{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "516828d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import griddata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6fe4652f",
   "metadata": {},
   "outputs": [
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      "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>Model</th>\n",
       "      <th>Hidden Size</th>\n",
       "      <th>RNN Size</th>\n",
       "      <th>Step</th>\n",
       "      <th>Final Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>LSTM</td>\n",
       "      <td>16</td>\n",
       "      <td>128</td>\n",
       "      <td>10</td>\n",
       "      <td>11.110472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>LSTM</td>\n",
       "      <td>16</td>\n",
       "      <td>64</td>\n",
       "      <td>5</td>\n",
       "      <td>12.483972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>LSTM</td>\n",
       "      <td>32</td>\n",
       "      <td>128</td>\n",
       "      <td>5</td>\n",
       "      <td>13.012414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>LSTM</td>\n",
       "      <td>32</td>\n",
       "      <td>64</td>\n",
       "      <td>5</td>\n",
       "      <td>13.982024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>LSTM</td>\n",
       "      <td>16</td>\n",
       "      <td>64</td>\n",
       "      <td>10</td>\n",
       "      <td>14.689398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>GRU</td>\n",
       "      <td>16</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>GRU</td>\n",
       "      <td>16</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>GRU</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>GRU</td>\n",
       "      <td>32</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>GRU</td>\n",
       "      <td>64</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>108 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Model  Hidden Size  RNN Size  Step  Final Loss\n",
       "65  LSTM           16       128    10   11.110472\n",
       "37  LSTM           16        64     5   12.483972\n",
       "41  LSTM           32       128     5   13.012414\n",
       "40  LSTM           32        64     5   13.982024\n",
       "64  LSTM           16        64    10   14.689398\n",
       "..   ...          ...       ...   ...         ...\n",
       "18   GRU           16        32     1         NaN\n",
       "19   GRU           16        64     1         NaN\n",
       "21   GRU           32        32     1         NaN\n",
       "23   GRU           32       128     1         NaN\n",
       "24   GRU           64        32     1         NaN\n",
       "\n",
       "[108 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"hyperparameter_scan_results.csv\")\n",
    "df.sort_values(\"Final Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2fe2d178",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_hyperparameter_scan(df, aggfunc='min'):\n",
    "    from matplotlib.colors import Normalize, LogNorm\n",
    "\n",
    "    score_column = \"Final Loss\" # Validation Loss\n",
    "    hyperparameters = list([c for c in df.columns if c != score_column])\n",
    "    n_hyperparameters = len(hyperparameters)\n",
    "    fig, axs = plt.subplots(n_hyperparameters, n_hyperparameters, figsize=(10, 10), constrained_layout=True)\n",
    "    \n",
    "\n",
    "    cmap = plt.get_cmap('viridis')\n",
    "    cnorm = LogNorm(vmin=df[score_column].min(), vmax=300)\n",
    "\n",
    "    for i, hp1 in enumerate(hyperparameters):\n",
    "        for j, hp2 in enumerate(hyperparameters):\n",
    "            if i != j:\n",
    "                values = df.pivot_table(index=hp1, columns=hp2, values=score_column, aggfunc='min')\n",
    "                im = axs[i, j].imshow(values, aspect='auto', origin='lower', cmap=cmap, norm=cnorm)\n",
    "                axs[i, j].set_xlabel(hp2)\n",
    "                axs[i, j].set_ylabel(hp1)\n",
    "                axs[i, j].set_xticks(np.arange(len(values.columns)))\n",
    "                axs[i, j].set_xticklabels(values.columns.astype(str), rotation=45)\n",
    "                axs[i, j].set_yticks(np.arange(len(values.index)))\n",
    "                axs[i, j].set_yticklabels(values.index.astype(str))\n",
    "                #axs[i, j].set_title(f'{hp1} vs {hp2}')\n",
    "            else:\n",
    "                values = df.groupby(hp1)[score_column].agg(aggfunc)\n",
    "                max_values = df.groupby(hp1)[score_column].max()\n",
    "                axs[i, j].bar(values.index.astype(str), values.values)\n",
    "                #axs[i, j].plot(max_values.index.astype(str), max_values.values, ls='--')\n",
    "                #axs[i, j].set_yscale('log')\n",
    "                axs[i, j].set_xlabel(hp1)\n",
    "                axs[i, j].set_ylabel(score_column)\n",
    "                #axs[i, j].set_title(f'{hp1}')\n",
    "                axs[i, j].tick_params(axis='x', rotation=45)\n",
    "\n",
    "\n",
    "    #fig.subplots_adjust(right=0.88)   # tighten/loosen as needed\n",
    "    cbar = fig.colorbar(im, ax=axs, orientation='vertical', fraction=0.02, pad=0.04)\n",
    "    cbar.set_label(score_column)\n",
    "    #fig.tight_layout()\n",
    "    return fig, axs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "495393a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x1000 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = visualize_hyperparameter_scan(df)\n",
    "plt.savefig(\"hyperparameter_scan_results.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4624b0f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
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        {
         "name": "index",
         "rawType": "int64",
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        {
         "name": "Dropout",
         "rawType": "float64",
         "type": "float"
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        {
         "name": "Final Loss",
         "rawType": "float64",
         "type": "float"
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       "ref": "d38d8abb-223e-41f0-af3b-ef6dc3bde441",
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       ],
       "shape": {
        "columns": 4,
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       }
      },
      "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Hidden Layers</th>\n",
       "      <th>RNN Layers</th>\n",
       "      <th>Dropout</th>\n",
       "      <th>Final Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.143101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.426424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.05</td>\n",
       "      <td>17.294107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2160.664361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>2160.667680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2160.668174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2160.670699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2160.677020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Hidden Layers  RNN Layers  Dropout   Final Loss\n",
