2. Data Cleaning Income.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "81bc14d1",
   "metadata": {},
   "source": [
    "# Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "237f0aaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4efae32f",
   "metadata": {},
   "source": [
    "# Importing the main dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "78294d6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "income_df = pd.read_csv('2021_atles_renda_bruta_llar.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bd834be6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "       Any  Codi_Districte Nom_Districte  Codi_Barri  \\\n",
       "0     2021               1  Ciutat Vella           1   \n",
       "1     2021               1  Ciutat Vella           1   \n",
       "2     2021               1  Ciutat Vella           1   \n",
       "3     2021               1  Ciutat Vella           1   \n",
       "4     2021               1  Ciutat Vella           1   \n",
       "...    ...             ...           ...         ...   \n",
       "1063  2021              10    Sant Martí          73   \n",
       "1064  2021              10    Sant Martí          65   \n",
       "1065  2021              10    Sant Martí          69   \n",
       "1066  2021              10    Sant Martí          69   \n",
       "1067  2021              10    Sant Martí          71   \n",
       "\n",
       "                                         Nom_Barri  Seccio_Censal  \\\n",
       "0                                         el Raval              1   \n",
       "1                                         el Raval              2   \n",
       "2                                         el Raval              3   \n",
       "3                                         el Raval              4   \n",
       "4                                         el Raval              5   \n",
       "...                                            ...            ...   \n",
       "1063                           la Verneda i la Pau            143   \n",
       "1064                                       el Clot            234   \n",
       "1065  Diagonal Mar i el Front Marítim del Poblenou            235   \n",
       "1066  Diagonal Mar i el Front Marítim del Poblenou            236   \n",
       "1067                       Provençals del Poblenou            237   \n",
       "\n",
       "      Import_Renda_Bruta_€  \n",
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       "2                    31082  \n",
       "3                    34635  \n",
       "4                    27950  \n",
       "...                    ...  \n",
       "1063                 40933  \n",
       "1064                 47058  \n",
       "1065                 35643  \n",
       "1066                 39514  \n",
       "1067                 35946  \n",
       "\n",
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     "execution_count": 3,
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   "source": [
    "income_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa5478ae",
   "metadata": {},
   "source": [
    "# First look at its main features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5961bc50",
   "metadata": {},
   "outputs": [
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       "      <td>30306</td>\n",
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       "      <td>12</td>\n",
       "      <td>32333</td>\n",
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       "      <td>35620</td>\n",
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       "      <td>30793</td>\n",
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       "      <td>2021</td>\n",
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       "      <td>38735</td>\n",
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       "      <th>21</th>\n",
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       "      <td>48524</td>\n",
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       "      <td>Ciutat Vella</td>\n",
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       "      <td>25</td>\n",
       "      <td>40158</td>\n",
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       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>2</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "      <td>26</td>\n",
       "      <td>43877</td>\n",
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       "      <th>25</th>\n",
       "      <td>2021</td>\n",
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       "      <td>Ciutat Vella</td>\n",
       "      <td>2</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "      <td>27</td>\n",
       "      <td>37411</td>\n",
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       "      <td>Ciutat Vella</td>\n",
       "      <td>2</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "      <td>28</td>\n",
       "      <td>35314</td>\n",
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       "      <th>27</th>\n",
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       "      <td>Ciutat Vella</td>\n",
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       "      <td>el Barri Gòtic</td>\n",
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       "      <td>33059</td>\n",
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       "      <th>28</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>2</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "      <td>30</td>\n",
       "      <td>34156</td>\n",
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       "      <th>29</th>\n",
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       "      <td>la Barceloneta</td>\n",
       "      <td>33</td>\n",
       "      <td>32069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>34</td>\n",
       "      <td>29493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>35</td>\n",
       "      <td>31223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>36</td>\n",
       "      <td>37327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>37</td>\n",
       "      <td>35710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>38</td>\n",
       "      <td>29136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>39</td>\n",
       "      <td>35351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>40</td>\n",
       "      <td>33103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>41</td>\n",
       "      <td>27603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>3</td>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>42</td>\n",
       "      <td>37060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>43</td>\n",
       "      <td>50779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>44</td>\n",
       "      <td>43386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>45</td>\n",
       "      <td>36059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>46</td>\n",
       "      <td>38023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>47</td>\n",
       "      <td>34119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>48</td>\n",
       "      <td>29388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>49</td>\n",
       "      <td>41930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>50</td>\n",
       "      <td>39006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>4</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>51</td>\n",
       "      <td>33341</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Any  Codi_Districte Nom_Districte  Codi_Barri  \\\n",
       "0   2021               1  Ciutat Vella           1   \n",
       "1   2021               1  Ciutat Vella           1   \n",
       "2   2021               1  Ciutat Vella           1   \n",
       "3   2021               1  Ciutat Vella           1   \n",
       "4   2021               1  Ciutat Vella           1   \n",
       "5   2021               1  Ciutat Vella           1   \n",
       "6   2021               1  Ciutat Vella           1   \n",
       "7   2021               1  Ciutat Vella           1   \n",
       "8   2021               1  Ciutat Vella           1   \n",
       "9   2021               1  Ciutat Vella           1   \n",
       "10  2021               1  Ciutat Vella           1   \n",
       "11  2021               1  Ciutat Vella           1   \n",
       "12  2021               1  Ciutat Vella           1   \n",
       "13  2021               1  Ciutat Vella           1   \n",
       "14  2021               1  Ciutat Vella           1   \n",
       "15  2021               1  Ciutat Vella           1   \n",
       "16  2021               1  Ciutat Vella           1   \n",
       "17  2021               1  Ciutat Vella           1   \n",
       "18  2021               1  Ciutat Vella           1   \n",
       "19  2021               1  Ciutat Vella           1   \n",
       "20  2021               1  Ciutat Vella           1   \n",
       "21  2021               1  Ciutat Vella           2   \n",
       "22  2021               1  Ciutat Vella           2   \n",
       "23  2021               1  Ciutat Vella           2   \n",
       "24  2021               1  Ciutat Vella           2   \n",
       "25  2021               1  Ciutat Vella           2   \n",
       "26  2021               1  Ciutat Vella           2   \n",
       "27  2021               1  Ciutat Vella           2   \n",
       "28  2021               1  Ciutat Vella           2   \n",
       "29  2021               1  Ciutat Vella           2   \n",
       "30  2021               1  Ciutat Vella           3   \n",
       "31  2021               1  Ciutat Vella           3   \n",
       "32  2021               1  Ciutat Vella           3   \n",
       "33  2021               1  Ciutat Vella           3   \n",
       "34  2021               1  Ciutat Vella           3   \n",
       "35  2021               1  Ciutat Vella           3   \n",
       "36  2021               1  Ciutat Vella           3   \n",
       "37  2021               1  Ciutat Vella           3   \n",
       "38  2021               1  Ciutat Vella           3   \n",
       "39  2021               1  Ciutat Vella           3   \n",
       "40  2021               1  Ciutat Vella           3   \n",
       "41  2021               1  Ciutat Vella           4   \n",
       "42  2021               1  Ciutat Vella           4   \n",
       "43  2021               1  Ciutat Vella           4   \n",
       "44  2021               1  Ciutat Vella           4   \n",
       "45  2021               1  Ciutat Vella           4   \n",
       "46  2021               1  Ciutat Vella           4   \n",
       "47  2021               1  Ciutat Vella           4   \n",
       "48  2021               1  Ciutat Vella           4   \n",
       "49  2021               1  Ciutat Vella           4   \n",
       "\n",
       "                                Nom_Barri  Seccio_Censal  Import_Renda_Bruta_€  \n",
       "0                                el Raval              1                 34839  \n",
       "1                                el Raval              2                 27777  \n",
       "2                                el Raval              3                 31082  \n",
       "3                                el Raval              4                 34635  \n",
       "4                                el Raval              5                 27950  \n",
       "5                                el Raval              6                 33086  \n",
       "6                                el Raval              7                 32945  \n",
       "7                                el Raval              8                 26200  \n",
       "8                                el Raval              9                 30306  \n",
       "9                                el Raval             10                 29564  \n",
       "10                               el Raval             11                 25847  \n",
       "11                               el Raval             12                 32333  \n",
       "12                               el Raval             13                 35620  \n",
       "13                               el Raval             14                 32581  \n",
       "14                               el Raval             15                 32788  \n",
       "15                               el Raval             16                 31528  \n",
       "16                               el Raval             17                 30793  \n",
       "17                               el Raval             18                 32144  \n",
       "18                               el Raval             19                 29442  \n",
       "19                               el Raval             20                 43793  \n",
       "20                               el Raval             21                 38735  \n",
       "21                         el Barri Gòtic             22                 48524  \n",
       "22                         el Barri Gòtic             23                 42736  \n",
       "23                         el Barri Gòtic             25                 40158  \n",
       "24                         el Barri Gòtic             26                 43877  \n",
       "25                         el Barri Gòtic             27                 37411  \n",
       "26                         el Barri Gòtic             28                 35314  \n",
       "27                         el Barri Gòtic             29                 33059  \n",
       "28                         el Barri Gòtic             30                 34156  \n",
       "29                         el Barri Gòtic             31                 36436  \n",
       "30                         la Barceloneta             32                 36450  \n",
       "31                         la Barceloneta             33                 32069  \n",
       "32                         la Barceloneta             34                 29493  \n",
       "33                         la Barceloneta             35                 31223  \n",
       "34                         la Barceloneta             36                 37327  \n",
       "35                         la Barceloneta             37                 35710  \n",
       "36                         la Barceloneta             38                 29136  \n",
       "37                         la Barceloneta             39                 35351  \n",
       "38                         la Barceloneta             40                 33103  \n",
       "39                         la Barceloneta             41                 27603  \n",
       "40                         la Barceloneta             42                 37060  \n",
       "41  Sant Pere, Santa Caterina i la Ribera             43                 50779  \n",
       "42  Sant Pere, Santa Caterina i la Ribera             44                 43386  \n",
       "43  Sant Pere, Santa Caterina i la Ribera             45                 36059  \n",
       "44  Sant Pere, Santa Caterina i la Ribera             46                 38023  \n",
       "45  Sant Pere, Santa Caterina i la Ribera             47                 34119  \n",
       "46  Sant Pere, Santa Caterina i la Ribera             48                 29388  \n",
       "47  Sant Pere, Santa Caterina i la Ribera             49                 41930  \n",
       "48  Sant Pere, Santa Caterina i la Ribera             50                 39006  \n",
       "49  Sant Pere, Santa Caterina i la Ribera             51                 33341  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c5794f40",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Any</th>\n",
       "      <th>Codi_Districte</th>\n",
       "      <th>Nom_Districte</th>\n",
       "      <th>Codi_Barri</th>\n",
       "      <th>Nom_Barri</th>\n",
       "      <th>Seccio_Censal</th>\n",
       "      <th>Import_Renda_Bruta_€</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>98</td>\n",
       "      <td>57905</td>\n",
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       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
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       "      <td>37917</td>\n",
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       "      <th>1020</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>100</td>\n",
       "      <td>42459</td>\n",
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       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>101</td>\n",
       "      <td>47072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>102</td>\n",
       "      <td>40976</td>\n",
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       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>103</td>\n",
       "      <td>44783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>104</td>\n",
       "      <td>57014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>105</td>\n",
       "      <td>48301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>106</td>\n",
       "      <td>44529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>107</td>\n",
       "      <td>59953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>108</td>\n",
       "      <td>41154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>109</td>\n",
       "      <td>40760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>110</td>\n",
       "      <td>38965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>111</td>\n",
       "      <td>42566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>112</td>\n",
       "      <td>54228</td>\n",
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       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>113</td>\n",
       "      <td>43058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>114</td>\n",
       "      <td>38271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>115</td>\n",
       "      <td>38368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>116</td>\n",
       "      <td>35402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>117</td>\n",
       "      <td>40546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>118</td>\n",
       "      <td>56537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>119</td>\n",
       "      <td>35219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>120</td>\n",
       "      <td>38778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>121</td>\n",
       "      <td>39463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>72</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>122</td>\n",
       "      <td>52303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>123</td>\n",
       "      <td>43900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>124</td>\n",
       "      <td>48649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>125</td>\n",
       "      <td>40695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>126</td>\n",
       "      <td>46929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>127</td>\n",
       "      <td>50370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>128</td>\n",
       "      <td>44911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>129</td>\n",
       "      <td>51254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>130</td>\n",
       "      <td>42088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>131</td>\n",
       "      <td>55904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>132</td>\n",
       "      <td>41403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>133</td>\n",
       "      <td>36465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>134</td>\n",
       "      <td>34956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>135</td>\n",
       "      <td>40154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>136</td>\n",
       "      <td>40160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>137</td>\n",
       "      <td>36194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>138</td>\n",
       "      <td>32561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>139</td>\n",
       "      <td>33116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>140</td>\n",
       "      <td>35176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>141</td>\n",
       "      <td>35917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>142</td>\n",
       "      <td>33894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>73</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>143</td>\n",
       "      <td>40933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>65</td>\n",
       "      <td>el Clot</td>\n",
       "      <td>234</td>\n",
       "      <td>47058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>69</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "      <td>235</td>\n",
       "      <td>35643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>69</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "      <td>236</td>\n",
       "      <td>39514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>2021</td>\n",
       "      <td>10</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>71</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>237</td>\n",
       "      <td>35946</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Any  Codi_Districte Nom_Districte  Codi_Barri  \\\n",
       "1018  2021              10    Sant Martí          71   \n",
       "1019  2021              10    Sant Martí          71   \n",
       "1020  2021              10    Sant Martí          71   \n",
       "1021  2021              10    Sant Martí          71   \n",
       "1022  2021              10    Sant Martí          71   \n",
       "1023  2021              10    Sant Martí          71   \n",
       "1024  2021              10    Sant Martí          71   \n",
       "1025  2021              10    Sant Martí          72   \n",
       "1026  2021              10    Sant Martí          72   \n",
       "1027  2021              10    Sant Martí          72   \n",
       "1028  2021              10    Sant Martí          72   \n",
       "1029  2021              10    Sant Martí          72   \n",
       "1030  2021              10    Sant Martí          72   \n",
       "1031  2021              10    Sant Martí          72   \n",
       "1032  2021              10    Sant Martí          72   \n",
       "1033  2021              10    Sant Martí          72   \n",
       "1034  2021              10    Sant Martí          72   \n",
       "1035  2021              10    Sant Martí          72   \n",
       "1036  2021              10    Sant Martí          72   \n",
       "1037  2021              10    Sant Martí          72   \n",
       "1038  2021              10    Sant Martí          72   \n",
       "1039  2021              10    Sant Martí          72   \n",
       "1040  2021              10    Sant Martí          72   \n",
       "1041  2021              10    Sant Martí          72   \n",
       "1042  2021              10    Sant Martí          72   \n",
       "1043  2021              10    Sant Martí          73   \n",
       "1044  2021              10    Sant Martí          73   \n",
       "1045  2021              10    Sant Martí          73   \n",
       "1046  2021              10    Sant Martí          73   \n",
       "1047  2021              10    Sant Martí          73   \n",
       "1048  2021              10    Sant Martí          73   \n",
       "1049  2021              10    Sant Martí          73   \n",
       "1050  2021              10    Sant Martí          73   \n",
       "1051  2021              10    Sant Martí          73   \n",
       "1052  2021              10    Sant Martí          73   \n",
       "1053  2021              10    Sant Martí          73   \n",
       "1054  2021              10    Sant Martí          73   \n",
       "1055  2021              10    Sant Martí          73   \n",
       "1056  2021              10    Sant Martí          73   \n",
       "1057  2021              10    Sant Martí          73   \n",
       "1058  2021              10    Sant Martí          73   \n",
       "1059  2021              10    Sant Martí          73   \n",
       "1060  2021              10    Sant Martí          73   \n",
       "1061  2021              10    Sant Martí          73   \n",
       "1062  2021              10    Sant Martí          73   \n",
       "1063  2021              10    Sant Martí          73   \n",
       "1064  2021              10    Sant Martí          65   \n",
       "1065  2021              10    Sant Martí          69   \n",
       "1066  2021              10    Sant Martí          69   \n",
       "1067  2021              10    Sant Martí          71   \n",
       "\n",
       "                                         Nom_Barri  Seccio_Censal  \\\n",
       "1018                       Provençals del Poblenou             98   \n",
       "1019                       Provençals del Poblenou             99   \n",
       "1020                       Provençals del Poblenou            100   \n",
       "1021                       Provençals del Poblenou            101   \n",
       "1022                       Provençals del Poblenou            102   \n",
       "1023                       Provençals del Poblenou            103   \n",
       "1024                       Provençals del Poblenou            104   \n",
       "1025                      Sant Martí de Provençals            105   \n",
       "1026                      Sant Martí de Provençals            106   \n",
       "1027                      Sant Martí de Provençals            107   \n",
       "1028                      Sant Martí de Provençals            108   \n",
       "1029                      Sant Martí de Provençals            109   \n",
       "1030                      Sant Martí de Provençals            110   \n",
       "1031                      Sant Martí de Provençals            111   \n",
       "1032                      Sant Martí de Provençals            112   \n",
       "1033                      Sant Martí de Provençals            113   \n",
       "1034                      Sant Martí de Provençals            114   \n",
       "1035                      Sant Martí de Provençals            115   \n",
       "1036                      Sant Martí de Provençals            116   \n",
       "1037                      Sant Martí de Provençals            117   \n",
       "1038                      Sant Martí de Provençals            118   \n",
       "1039                      Sant Martí de Provençals            119   \n",
       "1040                      Sant Martí de Provençals            120   \n",
       "1041                      Sant Martí de Provençals            121   \n",
       "1042                      Sant Martí de Provençals            122   \n",
       "1043                           la Verneda i la Pau            123   \n",
       "1044                           la Verneda i la Pau            124   \n",
       "1045                           la Verneda i la Pau            125   \n",
       "1046                           la Verneda i la Pau            126   \n",
       "1047                           la Verneda i la Pau            127   \n",
       "1048                           la Verneda i la Pau            128   \n",
       "1049                           la Verneda i la Pau            129   \n",
       "1050                           la Verneda i la Pau            130   \n",
       "1051                           la Verneda i la Pau            131   \n",
       "1052                           la Verneda i la Pau            132   \n",
       "1053                           la Verneda i la Pau            133   \n",
       "1054                           la Verneda i la Pau            134   \n",
       "1055                           la Verneda i la Pau            135   \n",
       "1056                           la Verneda i la Pau            136   \n",
       "1057                           la Verneda i la Pau            137   \n",
       "1058                           la Verneda i la Pau            138   \n",
       "1059                           la Verneda i la Pau            139   \n",
       "1060                           la Verneda i la Pau            140   \n",
       "1061                           la Verneda i la Pau            141   \n",
       "1062                           la Verneda i la Pau            142   \n",
       "1063                           la Verneda i la Pau            143   \n",
       "1064                                       el Clot            234   \n",
       "1065  Diagonal Mar i el Front Marítim del Poblenou            235   \n",
       "1066  Diagonal Mar i el Front Marítim del Poblenou            236   \n",
       "1067                       Provençals del Poblenou            237   \n",
       "\n",
       "      Import_Renda_Bruta_€  \n",
       "1018                 57905  \n",
       "1019                 37917  \n",
       "1020                 42459  \n",
       "1021                 47072  \n",
       "1022                 40976  \n",
       "1023                 44783  \n",
       "1024                 57014  \n",
       "1025                 48301  \n",
       "1026                 44529  \n",
       "1027                 59953  \n",
       "1028                 41154  \n",
       "1029                 40760  \n",
       "1030                 38965  \n",
       "1031                 42566  \n",
       "1032                 54228  \n",
       "1033                 43058  \n",
       "1034                 38271  \n",
       "1035                 38368  \n",
       "1036                 35402  \n",
       "1037                 40546  \n",
       "1038                 56537  \n",
       "1039                 35219  \n",
       "1040                 38778  \n",
       "1041                 39463  \n",
       "1042                 52303  \n",
       "1043                 43900  \n",
       "1044                 48649  \n",
       "1045                 40695  \n",
       "1046                 46929  \n",
       "1047                 50370  \n",
       "1048                 44911  \n",
       "1049                 51254  \n",
       "1050                 42088  \n",
       "1051                 55904  \n",
       "1052                 41403  \n",
       "1053                 36465  \n",
       "1054                 34956  \n",
       "1055                 40154  \n",
       "1056                 40160  \n",
       "1057                 36194  \n",
       "1058                 32561  \n",
       "1059                 33116  \n",
       "1060                 35176  \n",
       "1061                 35917  \n",
       "1062                 33894  \n",
       "1063                 40933  \n",
       "1064                 47058  \n",
       "1065                 35643  \n",
       "1066                 39514  \n",
       "1067                 35946  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df.tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1475c339",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1068, 7)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c63b1d42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1068 entries, 0 to 1067\n",
      "Data columns (total 7 columns):\n",
      " #   Column                Non-Null Count  Dtype \n",
      "---  ------                --------------  ----- \n",
      " 0   Any                   1068 non-null   int64 \n",
      " 1   Codi_Districte        1068 non-null   int64 \n",
      " 2   Nom_Districte         1068 non-null   object\n",
      " 3   Codi_Barri            1068 non-null   int64 \n",
      " 4   Nom_Barri             1068 non-null   object\n",
      " 5   Seccio_Censal         1068 non-null   int64 \n",
      " 6   Import_Renda_Bruta_€  1068 non-null   int64 \n",
      "dtypes: int64(5), object(2)\n",
      "memory usage: 58.5+ KB\n"
     ]
    }
   ],
   "source": [
    "income_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7222084",
   "metadata": {},
   "source": [
    "We don't have null values, and the data types seem correct except the column \"Any\" that represents a year so it should be transformed to a date type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1eee0127",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Any                     0\n",
