Parse parquet.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "761e55bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ccefa7cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c8c647de",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_parquet('input/wuerzburg_trees.parquet', engine='fastparquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8ce189f0",
   "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>tree_number</th>\n",
       "      <th>species_latin</th>\n",
       "      <th>species_german</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>soil_composition</th>\n",
       "      <th>vol_water_content_30</th>\n",
       "      <th>vol_water_content_100</th>\n",
       "      <th>permittivity_30</th>\n",
       "      <th>permittivity_100</th>\n",
       "      <th>conductivity_30</th>\n",
       "      <th>conductivity_100</th>\n",
       "      <th>usable_field_capacity_30</th>\n",
       "      <th>usable_field_capacity_100</th>\n",
       "      <th>temperature_30</th>\n",
       "      <th>temperature_100</th>\n",
       "      <th>battery_percentage</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>koordinaten</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>23631</td>\n",
       "      <td>Tilia Cordata Greenspire</td>\n",
       "      <td>Stadt-Linde</td>\n",
       "      <td>49.793440</td>\n",
       "      <td>9.940730</td>\n",
       "      <td>Boden Ringpark</td>\n",
       "      <td>37.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>22.34</td>\n",
       "      <td>15.17</td>\n",
       "      <td>19.3</td>\n",
       "      <td>21.8</td>\n",
       "      <td>117.647059</td>\n",
       "      <td>58.823529</td>\n",
       "      <td>25.06</td>\n",
       "      <td>23.19</td>\n",
       "      <td>59.0</td>\n",
       "      <td>2023-07-12 10:18:26</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00o\\xbb\\xd0\\\\\\xa7\\xe1#@K\\x...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5463.1</td>\n",
       "      <td>Ulmus New Horizon</td>\n",
       "      <td>Ulme New Horizon</td>\n",
       "      <td>49.796000</td>\n",
       "      <td>9.932720</td>\n",
       "      <td>Eigensubstrat Gartenamt</td>\n",
       "      <td>45.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>30.84</td>\n",
       "      <td>18.86</td>\n",
       "      <td>20.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>176.190476</td>\n",
       "      <td>119.047619</td>\n",
       "      <td>25.26</td>\n",
       "      <td>25.12</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2023-07-12 10:04:33</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00v\\xa6\\xd0y\\x8d\\xdd#@\\xd9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>58413</td>\n",
       "      <td>Ulmus New Horizon</td>\n",
       "      <td>Ulme New Horizon</td>\n",
       "      <td>49.796580</td>\n",
       "      <td>9.941690</td>\n",
       "      <td>Boden-Sand-Lehm 4</td>\n",
       "      <td>22.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>11.81</td>\n",
       "      <td>20.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>55.555556</td>\n",
       "      <td>122.222222</td>\n",
       "      <td>26.51</td>\n",
       "      <td>24.40</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2023-07-12 10:57:41</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00\\xc3\\xf0\\x111%\\xe2#@\\xe7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>58753</td>\n",
       "      <td>Acer Platanoides</td>\n",
       "      <td>Spitz-Ahorn</td>\n",
       "      <td>49.782000</td>\n",
       "      <td>9.956770</td>\n",
       "      <td>VulkaTree</td>\n",
       "      <td>44.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>30.32</td>\n",
       "      <td>17.33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.130435</td>\n",
       "      <td>82.608696</td>\n",
       "      <td>24.94</td>\n",
       "      <td>19.20</td>\n",
       "      <td>59.0</td>\n",
       "      <td>2023-07-12 10:47:32</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00}\\x96\\xe7\\xc1\\xdd\\xe9#@j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5540</td>\n",
       "      <td>Tilia Cordata Greenspire</td>\n",
       "      <td>Stadt-Linde</td>\n",
       "      <td>49.793180</td>\n",
       "      <td>9.933190</td>\n",
       "      <td>Boden-Sand-Lehm 4</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>20.65</td>\n",
       "      <td>21.61</td>\n",
       "      <td>19.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>127.777778</td>\n",
       "      <td>133.333333</td>\n",
       "      <td>23.13</td>\n",
       "      <td>19.85</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2023-07-12 10:06:59</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00\\x92\\xe8e\\x14\\xcb\\xdd#@\\...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158720</th>\n",
       "      <td>05_Ersatz_3_7023.2</td>\n",
       "      <td>Unbekannt</td>\n",
       "      <td>Unbekannt</td>\n",
       "      <td>49.791642</td>\n",
       "      <td>9.935594</td>\n",
       "      <td>VulkaTree</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53.11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.837838</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2024-07-22 10:23:46</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00\\x96j*&lt;\\x06\\xdf#@.\\xd3\\x...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158721</th>\n",
