0-4001-8843-57b91bee188f",
    "outputId": "f0a793c8-b2cd-43df-9bbd-56ebab4214a7",
    "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": {
    "id": "d064bba1-fbb6-41b3-a799-1007f9686d0e"
   },
   "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": null,
   "id": "8d9f7d40-a999-4a3e-95e1-4c9aee9bb3b0",
   "metadata": {
    "id": "8d9f7d40-a999-4a3e-95e1-4c9aee9bb3b0",
    "outputId": "daf996d1-54de-4061-e795-72d881da5a90",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.23120\n",
      "Accuracy of SVR on test set: 0.23116\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": {
    "id": "939f77e2-ea7d-45b8-b177-5c14457b5bc4"
   },
   "source": [
    "Now, let's test the fitted model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1d69ff6-cd11-4f9e-a0d8-3f65cbd429a9",
   "metadata": {
    "id": "d1d69ff6-cd11-4f9e-a0d8-3f65cbd429a9",
    "outputId": "3a97c1f5-c651-4eee-c578-279bca06e3b5",
    "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": null,
   "id": "b8dd204f-fe75-4b6e-8513-06498eeff02a",
   "metadata": {
    "id": "b8dd204f-fe75-4b6e-8513-06498eeff02a",
    "outputId": "a56c4d39-e41d-49d7-c674-20b7fd7c1c5f",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.23103\n",
      "Accuracy of SVR on test set: 0.23090\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": null,
   "id": "811c62b8-689f-4f2c-b4d0-6b31d386171f",
   "metadata": {
    "id": "811c62b8-689f-4f2c-b4d0-6b31d386171f",
    "outputId": "5b18e5aa-0c37-4836-ec7d-a5f636af5670",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of SVR on training set: 0.24250\n",
      "Accuracy of SVR on test set: 0.23752\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": {
    "id": "c6142049-878b-48b9-b21e-7dd2a164622a"
   },
   "source": [
    "Let's do I quick plot to show how this model is performing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65da7012-caa5-4a8b-8558-9db9c6d140fa",
   "metadata": {
    "id": "65da7012-caa5-4a8b-8558-9db9c6d140fa",
    "outputId": "13218a8f-832c-4bd4-aa1e-7e2e3b6035cd",
    "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": {
    "id": "14a53a65-7331-47fd-a77b-3537ae4e0fc5"
   },
   "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": null,
   "id": "fe48af4c-7870-475c-a55d-7bee17176711",
   "metadata": {
    "id": "fe48af4c-7870-475c-a55d-7bee17176711",
    "outputId": "ef16f685-b6df-47d5-dda5-c62628588c8f",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C: 0.1, epsilon: 0.01, score: 0.20978741774185794\n",
      "C: 0.5, epsilon: 0.01, score: 0.224984890251273\n",
      "C: 2, epsilon: 0.01, score: 0.23751817108305906\n",
      "C: 5, epsilon: 0.01, score: 0.2430134874714842\n",
      "C: 10, epsilon: 0.01, score: 0.24592576392099974\n",
      "C: 20, epsilon: 0.01, score: 0.2471275230713288\n",
      "C: 30, epsilon: 0.01, score: 0.2460728898880883\n",
      "C: 0.1, epsilon: 0.1, score: 0.20969380775602353\n",
      "C: 0.5, epsilon: 0.1, score: 0.22484377552190515\n",
      "C: 2, epsilon: 0.1, score: 0.23767933245407313\n",
      "C: 5, epsilon: 0.1, score: 0.2431856008775254\n",
      "C: 10, epsilon: 0.1, score: 0.24580704932103192\n",
      "C: 20, epsilon: 0.1, score: 0.24712884164946158\n",
      "C: 30, epsilon: 0.1, score: 0.246328775308439\n",
      "C: 0.1, epsilon: 1, score: 0.20973564642231624\n",
      "C: 0.5, epsilon: 1, score: 0.22581238652491897\n",
      "C: 2, epsilon: 1, score: 0.23756944043467765\n",
      "C: 5, epsilon: 1, score: 0.2437983964450433\n",
      "C: 10, epsilon: 1, score: 0.24644442384127674\n",
      "C: 20, epsilon: 1, score: 0.24715628012800106\n",
      "C: 30, epsilon: 1, score: 0.2460471720860985\n",
      "C: 0.1, epsilon: 5, score: 0.2078240741405224\n",
      "C: 0.5, epsilon: 5, score: 0.22818775814332437\n",
      "C: 2, epsilon: 5, score: 0.24265338342738174\n",
      "C: 5, epsilon: 5, score: 0.24928741274665522\n",
      "C: 10, epsilon: 5, score: 0.2530321969187912\n",
      "C: 20, epsilon: 5, score: 0.25528488754992074\n",
      "C: 30, epsilon: 5, score: 0.2552112081099446\n",
      "C: 0.1, epsilon: 10, score: 0.17127167081172956\n",
      "C: 0.5, epsilon: 10, score: 0.19584892469125115\n",
      "C: 2, epsilon: 10, score: 0.20986469171197608\n",
      "C: 5, epsilon: 10, score: 0.2161045583331157\n",
      "C: 10, epsilon: 10, score: 0.21884297620381743\n",
      "C: 20, epsilon: 10, score: 0.22052872534191204\n",
      "C: 30, epsilon: 10, score: 0.22185325289567737\n",
      "C: 0.1, epsilon: 15, score: 0.07433020597762285\n",
      "C: 0.5, epsilon: 15, score: 0.09707592589881109\n",
      "C: 2, epsilon: 15, score: 0.10631525255623031\n",
      "C: 5, epsilon: 15, score: 0.11130035394140514\n",
      "C: 10, epsilon: 15, score: 0.11384968636367021\n",
      "C: 20, epsilon: 15, score: 0.11342898882767949\n",
      "C: 30, epsilon: 15, score: 0.11237800691693522\n"
     ]
    },
    {
     "data": {
