FoodEmissions.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Emissions of different Food Products\n",
    "This Dataset was sourced from *Science* and *Our World in Data* (OWID) by **AMANDAROSEKNUDSEN** and downloaded from [**kaggle.com**](https://www.kaggle.com/datasets/amandaroseknudsen/foodproductemissions)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('Food_Product_Emissions.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pd.options.display.float_format = '{:,.2f}'.format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Preliminary Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rows: 43\n",
      "number of columns: 11\n"
     ]
    }
   ],
   "source": [
    "shape = data.shape\n",
    "print(f\"number of rows: {shape[0]}\")\n",
    "print(f\"number of columns: {shape[1]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 43 entries, 0 to 42\n",
      "Data columns (total 11 columns):\n",
      " #   Column                                     Non-Null Count  Dtype  \n",
      "---  ------                                     --------------  -----  \n",
      " 0   Food product                               43 non-null     object \n",
      " 1   Land Use Change                            43 non-null     float64\n",
      " 2   Feed                                       43 non-null     float64\n",
      " 3   Farm                                       43 non-null     float64\n",
      " 4   Processing                                 43 non-null     float64\n",
      " 5   Transport                                  43 non-null     float64\n",
      " 6   Packaging                                  43 non-null     float64\n",
      " 7   Retail                                     43 non-null     float64\n",
      " 8   Total from Land to Retail                  43 non-null     float64\n",
      " 9   Total Global Average GHG Emissions per kg  43 non-null     float64\n",
      " 10  Unit of GHG Emissions                      43 non-null     object \n",
      "dtypes: float64(9), object(2)\n",
      "memory usage: 3.8+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Food product</th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "      <th>Unit of GHG Emissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apples</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bananas</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.86</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Barley</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.11</td>\n",
       "      <td>1.18</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Beef (beef herd)</td>\n",
       "      <td>16.28</td>\n",
       "      <td>1.88</td>\n",
       "      <td>39.39</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.16</td>\n",
       "      <td>59.57</td>\n",
       "      <td>99.48</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beef (dairy herd)</td>\n",
       "      <td>0.91</td>\n",
       "      <td>2.51</td>\n",
       "      <td>15.69</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.18</td>\n",
       "      <td>21.09</td>\n",
       "      <td>33.30</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Food product  Land Use Change  Feed  Farm  Processing  Transport  \\\n",
       "0             Apples            -0.03  0.00  0.23        0.00       0.10   \n",
       "1            Bananas            -0.03  0.00  0.27        0.06       0.29   \n",
       "2             Barley             0.01  0.00  0.18        0.13       0.04   \n",
       "3   Beef (beef herd)            16.28  1.88 39.39        1.27       0.35   \n",
       "4  Beef (dairy herd)             0.91  2.51 15.69        1.11       0.42   \n",
       "\n",
       "   Packaging  Retail  Total from Land to Retail  \\\n",
       "0       0.04    0.02                       0.36   \n",
       "1       0.07    0.02                       0.68   \n",
       "2       0.50    0.26                       1.11   \n",
       "3       0.25    0.16                      59.57   \n",
       "4       0.27    0.18                      21.09   \n",
       "\n",
       "   Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
       "0                                       0.43  kg CO2e per kg food produced  \n",
       "1                                       0.86  kg CO2e per kg food produced  \n",
       "2                                       1.18  kg CO2e per kg food produced  \n",
       "3                                      99.48  kg CO2e per kg food produced  \n",
       "4                                      33.30  kg CO2e per kg food produced  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "any duplicates: False\n"
     ]
    }
   ],
   "source": [
    "print(f\"any duplicates: {data.duplicated().values.any()}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data doesn't contain any duplicates or NaN values. The datatypes are already in the right format. So there is nothing to clean. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.26</td>\n",
       "      <td>0.46</td>\n",
       "      <td>3.47</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.08</td>\n",
       "      <td>6.00</td>\n",
       "      <td>9.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.35</td>\n",
       "      <td>0.92</td>\n",
       "      <td>7.08</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.09</td>\n",
       "      <td>10.49</td>\n",
       "      <td>18.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.91</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.25</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.11</td>\n",
       "      <td>6.02</td>\n",
       "      <td>6.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16.28</td>\n",
       "      <td>2.94</td>\n",
       "      <td>39.39</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.33</td>\n",
       "      <td>59.57</td>\n",
       "      <td>99.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "       Land Use Change  Feed  Farm  Processing  Transport  Packaging  Retail  \\\n",
       "count            43.00 43.00 43.00       43.00      43.00      43.00   43.00   \n",
       "mean              1.26  0.46  3.47        0.26       0.19       0.27    0.08   \n",
       "std               3.35  0.92  7.08        0.37       0.16       0.34    0.09   \n",
       "min              -2.05  0.00  0.09        0.00       0.04       0.04    0.01   \n",
       "25%               0.00  0.00  0.34        0.00       0.09       0.06    0.03   \n",
       "50%               0.18  0.00  0.85        0.07       0.13       0.10    0.04   \n",
       "75%               0.81  0.00  2.25        0.30       0.22       0.32    0.11   \n",
       "max              16.28  2.94 39.39        1.27       0.78       1.63    0.33   \n",
       "\n",
       "       Total from Land to Retail  Total Global Average GHG Emissions per kg  \n",
       "count                      43.00                                      43.00  \n",
       "mean                        6.00                                       9.47  \n",
       "std                        10.49                                      18.07  \n",
       "min                         0.28                                       0.39  \n",
       "25%                         0.91                                       1.02  \n",
       "50%                         1.61                                       2.48  \n",
       "75%                         6.02                                       6.82  \n",
       "max                        59.57                                      99.48  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Analysis "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Which food has the most and which the least total GHG emissions?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Food with the most total GHG emissions: Beef (beef herd) - 99.48 per kg\n",
      "Food with the least total GHG emissions: Citrus Fruit - 0.39 per kg\n"
     ]
    }
   ],
   "source": [
    "emissions_max = data[data['Total Global Average GHG Emissions per kg'] == data['Total Global Average GHG Emissions per kg'].max()]\n",
    "emissions_min = data[data['Total Global Average GHG Emissions per kg'] == data['Total Global Average GHG Emissions per kg'].min()]\n",
    "print(f\"Food with the most total GHG emissions: {emissions_max['Food product'].values[0]} - {emissions_max['Total Global Average GHG Emissions per kg'].values[0]} per kg\")\n",
    "print(f\"Food with the least total GHG emissions: {emissions_min['Food product'].values[0]} - {emissions_min['Total Global Average GHG Emissions per kg'].values[0]} per kg\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bar Chart of Total Global Average GHG Emissions per kg "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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          "Beef (beef herd)",
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          "Coffee",
          "Shrimps (farmed)",
          "Cheese",
          "Fish (farmed)",
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          "Other Vegetables",
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         ],
         "xaxis": "x",
         "y": [
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         "text": "Total Global Average GHG Emissions per kg "
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
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         "title": {
          "text": "Food Product"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