       "Codi_Districte          0\n",
       "Nom_Districte           0\n",
       "Codi_Barri              0\n",
       "Nom_Barri               0\n",
       "Seccio_Censal           0\n",
       "Import_Renda_Bruta_€    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To check for duplicates in all the rows:\n",
    "duplicates = income_df[income_df.duplicated()]\n",
    "duplicates.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "348f7560",
   "metadata": {},
   "source": [
    "We don't have duplicates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a698d14e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Column: Any\n",
      "Unique Values:\n",
      "[2021]\n",
      "Value Counts:\n",
      "2021    1068\n",
      "Name: Any, dtype: int64\n",
      "Column: Codi_Districte\n",
      "Unique Values:\n",
      "[ 1  2  3  4  5  6  7  8  9 10]\n",
      "Value Counts:\n",
      "2     173\n",
      "10    147\n",
      "7     123\n",
      "3     117\n",
      "8     117\n",
      "5      98\n",
      "9      95\n",
      "6      87\n",
      "4      57\n",
      "1      54\n",
      "Name: Codi_Districte, dtype: int64\n",
      "Column: Nom_Districte\n",
      "Unique Values:\n",
      "['Ciutat Vella' \"L'Eixample\" 'Sants-Montjuïc' 'Les Corts'\n",
      " 'Sarrià-Sant Gervasi' 'Gràcia' 'Horta-Guinardó' 'Nou Barris'\n",
      " 'Sant Andreu' 'Sant Martí']\n",
      "Value Counts:\n",
      "L'Eixample             173\n",
      "Sant Martí             147\n",
      "Horta-Guinardó         123\n",
      "Sants-Montjuïc         117\n",
      "Nou Barris             117\n",
      "Sarrià-Sant Gervasi     98\n",
      "Sant Andreu             95\n",
      "Gràcia                  87\n",
      "Les Corts               57\n",
      "Ciutat Vella            54\n",
      "Name: Nom_Districte, dtype: int64\n",
      "Column: Codi_Barri\n",
      "Unique Values:\n",
      "[ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
      " 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48\n",
      " 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72\n",
      " 73]\n",
      "Value Counts:\n",
      "9     40\n",
      "60    39\n",
      "31    36\n",
      "19    35\n",
      "6     34\n",
      "      ..\n",
      "54     2\n",
      "58     2\n",
      "42     1\n",
      "12     1\n",
      "56     1\n",
      "Name: Codi_Barri, Length: 73, dtype: int64\n",
      "Column: Nom_Barri\n",
      "Unique Values:\n",
      "['el Raval' 'el Barri Gòtic' 'la Barceloneta'\n",
      " 'Sant Pere, Santa Caterina i la Ribera' 'el Fort Pienc'\n",
      " 'la Sagrada Família' \"la Dreta de l'Eixample\"\n",
      " \"l'Antiga Esquerra de l'Eixample\" \"la Nova Esquerra de l'Eixample\"\n",
      " 'Sant Antoni' 'el Poble Sec' 'la Marina del Prat Vermell'\n",
      " 'la Marina de Port' 'la Font de la Guatlla' 'Hostafrancs' 'la Bordeta'\n",
      " 'Sants-Badal' 'Sants' 'les Corts' 'la Maternitat i Sant Ramon'\n",
      " 'Pedralbes' 'Vallvidrera, el Tibidabo i les Planes' 'Sarrià'\n",
      " 'les Tres Torres' 'Sant Gervasi- la Bonanova' 'Sant Gervasi- Galvany'\n",
      " 'el Putxet i el Farró' 'Vallcarca i els Penitents' 'el Coll' 'la Salut'\n",
      " 'la Vila de Gràcia' \"el Camp d'en Grassot i Gràcia Nova\"\n",
      " 'el Baix Guinardó' 'Can Baró' 'el Guinardó' \"la Font d'en Fargues\"\n",
      " 'el Carmel' 'la Teixonera' 'Sant Genís dels Agudells' 'Montbau'\n",
      " \"la Vall d'Hebron\" 'la Clota' 'Horta' 'Vilapicina i la Torre Llobeta'\n",
      " 'Porta' 'el Turó de la Peira' 'Can Peguera' 'la Guineueta' 'Canyelles'\n",
      " 'les Roquetes' 'Verdun' 'la Prosperitat' 'la Trinitat Nova' 'Torre Baró'\n",
      " 'Ciutat Meridiana' 'Vallbona' 'la Trinitat Vella' 'Baró de Viver'\n",
      " 'el Bon Pastor' 'Sant Andreu' 'la Sagrera' 'el Congrés i els Indians'\n",
      " 'Navas' \"el Camp de l'Arpa del Clot\" 'el Clot'\n",
      " 'el Parc i la Llacuna del Poblenou' 'la Vila Olímpica del Poblenou'\n",
      " 'el Poblenou' 'Diagonal Mar i el Front Marítim del Poblenou'\n",
      " 'el Besòs i el Maresme' 'Provençals del Poblenou'\n",
      " 'Sant Martí de Provençals' 'la Verneda i la Pau']\n",
      "Value Counts:\n",
      "la Nova Esquerra de l'Eixample    40\n",
      "Sant Andreu                       39\n",
      "la Vila de Gràcia                 36\n",
      "les Corts                         35\n",
      "la Sagrada Família                34\n",
      "                                  ..\n",
      "Torre Baró                         2\n",
      "Baró de Viver                      2\n",
      "la Clota                           1\n",
      "la Marina del Prat Vermell         1\n",
      "Vallbona                           1\n",
      "Name: Nom_Barri, Length: 73, dtype: int64\n",
      "Column: Seccio_Censal\n",
      "Unique Values:\n",
      "[  1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17  18\n",
      "  19  20  21  22  23  25  26  27  28  29  30  31  32  33  34  35  36  37\n",
      "  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53  54  55\n",
      "  24  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71  72\n",
      "  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89  90\n",
      "  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107 108\n",
      " 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126\n",
      " 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144\n",
      " 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162\n",
      " 163 164 165 166 167 168 169 170 171 172 173 211 212 213 215 234 235 236\n",
      " 237]\n",
      "Value Counts:\n",
      "1      10\n",
      "42     10\n",
      "31     10\n",
      "32     10\n",
      "33     10\n",
      "       ..\n",
      "155     1\n",
      "157     1\n",
      "159     1\n",
      "160     1\n",
      "237     1\n",
      "Name: Seccio_Censal, Length: 181, dtype: int64\n",
      "Column: Import_Renda_Bruta_€\n",
      "Unique Values:\n",
      "[34839 27777 31082 ... 40933 39514 35946]\n",
      "Value Counts:\n",
      "131719    28\n",
      "35396      2\n",
      "29442      2\n",
      "47058      2\n",
      "52359      2\n",
      "          ..\n",
      "67533      1\n",
      "72897      1\n",
      "64306      1\n",
      "71738      1\n",
      "35946      1\n",
      "Name: Import_Renda_Bruta_€, Length: 1025, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# For loop to iterate through all columns \n",
    "# View unique values and count values\n",
    "for column in income_df.columns:\n",
    "    unique_values = income_df[column].unique()\n",
    "    value_counts = income_df[column].value_counts()\n",
    "    print(f\"Column: {column}\")\n",
    "    print(\"Unique Values:\")\n",
    "    print(unique_values)\n",
    "    print(\"Value Counts:\")\n",
    "    print(value_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93c5ee85",
   "metadata": {},
   "source": [
    "In Barcelona, there are 10 districts, and when checking the 'Nom_Districte' column, we see that everything is correct because there are 10 unique values that correctly represent the names of the 10 districts.\n",
    "\n",
    "Also in the 'Nom_Barri' column, we observe that the 73 neighborhoods of Barcelona are listed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91cc5dea",
   "metadata": {},
   "source": [
    "# Formatting the dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff84c6ba",
   "metadata": {},
   "source": [
    "## Removing Unnecessary Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4ac6d7e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Any', 'Codi_Districte', 'Nom_Districte', 'Codi_Barri', 'Nom_Barri',\n",
       "       'Seccio_Censal', 'Import_Renda_Bruta_€'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "527b9546",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop specific columns\n",
    "income_df = income_df.drop(['Codi_Districte', 'Codi_Barri', 'Seccio_Censal'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e71c81f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Any', 'Nom_Districte', 'Nom_Barri', 'Import_Renda_Bruta_€'], dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the change\n",
    "income_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f8e5779e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Any</th>\n",
       "      <th>Nom_Districte</th>\n",
       "      <th>Nom_Barri</th>\n",
       "      <th>Import_Renda_Bruta_€</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>34839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>27777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>31082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>34635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>27950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Any Nom_Districte Nom_Barri  Import_Renda_Bruta_€\n",
       "0  2021  Ciutat Vella  el Raval                 34839\n",
       "1  2021  Ciutat Vella  el Raval                 27777\n",
       "2  2021  Ciutat Vella  el Raval                 31082\n",
       "3  2021  Ciutat Vella  el Raval                 34635\n",
       "4  2021  Ciutat Vella  el Raval                 27950"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b77b187c",
   "metadata": {},
   "source": [
    "## Bringing the dataset into one fromat"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e253c6c2",
   "metadata": {},
   "source": [
    "##  Rename the columns so they follow the PE8 (snake case)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6df3839",
   "metadata": {},
   "source": [
    "I have the column names in Catalan. I am going to translate them into English and also change it accordingly and format the names to snake case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "50073467",
   "metadata": {},
   "outputs": [],
   "source": [
    "income_df.rename(columns={\n",
    "    'Any': 'year',\n",
    "    'Nom_Districte': 'district_name',\n",
    "    'Nom_Barri': 'neighborhood_name',\n",
    "    'Import_Renda_Bruta_€': 'gross_income_eur'\n",
    "}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0337aeec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['year', 'district_name', 'neighborhood_name', 'gross_income_eur'], dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check\n",
    "income_df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be15f029",
   "metadata": {},
   "source": [
    "## Correcting Data Types\n",
    "\n",
    "#### Converting 'year' to a date type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a2c03c98",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the 'year' column to date type\n",
    "income_df['year'] = pd.to_datetime(income_df['year'], format='%Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a32ac6b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year                 datetime64[ns]\n",
       "district_name                object\n",
       "neighborhood_name            object\n",
       "gross_income_eur              int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the conversion\n",
    "income_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a50d2b60",
   "metadata": {},
   "source": [
    "## Inspecting each column"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af8d43d1",
   "metadata": {},
   "source": [
    "### · year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "04c75a8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2021-01-01T00:00:00.000000000'], dtype='datetime64[ns]')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df[\"year\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9f2339b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2021-01-01    1068\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df[\"year\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a9af4f0",
   "metadata": {},
   "source": [
    "### · district_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "30ecbfc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ciutat Vella', \"L'Eixample\", 'Sants-Montjuïc', 'Les Corts',\n",
       "       'Sarrià-Sant Gervasi', 'Gràcia', 'Horta-Guinardó', 'Nou Barris',\n",
       "       'Sant Andreu', 'Sant Martí'], dtype=object)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df[\"district_name\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d613aa5",
   "metadata": {},
   "source": [
    "All the names of the 10 districts are correct but \"L'Eixample\" is not in the correct format so I will change it to \"Eixample\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5d23bb35",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace occurrences of \"L'Eixample\" with \"Eixample\" in the 'district_name' column of the 'income_df' DataFrame\n",
    "income_df['district_name'] = income_df['district_name'].replace(\"L'Eixample\", 'Eixample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "21aed7f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ciutat Vella', 'Eixample', 'Sants-Montjuïc', 'Les Corts',\n",
       "       'Sarrià-Sant Gervasi', 'Gràcia', 'Horta-Guinardó', 'Nou Barris',\n",
       "       'Sant Andreu', 'Sant Martí'], dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check\n",
    "income_df[\"district_name\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "71f75d34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Eixample               173\n",
       "Sant Martí             147\n",
       "Horta-Guinardó         123\n",
       "Sants-Montjuïc         117\n",
       "Nou Barris             117\n",
       "Sarrià-Sant Gervasi     98\n",
       "Sant Andreu             95\n",
       "Gràcia                  87\n",
       "Les Corts               57\n",
       "Ciutat Vella            54\n",
       "Name: district_name, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df[\"district_name\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4608eb2a",
   "metadata": {},
   "source": [
    "### · neighborhood_name"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b209e7f",
   "metadata": {},
   "source": [
    "Sort the value counts for each unique neighborhood name alphabetically so I can check on them easily:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "22eacd06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Baró de Viver                                    2\n",
      "Can Baró                                         7\n",
      "Can Peguera                                      2\n",
      "Canyelles                                        5\n",
      "Ciutat Meridiana                                 6\n",
      "Diagonal Mar i el Front Marítim del Poblenou     7\n",
      "Horta                                           21\n",
      "Hostafrancs                                     10\n",
      "Montbau                                          4\n",
      "Navas                                           13\n",
      "Pedralbes                                        7\n",
      "Porta                                           18\n",
      "Provençals del Poblenou                         12\n",
      "Sant Andreu                                     39\n",
      "Sant Antoni                                     24\n",
      "Sant Genís dels Agudells                         5\n",
      "Sant Gervasi- Galvany                           31\n",
      "Sant Gervasi- la Bonanova                       18\n",
      "Sant Martí de Provençals                        18\n",
      "Sant Pere, Santa Caterina i la Ribera           13\n",
      "Sants                                           29\n",
      "Sants-Badal                                     16\n",
      "Sarrià                                          16\n",
      "Torre Baró                                       2\n",
      "Vallbona                                         1\n",
      "Vallcarca i els Penitents                       11\n",
      "Vallvidrera, el Tibidabo i les Planes            3\n",
      "Verdun                                           8\n",
      "Vilapicina i la Torre Llobeta                   19\n",
      "el Baix Guinardó                                19\n",
      "el Barri Gòtic                                   9\n",
      "el Besòs i el Maresme                           13\n",
      "el Bon Pastor                                    7\n",
      "el Camp d'en Grassot i Gràcia Nova              25\n",
      "el Camp de l'Arpa del Clot                      25\n",
      "el Carmel                                       22\n",
      "el Clot                                         17\n",
      "el Coll                                          5\n",
      "el Congrés i els Indians                         9\n",
      "el Fort Pienc                                   20\n",
      "el Guinardó                                     25\n",
      "el Parc i la Llacuna del Poblenou                9\n",
      "el Poble Sec                                    24\n",
      "el Poblenou                                     20\n",
      "el Putxet i el Farró                            19\n",
      "el Raval                                        21\n",
      "el Turó de la Peira                             10\n",
      "l'Antiga Esquerra de l'Eixample                 26\n",
      "la Barceloneta                                  11\n",
      "la Bordeta                                      13\n",
      "la Clota                                         1\n",
      "la Dreta de l'Eixample                          29\n",
      "la Font d'en Fargues                             7\n",
      "la Font de la Guatlla                            7\n",
      "la Guineueta                                    11\n",
      "la Marina de Port                               17\n",
      "la Marina del Prat Vermell                       1\n",
      "la Maternitat i Sant Ramon                      15\n",
      "la Nova Esquerra de l'Eixample                  40\n",
      "la Prosperitat                                  20\n",
      "la Sagrada Família                              34\n",
      "la Sagrera                                      20\n",
      "la Salut                                        10\n",
      "la Teixonera                                     8\n",
      "la Trinitat Nova                                 5\n",
      "la Trinitat Vella                                5\n",
      "la Vall d'Hebron                                 4\n",
      "la Verneda i la Pau                             21\n",
      "la Vila Olímpica del Poblenou                    5\n",
      "la Vila de Gràcia                               36\n",
      "les Corts                                       35\n",
      "les Roquetes                                    10\n",
      "les Tres Torres                                 11\n",
      "Name: neighborhood_name, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Set pandas display options to show all rows\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "# Get the value counts for each unique neighborhood name and sort alphabetically\n",
    "neighborhood_counts = income_df['neighborhood_name'].value_counts().sort_index()\n",
    "\n",
    "# Print the sorted value counts\n",
    "print(neighborhood_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f1d1e07",
   "metadata": {},
   "source": [
    "It seems we have a complete and accurate list of Barcelona's neighborhoods. Also the format of each name seems correct."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5556744e",
   "metadata": {},
   "source": [
    "### Check if the neighborhoods assigned by district are correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fc7cdf3c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "District: Ciutat Vella\n",
      "- el Raval\n",
      "- el Barri Gòtic\n",
      "- la Barceloneta\n",
      "- Sant Pere, Santa Caterina i la Ribera\n",
      "\n",
      "District: Eixample\n",
      "- el Fort Pienc\n",
      "- la Sagrada Família\n",
      "- la Dreta de l'Eixample\n",
      "- l'Antiga Esquerra de l'Eixample\n",
      "- la Nova Esquerra de l'Eixample\n",
      "- Sant Antoni\n",
      "\n",
      "District: Gràcia\n",
      "- Vallcarca i els Penitents\n",
      "- el Coll\n",
      "- la Salut\n",
      "- la Vila de Gràcia\n",
      "- el Camp d'en Grassot i Gràcia Nova\n",
      "\n",
      "District: Horta-Guinardó\n",
      "- el Baix Guinardó\n",
      "- Can Baró\n",
      "- el Guinardó\n",
      "- la Font d'en Fargues\n",
      "- el Carmel\n",
      "- la Teixonera\n",
      "- Sant Genís dels Agudells\n",
      "- Montbau\n",
      "- la Vall d'Hebron\n",
      "- la Clota\n",
      "- Horta\n",
      "\n",
      "District: Les Corts\n",
      "- les Corts\n",
      "- la Maternitat i Sant Ramon\n",
      "- Pedralbes\n",
      "\n",
      "District: Nou Barris\n",
      "- Vilapicina i la Torre Llobeta\n",
      "- Porta\n",
      "- el Turó de la Peira\n",
      "- Can Peguera\n",
      "- la Guineueta\n",
      "- Canyelles\n",
      "- les Roquetes\n",
      "- Verdun\n",
      "- la Prosperitat\n",
      "- la Trinitat Nova\n",
      "- Torre Baró\n",
      "- Ciutat Meridiana\n",
      "- Vallbona\n",
      "\n",
      "District: Sant Andreu\n",
      "- la Trinitat Vella\n",
      "- Baró de Viver\n",
      "- el Bon Pastor\n",
      "- Sant Andreu\n",
      "- la Sagrera\n",
      "- el Congrés i els Indians\n",
      "- Navas\n",
      "\n",
      "District: Sant Martí\n",
      "- el Camp de l'Arpa del Clot\n",
      "- el Clot\n",
      "- el Parc i la Llacuna del Poblenou\n",
      "- la Vila Olímpica del Poblenou\n",
      "- el Poblenou\n",
      "- Diagonal Mar i el Front Marítim del Poblenou\n",
      "- el Besòs i el Maresme\n",
      "- Provençals del Poblenou\n",
      "- Sant Martí de Provençals\n",
      "- la Verneda i la Pau\n",
      "\n",
      "District: Sants-Montjuïc\n",
      "- el Poble Sec\n",
      "- la Marina del Prat Vermell\n",
      "- la Marina de Port\n",
      "- la Font de la Guatlla\n",
      "- Hostafrancs\n",
      "- la Bordeta\n",
      "- Sants-Badal\n",
      "- Sants\n",
      "\n",
      "District: Sarrià-Sant Gervasi\n",
      "- Vallvidrera, el Tibidabo i les Planes\n",
      "- Sarrià\n",
      "- les Tres Torres\n",
      "- Sant Gervasi- la Bonanova\n",
      "- Sant Gervasi- Galvany\n",
      "- el Putxet i el Farró\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Create a DataFrame to show neighborhood_name assigned to each district_name\n",
    "neighborhoods_by_district = income_df.groupby('district_name')['neighborhood_name'].unique().reset_index()\n",
    "\n",
    "# Loop through each district and print its assigned neighborhoods\n",
    "for index, row in neighborhoods_by_district.iterrows():\n",
    "    district_name = row['district_name']\n",
    "    neighborhood_names = row['neighborhood_name']\n",
    "    \n",
    "    print(f\"District: {district_name}\")\n",
    "    for neighborhood in neighborhood_names:\n",
    "        print(f\"- {neighborhood}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d9444fc",
   "metadata": {},
   "source": [
    "Everything is correct."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cb78f3b",
   "metadata": {},
   "source": [
    "### · gross_income_eur "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a0235c92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1068.000000\n",
       "mean      53840.528090\n",
       "std       20741.883734\n",
       "min       25218.000000\n",
       "25%       41458.750000\n",
       "50%       49079.500000\n",
       "75%       58783.500000\n",
       "max      131719.000000\n",
       "Name: gross_income_eur, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df[\"gross_income_eur\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecc7ad02",
   "metadata": {},
   "source": [
    "The **descriptive statistics for the 'gross_income_eur'** column offer various insights into the distribution of gross incomes in EUR:\n",
    "\n",
    "#### Income Range:\n",
    "\n",
    "Incomes vary from a minimum of 25,218 EUR to a maximum of 131,719 EUR, indicating a wide range of incomes across neighborhoods.\n",
    "\n",
    "#### Standard Deviation:\n",
    "\n",
    "A standard deviation of 20,741.88 EUR suggests considerable variability in incomes. This implies that some neighborhoods have incomes that differ significantly from the average.\n",
    "\n",
    "#### Average Income (Mean):\n",
    "\n",
    "The mean income is 53,840.53 EUR, but since the mean can be influenced by extreme values, it's important to also consider the median and the interquartile range.\n",
    "\n",
    "#### Typical Incomes (Median):\n",
    "\n",
    "The median income is 49,079.50 EUR, which is less than the mean. This suggests that the income distribution is right-skewed, meaning there is a tail of higher incomes that skews the mean upwards.\n",
    "\n",
    "#### Income Distribution (Quartiles):\n",
    "\n",
    "25% of neighborhoods have incomes less than or equal to 41,458.75 EUR, and 75% have incomes less than or equal to 58,783.50 EUR, indicating that half of the neighborhoods fall within this income range. This also shows a significant difference between the incomes of the top 25% and the rest of the neighborhoods."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e6212a6",
   "metadata": {},
   "source": [
    "## Split numerical and categorical columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fbe92b5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split numerical and categorical columns\n",
    "numerical_data = income_df.select_dtypes(include=['int64', 'float64'])\n",
    "categorical_data = income_df.select_dtypes(include=['object'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a6835cbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gross_income_eur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>33086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>32945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>26200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>30306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>29564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>25847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>32333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>35620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>32581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>32788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>31528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>30793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>32144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>29442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>43793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>38735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>48524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>42736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>40158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>43877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>37411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>35314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>33059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>34156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>36436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>36450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>29493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>31223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>37327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>29136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>35351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>33103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>27603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>37060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>50779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>36059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>38023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>34119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>29388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>41930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>39006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>33341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>55287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>30561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>32470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>49147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>52218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>52068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>61739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>48683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>62355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>63309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>60284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>56722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>54511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>48428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>43163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>43422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>45815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>59112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>61920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>60119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>53937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>46296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>47226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>55766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>51941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>47558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>47058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>53919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>53406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>52554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>52893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>44130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>57825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>50914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>47364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>42426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>50060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>59777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>61621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>60296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>50678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>45109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>50029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>58492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>58649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>47005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>56961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>48835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>54595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>50430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>46391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>48164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>44950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>55570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>53463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>55236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>57751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>57265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>71125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>64343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>70196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>63699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>56428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>70082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>90469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>81418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>63092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