Interactive_dashboard.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6b66f719-98c5-4497-972b-7dbc7827b693",
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import panel as pn\n",
    "pn.extension('tabulator')\n",
    "\n",
    "import hvplot.pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c32d8254-f372-4b49-8179-922557f9b95f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = pd.read_csv('https://raw.githubusercontent.com/owid/co2-data/master/owid-co2-data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "deae8249-864b-4a72-83e7-d694ac676d61",
   "metadata": {},
   "outputs": [],
   "source": [
    "# cache data to improve dashboard performance\n",
    "if 'data' not in pn.state.cache.keys():\n",
    "\n",
    "    df = pd.read_csv('https://raw.githubusercontent.com/owid/co2-data/master/owid-co2-data.csv')\n",
    "\n",
    "    pn.state.cache['data'] = df.copy()\n",
    "\n",
    "else: \n",
    "\n",
    "    df = pn.state.cache['data']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6fd2f213-5e01-4147-af5b-a5fd39ff2a05",
   "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>country</th>\n",
       "      <th>year</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>population</th>\n",
       "      <th>gdp</th>\n",
       "      <th>cement_co2</th>\n",
       "      <th>cement_co2_per_capita</th>\n",
       "      <th>co2</th>\n",
       "      <th>co2_growth_abs</th>\n",
       "      <th>co2_growth_prct</th>\n",
       "      <th>...</th>\n",
       "      <th>share_global_cumulative_oil_co2</th>\n",
       "      <th>share_global_cumulative_other_co2</th>\n",
       "      <th>share_global_flaring_co2</th>\n",
       "      <th>share_global_gas_co2</th>\n",
       "      <th>share_global_oil_co2</th>\n",
       "      <th>share_global_other_co2</th>\n",
       "      <th>total_ghg</th>\n",
       "      <th>total_ghg_excluding_lucf</th>\n",
       "      <th>trade_co2</th>\n",
       "      <th>trade_co2_share</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1949</td>\n",
       "      <td>AFG</td>\n",
       "      <td>7624058.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1950</td>\n",
       "      <td>AFG</td>\n",
       "      <td>7752117.0</td>\n",
       "      <td>9.421400e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.084</td>\n",
       "      <td>0.070</td>\n",
       "      <td>475.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1951</td>\n",
       "      <td>AFG</td>\n",
       "      <td>7840151.0</td>\n",
       "      <td>9.692280e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.092</td>\n",
       "      <td>0.007</td>\n",
       "      <td>8.70</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1952</td>\n",
       "      <td>AFG</td>\n",
       "      <td>7935996.0</td>\n",
       "      <td>1.001733e+10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.092</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1953</td>\n",
       "      <td>AFG</td>\n",
       "      <td>8039684.0</td>\n",
       "      <td>1.063052e+10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.106</td>\n",
       "      <td>0.015</td>\n",
       "      <td>16.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26003</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2016</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>14030338.0</td>\n",
       "      <td>2.096179e+10</td>\n",
       "      <td>0.639</td>\n",
       "      <td>0.046</td>\n",
       "      <td>10.738</td>\n",
       "      <td>-1.488</td>\n",
       "      <td>-12.17</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>115.92</td>\n",
       "      <td>28.53</td>\n",
       "      <td>1.415</td>\n",
       "      <td>13.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26004</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2017</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>14236599.0</td>\n",
       "      <td>2.194784e+10</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0.048</td>\n",
       "      <td>9.582</td>\n",
       "      <td>-1.156</td>\n",
       "      <td>-10.77</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>115.59</td>\n",
       "      <td>28.30</td>\n",
       "      <td>1.666</td>\n",
       "      <td>17.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26005</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2018</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>14438812.0</td>\n",
       "      <td>2.271535e+10</td>\n",
       "      <td>0.697</td>\n",
       "      <td>0.048</td>\n",
       "      <td>11.854</td>\n",
       "      <td>2.273</td>\n",
       "      <td>23.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.22</td>\n",
       "      <td>30.83</td>\n",
       "      <td>1.308</td>\n",
       "      <td>11.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26006</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2019</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>14645473.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.697</td>\n",
       "      <td>0.048</td>\n",
       "      <td>10.949</td>\n",
       "      <td>-0.905</td>\n",
       "      <td>-7.64</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117.96</td>\n",
       "      <td>30.53</td>\n",
       "      <td>1.473</td>\n",
       "      <td>13.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26007</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2020</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>14862927.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.697</td>\n",
       "      <td>0.047</td>\n",
       "      <td>10.531</td>\n",
       "      <td>-0.418</td>\n",
       "      <td>-3.82</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26008 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           country  year iso_code  population           gdp  cement_co2  \\\n",
       "0      Afghanistan  1949      AFG   7624058.0           NaN         NaN   \n",
       "1      Afghanistan  1950      AFG   7752117.0  9.421400e+09         NaN   \n",
       "2      Afghanistan  1951      AFG   7840151.0  9.692280e+09         NaN   \n",
       "3      Afghanistan  1952      AFG   7935996.0  1.001733e+10         NaN   \n",
       "4      Afghanistan  1953      AFG   8039684.0  1.063052e+10         NaN   \n",
       "...            ...   ...      ...         ...           ...         ...   \n",
       "26003     Zimbabwe  2016      ZWE  14030338.0  2.096179e+10       0.639   \n",
       "26004     Zimbabwe  2017      ZWE  14236599.0  2.194784e+10       0.678   \n",
       "26005     Zimbabwe  2018      ZWE  14438812.0  2.271535e+10       0.697   \n",
       "26006     Zimbabwe  2019      ZWE  14645473.0           NaN       0.697   \n",
       "26007     Zimbabwe  2020      ZWE  14862927.0           NaN       0.697   \n",
       "\n",
       "       cement_co2_per_capita     co2  co2_growth_abs  co2_growth_prct  ...  \\\n",
       "0                        NaN   0.015             NaN              NaN  ...   \n",
       "1                        NaN   0.084           0.070           475.00  ...   \n",
       "2                        NaN   0.092           0.007             8.70  ...   \n",
       "3                        NaN   0.092           0.000             0.00  ...   \n",
       "4                        NaN   0.106           0.015            16.00  ...   \n",
       "...                      ...     ...             ...              ...  ...   \n",
       "26003                  0.046  10.738          -1.488           -12.17  ...   \n",
       "26004                  0.048   9.582          -1.156           -10.77  ...   \n",
       "26005                  0.048  11.854           2.273            23.72  ...   \n",
       "26006                  0.048  10.949          -0.905            -7.64  ...   \n",
       "26007                  0.047  10.531          -0.418            -3.82  ...   \n",