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         "title": {
          "text": "Total Global Average GHG Emissions per kg"
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     },
     "metadata": {},
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   ],
   "source": [
    "worst_ten = data.sort_values(by='Total Global Average GHG Emissions per kg', ascending=False)\n",
    "worst_ten_chart = px.bar(\n",
    "    worst_ten,\n",
    "    x=worst_ten['Food product'],\n",
    "    y=worst_ten['Total Global Average GHG Emissions per kg'],\n",
    "    title='Total Global Average GHG Emissions per kg '\n",
    ")\n",
    "worst_ten_chart.update_layout(xaxis_title='Food Product', yaxis_title='Total Global Average GHG Emissions per kg')\n",
    "worst_ten_chart.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How big is the difference of the GHG Emissions from **Animal products** to **Plant products**? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.insert(1, 'Type', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in data.index:\n",
    "    if data['Feed'][row] == 0:\n",
    "        data.loc[row, 'Type'] = 'plant'\n",
    "    else:\n",
    "        data.loc[row, 'Type'] = 'animal'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Food product</th>\n",
       "      <th>Type</th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "      <th>Unit of GHG Emissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Beef (beef herd)</td>\n",
       "      <td>animal</td>\n",
       "      <td>16.28</td>\n",
       "      <td>1.88</td>\n",
       "      <td>39.39</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.16</td>\n",
       "      <td>59.57</td>\n",
       "      <td>99.48</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beef (dairy herd)</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.91</td>\n",
       "      <td>2.51</td>\n",
       "      <td>15.69</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.18</td>\n",
       "      <td>21.09</td>\n",
       "      <td>33.30</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Cheese</td>\n",
       "      <td>animal</td>\n",
       "      <td>4.46</td>\n",
       "      <td>2.35</td>\n",
       "      <td>13.06</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.33</td>\n",
       "      <td>21.24</td>\n",
       "      <td>23.88</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Eggs</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.71</td>\n",
       "      <td>2.20</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.04</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.67</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Fish (farmed)</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.82</td>\n",
       "      <td>3.60</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5.18</td>\n",
       "      <td>13.63</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Lamb &amp; Mutton</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.47</td>\n",
       "      <td>2.37</td>\n",
       "      <td>19.51</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.22</td>\n",
       "      <td>24.41</td>\n",
       "      <td>39.72</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Milk</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.26</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Pig Meat</td>\n",
       "      <td>animal</td>\n",
       "      <td>1.53</td>\n",
       "      <td>2.94</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.19</td>\n",
       "      <td>7.28</td>\n",
       "      <td>12.31</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Poultry Meat</td>\n",
       "      <td>animal</td>\n",
       "      <td>2.54</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.18</td>\n",
       "      <td>6.09</td>\n",
       "      <td>9.87</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Shrimps (farmed)</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2.51</td>\n",
       "      <td>8.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.22</td>\n",
       "      <td>11.85</td>\n",
       "      <td>26.87</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Food product    Type  Land Use Change  Feed  Farm  Processing  \\\n",
       "3    Beef (beef herd)  animal            16.28  1.88 39.39        1.27   \n",
       "4   Beef (dairy herd)  animal             0.91  2.51 15.69        1.11   \n",
       "10             Cheese  animal             4.46  2.35 13.06        0.74   \n",
       "14               Eggs  animal             0.71  2.20  1.32        0.00   \n",
       "15      Fish (farmed)  animal             0.53  0.82  3.60        0.02   \n",
       "17      Lamb & Mutton  animal             0.47  2.37 19.51        1.11   \n",
       "19               Milk  animal             0.49  0.24  1.46        0.15   \n",
       "29           Pig Meat  animal             1.53  2.94  1.69        0.28   \n",
       "31       Poultry Meat  animal             2.54  1.77  0.67        0.44   \n",
       "35   Shrimps (farmed)  animal             0.21  2.51  8.38        0.00   \n",
       "\n",
       "    Transport  Packaging  Retail  Total from Land to Retail  \\\n",
       "3        0.35       0.25    0.16                      59.57   \n",
       "4        0.42       0.27    0.18                      21.09   \n",
       "10       0.14       0.17    0.33                      21.24   \n",
       "14       0.08       0.16    0.04                       4.51   \n",
       "15       0.11       0.06    0.04                       5.18   \n",
       "17       0.49       0.25    0.22                      24.41   \n",
       "19       0.09       0.10    0.26                       2.78   \n",
       "29       0.34       0.30    0.19                       7.28   \n",
       "31       0.28       0.21    0.18                       6.09   \n",
       "35       0.21       0.33    0.22                      11.85   \n",
       "\n",
       "    Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
       "3                                       99.48  kg CO2e per kg food produced  \n",
       "4                                       33.30  kg CO2e per kg food produced  \n",
       "10                                      23.88  kg CO2e per kg food produced  \n",
       "14                                       4.67  kg CO2e per kg food produced  \n",
       "15                                      13.63  kg CO2e per kg food produced  \n",
       "17                                      39.72  kg CO2e per kg food produced  \n",
       "19                                       3.15  kg CO2e per kg food produced  \n",
       "29                                      12.31  kg CO2e per kg food produced  \n",
       "31                                       9.87  kg CO2e per kg food produced  \n",
       "35                                      26.87  kg CO2e per kg food produced  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animal_products = data[data['Type'] == 'animal']\n",
    "animal_products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Food product</th>\n",
       "      <th>Type</th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "      <th>Unit of GHG Emissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apples</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bananas</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.86</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Barley</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.11</td>\n",
       "      <td>1.18</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Beet Sugar</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.81</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Berries &amp; Grapes</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.02</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.53</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brassicas</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.51</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cane Sugar</td>\n",
       "      <td>plant</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.67</td>\n",
       "      <td>3.20</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Cassava</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.32</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Citrus Fruit</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.39</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Coffee</td>\n",
       "      <td>plant</td>\n",
       "      <td>3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.39</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.05</td>\n",
       "      <td>16.48</td>\n",
       "      <td>28.53</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Dark Chocolate</td>\n",
       "      <td>plant</td>\n",
       "      <td>14.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.71</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.02</td>\n",
       "      <td>18.68</td>\n",
       "      <td>46.65</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Groundnuts</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.43</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3.23</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Maize</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.70</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nuts</td>\n",
       "      <td>plant</td>\n",
