{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# StatLineTable plot voorbeeld"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hier geven we een voorbeeld hoe je makkelijk met een Python script data van OpenData (StatLine) kan halen en een plot kan maken in de CBS huisstijl. \n",
    "\n",
    "We maken gebruik van de *StatLineTable* klasse uit de *cbs_utils.readers* module. Deze klasse is een toevoeging op de *cbsodata* module (het maakt voor het inlezen gebruik van *cbsodata*). Met *StatLineTable* kan je de data in een gestructureerde pandas dataframe stoppen, zodat het bewerken en plotten een stuk eenvoudiger gaat.\n",
    "\n",
    "We delen dit voorbeeld op in vier secties:\n",
    "\n",
    "1. [*Inlezen*](#inlezen): Inlezen van de OpenData Tabel\n",
    "2. [*Analyse*](#analyse): Analyse van de stuctuur van de OpenData Tabel\n",
    "3. [*Dumpen*](#dumpen): Het wegschrijven van de plaatjes van *alle* vragen\n",
    "4. [*Plotten*](#plot_een_vraag): Een mooie plot van één vraag uit de statline tabel\n",
    "\n",
    "We beginnen met het inladen van de benodigde modules en het initialiseren van de logger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import logging\n",
    "import sys\n",
    "from cbs_utils.misc import (create_logger, merge_loggers)\n",
    "from cbs_utils.plotting import (CBSPlotSettings, add_axis_label_background)\n",
    "from cbs_utils.readers import StatLineTable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "logging.basicConfig(format='%(levelname)s : %(message)s', level=logging.INFO, stream=sys.stdout)\n",
    "logger = logging.getLogger()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=inlezen></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inlezen van een OpenData Tabel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het inladen van een tabel uit opendata is eenvoudig. We moeten eerst de ID van een tabel vinden door naar statline te gaan en je tabel te openen. Bijvoorbeeld, het ICT gebruik van bedrijven in 2018 naar bedrijfsgrootte staat in deze tabel\n",
    "\n",
    "https://opendata.cbs.nl/#/CBS/nl/dataset/84410NED/table?ts=1568706226304\n",
    "\n",
    "Dit betekent dat de tabel ID '84410NED' is. Deze gaan we nu inlezen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : Start met het lezen van tabel 84410NED\n",
      "INFO : Importing table 84410NED and store to cache/84410NED\n",
      "INFO : Setting 'use_https' changed from 'undefined' to 'True'.\n",
      "INFO : Setting 'api_version' changed from 'undefined' to '3'.\n",
      "INFO : Download https://opendata.cbs.nl/ODataFeed/odata/84410NED/?%24format=json\n",
      "INFO : Download https://opendata.cbs.nl/ODataFeed/odata/84410NED/TableInfos?%24format=json\n",
      "INFO : Download https://opendata.cbs.nl/ODataFeed/odata/84410NED/TypedDataSet?%24format=json\n",
      "INFO : Download https://opendata.cbs.nl/ODataFeed/odata/84410NED/DataProperties?%24format=json\n",
      "INFO : Download https://opendata.cbs.nl/ODataFeed/odata/84410NED/CategoryGroups?%24format=json\n",
      "INFO : Download https://opendata.cbs.nl/ODataFeed/odata/84410NED/Bedrijfsgrootte?%24format=json\n",
      "INFO : Reading json cache/84410NED/DataProperties.json\n",
      "INFO : Reading json cache/84410NED/TypedDataSet.json\n",
      "INFO : Reading json cache/84410NED/TableInfos.json\n",
      "INFO : Merging all the dataframes\n",
      "INFO : Writing to pickle database cache/84410NED_question.pkl\n",
      "INFO : Writing to pickle database cache/84410NED_section.pkl\n",
      "INFO : Writing to pickle database cache/84410NED_dimensions.pkl\n",
      "INFO : Writing table information to images/84410NED/TableInfos.yml\n",
      "INFO : Writing question structure to images/84410NED/QuestionTable.txt\n",
      "INFO : Writing question structure to images/84410NED/SectionTable.txt\n",
      "CPU times: user 1.81 s, sys: 46 ms, total: 1.86 s\n",
      "Wall time: 2.36 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "table_id = \"84410NED\"\n",
    "logger.info(f\"Start met het lezen van tabel {table_id}\")\n",
    "\n",
    "statline = StatLineTable(table_id=table_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Je ziet dat er 'under the hood' een hoop gebeurt:\n",
    "1. Het laden van de data wordt door de *cbsodata* module afgehandeld. Deze module slaat de data op in verschillende json file. \n",
    "2. Vervolgens worden deze json files samengevoegd tot een multi-index pandas Dataframe. \n",
    "3. We slaan de data frames op in een pickel file (standaar binary python file). De volgende keer als je dezelfde plot maakt zullen de pickel files ingelezen worden. Dit gaat veel sneller dan de de data nog een keer met *cbsodata* van het internet te downloadedn. Het maakt het ontwikkelen van een script een stuk gemakkelijker.\n",
    "4. We slaan de structuur van de tabel op in wat txt files: QuestionTable bevat alle vragen, SectionTable alle modules. Deze data files kan je gebruiken om snel op te zoeken welk nummer je moet gebruiken om een vraag te plotten\n",
    "    \n",
    "De eerste keer dat we de script draaide duurde het zo'n 7 seconden, de tweede keer een fractie van een seconde. Dit tijdsvoordeel is vooral prettig als je de script vaak herdraait om een plaatje te 'tunen'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=analyse></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## De structuur van de opendata tabel in StatLineTable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Als volgende stap gaan we bekijken hoe de data structuur van de vragenlijst eruit ziet. Zoals gezegd, dit kan je ook zien door de inhoud van QuestionTable.txt in the image directory te bekijken. Maar we kunnen het ook direct opvragen:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : Structure of all modules\n",
      "+------+------------+----------------------------------------+\n",
      "|   ID |   ParentID | Title                                  |\n",
      "|------+------------+----------------------------------------|\n",
      "|    1 |            | Personeel en ICT                       |\n",
      "|    4 |          1 | ICT-specialisten                       |\n",
      "|    9 |          1 | ICT-beveiliging/bescherming data       |\n",
      "|   13 |            | Toegang en gebruik internet            |\n",
      "|   14 |         13 | Bedrijven met website                  |\n",
      "|   16 |         14 | Website bevat                          |\n",
      "|   23 |            | Cloud-diensten                         |\n",
      "|   25 |         23 | Type cloud-diensten                    |\n",
      "|   33 |         25 | Type server                            |\n",
      "|   36 |            | Big-data-analyse                       |\n",
      "|   38 |         36 | Bronnen big data voor analyse          |\n",
      "|   43 |         36 | Wie analyseerde big data               |\n",
      "|   46 |            | ICT-veiligheid                         |\n",
      "|   47 |         46 | Gebruikte ICT-veiligheidsmaatregelen   |\n",
      "|   60 |         46 | Optreden van ICT veiligheidsincidenten |\n",
      "|   65 |         46 | Oorzaken van ICT veiligheidsincidenten |\n",
      "|   72 |         46 | Kosten ICT-veiligheidsincidenten       |\n",
      "|   79 |         46 | Uitvoeren updates (security patching)  |\n",
      "|   83 |            | Facturen                               |\n",
      "|   84 |         83 | Facturen verzonden aan                 |\n",
      "|   88 |         83 | Wijze van verzending van facturen      |\n",
      "|   92 |         83 | Wijze van ontvangst van facturen       |\n",
      "|   97 |            | E-commerce in 2017                     |\n",
      "|   98 |         97 | Gebruik voor verkoop                   |\n",
      "|  100 |         98 | Verdeling omzet: eigen site of extern  |\n",
      "|  110 |         98 | Via een website/app                    |\n",
      "|  119 |        110 | Naar afnemer                           |\n",
      "|  124 |         98 | Via EDI                                |\n",
      "|  133 |         97 | Gebruik voor inkoop                    |\n",
      "|  142 |        133 | Via een website/app                    |\n",
      "|  151 |        133 | Via EDI                                |\n",
      "+------+------------+----------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "statline.show_module_table()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We zien hier een lijst van modules, submodules, en vragen. Een vraag kan weer uit meerder opties (aanvink mogelijkheden) bestaan. Een module heeft in de structuur het hoogste niveau binnen een tabel: heeft is een blok vragen die allen bij één onderwerp horen. Modules in deze lijst kan je herkennen omdat ze geen parentID hebben: ze zijn zelf het hoogst in de hiërarchie. De modules in deze tabel zijn dus: \n",
    "* 1: Personeel en ICT\n",
    "* 13: Toegang en gebruik internet \n",
    "* 23: Cloud-diensten\n",
    "* 36: Big-data-analyse\n",
    "* 46: ICT-veiligheid\n",
    "* 83: Facturen\n",
    "* 97: E-commerce in 2017\n",
    "\n",
    "Een module heeft als volgende niveau *of* een vraag *of* een submodule. Dit kunnen we zien door de structuur van de hele vragenlijst te printen. Dit doen we als volgt: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : Structure of all questions\n",
      "+-------------------------------+-------------------------+-------------------------+-------------------------+\n",
      "|                               | Key                     | Title                   | Unit                    |\n",
      "|-------------------------------+-------------------------+-------------------------+-------------------------|\n",
      "| (1, 2, nan, nan, nan)         | ICTPersAangenomenWillen | ICT-pers. aangenomen/wi | % van bedrijven         |\n",
      "| (1, 3, nan, nan, nan)         | ICTVacaturesLastigTeVer | ICT-vacatures lastig te | % van bedrijven         |\n",
      "| (1, 4, 5.0, nan, nan)         | ICTSpecialistenInLoondi | ICT-specialisten in loo | % van werkzame personen |\n",
      "| (1, 4, 6.0, nan, nan)         | ICTSpecOntwEnOnderhoudS | ICT-spec. ontw. en onde | % van werkzame personen |\n",
      "| (1, 7, nan, nan, nan)         | ICTCursusAanICTSpeciali | ICT-cursus aan ICT-spec | % van bedrijven         |\n",
      "| (1, 8, nan, nan, nan)         | ICTCursusAanOverigPerso | ICT-cursus aan overig p | % van bedrijven         |\n",
      "| (1, 9, 10.0, nan, nan)        | VoornUitgDoorEigenPerso | Voorn. uitg. door eigen | % van bedrijven         |\n",
      "| (1, 9, 11.0, nan, nan)        | VoornUitgDoorExterneLev | Voorn. uitg. door exter | % van bedrijven         |\n",
      "| (1, 9, 12.0, nan, nan)        | NietVanToepassing_9     | Niet van toepassing     | % van bedrijven         |\n",
      "| (13, 14, 15.0, nan, nan)      | BedrijvenMetWebsite_10  | Bedrijven met website   | % van bedrijven         |\n",
      "| (13, 14, 16.0, 17.0, nan)     | OnlineBestellenBoekenOf | Online bestellen, boeke | % van bedrijven         |\n",
      "| (13, 14, 16.0, 18.0, nan)     | BeschrijvingenVanProduc | Beschrijvingen van prod | % van bedrijven         |\n",
      "| (13, 14, 16.0, 19.0, nan)     | BestellingOnlineVolgen_ | Bestelling online volge | % van bedrijven         |\n",
      "| (13, 14, 16.0, 20.0, nan)     | ProductaanpassingDoorKl | Productaanpassing door  | % van bedrijven         |\n",
      "| (13, 14, 16.0, 21.0, nan)     | KlantspecifiekeInfoVoor | Klantspecifieke info vo | % van bedrijven         |\n",
      "| (13, 14, 16.0, 22.0, nan)     | VerwijzingNaarSocialeMe | Verwijzing naar sociale | % van bedrijven         |\n",
      "| (23, 24, nan, nan, nan)       | CloudDienstenGebruikt_1 | Cloud-diensten gebruikt | % van bedrijven         |\n",
      "| (23, 25, 26.0, nan, nan)      | EMailAlsCloudDienst_18  | E-mail (als cloud-diens | % van bedrijven         |\n",
      "| (23, 25, 27.0, nan, nan)      | OfficeSoftware_19       | Office software         | % van bedrijven         |\n",
      "| (23, 25, 28.0, nan, nan)      | DatabaseHosting_20      | Database hosting        | % van bedrijven         |\n",
      "| (23, 25, 29.0, nan, nan)      | BestandenOpslaanAlsClou | Bestanden opslaan (als  | % van bedrijven         |\n",
      "| (23, 25, 30.0, nan, nan)      | SoftwareVoorBoekhouding | Software voor boekhoudi | % van bedrijven         |\n",
      "| (23, 25, 31.0, nan, nan)      | SoftwareKlantinformatie | Software klantinformati | % van bedrijven         |\n",
      "| (23, 25, 32.0, nan, nan)      | RekenkrachtVoorSoftware | Rekenkracht voor softwa | % van bedrijven         |\n",
      "| (23, 25, 33.0, 34.0, nan)     | GedeeldeServers_25      | Gedeelde servers        | % van bedrijven         |\n",
      "| (23, 25, 33.0, 35.0, nan)     | ServersUitsluitendVoorH | Servers uitsluitend voo | % van bedrijven         |\n",
      "| (36, 37, nan, nan, nan)       | Uitgevoerd_27           | Uitgevoerd              | % van bedrijven         |\n",
      "| (36, 38, 39.0, nan, nan)      | DataVanBedrijfZelf_28   | Data van bedrijf zelf   | % van bedrijven         |\n",
      "| (36, 38, 40.0, nan, nan)      | DataOverGeografischeLoc | Data over geografische  | % van bedrijven         |\n",
      "| (36, 38, 41.0, nan, nan)      | DataVanSocialeMedia_30  | Data van sociale media  | % van bedrijven         |\n",
      "| (36, 38, 42.0, nan, nan)      | AndereBronnen_31        | Andere bronnen          | % van bedrijven         |\n",
      "| (36, 43, 44.0, nan, nan)      | MedewerkersEigenBedrijf | Medewerkers eigen bedri | % van bedrijven         |\n",
      "| (36, 43, 45.0, nan, nan)      | AnderBedrijf_33         | Ander bedrijf           | % van bedrijven         |\n",
      "| (46, 47, 48.0, nan, nan)      | Antivirussoftware_34    | Antivirussoftware       | % van bedrijven         |\n",
      "| (46, 47, 49.0, nan, nan)      | BeleidVoorSterkeWachtwo | Beleid voor sterke wach | % van bedrijven         |\n",
      "| (46, 47, 50.0, nan, nan)      | AuthenticatieViaSoftOfH | Authenticatie via soft  | % van bedrijven         |\n",
      "| (46, 47, 51.0, nan, nan)      | EncryptieVoorHetOpslaan | Encryptie voor het opsl | % van bedrijven         |\n",
      "| (46, 47, 52.0, nan, nan)      | EncryptieVoorHetVerstur | Encryptie voor het vers | % van bedrijven         |\n",
      "| (46, 47, 53.0, nan, nan)      | GegevensOpAndereFysieke | Gegevens op andere fysi | % van bedrijven         |\n",
      "| (46, 47, 54.0, nan, nan)      | NetworkAccessControl_40 | Network access control  | % van bedrijven         |\n",
      "| (46, 47, 55.0, nan, nan)      | VPNBijInternetgebruikBu | VPN bij internetgebruik | % van bedrijven         |\n",
      "| (46, 47, 56.0, nan, nan)      | LogbestandenVoorAnalyse | Logbestanden voor analy | % van bedrijven         |\n",
      "| (46, 47, 57.0, nan, nan)      | MethodesVoorBeoordelenI | Methodes voor beoordele | % van bedrijven         |\n",
      "| (46, 47, 58.0, nan, nan)      | Risicoanalyses_44       | Risicoanalyses          | % van bedrijven         |\n",
      "| (46, 47, 59.0, nan, nan)      | AndereMaatregelen_45    | Andere maatregelen      | % van bedrijven         |\n",
      "| (46, 60, 61.0, nan, nan)      | IncidentOpgetreden_46   | Incident opgetreden     | % van bedrijven         |\n",
      "| (46, 60, 62.0, nan, nan)      | KostenGehadAanICTIncide | Kosten gehad aan ICT-in | % van bedrijven         |\n",
      "| (46, 60, 63.0, nan, nan)      | IncidentDoorAanvalVanBu | Incident door aanval va | % van bedrijven         |\n",
      "| (46, 60, 64.0, nan, nan)      | KostenIncidentAanvalBui | Kosten incident (aanval | % van bedrijven         |\n",
      "| (46, 65, 66.0, nan, nan)      | UitvalICTDienstDoorVeil | Uitval ICT-dienst door  | % van bedrijven         |\n",
      "| (46, 65, 67.0, nan, nan)      | UitvalICTDienstDoorAanv | Uitval ICT-dienst door  | % van bedrijven         |\n",
      "| (46, 65, 68.0, nan, nan)      | VernietigingDataDoorVei | Vernietiging data door  | % van bedrijven         |\n",
      "| (46, 65, 69.0, nan, nan)      | VernietigingDataAanvalV | Vernietiging data;  aan | % van bedrijven         |\n",
      "| (46, 65, 70.0, nan, nan)      | OnthullingGegevensDoorI | Onthulling gegevens doo | % van bedrijven         |\n",
      "| (46, 65, 71.0, nan, nan)      | OnthullingGegevensDoorI | Onthulling gegevens doo | % van bedrijven         |\n",
