MSP-Flat_data_model._exporter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MSP Italy - Flat Data Model Exporter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## How intall geoserver-rest\n",
    "# export CPLUS_INCLUDE_PATH=/usr/include/gdal\n",
    "# export C_INCLUDE_PATH=/usr/include/gdal\n",
    "# pip install GDAL==1.11.2\n",
    "# pip install pygdal==\"`gdal-config --version`.*\"\n",
    "# pip install geoserver-rest\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import fiona\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import numpy as np\n",
    "import png\n",
    "from geo.Geoserver import Geoserver\n",
    "geo = Geoserver('http://data.tools4msp.eu/geoserver', username='mspitaly_admin', password='Ciuppaluppa')\n",
    "\n",
    "#from utils import use_codes_list, dfuses #leggo direttamente dal db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eu_contries 37\n",
      "uses_pu 4169\n",
      "regioni_istat 20\n",
      "land_EEA_2018 27\n",
      "areas 3\n",
      "subareas 27\n",
      "planning_units 327\n",
      "pu_uses 14\n",
      "pu_type 4\n"
     ]
    }
   ],
   "source": [
    "source = \"data/planning.gpkg\"\n",
    "for layername in fiona.listlayers(source):\n",
    "    with fiona.open(source, layer=layername) as src:\n",
    "        print(layername, len(src))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "msp_areas = gpd.read_file(source, layer=\"areas\")\n",
    "msp_subareas = gpd.read_file(source, layer=\"subareas\")\n",
    "planning_units = gpd.read_file(source, layer=\"planning_units\")\n",
    "pu_uses = gpd.read_file(source, layer=\"pu_uses\").set_index(\"code\")\n",
    "use_codes_list = pu_uses.index.tolist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msp_areas.plot()\n",
    "msp_subareas.plot()\n",
    "planning_units.plot()\n",
    "cols = ['codice', 'denomin', 'geometry']\n",
    "msp_areas = msp_areas.rename(columns={'area': 'codice', 'name': 'denomin'})[cols].reset_index()\n",
    "msp_areas.to_file(\"outputs/msp_italy_flat_areas_v1.shp\")\n",
    "cols = ['codice', 'tipo', 'geometry']\n",
    "msp_subareas = msp_subareas.rename(columns={'subarea': 'codice', 'name': 'tipo'})[cols].reset_index()\n",
    "msp_subareas.to_file(\"outputs/msp_italy_flat_subareas_v1.shp\")\n",
    "pu_uses.to_csv(\"outputs/pu_uses.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean u_p and u_a and tipo, and set zfill\n",
    "def clean_u_column(col):\n",
    "    return col.fillna(\"\").str.replace(\" \",\"\").str.split(',').apply(list).apply(lambda x: \",\".join(np.sort(np.char.zfill(np.array(x).astype(str), 4))))\n",
    "\n",
    "zoning_elements = planning_units.copy()\n",
    "zoning_elements.rename(columns={'Code': 'codice', 'Type': 'tipo', 'main_uses': 'u_p', 'other_uses': 'u_a', 'area_km_GRS80': 'kmq'}, inplace=True)\n",
    "\n",
    "# zoning_elements['orig_u_p'] = zoning_elements.u_p\n",
    "# zoning_elements['orig_u_a'] = zoning_elements.u_a\n",
    "\n",
    "zoning_elements.u_p = clean_u_column(zoning_elements.u_p)\n",
    "zoning_elements.u_a = clean_u_column(zoning_elements.u_a)\n",
    "zoning_elements.tipo = zoning_elements.tipo.str.replace('\\(.*\\)', '').str.strip()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'MO/3_14 | P(tm)'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check a specific PU\n",
    "df = planning_units.query(\"Code=='MO/3_14'\")\n",
    "df.label.item()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# check invalid uses\n",
    "_uses_p = zoning_elements.u_p.str.split(',', expand=True).fillna('0000').melt().value.sort_values().unique()\n",
    "_uses_a = zoning_elements.u_a.str.split(',', expand=True).fillna('0000').melt().value.sort_values().unique()\n",
    "\n",
    "diff_uses_p = set(_uses_p) - set(use_codes_list) - set(['0000'])\n",
    "diff_uses_a = set(_uses_a) - set(use_codes_list) - set(['0000'])\n",
    "if len(diff_uses_p) > 0:\n",
    "    print(\"WARNING Invalid uses in u_p\", diff_uses_p)\n",
    "if len(diff_uses_a) > 0:\n",
    "    print(\"WARNING Invalid uses in u_a\", diff_uses_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check invalid uses by PU\n",
    "for idx, r in zoning_elements.iterrows():\n",
    "    invalid_u_p = []\n",
    "    invalid_u_a = []\n",
    "    isok = True\n",
    "    for code in r.u_p.split(','):\n",
    "        if code != '0000' and  code not in use_codes_list:\n",
    "            invalid_u_p.append(code)\n",
    "            isok = False\n",
    "    for code in r.u_a.split(','):\n",
    "        if code != '0000' and code not in use_codes_list:\n",
    "            invalid_u_a.append(code)\n",
    "            isok = False\n",
    "    if not isok:\n",
    "        print(\"PU\", r.codice)\n",
    "        if len(invalid_u_p) > 0:\n",
    "            print(\"\\t invalid u_p\", invalid_u_p)\n",
    "        if len(invalid_u_a) > 0:\n",
    "            print(\"\\t invalid u_a\", invalid_u_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>id</th>\n",
       "      <th>codice</th>\n",
       "      <th>tipo</th>\n",
       "      <th>pu_type</th>\n",
       "      <th>lbl_x</th>\n",