       "      <td>-2.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.13</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Oatmeal</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.48</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Olive Oil</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.27</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.05</td>\n",
       "      <td>5.94</td>\n",
       "      <td>5.42</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Onions &amp; Leeks</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.50</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Other Fruit</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.05</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Other Pulses</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.79</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Other Vegetables</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.53</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Palm Oil</td>\n",
       "      <td>plant</td>\n",
       "      <td>3.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.04</td>\n",
       "      <td>7.61</td>\n",
       "      <td>7.32</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Peas</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.98</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Potatoes</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.46</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Rapeseed Oil</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.34</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.05</td>\n",
       "      <td>3.83</td>\n",
       "      <td>3.77</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Rice</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.55</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.06</td>\n",
       "      <td>3.84</td>\n",
       "      <td>4.45</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Root Vegetables</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Soybean Oil</td>\n",
       "      <td>plant</td>\n",
       "      <td>3.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.04</td>\n",
       "      <td>6.12</td>\n",
       "      <td>6.32</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Soymilk</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.98</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Sunflower Oil</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.15</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.04</td>\n",
       "      <td>3.61</td>\n",
       "      <td>3.60</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Tofu</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.27</td>\n",
       "      <td>2.87</td>\n",
       "      <td>3.16</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Tomatoes</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.02</td>\n",
       "      <td>1.43</td>\n",
       "      <td>2.09</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wheat &amp; Rye</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1.57</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wine</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.79</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Food product   Type  Land Use Change  Feed  Farm  Processing  \\\n",
       "0             Apples  plant            -0.03  0.00  0.23        0.00   \n",
       "1            Bananas  plant            -0.03  0.00  0.27        0.06   \n",
       "2             Barley  plant             0.01  0.00  0.18        0.13   \n",
       "5         Beet Sugar  plant             0.00  0.00  0.54        0.24   \n",
       "6   Berries & Grapes  plant             0.03  0.00  0.72        0.00   \n",
       "7          Brassicas  plant             0.00  0.00  0.28        0.00   \n",
       "8         Cane Sugar  plant             1.25  0.00  0.48        0.04   \n",
       "9            Cassava  plant             0.59  0.00  0.22        0.00   \n",
       "11      Citrus Fruit  plant            -0.15  0.00  0.31        0.00   \n",
       "12            Coffee  plant             3.69  0.00 10.39        0.59   \n",
       "13    Dark Chocolate  plant            14.31  0.00  3.71        0.18   \n",
       "16        Groundnuts  plant             0.44  0.00  1.43        0.37   \n",
       "18             Maize  plant             0.32  0.00  0.47        0.05   \n",
       "20              Nuts  plant            -2.05  0.00  2.13        0.03   \n",
       "21           Oatmeal  plant             0.00  0.00  1.37        0.04   \n",
       "22         Olive Oil  plant            -0.38  0.00  4.27        0.66   \n",
       "23    Onions & Leeks  plant             0.01  0.00  0.21        0.00   \n",
       "24       Other Fruit  plant             0.13  0.00  0.37        0.01   \n",
       "25      Other Pulses  plant             0.03  0.00  1.09        0.00   \n",
       "26  Other Vegetables  plant             0.00  0.00  0.17        0.06   \n",
       "27          Palm Oil  plant             3.10  0.00  2.11        1.26   \n",
       "28              Peas  plant             0.00  0.00  0.72        0.00   \n",
       "30          Potatoes  plant            -0.00  0.00  0.19        0.00   \n",
       "32      Rapeseed Oil  plant             0.21  0.00  2.34        0.19   \n",
       "33              Rice  plant            -0.02  0.00  3.55        0.07   \n",
       "34   Root Vegetables  plant             0.01  0.00  0.15        0.00   \n",
       "36       Soybean Oil  plant             3.10  0.00  1.52        0.31   \n",
       "37           Soymilk  plant             0.18  0.00  0.09        0.16   \n",
       "38     Sunflower Oil  plant             0.13  0.00  2.15        0.23   \n",
       "39              Tofu  plant             0.96  0.00  0.49        0.79   \n",
       "40          Tomatoes  plant             0.37  0.00  0.70        0.01   \n",
       "41       Wheat & Rye  plant             0.10  0.00  0.85        0.22   \n",
       "42              Wine  plant            -0.06  0.00  0.63        0.14   \n",
       "\n",
       "    Transport  Packaging  Retail  Total from Land to Retail  \\\n",
       "0        0.10       0.04    0.02                       0.36   \n",
       "1        0.29       0.07    0.02                       0.68   \n",
       "2        0.04       0.50    0.26                       1.11   \n",
       "5        0.63       0.09    0.04                       1.54   \n",
       "6        0.24       0.21    0.02                       1.21   \n",
       "7        0.10       0.04    0.02                       0.44   \n",
       "8        0.78       0.08    0.04                       2.67   \n",
       "9        0.09       0.04    0.04                       0.99   \n",
       "11       0.09       0.04    0.02                       0.32   \n",
       "12       0.13       1.63    0.05                      16.48   \n",
       "13       0.06       0.40    0.02                      18.68   \n",
       "16       0.12       0.10    0.04                       2.50   \n",
       "18       0.06       0.06    0.03                       0.99   \n",
       "20       0.07       0.08    0.03                       0.28   \n",
       "21       0.07       0.07    0.03                       1.57   \n",
       "22       0.48       0.86    0.05                       5.94   \n",
       "23       0.10       0.04    0.04                       0.40   \n",
       "24       0.18       0.04    0.02                       0.75   \n",
       "25       0.10       0.35    0.04                       1.61   \n",
       "26       0.16       0.04    0.01                       0.46   \n",
       "27       0.21       0.89    0.04                       7.61   \n",
       "28       0.10       0.04    0.04                       0.90   \n",
       "30       0.09       0.04    0.04                       0.37   \n",
       "32       0.19       0.84    0.05                       3.83   \n",
       "33       0.10       0.08    0.06                       3.84   \n",
       "34       0.11       0.04    0.04                       0.36   \n",
       "36       0.30       0.85    0.04                       6.12   \n",
       "37       0.11       0.10    0.27                       0.91   \n",
       "38       0.20       0.85    0.04                       3.61   \n",
       "39       0.18       0.18    0.27                       2.87   \n",
       "40       0.18       0.14    0.02                       1.43   \n",
       "41       0.13       0.09    0.06                       1.44   \n",
       "42       0.09       0.75    0.04                       1.58   \n",
       "\n",
       "    Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
       "0                                        0.43  kg CO2e per kg food produced  \n",
       "1                                        0.86  kg CO2e per kg food produced  \n",
       "2                                        1.18  kg CO2e per kg food produced  \n",
       "5                                        1.81  kg CO2e per kg food produced  \n",
       "6                                        1.53  kg CO2e per kg food produced  \n",
       "7                                        0.51  kg CO2e per kg food produced  \n",
       "8                                        3.20  kg CO2e per kg food produced  \n",
       "9                                        1.32  kg CO2e per kg food produced  \n",
       "11                                       0.39  kg CO2e per kg food produced  \n",
       "12                                      28.53  kg CO2e per kg food produced  \n",
       "13                                      46.65  kg CO2e per kg food produced  \n",