       "\n",
       "       share_global_cumulative_oil_co2  share_global_cumulative_other_co2  \\\n",
       "0                                  NaN                                NaN   \n",
       "1                                 0.00                                NaN   \n",
       "2                                 0.00                                NaN   \n",
       "3                                 0.00                                NaN   \n",
       "4                                 0.00                                NaN   \n",
       "...                                ...                                ...   \n",
       "26003                             0.02                                NaN   \n",
       "26004                             0.02                                NaN   \n",
       "26005                             0.02                                NaN   \n",
       "26006                             0.02                                NaN   \n",
       "26007                             0.03                                NaN   \n",
       "\n",
       "       share_global_flaring_co2  share_global_gas_co2  share_global_oil_co2  \\\n",
       "0                           NaN                   NaN                   NaN   \n",
       "1                           NaN                   NaN                  0.00   \n",
       "2                           NaN                   NaN                  0.00   \n",
       "3                           NaN                   NaN                  0.00   \n",
       "4                           NaN                   NaN                  0.00   \n",
       "...                         ...                   ...                   ...   \n",
       "26003                       NaN                   NaN                  0.03   \n",
       "26004                       NaN                   NaN                  0.03   \n",
       "26005                       NaN                   NaN                  0.03   \n",
       "26006                       NaN                   NaN                  0.03   \n",
       "26007                       NaN                   NaN                  0.03   \n",
       "\n",
       "       share_global_other_co2  total_ghg  total_ghg_excluding_lucf  trade_co2  \\\n",
       "0                         NaN        NaN                       NaN        NaN   \n",
       "1                         NaN        NaN                       NaN        NaN   \n",
       "2                         NaN        NaN                       NaN        NaN   \n",
       "3                         NaN        NaN                       NaN        NaN   \n",
       "4                         NaN        NaN                       NaN        NaN   \n",
       "...                       ...        ...                       ...        ...   \n",
       "26003                     NaN     115.92                     28.53      1.415   \n",
       "26004                     NaN     115.59                     28.30      1.666   \n",
       "26005                     NaN     118.22                     30.83      1.308   \n",
       "26006                     NaN     117.96                     30.53      1.473   \n",
       "26007                     NaN        NaN                       NaN        NaN   \n",
       "\n",
       "       trade_co2_share  \n",
       "0                  NaN  \n",
       "1                  NaN  \n",
       "2                  NaN  \n",
       "3                  NaN  \n",
       "4                  NaN  \n",
       "...                ...  \n",
       "26003            13.18  \n",
       "26004            17.39  \n",
       "26005            11.04  \n",
       "26006            13.45  \n",
       "26007              NaN  \n",
       "\n",
       "[26008 rows x 60 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "83ccaef8-1ea5-4c13-8325-775e0d4cf838",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filtering the data by columns\n",
    "# df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8acdcd2c-c245-4084-b1ff-929b6bc5e094",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\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>country</th>\n",
       "      <th>year</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>population</th>\n",
       "      <th>gdp</th>\n",
       "      <th>cement_co2</th>\n",
       "      <th>cement_co2_per_capita</th>\n",
       "      <th>co2</th>\n",
       "      <th>co2_growth_abs</th>\n",
       "      <th>co2_growth_prct</th>\n",
       "      <th>...</th>\n",
       "      <th>share_global_cumulative_oil_co2</th>\n",
       "      <th>share_global_cumulative_other_co2</th>\n",
       "      <th>share_global_flaring_co2</th>\n",
       "      <th>share_global_gas_co2</th>\n",
       "      <th>share_global_oil_co2</th>\n",
       "      <th>share_global_other_co2</th>\n",
       "      <th>total_ghg</th>\n",
       "      <th>total_ghg_excluding_lucf</th>\n",
       "      <th>trade_co2</th>\n",
       "      <th>trade_co2_share</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16783</th>\n",
       "      <td>North America</td>\n",
       "      <td>1785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16784</th>\n",
       "      <td>North America</td>\n",
       "      <td>1786</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16785</th>\n",
       "      <td>North America</td>\n",
       "      <td>1787</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>North America</td>\n",
       "      <td>1788</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>North America</td>\n",
       "      <td>1789</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17014</th>\n",
       "      <td>North America</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>573814471.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.858</td>\n",
       "      <td>0.124</td>\n",
       "      <td>6471.359</td>\n",
       "      <td>-141.345</td>\n",
       "      <td>-2.14</td>\n",
       "      <td>...</td>\n",
       "      <td>33.15</td>\n",
       "      <td>16.69</td>\n",
       "      <td>20.85</td>\n",
       "      <td>27.28</td>\n",
       "      <td>24.07</td>\n",
       "      <td>10.10</td>\n",
       "      <td>7461.92</td>\n",
       "      <td>7611.92</td>\n",
       "      <td>309.904</td>\n",
       "      <td>4.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17015</th>\n",
       "      <td>North America</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>578582939.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.914</td>\n",
       "      <td>0.127</td>\n",
       "      <td>6412.982</td>\n",
       "      <td>-58.378</td>\n",
       "      <td>-0.90</td>\n",
       "      <td>...</td>\n",
       "      <td>32.94</td>\n",
       "      <td>16.44</td>\n",
       "      <td>17.93</td>\n",
       "      <td>26.34</td>\n",
       "      <td>23.85</td>\n",
       "      <td>9.76</td>\n",
       "      <td>7418.35</td>\n",
       "      <td>7566.23</td>\n",
       "      <td>335.009</td>\n",
       "      <td>5.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17016</th>\n",
       "      <td>North America</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>582921778.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.787</td>\n",
       "      <td>0.129</td>\n",
       "      <td>6588.630</td>\n",
       "      <td>175.648</td>\n",
       "      <td>2.74</td>\n",
       "      <td>...</td>\n",
       "      <td>32.76</td>\n",
       "      <td>16.18</td>\n",
       "      <td>21.02</td>\n",
       "      <td>27.59</td>\n",
       "      <td>24.16</td>\n",
       "      <td>8.71</td>\n",
       "      <td>7630.50</td>\n",
       "      <td>7777.59</td>\n",
       "      <td>345.915</td>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17017</th>\n",
       "      <td>North America</td>\n",