      "| (46, 72, 73.0, nan, nan)      | UitvalICTDienstDoorVeil | Uitval ICT-dienst door  | % van bedrijven         |\n",
      "| (46, 72, 74.0, nan, nan)      | UitvalICTDienstDoorAanv | Uitval ICT-dienst door  | % van bedrijven         |\n",
      "| (46, 72, 75.0, nan, nan)      | VernietigingDataDoorVei | Vernietiging data door  | % van bedrijven         |\n",
      "| (46, 72, 76.0, nan, nan)      | VernietigingDataAanvalV | Vernietiging data;  aan | % van bedrijven         |\n",
      "| (46, 72, 77.0, nan, nan)      | OnthullingGegevensDoorI | Onthulling gegevens doo | % van bedrijven         |\n",
      "| (46, 72, 78.0, nan, nan)      | OnthullingGegevensDoorI | Onthulling gegevens doo | % van bedrijven         |\n",
      "| (46, 79, 80.0, nan, nan)      | MeestalVolledigAutomati | Meestal volledig automa | % van bedrijven         |\n",
      "| (46, 79, 81.0, nan, nan)      | MeestalDeelsHandmatig_6 | Meestal (deels) handmat | % van bedrijven         |\n",
      "| (46, 79, 82.0, nan, nan)      | NietVanToepassing_64    | Niet van toepassing     | % van bedrijven         |\n",
      "| (83, 84, 85.0, nan, nan)      | AndereBedrijven_65      | Andere bedrijven        | % van bedrijven         |\n",
      "| (83, 84, 86.0, nan, nan)      | Overheden_66            | Overheden               | % van bedrijven         |\n",
      "| (83, 84, 87.0, nan, nan)      | Consumenten_67          | Consumenten             | % van bedrijven         |\n",
      "| (83, 88, 89.0, nan, nan)      | EFactuur_68             | E-factuur               | % van verzonden facture |\n",
      "| (83, 88, 90.0, nan, nan)      | ElektronischMaarGeenEFa | Elektronisch, maar geen | % van verzonden facture |\n",
      "| (83, 88, 91.0, nan, nan)      | InPapierenVorm_70       | In papieren vorm        | % van verzonden facture |\n",
      "| (83, 92, 93.0, nan, nan)      | EFactuur_71             | E-factuur               | % van ontvangen facture |\n",
      "| (83, 92, 94.0, nan, nan)      | GeenEFactuur_72         | Geen e-factuur          | % van ontvangen facture |\n",
      "| (83, 95, nan, nan, nan)       | EFacturenVerzonden_73   | E-facturen verzonden    | % van bedrijven         |\n",
      "| (83, 96, nan, nan, nan)       | EFacturenOntvangen_74   | E-facturen ontvangen    | % van bedrijven         |\n",
      "| (97, 98, 99.0, nan, nan)      | VerkoopViaECommerce_75  | Verkoop via e-commerce  | % van bedrijven         |\n",
      "| (97, 98, 100.0, 101.0, nan)   | ViaWebsiteOfAppsVanEige | Via website of apps van | % van omzet             |\n",
      "| (97, 98, 100.0, 102.0, nan)   | ViaWebsiteOfAppsVanAnde | Via website of apps van | % van omzet             |\n",
      "| (97, 98, 103.0, nan, nan)     | Verkoopwaarde1VanDeTota | Verkoopwaarde < 1% van  | % van bedrijven         |\n",
      "| (97, 98, 104.0, nan, nan)     | Verkoopwaarde1VanDeTota | Verkoopwaarde >= 1% van | % van bedrijven         |\n",
      "| (97, 98, 105.0, nan, nan)     | Verkoopwaarde2VanDeTota | Verkoopwaarde >= 2% van | % van bedrijven         |\n",
      "| (97, 98, 106.0, nan, nan)     | Verkoopwaarde5VanDeTota | Verkoopwaarde >= 5% van | % van bedrijven         |\n",
      "| (97, 98, 107.0, nan, nan)     | Verkoopwaarde10VanDeTot | Verkoopwaarde >= 10% va | % van bedrijven         |\n",
      "| (97, 98, 108.0, nan, nan)     | Verkoopwaarde25VanDeTot | Verkoopwaarde >= 25% va | % van bedrijven         |\n",
      "| (97, 98, 109.0, nan, nan)     | Verkoopwaarde50VanDeTot | Verkoopwaarde >= 50% va | % van bedrijven         |\n",
      "| (97, 98, 110.0, 111.0, nan)   | VerkoopViaEenWebsiteApp | Verkoop via een website | % van bedrijven         |\n",
      "| (97, 98, 110.0, 112.0, nan)   | Verkoopwaarde1VanDeTota | Verkoopwaarde < 1% van  | % van bedrijven         |\n",
      "| (97, 98, 110.0, 113.0, nan)   | Verkoopwaarde1VanDeTota | Verkoopwaarde >= 1% van | % van bedrijven         |\n",
      "| (97, 98, 110.0, 114.0, nan)   | Verkoopwaarde2VanDeTota | Verkoopwaarde >= 2% van | % van bedrijven         |\n",
      "| (97, 98, 110.0, 115.0, nan)   | Verkoopwaarde5VanDeTota | Verkoopwaarde >= 5% van | % van bedrijven         |\n",
      "| (97, 98, 110.0, 116.0, nan)   | Verkoopwaarde10VanDeTot | Verkoopwaarde >= 10% va | % van bedrijven         |\n",
      "| (97, 98, 110.0, 117.0, nan)   | Verkoopwaarde25VanDeTot | Verkoopwaarde >= 25% va | % van bedrijven         |\n",
      "| (97, 98, 110.0, 118.0, nan)   | Verkoopwaarde50VanDeTot | Verkoopwaarde >= 50% va | % van bedrijven         |\n",
      "| (97, 98, 110.0, 119.0, 120.0) | NederlandseConsumenten_ | Nederlandse consumenten | % van omzet via website |\n",
      "| (97, 98, 110.0, 119.0, 121.0) | BuitenlandseConsumenten | Buitenlandse consumente | % van omzet via website |\n",
      "| (97, 98, 110.0, 119.0, 122.0) | Bedrijven_95            | Bedrijven               | % van omzet via website |\n",
      "| (97, 98, 110.0, 119.0, 123.0) | Overheden_96            | Overheden               | % van omzet via website |\n",
      "| (97, 98, 124.0, 125.0, nan)   | VerkoopViaEDI_97        | Verkoop via EDI         | % van bedrijven         |\n",
      "| (97, 98, 124.0, 126.0, nan)   | Verkoopwaarde1VanDeTota | Verkoopwaarde < 1% van  | % van bedrijven         |\n",
      "| (97, 98, 124.0, 127.0, nan)   | Verkoopwaarde1VanDeTota | Verkoopwaarde >= 1% van | % van bedrijven         |\n",
      "| (97, 98, 124.0, 128.0, nan)   | Verkoopwaarde2VanDeTota | Verkoopwaarde >= 2% van | % van bedrijven         |\n",
      "| (97, 98, 124.0, 129.0, nan)   | Verkoopwaarde5VanDeTota | Verkoopwaarde >= 5% van | % van bedrijven         |\n",
      "| (97, 98, 124.0, 130.0, nan)   | Verkoopwaarde10VanDeTot | Verkoopwaarde >= 10% va | % van bedrijven         |\n",
      "| (97, 98, 124.0, 131.0, nan)   | Verkoopwaarde25VanDeTot | Verkoopwaarde >= 25% va | % van bedrijven         |\n",
      "| (97, 98, 124.0, 132.0, nan)   | Verkoopwaarde50VanDeTot | Verkoopwaarde >= 50% va | % van bedrijven         |\n",
      "| (97, 133, 134.0, nan, nan)    | InkoopViaECommerce_105  | Inkoop via e-commerce   | % van bedrijven         |\n",
      "| (97, 133, 135.0, nan, nan)    | Inkoopwaarde1VanDeTotal | Inkoopwaarde < 1% van d | % van bedrijven         |\n",
      "| (97, 133, 136.0, nan, nan)    | Inkoopwaarde1VanDeTotal | Inkoopwaarde >= 1% van  | % van bedrijven         |\n",
      "| (97, 133, 137.0, nan, nan)    | Inkoopwaarde2VanDeTotal | Inkoopwaarde >= 2% van  | % van bedrijven         |\n",
      "| (97, 133, 138.0, nan, nan)    | Inkoopwaarde5VanDeTotal | Inkoopwaarde >= 5% van  | % van bedrijven         |\n",
      "| (97, 133, 139.0, nan, nan)    | Inkoopwaarde10VanDeTota | Inkoopwaarde >= 10% van | % van bedrijven         |\n",
      "| (97, 133, 140.0, nan, nan)    | Inkoopwaarde25VanDeTota | Inkoopwaarde >= 25% van | % van bedrijven         |\n",
      "| (97, 133, 141.0, nan, nan)    | Inkoopwaarde50VanDeTota | Inkoopwaarde >= 50% van | % van bedrijven         |\n",
      "| (97, 133, 142.0, 143.0, nan)  | InkoopViaEenWebsiteApp_ | Inkoop via een website/ | % van bedrijven         |\n",
      "| (97, 133, 142.0, 144.0, nan)  | Inkoopwaarde1VanDeTotal | Inkoopwaarde < 1% van d | % van bedrijven         |\n",
      "| (97, 133, 142.0, 145.0, nan)  | Inkoopwaarde1VanDeTotal | Inkoopwaarde >= 1% van  | % van bedrijven         |\n",
      "| (97, 133, 142.0, 146.0, nan)  | Inkoopwaarde2VanDeTotal | Inkoopwaarde >= 2% van  | % van bedrijven         |\n",
      "| (97, 133, 142.0, 147.0, nan)  | Inkoopwaarde5VanDeTotal | Inkoopwaarde >= 5% van  | % van bedrijven         |\n",
      "| (97, 133, 142.0, 148.0, nan)  | Inkoopwaarde10VanDeTota | Inkoopwaarde >= 10% van | % van bedrijven         |\n",
      "| (97, 133, 142.0, 149.0, nan)  | Inkoopwaarde25VanDeTota | Inkoopwaarde >= 25% van | % van bedrijven         |\n",
      "| (97, 133, 142.0, 150.0, nan)  | Inkoopwaarde50VanDeTota | Inkoopwaarde >= 50% van | % van bedrijven         |\n",
      "| (97, 133, 151.0, 152.0, nan)  | InkoopViaEDI_121        | Inkoop via EDI          | % van bedrijven         |\n",
      "| (97, 133, 151.0, 153.0, nan)  | Inkoopwaarde1VanDeTotal | Inkoopwaarde < 1% van d | % van bedrijven         |\n",
      "| (97, 133, 151.0, 154.0, nan)  | Inkoopwaarde1VanDeTotal | Inkoopwaarde >= 1% van  | % van bedrijven         |\n",
      "| (97, 133, 151.0, 155.0, nan)  | Inkoopwaarde2VanDeTotal | Inkoopwaarde >= 2% van  | % van bedrijven         |\n",
      "| (97, 133, 151.0, 156.0, nan)  | Inkoopwaarde5VanDeTotal | Inkoopwaarde >= 5% van  | % van bedrijven         |\n",
      "| (97, 133, 151.0, 157.0, nan)  | Inkoopwaarde10VanDeTota | Inkoopwaarde >= 10% van | % van bedrijven         |\n",
      "| (97, 133, 151.0, 158.0, nan)  | Inkoopwaarde25VanDeTota | Inkoopwaarde >= 25% van | % van bedrijven         |\n",
      "| (97, 133, 151.0, 159.0, nan)  | Inkoopwaarde50VanDeTota | Inkoopwaarde >= 50% van | % van bedrijven         |\n",
      "+-------------------------------+-------------------------+-------------------------+-------------------------+\n"
     ]
    }
   ],
   "source": [
    "statline.show_question_table(max_width=23)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De eerste kolom geeft de ID van de vragen en de positie in de hierchie van de tabel. We zien in de eerste tabel dat de module 46 (ICT-veiligheid) als eerste een vraag heeft, namelijk 47 (gebruikte ICT maatregelen), en dat deze vraag 47 weer twaalf onderdelen heeft, namelijk optie 48 tot en met 59, die allemaal als ParentID 47 hebben. Dit is een voorbeeld van een vraag op niveau 1 (als we het module niveau als niveau 0 zien), met de opties op niveau 2. \n",
    "\n",
    "Uit de eerste tabel zien we dat E-commerce (ID 97) als eerste een submodule bevat, 98 (gebruikt voor verkoop). Dit zien we omdat in de tweede tabel, 98 nooit aan een variabele toegekent wordt. Het is 99 (Verkoop via e-commerce) dat de eerste stanalone vraag is die een parent 98 heeft. Daarom dat deze vraag, die in een submodule zit, op niveau 2 komt. De Volgende vraag 100 is weer een vraag met optie. De vraag 100 is in de eerste tabel terug te vinden (Verdeling omzet: eigen site of extern), maar omdat deze vraag weer optie heeft, zitten deze optie weer op niveau 3: 101 en 102.\n",
    "\n",
    "Deze structuur zit wel in de json files beschreven, maar StatLineTable maakt er een multi-index pandas data frame van, zodat je makkelijk de vragen en modules die bijelkaar horen kan processen (dit in tegenstelling tot de pandas dataframe die door *cbsodata* geretourneerd wordt. Dit is  gewoon een platte lijst van variables, waardoor het lastig wordt om de vragen die bijelkaar horen te groeperen. \n",
    "\n",
    "Naast het aanbrengen van structuur, zorgt StatLineTable er ook voor dat de volledige beschrijving van een variable en de eenheden in de pandas DataFrame terug te vinden zijn (in respectievelijk de 2de en 3de kolom).\n",
    "\n",
    "Het belangrijkste wat je hier moet weten is hoe je kan opzoeken welke ID bij welke module wordt, zodat je deze nummers later kan gebruiken om een selectie van modules te maken.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=dumpen></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dumpen van plaatjes van alle vragen uit de tabel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bovenstaande klinkt misschien complex, maar het doel van StatLineTable is juist om het eenvoudiger te maken een plaatje van de vragen te maken. Het maken van plaatjes kan dus intern door StatLineTable gedaan worden. Deze plaatjes zijn met default settings opgemaakt, dus het is niet geschikt voor publicatie, maar vooral voor een snelle blik op al je data in de tabel. Het maken van plaatjes van al je vragen gaat als volgt:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : Reading json cache/84410NED/DataProperties.json\n",
      "INFO : Reading json cache/84410NED/TypedDataSet.json\n",
      "INFO : Reading json cache/84410NED/TableInfos.json\n",
      "INFO : Reading from pickle database cache/84410NED_question.pkl\n",
      "INFO : Reading from pickle database cache/84410NED_section.pkl\n",
      "INFO : Reading from pickle database cache/84410NED_dimensions.pkl\n",
      "INFO : Writing table information to images/84410NED/TableInfos.yml\n",
      "INFO : Writing question structure to images/84410NED/QuestionTable.txt\n",
      "INFO : Writing question structure to images/84410NED/SectionTable.txt\n",
      "INFO : Processing module 1:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3296: PerformanceWarning: indexing past lexsort depth may impact performance.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : Processing module 46:\n"
     ]
    },
    {
     "data": {
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AhgPoAOCRxu9PYqbgDeAjAH4AXAE8a02RP1Jf2wCgJ5T3+zVrirxK3V4F4DUA96rv1y/V9/EdKMvF9wfQFcDTjhnyxExhLpQPDO7qtVhwK68xERER3T601EBHAjhwE47ZzpoiDwYwA8Db6rY/APjMmiIPgBK+XlJDDADEAZhiTZFHQAnxn6gz3tFQwnhLdgO4w5oixwB4D4Aj7EgA7lK3/xHAi0779AOQDCU8JSdmCj0TM4XuAOZDCV2j8d3FV14D8Io69gQAbzq9JgK4B8oHhgWJmYKrGj6nAhik9vdYYqYQo7YPU/vrq+47CUqgfQrAMzdwra4bu7p9FIBt1hS5AUAhAJPa7wEAQxIzBXcAgdYUuaiV64nETMEVSrhMtKbIsVDewxecmrhYU+SBUBaZWdBEF1cAPGBNkX+hjn9ZYqbgWLL9YbXP/gBmJmYKAer2dgD2WVPkaAA7ATzm1F839VzuBbBEHePdAHpDue79AMQmZgp3qe1v1TUmIiKi24SWGeibZS0AqLOevomZQgco5QX3J2YKT6ltPPDfGd1sa4p8UX38bwBvqyFugzVFbi1ABwJ4PzFT6AZlBvakur09gL8nZgq9AdihzIQ6bLOmyOUAkJgp5AMIAtARwA7HOBIzhQ+g1IEDSjg1JWY6hgvfxEzBR338sTVFrgVQm5gp/AdAFyhhbb01Rb6s9vUhgCFQyiZOWlPko+r2PHUs9sRM4SiAYLXPlq5VU2M/DWAMlJlWANgF4C4AvQD8CUoY3aFe2xvRB8qHqWz1nA0Azju9/qH694DTmJ3pALyoBlobgB7qdfkGSmh+QG3XE0oILgVwFUCWU7+jnfrbYE2RbQDyEzOFLuq2u9X/DqnPvdW+ZNy6a0xERES3CS0BOg/AUC2dJ2YKqwHEADhnTZHHqZsbL31ohxKqEqwp8rFG+w8CcNnxXA3dd0Ep63g3MVN4yZoiZ7QwBAuAl60p8sbETGEYgIXq9ucBbLemyA+oX+t/7rRPrdPjBijXSIfm6QHEWVPkmkZj/z59Obe3OT234b/vVUvXqqnjAcpMbJr6eBeA6QC6Q5l9nwtgGJSZ3RuhA5BnTZHjWjkH5+M7mwygE4BYa4pcl5gpFAPwUN+fUVCuZbVaDuKh7lNnTZEd/24a9+t8zjqnv3+ypshvOB9Yfa9v1TUmIiKi24SWEo5/ABicmCmMd2xIzBTGJGYKUc3tYE2Rp1pT5H5O4RlQvv5GYqYQD6Bcnc37BIDZ8VW+U0nDdyRmCkEA/mNNkf8G4C0Av2hlzO2h3BUEAKY0sz21lT4A4CsAQxMzBb/ETMEFSqmGw6cArtULJ2YK/VrpayeA/0vMFLzUsoAHoITaG3VD18ppPBEAJLV8A1BqlAcDsFlT5CtQymAe1zCGYwA6JWYKcWr/ruoxblR7KO9hnfoj1CCn7WVqeBahlLd8X58AeFitt0ZiptAjMVPorHH/G77GREREdHu54QCtzrDeCyVYHFe/vk4F8B+NxyxLzBT2Qvnh3SPqtuehlFHkJGYKuerzpgwDcDgxUzgEJcS+BgCJmcKbiZlC/ybaLwTwgfoDuQtO2/8M4E+JmcIeKCUILbKmyGeh1El/CWArgHwA5erLMwH0T8wUctRrMr2Vvg4CeAdKKP8Syo8ID7W0TyM3eq0cxkL54Zzj+LVQSg72qZt2AfCBckvCVllT5KsAEgEsTcwUjkAJ4IM1jH8NlOu1H8pstKRu3wLAJTFTyIFyTvua2f9GxvgplA98X6ilGVYo53ijtF5jIiIiuo3o7PbGFRW3zq28zd2tlpgpeFtT5Cp1Bno9gLetKfL6th5XaxIzhWwAD1lT5POtNiYiIiKiVrF+88YtTMwURkGpy/0UwIY2Hs8NsabIo1tvRUREREQ36kedgSYiIiIi+qnT8iNCIiIiIqLbHgM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGLm09ACL6eevYsaM9ODi4rYdB9LN04MCBC3a7vVNbj4PodsMATUS3VHBwMPbv39/WwyD6WdLpdKfaegxEtyOWcBARERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGDNBERERERBowQBMRERERacAATURERESkAQM0EREREZEGLm09ACL6eTt6thzBv/v4B/VRvGT8TRoNERHRD8cZaCIiIiIiDRigiYiIiIg0YIAmIiIiItKAAZqIiIiISAMGaCIiIiIiDRigiYiIiIg0YIAmIiIiItKAAZqIiIiISAMGaCIiIiIiDRigiYiIiIg0YIAmIiIiItKAAZqIiIiISAMGaCIiIiIiDRigiYiIiIg0cGnrARDRz1uU7mvs95ikbaeF5bdmMERERDcBZ6CJiIiIiDRggCYiIiIi0oABmoiIiIhIAwZoIiIiIiINGKCJiIiIiDRggCYiIiIi0oABmoiIiIhIAwZoIiIiIiINGKCJiIiIiDRggCYiIiIi0oABmoiIiIhIAwZoIiIiIiINGKCJiIiIiDRggCYiIiIi0sClrQdARD9vee5uiOolNPna0SlHf+TREBER/XCcgSYiIiIi0oABmoiIiIhIAwZoIiIiIiINGKCJiIiIiDRggCYiIiIi0oABmoiIiIhIAwZoIiIiIiINGKCJiIiIiDRggCYiIiIi0oABmoiIiIhIAwZoIiIiIiINGKCJiIiIiDRggCYiIiIi0oABmoiIiIhIA5e2HgAR/byFngf++af6pl+c8uOOhYiI6GbgDDQRERERkQYM0EREREREGjBAExERERFpwABNRERERKQBAzQRERERkQYM0EREREREGjBAExERERFpwABNRERERKQBAzQRERERkQYM0EREREREGjBAExERERFp4NLWAyAiIqK2ceDAgc4uLi5vAogEJ9WIHGwAcuvr6x+NjY39T1MNGKCJiIhuUy4uLm927do1vFOnTmV6vd7e1uMh+l9gs9l03377rembb755E8D9TbVhgCaiW6rCR8Bnw15v8rXPpn927fETK0f8WEMiov+KZHgm+i69Xm/v1KlT+TfffBPZbJsfc0BERET0P0XP8Ex0PfX/i2ZzMgM0ERER3ZYMBkOsKIqmPn36mEwmU3h2dnY7LfvPmTOn+x//+McuTb325z//udNf//rXAACYNWtW9w0bNvgAwJYtW7zDwsIiRFE0VVVV6X74Wdy4rKwsH+dzfPfddzscOHDA48ccw88FSziIiIjotuTu7m6TJCkfANatW+f7zDPPBI4ePfrYD+23rq4OTz/99LeO56+++uo5x+OMjAx/s9n8zW9/+9vSH3oMV1dXTft89tlnPt7e3g2jR4++DAAbNmzoUF9fXx4bG3vlh4zldsQATURERLe98vJyQ/v27esdz+fPn99l/fr1/levXtWNHz/+0iuvvHIOAObNm9f1/fff79i9e/erAQEBdTExMdUAMHDgwD4DBw6s+vLLL73HjRt3qbKy0uDt7d3w3HPPlSQkJATfe++95WVlZYaPP/7Yf8eOHe23bdvma7FYziQkJIRUVVUZGhoadBaL5dSYMWOqXnnllY6vvfZa186dO9eFhIRccXNzs2dkZMgJCQnBfn5+9UePHvXq27dv9eLFi89Pnjw5WJZld09PT9uqVatODRo0qKakpMTQeHuHDh0aMjIyOun1evs///nPgGXLlslbt27tsG/fPp+lS5d2W7du3QkAmD59unDx4kUXDw8P25tvvnkqJiaG4boJDNBERER0W6qtrdWLomiqra3VXbhwwXXTpk2FAPDhhx/6FhUVeeTk5BTY7XaMGjUqbPPmzd7e3t629evX+x89ejS/rq4O/fr1MzkCNABcunTJ8O9///sYoJR3ND7enDlzLuzZs8f73nvvLZ86dWrZggULuowcObJ86dKl39TX16OyslJfXFzs+pe//KXbwYMH8zt06GAbPHiwMSIiosbRx4kTJzz27NlT6OLigilTpvSMjo6u3rp164mNGzf6TJkypZckSflPP/1096a2P/TQQ986Qj0AjBo16pJjLAAQFxdnXLVq1amoqKjazz77rF1aWpqwb9++wlv9PvwUMUATERHRbcm5hGPr1q3tpk6d2quwsDBvy5Ytvjt37vQ1mUwmAKiurtZLkuRRWVmpHzdu3CUfHx8bANx9992XnPv71a9+dVHL8e+4447Ljz/+eHBdXZ0+MTGxbPDgwTVZWVm+gwYNquzSpUsDADzwwANlhYWF1+qUJ0yYUObiosS3r776ymfdunVFAHD//fdXTps2zaW0tNTQ3PaWxlJeXq4/dOiQd1JSUqhj29WrV3/UGu2fEgZoIiIiuu2NGjXqcllZmcv58+dd7HY7Zs2adX7u3LkXnNs899xznXW65jOlI1jfqLFjx1bt3Lnz2Lp169qnpqb2mjlzZomvr29DS/t4e3tfO4bdfv0NVHQ6nb257S3129DQAB8fn3rHBwpqGe/CQURERLe9Q4cOedhsNnTp0qV+7NixFe+++27H8vJyPQCcPHnS9ezZsy4jRoyo+vjjjztUVVXpysrK9NnZ2R1+yDELCwvdevToUffkk09eSElJuXDw4EGvIUOGXP7yyy99vv32W0NdXR0++ugjv+b2v+OOOypXr14dACh32PDz86v39/e3Nbfdx8enobKy8tpMtLe3d0NFRYUeAPz9/W2BgYFX3377bT8AsNls+OKLLzx/yPn9nHEGmoiIiG5LjhpoQJnNXbFiRbGLiwsmTJhQkZeX5zFgwAARALy8vGxr1qw5GR8fX/3AAw9cjIyMjOjRo0ftwIEDq270WE3NAH/yySc+6enpXV1cXOxeXl4Na9asOdmrV6+62bNnnx8wYEB4586d64xGY0379u2bnJVeunTpuUmTJgUbjUaTp6en7Z133jnZ0vaEhIRLiYmJoZs3b+7w6quvypMnT76YlpYWvHLlyi5Wq/XE2rVrv37ssceCli5d2q2+vl73wAMPXIyLi6tp6ti3O11T0/xERDeL0KmPfV7CilbbcSVCIu10Ot0Bu93e//vuf+TIkeLo6OgLrbekH2LEiBFhs2fPLrnvvvsqb6R9eXm5vn379ra6ujrcc889YampqRceeuihS63vSTfTkSNHOkZHRwc39RpLOIiIiIhukaSkpOCamhr93XfffcOz1XPnzu0uiqLJaDRGCIJQm5KSwvD8P4YlHERERES3yAcffFCsdZ9Vq1aduQVDoZuIM9BERERERBowQBMRERERacASDiK6pewNJbhS9nKr7ZYlt96msSffz/o+QyIiIvpBOANNRERERKQBAxMuYxsAACAASURBVDQRERG1iaKiItdBgwYZQ0JCIsLCwiKef/75zlr2P3funEvfvn3F8PBw05YtW7xv1Th/bOnp6QEPPfSQ0NbjoOaxhIOIiIgAAMG/+zj2ZvZXvGT8gZZed3V1xbJly87Ex8dXl5WV6WNiYkzjxo2riI2NvXIj/WdlZfmEhYVd+fDDD4tvyoA1qq+vh4vLzY1SdXV1N7W/tmaz2WC322EwGFpv/BPCGWgiIiJqE0FBQXXx8fHVAODn52cLDQ2tkWXZrXG7wsJCt7i4OKPRaDTFxcUZjx8/7rZ3717PBQsWBG7fvr29KIqmqqoqnfM+PXr0iPrNb37To1+/fmJkZGT47t27veLj43v37Nkz8s9//nMnR7v58+d3iYyMDDcajabZs2d3d2xfvny5f1RUVLgoiqZJkyYF1dfXAwC8vLxiZs2a1b1v377itm3brs16nz171iUiIiIcAL744gtPnU4Xe/z4cTcA6NmzZ2RlZaX+3LlzLvfcc09oZGRkeGRkZPinn37aDgDmzJnT/Ve/+lXQnXfe2XvChAm9nM/jvffea9+vXz/x/PnzLqIomhz/eXh4/OLjjz/23r59u1dMTIwYHh5uiomJEY8cOeIOKLPYo0aNCh0xYkRYjx49ol588cVOCxcu7BIeHm6Kjo4WS0pKDACQl5fnPmTIkN4RERHhsbGxfQ4dOuTR+PrPmTOn+//93//1uuOOO4xBQUGRy5Yt69jS9Tt27JhbSEhIREpKihAREWE6ceKEW0JCQnDv3r0jjEajadGiRZ0BYO/evZ7R0dGi0Wg0jR49OvTbb781AMDAgQP7pKWl9YiKigoPDg6OdHy7UF9fj8cffzzQcbyXXnqpI6B8kBo4cGCfMWPGhPTq1Svi/vvv72Wz2Vr99/dDMEATERFRmzt27Jhbfn6+19ChQ69bcGT69OnCpEmTSgsLC/OTk5NL09LSeg4ePLjm97///bn77ruvTJKkfG9v7+uWVu7Zs+fVw4cPS4MGDap6+OGHg//1r3+d+PLLL6UlS5Z0B4APP/zQt6ioyCMnJ6egoKAg//Dhw16bN2/2PnjwoIfVavXfv3+/JElSvl6vt69cuTIAAGpqavSRkZE1OTk50j333HNtrD169Kivra3VX7x4Ub99+3bviIiI6q1bt3oXFha6BQQE1Pv4+Ngef/zxnnPmzCnJzc0tWL9+/Ynp06cHO/bPycnx+uSTT4r+9a9/nXRsy8jI6PDSSy91zc7OPt6tW7d6SZLyJUnK/+Mf/3g2IiLi8qhRoy5HR0df+eqrr6SCgoL8BQsWnH366acDHfsXFhZ6rlu37ut///vfBX/60596eHl52QoKCvL79+9/+Y033ggAgEcffTRo+fLlcl5eXsFLL710Ji0trcnSkYKCAs+tW7ce37dvn/TSSy91Ly4udm3u+gFAcXGxx9SpU0sLCgryS0pKXM6fP+96/PjxvMLCwvwnnniiFABSU1N7vfjii2cKCwvzIyIiaubNm3ftA0x9fb3u6NGjBUuXLj393HPPdQeAV199tWP79u0bcnNzC44cOVLw97//vZMkSW6O8b3++uuni4qK8mRZds/Ozr6lJT0s4SAiIqI2VV5erp8wYULokiVLTvv7+183dXjo0KF2mzdvPgEAaWlpFxctWhR4fS/Xe/DBBy8BQFRUVPXly5f1fn5+Nj8/P5u7u7vtwoULhi1btvju3LnT12QymQCgurpaL0mSx6FDh3S5uble0dHR4QBw5coVfefOnesBwGAwIDU1tayp4/Xv379q69at3rt37/Z5+umnz2/ZsqW93W7HHXfcUQUAe/bs8T1+/Lino31VVZWhrKxMDwBjxoy55PwhYO/evT5Hjhzx2r59e6HzNTl69Kj7H/7wh8Dt27cXuru720+fPu2SnJzcq7i42EOn09nr6uquzcQPHjy40nHO3t7eDUlJSdeuR05Ojld5ebn+0KFD3klJSaGOfa5evfqdmXyHsWPHXvL29rZ7e3vXx8XFVezatavdrl27vJu6fiEhIVe7det2deTIkZcBQBTF2tOnT7tPmTKl53333Vf+wAMPVJSWlhoqKysN48ePrwKAxx57rDQpKSnEcbykpKQy9Rwuz5071w0Atm7d6itJktfGjRv9AKCystKQn5/v4ebmZo+KirocGhpaBwARERHVJ06cuO6bjJuJAZqIiIjaTG1trW78+PGhSUlJF6dMmXJTl6z28PCwA4Ber4ebm9u1cKrX61FXV6ez2+2YNWvW+blz515w3u+FF17onJSUVPr666+fbdynm5ubrbm65/j4+KqdO3f6nDlzxm3y5MmXli1b1hWA/b777isHALvdjv379xc0NVverl2773xwEAShVpZl99zcXI+77rqrGgAqKir0Dz74YOiKFStOBQcH1wHAvHnzegwdOrQyOzv7xLFjx9xGjBjRx2ms3zln5+tRX1+va2hogI+PT70kSfmtXUudTnfd8+au37Fjx9y8vLyunU+nTp0acnNz89evX++7fPnyzu+//77/ypUrT7d0PMdYXVxc0NDQoAMAu92uW7ZsmZyQkFDh3DYrK8vH3d392rkaDAbU19c3+UHgZmEJBxEREbUJm82GiRMnBhmNxisLFy4saa5dTEzM5TfffNMPAN544w3//v37X1fm8X2MHTu24t133+1YXl6uB4CTJ0+6nj171mXMmDEVWVlZfmfPnnUBgJKSEkNhYWGrM5qjR4+uXLdunX+vXr1qDQYDOnToUL99+/b2o0aNqgKA+Pj4iqVLl16708jevXs9m+srMDDw6rp164qmTp3aa//+/R4AMHHixODJkydfGDNmzLXzr6ioMAQGBl4FgDfeeKNjc/01xd/f3xYYGHj17bff9gOU9+OLL75ockybN2/uUF1drfvmm28M+/bt84mPj7/c3PVrvO/58+ddGhoakJqaemnx4sVnjx496hUQENDg6+vb4KhvfuuttwLi4uJafF9Hjx5dvmLFik61tbU6AMjJyXGvqKhokyzLGWgiIiJqE9nZ2d4bNmwI6N27d40oiiYAWLRo0dnk5ORy53YrVqyQp0yZEvzaa691DQgIqM/IyCi+GcefMGFCRV5enseAAQNEAPDy8rKtWbPmZGxs7JVnn3327MiRI402mw2urq729PR02Wg0Xm2pvz59+lwFgCFDhlQCQFxcXNX58+fdOnXq1AAAq1atOv3oo48KRqPR1NDQoBs0aFDl4MGD5eb6i46Ors3IyPg6OTk5ND09/dSWLVv8vv76a4/MzMyOan/F8+bN++bRRx/tlZ6e3nXIkCEVzfXVnLVr13792GOPBS1durRbfX297oEHHrgYFxdX07hdTEzM5ZEjR/Y+d+6c21NPPXU+ODi4Ljg4uK6p6+fi4vKdGfbi4mLXRx55JNhms+kA4LnnnjsDAKtXrz6ZlpYWNHPmTL0gCLVr164tbmmss2fPvlBcXOweFRUVbrfbdf7+/nWbNm06ofWcbwad3X7dtwhERDdNT/8O9lmj429J31yJkG53Op3ugN1u7/999z9y5EhxdHT0hdZb0u1szpw53b29vRuee+65Zr8l+Dk6cuRIx+jo6OCmXmMJBxERERGRBizhICIiIqJmvfzyy+faegz/azgDTURERESkAQM0EREREZEGLOEgolvKz70rknvNuyV9n/ndrh/cR+CSITdhJEREdDvhDDQRERERkQYM0ERERNQmioqKXAcNGmQMCQmJCAsLi3j++ec7N9Xu3Xff7XDgwAGP1vpLT08PKC4udm3qtccffzywV69eEUaj0TR69OjQCxcuGABl1TwPD49fiKJoEkXRNGnSJMGxz65du7yMRqNJEITI1NTUnjbbdauM3zRZWVk+w4cPD7tlB6CbiiUcREREpFjYPvbm9ld+oKWXXV1dsWzZsjPx8fHVZWVl+piYGNO4ceMqYmNjrzi327BhQ4f6+vryxtsby8zM7NivX78axzLXzu65556Kv/71r2dcXV2RlpbWY/78+V1XrFhxFgB69uxZ29Ry1jNmzAhavnz5qREjRlweNmxYb6vV6vvggw9qXqykNXV11w33J6++vh7NLXn+c8AZaCIiImoTQUFBdfHx8dUA4OfnZwsNDa2RZfk7S2ZnZ2e327p1a4dnn302UBRFU15envvevXs9o6OjRcds8rfffmtYvXq1X25urtdDDz0UIoqiqaqqSufcz4QJEypcXZXJ6bi4uMtnz55tcWnuU6dOuVZVVelHjRp1Wa/XY/LkyaUbNmzwc25TX1+PwMDAKJvNhgsXLhj0en3s5s2bvQEgNja2T25urntFRYU+KSkpODIyMjw8PNyUmZnZAVBmy8eOHRsyYsSIsCFDhhid+92xY4dXeHi4KT8/323o0KFhjtlxHx+ffhaLJeDYsWNusbGxfUwmU7jJZArPzs5uByiz2AMGDOgzbty4kODg4MgZM2b0WLFihX9UVFS40Wg05eXluQPAuXPnXO65557QyMjI8MjIyPBPP/20XePzT09PDxg5cmTokCFDegcHB0c++eST3RyvLV++3D8qKipcnbEPqq+vBwB4eXnFzJo1q3vfvn3Fbdu2ec+YMaNHaGhohNFoNE2bNi0QAAoLC93i4uKMRqPRFBcXZzx+/LgbACQkJASnpqb2jImJEQMDA6NWr1597VrPnz+/S2RkZLjRaDTNnj27O6B8cxASEhIxceLEoLCwsIg777yzd+P3/FZigCYiIqI2d+zYMbf8/HyvoUOHVjlvHz169OVRo0ZdWrx48RlJkvIjIiJqU1NTe7344otnCgsL8yMiImrmzZvXferUqWWRkZHVGRkZX0uSlO/t7d3sUsvvvPNOxzFjxlxbLvzMmTNu4eHhpgEDBvTZsmWLN6AE6G7dul2bGg4KCrp6/vz575SHuLi4oFevXlcOHjzokZ2d7W0ymao///xz75qaGt0333zjFhkZWfvMM890Gz58eEVubm7Brl27jj377LOBFRUVegA4ePCg99q1a0/u27ev0NFndnZ2uxkzZgRt3LixyGQyXd2xY0eRJEn5f/vb34q7det2ddKkSZe6d+9ev2vXrsL8/PyC999//+vZs2dfKzuRJMlzxYoVpwsKCvKsVmtAYWGhx9GjRwt+/etfX1i2bFlnAHj88cd7zpkzpyQ3N7dg/fr1J6ZPnx7c1HXKyclp98EHH3ydm5ubt3HjRv+dO3d6HTx40MNqtfrv379fkiQpX6/X21euXBkAADU1NfrIyMianJwcqV+/fjWbNm3yO378eF5hYWH+iy++eB4Apk+fLkyaNKm0sLAwPzk5uTQtLa2n43glJSWu+/fvlz766KPjCxYs6AEAH374oW9RUZFHTk5OQUFBQf7hw4e9HB9SZFn2mDlz5n+Kiory2rdv35CRkeHX1HncCj/fuXUiIiL6SSgvL9dPmDAhdMmSJaf9/f1bLDQuLS01VFZWGsaPH18FAI899lhpUlJSyI0ea968eV0NBoN9+vTpFwFAEIS6kydP5nTt2rVh165dXklJSWH5+fm5dvv1+Vunu36Cc/DgwZXbtm3zOXnypPvcuXPPv/XWW5127txZFR0dfRkAPv/8c99PPvmkQ3p6elcAqK2t1RUVFbkBwJAhQyq6dOnS4OirqKjIY8aMGcHZ2dmFzmUo58+fd0lNTe313nvvnQgICGgoLS01PPLII0H5+fmeer0ep06dcne0jYqKuhwUFFSnnlvt2LFjywEgOjq6ZseOHT4AsGfPHt/jx497OvapqqoylJWV6f38/L5z7ePj4yu6du3aAADjx48v+/zzz71dXFzsubm5XtHR0eEAcOXKFX3nzp3rAcBgMCA1NbUMAPz9/Rvc3d1tEydODBo/fnx5cnJyOQAcOnSo3ebNm08AQFpa2sVFixYFOo53//33XzIYDIiNjb1SWlrqCgBbtmzx3blzp6/JZDIBQHV1tV6SJI+QkJCrPXr0qB08eHANAMTExFQXFxe740fCAE1ERERtpra2Vjd+/PjQpKSki1OmTLl0K49lsVgCPvnkkw67du0q1OuVL+E9PT3tnp6eDQAwZMiQakEQanNzcz2Cg4PrnGecT5065da1a9fripWHDRtWtXz58k4lJSVuL7/88tlXXnml67Zt23zi4+MrAcBut8NqtRZFR0fXOu+3e/fudl5eXt8JrJ07d66rra3V79u3zys4OLgcUMpEEhISQubNm3duwIABVwDghRde6NK5c+e6devWnbTZbPD09LxWu+7u7n4t+ev1enh4eNgdjxsaGnSOMe3fv7+gpVl64PoPDDqdDna7XZeUlFT6+uuvn23c3s3Nzeaoe3Z1dcXhw4cLNm7c6Pvee+/5rVixorPzTHtTHGN1jNHxd9asWefnzp17wbntsWPH3Nzc3K61NxgM9pqamh+tsoIlHERERNQmbDYbJk6cGGQ0Gq8sXLiwpLl23t7eDY6yh4CAgAZfX98GR6nFW2+9FRAXF1flaFdeXm5oqg+r1er76quvdt20aVORj4/PteB67tw5F0cNb35+vltxcbF7nz59aoOCguratWtn27ZtWzubzYY1a9YE/PKXv7wu4A8bNuzywYMHvfV6vd3Ly8seERFRnZGR0Wn48OFVADB8+PCKZcuWdXHcwWPPnj2ejftw8PX1bdi8efPxBQsW9MjKyvIBgCeeeCLQZDJVT5s2rczRrry83NCtW7c6g8GA5cuXBzQ0NDTXZZPi4+Mrli5deu2OJ3v37m1yTLt37/YtKSkxVFVV6TZt2tRh6NChVWPGjKnIysryO3v2rAsAlJSUGAoLC6+rJy8vL9dfvHjRkJycXL5y5crTBQUFXgAQExNz+c033/QDgDfeeMO/f//+VY33dTZ27NiKd999t2N5ebkeAE6ePOnqOHZbavMBEBER0e0pOzvbe8OGDQG9e/euEUXRBACLFi066/i632Hy5MkX09LSgleuXNnFarWeWL169cm0tLSgmTNn6gVBqF27dm0xADz00EMXzGZz0Ny5c22NZ1jnzJkjXL16VT9ixAgjAPziF7+o+sc//iF/+umn3osXL+5hMBjsBoPB/uqrr55ylFUsX7781COPPNLrypUruuHDh1ckJSV9Z1yAMoPdtWvXq/37978MAEOGDKnauHGj/8CBA2sAYMmSJeemTZsmiKJostvtusDAwNrt27cXNXdNevbsWZ+VlVU0duzY3l5eXsWrVq3qEhYWdkUURV8AmD9//tlZs2b9JyEhIXTDhg1+8fHxlZ6enprur7dq1arTjz76qGA0Gk0NDQ26QYMGVQ4ePFhu3K5///5VycnJvYqLiz0SEhJK77rrrmoAePbZZ8+OHDnSaLPZ4Orqak9PT5eNRuNV530vXbpkuPfee8Nqa2t1ALB48eLTALBixQp5ypQpwa+99lrXgICA+oyMjOKWxjphwoSKvLw8jwEDBogA4OXlZVuzZs1JFxeXFmfPbzVdUzU+REQ3S99uon3TlL+19TCaxZUI6adMp9MdsNvt/b/v/keOHCmOjo6+0HpLut2kp6cH7N+/v11GRsZ1wfp2ceTIkY7R0dHBTb3GEg4iIiIiIg1YwkFERERE3zFz5sxSAKVtPY7/VZyBJiIiIiLSgAGaiIiIiEgDlnAQ0S11QVeBNz22tfUwmrfwh49t4cKFP3wcRET0k8EZaCIiIiIiDRigiYiIqE0UFRW5Dho0yBgSEhIRFhYW8fzzz3dufa/vLysry2f48OFht/IYdHtgCQcREREBAKL+HhXbeqsbd3TK0QMtve7q6oply5adiY+Pry4rK9PHxMSYxo0bVxEbG3vlZo4DAOrqrluF+yevvr4ejqWz6cfFGWgiIiJqE0FBQXXx8fHVAODn52cLDQ2tkWX5O8tC19fXIzAwMMpms+HChQsGvV4fu3nzZm8AiI2N7ZObm+teUVGhT0pKCo6MjAwPDw83ZWZmdgCUxUDGjh0bMmLEiLAhQ4YYnfvdsWOHV3h4uCk/P99t6NChYaIomkRRNPn4+PSzWCwBx44dc4uNje1jMpnCTSZTeHZ2djtAmcUeMGBAn3HjxoUEBwdHzpgxo8eKFSv8o6Kiwo1GoykvL88dUJYIv+eee0IjIyPDIyMjwz/99NN2jc8/PT09YOTIkaFDhgzpHRwcHPnkk092c7y2fPly/6ioqHBRFE2TJk0Kciw37uXlFTNr1qzuffv2Fbdt2+Y9Y8aMHqGhoRFGo9E0bdq0QAAoLCx0i4uLMxqNRlNcXJzx+PHjbgCQkJAQnJqa2jMmJkYMDAyMWr16tZ/jePPnz+8SGRkZbjQaTbNnz+4OAMeOHXMLCQmJmDhxYlBYWFjEnXfe2buqqkr3g9/4nwEGaCIiImpzx44dc8vPz/caOnRolfN2FxcX9OrV68rBgwc9srOzvU0mU/Xnn3/uXVNTo/vmm2/cIiMja5955pluw4cPr8jNzS3YtWvXsWeffTawoqJCDwAHDx70Xrt27cl9+/YVOvrMzs5uN2PGjKCNGzcWmUymqzt27CiSJCn/b3/7W3G3bt2uTpo06VL37t3rd+3aVZifn1/w/vvvfz179mzBsb8kSZ4rVqw4XVBQkGe1WgMKCws9jh49WvDrX//6wrJlyzoDwOOPP95zzpw5Jbm5uQXr168/MX369OCmzjsnJ6fdBx988HVubm7exo0b/Xfu3Ol18OBBD6vV6r9//35JkqR8vV5vX7lyZQAA1NTU6CMjI2tycnKkfv361WzatMnv+PHjeYWFhfkvvvjieQCYPn26MGnSpNLCwsL85OTk0rS0tJ6O45WUlLju379f+uijj44vWLCgBwB8+OGHvkVFRR45OTkFBQUF+YcPH/ZyfEiRZdlj5syZ/ykqKspr3759Q0ZGhl9T53G74bw/ERERtany8nL9hAkTQpcsWXLa39/f1vj1wYMHV27bts3n5MmT7nPnzj3/1ltvddq5c2dVdHT0ZQD4/PPPfT/55JMO6enpXQGgtrZWV1RU5AYAQ4YMqejSpUuDo6+ioiKPGTNmBGdnZxcGBwdfq+s4f/68S2pqaq/33nvvREBAQENpaanhkUceCcrPz/fU6/U4deqUu6NtVFTU5aCgoDoAEAShduzYseUAEB0dXbNjxw4fANizZ4/v8ePHPR37VFVVGcrKyvR+fn7fOb/4+PiKrl27NgDA+PHjyz7//HNvFxcXe25urld0dHQ4AFy5ckXfuXPnegAwGAxITU0tAwB/f/8Gd3d328SJE4PGjx9fnpycXA4Ahw4dard58+YTAJCWlnZx0aJFgY7j3X///ZcMBgNiY2OvlJaWugLAli1bfHfu3OlrMplMAFBdXa2XJMkjJCTkao8ePWoHDx5cAwAxMTHVxcXF7iAGaCIiImo7tbW1uvHjx4cmJSVdnDJlyqWm2gwbNqxq+fLlnUpKStxefvnls6+88krXbdu2+cTHx1cCgN1uh9VqLYqOjq513m/37t3tvLy8vhNYO3fuXFdbW6vft2+fV3BwcDmglIkkJCSEzJs379yAAQOuAMALL7zQpXPnznXr1q07abPZ4Onpea0+3N3d3e54rNfr4eHhYXc8bmho0DnGtH///gJvb287WqDT6a57brfbdUlJSaWvv/762cbt3dzcbI66Z1dXVxw+fLhg48aNvu+9957fihUrOjvPtDfFMVbHGB1/Z82adX7u3LkXnNseO3bMzc3N7Vp7g8Fgr6mpYfUCWMJBREREbcRms2HixIlBRqPxysKFC0uaazds2LDLBw8e9Nbr9XYvLy97REREdUZGRqfhw4dXAcDw4cMrli1b1sVmU7Lynj17PJvry9fXt2Hz5s3HFyxY0CMrK8sHAJ544olAk8lUPW3atDJHu/LyckO3bt3qDAYDli9fHtDQ0NBcl02Kj4+vWLp06bW7iuzdu7fJMe3evdu3pKTEUFVVpdu0aVOHoUOHVo0ZM6YiKyvL7+zZsy4AUFJSYigsLHRrvG95ebn+4sWLhuTk5PKVK1eeLigo8AKAmJiYy2+++aYfALzxxhv+/fv3r2q8r7OxY8dWvPvuux3Ly8v1AHDy5ElXx7Gpabw4RERE1Cays7O9N2zYENC7d+8aURRNALBo0aKzjlIEB09PT3vXrl2v9u/f/zIADBkypGrjxo3+AwcOrAGAJUuWnJs2bZogiqLJbrfrAgMDa7dv317U3HF79uxZn5WVVTR27NjeXl5exatWreoSFhZ2RRRFXwCYP3/+2VmzZv0nISEhdMOGDX7x8fGVnp6e15WWtGTVqlWnH330UcFoNJoaGhp0gwYNqhw8eLDcuF3//v2rkpOTexUXF3skJCSU3nXXXdUA8Oyzz54dOXKk0WazwdXV1Z6eni4bjcarzvteunTJcO+994bV1tbqAGDx4sWnAWDFihXylClTgl977bWuAQEB9RkZGcUtjXXChAkVeXl5HgMGDBABwMvLy7ZmzZqTLi4uLc6e3850jul7IqJboXv37vZp06a19TBuKa5ESG1Fp9MdsNvt/b/v/keOHCmOjo6+0HpLuhXS09MD9u/f3y4jI+O6YE1t78iRIx2jo6ODm3qNJRxERERERBqwhIOIiIioDcycObMUQGlbj4O04ww0EREREZEGDNBERERERBqwhIOIbikfn1IMuevdth7GLbXts5/u+Y0ccaKth0BE9JPDGWgiIiIiIg0YoImIiKhNVFdX66KiosL79OljCgsLi5g9e3b3ptqlp6cHFBcXu7bW33PPPde5srKyyWyTkJAQ3KNHjyhRFE2iKJqaW9jkZvHy8oq5lf1T22IJBxEREQEACsTw2NZb3bhwqeBAS697eHjYd+/efax9+/a22tpa3YABA/ps27atfOTIkZed22VmZnbs169fTXBwcF1L/b3xxhtdHnvssYs+Pj5NLnqyePHiM1OnTi1r6rWbxWaz4ee2xkZdXR1cXVv9/HJb4Qw0ERERtQm96sK8OwAAIABJREFUXo/27dvbAODq1au6+vp6nU6n+06b1atX++Xm5no99NBDIaIomqqqqnQfffSRz/+zd+dhTd1Z48BPFkIICUsAWRJJ2EI2CAiiIFRBEBirFZFisXVXtG+rdautY7VWx+VVHEvHBTvFDtWqU7RWbdXKiIKitrEKsoRNwy6VNQlLyHJ/f9jwQ8D1tUOdOZ/n8Xng3u927/WPk3MP+YpEIrFAIBAnJCTwu7q6SJs2bRr266+/mo0dO1YwatQowfOsZ+zYsZ7Xr1+3AAAQiUTilStXOgMALF261GXnzp32AAAfffSRo1QqFQkEArEpY15aWkpzd3eXvPnmm64SiURcWVnZu+12Q0MD1c/PT3jkyBHr9957z8WUAR82bJjvtGnT+AAAkZGRHhKJROTp6SnZsWOHvakvg8HwX7x4MUcikYhCQkIE2dnZjKCgIG8ul+tz6NAhawAAvV4PycnJXNOatm/f3tvfpLS0lObm5iaZOnUqXyAQiGNiYtxNmfrc3FzGyJEjvSUSiSg0NNSrqqrKDAAgKCjI+5133uGMHDnSe9OmTY7p6em2Xl5eEm9vb3FgYKA3wIM3CNOmTeMLBAKxSCQSnzp1igXw4I3BhAkTPMLCwrx4PJ500aJFXNNajh8/buXn5ycUi8Wi2NhYd9P24RwOx2fZsmUuYrFYJBAIxDdv3qQ/zzP8d8EAGiGEEEJDRq/Xg1AoFDs6OsrGjh2rioiIeCj7PGfOnFapVNqZkZFxR6FQFJPJZEhOTnY7evRoZVlZWbFer4ft27c7rF279tdhw4bpLl26VHb9+vWywebasGEDRyAQiOfNmze8q6uL1P/8mDFjNBcuXGC2tLSQKRQKce3aNSYAwLVr15jjx49XHz9+3KqiooJeUFBQUlJSUnzr1i3GmTNnmAAASqWSPmfOnOaSkpJi05bbNTU11OjoaM/169fXT58+vX3Xrl31CoWi+MqVK6U2Njb6pUuX/goAcOjQIWVRUVHJrVu3itPS0hzv3btHAQDo6uoih4eHq4uKikosLS0Na9eu5eTm5pZ98803FRs3buQAAOzatcve2traUFhYWJKfn1/yj3/8w0GhUND6X5tSqaQvWrTofllZWTGLxTJu377dQavVkpYsWeL63XffVRYVFZXMmjWraeXKlRxTn7a2NsrPP/9cumHDhsatW7c6//jjj2WlpaXFZ8+erQAA2LZt2zAAgLKysuKvv/76zsKFC/mdnZ0kAIDi4mLGiRMn7pSUlBSdPHnStqKiwqyhoYG6efNm55ycnLLi4uKSESNGdG7cuNHRNJ+9vb2+uLi4ZO7cufe3bt3q2P8a/kgwgEYIIYTQkKFSqaBQKIqrq6sLfvnlF8uff/75sZnH/Px8OpfL1fr6+moBAGbPnt18+fJl1pPm2blzZ92dO3cK8/PzS1pbWykfffSRU/8248aNU1++fJl1/vx51oQJE9o7OzsparWaXFtbay6TybRnz561ysnJsRKLxeLfMs10hUJBBwBwdnbu6Vt6otfrSREREd5btmypjYuLU5mOG41GmDZtmtv//M//NIaFhXUCAGzbts3R29tbHBAQILp3755ZUVERHQDAzMyMmDZtmgoAQCKRdIWGhqrNzc2JoKCgrrq6OhoAQFZWltU///lPO6FQKPb39xe1trZSi4uLB9xDJyenngkTJnQAALz11lvNeXl5zIKCAvPy8nKLiIgIgVAoFG/fvt25vr6+t1bjjTfeaDH9HBgYqJkxYwY/JSXFXq/XAwBAXl4ec+bMmc0AAP7+/t0uLi49t2/fpgMAhIaGquzs7AwMBoPw9PTsrqysNL948aJlZWUlPSgoSCgUCsVHjhyxq66u7g32k5KSWgEAgoKCOmtqasyf9EyHEtZAI4QQQmjI2dvbG0JDQ9WnTp2yHjlyZPej2j1vfTGPx9MBAFhYWBBz585tTklJGZDhfOWVVzrnzZvHyMnJ0UZHR6uampqou3btsvfx8ekwzf3ee+81rFq1qqlvv9LSUhqDwXio7ppCoRA+Pj4dZ86csZ44caLGdHzFihUuzs7OPUuXLm0GADh9+jTr0qVLLLlcrmCxWMagoCDvrq4uMgAAlUolyOQHuU4ymQzm5ubEb2ODwWAg/bYmUkpKSnV8fLwKHqN/aQyJRAKCIEienp5dt27dUgzWp28t+ddff1194cIFy5MnT1r7+flJbt26VfS4Z0Gj0XpPUigUQqfTkQiCgNDQUNWpU6fuDtaHTqcTpuvW6/UD3hD8kWAGGiGEEEJDor6+ntrU1EQBANBoNKSLFy9aiUSiAcEzk8k0tLe3UwAA/Pz8uuvq6miFhYXmAAAZGRl2YWFhagAAS0tLg6mmtj9Tba/RaITjx4/biESirv5t6HQ64ezsrDt58qRteHh4R1hYmHr37t1OY8aM0QAAxMbGqr766it70xx37941q6urGzQZSSKR4J///KeyrKyMvmbNGicAgMOHD1tfvHjRKj09vcbUrq2tjWJtbW1gsVjGmzdv0vPz8y2f5R5GRUW1792710Gr1ZIAAAoKCsxVKtWAe9DQ0EDLysqyBAD4+uuv2SEhIRpfX9/ulpYWqum4VqslyeXyQd8AFBUVmUdERHTs2rWr3tbWVn/nzh1aaGio5uDBg2zTvA0NDTRfX99HfvgZN25ch1wuZ5qenVqtJhcUFPyhM82PghlohBBCCA2Jmpoas9mzZ7sZDAYgCIL02muvtbzxxhvt/dvNnDmz6d133+WtWrXKKJfLS/bt26dMSEjwMBgMIJPJOleuXHkfAGDWrFlNsbGxXsOGDdP1r4NOTEx0a2lpoRIEQRKLxZ0ZGRlVg60pODhYnZOTY8VisYxRUVGahQsXmoWHh2sAAKZOnaoqKiqijxw5UggAwGAwjIcOHbpLpVIHTcVSqVQ4efLkncjISM+tW7cavv32W9tff/3VzM/PTwQAEBMT07Zly5aG/fv3OwgEArGHh0e3TCbrGGysR1m2bFmTUqk09/HxEREEQWKz2boffvhhwA5J7u7u3enp6XZvv/02z83NTbty5cr7dDqdOHLkSOWSJUtc1Wo1xWAwkBYvXtwYGBg4IAhetmwZV6lUmhMEQQoNDVWNHj26y8/Pr/utt97iCQQCMYVCgbS0NKWFhcUj09IuLi76tLQ05fTp0917enpIAADr16+vM5XjvExI/2lftYIQ+mPx9jYn9uzlPrkhGhK4E+HLjUQi3SAIIvB5++fn5ytlMlnTk1uil1lpaSnt1Vdf9SovLy8a6rW8TPLz8+1lMhl/sHNYwoEQQgghhNAzwAAaIYQQQug/mLe3dw9mn18sDKARQgghhBB6BhhAI4QQQggh9AzwWzgQQr+rO+ABM0hfD/Uy0KNk3xrqFTzRvXC/oV4CQgg9BDPQCCGEEEIIPQMMoBFCCCE0ZDgcjo9AIBALhUKxVCoVDdbmq6++srlx48Zjt/gGAEhNTbVTKpVmg51LT0+39fT0lJDJ5ICcnBxG33Mffvihk6urq5TP50uPHTtm9XxX8nTi4+P5Bw4csP0950C/PyzhQAghhBAAAOxedCHgRY73P/sibjxNu0uXLpU5OzvrH3X+xIkTNnq9vj0gIOCRu9wBABw8eNDez8+vi8/n6/qf8/Pz6zp27FjFggUL+H2P37hxg378+HF2aWlpUVVVlVlUVJTgtddeK6RSX3yIpNMNWNZLTafTgZnZoJ9X/uNhBhohhBBCf1jnz5+3zMrKslm7di1XKBSKi4qKzPPy8ixkMplQIBCIo6KiPO7fv085cOCAbWFhIWPmzJnuQqFQrNFoSH3HGTFiRLdMJhuw411mZqbN1KlTWywsLAihUNjD4/G0Fy9efGg77b///e+28+fP5wIAbNy4cRiXy/UBeLC9dUBAgDcAQG5uLmPkyJHeEolEFBoa6mXaOjwoKMj7nXfe4YwcOdJ706ZNjn3HXbp0qUt8fDw/OzubIRQKxUKhUCwQCMQkEikAACAlJcVeKpWKvL29xdHR0R5qtZoM8CCLPWPGDNdRo0YJuFyuz/fff89MSEjgu7u7S+Lj4/mm8Y8fP27l5+cnFIvFotjYWPfBtjkPCgrynjt37nB/f3+hl5eXJDs7mwEAoFKpyAkJCXypVCoSiUTigwcP2gA8yPLHxsa6R0REeIaFhQmqqqrMAgMDvYVCodjLy0ty9uxZJgBAWloaWyAQiL28vCSLFy/mmOZjMBj+7777Lsfb21ssk8mENTU1VIAH27pHR0d7SKVSkVQqFf3444+WAADLly93SUhI4AcFBXlzuVyfTZs2DXuq/zi/MwygEUIIITSkxo8f7yWRSEQ7duyw738uKiqqIzIysm3Tpk21CoWiWCKRaGfPnu22efPm2rKysmKJRNK1evVqlzlz5rRKpdLOjIyMOwqFopjJZD7VVst1dXW04cOH95h+d3Fx6ampqaH1bTNhwgT1tWvXWAAAV65cYdrY2Ojv3r1rduHCBebo0aM1Wq2WtGTJEtfvvvuusqioqGTWrFlNK1eu7A0a29raKD///HPphg0bGk3HFi1axL1//77ZN998owwPD+9UKBTFCoWiODw8XLVw4cJGAIAZM2a0FhYWlpSWlhZ7e3t3paam9t6f9vZ26tWrV8u2bt1ak5iY6LVq1arG8vLyIoVCYZGXl2fR0NBA3bx5s3NOTk5ZcXFxyYgRIzo3btz4UABv0tnZSb5586YiNTW1auHChW4AAGvWrHEODw9XFRYWluTm5pauXbuWq1KpyAAAv/zyC/Pw4cN3r127Vpaens4eP358u0KhKC4pKSkaNWpUp1KpNPv44485Fy9eLCsuLi66efOm5VdffWUDANDV1UUODg7WlJaWFgcHB2s+++wzBwCA5OTk4cuXL28sLCws+fbbbysXLVrEN62voqKCfunSpbKff/65ZMeOHS5arZY0yGX8W2EJB0IIIYSGzJUrVxR8Pl9XV1dHjYiIEEgkku7Y2FjNo9o3NzdT1Go1ZeLEiRoAgAULFjQnJCS4P+/8BDEwziaRSA8ddHV11Xd2dpJbW1vJ9fX1tISEhOYff/yRdfnyZebUqVPbCgoKzMvLyy0iIiIEAABGoxEcHBx66zXeeOONlr7jbd261XnEiBEdhw8frup7/O9//7ttQUEBIzc3twwA4MaNGxbr1q3jqNVqSkdHB2Xs2LHtprYTJ05sI5PJMGLEiE47OztdUFBQFwCAQCDoqqysNK+qqqJVVlbSg4KChAAAOp2OFBAQMOh9TUpKagEAiI2N1Wg0GnJTUxPl4sWLVufOnbNJTU11AgDQarWkiooKGgBAWFiYytHR0QAAMHr06I7k5GS+TqcjT5s2rTUkJKTr+++/txo9erTaxcVFDwCQmJjYcunSJeZbb73VZmZmRkyfPr0dACAgIKAjKyvLCgDgypUrVuXl5RamNWk0GkpraysZAGDChAltFhYWhIWFhZ7NZutqa2upHh4eQ1oPgwE0QgghhIaMqV6Zw+HoJ06c2Hb16lXLxwXQLxqXy30o41xfX0/jcrkDgrOAgICO3bt323t4eHSHh4dr9u/fb3/jxg3mnj17aisrK2menp5dt27dUgw2B4vFMvb93c/Pr6OgoIDR2NhIMQWicrmcvnnzZpfLly+XmuqvFy5c6JaZmVkRHBzclZqaanfp0iWWaQw6nU4AAFAoFKDRaL0BP5lMBr1eT6JQKERoaKjq1KlTd590D0gk0oDfCYKAzMzMiv5lL5cvX7ZkMBi91xMbG6vJyckpPXbsmPXs2bPdlixZ0mhtbW141FxUKpUgk8mmn0Gv15MAHnyQkcvlJYO9OTA3N+89RqFQevsMJSzhQAghhNCQUKlUZFOWUaVSkbOzs618fX27+rdjMpkGU/mAnZ2dwcrKymCqtf3iiy/sgoODNaZ27e3tlGdZQ3x8fNvx48fZXV1dJIVCQVMqlfRx48Z19G8XFham3r17t2NYWJgmJCSkMy8vj0Wj0Yx2dnYGX1/f7paWFmpWVpYlwINsrVwuf+S3hsTExKhWrFhxLzo62qu1tZXc3NxMSUpKcj9w4MBdU9YW4EFphaurq06r1ZKOHDnCfpbrGjduXIdcLmcWFhaaAwCo1WpyQUGB+WBtDx8+bAsAcO7cOSaLxTLY2dkZwsPDVSkpKY5G44NY+cqVKxaD9S0rK6NxOBzdihUrmt58882mX375hfHKK690XL9+ndXQ0EDV6/XwzTffsMeNG/fYD0WhoaGqbdu29dY35+XlDTrfHwVmoBFCCCE0JGpra6lxcXGeAAAGg4EUHx/fPG3aNFX/djNmzGhZvHgxf9++fY6ZmZmVBw4cuLt48WLekiVLyK6urtrDhw8rAQBmzpzZ9O677/JWrVpl7J/NzMjIsFm1apVra2srNS4uzkskEnVevny5PDAwsHvKlCktAoFAQqFQYOfOnVWDfQPH+PHjNUuXLqVFRkaqqVQqODs793h5eXUDPMgGHzlypHLJkiWuarWaYjAYSIsXL24MDAx85LeGzJ07t1WlUpFjYmI833zzzeb6+nrz5ORkvum8QqEo/uCDD+qDgoJEHA6nRyQSdWo0mqf+cODi4qJPS0tTTp8+3b2np4cEALB+/fo6X1/fAX9IaWtra/D39xdqNBrK/v377wIAbN26tX7hwoWuQqFQTBAEicvlarOzsyv69z137hwrNTXViUqlEgwGw3Do0KG7PB5Pt27durqxY8cKCIIgjR8/vv3NN99se9x69+/fXzN//nxXgUAgNhgMpFGjRqlDQkKqn/Z6/91Ig9X+IITQi2LmLSbs9uFOhOj54U6Ej0YikW4QBBH4vP3z8/OVMpms6UWuCb1cgoKCvHfs2FHzyiuvdA71Wv5o8vPz7WUyGX+wc1jCgRBCCCGE0DPAEg6EEEIIof9SP/30U+lQr+FlhBlohBBCCCGEngFmoBFCvyuySgf0c3VDvQz0EuP/F/7/UW6dONRLQAg9BmagEUIIIYQQegYYQCOEEEIIIfQMMIBGCCGE0JBJSEjgs9lsmZeXl6Tv8cbGRkpISIgXj8eThoSEeN2/f3/AdyDn5eVZHD161PpJc5w+fZp1/vx5y8HO7d27ly0QCMQCgUDs7+8vvHr1au8GHpmZmVZ8Pl/q6uoqXbNmjdPzXN/TSk1NtZs5c6br7zkHenGwBhohhBBCAACQkvhqwIscb8XR0zee1Gbu3LlNS5cu/XXOnDlufY+vX7/eedy4cerNmzeXr1mzxmndunVOe/fufaggXi6XM+RyuWViYmL74+a4cOECi8lkGqKiogbsMOjp6am9cuVKqYODg+Gf//ynVXJyMq+goECh1+th2bJlrufOnStzd3fXyWQyUXx8fFtAQMAjN0d5XjrdgJ3DX2pGoxEIggAK5Zk2hXypYAYaIYQQQkMmNjZW4+DgoO9//OzZszbJycnNAADJycnNZ86cse17vru7m7RlyxaXU6dO2QqFQvHnn39u29jYSImMjPQQCARimUwmvH79ukVpaSktIyPDYd++fY5CoVBs2gLcJCoqqsPBwcEAABAeHt5x7949GgDAxYsXLXk8nlYsFvfQ6XRi6tSpLZmZmTZ9+9bV1VElEokIAODq1asWJBIpoLy8nAYAMHz4cKlarSbX19dTo6OjPaRSqUgqlYp+/PFHSwCA5cuXu7zxxhu8MWPGeE2dOvWhDw9Hjhyx9vPzEzY0NFCFQqHY9I9Op4/4/vvvmdnZ2Qx/f3+hSCQS+/v7C/Pz880BHmSxIyMjPSIiIjw5HI7P5s2bHT7++GNHkUgklslkwsbGRgoAQFFRkXlYWJiXRCIRBQQEeN+8eXPAtuPLly93mTJlitvo0aMFPB5PmpKSYm8699FHHzlKpVKRQCAQL1u2zAUAoLS0lObu7i558803XSUSibiyspIWHx/P9/LykggEAvGGDRuGATx4ayCTyYQCgUAcFRXlYXqzEBQU5L148WKOj4+PiM/nS03PSa/XQ3JyMtc03/bt2+0BHrxVCAoK8o6JiXF3c3OTTJ482c207fi/A2agEUIIIfSH09zcTOXxeDoAAB6Pp2tpaXkoZqHT6cSHH35YL5fLLTMyMqoBAGbNmjVcJpN1ZmVlVZ48eZI1a9YsN4VCUTxz5sz7TCbT8MknnzQ+bs7PPvvMPjw8vB0AoKamhsbhcHpM57hcbs/169cfCr45HI5eq9WSW1payNnZ2UyJRNKZlZXFJAhCY2dnp2exWMakpCTe8uXLG6OjozXl5eW06Ohorzt37hQBABQUFDCuX7+uYDKZRGpqqh3Agy3HP/30U8fz58+XOzg4GBQKRTEAwNdff22dkpLiFBkZ2dHR0UH66aefFGZmZnDixAnW+++/zz137lwlAEBZWZlFfn5+cVdXF9nb21v60Ucf1ZWUlBTPmzdveFpamt26det+nT9/Pm///v1VPj4+2gsXLlguXrzY9dq1a2X970dJSYnFjRs3StRqNcXf318cHx/f/ssvv1hUVFTQCwoKSgiCgMjISM8zZ84w3d3de5RKJf3zzz9XHjx4sDo3N5fR0NBgVl5eXgQA0NTURAEAmD17tttf//rX6okTJ2ree+89l9WrV7ukp6fXAADo9XrS7du3S44ePWr9ySefuMTExJTt2rXL3tra2lBYWFjS1dVFGjlypHDSpEkq0/pu3bp1h8/n6wICAoTnz59nRkdHa57+f9nzwwAaIYQQQv8RfvrpJ9axY8cqAAAmT56sXrhwIbW5ufmp6ghOnTrFOnjwoH1eXp4CAIAgiAFtSCTSgIOBgYGarKws5uXLl1nvv/9+w9mzZ60JgoDRo0drAACuXLliVV5e3ltXrdFoKK2trWQAgJiYmDYmk9k7Zl5eHis/P5+RnZ1dxmaze9Opt2/fNv/zn//Mzc7OLjM3NydqamqoiYmJbkqlkk4ikQidTkcytQ0JCVHb2toabW1tjUwm05CQkNAGAODj49NZUFDAaG9vJ9+8eZOZkJDgYerT09PT27+v2NjYNiaTSTCZTH1wcLAqNzfXMjc3l5mTk2MlFovFAACdnZ1khUJBd3d373F2du4ZP358BwCAUCjU1tTUmM+aNWv4pEmT2uPi4lTNzc0UtVpNmThxogYAYMGCBc0JCQnupvkSEhJaf7uGjlWrVtEAALKysqwUCgXj5MmTtgAAarWaUlxcTKfRaISPj0+Hh4eHDgBAIpF0VlZW0h75gF8wDKARQggh9IdjZ2enr6qqMuPxeLqqqiozNps9oMyjv6cNevu7fv26xdtvv837/vvvy52cnAwAAK6urj11dXW9AVltbS3NxcVlQLFyaGioJicnh1VbW0ubMWNGW0pKihMAEJMmTWo3rUkul5f0DZRNLC0tH6o5cHV11VZXV5sXFhbSX3nllU4AAJVKRX799dc99u7dW8Xn83UAAKtXr+aMHTtWff78+crS0lJaRESEt2kMGo3WOw+ZTAY6nU6Yftbr9SSDwQAsFktvymw/DolEGvA7QRDw3nvvNaxataqp77nS0lIag8HovR4HBwdDYWFh8bfffmu1Z8+eYUePHmXv27ev5nHzmdZKpVLBYDCQAAAIgiClpKRUx8fHq/q2PX36NMvc3Lz3WikUCuj1+kE/CPwesAYaIYQQQn840dHRbWlpaXYAAGlpaXYxMTFt/dtYWVkZNBpNbywzevRo9YEDB+wAHgRYtra2ejabbWSxWAa1Wj1oJrq8vJyWkJDgkZ6eftfX11drOj527NgOpVJJVygUtO7ubtLx48fZ8fHxA9YQFRWlPnbsGNvNzU1LoVDAxsZGn52dbR0ZGakBAAgNDVVt27ZtmKl9Xl6eRf8xTLhcbs+xY8cq5syZ4yaXy+kAANOnT+fPmDGjKSYmprc0QaVSUbhcbs9v98b+UeMNhs1mG7lcbk96erotwIM/+Ov7zSN9nTlzxqazs5N07949yrVr11ihoaEdsbGxqq+++sq+vb2dDABw9+5ds7q6ugEJ2YaGBqrBYIDZs2e3bdq0qe727dsMOzs7g5WVlcFU3/zFF1/YBQcHP7bkIioqqn3v3r0OWq2WBABQUFBgrlKphjx+xQw0QgghhIbMpEmT3K5du8ZqbW2lOjo6+n7wwQf1y5Yta9qwYUNDXFycB4/Hs3dxcek5ceJEZf++sbGx6h07djgLhULxihUrGrZt21aflJTEFwgEYgsLC+OXX355FwAgPj6+bdq0aR5nzpyx2bVrV3XfYHTt2rXObW1t1HfffZcHAEClUonCwsISMzMzSElJqY6JiREYDAZISkpqCgwMHPANHN7e3j0AAGFhYWoAgODgYE1DQwPN9IeJ+/fvr5k/f76rQCAQGwwG0qhRo9QhISHVj7ofMplMm5GRcScxMdEjNTW16uzZs7Z37tyhHzx40P638ZSrV6++N3/+fLfU1FSnsLAw1aPGepTDhw/fWbBgAW/btm3Oer2eFBcX1xIcHNzVv52/v3/H+PHjverr62krV65s4PP5Oj6frysqKqKPHDlSCADAYDCMhw4dukulUh/KsCuVSrN58+bxjUYjCQDgk08+qQUAOHDgwN3FixfzlixZQnZ1ddUePnxY+bi1Llu2rEmpVJr7+PiICIIgsdls3Q8//DDg/8K/G2mw1x0IIfSimDt7Ec6zdg31MhB6qTztVt4kEukGQRCBzztPfn6+UiaTNT25Jfpvs3z5cpen+cPL/2T5+fn2MpmMP9i5IU+BI4QQQggh9DLBEg6EEEIIIfSQnTt31g/1Gv7IMAONEEIIIYTQM8AMNELod+XDsQb5U9ZzIoQQQi8DzEAjhBBCCCH0DDCARgghhBBC6BlgAI0QQgihIVFRUWE2atQogbu7u8TT01OycePG3g1HGhsbKSEhIV48Hk8aEhLidf/+/QEboeTl5VkcPXrU+knznD59mnX+/HnLR51jsVh+QqFQLBQKxStXrnQ2ncvMzLTi8/lSV1dX6Zo1a5ynVtnWAAAgAElEQVSe9zqfRmpqqt3MmTNdf8850IuDNdAIIYQQAgCA2g9yA17keNytYTced/63zUpqQ0NDO1tbW8n+/v7iP/3pT6qAgIDu9evXO48bN069efPm8jVr1jitW7fOae/evXV9+8vlcoZcLrdMTExsf9w8Fy5cYDGZTENUVFTHYOcDAwM12dnZFX2P6fV6WLZsmeu5c+fK3N3ddTKZTBQfH98WEBAwYDOV/yudbsAO4S81o9EIBEEAhTLo5o//ETADjRBCCKEhwePxdKGhoZ0AALa2tkYPD4+u6upqGgDA2bNnbZKTk5sBAJKTk5vPnDlj27dvd3c3acuWLS6nTp2yFQqF4s8//9y2sbGREhkZ6SEQCMQymUx4/fp1i9LSUlpGRobDvn37HIVCodi0jfSTXLx40ZLH42nFYnEPnU4npk6d2pKZmWnTt01dXR1VIpGIAACuXr1qQSKRAsrLy2kAAMOHD5eq1WpyfX09NTo62kMqlYqkUqnoxx9/tAR4sFHJG2+8wRszZozX1KlT3fqOe+TIEWs/Pz9hQ0MD1ZQZFwqFYjqdPuL7779nZmdnM/z9/YUikUjs7+8vzM/PNwd4kMWOjIz0iIiI8ORwOD6bN292+Pjjjx1FIpFYJpMJGxsbKQAARUVF5mFhYV4SiUQUEBDgffPmTXr/61++fLnLlClT3EaPHi3g8XjSlJSU3i3DP/roI0epVCoSCATiZcuWuQAAlJaW0tzd3SVvvvmmq0QiEVdWVtLi4+P5Xl5eEoFAIN6wYcMwgAdvDWQymVAgEIijoqI8TG8WgoKCvBcvXszx8fER8fl8qek56fV6SE5O5prm2759uz3AgzcHQUFB3jExMe5ubm6SyZMnuxmNxqd5tC8EZqARQgghNORKS0tpxcXFjLFjx2oAAJqbm6k8Hk8H8CDQbmlpeShmodPpxIcfflgvl8stMzIyqgEAZs2aNVwmk3VmZWVVnjx5kjVr1iw3hUJRPHPmzPuP21Xv5s2bTG9vb7Gjo6Nu586dNYGBgd01NTU0DofTY2rD5XJ7rl+//lDwzeFw9FqtltzS0kLOzs5mSiSSzqysLCZBEBo7Ozs9i8UyJiUl8ZYvX94YHR2tKS8vp0VHR3vduXOnCACgoKCAcf36dQWTySRSU1PtAAAyMjJsPv30U8fz58+XOzg4GBQKRTEAwNdff22dkpLiFBkZ2dHR0UH66aefFGZmZnDixAnW+++/zz137lwlAEBZWZlFfn5+cVdXF9nb21v60Ucf1ZWUlBTPmzdveFpamt26det+nT9/Pm///v1VPj4+2gsXLlguXrzY9dq1a2X970tJSYnFjRs3StRqNcXf318cHx/f/ssvv1hUVFTQCwoKSgiCgMjISM8zZ84w3d3de5RKJf3zzz9XHjx4sDo3N5fR0NBgVl5eXgQA0NTURAEAmD17tttf//rX6okTJ2ree+89l9WrV7ukp6fXAADo9XrS7du3S44ePWr9ySefuMTExJTt2rXL3tra2lBYWFjS1dVFGjlypHDSpEkq0/pu3bp1h8/n6wICAoTnz59nRkdHa/pfx+8BA2iEEEIIDan29nby1KlTPbZu3VrDZrOfO434008/sY4dO1YBADB58mT1woULqc3NzY+tIwgJCemoqqoqsLa2Nh49etQ6Pj7es6qqqpAgiAFtSSTSgIOBgYGarKws5uXLl1nvv/9+w9mzZ60JgoDRo0drAACuXLliVV5ebmFqr9FoKK2trWQAgJiYmDYmk9k7Zl5eHis/P5+RnZ1d1vc+3L592/zPf/4zNzs7u8zc3JyoqamhJiYmuimVSjqJRCJ0Oh2pz/WobW1tjba2tkYmk2lISEhoAwDw8fHpLCgoYLS3t5Nv3rzJTEhI8DD16enp6e3fV2xsbBuTySSYTKY+ODhYlZuba5mbm8vMycmxEovFYgCAzs5OskKhoLu7u/c4Ozv3jB8/vgMAQCgUamtqasxnzZo1fNKkSe1xcXGq5uZmilqtpkycOFEDALBgwYLmhIQEd9N8CQkJraZnsmrVKhoAQFZWlpVCoWCcPHnSFgBArVZTiouL6TQajfDx8enw8PDQAQBIJJLOyspK2mMe9QuFATRCCCGEhoxWqyVNnDjRIyEhoWXWrFltpuN2dnb6qqoqMx6Pp6uqqjJjs9n6J431tEFvX30D1cTExPbly5e7NjQ0UF1dXXvq6up6A7La2lqai4vLgGLl0NBQTU5ODqu2tpY2Y8aMtpSUFCcAICZNmtRuWpNcLi/pGyibWFpaPvRhwdXVVVtdXW1eWFhIf+WVVzoBAFQqFfn111/32Lt3bxWfz9cBAKxevZozduxY9fnz5ytLS0tpERER3qYxaDRa7zxkMhnodDph+lmv15MMBgOwWCy9KbP9OCQSacDvBEHAe++917Bq1aqmvudKS0tpDAaj93ocHBwMhYWFxd9++63Vnj17hh09epS9b9++msfNZ1orlUoFg8FAAgAgCIKUkpJSHR8fr+rb9vTp0yxzc/Pea6VQKKDX6wf9IPB7wBpohBBCCA0Jo9EI06dP5wkEgu6PP/74ofKK6OjotrS0NDsAgLS0NLuYmJi2/v2trKwMGo2mN5YZPXq0+sCBA3YADwIsW1tbPZvNNrJYLINarR40E11dXU011c5mZ2czjEYjODo66seOHduhVCrpCoWC1t3dTTp+/Dg7Pj5+wBqioqLUx44dY7u5uWkpFArY2Njos7OzrSMjIzUAAKGhoapt27b1frtIXl6eRf8xTLhcbs+xY8cq5syZ4yaXy+kAANOnT+fPmDGjKSYmprc0QaVSUbhcbs9v98b+UeMNhs1mG7lcbk96erotwINncPXq1UHXdObMGZvOzk7SvXv3KNeuXWOFhoZ2xMbGqr766iv79vZ2MgDA3bt3zerq6gYkZBsaGqgGgwFmz57dtmnTprrbt28z7OzsDFZWVgZTffMXX3xhFxwc/NiSi6ioqPa9e/c6aLVaEgBAQUGBuUqlGvL4FTPQCCGEEBoS58+fZ544ccLOy8urSygUigEANmzYUJeYmNi+YcOGhri4OA8ej2fv4uLSc+LEicr+/WNjY9U7duxwFgqF4hUrVjRs27atPikpiS8QCMQWFhbGL7/88i4AQHx8fNu0adM8zpw5Y7Nr167qvsHowYMHbdPT04dRKBSCTqcbMzIy7pDJZCCTyZCSklIdExMjMBgMkJSU1BQYGDjgGzi8vb17AADCwsLUAADBwcGahoYGmoODgwEAYP/+/TXz5893FQgEYoPBQBo1apQ6JCSk+lH3RCaTaTMyMu4kJiZ6pKamVp09e9b2zp079IMHD9r/Np5y9erV9+bPn++WmprqFBYWpnrUWI9y+PDhOwsWLOBt27bNWa/Xk+Li4lqCg4O7+rfz9/fvGD9+vFd9fT1t5cqVDXw+X8fn83VFRUX0kSNHCgEAGAyG8dChQ3epVOpDGXalUmk2b948vtFoJAEAfPLJJ7UAAAcOHLi7ePFi3pIlS8iurq7aw4cPKx+31mXLljUplUpzHx8fEUEQJDabrfvhhx8G/F/4dyMN9roDIYRelMDAQEIulw/1MhD6j0QikW4QBBH4vP3z8/OVMpms6ckt0X+b5cuXuzzuDy//G+Tn59vLZDL+YOeGPAWOEEIIIYTQywRLOBBCCCGE0EN27txZP9Rr+CPDDDRCCCGEEELPAANohBBCCCGEngEG0AghhBBCCD0DDKARQgghhBB6BhhAI4QQQmjIcDgcH4FAIBYKhWKpVCoyHW9sbKSEhIR48Xg8aUhIiNf9+/cHbISSl5dncfToUesnzXH69GnW+fPnLQc7d/PmTbqfn5+QRqONWLdunWPfc5mZmVZ8Pl/q6uoqXbNmjZPpuEKhoPn6+gp5PJ504sSJ7t3d3b/bDnilpaU0Ly8vye81Pno++C0cCCGEEAIAgI8//jjgBY9342naXbp0qczZ2fmhrbrXr1/vPG7cOPXmzZvL16xZ47Ru3TqnvXv31vVtI5fLGXK53DIxMbH9ceNfuHCBxWQyDVFRUR39zw0bNkz/6aefVmdmZtr2Pa7X62HZsmWu586dK3N3d9fJZDJRfHx8W0BAQPfy5cu577zzTuPChQtbk5KSXD/99FP71atX33+aa30Wev0Tdy9/6ej1eqBSX/7wEzPQCCGEEPrDOXv2rE1ycnIzAEBycnLzmTNnHgpwu7u7SVu2bHE5deqUrVAoFH/++ee2jY2NlMjISA+BQCCWyWTC69evW5SWltIyMjIc9u3b5ygUCsWmbaRNOByOfuzYsZ1mZmYP7Sx38eJFSx6PpxWLxT10Op2YOnVqS2Zmps1vW1+z5syZ0woAMHfu3OZTp07Z9F+/QCAQNzU1UYxGI9jY2Pj97W9/swMAmDJlituJEydYer0ekpOTuVKpVCQQCMTbt2+3B3iQLR81apRg0qRJbt7e3g9lnouLi2kikUh86dIlRmJiIk8oFIqFQqHY1tZWtmLFCuf29nZycHCwQCwWiwQCgfjgwYM2AA+y2G5ubpLExESel5eXZPLkyW4nTpxgjRgxQsjj8aTZ2dkMAACVSkVOSEjgS6VSkUgk6u3f1+nTp1mBgYHeUVFRHh4eHpKkpCRXg8EAAADHjx+38vPzE4rFYlFsbKy7abtvDofjs3LlSueAgADv9PR0202bNg3z8PCQCAQC8auvvuoO8OCNQ/9nB/BgQ5eEhAR+UFCQN5fL9dm0aVPvtuh79uxh+/j4iIRCoTgpKYln+sDBYDD83333XY63t7dYJpMJa2pqXnjEjgE0QgghhIbU+PHjvSQSiWjHjh32pmPNzc1UHo+nAwDg8Xi6lpaWh4IgOp1OfPjhh/WTJk1qVSgUxQsWLGh9//33XWQyWWdZWVnxxo0b62bNmuXm7e3dM3PmzPuLFi1qVCgUxX238X6cmpoaGofD6TH9zuVye+rq6miNjY1UFotlMDMzAwAAPp/f09jYSOvfPzAwUJOVlcW8ceMGncvlai9fvswEALh586ZleHh4x65du+ytra0NhYWFJfn5+SX/+Mc/HBQKBQ0AoKCgwHL79u11lZWVRabx8vPzzePj4z2/+OKLu2PHju08evRolUKhKD558mSFjY2NPjk5uZnBYBi///77iuLi4pJLly6VrVmzhms0Gk3XQ1+xYsWvCoWiqLKykn7o0CE7uVyu+Mtf/lL7l7/8xRkAYM2aNc7h4eGqwsLCktzc3NK1a9dyVSrVgFjx9u3blp9++mlNaWlpkVKpNM/IyLBtaGigbt682TknJ6esuLi4ZMSIEZ0bN27sLYmh0+nGGzdulC5cuLA1NTXVqbCwsLisrKz4yy+/rAIAGOzZmfpWVFTQL126VPbzzz+X7Nixw0Wr1ZJ++eUXemZmJlsulysUCkUxmUwm9u3bZwcA0NXVRQ4ODtaUlpYWBwcHaz777DOHp3nmz+Llz6EjhBBC6KV15coVBZ/P19XV1VEjIiIEEomkOzY29qmC3P5++ukn1rFjxyoAACZPnqxeuHAhtbm5eUDt9NMgCGLAMRKJRDzqeP9jYWFhmkuXLjGVSiVt/vz5vx44cMDh7t27ZtbW1npra2tjVlaWlUKhYJw8edIWAECtVlOKi4vpNBqN8PX17RAKhb3Be0tLC3XKlCme33zzTWVgYGC36XhnZycpPj7e469//Wu1QCDo0Wq1pPfee4977do1JplMhl9//ZVWW1tLBQDgcDjaoKCgLgAAgUDQFRERoSKTyTBixIjOTZs2uQAAXLx40ercuXM2qampTgAAWq2WVFFRQRsxYkR332vz8fHpEIvFPQAAr7/+ektubi6TTqcbKysr6UFBQUIAAJ1ORwoICOh9jjNnzmw1/ezt7d0VFxfnNnny5LYZM2a0ATz+2U2YMKHNwsKCsLCw0LPZbF1tbS317NmzrMLCQoZMJhMBAHR3d5OHDRumBwAwMzMjpk+f3g4AEBAQ0JGVlWX16Cf9fDCARgghhNCQ4fP5OoAHpRQTJ05su3r1qmVsbKzGzs5OX1VVZcbj8XRVVVVmbDb7iQXBTxvcPg1XV9eeurq63sxybW0tzcXFRefk5KRXq9UUnU4HZmZmoFQqacOGDdP17x8VFaXev3//sNraWu22bdvqTp48aXvw4EHb0aNHa35bKyklJaU6Pj5e1bff6dOnWQwGw9j3GIvFMjg7O/dcvHiR2TeAfuutt3iTJk1qnTJlihoAIC0tjd3c3Ey9fft2ibm5OcHhcHy6urrIAAA0Gq33PpDJZKDT6QQAAIVCAYPBQDLdv8zMzAqZTKZ93L0hkUgDficIAkJDQ1WnTp26O1gfFovVe03Z2dnlZ86cYZ04ccLmf//3f13Ky8sLH/fszM3Ne09SKBTQ6/UkgiBICQkJzbt3767r349KpRJkMtn0M+j1+hf+R55YwoEQQgihIaFSqcitra1k08/Z2dlWvr6+XQAA0dHRbWlpaXYAAGlpaXYxMTFt/ftbWVkZNBpNbywzevRo9YEDB+wAHgSitra2ejabbWSxWAa1Wv1MmeixY8d2KJVKukKhoHV3d5OOHz/Ojo+PbyOTyaZ5bAEA0tPT7V599dUBa/P09NS1trZS7969SxeLxT3BwcGa3bt3O73yyisaAICoqKj2vXv3Omi1WhIAQEFBgflg5RIADzKqZ8+erTx8+LDdvn372AAAW7ZscdBoNJTNmzffM7Vrb2+n2Nvb68zNzYlTp06x6uvrB5SWPE54eLgqJSXF0VT2ceXKFYvB2t2+fdtSoVDQDAYDZGZmssPCwtTjxo3rkMvlzMLCQnMAALVaTS4oKDDv39dgMEBlZSVt0qRJ6j179tSq1WpKe3s75VHP7lFrjYmJUZ0+fdq2rq6OCvCghrqsrOyZrvf/AjPQCCGEEBoStbW11Li4OE8AAIPBQIqPj2+eNm2aCgBgw4YNDXFxcR48Hs/excWl58SJE5X9+8fGxqp37NjhLBQKxStWrGjYtm1bfVJSEl8gEIgtLCyMX3755V0AgPj4+LZp06Z5nDlzxmbXrl3Vfeugq6urqSNHjhR3dHRQSCQSkZaW5lhSUlLIZrONKSkp1TExMQKDwQBJSUlNpuxvSkpKbWJiosemTZs4Eomkc+nSpU2DXZ+fn1+H6Q/sxo0bp96yZQsnMjJSDQCwbNmyJqVSae7j4yMiCILEZrN1P/zww4BrNLGysjKeO3euYty4cQImk2n829/+5mRmZkYIhUIxAMDcuXPvz58/vyU2NtZTKpWKJBJJp5ubW/ejxhvM1q1b6xcuXOgqFArFBEGQuFyuNjs7u2KQ69KsWLGCq1AoLEaNGqV+66232igUCqSlpSmnT5/u3tPTQwIAWL9+fZ2vr+9D2Wy9Xk9KSkpyU6vVFIIgSMnJyY329vaGRz27RwkICOheu3Zt3fjx4wVGoxHMzMyI1NTUaoFA0PO4fi8KabCUOUIIvSiBgYGEXC4f6mUg9B+JRCLdIAgi8Hn75+fnK2Uy2aDBH0KDOX36NCslJcVxsMD6P01+fr69TCbjD3YOSzgQQgghhBB6BhhAI4QQQgihp/Lqq6+q/xuyz0+CATRCCCGEEELPAANohBBCCCGEngEG0AghhBBCCD0DDKARQgghhBB6BhhAI4QQQmjIJCQk8NlstszLy0vS93hjYyMlJCTEi8fjSUNCQrzu379PAQAwGo0we/bs4a6urlKBQCC+fPkyo/+YTU1NlK1btzo8ae7S0lKaaWOS/vLy8iz8/PyEnp6eEoFAIP78889tTefi4+P5HA7HRygUioVCoTgvL8/iadf2IgUFBXnn5OT8rnOgweFGKgghhBACAIB/XfAIeJHjjY+ovPGkNnPnzm1aunTpr3PmzHHre3z9+vXO48aNU2/evLl8zZo1TuvWrXPau3dv3TfffGN9584dulKpLMzOzrZ8++23XQsKChR9+zY3N1O++OKLYR988MH9x81dXl5ufvToUfaiRYta+p9jMpnGr7766q6Pj49WqVSajRw5UhQXF6eyt7c3AABs2rSpds6cOa19+zzN2l4Uvf6JO5u/VExbo78sMAONEEIIoSETGxurcXBwGBANnj171iY5ObkZACA5Obn5zJkztgAA3333nc2MGTOayWQyjB8/vkOlUlGrqqoeirxWrFjBrampMRcKheLk5GSu0WiE5ORkrpeX10PZ5D//+c8cuVzOFAqF4g0bNgzrO4avr6/Wx8dHCwDA5/N1bDZb39DQ8NjE49Osbe3atY6bNm0aBgAwb9684aNHjxb81pf12muvuQEAHD9+3MrPz08oFotFsbGx7u3t7WQAAA6H47Ny5UrngIAA7/T09N6MuMFggKlTp/KXLFnicujQIWtTZpzP50s5HI4PAMDKlSudpVKpyMvLS/LGG2/wTNt1BwUFec+bN294YGCgt7u7u+TSpUuMCRMmePB4POmSJUtcTHPs2bOH7ePjIxIKheKkpCTeYAE8h8PxWbx4McfHx0fk4+MjMm3rXV9fT42OjvaQSqUiqVQq+vHHHy0BAJYvX+7yxhtv8MaMGeM1depUN7lcTjfNIRAIxLdv3zYHAPj4448dvby8JF5eXpJPPvlkGMCDtwfu7u6S6dOn8zw9PSVjxozx0mg0JACAoqIi87CwMC+JRCIKCAjwvnnzJh3gwZuD2bNnD/f39xdyuVwf03bszwMDaIQQQgj94TQ3N1N5PJ4OAIDH4+laWlqoAAANDQ1mfD6/d7tmZ2fnnv5BakpKSu3w4cO1CoWiOC0trTYjI8Pm9u3bFiUlJUX/+te/ytatW8etqqoy+8tf/lIXGBioUSgUxevXr//1UWvJzs5m6HQ6klgs7t2WesOGDRyBQCCeN2/e8K6uLtLTri08PFxz5coVJgDArVu3GB0dHRStVkvKyclhhoaGqhsaGqibN292zsnJKSsuLi4ZMWJE58aNGx1N/el0uvHGjRulCxcubAUA0Ol0pClTprh5eXl1p6am1s+YMaNdoVAUKxSKYrFY3PnOO+/cAwBYtWrVr4WFhSXl5eVFXV1d5CNHjlibxqTRaEa5XF46Z86c+wkJCZ6ff/55tUKhKDp69Kj9vXv3KL/88gs9MzOTLZfLFQqFophMJhP79u2zG+xeWVlZGW7fvl2SnJz867vvvjscACA5OXn48uXLGwsLC0u+/fbbykWLFvFN7QsKChjnzp2rOHXq1N3PPvvM4e23325UKBTFBQUFJW5ubj25ubmMr7/+2u7GjRslcrm8JCMjw+HKlSsWAADV1dX0JUuW/FpRUVFkbW1tyMjIsAUAmD9/Pm/Pnj3VRUVFJdu3b69dvHixq2m+xsZGM7lcrvjuu+/K169fz3nUM38SLOFACCGE0EuDIIgBx0gk0mP75Obmsl5//fUWKpUKw4cP148aNUpz+fJlhrW1tfFJ81VVVZnNmTPH/YsvvrhLoVAAAGDnzp11w4cP12m1WtKMGTN4H330kdOOHTsanmZtoaGhnbNmzbJsbW0lm5ubE76+vprc3FzG1atXWZ999ln1xYsXLSsrK+lBQUFCgAcBckBAgMbUf+bMmQ+Vjbz99tu8KVOmtGzbtu1e3+Nr1651pNPpxg8//PA+AMCZM2dYO3fudOru7ia3tbVRxWJxFwC0AwDExcW1AQDIZLIuT0/PLtMHl+HDh2vv3LlDu3jxIrOwsJAhk8lEAADd3d3kYcOGDVpDMmvWrBYAgAULFrSsXbt2OADAlStXrMrLyy1MbTQaDaW1tZUMABATE9PGZDIJAIDg4OCOHTt2ONfW1tKmT5/e6uPjo7148SLzT3/6U5uVlZURAGDixImt2dnZrISEhDYOh6MNCQnpAgDw9/fvVCqV5u3t7eSbN28yExISPEzz9fT09D6EyZMnt1EoFAgICOhubm5+7poRDKARQggh9IdjZ2enr6qqMuPxeLqqqiozNputBwBwcXHRKZVKmqldQ0MDzdXVVfe4sQYLbJ9GS0sLOTY21nPdunV148eP7zAdNwWYFhYWxNy5c5tTUlIcn3Zt5ubmBJfL1e7evds+KChII5PJurKyslhVVVXm/v7+3aWlpeahoaGqU6dO3R1sTSwW66GgPzAwUJObm2vV2dnZyGAwCIAH5SAnTpxgX7t2TQEA0NnZSVqxYgXv+vXrxZ6enrrly5e7dHd391Yh0Ol0AgCATCaDubl5780ik8mg1+tJBEGQEhISmnfv3l33pHtGJv//4gYSiUQAPLj/crm8xBQo92Vpadl7PYsWLWoJCwvr+Pbbb61jY2MFe/bsUT7u2dFotN6TFAqF6OrqIhsMBmCxWHqFQlE8WB/TtZrW9bywhAMhhBBCfzjR0dFtaWlpdgAAaWlpdjExMW0ADzKIhw4dsjMajfCvf/3LksViGUwBrYm1tbWho6OjN8YZO3asOjMzk63X66G+vp76008/McPCwjqsra0NGo2GMtj83d3dpIkTJ3pOnz69ee7cuQ9lfU1lGUajEY4fP24jEom6nnZtAAAhISGa3bt3O44bN04dGRmp/sc//uEgFos7yWQyjBs3rkMulzNN9cNqtZpcUFBg/qj7lJyc3DRhwoT2V1991UOn00FZWRlt6dKlvMzMzEpTwNrZ2UkGAHByctK3t7eTT5069Uy1vzExMarTp0/b1tXVUQEefENKWVkZbbC2GRkZbACAL774wtbf378DACA0NFS1bdu23hpz07eW9FdcXEwTiUTatWvX/jphwoS2W7duWURERGh++OEHG7VaTVapVOQffvjBNjw8XP2otbLZbCOXy+0x1YgbjUa4evXqoPP9X2AGGiGEEEJDZtKkSW7Xrl1jtba2Uh0dHX0/+OCD+mXLljVt2LChIS4uzoPH49m7uLj0nDhxohIA4PXXX2///vvvrXk8ntTCwsL497//Xdl/TCcnJ0NAQIDGy8tLEhER0b53797avLw8pkgkkpBIJGLDhg21rq6uekEoQREAACAASURBVEdHRwOVSiW8vb3FSUlJTX3roNPT021//vlnZmtrK/Xrr7+2/+3Y3ZCQkK7ExES3lpYWKkEQJLFY3JmRkVH1tGsDeBDQp6amOkVERHRYWVkZzc3NiTFjxmgAAFxcXPRpaWnK6dOnu5tKD9avX1/n6+urHWwsAICPP/64cdmyZZSpU6e6CQSC7vb2dsqUKVM8AQAcHR17Ll26VDFjxoz7YrFYwuVye2QyWcejxhpMQEBA99q1a+vGjx8vMBqNYGZmRqSmplYLBIKe/m21Wi3J19dXaDQaSUeOHLkDALB///6a+fPnuwoEArHBYCCNGjVKHRISUt2/71dffcX+5ptv7KhUKuHg4KDbsmVLvaOjoyEpKal5xIgRIgCAt9566/6YMWO6SktLBw3gAQAOHz58Z8GCBbxt27Y56/V6UlxcXEtwcHDXs1zzk5D+L+lrhBB6ksDAQEIulw/1MhD6j0QikW4QBBH4vP3z8/OVMpms6UWuCf334nA4PnK5vMTZ2fk/4jv28vPz7WUyGX+wc1jCgRBCCCGE0DPAEg6EEEIIIfR/VldXd3uo1/DvghlohBBCCCGEngEG0AghhBBCCD0DDKARQgghhBB6BhhAI4QQQggh9AwwgEYIIYTQkKioqDAbNWqUwN3dXeLp6SnZuHFj72Yby5cvdxk2bJivUCgUC4VC8dGjR61N5z788EMnV1dXKZ/Plx47dsxqsLE/+OADpyfN39TURNm6davDo85zOBwfgUAgFgqFYqlUKjIdb2xspISEhHjxeDxpSEiI1/379ykADzbtmD179nBXV1epQCAQX758mfG09+J5BAUFeefk5Pyuc6DB4bdwIIQQQggAAJyybwW8yPHuhfvdeNx5MzMzSElJqQ0NDe1sbW0l+/v7i//0pz+pAgICugEAFi1a1PjJJ5809u1z48YN+vHjx9mlpaVFVVVVZlFRUYLXXnutkEp9OKRJTU113rp16/9r796joqrX/4G/n+F+F/DKAIPKjMwFSCFJwEtYCtmXFMW8nI6e1INywszofDstT2qnLM06vwMHzcxM+2r21bykqV38ekXzNKQil/EaKIiK3O8wzOf3x8zQSKBiCmbPa62Ws/f+7P159t7TWs98ePZnX71V/yUlJVZr1qzp+eqrrxa31+bgwYNnW89rvHDhwj4jRoyoWrJkybnXXnut9+uvv9575cqVhZs3b3a7ePGifV5eXtb+/fudEhMTfTMzM3W3iuFu6fUPxVTLLZqammBjY9PVYdwxHoFmjDHGWJeQyWRNkZGRtQDg7u5u6N+/f92lS5fafcMcAGzZsqVbXFxcqYODgwgICGiUyWQNBw4ccLJsk5iYKG1oaJAEBASoYmNj+wLAokWLesnlcrVcLle/8cYbPQHg5Zdf9r58+bJdQECAKiEhwftO4967d2+3hISEEgBISEgo2bNnjzsA7Nixo9vUqVNLJBIJRo4cWVNZWWltfu232YIFC3q9+eabPQFgxowZPo899pjCtK/LM8880xcAtm7d6vrII48EqFQqZUxMTL+KigoJYBwRT05O7hMSEjLA/KpqAGhubkZcXJzf3LlzvTZs2OBmHrX38/PTSKXSQABITk7uo9FolHK5XD158mSZwWAAYBzFnjFjhk9oaOiAfv36qQ8ePOg4atSo/jKZTDN37lwvcx8rVqzwCAwMVAYEBKimTJkiayuBl0qlgXPmzJEGBgYqAwMDlebXkV+5csV69OjR/TUajVKj0Si/+eYbJ8D4V4bJkyfLIiIi5HFxcX21Wq29uQ+FQqE6ffq0XXv37syZM7b9+vVTT5o0Sebv76+OiIiQV1dXEwBkZ2fbDR06VK5Wq5UhISEDTpw4YQ8A48eP95s+fbrPwIEDA7y9vQPXrl3boVeaW+IEmjHGGGNd7syZM7Y5OTmOw4cPrzavW7NmTU+FQqGKj4/3M5dJFBYW2vr4+LS8QtrLy6vx8uXLNyXdK1asKLSzszPodLqcL7/88qfDhw87bty40TMjIyNXq9Xmrl+/vkd6errDe++9V+Dj49Og0+lyVq1aVdBWXCNHjpSr1Wrl8uXLu5vXlZSUWMtksibA+COgtLTUGgCKiops/Pz8WmLr06dPY+sE+vHHH69OT093BoCTJ0861tTUWDU0NNChQ4ecIyMjq4qKiqyXLFnS59ChQ2dzcnJyBw0aVPuPf/yjl3l/e3t7Q0ZGxpk///nPZQDQ1NREY8eO7SuXy+tTUlKuTJ06tUKn0+XodLoclUpV+8ILL1wFgFdeeeV6VlZW7rlz57Lr6uokmzZtaimJsbW1NWi12jN/+tOfiuPj4/1Xr159SafTZX/++efdr169avXjjz/ab9myxUOr1ep0Ol2ORCIRH3zwgWdb18vV1bX59OnTuQkJCdeTkpJ8ACAhIcFn/vz517KysnK3bdt2Yfbs2X7m9pmZmY5ff/31+Z07d/6UmpraIzEx8ZpOp8vJzMzM7du3b2N79w4ALl26ZD937tzr58+fz3Zzc2tev369OwDMnDlTtmLFikvZ2dm57777bsGcOXN8zf1du3bNRqvV6nbs2HFu4cKF0rbO4U5wCQdjjDHGulRFRYUkLi6u/zvvvHPZw8PDAAAvvfTS9WXLll0hIsybN0+amJjos3nz5jwhxC/2J6JfrrRw4MAB56eeeqrc1dXVAABjxowp279/v0t8fHz5rfZLT0/X+fn5NRUWFlpHRUUp1Gp1fUxMTHV77duJ7ablyMjI2mnTpjmVlZVJ7OzsRFBQUPXhw4cdjx075pKamnrpwIEDThcuXLAfPHhwAGBMkENCQlr6/OMf/1hmebzExETZ2LFjS5cuXXpTucqCBQt62dvbG/72t78VA8CePXtc3n///d719fWS8vJya5VKVQegAgDGjRtXDgDBwcF1/v7+deYfBz4+Pg0XL160PXDggHNWVpZjcHCwEgDq6+slPXv2bLOGZNq0aaUAMGvWrNIFCxb4mK6j67lz5xzMbaqrq63KysokABAdHV3u7OwsAGDIkCE1y5cv71NQUGA7adKkssDAwIZb3TupVNoQHh5eBwADBw6szcvLs6uoqJCcOHHCOT4+vr+5v8bGxpabEBsbW25lZYWQkJD6kpKSu64Z4QSaMcYYY12moaGBxowZ0z8+Pr502rRpLQmtj49PS4L2wgsvFD/99NNyAPD29r5pxPnKlSu23t7eTbfqo63E9k74+fk1AYBUKtWPGTOm/NixY04xMTHVnp6e+vz8fBuZTNaUn59v4+HhoQcALy+vpry8vJbYioqKbH19fW+Kzc7OTnh7ezekpaV1Hzx4cHVwcHDdd99955Kfn283cODA+jNnzthFRkZW7ty586e2YnJxcTFYLoeGhlYfPnzYtba29pqjo6MAjOUg27dv9/j+++91AFBbW0svv/yy7Pjx4zn+/v5N8+fP96qvr2+pQrC3txcAIJFIYGdn13KxJBIJ9Ho9CSEoPj6+JC0trfB210wi+bm4wfzDRggBrVaba06ULTk5ObWcz+zZs0uHDh1as23bNreYmBjFihUr2vzBZGZra9uy0crKStTV1Umam5vh4uKi1+l0OW3tYz5Xc1x3i0s4GGOMMdYlDAYDJk2aJFMoFPWLFi266WFBy9KHTZs2dRswYEAdAIwfP75869atHnV1daTT6Wzz8vLsR4wYUdP62NbW1qKhoYEAICoqqnr37t3dqqqqJJWVlZLdu3e7P/7441Vubm7NNTU1beZClZWVEvMoaWVlpWT//v2uQUFBdQAwevTo8lWrVnkCwKpVqzyjo6PLAePo5oYNGzwNBgP27dvn5OLi0mwezbUUHh5enZaW1mvEiBFVTzzxRNW6det6qFSqWolEghEjRtRotVpnc/1wVVWVJDMz0669a5iQkHBj1KhRFU8//XT/pqYmnD171vbFF1+Ubdmy5YI5Ya2trZUAQO/evfUVFRWSnTt3dqj2Nzo6unLXrl3uhYWF1oBxFpKzZ8+2Wau+fv16DwBYs2aN+8CBA2sAIDIysnLp0qUtM6wcPXrUoa19c3JybJVKZcOCBQuujxo1qvzkyZMO7d279mL18PAweHt7N5prxA0GA44dO9Zmf78Gj0AzxhhjrEt8++23ztu3b/eUy+V1AQEBKgBYvHhx4bPPPlvx4osveufk5DgAxlHntWvX5gNAaGho/dixY0sVCoXaysoK77//fn7rGTgAYOrUqcVKpVKl0Whqv/zyy5+mTJlSMmjQICUAPPfcc8URERF1ABASElItl8vVUVFRFZZ10AUFBdbjxo3zB4Dm5mYaP358yYQJEypNMRaNGzeuv0wm6+7l5dW4ffv2CwAwceLEiq+++spNJpNpHBwcDB999FFeW+c9fPjwqpSUlN5RUVE1rq6uBjs7OxEREVENAF5eXvpVq1blTZo0qZ+59GDhwoWFQUFBDe1dx0WLFl176aWXrOLi4voqFIr6iooKq7Fjx/oDQK9evRoPHjx4furUqcUqlUrt7e3dGBwc/IsfHLcSEhJSv2DBgsKRI0cqDAYDbGxsREpKyiWFQtHYum1DQwMFBQUFGAwG2rRp00UA+PDDDy/PnDnTV6FQqJqbmyksLKwqPDz8Uut9P/30U4/Nmzd7Wltbix49ejS9/fbbV3r16tXc1r07c+ZMuw+bfvbZZxdnzZolW7p0aR+9Xk/jxo0rHTJkSF1Hzvl26NcMXzPG2O2EhoYKrVbb1WEw9lAiogwhROjd7n/q1Km84ODgG/cyJvb7JZVKA7VabW7raf9+q06dOtU9ODjYr61tXMLBGGOMMcZYB3AJB2OMMcYY+9UKCwtPd3UMnYVHoBljjDHGGOsATqAZY4wxxhjrAE6gGWOMMcYY6wBOoBljjDHGGOsATqAZY4wx1mWkUmmgQqFQBQQEqDQajdK8/tq1a1bh4eFymUymCQ8PlxcXF1sBxhdjTJ8+3cfX11ejUChUR44ccexIf2+++WbPfv36qWNjY/ve63PpSlKpNLCoqIgnh+gkfKEZY4wxBgDwe/WrkHt5vLx3xmTcSbuDBw+ebT138MKFC/uMGDGiasmSJedee+213q+//nrvlStXFm7evNnt4sWL9nl5eVn79+93SkxM9M3MzNTdaUxr1qzpsWfPnnMBAQG/eAnI/dbU1AQbG5vbN+wgvf6hmHa5xf26TvcSj0Azxhhj7IGzd+/ebgkJCSUAkJCQULJnzx53ANixY0e3qVOnlkgkEowcObKmsrLS2vK132aLFi3qJZfL1XK5XP3GG2/0BIApU6b4FhQU2MXGxvovXry4p2X7lJQUzyeeeKJ/VFSUv1QqDVyyZEmPRYsW9VIqlarg4OCAa9euWQFAdna23dChQ+VqtVoZEhIy4MSJE/YAcOXKFevRo0f312g0So1Go/zmm2+cAGD+/PlekydPlkVERMjj4uJuGvX+wx/+4LthwwY3AHjyySf7x8fH+wHAP//5z+5z5871AoAVK1Z4BAYGKgMCAlRTpkyRmZNlR0fHgfPmzfMKCgoK2Ldvn7P5mNXV1TR06FD5e++9133ZsmU9AgICVAEBASqpVBoYFhamAICpU6f6ajQapb+/v/qll17yMu8rlUoDX3jhBekjjzwSoNFolEeOHHGMjIyU+/j4aJYtW9bD3O7vf/97L41Go1QoFCrL/S05OjoOnDVrlrdKpVIOGTJEceXKFetbXb/x48f7zZw50zssLEyRmJjo/dVXXzmbY1cqlaqysjKJwWBAQkKCt1wuVysUCtXq1avdAWDXrl0ugwcPHhAdHd2vb9++6tjY2L4GgwEAcPjwYcdHH310gFqtVkZGRsrN35XBgwcPmDNnjjQwMFDp5+en2bt3r3Nb59EeTqAZY4wx1qVGjhwpV6vVyuXLl3c3ryspKbGWyWRNACCTyZpKS0utAaCoqMjGz8+vZfS4T58+ja0T6MOHDztu3LjRMyMjI1er1eauX7++R3p6usPGjRsv9ezZs+ngwYNnFy5ceL11HGfPnnX44osvLv7www+5b7/9ttTR0dGQm5ubExoaWrNq1SpPAJg5c6ZsxYoVl7Kzs3Pffffdgjlz5vgCQEJCgs/8+fOvZWVl5W7btu3C7Nmz/czHzczMdPz666/P79y58yfL/oYNG1Z16NAhFwC4evWq7dmzZ+0BID093Xn48OHVP/74o/2WLVs8tFqtTqfT5UgkEvHBBx94AkBdXZ1Eo9HUZWZm6kaPHl0NAJWVlZJRo0bJn3322dKXX375xl//+tdinU6Xc+rUqdzevXs3vvjii9cA4P333y/MysrK1el02enp6S7Hjx93MMfk4+PTePLkSV1YWFj1888/77dz584Lx48f173zzjteALB161bX8+fP22dmZubm5ubmnDx50nHPnj2/SD7r6uokgwYNqs3JycmNiIioevXVV71udf0A4MKFC/bp6elnV69eXfDee+/1TklJydfpdDnff/+9ztnZ2bB+/fpup0+fdsjNzc3et2/f2ddff93bfO9zc3Md0tLSLp8/fz770qVLdt9++61zQ0MDzZ0713fHjh0XsrOzc6dNm3YjOTlZau5Pr9fT6dOnc5cuXXr5jTfeaPOHQHu4hIMxxhhjXSY9PV3n5+fXVFhYaB0VFaVQq9X1MTEx1e21F0L8Yh0R3bR84MAB56eeeqrc1dXVAABjxowp279/v0tERETdrWIJDw+vcnd3N7i7uxucnZ2b4+PjywEgMDCwNjMz07GiokJy4sQJ5/j4+P7mfRobG8l0Hq7nzp1rSUSrq6utysrKJAAQHR1d7uzs/IvAn3zyyeq0tLReGRkZ9gqFoq68vNwqPz/fJiMjw2n16tWXVq5c6ZmVleUYHBysBID6+npJz5499QBgZWWF6dOnl1keLzY21n/evHlX58yZU2q5fsaMGT7Dhg2rmjJlSgUArFu3zuOTTz7prtfrqbi42ObUqVP2YWFhdQAwceLElnOuqamRmK+HnZ2d4caNG1Z79+51PXTokKtKpVIBQG1trUSn09m3vmcSiQQzZ84sBYDnn3++JC4uzv9W1w8A4uLiyqytjanpY489Vp2cnOwzceLE0smTJ5f179/fcPjwYZeJEyeWWltbw8fHRx8WFlZ95MgRRzc3N0NgYGBN//79mwBArVbXXrhwwdbDw0N/7tw5h6ioKAVgrJ/v0aNHk7m/+Pj4MtN9r3nllVdsb/HV+AVOoBljjDHWZfz8/JoAQCqV6seMGVN+7Ngxp5iYmGpPT099fn6+jUwma8rPz7fx8PDQA4CXl1dTXl5eS7JTVFRk6+vr22R5zLaS7Dtha2vbsqNEIoG9vb0wf9br9dTc3AwXFxe9TqfLab2vEAJarTa3rUTZycnJ0FZ/ffv2baqoqLDeuXOn29ChQ6tKS0ut169f7+7k5GRwd3c3CCEoPj6+JC0trbCNWA3mZNPs0Ucfrd67d69bQkJCqURiLDJISUnxLCgosF23bt0lANDpdLb//ve/e2VkZOT26NGjefz48X719fUtFQmW59z6ejQ1NZEQAvPmzSt65ZVXbtzueloiItzq+gGAs7Nzy3VasmTJ1bFjx1bs2LHDLTw8XLl3796zt7qvdnZ2LRutrKyg1+tJCEH+/v51J0+ebLNG3nyu1tbWaG5uprbatIdLOBhjjDHWJSorKyXmUdrKykrJ/v37XYOCguoAYPTo0eXmsolVq1Z5RkdHlwNAbGxs+YYNGzwNBgP27dvn5OLi0mwu9TCLioqq3r17d7eqqipJZWWlZPfu3e6PP/541a+N18PDw+Dt7d348ccfuwPGEc1jx445AEBkZGTl0qVLW+qqjx496tDecSyFhIRUr1q1qucTTzxRPWLEiOq0tLTeYWFh1QAQHR1duWvXLvfCwkJrwDgzydmzZ9sdKX333XeveHh46J977jlfwFjKkpqa2nvz5s0/WVlZAQDKysqsHBwcDB4eHs2XL1+2PnDggFtHrkFMTEzlp59+2r2iokICAD/99JONOT5LBoMBa9eudQeATz75xHPw4MFVt7p+rWVnZ9sNHjy47q233roaGBhYk5WVZT98+PCqLVu2eOj1ely5csX6P//5j/PQoUNr2os1KCiovrS01Pq7775zAoCGhgbSarX2HTnf9vAINGOMMca6REFBgfW4ceP8AaC5uZnGjx9fMmHChEoAWLx4cdG4ceP6y2Sy7l5eXo3bt2+/AAATJ06s+Oqrr9xkMpnGwcHB8NFHH+W1Pm5kZGTtlClTSgYNGqQEgOeee674duUbd+qzzz67OGvWLNnSpUv76PV6GjduXOmQIUPqPvzww8szZ870VSgUqubmZgoLC6sKDw+/dLvjRUZGVh8+fNhVo9E0NDQ0NFZUVFgNGzasCgBCQkLqFyxYUDhy5EiFwWCAjY2NSElJuaRQKNqdQWTNmjWXJ06c6Dd79mzvGzduWFdUVFgNHTp0AAAEBwfXfP755/kajaZWLperfX19G0JCQtotl2lLXFxcZXZ2tv2jjz4aAACOjo6GDRs2/CSVSm+aCsTBwcGQnZ3toFare7u4uDRv3br14q2uX+t+li1b1vPo0aOuEolEKBSKugkTJlTY2dmJo0ePOiuVSjURicWLFxf4+vrqMzMz24zV3t5ebNq06cLcuXN9q6qqrJqbm2nOnDnXQkND6ztyzm2hu/0zB2OM3YnQ0FCh1Wq7OgzGHkpElCGECL3b/U+dOpUXHBzcoT/FM3YnHB0dB9bW1p7o6jh+jVOnTnUPDg72a2sbl3AwxhhjjDHWAZxAM8YYY4yxe+q3Pvp8O5xAM8YYY4wx1gGcQDPGGGO/XwaDwdCh6bsY+z0w/X/R5vSDACfQjDHG2O9ZVnFxsRsn0Yz9zGAwUHFxsRuArPba8DR2jDHG2O+UXq+fefXq1Y+uXr2qAQ+qMWZmAJCl1+tntteAE2jGGGPsdyokJOQ6gNiujoOx3xr+tckYY4wxxlgHcALNGGOMMcZYB3ACzRhjjDHGWAfwq7wZY/cVEVUBONPVcQDoDqCrX1n8IMQAcBwPWgzA3cchE0L0uNfBMMZujR8iZIzdb2eEEKFdHQQRabs6jgchBo7jwYvhQYqDMXZnuISDMcYYY4yxDuAEmjHGGGOMsQ7gBJoxdr992NUBmDwIcTwIMQAch6UHIQbgwYmDMXYH+CFCxhhjjDHGOoBHoBljjDHGGOsATqAZY/cFEUUT0RkiOk9Er3Zivx8T0XUiyrJY50FE3xLROdO/7p0Qhw8R7SeiXCLKJqIXOzsWIrInov8Q0SlTDItN6/sS0XFTDJ8Tke39iqFVPFZEdIKIdnVVHESUR0SniegkEWlN67ri+9GNiLYQkc70HRnSFXEwxu4OJ9CMsXuOiKwApAGIAaACMJmIVJ3U/ScAolutexXAPiGEHMA+0/L9pgfwshBCCeAxAH8xXYPOjKUBQJQQIhjAIwCiiegxAEsB/NMUQxmAGfcxBksvAsi1WO6qOB4XQjxiMW1cV3w//gVgrxAiAEAwjNelK+JgjN0FTqAZY/fDYADnhRAXhRCNADYBeKYzOhZCHAJQ2mr1MwDWmT6vAzC2E+IoEkL8aPpcBWOCJO3MWIRRtWnRxvSfABAFYEtnxGBGRN4AxgD4yLRMXRFHOzr1+0FErgCGAVgDAEKIRiFEeWfHwRi7e5xAM8buBymAyxbLBaZ1XaWXEKIIMCa2AHp2ZudE5AdgIIDjnR2LqWziJIDrAL4FcAFAuRBCb2rSWffm/wH4KwCDadmzi+IQAL4hogwi+rNpXWd/P/oBKAaw1lTS8hEROXVBHIyxu8QJNGPsfqA21v0up/whImcAXwCYJ4So7Oz+hRDNQohHAHjD+JcBZVvN7mcMRPQ0gOtCiAzL1Z0dh0mEEGIQjOVFfyGiYZ3QZ2vWAAYBWCmEGAigBlyuwdhvCifQjLH7oQCAj8WyN4ArXRQLAFwjoj4AYPr3emd0SkQ2MCbPG4QQW7syFlOJwAEY67G7EZG1aVNn3JsIALFElAdjOU8UjCPSnR0HhBBXTP9eB7ANxh8VnX1PCgAUCCGOm5a3wJhQd8l3gzHWcZxAM8buhx8AyE2zLNgCmATgyy6M50sA00yfpwHYcb87NNX4rgGQK4R4vytiIaIeRNTN9NkBwBMw1mLvBzChM2IAACHE34QQ3kIIPxi/C/8nhJja2XEQkRMRuZg/AxgFIAud/P0QQlwFcJmIBphWjQSQ09lxMMbuHr9IhTF2XxDRUzCOMloB+FgI8VYn9fsZgBEAugO4BmAhgO0A/heAL4BLAOKFEK0fNLzXcUQCOAzgNH6u+30NxjroTomFiIJgfBjNCsYBk/8VQrxBRP1gHAn2AHACwB+EEA33I4Y2YhoBIFkI8XRnx2Hqb5tp0RrARiHEW0Tkic7/fjwC4wOVtgAuAvgTTPeoM+NgjN0dTqAZY4wxxhjrAC7hYIwxxhhjrAM4gWaMMcYYY6wDOIFmjDHGGGOsAziBZowxxhhjrAM4gWaMMcYYY6wDOIFmjLFOYpqX+QgRZRHRWIv1O4jIqxPj8COirPuxPxF5EdEW0+dQIkq5234YY+xBZX37Jm1LTk5WAggB8PXy5cuL711IjDH20JoM47zMmwDsBbCdiP4LwI/mN+T9lhGRtek8JgCAEEILQNu1UTHG2L33a0agY5KSkj4FMOZeBcMYYw+5JgAOAOwAGEyvsZ4H4N22GhORGxHlEZHEtOxIRJeJyIaIZhHRD0R0ioi+ICJHU5tPiCiFiI4S0UUimtDWsQFYE9E6Isokoi0W+4cQ0UEiyiCiry1eLR1i6usYgL9YxDidiDYT0U4A31iOThPRCCLaRUQS03l0s9jvPBH1Mo3Kf2E6lx+IKMK0fRERfUxEB0znMffXXHjGGLuX7mgEOjk5mQDILdo3WmyWJicnqwBUL1++/NI9jo8xxh4mG03//RHAfwNIBLBeCFHbVmMhRAURnQIwwNFZqQAAA/JJREFUHMbXXv8XgK+FEE1EtFUIsRoAiOhNADMApJp27QMgEkAAjK+H3tLG4QcAmCGESCeijwEkEtG/TMd4RghRTETPAngLwPMA1gJIEkIcJKLWCf8QAEFCiFIi8mvjPAxEtAPAOABriSgMQJ4Q4hoRbQTwTyHEESLyBfA1AKVp1wAAjwNwAXCGiFYKIZravLKMMdaJ7rSEQ52UlHTavJCamnoRQBoAJCUlvQngzdTU1FoATvc+RMYYezgIISpg+qsdEbnDmETHEdFqAO4A3hNCHGu12+cAnoUxgZ4EYIVpvcaUOHcD4Axj4mm2XQhhAJBDRL3aCeeyECLd9Pl/AMyFsaxEA+BbIgKMrwAvIiI3AN2EEAdN7T8FEGNxrG/v4JXTnwN4HcZEfJJpGQCeAKAy9QcArkTkYvr8lenV3g1EdB1ALwAFt+mHMcbuuztNoG0AIDU1NR/AcQBXzRtSU1NvasMYY+yOvA7j6O5kABkwjkzvgHHE1dKXAN4mIg8Ynzv5P9P6TwCMFUKcIqLpAEZY7NNg8ZnQNtHGMgHIFkIMsdxgKr1o3d5SzS22mR0D4E9EPQCMBfCmab0EwBAhRF2rPoGbz6MZv+K5HcYYu5c6WgNdD6AYwO1GGhhjjLWDiOQAvEwjuo4ADDAmqPat2wohqgH8B8C/AOwSQjSbNrnAODpsA2DqXYThS0TmRHkygCMAzgDoYV5vqrVWCyHKAVQQUaSpfYf7E0IIANsAvA8gVwhRYtr0DYAXzO2I6JG7OBfGGOtUHUqgk5KSBiQlJf0Fxvo98zokJSXd88AYY+wh9haABabPnwGYDuB7AMvbaf85gD/g57IHAPg7jH8R/BaA7i5iyAUwjYgyAXgAWCmEaIRxBo2lptrrkwDCTe3/BCDN9BBhXVsHbIflyHVb5zEXQKjpYcYcALPv4lwYY6xTkXFQ4NaSk5NdAAyzWFUHoAhAP4t1zcuXL997b8NjjDH2W0VE4wHECiGmdXUsjDF2L91pPZl/UlLSrls1SE1NbQJg++tDYowx9ltHRLH4eQYPxhh7qHTogYzU1NQbAM63s5mnFmKMMQYAEEJ8CeMDkIwx9tDp6BPNxQDS29mm/5WxMMYYY4wx9sDrUAKdlJSkxM8T3N/EVMLx6r0IijHGGGOMsQfVnSbQF1NTU8feYvsKAD3uQTyMMcYYY4w90O40ge4HYPtt2nANNGOMMcYYe+jdaQJ9HcaJ/G/V/savD4cxxhhjjLEH2x3NA80YY4wxxhgz6uirvBljjDHGGPtd4wSaMcYYY4yxDuAEmjHGGGOMsQ7gBJoxxhhjjLEO4ASaMcYYY4yxDuAEmjHGGGOMsQ74/2gm5jacobCNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PYLad7H2oCuC+N7YScTfIrBzrAeBSoBh4I5ht3xkZpxfbB8BA3ET22mC2vdT7YDYVuBD3DpB/C2bbgTLHUlPvi6+9N4PZ9sTyjtn7wDMP92Y9/YDtuO+Bw1W+oCIiInJSq6oHOh1YHrkgmG3vB2zgDG9RH9y79nUHRmblWL2AXwBbgtl292C2PTFiu18Hs+20rByrCzAKONuryJYAY7JyrJbAvbgtD0Nw20bCHgb+Esy2ewMjcG+IEubDTb76AJOzcqw6ZY4jCFwR8XwUX90J8afBbLsn0Au4NSvHauotrwe8H8y2M3GvL3195aeKDMqcq+oKZtv5uAl0+FbplwCvB7PtItyKv9+L8U6qWTnNyrFa4d7x8Szcc+krs0lLoD/uB4QHvDEXAJ1wz2N3oGdWjnVOmXGXA52BrrjnpJ83tom3Lj2YbXcDfldBaHHBbLsPbrV+srfsBtwPYD28sc+UOZaafF987b1ZxTF3Ah4JZtvpwD5vfhERETnFVVWBNrgVwcqWLwhm23sAsnKsF3GTspfLGfNhMNve6j0+H+gJfJSVYwHUxb2j4ZnAm8Fs+wtvvueBVG/MYNzKdXi+Blk5Vn3v8avBbLsQKMzKsf4HnA58Ft4wmG1/kZVjfZyVY52FW4ntDLzjrb41K8e63HvcFjdp2gMcxe33BjcxHlLuGao5z+Mm9ouBq4AZWTlWMm6C+kLEcSdUc74+wFvBbPtLgKwc6wW+OpcALwez7VIgNyvHOt1bdoH3b6X3PBn3fCyJGHcO8KzXhrMjK8f6r7d8P3AEeDwrx3qVr85dWS96f5cDKd7jwcCsYLZdDBCOOUJNvi/KquiYbWBrMNteVU68IiIicgqrKoFeT5mqW1aO1QA30dyCmwSXTbArurD0wYjHBvhHMNv+ZZm5L6tkfAzQt+xX6F7iVBixqITyj+t53K/pQ7hf0ztZOdZ5uAlY32C2fchrGUj0ti8KZtvhWCqaM9J63PPx3yq2q8grwB+8Sm54nnrAvm/YN22qWB95zkzE3z8Es+1Hqxh73GsUzLaLs3KsPrgfjq4CbsFt86hov5HntKIPapXu0/Nt3xflHrPXwlF2fN0qYhQREZFTQFUtHIuAJO/qEni9qtOAp4LZ9iFvmyFZOVaTrByrLnAZbmX3AFC/vAkj5s3KyrGae/M2ycqx2uH2x56XlWM19b5uHxkx5g3cpAxvTLRJ5YtefD/mq/aNhsBeL3n24bY7fFN/AP6YlWO18OJLyMqxbq3u4GC2XQB8iNuSMDeYbZd47TJbs3Kskd6cJivHyqzmlB8C52blWI2zcqw4qtd+8DrwU6/yTVaO1Tr8GkVYAlyVlWPFeq0VA71tk4GGwWz7Ndz2jGhenzeA8V6c4XaQSDX5vij73qzOMYuIiIgcU2kC7VVgL8ftbd6E++OtI8CvIjZ7G3gaWAXMCWbby7yWjneycqx1WTnWg+XMmwvcDbyRlWOtwf2hYctgtr0TmAK8BywEIm/LfSvQKyvHWpOVY+UC46M50GC2vRfIBdoFs+0PvcXzgTgvht8C70czZ5n5X8P9sd/CrBxrPe5X/tHeKv15IJuvEnxw+8uvzcqxVuNWuX9UzXi2A/fjJp8LcY89v4oxbwD/BN7LyrHW4vaOl/0g9BJuG8xaYCbwlre8PjDXO5dvAbdXJ07P47gtE2u84xxdJq4ae1+UfW9W85hFREREjvlWt/LO+p5fp/lUl5VjJQez7QKvsvsS8EQw236ptuMSERER+SHTnQhPblO8y7Wtw73kXHk/7hQRERGRKHyrCrSIiIiIyKlGFWgRERERkSgogRYRERERiYISaBERERGRKCiBFhERERGJghJoEREREZEoKIEWEREREYmCEmgRERERkSgogRYRERERiYISaBERERGRKCiBFhERERGJQlxtByAiJ7fTTjvNSUlJqe0wRE5Ky5cv3+04TrPajkPkVKMEWkROqJSUFJYtW1bbYYiclIwxn9R2DCKnIrVwiIiIiIhEQQm0iIiIiEgUlECLiIiIiERBCbSIiIiISBSUQIuIiIiIREEJtIiIiIhIFJRAi4iIiIhEQQm0iIiIiEgUlECLiIiIiERBCbSIiIiISBSUQIuIiIiIREEJtIiIiIhIFJRAi4iIiIhEQQm0iIiIiEgUlECLiIiIiERBCbSIiIiISBSUQIuIiIiIREEJtIiIiIhIFOJqOwARObmt3Z5Pyi9ere0wTinbHhhe2yGIiJzUVIEWEREREYmCEmgRERERkSgogRYRERERiYJ6oEXkhOpqPmZZ4ujaDuPkNyW/tiMQETllqAItIiIiIhIFJdAiIiIiIlFQC4eInFDrE+Lp2t6q7TBOmLVj19Z2CCIi8h1TBVpEREREJApKoEVEREREoqAEWkREREQkCsZxnNqOQUROYhmJdZ0XUlJqO4yTRpfQhtoOQb5HjDHLHcfpVdtxiJxqVIEWEREREYmCEmgRERERkSgogRYRERERiYJ6oEXkhLKadXYmjZhZ22FIFW6eNai2Q5BvQD3QIrVDFWgRERERkSgogZYfJGNMwTcc18sYM72CdduMMad9w3kvM8akfZOxNcEYc5sxJulbzpFijFlXUzGJiIicrJRAyynFcZxljuPcegKmvgyotQQauA0oN4E2xsR+x7GIiIic1OJqOwCRb8MYcx4wBdgNZADLgWzHcRxjTG/gYaAeUAicD/QE7nQc52JjTFPgWaAZ8CFgIubNBm4F4oEPgJscxynxKt8PAxcDh4EfAR2BS4FzjTF3AyMcx9kSMVc74AlvP18A1ziOYxtjngKOAOnA6cAdjuPM9SrJTwE+YAOQAtzsOM4yY8wFwL1AArAFuAb4KdAKWGyM2e04zkAvzj8DFwI/N8Yc9p4ne+dqnOM4O40xPb3YDgFvR8QcCzwAnOft6xHHcR6t7HxX9Bo5Jbs4svfPFa2W74lpo77b1+jnz8/9TvcnIlKTVIGWk0EP3ApsGtABONsYEw88D/zMcZxMYDBuwhtpMvC24zg9gFcAC8AY0wUYBZztOE53oAQY442pB7zvzbkEuN5xnHe98RMdx+kemTx7/grMdhynG/AMENlCkgKcCwwHZhljEoGbgL3e9r/FTfrx2kvuBgY7jvN/wDLcpHs6sAMY6DjOwIg41zmOcybuB4AAkOU4Tjhh/r233ZPArY7j9C0T87VAvuM4vYHewPXGmPYVne8yYzHG3GCMWWaMWXaw8GjZ1SIiIj9oqkDLyeBDx3E+AzDGrMJNSvOBnY7jfATgOM5+b33kuHOAK7z1rxpj9nrLw5Xqj7zt6wL/89YdBcKls+XAkGrE1ze8H+Bp4I8R6/7lOE4psMkY8zFu1bk/bpUbx3HWGWPWeNuehZu0vuPFFQ+8V8E+S4A53uPOuNXiBd64WGCnMaYh0MhxnLciYhvmPb4A6GaMyfKeNwQ6ecdf3vk+Vr324n4MeAygbZNGutSPiIicVJRAy8mgMOJxCe772gDVSdzK28YA/3Ac55flrCuKaFcI7ytaTgWPw88N5TPAAsdxflyNfRxxHKckYtz6slVmY0yjcvYfuS+/4zivlxlzHuWf7wo1TmjBqPaTqhGynEo++8XSGpurzQMDamwuEZHqUAuHnKxCQCuvDxpjTH1jTNlEbwlea4YxZhjQ2Fu+CMgyxjT31jXx+pgrcwCoX8G6d4GrvMdj+Hq1dqQxJsYY0xG3HWKjt/5Kb99pQFdv2/dx21PO8NYlGWNSq7H/jUAzY0xfb1wdY0y64zj7gHxjTP+I2MJeByYYY+p4Y1KNMfUqPQMiIiKnCCXQclJyHOcobh9zwBizGlgAJJbZ7F7gHGPMCtyWBdsbm4vba/yG1z6xAGhZxS6fAyYaY1Z6yXCkW4FrvLl+AvwsYt1G4C1gHjDecZwjwAzchHcNMAlYg9uP/AUwDnjWW/c+bssHuO0S84wxiys4F1nAVO9crAL6eauvAR4xxrzH13vEHwdygRXepe0eRd9YiYiIALoToUit8a7CMddxnGCZ5bFAHcdxjnjJ+CIg1UuEf3C6tfQ5r439W22HISexU7mFQ3ciFKkdqiiJfP8k4V6Srg5uL/KEH2ryDLDb7OfxxEW1HYaczKbUzPtrypQpNTKPiJz8lECL1BLHccZVsPwAoIqSiIjI95R6oEVEREREoqAEWkREREQkCvoRoYicUJ07JzgzZrap7TBEasz5g8rebLT26EeEIrVDFWgRERERkSgogRYRERERiYKuwiEiJ9THdGSM+WdthyFScxavKnfx5wO7f8eBiEhtUQVaRERERCQKSqBFRERERKKgBFpEREREJArqgRaREypmfxGJr2+v7TBETriUGnyfb3tgeI3NJSI1TxVoEREREZEoKIEWEREREYmCEmgRERERkSioB1pETqiurRuyTP2cIiJyElEFWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKKgBFpEREREJApKoEVEREREoqAEWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKKgBFpEREREJApKoEVEREREoqAEWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKKgBFpEREREJApKoEVEREREoqAEWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKKgBFpEREREJApKoEVEREREoqAEWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKKgBFpEREREJApKoEVEREREoqAEWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKKgBFpEREREJApKoEVEREREoqAEWkREREQkCkqgRURERESioARaRERERCQKSqBFRERERKIQV9sBiMjJbe32fFJ+8Wpth/E12x4YXtshiIjID5gq0CIiIiIiUVACLSIiIiISBbVwiMgJ1dV8zLLE0bUdRhn5tR2AiIj8gKkCLSIiIiISBSXQIiIiIiJRUAItIiIiIhIF9UCLyAm1PiGeru2tGp937di1NT6niIhIdagCLSIiIiISBSXQIiIiIiJRUAItIiIiIhIF4zhObccgIiexjMS6zgspKbWy7y6hDbWyX5HvijFmueM4vWo7DpFTjSrQIiIiIiJRUAItIiIiIhIFtXCIyAllNevsTBoxs7bD+EZunjWotkMQqZRaOERqhyrQIiIiIiJRUAJ9ijDGFEQ8vsgYs8kYE9XdLYwx3Y0xF9V8dNXe/zhjzF+/xfjzjDFzazKmKvY3xRhzZ8TzO40xIWPMOmPMamPM1caYl4wxq4wxm40x+d7jVcaYfmXmamWMCX7DOC41xvyignUF5S2v5rzjjDGtvul4ERGRHyrdifAUY4w5HwgAFziOY0c5vDvQC3itxgM7yRljxgNDgD6O4+w3xjQELnMc53Jv/XnAnY7jXFzeeMdxdgBZ32TfjuO8ArzyjQKv3DhgHbDjBMwtIiLyvaUE+hRijBkA/A24yHGcLd6ydsATQDPgC+Aax3FsY8xIYDJQAuQDg4H7gLrGmP7AH4C5uMl4V9z30hTHcf5tjBkHXAokAR2BlxzHuauceC4C/gzsBlYAHRzHudgYU6+8eb1hrYwx88vOa4yZCfQG6gJBx3Eme8uHAg9F7KO885ICPA3U8xbd4jjOu8aYZODfQGOgDnC3d3wpwDzgbaAfsB34keM4hys5/b8CBjqOsx/AcZx84B+VbF9ejHMdx8mo7Px6x3s/EAvsdhznfG/7Xo7j3GKMaQ/8E/e8zi+zj4nAlUCCN+fkio4VGI77YeoZY8xhoG9Fx++U7OLI3j9X91C/V6aNqjrunz//nX2pISIi3xNq4Th1JOAmg5c5jhOKWP5XYLbjON2AZ4Dp3vLfABc6jpMJXOo4zlFv2fOO43R3HOd54NfAfx3H6Q0MBB70kl9wq9WjcJPgUcaYtpHBGGMSgUeBYY7j9MdN4MO+yby/9n5I0w041xjTzdvH34BLgAFAiwrOzf+AIY7j/J83d/gcHAEu95YPBKYZY4y3rhPwiOM46cA+YEQFc2OMqQ/UD39oqSHHnQdjTDPc4x3hvW4jyxn3MDDTO7efR8R4Ae4x9fHm7mmMOcdbfdyxOo4TBJYBY7z3Q2UfHkRERNVoymAAACAASURBVE4qSqBPHUXAu8C1ZZb3xa1IgluF7e89fgd4yhhzPW41szwXAL8wxqwC3gQSgXBf9SLHcfIdxzkC5ALtyoz1AR87jrPVe/7st5z3SmPMCmAlkA6kefvY6jjOJse93ExOBcdRB/ibMWYt8II3FsAA9xtj1gALgdbA6d66rY7jrPIeLwdSKpg7PE9NX+6mvPNwFrAkfE4dx/mynHFn89W5fjpi+QXev5W4lXofbuIM0R0rAMaYG4wxy4wxyw4WHo3qwERERL7v1MJx6ijF/Xp+oTHmV47j3F/Bdg6A4zjjjTFn4n5Vv8oY072cbQ1uNXLj1xa64wojFpVw/HvNULGo5vXaEu4EejuOs9cY8xRu0n3seKpwO7ALyMT9UHnEWz4GtzLe03GcImPMtoh5y8ZRt6LJvZ7ng8aYDo7jfFyNeMLH+qj39DfAmjKblHd+q5uol7eNAf7gOM6jX1votnBU+1iP7cBxHgMeA2jbpJGulSkiIicVJdCnEMdxDhljLgaWGmN2OY7zd9yq9FW41cgxuL2uGGM6Oo7zAfCBMeYSoC1wAKgfMeXrgN8Y43ccxzHG9HAcZ2U1wwkBHYwxKY7jbMNtR/im8zYADgL5xpjTgWG4lesQ0N47li3AjysY3xD4zHGcUmPMWL6quDcE/uclzwM5vooejT8AjxhjRnkJdQPgKi/RPI537o99aPES2aq85+2jveM4W40xTcqpQr+D+3rn4L7eYa8DvzXGPOM4ToExpjXutxaVKft+KFfjhBaMaj+pGuH/MH32i6VRbd/mgQEnKBIREfmuKIE+xTiO86X3Q7MlxpjdwK3AE94PyL4ArvE2fdAY0wm3MrkIWA3YfNVa8Qfgt7g/0Fvj9QZvA8q9ikQ5cRw2xtwEzPfi+DBidVTzOo6z2hizElgPfIybJOI4zhFjzA3Aq94+3gYyypliBjDH++HkYtxkHNye8P8YY5YBq3AT8m9qJpAMfGSMKcJNTqd9i/mO4zjOF97xvmiMicHr7S6z2c+AfxpjfgbMiRj7hjGmC/Ce1+ZdAGTjVpwr8hQwq6ofEYqIiJxsdCdCqTXGmGSv2mmAR4BNjuP8pbbjkprVraXPeW3s32o7jO8NVaClJhndiVCkVuhHhFKbrveq2etx2yUerWJ7ERERkVqnCrSInFCtWrVybrjhhtoO4wdnypQptR2C/ACoAi1SO1SBFhERERGJghJoEREREZEoqIVDRE6ozp0TnBkz29R2GCel8wfV5M0t5YdILRwitUMVaBERERGRKCiBFhERERGJghJoEREREZEo6E6EInJCfUxHxph/1nYYJ6fFq8pd/PnA7uUuFxGRmqEKtIiIiIhIFJRAi4iIiIhEQS0cIiIip6jly5c3j4uLexzIQEU1kbBSYF1xcfF1PXv2/F95GyiBFpETKmZ/EYmvb6/tME4pKd/gfG97YPgJiES+7+Li4h5v0aJFl2bNmu2NiYnRjSFEgNLSUvPFF1+kff75548Dl5a3jT5tioiInLoymjVrtl/Js8hXYmJinGbNmuXjfjNT/jbfYTwiIiLy/RKj5FnkeN7/iwrzZLVwiMgJ1bV1Q5apPUBEvodiY2N7durU6bDjOMTGxjoPP/ywPWTIkIPVHX/HHXe0Sk5OLrnvvvt2lV33xz/+sVlSUlLpLbfcsue2225rdd555x247LLLDsyfPz/5lltuaRcXF+csW7ZsQ3Jy8nf2AWbu3Ln1ExISSsPH+PTTTzdKS0s70rNnzyPfVQwnCyXQIiIickpKSEgoDYVCuQBz5sxp8Ktf/arNkCFDNn7beYuKirjrrru+CD9/6KGHdoQfz549u4nf7//8Zz/72Z5vu486depENea///1v/eTk5JJwAv3yyy83Ki4uzlcCHT0l0CIiInLKy8/Pj23YsGFx+Pk999xz+ksvvdTk6NGjZvjw4fv+8pe/7ACYNGlSi+eff/60Vq1aHW3atGlRjx49DgH06dOnc58+fQo++OCD5IsuumjfgQMHYsPV6REjRqRcfPHF+Xv37o199dVXm7z11lsNFy1a1CAQCHw2YsSIDgUFBbElJSUmEAh8MnTo0IK//OUvpz388MMtmjdvXtShQ4cj8fHxzuzZs+0RI0akNG7cuHjt2rVJ3bp1O/S73/1u55gxY1Js206oW7du6WOPPfbJmWeeeXjXrl2xZZc3atSoZPbs2c1iYmKcf/3rX02nTZtmL1y4sNH7779ff+rUqS3nzJmzBWD8+PHWl19+GZeYmFj6+OOPf9KjRw8l1+VQAi0iIiKnpMLCwhifz5dWWFhodu/eXee1117LA3jxxRcbbN68OXHNmjUbHMdh8ODBZ8ybNy85OTm59KWXXmqydu3a3KKiIrp3754WTqAB9u3bF/vRRx9tBLe9o+z+7rjjjt3vvPNO8sUXX5x/zTXX7J08efLp559/fv7UqVM/Ly4u5sCBAzHbtm2r86c//anlihUrchs1alTar1+/1PT09MPhObZs2ZL4zjvv5MXFxTF27Ni2mZmZhxYuXLjllVdeqT927Nj2oVAo96677mpV3vKrr776i8iWk8GDB+8LxwLQt2/f1Mcee+yTrl27Fv73v/+tN2HCBOv999/PO9Gvww+REmgRERE5JUW2cCxcuLDeNddc0z4vL2/9/PnzGyxZsqRBWlpaGsChQ4diQqFQ4oEDB2IuuuiiffXr1y8FuOCCC/ZFzvfjH//4y2j2f9ZZZx288cYbU4qKimKysrL29uvX7/DcuXMbnHnmmQdOP/30EoDLL798b15eXmJ4zBVXXLE3Ls5N3z788MP6c+bM2Qxw6aWXHrjhhhvi9uzZE1vR8spiyc/Pj1m5cmXyyJEjO4aXHT161ERzPKcSJdAiIiJyyhs8ePDBvXv3xu3cuTPOcRxuu+22nRMnTtwduc19993X3JiKc8pwYl1dw4YNK1iyZMnGOXPmNBw3blz7W2+9dVeDBg1KKhuTnJx8bB+Oc/zvD40xTkXLK5u3pKSE+vXrF4c/UEjldBk7EREROeWtXLkysbS0lNNPP7142LBh+59++unT8vPzYwC2bt1aZ/v27XGDBg0qePXVVxsVFBSYvXv3xixYsKDRt9lnXl5efOvWrYt+/vOf787Ozt69YsWKpAEDBhz84IMP6n/xxRexRUVF/Pvf/25c0fizzjrrwJNPPtkU3CtsNG7cuLhJkyalFS2vX79+yYEDB45VopOTk0v2798fA9CkSZPSNm3aHH3iiScaA5SWlvLee+/V/TbHdzJTBVpEREROSeEeaHCruTNnztwWFxfHFVdcsX/9+vWJvXv39gEkJSWVPvPMM1v79+9/6PLLL/8yIyMjvXXr1oV9+vQpqO6+yqsAv/766/WnT5/eIi4uzklKSip55plntrZv377o9ttv39m7d+8uzZs3L0pNTT3csGHDcqvSU6dO3TF69OiU1NTUtLp165Y+9dRTWytbPmLEiH1ZWVkd582b1+ihhx6yx4wZ8+WECRNSZs2adXowGNzy7LPPfnz99de3mzp1asvi4mJz+eWXf9m3b9/D5e37VGfKK/OLiNSUXr16OcuWLavtMEROSsaY5Y7j9Pqm41evXr0tMzNzd9VbyrcxaNCgM26//fZdl1xyyYHqbJ+fnx/TsGHD0qKiIi688MIzxo0bt/vqq6/eV/VIqUmrV68+LTMzM6W8dWrhEBERETlBRo4cmXL48OGYCy64oNrV6okTJ7by+Xxpqamp6ZZlFWZnZyt5/p5RC4eIiIjICfLCCy9si3bMY4899tkJCEVqkCrQIiIiIiJRUAItIiIiIhIFJdAiIiIiIlFQAi0iIiIiEgUl0CIiIlIrNm/eXOfMM89M7dChQ/oZZ5yR/tvf/rZ5NON37NgR161bN1+XLl3S5s+fn3yi4vyuTZ8+venVV19t1XYcUjFdhUNEREQASPnFqz1rcr5tDwxfXtn6OnXqMG3atM/69+9/aO/evTE9evRIu+iii/b37NnzSHXmnzt3bv0zzjjjyIsvvritRgKOUnFxMXFxNZtKFRUV1eh8ta20tBTHcYiNja164x8QVaBFRESkVrRr166of//+hwAaN25c2rFjx8O2bceX3S4vLy++b9++qampqWl9+/ZN3bRpU/y7775bd/LkyW0WL17c0OfzpRUUFJjIMa1bt+56yy23tO7evbsvIyOjy9tvv53Uv3//Tm3bts344x//2Cy83T333HN6RkZGl9TU1LTbb7+9VXj5jBkzmnTt2rWLz+dLGz16dLvi4mIAkpKSetx2222tunXr5lu0aNGxqvf27dvj0tPTuwC89957dY0xPTdt2hQP0LZt24wDBw7E7NixI+7CCy/smJGR0SUjI6PLG2+8UQ/gjjvuaPXjH/+43dlnn93piiuuaB95HM8991zD7t27+3bu3Bnn8/nSwv8SExP/79VXX01evHhxUo8ePXxdunRJ69Gjh2/16tUJ4FaxBw8e3HHQoEFntG7duuv999/fbMqUKad36dIlLTMz07dr165YgPXr1ycMGDCgU3p6epeePXt2XrlyZWLZ83/HHXe0uuyyy9qfddZZqe3atcuYNm3aaZWdv40bN8Z36NAhPTs720pPT0/bsmVL/IgRI1I6deqUnpqamnbvvfc2B3j33XfrZmZm+lJTU9OGDBnS8YsvvogF6NOnT+cJEya07tq1a5eUlJSM8LcLxcXF3HjjjW3C+3vwwQdPA/eDVJ8+fToPHTq0Q/v27dMvvfTS9qWlpVW+/74NJdAiIiJS6zZu3Bifm5ubdO655x53w5Hx48dbo0eP3pOXl5c7atSoPRMmTGjbr1+/w7/85S93XHLJJXtDoVBucnLycbdWbtu27dFVq1aFzjzzzIKf/vSnKf/5z3+2fPDBB6EHHnigFcCLL77YYPPmzYlr1qzZsGHDhtxVq1YlzZs3L3nFihWJwWCwybJly0KhUCg3JibGmTVrVlOAw4cPx2RkZBxes2ZN6MILLzwWa+vWrYsLCwtjvvzyy5jFixcnp6enH1q4cGFyXl5efNOmTYvr169feuONN7a94447dq1bt27DSy+9tGX8+PEp4fFr1qxJev311zf/5z//2RpeNnv27EYPPvhgiwULFmxq2bJlcSgUyg2FQrm/+c1vtqenpx8cPHjwwczMzCMffvhhaMOGDbmTJ0/eftddd7UJj8/Ly6s7Z86cjz/66KMNf/jDH1onJSWVbtiwIbdXr14HH3300aYA1113XbsZM2bY69ev3/Dggw9+NmHChHJbRzZs2FB34cKFm95///3Qgw8+2Grbtm11Kjp/ANu2bUu85ppr9mzYsCF3165dcTt37qyzadOm9Xl5ebk333zzHoBx48a1v//++z/Ly8vLTU9PPzxp0qRjH2CKi4vN2rVrN0ydOvXT++67rxXAQw89dFrDhg1L1q1bt2H16tUb/vGPfzQLhULx4fgeeeSRTzdv3rzetu2EBQsWnNCWHrVwiIiISK3Kz8+PueKKKzo+8MADnzZp0uS40uHKlSvrzZs3bwvAhAkTvrz33nvbHD/L8a688sp9AF27dj108ODBmMaNG5c2bty4NCEhoXT37t2x8+fPb7BkyZIGaWlpaQCHDh2KCYVCiStXrjTr1q1LyszM7AJw5MiRmObNmxcDxMbGMm7cuL3l7a9Xr14FCxcuTH777bfr33XXXTvnz5/f0HEczjrrrAKAd955p8GmTZvqhrcvKCiI3bt3bwzA0KFD90V+CHj33Xfrr169Omnx4sV5kedk7dq1Cb/+9a/bLF68OC8hIcH59NNP40aNGtV+27ZticYYp6io6Fglvl+/fgfCx5ycnFwycuTIY+djzZo1Sfn5+TErV65MHjlyZMfwmKNHj36tkh82bNiwfcnJyU5ycnJx37599y9durTe0qVLk8s7fx06dDjasmXLo+eff/5BAJ/PV/jpp58mjB07tu0ll1ySf/nll+/fs2dP7IEDB2KHDx9eAHD99dfvGTlyZIfw/kaOHLnXO4aDEydOjAdYuHBhg1AolPTKK680Bjhw4EBsbm5uYnx8vNO1a9eDHTt2LAJIT08/tGXLluO+yahJSqBFRESk1hQWFprhw4d3HDly5Jdjx46t0VtWJyYmOgAxMTHEx8cfS05jYmIoKioyjuNw22237Zw4ceLuyHG///3vm48cOXLPI488sr3snPHx8aUV9T3379+/YMmSJfU/++yz+DFjxuybNm1aC8C55JJL8gEcx2HZsmUbyquW16tX72sfHCzLKrRtO2HdunWJ55xzziGA/fv3x1x55ZUdZ86c+UlKSkoRwKRJk1qfe+65BxYsWLBl48aN8YMGDeocEevXjjnyfBQXF5uSkhLq169fHAqFcqs6l8aY455XdP42btwYn5SUdOx4mjVrVrJu3brcl156qcGMGTOaP//8801mzZr1aWX7C8caFxdHSUmJAXAcx0ybNs0eMWLE/sht586dWz8hIeHYscbGxlJcXFzuB4GaohYOERERqRWlpaVcddVV7VJTU49MmTJlV0Xb9ejR4+Djjz/eGODRRx9t0qtXr+PaPL6JYcOG7X/66adPy8/PjwHYunVrne3bt8cNHTp0/9y5cxtv3749DmDXrl2xeXl5VVY0hwwZcmDOnDlN2rdvXxgbG0ujRo2KFy9e3HDw4MEFAP37998/derUY1caeffdd+tWNFebNm2OzpkzZ/M111zTftmyZYkAV111VcqYMWN2Dx069Njx79+/P7ZNmzZHAR599NHTKpqvPE2aNClt06bN0SeeeKIxuK/He++9V25M8+bNa3To0CHz+eefx77//vv1+/fvf7Ci81d27M6dO+NKSkoYN27cvt/97nfb165dm9S0adOSBg0alIT7m//+97837du3b6Wv65AhQ/JnzpzZrLCw0ACsWbMmYf/+/bWSy6oCLSIiIrViwYIFyS+//HLTTp06Hfb5fGkA99577/ZRo0blR243c+ZMe+zYsSkPP/xwi6ZNmxbPnj17W03s/4orrti/fv36xN69e/sAkpKSSp955pmtPXv2PHL33XdvP//881NLS0upU6eOM336dDs1NfVoZfN17tz5KMCAAQMOAPTt27dg586d8c2aNSsBeOyxxz697rrrrNTU1LSSkhJz5plnHujXr59d0XyZmZmFs2fP/njUqFEdp0+f/sn8+fMbf/zxx4k5OTmnefNtmzRp0ufXXXdd++nTp7cYMGDA/ormqsizzz778fXXX99u6tSpLYuLi83ll1/+Zd++fQ+X3a5Hjx4Hzz///E47duyIv/POO3empKQUpaSkFJV3/uLi4r5WYd+2bVuda6+9NqW0tNQA3HfffZ8BPPnkk1snTJjQ7tZbb42xLKvw2Wef3VZZrLfffvvubdu2JXTt2rWL4zimSZMmRa+99tqWaI+5JhjHOe5bBBGRGtOrVy9n2bJltR2GyEnJGLPccZxe33T86tWrt2VmZu6ueks5ld1xxx2tkpOTS+67774KvyU4Ga1evfq0zMzMlPLWqYVDRERERCQKauEQERERkQr9+c9/3lHbMXzfqAItIiIiIhIFJdAiIiIiIlFQAi0iIiIiEgUl0CIiIiIiUVACLSIiIrVi8+bNdc4888zUDh06pJ9xxhnpv/3tb5uXt93TTz/daPny5YlVzTd9+vSm27Ztq1PeuhtvvLFN+/bt01NTU9OGDBnScffu3bHg3jUvMTHx/3w+X5rP50sbPXq0FR6zdOnSpNTU1DTLsjLGjRvXtrT0uLuM15i5c+fWHzhw4BknbAdSo3QVDhEREXFNadizZufLX17Z6jp16jBt2rTP+vfvf2jv3r0xPXr0SLvooov29+zZ80jkdi+//HKj4uLi/LLLy8rJyTmte/fuh8O3uY504YUX7v/rX//6WZ06dZgwYULre+65p8XMmTO3A7Rt27awvNtZ33TTTe1mzJjxyaBBgw6ed955nYLBYIMrr7wy6puVVKWo6Lhwf/CKi4up6JbnJwNVoEVERKRWtGvXrqh///6HABo3blzasWPHw7Ztf+2W2QsWLKi3cOHCRnfffXcbn8+Xtn79+oR33323bmZmpi9cTf7iiy9in3zyycbr1q1Luvrqqzv4fL60goICEznPFVdcsb9OHbc43bdv34Pbt2+v9Nbcn3zySZ2CgoKYwYMHH4yJiWHMmDF7Xn755caR2xQXF9OmTZuupaWl7N69OzYmJqbnvHnzkgF69uzZed26dQn79++PGTlyZEpGRkaXLl26pOXk5DQCt1o+bNiwDoMGDTpjwIABqZHzvvXWW0ldunRJy83NjT/33HPPCFfH69ev3z0QCDTduHFjfM+ePTunpaV1SUtL67JgwYJ64Faxe/fu3fmiiy7qkJKSknHTTTe1njlzZpOuXbt2SU1NTVu/fn0CwI4dO+IuvPDCjhkZGV0yMjK6vPHGG/XKHv/06dObnn/++R0HDBjQKSUlJePnP/95y/C6GTNmNOnatWsXr2Lfrri4GICkpKQet912W6tu3br5Fi1alHzTTTe17tixY3pqamraDTfc0AYgLy8vvm/fvqmpqalpffv2Td20aVM8wIgRI1LGjRvXtkePHr42bdp0ffLJJ4+d63vuuef0jIyMLqmpqWm33357K3C/OejQoUP6VVdd1e6MM85IP/vsszuVfc1PJCXQIiIiUus2btwYn5ubm3TuuecWRC4fMmTIwcGDB+/73e9+91koFMpNT08vHDduXPv777//s7y8vNz09PTDkyZNanXNNdfszcjIODR79uyPQ6FQbnJycoW3Wn7qqadOGzp06LHbhX/22WfxXbp0Sevdu3fn+fPnJ4ObQLds2fJYabhdu3ZHd+7c+bX2kLi4ONq3b39kxYoViQsWLEhOS0s79OabbyYfPnzYfP755/EZGRmFv/rVr1oOHDhw/7p16zYsXbp04913391m//79MQArVqxIfvbZZ7e+//77eeE5FyxYUO+mm25q98orr2xOS0s7+tZbb20OhUK5f/vb37a1bNny6OjRo/e1atWqeOnSpXm5ubkbnn/++Y9vv/32Y20noVCo7syZMz/dsGHD+mAw2DQvLy9x7dq1G37yk5/snjZtWnOAG2+8se0dd9yxa926dRteeumlLePHj08p7zytWbOm3gsvvPDxunXr1r/yyitNlixZkrRixYrEYDDYZNmyZaFQKJQbExPjzJo1qynA4cOHYzIyMg6vWbMm1L1798OvvfZa402bNq3Py8vLvf/++3cCjB8/3ho9evSevLy83FGjRu2ZMGFC2/D+du3aVWfZsmWhf//735smT57cGuDFF19ssHnz5sQ1a9Zs2LBhQ+6qVauSwh9SbNtOvPXWW/+3efPm9Q0bNiyZPXt24/KO40Q4eWvrIiIi8oOQn58fc8UVV3R84IEHPm3SpEmljcZ79uyJPXDgQOzw4cMLAK6//vo9I0eO7FDdfU2aNKlFbGysM378+C8BLMsq2rp165oWLVqULF26NGnkyJFn5ObmrnOc4/NvY44vcPbr1+/AokWL6m/dujVh4sSJO//+9783W7JkSUFmZuZBgDfffLPB66+/3mj69OktAAoLC83mzZvjAQYMGLD/9NNPLwnPtXnz5sSbbropZcGCBXmRbSg7d+6MGzduXPvnnntuS9OmTUv27NkTe+2117bLzc2tGxMTwyeffJIQ3rZr164H27VrV+QdW+GwYcPyATIzMw+/9dZb9QHeeeedBps2baobHlNQUBC7d+/emMaNG3/t3Pfv339/ixYtSgCGDx++980330yOi4tz1q1bl5SZmdkF4MiRIzHNmzcvBoiNjWXcuHF7AZo0aVKSkJBQetVVV7UbPnx4/qhRo/IBVq5cWW/evHlbACZMmPDlvffe2ya8v0svvXRfbGwsPXv2PLJnz546APPnz2+wZMmSBmlpaWkAhw4digmFQokdOnQ42rp168J+/fodBujRo8ehbdu2JfAdUQItIiIitaawsNAMHz6848iRI78cO3bsvhO5r0Ag0PT1119vtHTp0ryYGPdL+Lp16zp169YtARgwYMAhy7IK161bl5iSklIUWXH+5JNP4lu0aHFcs/J5551XMGPGjGa7du2K//Of/7z9L3/5S4tFixbV79+//wEAx3EIBoObMzMzCyPHvf322/WSkpK+lrA2b968qLCwMOb9999PSklJyQe3TWTEiBEdJk2atKN3795HAH7/+9+f3rx586I5c+ZsLS0tpW7dusd61xMSEo5l/jExMSQmJjrhxyUlJSYc07JlyzZUVqWH4z8wGGNwHMeMHDlyzyOPPLK97Pbx8fGl4b7nOnXqsGrVqg2vvPJKg+eee67xzJkzm0dW2ssTjjUcY/jvbbfdtnPixIm7I7fduHFjfHx8/LHtY2NjncOHD39nnRVq4RAREZFaUVpaylVXXdUuNTX1yJQpU3ZVtF1ycnJJuO2hadOmJQ0aNCgJt1r8/e9/b9q3b9+C8Hb5+fmx5c0RDAYbPPTQQy1ee+21zfXr1z+WuO7YsSMu3MObm5sbv23btoTOnTsXtmvXrqhevXqlixYtqldaWsozzzzT9Ec/+tFxCf555513cMWKFckxMTFOUlKSk56efmj27NnNBg4cWAAwcODA/dOmTTs9fAWPd955p27ZOcIaNGhQMm/evE2TJ09uPXfu3PoAN998c5u0tLRDN9xww97wdvn5+bEtW7Ysio2NZcaMGU1LSkoqmrJc/fv33z916tRjVzx59913y43p7bffbrBr167YgoIC89prrzU699xzC4YOHbp/7ty5jbdv3x4HsGvXrti8vLzj+snz8/Njvvzyy9hRo0blz5o169MNGzYkAfTo0ePg448/3hjg0UcfbdKrV6+CsmMjDRs2bP/TTz99Wn5+fgzA1q1b64T3XZtqPQARERE5NS1YsCD55ZdfbtqpU6fDPp8vDeDee+/duJUdBgAAIABJREFUHv66P2zMmDFfTpgwIWXWrFmnB4P/z96dhzV15f8Df98EQggJCIiskrCFJAQDZVEoqCgUKNWpIoPF1qW1Ujutda1TW7fWsTqV1tKpuEx1hrrWpY5LXbDiSrWNC8i+aACRUkEgCXuS8/sD4hcRcflp7XJez9OHy73nnnPuvTz1k08+ydlVtmnTpmvTp08Xzpgxg+Xq6tq2bds2FQBMnDix9u233xbOmzfP0DPDOnv2bNf29nbWiBEjxADwzDPPaLdu3Vpx9OhR/rJly5zZbDZhs9lk9erV5cayijVr1pS/9tprbq2trUxERIQ6ISHhjnkBnRlsBweH9sDAwCYACA8P1+7bt88mODi4BQBWrFhxY9q0aa4SiURGCGFcXFzaMjMzS+91TwYOHKg7cOBAaWxsrBePx1OtX7/e3tPTs1UikVgCwMKFC6tmzpz5S3x8vMfevXutw8LCNObm5g/1/Xrr16+vnDp1qqtYLJbp9Xpm8ODBmtDQ0Iqe7QIDA7WJiYluKpWKGx8fXzd06NBmAPjggw+qRo4cKTYYDDA1NSWpqakVYrG4vfu5DQ0N7BdeeMGzra2NAYBly5ZVAkBaWlrFpEmTRJ9//rmDra2tLj09XdXXXMeOHavOy8vjBgUFSQCAx+MZtmzZcs3ExKTP7PmTxvRW40NRFPW4BAYGEqVS+bSnQVF/SAzDXCCEBD7q+dnZ2SqFQlF7/5bUn01qaqqtUqm0SE9Pvyuw/rPIzs7ur1AoRL0doyUcFEVRFEVRFPUQaAkHRVEURVEUdYcZM2bUAah72vP4raIBNEVRT9SVqkaI/n7wVxtPtSLuVxuLoiiK+nOiJRwURVEURVEU9RBoAE1RFEVRFEVRD4EG0BRFURRFURT1EGgNNEVRT5QvcxVKbtKvOOJdX9NKUdRvVGlpqemECRPcbt68acpisTBp0qSbCxcu/OVJjXfgwAFBSkqKfV/fw0xRD4IG0BRFURRFAQB8/+sbcP9WD+7KpCsX+jpuamqKlJSU62FhYc319fUsf39/2fPPP68OCAhofZzzAICOjrtW4f7d0+l0MC6dTf26aAkHRVEURVFPhVAo7AgLC2sGAGtra4OHh0dLRUXFHctC63Q6uLi4+BoMBtTW1rJZLFbAoUOH+AAQEBDgnZuba6ZWq1kJCQkiuVwulUqlss2bN/cDOhcDiY2NdR8xYoRneHi4uHu/J0+e5EmlUll+fj5n2LBhnhKJRCaRSGQCgcDviy++sC0qKuIEBAR4y2QyqUwmk2ZkZFgAnVnsoKAg7+eff95dJBLJ33zzTee0tDQbX19fqVgsluXl5ZkBnUuER0dHe8jlcqlcLpcePXrUouf1p6am2o4cOdIjPDzcSyQSyefMmeNoPLZmzRobX19fqUQikSUlJQmNy43zeDz/mTNnOg0aNEjy/fff8998801nDw8PH7FYLJs2bZoLABQXF3NCQkLEYrFYFhISIi4pKeEAQHx8vGjy5MkD/f39JS4uLr6bNm2yNo63cOFCe7lcLhWLxbJZs2Y5AUBRURHH3d3dZ/z48UJPT0+fZ5991kur1TL/3w/+D4AG0BRFURRFPXVFRUWc/Px83rBhw7Td95uYmMDNza314sWL3IyMDL5MJms+ceIEv6Wlhfn55585crm8bcGCBY4RERHq3NzcgtOnTxd98MEHLmq1mgUAFy9e5G/btu3auXPnio19ZmRkWLz55pvCffv2lcpksvaTJ0+WFhYW5m/YsEHl6OjYnpSU1ODk5KQ7ffp0cX5+fsGOHTuuzpo1y9V4fmFhoXlaWlplQUFB3q5du2yLi4u5V65cKXjllVdqU1JSBgBAcnLywNmzZ9fk5uYWfPvtt2VvvPGGqLfrzsnJsdi5c+fV3NzcvH379tmcOnWKd/HiRe6uXbtslEplYWFhYT6LxSJr1661BYCWlhaWXC5vycnJKfTz82v57rvvrEtKSvKKi4vzly9fXg0Ab7zxhmtSUlJdcXFxfmJiYt306dMHGserqakxVSqVhf/73/9KFi9e7AwAe/bssSwtLeXm5