       "      <th>lbl_y</th>\n",
       "      <th>pu_types</th>\n",
       "      <th>label</th>\n",
       "      <th>u_p</th>\n",
       "      <th>u_a</th>\n",
       "      <th>num_rel</th>\n",
       "      <th>location</th>\n",
       "      <th>area_km</th>\n",
       "      <th>subarea</th>\n",
       "      <th>note</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>A/3_01</td>\n",
       "      <td>P</td>\n",
       "      <td>200</td>\n",
       "      <td>6.994330e+06</td>\n",
       "      <td>4.956858e+06</td>\n",
       "      <td>Prioritary</td>\n",
       "      <td>A/3_01 | P(t)</td>\n",
       "      <td>0700</td>\n",
       "      <td>0100,0200,0300,0400,0500,0600,0900,1000,1100,1...</td>\n",
       "      <td>None</td>\n",
       "      <td>acque terr</td>\n",
       "      <td>59.02</td>\n",
       "      <td>A/3</td>\n",
       "      <td>Altri usi citati nel piano: Pesca,Trasporto ma...</td>\n",
       "      <td>MULTIPOLYGON (((7023412.570 4941571.750, 70201...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>A/3_02</td>\n",
       "      <td>P</td>\n",
       "      <td>200</td>\n",
       "      <td>7.029833e+06</td>\n",
       "      <td>4.949362e+06</td>\n",
       "      <td>Prioritary</td>\n",
       "      <td>A/3_02 | P(a)</td>\n",
       "      <td>1500</td>\n",
       "      <td>0100,0200,0300,0400,0500,0600,0700,0900,1000,1...</td>\n",
       "      <td>None</td>\n",
       "      <td>acque terr</td>\n",
       "      <td>115.13</td>\n",
       "      <td>A/3</td>\n",
       "      <td>Altri usi citati nel piano: Pesca,Trasporto ma...</td>\n",
       "      <td>MULTIPOLYGON (((7025074.508 4954529.347, 70251...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>A/3_04</td>\n",
       "      <td>P</td>\n",
       "      <td>200</td>\n",
       "      <td>7.039380e+06</td>\n",
       "      <td>4.937726e+06</td>\n",
       "      <td>Prioritary</td>\n",
       "      <td>A/3_04 | P(n,d)</td>\n",
       "      <td>0300,0600</td>\n",
       "      <td>0100,0200,0400,0500,0700,0900,1000,1100,1200,1...</td>\n",
       "      <td>None</td>\n",
       "      <td>acque terr</td>\n",
       "      <td>305.39</td>\n",
       "      <td>A/3</td>\n",
       "      <td>Altri usi citati nel piano: Pesca,Trasporto ma...</td>\n",
       "      <td>MULTIPOLYGON (((7052426.141 4944327.128, 70523...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>A/3_05</td>\n",
       "      <td>P</td>\n",
       "      <td>200</td>\n",
       "      <td>7.043798e+06</td>\n",
       "      <td>4.859833e+06</td>\n",
       "      <td>Prioritary</td>\n",
       "      <td>A/3_05 | P(t)</td>\n",
       "      <td>0700</td>\n",
       "      <td>0100,0200,0300,0400,0500,0600,0900,1000,1100,1...</td>\n",
       "      <td>None</td>\n",
       "      <td>acque terr</td>\n",
       "      <td>295.67</td>\n",
       "      <td>A/3</td>\n",
       "      <td>Altri usi citati nel piano: Pesca,Trasporto ma...</td>\n",
       "      <td>MULTIPOLYGON (((7060232.056 4863396.003, 70602...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.0</td>\n",
       "      <td>A/3_09</td>\n",
       "      <td>L</td>\n",
       "      <td>300</td>\n",
       "      <td>7.047864e+06</td>\n",
       "      <td>4.912839e+06</td>\n",
       "      <td>Limited</td>\n",
       "      <td>A/3_09 | L(n)</td>\n",
       "      <td>0300</td>\n",
       "      <td>0700,1000,1200,1300,1400</td>\n",
       "      <td>None</td>\n",
       "      <td>acque terr</td>\n",
       "      <td>0.71</td>\n",
       "      <td>A/3</td>\n",
       "      <td>Altri usi citati nel piano: Turismo</td>\n",
       "      <td>MULTIPOLYGON (((7046153.823 4908877.907, 70458...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id  codice tipo  pu_type         lbl_x         lbl_y    pu_types  \\\n",
       "0  1.0  A/3_01    P      200  6.994330e+06  4.956858e+06  Prioritary   \n",
       "1  2.0  A/3_02    P      200  7.029833e+06  4.949362e+06  Prioritary   \n",
       "2  4.0  A/3_04    P      200  7.039380e+06  4.937726e+06  Prioritary   \n",
       "3  5.0  A/3_05    P      200  7.043798e+06  4.859833e+06  Prioritary   \n",
       "4  9.0  A/3_09    L      300  7.047864e+06  4.912839e+06     Limited   \n",
       "\n",
       "             label        u_p  \\\n",
       "0    A/3_01 | P(t)       0700   \n",
       "1    A/3_02 | P(a)       1500   \n",
       "2  A/3_04 | P(n,d)  0300,0600   \n",
       "3    A/3_05 | P(t)       0700   \n",
       "4    A/3_09 | L(n)       0300   \n",
       "\n",
       "                                                 u_a num_rel    location  \\\n",
       "0  0100,0200,0300,0400,0500,0600,0900,1000,1100,1...    None  acque terr   \n",
       "1  0100,0200,0300,0400,0500,0600,0700,0900,1000,1...    None  acque terr   \n",
       "2  0100,0200,0400,0500,0700,0900,1000,1100,1200,1...    None  acque terr   \n",
       "3  0100,0200,0300,0400,0500,0600,0900,1000,1100,1...    None  acque terr   \n",
       "4                           0700,1000,1200,1300,1400    None  acque terr   \n",
       "\n",
       "   area_km subarea                                               note  \\\n",