       "16                                       3.23  kg CO2e per kg food produced  \n",
       "18                                       1.70  kg CO2e per kg food produced  \n",
       "20                                       0.43  kg CO2e per kg food produced  \n",
       "21                                       2.48  kg CO2e per kg food produced  \n",
       "22                                       5.42  kg CO2e per kg food produced  \n",
       "23                                       0.50  kg CO2e per kg food produced  \n",
       "24                                       1.05  kg CO2e per kg food produced  \n",
       "25                                       1.79  kg CO2e per kg food produced  \n",
       "26                                       0.53  kg CO2e per kg food produced  \n",
       "27                                       7.32  kg CO2e per kg food produced  \n",
       "28                                       0.98  kg CO2e per kg food produced  \n",
       "30                                       0.46  kg CO2e per kg food produced  \n",
       "32                                       3.77  kg CO2e per kg food produced  \n",
       "33                                       4.45  kg CO2e per kg food produced  \n",
       "34                                       0.43  kg CO2e per kg food produced  \n",
       "36                                       6.32  kg CO2e per kg food produced  \n",
       "37                                       0.98  kg CO2e per kg food produced  \n",
       "38                                       3.60  kg CO2e per kg food produced  \n",
       "39                                       3.16  kg CO2e per kg food produced  \n",
       "40                                       2.09  kg CO2e per kg food produced  \n",
       "41                                       1.57  kg CO2e per kg food produced  \n",
       "42                                       1.79  kg CO2e per kg food produced  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plant_products = data[data['Type'] == 'plant']\n",
    "plant_products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.81</td>\n",
       "      <td>1.96</td>\n",
       "      <td>10.48</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.18</td>\n",
       "      <td>16.40</td>\n",
       "      <td>26.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.91</td>\n",
       "      <td>0.83</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.09</td>\n",
       "      <td>17.11</td>\n",
       "      <td>28.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.21</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.50</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.17</td>\n",
       "      <td>5.41</td>\n",
       "      <td>10.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.81</td>\n",
       "      <td>2.27</td>\n",
       "      <td>5.99</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.19</td>\n",
       "      <td>9.57</td>\n",
       "      <td>18.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.29</td>\n",
       "      <td>2.47</td>\n",
       "      <td>15.03</td>\n",
       "      <td>1.02</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.22</td>\n",
       "      <td>21.20</td>\n",
       "      <td>31.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16.28</td>\n",
       "      <td>2.94</td>\n",
       "      <td>39.39</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.33</td>\n",
       "      <td>59.57</td>\n",
       "      <td>99.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Land Use Change  Feed  Farm  Processing  Transport  Packaging  Retail  \\\n",
       "count            10.00 10.00 10.00       10.00      10.00      10.00   10.00   \n",
       "mean              2.81  1.96 10.48        0.51       0.25       0.21    0.18   \n",
       "std               4.91  0.83 12.21        0.50       0.15       0.09    0.09   \n",
       "min               0.21  0.24  0.67        0.00       0.08       0.06    0.04   \n",
       "25%               0.50  1.80  1.52        0.05       0.12       0.16    0.17   \n",
       "50%               0.81  2.27  5.99        0.36       0.24       0.23    0.19   \n",
       "75%               2.29  2.47 15.03        1.02       0.35       0.26    0.22   \n",
       "max              16.28  2.94 39.39        1.27       0.49       0.33    0.33   \n",
       "\n",
       "       Total from Land to Retail  Total Global Average GHG Emissions per kg  \n",
       "count                      10.00                                      10.00  \n",
       "mean                       16.40                                      26.69  \n",
       "std                        17.11                                      28.32  \n",
       "min                         2.78                                       3.15  \n",
       "25%                         5.41                                      10.48  \n",
       "50%                         9.57                                      18.75  \n",
       "75%                        21.20                                      31.69  \n",
       "max                        59.57                                      99.48  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animal_products.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.06</td>\n",
       "      <td>2.84</td>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.97</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.07</td>\n",
       "      <td>4.22</td>\n",
       "      <td>9.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.43</td>\n",
       "      <td>1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.87</td>\n",
       "      <td>3.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>14.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.39</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.27</td>\n",
       "      <td>18.68</td>\n",
       "      <td>46.65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Land Use Change  Feed  Farm  Processing  Transport  Packaging  Retail  \\\n",
       "count            33.00 33.00 33.00       33.00      33.00      33.00   33.00   \n",
       "mean              0.80  0.00  1.34        0.18       0.18       0.29    0.06   \n",
       "std               2.65  0.00  1.97        0.28       0.16       0.39    0.07   \n",
       "min              -2.05  0.00  0.09        0.00       0.04       0.04    0.01   \n",
       "25%               0.00  0.00  0.27        0.00       0.09       0.04    0.02   \n",
       "50%               0.03  0.00  0.63        0.06       0.11       0.09    0.04   \n",
       "75%               0.37  0.00  1.52        0.22       0.19       0.40    0.04   \n",
       "max              14.31  0.00 10.39        1.26       0.78       1.63    0.27   \n",
       "\n",
       "       Total from Land to Retail  Total Global Average GHG Emissions per kg  \n",
       "count                      33.00                                      33.00  \n",
       "mean                        2.84                                       4.26  \n",
       "std                         4.22                                       9.06  \n",
       "min                         0.28                                       0.39  \n",
       "25%                         0.68                                       0.86  \n",
       "50%                         1.43                                       1.70  \n",
       "75%                         2.87                                       3.23  \n",
       "max                        18.68                                      46.65  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "plant_products.describe()"
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   "metadata": {},
   "source": [
    "The mean value of the Total Global Average GHG Emissions per kg of **Animal Products** is **more than six-times** as high as mean GHG Emissions per kg of **Plant Products**. "
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  },
  {
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         "title": {
          "text": "Food product"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Total Global Average GHG Emissions per kg"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = data.sort_values('Total Global Average GHG Emissions per kg', ascending=False)\n",
    "type_chart = px.bar(\n",
    "    data,\n",
    "    x=data['Food product'],\n",
    "    y=data['Total Global Average GHG Emissions per kg'],\n",
    "    color=data['Type'], \n",
    "    title='GHG Emissions Difference between Plant and Animal Products'\n",
    ")\n",
    "type_chart.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How big is the difference of GHG Emissions from **processed** to **unprocessed** products? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.insert(1, 'Processed', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in data.index:\n",
    "    if data['Processing'][row] == 0:\n",
    "        data.loc[row, 'Processed'] = 'raw'\n",
    "    else:\n",
    "        data.loc[row, 'Processed'] = 'processed'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Food product</th>\n",
       "      <th>Processed</th>\n",
       "      <th>Type</th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "      <th>Unit of GHG Emissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Beef (beef herd)</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>16.28</td>\n",
       "      <td>1.88</td>\n",
       "      <td>39.39</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.16</td>\n",
