GNI_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "from epw import epw\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "blddensity=0.15\n",
    "treecover=0.15\n",
    "grasscover=0.35"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.02, 0.29, 0.65),\n",
       " (0.07, 0.19, 0.55),\n",
       " (0.17, 0.09, 0.45),\n",
       " (0.27, 0.0, 0.35),\n",
       " (0.37, 0.0, 0.25)]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_variants():\n",
    "    variants = [\n",
    "        (0.02, 0.29, 0.65),\n",
    "        #(0.10, 0.20, 0.40),\n",
    "        (0.07, 0.19, 0.55),  # BASELINE\n",
    "        #(0.20, 0.10, 0.30),\n",
    "        (0.17, 0.09, 0.45),\n",
    "        #(0.30, 0.00, 0.20),\n",
    "        (0.27, 0.00, 0.35),\n",
    "        (0.37, 0.00, 0.25)\n",
    "    ]\n",
    "    return variants\n",
    "\n",
    "variants = generate_variants()\n",
    "variants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def generate_variants():\n",
    "#     variants = [\n",
    "#         (0.05, 0.25, 0.50),\n",
    "#         #(0.10, 0.20, 0.40),\n",
    "#         (0.15, 0.15, 0.35),  # BASELINE\n",
    "#         #(0.20, 0.10, 0.30),\n",
    "#         (0.25, 0.05, 0.20),\n",
    "#         #(0.30, 0.00, 0.20),\n",
    "#         (0.35, 0.00, 0.05),\n",
    "#         (0.45, 0.00, 0.00)\n",
    "#     ]\n",
    "#     return variants\n",
    "\n",
    "# variants = generate_variants()\n",
    "# variants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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   ],
   "source": [
    "\n",
    "\n",
    "# Or if you're creating a new dataframe:\n",
    "results_df = pd.DataFrame({\n",
    "   # 'Parameters': ['params_string'],\n",
    "    #'Temperatures': ['0,1,2,3'],  # Assuming 'temperatures' is your list of results\n",
    "    # ... other columns as needed\n",
    "})   \n",
    "results_df "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'USA_GA_Fulton.County.AP.722195_TMY3'"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from uwg import UWG\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "\n",
    "subfolder = Path(\"EPW_Files\")\n",
    "\n",
    "# Define the .epw, .uwg paths to create an uwg object.\n",
    "epw_path = subfolder / Path(\"USA_GA_Fulton.County.AP.722195_TMY3.epw\") # available in resources directory.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating new temperature and humidity values for 60 days from 7/1.\n",
      "Simulating Day 1\n",
      "Simulating Day 2\n",
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      "Simulating Day 56\n",
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      "Simulating Day 58\n",
      "Simulating Day 59\n",
      "Simulating Day 60\n",
      "New climate file is generated at EPW_Files/USA_GA_Fulton.County.AP.722195_TMY3_UWG.epw.\n",
      "Simulating new temperature and humidity values for 60 days from 7/1.\n",
      "Simulating Day 1\n",
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      "Simulating Day 59\n",
      "Simulating Day 60\n",
      "New climate file is generated at EPW_Files/USA_GA_Fulton.County.AP.722195_TMY3_UWG.epw.\n",
      "Simulating new temperature and humidity values for 60 days from 7/1.\n",
      "Simulating Day 1\n",
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      "Simulating Day 59\n",
      "Simulating Day 60\n",
      "New climate file is generated at EPW_Files/USA_GA_Fulton.County.AP.722195_TMY3_UWG.epw.\n",
      "Simulating new temperature and humidity values for 60 days from 7/1.\n",
      "Simulating Day 1\n",
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      "Simulating Day 59\n",
      "Simulating Day 60\n",
      "New climate file is generated at EPW_Files/USA_GA_Fulton.County.AP.722195_TMY3_UWG.epw.\n",
      "Simulating new temperature and humidity values for 60 days from 7/1.\n",
      "Simulating Day 1\n",
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      "Simulating Day 60\n",
      "New climate file is generated at EPW_Files/USA_GA_Fulton.County.AP.722195_TMY3_UWG.epw.\n"
     ]
    }
   ],
   "source": [
    "# Initialize an empty list to store results for each variant\n",
    "results = []\n",
    "\n",
    "for blddensity, treecover, grasscover in variants:\n",
    "    # Initialize the UWG model by passing parameters as arguments, or relying on defaults\n",
    "    #model = UWG.from_param_file(epw_path=epw_path, param_path= \"initialize_atlanta.uwg\")\n",
    "    \n",
    "    \n",
    "    model = UWG.from_param_args(epw_path=epw_path, \n",
    "                                bldheight=11, \n",
    "                                blddensity=blddensity, \n",
    "                                vertohor=0.8, \n",
    "                                treecover=treecover, \n",
    "                                grasscover=grasscover, \n",
    "                                vegstart=3, \n",
    "                                vegend=11, \n",
    "                                h_obs= 5, \n",
    "                                windmin=0.1,\n",
    "                                zone='3A', \n",
    "                                nday=60,\n",
    "                                month=7,\n",
    "                                day=1,                  \n",