       "0    59.02     A/3  Altri usi citati nel piano: Pesca,Trasporto ma...   \n",
       "1   115.13     A/3  Altri usi citati nel piano: Pesca,Trasporto ma...   \n",
       "2   305.39     A/3  Altri usi citati nel piano: Pesca,Trasporto ma...   \n",
       "3   295.67     A/3  Altri usi citati nel piano: Pesca,Trasporto ma...   \n",
       "4     0.71     A/3               Altri usi citati nel piano: Turismo    \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((7023412.570 4941571.750, 70201...  \n",
       "1  MULTIPOLYGON (((7025074.508 4954529.347, 70251...  \n",
       "2  MULTIPOLYGON (((7052426.141 4944327.128, 70523...  \n",
       "3  MULTIPOLYGON (((7060232.056 4863396.003, 70602...  \n",
       "4  MULTIPOLYGON (((7046153.823 4908877.907, 70458...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add missing u_a\n",
    "\n",
    "#for idx, r in zoning_elements.iterrows():\n",
    "#    zoning_elements.at[idx, 'u_a'] = \",\".join(np.setdiff1d(use_codes_list, r.u_p.split(',')))\n",
    "zoning_elements.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>use_ita</th>\n",
       "      <th>label</th>\n",
       "      <th>color</th>\n",
       "      <th>use_ita_short</th>\n",
       "      <th>sld_style</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0100</th>\n",
       "      <td>Pesca</td>\n",
       "      <td>p</td>\n",
       "      <td>#F4AAAE</td>\n",
       "      <td>Pesca</td>\n",
       "      <td>zoning_elements_pesca.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500</th>\n",
       "      <td>Acquacoltura</td>\n",
       "      <td>a</td>\n",
       "      <td>#B9829F</td>\n",
       "      <td>Acquacoltura</td>\n",
       "      <td>zoning_elements_acquacoltura.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0200</th>\n",
       "      <td>Trasporto marittimo e portualità</td>\n",
       "      <td>tm</td>\n",
       "      <td>#6E7C97</td>\n",
       "      <td>Trasporto mar. portualità</td>\n",
       "      <td>zoning_elements_trasporto.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0300</th>\n",
       "      <td>Protezione ambiente e risorse naturali</td>\n",
       "      <td>n</td>\n",
       "      <td>#88BC91</td>\n",
       "      <td>Protez. ambiente e ris.naturali</td>\n",
       "      <td>zoning_elements_protezione.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0400</th>\n",
       "      <td>Energia</td>\n",
       "      <td>e</td>\n",
       "      <td>#C04B4B</td>\n",
       "      <td>Energia</td>\n",
       "      <td>zoning_elements_energia.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0500</th>\n",
       "      <td>Prelievo di sabbie</td>\n",
       "      <td>sa</td>\n",
       "      <td>#FCD154</td>\n",
       "      <td>Sabbie</td>\n",
       "      <td>zoning_elements_sabbie.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0600</th>\n",
       "      <td>Difesa</td>\n",
       "      <td>d</td>\n",
       "      <td>#CCAE99</td>\n",
       "      <td>Difesa</td>\n",
       "      <td>zoning_elements_difesa.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0700</th>\n",
       "      <td>Turismo costiero e marittimo</td>\n",
       "      <td>t</td>\n",
       "      <td>#F4A166</td>\n",
       "      <td>Turismo</td>\n",
       "      <td>zoning_elements_turismo.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>Paesaggio e Patrimonio Culturale</td>\n",
       "      <td>ppc</td>\n",
       "      <td>#778775</td>\n",
       "      <td>Paesaggio e Patrimonio Cult.</td>\n",
       "      <td>zoning_elements_paesaggio.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>Ricerca scientifica e innovazione</td>\n",
       "      <td>r</td>\n",
       "      <td>#999999</td>\n",
       "      <td>Ricerca sc. e innovaz.</td>\n",
       "      <td>zoning_elements_ricerca.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>Sicurezza marittima, della navigazione e sorve...</td>\n",
       "      <td>s</td>\n",
       "      <td>#9C6F69</td>\n",
       "      <td>Sicurezza marittima</td>\n",
       "      <td>zoning_elements_sicurezza.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>Difesa costiera, protezione dalle alluvioni, r...</td>\n",
       "      <td>dc</td>\n",
       "      <td>#999999</td>\n",
       "      <td>Difesa costiera</td>\n",
       "      <td>zoning_elements_difesa_costiera.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>Immersione sedimenti dragati</td>\n",
       "      <td>sd</td>\n",
       "      <td>#999999</td>\n",
       "      <td>Imm. sedimenti dragati</td>\n",
       "      <td>zoning_elements_sedimenti.sld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0900</th>\n",
       "      <td>Telecomunicazioni</td>\n",
       "      <td>#</td>\n",
       "      <td>#BBC8E4</td>\n",
       "      <td>Telecom.</td>\n",
       "      <td>zoning_elements_telecomunicazioni.sld</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                use_ita label    color  \\\n",
       "code                                                                     \n",
