02 Dataset env_wasgen.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: plotly in ./.local/lib/python3.8/site-packages (5.0.0)\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.8/dist-packages (from plotly) (6.2.0)\r\n",
      "Requirement already satisfied: six in /usr/local/lib/python3.8/dist-packages (from plotly) (1.15.0)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install --upgrade plotly  # use plotly >= 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from utils import *\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Generation of waste by waste category, hazardousness and NACE Rev. 2 activity \n",
    "\n",
    "[Data Explorere](https://appsso.eurostat.ec.europa.eu/nui/show.do?dataset=env_wasgen&lang=en)\n",
    "\n",
    "[Abfallwirtschaft in der EU: Zahlen und Fakten](https://www.europarl.europa.eu/news/de/headlines/society/20180328STO00751/abfallwirtschaft-in-der-eu-zahlen-und-fakten)\n",
    "\n",
    "[Circular economy](https://www.europarl.europa.eu/thinktank/infographics/circulareconomy/public/index.html)\n",
    "\n",
    "[Waste and recycling](https://ec.europa.eu/environment/topics/waste-and-recycling_en)\n",
    "\n",
    "![](https://www.europarl.europa.eu/resources/library/images/20201201PHT92816/20201201PHT92816_original.jpg)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "file = \"data/env_wasgen_old.xls\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"data/env_wasgen_new.xlsx\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Benötigte Codes:\n",
    "\n",
    "- A: Land- und Forstwirtschaft, Fischerei\n",
    "- EP_HH: Households\n",
    "- C: Herstellung von Waren\n",
    "- B: Bergbau und Gewinnung von Steinen und Erden\n",
    "- F: Baugewerbe\n",
    "- {G477, G-U-X_G4677, D, E} = Category\\\\{TOTAL_HH}: Andere "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\tools\\miniconda3\\lib\\site-packages\\openpyxl\\styles\\stylesheet.py:226: UserWarning: Workbook contains no default style, apply openpyxl's default\n",
      "  warn(\"Workbook contains no default style, apply openpyxl's default\")\n"
     ]
    }
   ],
   "source": [
    "codes = get_header_codes_from_excel(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Category:  freq\n",
      "---------\n",
      "A: Annual\n",
      "\n",
      "Category:  unit\n",
      "---------\n",
      "KG_HAB: Kilograms per capita\n",
      "T: Tonne\n",
      "\n",
      "Category:  hazard\n",
      "---------\n",
      "HAZ_NHAZ: Hazardous and non-hazardous - Total\n",
      "HAZ: Hazardous\n",
      "NHAZ: Non-hazardous\n",
      "\n",
      "Category:  nace_r2\n",
      "---------\n",
      "A: Agriculture, forestry and fishing\n",
      "B: Mining and quarrying\n",
      "C: Manufacturing\n",
      "D: Electricity, gas, steam and air conditioning supply\n",
      "E: Water supply; sewerage, waste management and remediation activities\n",
      "F: Construction\n",
      "G-U_X_G4677: Services (except wholesale of waste and scrap)\n",
      "G4677: Wholesale of waste and scrap\n",
      "EP_HH: Households\n",
      "TOTAL_HH: All NACE activities plus households\n",
      "\n",
      "Category:  waste\n",
      "---------\n",
      "TOTAL: Total waste\n",
      "\n",
      "Category:  geo\n",
      "---------\n",
      "EU27_2020: European Union - 27 countries (from 2020)\n",
      "EU28: European Union - 28 countries (2013-2020)\n",
      "BE: Belgium\n",
      "BG: Bulgaria\n",
      "CZ: Czechia\n",
      "DK: Denmark\n",
      "DE: Germany (until 1990 former territory of the FRG)\n",
      "EE: Estonia\n",
      "IE: Ireland\n",
      "EL: Greece\n",
      "ES: Spain\n",
      "FR: France\n",
      "HR: Croatia\n",
      "IT: Italy\n",
      "CY: Cyprus\n",
      "LV: Latvia\n",
      "LT: Lithuania\n",
      "LU: Luxembourg\n",
      "HU: Hungary\n",
      "MT: Malta\n",
      "NL: Netherlands\n",
      "AT: Austria\n",
      "PL: Poland\n",
      "PT: Portugal\n",
      "RO: Romania\n",
      "SI: Slovenia\n",
      "SK: Slovakia\n",
      "FI: Finland\n",
      "SE: Sweden\n",
      "IS: Iceland\n",
      "LI: Liechtenstein\n",
      "NO: Norway\n",
      "UK: United Kingdom\n",
      "ME: Montenegro\n",
      "MK: North Macedonia\n",
      "AL: Albania\n",
      "RS: Serbia\n",
      "TR: Türkiye\n",
      "BA: Bosnia and Herzegovina\n",
      "XK: Kosovo (under United Nations Security Council Resolution 1244/99)\n",
      "\n",
      "Category:  time\n",
      "---------\n",
      "2004: None\n",
      "2006: None\n",
      "2008: None\n",
      "2010: None\n",
      "2012: None\n",
      "2014: None\n",
      "2016: None\n",
      "2018: None\n",
      "2020: None\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print_codes(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_parquet(\"data/env_wasgen_combined.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU27_2020</th>\n",
       "      <td>2004</td>\n",
       "      <td>146.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>130.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BE</th>\n",
       "      <td>2004</td>\n",
       "      <td>114.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BG</th>\n",
       "      <td>2004</td>\n",
       "      <td>94.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZ</th>\n",
       "      <td>2004</td>\n",
       "      <td>122.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOT_X_MIN</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RS</th>\n",
       "      <td>2018</td>\n",
       "      <td>11780914.0</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOT_X_MIN</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2018</td>\n",
       "      <td>74786520.0</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOT_X_MIN</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>2018</td>\n",
       "      <td>5610790.0</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOT_X_MIN</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XK</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOT_X_MIN</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211200 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           year       value    unit    hazard      waste   nace_r2\n",
       "geo                                                               \n",
       "EU27_2020  2004       146.0  KG_HAB  HAZ_NHAZ      TOTAL         A\n",
       "EU28       2004       130.0  KG_HAB  HAZ_NHAZ      TOTAL         A\n",
       "BE         2004       114.0  KG_HAB  HAZ_NHAZ      TOTAL         A\n",
       "BG         2004        94.0  KG_HAB  HAZ_NHAZ      TOTAL         A\n",
       "CZ         2004       122.0  KG_HAB  HAZ_NHAZ      TOTAL         A\n",
       "...         ...         ...     ...       ...        ...       ...\n",
       "AL         2018         NaN       T      NHAZ  TOT_X_MIN  TOTAL_HH\n",
       "RS         2018  11780914.0       T      NHAZ  TOT_X_MIN  TOTAL_HH\n",