>60615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>51698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>55757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>66356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>75594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>76724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>84373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>74590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>77443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>70077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>78930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>65162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>74783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>87558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>85412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>76323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>70978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>83087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>63122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>68694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>75248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>66124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>72579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>65608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>57993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>64727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>56361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>63846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>58838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>62817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>55952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>53915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>57771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>68746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>59140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>60575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>68905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>50592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>67317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>54131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>73665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>68964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>72528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>80569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>58774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>58979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>74658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>74573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>56667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>58598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>73861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>62267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>68705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>61383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>59021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>59231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>67894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>53844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>62262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>59756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>61553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>51518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>50365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>57260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>93803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>55000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>58068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>57871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>53517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>49915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>57970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>52476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>59616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>51297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>55354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>53147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>51375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>55725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>64531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>56610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>54845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>53493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>54973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>55412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>51771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>56366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>59634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>56274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>46323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>47763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>51395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>49270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>53617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>56223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>58878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>53282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>48167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>57714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>53176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>54465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>50792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>53775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>51710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>49208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>49372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>46358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>45120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>48560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>41455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>36389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>37341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>42534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>36999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>40849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>40407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>36521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>42495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>39421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>33538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>37893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>36005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>36325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>38096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>37672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>34485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>42644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>39797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>47389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>44312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>43024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>38819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>38889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>32820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>38261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>42072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>52196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>38082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>42115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>39638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>35814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>31882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>40895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>45516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>48726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>49030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>32341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>30593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>48183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>46102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>43607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>47827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>43820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>44517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>55378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>42604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>50429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>47594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>46772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>41481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>46247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>42162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>47999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>44132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>44266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>41331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>60852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>40154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>48775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>39420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>42971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>47876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>50786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>49694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>45416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>49498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>37918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>52509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>40450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>37967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>38132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>47998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>47010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>45174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>40439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>42979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>43858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>39021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>43879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>48015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>51710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>51278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>50400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>50198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>60075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>57608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>45107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>52115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>60020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>55772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>50152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>52359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>49599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>46904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>45730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>35396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>41759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>44020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>43347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>44727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>46383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>43791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>44131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>44289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>48102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>49675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>48566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>49449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>48634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>50624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>56607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>65094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>63151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>49752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>38662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>36692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>61362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>69331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>64633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>56016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>55318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>58486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>48161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>48626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>57160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>67533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>72897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>64306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>71738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>78491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>65816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>70381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>66685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>71783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>96091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>76726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>84225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>65684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>61594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>64375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>71716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>61441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>75707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>70636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>59091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>57243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>54765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>77728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>65491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>55519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>61934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>59153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>52030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>45289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>45283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>43780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>70660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>53859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>51503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>88324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>69813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>71429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>101106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>77896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>85689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>103762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>75135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>56544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>102026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>103860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>109871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>125924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>88785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>81399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>93540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>72634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>79938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>94257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>91011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>72058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>82543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>118238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>95721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>70167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>130077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>116729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>89870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>130871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>121415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>77655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>73239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>119470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>70372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>80311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>77513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>70991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>81123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>108047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>115689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>111118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>84806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>121361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>105679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>121877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>96493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>131719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>72073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>94364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>102628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>81004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>79395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>101729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>98160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>80172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>82266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>78561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>72496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>93037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>73232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>90886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>78949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>84788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>101070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>102598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>85688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>69723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>71737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>63898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>65821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>65909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>61949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>63187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>71160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>76978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>80084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>64626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>69760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>107748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>79812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>98659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>62255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>57213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>77147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>63874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>50789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>50520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>50113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>54568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>81833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>62980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>56329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>83299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>68502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>67119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>78365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>52523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>50174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>44930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>41074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>47018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>50186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>54759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>53655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>65332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>56772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>81783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>58515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>61671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>54329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>62764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>48239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>53400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>47901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>51145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>51028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>50438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>47225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>64980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>59057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>60997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>52403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>45970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>60514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>60902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>69785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>57157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>70366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>53621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>53512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>43265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>48994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>53473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>45248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>54735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>46881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>51507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>45927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>49616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>45571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>43065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>51106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>47522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>48792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>48490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>46423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>46003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>57618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>62410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>46622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>51673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>61955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>57363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>50511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>59694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>62631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>51485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>56404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>65186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>58763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>48628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>46561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>53599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>52948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>50592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>58417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>60111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>51025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>58248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>66941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>63612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>58110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>56060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>40582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>54180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>46320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>44915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>54816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>46325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>56035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>44534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>52850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>45382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>43362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>57738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>39770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>50183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>58525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>48459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>49964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>49431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>48499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>58863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>46985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>37090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>45735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>43107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>45922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>46365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>46776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>49894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>40259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>42771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>47574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>49827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>57091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>57091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>55229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>47914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>45387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>49901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>46870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>43877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>46940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>47355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>51333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>45215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>43342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>45441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>47657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>45465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>43954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>46768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>63910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>55157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>73443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>78474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>54899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>57081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>52427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>36056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>35798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>38045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>39100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>32980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>34252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>29544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>32196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>32443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>32244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>32048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>34704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>39990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>38511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>32630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>34177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>34093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>34602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>34421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>34433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>33343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>38670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>40688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>36789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>35233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>38136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>40608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>37921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>38230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>42351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>50179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>43065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>41003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>33320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>41460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>42883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>45280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>40168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>49357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>70224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>55333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>46368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>46815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>46694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>45146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>40196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>49404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>51344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>57534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>52009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>37900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>51716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>57545