       "      <td>2019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>587512602.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.925</td>\n",
       "      <td>0.132</td>\n",
       "      <td>6460.726</td>\n",
       "      <td>-127.904</td>\n",
       "      <td>-1.94</td>\n",
       "      <td>...</td>\n",
       "      <td>32.57</td>\n",
       "      <td>15.92</td>\n",
       "      <td>23.12</td>\n",
       "      <td>28.02</td>\n",
       "      <td>23.94</td>\n",
       "      <td>8.37</td>\n",
       "      <td>7515.65</td>\n",
       "      <td>7663.03</td>\n",
       "      <td>354.353</td>\n",
       "      <td>5.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17018</th>\n",
       "      <td>North America</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592062325.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.870</td>\n",
       "      <td>0.131</td>\n",
       "      <td>5775.159</td>\n",
       "      <td>-685.568</td>\n",
       "      <td>-10.61</td>\n",
       "      <td>...</td>\n",
       "      <td>32.39</td>\n",
       "      <td>15.68</td>\n",
       "      <td>23.09</td>\n",
       "      <td>27.81</td>\n",
       "      <td>23.02</td>\n",
       "      <td>8.53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>236 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             country  year iso_code   population  gdp  cement_co2  \\\n",
       "16783  North America  1785      NaN          NaN  NaN         NaN   \n",
       "16784  North America  1786      NaN          NaN  NaN         NaN   \n",
       "16785  North America  1787      NaN          NaN  NaN         NaN   \n",
       "16786  North America  1788      NaN          NaN  NaN         NaN   \n",
       "16787  North America  1789      NaN          NaN  NaN         NaN   \n",
       "...              ...   ...      ...          ...  ...         ...   \n",
       "17014  North America  2016      NaN  573814471.0  NaN      70.858   \n",
       "17015  North America  2017      NaN  578582939.0  NaN      72.914   \n",
       "17016  North America  2018      NaN  582921778.0  NaN      74.787   \n",
       "17017  North America  2019      NaN  587512602.0  NaN      76.925   \n",
       "17018  North America  2020      NaN  592062325.0  NaN      76.870   \n",
       "\n",
       "       cement_co2_per_capita       co2  co2_growth_abs  co2_growth_prct  ...  \\\n",
       "16783                    NaN     0.004             NaN              NaN  ...   \n",
       "16784                    NaN     0.004           0.000             0.00  ...   \n",
       "16785                    NaN     0.004           0.000             0.00  ...   \n",
       "16786                    NaN     0.004           0.000             0.00  ...   \n",
       "16787                    NaN     0.004           0.000             0.00  ...   \n",
       "...                      ...       ...             ...              ...  ...   \n",
       "17014                  0.124  6471.359        -141.345            -2.14  ...   \n",
       "17015                  0.127  6412.982         -58.378            -0.90  ...   \n",
       "17016                  0.129  6588.630         175.648             2.74  ...   \n",
       "17017                  0.132  6460.726        -127.904            -1.94  ...   \n",
       "17018                  0.131  5775.159        -685.568           -10.61  ...   \n",
       "\n",
       "       share_global_cumulative_oil_co2  share_global_cumulative_other_co2  \\\n",
       "16783                              NaN                                NaN   \n",
       "16784                              NaN                                NaN   \n",
       "16785                              NaN                                NaN   \n",
       "16786                              NaN                                NaN   \n",
       "16787                              NaN                                NaN   \n",
       "...                                ...                                ...   \n",
       "17014                            33.15                              16.69   \n",
       "17015                            32.94                              16.44   \n",
       "17016                            32.76                              16.18   \n",
       "17017                            32.57                              15.92   \n",
       "17018                            32.39                              15.68   \n",
       "\n",
       "       share_global_flaring_co2  share_global_gas_co2  share_global_oil_co2  \\\n",
       "16783                       NaN                   NaN                   NaN   \n",
       "16784                       NaN                   NaN                   NaN   \n",
       "16785                       NaN                   NaN                   NaN   \n",
       "16786                       NaN                   NaN                   NaN   \n",
       "16787                       NaN                   NaN                   NaN   \n",
       "...                         ...                   ...                   ...   \n",
       "17014                     20.85                 27.28                 24.07   \n",
       "17015                     17.93                 26.34                 23.85   \n",
       "17016                     21.02                 27.59                 24.16   \n",
       "17017                     23.12                 28.02                 23.94   \n",
       "17018                     23.09                 27.81                 23.02   \n",
       "\n",
       "       share_global_other_co2  total_ghg  total_ghg_excluding_lucf  trade_co2  \\\n",
       "16783                     NaN        NaN                       NaN        NaN   \n",
       "16784                     NaN        NaN                       NaN        NaN   \n",
       "16785                     NaN        NaN                       NaN        NaN   \n",
       "16786                     NaN        NaN                       NaN        NaN   \n",
       "16787                     NaN        NaN                       NaN        NaN   \n",
       "...                       ...        ...                       ...        ...   \n",
       "17014                   10.10    7461.92                   7611.92    309.904   \n",
       "17015                    9.76    7418.35                   7566.23    335.009   \n",
       "17016                    8.71    7630.50                   7777.59    345.915   \n",
       "17017                    8.37    7515.65                   7663.03    354.353   \n",
       "17018                    8.53        NaN                       NaN        NaN   \n",
       "\n",
       "       trade_co2_share  \n",
       "16783              NaN  \n",
       "16784              NaN  \n",
       "16785              NaN  \n",
       "16786              NaN  \n",
       "16787              NaN  \n",
       "...                ...  \n",
       "17014             4.79  \n",
       "17015             5.22  \n",
       "17016             5.25  \n",
       "17017             5.48  \n",
       "17018              NaN  \n",
       "\n",
       "[236 rows x 60 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filtering the data for the country 'North America'\n",
    "df[df['country'] == 'North America']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e023e0b5-da57-4b8c-90a9-68ffb98564c9",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
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       "      <td>80.03</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>47531.680</td>\n",
       "      <td>46264.070</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25744</th>\n",
       "      <td>World</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.548173e+09</td>\n",
       "      <td>1.104307e+14</td>\n",
       "      <td>1500.493</td>\n",
       "      <td>0.199</td>\n",
       "      <td>35925.738</td>\n",