       "TR         2018  74786520.0       T      NHAZ  TOT_X_MIN  TOTAL_HH\n",
       "BA         2018   5610790.0       T      NHAZ  TOT_X_MIN  TOTAL_HH\n",
       "XK         2018         NaN       T      NHAZ  TOT_X_MIN  TOTAL_HH\n",
       "\n",
       "[211200 rows x 6 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Waste generation 2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2,536,280,000.0'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gesamte Müllproduktion 2016\n",
    "\n",
    "total_waste_gen_2016 = df.query(\"geo == 'EU28' and year == 2016 and unit == 'T' and hazard == 'HAZ_NHAZ' and waste=='TOTAL' and nace_r2=='TOTAL_HH'\")['value'][0]\n",
    "f\"{total_waste_gen_2016:,}\"  # 2,5 Milliarden Tonnen -> korrekt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.071000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>6.411600e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.620900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>7.798000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.548800e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>9.237400e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>1.153900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>G-U_X_G4677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.575000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>G4677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.146900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>EP_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year         value unit    hazard  waste      nace_r2\n",
       "geo                                                        \n",
       "EU28  2016  2.071000e+07    T  HAZ_NHAZ  TOTAL            A\n",
       "EU28  2016  6.411600e+08    T  HAZ_NHAZ  TOTAL            B\n",
       "EU28  2016  2.620900e+08    T  HAZ_NHAZ  TOTAL            C\n",
       "EU28  2016  7.798000e+07    T  HAZ_NHAZ  TOTAL            D\n",
       "EU28  2016  2.548800e+08    T  HAZ_NHAZ  TOTAL            E\n",
       "EU28  2016  9.237400e+08    T  HAZ_NHAZ  TOTAL            F\n",
       "EU28  2016  1.153900e+08    T  HAZ_NHAZ  TOTAL  G-U_X_G4677\n",
       "EU28  2016  2.575000e+07    T  HAZ_NHAZ  TOTAL        G4677\n",
       "EU28  2016  2.146900e+08    T  HAZ_NHAZ  TOTAL        EP_HH\n",
       "EU28  2016  2.536280e+09    T  HAZ_NHAZ  TOTAL     TOTAL_HH"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Behalte nace_r2 als Kategorie \n",
    "\n",
    "waste_gen_2016 = df.query(\"geo == 'EU28' and year == 2016 and unit == 'T' and hazard == 'HAZ_NHAZ' and waste=='TOTAL'\")\n",
    "waste_gen_2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Definiere Müllproduktion \"Andere\" als other\n",
    "\n",
    "other = ['G4677', 'G-U_X_G4677', 'D', 'E']\n",
    "waste_other = waste_gen_2016.query(\"nace_r2 in @other\")['value'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "    .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>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.071000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016</td>\n",
       "      <td>6.411600e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.620900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>7.798000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.548800e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>9.237400e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016</td>\n",
       "      <td>1.153900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>G-U_X_G4677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.575000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>G4677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.146900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>EP_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016</td>\n",
       "      <td>4.740000e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>OTHER</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year         value unit    hazard  waste      nace_r2\n",
       "0   2016  2.071000e+07    T  HAZ_NHAZ  TOTAL            A\n",
       "1   2016  6.411600e+08    T  HAZ_NHAZ  TOTAL            B\n",
       "2   2016  2.620900e+08    T  HAZ_NHAZ  TOTAL            C\n",
       "3   2016  7.798000e+07    T  HAZ_NHAZ  TOTAL            D\n",
       "4   2016  2.548800e+08    T  HAZ_NHAZ  TOTAL            E\n",
       "5   2016  9.237400e+08    T  HAZ_NHAZ  TOTAL            F\n",
       "6   2016  1.153900e+08    T  HAZ_NHAZ  TOTAL  G-U_X_G4677\n",
       "7   2016  2.575000e+07    T  HAZ_NHAZ  TOTAL        G4677\n",
       "8   2016  2.146900e+08    T  HAZ_NHAZ  TOTAL        EP_HH\n",
       "9   2016  2.536280e+09    T  HAZ_NHAZ  TOTAL     TOTAL_HH\n",
       "10  2016  4.740000e+08    T  HAZ_NHAZ  TOTAL        OTHER"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Füge Kategorie \"OTHER\" hinzu\n",
    "\n",
    "waste_gen_2016 = waste_gen_2016.append({'year':2016, 'value':waste_other, 'unit':'T', 'hazard':'HAZ_NHAZ', 'nace_r2':'OTHER', 'waste':'TOTAL'}, ignore_index = True)\n",
    "waste_gen_2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "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>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.071000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "      <td>0.816550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016</td>\n",
       "      <td>6.411600e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>B</td>\n",
       "      <td>25.279543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.620900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>C</td>\n",
       "      <td>10.333638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>7.798000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>D</td>\n",
       "      <td>3.074582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.548800e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>E</td>\n",
       "      <td>10.049364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>9.237400e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>F</td>\n",
       "      <td>36.421058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016</td>\n",
       "      <td>1.153900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>G-U_X_G4677</td>\n",
       "      <td>4.549577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.575000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>G4677</td>\n",
       "      <td>1.015266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.146900e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>EP_HH</td>\n",
       "      <td>8.464759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016</td>\n",
       "      <td>4.740000e+08</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>18.688788</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year         value unit    hazard  waste      nace_r2  percentage\n",