    "# https://github.com/ladybug-tools/uwg/blob/master/resources/initialize_singapore.uwg\n",
    "\n",
    "albveg=0.25,      # Vegetation albedo\n",
    "latgrss=0.4,      # Fraction of the heat absorbed by grass that is latent (goes to evaporating water)\n",
    "lattree=0.6,      # Fraction of the heat absorbed by trees that is latent (goes to evaporating water)\n",
    "rurvegcover=0.9,  # Fraction of the rural ground covered by vegetation\n",
    "\n",
    "dtsim = 300,\n",
    "dtweather = 3600\n",
    "                               \n",
    "                              )\n",
    "\n",
    "    model.generate()\n",
    "    model.simulate()\n",
    "    \n",
    "    # Write the simulation result to a file.\n",
    "    temperatures = [ucm.canTemp-273.15 for ucm in model.UCMData[:8760]]\n",
    "\n",
    "    params_string = f\"BD{blddensity:.2f}_TC{treecover:.2f}_GC{grasscover:.2f}\"\n",
    "    \n",
    "    model.write_epw()\n",
    "    \n",
    "    base_epw = epw_path\n",
    "    variant_epw = subfolder /  Path(epw_path.stem +\"_UWG.epw\")\n",
    "    variant_epw_renamed =  subfolder /  Path(epw_path.stem +\"_\"+params_string+\"_UWG.epw\")\n",
    "    os.rename(variant_epw, variant_epw_renamed)\n",
    "\n",
    "    # Create a dictionary for this variant's results\n",
    "    variant_result = {'Parameters': params_string}\n",
    "    variant_result.update({f'Hour_{i+1}': temp for i, temp in enumerate(temperatures)})\n",
    "\n",
    "    # Append this variant's results to the results list\n",
    "    results.append(variant_result)\n",
    "\n",
    "# Create the final dataframe from all results\n",
    "results_df = pd.DataFrame(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Parameters</th>\n",
       "      <th>BD0.02_TC0.29_GC0.65</th>\n",
       "      <th>BD0.07_TC0.19_GC0.55</th>\n",
       "      <th>BD0.17_TC0.09_GC0.45</th>\n",
       "      <th>BD0.27_TC0.00_GC0.35</th>\n",
       "      <th>BD0.37_TC0.00_GC0.25</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-07-01 00:00:00</th>\n",
       "      <td>20.084621</td>\n",
       "      <td>20.073107</td>\n",
       "      <td>20.063358</td>\n",
       "      <td>20.057143</td>\n",
       "      <td>20.055535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01 01:00:00</th>\n",
       "      <td>19.992215</td>\n",
       "      <td>19.973344</td>\n",
       "      <td>19.958905</td>\n",
       "      <td>19.950677</td>\n",
       "      <td>19.950449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01 02:00:00</th>\n",
       "      <td>19.886408</td>\n",
       "      <td>19.844548</td>\n",
       "      <td>19.814234</td>\n",
       "      <td>19.798366</td>\n",
       "      <td>19.800689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01 03:00:00</th>\n",
       "      <td>19.788508</td>\n",
       "      <td>19.675397</td>\n",
       "      <td>19.604798</td>\n",
       "      <td>19.577539</td>\n",
       "      <td>19.602312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01 04:00:00</th>\n",
       "      <td>19.760674</td>\n",
       "      <td>19.633195</td>\n",
       "      <td>19.560574</td>\n",
       "      <td>19.539676</td>\n",
       "      <td>19.580221</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>2018-08-29 19:00:00</th>\n",
       "      <td>31.05446</td>\n",
       "      <td>31.323806</td>\n",
       "      <td>31.74119</td>\n",
       "      <td>32.155109</td>\n",
       "      <td>32.512899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-29 20:00:00</th>\n",
       "      <td>30.610337</td>\n",
       "      <td>30.824272</td>\n",
       "      <td>31.176313</td>\n",
       "      <td>31.505547</td>\n",
       "      <td>31.816598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-29 21:00:00</th>\n",
       "      <td>30.119036</td>\n",
       "      <td>30.276412</td>\n",
       "      <td>30.545991</td>\n",
       "      <td>30.804349</td>\n",
       "      <td>31.073943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-29 22:00:00</th>\n",
       "      <td>29.669193</td>\n",
       "      <td>29.787131</td>\n",
       "      <td>29.906931</td>\n",
       "      <td>30.038698</td>\n",
       "      <td>30.199671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-29 23:00:00</th>\n",
       "      <td>29.254505</td>\n",
       "      <td>29.33555</td>\n",
       "      <td>29.417306</td>\n",
       "      <td>29.514773</td>\n",
       "      <td>29.642947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1440 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Parameters          BD0.02_TC0.29_GC0.65 BD0.07_TC0.19_GC0.55  \\\n",
       "2018-07-01 00:00:00            20.084621            20.073107   \n",
       "2018-07-01 01:00:00            19.992215            19.973344   \n",
       "2018-07-01 02:00:00            19.886408            19.844548   \n",
       "2018-07-01 03:00:00            19.788508            19.675397   \n",
       "2018-07-01 04:00:00            19.760674            19.633195   \n",
       "...                                  ...                  ...   \n",
       "2018-08-29 19:00:00             31.05446            31.323806   \n",
       "2018-08-29 20:00:00            30.610337            30.824272   \n",
       "2018-08-29 21:00:00            30.119036            30.276412   \n",