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>52676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>42900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>52729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>58434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>47127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>48919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>47774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>41753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>42776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>39051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>43910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>49563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>43054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>47273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>42504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>40411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>45290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>47293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>48202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>46942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>44809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>49200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>53039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>44538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>43121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>44204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>37571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>40902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>47074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>44543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>40518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>40878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>43234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>44502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>38334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>40214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>36009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>43363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>46175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>38020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>33279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>40699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>39444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>42787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>32164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>32441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>35396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>32068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>37161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>36704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>36367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>31499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>29442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>42836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>35643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>31793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>33358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>33186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>30732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>25218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>31016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>50478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>51049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>41713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>47679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>40649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>56850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>39485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>40472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>36386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>40312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>43199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>38130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>43158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>49788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>39428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>32669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>28378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>35432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>31239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>32071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>30629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>31929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>37117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>26867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>30808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>32655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>33939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>29179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>29270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>29617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>32986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>31356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>32724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>35021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>35078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>34704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>35375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>34200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>35537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>34341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>37198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>35810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>39930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>35254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>36188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>46010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>38761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>35817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>34075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>34593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>33536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>36568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>29905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>26085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>29285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>31302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>31504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>30184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>34201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>31415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>25308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>28829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>29995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>29274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>31591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>29513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>31943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>47941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>29431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>31015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>31145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>32235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>42386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>31801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>27076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>69119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>47043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>35738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>32762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>30336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>33564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>32450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>47620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>49738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>48337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>57974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>48855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>53936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>56273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>56017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>47972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>52152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>52678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>52432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>66757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>44247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>53870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>56115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>41137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>42556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>39037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>45573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>49299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>40747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>53711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>47259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>55908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>44771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>51709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>42937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>49842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>48334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>52671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>50787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>45565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>49129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>50636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>50419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>48330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>52657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>50665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>45340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>46684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>45056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>53288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>47426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>44881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>54366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>48357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>52045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>52086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>46802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>50635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>43943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>49411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>45473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>33035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>44073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>35411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>48487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>44302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>47200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>41638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>43721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>46568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>49460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>46279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>46213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>48678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>48503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>51936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>48736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>48680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>51111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>40820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>42985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>42883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>49148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>50205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>46060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>47640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>50619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>45811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>41524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>44615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>46561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>46423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>48806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>50168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>62413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>45254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>46712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>43553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>50748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>54600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>46156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>45708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>46429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>51572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>49227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>45235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>47635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>40874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>44426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>47489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>44384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>52359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>45194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>52691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>50338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>51120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>46277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>48355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>44588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>51886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>53442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>45865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>59936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>64428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>38474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>52982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>47062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>46487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>48075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>44498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>47350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>50580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>57561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>51102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>53068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>54318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>53593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>55143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>60478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>82633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>100778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>83317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>100275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>47565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>45245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>43786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>55566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>49532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>56895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>57831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>56628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>55834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>56454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>58812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>82380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>69256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>66592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>48172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>61542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>54520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>45597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>47999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>50354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>53737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>77677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>76950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>60322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>96167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>40281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>26257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>25616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>30297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>27817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>31033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>29988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>41864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>29872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>36785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>39755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>47009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>50211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>53904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>42377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>60748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>58213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>57905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>37917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>42459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>47072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>40976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>44783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>57014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>48301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>44529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>59953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>41154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>40760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>38965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>42566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>54228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>43058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>38271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>38368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>35402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>40546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>56537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>35219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>38778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>39463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>52303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>43900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>48649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>40695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>46929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>50370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>44911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>51254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>42088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>55904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>41403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>36465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>34956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>40154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>40160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>36194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>32561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>33116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>35176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>35917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>33894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>40933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>47058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>35643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>39514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>35946</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      gross_income_eur\n",
       "0                34839\n",
       "1                27777\n",
       "2                31082\n",
       "3                34635\n",
       "4                27950\n",
       "5                33086\n",
       "6                32945\n",
       "7                26200\n",
       "8                30306\n",
       "9                29564\n",
       "10               25847\n",
       "11               32333\n",
       "12               35620\n",
       "13               32581\n",
       "14               32788\n",
       "15               31528\n",
       "16               30793\n",
       "17               32144\n",
       "18               29442\n",
       "19               43793\n",
       "20               38735\n",
       "21               48524\n",
       "22               42736\n",
       "23               40158\n",
       "24               43877\n",
       "25               37411\n",
       "26               35314\n",
       "27               33059\n",
       "28               34156\n",
       "29               36436\n",
       "30               36450\n",
       "31               32069\n",
       "32               29493\n",
       "33               31223\n",
       "34               37327\n",
       "35               35710\n",
       "36               29136\n",
       "37               35351\n",
       "38               33103\n",
       "39               27603\n",
       "40               37060\n",
       "41               50779\n",
       "42               43386\n",
       "43               36059\n",
       "44               38023\n",
       "45               34119\n",
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       "779              31929\n",
       "780              37117\n",
       "781              26867\n",
       "782              30808\n",
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       "785              29179\n",
       "786              29270\n",
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       "923              46561\n",
       "924              46423\n",
       "925              48806\n",
       "926              50168\n",
       "927              62413\n",
       "928              45254\n",
       "929              46712\n",
       "930              43553\n",
       "931              50748\n",
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       "968              54318\n",
       "969              53593\n",
       "970              55143\n",
       "971              60478\n",
       "972              82633\n",
       "973             100778\n",
       "974              83317\n",
       "975             100275\n",
       "976              47565\n",
       "977              45245\n",
       "978              43786\n",
       "979              55566\n",
       "980              49532\n",
       "981              56895\n",
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       "983              56628\n",
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       "987              82380\n",
       "988              69256\n",
       "989              66592\n",
       "990              48172\n",
       "991              61542\n",
       "992              54520\n",
       "993              45597\n",
       "994              47999\n",
       "995              50354\n",
       "996              53737\n",
       "997              77677\n",
       "998              76950\n",
       "999              60322\n",
       "1000             96167\n",
       "1001             40281\n",
       "1002             26257\n",
       "1003             25616\n",
       "1004             30297\n",
       "1005             27817\n",
       "1006             31033\n",
       "1007             29988\n",
       "1008             41864\n",
       "1009             29872\n",
       "1010             36785\n",
       "1011             39755\n",
       "1012             47009\n",
       "1013             50211\n",
       "1014             53904\n",
       "1015             42377\n",
       "1016             60748\n",
       "1017             58213\n",
       "1018             57905\n",
       "1019             37917\n",
       "1020             42459\n",
       "1021             47072\n",
       "1022             40976\n",
       "1023             44783\n",
       "1024             57014\n",
       "1025             48301\n",
       "1026             44529\n",
       "1027             59953\n",
       "1028             41154\n",
       "1029             40760\n",
       "1030             38965\n",
       "1031             42566\n",
       "1032             54228\n",
       "1033             43058\n",
       "1034             38271\n",
       "1035             38368\n",
       "1036             35402\n",
       "1037             40546\n",
       "1038             56537\n",
       "1039             35219\n",
       "1040             38778\n",
       "1041             39463\n",
       "1042             52303\n",
       "1043             43900\n",
       "1044             48649\n",
       "1045             40695\n",
       "1046             46929\n",
       "1047             50370\n",
       "1048             44911\n",
       "1049             51254\n",
       "1050             42088\n",
       "1051             55904\n",
       "1052             41403\n",
       "1053             36465\n",
       "1054             34956\n",
       "1055             40154\n",
       "1056             40160\n",
       "1057             36194\n",
       "1058             32561\n",
       "1059             33116\n",
       "1060             35176\n",
       "1061             35917\n",
       "1062             33894\n",
       "1063             40933\n",
       "1064             47058\n",
       "1065             35643\n",
       "1066             39514\n",
       "1067             35946"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerical_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bad5f8ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>district_name</th>\n",
       "      <th>neighborhood_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Barri Gòtic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>la Barceloneta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>el Fort Pienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Sagrada Família</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Eixample</td>\n",
       "      <td>Sant Antoni</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>el Poble Sec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina del Prat Vermell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Hostafrancs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Bordeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants-Badal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>Sants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>la Marina de Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>les Corts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>Pedralbes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Les Corts</td>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Vallvidrera, el Tibidabo i les Planes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Vallvidrera, el Tibidabo i les Planes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Vallvidrera, el Tibidabo i les Planes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sarrià</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>les Tres Torres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Coll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Coll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Coll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Coll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Coll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Salut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Gràcia</td>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Baix Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Can Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Guinardó</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>el Carmel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Teixonera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Sant Genís dels Agudells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Sant Genís dels Agudells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Sant Genís dels Agudells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Sant Genís dels Agudells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Sant Genís dels Agudells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Montbau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Montbau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Montbau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Montbau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Vall d'Hebron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Vall d'Hebron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Vall d'Hebron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Vall d'Hebron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>la Clota</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>Horta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Porta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>el Turó de la Peira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Can Peguera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Can Peguera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Canyelles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Canyelles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Canyelles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Canyelles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Canyelles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>les Roquetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Verdun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Prosperitat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Trinitat Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Trinitat Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Trinitat Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Trinitat Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Trinitat Nova</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Torre Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Torre Baró</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>Vallbona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>la Guineueta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Trinitat Vella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Trinitat Vella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Trinitat Vella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Trinitat Vella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Trinitat Vella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Baró de Viver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Baró de Viver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Bon Pastor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Sant Andreu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>Navas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>la Sagrera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Vila Olímpica del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Vila Olímpica del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Vila Olímpica del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Vila Olímpica del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Vila Olímpica del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>el Clot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            district_name                             neighborhood_name\n",