       "0   2016  2.071000e+07    T  HAZ_NHAZ  TOTAL            A    0.816550\n",
       "1   2016  6.411600e+08    T  HAZ_NHAZ  TOTAL            B   25.279543\n",
       "2   2016  2.620900e+08    T  HAZ_NHAZ  TOTAL            C   10.333638\n",
       "3   2016  7.798000e+07    T  HAZ_NHAZ  TOTAL            D    3.074582\n",
       "4   2016  2.548800e+08    T  HAZ_NHAZ  TOTAL            E   10.049364\n",
       "5   2016  9.237400e+08    T  HAZ_NHAZ  TOTAL            F   36.421058\n",
       "6   2016  1.153900e+08    T  HAZ_NHAZ  TOTAL  G-U_X_G4677    4.549577\n",
       "7   2016  2.575000e+07    T  HAZ_NHAZ  TOTAL        G4677    1.015266\n",
       "8   2016  2.146900e+08    T  HAZ_NHAZ  TOTAL        EP_HH    8.464759\n",
       "9   2016  2.536280e+09    T  HAZ_NHAZ  TOTAL     TOTAL_HH  100.000000\n",
       "10  2016  4.740000e+08    T  HAZ_NHAZ  TOTAL        OTHER   18.688788"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Berechne prozentualen Anteil jeweiliger Kategorien\n",
    "\n",
    "waste_gen_2016['percentage'] = waste_gen_2016['value'] * 100 / total_waste_gen_2016\n",
    "waste_gen_2016"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'EP_HH': 'Households',\n",
       " 'B': 'Mining and quarrying',\n",
       " 'F': 'Construction',\n",
       " 'G4677': 'Wholesale of waste and scrap',\n",
       " 'D': 'Electricity, gas, steam and air conditioning supply',\n",
       " 'A': 'Agriculture, forestry and fishing',\n",
       " 'C': 'Manufacturing',\n",
       " 'G-U_X_G4677': 'Services (except wholesale of waste and scrap)',\n",
       " 'E': 'Water supply; sewerage, waste management and remediation activities',\n",
       " 'TOTAL_HH': 'All NACE activities plus households'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "codes[\"NACE_R2\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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     "execution_count": 14,
     "metadata": {},
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    "    waste_gen_2016.sort_values(\"percentage\", ascending=False).replace(codes[\"NACE_R2\"]), \n",
    "    x=\"nace_r2\",\n",
    "    y=\"percentage\",\n",
    "    title=\"Anteil der Wirtschaftssektoren am Abfallaufkommen in der EU für 2016\",\n",
    "    text=\"percentage\",\n",
    "    labels={\"nace_r2\": \"Wirtschaftskategorien\", \"percentage\": \"Prozentualer Anteil\"},\n",
    "    height=800,\n",
    ")\n",
    "fig.update_traces(texttemplate='%{text:.1f}', textposition='outside')\n",
    "\n",
    "fig.show()"
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  {
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    "    y=\"percentage\",\n",
    "    title=\"Anteil der Wirtschaftssektoren am Abfallaufkommen in der EU für 2016\",\n",
    "    text=\"percentage\",\n",
    "    labels={\"nace_r2\": \"Wirtschaftskategorien\", \"percentage\": \"Prozentualer Anteil\"},\n",
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    "    color=\"nace_r2\",\n",
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    "fig.update_traces(texttemplate='%{text:.1f}', textposition='outside')\n",
    "\n",
    "fig.show()"
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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "fig = px.bar(\n",
    "    waste_gen_2016.query(\"nace_r2 != 'TOTAL_HH'\").sort_values(\"percentage\", ascending=False).replace(codes[\"NACE_R2\"]),\n",
    "    x=np.repeat(1, len(waste_gen_2016) - 1),\n",
    "    y=\"percentage\",\n",
    "    title=\"Anteil der Wirtschaftssektoren am Abfallaufkommen in der EU für 2016\",\n",
    "    text=\"percentage\",\n",
    "    labels={\"nace_r2\": \"Wirtschaftskategorien\", \"percentage\": \"Prozentualer Anteil\"},\n",
    "    height=800,\n",
    "    color=\"nace_r2\",\n",
    ")\n",
    "fig.update_traces(texttemplate='%{text:.1f}')\n",
    "\n",
    "fig.show()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "other = ['G4677', 'G-U_X_G4677', 'D', 'E']\n",
    "waste_gen_2016 = waste_gen_2016.query(\"nace_r2 not in @other\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "fig = px.bar(\n",
    "    waste_gen_2016.query(\"nace_r2 != 'TOTAL_HH'\").sort_values(\"percentage\", ascending=False).replace(codes[\"NACE_R2\"]),\n",
    "    x=np.repeat(1, len(waste_gen_2016) - 1),\n",
    "    y=\"percentage\",\n",
    "    title=\"Anteil der Wirtschaftssektoren am Abfallaufkommen in der EU für 2016\",\n",
    "    text=\"nace_r2\",\n",
    "    labels={\"nace_r2\": \"Wirtschaftskategorien\", \"percentage\": \"Prozentualer Anteil\"},\n",
    "    height=800,\n",
    "    color=\"nace_r2\",\n",
    ")\n",
    "fig.update_layout(showlegend=False)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Waste generation within EU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>2.547590e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>2.567270e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>2.427000e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.454720e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.483990e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>2.507100e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>2.618970e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year         value unit    hazard  waste   nace_r2\n",
       "geo                                                     \n",
       "EU28  2004  2.547590e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2006  2.567270e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2008  2.427000e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2010  2.454720e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  2.483990e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  2.507100e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  2.536280e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  2.618970e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_waste_gen_eu = df.query(\"geo == 'EU28' and unit == 'T' and hazard == 'HAZ_NHAZ' and waste=='TOTAL' and nace_r2=='TOTAL_HH'\")\n",
    "total_waste_gen_eu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "fig = px.bar(\n",
    "    total_waste_gen_eu,\n",
    "    x=\"year\",\n",
    "    y=\"value\",\n",
    "    title=\"Müllproduktion in der EU von 2004 bis 2018\",\n",
    "    labels={\"year\": \"\", \"value\": \"Tonnen\"},\n",
    "    height=700,\n",
    "    text=\"value\"\n",
    ")\n",
    "\n",
    "fig.update_traces(texttemplate='%{text:,}')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
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    {
     "data": {
