AdditionalAnalysis_ClimateEducation_September2024_review.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bd670d3b",
   "metadata": {},
   "source": [
    "## Make a table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "135ef062",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Tuple\n",
    "import copy as cp\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from wordcloud import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "84960fd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_excel('../../Data/ClimateEducation/Data_September_2024/ListOfTopics_edited_2.xlsx')\n",
    "df2 = pd.read_csv('../../Data/ClimateEducation/Data_September_2024/npr_topics.csv')\n",
    "df3 = pd.read_csv('../../Data/ClimateEducation/Data_September_2024/data_for_heatmap.csv')\n",
    "df4 = pd.read_csv('../../Data/ClimateEducation/Data_September_2024/data_for_country_counts.csv')\n",
    "df5 = pd.read_csv('../../Data/ClimateEducation/Data_September_2024/npr_2008_GPT2_Geo_September2024.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c3b421d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic</th>\n",
       "      <th>Adaptation_Community</th>\n",
       "      <th>Child_Young</th>\n",
       "      <th>Disaster_Risk</th>\n",
       "      <th>Energy_Mitigation</th>\n",
       "      <th>Environment_Behaviour</th>\n",
       "      <th>Game_Gamification</th>\n",
       "      <th>Health_Medical</th>\n",
       "      <th>Science_Research</th>\n",
       "      <th>Student_Learning</th>\n",
       "      <th>Sustainability_Sustainable</th>\n",
       "      <th>Teacher_Science</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adaptation_Community</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.040369</td>\n",
       "      <td>0.175881</td>\n",
       "      <td>0.108004</td>\n",
       "      <td>-0.008494</td>\n",
       "      <td>0.097591</td>\n",
       "      <td>0.078614</td>\n",
       "      <td>-0.121324</td>\n",
       "      <td>-0.185643</td>\n",
       "      <td>-0.107806</td>\n",
       "      <td>-0.068584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Child_Young</td>\n",
       "      <td>-0.040369</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.106603</td>\n",
       "      <td>-0.100807</td>\n",
       "      <td>0.097858</td>\n",
       "      <td>0.144428</td>\n",
       "      <td>0.077600</td>\n",
       "      <td>0.031462</td>\n",
       "      <td>-0.093634</td>\n",
       "      <td>0.020035</td>\n",
       "      <td>-0.000198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Disaster_Risk</td>\n",
       "      <td>0.175881</td>\n",
       "      <td>0.106603</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.061606</td>\n",
       "      <td>0.001847</td>\n",
       "      <td>-0.041630</td>\n",
       "      <td>0.151294</td>\n",
       "      <td>-0.059673</td>\n",
       "      <td>-0.156801</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>-0.051204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Energy_Mitigation</td>\n",
       "      <td>0.108004</td>\n",
       "      <td>-0.100807</td>\n",
       "      <td>0.061606</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.039367</td>\n",
       "      <td>0.107132</td>\n",
       "      <td>0.070560</td>\n",
       "      <td>-0.031294</td>\n",
       "      <td>0.002042</td>\n",
       "      <td>0.077848</td>\n",
       "      <td>-0.096146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Environment_Behaviour</td>\n",
       "      <td>-0.008494</td>\n",
       "      <td>0.097858</td>\n",
       "      <td>0.001847</td>\n",
       "      <td>0.039367</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.043691</td>\n",
       "      <td>0.000640</td>\n",
       "      <td>-0.131436</td>\n",
       "      <td>-0.046042</td>\n",
       "      <td>-0.012019</td>\n",
       "      <td>-0.013552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Game_Gamification</td>\n",
       "      <td>0.097591</td>\n",
       "      <td>0.144428</td>\n",
       "      <td>-0.041630</td>\n",
       "      <td>0.107132</td>\n",
       "      <td>-0.043691</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.028152</td>\n",
       "      <td>0.116710</td>\n",
       "      <td>0.093187</td>\n",
       "      <td>0.080391</td>\n",
       "      <td>-0.056488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Health_Medical</td>\n",
       "      <td>0.078614</td>\n",
       "      <td>0.077600</td>\n",
       "      <td>0.151294</td>\n",
       "      <td>0.070560</td>\n",
       "      <td>0.000640</td>\n",
       "      <td>0.028152</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.009053</td>\n",
       "      <td>-0.120575</td>\n",
       "      <td>0.058087</td>\n",
       "      <td>-0.096256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Science_Research</td>\n",
       "      <td>-0.121324</td>\n",
       "      <td>0.031462</td>\n",
       "      <td>-0.059673</td>\n",
       "      <td>-0.031294</td>\n",
       "      <td>-0.131436</td>\n",
       "      <td>0.116710</td>\n",
       "      <td>0.009053</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.022578</td>\n",
       "      <td>-0.130045</td>\n",
       "      <td>-0.048889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Student_Learning</td>\n",
       "      <td>-0.185643</td>\n",
       "      <td>-0.093634</td>\n",
       "      <td>-0.156801</td>\n",
       "      <td>0.002042</td>\n",
       "      <td>-0.046042</td>\n",
       "      <td>0.093187</td>\n",
       "      <td>-0.120575</td>\n",
       "      <td>-0.022578</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.124866</td>\n",
       "      <td>0.249043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sustainability_Sustainable</td>\n",
       "      <td>-0.107806</td>\n",
       "      <td>0.020035</td>\n",
       "      <td>0.018687</td>\n",
       "      <td>0.077848</td>\n",
       "      <td>-0.012019</td>\n",
       "      <td>0.080391</td>\n",