       "      <td>473.278</td>\n",
       "      <td>1.33</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.75</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>48251.879</td>\n",
       "      <td>47031.820</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25745</th>\n",
       "      <td>World</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.631081e+09</td>\n",
       "      <td>1.136302e+14</td>\n",
       "      <td>1566.740</td>\n",
       "      <td>0.205</td>\n",
       "      <td>36646.141</td>\n",
       "      <td>720.402</td>\n",
       "      <td>2.01</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>81.41</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>49368.039</td>\n",
       "      <td>47980.469</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25746</th>\n",
       "      <td>World</td>\n",
       "      <td>2019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.713458e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1608.472</td>\n",
       "      <td>0.208</td>\n",
       "      <td>36702.504</td>\n",
       "      <td>56.363</td>\n",
       "      <td>0.15</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>82.03</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>49758.230</td>\n",
       "      <td>48116.559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25747</th>\n",
       "      <td>World</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.794789e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1626.371</td>\n",
       "      <td>0.209</td>\n",
       "      <td>34807.258</td>\n",
       "      <td>-1895.244</td>\n",
       "      <td>-5.16</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>82.60</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>271 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      country  year iso_code    population           gdp  cement_co2  \\\n",
       "25477   World  1750      NaN  7.456645e+08           NaN         NaN   \n",
       "25478   World  1751      NaN           NaN           NaN         NaN   \n",
       "25479   World  1752      NaN           NaN           NaN         NaN   \n",
       "25480   World  1753      NaN           NaN           NaN         NaN   \n",
       "25481   World  1754      NaN           NaN           NaN         NaN   \n",
       "...       ...   ...      ...           ...           ...         ...   \n",
       "25743   World  2016      NaN  7.464335e+09  1.071343e+14    1478.758   \n",
       "25744   World  2017      NaN  7.548173e+09  1.104307e+14    1500.493   \n",
       "25745   World  2018      NaN  7.631081e+09  1.136302e+14    1566.740   \n",
       "25746   World  2019      NaN  7.713458e+09           NaN    1608.472   \n",
       "25747   World  2020      NaN  7.794789e+09           NaN    1626.371   \n",
       "\n",
       "       cement_co2_per_capita        co2  co2_growth_abs  co2_growth_prct  ...  \\\n",
       "25477                    NaN      9.351             NaN              NaN  ...   \n",
       "25478                    NaN      9.351           0.000             0.00  ...   \n",
       "25479                    NaN      9.354           0.004             0.04  ...   \n",
       "25480                    NaN      9.354           0.000             0.00  ...   \n",
       "25481                    NaN      9.358           0.004             0.04  ...   \n",
       "...                      ...        ...             ...              ...  ...   \n",
       "25743                  0.198  35452.461         -43.947            -0.12  ...   \n",
       "25744                  0.199  35925.738         473.278             1.33  ...   \n",
       "25745                  0.205  36646.141         720.402             2.01  ...   \n",
       "25746                  0.208  36702.504          56.363             0.15  ...   \n",
       "25747                  0.209  34807.258       -1895.244            -5.16  ...   \n",
       "\n",
       "       share_global_cumulative_oil_co2  share_global_cumulative_other_co2  \\\n",
       "25477                              NaN                                NaN   \n",
       "25478                              NaN                                NaN   \n",
       "25479                              NaN                                NaN   \n",
       "25480                              NaN                                NaN   \n",
       "25481                              NaN                                NaN   \n",
       "...                                ...                                ...   \n",
       "25743                            100.0                              80.03   \n",
       "25744                            100.0                              80.75   \n",
       "25745                            100.0                              81.41   \n",
       "25746                            100.0                              82.03   \n",
       "25747                            100.0                              82.60   \n",
       "\n",
       "       share_global_flaring_co2  share_global_gas_co2  share_global_oil_co2  \\\n",
       "25477                       NaN                   NaN                   NaN   \n",
       "25478                       NaN                   NaN                   NaN   \n",
       "25479                       NaN                   NaN                   NaN   \n",
       "25480                       NaN                   NaN                   NaN   \n",
       "25481                       NaN                   NaN                   NaN   \n",
       "...                         ...                   ...                   ...   \n",
       "25743                     100.0                 100.0                 100.0   \n",
       "25744                     100.0                 100.0                 100.0   \n",
       "25745                     100.0                 100.0                 100.0   \n",
       "25746                     100.0                 100.0                 100.0   \n",
       "25747                     100.0                 100.0                 100.0   \n",
       "\n",
       "       share_global_other_co2  total_ghg  total_ghg_excluding_lucf  trade_co2  \\\n",
       "25477                     NaN        NaN                       NaN        NaN   \n",
       "25478                     NaN        NaN                       NaN        NaN   \n",
       "25479                     NaN        NaN                       NaN        NaN   \n",
       "25480                     NaN        NaN                       NaN        NaN   \n",
       "25481                     NaN        NaN                       NaN        NaN   \n",
       "...                       ...        ...                       ...        ...   \n",
       "25743                   100.0  47531.680                 46264.070       -0.0   \n",
       "25744                   100.0  48251.879                 47031.820        0.0   \n",
       "25745                   100.0  49368.039                 47980.469       -0.0   \n",
       "25746                   100.0  49758.230                 48116.559        0.0   \n",
       "25747                   100.0        NaN                       NaN        0.0   \n",
       "\n",
       "       trade_co2_share  \n",
       "25477              NaN  \n",
       "25478              NaN  \n",
       "25479              NaN  \n",
       "25480              NaN  \n",
       "25481              NaN  \n",
       "...                ...  \n",
       "25743             -0.0  \n",
       "25744              0.0  \n",
       "25745             -0.0  \n",
       "25746              0.0  \n",
       "25747              0.0  \n",
       "\n",
       "[271 rows x 60 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filtering the data for the 'World'\n",
    "df[df['country'] == 'World']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6255a278-3af8-4bb9-ae60-c03d2984c3ca",