      "image/png": 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KiopSz549K7x+mzZtJEl79+6tdEx/tGLFCo0YMUKtWrXSkiVLlJ6erq+++kp33XWXTp8+Xap/8+bNS7VZrVadOnVKknTkyBEVFxdXeO+V4eXlpYiIiFJHWb8cKW+sks/YYrHok08+0ZAhQzRz5kz17NlTLVu21EMPPaRjx45VOibp7HMr689oUFCQ4/1z/fHzslqtkuT4vAAANYNVoAG4XYsWLdS8eXN9/PHHZb5/bhWpb9++6tu3r4qKivT111/rtddeU0JCgvz9/TVy5Mhqx9C6dWvHwkV9+vRRQECA7rjjDj399NOaM2dOta97rpLkd9GiRVq4cKHuuOOOC7pe8+bNlZCQoI0bN+q7777Tddddp5YtW+rzzz9XcXFxuUlw8+bNVVhYqEOHDjklm4ZhKDs7W1dddZVT/7L2U23RooW6du1abpWz5If8qt7PhcZV1fH++PmVGD9+vBYsWKDFixfriiuuUE5Ojl566aUyr1OSgJUYPHiwwsPD9cwzz+j222+vVIU/Ozu73LZzE6NrrrlGnTt31pw5c9S4cWN98803WrJkyXmvP2TIEM2fP1///ve/9fjjj5+3f1mWLFmi0NBQpaSkOH32+fn51bpe06ZNZbFYKrz3mlbeWOd+xiEhIVq4cKEkaffu3Xrvvfc0bdo0FRQUVLhH9B81b95cWVlZpdoPHjwo6ezfIQCA61EBBuB2N9xwgw4fPqyioqIyKzkdOnQodY63t7ciIyP1+uuvS5JjmmhNVU1uv/12DRgwQAsWLKiRKYiGYeiee+7RokWL9Oabb5Y5lbY8Z86cKbcSXTL1tCThjI2N1enTpx2rKpfl2muvlaRSidPy5ct14sQJx/sVueGGG/Tdd9+pXbt2ZT6z6iTANRFXWary+ZWIjIxU586dtWjRIi1atEh+fn665ZZbKjWe1WrV66+/rtOnT+u5556r1Dn//e9/tX37dqe2pUuXqkmTJqWquw899JA++ugjTZ48Wf7+/rrtttvOe/1hw4apS5cuSkpK0nfffVdmn7Vr1+rkyZPlXsNiscjHx8cp+c3Ozi5zFejKaNSokXr16qUVK1Y4VZCPHTumDz/8sFrXPJ/k5GSn6e6//PKL0tLSyl3R+YorrtDUqVPVpUsXx78xlXXttddqw4YNjoS3xOLFi9WwYUOP2gYOAMyECjAAtxs5cqTeffddXXfddZo0aZJ69eql+vXr69dff9Wnn36qYcOG6eabb9Ybb7yhDRs26Prrr1ebNm10+vRpx/c0Bw0aJOlstTgkJESrVq3Stddeq2bNmqlFixbV+i7vjBkzFBkZqWeffbbCfXor46GHHtLChQt11113qUuXLvriiy8c71mtVvXo0aPcc/Py8tS2bVvddtttGjRokIKDg3X8+HFt3LhRr7zyijp27Kg//elPkqRRo0Zp0aJFmjBhgnbt2qWBAwequLhYX375pTp27KiRI0dq8ODBGjJkiB577DHZ7Xb16dNHO3bs0NNPP60ePXooPj7+vPczffp0paamKjo6Wg899JA6dOig06dPa9++fVq9erXeeOMNtW7dukqfUU3EdaGf37nuuusuJSYmateuXbrvvvuqtPdx//79dd1112nRokV6/PHHz7sXcFBQkG666SZNmzZNgYGBWrJkiVJTUzVjxoxSWxPdcccdmjx5sj777DNNnTpVPj4+543H29tbK1euVExMjKKionT//fdr4MCBatSokX755Rf961//0ocffqgjR46Ue42SbaceeOAB3Xrrrdq/f7+effZZBQYGas+ePZX7YP7g2Wef1dChQzV48GD99a9/VVFRkWbMmKFGjRrp999/r9Q1iouLnf4+natHjx6OX4pJUk5Ojm6++Wbdc889ysvL09NPPy1fX19NnjxZkrRjxw49+OCDuu2229S+fXv5+Phow4YN2rFjR5Ur508//bTju/JPPfWUmjVrpnfffVcfffSRZs6cKT8/vypdDwBQQ9y1+hYA8yprBeAzZ84Ys2bNMrp162b4+voajRs3Nq688krjvvvuM/bs2WMYxtntc26++WYjJCTEsFqtRvPmzY3+/fsbH3zwgdO11q9fb/To0cOwWq2GJGPs2LHlxlLeNkglbrvtNqNevXoVbqVUGSEhIeWuVhsSElLhufn5+casWbOM2NhYo02bNobVajV8fX2Njh07Go8++mip7ZhOnTplPPXUU0b79u0NHx8fo3nz5sY111xjpKWlOfV57LHHjJCQEKN+/fpGYGCgcf/99xtHjhwpFff1119fZlyHDh0yHnroISM0NNSoX7++0axZMyM8PNyYMmWKcfz48Qrvqbztg2oirj+q6ud37v35+PgYksrdYqm8+zAMw/j2228NLy+v867QXHIv//rXv4xOnToZPj4+Rtu2bY2XX3653HPGjRtn1KtXz/j1118rvPYfHT161Hj22WeNnj17Go0bNzbq169vtGnTxrjjjjuM//f//t95z3/hhReMtm3bGlar1ejYsaOxYMEC4+mnny61YrMkY+LEiWXe6x//Pn7wwQdG165dDR8fH6NNmzbGCy+8UOY1y1LRKtCSHP92lKy0/M9//tN46KGHjJYtWxpWq9Xo27ev8fXXXzuu99tvvxnjxo0zrrzySqNRo0ZG48aNja5duxp///vfnbYjqswq0IZx9s/AjTfeaPj5+Rk+Pj5Gt27djEWLFjn1KYnt/fffd2ov+bfpj/0BABfGYhjnzAUCAAAeraCgQG3bttXVV1+t9957z93h1AkbN27UwIED9f777+vWW291dzgAADdiCjQAAHXAoUOHtGvXLi1atEi//fZbtRezAgDAzEiAAQCoAz766CPdeeedCgwM1Ny5c8+79REAACiNKdAAAAAAAFNgGyQAAAAAgCmQAAMAAAAATIEEGAAAAABgCiyCVU3FxcU6ePCgmjRpIovF4u5wAAAAAFMzDEPHjh1TUFCQvLzqXp3v9OnTKigocPm4Pj4+8vX1dfm47kICXE0HDx5UcHCwu8MAAAAAcI79+/erdevW7g6jSk6fPq3Q0FBlZ2e7fOyAgADt3bvXNEkwCXA1NWnSRJK0f79ks1EBBoA6rYANEUznGXcHAFcKmOPuCOAKhqTT+t/P6XVJQUGBsrOztX//ftlsNpeNa7fbFRwcrIKCAhJgVKxk2rPNZiEBBoC6jgTYfKzuDgCuxE9q5lKXv55oszWUzdbQhSMWunAsz1D3JscDAAAAAFANVIABAAAAwCMUyrVVWSrAAAAAAABclEiAAQAAAACmwBRoAAAAAPAITIGubVSAAQAAAACmQAUYAAAAADwCFeDaRgUYAAAAAGAKJMAAAAAAAFNgCjQAAAAAeIQiuXZacpELx/IMVIABAAAAAKZAAgwAAAAAHqHQDUfVzZ07V6GhofL19VV4eLg2b95cbt8VK1Zo8ODBatmypWw2m6KiorR27VqnPm+//bYsFkup4/Tp09UetzwkwAAAAACASklJSVFCQoKmTJmibdu2qW/fvoqNjVVmZmaZ/T/77DMNHjxYq1ev1tatWzVw4EDdeOON2rZtm1M/m82mrKwsp8PX17fa45bHYhiGUfXbht1ul5+fn/LyLLLZLO4OBwBwIQqK3R0BXO0JdwcAV2r0krsjgCsYkk5JysvLk81mc3c4VfK/3OJ72WxNXDjuMfn5hVXpM4uMjFTPnj01b948R1vHjh01fPhwJSUlVeoanTp1UlxcnJ566ilJZyvACQkJOnr0aK2OK1EBBgAAAABTs9vtTkd+fn6Z/QoKCrR161bFxMQ4tcfExCgtLa1SYxUXF+vYsWNq1qyZU/vx48cVEhKi1q1b64YbbnCqENfEuCVIgAEAAADAxIKDg+Xn5+c4yquo5ubmqqioSP7+/k7t/v7+ys7OrtRYL730kk6cOKERI0Y42q688kq9/fbb+uCDD5ScnCxfX1/16dNHe/bsqbFxS7ANEgAAAAB4hOovTFX98aT9+/c7TYG2Wq0VnmWxOH8F1DCMUm1lSU5O1rRp07Rq1SpdeumljvbevXurd+/ejtd9+vRRz5499dprr+nVV1+94HHPRQIMAAAAACZms9kq9R3gFi1ayNvbu1TVNScnp1R19o9SUlI0fvx4vf/++xo0aFCFfb28vHTVVVc5KsAXMm6pa1epNwAAAACglhS54ag8Hx8fhYeHKzU11ak9NTVV0dHR5Z6XnJyscePGaenSpbr++uvPO45hGMrIyFBgYOAFjVsWKsAAAAAAgEpJTExUfHy8IiIiFBUVpfnz5yszM1MTJkyQJE2ePFkHDhzQ4sWLJZ1NfseMGaNXXnlFvXv3dlRxGzRoID8/P0nSM888o969e6t9+/ay2+169dVXlZGRoddff73S41YWCTAAAAAAoFLi4uJ0+PBhTZ8+XVlZWercubNWr16tkJAQSVJWVpbT3rxvvvmmCgsLNXHiRE2cONHRPnbsWL399tuSpKNHj+ree+9Vdna2/Pz81KNHD3322Wfq1atXpcetLPYBrib2AQaAiwj7AJsP+wCbCvsAm8PFsQ/w17LZGrtw3OPy84uok59ZdfEdYAAAAACAKTAFGgAAAAA8gnu2QTITKsAAAAAAAFMgAQYAAAAAmAJToAEAAADAIzAFurZRAQYAAAAAmAIVYAAAAADwCFSAaxsVYAAAAACAKVABBgAAAACPUCTXVmWLXDiWZ6ACDAAAAAAwBRJgAAAAAIApMAUaAAAAADwCi2DVNirAAAAAAABToAIMAAAAAB6BCnBtowIMAAAAADCFOpEAz507V6GhofL19VV4eLg2b95cbt+srCyNHj1aHTp0kJeXlxISEsrst3z5coWFhclqtSosLEwrV66spegBAAAAAJ7A4xPglJQUJSQkaMqUKdq2bZv69u2r2NhYZWZmltk/Pz9fLVu21JQpU9StW7cy+6SnpysuLk7x8fHavn274uPjNWLECH355Ze1eSsAAAAAUIFCNxzmYjEMw3B3EBWJjIxUz549NW/ePEdbx44dNXz4cCUlJVV47oABA9S9e3fNnj3bqT0uLk52u11r1qxxtA0dOlRNmzZVcnJypeKy2+3y8/NTXp5FNpul8jcEAPA8BcXujgCu9oS7A4ArNXrJ3RHAFQxJpyTl5eXJZrO5O5wq+V9usUo2WyMXjntCfn7D6uRnVl0eXQEuKCjQ1q1bFRMT49QeExOjtLS0al83PT291DWHDBlS4TXz8/Nlt9udDgAAAACoOVSAa5tHJ8C5ubkqKiqSv7+/U7u/v7+ys7Orfd3s7OwqXzMpKUl+fn6OIzg4uNrjAwAAAABcz6MT4BIWi/MUY8MwSrXV9jUnT56svLw8x7F///4LGh8AAAAAnBXJtdXfItfclgfx6H2AW7RoIW9v71KV2ZycnFIV3KoICAio8jWtVqusVmu1xwQAAAAAuJdHV4B9fHwUHh6u1NRUp/bU1FRFR0dX+7pRUVGlrrlu3boLuiYAAAAAwLN5dAVYkhITExUfH6+IiAhFRUVp/vz5yszM1IQJEySdnZp84MABLV682HFORkaGJOn48eM6dOiQMjIy5OPjo7CwMEnSpEmT1K9fP82YMUPDhg3TqlWrtH79en3++ecuvz8AAAAAOMvVC1OZbxEsj0+A4+LidPjwYU2fPl1ZWVnq3LmzVq9erZCQEElSVlZWqT2Be/To4fjvrVu3aunSpQoJCdG+ffskSdHR0Vq2bJmmTp2qJ598Uu3atVNKSooiIyNddl8AAAAAANfy+H2APRX7AAPARYR9gM2HfYBNhX2AzeHi2Ad4sWy2hi4c96T8/MbUyc+sujz6O8AAAAAAANQUEmAAAAAAgCl4/HeAAQAAAMAcWASrtlEBBgAAAACYAhVgAAAAAPAIVIBrGxVgAAAAAIApUAEGAAAAAI9QJNdWZYtcOJZnoAIMAAAAADAFEmAAAAAAgCkwBRoAAAAAPEKRXDstmSnQAAAAAABclKgAAwAAAIBHYBuk2kYFGAAAAABgCiTAAAAAAABTYAo0AAAAAHgEpkDXNirAAAAAAABToAIMAAAAAB6hSK6tyrINEgAAAAAAFyUqwAAAAADgEfgOcG2jAgwAAAAAMAUSYAAAAACAKTAFGgAAAAA8AlOgaxsVYAAAAACAKVABBgAAAACPQAW4tlEBBgAAAACYAgkwAAAAAMAUmAINAAAAAB6BKdC1jQowAAAAAMAUqAADAAAAgEcokmurskUuHMszUAEGAAAAAJgCFWAAAAAA8AiFkrxdPJ65UAEGAAAAAJgCCTAAAAAAwBSYAg0AAAAAHoEp0LWNCjAAAAAAwBSoAAMAAACAR6ACXNuoAAMAAAAATIEK8AW7RVJ9dwcBlzDfb8jMzdfdAcCVfBq7OwK42qh57o4ALnTrS+6OAK5QIGmZu4OAxyMBBgAAAACPUCTXFl2KXDiWZ2AKNAAAAADAFKgAAwAAAIBHKJRra5Tm+4ofFWAAAAAAgClQAQYAAAAAj0AFuLZRAQYAAAAAmAIJMAAAAADAFJgCDQAAAAAegSnQtY0KMAAAAADAFKgAAwAAAIBHKPq/w5XjmQsVYAAAAABApc2dO1ehoaHy9fVVeHi4Nm/eXG7fFStWaPDgwWrZsqVsNpuioqK0du1apz4LFixQ37591bRpUzVt2lSDBg3Sli1bnPpMmzZNFovF6QgICKhy7CTAAAAAAIBKSUlJUUJCgqZMmaJt27apb9++io2NVWZmZpn9P/vsMw0ePFirV6/W1q1bNXDgQN14443atm2bo8/GjRs1atQoffrpp0pPT1ebNm0UExOjAwcOOF2rU6dOysrKchzffvttleO3GIZhVPksyG63y8/PT3l5t8pmq+/ucOAS5lskwNx83R0AXKqxuwOAq22d5+4I4EJjI9wdAVyhQNIySXl5ebLZbO4Op0r+l1vc5tLcwm4/Iz+/96v0mUVGRqpnz56aN+9//4527NhRw4cPV1JSUqWu0alTJ8XFxempp54q8/2ioiI1bdpUc+bM0ZgxYySdrQD/+9//VkZGRqXGKA8VYAAAAAAwMbvd7nTk5+eX2a+goEBbt25VTEyMU3tMTIzS0tIqNVZxcbGOHTumZs2aldvn5MmTOnPmTKk+e/bsUVBQkEJDQzVy5Ej9/PPPlRrzXCTAAAAAAOARCt1wSMHBwfLz83Mc5VVyc3NzVVRUJH9/f6d2f39/ZWdnV+oOX3rpJZ04cUIjRowot8/jjz+uVq1aadCgQY62yMhILV68WGvXrtWCBQuUnZ2t6OhoHT58uFLjlmAVaAAAAAAwsf379ztNgbZarRX2t1gsTq8NwyjVVpbk5GRNmzZNq1at0qWXXlpmn5kzZyo5OVkbN26Ur+//vpIWGxvr+O8uXbooKipK7dq10zvvvKPExMTzjl2CBBgAAAAATMxms1XqO8AtWrSQt7d3qWpvTk5OqarwH6WkpGj8+PF6//33nSq755o1a5aef/55rV+/Xl27dq3weo0aNVKXLl20Z8+e88Z9LqZAAwAAAIBHcM8U6Mry8fFReHi4UlNTndpTU1MVHR1d7nnJyckaN26cli5dquuvv77MPi+++KKeffZZffzxx4qIOP/Kdfn5+dq5c6cCAwOrdA9UgAEAAAAAlZKYmKj4+HhFREQoKipK8+fPV2ZmpiZMmCBJmjx5sg4cOKDFixdLOpv8jhkzRq+88op69+7tqB43aNBAfn5+ks5Oe37yySe1dOlStW3b1tGncePGatz47E4NDz/8sG688Ua1adNGOTk5eu6552S32zV27NgqxU8CDAAAAAAeoVDS+b9LW7PjVU1cXJwOHz6s6dOnKysrS507d9bq1asVEhIiScrKynLaE/jNN99UYWGhJk6cqIkTJzrax44dq7fffluSNHfuXBUUFOjWW291Guvpp5/WtGnTJEm//vqrRo0apdzcXLVs2VK9e/fWF1984Ri3stgHuJrYB9iM2AfYXNgH2FzYB9h02AfYVNgH2Bwujn2AY92wD/CaOvmZVRcVYAAAAADwCJ5fAa7rWAQLAAAAAGAKJMAAAAAAAFNgCjQAAAAAeIQiuXYKdJELx/IMVIABAAAAAKZABRgAAAAAPIKrF6ViESwAAAAAAC5KJMAAAAAAAFNgCjQAAAAAeASmQNc2KsAAAAAAAFOgAgwAAAAAHoEKcG2jAgwAAAAAMAUqwAAAAADgEYou8vHcjwowAAAAAMAUSIABAAAAAKbAFGgAAAAA8AiFkgwXjscUaAAAAAAALkpUgAEAAADAI1ABrm11ogI8d+5chYaGytfXV+Hh4dq8eXO5fTdu3CiLxVLq+OGHH5z6LV++XGFhYbJarQoLC9PKlStr+zYAAAAAAG7k8QlwSkqKEhISNGXKFG3btk19+/ZVbGysMjMzKzxv165dysrKchzt27d3vJeenq64uDjFx8dr+/btio+P14gRI/Tll1/W9u0AAAAAANzEYhiGK2vsVRYZGamePXtq3rx5jraOHTtq+PDhSkpKKtV/48aNGjhwoI4cOaJLLrmkzGvGxcXJbrdrzZo1jrahQ4eqadOmSk5OrlRcdrtdfn5+ysu7VTZb/ardFOqoQncHAJfydXcAcKnG7g4ArrZ13vn74KIxNsLdEcAVCiQtk5SXlyebzebucKrkf7lFB9ls3i4ct0h+frvq5GdWXR5dAS4oKNDWrVsVExPj1B4TE6O0tLQKz+3Ro4cCAwN17bXX6tNPP3V6Lz09vdQ1hwwZUuE18/PzZbfbnQ4AAAAAQN3h0Qlwbm6uioqK5O/v79Tu7++v7OzsMs8JDAzU/PnztXz5cq1YsUIdOnTQtddeq88++8zRJzs7u0rXlKSkpCT5+fk5juDg4Au4MwAAAAD4o0I3HOZSJ1aBtlgsTq8NwyjVVqJDhw7q0KGD43VUVJT279+vWbNmqV+/ftW6piRNnjxZiYmJjtd2u50kGAAAAADqEI9OgFu0aCFvb+9SldmcnJxSFdyK9O7dW0uWLHG8DggIqPI1rVarrFZrpccEAAAAgKopkmu3QSp24ViewaOnQPv4+Cg8PFypqalO7ampqYqOjq70dbZt26bAwEDH66ioqFLXXLduXZWuCQAAAACoWzy6AixJiYmJio+PV0REhKKiojR//nxlZmZqwoQJks5OTT5w4IAWL14sSZo9e7batm2rTp06qaCgQEuWLNHy5cu1fPlyxzUnTZqkfv36acaMGRo2bJhWrVql9evX6/PPP3fLPQIAAAAAap/HJ8BxcXE6fPiwpk+frqysLHXu3FmrV69WSEiIJCkrK8tpT+CCggI9/PDDOnDggBo0aKBOnTrpo48+0nXXXefoEx0drWXLlmnq1Kl68skn1a5dO6WkpCgyMtLl9wcAAAAAZzEFurZ5/D7Anop9gM3IfKvkmRv7AJsL+wCbDvsAmwr7AJvDxbEPcLBsNtd9S9VuL5af3/46+ZlVl8dXgAEAAADAHArl2mWazFcB9uhFsAAAAAAAqCkkwAAAAAAAU2AKNAAAAAB4BKZA1zYqwAAAAAAAU6ACDAAAAAAegQpwbaMCDAAAAAAwBSrAAAAAAOARiuTaqqzhwrE8AxVgAAAAAIApkAADAAAAAEyBKdAAAAAA4BEKJVlcOB5ToAEAAAAAuChRAQYAAAAAj0AFuLZRAQYAAAAAmAIJMAAAAADAFJgCDQAAAAAegSnQtY0KMAAAAADAFKgAAwAAAIAnMIpdW5Q1XwGYCjAAAAAAwByoAAMAAACAJyj+v8OV45kMFWAAAAAAgCmQAAMAAAAATIEp0AAAAADgCYr+73DleCZDBRgAAAAAYApUgAEAAADAE1ABrnVUgAEAAAAApkACDAAAAAAwBaZAAwAAAIAnYB/gWkcFGAAAAABgClSAAQAAAMATsAhWraMCDAAAAAAwBSrAAAAAAOAJ+A5wraMCDAAAAAAwBRJgAAAAAIApMAUaAAAAADxBsVy7MBVToAEAAAAAuDhRAQYAAAAAT8A2SLWOBPiC9ZfUwN1BwCX462Iuhe4OAC7V1t0BwNXC33R3BHChy8w4z9OETrs7ANQJTIEGAAAAAJgCJS0AAAAA8ATsA1zrqAADAAAAAEyBCjAAAAAAeAIWwap1VIABAAAAAKZAAgwAAAAAMAWmQAMAAACAJ2AKdK2jAgwAAAAAqLS5c+cqNDRUvr6+Cg8P1+bNm8vtu2LFCg0ePFgtW7aUzWZTVFSU1q5dW6rf8uXLFRYWJqvVqrCwMK1cufKCxi0PCTAAAAAAeIJiNxxVlJKSooSEBE2ZMkXbtm1T3759FRsbq8zMzDL7f/bZZxo8eLBWr16trVu3auDAgbrxxhu1bds2R5/09HTFxcUpPj5e27dvV3x8vEaMGKEvv/yy2uOWx2IYhlH124bdbpefn5/y8l6TzdbA3eHAJfjGgLkUujsAuFRbdwcAl4txdwBwoWcsJtzs1IROS3pBUl5enmw2m7vDqRJHbrFDsjVx4bjHJL+uVfvMIiMj1bNnT82bN8/R1rFjRw0fPlxJSUmVukanTp0UFxenp556SpIUFxcnu92uNWvWOPoMHTpUTZs2VXJyco2NK1EBBgAAAADPUOSGQ2cT8HOP/Pz8MsMrKCjQ1q1bFRPj/EvEmJgYpaWlVeoWi4uLdezYMTVr1szRlp6eXuqaQ4YMcVyzJsYtQQIMAAAAACYWHBwsPz8/x1FeRTU3N1dFRUXy9/d3avf391d2dnalxnrppZd04sQJjRgxwtGWnZ1d4TVrYtwSzOkEAAAAABPbv3+/0xRoq9VaYX+LxeL02jCMUm1lSU5O1rRp07Rq1SpdeumlVb5mdcc9FwkwAAAAAHgCQ9VamOqCxpNks9kq9R3gFi1ayNvbu1TVNScnp1R19o9SUlI0fvx4vf/++xo0aJDTewEBARVe80LG/SOmQAMAAAAAzsvHx0fh4eFKTU11ak9NTVV0dHS55yUnJ2vcuHFaunSprr/++lLvR0VFlbrmunXrHNes7rhloQIMAAAAAJ7gnIWpXDZeFSUmJio+Pl4RERGKiorS/PnzlZmZqQkTJkiSJk+erAMHDmjx4sWSzia/Y8aM0SuvvKLevXs7qrgNGjSQn5+fJGnSpEnq16+fZsyYoWHDhmnVqlVav369Pv/880qPW1kkwAAAAACASomLi9Phw4c1ffp0ZWVlqXPnzlq9erVCQkIkSVlZWU5787755psqLCzUxIkTNXHiREf72LFj9fbbb0uSoqOjtWzZMk2dOlVPPvmk2rVrp5SUFEVGRlZ63MpiH+BqYh9gM+L3RebCPsDm0tbdAcDl2AfYTNgH2Bwuin2Av5JsjV047nHJ76q6+ZlVFz/RAwAAAIAnqANToOs6FsECAAAAAJgCFWAAAAAA8ATFcu02SCb8dgAVYAAAAACAKVABBgAAAABPwHeAax0VYAAAAACAKZAAAwAAAABMgSnQAAAAAOAJmAJd66gAAwAAAABMgQowAAAAAHgCtkGqdVSAAQAAAACmQAIMAAAAADAFpkADAAAAgCcolmsXpmIKNAAAAAAAFycqwAAAAADgCVgEq9ZRAQYAAAAAmAIVYAAAAADwBEVy7XeAXTmWh6ACDAAAAAAwBRJgAAAAAIApMAUaAAAAADwBU6BrHRVgAAAAAIApeHQCnJSUpKuuukpNmjTRpZdequHDh2vXrl3nPW/Tpk0KDw+Xr6+vLrvsMr3xxhul+ixfvlxhYWGyWq0KCwvTypUra+MWAAAAAKByit1wmIxHJ8CbNm3SxIkT9cUXXyg1NVWFhYWKiYnRiRMnyj1n7969uu6669S3b19t27ZNTzzxhB566CEtX77c0Sc9PV1xcXGKj4/X9u3bFR8frxEjRujLL790xW0BAAAAANzAYhiG4e4gKuvQoUO69NJLtWnTJvXr16/MPo899pg++OAD7dy509E2YcIEbd++Xenp6ZKkuLg42e12rVmzxtFn6NChatq0qZKTkysVi91ul5+fn/LyXpPN1uAC7gp1B1+ZN5dCdwcAl2rr7gDgcjHuDgAu9IzFhGUuEzot6QVJeXl5stls7g6nShy5xQeSrZELxz0h+d