       "0               0           2     0.00    13.573153\n",
       "4               0           3     0.00    13.700147\n",
       "16              1           2     0.00    15.143101\n",
       "40              2           4     0.00    16.426424\n",
       "17              1           2     0.05    17.294107\n",
       "..            ...         ...      ...          ...\n",
       "29              1           5     0.05  2160.664361\n",
       "46              2           5     0.10  2160.667680\n",
       "57              4           4     0.05  2160.668174\n",
       "61              4           5     0.05  2160.670699\n",
       "47              2           5     0.15  2160.677020\n",
       "\n",
       "[64 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mode2 = pd.read_csv(\"hyperparameter_scan_results_mode2.csv\")\n",
    "df_mode2 = df_mode2.drop(columns=[\"Model\"])\n",
    "df_mode2.sort_values(\"Final Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9bd5b3b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = visualize_hyperparameter_scan(df_mode2)    \n",
    "plt.savefig(\"hyperparameter_scan_results_mode2.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "027d3c9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Warm-up Steps",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Prediction Steps",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Altitude Weight",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Final Loss",
         "rawType": "float64",
         "type": "float"
        }
       ],
       "ref": "b87b1e58-3835-4d3b-87fe-dde34e396834",
       "rows": [
        [
         "32",
         "900",
         "150",
         "0.001",
         "3.962539694727736"
        ],
        [
         "17",
         "600",
         "150",
         "0.001",
         "5.995160004559984"
        ],
        [
         "47",
         "1800",
         "150",
         "0.001",
         "6.017518597080352"
        ],
        [
         "48",
         "1800",
         "300",
         "1e-05",
         "7.0429253067742"
        ],
        [
         "2",
         "300",
         "150",
         "0.001",
         "7.279862738036095"
        ],
        [
         "30",
         "900",
         "150",
         "1e-05",
         "7.555547086442721"
        ],
        [
         "15",
         "600",
         "150",
         "1e-05",
         "7.84319583532658"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Warm-up Steps</th>\n",
       "      <th>Prediction Steps</th>\n",
       "      <th>Altitude Weight</th>\n",
       "      <th>Final Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>900</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>3.962540</td>\n",
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       "      <th>17</th>\n",
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       "      <td>0.00100</td>\n",
       "      <td>5.995160</td>\n",
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       "      <th>47</th>\n",
       "      <td>1800</td>\n",
       "      <td>150</td>\n",
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       "      <td>6.017519</td>\n",
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       "      <th>48</th>\n",
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       "      <td>0.00001</td>\n",
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       "      <td>0.00100</td>\n",
       "      <td>7.279863</td>\n",
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       "      <th>30</th>\n",
       "      <td>900</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>7.555547</td>\n",
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       "      <th>15</th>\n",
       "      <td>600</td>\n",
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       "      <td>7.843196</td>\n",
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       "      <th>3</th>\n",
       "      <td>300</td>\n",
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       "      <td>0.00001</td>\n",
       "      <td>8.926838</td>\n",
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       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>900</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>11.853082</td>\n",
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       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1800</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>12.902912</td>\n",
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       "      <th>27</th>\n",
       "      <td>600</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>13.204626</td>\n",
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       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1800</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>13.343850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>900</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>24.739511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1800</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>24.777818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>300</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>24.794156</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>300</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>25.025992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>600</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>25.058696</td>\n",
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       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1800</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>25.059222</td>\n",
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       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>900</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>25.068324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1800</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>27.904795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>900</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>28.214024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>600</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>28.214557</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>300</td>\n",
       "      <td>1800</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>28.218953</td>\n",