   "metadata": {},
   "source": [
    "##### (0) Some minor data processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4d040d0b-0922-48f3-86ac-aa00e50a7e64",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill NAs with 0s and create GDP per capita column\n",
    "df = df.fillna(0)\n",
    "df['gdp_per_capita'] = np.where(df['population']!= 0, df['gdp']/ df['population'], 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "84de4889-2254-4b38-a9dc-b5eb894b465c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make DataFrame Pipeline Interactive\n",
    "idf = df.interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97bb5af5-f76a-4195-8704-5edf6f69de53",
   "metadata": {},
   "source": [
    "##### (1) CO2 emission over time by continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c253738d-e4bb-45f0-b80c-4afbbcd278ce",
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      "text/plain": [
       "IntSlider(end=2020, name='Year slider', start=1750, step=5, value=1850)"
      ]
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   "source": [
    "# Define Panel widgets\n",
    "year_slider = pn.widgets.IntSlider(name='Year slider', start=1750, end=2020, step=5, value=1850)\n",
    "year_slider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4d9f6029-3e8c-457e-b655-0d0530c8bec7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Radio buttons for CO2 measures\n",
    "yaxis_co2 = pn.widgets.RadioButtonGroup(\n",
    "    name='Y axis', \n",
    "    options=['co2', 'co2_per_capita',],\n",
    "    button_type='success'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0f703803-6d5c-47c4-b7cb-f523fd2bdd7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "continents = ['World', 'Asia', 'Oceania', 'Europe', 'Africa', 'North America', 'South America', 'Antarctica']\n",
    "\n",
    "co2_pipeline = (\n",
    "    idf[\n",
    "        (idf.year <= year_slider) &\n",
    "        (idf.country.isin(continents))\n",
    "    ]\n",
    "    .groupby(['country', 'year'])[yaxis_co2].mean()\n",
    "    .to_frame()\n",
    "    .reset_index()\n",
    "    .sort_values(by='year')  \n",
    "    .reset_index(drop=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f8456045-bea4-4b17-914a-059cb63e45d0",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
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    "tags": []
   },
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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&lt;/tbody&gt;\\n&lt;/table&gt;\"},\"id\":\"15186\",\"type\":\"panel.models.markup.HTML\"},{\"attributes\":{\"children\":[{\"id\":\"15186\"}],\"margin\":[0,0,0,0],\"name\":\"Row76500\"},\"id\":\"15185\",\"type\":\"Row\"},{\"attributes\":{\"children\":[{\"id\":\"15182\"},{\"id\":\"15183\"}],\"margin\":[0,0,0,0],\"name\":\"Column76495\"},\"id\":\"15181\",\"type\":\"Column\"},{\"attributes\":{\"children\":[{\"id\":\"15179\"}],\"margin\":[0,0,0,0],\"name\":\"Row76580\"},\"id\":\"15178\",\"type\":\"Row\"},{\"attributes\":{\"end\":2020,\"margin\":[5,10,5,10],\"start\":1750,\"step\":5,\"title\":\"Year 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       "    var render_items = [{\"docid\":\"72618aee-1583-4b2a-9bab-09d6f2d1cada\",\"root_ids\":[\"15178\"],\"roots\":{\"15178\":\"6b1b3297-0bd1-4711-8d74-18a971884c40\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && ( root['Tabulator'] !== undefined) && ( root['Tabulator'] !== undefined)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && (root['Tabulator'] !== undefined) && (root['Tabulator'] !== undefined)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
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      ],
      "text/plain": [
       "<hvplot.interactive.Interactive at 0x268e225efd0>"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "15178"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2_pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "e3887628-9773-4a1b-ad21-70c66c739641",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
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       "    embed_document(root);\n",
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       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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       "  }\n",
       "})(window);</script>"
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      "text/plain": [
       "<hvplot.interactive.Interactive at 0x268e2660970>"
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     },
     "execution_count": 33,
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   ],
   "source": [
    "co2_plot = co2_pipeline.hvplot(x = 'year', by='country', y=yaxis_co2,line_width=2, title=\"CO2 emission by continent\")\n",
    "co2_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fba037c-83a1-4cdb-89bc-4eea72e5be5c",
   "metadata": {},
   "source": [
    "# (2) Table - CO2 emission over time by continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9e228eec-a5de-4511-9e55-7dd437ab27d2",
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     "outputs_hidden": true
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    {
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       "\t  const root_el = id_el.children[0]\n",
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       "        embed_document(root);\n",
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       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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       "    }, 25, root)\n",
       "  }\n",
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      "text/plain": [
       "<hvplot.interactive.Interactive at 0x268e2921160>"
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     "execution_count": 34,
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   "source": [
    "co2_table = co2_pipeline.pipe(pn.widgets.Tabulator, pagination='remote', page_size = 10, sizing_mode='stretch_width') \n",
    "co2_table"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5306443-4512-4a3a-864a-d0793f5d97ff",
   "metadata": {},
   "source": [
    "# (3) CO2 vs GDP scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2640f33a-461c-47a5-89a5-599d86a477bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "co2_vs_gdp_scatterplot_pipeline = (\n",
    "    idf[\n",
    "        (idf.year == year_slider) &\n",
    "        (~ (idf.country.isin(continents)))\n",
    "    ]\n",
    "    .groupby(['country', 'year', 'gdp_per_capita'])['co2'].mean()\n",
    "    .to_frame()\n",
    "    .reset_index()\n",
    "    .sort_values(by='year')  \n",
    "    .reset_index(drop=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "566aa20f-ff7c-4499-9cbc-68c4fa7c9b6e",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "\n",