       "      <td>59.57</td>\n",
       "      <td>99.48</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Dark Chocolate</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>14.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.71</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.02</td>\n",
       "      <td>18.68</td>\n",
       "      <td>46.65</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Lamb &amp; Mutton</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.47</td>\n",
       "      <td>2.37</td>\n",
       "      <td>19.51</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.22</td>\n",
       "      <td>24.41</td>\n",
       "      <td>39.72</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beef (dairy herd)</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.91</td>\n",
       "      <td>2.51</td>\n",
       "      <td>15.69</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.18</td>\n",
       "      <td>21.09</td>\n",
       "      <td>33.30</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Coffee</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.39</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.05</td>\n",
       "      <td>16.48</td>\n",
       "      <td>28.53</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Cheese</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>4.46</td>\n",
       "      <td>2.35</td>\n",
       "      <td>13.06</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.33</td>\n",
       "      <td>21.24</td>\n",
       "      <td>23.88</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Fish (farmed)</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.82</td>\n",
       "      <td>3.60</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.04</td>\n",
       "      <td>5.18</td>\n",
       "      <td>13.63</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Pig Meat</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>1.53</td>\n",
       "      <td>2.94</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.19</td>\n",
       "      <td>7.28</td>\n",
       "      <td>12.31</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Poultry Meat</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>2.54</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.18</td>\n",
       "      <td>6.09</td>\n",
       "      <td>9.87</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Palm Oil</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>3.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.04</td>\n",
       "      <td>7.61</td>\n",
       "      <td>7.32</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Soybean Oil</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>3.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.04</td>\n",
       "      <td>6.12</td>\n",
       "      <td>6.32</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Olive Oil</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.27</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.05</td>\n",
       "      <td>5.94</td>\n",
       "      <td>5.42</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Rice</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.55</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.06</td>\n",
       "      <td>3.84</td>\n",
       "      <td>4.45</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Rapeseed Oil</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.34</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.05</td>\n",
       "      <td>3.83</td>\n",
       "      <td>3.77</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Sunflower Oil</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.15</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.04</td>\n",
       "      <td>3.61</td>\n",
       "      <td>3.60</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Groundnuts</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.43</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3.23</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cane Sugar</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.67</td>\n",
       "      <td>3.20</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Tofu</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.27</td>\n",
       "      <td>2.87</td>\n",
       "      <td>3.16</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Milk</td>\n",
       "      <td>processed</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.26</td>\n",
       "      <td>2.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Oatmeal</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.48</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Tomatoes</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.02</td>\n",
       "      <td>1.43</td>\n",
       "      <td>2.09</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Beet Sugar</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.81</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wine</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.79</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Maize</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.70</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Wheat &amp; Rye</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1.57</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Barley</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.11</td>\n",
       "      <td>1.18</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Other Fruit</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.05</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Soymilk</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.98</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bananas</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.86</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Other Vegetables</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.53</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Nuts</td>\n",
       "      <td>processed</td>\n",
       "      <td>plant</td>\n",
       "      <td>-2.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.13</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Food product  Processed    Type  Land Use Change  Feed  Farm  \\\n",
       "3    Beef (beef herd)  processed  animal            16.28  1.88 39.39   \n",
       "13     Dark Chocolate  processed   plant            14.31  0.00  3.71   \n",
       "17      Lamb & Mutton  processed  animal             0.47  2.37 19.51   \n",
       "4   Beef (dairy herd)  processed  animal             0.91  2.51 15.69   \n",
       "12             Coffee  processed   plant             3.69  0.00 10.39   \n",
       "10             Cheese  processed  animal             4.46  2.35 13.06   \n",
       "15      Fish (farmed)  processed  animal             0.53  0.82  3.60   \n",
       "29           Pig Meat  processed  animal             1.53  2.94  1.69   \n",
       "31       Poultry Meat  processed  animal             2.54  1.77  0.67   \n",
       "27           Palm Oil  processed   plant             3.10  0.00  2.11   \n",
       "36        Soybean Oil  processed   plant             3.10  0.00  1.52   \n",
       "22          Olive Oil  processed   plant            -0.38  0.00  4.27   \n",
       "33               Rice  processed   plant            -0.02  0.00  3.55   \n",
       "32       Rapeseed Oil  processed   plant             0.21  0.00  2.34   \n",
       "38      Sunflower Oil  processed   plant             0.13  0.00  2.15   \n",
       "16         Groundnuts  processed   plant             0.44  0.00  1.43   \n",
       "8          Cane Sugar  processed   plant             1.25  0.00  0.48   \n",
       "39               Tofu  processed   plant             0.96  0.00  0.49   \n",
       "19               Milk  processed  animal             0.49  0.24  1.46   \n",
       "21            Oatmeal  processed   plant             0.00  0.00  1.37   \n",
       "40           Tomatoes  processed   plant             0.37  0.00  0.70   \n",
       "5          Beet Sugar  processed   plant             0.00  0.00  0.54   \n",
       "42               Wine  processed   plant            -0.06  0.00  0.63   \n",
       "18              Maize  processed   plant             0.32  0.00  0.47   \n",
       "41        Wheat & Rye  processed   plant             0.10  0.00  0.85   \n",
       "2              Barley  processed   plant             0.01  0.00  0.18   \n",
       "24        Other Fruit  processed   plant             0.13  0.00  0.37   \n",
       "37            Soymilk  processed   plant             0.18  0.00  0.09   \n",
       "1             Bananas  processed   plant            -0.03  0.00  0.27   \n",
       "26   Other Vegetables  processed   plant             0.00  0.00  0.17   \n",
       "20               Nuts  processed   plant            -2.05  0.00  2.13   \n",
       "\n",
       "    Processing  Transport  Packaging  Retail  Total from Land to Retail  \\\n",
       "3         1.27       0.35       0.25    0.16                      59.57   \n",
       "13        0.18       0.06       0.40    0.02                      18.68   \n",
       "17        1.11       0.49       0.25    0.22                      24.41   \n",
       "4         1.11       0.42       0.27    0.18                      21.09   \n",
       "12        0.59       0.13       1.63    0.05                      16.48   \n",
       "10        0.74       0.14       0.17    0.33                      21.24   \n",