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       "\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>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>6.407000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>5.770000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>4.653000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.100000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.138000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.454720e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.483990e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>2.507100e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>2.618970e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>80 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year         value unit    hazard  waste   nace_r2\n",
       "geo                                                     \n",
       "EU28  2004  6.407000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2006  5.770000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2008  4.653000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2010  2.100000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2012  2.138000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "...    ...           ...  ...       ...    ...       ...\n",
       "EU28  2010  2.454720e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  2.483990e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  2.507100e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  2.536280e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  2.618970e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "\n",
       "[80 rows x 6 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Berücksichtige nace_r2-Kategorie\n",
    "\n",
    "total_waste_gen = df.query(\"geo == 'EU28' and unit == 'T' and hazard == 'HAZ_NHAZ' and waste=='TOTAL'\" )\n",
    "total_waste_gen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
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    "collapsed": false
   },
   "outputs": [
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in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige\"},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Tonnen\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('f272f4a6-e99e-473f-a050-5420213f36bc');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                            </script>        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = px.bar(\n",
    "    total_waste_gen.query(\"nace_r2 != 'TOTAL_HH'\").replace(codes[\"NACE_R2\"]),\n",
    "    y=\"year\",\n",
    "    x=\"value\",\n",
    "    orientation=\"h\",\n",
    "    title=\"Müllproduktion in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige\",\n",
    "    labels={\"year\": \"\", \"value\": \"Tonnen\"},\n",
    "    color=\"nace_r2\",\n",
    "    # text=\"value\",\n",
    ")\n",
    "# fig.update_traces(texttemplate='%{text:,}')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Add sub-category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "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>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>6.407000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>5.770000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>4.653000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.100000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.138000e+07</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.358660e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.388620e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>2.412230e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.435530e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>2.511120e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year         value unit    hazard  waste   nace_r2\n",
       "geo                                                     \n",
       "EU28  2004  6.407000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2006  5.770000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2008  4.653000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2010  2.100000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "EU28  2012  2.138000e+07    T  HAZ_NHAZ  TOTAL         A\n",
       "...    ...           ...  ...       ...    ...       ...\n",
       "EU28  2010  2.358660e+09    T      NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  2.388620e+09    T      NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  2.412230e+09    T      NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  2.435530e+09    T      NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  2.511120e+09    T      NHAZ  TOTAL  TOTAL_HH\n",
       "\n",
       "[240 rows x 6 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_waste_gen = df.query(\"geo == 'EU28' and unit == 'T' and waste=='TOTAL'\" )\n",
    "total_waste_gen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige und Gefahrenstoffe\"},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Tonnen\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
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       "</body>\n",
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      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# waste generation with hazard and non_hazard by nace_r2\n",
    "\n",
    "total_waste_gen = total_waste_gen[total_waste_gen.hazard != \"HAZ_NHAZ\"]\n",
    "fig = px.bar(\n",
    "    total_waste_gen[total_waste_gen.nace_r2 != \"TOTAL_HH\"],\n",
    "    y=\"year\",\n",
    "    x=\"value\",\n",
    "    orientation= \"h\",\n",
    "    title=\"Müllproduktion in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige und Gefahrenstoffe\",\n",
    "    labels={\"year\": \"\", \"value\": \"Tonnen\"},\n",
    "    color=\"nace_r2\",\n",
    "    pattern_shape=\"hazard\",\n",
    ")\n",
    "# hover_name='test', hover_data=['HAZ']\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige und Gefahrenstoffe\"},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Tonnen\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('64818fba-fbaa-4acf-9060-ae5c844427e4');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                            </script>        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = px.bar(\n",
    "    total_waste_gen[total_waste_gen.nace_r2 != \"TOTAL_HH\"],\n",
    "    x=\"year\",\n",
    "    y=\"value\",\n",
    "    orientation=\"v\",\n",
    "    title=\"Müllproduktion in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige und Gefahrenstoffe\",\n",
    "    labels={\"year\": \"\", \"value\": \"Tonnen\"},\n",
    "    color=\"nace_r2\",\n",
    "    pattern_shape=\"hazard\",\n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "fig = px.bar(\n",
    "    total_waste_gen[total_waste_gen.nace_r2 != \"TOTAL_HH\"].replace(codes[\"NACE_R2\"]).sort_values(by=\"value\",ascending=False),\n",
    "    x=\"nace_r2\",\n",
    "    y=\"value\",\n",
    "    barmode=\"relative\",\n",
    "    orientation= \"v\",\n",
    "    hover_name='hazard',\n",
    "    hover_data=['hazard'],\n",
    "    animation_frame=\"year\",\n",
    "    range_y = [0,1000000000],\n",