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       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>900</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>28.302016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>600</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>28.305135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>300</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>28.308034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>900</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>28.344116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1800</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>28.344895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>600</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>28.345098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>300</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>28.350567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>600</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>29.666882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>300</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>29.666903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1800</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>29.668119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>900</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>29.682773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>600</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>29.709029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1800</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>29.709523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>900</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>29.712956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>300</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>29.714124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>900</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>30.337158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>600</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>30.348238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>900</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>30.377899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>30.379202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>600</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>30.381051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1800</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>30.382035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>300</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>31.077238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1800</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>31.078926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>31.116429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>900</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>31.118988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1800</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>31.119304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>600</td>\n",
       "      <td>150</td>\n",
       "      <td>0.00010</td>\n",
       "      <td>31.122973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>600</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>32.558964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>300</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>32.570126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>900</td>\n",
       "      <td>900</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>32.581486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>600</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>33.992851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1800</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>33.994911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>300</td>\n",
       "      <td>600</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>33.996375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>900</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>34.632828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>600</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>34.635911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1800</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>34.635920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>300</td>\n",
       "      <td>300</td>\n",
       "      <td>0.00100</td>\n",
       "      <td>34.636998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Warm-up Steps  Prediction Steps  Altitude Weight  Final Loss\n",
       "32            900               150          0.00100    3.962540\n",
       "17            600               150          0.00100    5.995160\n",
       "47           1800               150          0.00100    6.017519\n",
       "48           1800               300          0.00001    7.042925\n",
       "2             300               150          0.00100    7.279863\n",
       "30            900               150          0.00001    7.555547\n",
       "15            600               150          0.00001    7.843196\n",
       "3             300               300          0.00001    8.926838\n",
       "38            900               600          0.00100   11.853082\n",
       "56           1800               900          0.00100   12.902912\n",
       "27            600              1800          0.00001   13.204626\n",
       "54           1800               900          0.00001   13.343850\n",
       "42            900              1800          0.00001   24.739511\n",
       "57           1800              1800          0.00001   24.777818\n",
       "13            300              1800          0.00010   24.794156\n",
       "12            300              1800          0.00001   25.025992\n",
       "28            600              1800          0.00010   25.058696\n",
       "58           1800              1800          0.00010   25.059222\n",
       "43            900              1800          0.00010   25.068324\n",
       "59           1800              1800          0.00100   27.904795\n",
       "44            900              1800          0.00100   28.214024\n",
       "29            600              1800          0.00100   28.214557\n",
       "14            300              1800          0.00100   28.218953\n",
       "39            900               900          0.00001   28.302016\n",
       "24            600               900          0.00001   28.305135\n",
       "9             300               900          0.00001   28.308034\n",
       "40            900               900          0.00010   28.344116\n",
       "55           1800               900          0.00010   28.344895\n",
       "25            600               900          0.00010   28.345098\n",
       "10            300               900          0.00010   28.350567\n",
       "21            600               600          0.00001   29.666882\n",
       "6             300               600          0.00001   29.666903\n",
       "51           1800               600          0.00001   29.668119\n",
       "36            900               600          0.00001   29.682773\n",
       "22            600               600          0.00010   29.709029\n",
       "52           1800               600          0.00010   29.709523\n",
       "37            900               600          0.00010   29.712956\n",
       "7             300               600          0.00010   29.714124\n",
       "33            900               300          0.00001   30.337158\n",
       "18            600               300          0.00001   30.348238\n",
       "34            900               300          0.00010   30.377899\n",
       "4             300               300          0.00010   30.379202\n",