       "15        0.02       0.11       0.06    0.04                       5.18   \n",
       "29        0.28       0.34       0.30    0.19                       7.28   \n",
       "31        0.44       0.28       0.21    0.18                       6.09   \n",
       "27        1.26       0.21       0.89    0.04                       7.61   \n",
       "36        0.31       0.30       0.85    0.04                       6.12   \n",
       "22        0.66       0.48       0.86    0.05                       5.94   \n",
       "33        0.07       0.10       0.08    0.06                       3.84   \n",
       "32        0.19       0.19       0.84    0.05                       3.83   \n",
       "38        0.23       0.20       0.85    0.04                       3.61   \n",
       "16        0.37       0.12       0.10    0.04                       2.50   \n",
       "8         0.04       0.78       0.08    0.04                       2.67   \n",
       "39        0.79       0.18       0.18    0.27                       2.87   \n",
       "19        0.15       0.09       0.10    0.26                       2.78   \n",
       "21        0.04       0.07       0.07    0.03                       1.57   \n",
       "40        0.01       0.18       0.14    0.02                       1.43   \n",
       "5         0.24       0.63       0.09    0.04                       1.54   \n",
       "42        0.14       0.09       0.75    0.04                       1.58   \n",
       "18        0.05       0.06       0.06    0.03                       0.99   \n",
       "41        0.22       0.13       0.09    0.06                       1.44   \n",
       "2         0.13       0.04       0.50    0.26                       1.11   \n",
       "24        0.01       0.18       0.04    0.02                       0.75   \n",
       "37        0.16       0.11       0.10    0.27                       0.91   \n",
       "1         0.06       0.29       0.07    0.02                       0.68   \n",
       "26        0.06       0.16       0.04    0.01                       0.46   \n",
       "20        0.03       0.07       0.08    0.03                       0.28   \n",
       "\n",
       "    Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
       "3                                       99.48  kg CO2e per kg food produced  \n",
       "13                                      46.65  kg CO2e per kg food produced  \n",
       "17                                      39.72  kg CO2e per kg food produced  \n",
       "4                                       33.30  kg CO2e per kg food produced  \n",
       "12                                      28.53  kg CO2e per kg food produced  \n",
       "10                                      23.88  kg CO2e per kg food produced  \n",
       "15                                      13.63  kg CO2e per kg food produced  \n",
       "29                                      12.31  kg CO2e per kg food produced  \n",
       "31                                       9.87  kg CO2e per kg food produced  \n",
       "27                                       7.32  kg CO2e per kg food produced  \n",
       "36                                       6.32  kg CO2e per kg food produced  \n",
       "22                                       5.42  kg CO2e per kg food produced  \n",
       "33                                       4.45  kg CO2e per kg food produced  \n",
       "32                                       3.77  kg CO2e per kg food produced  \n",
       "38                                       3.60  kg CO2e per kg food produced  \n",
       "16                                       3.23  kg CO2e per kg food produced  \n",
       "8                                        3.20  kg CO2e per kg food produced  \n",
       "39                                       3.16  kg CO2e per kg food produced  \n",
       "19                                       3.15  kg CO2e per kg food produced  \n",
       "21                                       2.48  kg CO2e per kg food produced  \n",
       "40                                       2.09  kg CO2e per kg food produced  \n",
       "5                                        1.81  kg CO2e per kg food produced  \n",
       "42                                       1.79  kg CO2e per kg food produced  \n",
       "18                                       1.70  kg CO2e per kg food produced  \n",
       "41                                       1.57  kg CO2e per kg food produced  \n",
       "2                                        1.18  kg CO2e per kg food produced  \n",
       "24                                       1.05  kg CO2e per kg food produced  \n",
       "37                                       0.98  kg CO2e per kg food produced  \n",
       "1                                        0.86  kg CO2e per kg food produced  \n",
       "26                                       0.53  kg CO2e per kg food produced  \n",
       "20                                       0.43  kg CO2e per kg food produced  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_products = data[data['Processed'] == 'processed']\n",
    "processed_products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Food product</th>\n",
       "      <th>Processed</th>\n",
       "      <th>Type</th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "      <th>Unit of GHG Emissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Shrimps (farmed)</td>\n",
       "      <td>raw</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2.51</td>\n",
       "      <td>8.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.22</td>\n",
       "      <td>11.85</td>\n",
       "      <td>26.87</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Eggs</td>\n",
       "      <td>raw</td>\n",
       "      <td>animal</td>\n",
       "      <td>0.71</td>\n",
       "      <td>2.20</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.04</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.67</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Other Pulses</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.79</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Berries &amp; Grapes</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.02</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.53</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Cassava</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.32</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Peas</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.98</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brassicas</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.51</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Onions &amp; Leeks</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.50</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Potatoes</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.46</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Root Vegetables</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apples</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.43</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Citrus Fruit</td>\n",
       "      <td>raw</td>\n",
       "      <td>plant</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.39</td>\n",
       "      <td>kg CO2e per kg food produced</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Food product Processed    Type  Land Use Change  Feed  Farm  \\\n",
       "35  Shrimps (farmed)       raw  animal             0.21  2.51  8.38   \n",
       "14              Eggs       raw  animal             0.71  2.20  1.32   \n",
       "25      Other Pulses       raw   plant             0.03  0.00  1.09   \n",
       "6   Berries & Grapes       raw   plant             0.03  0.00  0.72   \n",
       "9            Cassava       raw   plant             0.59  0.00  0.22   \n",
       "28              Peas       raw   plant             0.00  0.00  0.72   \n",
       "7          Brassicas       raw   plant             0.00  0.00  0.28   \n",
       "23    Onions & Leeks       raw   plant             0.01  0.00  0.21   \n",
       "30          Potatoes       raw   plant            -0.00  0.00  0.19   \n",
       "34   Root Vegetables       raw   plant             0.01  0.00  0.15   \n",
       "0             Apples       raw   plant            -0.03  0.00  0.23   \n",
       "11      Citrus Fruit       raw   plant            -0.15  0.00  0.31   \n",
       "\n",
       "    Processing  Transport  Packaging  Retail  Total from Land to Retail  \\\n",
       "35        0.00       0.21       0.33    0.22                      11.85   \n",
       "14        0.00       0.08       0.16    0.04                       4.51   \n",
       "25        0.00       0.10       0.35    0.04                       1.61   \n",
       "6         0.00       0.24       0.21    0.02                       1.21   \n",
       "9         0.00       0.09       0.04    0.04                       0.99   \n",
       "28        0.00       0.10       0.04    0.04                       0.90   \n",
       "7         0.00       0.10       0.04    0.02                       0.44   \n",
       "23        0.00       0.10       0.04    0.04                       0.40   \n",
       "30        0.00       0.09       0.04    0.04                       0.37   \n",
       "34        0.00       0.11       0.04    0.04                       0.36   \n",
       "0         0.00       0.10       0.04    0.02                       0.36   \n",
       "11        0.00       0.09       0.04    0.02                       0.32   \n",
       "\n",