       "0100                                              Pesca     p  #F4AAAE   \n",
       "1500                                       Acquacoltura     a  #B9829F   \n",
       "0200                   Trasporto marittimo e portualità    tm  #6E7C97   \n",
       "0300             Protezione ambiente e risorse naturali     n  #88BC91   \n",
       "0400                                            Energia     e  #C04B4B   \n",
       "0500                                 Prelievo di sabbie    sa  #FCD154   \n",
       "0600                                             Difesa     d  #CCAE99   \n",
       "0700                       Turismo costiero e marittimo     t  #F4A166   \n",
       "1000                   Paesaggio e Patrimonio Culturale   ppc  #778775   \n",
       "1400                  Ricerca scientifica e innovazione     r  #999999   \n",
       "1300  Sicurezza marittima, della navigazione e sorve...     s  #9C6F69   \n",
       "1200  Difesa costiera, protezione dalle alluvioni, r...    dc  #999999   \n",
       "1100                       Immersione sedimenti dragati    sd  #999999   \n",
       "0900                                  Telecomunicazioni     #  #BBC8E4   \n",
       "\n",
       "                        use_ita_short                              sld_style  \n",
       "code                                                                          \n",
       "0100                            Pesca              zoning_elements_pesca.sld  \n",
       "1500                     Acquacoltura       zoning_elements_acquacoltura.sld  \n",
       "0200        Trasporto mar. portualità          zoning_elements_trasporto.sld  \n",
       "0300  Protez. ambiente e ris.naturali         zoning_elements_protezione.sld  \n",
       "0400                          Energia            zoning_elements_energia.sld  \n",
       "0500                           Sabbie             zoning_elements_sabbie.sld  \n",
       "0600                           Difesa             zoning_elements_difesa.sld  \n",
       "0700                         Turismo             zoning_elements_turismo.sld  \n",
       "1000     Paesaggio e Patrimonio Cult.          zoning_elements_paesaggio.sld  \n",
       "1400           Ricerca sc. e innovaz.            zoning_elements_ricerca.sld  \n",
       "1300              Sicurezza marittima          zoning_elements_sicurezza.sld  \n",
       "1200                  Difesa costiera    zoning_elements_difesa_costiera.sld  \n",
       "1100           Imm. sedimenti dragati          zoning_elements_sedimenti.sld  \n",
       "0900                         Telecom.  zoning_elements_telecomunicazioni.sld  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfuses = pu_uses[[ 'use_ita', 'label', 'color', 'use_ita_short', 'sld_style']]\n",
    "#use_code_list=dfuses[\"code\"].tolist()\n",
    "dfuses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare use strings\n",
    "zoning_elements['u_p_txt'] = zoning_elements.u_p.str.split(',').apply(lambda x: [dfuses.at[y, 'use_ita_short'] for y in x if y != '0000']).str.join(', ')\n",
    "zoning_elements['u_a_txt'] = zoning_elements.u_a.str.split(',').apply(lambda x: [dfuses.at[y, 'use_ita_short'] for y in x if y != '0000']).str.join(', ')\n",
    "\n",
    "zoning_elements['subarea'] = zoning_elements.codice.str.replace('_\\d+', '')\n",
    "cols = ['subarea','codice','tipo','u_p','u_p_txt','u_a','u_a_txt', 'area_km','note', 'label','geometry']\n",
    "zoning_elements = zoning_elements[cols].reset_index().rename(columns={'index': 'id'}).copy()\n",
    "#zoning_elements['note'] = ''\n",
    "zoning_elements.to_file(\"outputs/msp_italy_flat_zoning_elements_v1.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 12)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check if there are list longer than shapefile capacity\n",
    "lunghi = zoning_elements.query(\"u_a_txt.str.len()> 255\")\n",
    "lunghi.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_class_image(classes, class_height=7):\n",
    "    height = class_height * len(classes)\n",
    "    img = Image.new('RGB', (20, height), color = \"#ffffff\")\n",
    "    d = ImageDraw.Draw(img)\n",
    "    x0, y0, x1, y1 = 0, 0, 20, 10\n",
    "    for c in classes:\n",
    "        color = dfuses.at[c, 'color']\n",
    "        print(color, c)\n",
    "        d.rectangle([x0, y0, x1, y1], fill=color, outline=None, width=0)\n",
    "        y0 += class_height\n",
    "        y1 += class_height\n",
    "    fname = 'leg_{}.png'.format(\"_\".join([str(c).zfill(4) for c in classes]))\n",
    "    img.save(\"outputs/\" + fname)\n",
    "    return fname, height\n",
    "# draw_class_image([100, 200, 300, 400])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "SDLLABEL = \"\"\"\n",
    "<sld:TextSymbolizer>\n",
    "  <sld:Label>\n",
    "    <ogc:PropertyName>label</ogc:PropertyName>\n",
    "  </sld:Label>\n",
    "</sld:TextSymbolizer>\n",
    "\"\"\"\n",
    "\n",
    "SLDBASE = \"\"\"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