       "19            600               300          0.00010   30.381051\n",
       "49           1800               300          0.00010   30.382035\n",
       "0             300               150          0.00001   31.077238\n",
       "45           1800               150          0.00001   31.078926\n",
       "1             300               150          0.00010   31.116429\n",
       "31            900               150          0.00010   31.118988\n",
       "46           1800               150          0.00010   31.119304\n",
       "16            600               150          0.00010   31.122973\n",
       "26            600               900          0.00100   32.558964\n",
       "11            300               900          0.00100   32.570126\n",
       "41            900               900          0.00100   32.581486\n",
       "23            600               600          0.00100   33.992851\n",
       "53           1800               600          0.00100   33.994911\n",
       "8             300               600          0.00100   33.996375\n",
       "35            900               300          0.00100   34.632828\n",
       "20            600               300          0.00100   34.635911\n",
       "50           1800               300          0.00100   34.635920\n",
       "5             300               300          0.00100   34.636998"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mode3 = pd.read_csv(\"hyperparameter_scan_results_mode3.csv\")\n",
    "df_mode3 = df_mode3.drop(columns=[\"Model\"])\n",
    "df_mode3.sort_values(\"Final Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2c0af525",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for agg_func in ['min', 'max', 'mean']:\n",
    "    fig, ax = visualize_hyperparameter_scan(df_mode3, aggfunc=agg_func)\n",
    "    plt.savefig(f\"hyperparameter_scan_results_mode3_{agg_func}.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1bba2457",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Warm-up Steps",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Prediction Steps",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Final Loss",
         "rawType": "float64",
         "type": "float"
        }
       ],
       "ref": "e729ef73-7f45-4272-8231-7960029fce67",
       "rows": [
        [
         "108",
         "900",
         "50",
         "5.31567295161175"
        ],
        [
         "109",
         "900",
         "150",
         "5.93126944628881"
        ],
        [
         "110",
         "900",
         "250",
         "6.439508765004575"
        ],
        [
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       ],
       "shape": {
        "columns": 3,
        "rows": 270
       }
      },
      "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Warm-up Steps</th>\n",
       "      <th>Prediction Steps</th>\n",
       "      <th>Final Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>900</td>\n",
       "      <td>50</td>\n",
       "      <td>5.315673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>900</td>\n",
       "      <td>150</td>\n",
       "      <td>5.931269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>900</td>\n",
       "      <td>250</td>\n",
       "      <td>6.439509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>800</td>\n",
       "      <td>50</td>\n",
       "      <td>7.819199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>800</td>\n",
       "      <td>150</td>\n",
       "      <td>8.028778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>1700</td>\n",
       "      <td>850</td>\n",
       "      <td>98.560461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1700</td>\n",
       "      <td>1250</td>\n",
       "      <td>98.585341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1700</td>\n",
       "      <td>950</td>\n",
       "      <td>98.593776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>1700</td>\n",
       "      <td>1050</td>\n",
       "      <td>98.627748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>1700</td>\n",
       "      <td>1150</td>\n",
       "      <td>98.641874</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>270 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Warm-up Steps  Prediction Steps  Final Loss\n",
       "108            900                50    5.315673\n",
       "109            900               150    5.931269\n",
       "110            900               250    6.439509\n",
       "90             800                50    7.819199\n",
       "91             800               150    8.028778\n",
       "..             ...               ...         ...\n",
       "260           1700               850   98.560461\n",
       "264           1700              1250   98.585341\n",
       "261           1700               950   98.593776\n",
       "262           1700              1050   98.627748\n",
       "263           1700              1150   98.641874\n",
       "\n",
       "[270 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mode4 = pd.read_csv(\"hyperparameter_scan_results_mode4.csv\")\n",
    "df_mode4 = df_mode4.drop(columns=[\"Model\"])\n",
    "df_mode4.sort_values(\"Final Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "49a58c57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1000x1000 with 5 Axes>,\n",
       " array([[<Axes: xlabel='Warm-up Steps', ylabel='Final Loss'>,\n",
       "         <Axes: xlabel='Prediction Steps', ylabel='Warm-up Steps'>],\n",
       "        [<Axes: xlabel='Warm-up Steps', ylabel='Prediction Steps'>,\n",
       "         <Axes: xlabel='Prediction Steps', ylabel='Final Loss'>]],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_hyperparameter_scan(df_mode4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "237b6175",
   "metadata": {},
   "outputs": [],
   "source": [
    "def contour_plot(df, hp1, hp2, score_column=\"Final Loss\", levels=14, annotation_levels=None):\n",
    "    if annotation_levels is None:\n",
    "        annotation_levels = levels\n",
    "    x = df[hp1].values\n",
    "    y = df[hp2].values\n",
    "    z = df[score_column].values\n",
    "\n",
    "    xi = np.linspace(x.min(), x.max(), 100)\n",
    "    yi = np.linspace(y.min(), y.max(), 100)\n",
    "    xi, yi = np.meshgrid(xi, yi)\n",
    "    zi = griddata((x, y), z, (xi, yi), method='cubic')\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    contour = ax.contourf(xi, yi, zi, levels=levels, cmap='viridis')\n",
    "    contour2 = ax.contour(xi, yi, zi, levels=annotation_levels, colors='black', linewidths=0.5)\n",
    "    ax.clabel(contour2, inline=True, fontsize=8)\n",
    "    fig.colorbar(contour)\n",
    "    ax.set_xlabel(hp1)\n",
    "    ax.set_ylabel(hp2)\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "be78dc91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = contour_plot(df_mode4, \"Prediction Steps\", \"Warm-up Steps\", levels=48, annotation_levels=12)\n",
    "plt.savefig(\"contour_plot_mode4.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3af803b7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "adsbpy",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}