    "    title=\"Müllproduktion in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige und Gefahrenstoffe\",\n",
    "    labels={\"year\": \"\", \"value\": \"Tonnen\"},\n",
    "    color=\"nace_r2\",\n",
    "    height=800,\n",
    ")\n",
    "fig.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
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   },
   "outputs": [
    {
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     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "fig = px.bar(\n",
    "    total_waste_gen.replace(codes[\"NACE_R2\"]),\n",
    "    x=\"year\",\n",
    "    y=\"value\",\n",
    "    orientation= \"v\",\n",
    "    title=\"Müllproduktion in der EU von 2004 bis 2018 für verschiedene Wirtschaftszweige\",\n",
    "    labels={\"year\": \"\", \"value\": \"Tonnen\"},\n",
    "    facet_row=\"nace_r2\",\n",
    "    #facet_col=\"nace_r2\",\n",
    "    #facet_col_wrap=2,\n",
    "    height=2000,\n",
    ")\n",
    "fig.update_yaxes(matches=None)  # ohne diese Zeile können wir alle Wirtschaftszweige gut                                         vergleichen, da die y-Achse immer dieselbe Einheit hat,                                       aber mit dieser Zeile ist es einfacher, jeden Zweig                                           individuell zu analysieren\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Waste generation within EU over years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>2.547590e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>2.567270e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
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       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>2.427000e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.454720e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.483990e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>2.507100e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>2.618970e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year         value unit    hazard  waste   nace_r2\n",
       "geo                                                     \n",
       "EU28  2004  2.547590e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2006  2.567270e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2008  2.427000e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2010  2.454720e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  2.483990e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  2.507100e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  2.536280e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  2.618970e+09    T  HAZ_NHAZ  TOTAL  TOTAL_HH"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "total_waste_gen_eu"
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     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "fig_1 = px.bar(total_waste_gen_eu, x=\"year\", y=\"value\", orientation= \"v\", text=\"value\", title=\"Müllproduktion in der EU von 2004 bis 2018 absolut in Tonnen\", labels={\"year\": \"\", \"value\": \"Tonnen\"})\n",
    "fig_1.update_traces(texttemplate='%{text:,}', textposition='inside')\n",
    "fig_1.show()"
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  },
  {
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   "execution_count": 60,
   "metadata": {
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   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>5161.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>5162.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>4842.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>4872.0</td>\n",
       "      <td>KG_HAB</td>\n",
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       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>4923.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>4936.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>5105.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "      year   value    unit    hazard  waste   nace_r2\n",
       "geo                                                  \n",
       "EU28  2004  5161.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2006  5162.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2008  4842.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2010  4872.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  4923.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  4936.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  4966.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  5105.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH"
      ]
     },
     "execution_count": 60,
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   "source": [
    "total_waste_gen_eu_kg_hab = df.query(\"geo == 'EU28' and unit == 'KG_HAB' and hazard == 'HAZ_NHAZ' and waste=='TOTAL' and nace_r2=='TOTAL_HH'\")\n",
    "total_waste_gen_eu_kg_hab"
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  },
  {
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   "execution_count": 61,
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     "execution_count": 61,
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   "source": [
    "fig_2 = px.bar(total_waste_gen_eu_kg_hab, x=\"year\", y=\"value\", orientation= \"v\", text=\"value\", title=\"Müllproduktion in der EU von 2004 bis 2018 relativ in KG pro Person\", labels={\"year\": \"\", \"value\": \"Kilogramm pro Person\"})\n",
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  {
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   },
   "source": [
    "## Waste generation in comparison T und KG/HAB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>2.547590e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>2.567270e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
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       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>2.427000e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
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       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.454720e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
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       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>2.483990e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>2.507100e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>2.536280e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>2.618970e+09</td>\n",
       "      <td>T</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
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       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>5.161000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2006</td>\n",
       "      <td>5.162000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2008</td>\n",
       "      <td>4.842000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2010</td>\n",