    "<sld:StyledLayerDescriptor xmlns=\"http://www.opengis.net/sld\" xmlns:sld=\"http://www.opengis.net/sld\" xmlns:ogc=\"http://www.opengis.net/ogc\" xmlns:gml=\"http://www.opengis.net/gml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.0.0\">\n",
    "  <sld:NamedLayer>\n",
    "    <sld:Name>zoning_elements</sld:Name>\n",
    "    <sld:UserStyle>\n",
    "      <sld:Name>zoning_elements</sld:Name>\n",
    "      <sld:Title>zoning_elements</sld:Title>\n",
    "      <sld:FeatureTypeStyle>\n",
    "        <sld:Name>name</sld:Name>\n",
    "        {rules}\n",
    "      </sld:FeatureTypeStyle>\n",
    "    </sld:UserStyle>\n",
    "  </sld:NamedLayer>\n",
    "</sld:StyledLayerDescriptor>\n",
    "\"\"\"\n",
    "\n",
    "SLDRULE = \"\"\"\n",
    "<sld:Rule>\n",
    "  <Name>{name}</Name>\n",
    "  <Title>{title}</Title>\n",
    "  <ogc:Filter>\n",
    "    <ogc:PropertyIsEqualTo>\n",
    "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
    "      <ogc:Literal>{code}</ogc:Literal>\n",
    "    </ogc:PropertyIsEqualTo>\n",
    "  </ogc:Filter>\n",
    "  <sld:PolygonSymbolizer>\n",
    "    <sld:Fill>\n",
    "      {fill}\n",
    "      </sld:Fill>\n",
    "      <sld:Stroke>\n",
    "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
    "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
    "      </sld:Stroke>\n",
    "  </sld:PolygonSymbolizer>\n",
    "  {label}\n",
    "</sld:Rule>\n",
    "\"\"\"\n",
    "\n",
    "SLDFILLCOLOR = '<sld:CssParameter name=\"fill\">{color}</sld:CssParameter>'\n",
    "\n",
    "SLDFILLGRAPH = \"\"\"\n",
    "      <sld:GraphicFill>\n",
    "        <sld:Graphic>\n",
    "          <sld:ExternalGraphic>\n",
    "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"{image_name}\" />\n",
    "            <sld:Format>image/png</sld:Format>\n",
    "          </sld:ExternalGraphic>\n",
    "          <sld:Size>{image_height}</sld:Size>\n",
    "        </sld:Graphic>\n",
    "      </sld:GraphicFill>\n",
    "\"\"\"\n",
    "\n",
    "SLDRULEGENERIC = \"\"\"\n",
    "<sld:Rule>\n",
    "  <Name>generico</Name>\n",
    "  <Title>Generico</Title>\n",
    "  <ogc:Filter>\n",
    "    <ogc:PropertyIsEqualTo>\n",
    "      <ogc:PropertyName>tipo</ogc:PropertyName>\n",
    "      <ogc:Literal>G</ogc:Literal>\n",
    "    </ogc:PropertyIsEqualTo>\n",
    "  </ogc:Filter>\n",
    "  <sld:PolygonSymbolizer>\n",
    "    <sld:Fill>\n",
    "      <sld:CssParameter name=\"fill\">#e3e3e2</sld:CssParameter>\n",
    "      </sld:Fill>\n",
    "      <sld:Stroke>\n",
    "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
    "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
    "      </sld:Stroke>\n",
    "  </sld:PolygonSymbolizer>\n",
    "  {label}\n",
    "</sld:Rule>\n",
    "\"\"\"\n",
    "\n",
    "SLDSINGLEUSE = \"\"\"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
    "<sld:StyledLayerDescriptor xmlns=\"http://www.opengis.net/sld\" xmlns:sld=\"http://www.opengis.net/sld\" xmlns:ogc=\"http://www.opengis.net/ogc\" xmlns:gml=\"http://www.opengis.net/gml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.0.0\">\n",
    "  <sld:NamedLayer>\n",
    "    <sld:Name>{use_sld_name}</sld:Name>\n",
    "    <sld:UserStyle>\n",
    "      <sld:Name>{use_sld_name}</sld:Name>\n",
    "      <sld:Title>{use_sld_name}</sld:Title>\n",
    "      <sld:FeatureTypeStyle>\n",
    "        <sld:Name>name</sld:Name>\n",
    "\n",
    "<sld:Rule>\n",
    "  <Name>prioritario</Name>\n",
    "  <Title>Riservato, limitato, prioritario</Title>\n",
    "  <ogc:Filter>\n",
    "    <ogc:PropertyIsLike  wildCard=\"*\" singleChar=\".\" escape=\"#\">\n",
    "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
    "      <ogc:Literal>*{use_sld_code}*</ogc:Literal>\n",
    "    </ogc:PropertyIsLike>\n",
    "  </ogc:Filter>\n",
    "  <sld:PolygonSymbolizer>\n",
    "    <sld:Fill>\n",
    "      <sld:CssParameter name=\"fill\">{use_sld_color}</sld:CssParameter>\n",
    "    </sld:Fill>\n",
    "      <sld:Stroke>\n",
    "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
    "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
    "      </sld:Stroke>\n",
    "  </sld:PolygonSymbolizer>\n",
    "</sld:Rule>\n",
    "        \n",
    "<sld:Rule>\n",
    "  <Name>altro_uso</Name>\n",
    "  <Title>Aree consentite salvo fattibilità o diverse \n",
    "specifiche limitazioni e regolamentazioni</Title>\n",
    "  <ogc:Filter>\n",
    "    <ogc:PropertyIsLike  wildCard=\"*\" singleChar=\".\" escape=\"#\">\n",
    "      <ogc:PropertyName>u_a</ogc:PropertyName>\n",
    "      <ogc:Literal>*{use_sld_code}*</ogc:Literal>\n",
    "    </ogc:PropertyIsLike>\n",
    "  </ogc:Filter>\n",
    "  <sld:PolygonSymbolizer>\n",
    "    <sld:Fill>\n",
    "           <GraphicFill>\n",
    "             <Graphic>\n",
    "               <Mark>\n",
    "                 <WellKnownName>x</WellKnownName>\n",
    "                 <Stroke>\n",
    "                   <CssParameter name=\"stroke\">{use_sld_color}</CssParameter>\n",
    "                   <CssParameter name=\"stroke-width\">1</CssParameter>\n",
    "                 </Stroke>\n",
    "               </Mark>\n",
    "               <Size>10</Size>\n",
    "             </Graphic>\n",