       "    Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
       "35                                      26.87  kg CO2e per kg food produced  \n",
       "14                                       4.67  kg CO2e per kg food produced  \n",
       "25                                       1.79  kg CO2e per kg food produced  \n",
       "6                                        1.53  kg CO2e per kg food produced  \n",
       "9                                        1.32  kg CO2e per kg food produced  \n",
       "28                                       0.98  kg CO2e per kg food produced  \n",
       "7                                        0.51  kg CO2e per kg food produced  \n",
       "23                                       0.50  kg CO2e per kg food produced  \n",
       "30                                       0.46  kg CO2e per kg food produced  \n",
       "34                                       0.43  kg CO2e per kg food produced  \n",
       "0                                        0.43  kg CO2e per kg food produced  \n",
       "11                                       0.39  kg CO2e per kg food produced  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unprocessed_products = data[data['Processed'] == 'raw']\n",
    "unprocessed_products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Land Use Change</th>\n",
       "      <th>Feed</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Processing</th>\n",
       "      <th>Transport</th>\n",
       "      <th>Packaging</th>\n",
       "      <th>Retail</th>\n",
       "      <th>Total from Land to Retail</th>\n",
       "      <th>Total Global Average GHG Emissions per kg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>31.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.71</td>\n",
       "      <td>0.48</td>\n",
       "      <td>4.36</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.10</td>\n",
       "      <td>7.57</td>\n",
       "      <td>11.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.87</td>\n",
       "      <td>0.94</td>\n",
       "      <td>8.08</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.10</td>\n",
       "      <td>11.86</td>\n",
       "      <td>20.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.43</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.87</td>\n",
       "      <td>3.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.39</td>\n",
       "      <td>0.12</td>\n",
       "      <td>3.58</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.18</td>\n",
       "      <td>6.70</td>\n",
       "      <td>11.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16.28</td>\n",
       "      <td>2.94</td>\n",
       "      <td>39.39</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.33</td>\n",
       "      <td>59.57</td>\n",
       "      <td>99.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "       Land Use Change  Feed  Farm  Processing  Transport  Packaging  Retail  \\\n",
       "count            31.00 31.00 31.00       31.00      31.00      31.00   31.00   \n",
       "mean              1.71  0.48  4.36        0.35       0.22       0.34    0.10   \n",
       "std               3.87  0.94  8.08        0.39       0.18       0.38    0.10   \n",
       "min              -2.05  0.00  0.09        0.01       0.04       0.04    0.01   \n",
       "25%               0.00  0.00  0.52        0.06       0.10       0.08    0.03   \n",
       "50%               0.37  0.00  1.46        0.19       0.18       0.17    0.04   \n",
       "75%               1.39  0.12  3.58        0.52       0.30       0.45    0.18   \n",
       "max              16.28  2.94 39.39        1.27       0.78       1.63    0.33   \n",
       "\n",
       "       Total from Land to Retail  Total Global Average GHG Emissions per kg  \n",
       "count                      31.00                                      31.00  \n",
       "mean                        7.57                                      11.85  \n",
       "std                        11.86                                      20.38  \n",
       "min                         0.28                                       0.43  \n",
       "25%                         1.43                                       1.75  \n",
       "50%                         2.87                                       3.23  \n",
       "75%                         6.70                                      11.09  \n",
       "max                        59.57                                      99.48  "
      ]
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     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "processed_products.describe()"
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  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
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       "      <th>Land Use Change</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12.00</td>\n",
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       "      <td>12.00</td>\n",
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       "      <th>std</th>\n",
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       "      <td>0.02</td>\n",
       "      <td>0.32</td>\n",
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       "      <th>25%</th>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.04</td>\n",
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       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.04</td>\n",
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       "      <td>0.22</td>\n",
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      "text/plain": [
       "       Land Use Change  Feed  Farm  Processing  Transport  Packaging  Retail  \\\n",
       "count            12.00 12.00 12.00       12.00      12.00      12.00   12.00   \n",
       "mean              0.12  0.39  1.15        0.00       0.12       0.12    0.05   \n",
       "std               0.26  0.92  2.31        0.00       0.05       0.12    0.06   \n",
       "min              -0.15  0.00  0.15        0.00       0.08       0.04    0.02   \n",
       "25%              -0.00  0.00  0.22        0.00       0.09       0.04    0.02   \n",
       "50%               0.01  0.00  0.29        0.00       0.10       0.04    0.04   \n",
       "75%               0.08  0.00  0.81        0.00       0.10       0.17    0.04   \n",
       "max               0.71  2.51  8.38        0.00       0.24       0.35    0.22   \n",
       "\n",
       "       Total from Land to Retail  Total Global Average GHG Emissions per kg  \n",
       "count                      12.00                                      12.00  \n",
       "mean                        1.94                                       3.32  \n",
       "std                         3.33                                       7.51  \n",
       "min                         0.32                                       0.39  \n",
       "25%                         0.37                                       0.45  \n",
       "50%                         0.67                                       0.74  \n",
       "75%                         1.31                                       1.59  \n",
       "max                        11.85                                      26.87  "
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     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "unprocessed_products.describe()"
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  },
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   "source": [
    "The mean value of **processed** products is **nearly four-times as high** as the mean Total Global Average GHG Emissions per kg of **unprocessed** products. "
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  {
   "cell_type": "code",
   "execution_count": 25,
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    "    y=data['Total Global Average GHG Emissions per kg'],\n",
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   "source": [
    "sunburst_chart = px.sunburst(\n",
    "    data,\n",
    "    path=['Type', 'Processed', 'Food product'],\n",
    "    values='Total Global Average GHG Emissions per kg',\n",
    "    title='GHG Emissions of Product Types and Processing Status'\n",
    ")\n",
    "sunburst_chart.show()"
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  {
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   "cell_type": "markdown",
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   "source": [
    "### Which Factors are causing most of the GHG Emissions? "
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  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*The Products will be separated by Type to display the content more clearly.*"
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  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Animal Products**"
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  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
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        },
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   "source": [
    "factors_fig = go.Figure()\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Land Use Change'], \n",
    "    mode='lines+markers',\n",
    "    name='Land Use Change'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Feed'], \n",
    "    mode='lines+markers',\n",
    "    name='Feed'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Farm'], \n",
    "    mode='lines+markers',\n",