       "0            Ciutat Vella                                      el Raval\n",
       "1            Ciutat Vella                                      el Raval\n",
       "2            Ciutat Vella                                      el Raval\n",
       "3            Ciutat Vella                                      el Raval\n",
       "4            Ciutat Vella                                      el Raval\n",
       "5            Ciutat Vella                                      el Raval\n",
       "6            Ciutat Vella                                      el Raval\n",
       "7            Ciutat Vella                                      el Raval\n",
       "8            Ciutat Vella                                      el Raval\n",
       "9            Ciutat Vella                                      el Raval\n",
       "10           Ciutat Vella                                      el Raval\n",
       "11           Ciutat Vella                                      el Raval\n",
       "12           Ciutat Vella                                      el Raval\n",
       "13           Ciutat Vella                                      el Raval\n",
       "14           Ciutat Vella                                      el Raval\n",
       "15           Ciutat Vella                                      el Raval\n",
       "16           Ciutat Vella                                      el Raval\n",
       "17           Ciutat Vella                                      el Raval\n",
       "18           Ciutat Vella                                      el Raval\n",
       "19           Ciutat Vella                                      el Raval\n",
       "20           Ciutat Vella                                      el Raval\n",
       "21           Ciutat Vella                                el Barri Gòtic\n",
       "22           Ciutat Vella                                el Barri Gòtic\n",
       "23           Ciutat Vella                                el Barri Gòtic\n",
       "24           Ciutat Vella                                el Barri Gòtic\n",
       "25           Ciutat Vella                                el Barri Gòtic\n",
       "26           Ciutat Vella                                el Barri Gòtic\n",
       "27           Ciutat Vella                                el Barri Gòtic\n",
       "28           Ciutat Vella                                el Barri Gòtic\n",
       "29           Ciutat Vella                                el Barri Gòtic\n",
       "30           Ciutat Vella                                la Barceloneta\n",
       "31           Ciutat Vella                                la Barceloneta\n",
       "32           Ciutat Vella                                la Barceloneta\n",
       "33           Ciutat Vella                                la Barceloneta\n",
       "34           Ciutat Vella                                la Barceloneta\n",
       "35           Ciutat Vella                                la Barceloneta\n",
       "36           Ciutat Vella                                la Barceloneta\n",
       "37           Ciutat Vella                                la Barceloneta\n",
       "38           Ciutat Vella                                la Barceloneta\n",
       "39           Ciutat Vella                                la Barceloneta\n",
       "40           Ciutat Vella                                la Barceloneta\n",
       "41           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "42           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "43           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "44           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "45           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "46           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "47           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "48           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "49           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "50           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "51           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "52           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "53           Ciutat Vella         Sant Pere, Santa Caterina i la Ribera\n",
       "54               Eixample                                 el Fort Pienc\n",
       "55               Eixample                                 el Fort Pienc\n",
       "56               Eixample                                 el Fort Pienc\n",
       "57               Eixample                                 el Fort Pienc\n",
       "58               Eixample                                 el Fort Pienc\n",
       "59               Eixample                                 el Fort Pienc\n",
       "60               Eixample                                 el Fort Pienc\n",
       "61               Eixample                                 el Fort Pienc\n",
       "62               Eixample                                 el Fort Pienc\n",
       "63               Eixample                                 el Fort Pienc\n",
       "64               Eixample                                 el Fort Pienc\n",
       "65               Eixample                                 el Fort Pienc\n",
       "66               Eixample                                 el Fort Pienc\n",
       "67               Eixample                                 el Fort Pienc\n",
       "68               Eixample                                 el Fort Pienc\n",
       "69               Eixample                                 el Fort Pienc\n",
       "70               Eixample                                 el Fort Pienc\n",
       "71               Eixample                                 el Fort Pienc\n",
       "72               Eixample                                 el Fort Pienc\n",
       "73               Eixample                                 el Fort Pienc\n",
       "74               Eixample                            la Sagrada Família\n",
       "75               Eixample                            la Sagrada Família\n",
       "76               Eixample                            la Sagrada Família\n",
       "77               Eixample                            la Sagrada Família\n",
       "78               Eixample                            la Sagrada Família\n",
       "79               Eixample                            la Sagrada Família\n",
       "80               Eixample                            la Sagrada Família\n",
       "81               Eixample                            la Sagrada Família\n",
       "82               Eixample                            la Sagrada Família\n",
       "83               Eixample                            la Sagrada Família\n",
       "84               Eixample                            la Sagrada Família\n",
       "85               Eixample                            la Sagrada Família\n",
       "86               Eixample                            la Sagrada Família\n",
       "87               Eixample                            la Sagrada Família\n",
       "88               Eixample                            la Sagrada Família\n",
       "89               Eixample                            la Sagrada Família\n",
       "90               Eixample                            la Sagrada Família\n",
       "91               Eixample                            la Sagrada Família\n",
       "92               Eixample                            la Sagrada Família\n",
       "93               Eixample                            la Sagrada Família\n",
       "94               Eixample                            la Sagrada Família\n",
       "95               Eixample                            la Sagrada Família\n",
       "96               Eixample                            la Sagrada Família\n",
       "97               Eixample                            la Sagrada Família\n",
       "98               Eixample                            la Sagrada Família\n",
       "99               Eixample                            la Sagrada Família\n",
       "100              Eixample                            la Sagrada Família\n",
       "101              Eixample                            la Sagrada Família\n",
       "102              Eixample                            la Sagrada Família\n",
       "103              Eixample                            la Sagrada Família\n",
       "104              Eixample                            la Sagrada Família\n",
       "105              Eixample                            la Sagrada Família\n",
       "106              Eixample                            la Sagrada Família\n",
       "107              Eixample                            la Sagrada Família\n",
       "108              Eixample                        la Dreta de l'Eixample\n",
       "109              Eixample                        la Dreta de l'Eixample\n",
       "110              Eixample                        la Dreta de l'Eixample\n",
       "111              Eixample                        la Dreta de l'Eixample\n",
       "112              Eixample                        la Dreta de l'Eixample\n",
       "113              Eixample                        la Dreta de l'Eixample\n",
       "114              Eixample                        la Dreta de l'Eixample\n",
       "115              Eixample                        la Dreta de l'Eixample\n",
       "116              Eixample                        la Dreta de l'Eixample\n",
       "117              Eixample                        la Dreta de l'Eixample\n",
       "118              Eixample                        la Dreta de l'Eixample\n",
       "119              Eixample                        la Dreta de l'Eixample\n",
       "120              Eixample                        la Dreta de l'Eixample\n",
       "121              Eixample                        la Dreta de l'Eixample\n",
       "122              Eixample                        la Dreta de l'Eixample\n",
       "123              Eixample                        la Dreta de l'Eixample\n",
       "124              Eixample                        la Dreta de l'Eixample\n",
       "125              Eixample                        la Dreta de l'Eixample\n",
       "126              Eixample                        la Dreta de l'Eixample\n",
       "127              Eixample                        la Dreta de l'Eixample\n",
       "128              Eixample                        la Dreta de l'Eixample\n",
       "129              Eixample                        la Dreta de l'Eixample\n",
       "130              Eixample                        la Dreta de l'Eixample\n",
       "131              Eixample                        la Dreta de l'Eixample\n",
       "132              Eixample                        la Dreta de l'Eixample\n",
       "133              Eixample                        la Dreta de l'Eixample\n",
       "134              Eixample                        la Dreta de l'Eixample\n",
       "135              Eixample                        la Dreta de l'Eixample\n",
       "136              Eixample                        la Dreta de l'Eixample\n",
       "137              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "138              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "139              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "140              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "141              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "142              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "143              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "144              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "145              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "146              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "147              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "148              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "149              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "150              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "151              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "152              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "153              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "154              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "155              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "156              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "157              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "158              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "159              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "160              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "161              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "162              Eixample               l'Antiga Esquerra de l'Eixample\n",
       "163              Eixample                la Nova Esquerra de l'Eixample\n",
       "164              Eixample                la Nova Esquerra de l'Eixample\n",
       "165              Eixample                la Nova Esquerra de l'Eixample\n",
       "166              Eixample                la Nova Esquerra de l'Eixample\n",
       "167              Eixample                la Nova Esquerra de l'Eixample\n",
       "168              Eixample                la Nova Esquerra de l'Eixample\n",
       "169              Eixample                la Nova Esquerra de l'Eixample\n",
       "170              Eixample                la Nova Esquerra de l'Eixample\n",
       "171              Eixample                la Nova Esquerra de l'Eixample\n",
       "172              Eixample                la Nova Esquerra de l'Eixample\n",
       "173              Eixample                la Nova Esquerra de l'Eixample\n",
       "174              Eixample                la Nova Esquerra de l'Eixample\n",
       "175              Eixample                la Nova Esquerra de l'Eixample\n",
       "176              Eixample                la Nova Esquerra de l'Eixample\n",
       "177              Eixample                la Nova Esquerra de l'Eixample\n",
       "178              Eixample                la Nova Esquerra de l'Eixample\n",
       "179              Eixample                la Nova Esquerra de l'Eixample\n",
       "180              Eixample                la Nova Esquerra de l'Eixample\n",
       "181              Eixample                la Nova Esquerra de l'Eixample\n",
       "182              Eixample                la Nova Esquerra de l'Eixample\n",
       "183              Eixample                la Nova Esquerra de l'Eixample\n",
       "184              Eixample                la Nova Esquerra de l'Eixample\n",
       "185              Eixample                la Nova Esquerra de l'Eixample\n",
       "186              Eixample                la Nova Esquerra de l'Eixample\n",
       "187              Eixample                la Nova Esquerra de l'Eixample\n",
       "188              Eixample                la Nova Esquerra de l'Eixample\n",
       "189              Eixample                la Nova Esquerra de l'Eixample\n",
       "190              Eixample                la Nova Esquerra de l'Eixample\n",
       "191              Eixample                la Nova Esquerra de l'Eixample\n",
       "192              Eixample                la Nova Esquerra de l'Eixample\n",
       "193              Eixample                la Nova Esquerra de l'Eixample\n",
       "194              Eixample                la Nova Esquerra de l'Eixample\n",
       "195              Eixample                la Nova Esquerra de l'Eixample\n",
       "196              Eixample                la Nova Esquerra de l'Eixample\n",
       "197              Eixample                la Nova Esquerra de l'Eixample\n",
       "198              Eixample                la Nova Esquerra de l'Eixample\n",
       "199              Eixample                la Nova Esquerra de l'Eixample\n",
       "200              Eixample                la Nova Esquerra de l'Eixample\n",
       "201              Eixample                la Nova Esquerra de l'Eixample\n",
       "202              Eixample                la Nova Esquerra de l'Eixample\n",
       "203              Eixample                                   Sant Antoni\n",
       "204              Eixample                                   Sant Antoni\n",
       "205              Eixample                                   Sant Antoni\n",
       "206              Eixample                                   Sant Antoni\n",
       "207              Eixample                                   Sant Antoni\n",
       "208              Eixample                                   Sant Antoni\n",
       "209              Eixample                                   Sant Antoni\n",
       "210              Eixample                                   Sant Antoni\n",
       "211              Eixample                                   Sant Antoni\n",
       "212              Eixample                                   Sant Antoni\n",
       "213              Eixample                                   Sant Antoni\n",
       "214              Eixample                                   Sant Antoni\n",
       "215              Eixample                                   Sant Antoni\n",
       "216              Eixample                                   Sant Antoni\n",
       "217              Eixample                                   Sant Antoni\n",
       "218              Eixample                                   Sant Antoni\n",
       "219              Eixample                                   Sant Antoni\n",
       "220              Eixample                                   Sant Antoni\n",
       "221              Eixample                                   Sant Antoni\n",
       "222              Eixample                                   Sant Antoni\n",
       "223              Eixample                                   Sant Antoni\n",
       "224              Eixample                                   Sant Antoni\n",
       "225              Eixample                                   Sant Antoni\n",
       "226              Eixample                                   Sant Antoni\n",
       "227        Sants-Montjuïc                                  el Poble Sec\n",
       "228        Sants-Montjuïc                                  el Poble Sec\n",
       "229        Sants-Montjuïc                                  el Poble Sec\n",
       "230        Sants-Montjuïc                                  el Poble Sec\n",
       "231        Sants-Montjuïc                                  el Poble Sec\n",
       "232        Sants-Montjuïc                                  el Poble Sec\n",
       "233        Sants-Montjuïc                                  el Poble Sec\n",
       "234        Sants-Montjuïc                                  el Poble Sec\n",
       "235        Sants-Montjuïc                                  el Poble Sec\n",
       "236        Sants-Montjuïc                                  el Poble Sec\n",
       "237        Sants-Montjuïc                                  el Poble Sec\n",
       "238        Sants-Montjuïc                                  el Poble Sec\n",
       "239        Sants-Montjuïc                                  el Poble Sec\n",
       "240        Sants-Montjuïc                                  el Poble Sec\n",
       "241        Sants-Montjuïc                                  el Poble Sec\n",
       "242        Sants-Montjuïc                                  el Poble Sec\n",
       "243        Sants-Montjuïc                                  el Poble Sec\n",
       "244        Sants-Montjuïc                                  el Poble Sec\n",
       "245        Sants-Montjuïc                                  el Poble Sec\n",
       "246        Sants-Montjuïc                                  el Poble Sec\n",
       "247        Sants-Montjuïc                                  el Poble Sec\n",
       "248        Sants-Montjuïc                                  el Poble Sec\n",
       "249        Sants-Montjuïc                                  el Poble Sec\n",
       "250        Sants-Montjuïc                                  el Poble Sec\n",
       "251        Sants-Montjuïc                    la Marina del Prat Vermell\n",
       "252        Sants-Montjuïc                             la Marina de Port\n",
       "253        Sants-Montjuïc                             la Marina de Port\n",
       "254        Sants-Montjuïc                             la Marina de Port\n",
       "255        Sants-Montjuïc                             la Marina de Port\n",
       "256        Sants-Montjuïc                             la Marina de Port\n",
       "257        Sants-Montjuïc                             la Marina de Port\n",
       "258        Sants-Montjuïc                             la Marina de Port\n",
       "259        Sants-Montjuïc                             la Marina de Port\n",
       "260        Sants-Montjuïc                             la Marina de Port\n",
       "261        Sants-Montjuïc                             la Marina de Port\n",
       "262        Sants-Montjuïc                             la Marina de Port\n",
       "263        Sants-Montjuïc                             la Marina de Port\n",
       "264        Sants-Montjuïc                             la Marina de Port\n",
       "265        Sants-Montjuïc                             la Marina de Port\n",
       "266        Sants-Montjuïc                         la Font de la Guatlla\n",
       "267        Sants-Montjuïc                         la Font de la Guatlla\n",
       "268        Sants-Montjuïc                         la Font de la Guatlla\n",
       "269        Sants-Montjuïc                         la Font de la Guatlla\n",
       "270        Sants-Montjuïc                         la Font de la Guatlla\n",
       "271        Sants-Montjuïc                         la Font de la Guatlla\n",
       "272        Sants-Montjuïc                         la Font de la Guatlla\n",
       "273        Sants-Montjuïc                                   Hostafrancs\n",
       "274        Sants-Montjuïc                                   Hostafrancs\n",
       "275        Sants-Montjuïc                                   Hostafrancs\n",
       "276        Sants-Montjuïc                                   Hostafrancs\n",
       "277        Sants-Montjuïc                                   Hostafrancs\n",
       "278        Sants-Montjuïc                                   Hostafrancs\n",
       "279        Sants-Montjuïc                                   Hostafrancs\n",
       "280        Sants-Montjuïc                                   Hostafrancs\n",
       "281        Sants-Montjuïc                                   Hostafrancs\n",
       "282        Sants-Montjuïc                                   Hostafrancs\n",
       "283        Sants-Montjuïc                                    la Bordeta\n",
       "284        Sants-Montjuïc                                    la Bordeta\n",
       "285        Sants-Montjuïc                                    la Bordeta\n",
       "286        Sants-Montjuïc                                    la Bordeta\n",
       "287        Sants-Montjuïc                                    la Bordeta\n",
       "288        Sants-Montjuïc                                    la Bordeta\n",
       "289        Sants-Montjuïc                                    la Bordeta\n",
       "290        Sants-Montjuïc                                    la Bordeta\n",
       "291        Sants-Montjuïc                                    la Bordeta\n",
       "292        Sants-Montjuïc                                    la Bordeta\n",
       "293        Sants-Montjuïc                                    la Bordeta\n",
       "294        Sants-Montjuïc                                    la Bordeta\n",
       "295        Sants-Montjuïc                                    la Bordeta\n",
       "296        Sants-Montjuïc                                   Sants-Badal\n",
       "297        Sants-Montjuïc                                   Sants-Badal\n",
       "298        Sants-Montjuïc                                   Sants-Badal\n",
       "299        Sants-Montjuïc                                   Sants-Badal\n",
       "300        Sants-Montjuïc                                   Sants-Badal\n",
       "301        Sants-Montjuïc                                   Sants-Badal\n",
       "302        Sants-Montjuïc                                   Sants-Badal\n",
       "303        Sants-Montjuïc                                   Sants-Badal\n",
       "304        Sants-Montjuïc                                   Sants-Badal\n",
       "305        Sants-Montjuïc                                   Sants-Badal\n",
       "306        Sants-Montjuïc                                   Sants-Badal\n",
       "307        Sants-Montjuïc                                   Sants-Badal\n",
       "308        Sants-Montjuïc                                   Sants-Badal\n",
       "309        Sants-Montjuïc                                   Sants-Badal\n",
       "310        Sants-Montjuïc                                   Sants-Badal\n",
       "311        Sants-Montjuïc                                   Sants-Badal\n",
       "312        Sants-Montjuïc                                         Sants\n",
       "313        Sants-Montjuïc                                         Sants\n",
       "314        Sants-Montjuïc                                         Sants\n",
       "315        Sants-Montjuïc                                         Sants\n",
       "316        Sants-Montjuïc                                         Sants\n",
       "317        Sants-Montjuïc                                         Sants\n",
       "318        Sants-Montjuïc                                         Sants\n",
       "319        Sants-Montjuïc                                         Sants\n",
       "320        Sants-Montjuïc                                         Sants\n",
       "321        Sants-Montjuïc                                         Sants\n",
       "322        Sants-Montjuïc                                         Sants\n",
       "323        Sants-Montjuïc                                         Sants\n",
       "324        Sants-Montjuïc                                         Sants\n",
       "325        Sants-Montjuïc                                         Sants\n",
       "326        Sants-Montjuïc                                         Sants\n",
       "327        Sants-Montjuïc                                         Sants\n",
       "328        Sants-Montjuïc                                         Sants\n",
       "329        Sants-Montjuïc                                         Sants\n",
       "330        Sants-Montjuïc                                         Sants\n",
       "331        Sants-Montjuïc                                         Sants\n",
       "332        Sants-Montjuïc                                         Sants\n",
       "333        Sants-Montjuïc                                         Sants\n",
       "334        Sants-Montjuïc                                         Sants\n",
       "335        Sants-Montjuïc                                         Sants\n",
       "336        Sants-Montjuïc                                         Sants\n",
       "337        Sants-Montjuïc                                         Sants\n",
       "338        Sants-Montjuïc                                         Sants\n",
       "339        Sants-Montjuïc                                         Sants\n",
       "340        Sants-Montjuïc                                         Sants\n",
       "341        Sants-Montjuïc                             la Marina de Port\n",
       "342        Sants-Montjuïc                             la Marina de Port\n",
       "343        Sants-Montjuïc                             la Marina de Port\n",
       "344             Les Corts                                     les Corts\n",
       "345             Les Corts                                     les Corts\n",
       "346             Les Corts                                     les Corts\n",
       "347             Les Corts                                     les Corts\n",
       "348             Les Corts                                     les Corts\n",
       "349             Les Corts                                     les Corts\n",
       "350             Les Corts                                     les Corts\n",
       "351             Les Corts                                     les Corts\n",
       "352             Les Corts                                     les Corts\n",
       "353             Les Corts                                     les Corts\n",
       "354             Les Corts                                     les Corts\n",
       "355             Les Corts                                     les Corts\n",
       "356             Les Corts                                     les Corts\n",
       "357             Les Corts                                     les Corts\n",
       "358             Les Corts                                     les Corts\n",
       "359             Les Corts                                     les Corts\n",
       "360             Les Corts                                     les Corts\n",
       "361             Les Corts                                     les Corts\n",
       "362             Les Corts                                     les Corts\n",
       "363             Les Corts                                     les Corts\n",
       "364             Les Corts                                     les Corts\n",
       "365             Les Corts                                     les Corts\n",
       "366             Les Corts                                     les Corts\n",
       "367             Les Corts                                     les Corts\n",
       "368             Les Corts                                     les Corts\n",
       "369             Les Corts                                     les Corts\n",
       "370             Les Corts                                     les Corts\n",
       "371             Les Corts                                     les Corts\n",
       "372             Les Corts                                     les Corts\n",
       "373             Les Corts                                     les Corts\n",
       "374             Les Corts                                     les Corts\n",
       "375             Les Corts                                     les Corts\n",
       "376             Les Corts                                     les Corts\n",
       "377             Les Corts                                     les Corts\n",
       "378             Les Corts                                     les Corts\n",