       "      <td>4.872000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2012</td>\n",
       "      <td>4.923000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2014</td>\n",
       "      <td>4.936000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2016</td>\n",
       "      <td>4.966000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2018</td>\n",
       "      <td>5.105000e+03</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "      year         value    unit    hazard  waste   nace_r2\n",
       "geo                                                        \n",
       "EU28  2004  2.547590e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2006  2.567270e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2008  2.427000e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2010  2.454720e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  2.483990e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  2.507100e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  2.536280e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  2.618970e+09       T  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2004  5.161000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2006  5.162000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2008  4.842000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2010  4.872000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2012  4.923000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2014  4.936000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2016  4.966000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EU28  2018  5.105000e+03  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH"
      ]
     },
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   ],
   "source": [
    "total_waste_gen_eu_combined = total_waste_gen_eu.append(total_waste_gen_eu_kg_hab)\n",
    "total_waste_gen_eu_combined"
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     "execution_count": 72,
     "metadata": {},
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   ],
   "source": [
    "fig = px.bar(\n",
    "    total_waste_gen_eu_combined.replace(codes[\"UNIT\"]),\n",
    "    x=\"year\",\n",
    "    y=\"value\",\n",
    "    facet_col=\"unit\",\n",
    "    color=\"unit\",\n",
    "    labels={\"year\": \"\"}\n",
    ")\n",
    "fig.update_yaxes(matches=None)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Waste generation in comparison by states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EU27_2020</th>\n",
       "      <td>2004</td>\n",
       "      <td>146.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EU28</th>\n",
       "      <td>2004</td>\n",
       "      <td>130.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BE</th>\n",
       "      <td>2004</td>\n",
       "      <td>114.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BG</th>\n",
       "      <td>2004</td>\n",
       "      <td>94.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZ</th>\n",
       "      <td>2004</td>\n",
       "      <td>122.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RS</th>\n",
       "      <td>2018</td>\n",
       "      <td>7319.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2018</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>2018</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XK</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3200 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           year   value    unit    hazard  waste   nace_r2\n",
       "geo                                                       \n",
       "EU27_2020  2004   146.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "EU28       2004   130.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "BE         2004   114.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "BG         2004    94.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "CZ         2004   122.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "...         ...     ...     ...       ...    ...       ...\n",
       "AL         2018     NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "RS         2018  7319.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "TR         2018  1195.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "BA         2018  1930.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "XK         2018     NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "\n",
       "[3200 rows x 6 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "waste_gen_by_states = df.query(\"unit == 'KG_HAB' and hazard == 'HAZ_NHAZ' and waste=='TOTAL'\")\n",
    "waste_gen_by_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
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   "outputs": [
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       "      <td>114.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BG</th>\n",
       "      <td>2004</td>\n",
       "      <td>94.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZ</th>\n",
       "      <td>2004</td>\n",
       "      <td>122.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DK</th>\n",
       "      <td>2004</td>\n",
       "      <td>4.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>2004</td>\n",
       "      <td>15.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RS</th>\n",
       "      <td>2018</td>\n",
       "      <td>7319.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2018</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>2018</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XK</th>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3040 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year   value    unit    hazard  waste   nace_r2\n",
       "geo                                                 \n",
       "BE   2004   114.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "BG   2004    94.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "CZ   2004   122.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "DK   2004     4.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "DE   2004    15.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "..    ...     ...     ...       ...    ...       ...\n",
       "AL   2018     NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "RS   2018  7319.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "TR   2018  1195.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "BA   2018  1930.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "XK   2018     NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "\n",
       "[3040 rows x 6 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Entferne die \"Nicht-Länder\"\n",
    "\n",
    "other = ['EU28', 'EU27_2020']\n",
    "waste_gen_by_states = waste_gen_by_states.query(\"geo not in @other\")\n",