    "    name='Farm'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Processing'], \n",
    "    mode='lines+markers',\n",
    "    name='Processing'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Transport'], \n",
    "    mode='lines+markers',\n",
    "    name='Transport'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Packaging'], \n",
    "    mode='lines+markers',\n",
    "    name='Packaging'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=animal_products['Food product'], \n",
    "    y=animal_products['Retail'], \n",
    "    mode='lines+markers',\n",
    "    name='Retail'))\n",
    "\n",
    "factors_fig.update_xaxes(tickangle=45)\n",
    "factors_fig.update_layout(title='Animal Products - GHG Emissions by Factor from Land to Retail')\n",
    "factors_fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For animal products generally **Farming** seems to cause most of the GHG Emissions."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plant Products**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
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         "text": "Plant Products - GHG Emissions by Factor from Land to Retail"
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   "source": [
    "factors_fig = go.Figure()\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Land Use Change'], \n",
    "    mode='lines+markers',\n",
    "    name='Land Use Change'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Feed'], \n",
    "    mode='lines+markers',\n",
    "    name='Feed'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Farm'], \n",
    "    mode='lines+markers',\n",
    "    name='Farm'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Processing'], \n",
    "    mode='lines+markers',\n",
    "    name='Processing'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Transport'], \n",
    "    mode='lines+markers',\n",
    "    name='Transport'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Packaging'], \n",
    "    mode='lines+markers',\n",
    "    name='Packaging'))\n",
    "\n",
    "factors_fig.add_trace(go.Scatter(\n",
    "    x=plant_products['Food product'], \n",
    "    y=plant_products['Retail'], \n",
    "    mode='lines+markers',\n",
    "    name='Retail'))\n",
    "\n",
    "factors_fig.update_xaxes(tickangle=45)\n",
    "factors_fig.update_layout(title='Plant Products - GHG Emissions by Factor from Land to Retail')\n",
    "factors_fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For plant products the GHG Emissions are lower in general. For some products **Farming** and **Land Use Change** are responsible for most of the emissions, especially **Dark Chocolate** and **Coffee**."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Which factors vary the most and which appear to be relatively constant over the different products? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
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          },
          "title": {
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           "ticks": "",
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     },
     "metadata": {},
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   ],
   "source": [
    "data = data.sort_values('Total from Land to Retail', ascending=False)\n",
    "fig_GHG_emissions = go.Figure(data=[\n",
    "    go.Bar(name='Land Use Change', x=data['Food product'], y=data['Land Use Change']),\n",
    "    go.Bar(name='Feed', x=data['Food product'], y=data['Feed']),\n",
    "    go.Bar(name='Farm', x=data['Food product'], y=data['Farm']),\n",
    "    go.Bar(name='Processing', x=data['Food product'], y=data['Processing']),\n",
    "    go.Bar(name='Transport', x=data['Food product'], y=data['Transport']),\n",
    "    go.Bar(name='Packaging', x=data['Food product'], y=data['Packaging']),\n",
    "    go.Bar(name='Retail', x=data['Food product'], y=data['Retail']),\n",
    "])\n",
    "\n",
    "fig_GHG_emissions.update_layout(barmode='stack')\n",
    "fig_GHG_emissions.update_xaxes(tickangle=45)\n",
    "fig_GHG_emissions.update_layout(title='GHG Emissions Composition of Food Products')\n",
    "fig_GHG_emissions.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
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          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
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           },
           "yaxis": {
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           "line": {
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          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
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         }
        },
        "title": {
         "text": "GHG Emissions Composition of Food Products"
        },
        "xaxis": {
         "tickangle": 45
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "animal_products = animal_products.sort_values('Total from Land to Retail', ascending=False)\n",
    "fig_GHG_emissions_animal = go.Figure(data=[\n",
    "    go.Bar(name='Land Use Change', x=animal_products['Food product'], y=animal_products['Land Use Change']),\n",
    "    go.Bar(name='Feed', x=animal_products['Food product'], y=animal_products['Feed']),\n",
    "    go.Bar(name='Farm', x=animal_products['Food product'], y=animal_products['Farm']),\n",
    "    go.Bar(name='Processing', x=animal_products['Food product'], y=animal_products['Processing']),\n",
    "    go.Bar(name='Transport', x=animal_products['Food product'], y=animal_products['Transport']),\n",
    "    go.Bar(name='Packaging', x=animal_products['Food product'], y=animal_products['Packaging']),\n",
    "    go.Bar(name='Retail', x=animal_products['Food product'], y=animal_products['Retail']),\n",
    "])\n",
    "\n",
    "fig_GHG_emissions_animal.update_layout(barmode='stack')\n",
    "fig_GHG_emissions_animal.update_xaxes(tickangle=45)\n",
    "fig_GHG_emissions_animal.update_layout(title='GHG Emissions Composition of Food Products')\n",
    "fig_GHG_emissions_animal.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
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   "source": [
    "plant_products = plant_products.sort_values('Total from Land to Retail', ascending=False)\n",
    "fig_GHG_emissions_plant = go.Figure(data=[\n",
    "    go.Bar(name='Land Use Change', x=plant_products['Food product'], y=plant_products['Land Use Change']),\n",
    "    go.Bar(name='Feed', x=plant_products['Food product'], y=plant_products['Feed']),\n",
    "    go.Bar(name='Farm', x=plant_products['Food product'], y=plant_products['Farm']),\n",
    "    go.Bar(name='Processing', x=plant_products['Food product'], y=plant_products['Processing']),\n",
    "    go.Bar(name='Transport', x=plant_products['Food product'], y=plant_products['Transport']),\n",
    "    go.Bar(name='Packaging', x=plant_products['Food product'], y=plant_products['Packaging']),\n",
    "    go.Bar(name='Retail', x=plant_products['Food product'], y=plant_products['Retail']),\n",
    "])\n",
    "\n",
    "fig_GHG_emissions_plant.update_layout(barmode='stack')\n",
    "fig_GHG_emissions_plant.update_xaxes(tickangle=45)\n",
    "fig_GHG_emissions_plant.update_layout(title='GHG Emissions Composition of Food Products')\n",
    "fig_GHG_emissions_plant.show()"
   ]
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   "source": [
    "### What does this mean for the consumption of beef and dark chocolate? "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The products with the lowest Total GHG Emissions are Root Vegetables, Apples, Citrus Fruit and Nuts with around 0,5 per kg. Dark Chocolate and Beef have the highest Total GHG Emissions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Food product  Processed   Type  Land Use Change  Feed  Farm  Processing  \\\n",
      "13  Dark Chocolate  processed  plant            14.31  0.00  3.71        0.18   \n",
      "\n",
      "    Transport  Packaging  Retail  Total from Land to Retail  \\\n",
      "13       0.06       0.40    0.02                      18.68   \n",
      "\n",
      "    Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
      "13                                      46.65  kg CO2e per kg food produced  \n"
     ]
    }
   ],
   "source": [
    "print(data[data['Food product'] == 'Dark Chocolate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Food product  Processed    Type  Land Use Change  Feed  Farm  \\\n",
      "3  Beef (beef herd)  processed  animal            16.28  1.88 39.39   \n",
      "\n",
      "   Processing  Transport  Packaging  Retail  Total from Land to Retail  \\\n",
      "3        1.27       0.35       0.25    0.16                      59.57   \n",
      "\n",
      "   Total Global Average GHG Emissions per kg         Unit of GHG Emissions  \n",
      "3                                      99.48  kg CO2e per kg food produced  \n"
     ]
    }
   ],
   "source": [
    "print(data[data['Food product'] == 'Beef (beef herd)'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Total GHG Emissions of Dark Chocolate are nearly 94-times as high as the Emissions of the products with the lowest Emissions. Most of the Emissions come from the Land Use Change. Beef has similar Land Use Change as Dark Chocolate, but the Farming Emissions are 10-times as high. This makes Beef the product with the highest Total GHG Emissions (at least in this dataset), twice as high as the Emissions from Dark Chocolate and nearly 200-times as high as the Emissions from Vegetables, Citrus Fruit and Nuts. "
   ]
  },
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