       "379             Les Corts                    la Maternitat i Sant Ramon\n",
       "380             Les Corts                    la Maternitat i Sant Ramon\n",
       "381             Les Corts                    la Maternitat i Sant Ramon\n",
       "382             Les Corts                    la Maternitat i Sant Ramon\n",
       "383             Les Corts                    la Maternitat i Sant Ramon\n",
       "384             Les Corts                    la Maternitat i Sant Ramon\n",
       "385             Les Corts                    la Maternitat i Sant Ramon\n",
       "386             Les Corts                    la Maternitat i Sant Ramon\n",
       "387             Les Corts                    la Maternitat i Sant Ramon\n",
       "388             Les Corts                    la Maternitat i Sant Ramon\n",
       "389             Les Corts                    la Maternitat i Sant Ramon\n",
       "390             Les Corts                    la Maternitat i Sant Ramon\n",
       "391             Les Corts                    la Maternitat i Sant Ramon\n",
       "392             Les Corts                    la Maternitat i Sant Ramon\n",
       "393             Les Corts                                     Pedralbes\n",
       "394             Les Corts                                     Pedralbes\n",
       "395             Les Corts                                     Pedralbes\n",
       "396             Les Corts                                     Pedralbes\n",
       "397             Les Corts                                     Pedralbes\n",
       "398             Les Corts                                     Pedralbes\n",
       "399             Les Corts                                     Pedralbes\n",
       "400             Les Corts                    la Maternitat i Sant Ramon\n",
       "401   Sarrià-Sant Gervasi         Vallvidrera, el Tibidabo i les Planes\n",
       "402   Sarrià-Sant Gervasi         Vallvidrera, el Tibidabo i les Planes\n",
       "403   Sarrià-Sant Gervasi         Vallvidrera, el Tibidabo i les Planes\n",
       "404   Sarrià-Sant Gervasi                                        Sarrià\n",
       "405   Sarrià-Sant Gervasi                                        Sarrià\n",
       "406   Sarrià-Sant Gervasi                                        Sarrià\n",
       "407   Sarrià-Sant Gervasi                                        Sarrià\n",
       "408   Sarrià-Sant Gervasi                                        Sarrià\n",
       "409   Sarrià-Sant Gervasi                                        Sarrià\n",
       "410   Sarrià-Sant Gervasi                                        Sarrià\n",
       "411   Sarrià-Sant Gervasi                                        Sarrià\n",
       "412   Sarrià-Sant Gervasi                                        Sarrià\n",
       "413   Sarrià-Sant Gervasi                                        Sarrià\n",
       "414   Sarrià-Sant Gervasi                                        Sarrià\n",
       "415   Sarrià-Sant Gervasi                                        Sarrià\n",
       "416   Sarrià-Sant Gervasi                                        Sarrià\n",
       "417   Sarrià-Sant Gervasi                                        Sarrià\n",
       "418   Sarrià-Sant Gervasi                                        Sarrià\n",
       "419   Sarrià-Sant Gervasi                                        Sarrià\n",
       "420   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "421   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "422   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "423   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "424   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "425   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "426   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "427   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "428   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "429   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "430   Sarrià-Sant Gervasi                               les Tres Torres\n",
       "431   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "432   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "433   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "434   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "435   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "436   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "437   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "438   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "439   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "440   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "441   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "442   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "443   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "444   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "445   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "446   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "447   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "448   Sarrià-Sant Gervasi                     Sant Gervasi- la Bonanova\n",
       "449   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "450   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "451   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "452   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "453   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "454   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "455   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "456   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "457   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "458   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "459   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "460   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "461   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "462   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "463   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "464   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "465   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "466   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "467   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "468   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "469   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "470   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "471   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "472   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "473   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "474   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "475   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "476   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "477   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "478   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "479   Sarrià-Sant Gervasi                         Sant Gervasi- Galvany\n",
       "480   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "481   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "482   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "483   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "484   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "485   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "486   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "487   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "488   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "489   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "490   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "491   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "492   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "493   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "494   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "495   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "496   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "497   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "498   Sarrià-Sant Gervasi                          el Putxet i el Farró\n",
       "499                Gràcia                     Vallcarca i els Penitents\n",
       "500                Gràcia                     Vallcarca i els Penitents\n",
       "501                Gràcia                     Vallcarca i els Penitents\n",
       "502                Gràcia                     Vallcarca i els Penitents\n",
       "503                Gràcia                     Vallcarca i els Penitents\n",
       "504                Gràcia                     Vallcarca i els Penitents\n",
       "505                Gràcia                     Vallcarca i els Penitents\n",
       "506                Gràcia                     Vallcarca i els Penitents\n",
       "507                Gràcia                     Vallcarca i els Penitents\n",
       "508                Gràcia                     Vallcarca i els Penitents\n",
       "509                Gràcia                     Vallcarca i els Penitents\n",
       "510                Gràcia                                       el Coll\n",
       "511                Gràcia                                       el Coll\n",
       "512                Gràcia                                       el Coll\n",
       "513                Gràcia                                       el Coll\n",
       "514                Gràcia                                       el Coll\n",
       "515                Gràcia                                      la Salut\n",
       "516                Gràcia                                      la Salut\n",
       "517                Gràcia                                      la Salut\n",
       "518                Gràcia                                      la Salut\n",
       "519                Gràcia                                      la Salut\n",
       "520                Gràcia                                      la Salut\n",
       "521                Gràcia                                      la Salut\n",
       "522                Gràcia                                      la Salut\n",
       "523                Gràcia                                      la Salut\n",
       "524                Gràcia                                      la Salut\n",
       "525                Gràcia                             la Vila de Gràcia\n",
       "526                Gràcia                             la Vila de Gràcia\n",
       "527                Gràcia                             la Vila de Gràcia\n",
       "528                Gràcia                             la Vila de Gràcia\n",
       "529                Gràcia                             la Vila de Gràcia\n",
       "530                Gràcia                             la Vila de Gràcia\n",
       "531                Gràcia                             la Vila de Gràcia\n",
       "532                Gràcia                             la Vila de Gràcia\n",
       "533                Gràcia                             la Vila de Gràcia\n",
       "534                Gràcia                             la Vila de Gràcia\n",
       "535                Gràcia                             la Vila de Gràcia\n",
       "536                Gràcia                             la Vila de Gràcia\n",
       "537                Gràcia                             la Vila de Gràcia\n",
       "538                Gràcia                             la Vila de Gràcia\n",
       "539                Gràcia                             la Vila de Gràcia\n",
       "540                Gràcia                             la Vila de Gràcia\n",
       "541                Gràcia                             la Vila de Gràcia\n",
       "542                Gràcia                             la Vila de Gràcia\n",
       "543                Gràcia                             la Vila de Gràcia\n",
       "544                Gràcia                             la Vila de Gràcia\n",
       "545                Gràcia                             la Vila de Gràcia\n",
       "546                Gràcia                             la Vila de Gràcia\n",
       "547                Gràcia                             la Vila de Gràcia\n",
       "548                Gràcia                             la Vila de Gràcia\n",
       "549                Gràcia                             la Vila de Gràcia\n",
       "550                Gràcia                             la Vila de Gràcia\n",
       "551                Gràcia                             la Vila de Gràcia\n",
       "552                Gràcia                             la Vila de Gràcia\n",
       "553                Gràcia                             la Vila de Gràcia\n",
       "554                Gràcia                             la Vila de Gràcia\n",
       "555                Gràcia                             la Vila de Gràcia\n",
       "556                Gràcia                             la Vila de Gràcia\n",
       "557                Gràcia                             la Vila de Gràcia\n",
       "558                Gràcia                             la Vila de Gràcia\n",
       "559                Gràcia                             la Vila de Gràcia\n",
       "560                Gràcia                             la Vila de Gràcia\n",
       "561                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "562                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "563                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "564                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "565                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "566                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "567                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "568                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "569                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "570                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "571                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "572                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "573                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "574                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "575                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "576                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "577                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "578                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "579                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "580                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "581                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "582                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "583                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "584                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "585                Gràcia            el Camp d'en Grassot i Gràcia Nova\n",
       "586        Horta-Guinardó                              el Baix Guinardó\n",
       "587        Horta-Guinardó                              el Baix Guinardó\n",
       "588        Horta-Guinardó                              el Baix Guinardó\n",
       "589        Horta-Guinardó                              el Baix Guinardó\n",
       "590        Horta-Guinardó                              el Baix Guinardó\n",
       "591        Horta-Guinardó                              el Baix Guinardó\n",
       "592        Horta-Guinardó                              el Baix Guinardó\n",
       "593        Horta-Guinardó                              el Baix Guinardó\n",
       "594        Horta-Guinardó                              el Baix Guinardó\n",
       "595        Horta-Guinardó                              el Baix Guinardó\n",
       "596        Horta-Guinardó                              el Baix Guinardó\n",
       "597        Horta-Guinardó                              el Baix Guinardó\n",
       "598        Horta-Guinardó                              el Baix Guinardó\n",
       "599        Horta-Guinardó                              el Baix Guinardó\n",
       "600        Horta-Guinardó                              el Baix Guinardó\n",
       "601        Horta-Guinardó                              el Baix Guinardó\n",
       "602        Horta-Guinardó                              el Baix Guinardó\n",
       "603        Horta-Guinardó                              el Baix Guinardó\n",
       "604        Horta-Guinardó                              el Baix Guinardó\n",
       "605        Horta-Guinardó                                      Can Baró\n",
       "606        Horta-Guinardó                                      Can Baró\n",
       "607        Horta-Guinardó                                      Can Baró\n",
       "608        Horta-Guinardó                                      Can Baró\n",
       "609        Horta-Guinardó                                      Can Baró\n",
       "610        Horta-Guinardó                                      Can Baró\n",
       "611        Horta-Guinardó                                      Can Baró\n",
       "612        Horta-Guinardó                                   el Guinardó\n",
       "613        Horta-Guinardó                                   el Guinardó\n",
       "614        Horta-Guinardó                                   el Guinardó\n",
       "615        Horta-Guinardó                                   el Guinardó\n",
       "616        Horta-Guinardó                                   el Guinardó\n",
       "617        Horta-Guinardó                                   el Guinardó\n",
       "618        Horta-Guinardó                                   el Guinardó\n",
       "619        Horta-Guinardó                                   el Guinardó\n",
       "620        Horta-Guinardó                                   el Guinardó\n",
       "621        Horta-Guinardó                                   el Guinardó\n",
       "622        Horta-Guinardó                                   el Guinardó\n",
       "623        Horta-Guinardó                                   el Guinardó\n",
       "624        Horta-Guinardó                                   el Guinardó\n",
       "625        Horta-Guinardó                                   el Guinardó\n",
       "626        Horta-Guinardó                                   el Guinardó\n",
       "627        Horta-Guinardó                                   el Guinardó\n",
       "628        Horta-Guinardó                                   el Guinardó\n",
       "629        Horta-Guinardó                                   el Guinardó\n",
       "630        Horta-Guinardó                                   el Guinardó\n",
       "631        Horta-Guinardó                                   el Guinardó\n",
       "632        Horta-Guinardó                                   el Guinardó\n",
       "633        Horta-Guinardó                                   el Guinardó\n",
       "634        Horta-Guinardó                                   el Guinardó\n",
       "635        Horta-Guinardó                                   el Guinardó\n",
       "636        Horta-Guinardó                                   el Guinardó\n",
       "637        Horta-Guinardó                          la Font d'en Fargues\n",
       "638        Horta-Guinardó                          la Font d'en Fargues\n",
       "639        Horta-Guinardó                          la Font d'en Fargues\n",
       "640        Horta-Guinardó                          la Font d'en Fargues\n",
       "641        Horta-Guinardó                          la Font d'en Fargues\n",
       "642        Horta-Guinardó                          la Font d'en Fargues\n",
       "643        Horta-Guinardó                          la Font d'en Fargues\n",
       "644        Horta-Guinardó                                     el Carmel\n",
       "645        Horta-Guinardó                                     el Carmel\n",
       "646        Horta-Guinardó                                     el Carmel\n",
       "647        Horta-Guinardó                                     el Carmel\n",
       "648        Horta-Guinardó                                     el Carmel\n",
       "649        Horta-Guinardó                                     el Carmel\n",
       "650        Horta-Guinardó                                     el Carmel\n",
       "651        Horta-Guinardó                                     el Carmel\n",
       "652        Horta-Guinardó                                     el Carmel\n",
       "653        Horta-Guinardó                                     el Carmel\n",
       "654        Horta-Guinardó                                     el Carmel\n",
       "655        Horta-Guinardó                                     el Carmel\n",
       "656        Horta-Guinardó                                     el Carmel\n",
       "657        Horta-Guinardó                                     el Carmel\n",
       "658        Horta-Guinardó                                     el Carmel\n",
       "659        Horta-Guinardó                                     el Carmel\n",
       "660        Horta-Guinardó                                     el Carmel\n",
       "661        Horta-Guinardó                                     el Carmel\n",
       "662        Horta-Guinardó                                     el Carmel\n",
       "663        Horta-Guinardó                                     el Carmel\n",
       "664        Horta-Guinardó                                     el Carmel\n",
       "665        Horta-Guinardó                                     el Carmel\n",
       "666        Horta-Guinardó                                  la Teixonera\n",
       "667        Horta-Guinardó                                  la Teixonera\n",
       "668        Horta-Guinardó                                  la Teixonera\n",
       "669        Horta-Guinardó                                  la Teixonera\n",
       "670        Horta-Guinardó                                  la Teixonera\n",
       "671        Horta-Guinardó                                  la Teixonera\n",
       "672        Horta-Guinardó                                  la Teixonera\n",
       "673        Horta-Guinardó                                  la Teixonera\n",
       "674        Horta-Guinardó                      Sant Genís dels Agudells\n",
       "675        Horta-Guinardó                      Sant Genís dels Agudells\n",
       "676        Horta-Guinardó                      Sant Genís dels Agudells\n",
       "677        Horta-Guinardó                      Sant Genís dels Agudells\n",
       "678        Horta-Guinardó                      Sant Genís dels Agudells\n",
       "679        Horta-Guinardó                                       Montbau\n",
       "680        Horta-Guinardó                                       Montbau\n",
       "681        Horta-Guinardó                                       Montbau\n",
       "682        Horta-Guinardó                                       Montbau\n",
       "683        Horta-Guinardó                              la Vall d'Hebron\n",
       "684        Horta-Guinardó                              la Vall d'Hebron\n",
       "685        Horta-Guinardó                              la Vall d'Hebron\n",
       "686        Horta-Guinardó                              la Vall d'Hebron\n",
       "687        Horta-Guinardó                                      la Clota\n",
       "688        Horta-Guinardó                                         Horta\n",
       "689        Horta-Guinardó                                         Horta\n",
       "690        Horta-Guinardó                                         Horta\n",
       "691        Horta-Guinardó                                         Horta\n",
       "692        Horta-Guinardó                                         Horta\n",
       "693        Horta-Guinardó                                         Horta\n",
       "694        Horta-Guinardó                                         Horta\n",
       "695        Horta-Guinardó                                         Horta\n",
       "696        Horta-Guinardó                                         Horta\n",
       "697        Horta-Guinardó                                         Horta\n",
       "698        Horta-Guinardó                                         Horta\n",
       "699        Horta-Guinardó                                         Horta\n",
       "700        Horta-Guinardó                                         Horta\n",
       "701        Horta-Guinardó                                         Horta\n",
       "702        Horta-Guinardó                                         Horta\n",
       "703        Horta-Guinardó                                         Horta\n",
       "704        Horta-Guinardó                                         Horta\n",
       "705        Horta-Guinardó                                         Horta\n",
       "706        Horta-Guinardó                                         Horta\n",
       "707        Horta-Guinardó                                         Horta\n",
       "708        Horta-Guinardó                                         Horta\n",
       "709            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "710            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "711            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "712            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "713            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "714            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "715            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "716            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "717            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "718            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "719            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "720            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "721            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "722            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "723            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "724            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "725            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "726            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "727            Nou Barris                 Vilapicina i la Torre Llobeta\n",
       "728            Nou Barris                                         Porta\n",
       "729            Nou Barris                                         Porta\n",
       "730            Nou Barris                                         Porta\n",
       "731            Nou Barris                                         Porta\n",
       "732            Nou Barris                                         Porta\n",
       "733            Nou Barris                                         Porta\n",
       "734            Nou Barris                                         Porta\n",
       "735            Nou Barris                                         Porta\n",
       "736            Nou Barris                                         Porta\n",
       "737            Nou Barris                                         Porta\n",
       "738            Nou Barris                                         Porta\n",
       "739            Nou Barris                                         Porta\n",
       "740            Nou Barris                                         Porta\n",
       "741            Nou Barris                                         Porta\n",
       "742            Nou Barris                                         Porta\n",
       "743            Nou Barris                                         Porta\n",
       "744            Nou Barris                                         Porta\n",
       "745            Nou Barris                                         Porta\n",
       "746            Nou Barris                           el Turó de la Peira\n",
       "747            Nou Barris                           el Turó de la Peira\n",
       "748            Nou Barris                           el Turó de la Peira\n",
       "749            Nou Barris                           el Turó de la Peira\n",
       "750            Nou Barris                           el Turó de la Peira\n",
       "751            Nou Barris                           el Turó de la Peira\n",
       "752            Nou Barris                           el Turó de la Peira\n",
       "753            Nou Barris                           el Turó de la Peira\n",
       "754            Nou Barris                           el Turó de la Peira\n",
       "755            Nou Barris                           el Turó de la Peira\n",
       "756            Nou Barris                                   Can Peguera\n",
       "757            Nou Barris                                   Can Peguera\n",
       "758            Nou Barris                                  la Guineueta\n",
       "759            Nou Barris                                  la Guineueta\n",
       "760            Nou Barris                                  la Guineueta\n",
       "761            Nou Barris                                  la Guineueta\n",
       "762            Nou Barris                                  la Guineueta\n",
       "763            Nou Barris                                  la Guineueta\n",
       "764            Nou Barris                                  la Guineueta\n",
       "765            Nou Barris                                  la Guineueta\n",
       "766            Nou Barris                                  la Guineueta\n",
       "767            Nou Barris                                  la Guineueta\n",
       "768            Nou Barris                                     Canyelles\n",
       "769            Nou Barris                                     Canyelles\n",
       "770            Nou Barris                                     Canyelles\n",
       "771            Nou Barris                                     Canyelles\n",
       "772            Nou Barris                                     Canyelles\n",
       "773            Nou Barris                                  les Roquetes\n",
       "774            Nou Barris                                  les Roquetes\n",
       "775            Nou Barris                                  les Roquetes\n",
       "776            Nou Barris                                  les Roquetes\n",
       "777            Nou Barris                                  les Roquetes\n",
       "778            Nou Barris                                  les Roquetes\n",
       "779            Nou Barris                                  les Roquetes\n",
       "780            Nou Barris                                  les Roquetes\n",
       "781            Nou Barris                                  les Roquetes\n",
       "782            Nou Barris                                  les Roquetes\n",
       "783            Nou Barris                                        Verdun\n",
       "784            Nou Barris                                        Verdun\n",
       "785            Nou Barris                                        Verdun\n",
       "786            Nou Barris                                        Verdun\n",
       "787            Nou Barris                                        Verdun\n",
       "788            Nou Barris                                        Verdun\n",
       "789            Nou Barris                                        Verdun\n",
       "790            Nou Barris                                        Verdun\n",
       "791            Nou Barris                                la Prosperitat\n",
       "792            Nou Barris                                la Prosperitat\n",
       "793            Nou Barris                                la Prosperitat\n",