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class=&quot;dataframe panel-df&quot;&gt;\\n  &lt;thead&gt;\\n    &lt;tr style=&quot;text-align: right;&quot;&gt;\\n      &lt;th&gt;&lt;/th&gt;\\n      &lt;th&gt;country&lt;/th&gt;\\n      &lt;th&gt;year&lt;/th&gt;\\n      &lt;th&gt;gdp_per_capita&lt;/th&gt;\\n      &lt;th&gt;co2&lt;/th&gt;\\n    &lt;/tr&gt;\\n  &lt;/thead&gt;\\n  &lt;tbody&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;0&lt;/th&gt;\\n      &lt;td&gt;Afghanistan&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1147.743498&lt;/td&gt;\\n      &lt;td&gt;1.756&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;1&lt;/th&gt;\\n      &lt;td&gt;New Caledonia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;1.999&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;2&lt;/th&gt;\\n      &lt;td&gt;New Zealand&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;19828.234825&lt;/td&gt;\\n      &lt;td&gt;17.479&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;3&lt;/th&gt;\\n      &lt;td&gt;Nicaragua&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;2930.449604&lt;/td&gt;\\n      &lt;td&gt;2.022&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;4&lt;/th&gt;\\n      &lt;td&gt;Niger&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1313.519543&lt;/td&gt;\\n      &lt;td&gt;0.570&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;5&lt;/th&gt;\\n      &lt;td&gt;Nigeria&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;2119.592871&lt;/td&gt;\\n      &lt;td&gt;68.035&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;6&lt;/th&gt;\\n      &lt;td&gt;Niue&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.004&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;7&lt;/th&gt;\\n      &lt;td&gt;North America (excl. USA)&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;812.743&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;8&lt;/th&gt;\\n      &lt;td&gt;North Korea&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;114.082&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;9&lt;/th&gt;\\n      &lt;td&gt;North Macedonia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;9218.885949&lt;/td&gt;\\n      &lt;td&gt;11.803&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;10&lt;/th&gt;\\n      &lt;td&gt;Norway&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;24028.354334&lt;/td&gt;\\n      &lt;td&gt;31.813&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;11&lt;/th&gt;\\n      &lt;td&gt;Oman&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;6606.180844&lt;/td&gt;\\n      &lt;td&gt;6.042&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;12&lt;/th&gt;\\n      &lt;td&gt;Netherlands&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;23430.530109&lt;/td&gt;\\n      &lt;td&gt;176.632&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;13&lt;/th&gt;\\n      &lt;td&gt;Pakistan&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;2020.907137&lt;/td&gt;\\n      &lt;td&gt;31.932&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;14&lt;/th&gt;\\n      &lt;td&gt;Panama&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;6784.995992&lt;/td&gt;\\n      &lt;td&gt;3.108&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;15&lt;/th&gt;\\n      &lt;td&gt;Panama Canal Zone&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;16&lt;/th&gt;\\n      &lt;td&gt;Papua New Guinea&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;1.828&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;17&lt;/th&gt;\\n      &lt;td&gt;Paraguay&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;5136.097867&lt;/td&gt;\\n      &lt;td&gt;1.485&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;18&lt;/th&gt;\\n      &lt;td&gt;Peru&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;6697.295750&lt;/td&gt;\\n      &lt;td&gt;24.065&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;19&lt;/th&gt;\\n      &lt;td&gt;Philippines&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;4073.472657&lt;/td&gt;\\n      &lt;td&gt;36.869&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;20&lt;/th&gt;\\n      &lt;td&gt;Poland&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;9158.857129&lt;/td&gt;\\n      &lt;td&gt;463.329&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;21&lt;/th&gt;\\n      &lt;td&gt;Portugal&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;12857.285076&lt;/td&gt;\\n      &lt;td&gt;26.773&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;22&lt;/th&gt;\\n      &lt;td&gt;Puerto Rico&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;13543.392363&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;23&lt;/th&gt;\\n      &lt;td&gt;Qatar&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;48583.030721&lt;/td&gt;\\n      &lt;td&gt;13.082&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;24&lt;/th&gt;\\n      &lt;td&gt;Reunion&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.813&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;25&lt;/th&gt;\\n      &lt;td&gt;Palau&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.158&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;26&lt;/th&gt;\\n      &lt;td&gt;Nepal&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1028.604261&lt;/td&gt;\\n      &lt;td&gt;0.541&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;27&lt;/th&gt;\\n      &lt;td&gt;Nauru&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.125&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;28&lt;/th&gt;\\n      &lt;td&gt;Myanmar&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1275.148522&lt;/td&gt;\\n      &lt;td&gt;5.509&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;29&lt;/th&gt;\\n      &lt;td&gt;Lesotho&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1611.220287&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;30&lt;/th&gt;\\n      &lt;td&gt;Liberia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;4149.185813&lt;/td&gt;\\n      &lt;td&gt;2.038&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;31&lt;/th&gt;\\n      &lt;td&gt;Libya&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;8322.618713&lt;/td&gt;\\n      &lt;td&gt;26.781&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;32&lt;/th&gt;\\n      &lt;td&gt;Lithuania&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;12750.809938&lt;/td&gt;\\n      &lt;td&gt;36.433&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;33&lt;/th&gt;\\n      &lt;td&gt;Low-income countries&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;162.938&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;34&lt;/th&gt;\\n      &lt;td&gt;Lower-middle-income countries&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;1679.632&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;35&lt;/th&gt;\\n      &lt;td&gt;Luxembourg&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;24975.124511&lt;/td&gt;\\n      &lt;td&gt;11.074&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;36&lt;/th&gt;\\n      &lt;td&gt;Macao&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.528&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;37&lt;/th&gt;\\n      &lt;td&gt;Madagascar&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1675.123008&lt;/td&gt;\\n      &lt;td&gt;1.614&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;38&lt;/th&gt;\\n      &lt;td&gt;Malawi&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1005.297570&lt;/td&gt;\\n      &lt;td&gt;0.708&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;39&lt;/th&gt;\\n      &lt;td&gt;Malaysia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      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&lt;td&gt;Mauritania&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1686.755700&lt;/td&gt;\\n      &lt;td&gt;0.630&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;45&lt;/th&gt;\\n      &lt;td&gt;Mauritius&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;6953.131391&lt;/td&gt;\\n      &lt;td&gt;0.590&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;46&lt;/th&gt;\\n      &lt;td&gt;Mexico&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;10014.882437&lt;/td&gt;\\n      &lt;td&gt;267.744&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;47&lt;/th&gt;\\n      &lt;td&gt;Micronesia (country)&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;48&lt;/th&gt;\\n      &lt;td&gt;Moldova&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;9044.488102&lt;/td&gt;\\n      &lt;td&gt;37.871&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;49&lt;/th&gt;\\n      &lt;td&gt;Mongolia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1584.845576&lt;/td&gt;\\n      &lt;td&gt;6.855&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;...&lt;/th&gt;\\n      &lt;td&gt;...&lt;/td&gt;\\n      &lt;td&gt;...&lt;/td&gt;\\n      &lt;td&gt;...&lt;/td&gt;\\n      &lt;td&gt;...