       "2018-08-29 22:00:00            29.669193            29.787131   \n",
       "2018-08-29 23:00:00            29.254505             29.33555   \n",
       "\n",
       "Parameters          BD0.17_TC0.09_GC0.45 BD0.27_TC0.00_GC0.35  \\\n",
       "2018-07-01 00:00:00            20.063358            20.057143   \n",
       "2018-07-01 01:00:00            19.958905            19.950677   \n",
       "2018-07-01 02:00:00            19.814234            19.798366   \n",
       "2018-07-01 03:00:00            19.604798            19.577539   \n",
       "2018-07-01 04:00:00            19.560574            19.539676   \n",
       "...                                  ...                  ...   \n",
       "2018-08-29 19:00:00             31.74119            32.155109   \n",
       "2018-08-29 20:00:00            31.176313            31.505547   \n",
       "2018-08-29 21:00:00            30.545991            30.804349   \n",
       "2018-08-29 22:00:00            29.906931            30.038698   \n",
       "2018-08-29 23:00:00            29.417306            29.514773   \n",
       "\n",
       "Parameters          BD0.37_TC0.00_GC0.25  \n",
       "2018-07-01 00:00:00            20.055535  \n",
       "2018-07-01 01:00:00            19.950449  \n",
       "2018-07-01 02:00:00            19.800689  \n",
       "2018-07-01 03:00:00            19.602312  \n",
       "2018-07-01 04:00:00            19.580221  \n",
       "...                                  ...  \n",
       "2018-08-29 19:00:00            32.512899  \n",
       "2018-08-29 20:00:00            31.816598  \n",
       "2018-08-29 21:00:00            31.073943  \n",
       "2018-08-29 22:00:00            30.199671  \n",
       "2018-08-29 23:00:00            29.642947  \n",
       "\n",
       "[1440 rows x 5 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_range = pd.date_range(start='7/1/2018', periods=1440, freq='h')\n",
    "labels = results_df.transpose().iloc[0,:]\n",
    "\n",
    "results_df_tp = results_df.transpose().iloc[1:,:]\n",
    "results_df_tp.index = date_range\n",
    "results_df_tp.columns = labels\n",
    "results_df_tp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2018-07-01 00:00:00', '2018-07-01 01:00:00',\n",
       "               '2018-07-01 02:00:00', '2018-07-01 03:00:00',\n",
       "               '2018-07-01 04:00:00', '2018-07-01 05:00:00',\n",
       "               '2018-07-01 06:00:00', '2018-07-01 07:00:00',\n",
       "               '2018-07-01 08:00:00', '2018-07-01 09:00:00',\n",
       "               ...\n",
       "               '2018-08-29 14:00:00', '2018-08-29 15:00:00',\n",
       "               '2018-08-29 16:00:00', '2018-08-29 17:00:00',\n",
       "               '2018-08-29 18:00:00', '2018-08-29 19:00:00',\n",
       "               '2018-08-29 20:00:00', '2018-08-29 21:00:00',\n",
       "               '2018-08-29 22:00:00', '2018-08-29 23:00:00'],\n",
       "              dtype='datetime64[ns]', length=1440, freq='h')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_df_tp.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>Parameters</th>\n",
       "      <th>BD0.02_TC0.29_GC0.65</th>\n",
       "      <th>BD0.07_TC0.19_GC0.55</th>\n",
       "      <th>BD0.17_TC0.09_GC0.45</th>\n",
       "      <th>BD0.27_TC0.00_GC0.35</th>\n",
       "      <th>BD0.37_TC0.00_GC0.25</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25.137732</td>\n",
       "      <td>25.158682</td>\n",
       "      <td>25.21024</td>\n",
       "      <td>25.276857</td>\n",
       "      <td>25.359082</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24.854107</td>\n",
       "      <td>24.855582</td>\n",
       "      <td>24.893595</td>\n",
       "      <td>24.942716</td>\n",
       "      <td>25.015735</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24.574933</td>\n",
       "      <td>24.568528</td>\n",
       "      <td>24.589449</td>\n",
       "      <td>24.638022</td>\n",
       "      <td>24.708673</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24.312296</td>\n",
       "      <td>24.293469</td>\n",
       "      <td>24.305767</td>\n",
       "      <td>24.365724</td>\n",
       "      <td>24.429875</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.075423</td>\n",
       "      <td>24.054193</td>\n",
       "      <td>24.082853</td>\n",
       "      <td>24.12938</td>\n",
       "      <td>24.225418</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>23.86783</td>\n",
       "      <td>23.848129</td>\n",
       "      <td>23.878049</td>\n",
       "      <td>23.943815</td>\n",
       "      <td>24.039383</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>23.964287</td>\n",
       "      <td>24.011442</td>\n",
       "      <td>24.118698</td>\n",
       "      <td>24.238898</td>\n",
       "      <td>24.374293</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>24.171358</td>\n",
       "      <td>24.223904</td>\n",
       "      <td>24.267634</td>\n",
       "      <td>24.323309</td>\n",
       "      <td>24.394988</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>24.536854</td>\n",
       "      <td>24.550633</td>\n",
       "      <td>24.554352</td>\n",
       "      <td>24.561161</td>\n",
       "      <td>24.590878</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>25.25997</td>\n",
       "      <td>25.274682</td>\n",