       "      <td>5463.1</td>\n",
       "      <td>Ulmus New Horizon</td>\n",
       "      <td>Ulme New Horizon</td>\n",
       "      <td>49.796000</td>\n",
       "      <td>9.932720</td>\n",
       "      <td>Eigensubstrat Gartenamt</td>\n",
       "      <td>36.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>22.05</td>\n",
       "      <td>19.29</td>\n",
       "      <td>19.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.322581</td>\n",
       "      <td>80.645161</td>\n",
       "      <td>23.42</td>\n",
       "      <td>21.82</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2024-07-22 11:25:45</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00v\\xa6\\xd0y\\x8d\\xdd#@\\xd9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158722</th>\n",
       "      <td>05_Ersatz_3_7023.2</td>\n",
       "      <td>Unbekannt</td>\n",
       "      <td>Unbekannt</td>\n",
       "      <td>49.791642</td>\n",
       "      <td>9.935594</td>\n",
       "      <td>VulkaTree</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.837838</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2024-07-22 11:24:16</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00\\x96j*&lt;\\x06\\xdf#@.\\xd3\\x...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158723</th>\n",
       "      <td>Gartenamt_Kontroll_2</td>\n",
       "      <td>Unbekannt</td>\n",
       "      <td>Unbekannt</td>\n",
       "      <td>49.797012</td>\n",
       "      <td>10.001281</td>\n",
       "      <td>Eigensubstrat Gartenamt</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-25.806452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2024-07-22 11:35:41</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00\\x01\\x00\\x00\\xf8\\xa7\\x00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158724</th>\n",
       "      <td>65851</td>\n",
       "      <td>Fraxinus Angustifolia Raywood</td>\n",
       "      <td>Esche Raywood</td>\n",
       "      <td>49.791200</td>\n",
       "      <td>9.927240</td>\n",
       "      <td>VulkaTree</td>\n",
       "      <td>49.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.43</td>\n",
       "      <td>22.84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>110.810811</td>\n",
       "      <td>78.378378</td>\n",
       "      <td>25.76</td>\n",
       "      <td>21.08</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2024-07-22 11:35:44</td>\n",
       "      <td>b'\\x01\\x01\\x00\\x00\\x00\\t\\x16\\x873\\xbf\\xda#@0L\\...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>158725 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 tree_number                  species_latin    species_german  \\\n",
       "0                      23631       Tilia Cordata Greenspire       Stadt-Linde   \n",
       "1                     5463.1              Ulmus New Horizon  Ulme New Horizon   \n",
       "2                      58413              Ulmus New Horizon  Ulme New Horizon   \n",
       "3                      58753               Acer Platanoides       Spitz-Ahorn   \n",
       "4                       5540       Tilia Cordata Greenspire       Stadt-Linde   \n",
       "...                      ...                            ...               ...   \n",
       "158720    05_Ersatz_3_7023.2                      Unbekannt         Unbekannt   \n",
       "158721                5463.1              Ulmus New Horizon  Ulme New Horizon   \n",
       "158722    05_Ersatz_3_7023.2                      Unbekannt         Unbekannt   \n",
       "158723  Gartenamt_Kontroll_2                      Unbekannt         Unbekannt   \n",
       "158724                 65851  Fraxinus Angustifolia Raywood     Esche Raywood   \n",
       "\n",
       "         latitude  longitude         soil_composition  vol_water_content_30  \\\n",
       "0       49.793440   9.940730           Boden Ringpark                  37.0   \n",
       "1       49.796000   9.932720  Eigensubstrat Gartenamt                  45.0   \n",
       "2       49.796580   9.941690        Boden-Sand-Lehm 4                  22.0   \n",
       "3       49.782000   9.956770                VulkaTree                  44.0   \n",
       "4       49.793180   9.933190        Boden-Sand-Lehm 4                  35.0   \n",
       "...           ...        ...                      ...                   ...   \n",
       "158720  49.791642   9.935594                VulkaTree                  59.0   \n",
       "158721  49.796000   9.932720  Eigensubstrat Gartenamt                  36.0   \n",
       "158722  49.791642   9.935594                VulkaTree                  59.0   \n",
       "158723  49.797012  10.001281  Eigensubstrat Gartenamt                   0.0   \n",
       "158724  49.791200   9.927240                VulkaTree                  49.0   \n",
       "\n",
       "        vol_water_content_100  permittivity_30  permittivity_100  \\\n",
       "0                        27.0            22.34             15.17   \n",
       "1                        33.0            30.84             18.86   \n",
       "2                        34.0            11.81             20.14   \n",
       "3                        31.0            30.32             17.33   \n",
       "4                        36.0            20.65             21.61   \n",
       "...                       ...              ...               ...   \n",