    "           </GraphicFill>\n",
    "    </sld:Fill>\n",
    "      <sld:Stroke>\n",
    "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
    "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
    "      </sld:Stroke>\n",
    "  </sld:PolygonSymbolizer>\n",
    "</sld:Rule>\n",
    "        \n",
    "      </sld:FeatureTypeStyle>\n",
    "    </sld:UserStyle>\n",
    "  </sld:NamedLayer>\n",
    "</sld:StyledLayerDescriptor>\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
      "<sld:StyledLayerDescriptor xmlns=\"http://www.opengis.net/sld\" xmlns:sld=\"http://www.opengis.net/sld\" xmlns:ogc=\"http://www.opengis.net/ogc\" xmlns:gml=\"http://www.opengis.net/gml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.0.0\">\n",
      "  <sld:NamedLayer>\n",
      "    <sld:Name>zoning_elements</sld:Name>\n",
      "    <sld:UserStyle>\n",
      "      <sld:Name>zoning_elements</sld:Name>\n",
      "      <sld:Title>zoning_elements</sld:Title>\n",
      "      <sld:FeatureTypeStyle>\n",
      "        <sld:Name>name</sld:Name>\n",
      "        {rules}\n",
      "      </sld:FeatureTypeStyle>\n",
      "    </sld:UserStyle>\n",
      "  </sld:NamedLayer>\n",
      "</sld:StyledLayerDescriptor>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(SLDBASE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# [dfuses.at[c, 'use_ita'] for c in classes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0100 Pesca\n",
      "1500 Acquacoltura\n",
      "0200 Trasporto marittimo e portualità\n",
      "0300 Protezione ambiente e risorse naturali\n",
      "0400 Energia\n",
      "0500 Prelievo di sabbie\n",
      "0600 Difesa\n",
      "0700 Turismo costiero e marittimo\n",
      "1000 Paesaggio e Patrimonio Culturale\n",
      "1400 Ricerca scientifica e innovazione\n",
      "1300 Sicurezza marittima, della navigazione e sorveglianza\n",
      "1200 Difesa costiera, protezione dalle alluvioni, ripristino della morfologia dei fondali\n",
      "1100 Immersione sedimenti dragati\n",
      "0900 Telecomunicazioni\n",
      "['0300', '0600']\n",
      "#88BC91 0300\n",
      "#CCAE99 0600\n",
      "['0300', '0700', '1500']\n",
      "#88BC91 0300\n",
      "#F4A166 0700\n",
      "#B9829F 1500\n",
      "['0200', '0400']\n",
      "#6E7C97 0200\n",
      "#C04B4B 0400\n",
      "['0200', '0300']\n",
      "#6E7C97 0200\n",
      "#88BC91 0300\n",
      "['0700', '1000']\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "['0300', '0700']\n",
      "#88BC91 0300\n",
      "#F4A166 0700\n",
      "['0100', '0700']\n",
      "#F4AAAE 0100\n",
      "#F4A166 0700\n",
      "['0300', '0700', '1000']\n",
      "#88BC91 0300\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "['0100', '0300', '0700', '1000']\n",
      "#F4AAAE 0100\n",
      "#88BC91 0300\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "['0200', '0300', '0700', '1000']\n",
      "#6E7C97 0200\n",
      "#88BC91 0300\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "['0700', '1500']\n",
      "#F4A166 0700\n",
      "#B9829F 1500\n",
      "['0100', '0200']\n",
      "#F4AAAE 0100\n",
      "#6E7C97 0200\n",
      "['0100', '0700', '1000']\n",
      "#F4AAAE 0100\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "['0100', '0300']\n",
      "#F4AAAE 0100\n",
      "#88BC91 0300\n",
      "['0200', '0500']\n",
      "#6E7C97 0200\n",
      "#FCD154 0500\n",
      "['0100', '0200', '0400']\n",
      "#F4AAAE 0100\n",
      "#6E7C97 0200\n",
      "#C04B4B 0400\n",
      "['0100', '0500']\n",
      "#F4AAAE 0100\n",
      "#FCD154 0500\n",
      "['0100', '1500']\n",
      "#F4AAAE 0100\n",
      "#B9829F 1500\n",
      "['0100', '0700', '1500']\n",
      "#F4AAAE 0100\n",
      "#F4A166 0700\n",
      "#B9829F 1500\n",
      "['0100', '0200', '0700']\n",
      "#F4AAAE 0100\n",
      "#6E7C97 0200\n",
      "#F4A166 0700\n",
      "['0100', '0300', '0700', '1000', '1500']\n",
      "#F4AAAE 0100\n",
      "#88BC91 0300\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "#B9829F 1500\n",
      "['0100', '0400']\n",
      "#F4AAAE 0100\n",
      "#C04B4B 0400\n",
      "['0300', '1000']\n",
      "#88BC91 0300\n",
      "#778775 1000\n",
      "['0200', '0300', '1300']\n",
      "#6E7C97 0200\n",
      "#88BC91 0300\n",
      "#9C6F69 1300\n",
      "['0200', '1500']\n",
      "#6E7C97 0200\n",
      "#B9829F 1500\n",
      "['0200', '0600']\n",
      "#6E7C97 0200\n",
      "#CCAE99 0600\n",
      "['0300', '1300']\n",
      "#88BC91 0300\n",
      "#9C6F69 1300\n",
      "['0100', '0300', '1300']\n",
      "#F4AAAE 0100\n",
      "#88BC91 0300\n",
      "#9C6F69 1300\n",
      "['0100', '0200', '0300']\n",
      "#F4AAAE 0100\n",
      "#6E7C97 0200\n",
      "#88BC91 0300\n",
      "['0100', '0200', '1500']\n",
      "#F4AAAE 0100\n",
      "#6E7C97 0200\n",
      "#B9829F 1500\n",
      "['0600', '0700', '1000']\n",
      "#CCAE99 0600\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "['0700', '1000', '1500']\n",
      "#F4A166 0700\n",
      "#778775 1000\n",