       "      <td>25.310884</td>\n",
       "      <td>25.344837</td>\n",
       "      <td>25.377519</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>26.4997</td>\n",
       "      <td>26.553817</td>\n",
       "      <td>26.592861</td>\n",
       "      <td>26.625009</td>\n",
       "      <td>26.656782</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27.634061</td>\n",
       "      <td>27.702302</td>\n",
       "      <td>27.741975</td>\n",
       "      <td>27.77601</td>\n",
       "      <td>27.808324</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>28.315409</td>\n",
       "      <td>28.379903</td>\n",
       "      <td>28.422146</td>\n",
       "      <td>28.460389</td>\n",
       "      <td>28.494781</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>28.831724</td>\n",
       "      <td>28.899864</td>\n",
       "      <td>28.937872</td>\n",
       "      <td>28.977341</td>\n",
       "      <td>29.013446</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>29.151262</td>\n",
       "      <td>29.215156</td>\n",
       "      <td>29.257459</td>\n",
       "      <td>29.299828</td>\n",
       "      <td>29.335756</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>28.919253</td>\n",
       "      <td>28.964944</td>\n",
       "      <td>29.001061</td>\n",
       "      <td>29.041401</td>\n",
       "      <td>29.081174</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>28.782184</td>\n",
       "      <td>28.815399</td>\n",
       "      <td>28.854589</td>\n",
       "      <td>28.893472</td>\n",
       "      <td>28.933804</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>28.209793</td>\n",
       "      <td>28.256507</td>\n",
       "      <td>28.31193</td>\n",
       "      <td>28.375129</td>\n",
       "      <td>28.398373</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>27.670883</td>\n",
       "      <td>27.783091</td>\n",
       "      <td>27.881644</td>\n",
       "      <td>28.002614</td>\n",
       "      <td>28.101616</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>26.984034</td>\n",
       "      <td>27.117552</td>\n",
       "      <td>27.279941</td>\n",
       "      <td>27.443194</td>\n",
       "      <td>27.585812</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>26.570396</td>\n",
       "      <td>26.69334</td>\n",
       "      <td>26.856456</td>\n",
       "      <td>27.025647</td>\n",
       "      <td>27.188351</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>26.036266</td>\n",
       "      <td>26.130151</td>\n",
       "      <td>26.262762</td>\n",
       "      <td>26.403155</td>\n",
       "      <td>26.543161</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>25.769754</td>\n",
       "      <td>25.834001</td>\n",
       "      <td>25.915721</td>\n",
       "      <td>26.010177</td>\n",
       "      <td>26.109747</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>25.521042</td>\n",
       "      <td>25.565113</td>\n",
       "      <td>25.635648</td>\n",
       "      <td>25.705595</td>\n",
       "      <td>25.793048</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Parameters BD0.02_TC0.29_GC0.65 BD0.07_TC0.19_GC0.55 BD0.17_TC0.09_GC0.45  \\\n",
       "hour                                                                        \n",
       "0                     25.137732            25.158682             25.21024   \n",
       "1                     24.854107            24.855582            24.893595   \n",
       "2                     24.574933            24.568528            24.589449   \n",
       "3                     24.312296            24.293469            24.305767   \n",
       "4                     24.075423            24.054193            24.082853   \n",
       "5                      23.86783            23.848129            23.878049   \n",
       "6                     23.964287            24.011442            24.118698   \n",
       "7                     24.171358            24.223904            24.267634   \n",
       "8                     24.536854            24.550633            24.554352   \n",
       "9                      25.25997            25.274682            25.310884   \n",
       "10                      26.4997            26.553817            26.592861   \n",
       "11                    27.634061            27.702302            27.741975   \n",
       "12                    28.315409            28.379903            28.422146   \n",
       "13                    28.831724            28.899864            28.937872   \n",
       "14                    29.151262            29.215156            29.257459   \n",
       "15                    28.919253            28.964944            29.001061   \n",
       "16                    28.782184            28.815399            28.854589   \n",
       "17                    28.209793            28.256507             28.31193   \n",
       "18                    27.670883            27.783091            27.881644   \n",
       "19                    26.984034            27.117552            27.279941   \n",
       "20                    26.570396             26.69334            26.856456   \n",
       "21                    26.036266            26.130151            26.262762   \n",
       "22                    25.769754            25.834001            25.915721   \n",