    "waste_gen_by_states"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Waste generation in 2004"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "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>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BG</th>\n",
       "      <td>2004</td>\n",
       "      <td>26050.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LU</th>\n",
       "      <td>2004</td>\n",
       "      <td>18153.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RO</th>\n",
       "      <td>2004</td>\n",
       "      <td>17215.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EE</th>\n",
       "      <td>2004</td>\n",
       "      <td>15310.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FI</th>\n",
       "      <td>2004</td>\n",
       "      <td>13333.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SE</th>\n",
       "      <td>2004</td>\n",
       "      <td>10203.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT</th>\n",
       "      <td>2004</td>\n",
       "      <td>7840.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AT</th>\n",
       "      <td>2004</td>\n",
       "      <td>6488.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IE</th>\n",
       "      <td>2004</td>\n",
       "      <td>6019.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NL</th>\n",
       "      <td>2004</td>\n",
       "      <td>5678.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BE</th>\n",
       "      <td>2004</td>\n",
       "      <td>5068.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UK</th>\n",
       "      <td>2004</td>\n",
       "      <td>4981.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FR</th>\n",
       "      <td>2004</td>\n",
       "      <td>4743.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>2004</td>\n",
       "      <td>4412.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ES</th>\n",
       "      <td>2004</td>\n",
       "      <td>3743.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PL</th>\n",
       "      <td>2004</td>\n",
       "      <td>3601.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CY</th>\n",
       "      <td>2004</td>\n",
       "      <td>3079.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EL</th>\n",
       "      <td>2004</td>\n",
       "      <td>3044.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SI</th>\n",
       "      <td>2004</td>\n",
       "      <td>2890.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CZ</th>\n",
       "      <td>2004</td>\n",
       "      <td>2871.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PT</th>\n",
       "      <td>2004</td>\n",
       "      <td>2796.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HU</th>\n",
       "      <td>2004</td>\n",
       "      <td>2440.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IT</th>\n",
       "      <td>2004</td>\n",
       "      <td>2424.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DK</th>\n",
       "      <td>2004</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LT</th>\n",
       "      <td>2004</td>\n",
       "      <td>2076.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SK</th>\n",
       "      <td>2004</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IS</th>\n",
       "      <td>2004</td>\n",
       "      <td>1717.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HR</th>\n",
       "      <td>2004</td>\n",
       "      <td>1673.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NO</th>\n",
       "      <td>2004</td>\n",
       "      <td>1623.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2004</td>\n",
       "      <td>870.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LV</th>\n",
       "      <td>2004</td>\n",
       "      <td>556.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LI</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ME</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MK</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RS</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XK</th>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     year    value    unit    hazard  waste   nace_r2\n",
       "geo                                                  \n",
       "BG   2004  26050.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "LU   2004  18153.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "RO   2004  17215.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EE   2004  15310.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "FI   2004  13333.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "SE   2004  10203.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "MT   2004   7840.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "AT   2004   6488.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "IE   2004   6019.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "NL   2004   5678.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "BE   2004   5068.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "UK   2004   4981.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "FR   2004   4743.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "DE   2004   4412.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "ES   2004   3743.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "PL   2004   3601.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "CY   2004   3079.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "EL   2004   3044.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "SI   2004   2890.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "CZ   2004   2871.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "PT   2004   2796.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "HU   2004   2440.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "IT   2004   2424.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "DK   2004   2329.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "LT   2004   2076.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "SK   2004   1986.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "IS   2004   1717.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "HR   2004   1673.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "NO   2004   1623.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "TR   2004    870.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "LV   2004    556.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "LI   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "ME   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "MK   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "AL   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "RS   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "BA   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "XK   2004      NaN  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#waste_gen_by_states[waste_gen_by_states.year == 2004]\n",