1UNz+z6vLoCvAf5eXlSZKaNWtWbp/09HTFxDj/n9qQIUP09ddf68yZMxX2SUtLK/e6+fn5stvtTgcAAAAA1JgiNxwmU2cSYMMwlJiYqKuvvlqdO3cut192drb8/f2d2vz9/VVYWKjc3NwK+2RnZ5d73aSkJPn5+TmO4ODgC7gbAAAAAICr1ZkE+MEHH9SOHTsqNUXZYrE4vS6Z5X1ue1l9/th2rsmTJysvL89x7N+/vyrhAwAAAEDFqADXujrxpcY///nP+uCDD/TZZ5+pdevWFfYNCAgoVcnNyclRvXr11Lx58wr7/LEqfC6r1Sqr1VrNOwAAAAAAuJtHV4ANw9CDDz6oFStWaMOGDQoNDT3vOVFRUUpNTXVqW7dunSIiIlS/fv0K+0RHR9dc8AAAAABQFYZcuwVSnVkOueZ4dAI8ceJELVmyREuXLlWTJk2UnZ2t7OxsnTp1ytFn8uTJGjNmjOP1hAkT9MsvvygxMVE7d+7UW2+9pYULF+rhhx929Jk0aZLWrVunGTNm6IcfftCMGTO0fv16JSQkuPL2AAAAAAAu5NEJ8Lx585SXl6cBAwYoMDDQcaSkpDj6ZGVlKTMz0/E6NDRUq1ev1saNG9W9e3c9++yzevXVV3XLLbc4+kRHR2vZsmVatGiRunbtqrffflspKSmKjIx06f0BAAAAAFzHo78DXJktit9+++1Sbf3799c333xT4Xm33nqrbr311uqGBgAAAAA1y9ULU5lwESyPrgADAAAAAFBTPLoCDAAAAACmUbI4lSvHMxkqwAAAAAAAUyABBgAAAACYAlOgAQAAAMATsAhWraMCDAAAAAAwBSrAAAAAAOAJqADXOirAAAAAAABToAIMAAAAAJ6AbZBqHRVgAAAAAIApkAADAAAAAEyBKdAAAAAA4AlYBKvWUQEGAAAAAJgCFWAAAAAA8ATFcm1VlkWwAAAAAAC4OJEAAwAAAABMgSnQAAAAAOAJ2Ae41lEBBgAAAACYAhVgAAAAAPAEbINU66gAAwAAAABMgQowAAAAAHgCvgNc66gAAwAAAABMgQQYAAAAAGAKTIEGAAAAAE/AIli1jgowAAAAAMAUqAADAAAAgCegAlzrqAADAAAAAEyBBBgAAAAAYApMgQYAAAAAT8A+wLWOCjAAAAAAwBSoAAMAAACAJyiWaxemogIMAAAAAMDFiQQYAAAAAGAKTIEGAAAAAE/AIli1jgowAAAAAMAUqAADAAAAgCcokmsXwXLlWB6CCjAAAAAAwBSoAF+wNpIauTsIADXO290BwKXaujsAuNzl7g4ALtRcu90dAlzglLsDqAlUgGsdFWAAAAAAgCmQAAMAAAAATIEp0AAAAADgCdgGqdZRAQYAAAAAmAIJMAAAAAB4giI3HNUwd+5chYaGytfXV+Hh4dq8eXO5fbOysjR69Gh16NBBXl5eSkhIKNVnwIABslgspY7rr7/e0WfatGml3g8ICKhy7CTAAAAAAIBKSUlJUUJCgqZMmaJt27apb9++io2NVWZmZpn98/Pz1bJlS02ZMkXdunUrs8+KFSuUlZXlOL777jt5e3vrtttuc+rXqVMnp37ffvttlePnO8AAAAAAgEp5+eWXNX78eN19992SpNmzZ2vt2rWaN2+ekpKSSvVv27atXnnlFUnSW2+9VeY1mzVr5vR62bJlatiwYakEuF69etWq+p6LCjAAAAAAeAI3TYG22+1OR35+fpnhFRQUaOvWrYqJiXFqj4mJUVpaWk18ApKkhQsXauTIkWrUqJFT+549exQUFKTQ0FCNHDlSP//8c5WvTQIMAAAAACYWHBwsPz8/x1FWJVeScnNzVVRUJH9/f6d2f39/ZWdn10gsW7Zs0XfffeeoMJeIjIzU4sWLtXbtWi1YsEDZ2dmKjo7W4cOHq3R9pkADAAAAgCcw5NqtiYyz/7N//37ZbDZHs9VqrfA0i8XifBnDKNVWXQsXLlTnzp3Vq1cvp/bY2FjHf3fp0kVRUVFq166d3nnnHSUmJlb6+iTAAAAAAGBiNpvNKQEuT4sWLeTt7V2q2puTk1OqKlwdJ0+e1LJlyzR9+vTz9m3UqJG6dOmiPXv2VGkMpkADAAAAgCfw8G2QfHx8FB4ertTUVKf21NRURUdHV/FmS3vvvfeUn5+vO+6447x98/PztXPnTgUGBlZpDCrAAAAAAIBKSUxMVHx8vCIiIhQVFaX58+crMzNTEyZMkCRNnjxZBw4c0OLFix3nZGRkSJKOHz+uQ4cOKSMjQz4+PgoLC3O69sKFCzV8+HA1b9681LgPP/ywbrzxRrVp00Y5OTl67rnnZLfbNXbs2CrFTwIMAAAAAKiUuLg4HT58WNOnT1dWVpY6d+6s1atXKyQkRJKUlZVVak/gHj16OP5769atWrp0qUJCQrRv3z5H++7du/X5559r3bp1ZY7766+/atSoUcrNzVXLli3Vu3dvffHFF45xK8tiGIZRpTMg6exS4X5+fsrLWyWbrdH5TwBQx3i7OwC4VFt3BwCXG+LuAOBCcyy73R0CXOCUpEcl5eXlVer7rJ7EkVskSraK15+q2XHzJb+X6+ZnVl18BxgAAAAAYApMgQYAAAAAT1CNhakueDyToQIMAAAAADAFEmAAAAAAgCkwBRoAAAAAPAFToGsdFWAAAAAAgClQAQYAAAAAT1D8f4crxzMZKsAAAAAAAFOgAgwAAAAAnoDvANc6KsAAAAAAAFMgAQYAAAAAmAJToAEAAADAExTLtdOSWQQLAAAAAICLExVgAAAAAPAEbINU66gAAwAAAABMgQQYAAAAAGAKTIEGAAAAAE/APsC1jgowAAAAAMAUqAADAAAAgCdgEaxaRwUYAAAAAGAKVIABAAAAwBPwHeBaRwUYAAAAAGAKJMAAAAAAAFNgCjQAAAAAeAKmQNc6j64AT5s2TRaLxekICAio8JxNmzYpPDxcvr6+uuyyy/TGG2+U6rN8+XKFhYXJarUqLCxMK1eurK1bAAAAAAB4iColwBs2bFBYWJjsdnup9/Ly8tSpUydt3ry5xoKTpE6dOikrK8txfPvtt+X23bt3r6677jr17dtX27Zt0xNPPKGHHnpIy5cvd/RJT09XXFyc4uPjtX37dsXHx2vEiBH68ssvazRuAAAAAKiSYjccJlOlKdCzZ8/WPffcI5vNVuo9Pz8/3XfffXr55ZfVt2/fmguwXr3zVn1LvPHGG2rTpo1mz54tSerYsaO+/vprzZo1S7fccovjHgYPHqzJkydLkiZPnqxNmzZp9uzZSk5OrrG4AQAAAACepUoV4O3bt2vo0KHlvh8TE6OtW7decFDn2rNnj4KCghQaGqqRI0fq559/Lrdvenq6YmJinNqGDBmir7/+WmfOnKmwT1paWoVx5Ofny263Ox0AAAAAgLqjSgnwb7/9pvr165f7fr169XTo0KELDqpEZGSkFi9erLVr12rBggXKzs5WdHS0Dh8+XGb/7Oxs+fv7O7X5+/ursLBQubm5FfbJzs6uMJakpCT5+fk5juDg4Au4MwAAAAD4g2L9byEsVxwmnAJdpQS4VatWFX4Hd8eOHQoMDLzgoErExsbqlltuUZcuXTRo0CB99NFHkqR33nmn3HMsFovTa8MwSrWX1eePbX80efJk5eXlOY79+/dX6V4AAAAAAO5Vpe8AX3fddXrqqacUGxsrX19fp/dOnTqlp59+WjfccEONBniuRo0aqUuXLtqzZ0+Z7wcEBJSq5Obk5KhevXpq3rx5hX3+WBX+I6vVKqvVegHRAwAAAEAFiuTafXrYBqliU6dO1e+//64rrrhCM2fO1KpVq/TBBx9oxowZ6tChg37//XdNmTKltmJVfn6+du7cWW6VOSoqSqmpqU5t69atU0REhGPqdnl9oqOjaydoAAAAAIBHqFIF2N/fX2lpabr//vs1efJkp+nFQ4YM0dy5c89bSa2Khx9+WDfeeKPatGmjnJwcPffcc7Lb7Ro7dqyks9OSDxw4oMWLF0uSJkyYoDlz5igxMVH33HOP0tPTtXDhQqfVnSdNmqR+/fppxowZGjZsmFatWqX169fr888/r7G4AQAAAKDKXL01kQm/A1ylBFiSQkJCtHr1ah05ckQ//vijDMNQ+/bt1bRp0xoP7tdff9WoUaOUm5urli1bqnfv3vriiy8UEhIiScrKylJmZqajf2hoqFavXq2//OUvev311xUUFKRXX33VsQWSJEVHR2vZsmWaOnWqnnzySbVr104pKSmKjIys8fgBAAAAAJ7DYpSUcVEldrtdfn5+ystbJZutkbvDAVDjvN0dAFyqrbsDgMsNcXcAcKE5lt3uDgEucErSo5Ly8vJks9ncHU6VOHKLYZKt/E13an7cM5Lfqrr5mVVXlSvAAAAAAIBawCJYtc6VHy8AAAAAAG5DBRgAAAAAPAGLYNU6KsAAAAAAAFMgAQYAAAAAmAJToAEAAADAE7AIVq2jAgwAAAAAMAUqwAAAAADgCagA1zoqwAAAAAAAU6ACDAAAAACewJBrtyYyXDiWh6ACDAAAAAAwBRJgAAAAAIApMAUaAAAAADxBkSSLi8czGSrAAAAAAABToAIMAAAAAJ6ACnCtowIMAAAAADAFEmAAAAAAgCkwBRoAAAAAPEGxXLsPsCvH8hBUgAEAAAAApkAFGAAAAAA8AYtg1ToqwAAAAAAAUyABBgAAAACYAlOgAQAAAMATsAhWraMCDAAAAAAwBSrAAAAAAOAJWASr1lEBBgAAAACYAhVgAAAAAPAExXJtVZbvAAMAAAAAcHEiAQYAAAAAmAJToAEAAADAExTLtYtgMQUaAAAAAICLExVgAAAAAPAErt6WiG2QAAAAAAC4OJEAAwAAAABMgSnQAAAAAOAJmAJd66gAAwAAAABMgQowAAAAAHgCtkGqdSTAF8wmqbG7gwBQ4/jn0VxauDsAuNwl7g4ALmR1dwBwCRPmcqgGfsIDAAAAAE/Ad4BrHd8BBgAAAABU2ty5cxUaGipfX1+Fh4dr8+bN5fbNysrS6NGj1aFDB3l5eSkhIaFUn7ffflsWi6XUcfr06WqPWx4SYAAAAABApaSkpCghIUFTpkzRtm3b1LdvX8XGxiozM7PM/vn5+WrZsqWmTJmibt26lXtdm82mrKwsp8PX17fa45aHBBgAAAAAPEGxG44qevnllzV+/Hjdfffd6tixo2bPnq3g4GDNmzevzP5t27bVK6+8ojFjxsjPz6/c61osFgUEBDgdFzJueUiAAQAAAMDE7Ha705Gfn19mv4KCAm3dulUxMTFO7TExMUpLS7ugGI4fP66QkBC1bt1aN9xwg7Zt21Yr45IAAwAAAIAnKNbZhalcdfxfBTg4OFh+fn6OIykpqczwcnNzVVRUJH9/f6d2f39/ZWdnV/u2r7zySr399tv64IMPlJycLF9fX/Xp00d79uyp8XFZBRoAAAAATGz//v2y2WyO11ZrxZuHWSzOmxUbhlGqrSp69+6t3r17O1736dNHPXv21GuvvaZXX321RsclAQYAAAAAE7PZbE4JcHlatGghb2/vUlXXnJycUtXZC+Hl5aWrrrrKUQGuyXGZAg0AAAAAnsCV059Ljirw8fFReHi4UlNTndpTU1MVHR1dxZstn2EYysjIUGBgYI2PSwUYAAAAAFApiYmJio+PV0REhKKiojR//nxlZmZqwoQJkqTJkyfrwIEDWrx4seOcjIwMSWcXujp06JAyMjLk4+OjsLAwSdIzzzyj3r17q3379rLb7Xr11VeVkZGh119/vdLjVhYJMAAAAAB4gmpsS+Tq8eLi4nT48GFNnz5dWVlZ6ty5s1avXq2QkBBJUlZWVqm9eXv06OH4761bt2rp0qUKCQnRvn37JElHjx7Vvffeq+zsbPn5+alHjx767LPP1KtXr0qPW1kWwzCMqt827Ha7/Pz8lJf3qWy2xu4OB0CN4/eD5nK5uwOAy13r7gDgQgssW9wdAlzglKRJkvLy8ir1fVZP4sgtWkk2F35J1V4s+R2om59ZdfETHgAAAAB4giJJrixPurri7AFYBAsAAAAAYAokwAAAAAAAU2AKNAAAAAB4AqZA1zoqwAAAAAAAU6ACDAAAAACeoA5sg1TXUQEGAAAAAJgCCTAAAAAAwBSYAg0AAAAAnqBYrl0Ey5VjeQgqwAAAAAAAU6ACDAAAAACeoFiSxYXjUQEGAAAAAODiRAUYAAAAADxBkagA1zIqwAAAAAAAUyABBgAAAACYAlOgAQAAAMATMAW61lEBBgAAAACYAhVgAAAAAPAEbINU66gAAwAAAABMgQQYAAAAAGAKTIEGAAAAAE/AIli1jgowAAAAAMAUqAADAAAAgCegAlzrqAADAAAAAEyBCjAAAAAAeAJDpqzKuhIVYAAAAACAKZAAAwAAAABMwa0J8GeffaYbb7xRQUFBslgs+ve//+30vmEYmjZtmoKCgtSgQQMNGDBA//3vf8973eXLlyssLExWq1VhYWFauXJlqT5z585VaGiofH19FR4ers2bN9fUbQEAAABAlRW54TAbtybAJ06cULdu3TRnzpwy3585c6ZefvllzZkzR1999ZUCAgI0ePBgHTt2rNxrpqenKy4uTvHx8dq+fbvi4+M1YsQIffnll44+KSkpSkhI0JQpU7Rt2zb17dtXsbGxyszMrPF7BAAAAAB4BothGB7xNWuLxaKVK1dq+PDhks5Wf4OCgpSQkKDHHntMkpSfny9/f3/NmDFD9913X5nXiYuLk91u15o1axxtQ4cOVdOmTZWcnCxJioyMVM+ePTVv3jxHn44dO2r48OFKSkqqVLx2u11+fn7Ky/tUNlvj6twyAI/GGoHmcrm7A4DLXevuAOBCCyxb3B0CXOCUpEmS8vLyZLPZ3B1OlZTkFockuTJyu6SWqpufWXV57HeA9+7dq+zsbMXExDjarFar+vfvr7S0tHLPS09PdzpHkoYMGeI4p6CgQFu3bi3VJyYmpsLr5ufny263Ox0AAAAAgLrDYxPg7OxsSZK/v79Tu7+/v+O98s6r6Jzc3FwVFRVV+bpJSUny8/NzHMHBwVW6HwAAAACAe3lsAlzCYrE4vTYMo1Rbdc6p6nUnT56svLw8x7F///7KhA8AAAAAlVLshsNsPPZLbgEBAZLOVnQDAwMd7Tk5OaWqt38874+V3HPPadGihby9vSvsUxar1Sqr1Vrl+wAAAAAAeAaPrQCHhoYqICBAqampjraCggJt2rRJ0dHR5Z4XFRXldI4krVu3znGOj4+PwsPDS/VJTU2t8LoAAAAAUJvYBqn2ubUCfPz4cf3444+O13v37lVGRoaaNWumNm3aKCEhQc8//7zat2+v9u3b6/nnn1fDhg01evRoxzljxoxRq1atHKs3T5o0Sf369dOMGTM0bNgwrVq1SuvXr9fnn3/uOCcxMVHx8fGKiIhQVFSU5s+fr8zMTE2YMMF1Nw8AAAAAcCm3JsBff/21Bg4c6HidmJgoSRo7dqzefvttPfroozp16pQeeOABHTlyRJGRkVq3bp2aNGniOCczM1NeXv8rZEdHR2vZsmWaOnWqnnzySbVr104pKSmKjIx09ImLi9Phw4c1ffp0ZWVlqXPnzlq9erVCQkJccNcAAAAAUJqrv5drxu8Ae8w+wHUN+wADFzuPXSIBtYJ9gM2HfYDNhH2AzeFi2Af4V7l+H+DWqpufWXV57HeAAQAAAACoSZQ4AAAAAMADuHphKjMugkUFGAAAAABgClSAAQAAAMADFMu1VVkzLoJFBRgAAAAAYAokwAAAAAAAU2AKNAAAAAB4APYBrn1UgAEAAAAApkAFGAAAAAA8ANsg1T4qwAAAAAAAUyABBgAAAACYAlOgAQAAAMADMAW69lEBBgAAAACYAhVgAAAAAPAAbINU+6gAAwAAAABMgQowAAAAAHgAvgNc+6gAAwAAAABMgQQYAAAAAGAKTIEGAAAAAA/AIli1jwowAAAAAMAUqAADAAAAgAcolmsXpqICDAAAAADARYoEGAAAAABgCkyBBgAAAAAPwD7AtY8KMAAAAADAFKgAAwAAAIAHYBuk2kcFGAAAAABgClSAAQAAAMAD8B3g2kcFGAAAAABgCiTAAAAAAABTYAo0AAAAAHgApkDXPirAAAAAAABToAIMAAAAAB6AbZBqHxVgAAAAAIApkAADAAAAAEyBKdAAAAAA4AFYBKv2UQEGAAAAAFTa3LlzFRoaKl9fX4WHh2vz5s3l9s3KytLo0aPVoUMHeXl5KSEhoVSfBQsWqG/fvmratKmaNm2qQYMGacuWLU59pk2bJovF4nQEBARUOXYqwBfM9/8OAEDd1djdAcDl+P9uAJ7HkGsXpjKqcU5KSooSEhI0d+5c9enTR2+++aZiY2P1/fffq02bNqX65+fnq2XLlpoyZYr+/ve/l3nNjRs3atSoUYqOjpavr69mzpypmJgY/fe//1WrVq0c/Tp16qT169c7Xnt7e1c5firAAAAAAIBKefnllzV+/Hjdfffd6tixo2bPnq3g4GDNmzevzP5t27bVK6+8ojFjxsjPz6/MPu+++64eeOABde/eXVdeeaUWLFig4uJiffLJJ0796tWrp4CAAMfRsmXLKsdPAgwAAAAAHqDIDYck2e12pyM/P7/M+AoKCrR161bFxMQ4tcfExCgtLa0GPoGzTp48qTNnzqhZs2ZO7Xv27FFQUJBCQ0M1cuRI/fzzz1W+NgkwAAAAAJhYcHCw/Pz8HEdSUlKZ/XJzc1VUVCR/f3+ndn9/f2VnZ9dYPI8//rhatWqlQYMGOdoiIyO1ePFirV27VgsWLFB2draio6N1+PDhKl2b7wADAAAAgInt379fNpvN8dpqtVbY32KxOL02DKNUW3XNnDlTycnJ2rhxo3x9/7deQ2xsrOO/u3TpoqioKLVr107vvPOOEhMTK319EmAAAAAA8ADu2gbJZrM5JcDladGihby9vUtVe3NyckpVhatj1qxZev7557V+/Xp17dq1wr6NGjVSly5dtGfPniqNwRRoAAAAAMB5+fj4KDw8XKmpqU7tqampio6OvqBrv/jii3r22Wf18ccfKyIi4rz98/PztXPnTgUGBlZpHCrAAAAAAOABiuXabZCqM1ZiYqLi4+MVERGhqKgozZ8/X5mZmZowYYIkafLkyTpw4IAWL17sOCcjI0OSdPz4cR06dEgZGRny8fFRWFiYpLPTnp988kktXbpUbdu2dVSYGzdurMaNz25V+PDDD+vGG29UmzZtlJOTo+eee052u11jx46tUvwkwAAAAACASomLi9Phw4c1ffp0ZWVlqXPnzlq9erVCQkIkSVlZWcrMzHQ6p0ePHo7/3rp1q5YuXaqQkBDt27dPkjR37lwVFBTo1ltvdTrv6aef1rRp0yRJv/76q0aNGqXc3Fy1bNlSvXv31hdffOEYt7IshmFUZ/9j07Pb7fLz81NeXrpstsbuDgcAcEE6uzsAuFx/dwcAF1pg+czdIcAFTkmaJCkvL69S32f1JCW5xUeSGrlw3BOSrlfd/MyqiwowAAAAAHgAdy2CZSYsggUAAAAAMAUqwAAAAADgAagA1z4qwAAAAAAAU6ACDAAAAAAeoC5sg1TXUQEGAAAAAJgCCTAAAAAAwBSYAg0AAAAAHqBYrl2YiinQAAAAAABcpKgAAwAAAIAHYBGs2kcFGAAAAABgCiTAAAAAAABTYAo0AAAAAHiAIrl2ESxXjuUpqAADAAAAAEyBCjAAAAAAeAAqwLWPCjAAAAAAwBSoAAMAAACAB2AbpNpHBRgAAAAAYAokwAAAAAAAU2AKNAAAAAB4ABbBqn1UgAEAAAAApkAFGAAAAAA8ABXg2kcFGAAAAABgCiTAAAAAAABTYAo0AAAAAHgAQ67dm9dw4VieggowAAAAAMAUqAADAAAAgAdgEazaRwUYAAAAAGAKVIABAAAAwAMUy7XfAXblWJ6CCjAAAAAAwBTcmgAnJSXpqquuUpMmTXTppZdq+PDh2rVrl1MfwzA0bdo0BQUFqUGDBhowYID++9//nvfay5cvV1hYmKxWq8LCwrRy5cpSfebOnavQ0FD5+voqPDxcmzdvrrF7AwAAAAB4FrcmwJs2bdLEiRP1xRdfKDU1VYWFhYqJidGJEyccfWbOnKmXX35Zc+bM0VdffaWAgAANHjxYx44dK/e66enpiouLU3x8vLZv3674+HiNGDFCX375paNPSkqKEhISNGXKFG3btk19+/ZVbGysMjMza/WeAQAAAKAsRW44zMZiGIbHbP906NAhXXrppdq0aZP69esnwzAUFBSkhIQEPfbYY5Kk/Px8+fv7a8aMGbrvvvvKvE5cXJzsdrvWrFnjaBs6dKiaNm2q5ORkSVJkZKR69uypefPmOfp07NhRw4cPV1JS0nljtdvt8vPzU15eumy2xhdy2wAAt+vs7gDgcv3dHQBcaIHlM3eHABc4JWmSpLy8PNlsNneHUyUlucWrkhq4cNxTkh5S3fzMqsujvgOcl5cnSWrWrJkkae/evcrOzlZMTIyjj9VqVf/+/ZWWllbuddLT053OkaQhQ4Y4zikoKNDWrVtL9YmJiSn3uvn5+bLb7U4HAAAAANQUKsC1z2MSYMMwlJiYqKuvvlqdO5/9TXx2drYkyd/f36mvv7+/472yZGdnV3hObm6uioqKqnTdpKQk+fn5OY7g4OCq3SAAAAAAwK08JgF+8MEHtWPHDscU5XNZLBan14ZhlGqrzjlVue7kyZOVl5fnOPbv31/h+AAAAAAAz+IR+wD/+c9/1gcffKDPPvtMrVu3drQHBARIOlvRDQwMdLTn5OSUqt6eKyAgoFQl99xzWrRoIW9v7wr7/JHVapXVaq3ajQEAAABAJbEPcO1zawXYMAw9+OCDWrFihTZs2KDQ0FCn90NDQxUQEKDU1FRHW0FBgTZt2qTo6OhyrxsVFeV0jiStW7fOcY6Pj4/Cw8NL9UlNTa3wugAAAACAusutFeCJEydq6dKlWrVqlZo0aeKoyPr5+alBgwayWCxKSEjQ888/r/bt26t9+/Z6/vnn1bBhQ40ePdpxnTFjxqhVq1aO1ZsnTZqkfv36acaMGRo2bJhWrVql9evX6/PPP3eck5iYqPj4eEVERCgqKkrz589XZmamJkyY4NoPAQAAAADk+oWpzLgIllsT4JItiAYMGODUvmjRIo0bN06S9Oijj+rUqVN64IEHdOTIEUVGRmrdunVq0qSJo39mZqa8vP5XzI6OjtayZcs0depUPfnkk2rXrp1SUlIUGRnp6BMXF6fDhw9r+vTpysrKUufOnbV69WqFhITU3g0DAAAAANzGo/YBrkvYBxgALibsA2w+7ANsJuwDbA4Xwz7AM+X6fYAfVd38