       "23                    25.521042            25.565113            25.635648   \n",
       "\n",
       "Parameters BD0.27_TC0.00_GC0.35 BD0.37_TC0.00_GC0.25  hour  \n",
       "hour                                                        \n",
       "0                     25.276857            25.359082     0  \n",
       "1                     24.942716            25.015735     1  \n",
       "2                     24.638022            24.708673     2  \n",
       "3                     24.365724            24.429875     3  \n",
       "4                      24.12938            24.225418     4  \n",
       "5                     23.943815            24.039383     5  \n",
       "6                     24.238898            24.374293     6  \n",
       "7                     24.323309            24.394988     7  \n",
       "8                     24.561161            24.590878     8  \n",
       "9                     25.344837            25.377519     9  \n",
       "10                    26.625009            26.656782    10  \n",
       "11                     27.77601            27.808324    11  \n",
       "12                    28.460389            28.494781    12  \n",
       "13                    28.977341            29.013446    13  \n",
       "14                    29.299828            29.335756    14  \n",
       "15                    29.041401            29.081174    15  \n",
       "16                    28.893472            28.933804    16  \n",
       "17                    28.375129            28.398373    17  \n",
       "18                    28.002614            28.101616    18  \n",
       "19                    27.443194            27.585812    19  \n",
       "20                    27.025647            27.188351    20  \n",
       "21                    26.403155            26.543161    21  \n",
       "22                    26.010177            26.109747    22  \n",
       "23                    25.705595            25.793048    23  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#day = 4\n",
    "\n",
    "#final = results_df_tp[(day*24):(day*24)+24]# .groupby(results_df_tp.index.hour)#.mean()\n",
    "final = results_df_tp.groupby(results_df_tp.index.hour).mean()\n",
    "final['hour'] = results_df_tp[0:24].index.hour\n",
    "final.index = final['hour']\n",
    "#final.drop(['hour'])\n",
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plotting_df = final\n",
    "final = final.drop(columns='hour', errors='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BD: 0.02, TC: 0.29, GC: 0.65</th>\n",
       "      <th>BD: 0.07, TC: 0.19, GC: 0.55</th>\n",
       "      <th>BD: 0.17, TC: 0.09, GC: 0.45</th>\n",
       "      <th>BD: 0.27, TC: 0.00, GC: 0.35</th>\n",
       "      <th>BD: 0.37, TC: 0.00, GC: 0.25</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25.137732</td>\n",
       "      <td>25.158682</td>\n",
       "      <td>25.21024</td>\n",
       "      <td>25.276857</td>\n",
       "      <td>25.359082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24.854107</td>\n",
       "      <td>24.855582</td>\n",
       "      <td>24.893595</td>\n",
       "      <td>24.942716</td>\n",
       "      <td>25.015735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24.574933</td>\n",
       "      <td>24.568528</td>\n",
       "      <td>24.589449</td>\n",
       "      <td>24.638022</td>\n",
       "      <td>24.708673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24.312296</td>\n",
       "      <td>24.293469</td>\n",
       "      <td>24.305767</td>\n",
       "      <td>24.365724</td>\n",
       "      <td>24.429875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.075423</td>\n",
       "      <td>24.054193</td>\n",
       "      <td>24.082853</td>\n",
       "      <td>24.12938</td>\n",
       "      <td>24.225418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>23.86783</td>\n",
       "      <td>23.848129</td>\n",
       "      <td>23.878049</td>\n",
       "      <td>23.943815</td>\n",
       "      <td>24.039383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>23.964287</td>\n",
       "      <td>24.011442</td>\n",
       "      <td>24.118698</td>\n",
       "      <td>24.238898</td>\n",
       "      <td>24.374293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>24.171358</td>\n",
       "      <td>24.223904</td>\n",
       "      <td>24.267634</td>\n",
       "      <td>24.323309</td>\n",
       "      <td>24.394988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>24.536854</td>\n",
       "      <td>24.550633</td>\n",
       "      <td>24.554352</td>\n",
       "      <td>24.561161</td>\n",
       "      <td>24.590878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>25.25997</td>\n",
       "      <td>25.274682</td>\n",
       "      <td>25.310884</td>\n",
       "      <td>25.344837</td>\n",
       "      <td>25.377519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>26.4997</td>\n",
       "      <td>26.553817</td>\n",
       "      <td>26.592861</td>\n",
       "      <td>26.625009</td>\n",
       "      <td>26.656782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27.634061</td>\n",
       "      <td>27.702302</td>\n",
       "      <td>27.741975</td>\n",
       "      <td>27.77601</td>\n",
       "      <td>27.808324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>28.315409</td>\n",