       "      <td>0.058087</td>\n",
       "      <td>-0.130045</td>\n",
       "      <td>-0.124866</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.186209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Teacher_Science</td>\n",
       "      <td>-0.068584</td>\n",
       "      <td>-0.000198</td>\n",
       "      <td>-0.051204</td>\n",
       "      <td>-0.096146</td>\n",
       "      <td>-0.013552</td>\n",
       "      <td>-0.056488</td>\n",
       "      <td>-0.096256</td>\n",
       "      <td>-0.048889</td>\n",
       "      <td>0.249043</td>\n",
       "      <td>-0.186209</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Topic  Adaptation_Community  Child_Young  \\\n",
       "0         Adaptation_Community              1.000000    -0.040369   \n",
       "1                  Child_Young             -0.040369     1.000000   \n",
       "2                Disaster_Risk              0.175881     0.106603   \n",
       "3            Energy_Mitigation              0.108004    -0.100807   \n",
       "4        Environment_Behaviour             -0.008494     0.097858   \n",
       "5            Game_Gamification              0.097591     0.144428   \n",
       "6               Health_Medical              0.078614     0.077600   \n",
       "7             Science_Research             -0.121324     0.031462   \n",
       "8             Student_Learning             -0.185643    -0.093634   \n",
       "9   Sustainability_Sustainable             -0.107806     0.020035   \n",
       "10             Teacher_Science             -0.068584    -0.000198   \n",
       "\n",
       "    Disaster_Risk  Energy_Mitigation  Environment_Behaviour  \\\n",
       "0        0.175881           0.108004              -0.008494   \n",
       "1        0.106603          -0.100807               0.097858   \n",
       "2        1.000000           0.061606               0.001847   \n",
       "3        0.061606           1.000000               0.039367   \n",
       "4        0.001847           0.039367               1.000000   \n",
       "5       -0.041630           0.107132              -0.043691   \n",
       "6        0.151294           0.070560               0.000640   \n",
       "7       -0.059673          -0.031294              -0.131436   \n",
       "8       -0.156801           0.002042              -0.046042   \n",
       "9        0.018687           0.077848              -0.012019   \n",
       "10      -0.051204          -0.096146              -0.013552   \n",
       "\n",
       "    Game_Gamification  Health_Medical  Science_Research  Student_Learning  \\\n",
       "0            0.097591        0.078614         -0.121324         -0.185643   \n",
       "1            0.144428        0.077600          0.031462         -0.093634   \n",
       "2           -0.041630        0.151294         -0.059673         -0.156801   \n",
       "3            0.107132        0.070560         -0.031294          0.002042   \n",
       "4           -0.043691        0.000640         -0.131436         -0.046042   \n",
       "5            1.000000        0.028152          0.116710          0.093187   \n",
       "6            0.028152        1.000000          0.009053         -0.120575   \n",
       "7            0.116710        0.009053          1.000000         -0.022578   \n",
       "8            0.093187       -0.120575         -0.022578          1.000000   \n",
       "9            0.080391        0.058087         -0.130045         -0.124866   \n",
       "10          -0.056488       -0.096256         -0.048889          0.249043   \n",
       "\n",
       "    Sustainability_Sustainable  Teacher_Science  \n",
       "0                    -0.107806        -0.068584  \n",
       "1                     0.020035        -0.000198  \n",
       "2                     0.018687        -0.051204  \n",
       "3                     0.077848        -0.096146  \n",
       "4                    -0.012019        -0.013552  \n",
       "5                     0.080391        -0.056488  \n",
       "6                     0.058087        -0.096256  \n",
       "7                    -0.130045        -0.048889  \n",
       "8                    -0.124866         0.249043  \n",
       "9                     1.000000        -0.186209  \n",
       "10                   -0.186209         1.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7775e693",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.set_index('Topic',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c0fb9d82",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "fig, ax = plt.subplots(figsize=(12, 10))\n",
    "mask = np.triu(np.ones_like(df3))\n",
    "sns.heatmap(df3, ax=ax, annot=True, cmap='YlGnBu',fmt=\".2f\",linewidth=1,mask = mask)\n",
    "ax.set_xticklabels(labels =ax.get_xticklabels(), rotation=90, ha='right', rotation_mode=\"anchor\")\n",
    "ax.tick_params(axis='both', labelsize=10)\n",
    "plt.tight_layout()\n",
    "plt.savefig('../../Data/ClimateEducation/Figures_092024/Heatmap_topics_all.eps',dpi='figure',\n",
    "        bbox_inches='tight', pad_inches=0.2,\n",
    "        facecolor='auto', edgecolor='auto',\n",
    "        backend=None )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f1566a5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df4.set_index('countries', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a2b4517d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,7))\n",
    "ax = sns.heatmap(df4.drop('Physical_Geography', axis=1).T, ax=ax, linecolor='white',annot = True,linewidths=2,cmap=\"crest\", cbar = False)\n",
    "plt.savefig('../../Data/ClimateEducation/Figures_092024/Country_Topic_association.eps', format = 'eps',dpi='figure',\n",
    "        bbox_inches='tight', pad_inches=0.1,\n",
    "        facecolor='auto', edgecolor='auto',\n",
    "        backend=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af642188",
   "metadata": {},
   "outputs": [],
   "source": [
    "df6 = "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}