       "794            Nou Barris                                la Prosperitat\n",
       "795            Nou Barris                                la Prosperitat\n",
       "796            Nou Barris                                la Prosperitat\n",
       "797            Nou Barris                                la Prosperitat\n",
       "798            Nou Barris                                la Prosperitat\n",
       "799            Nou Barris                                la Prosperitat\n",
       "800            Nou Barris                                la Prosperitat\n",
       "801            Nou Barris                                la Prosperitat\n",
       "802            Nou Barris                                la Prosperitat\n",
       "803            Nou Barris                                la Prosperitat\n",
       "804            Nou Barris                                la Prosperitat\n",
       "805            Nou Barris                                la Prosperitat\n",
       "806            Nou Barris                                la Prosperitat\n",
       "807            Nou Barris                                la Prosperitat\n",
       "808            Nou Barris                                la Prosperitat\n",
       "809            Nou Barris                                la Prosperitat\n",
       "810            Nou Barris                                la Prosperitat\n",
       "811            Nou Barris                              la Trinitat Nova\n",
       "812            Nou Barris                              la Trinitat Nova\n",
       "813            Nou Barris                              la Trinitat Nova\n",
       "814            Nou Barris                              la Trinitat Nova\n",
       "815            Nou Barris                              la Trinitat Nova\n",
       "816            Nou Barris                                    Torre Baró\n",
       "817            Nou Barris                                    Torre Baró\n",
       "818            Nou Barris                              Ciutat Meridiana\n",
       "819            Nou Barris                              Ciutat Meridiana\n",
       "820            Nou Barris                              Ciutat Meridiana\n",
       "821            Nou Barris                              Ciutat Meridiana\n",
       "822            Nou Barris                              Ciutat Meridiana\n",
       "823            Nou Barris                              Ciutat Meridiana\n",
       "824            Nou Barris                                      Vallbona\n",
       "825            Nou Barris                                  la Guineueta\n",
       "826           Sant Andreu                             la Trinitat Vella\n",
       "827           Sant Andreu                             la Trinitat Vella\n",
       "828           Sant Andreu                             la Trinitat Vella\n",
       "829           Sant Andreu                             la Trinitat Vella\n",
       "830           Sant Andreu                             la Trinitat Vella\n",
       "831           Sant Andreu                                 Baró de Viver\n",
       "832           Sant Andreu                                 Baró de Viver\n",
       "833           Sant Andreu                                 el Bon Pastor\n",
       "834           Sant Andreu                                 el Bon Pastor\n",
       "835           Sant Andreu                                 el Bon Pastor\n",
       "836           Sant Andreu                                 el Bon Pastor\n",
       "837           Sant Andreu                                 el Bon Pastor\n",
       "838           Sant Andreu                                 el Bon Pastor\n",
       "839           Sant Andreu                                 el Bon Pastor\n",
       "840           Sant Andreu                                   Sant Andreu\n",
       "841           Sant Andreu                                   Sant Andreu\n",
       "842           Sant Andreu                                   Sant Andreu\n",
       "843           Sant Andreu                                   Sant Andreu\n",
       "844           Sant Andreu                                   Sant Andreu\n",
       "845           Sant Andreu                                   Sant Andreu\n",
       "846           Sant Andreu                                   Sant Andreu\n",
       "847           Sant Andreu                                   Sant Andreu\n",
       "848           Sant Andreu                                   Sant Andreu\n",
       "849           Sant Andreu                                   Sant Andreu\n",
       "850           Sant Andreu                                   Sant Andreu\n",
       "851           Sant Andreu                                   Sant Andreu\n",
       "852           Sant Andreu                                   Sant Andreu\n",
       "853           Sant Andreu                                   Sant Andreu\n",
       "854           Sant Andreu                                   Sant Andreu\n",
       "855           Sant Andreu                                   Sant Andreu\n",
       "856           Sant Andreu                                   Sant Andreu\n",
       "857           Sant Andreu                                   Sant Andreu\n",
       "858           Sant Andreu                                   Sant Andreu\n",
       "859           Sant Andreu                                   Sant Andreu\n",
       "860           Sant Andreu                                   Sant Andreu\n",
       "861           Sant Andreu                                   Sant Andreu\n",
       "862           Sant Andreu                                   Sant Andreu\n",
       "863           Sant Andreu                                   Sant Andreu\n",
       "864           Sant Andreu                                   Sant Andreu\n",
       "865           Sant Andreu                                   Sant Andreu\n",
       "866           Sant Andreu                                   Sant Andreu\n",
       "867           Sant Andreu                                   Sant Andreu\n",
       "868           Sant Andreu                                   Sant Andreu\n",
       "869           Sant Andreu                                   Sant Andreu\n",
       "870           Sant Andreu                                   Sant Andreu\n",
       "871           Sant Andreu                                   Sant Andreu\n",
       "872           Sant Andreu                                   Sant Andreu\n",
       "873           Sant Andreu                                   Sant Andreu\n",
       "874           Sant Andreu                                   Sant Andreu\n",
       "875           Sant Andreu                                   Sant Andreu\n",
       "876           Sant Andreu                                   Sant Andreu\n",
       "877           Sant Andreu                                   Sant Andreu\n",
       "878           Sant Andreu                                   Sant Andreu\n",
       "879           Sant Andreu                                    la Sagrera\n",
       "880           Sant Andreu                                    la Sagrera\n",
       "881           Sant Andreu                                    la Sagrera\n",
       "882           Sant Andreu                                    la Sagrera\n",
       "883           Sant Andreu                                    la Sagrera\n",
       "884           Sant Andreu                                    la Sagrera\n",
       "885           Sant Andreu                                    la Sagrera\n",
       "886           Sant Andreu                                    la Sagrera\n",
       "887           Sant Andreu                                    la Sagrera\n",
       "888           Sant Andreu                                    la Sagrera\n",
       "889           Sant Andreu                                    la Sagrera\n",
       "890           Sant Andreu                                    la Sagrera\n",
       "891           Sant Andreu                                    la Sagrera\n",
       "892           Sant Andreu                                    la Sagrera\n",
       "893           Sant Andreu                                    la Sagrera\n",
       "894           Sant Andreu                                    la Sagrera\n",
       "895           Sant Andreu                                    la Sagrera\n",
       "896           Sant Andreu                                    la Sagrera\n",
       "897           Sant Andreu                                    la Sagrera\n",
       "898           Sant Andreu                      el Congrés i els Indians\n",
       "899           Sant Andreu                      el Congrés i els Indians\n",
       "900           Sant Andreu                      el Congrés i els Indians\n",
       "901           Sant Andreu                      el Congrés i els Indians\n",
       "902           Sant Andreu                      el Congrés i els Indians\n",
       "903           Sant Andreu                      el Congrés i els Indians\n",
       "904           Sant Andreu                      el Congrés i els Indians\n",
       "905           Sant Andreu                      el Congrés i els Indians\n",
       "906           Sant Andreu                      el Congrés i els Indians\n",
       "907           Sant Andreu                                         Navas\n",
       "908           Sant Andreu                                         Navas\n",
       "909           Sant Andreu                                         Navas\n",
       "910           Sant Andreu                                         Navas\n",
       "911           Sant Andreu                                         Navas\n",
       "912           Sant Andreu                                         Navas\n",
       "913           Sant Andreu                                         Navas\n",
       "914           Sant Andreu                                         Navas\n",
       "915           Sant Andreu                                         Navas\n",
       "916           Sant Andreu                                         Navas\n",
       "917           Sant Andreu                                         Navas\n",
       "918           Sant Andreu                                         Navas\n",
       "919           Sant Andreu                                         Navas\n",
       "920           Sant Andreu                                    la Sagrera\n",
       "921            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "922            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "923            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "924            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "925            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "926            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "927            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "928            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "929            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "930            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "931            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "932            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "933            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "934            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "935            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "936            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "937            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "938            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "939            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "940            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "941            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "942            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "943            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "944            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "945            Sant Martí                    el Camp de l'Arpa del Clot\n",
       "946            Sant Martí                                       el Clot\n",
       "947            Sant Martí                                       el Clot\n",
       "948            Sant Martí                                       el Clot\n",
       "949            Sant Martí                                       el Clot\n",
       "950            Sant Martí                                       el Clot\n",
       "951            Sant Martí                                       el Clot\n",
       "952            Sant Martí                                       el Clot\n",
       "953            Sant Martí                                       el Clot\n",
       "954            Sant Martí                                       el Clot\n",
       "955            Sant Martí                                       el Clot\n",
       "956            Sant Martí                                       el Clot\n",
       "957            Sant Martí                                       el Clot\n",
       "958            Sant Martí                                       el Clot\n",
       "959            Sant Martí                                       el Clot\n",
       "960            Sant Martí                                       el Clot\n",
       "961            Sant Martí                                       el Clot\n",
       "962            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "963            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "964            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "965            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "966            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "967            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "968            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "969            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "970            Sant Martí             el Parc i la Llacuna del Poblenou\n",
       "971            Sant Martí                 la Vila Olímpica del Poblenou\n",
       "972            Sant Martí                 la Vila Olímpica del Poblenou\n",
       "973            Sant Martí                 la Vila Olímpica del Poblenou\n",
       "974            Sant Martí                 la Vila Olímpica del Poblenou\n",
       "975            Sant Martí                 la Vila Olímpica del Poblenou\n",
       "976            Sant Martí                                   el Poblenou\n",
       "977            Sant Martí                                   el Poblenou\n",
       "978            Sant Martí                                   el Poblenou\n",
       "979            Sant Martí                                   el Poblenou\n",
       "980            Sant Martí                                   el Poblenou\n",
       "981            Sant Martí                                   el Poblenou\n",
       "982            Sant Martí                                   el Poblenou\n",
       "983            Sant Martí                                   el Poblenou\n",
       "984            Sant Martí                                   el Poblenou\n",
       "985            Sant Martí                                   el Poblenou\n",
       "986            Sant Martí                                   el Poblenou\n",
       "987            Sant Martí                                   el Poblenou\n",
       "988            Sant Martí                                   el Poblenou\n",
       "989            Sant Martí                                   el Poblenou\n",
       "990            Sant Martí                                   el Poblenou\n",
       "991            Sant Martí                                   el Poblenou\n",
       "992            Sant Martí                                   el Poblenou\n",
       "993            Sant Martí                                   el Poblenou\n",
       "994            Sant Martí                                   el Poblenou\n",
       "995            Sant Martí                                   el Poblenou\n",
       "996            Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "997            Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "998            Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "999            Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "1000           Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "1001           Sant Martí                         el Besòs i el Maresme\n",
       "1002           Sant Martí                         el Besòs i el Maresme\n",
       "1003           Sant Martí                         el Besòs i el Maresme\n",
       "1004           Sant Martí                         el Besòs i el Maresme\n",
       "1005           Sant Martí                         el Besòs i el Maresme\n",
       "1006           Sant Martí                         el Besòs i el Maresme\n",
       "1007           Sant Martí                         el Besòs i el Maresme\n",
       "1008           Sant Martí                         el Besòs i el Maresme\n",
       "1009           Sant Martí                         el Besòs i el Maresme\n",
       "1010           Sant Martí                         el Besòs i el Maresme\n",
       "1011           Sant Martí                         el Besòs i el Maresme\n",
       "1012           Sant Martí                         el Besòs i el Maresme\n",
       "1013           Sant Martí                         el Besòs i el Maresme\n",
       "1014           Sant Martí                       Provençals del Poblenou\n",
       "1015           Sant Martí                       Provençals del Poblenou\n",
       "1016           Sant Martí                       Provençals del Poblenou\n",
       "1017           Sant Martí                       Provençals del Poblenou\n",
       "1018           Sant Martí                       Provençals del Poblenou\n",
       "1019           Sant Martí                       Provençals del Poblenou\n",
       "1020           Sant Martí                       Provençals del Poblenou\n",
       "1021           Sant Martí                       Provençals del Poblenou\n",
       "1022           Sant Martí                       Provençals del Poblenou\n",
       "1023           Sant Martí                       Provençals del Poblenou\n",
       "1024           Sant Martí                       Provençals del Poblenou\n",
       "1025           Sant Martí                      Sant Martí de Provençals\n",
       "1026           Sant Martí                      Sant Martí de Provençals\n",
       "1027           Sant Martí                      Sant Martí de Provençals\n",
       "1028           Sant Martí                      Sant Martí de Provençals\n",
       "1029           Sant Martí                      Sant Martí de Provençals\n",
       "1030           Sant Martí                      Sant Martí de Provençals\n",
       "1031           Sant Martí                      Sant Martí de Provençals\n",
       "1032           Sant Martí                      Sant Martí de Provençals\n",
       "1033           Sant Martí                      Sant Martí de Provençals\n",
       "1034           Sant Martí                      Sant Martí de Provençals\n",
       "1035           Sant Martí                      Sant Martí de Provençals\n",
       "1036           Sant Martí                      Sant Martí de Provençals\n",
       "1037           Sant Martí                      Sant Martí de Provençals\n",
       "1038           Sant Martí                      Sant Martí de Provençals\n",
       "1039           Sant Martí                      Sant Martí de Provençals\n",
       "1040           Sant Martí                      Sant Martí de Provençals\n",
       "1041           Sant Martí                      Sant Martí de Provençals\n",
       "1042           Sant Martí                      Sant Martí de Provençals\n",
       "1043           Sant Martí                           la Verneda i la Pau\n",
       "1044           Sant Martí                           la Verneda i la Pau\n",
       "1045           Sant Martí                           la Verneda i la Pau\n",
       "1046           Sant Martí                           la Verneda i la Pau\n",
       "1047           Sant Martí                           la Verneda i la Pau\n",
       "1048           Sant Martí                           la Verneda i la Pau\n",
       "1049           Sant Martí                           la Verneda i la Pau\n",
       "1050           Sant Martí                           la Verneda i la Pau\n",
       "1051           Sant Martí                           la Verneda i la Pau\n",
       "1052           Sant Martí                           la Verneda i la Pau\n",
       "1053           Sant Martí                           la Verneda i la Pau\n",
       "1054           Sant Martí                           la Verneda i la Pau\n",
       "1055           Sant Martí                           la Verneda i la Pau\n",
       "1056           Sant Martí                           la Verneda i la Pau\n",
       "1057           Sant Martí                           la Verneda i la Pau\n",
       "1058           Sant Martí                           la Verneda i la Pau\n",
       "1059           Sant Martí                           la Verneda i la Pau\n",
       "1060           Sant Martí                           la Verneda i la Pau\n",
       "1061           Sant Martí                           la Verneda i la Pau\n",
       "1062           Sant Martí                           la Verneda i la Pau\n",
       "1063           Sant Martí                           la Verneda i la Pau\n",
       "1064           Sant Martí                                       el Clot\n",
       "1065           Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "1066           Sant Martí  Diagonal Mar i el Front Marítim del Poblenou\n",
       "1067           Sant Martí                       Provençals del Poblenou"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categorical_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c1770c1",
   "metadata": {},
   "source": [
    "## Cleaning, Wrangling and EDA for numerical data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32b3f3cc",
   "metadata": {},
   "source": [
    "### Visualize the Distribution "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "80bbf6b2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(numerical_data, bins=20, kde=True, color='skyblue')\n",
    "plt.title('Histogram of Gross Income with KDE')\n",
    "plt.xlabel('Gross Income (EUR)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a426600",
   "metadata": {},
   "source": [
    "#### Important Insights:\n",
    "\n",
    "#### Most Frequent Incomes:\n",
    "\n",
    "The most commonly observed incomes (mode) are lower than the reported mean of 53,840.53 EUR, which is consistent with the presence of **right skewness**.\n",
    "\n",
    "#### Considerations for Future Analysis:\n",
    "\n",
    "Given the evidence of skewness and the presence of outliers, statistical analysis may require robust techniques that minimize the influence of these outliers. For example, **using the median instead of the mean for central tendency** or applying logarithmic transformations to normalize the distribution.\n",
    "\n",
    "#### Policy and Planning:\n",
    "\n",
    "For policy formulation and urban planning, understanding the income distribution is crucial. For instance, public services and development initiatives could focus more on areas with medium to low incomes, which represent the majority of the population.\n",
    "\n",
    "In summary, the histogram with the KDE line provides a comprehensive view of incomes in the studied population and suggests that the **median may be a better measure of central tendency for this data**. Furthermore, it would be prudent to investigate outliers more thoroughly before deciding how to handle them in subsequent analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32397714",
   "metadata": {},
   "source": [
    "### Detect Outliers Using IQR Method and Boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7771f1c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=numerical_data, color='lightblue')\n",
    "plt.title('Boxplot of Gross Income')\n",
    "plt.xlabel('Gross Income (EUR)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "014abd84",
   "metadata": {},
   "source": [
    "#### Outliers:\n",
    "\n",
    "Data points outside the \"whiskers\" of the box plot are considered outliers. These are values that are above or below 1.5 times the IQR from the upper and lower quartiles, respectively.\n",
    "There is a significant number of outliers above the third quartile, indicating that there are individuals with much higher incomes than the majority.\n",
    "\n",
    "#### Extreme Values:\n",
    "\n",
    "Extreme values beyond 100,000 EUR could represent individuals with exceptionally high incomes.\n",
    "\n",
    "#### Justification for Not Removing Outliers\n",
    "\n",
    "#### Real Income Distribution:\n",
    "\n",
    "In a real income context, it is entirely plausible that there are individuals or households with much higher incomes than the average. Removing these outliers could distort the true understanding of the income distribution.\n",
    "\n",
    "#### Relevance for Analysis:\n",
    "\n",
    "Outliers can be critical for certain analyses, such as income inequality studies, where high incomes are a fundamental part of the research topic.\n",
    "\n",
    "#### Representation of Subpopulations:\n",
    "\n",
    "Outliers may represent subpopulations within Barcelona, such as high-level executives... or districts known for affluence.\n",
    "\n",
    "#### No Evidence of Errors:\n",
    "\n",
    "If there are no errors in data collection or entry, and these high values reflect real situations, there is no statistical justification for removing them from the analysis.\n",
    "\n",
    "#### Additional Considerations\n",
    "\n",
    "#### Outlier-Sensitive Analysis:\n",
    "\n",
    "In this context the outliers are relevant to the research question, so they should be retained in the dataset. We could use methods to reduce the influence of outliers without necessarily removing them.\n",
    "\n",
    "#### Data Transformation:\n",
    "\n",
    "If outliers negatively affect the analysis, we may consider data transformation, such as applying a logarithm or square root, to reduce the impact of extreme values rather than eliminating them.\n",
    "\n",
    "In summary, **outliers in the context of income can be valid data points that reveal the true economic structure of a city. The decision to keep them should be based on an understanding of the data context and the objectives of the analysis. So I will not remove them.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e57f7e2d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outliers:       gross_income_eur\n",
      "0                  NaN\n",
      "1                  NaN\n",
      "2                  NaN\n",
      "3                  NaN\n",
      "4                  NaN\n",
      "5                  NaN\n",
      "6                  NaN\n",
      "7                  NaN\n",
      "8                  NaN\n",
      "9                  NaN\n",
      "10                 NaN\n",
      "11                 NaN\n",
      "12                 NaN\n",
      "13                 NaN\n",
      "14                 NaN\n",
      "15                 NaN\n",
      "16                 NaN\n",
      "17                 NaN\n",
      "18                 NaN\n",
      "19                 NaN\n",
      "20                 NaN\n",
      "21                 NaN\n",
      "22                 NaN\n",
      "23                 NaN\n",
      "24                 NaN\n",
      "25                 NaN\n",
      "26                 NaN\n",
      "27                 NaN\n",
      "28                 NaN\n",
      "29                 NaN\n",
      "30                 NaN\n",
      "31                 NaN\n",
      "32                 NaN\n",
      "33                 NaN\n",
      "34                 NaN\n",
      "35                 NaN\n",
      "36                 NaN\n",
      "37                 NaN\n",
      "38                 NaN\n",
      "39                 NaN\n",
      "40                 NaN\n",
      "41                 NaN\n",
      "42                 NaN\n",
      "43                 NaN\n",
      "44                 NaN\n",
      "45                 NaN\n",
      "46                 NaN\n",
      "47                 NaN\n",
      "48                 NaN\n",
      "49                 NaN\n",
      "50                 NaN\n",
      "51                 NaN\n",
      "52                 NaN\n",
      "53                 NaN\n",
      "54                 NaN\n",
      "55                 NaN\n",
      "56                 NaN\n",
      "57                 NaN\n",
      "58                 NaN\n",
      "59                 NaN\n",
      "60                 NaN\n",
      "61                 NaN\n",
      "62                 NaN\n",
      "63                 NaN\n",
      "64                 NaN\n",
      "65                 NaN\n",
      "66                 NaN\n",
      "67                 NaN\n",
      "68                 NaN\n",
      "69                 NaN\n",
      "70                 NaN\n",
      "71                 NaN\n",
      "72                 NaN\n",
      "73                 NaN\n",
      "74                 NaN\n",
      "75                 NaN\n",
      "76                 NaN\n",
      "77                 NaN\n",
      "78                 NaN\n",
      "79                 NaN\n",
      "80                 NaN\n",
      "81                 NaN\n",
      "82                 NaN\n",
      "83                 NaN\n",
      "84                 NaN\n",
      "85                 NaN\n",
      "86                 NaN\n",
      "87                 NaN\n",
      "88                 NaN\n",
      "89                 NaN\n",
      "90                 NaN\n",
      "91                 NaN\n",
      "92                 NaN\n",
      "93                 NaN\n",
      "94                 NaN\n",
      "95                 NaN\n",
      "96                 NaN\n",
      "97                 NaN\n",
      "98                 NaN\n",
      "99                 NaN\n",
      "100                NaN\n",
      "101                NaN\n",
      "102                NaN\n",
      "103                NaN\n",
      "104                NaN\n",
      "105                NaN\n",
      "106                NaN\n",
      "107                NaN\n",
      "108                NaN\n",
      "109                NaN\n",
      "110                NaN\n",
      "111                NaN\n",
      "112                NaN\n",
      "113                NaN\n",
      "114                NaN\n",
      "115                NaN\n",
      "116            90469.0\n",
      "117                NaN\n",
      "118                NaN\n",
      "119                NaN\n",
      "120                NaN\n",
      "121                NaN\n",
      "122                NaN\n",
      "123                NaN\n",
      "124                NaN\n",
      "125                NaN\n",
      "126                NaN\n",
      "127                NaN\n",
      "128                NaN\n",
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      "912                NaN\n",
      "913                NaN\n",
      "914                NaN\n",
      "915                NaN\n",
      "916                NaN\n",
      "917                NaN\n",
      "918                NaN\n",
      "919                NaN\n",
      "920                NaN\n",
      "921                NaN\n",
      "922                NaN\n",
      "923                NaN\n",
      "924                NaN\n",
      "925                NaN\n",
      "926                NaN\n",
      "927                NaN\n",
      "928                NaN\n",
      "929                NaN\n",