       "      <td>28.379903</td>\n",
       "      <td>28.422146</td>\n",
       "      <td>28.460389</td>\n",
       "      <td>28.494781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>28.831724</td>\n",
       "      <td>28.899864</td>\n",
       "      <td>28.937872</td>\n",
       "      <td>28.977341</td>\n",
       "      <td>29.013446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>29.151262</td>\n",
       "      <td>29.215156</td>\n",
       "      <td>29.257459</td>\n",
       "      <td>29.299828</td>\n",
       "      <td>29.335756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>28.919253</td>\n",
       "      <td>28.964944</td>\n",
       "      <td>29.001061</td>\n",
       "      <td>29.041401</td>\n",
       "      <td>29.081174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>28.782184</td>\n",
       "      <td>28.815399</td>\n",
       "      <td>28.854589</td>\n",
       "      <td>28.893472</td>\n",
       "      <td>28.933804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>28.209793</td>\n",
       "      <td>28.256507</td>\n",
       "      <td>28.31193</td>\n",
       "      <td>28.375129</td>\n",
       "      <td>28.398373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>27.670883</td>\n",
       "      <td>27.783091</td>\n",
       "      <td>27.881644</td>\n",
       "      <td>28.002614</td>\n",
       "      <td>28.101616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>26.984034</td>\n",
       "      <td>27.117552</td>\n",
       "      <td>27.279941</td>\n",
       "      <td>27.443194</td>\n",
       "      <td>27.585812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>26.570396</td>\n",
       "      <td>26.69334</td>\n",
       "      <td>26.856456</td>\n",
       "      <td>27.025647</td>\n",
       "      <td>27.188351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>26.036266</td>\n",
       "      <td>26.130151</td>\n",
       "      <td>26.262762</td>\n",
       "      <td>26.403155</td>\n",
       "      <td>26.543161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>25.769754</td>\n",
       "      <td>25.834001</td>\n",
       "      <td>25.915721</td>\n",
       "      <td>26.010177</td>\n",
       "      <td>26.109747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>25.521042</td>\n",
       "      <td>25.565113</td>\n",
       "      <td>25.635648</td>\n",
       "      <td>25.705595</td>\n",
       "      <td>25.793048</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     BD: 0.02, TC: 0.29, GC: 0.65 BD: 0.07, TC: 0.19, GC: 0.55  \\\n",
       "hour                                                             \n",
       "0                       25.137732                    25.158682   \n",
       "1                       24.854107                    24.855582   \n",
       "2                       24.574933                    24.568528   \n",
       "3                       24.312296                    24.293469   \n",
       "4                       24.075423                    24.054193   \n",
       "5                        23.86783                    23.848129   \n",
       "6                       23.964287                    24.011442   \n",
       "7                       24.171358                    24.223904   \n",
       "8                       24.536854                    24.550633   \n",
       "9                        25.25997                    25.274682   \n",
       "10                        26.4997                    26.553817   \n",
       "11                      27.634061                    27.702302   \n",
       "12                      28.315409                    28.379903   \n",
       "13                      28.831724                    28.899864   \n",
       "14                      29.151262                    29.215156   \n",
       "15                      28.919253                    28.964944   \n",
       "16                      28.782184                    28.815399   \n",
       "17                      28.209793                    28.256507   \n",
       "18                      27.670883                    27.783091   \n",
       "19                      26.984034                    27.117552   \n",
       "20                      26.570396                     26.69334   \n",
       "21                      26.036266                    26.130151   \n",
       "22                      25.769754                    25.834001   \n",
       "23                      25.521042                    25.565113   \n",
       "\n",
       "     BD: 0.17, TC: 0.09, GC: 0.45 BD: 0.27, TC: 0.00, GC: 0.35  \\\n",
       "hour                                                             \n",
       "0                        25.21024                    25.276857   \n",
       "1                       24.893595                    24.942716   \n",
       "2                       24.589449                    24.638022   \n",
       "3                       24.305767                    24.365724   \n",
       "4                       24.082853                     24.12938   \n",
       "5                       23.878049                    23.943815   \n",
       "6                       24.118698                    24.238898   \n",
       "7                       24.267634                    24.323309   \n",