      "#B9829F 1500\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'401: Style file can not be uploaded! b\\'<html><head><title>Apache Tomcat/7.0.52 (Ubuntu) - Error report</title><style><!--H1 {font-family:Tahoma,Arial,sans-serif;color:white;background-color:#525D76;font-size:22px;} H2 {font-family:Tahoma,Arial,sans-serif;color:white;background-color:#525D76;font-size:16px;} H3 {font-family:Tahoma,Arial,sans-serif;color:white;background-color:#525D76;font-size:14px;} BODY {font-family:Tahoma,Arial,sans-serif;color:black;background-color:white;} B {font-family:Tahoma,Arial,sans-serif;color:white;background-color:#525D76;} P {font-family:Tahoma,Arial,sans-serif;background:white;color:black;font-size:12px;}A {color : black;}A.name {color : black;}HR {color : #525D76;}--></style> </head><body><h1>HTTP Status 401 - Communication with GeoNode failed (UsernamePasswordAuthenticationToken)</h1><HR size=\"1\" noshade=\"noshade\"><p><b>type</b> Status report</p><p><b>message</b> <u>Communication with GeoNode failed (UsernamePasswordAuthenticationToken)</u></p><p><b>description</b> <u>This request requires HTTP authentication.</u></p><HR size=\"1\" noshade=\"noshade\"><h3>Apache Tomcat/7.0.52 (Ubuntu)</h3></body></html>\\''"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rules = []\n",
    "for idx, row in dfuses.iterrows():\n",
    "    if row.color != '' and row.color != '#':\n",
    "        code = str(idx).zfill(4)\n",
    "        print(code, row.use_ita)\n",
    "        fill = SLDFILLCOLOR.format(color=row.color)\n",
    "        rule = SLDRULE.format(name=row.label, title=row.use_ita, code=code, fill=fill, label=SDLLABEL)\n",
    "        rules.append(rule)\n",
    "rules.append(SLDRULEGENERIC.format(label=SDLLABEL))\n",
    "for graphlab in zoning_elements[zoning_elements.u_p.str.contains(',')].u_p.unique():\n",
    "    classes = [c for c in graphlab.split(',')]\n",
    "    print(classes)\n",
    "    fname, height = draw_class_image(classes)\n",
    "    fill = SLDFILLGRAPH.format(image_name=\"zoning_elements_png/\" + fname, image_height=height)\n",
    "    name = \", \".join([dfuses.at[c, 'label'] for c in classes])\n",
    "    title = \", \".join([dfuses.at[c, 'label'] for c in classes])\n",
    "    rule = SLDRULE.format(name=title, title=title, code=graphlab, fill=fill, label=SDLLABEL)\n",
    "    rules.append(rule)\n",
    "style = SLDBASE.format(rules=\"\\n\".join(rules))\n",
    "# print(style)\n",
    "f = open('outputs/zoning_elements.sld', 'w')\n",
    "f.write(style)\n",
    "f.close()\n",
    "geo.upload_style(path=f'outputs/zoning_elements.sld')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate single  styles\n",
    "# dfuses = pu_uses[[ 'use_ita', 'label', 'color', 'use_ita_short', 'sld_style']]\n",
    "for i,u in dfuses.iterrows():\n",
    "    if u['sld_style'] != '':\n",
    "        use_sld_name = u['sld_style'].replace( '.sld', '')\n",
    "        use_sld_code = i\n",
    "        use_sld_color = u['color']\n",
    "        filepath = f'outputs/{use_sld_name}.sld'\n",
    "        use_style = SLDSINGLEUSE.format(use_sld_name=use_sld_name,\n",
    "                                    use_sld_code=use_sld_code,\n",
    "                                    use_sld_color=use_sld_color)\n",
    "        # print(use_style)\n",
    "        f = open(filepath, 'w')\n",
    "        f.write(use_style)\n",
    "        f.close()\n",
    "        # upload styles\n",
    "        geo.upload_style(path=f'outputs/{use_sld_name}.sld')\n",
    "\n",
    "\n",
    "# use_sld_name = \"zoning_elements_pesca\"\n",
    "# use_sld_code = \"0100\"\n",
    "# use_sld_color = \"#F4AAAE\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
      "<sld:StyledLayerDescriptor xmlns=\"http://www.opengis.net/sld\" xmlns:sld=\"http://www.opengis.net/sld\" xmlns:ogc=\"http://www.opengis.net/ogc\" xmlns:gml=\"http://www.opengis.net/gml\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" version=\"1.0.0\">\n",
      "  <sld:NamedLayer>\n",
      "    <sld:Name>zoning_elements</sld:Name>\n",
      "    <sld:UserStyle>\n",
      "      <sld:Name>zoning_elements</sld:Name>\n",
      "      <sld:Title>zoning_elements</sld:Title>\n",
      "      <sld:FeatureTypeStyle>\n",
      "        <sld:Name>name</sld:Name>\n",
      "        \n",
      "<sld:Rule>\n",
      "  <Name>p</Name>\n",
      "  <Title>Pesca</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      <sld:CssParameter name=\"fill\">#F4AAAE</sld:CssParameter>\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>a</Name>\n",
      "  <Title>Acquacoltura</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>1500</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      <sld:CssParameter name=\"fill\">#B9829F</sld:CssParameter>\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>tm</Name>\n",
      "  <Title>Trasporto marittimo e portualità</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0200</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      <sld:CssParameter name=\"fill\">#6E7C97</sld:CssParameter>\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>n</Name>\n",