zKrLIxbBAgAAAACzK5ZrpyWzCBYAAAAAABcpKsAAAAAA4AHYBqn2UQEGAAAAAJgCFWAAAAAA8ABsg1T7qAADAAAAAEyBBBgAAAAAYApMgQYAAAAAD8AiWLWPCjAAAAAAwBSoAAMAAACAB2ARrNpHBRgAAAAAYAokwAAAAAAAU2AKNAAAAAB4AKZA1z4qwAAAAAAAU6ACDAAAAAAegG2Qah8VYAAAAACAKVABBgAAAAAPUCzXfi+XCjAAAAAAABcpEmAAAAAAgCkwBRoAAAAAPADbINU+KsAAAAAAAFOgAgwAAAAAHoBtkGofFWAAAAAAgCmQAAMAAAAATIEp0AAAAADgAVgEq/ZRAQYAAAAAmAIVYAAAAADwACyCVfuoAAMAAAAATIEKMAAAAAB4AL4DXPuoAAMAAAAATIEEGAAAAABgCkyBBgAAAAAPwBTo2kcFGAAAAABgCiTAAAAAAOABDP1vKyRXHEY145w7d65CQ0Pl6+ur8PBwbd68udy+WVlZGj16tDp06CAvLy8lJCSU2W/58uUKCwuT1WpVWFiYVq5ceUHjlocEGAAAAABQKSkpKUpISNCUKVO0bds29e3bV7GxscrMzCyzf35+vlq2bKkpU6aoW7duZfZJT09XXFyc4uPjtX37dsXHx2vEiBH68ssvqz1ueSyGYVQ38Tc1u90uPz8/5eWly2Zr7O5wAAAXpLO7A4DL9Xd3AHChBZbP3B0CXOCUpEmS8vLyZLPZ3B1OlZTkFvdK8nHhuAWS5qtqn1lkZKR69uypefPmOdo6duyo4cOHKykpqcJzBwwYoO7du2v27NlO7XFxcbLb7VqzZo2jbejQoWratKmSk5MveNxzUQEGAAAAAA9Q5IZDOpuAn3vk5+eXGV9BQYG2bt2qmJgYp/aYmBilpaVV+77T09NLXXPIkCGOa9bkuKwCfcFOi4/RLHjO5lLo7gAA1CqruwOAC51xdwBwCZ5z9QUHBzu9fvrppzVt2rRS/XJzc1VUVCR/f3+ndn9/f2VnZ1d7/Ozs7AqvWZPj8hM9AAAAAHgAd22DtH//fqcp0FZrxb8ktFgsTq8NwyjVVlWVuWZNjEsCDAAAAAAmZrPZKvUd4BYtWsjb27tU1TUnJ6dUdbYqAgICKrxmTY7Ld4ABAAAAwAO4cgukkqMqfHx8FB4ertTUVKf21NRURUdHV/Fq/xMVFVXqmuvWrXNcsybHpQIMAAAAAKiUxMRExcfHKyIiQlFRUZo/f74yMzM1YcIESdLkyZN14MABLV682HFORkaGJOn48eM6dOiQMjIy5OPjo7CwMEnSpEmT1K9fP82YMUPDhg3TqlWrtH79en3++eeVHreySIABAAAAAJUSFxenw4cPa/r06crKylLnzp21evVqhYSESJKysrJK7c3bo0cPx39v3bpVS5cuVUhIiPbt2ydJio6O1rJlyzR16lQ9+eSTateunVJSUhQZGVnpcSuLfYCr6X/7AH/KPsCmwe+LzIVVoM0lwt0BwOVizt8FF425ltTzd0Kdd0rSw6rb+wDfLtfvA/yu6uZnVl18BxgAAAAAYAqUtAAAAADAA1RnYaoLHc9sqAADAAAAAEyBBBgAAAAAYApMgQYAAAAAD1D0f4crxzMbKsAAAAAAAFOgAgwAAAAAHqBYrq3KsggWAAAAAAAXKSrAAAAAAOAB2Aap9lEBBgAAAACYAgkwAAAAAMAUmAINAAAAAB6gSK6tULINEgAAAAAAFykqwAAAAADgAagA1z4qwAAAAAAAUyABBgAAAACYAlOgAQAAAMADsA9w7aMCDAAAAAAwBSrAAAAAAOABWASr9lEBBgAAAACYAhVgAAAAAPAAfAe49lEBBgAAAACYAgkwAAAAAMAUmAINAAAAAB6gWK5dmIop0AAAAAAAXKSoAAMAAACAByiSZHHxeGZDBRgAAAAAYAokwAAAAAAAU2AKNAAAAAB4APYBrn1UgAEAAAAApkAFGAAAAAA8AItg1T4qwAAAAAAAUyABBgAAAACYglsT4Hnz5qlr166y2Wyy2WyKiorSmjVrHO8bhqFp06YpKChIDRo00IABA/Tf//73vNddvny5wsLCZLVaFRYWppUrV5bqM3fuXIWGhsrX11fh4eHavHlzjd4bAAAAAFRFkRsOs3FrAty6dWu98MIL+vrrr/X111/rmmuu0bBhwxxJ7syZM/Xyyy9rzpw5+uqrrxQQEKDBgwfr2LFj5V4zPT1dcXFxio+P1/bt2xUfH68RI0boyy+/dPRJSUlRQkKCpkyZom3btqlv376KjY1VZmZmrd8zAAAAAMA9LIZhGO4O4lzNmjXTiy++qLvuuktBQUFKSEjQY489JknKz8+Xv7+/ZsyYofvuu6/M8+Pi4mS3250qyUOHDlXTpk2VnJwsSYqMjFTPnj01b948R5+OHTtq+PDhSkpKqlScdrtdfn5+ysv7VDZb4+reLuoU1owzl0J3BwCXinB3AHC5GHcHABeaa0l1dwhwgVOSHpaUl5cnm83m7nCqpCS36CXX/sRZKGmL6uZnVl0e8x3goqIiLVu2TCdOnFBUVJT27t2r7OxsxcT87/+grFar+vfvr7S0tHKvk56e7nSOJA0ZMsRxTkFBgbZu3VqqT0xMTIXXzc/Pl91udzoAAAAAAHWH2xPgb7/9Vo0bN5bVatWECRO0cuVKhYWFKTs7W5Lk7+/v1N/f39/xXlmys7MrPCc3N1dFRUVVvm5SUpL8/PwcR3BwcJXuEwAAAAAqwneAa5/bE+AOHTooIyNDX3zxhe6//36NHTtW33//veN9i8V5JyzDMEq1/VFlzqnqdSdPnqy8vDzHsX///gpjAAAAAAB4Frd/qdHHx0eXX365JCkiIkJfffWVXnnlFcf3frOzsxUYGOjon5OTU6p6e66AgIBSldxzz2nRooW8vb0r7FMWq9Uqq9VatZsDAAAAAHgMt1eA/8gwDOXn5ys0NFQBAQFKTf3fogUFBQXatGmToqOjyz0/KirK6RxJWrduneMcHx8fhYeHl+qTmppa4XUBAAAAoDYZkopdeHjUasgu4tYK8BNPPKHY2FgFBwfr2LFjWrZsmTZu3KiPP/5YFotFCQkJev7559W+fXu1b99ezz//vBo2bKjRo0c7rjFmzBi1atXKsXrzpEmT1K9fP82YMUPDhg3TqlWrtH79en3++eeOcxITExUfH6+IiAhFRUVp/vz5yszM1IQJE1z+GQAAAAAAXMOtCfBvv/2m+Ph4ZWVlyc/PT127dtXHH3+swYMHS5IeffRRnTp1Sg888ICOHDmiyMhIrVu3Tk2aNHFcIzMzU15e/ytkR0dHa9myZZo6daqefPJJtWvXTikpKYqMjHT0iYuL0+HDhzV9+nRlZWWpc+fOWr16tUJCQlx38wAAAABwDlcvSmXGRbA8bh/guoJ9gM3I7V+Zh0uxD7C5sA+w+bAPsJmwD7A5XAz7AHeT5O3CcYskbVfd/Myqy+O+AwwAAAAAQG2gpAUAAAAAHoAp0LWPCjAAAAAAwBSoAAMAAACAByiWZHHxeGZDBRgAAAAAYApUgAEAAADAA/Ad4NpHBRgAAAAAYAokwAAAAAAAU2AKNAAAAAB4AKZA1z4qwAAAAAAAU6ACDAAAAAAegG2Qah8VYAAAAACAKZAAAwAAAABMgSnQAAAAAOABXD0lmSnQAAAAAABcpKgAAwAAAIAHoAJc+6gAAwAAAABMgQowAAAAAHiAIkmGC8ejAgwAAAAAwEWKBBgAAAAAYApMgQYAAAAAD8AU6NpHBRgAAAAAYApUgAEAAADAA7ANUu2jAgwAAAAAMAUSYAAAAACAKTAFGgAAAAA8AItg1T4qwAAAAAAAU6ACDAAAAAAeoFiurQC7cixPQQUYAAAAAGAKVIABAAAAwAMUS7K4cDwqwAAAAAAAXKRIgAEAAAAAlTZ37lyFhobK19dX4eHh2rx5c4X9N23apPDwcPn6+uqyyy7TG2+84fT+gAEDZLFYSh3XX3+9o8+0adNKvR8QEFDl2JkCDQAAAAAeoEiePwU6JSVFCQkJmjt3rvr06aM333xTsbGx+v7779WmTZtS/ffu3avrrrtO99xzj5YsWaL/9//+nx544AG1bNlSt9xyiyRpxYoVKigocJxz+PBhdevWTbfddpvTtTp16qT169c7Xnt7e1c5fhJgAAAAADAxu93u9NpqtcpqtZbZ9+WXX9b48eN19913S5Jmz56ttWvXat68eUpKSirV/4033lCbNm00e/ZsSVLHjh319ddfa9asWY4EuFmzZk7nLFu2TA0bNiyVANerV69aVd9zMQUaAAAAADxAsRsOSQoODpafn5/jKCuRlaSCggJt3bpVMTExTu0xMTFKS0sr85z09PRS/YcMGaKvv/5aZ86cKfOchQsXauTIkWrUqJFT+549exQUFKTQ0FCNHDlSP//8c5nnV4QKMAAAAACY2P79+2Wz2Ryvy6v+5ubmqqioSP7+/k7t/v7+ys7OLvOc7OzsMvsXFhYqNzdXgYGBTu9t2bJF3333nRYuXOjUHhkZqcWLF+uKK67Qb7/9pueee07R0dH673//q+bNm1f6XkmAq8kwzs6Yt9tPuDkSuA5/Xcyl0N0BwKXs5++Ciwx/x83klLsDgEuc/r//Lfk5vS5ydeQl49lsNqcE+HwsFudvKhuGUartfP3LapfOVn87d+6sXr16ObXHxsY6/rtLly6KiopSu3bt9M477ygxMbHSsfMTfTUdO3ZMkhQcfIObIwEAAABQ4tixY/Lz83N3GFXi4+OjgICAcquotSkgIEA+Pj6V6tuiRQt5e3uXijMnJ6dUlffc65fVv169eqUqtydPntSyZcs0ffr088bSqFEjdenSRXv27KlU7CVIgKspKChI+/fvV5MmTSr8bcfFxm63Kzg4uNQ0CVyceN7mwvM2F563ufC8zcWsz9swDB07dkxBQUHuDqXKfH19tXfvXqeVkF3Fx8dHvr6+le4bHh6u1NRU3XzzzY721NRUDRs2rMxzoqKi9OGHHzq1rVu3ThEREapfv75T+3vvvaf8/Hzdcccd540lPz9fO3fuVN++fSsVewkS4Gry8vJS69at3R2G21R1mgTqNp63ufC8zYXnbS48b3Mx4/Oua5Xfc/n6+lY6EXWnxMRExcfHKyIiQlFRUZo/f74yMzM1YcIESdLkyZN14MABLV68WJI0YcIEzZkzR4mJibrnnnuUnp6uhQsXKjk5udS1Fy5cqOHDh5f5nd6HH35YN954o9q0aaOcnBw999xzstvtGjt2bJXiJwEGAAAAAFRKXFycDh8+rOnTpysrK0udO3fW6tWrFRISIknKyspSZmamo39oaKhWr16tv/zlL3r99dcVFBSkV1991bEFUondu3fr888/17p168oc99dff9WoUaOUm5urli1bqnfv3vriiy8c41aWxajL3xKHy9ntdvn5+SkvL890v1E0I563ufC8zYXnbS48b3PheQPlYx9gVInVatXTTz9d7tLouLjwvM2F520uPG9z4XmbC88bKB8VYAAAAACAKVABBgAAAACYAgkwAAAAAMAUSIABAAAAAKZAAgwAAAAAMAUSYAAAAACAKZAAAwAAAABMgQQYNYYdtcyhuLhYRUVFTm08ewC4uPDvurnwvGEm7AOMC5KVlaWDBw8qPDxc0tl/QC0Wi5ujQm3ZuXOnXnnlFf3444+KiopSRESEhg0bJolnf7E6duyYjh07piZNmsjX11f169dXcXGxvLz4/enFhmdtXgcOHNBPP/2kI0eOKDo6Wi1btpQknv9FiucNsyMBRrX98MMPio6OVu/evTVt2jT16tVLEonQxeqHH35QVFSUrr/+ejVo0EA//fST9u3bp9tvv13PPvusJJ79xebbb7/VnXfeqRMnTqioqEj9+/fXww8/rA4dOqioqEje3t7uDhE1hGdtXjt27NDQoUMVGBiobdu26aqrrtLAgQOVlJQki8VCUnSR4XkDTIFGNeXk5Ojee+9Vjx499NNPP2nmzJnasmWLJMlisTCV5iJjGIbmz5+vmJgYLVmyRAsWLNDixYv10EMP6aWXXtKjjz4qSSS/F5HMzExde+216tOnj+bNm6dx48Zp3759uvbaa7Vt2zZ5e3uXmgqPuolnbV6///67Ro0apdGjR2vt2rU6ePCgBg4cqNTUVI0YMcKRDPH/6RcHnjdwFgkwqmX//v0KCgrSSy+9pHfffVc7duwgCb6IWSwW/fjjjyosLHS0tW7dWuPHj9esWbO0cOFC/f3vf3djhKhpX331la644gq98MILGjBggJ544gm9+OKL6tWrl6655hrt2LFD3t7e/D2/CPCszSs7O1unT5/WHXfcoRYtWiggIEBTpkzRgw8+qN27d+uuu+5iZs9FhOcNnEUCjGrp0KGDJk+erO7duysiIkJLlizR9u3bNXPmTH355ZeSziZNVA0uHv369VN2drZ2797taGvSpIlGjBih8ePH69///reys7PdGCFq0tGjR5WRkaETJ0442rp3766kpCQNGDBAd911lw4ePMgPShcBnrV5NWrUSIWFhfr2228dbU2aNNHIkSN13333aceOHXr33XfdGCFqEs8bOIsEGNXSuHFjde7cWZJ05swZ9erVS0uXLtX27dv14osvasuWLSouLtbzzz+v9957z83RorrOrfiEh4fr4MGDevfdd/X777872lu0aKFhw4bpiy++0N69e90RJmpQcXGxJKlnz566/PLLtWLFCuXn5zve79Chg+6//34VFhZq27Zt7goTNYBnjUsuuUTt2rXT8uXLdejQIUd7gwYNdOedd+qSSy7RunXr3BghahLPGziLBBiVsnfvXv3jH//Q7NmztXbtWkmSt7e3iouLHSuFXnXVVUpOTnYkwX/605+UlJSkTp06uTl6VNXRo0eVn5/vVMUfOHCg/vrXv+pvf/ub3njjDR08eNDRv3379urYsaO7wkUNKJneXrL4SY8ePXTFFVfolVdeUVpamtNsjpiYGOXn52vDhg1uiRUXhmdtXseOHdPBgwd17NgxnT59Wn5+fnrxxRf18ccf66mnntKxY8ccfRs0aKDBgwfrxx9/dPrFCOoOnjdQtnruDgCe77vvvlP//v3Vo0cP7dy5U5dccon8/f314YcfqlGjRjIMQ15eXiouLlZERIT++c9/Kjo6WpdcconS0tJIgOuYnTt3auzYsRo2bJgSExPVoEEDFRYWql69enrwwQdVUFCgadOm6ZdfftFNN92kzp07a86cOcrNzVXbtm3dHT6q4fvvv9fLL7+sn3/+WT179lR0dLT+9Kc/6b333lOvXr103333afbs2Ro8eLDq168vSbr88svVunVrN0eOquJZm9cfV/ru16+f/vKXvyg8PFwpKSmKi4vT6dOn9eijjzp+obl7924FBQWxCngdxPMGysc2SKjQyZMnFRMTo65du2ru3Lk6evSovvjiCz3yyCMyDEOffPKJ/P39HdtklPxjunjxYqWlpSksLMzdt4AqyMzM1E033aSsrCy1b99eN998sx544AE1aNBAZ86ccfxAvGTJEr3zzjtKS0tT27ZtdeLECa1cuVI9evRw8x2gqkq2t7r55pvl5eWlw4cPa+3atXr00Uc1bdo0SdKAAQOUm5urXr16qXfv3tq+fbuWLFmiLVu2qEOHDu69AVQaz9q8MjMzFRERoVGjRunmm29WWlqaPv30U33//ff68MMP1bNnT33yyScaOXKk2rdvr3r16ikoKEirV6/W559/rq5du7r7FlAFPG/gPAygAr///rvRpUsXY8WKFY624uJiY/fu3UbPnj2N7t27O7Xv3bvXuPzyy40vvvjCHeHiAhQXFxtz5841hg4damzZssW45557jF69ehmzZs0yTp48aRiGYRQUFDj6Hzp0yPj222+Nb775xsjOznZX2LhAf/3rX41hw4Y5Xh86dMh4/fXXjfr16xuPPvqoo3369OnGddddZ4SFhRkxMTFGRkaGG6LFheBZm9e//vUvo0+fPo5/yw3DMLZt22bcfPPNhp+fn/HNN98YhmEYu3fvNl555RVj3LhxxuTJk43vv//eXSHjAvC8gYpRAUaFioqK1K1bN11zzTV69dVXnd7bsWOHbrvtNg0ePFhz5sxxtJ88eVINGzZ0daioAQcOHNCXX36pP/3pTyoqKtKECRO0Y8cOjRgxQvfff78aNmzomA6Nus8wDN1yyy2qV6+e02J1xcXFevvtt3XPPffo5Zdf1qRJkxz97Xa7rFarfH193RU2qoFnbW4LFy7UpEmTtG/fPrVo0cLRvmvXLj3++OPav3+/VqxYoTZt2jjeM9gOp87ieQMVYxEslMswDHl7e+u2227T119/rdWrVzu936VLF40aNUo7duxw2j6D5LfuatWqlf70pz9JOrvI2Zw5c9StWze99957euONN3Tq1CnVq1dPixcvdnOkqAkWi0X9+vVTRkaGdu7c6Wj38vLS6NGjNXXqVP3jH//QTz/95Ojv5+dHQlQH8azNLSIi4rwrfZdsjVOyOjjJUN3F8wYqRgKMcpX8YxgfHy/DMPT6669r48aNTu+HhYXp4MGDOnnypJuiRG0pKiqS1WrVq6++qm7duiklJUWvv/66JkyYoPHjx+uXX35xd4ioAREREfLz89OiRYv066+/Otp9fX01dOhQHThwQL/99psbI0RN4VmbV7du3dSxY8dKrfRdsjo46i6eN1Ax/tSjQoZh6LLLLtP8+fOVmZmpmTNn6u2335Yk5efna8uWLQoKClKDBg3cGyhqnLe3t4qKiuTr66s5c+aoe/fumjp1qpKTk7VlyxaFhIS4O0TUgKuvvlqjR4/We++9p/nz5+vnn392vNehQwe1bt2aLTEuEjxrcyqp8CUnJ6tx48aaMGGC1q5dqzNnzjj6sNL3xYPnDZwf3wGGpLP7QhqG4VjlVzr7j2jJ9kZeXl76/vvvNXXqVH377bc6deqULr/8cu3YsUMbNmxQ9+7d3Rc8qqyi5/1HJe0PPPCAli1bps2bN7O11UXi3Gf+/PPPa/HixerRo4fuvPNOxy++li5d6vhFF+qGklX5z/1OH8/a3M5du+Gaa65RTk4OK31fxHjeQMVIgKHvv/9ezzzzjA4ePKjLL79cMTExGjVqlKT//SBV8sNTbm6u9u3bpzVr1qh169bq27evLr/8cjffAaqiMs/7j/7xj3/o3nvv1datW9nqqA4q77lKzonRO++8o5UrV+qDDz5Qp06ddPz4ca1YsYJnXod88803SkhI0Jo1a9SoUSOn93jW5nPuMz83Kfrb3/6mtLQ07du3T61bt9bMmTPVrVs3d4aKKtq1a5dyc3PVp0+fMt/neQPlIwE2ud27d6tXr1668cYb1b59e33yySc6duyYunXrpkWLFkmSCgoK5OPj4+ZIURMu5Hnv3btXoaGhrg4ZF2j37t368MMPNXr0aAUGBpbZ59wflE6cOKG9e/fKy8tLLVq00KWXXurKcHEBtm/frj59+ui+++7TSy+95Gg/txLMs7447dq1S2+++aYOHjyo7t27KyYmRj179pTkPJvLYrE4zQo4duwYK33XQRkZGerTp49eeOEF/fnPfy6zD88bKB8JsIkZhqEnn3xSu3bt0vvvvy/p7BZGixYt0ptvvqmOHTsqJSXF0X/RokUaNGiQgoOD3RUyLgDP23x+/PFHRUZG6siRI3r88ceVmJjotCWGxNYXF4sdO3YoOjpaDzzwgGbOnOloP336tOOHXZ71xen7779XdHS0+vbtq0suuUTr169X+/btNXz4cCUmJkpy/sXHvn371LZtWzdGjAuxfft2RUdH6/7779esWbPK7HNu5Z/nDZTGIlgmZrFYdODAAWVnZzvaGjZsqLvuukuTJk3Snj17NHnyZElSWlqann/+eT3xxBNOqwmi7uB5m8uJEyeUlJSkm266Sa+99ppeeOEFzZw5U7m5uU79ShKiF198Uc8++6w7QsUFys7O1pAhQ3T11Vdr5syZKioq0kMPPaShQ4cqLCxMzz77rLZt2+Z41jNnzuRZXyTOnDmjGTNm6NZbb9WHH36of/7zn/ryyy/VqVMnvfvuu/rb3/4mSY7k96WXXtI999yjrVu3ujNsVNOePXsUGRmpv/zlL5o1a5bOnDmjlStXas6cOUpJSVFOTo6k/63szPMGylbP3QHAPUoqAT179tSuXbv0ww8/6Morr5QkNWjQQLfddpt2796tTz/9VEeOHFF0dLQeffRRDRo0qNzvEsJz8bzNx8vLS+Hh4WrevLni4uLUsmVLjRw5UpL06KOPOlWCf//9d23dulX79u3TxIkT1axZM3eFjWqKiorS/v37tWrVKr3xxhsqLCxUr1691KVLF7333nv67rvvNH36dPn7++ubb75RZmYmz/oiUL9+fWVlZTlm6hiGoTZt2uipp57SzJkz9Z///Edt27bV7bffLklq0aKFCgoK5O/v786wUQ2FhYWaM2eOGjdu7Fh4dNiwYTp48KBOnDihX375RUOHDlViYqIGDBggiecNlMuAqf34449GixYtjDvvvNOw2+1O7x08eNDw8vIy/vWvf7kpOtQ0nre5HD9+3On1smXLDIvFYjz88MNGbm6uYRiGUVhYaBw5csQ4fPiwcfDgQXeEiRpw8OBBY8yYMYavr68xePBg4/Dhw473Vq5cafj7+xvLli0zDMMw9u7dy7O+CBQWFhoFBQXGnXfeadx8883GqVOnjOLiYqOoqMgwDMP45ZdfjNjYWOOmm25yOi8vL88d4aIG7N6927j33nuN3r17G8HBwcb1119v7Nq1yygsLDS+/fZbo1OnTsYtt9zidA7PGyiNBBjGhg0bDKvVakycONE4dOiQoz03N9cIDw83Pv30U/cFhxrH8zafwsJCo7i42DAMw0hOTjYsFovxyCOPGAcOHDASEhKM4cOHG6dPn3ZzlLhQBw4cMJ544gnH3+GSRMgwDCMsLMx44IEH3BQZalJhYaHT640bNxre3t7GK6+84mgrefZbtmwxLBaLsW3bNse/Aahb/vi8f/zxRyM+Pt644YYbjN27dzu9t379esNisRg7duxw+vsPwBlToKGBAwfq/fff12233aaDBw/qtttuU9euXfXPf/5Tv/76q9q1a+fuEFGDeN7mU7InbHFxsUaOHCmLxaL4+Hh98MEH+umnn7RlyxZZrVZ3h4kLFBQUpEcffVQNGjSQdHYavGEYOnr0qJo3b66IiAg3R4gLVdaq7v3799eMGTP0l7/8RQ0bNtTdd9/t+A5o48aNFRYWpoYNG7IAWh1U1vNu166dnnvuOe3cudOxuJXxf+vZnj59WldccYX8/f0dfwYAlEYCDEnSjTfeqLS0NCUmJurxxx9XvXr1VL9+fa1Zs4ZVgC9CPG/zKfnh1zAMxcXFaf78+crIyNA333yjLl26uDk61BQ/Pz+n1xaLRX//+9+VlZWlgQMHuikq1IQff/xRUVFROnLkiA4fPuy0qvv999+vEydO6N5779W+fft08803KyQkRIsXL9apU6dK/bmA56voebdp00bBwcGOf9dL/vezzz5T69at+YUmcB5sgwQndrtdv//+u44fP66AgIBSW6bg4sLzNp+ioiI98sgjmj17tjIyMtS1a1d3h4RasmzZMm3cuFHvvfeePvnkE/Xo0cPdIaGaTpw4oYceekjFxcWKiIjQn//8Zz388MN65JFH1LJlS0lnt75599139eijj8rLy0s2m03Hjh3Thx9+yLOvY8p73ucuYGics63Zd999p2XLlum1117T559/zi81gfOgAgwnNptNNpvN3WHARXje5tSpUyd98803JL8XubCwMC1ZskSbN29Wp06d3B0OLkBFq7qXJMFeXl6Kj49X3759lZmZqVOnTqlz585q1aqVm6NHVVVmFf+S5Hffvn165JFHtHv3bm3atInkF6gEKsAAYDLnVg5wcSsoKJCPj4+7w0ANOHHihBo1auR4nZKSolGjRumvf/2rHnvsMbVo0UKFhYU6ePCg2rRp48ZIURMqet6PP/64mjdvrqKiIv3+++86ceKEvLy8eO5AJVEBBgCTIfk1D5Lfi0dJMlRUVCQvLy/FxcXJMAyNHj1aFotFCQkJmjVrln755RctXryYha/quMo+77179yo5OVm+vr5ujhioO6gAAwAA1CHG2W0s5eXlpZSUFMXHx+uyyy7TTz/9pK+++krdu3d3d4ioQRU97y1btvAdb6CKSIABAADqmJIf3ywWi6699lplZGRo48aNfAf0IsXzBmoOU6ABAADqGIvF4ljV/dNPP1VGRgbJ0EWM5w3UHHbJBgAAqKNY1d1ceN7AhWMKNAAAQB3Fqu7mwvMGLhwJMAAAAADAFJgCDQAAAAAwBRJgAAAAAIApkAADAAAAAEyBBBgAAAAAYAokwAAAAAAAUyABBgAAAACYAgkwAACSLBaL/v3vf0uS9u3bJ4vFooyMDLfGBAAAahYJMACgThg3bpwsFkupY+jQoTVy/aysLMXGxtbItQAAgGeq5+4AAACorKFDh2rRokVObVartUauHRAQUCPXAQAAnosKMACgzrBarQoICHA6mjZtKunsFOZ58+YpNjZWDRo0UGhoqN5//33HuQUFBXrwwQcVGBgoX19ftW3bVklJSY73z50CXZZNmzapV69eslqtCgwM1OOPP67CwkLH+wMGDNBDDz2kRx99VM2aNVNAQICmTZtW458BAACoPhJgAMBF48knn9Qtt9yi7du364477tCoUaO0c+dOSdKrr76qDz74QO+995527dqlJUuWqG3btpW67oEDB3Tdddfpqquu0vbt2zVv3jwtXLhQzz33nFO/d955R40aNdKXX36pmTNnavr06UpNTa3p2wQAANVEAgwAqDP+85//qHHjxk7Hs88+63j/tttu0913360rrrhCzz77rCIiIvTaa69JkjIzM9W+fXtdffXVCgkJ0dVXX61Ro0ZVaty5c+cqODhYc+bM0ZVXXqnhw4frmWee0UsvvaTi4mJHv65du+rpp59W+/btNWbMGEVEROiTTz6p2Q8BAABUG98BBgDUGQMHDtS8efOc2po1a+b476ioKKf3oqKiHCs5jxs3ToMHD1aHDh00dOhQ3XDDDYqJianUuDt37lRUVJQsFoujrU+fPjp+/Lh+/fVXtWnTRtLZBPhcgYGBysnJqfT9AQCA2kUCDACoMxo1aqTLL7+8SueUJK09e/bU3r17tWbNGq1fv14jRozQoEGD9K9//eu81zAMwyn5LWk79/qSVL9+/VJjn1shBgAA7sUUaADAReOLL74o9frKK690vLbZbIqLi9OCBQuUkpKi5cuX6/fffz/vdcPCwpSWluZIeiUpLS1NTZo0UatWrWruBgAAQK2iAgwAqDPy8/OVnZ3t1FavXj21aNFCkvT+++8rIiJCV199td59911t2bJFCxculCT9/e9/V2BgoLp37y4vLy+9//77CggI0CWXXHLecR944AHNnj1bf/7zn/Xggw9q165devrpp5WYmCgvL36XDABAXUECDACoMz7++GMFBgY6tXXo0EE//PCDJOmZZ57RsmXL9MADDyggIEDvvvuuwsLCJEmNGzfWjBkztGfPHnl7e+uqq67S6tWrK5XAtmrVSqtXr9Yjjzyibt26qVmzZho/frymTp1a8zcJAABqjcU4dz4XAAB1lMVi0cqVKzV8+HB3hwIAADwU87YAAAAAAKZAAgwAAAAAMAW+AwwAuCjwjR4AAHA+VIABAAAAAKZAAgz8//brQAAAAABAkL/1IJdFAADAggADAACwIMAAAAAsCDAAAAALAgwAAMCCAAMAALAgwAAAACwEQTcaqogc5G4AAAAASUVORK5CYII=",
      "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": {
    "id": "3d3d8093-fb48-46cb-9048-209e2ba88b23"
   },
   "source": [
    "For a fixed error margin (epsilon), you can perform gridsearch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee814271-52f8-4d74-9662-2d3e235ff30b",
   "metadata": {
    "id": "ee814271-52f8-4d74-9662-2d3e235ff30b",
    "outputId": "05d14047-8c48-4e53-bbcf-50b0c2befc53",
    "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: 0.24966897220448353\n",
      "Accuracy of SVR on training set: 0.29812\n",
      "Accuracy of SVR on test set: 0.25533\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": null,
   "id": "0cdad774-6554-498c-94a1-fea2dbb58590",
   "metadata": {
    "id": "0cdad774-6554-498c-94a1-fea2dbb58590",
    "outputId": "811c938d-e04c-452d-c456-6d59afd358ee",
    "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": null,
   "id": "807907b9-3c09-48ce-aec8-4080d164d06f",
   "metadata": {
    "id": "807907b9-3c09-48ce-aec8-4080d164d06f",
    "outputId": "5b0b9620-6438-4b2f-96db-87af8098353a",
    "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": null,
   "id": "1122962f-5029-4644-85cb-c12b9e24f9db",
   "metadata": {
    "id": "1122962f-5029-4644-85cb-c12b9e24f9db",
    "outputId": "7393b20f-d64c-49a5-9faf-b32adc18c56d",
    "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": null,
   "id": "694f7c02-1fb4-4162-8bb7-34e65601c910",
   "metadata": {
    "id": "694f7c02-1fb4-4162-8bb7-34e65601c910"
   },
   "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": null,
   "id": "aff6954b-582d-4d64-b4d9-d544b08c2e70",
   "metadata": {
    "id": "aff6954b-582d-4d64-b4d9-d544b08c2e70",
    "outputId": "e8910e90-95a0-4888-b5e2-c227e0868b40"
   },
   "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": null,
   "id": "484c8435-30ea-4ffd-857d-b97ea81c885b",
   "metadata": {
    "id": "484c8435-30ea-4ffd-857d-b97ea81c885b"
   },
   "outputs": [],
   "source": [
    "result = stack.predict(estimator=svr, dtype='int16', nodata=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47af2c97-628f-46c2-b37c-b01853a994d6",
   "metadata": {
    "id": "47af2c97-628f-46c2-b37c-b01853a994d6",
    "outputId": "c808d852-0992-4760-ff1f-35a06071148a"
   },
   "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": {
    "id": "b6c9b04e-3d17-4df3-81ab-2207ebd20b59"
   },
   "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": {
    "id": "8e80d594-9fd4-4115-9cd4-5a32a68095d5"
   },
   "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": null,
   "id": "b2d5a461-6cfe-476f-9568-197038326bbe",
   "metadata": {
    "collapsed": true,
    "id": "b2d5a461-6cfe-476f-9568-197038326bbe",
    "jupyter": {
     "outputs_hidden": true
    },
    "outputId": "1473c607-9203-42ce-edd8-01008aa810e6",
    "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"
   ]
  },
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   "execution_count": null,
   "id": "cf8ada22-a71b-46ab-b867-ab1ad10edcc4",
   "metadata": {
    "id": "cf8ada22-a71b-46ab-b867-ab1ad10edcc4"
   },
   "outputs": [],
   "source": []
  }
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