      "930                NaN\n",
      "931                NaN\n",
      "932                NaN\n",
      "933                NaN\n",
      "934                NaN\n",
      "935                NaN\n",
      "936                NaN\n",
      "937                NaN\n",
      "938                NaN\n",
      "939                NaN\n",
      "940                NaN\n",
      "941                NaN\n",
      "942                NaN\n",
      "943                NaN\n",
      "944                NaN\n",
      "945                NaN\n",
      "946                NaN\n",
      "947                NaN\n",
      "948                NaN\n",
      "949                NaN\n",
      "950                NaN\n",
      "951                NaN\n",
      "952                NaN\n",
      "953                NaN\n",
      "954                NaN\n",
      "955                NaN\n",
      "956                NaN\n",
      "957                NaN\n",
      "958                NaN\n",
      "959                NaN\n",
      "960                NaN\n",
      "961                NaN\n",
      "962                NaN\n",
      "963                NaN\n",
      "964                NaN\n",
      "965                NaN\n",
      "966                NaN\n",
      "967                NaN\n",
      "968                NaN\n",
      "969                NaN\n",
      "970                NaN\n",
      "971                NaN\n",
      "972                NaN\n",
      "973           100778.0\n",
      "974                NaN\n",
      "975           100275.0\n",
      "976                NaN\n",
      "977                NaN\n",
      "978                NaN\n",
      "979                NaN\n",
      "980                NaN\n",
      "981                NaN\n",
      "982                NaN\n",
      "983                NaN\n",
      "984                NaN\n",
      "985                NaN\n",
      "986                NaN\n",
      "987                NaN\n",
      "988                NaN\n",
      "989                NaN\n",
      "990                NaN\n",
      "991                NaN\n",
      "992                NaN\n",
      "993                NaN\n",
      "994                NaN\n",
      "995                NaN\n",
      "996                NaN\n",
      "997                NaN\n",
      "998                NaN\n",
      "999                NaN\n",
      "1000           96167.0\n",
      "1001               NaN\n",
      "1002               NaN\n",
      "1003               NaN\n",
      "1004               NaN\n",
      "1005               NaN\n",
      "1006               NaN\n",
      "1007               NaN\n",
      "1008               NaN\n",
      "1009               NaN\n",
      "1010               NaN\n",
      "1011               NaN\n",
      "1012               NaN\n",
      "1013               NaN\n",
      "1014               NaN\n",
      "1015               NaN\n",
      "1016               NaN\n",
      "1017               NaN\n",
      "1018               NaN\n",
      "1019               NaN\n",
      "1020               NaN\n",
      "1021               NaN\n",
      "1022               NaN\n",
      "1023               NaN\n",
      "1024               NaN\n",
      "1025               NaN\n",
      "1026               NaN\n",
      "1027               NaN\n",
      "1028               NaN\n",
      "1029               NaN\n",
      "1030               NaN\n",
      "1031               NaN\n",
      "1032               NaN\n",
      "1033               NaN\n",
      "1034               NaN\n",
      "1035               NaN\n",
      "1036               NaN\n",
      "1037               NaN\n",
      "1038               NaN\n",
      "1039               NaN\n",
      "1040               NaN\n",
      "1041               NaN\n",
      "1042               NaN\n",
      "1043               NaN\n",
      "1044               NaN\n",
      "1045               NaN\n",
      "1046               NaN\n",
      "1047               NaN\n",
      "1048               NaN\n",
      "1049               NaN\n",
      "1050               NaN\n",
      "1051               NaN\n",
      "1052               NaN\n",
      "1053               NaN\n",
      "1054               NaN\n",
      "1055               NaN\n",
      "1056               NaN\n",
      "1057               NaN\n",
      "1058               NaN\n",
      "1059               NaN\n",
      "1060               NaN\n",
      "1061               NaN\n",
      "1062               NaN\n",
      "1063               NaN\n",
      "1064               NaN\n",
      "1065               NaN\n",
      "1066               NaN\n",
      "1067               NaN\n"
     ]
    }
   ],
   "source": [
    "def detect_outliers_iqr(data):\n",
    "    Q1 = np.percentile(data, 25)\n",
    "    Q3 = np.percentile(data, 75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "    outliers = (data < lower_bound) | (data > upper_bound)\n",
    "    return outliers\n",
    "\n",
    "outliers = detect_outliers_iqr(numerical_data)\n",
    "print(\"Outliers:\", numerical_data[outliers])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a03758f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Outliers: gross_income_eur    76\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Detect outliers in numerical_data and print the count of those outliers\n",
    "outliers = detect_outliers_iqr(numerical_data)\n",
    "outlier_count = np.sum(outliers)\n",
    "print(\"Number of Outliers:\", outlier_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "65e45e73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of Outliers: gross_income_eur    7.116105\n",
      "dtype: float64 %\n"
     ]
    }
   ],
   "source": [
    "# Calculate the percentage of outliers in a dataset and print the result\n",
    "outliers = detect_outliers_iqr(numerical_data)\n",
    "outlier_count = np.sum(outliers)\n",
    "total_data_points = numerical_data.shape[0]\n",
    "percentage_outliers = (outlier_count / total_data_points) * 100\n",
    "print(\"Percentage of Outliers:\", percentage_outliers, \"%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f76acd1",
   "metadata": {},
   "source": [
    "Approximately 7.12% of the data points in the 'gross_income_eur' column are classified as outliers based on the Interquartile Range (IQR) method."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f371d249",
   "metadata": {},
   "source": [
    "### Compare Mean and Median"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "02260a69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Income: gross_income_eur    53840.52809\n",
      "dtype: float64\n",
      "Median Income: 49079.5\n",
      "Difference (Mean - Median): gross_income_eur    4761.02809\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mac/anaconda3/envs/nahuelito/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3502: FutureWarning: In a future version, DataFrame.mean(axis=None) will return a scalar mean over the entire DataFrame. To retain the old behavior, use 'frame.mean(axis=0)' or just 'frame.mean()'\n",
      "  return mean(axis=axis, dtype=dtype, out=out, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "mean_income = np.mean(numerical_data)\n",
    "median_income = np.median(numerical_data)\n",
    "difference = mean_income - median_income\n",
    "print(\"Mean Income:\", mean_income)\n",
    "print(\"Median Income:\", median_income)\n",
    "print(\"Difference (Mean - Median):\", difference)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3ba976f",
   "metadata": {},
   "source": [
    "#### Important Insights:\n",
    "\n",
    "- Mean Income: The mean income for the population is approximately 53,840.53 EUR.\n",
    "\n",
    "- Median Income: The median income is 49,079.50 EUR.\n",
    "\n",
    "The difference between the mean and median income is approximately 4,761.03 EUR.\n",
    "\n",
    "As I said previously, the presence of outliers and the difference between the mean and median income suggest that the income distribution is skewed to the right, meaning there are relatively few individuals or households with very high incomes that are pulling the mean income upwards.\n",
    "\n",
    "#### Justification for Using Median Income for Analysis by Neighborhoods:\n",
    "\n",
    "Given the presence of outliers and the skewed distribution, it is appropriate to **use the median income as a measure of central tendency when analyzing income by neighborhoods**. **The median is less influenced by extreme values (outliers) than the mean and provides a more robust representation of the typical income in each neighborhood**. This approach ensures that the analysis is not unduly affected by a small number of extremely high-income individuals or households, which may not be representative of the majority of the population in each neighborhood."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90636d40",
   "metadata": {},
   "source": [
    "## Creating a neighborhood_median_income\n",
    "\n",
    "There is no column that indicates the median income for each neighborhood. So, I will create a new column named neighborhood_median_income that will represent the median income for each neighboorhod."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "56efdbc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group by 'neighborhood_name' and calculate the median income for each neighborhood\n",
    "neighborhood_median_income = income_df.groupby('neighborhood_name')['gross_income_eur'].median().reset_index()\n",
    "\n",
    "# Rename the columns for clarity\n",
    "neighborhood_median_income.columns = ['neighborhood_name', 'median_income']\n",
    "\n",
    "# Merge the median income data back into the original income_df\n",
    "income_df = pd.merge(income_df, neighborhood_median_income, on='neighborhood_name')\n",
    "\n",
    "# Now, income_df contains the 'median_income' column associated with each neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "763364b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>district_name</th>\n",
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       "      <th>median_income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>34839</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>27777</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>31082</td>\n",
       "      <td>32144.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>34635</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>27950</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        year district_name neighborhood_name  gross_income_eur  median_income\n",
       "0 2021-01-01  Ciutat Vella          el Raval             34839        32144.0\n",
       "1 2021-01-01  Ciutat Vella          el Raval             27777        32144.0\n",
       "2 2021-01-01  Ciutat Vella          el Raval             31082        32144.0\n",
       "3 2021-01-01  Ciutat Vella          el Raval             34635        32144.0\n",
       "4 2021-01-01  Ciutat Vella          el Raval             27950        32144.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "income_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "42fff174",
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>el Raval</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        year district_name neighborhood_name  median_income\n",
       "0 2021-01-01  Ciutat Vella          el Raval        32144.0\n",
       "1 2021-01-01  Ciutat Vella          el Raval        32144.0\n",
       "2 2021-01-01  Ciutat Vella          el Raval        32144.0\n",
       "3 2021-01-01  Ciutat Vella          el Raval        32144.0\n",
       "4 2021-01-01  Ciutat Vella          el Raval        32144.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop gross_income_eur\n",
    "income_df = income_df.drop(columns=['gross_income_eur'])\n",
    "income_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a09ed113",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>neighborhood_name</th>\n",
       "      <th>year</th>\n",
       "      <th>district_name</th>\n",
       "      <th>median_income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Baró de Viver</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>29438.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Can Baró</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>45922.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Can Peguera</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>28117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Canyelles</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>43158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ciutat Meridiana</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>29393.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Diagonal Mar i el Front Marítim del Poblenou</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>60322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Horta</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>48919.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hostafrancs</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>45256.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Montbau</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>44081.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Navas</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>48680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pedralbes</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Les Corts</td>\n",
       "      <td>131719.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Porta</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>38889.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Provençals del Poblenou</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>45927.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>49842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sant Antoni</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>51740.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sant Genís dels Agudells</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>41460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Sant Gervasi- Galvany</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>96493.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Sant Gervasi- la Bonanova</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>109582.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sant Martí de Provençals</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>40957.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Sant Pere, Santa Caterina i la Ribera</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>38023.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sants</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>48634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sants-Badal</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>44526.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Sarrià</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>93898.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Torre Baró</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>32808.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Vallbona</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>31943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Vallcarca i els Penitents</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Gràcia</td>\n",
       "      <td>62980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Vallvidrera, el Tibidabo i les Planes</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>102026.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Verdun</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>32005.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Vilapicina i la Torre Llobeta</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>44543.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>el Baix Guinardó</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>49431.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>el Barri Gòtic</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>37411.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>el Besòs i el Maresme</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>31033.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>el Bon Pastor</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>33564.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>el Camp d'en Grassot i Gràcia Nova</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Gràcia</td>\n",
       "      <td>57618.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>el Camp de l'Arpa del Clot</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>46429.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>el Carmel</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>34336.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>el Clot</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>48355.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>el Coll</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Gràcia</td>\n",
       "      <td>47018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>el Congrés i els Indians</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>46279.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>el Fort Pienc</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>55616.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>el Guinardó</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>46870.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>el Parc i la Llacuna del Poblenou</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>53068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>el Poble Sec</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>38854.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>el Poblenou</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>55700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>el Putxet i el Farró</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>69723.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>el Raval</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>32144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>el Turó de la Peira</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>33272.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>l'Antiga Esquerra de l'Eixample</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>64286.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>la Barceloneta</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Ciutat Vella</td>\n",
       "      <td>33103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>la Bordeta</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>47876.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>la Clota</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>46694.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>la Dreta de l'Eixample</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>70978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>la Font d'en Fargues</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>57081.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>la Font de la Guatlla</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>46102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>la Guineueta</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>41713.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>la Marina de Port</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>39638.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>la Marina del Prat Vermell</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sants-Montjuïc</td>\n",
       "      <td>32820.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>la Maternitat i Sant Ramon</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Les Corts</td>\n",
       "      <td>59153.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>la Nova Esquerra de l'Eixample</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>57920.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>la Prosperitat</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>35314.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>la Sagrada Família</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Eixample</td>\n",
       "      <td>51427.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>la Sagrera</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>46743.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>la Salut</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Gràcia</td>\n",
       "      <td>57643.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>la Teixonera</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>38183.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>la Trinitat Nova</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>30184.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>la Trinitat Vella</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Andreu</td>\n",
       "      <td>31145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>la Vall d'Hebron</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Horta-Guinardó</td>\n",
       "      <td>51074.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>la Verneda i la Pau</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>40695.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>la Vila Olímpica del Poblenou</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sant Martí</td>\n",
       "      <td>83317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>la Vila de Gràcia</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Gràcia</td>\n",
       "      <td>50733.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>les Corts</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Les Corts</td>\n",
       "      <td>65816.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>les Roquetes</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Nou Barris</td>\n",
       "      <td>31584.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>les Tres Torres</td>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>Sarrià-Sant Gervasi</td>\n",
       "      <td>131719.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               neighborhood_name       year  \\\n",
       "0                                  Baró de Viver 2021-01-01   \n",
       "1                                       Can Baró 2021-01-01   \n",
       "2                                    Can Peguera 2021-01-01   \n",
       "3                                      Canyelles 2021-01-01   \n",
       "4                               Ciutat Meridiana 2021-01-01   \n",
       "5   Diagonal Mar i el Front Marítim del Poblenou 2021-01-01   \n",
       "6                                          Horta 2021-01-01   \n",
       "7                                    Hostafrancs 2021-01-01   \n",
       "8                                        Montbau 2021-01-01   \n",
       "9                                          Navas 2021-01-01   \n",
       "10                                     Pedralbes 2021-01-01   \n",
       "11                                         Porta 2021-01-01   \n",
       "12                       Provençals del Poblenou 2021-01-01   \n",
       "13                                   Sant Andreu 2021-01-01   \n",
       "14                                   Sant Antoni 2021-01-01   \n",
       "15                      Sant Genís dels Agudells 2021-01-01   \n",
       "16                         Sant Gervasi- Galvany 2021-01-01   \n",
       "17                     Sant Gervasi- la Bonanova 2021-01-01   \n",
       "18                      Sant Martí de Provençals 2021-01-01   \n",
       "19         Sant Pere, Santa Caterina i la Ribera 2021-01-01   \n",
       "20                                         Sants 2021-01-01   \n",
       "21                                   Sants-Badal 2021-01-01   \n",
       "22                                        Sarrià 2021-01-01   \n",
       "23                                    Torre Baró 2021-01-01   \n",
       "24                                      Vallbona 2021-01-01   \n",
       "25                     Vallcarca i els Penitents 2021-01-01   \n",
       "26         Vallvidrera, el Tibidabo i les Planes 2021-01-01   \n",
       "27                                        Verdun 2021-01-01   \n",
       "28                 Vilapicina i la Torre Llobeta 2021-01-01   \n",
       "29                              el Baix Guinardó 2021-01-01   \n",
       "30                                el Barri Gòtic 2021-01-01   \n",
       "31                         el Besòs i el Maresme 2021-01-01   \n",
       "32                                 el Bon Pastor 2021-01-01   \n",
       "33            el Camp d'en Grassot i Gràcia Nova 2021-01-01   \n",
       "34                    el Camp de l'Arpa del Clot 2021-01-01   \n",
       "35                                     el Carmel 2021-01-01   \n",
       "36                                       el Clot 2021-01-01   \n",
       "37                                       el Coll 2021-01-01   \n",
       "38                      el Congrés i els Indians 2021-01-01   \n",
       "39                                 el Fort Pienc 2021-01-01   \n",
       "40                                   el Guinardó 2021-01-01   \n",
       "41             el Parc i la Llacuna del Poblenou 2021-01-01   \n",
       "42                                  el Poble Sec 2021-01-01   \n",
       "43                                   el Poblenou 2021-01-01   \n",
       "44                          el Putxet i el Farró 2021-01-01   \n",
       "45                                      el Raval 2021-01-01   \n",
       "46                           el Turó de la Peira 2021-01-01   \n",
       "47               l'Antiga Esquerra de l'Eixample 2021-01-01   \n",
       "48                                la Barceloneta 2021-01-01   \n",
       "49                                    la Bordeta 2021-01-01   \n",
       "50                                      la Clota 2021-01-01   \n",
       "51                        la Dreta de l'Eixample 2021-01-01   \n",
       "52                          la Font d'en Fargues 2021-01-01   \n",
       "53                         la Font de la Guatlla 2021-01-01   \n",
       "54                                  la Guineueta 2021-01-01   \n",
       "55                             la Marina de Port 2021-01-01   \n",
       "56                    la Marina del Prat Vermell 2021-01-01   \n",
       "57                    la Maternitat i Sant Ramon 2021-01-01   \n",
       "58                la Nova Esquerra de l'Eixample 2021-01-01   \n",
       "59                                la Prosperitat 2021-01-01   \n",
       "60                            la Sagrada Família 2021-01-01   \n",
       "61                                    la Sagrera 2021-01-01   \n",
       "62                                      la Salut 2021-01-01   \n",
       "63                                  la Teixonera 2021-01-01   \n",
       "64                              la Trinitat Nova 2021-01-01   \n",
       "65                             la Trinitat Vella 2021-01-01   \n",
       "66                              la Vall d'Hebron 2021-01-01   \n",
       "67                           la Verneda i la Pau 2021-01-01   \n",
       "68                 la Vila Olímpica del Poblenou 2021-01-01   \n",
       "69                             la Vila de Gràcia 2021-01-01   \n",
       "70                                     les Corts 2021-01-01   \n",
       "71                                  les Roquetes 2021-01-01   \n",
       "72                               les Tres Torres 2021-01-01   \n",
       "\n",
       "          district_name  median_income  \n",
       "0           Sant Andreu        29438.5  \n",
       "1        Horta-Guinardó        45922.0  \n",
       "2            Nou Barris        28117.0  \n",
       "3            Nou Barris        43158.0  \n",
       "4            Nou Barris        29393.5  \n",
       "5            Sant Martí        60322.0  \n",
       "6        Horta-Guinardó        48919.0  \n",
       "7        Sants-Montjuïc        45256.5  \n",
       "8        Horta-Guinardó        44081.5  \n",
       "9           Sant Andreu        48680.0  \n",
       "10            Les Corts       131719.0  \n",
       "11           Nou Barris        38889.0  \n",
       "12           Sant Martí        45927.5  \n",
       "13          Sant Andreu        49842.0  \n",
       "14             Eixample        51740.5  \n",
       "15       Horta-Guinardó        41460.0  \n",
       "16  Sarrià-Sant Gervasi        96493.0  \n",
       "17  Sarrià-Sant Gervasi       109582.5  \n",
       "18           Sant Martí        40957.0  \n",
       "19         Ciutat Vella        38023.0  \n",
       "20       Sants-Montjuïc        48634.0  \n",
       "21       Sants-Montjuïc        44526.5  \n",
       "22  Sarrià-Sant Gervasi        93898.5  \n",
       "23           Nou Barris        32808.0  \n",
       "24           Nou Barris        31943.0  \n",
       "25               Gràcia        62980.0  \n",
       "26  Sarrià-Sant Gervasi       102026.0  \n",
       "27           Nou Barris        32005.5  \n",
       "28           Nou Barris        44543.0  \n",
       "29       Horta-Guinardó        49431.0  \n",
       "30         Ciutat Vella        37411.0  \n",
       "31           Sant Martí        31033.0  \n",
       "32          Sant Andreu        33564.0  \n",
       "33               Gràcia        57618.0  \n",
       "34           Sant Martí        46429.0  \n",
       "35       Horta-Guinardó        34336.5  \n",
       "36           Sant Martí        48355.0  \n",
       "37               Gràcia        47018.0  \n",
       "38          Sant Andreu        46279.0  \n",
       "39             Eixample        55616.5  \n",
       "40       Horta-Guinardó        46870.0  \n",
       "41           Sant Martí        53068.0  \n",
       "42       Sants-Montjuïc        38854.0  \n",
       "43           Sant Martí        55700.0  \n",
       "44  Sarrià-Sant Gervasi        69723.0  \n",
       "45         Ciutat Vella        32144.0  \n",
       "46           Nou Barris        33272.0  \n",
       "47             Eixample        64286.5  \n",
       "48         Ciutat Vella        33103.0  \n",
       "49       Sants-Montjuïc        47876.0  \n",
       "50       Horta-Guinardó        46694.0  \n",
       "51             Eixample        70978.0  \n",
       "52       Horta-Guinardó        57081.0  \n",
       "53       Sants-Montjuïc        46102.0  \n",
       "54           Nou Barris        41713.0  \n",
       "55       Sants-Montjuïc        39638.0  \n",
       "56       Sants-Montjuïc        32820.0  \n",
       "57            Les Corts        59153.0  \n",
       "58             Eixample        57920.5  \n",
       "59           Nou Barris        35314.5  \n",
       "60             Eixample        51427.5  \n",
       "61          Sant Andreu        46743.0  \n",
       "62               Gràcia        57643.5  \n",
       "63       Horta-Guinardó        38183.0  \n",
       "64           Nou Barris        30184.0  \n",
       "65          Sant Andreu        31145.0  \n",
       "66       Horta-Guinardó        51074.0  \n",
       "67           Sant Martí        40695.0  \n",
       "68           Sant Martí        83317.0  \n",
       "69               Gràcia        50733.0  \n",
       "70            Les Corts        65816.0  \n",
       "71           Nou Barris        31584.0  \n",
       "72  Sarrià-Sant Gervasi       131719.0  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  Group by neighborhood_name and assign the median income to each neighborhood in the income_df\n",
    "income_df = income_df.groupby('neighborhood_name').first().reset_index()\n",
    "income_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1836dde3",
   "metadata": {},
   "source": [
    "# Saving\n",
    "Our main dataframe is now clean. We save it for later use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "09440c06",
   "metadata": {},
   "outputs": [],
   "source": [
    "income_df.to_csv('income_df_cleaned.csv', index=False)"
   ]
  }
 ],
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