&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;178&lt;/th&gt;\\n      &lt;td&gt;Hong Kong&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;16966.739427&lt;/td&gt;\\n      &lt;td&gt;16.600&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;179&lt;/th&gt;\\n      &lt;td&gt;Hungary&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;10011.655025&lt;/td&gt;\\n      &lt;td&gt;86.609&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;180&lt;/th&gt;\\n      &lt;td&gt;Iceland&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;24517.791673&lt;/td&gt;\\n      &lt;td&gt;1.862&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;181&lt;/th&gt;\\n      &lt;td&gt;India&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1452.322602&lt;/td&gt;\\n      &lt;td&gt;291.992&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;182&lt;/th&gt;\\n      &lt;td&gt;Indonesia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;2981.851557&lt;/td&gt;\\n      &lt;td&gt;94.873&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;183&lt;/th&gt;\\n      &lt;td&gt;International transport&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;446.385&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;184&lt;/th&gt;\\n      &lt;td&gt;Iran&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;6460.436628&lt;/td&gt;\\n      &lt;td&gt;120.494&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;185&lt;/th&gt;\\n      &lt;td&gt;Iraq&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;9851.928217&lt;/td&gt;\\n      &lt;td&gt;45.358&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;186&lt;/th&gt;\\n      &lt;td&gt;Ireland&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;13679.319264&lt;/td&gt;\\n      &lt;td&gt;26.272&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;187&lt;/th&gt;\\n      &lt;td&gt;Israel&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;17680.940792&lt;/td&gt;\\n      &lt;td&gt;20.985&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;188&lt;/th&gt;\\n      &lt;td&gt;Italy&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;20996.898901&lt;/td&gt;\\n      &lt;td&gt;386.433&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;189&lt;/th&gt;\\n      &lt;td&gt;Jamaica&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;5126.731538&lt;/td&gt;\\n      &lt;td&gt;8.445&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;190&lt;/th&gt;\\n      &lt;td&gt;Japan&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;21220.577678&lt;/td&gt;\\n      &lt;td&gt;944.869&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;191&lt;/th&gt;\\n      &lt;td&gt;Jordan&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;6494.795800&lt;/td&gt;\\n      &lt;td&gt;4.696&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;192&lt;/th&gt;\\n      &lt;td&gt;Kazakhstan&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;12036.150193&lt;/td&gt;\\n      &lt;td&gt;229.824&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;193&lt;/th&gt;\\n      &lt;td&gt;Kenya&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1666.158321&lt;/td&gt;\\n      &lt;td&gt;6.152&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;194&lt;/th&gt;\\n      &lt;td&gt;Kiribati&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.029&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;195&lt;/th&gt;\\n      &lt;td&gt;Kuwait&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;21170.831154&lt;/td&gt;\\n      &lt;td&gt;24.616&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;196&lt;/th&gt;\\n      &lt;td&gt;Kyrgyzstan&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;5867.035923&lt;/td&gt;\\n      &lt;td&gt;20.491&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;197&lt;/th&gt;\\n      &lt;td&gt;Guatemala&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;5828.771150&lt;/td&gt;\\n      &lt;td&gt;4.493&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;198&lt;/th&gt;\\n      &lt;td&gt;Zambia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1414.274339&lt;/td&gt;\\n      &lt;td&gt;3.523&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;199&lt;/th&gt;\\n      &lt;td&gt;Guadeloupe&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.535&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;200&lt;/th&gt;\\n      &lt;td&gt;Greenland&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.564&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;201&lt;/th&gt;\\n      &lt;td&gt;Egypt&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;3246.609889&lt;/td&gt;\\n      &lt;td&gt;45.176&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;202&lt;/th&gt;\\n      &lt;td&gt;El Salvador&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;3763.932208&lt;/td&gt;\\n      &lt;td&gt;2.119&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;203&lt;/th&gt;\\n      &lt;td&gt;Equatorial Guinea&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;2676.450700&lt;/td&gt;\\n      &lt;td&gt;0.059&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;204&lt;/th&gt;\\n      &lt;td&gt;Eritrea&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;205&lt;/th&gt;\\n      &lt;td&gt;Estonia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;15123.156793&lt;/td&gt;\\n      &lt;td&gt;35.135&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;206&lt;/th&gt;\\n      &lt;td&gt;Eswatini&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;3064.290631&lt;/td&gt;\\n      &lt;td&gt;0.465&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;207&lt;/th&gt;\\n      &lt;td&gt;Ethiopia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1083.697296&lt;/td&gt;\\n      &lt;td&gt;1.817&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;208&lt;/th&gt;\\n      &lt;td&gt;Europe (excl. EU-27)&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;3666.085&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;209&lt;/th&gt;\\n      &lt;td&gt;Europe (excl. EU-28)&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;3087.050&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;210&lt;/th&gt;\\n      &lt;td&gt;European Union (27)&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;4069.616&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;211&lt;/th&gt;\\n      &lt;td&gt;European Union (28)&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;4648.651&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;212&lt;/th&gt;\\n      &lt;td&gt;Faeroe Islands&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.421&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;213&lt;/th&gt;\\n      &lt;td&gt;Fiji&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.792&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;214&lt;/th&gt;\\n      &lt;td&gt;Finland&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;20602.446803&lt;/td&gt;\\n      &lt;td&gt;58.139&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;215&lt;/th&gt;\\n      &lt;td&gt;France&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;24079.673273&lt;/td&gt;\\n      &lt;td&gt;509.285&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;216&lt;/th&gt;\\n      &lt;td&gt;French Equatorial Africa&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;217&lt;/th&gt;\\n      &lt;td&gt;French Guiana&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.374&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;218&lt;/th&gt;\\n      &lt;td&gt;French Polynesia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.293&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;219&lt;/th&gt;\\n      &lt;td&gt;French West Africa&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.000&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;220&lt;/th&gt;\\n      &lt;td&gt;Gabon&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;8257.311924&lt;/td&gt;\\n      &lt;td&gt;6.625&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;221&lt;/th&gt;\\n      &lt;td&gt;Gambia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1355.664685&lt;/td&gt;\\n      &lt;td&gt;0.158&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;222&lt;/th&gt;\\n      &lt;td&gt;Georgia&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;10577.424327&lt;/td&gt;\\n      &lt;td&gt;14.293&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;223&lt;/th&gt;\\n      &lt;td&gt;Germany&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;22501.253364&lt;/td&gt;\\n      &lt;td&gt;1100.066&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;224&lt;/th&gt;\\n      &lt;td&gt;Ghana&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1837.416756&lt;/td&gt;\\n      &lt;td&gt;2.548&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;225&lt;/th&gt;\\n      &lt;td&gt;Greece&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;14323.025722&lt;/td&gt;\\n      &lt;td&gt;50.889&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;226&lt;/th&gt;\\n      &lt;td&gt;Grenada&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;0.000000&lt;/td&gt;\\n      &lt;td&gt;0.048&lt;/td&gt;\\n    &lt;/tr&gt;\\n    &lt;tr&gt;\\n      &lt;th&gt;227&lt;/th&gt;\\n      &lt;td&gt;Zimbabwe&lt;/td&gt;\\n      &lt;td&gt;1980&lt;/td&gt;\\n      &lt;td&gt;1997.510229&lt;/td&gt;\\n      &lt;td&gt;9.614&lt;/td&gt;\\n    &lt;/tr&gt;\\n  &lt;/tbody&gt;\\n&lt;/table&gt;\"},\"id\":\"18278\",\"type\":\"panel.models.markup.HTML\"},{\"attributes\":{\"end\":2020,\"margin\":[5,10,5,10],\"start\":1750,\"step\":5,\"title\":\"Year slider\",\"value\":1980},\"id\":\"18275\",\"type\":\"Slider\"},{\"attributes\":{\"margin\":[5,5,5,5],\"name\":\"HSpacer97076\",\"sizing_mode\":\"stretch_width\"},\"id\":\"18276\",\"type\":\"Spacer\"},{\"attributes\":{\"client_comm_id\":\"bce87b51bf574d64a494e5999a75fcda\",\"comm_id\":\"2c01e1d5e2304804aef203842ae998aa\",\"plot_id\":\"18271\"},\"id\":\"18279\",\"type\":\"panel.models.comm_manager.CommManager\"},{\"attributes\":{\"children\":[{\"id\":\"18272\"}],\"margin\":[0,0,0,0],\"name\":\"Row97079\"},\"id\":\"18271\",\"type\":\"Row\"}],\"root_ids\":[\"18271\",\"18279\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "    var render_items = [{\"docid\":\"85cf6f93-f95e-4469-bbf9-46882725aaee\",\"root_ids\":[\"18271\"],\"roots\":{\"18271\":\"1e5c952f-da2c-446e-a7c7-e5c66eef2d60\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && ( root['Tabulator'] !== undefined) && ( root['Tabulator'] !== undefined)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && (root['Tabulator'] !== undefined) && (root['Tabulator'] !== undefined)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "<hvplot.interactive.Interactive at 0x268e28dce50>"
      ]
     },
     "execution_count": 36,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "18271"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualize the co2_vs_gdp_scatterplot_pipeline\n",
    "co2_vs_gdp_scatterplot_pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "2b2a8885-e579-4521-8fdd-1f5bda46b9dd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='18280'>\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"45c55d94-0d8c-43e0-83e9-1fff94a6f0d0\" data-root-id=\"18280\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  function embed_document(root) {\n",
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      ],
      "text/plain": [
       "<hvplot.interactive.Interactive at 0x268e0b63f10>"
      ]
     },
     "execution_count": 37,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "18280"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2_vs_gdp_scatterplot = co2_vs_gdp_scatterplot_pipeline.hvplot(x='gdp_per_capita', \n",
    "                                                                y='co2', \n",
    "                                                                by='country', \n",
    "                                                                size=80, kind=\"scatter\", \n",
    "                                                                alpha=0.7,\n",
    "                                                                legend=False, \n",
    "                                                                height=500, \n",
    "                                                                width=500)\n",
    "co2_vs_gdp_scatterplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "336c2f94-05e9-4759-8a82-eb3e33cf0654",
   "metadata": {},
   "source": [
    "# (4) Bar chart with CO2 sources by continent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "9736447b-6f20-45d6-8b02-8e2226e1c13b",
   "metadata": {},
   "outputs": [],
   "source": [
    "yaxis_co2_source = pn.widgets.RadioButtonGroup(\n",
    "    name='Y axis', \n",
    "    options=['coal_co2', 'oil_co2', 'gas_co2'], \n",
    "    button_type='success'\n",
    ")\n",
    "\n",
    "continents_excl_world = ['Asia', 'Oceania', 'Europe', 'Africa', 'North America', 'South America', 'Antarctica']\n",
    "\n",
    "co2_source_bar_pipeline = (\n",
    "    idf[\n",
    "        (idf.year == year_slider) &\n",
    "        (idf.country.isin(continents_excl_world))\n",
    "    ]\n",
    "    .groupby(['year', 'country'])[yaxis_co2_source].sum()\n",
    "    .to_frame()\n",
    "    .reset_index()\n",
    "    .sort_values(by='year')  \n",
    "    .reset_index(drop=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3fb67705-69f9-4c5f-9182-37e1bb53bfce",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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Application\",\"version\":\"2.4.2\"}};\n",
       "    var render_items = [{\"docid\":\"cbceecb7-119b-4e97-a4e6-b074b7b6e18f\",\"root_ids\":[\"28030\"],\"roots\":{\"28030\":\"3c8fcb59-f0ae-4d63-a1b7-273f0b689d79\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && ( root['Tabulator'] !== undefined) && ( root['Tabulator'] !== undefined)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && (root['Tabulator'] !== undefined) && (root['Tabulator'] !== undefined)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "<hvplot.interactive.Interactive at 0x268e5b2a850>"
      ]
     },
     "execution_count": 39,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "28030"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2_source_bar_plot = co2_source_bar_pipeline.hvplot(kind='bar', \n",
    "                                                     x='country', \n",
    "                                                     y=yaxis_co2_source, \n",
    "                                                     title='CO2 source by continent')\n",
    "co2_source_bar_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae6cf275-d243-4ab0-82ff-83079bd11726",
   "metadata": {},
   "source": [
    "# Creating Dashboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e47fcf65-3948-4145-9457-7d33adb67062",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Layout using Template\n",
    "template = pn.template.FastListTemplate(\n",
    "    title='World CO2 emission dashboard', \n",
    "    sidebar=[pn.pane.Markdown(\"# CO2 Emissions and Climate Change\"), \n",
    "             pn.pane.Markdown(\"#### Carbon dioxide emissions are the primary driver of global climate change. It’s widely recognised that to avoid the worst impacts of climate change, the world needs to urgently reduce emissions. But, how this responsibility is shared between regions, countries, and individuals has been an endless point of contention in international discussions.\"), \n",
    "             pn.pane.PNG('climate_day.png', sizing_mode='scale_both'),\n",
    "             pn.pane.Markdown(\"## Settings\"),   \n",
    "             year_slider],\n",
    "    main=[pn.Row(pn.Column(yaxis_co2, \n",
    "                           co2_plot.panel(width=700), margin=(0,25)), \n",
    "                 co2_table.panel(width=500)), \n",
    "          pn.Row(pn.Column(co2_vs_gdp_scatterplot.panel(width=600), margin=(0,25)), \n",
    "                 pn.Column(yaxis_co2_source, co2_source_bar_plot.panel(width=600)))],\n",
    "    accent_base_color=\"#88d8b0\",\n",
    "    header_background=\"#88d8b0\",\n",
    ")\n",
    "# template.show()\n",
    "template.servable();"
   ]
  }
 ],
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