       "8                       24.554352                    24.561161   \n",
       "9                       25.310884                    25.344837   \n",
       "10                      26.592861                    26.625009   \n",
       "11                      27.741975                     27.77601   \n",
       "12                      28.422146                    28.460389   \n",
       "13                      28.937872                    28.977341   \n",
       "14                      29.257459                    29.299828   \n",
       "15                      29.001061                    29.041401   \n",
       "16                      28.854589                    28.893472   \n",
       "17                       28.31193                    28.375129   \n",
       "18                      27.881644                    28.002614   \n",
       "19                      27.279941                    27.443194   \n",
       "20                      26.856456                    27.025647   \n",
       "21                      26.262762                    26.403155   \n",
       "22                      25.915721                    26.010177   \n",
       "23                      25.635648                    25.705595   \n",
       "\n",
       "     BD: 0.37, TC: 0.00, GC: 0.25  \n",
       "hour                               \n",
       "0                       25.359082  \n",
       "1                       25.015735  \n",
       "2                       24.708673  \n",
       "3                       24.429875  \n",
       "4                       24.225418  \n",
       "5                       24.039383  \n",
       "6                       24.374293  \n",
       "7                       24.394988  \n",
       "8                       24.590878  \n",
       "9                       25.377519  \n",
       "10                      26.656782  \n",
       "11                      27.808324  \n",
       "12                      28.494781  \n",
       "13                      29.013446  \n",
       "14                      29.335756  \n",
       "15                      29.081174  \n",
       "16                      28.933804  \n",
       "17                      28.398373  \n",
       "18                      28.101616  \n",
       "19                      27.585812  \n",
       "20                      27.188351  \n",
       "21                      26.543161  \n",
       "22                      26.109747  \n",
       "23                      25.793048  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "def reformat_column(col):\n",
    "    match = re.match(r'BD([\\d.]+)_TC([\\d.]+)_GC([\\d.]+)', col)\n",
    "    if match:\n",
    "        bd, tc, gc = match.groups()\n",
    "        return f'BD: {bd}, TC: {tc}, GC: {gc}'\n",
    "    return col\n",
    "\n",
    "# Apply the reformatting to all column names\n",
    "final.columns = [reformat_column(col) for col in final.columns]\n",
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x350 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 350,
       "width": 400
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_context(\"paper\")\n",
    "\n",
    "# Assuming 'final' is your DataFrame\n",
    "# Reset the index to turn the datetime index into a column\n",
    "final_reset = final.reset_index()\n",
    "\n",
    "# The datetime column might have a different name, let's find it\n",
    "datetime_column = final_reset.columns[0]  # Assuming it's the first column\n",
    "\n",
    "# Melt the DataFrame to create a long format suitable for Seaborn\n",
    "final_melted = pd.melt(final_reset, id_vars=[datetime_column], var_name='Scenario', value_name='Temperature')\n",
    "\n",
    "final_melted\n",
    "\n",
    "\n",
    "palette = sns.color_palette(\"mako_r\", 5)\n",
    "\n",
    "# Create the plot\n",
    "plt.figure(figsize=(4, 3.5))\n",
    "sns.lineplot(data=final_melted, x='hour', y='Temperature', hue='Scenario',palette=palette)\n",
    "\n",
    "# Customize the plot\n",
    "plt.title('24-hour Temperature Profile for All Scenarios')\n",
    "plt.xlabel('Hour of the day')\n",
    "plt.ylabel('Temperature [°C]')\n",
    "plt.ylim(23, 30)\n",
    "plt.xlim(0, 23)\n",
    "plt.xticks(range(0, 24, 2))\n",
    "\n",
    "# Adjust legend\n",
    "#plt.legend(title='Scenarios', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "\n",
    "\n",
    "# Improve layout\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "plt.savefig(\"Diurnal_Hottest_Month_July.pdf\")\n",
    "plt.savefig(\"Diurnal_Hottest_Month_July.png\", dpi= 1200)\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<svg  width=\"440\" height=\"55\"><rect x=\"0\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#6bb2cd;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"55\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#377ad0;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"110\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#444282;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"165\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#242430;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"220\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#332023;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"275\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#782c3f;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"330\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#c93f3a;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"385\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#ef8748;stroke-width:2;stroke:rgb(255,255,255)\"/></svg>"