       "158720                    NaN            53.11               NaN   \n",
       "158721                   33.0            22.05             19.29   \n",
       "158722                    NaN            53.06               NaN   \n",
       "158723                    NaN             0.00               NaN   \n",
       "158724                   37.0            37.43             22.84   \n",
       "\n",
       "        conductivity_30  conductivity_100  usable_field_capacity_30  \\\n",
       "0                  19.3              21.8                117.647059   \n",
       "1                  20.9               0.0                176.190476   \n",
       "2                   0.0              19.1                 55.555556   \n",
       "3                   0.0               0.0                139.130435   \n",
       "4                  19.2               0.0                127.777778   \n",
       "...                 ...               ...                       ...   \n",
       "158720             38.1               NaN                137.837838   \n",
       "158721             19.5               0.0                 90.322581   \n",
       "158722             38.2               NaN                137.837838   \n",
       "158723              0.0               NaN                -25.806452   \n",
       "158724              0.0              19.8                110.810811   \n",
       "\n",
       "        usable_field_capacity_100  temperature_30  temperature_100  \\\n",
       "0                       58.823529           25.06            23.19   \n",
       "1                      119.047619           25.26            25.12   \n",
       "2                      122.222222           26.51            24.40   \n",
       "3                       82.608696           24.94            19.20   \n",
       "4                      133.333333           23.13            19.85   \n",
       "...                           ...             ...              ...   \n",
       "158720                        NaN           24.10              NaN   \n",
       "158721                  80.645161           23.42            21.82   \n",
       "158722                        NaN           24.10              NaN   \n",
       "158723                        NaN            0.00              NaN   \n",
       "158724                  78.378378           25.76            21.08   \n",
       "\n",
       "        battery_percentage           timestamp  \\\n",
       "0                     59.0 2023-07-12 10:18:26   \n",
       "1                     56.0 2023-07-12 10:04:33   \n",
       "2                     58.0 2023-07-12 10:57:41   \n",
       "3                     59.0 2023-07-12 10:47:32   \n",
       "4                     60.0 2023-07-12 10:06:59   \n",
       "...                    ...                 ...   \n",
       "158720                57.0 2024-07-22 10:23:46   \n",
       "158721                29.0 2024-07-22 11:25:45   \n",
       "158722                57.0 2024-07-22 11:24:16   \n",
       "158723                77.0 2024-07-22 11:35:41   \n",
       "158724                31.0 2024-07-22 11:35:44   \n",
       "\n",
       "                                              koordinaten  \n",
       "0       b'\\x01\\x01\\x00\\x00\\x00o\\xbb\\xd0\\\\\\xa7\\xe1#@K\\x...  \n",
       "1       b'\\x01\\x01\\x00\\x00\\x00v\\xa6\\xd0y\\x8d\\xdd#@\\xd9...  \n",
       "2       b'\\x01\\x01\\x00\\x00\\x00\\xc3\\xf0\\x111%\\xe2#@\\xe7...  \n",
       "3       b'\\x01\\x01\\x00\\x00\\x00}\\x96\\xe7\\xc1\\xdd\\xe9#@j...  \n",
       "4       b'\\x01\\x01\\x00\\x00\\x00\\x92\\xe8e\\x14\\xcb\\xdd#@\\...  \n",
       "...                                                   ...  \n",
       "158720  b'\\x01\\x01\\x00\\x00\\x00\\x96j*<\\x06\\xdf#@.\\xd3\\x...  \n",
       "158721  b'\\x01\\x01\\x00\\x00\\x00v\\xa6\\xd0y\\x8d\\xdd#@\\xd9...  \n",
       "158722  b'\\x01\\x01\\x00\\x00\\x00\\x96j*<\\x06\\xdf#@.\\xd3\\x...  \n",
       "158723  b'\\x01\\x01\\x00\\x00\\x00\\x01\\x00\\x00\\xf8\\xa7\\x00...  \n",
       "158724  b'\\x01\\x01\\x00\\x00\\x00\\t\\x16\\x873\\xbf\\xda#@0L\\...  \n",
       "\n",
       "[158725 rows x 19 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "57133341",
   "metadata": {},
   "outputs": [],
   "source": [
    "interesting_columns = ['tree_number', 'species_latin', 'latitude', 'longitude']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4850e91c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tree_number</th>\n",
       "      <th>species_latin</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>58753</td>\n",
       "      <td>Acer Platanoides</td>\n",
       "      <td>49.782000</td>\n",
       "      <td>9.956770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>06_Ersatz_01_58753</td>\n",
       "      <td>Acer Platanoides</td>\n",
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       "      <th>10702</th>\n",
       "      <td>06_Ersatz_01_58753</td>\n",
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       "              tree_number     species_latin   latitude  longitude\n",
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       "425    06_Ersatz_01_58753  Acer Platanoides  49.781994   9.959306\n",
       "10702  06_Ersatz_01_58753  Acer Platanoides  49.781994   9.959306"
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