    "waste_gen_by_states_2004 = waste_gen_by_states.query(\"year == 2004 and nace_r2 == 'TOTAL_HH'\").sort_values(\"value\", ascending=False)\n",
    "waste_gen_by_states_2004"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BG', 'LU', 'RO', 'EE']"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Länder mit höchster Müllproduktion\n",
    "\n",
    "first_states = waste_gen_by_states_2004.iloc[:4].index.tolist()\n",
    "first_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['HR', 'NO', 'TR', 'LV']"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Länder mit niedrigster Müllproduktion\n",
    "\n",
    "last_states = waste_gen_by_states_2004[~waste_gen_by_states_2004.value.isna()].iloc[-4:].index.tolist()\n",
    "last_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BG', 'LU', 'RO', 'EE', 'HR', 'NO', 'TR', 'LV']"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states = first_states + last_states\n",
    "states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "    .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>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HR</th>\n",
       "      <td>2004</td>\n",
       "      <td>28.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LV</th>\n",
       "      <td>2004</td>\n",
       "      <td>92.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NO</th>\n",
       "      <td>2004</td>\n",
       "      <td>32.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HR</th>\n",
       "      <td>2006</td>\n",
       "      <td>17.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2016</td>\n",
       "      <td>953.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HR</th>\n",
       "      <td>2018</td>\n",
       "      <td>1355.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LV</th>\n",
       "      <td>2018</td>\n",
       "      <td>920.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NO</th>\n",
       "      <td>2018</td>\n",
       "      <td>2662.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR</th>\n",
       "      <td>2018</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year   value    unit    hazard  waste   nace_r2\n",
       "geo                                                 \n",
       "HR   2004    28.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "LV   2004    92.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "NO   2004    32.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "TR   2004     0.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "HR   2006    17.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "..    ...     ...     ...       ...    ...       ...\n",
       "TR   2016   953.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "HR   2018  1355.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "LV   2018   920.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "NO   2018  2662.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "TR   2018  1195.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "\n",
       "[320 rows x 6 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "waste_gen_by_states = waste_gen_by_states.query(\"geo in @last_states\")\n",
    "waste_gen_by_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "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>geo</th>\n",
       "      <th>year</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "      <th>hazard</th>\n",
       "      <th>waste</th>\n",
       "      <th>nace_r2</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HR</td>\n",
       "      <td>2004</td>\n",
       "      <td>28.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LV</td>\n",
       "      <td>2004</td>\n",
       "      <td>92.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NO</td>\n",
       "      <td>2004</td>\n",
       "      <td>32.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TR</td>\n",
       "      <td>2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HR</td>\n",
       "      <td>2006</td>\n",
       "      <td>17.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>TR</td>\n",
       "      <td>2016</td>\n",
       "      <td>953.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>HR</td>\n",
       "      <td>2018</td>\n",
       "      <td>1355.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>LV</td>\n",
       "      <td>2018</td>\n",
       "      <td>920.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>NO</td>\n",
       "      <td>2018</td>\n",
       "      <td>2662.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>TR</td>\n",
       "      <td>2018</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>KG_HAB</td>\n",
       "      <td>HAZ_NHAZ</td>\n",
       "      <td>TOTAL</td>\n",
       "      <td>TOTAL_HH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    geo  year   value    unit    hazard  waste   nace_r2\n",
       "0    HR  2004    28.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "1    LV  2004    92.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "2    NO  2004    32.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "3    TR  2004     0.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "4    HR  2006    17.0  KG_HAB  HAZ_NHAZ  TOTAL         A\n",
       "..   ..   ...     ...     ...       ...    ...       ...\n",
       "315  TR  2016   953.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "316  HR  2018  1355.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "317  LV  2018   920.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "318  NO  2018  2662.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "319  TR  2018  1195.0  KG_HAB  HAZ_NHAZ  TOTAL  TOTAL_HH\n",
       "\n",
       "[320 rows x 7 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "waste_gen_by_states = waste_gen_by_states.reset_index()\n",
    "waste_gen_by_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "fig = px.bar(\n",
    "    waste_gen_by_states[waste_gen_by_states.nace_r2 != \"TOTAL_HH\"],\n",
    "    x=\"geo\",\n",
    "    y=\"value\",\n",
    "    barmode=\"group\", # bars are placed beside each other\n",
    "    orientation= \"v\",\n",
    "    animation_frame=\"year\",\n",
    "    title=\"Müllproduktion über die Jahre für die 4 Länder mit dem geringsten Abfallaufkommen\",\n",
    "    labels={\"geo\": \"\", \"value\": \"Kilogramm pro Person\"},\n",
    "    color=\"nace_r2\"\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 102,
     "metadata": {},
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   ],
   "source": [
    "fig = px.bar(\n",
    "    waste_gen_by_states,\n",
    "    x=\"year\",\n",
    "    y=\"value\",\n",
    "    orientation= \"v\",\n",
    "    title=\"Müllproduktion im Ländervergleich über die Jahre\",\n",
    "    labels={\"year\": \"year\", \"value\": \"KG_HAB\"},\n",
    "    facet_col=\"geo\",\n",
    "    facet_col_wrap=2\n",
    ")\n",
    "fig.show()"
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