      ],
      "text/plain": [
       "[(0.42110294, 0.69916972, 0.80506683),\n",
       " (0.2157176, 0.47827123, 0.81487615),\n",
       " (0.2659204, 0.25949691, 0.511417),\n",
       " (0.14254381, 0.14016944, 0.18944326),\n",
       " (0.19884415, 0.12394381, 0.1385669),\n",
       " (0.47151732, 0.17401641, 0.24610337),\n",
       " (0.78979746, 0.24694858, 0.22678822),\n",
       " (0.93850535, 0.52748892, 0.28242464)]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.color_palette(\"icefire\",n_colors=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.42110294, 0.69916972, 0.80506683),\n",
       " (0.14254381, 0.14016944, 0.18944326),\n",
       " (0.47151732, 0.17401641, 0.24610337),\n",
       " (0.78979746, 0.24694858, 0.22678822),\n",
       " (0.93850535, 0.52748892, 0.28242464)]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs = sns.color_palette(\"icefire\",n_colors=8)\n",
    "final_colors = cs[0:1]\n",
    "final_colors.append(cs[3]) \n",
    "final_colors.extend( cs[5:] )  \n",
    "final_colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 340x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 340
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_context(\"paper\")\n",
    "\n",
    "# Assuming 'final' is your DataFrame\n",
    "final_reset = final.reset_index()\n",
    "datetime_column = final_reset.columns[0]\n",
    "\n",
    "# Melt the DataFramea\n",
    "final_melted = pd.melt(final_reset, id_vars=[datetime_column], var_name='Scenario', value_name='Temperature')\n",
    "\n",
    "# Get unique scenarios and set the baseline\n",
    "scenarios = final_melted['Scenario'].unique()\n",
    "baseline_scenario = scenarios[2]  # The second scenario as baseline\n",
    "\n",
    "# Create a custom colormap\n",
    "color_map = dict(zip(scenarios, final_colors))\n",
    "\n",
    "# Create the plot\n",
    "plt.figure(figsize=(3.4, 3.2))\n",
    "sns.lineplot(data=final_melted, x='hour', y='Temperature', hue='Scenario',\n",
    "             palette=color_map)\n",
    "\n",
    "# Customize the plot\n",
    "plt.title('24-hour Temperature Profile for All Scenarios')\n",
    "plt.xlabel('Hour of the day')\n",
    "plt.ylabel('Temperature [°C]')\n",
    "plt.ylim(23, 30)\n",
    "plt.xlim(0, 23)\n",
    "plt.xticks(range(0, 24, 2))\n",
    "\n",
    "# Adjust legend\n",
    "sns.move_legend(plt.gca(), \"lower right\")\n",
    "\n",
    "# Adjust legend\n",
    "legend = plt.legend(title='Scenario', title_fontsize='8', fontsize='7', loc='lower right',\n",
    "                     borderaxespad=0.)\n",
    "\n",
    "# Reduce the size of legend lines\n",
    "for line in legend.get_lines():\n",
    "    line.set_linewidth(1.5)\n",
    "\n",
    "# Improve layout\n",
    "plt.tight_layout()\n",
    "\n",
    "# Save the plot\n",
    "plt.savefig(\"Diurnal_Hottest_Month_July.pdf\")\n",
    "plt.savefig(\"Diurnal_Hottest_Month_July.png\", dpi=1200)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 340x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 340
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "# pip install git+https://github.com/proplot-dev/proplot.git@refs/pull/459/head\n",
    "import proplot as pplt\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_context(\"paper\")\n",
    "\n",
    "# Assuming 'final' is your DataFrame\n",
    "final_reset = final.reset_index()\n",
    "datetime_column = final_reset.columns[0]\n",
    "\n",
    "# Melt the DataFramea\n",
    "final_melted = pd.melt(final_reset, id_vars=[datetime_column], var_name='Scenario', value_name='Temperature')\n",
    "\n",
    "# Get unique scenarios and set the baseline\n",
    "scenarios = final_melted['Scenario'].unique()\n",
    "baseline_scenario = scenarios[2]  # The second scenario as baseline\n",
    "\n",
    "# Create a custom colormap\n",
    "color_map = dict(zip(scenarios, final_colors))\n",
    "\n",
    "# Create the plot\n",
    "plt.figure(figsize=(3.4, 3.2))\n",
    "sns.lineplot(data=final_melted, x='hour', y='Temperature', hue='Scenario',\n",
    "             palette=color_map)\n",
    "\n",
    "# Customize the plot\n",
    "plt.title('24-hour Temperature Profile for All Scenarios')\n",
    "plt.xlabel('Hour of the day')\n",
    "plt.ylabel('Temperature [°C]')\n",
    "plt.ylim(23, 30)\n",
    "plt.xlim(0, 23)\n",
    "plt.xticks(range(0, 24, 2))\n",
    "\n",
    "# Adjust legend\n",
    "sns.move_legend(plt.gca(), \"lower right\")\n",
    "\n",
    "# Adjust legend\n",
    "legend = plt.legend(title='Scenario', title_fontsize='8', fontsize='7', loc='lower right',\n",
    "                     borderaxespad=0.)\n",
    "\n",
    "# Reduce the size of legend lines\n",
    "for line in legend.get_lines():\n",
    "    line.set_linewidth(1.5)\n",
    "\n",
    "# Improve layout\n",
    "plt.tight_layout()\n",
    "\n",
    "# Save the plot\n",
    "plt.savefig(\"Diurnal_Hottest_Month_July.pdf\")\n",
    "plt.savefig(\"Diurnal_Hottest_Month_July.png\", dpi=1200)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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