      "  <Title>Protezione ambiente e risorse naturali</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0300</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      <sld:CssParameter name=\"fill\">#88BC91</sld:CssParameter>\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
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      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>p, tm, t</Name>\n",
      "  <Title>p, tm, t</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100,0200,0700</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0100_0200_0700.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>p, n, t, ppc, a</Name>\n",
      "  <Title>p, n, t, ppc, a</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100,0300,0700,1000,1500</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0100_0300_0700_1000_1500.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>35</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>p, e</Name>\n",
      "  <Title>p, e</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100,0400</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0100_0400.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>14</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>n, ppc</Name>\n",
      "  <Title>n, ppc</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0300,1000</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0300_1000.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>14</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>tm, n, s</Name>\n",
      "  <Title>tm, n, s</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0200,0300,1300</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0200_0300_1300.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>tm, a</Name>\n",
      "  <Title>tm, a</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0200,1500</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0200_1500.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>14</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>tm, d</Name>\n",
      "  <Title>tm, d</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0200,0600</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0200_0600.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>14</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>n, s</Name>\n",
      "  <Title>n, s</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0300,1300</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0300_1300.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>14</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>p, n, s</Name>\n",
      "  <Title>p, n, s</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100,0300,1300</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0100_0300_1300.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>p, tm, n</Name>\n",
      "  <Title>p, tm, n</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100,0200,0300</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0100_0200_0300.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>p, tm, a</Name>\n",
      "  <Title>p, tm, a</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0100,0200,1500</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0100_0200_1500.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>d, t, ppc</Name>\n",
      "  <Title>d, t, ppc</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0600,0700,1000</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0600_0700_1000.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "\n",
      "<sld:Rule>\n",
      "  <Name>t, ppc, a</Name>\n",
      "  <Title>t, ppc, a</Title>\n",
      "  <ogc:Filter>\n",
      "    <ogc:PropertyIsEqualTo>\n",
      "      <ogc:PropertyName>u_p</ogc:PropertyName>\n",
      "      <ogc:Literal>0700,1000,1500</ogc:Literal>\n",
      "    </ogc:PropertyIsEqualTo>\n",
      "  </ogc:Filter>\n",
      "  <sld:PolygonSymbolizer>\n",
      "    <sld:Fill>\n",
      "      \n",
      "      <sld:GraphicFill>\n",
      "        <sld:Graphic>\n",
      "          <sld:ExternalGraphic>\n",
      "            <sld:OnlineResource xlink:type=\"simple\" xlink:href=\"zoning_elements_png/leg_0700_1000_1500.png\" />\n",
      "            <sld:Format>image/png</sld:Format>\n",
      "          </sld:ExternalGraphic>\n",
      "          <sld:Size>21</sld:Size>\n",
      "        </sld:Graphic>\n",
      "      </sld:GraphicFill>\n",
      "\n",
      "      </sld:Fill>\n",
      "      <sld:Stroke>\n",
      "        <sld:CssParameter name=\"stroke\">#777777</sld:CssParameter>\n",
      "        <sld:CssParameter name=\"stroke-width\">0.7</sld:CssParameter>\n",
      "      </sld:Stroke>\n",
      "  </sld:PolygonSymbolizer>\n",
      "  \n",
      "<sld:TextSymbolizer>\n",
      "  <sld:Label>\n",
      "    <ogc:PropertyName>label</ogc:PropertyName>\n",
      "  </sld:Label>\n",
      "</sld:TextSymbolizer>\n",
      "\n",
      "</sld:Rule>\n",
      "\n",
      "      </sld:FeatureTypeStyle>\n",
      "    </sld:UserStyle>\n",
      "  </sld:NamedLayer>\n",
      "</sld:StyledLayerDescriptor>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(style)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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