OQUFBQU5F++fJlnfJFSUVHBnTFjxi+lpaV5VlZW+vT0dOveruPPhub9KYp6ovLMOPB1c71/wwdwZdKVx9IPRVG/LY2NjayxY8d6rFixotLGxsbQ83hoaKjm+++/F1y7ds1s3rx51V999ZXdqVOntAqFogkATpw4YXnkyJF+qampDgDQ1tbGlJaWcgAgPDxcbW9vrzf2VVpayn3zzTdFGRkZxSKR6HZdR3V1tcnkyZPdtm/fXmZra6uvq6tjv/baa8L8/HxzFouF8vJyM2NbX1/fJqFQ2AEArq6ubbGxsY0AoFAoWk6ePCkAgLNnz1qWlJSYG8/RarXs+vp6lrW19R3XFxYWpnZwcNADQFxcXP2JEyf4JiYmJDc3l6dQKKQA0NrayhowYIAOANhsNiZPnlwPADY2NnozMzPD+PHjhXFxcY2JiYmNAHDp0iWLQ4cOlQHA9OnTby1dutTFON7o0aMb2Gw2AgICWuvq6kwB4PDhw5anTp2ylMlkMgBobm5mFRYWct3d3dudnZ3bQkNDWwDA39+/WaVSmYGiATRFURRFUU9PW1sbExcX55GQkHBr0qRJDb21GT58uHbNmjV2NTU1nE8//bTqs88+c/j+++8FYWFhGgAghGDXrl2lCoWirft5Z86cseDxeHcErAMGDOhoa2tjnTt3jicSiRqBzjKR+Ph49/nz598ICgpqBYB//OMf9gMGDOjYvXv3NYPBAHNz89v14WZmZsS4zWKxwOVyiXFbr9czxjkplcoCPp9P0AeGYe76nRDCJCQk1H355ZdVPdtzOByDse7Z1NQUly9fLti3b5/l9u3brdPS0gZ0z7T3xjhX4xyNP2fOnFk9b9682u5ti4qKOBwO53Z7NptNWlpaaPUCaAkHRVEURVFPicFgwPjx44Visbh1yZIlNfdqN3z48KaLFy/yWSwW4fF4xMfHpzk9Pd0uIiJCCwARERHqlJQUe4OhM1Y+e/as+b36srS01B86dKhk8eLFzgcOHBAAwN/+9jcXmUzWPG3atHpju8bGRrajo2MHm83GmjVrbPV6/b267FVYWJh65cqVA4y/Z2Vl9TqnM2fOWNbU1LC1Wi3z3Xff9Rs2bJg2JiZGfeDAAeuqqioTAKipqWEXFxdzep7b2NjIunXrFjsxMbFx7dq1lQUFBTwA8Pf3b/r3v/9tDQDr1q2zCQwM1PY8t7vY2Fj1119/3b+xsZEFANeuXTM1jk31jt4ciqKeKI9q4JuPdY+lr4KPpfdtIy0seCxjURT15GVkZPD37t1r6+Xl1SKRSGQAsHTp0ipjKYKRubk5cXBwaA8MDGwCgPDwcO2+fftsgoODWwBgxYoVN6ZNm+YqkUhkhBDGxcWlra+vqhs4cKDuwIEDpbGxsV48Hk+1fv16e09Pz1aJRGIJAAsXLqyaOXPmL/Hx8R579+61DgsL05ibm99VWtKX9evXV06dOtVVLBbL9Ho9M3jwYE1oaGhFz3aBgYHaxMREN5VKxY2Pj68bOnRoMwB88MEHVSNHjhQbDAaYmpqS1NTUCrFY3N793IaGBvYLL7zg2dbWxgDAsmXLKgEgLS2tYtKkSaLPP//cwdbWVpeenq7qa65jx45V5+XlcYOCgiQAwOPxDFu2bLlmYmLSZ/b8z4wxpu8piqKeBDnXnOwUiX618WgATf2ZMAxzgRAS+KjnZ2dnqxQKRe39W1JPQmpqqq1SqbRIT0+/K7Cmnr7s7Oz+CoVC1NsxWsJBURRFURRFUQ+BlnBQFEVRFEU9BTNmzKgDUPe050E9PBpAUxT1RKkFrjg+/Mtfbbzjbxy/vf23tSN+tXEpiqKoPw9awkFRFEVRFEVRD4EG0H8wDMP0+VU1fZwXyDBM6j2OqRiG6f+I/b7IMIzsAds+0tx/qxiGGc4wzIFfcbyHek4MwzgxDLOra9uPYZjnn9zsKIqiKOqPgwbQFACAEKIkhMx4Al2/COCBAujHgWEY9q811u8dIeQGIWRc169+AGgATVEURVEPgNZA/0ExDDMcwBIAtQDkAC4AeJkQQhiGCQLwOQALAG0ARgIIADCXEPICwzC2ALYBsAPwIwCmW78vA5gBgAPgPIA3CSH6ruzx5wBeANAC4C8APACMBjCMYZgPAMQTQsq69eUGYCs6/w4Pd9vPAPgngFgABMAyQsiOPvYPB7AYQDU6A8E7AnaGYdIABAEwB7CLELK4a/8iAKO69mcBSO66Pye6ri0CQD8ArxFCTjMMcx7Aq4SQvK7zTwCYA4ANYHVXPy0AphBCivp4Ng/VD8Mwk7vuI6/rnn5LCHn3Ht3PYxgmoms7iRBSyjDMfwAcIIQYs81aQgifYRgRgAMAngHwIQBzhmHCAHzctf8LAL7ofD5LCCH/e8i5AACIvgat9Z/21eSJSUm8/7hzdvxqbxJQFNVDc3MzM3jwYEl7ezuj1+uZUaNG1X/22Wc3erZLTU21HT16tLr70tu9+fDDDwfMmjWrViAQ3PWdzfHx8aJz584JBAKBHgA2btx4zbhE9ZPA4/H8m5ubLz2p/qmniwbQf2z+AHwA3ABwFsCzDMP8CGAHgERCyE8Mw1iiM1jrbjGAM4SQDxmGiQMwDQAYhpECSATwLCGkg2GYNQAmAEhHZzB+jhDyPsMw/wTwOiFkGcMw+9AteOvhcwBphJB0hmH+1m3/WHQGwgoA/QH8xDDMKQCh99gPAMEA5ISQa72M8z4h5FZXdvp7hmEGEUJyAPyLEPJh17V9jc7gf3/XOSaEkOCusobFACIBbAfwVwCLGYZxBOBECLnQdQ+HEkJ0DMNEAlgOIL6XeRg9Sj9+6HyebQCKGIb5ghBS2Uvf6q55T0RnMP5CH/MAABBC2rteTAQSQt7quh/LARwnhLzKMEw/AD8yDHPsQefCMMw0dP3dWPPuuSAYRVG/MQUSacD9Wz04aWHBhb6Oc7lccubMmSIrKytDW1sbExQU5P399983jhw5sql7u82bN/f38/NruV8AvW7dOvvXX3/9Vm8BNAAsW7bs+pQpU+p7O/a4GAyG20tk/1F0dHTA1NT0aU/jN4WWcPyx/UgIuU4IMQC4DEAEwBtANSHkJwAghKgJIT2XiRsKYHPX8YMAjP+zMWaqf2IY5nLX7+5dx9rRmbUEOrPdogeY37PozHQDwNfd9ocB2EYI0RNCagCcRGcG+V77jdfaW/AMAH9lGOYigEvofEFhzFBHMAxznmGYKwBGdB0z2tPLtXwDIMHYJ4CdXdtWAHYyDJML4LMe/fTmUfr5nhDSSAhpBZAPQHiPvrd1+xlyn3n05TkAf+96zicAcAG4PuhcCCHrCSGBhJBAC7O7Vp+lKIoCALBYLFhZWRkAoL29ndHpdF1vNv6fTZs2Wefm5vImTpzoLpFIZFqtlvnf//4nkEqlMrFYLEtISBC1tLQwy5YtG/DLL7+YDhs2TDx48GDxo8xn2LBhnufPnzcHAKlUKps7d64jALzzzjtOn376aX8AWLhwob1cLpeKxWLZrFmznACgqKiI4+7u7vPyyy+7+vj4yMrKym7/j6+6utrEz89Psn37dquZM2c6SSQSmUQikQ0YMGDQuHHjRAAQGRnp4ePjI/X09PRZtWrV7c+y8Hg8/+nTpzv7+PhIQ0NDxZmZmbzg4GBvFxcX3y1btlgBgE6nQ3JysotxTp988sldn4UpKiriuLm5+YwdO1YkFotlMTEx7hqNhgUAp0+f5gUFBXn7+PhIw8LCvMrLy00BIDg42Putt95yDgoK8l62bJn9xo0brb28vHy8vb1lgYGB3kDnOwjjxo0TicVimVQqle3fv18AdL5j8Nxzz3mEh4d7CYVC+RtvvOFinMuePXss/fz8JDKZTBobG+tuXD7c2dnZd9asWU4ymUwqFotlly5d4j7KM/y10Az0H1tbt209Op83g87yh/vprQ0D4L+EkPd6OdZB/u8lt3GsB3GvcXpzr/0A0NTbzq4ykbkAgggh9V3lDFyGYbgA1qAz61rJMMwSdAaJRsZ7d/taCCFVDMPUMQwzCJ2Z+OSuNh8ByCSEjOkqizjRxzwftZ/enmWv3feyrUPXi+Wuf5keJKJl0Flyc0cpCsMwgx9iLgAAazMHJLrNf4Ahn47rfz/90Oe4rAh/AjOhqD8nnU4HuVwuq6ioMJs0adIvI0aMuOP/51OmTKlPS0sbsGrVqsqhQ4c2Nzc3M8nJyW5Hjx4tGjRoUNuYMWNEn3zyid2iRYt+SUtLsz958mSxo6Njz8QQAGDp0qXOH3/8sWN4eLjmX//613Vzc/M7/g169tlntcePH+d7eXm1sdlscu7cOT4AnDt3jv/qq6+W79mzx7K0tJSbk5NTQAhBZGSk56FDh/ju7u7tKpWKu2HDBtXmzZtvrypYWVlpEhcX57l06dIbY8aMUY8fP74RwI26ujp2SEiI9zvvvPMLAGzZskVlb2+v12q1jL+/v+zll1+ud3Bw0Le0tLAiIiI0aWlpVVFRUR4ffPCB8+nTp4svXrzInTJlituECRMaV69e3d/Kykqfm5tb0NLSwgQFBUlGjRqllkgkdyz7rVKpuOvWrVM999xzTQkJCaJPPvnE7v333/9lxowZrgcPHix1cnLSbdiwwXru3LnOO3fuVAGdS4X/9NNPRQAgFotlR48eLXZzc+uora1lA8DKlSsHAEBxcXH+pUuXuM8//7xXWVlZLgDk5+fzsrOz883NzQ2enp7yuXPn1lhYWJDly5c7njp1qtjS0tLw/vvvO3z00Uf2q1atqgaA/v376/Lz8wtWrFhht2LFCvsdO3aUP/pf1pNFM9B/PoUAnLrqoMEwjIBhmJ4B0Cl0lmaAYZhYANZd+78HMI5hmAFdx2wYhrlXJtRIA0Bwj2NnAYzv2p7QY/xEhmHYDMPYoTMj/mMf+/tiic7gupFhGHt01k8D/xcs1zIMwwcwrreTe7EdwLsArAghV7r2WQGo6tqe/Cv301Nit58/dG2r0PnOAdBZm97b+3A9n9MRAG8bU0EMw/g/4nwoiqL6ZGJigsLCwvyKioqcixcvWvz00099Zh6zs7O5Li4ubYMGDWoDgMmTJ9edOXPmXv/O3Pbpp59WXb16NTc7O7ugvr6evXDhQoeebYYPH645c+aMICMjQ/Dcc881Njc3szUaDev69etmCoWi7fDhw5anTp2ylMlksq5MM7ewsJALAI6Oju3dS090Oh0zYsQI748//vj6mDFj1Mb9BoMB48aNc/vb3/5WEx4e3gwAK1eutPf29pYFBARIf/75Z9O8vDwuAJiampJx48apAcDHx6clLCxMY2ZmRoKDg1uqqqo4AHDs2DHLb775xlYikcj8/f2l9fX1Jvn5+XfdQwcHh/bnnnuuCQBeeeWVuqysLH5OTo5ZSUmJ+YgRI8QSiUT2ySefON64ceP2vxEvvfTSLeN2YGCgdsKECaKUlJT+Ol3n65OsrCz+xIkT6wDA39+/1cnJqf3KlStcAAgLC1Pb2trqeTwe8fT0bC0rKzM7ceKERVlZGTc4OFgikUhk27dvt62oqLid1ElKSqoHgODg4ObKykqz+z3Tp4lmoP9kuupdEwF8wTCM8cNqkT2aLQWwravs4SSAiq5z87s+DHiUYRgWgA4AfwPQ1yvE7QA2MAwzA8C47h8iBPAOgK0Mw7wDYHe3/d+is/wgG51Z1HcJIT8zDHOv/ZI+rjebYZhLAPIAXEVn0A5CSAPDMBsAXEFngPlTH9fQ3S501m5/1G3fPwH8l2GY2QCO93rWk+unJ7OuDymyALzUtW8DgP911b9/j96z9Zn4v5KNj7vmtRpATlcQrcID1FNTFEU9qv79++vDwsI0+/fvtwoKCmq9V7tHrS8WCoUdAGBubk5effXVupSUFPuebYYOHdr82muv8U6dOtUWHR2trq2tNVm9enV/X1/fJuPYM2fOrJ43b15t9/OKioo4PB7vjrprNptNfH19mw4dOmQVFxd3+2ta58yZ4+To6Nj+zjvv1AHAgQMHBCdPnhQolcpCgUBgCA4O9m5paWEBgImJCWGxOnOdLBYLZmZmpKtv6PV6pmtOTEpKSkV8fLwafehZGsMwDAghjKenZ8vly5cLezuney351q1bK44fP26xb98+Kz8/P5/Lly/n9fUsOBzO7YNsNpt0dHQwhBCEhYWp9+/f32vJJZfLJcbr1ul0fb3r/NTRDPQfDCGE3/XzBCHkhW773yKE/Kdr+ydCyBBCiKLrp7Z7e0JIHSHkOULIM4SQWYQQISGktuvYDkKIHyFkECEkgBByrvu4Xdu7CCGTu7bPEkJkhBD/HsEzCCHXCCEhhJAgQsiKbnMnhJB5hBA5IcSXELLjPvvvuNZe7slkQoiUEBJHCBnb7T58QAjxJIREEkKmEEKWdO0fTghRdm3XEkJE3fqqIYSYEEKWdtv3AyFETAh5lhCy0Ni+r3k9ZD//IV0f7uv6/QVCyIle+hQRQpYSQgZ33dPSbmMNIYQEE0Le63afVYQQedf2ra5z/LqecQshJLnrPsu7/W080FwoiqIexI0bN0yM5QBarZY5ceKEpVQqvSt45vP5+sbGRjYA+Pn5tVZVVXFyc3PNACA9Pd02PDxcAwAWFhZ6Y01tT8baXoPBgD179vSTSqV3fQMHl8sljo6OHfv27bOOiIhoCg8P13z55ZcOzz77rBYAYmNj1V9//XV/4xjXrl0zraqq6jUZyTAMvvnmG1VxcTF3wYIFDgCwbds2qxMnTlhu3Ljx9gevGxoa2FZWVnqBQGC4dOkSNzs72+Jh7mFUVFRjWlqaXVtbGwMAOTk5Zmq1+q57UF1dzTl27JgFAGzdutUmNDRUO2jQoNZbt26ZGPe3tbUxSqWy13cA8vLyzEaMGNG0evXqG9bW1rqrV69ywsLCtJs3b7YxjltdXc0ZNGjQPV/8DB8+vEmpVPKNz06j0bBycnJ+05nme6EZaIqinqhaRo1/c79/2tN4vJb0fj1Lliz5dedBUb9zlZWVppMnT3bT6/UghDB/+ctfbr300kuNPdtNnDix9u233xbOmzfPoFQqC9auXatKSEjw0Ov1UCgUzXPnzr0JAJMmTaqNjY31GjBgQMf58+eLu/eRmJjoduvWLRNCCCOTyZrT09N7ffc0JCREc+rUKUuBQGCIiorSTps2zTQiIkILAGPHjlXn5eVxg4KCJADA4/EMW7ZsuWZiYtJrKtbExAT79u27GhkZ6blixQr9t99+a/3LL7+Y+vn5SQEgJiam4eOPP65ev369nVgslnl4eLQqFIpeP9NzL7NmzapVqVRmvr6+UkIIY2Nj0/Hdd9+V9Wzn7u7eunHjRts333xT6Obm1jZ37tybXC6XbN++vWzGjBmuGo2GrdfrmenTp9cEBgbeFQTPmjXLRaVSmRFCmLCwMPWQIUNa/Pz8Wl955RWhWCyWsdlsrFu3TtWzrrw7Jycn3bp161Tjx493b29vZwBg8eLFVcZynN8T5lHfCqEoinoQTk5OZNq0aU97Gr8KGkBTvzaGYS4QQgIf9fzs7GyVQqGovX9L6vesqKiI88ILL3iVlJTkPe25/J5kZ2f3VygUot6O0RIOiqIoiqIoinoINICmKIqiKIr6A/P29m6n2efHi9ZAUxT1RAkEdQgf+vX9G/4BfH/8/tc5csRdpYkURVHU7wzNQFMURVEURVHUQ6ABNEVRFEVRFEU9BFrCQVHUE3UVHpjAbH3a0/jtyLz8QM1+jvB7whOhKIqiHhXNQFMURVEU9dQ4Ozv7isVimUQikcnlcmlvbb7++ut+Fy5c6HOJbwBITU21ValUpr0d27hxo7Wnp6cPi8UKOHXqFK/7sffee8/B1dVVLhKJ5Lt377Z8tCt5MPHx8aJNmzZZP8kxqCePZqApiqIoigIAfPnG8YDH2d/f1o648CDtTp48Wezo6Ki71/G9e/f20+l0jQEBAfdc5Q4ANm/e3N/Pz69FJBJ19Dzm5+fXsnv37tLXX39d1H3/hQsXuHv27LEpKirKKy8vN42KihL/5S9/yTUxefwhUkfHXdP6Xevo6ICpaa+vV/7waAaaoiiKoqjfrIyMDItjx471++CDD1wkEoksLy/PLCsry1yhUEjEYrEsKirK4+bNm+xNmzZZ5+bm8iZOnOgukUhkWq2W6d7PM88806pQKO5a8W7Xrl39xo4de8vc3JxIJJJ2oVDYduLEiTuW0/73v/9tPXXqVBcA+Oijjwa4uLj4Ap3LWwcEBHgDwOnTp3lBQUHePj4+0rCwMC/j0uHBwcHeb731lnNQUJD3smXL7Lv3+8477zjFx8eLMjMzeRKJRCaRSGRisVjGMEwAAKSkpPSXy+VSb29vWXR0tIdGo2EBnVnsCRMmuA4ePFjs4uLie/DgQX5CQoLI3d3dJz4+XmTsf8+ePZZ+fn4SmUwmjY2Nde9tmfPg4GDvV199daC/v7/Ey8vLJzMzkwcAarWalZCQIJLL5VKpVCrbvHlzP6Azyx8bG+s+YsQIz/DwcHF5eblpYGCgt0QikXl5efkcPnyYDwDr1q2zEYvFMi8vL5/p06c7G8fj8Xj+b7/9trO3t7dMoVBIKisrTYDOZd2jo6M95HK5VC6XS48ePWoBALNnz3ZKSEgQBQcHe7u4uPguW7ZswAP94TxhNANNUdQTxVJ3gHuk6mlP43dH9JD3TLUi7gnNhKKevJEjR3oxDIMpU6bcnDt37h0rI0ZFRTVFRkY2vPDCC41TpkypBwCxWCz77LPPKuLi4rQzZ850mj9/vtPGjRsr09LSBqxatapy6NChzQ86dlVVFWfIkCFa4+9OTk7tlZWVHAC3l9R+7rnnNKtXr3YAgLNnz/L79eunu3btmunx48f5Q4YM0ba1tTEzZsxwPXjwYKmTk5Nuw4YN1nPnznXeuXOnCgAaGhrYP/30UxHQGfwCwBtqbY6wAAAgAElEQVRvvOGiVqvZO3fuVLFYLBQWFuYDQHJysktERIQaACZMmFA/Z86cWgCYMWOGU2pqav/333//FwBobGw0+eGHH4q3bt3aLzEx0ev48eOFAQEBLYMGDZJmZWWZu7m5dSxfvtzx1KlTxZaWlob333/f4aOPPrJftWpVdc970NzczLp06VLhoUOH+NOmTXMrKSnJW7BggWNERIR6586dqtraWnZgYKB09OjRagC4ePEiPycnJ8/e3l6/ePFi+5EjRzauXLnyZ51OB41Gw1KpVKZLlixxvnDhQoGdnZ0uPDxc/PXXX/d75ZVXGlpaWlghISHaL774ouqNN95w+eKLL+z++c9/VicnJw+cPXt2TXR0tLakpIQTHR3tdfXq1TwAKC0t5WZlZRU1NDSwpVKpfN68eTfNzMye6lLaNICmKIqiKOqpOXv2bKFIJOqoqqoyGTFihNjHx6c1NjZWe6/2dXV1bI1Gw46Li9MCwOuvv16XkJDg/qjjE3J3HMYwzB07XV1ddc3Nzaz6+nrWjRs3OAkJCXVHjx4VnDlzhj927NiGnJwcs5KSEvMRI0aIAcBgMMDOzu52vcZLL710q3t/K1ascHzmmWeatm3bVt59/7///W/rnJwc3unTp4sB4MKFC+aLFi1y1mg07KamJvawYcMajW3j4uIaWCwWnnnmmWZbW9uO4ODgFgAQi8UtZWVlZuXl5ZyysjJucHCwBAA6OjqYgICAXu9rUlLSLQCIjY3VarVaVm1tLfvEiROWR44c6ZeamuoAAG1tbUxpaSkHAMLDw9X29vZ6ABgyZEhTcnKyqKOjgzVu3Lj60NDQloMHD1oOGTJE4+TkpAOAxMTEWydPnuS/8sorDaampmT8+PGNABAQENB07NgxSwA4e/asZUlJiblxTlqtll1fX88CgOeee67B3NycmJub62xsbDquX79u4uHh8VTrYWgATVEURVHUU2OsV3Z2dtbFxcU1/PDDDxZ9BdCPm4uLizHjDAC4ceMGx8XF5a7gLCAgoOnLL7/s7+Hh0RoREaFdv359/wsXLvDXrFlzvaysjOPp6dly+fLlwt7GEAgEhu6/+/n5NeXk5PBqamrYxkBUqVRyly9f7nTmzJkiY/31tGnT3Hbt2lUaEhLSkpqaanvy5EmBsQ8ul0sAgM1mg8Ph3A74WSwWdDodw2azSVhYmHr//v3X7ncPGIa563dCCHbt2lXas+zlzJkzFjwe7/b1xMbGak+dOlW0e/duq8mTJ7vNmDGjxsrKSn+vsUxMTAiLxTJuQ6fTMUDnCxmlUlnA5/PvekXTPdvMZrNvn/M00RpoiqIoiqKeCrVazTJmGdVqNSszM9Ny0KBBLT3b8fl8vVqtZgGAra2t3tLSUm+stf3qq69sQ0JCtMZ2jY2N7IeZQ3x8fMOePXtsWlpamMLCQo5KpeIOHz68qWe78PBwzZdffmkfHh6uDQ0Nbc7KyhJwOByDra2tftCgQa23bt0yOXbsmAXQma1VKpX3/NaQmJgY9Zw5c36Ojo72qq+vZ9XV1bGTkpLcN23adM2YtQU6SytcXV072tramO3bt9s8zHUNHz68SalU8nNzc80AQKPRsHJycsx6a7tt2zZrADhy5AhfIBDobW1t9REREeqUlBR7g6EzVj579qx5b+cWFxdznJ2dO+bMmVP78ssv1168eJE3dOjQpvPnzwuqq6tNdDoddu7caTN8+PA+XxSFhYWpV65cebu+OSsrq9fxfitoBpqiqCfK19kKSlqfS1FUL65fv24yZswYTwDQ6/VMfHx83bhx49Q9202YMOHW9OnTRWvXrrXftWtX2aZNm65Nnz5dOGPGDJarq2vbtm3bVAAwceLE2rfffls4b948Q89sZnp6er958+a51tfXm4wZM8ZLKpU2nzlzpiQwMLD1xRdfvCUWi33YbDY+/fTT8t6+gWPkyJHad955hxMZGakxMTGBo6Nju5eXVyvQmQ3evn172YwZM1w1Gg1br9cz06dPrwkMDLznt4a8+uqr9Wq1mhUTE+P58ssv1924ccMsOTlZZDxeWFiY//e///1GcHCw1NnZuV0qlTZrtdoHfnHg5OSkW7dunWr8+PHu7e3tDAAsXry4atCgQXd9kNLa2lrv7+8v0Wq17PXr118DgBUrVtyYNm2aq0QikRFCGBcXl7bMzMzSnuceOXJEkJqa6mBiYkJ4PJ5+y5Yt14RCYceiRYuqhg0bJiaEMCNHjmx8+eWXG/qa7/r16yunTp3qKhaLZXq9nhk8eLAmNDS04kGv99fG9Fb7Q1EU9bgEBgYSpVL5tKdBUX9IDMNcIIQEPur52dnZKoVCUXv/ltQfVXBwsPfDfvDyzyI7O7u/QqEQ9XaMlnBQFEVRFEVR1EOgJRwURVEURVF/Uj/++GPR057D7xHNQFMURVEURVHUQ6ABNEVRFEVRFEU9BBpAUxRFURRFUdRDoAE0RVEURVEURT0EGkBTFEVRFPXUJCQkiGxsbBReXl4+3ffX1NSwQ0NDvYRCoTw0NNTr5s2bd30HclZWlvmOHTus7jfGgQMHBBkZGRa9HUtLS7MRi8UysVgs8/f3l/zwww+3F/DYtWuXpUgkkru6usoXLFjg8CjX96BSU1NtJ06c6Pokx6AeH/otHBRFURRFAQBSEl8IeJz9zdlx4ML92rz66qu177zzzi9Tpkxx675/8eLFjsOHD9csX768ZMGCBQ6LFi1ySEtLq+reRqlU8pRKpUViYmJjX2McP35cwOfz9VFRUXetMOjp6dl29uzZIjs7O/0333xjmZycLMzJySnU6XSYNWuW65EjR4rd3d07FAqFND4+viEgIOCei6M8qo6Ou1YO/10zGAwghIDNfqhFIX9XaAaaoiiKoqinJjY2VmtnZ6fruf/w4cP9kpOT6wAgOTm57tChQ9bdj7e2tjIff/yx0/79+60lEolsw4YN1jU1NezIyEgPsVgsUygUkvPnz5sXFRVx0tPT7dauXWsvkUhkxiXAjaKioprs7Oz0ABAREdH0888/cwDgxIkTFkKhsE0mk7VzuVwyduzYW7t27erX/dyqqioTHx8fKQD88MMP5gzDBJSUlHAAYODAgXKNRsO6ceOGSXR0tIdcLpfK5XLp0aNHLQBg9uzZTi+99JLw2Wef9Ro7duwdLx62b99u5efnJ6murjaRSCQy439cLveZgwcP8jMzM3n+/v4SqVQq8/f3l2RnZ5sBnVnsyMhIjxEjRng6Ozv7Ll++3G7JkiX2UqlUplAoJDU1NWwAyMvLMwsPD/fy8fGRBgQEeF+6dOmuZcdnz57t9OKLL7oNGTJELBQK5SkpKf2NxxYuXGgvl8ulYrFYNmvWLCcAKCoq4ri7u/u8/PLLrj4+PrKysjJOfHy8yMvLy0csFsuWLl06AOh810ChUEjEYrEsKirKw/jOQnBwsPf06dOdfX19pSKRSG58TjqdDsnJyS7G8T755JP+QOe7CsHBwd4xMTHubm5uPqNHj3YzLjv+a6AZaIqiKIqifnPq6upMhEJhBwAIhcKOW7du3RGzcLlc8t57791QKpUW6enpFQAwadKkgQqFovnYsWNl+/btE0yaNMmtsLAwf+LEiTf5fL7+ww8/rOlrzC+++KJ/REREIwBUVlZynJ2d243HXFxc2s+fP39H8O3s7Kxra2tj3bp1i5WZmcn38fFpPnbsGJ8QorW1tdUJBAJDUlKScPbs2TXR0dHakpISTnR0tNfVq1fzACAnJ4d3/vz5Qj6fT1JTU22BziXHP//8c/uMjIwSOzs7fWFhYT4AbN261SolJcUhMjKyqampifnxxx8LTU1NsXfvXsG7777rcuTIkTIAKC4uNs/Ozs5vaWlheXt7yxcuXFhVUFCQ/9prrw1ct26d7aJFi36ZOnWqcP369eW+vr5tx48ft5g+fbrruXPninvej4KCAvMLFy4UaDQatr+/vyw+Pr7x4sWL5qWlpdycnJwCQggiIyM9Dx06xHd3d29XqVTcDRs2qDZv3lxx+vRpXnV1tWlJSUkeANTW1rIBYPLkyW6fffZZRVxcnHbmzJlO8+fPd9q4cWMlAOh0OubKlSsFO3bssPrwww+dYmJiilevXt3fyspKn5ubW9DS0sIEBQVJRo0apTbO7/Lly1dFIlFHQECAJCMjgx8dHa198L+yR0cDaIqiKIqi/hB+/PFHwe7du0sBYPTo0Zpp06aZ1NXVPVAdwf79+wWbN2/un5WVVQgAhJC72jAMc9fOwMBA7bFjx/hnzpwRvPvuu9WHDx+2IoRgyJAhWgA4e/asZUlJye26aq1Wy66vr2cBQExMTAOfz7/dZ1ZWliA7O5uXmZlZbGNjczudeuXKFbP333/fJTMzs9jMzIxUVlaaJCYmuqlUKi7DMKSjo4Mxtg0NDdVYW1sbrK2tDXw+X5+QkNAAAL6+vs05OTm8xsZG1qVLl/gJCQkexnPa29tvn99dbGxsA5/PJ3w+XxcSEqI+ffq0xenTp/mnTp2ylMlkMgBobm5mFRYWct3d3dsdHR3bR44c2QQAEomkrbKy0mzSpEkDR40a1ThmzBh1XV0dW6PRsOPi4rQA8Prrr9clJCS4G8dLSEio77qGpnnz5nEA4NixY5aFhYW8ffv2WQOARqNh5+fnczkcDvH19W3y8PDoAAAfH5/msrIyzj0f8GNGA2iKoiiKon5zbG1tdeXl5aZCobCjvLzc1MbG5q4yj54eNOjt6fz58+Zvvvmm8ODBgyUODg56AHB1dW2vqqq6HZBdv36d4+TkdFexclhYmPbUqVOC69evcyZMmNCQkpLiAICMGjWq0TgnpVJZ0D1QNrKwsLij5sDV1bWtoqLCLDc3lzt06NBmAFCr1ay//vWvHmlpaeUikagDAObPn+88bNgwTUZGRllRURFnxIgR3sY+OBzO7XFYLBa4XC4xbut0Okav10MgEOiMme2+MAxz1++EEMycObN63rx5td2PFRUVcXg83u3rsbOz0+fm5uZ/++23lmvWrBmwY8cOm7Vr11b2NZ5xriYmJtDr9QwAEEKYlJSUivj4eHX3tgcOHBCYmZndvlY2mw2dTtfrC4EngdZAUxRFURT1mxMdHd2wbt06WwBYt26dbUxMTEPPNpaWlnqtVns7lhkyZIhm06ZNtkBngGVtba2zsbExCAQCvUaj6TUTXVJSwklISPDYuHHjtUGDBrUZ9w8bNqxJpVJxCwsLOa2trcyePXts4uPj75pDVFSUZvfu3TZubm5tbDYb/fr102VmZlpFRkZqASAsLEy9cuXKAcb2WVlZ5j37MHJxcWnfvXt36ZQpU9yUSiUXAMaPHy+aMGFCbUxMzO3SBLVazXZxcWnvujf979Vfb2xsbAwuLi7tGzdutAY6P/DX/ZtHujt06FC/5uZm5ueff2afO3dOEBYW1hQbG6v++uuv+zc2NrIA4Nq1a6ZVVVV3JWSrq6tN9Ho9Jk+e3LBs2bKqK1eu8GxtbfWWlpZ6Y33zV199ZRsSEtJnyUVUVFRjWlqaXVtbGwMAOTk5Zmq1+qnHrzQDTVEURVHUUzNq1Ci3c+fOCerr603s7e0H/f3vf78xa9as2qVLl1aPGTPGQygU9ndycmrfu3dvWc9zY2NjNatWrXKUSCSyOXPmVK9cufJGUlKSSCwWy8zNzQ3/+c9/rgFAfHx8w7hx4zwOHTrUb/Xq1RXdg9EPPvjAsaGhweTtt98WAoCJiQnJzc0tMDU1RUpKSkVMTIxYr9cjKSmpNjAw8K5v4PD29m4HgPDwcA0AhISEaKurqznGDyauX7++curUqa5isVim1+uZwYMHa0JDQyvudT8UCkVbenr61cTERI/U1NTyw4cPW1+9epW7efPm/l39qebPn//z1KlT3VJTUx3Cw8PV9+rrXrZt23b19ddfF65cudJRp9MxY8aMuRUSEtLSs52/v3/TyJEjvW7cuMGZO3dutUgk6hCJRB15eXncoKAgCQDweDzDli1brpmYmNyRYVepVKavvfaayGAwMADw4YcfXgeATZs2XZs+fbpwxowZLFdX17Zt27ap+prrrFmzalUqlZmvr6+UEMLY2Nh0fPfdd3f9LfzamN7e7qAoinpcAgMDiVKpfNrToKg/JIZhLhBCAh/1/OzsbJVCoai9f0vqz2b27NlOD/LByz+y7Ozs/gqFQtTbsaeeAqcoiqIoiqKo3xNawkFRFEVRFEXd4dNPP73xtOfwW0Yz0BRFURRFURT1EGgATVEURVEURVEPgQbQFEVRFEVRFPUQaABNURRFURRFUQ+BBtAURVEURT0VpaWlpoMHDxa7u7v7eHp6+nz00Ue3Fxypqalhh4aGegmFQnloaKjXzZs371oIJSsry3zHjh1W9xvnwIEDgoyMDIt7HRMIBH4SiUQmkUhkc+fOdTQe27Vrl6VIJJK7urrKFyxY4PCo1/kgUlNTbSdOnOj6JMegHh/6LRwURVEURQEArv/9dMDj7M9lRfiFvo53LVZyPSwsrLm+vp7l7+8ve/7559UBAQGtixcvdhw+fLhm+fLlJQsWLHBYtGiRQ1paWlX385VKJU+pVFokJiY29jXO8ePHBXw+Xx8VFdXU2/HAwEBtZmZmafd9Op0Os2bNcj1y5Eixu7t7h0KhkMbHxzcEBATctZjK/6+OjrtWCP9dMxgMIISAze518cc/BJqBpiiKoijqqRAKhR1hYWHNAGBtbW3w8PBoqaio4ADA4cOH+yUnJ9cBQHJyct2hQ4esu5/b2trKfPzxx0779++3lkgksg0bNljX1NSwIyMjPcRisUyhUEjOnz9vXlRUxElPT7dbu3atvUQikRmXkb6fEydOWAiFwjaZTNbO5XLJ2LFjb+3atatf9zZVVVUmPj4+UgD44YcfzBmGCSgpKeEAwMCBA+UajYZ148YNk+joaA+5XC6Vy+XSo0ePWgCdC5W89NJLwmeffdZr7Nixbt373b59u5Wfn5+kurraxJgZl0gkMi6X+8zBgwf5mZmZPH9/f4lUKpX5+/tLsrOzzYDOLHZkZKTHiBEjPJ2dnX2XL19ut2TJEnupVCpTKBSSmpoaNgDk5eWZhYeHe/n4+EgDAgK8L126xO15/bNnz3Z68cUX3YYMGSIWCoXylJSU20uGL1y40F4ul0vFYrFs1qxZTgBQVFTEcXd393n55ZddfXx8ZGVlZZz4+HiRl5eXj1gsli1dunQA0PmugUKhkIjFYllUVJSH8Z2F4OBg7+nTpzv7+vpKRSKR3PicdDodkpOTXYzjffLJJ/2BzncOgoODvWNiYtzd3Nx8Ro8e7WYwGB7k0T4WNANNURRFUdRTV1RUxMnPz+cNGzZMCwB1dXUmQqGwA+gMtG/dunVHzMLlcsl77713Q6lUWqSnp1cAwKRJkwYqFIrmY8eOle3bt08wadIkt8LCwvyJEyfe7GtVvUuXLvG9vb1l9vb2HZ9++mllYGBga2VlJcfZ2bnd2MbFxaX9/PnzdwTfzs7Oura2NtatW7dYmZmZfB8fn+Zjx47xCSFaW1tbnUAgMCQlJQlnz55dEx0drS0pKeFER0d7Xb16NQ8AcnJyeOfPny/k8/kkNTXVFgDS09P7ff755/YZGRkldnZ2+sLCwnwA2Lp1q1VKSopDZGRkU1NTE/Pjjz8WmpqaYu/evYJ3333X5ciRI2UAUFxcbJ6dnZ3f0tLC8vb2li9cuLCqoKAg/7XXXhu4bt0620WLFv0ydepU4fr168t9fX3bjh8/bjF9+nTXc+fOFfe8LwUFBeYXLlwo0Gg0bH9/f1l8fHzjxYsXzUtLS7k5OTkFhBBERkZ6Hjp0iO/u7t6uUqm4GzZsUG3evLni9OnTvOrqatOSkpI8AKitrWUDwOTJk90+++yziri4OO3MmTOd5s+f77Rx48ZKANDpdMyVK1cKduzYYfXhhx86xcTEFK9evbq/lZWVPjc3t6ClpYUJCgqSjBo1Sm2c3+XLl6+KRKKOgIAASUZGBj86Olrb8zqeBBpAUxRFURT1VDU2NrLGjh3rsWLFikobG5tHTiP++OOPgt27d5cCwOjRozXTpk0zqaur67OOIDQ0tKm8vDzHysrKsGPHDqv4+HjP8vLyXELIXW0ZhrlrZ2BgoPbYsWP8M2fOCN59993qw4cPWxFCMGTIEC0AnD171rKkpMTc2F6r1bLr6+tZABATE9PA5/Nv95mVlSXIzs7mZWZmFne/D1euXDF7//33XTIzM4vNzMxIZWWlSWJioptKpeIyDEM6OjqYbtejsba2NlhbWxv4fL4+ISGhAQB8fX2bc3JyeI2NjaxLly7xExISPIzntLe33z6/u9jY2AY+n0/4fL4uJCREffr0aYvTp0/zT506ZSmTyWQA0NzczCosLOS6u7u3Ozo6to8cObIJACQSSVtlZaXZpEmTBo4aNapxzJgx6rq6OrZGo2HHxcVpAeD111+vS0hIcDeOl5CQUG98JvPmzeMAwLFjxywLCwt5+/btswYAjUbDzs/P53I4HOLr69vk4eHRAQA+Pj7NZWVlnD4e9WNFA2iKoiiKop6atrY2Ji4uziMhIeHWpEmTGoz7bW1tdeXl5aZCobCjvLzc1MbGRne/vh406O2ue6CamJjYOHv2bNfq6moTV1fX9qqqqtsB2fXr1zlOTk53FSuHhYVpT506Jbh+/TpnwoQJDSkpKQ4AyKhRoxqNc1IqlQXdA2UjCwuLO14suLq6tlVUVJjl5uZyhw4d2gwAarWa9de//tUjLS2tXCQSdQDA/PnznYcNG6bJyMgoKyoq4owYMcLb2AeHw7k9DovFApfLJcZtnU7H6PV6CAQCnTGz3ReGYe76nRCCmTNnVs+bN6+2+7GioiIOj8e7fT12dnb63Nzc/G+//dZyzZo1A3bs2GGzdu3ayr7GM87VxMQEer2eAQBCCJOSklIRHx+v7t72wIEDAjMzs9vXymazodPpen0h8CTQGmiKoiiKop4Kg8GA8ePHC8ViceuSJUvuKK+Ijo5uWLdunS0ArFu3zjYmJqah5/mWlpZ6rVZ7O5YZMmSIZtOmTbZAZ4BlbW2ts7GxMQgEAr1Go+k1E11RUWFirJ3NzMzkGQwG2Nvb64YNG9akUqm4hYWFnNbWVmbPnj028fHxd80hKipKs3v3bhs3N7c2NpuNfv366TIzM60iIyO1ABAWFqZeuXLl7W8XycrKMu/Zh5GLi0v77t27S6dMmeKmVCq5ADB+/HjRhAkTamNiYm6XJqjVaraLi0t7173pf6/+emNjY2NwcXFp37hxozXQ+Qx++OGHXud06NChfs3NzczPP//MPnfunCAsLKwpNjZW/fXXX/dvbGxkAcC1a9dMq6qq7krIVldXm+j1ekyePLlh2bJlVVeuXOHZ2trqLS0t9cb65q+++so2JCSkz5KLqKioxrS0NLu2tjYGAHJycszUavVTj19pBpqiKIqiqKciIyODv3fvXlsvL68WiUQiA4ClS5dWJSYmNi5durR6zJgxHkKhsL+Tk1P73r17y3qeHxsbq1m1apWjRCKRzZkzp3rlypU3kpKSRGKxWGZubm74z3/+cw0A4uPjG8aNG+dx6NChfqtXr67oHoxu3rzZeuPGjQPYbDbhcrmG9PT0qywWCywWCykpKRUxMTFivV6PpKSk2sDAwLu+gcPb27sdAMLDwzUAEBISoq2urubY2dnpAWD9+vWVU6dOdRWLxTK9Xs8MHjxYExoaWnGve6JQKNrS09OvJiYmeqSmppYfPnzY+urVq9zNmzf37+pPNX/+/J+nTp3qlpqa6hAeHq6+V1/3sm3btquvv/66cOXKlY46nY4ZM2bMrZCQkJae7fz9/ZtGjhzpdePGDc7cuXOrRSJRh0gk6sjLy+MGBQVJAIDH4xm2bNlyzcTE5I4Mu0qlMn3ttddEBoOBAYAPP/zwOgBs2rTp2vTp04UzZsxgubq6tm3btk3V11xnzZpVq1KpzHx9faWEEMbGxqbju+++u+tv4dfG9PZ2B0VR1OMSGBhIlErl054GRf0hMQxzgRAS+KjnZ2dnqxQKRe39W1J/NrNnz3bq64OXfwbZ2dn9FQqFqLdjTz0FTlEURVEURVG/J7SEg6IoiqIoirrDp59+euNpz+G3jGagKYqiKIqiKOoh0ACaoiiKoiiKoh4CDaApiqIoiqIo6iHQAJqiKIqiKIqiHgINoCmKoiiKemqcnZ19xWKxTCKRyORyudS4v6amhh0aGuolFArloaGhXjdv3rxrIZSsrCzzHTt2WN1vjAMHDggyMjIsejt26dIlrp+fn4TD4TyzaNEi++7Hdu3aZSkSieSurq7yBQsWOBj3FxYWcgYNGiQRCoXyuLg499bW1ie2Al5RURHHy8vL50n1Tz0a+i0cFEVRFEUBAJYsWRLwmPu78CDtTp48Wezo6HjHUt2LFy92HD58uGb58uUlCxYscFi0aJFDWlpaVfc2SqWSp1QqLRITExv76v/48eMCPp+vj4qKaup5bMCAAbrPP/+8YteuXdbd9+t0OsyaNcv1yJEjxe7u7h0KhUIaHx/fEBAQ0Dp79myXt956q2batGn1SUlJrp9//nn/+fPn33yQa30YOt19Vy//3dHpdDAx+f2HnzQDTVEURVHUb87hw4f7JScn1wFAcnJy3aFDh+4IcFtbW5mPP/7Yaf/+/dYSiUS2YcMG65qaGnZkZKSHWCyWKRQKyfnz582Lioo46enpdmvXrrWXSCQy4zLSRs7Ozrphw4Y1m5qa3rGy3IkTJyyEQmGbTCZr53K5ZOzYsbd27drVr2vpa8GUKVPqAeDVV1+t279/f7+e8xeLxbLa2lq2wWBAv379/P71r3/ZAsCLL77otnfvXoFOp0NycrKLXC6XisVi2SeffNIf6MyWDx48WDxq1Cg3b2/vOzLP+fn5HKlUKjt58iQvMTFRKJFIZBKJRGZtba2YM2eOY2NjIyskJEQsk8mkYrFYtnIes58AACAASURBVHnz5n5AZxbbzc3NJzExUejl5eUzevRot7179wqeeeYZiVAolGdmZvIAQK1WsxISEkRyuVwqlUpvn9/dgQMHBIGBgd5RUVEeHh4ePklJSa56vR4AsGfPHks/Pz+JTCaTxsbGuhuX+3Z2dvadO3euY0BAgPfGjRutly1bNsDDw8NHLBbLXnjhBXeg8x2Hns8O6FzQJSEhQRQcHOzt4uLiu2zZstvLoq9Zs8bG19dXKpFIZElJSULjCw4ej+f/9ttvO3t7e8sUCoWksrLysUfsv/+XABRF/aZdqWqE6O8HH+lc1Yq4xzwbiqJ+i0aOHOnFMAymTJlyc+7cubUAUFdXZyIUCjsAQCgUdty6deuOmIXL5ZL33nvvhlKptEhPT68AgEmTJg1UKBTNx44dK9u3b59g0qRJboWFhfkTJ068+bCr6lVWVnKcnZ3bjb+7uLi0nz9/nl9TU2MiEAj0pqamAACRSNReU1PD6Xl+YGCg9tixY3wPD482FxeXtjNnzvDfeuutukuXLln897//LV+9enV/KysrfW5ubkFLSwsTFBQkGTVqlBoAcnJyLC5dupQnkUjai4qKOACQnZ1tNn78eI+vvvrqWmhoaMuwYcPKAaC4uJgTHR3tlZycXMfj8QwHDx4stbGxMVRXV5sMHjxYkpSU1NB1PdwdO3ZcDQgIKB80aJB0y5YttkqlsnDr1q39/vGPfzhGRESULViwwDEiIkK9c+dOVW1tLTswMFA6evRotaWlpaH7tV25csXi0qVLuWKxuH3o0KFe6enp1jExMZrly5c7njp1qtjS0tLw/vvvO3z00Uf2q1atqu56XoYLFy4U/b/27jysqnLtH/j33szIIBsVZdqYsGWUFMJETMQGSDMVMZNjpmmoJ7PUzq/T8ThkmZbaeSE0MrXstfR1SNISTxlOOBSWIMPGERBEROaZPTy/P/behAgIBlh2f67Li7Wf9az13Gutuq57P/teawFAnz59BuXk5Jw3MzMTt27dMgCAf/zjH/YtXTsAuHTpkunJkyezysrKDDw8PLzfeOONovT0dJPdu3dLk5OTFSYmJuJvf/ub88cff2z7yiuvFNfW1kqGDRtWFRMTkz9nzhzHmJiY3u+//35Be699e3ACzRhjjLH7JikpSeHi4qLMz883DAkJkXt5edWFhYVV3cu+fvrpJ8s9e/ZcAoBx48ZVvvzyy4bFxcV31E63hxDijjYiEq21N28bMWJE1dGjRy2ys7ONZ82adXPr1q29r169amRtba2ytrbW/PDDD1YKhcL8m2++sQGAyspKg4yMDFNjY2MxaNCgand398bkvaSkxHD8+PGuu3btuuzv71+nb6+pqaHw8PABH374Ya5cLm+or6+n1157zfH06dMWEokEN2/eNM7LyzMEAAcHh/qAgIBaAJDL5bUhISEVEokEQ4YMqXnnnXfsAeDIkSNWhw4d6hkdHd0XAOrr6+nSpUvGQ4YMqWt6bD4+PtWenp4NADB58uSS48ePW5iammouX75sGhAQ4A4ASqWS/Pz8Gq/jCy+8UKpfHjhwYO2ECRP6jxs3riwyMrIMaPvaPfnkk2VmZmbCzMxMJZVKlXl5eYYJCQmWaWlp5r6+vh4AUFdXJ+nTp48KAIyMjMSUKVPKAcDPz6/6hx9+sGr9St8bTqAZY4wxdt+4uLgoAW0pxZgxY8pOnTrVIywsrMrW1laVk5NjJJPJlDk5OUZSqfSuBcHtTW7bw9nZuSE/P79xZjkvL8/Y3t5e2bdvX1VlZaWBUqmEkZERsrOzjfv06aNsvv0TTzxR+cknn/TJy8urX7NmTf4333xj87//+782jz76aJUuVlq3bl1ueHh4RdPtDhw4YGlubn7bjK+lpaW6X79+DUeOHLFomkBPmzZN9swzz5SOHz++EgDi4uKkxcXFhufPn880MTERDg4OPrW1tRIAMDY2bjwPEokEpqamAgAMDAygVqtJf/527959ydfXt76tc0NEd3wWQiAoKKhi//79V1vaxtLSsvGYEhMTLx48eNBy3759Pd9//337ixcvprV17UxMTBpXGhgYQKVSkRCCIiIiimNjY/Obb2doaCgkEol+GSqVqtNv8uQaaMZYl/KhK8g2nXpP/xhjD7aKigpJaWmpRL+cmJhoNWjQoFoAeOqpp8ri4uJsASAuLs42NDS0rPn2VlZW6qqqqsZc5tFHH63cunWrLaBNRG1sbFRSqVRjaWmprqys7NBM9MiRI6uzs7NNFQqFcV1dHe3du1caHh5eJpFI9OPYAMCWLVtsx44de0dsrq6uytLSUsOrV6+aenp6NgwbNqwqNja272OPPVYFAE888UT5xo0be9fX1xMApKammlRUVLSYlxkZGYmEhITLX331le3HH38sBYD33nuvd1VVlcGqVatu6PuVl5cb9OrVS2liYiL2799vef369TtKS9oyatSoinXr1tlpNNpcNykpyaylfufPn++hUCiM1Wo1du/eLR0xYkRlcHBwdXJyskVaWpoJAFRWVkpSU1NNmm+rVqtx+fJl42eeeaZyw4YNeZWVlQbl5eUGrV271mINDQ2tOHDggE1+fr4hoK2hvnDhQoeO9/fgGWjGGGOM3Rd5eXmGEyZMcAUAtVpN4eHhxZMmTaoAgBUrVhRMmDBhgEwm62Vvb9+wb9++y823DwsLq1y7dm0/d3d3z0WLFhWsWbPm+tSpU13kcrmnmZmZ5rPPPrsKAOHh4WWTJk0acPDgwZ7/+c9/ckNDQxtLC3Jzcw0feeQRz+rqagMiEnFxcXaZmZlpUqlUs27dutzQ0FC5Wq3G1KlTb+lnf9etW5f33HPPDXjnnXccvLy8ahYsWHCrpeN7+OGHq/U32AUHB1e+9957Do8//nglALz++uu3srOzTXx8fDyEECSVSpXffffdHceoZ2VlpTl06NCl4OBguYWFheajjz7qa2RkJNzd3T0BYObMmUWzZs0qCQsLc/X29vbw8vKq6d+/f11r+2vJ6tWrr7/88svO7u7unkIIcnR0rE9MTLzUwnFVLVq0yFGhUJgNHTq0ctq0aWUGBgaIi4vLnjJlykMNDQ0EAMuWLcsfNGjQbbPZKpWKpk6d2r+ystJACEFRUVGFvXr1Urd27Vrj5+dXt2TJkvzRo0fLNRoNjIyMRHR0dK5cLm9oa7vOQi1NmTPGWGfxtzcQyS9b3L1jS5a3+WQqxv7yiOisEML/XrdPSUnJ9vX1bTH5Y6wlBw4csFy3bp1dS4n1gyYlJaWXr6+vS0vruISDMcYYY4yxDuASDsZYl0o3MYZPf+c2+5yffr6bomGMMfZ7jB07tnLs2LGV9zuO+41noBljjDHGGOsATqAZY4wxxhjrAE6gGWOMMcYY6wCugWaMdakBBcD/vdf2+w8y3/NoXPZQZHZ1SIwxxtjvwjPQjDHGGLtvIiIiXKRSqa+bm5tX0/bCwkKDwMBAN5lM5h0YGOhWVFRkAAAajQYvvviik7Ozs7dcLvc8ceKEefN93rp1y2D16tW97zZ2VlaWsf7FJM2dPHnS7OGHH3Z3dXX1ksvlnps2bbLRrwsPD3dxcHDwcXd393R3d/c8efKkWXtj60wBAQEDjx071qVjsJbxDDRjjDHGAACHfxzg15n7Gx1y+ezd+sycOfPWggULbs6YMaN/0/Zly5b1Cw4Orly1atXFt956q+/SpUv7bty4MX/Xrl3WV65cMc3Ozk5LTEzsMW/ePOfU1FRF022Li4sNNm/e3OfNN98samvsixcvmuzcuVM6Z86ckubrLCwsNF988cVVHx+f+uzsbKNHHnnEY8KECRW9evVSA8A777yTN2PGjNKm27Qnts6iUt31zeZ/KvpXo/9ZcALNGOtSFZbO+DE4tt39f5zzY6vr/v5xSGeExBj7AwkLC6vKysq64xXMCQkJPY8ePZoFAFFRUcUjR44cCCA/Pj6+Z2RkZLFEIsHo0aOrKyoqDHNycoxkMplSv+2iRYscr127ZuLu7u45cuTIio0bN+bNnTvX8ccff7QmIvHGG28UzJ49u/Rf//qXw5UrV0zd3d09n3/++VvLli27qd9H0zfoubi4KKVSqaqgoMBQn0C3pD2xLVmyxM7U1FQsWbLk5ksvveSUnp5udvr06Qvx8fGWW7Zs6RUfH3917969Vm+//bZ9Q0MDyWSy+h07dmRbW1trHBwcfJ5//vlbiYmJVlFRUY2xqtVqREREuDg6OjYMHTq0euXKlQ4AUFdXJ1EqlZSfn39+8eLF/RISEnrW19dL/P39q7Zv354jkUgQEBAw0MfHpyYlJcW8pKTEcOvWrVfffffdfllZWWbPPvtsSXR09HUA2LBhg3Tjxo12SqWShgwZUr1t27YcQ8Pb00gHBwefcePGlZw4ccIKAL766qsr3t7e9devXzecMWOGLD8/3xgA1q9fn/vkk09WL1y40L6goMAoNzfXWCqVqpYtW1YwY8aM/kqlkjQaDfbs2XPZx8enfvny5Xbbt2/vBQDTpk0rWrp06c2srCzjsLAwt4CAgKrk5GQLOzu7hkOHDl2ysLAQ6enpJnPmzHEuKSkxNDU11Xz66ac5gwcPrgsPD3extLRUp6Sk9CgqKjJauXLlHV+C2otLOBhjjDH2h1NcXGyoTzxlMpmypKTEEAAKCgqMXFxcGl/X3K9fv4acnJzbpi7XrVuX5+TkVK9QKDLi4uLytm3b1vP8+fNmmZmZ6YcPH76wdOlSx5ycHKN3330339/fv0qhUGQ0TZ6bS0xMNFcqleTp6dmYVK9YscJBLpd7vvTSS061tbXU3thGjRpVlZSUZAEA586dM6+urjaor6+nY8eOWQQFBVUWFBQYrlq1qt+xY8cuZGRkZA4ZMqRm5cqVdvrtTU1NNWfPns16+eWXSwFAqVTS+PHj+7u5udVFR0dfj4yMLFcoFBkKhSLD09Oz5pVXXrkBAG+88cbNtLS0zIsXL6bX1tZKduzYYa3fp7GxsSY5OTlrxowZRREREa6bNm3KVSgU6Tt37ux148YNg19++cV09+7d0uTkZIVCociQSCTi448/tm3pXFlZWanPnz+fGRUVdXP+/PlOABAVFeW0cOHCwrS0tMyvv/768pw5c1z0/VNTU80PHTp0af/+/VdjYmJ6z5s3r1ChUGSkpqZm9u/fv+H48ePmX375pe3Zs2czk5OTM7dt29Y7KSnJDAByc3NNX3311ZuXLl1Kt7a2Vm/bts0GAGbNmiXbsGFDbnp6euYHH3yQN3fu3MaXERQWFholJycr4uPjLy5btsyhtWt+NzwDzRhjjLE/DSHEHW1E1OY2x48ft5w8eXKJoaEhnJycVEOHDq06ceKEubW1teZu4+Xk5BjNmDHjoc2bN181MDAAAKxfvz7fyclJWV9fT5GRkbJ///vffdeuXVvQntiCgoJqpk+f3qO0tFRiYmIiBg0aVHX8+HHzU6dOWcbExOQeOXKkx+XLl00DAgLcAW2C7OfnV6Xf/oUXXrhtxnTevHmy8ePHl6xZs+ZG03bdTLfmn//8ZxEAHDx40HL9+vV96+rqJGVlZYaenp61AMoBYMKECWUA4OvrW+vq6lqr/+Li5ORUf+XKFeMjR45YpKWlmfv6+noA2pntPn36tFhDMn369BIAmD17dsmSJUucACApKcnq4sWLZvo+VVVVBqWlpRIACA0NLbOwsBAAMGzYsOq1a9f2y8vLM54yZUqpj49P/ZEjRyyefvrpMisrKw0AjBkzpjQxMdEyIiKizMHBoT4wMLAWAAYPHlyTnZ1tUl5eLvn1118tIiIiBujHa2hoaLwI48aNKzMwMICfn19dcXHxPdeMcAL9J0NEVUIIC93y0wD+B8BoIURuB/bxMAB7IcR3nRTTpwDWCyEy7mHbk0KIwBbaPwNwQAix+x722ebxEdFgAH8XQszq6L47ExEdAbBYCJHcrD0bgL8Q4lY792MPIFoIMamzr22zcUYA+BiAEsAzADYJIUI7exzGGAMAW1tblb78IScnx0gqlaoAwN7eXpmdnd1Y8lFQUGDs7OysbH1PLSfd7VFSUiIJCwtzXbp0af7o0aOr9e36BNPMzEzMnDmzeN26dXbtjc3ExEQ4OjrWx8bG9goICKjy9fWt/eGHHyxzcnJMBg8eXJeVlWUSFBRUsX///qstxWRpaXlb0u/v7191/Phxq5qamkJzc3MBAPHx8Zb79u2Tnj59WgEANTU1tGjRItmZM2cyXF1dlQsXLrSvq6trrEIwNTUVACCRSGBiYtJ4siQSCVQqFQkhKCIiojg2Njb/budMIvmtuIGIBKA9/8nJyZn6RLmpHj16NB7PnDlzSkaMGFH99ddfW4eFhck3bNiQ3da1MzY2blxpYGAgamtrJWq1GpaWliqFQtFiTqI/Vn1c94pLOP6kiGg0gBgAoR1JnnUeBvB0Z8UihJh1L8mzbts7kudOcLfjewvac/dAEEJcF0JM0n3s1GvbTCSAtUKIh4UQ1wAUENHwu8anLkRd6fpO+ccY++t46qmnyuLi4mwBIC4uzjY0NLQM0M4gbt++3Vaj0eDw4cM9LC0t1U1rjAHA2tpaXV1d3ZjjjBw5snL37t1SlUqF69evG/70008WI0aMqLa2tlZXVVUZtDR+XV0djRkzxnXKlCnFM2fOvG3WV1+WodFosHfv3p4eHh617Y0NAAIDA6tiY2PtgoODKx9//PHKzz//vLenp2eNRCJBcHBwdXJyskVaWpoJAFRWVkpSU1NNWjtPUVFRt5588snysWPHDlAqlbhw4YLxggULZLt3776sT1hramokANC3b19VeXm5ZP/+/Tat7a8loaGhFQcOHLDJz883BLRPSLlw4cIddesAsG3bNikAbN682Wbw4MHVABAUFFSxZs2aPvo++qeWNJeRkWHs4eFRv2TJkptPPvlk2blz58xCQkKqvvvuu56VlZWSiooKyXfffWczatSoVl8lLpVKNY6Ojg1btmyxAbTX6NSpUy2O93twAv0npJsJ3ARgjBDisq5NRkSHiShV99dZ1x5BRGlElEJEx4jIGMDbAJ4jonNE9BwR9SCiLUT0MxH9SkTP6rZ9kYj2ElECEV0kovdbiecIEfnrlquI6F3deKeJyE7XbkdEX+vaU4goUN9f95eI6CMiyiCibwH0abJ/PyI6SkRniegQEfVrMu4aIvqJiC4Q0YiWjq9ZrJYABgkhUnSfA4jopO64TxLRQF27CxEdJ6JfdP/08Qbrxt1NRAoi2q6LPYyI/q/JOMFEtF+3vJGIkokonYhWtPMyv6E7rp+IyFW3n8+ISJ8oNz13Lrpr3CnXtqV4iWgWgMkAlhLRdl3XfdAm1Ywxds+eeeaZ/kFBQe5Xr141sbOzG/Thhx/2AoAVK1YUJCYmWslkMu/ExESrFStWFADA5MmTy2UyWb1MJvOeO3euLDY2Nqf5Pvv27av28/OrcnNz84qKinKcNm1amZeXV62Hh4dXcHCwfMWKFXnOzs6qgICAWkNDQzFw4EDPFStW9Gm6jy1bttj8/PPPFl9++WWv5o+re+655/rL5XLPgQMHehUXFxu+99577Y4N0Cb0RUVFRiEhIdVOTk4qExMTMXz48CoAsLe3V8XFxWVPmTLlIblc7unn5+d+/vx507bO4fLlywt9fX1rJk6c2D8uLs62vLzcYPz48a66myhde/XqpY6MjCzy9PT0CgsLc/X19a1ua3/N+fn51S1ZsiR/9OjRcrlc7hkSEiK/du1ai+UP9fX1NGjQIPcNGzbYRUdHXwOATz755Novv/zSQy6Xew4YMMDro48+avERg1988YVULpd7ubu7e168eNE0KiqqOCgoqGbq1KnFQ4YM8fDz8/OYNm1a0fDhw2vbiverr766snXr1l4DBw70dHNz89qzZ0/Pjhxve9Dvmb5m3Y+IlAAqAQQLIVKbtO8HsFsI8TkRzQQwTggxnojOQztLnU9EPYUQZUT0IrQlAq/otl0FIEMI8b9E1BPATwAGA4gAsFS3XA8gC0CQbvaxaUxHoCtF0P1cM04IsV+XlFUIId4hop0ATgkh/kNEBgAshBDlpCtJIaKJAOYCCAVgByADwCwA8QCOAnhWCFGkS4ifEkLM1I17VgixiLTlLAuFEI83P75msY4C8IoQIlz32QpAjRBCRUSPA5grhAgnInMAGiFEHRG5AfhKCOFPRMG6mLwAXAeQBOANAKcBXAHgIYSoJqKNAJJ051QqhCjRHfdhAK8KIVKp7RKOTUKId4noBQCThRBjqVlZS5Nz56Jr9+6Ma9tGvM3HdwCQIITwaeE8vwzgZQCwMTfz+9fYznl6xqKdBzplP4w9KIjorBDC/163T0lJyfb19W1XuRhjd+Pg4OCTnJyc2a9fvwfiGXspKSm9fH19XVpaxzPQfz5KACcBvNSsfRiAL3XLXwAI0i0nAfiMiGYDaPFnKgBPAniTiM4BOALAFID+jtXDQohyIUQdtEmt7C7xNQDQZzlnAbjolkMAbAQAIYRaCFHebLvHoE1S1UKI6wD0zzIbCMAbwPe6+JYAcGyy3d4WxmpLPwBNnwtqDWAXEaUB+BDaxBgAjABs0n0B2QXAs8k2Pwkh8oQQGgDnALgIIVQAEgA8Q0SGAMZAm2gDwGQi+gXAr7r9N91Xa75q8ndYO/q35l6ubXvjvQnAvqUVQohPhBD+Qgj/HiYt/srHGGOM/WnxTYR/Phpof0r/gYjeEkKsaqWfvnB/DhENhTahO0fam8yaIwDhQois2xq129U3aVLj7v/NKMVvP2u0p/8dMbcQW7oQorUkUh9fe8eqhTaJ1FsJIFEIMUE3k3tE1/46gEIAvtB+0axrYczm4+4E8HcAJQB+FkJUElF/AIsBPCKEKNXN4rb5U5yOaGFZpYsFREQA2pOZdujadjBeU2jPZ5tsTPriuf7/rx2h3l3em8fv2sdx9YhOGYsxxljH5Ofnn7/fMXQXnoH+ExJC1AAYCyCSiPQz0ScBTNEtRwI4AQBENEAIcUYIsRTALQBO0JaAWDbZ5SEA83VJmf4pFZ3tMLQlGiAiA13pRFPHAEzRresHYJSuPQtAbyIaptvWiIi80Lbmx9dUJgDXJp+tAejvKn6xWXuBbpZ5GlqfvW/qCIAhAGZDm0wDgBWAagDlpK0HD2vHfgDguSZ/T+mWswHo3xL2LLSz5M393mvbkXjlANLusj/GGGPsgcMJ9J+UEKIE2nrhJbobw14FMIOIUqFN+Bboun5AROd1JQrHAKQASATgSb/dZLcS2mQsVddvZReEvADAKF1JxFn8Viqh9zWAiwDOQ1vqcVR3nA0AJgFYQ0Qp0JZM3O3JHc2Pr5EQQgHAmrQ3EwLA+wDeI6Ik3J4kbwAwnYhOQ5so3vWGCyGEGtrylTDdX+huVvwVQDqALdCW1LSHCRGdgfa8va5r2wRgJBH9BGBoKzH9rmvbwXhHAfi2ncfDGGOMPTD4JkL2l0NErwOoFEJ8er9j+TMjomPQ3tzZ5mtQB/VzF99N39RNUXEJB/tr4ZsIGes6bd1EyDXQ7K9oI7RPoWD3iIh6Q/vynDaTZwC4RRX41PRwl8azfPnyLt0/Y4wx1hSXcLC/HCFEnRDii/sdx5+ZEKJICLHvfsfBGPtzu3TpktHQoUPlDz30kJerq6vXypUrG5/FvHDhQvs+ffoM0j+DeefOndb6df/85z/7Ojs7e7u4uHjv2bOn+T01AIA333yz793Gv3XrlsHq1atbfCYxoH0sm1wu93R3d/f09vb20LcXFhYaBAYGuslkMu/AwEC3oqIiA0D70o4XX3zRydnZ2Vsul3ueOHHCvL3n4l4EBAQMPHbsWJeOwVrGM9CMMcYYAwD0TTznd/de7Xdj1MNn21pvZGSEdevW5QUFBdWUlpZKBg8e7Pn0009X+Pn51QHAnDlzCt9+++3CptucPXvWdO/evdKsrKz0nJwcoyeeeEL+7LPPphka3p7SREdH91u9evWNtsYvLi422Lx5c58333yzqLU+R48evdD8ucbLli3rFxwcXLlq1aqLb731Vt+lS5f23bhxY/6uXbusr1y5YpqdnZ2WmJjYY968ec6pqamKtmK4VyrVA/Go5UZKpRJGRi2+m+UPiRNoxliXsrQsxojHunbC//CPv+1/dMjlLh2LMdZ5ZDKZUv+qaxsbG82AAQNqc3NzjfUJdEt2797dc+LEiSVmZmbC3d29QSaT1R85cqTH448/3nhj9bx58xzq6+sl7u7unnK5vPabb765unz5crvt27f3AoBp06YVLV269OaiRYscr127ZqJ7Y19FXFxcXnviTkhI6Hn06NEsAIiKiioeOXLkQAD58fHxPSMjI4slEglGjx5dXVFRYZiTk2PU9HXeS5YssTM1NRVLliy5+dJLLzmlp6ebnT59+kJ8fLzlli1besXHx1/du3ev1dtvv23f0NBAMpmsfseOHdnW1tYaBwcHn+eff/5WYmKiVVRU1E39PtVqNSIiIlwcHR0bhg4dWr1y5UoHAKirq5MolUrKz88/v3jx4n4JCQk96+vrJf7+/lXbt2/PkUgkCAgIGOjj41OTkpJiXlJSYrh169ar7777br+srCyzZ599tiQ6Ovo6AGzYsEG6ceNGO6VSSUOGDKnetm1bTvMvLQ4ODj7jxo0rOXHihBWgfSOgt7d3/fXr1w1nzJghy8/PNwaA9evX5z755JPVCxcutC8oKDDKzc01lkqlqmXLlhXMmDGjv1KpJI1Ggz179lz28fGpb+naZWVlGYeFhbkFBARUJScnW9jZ2TUcOnTokoWFhUhPTzeZM2eOc0lJiaGpqanm008/zRk8eHBdeHi4i6WlpTolJaVHUVGR0cqVK/NmzJhx11LElnAJB2OMMcbuu6ysLOOMjAzzkSNHVunbNm/e3Ecul3tGRES46Msk8vPzjZ2cnBr0fezt7RuuXbt223PxN2zYkG9iYqJRKBQZ33zzzdXjx4+biTxFZQAAHktJREFUf/nll7Znz57NTE5Ozty2bVvvpKQks3Xr1uU5OTnVKxSKjNaS59GjR7t5eXl5rF27tpe+rbi42FCfFMtkMmVJSYkhABQUFBi5uLg0xtavX7+GnJyc26ZVR40aVZWUlGQBAOfOnTOvrq42qK+vp2PHjlkEBQVVFhQUGK5atarfsWPHLmRkZGQOGTKkZuXKlXb67U1NTTVnz57Nevnll0sBQKlU0vjx4/u7ubnVRUdHX4+MjCxXKBQZCoUiw9PTs+aVV165AQBvvPHGzbS0tMyLFy+m19bWSnbs2NFYEmNsbKxJTk7OmjFjRlFERITrpk2bchUKRfrOnTt73bhxw+CXX34x3b17tzQ5OVmhUCgyJBKJ+Pjjj21bOl9WVlbq8+fPZ0ZFRd2cP3++EwBERUU5LVy4sDAtLS3z66+/vjxnzhwXff/U1FTzQ4cOXdq/f//VmJiY3vPmzStUKBQZqampmf37929o7doBQG5urumrr75689KlS+nW1tbqbdu22QDArFmzZBs2bMhNT0/P/OCDD/Lmzp2rf4EYCgsLjZKTkxXx8fEXly1b5tDSMbQHz0Azxhhj7L4qLy+XTJw4ccDq1auvSaVSDQC8/vrrN99///3rRITXXnvNYd68eU67du3KbunpYUTU5iPFjhw5YvH000+XWVlZaQBgzJgxpYmJiZYRERFlbW2XlJSkcHFxUebn5xuGhITIvby86sLCwqpa699KbLd9DgoKqpk+fXqP0tJSiYmJiRg0aFDV8ePHzU+dOmUZExOTe+TIkR6XL182DQgIcAe0CbKfn1/jmC+88MJtM6bz5s2TjR8/vmTNmjW3lavoZro1//znP4sA4ODBg5br16/vW1dXJykrKzP09PSsBVAOABMmTCgDAF9f31pXV9da/ZcDJyen+itXrhgfOXLEIi0tzdzX19cD0M5s9+nTp8UakunTp5cAwOzZs0uWLFnipDuPVhcvXjTT96mqqjIoLS2VAEBoaGiZhYWFAIBhw4ZVr127tl9eXp7xlClTSn18fOrbunYODg71gYGBtQAwePDgmuzsbJPy8nLJr7/+ahERETFAP15DQ0PjRRg3blyZgYEB/Pz86oqLi++5ZoQTaMYYY4zdN/X19TRmzJgBERERJdOnT29MaJ2cnBoTtFdeeaVo7NixbgDg6Oh424zz9evXjR0dHZVow70+stfFxUUJAA4ODqoxY8aUnTp1qkdYWFiVra2tSl+akZOTYySVSlUAYG9vr8zOzm6MraCgwNjZ2fm22ExMTISjo2N9bGxsr4CAgCpfX9/aH374wTInJ8dk8ODBdVlZWSZBQUEV+/fvv9pSTJaWlpqmn/39/auOHz9uVVNTU2hubi4AID4+3nLfvn3S06dPKwCgpqaGFi1aJDtz5kyGq6urcuHChfZ1dXWNVQimpqYCACQSCUxMTBpPlkQigUqlIiEERUREFMfGxubjLiSS34ob9F9shBBITk7O1CfKTfXo0aPxeObMmVMyYsSI6q+//to6LCxMvmHDhha/MOkZGxs3rjQwMBC1tbUStVoNS0tLlUKhyGhpG/2x6uO6V5xAM8a61BUMQCR92X0DJp67a5cbo1p6oz1jrLtpNBpMmTJFJpfL65YvX37bzYJNa4d37NjRc+DAgbUAEB4eXhYZGfnQ0qVLC3Nycoyys7NNg4OD73ixlKGhoaivrycTExMREhJSNXPmTJeVK1feEELgu+++s/nss8+uWFtbq6urq1ssZ62oqJCo1WrY2NhoKioqJImJiVb/+te/rgPAU089VRYXF2e7atWqG3FxcbahoaFlgHZ2c8OGDX1mz55dkpiY2MPS0lLdtP5ZLzAwsCo2NtZu48aN2X5+frVvvfWWo7e3d41EIkFwcHD1okWLnNPS0ky8vb3rKysrJVevXjUaNGhQfUtxRkVF3frxxx8tx44dO+DQoUOXrl69arxgwQJZQkLCBX3CWlNTIwGAvn37qsrLyyX79++3eeaZZ9pd+xsaGloxceJE17feeqvQwcFBVVhYaFBeXm4gl8sbmvfdtm2bdNWqVTc2b95sM3jw4GoACAoKqlizZk2flStXFgLAyZMnzfQzx01lZGQYe3h41Ht5ed28cuWKyblz58xau3atxSqVSjWOjo4NW7ZssZk5c2apRqPBmTNnzIYNG3bHeL8HJ9CMMcYYuy++//57i3379tm6ubnVuru7ewLAihUr8p977rnyBQsWOGZkZJgB2lnnrVu35gCAv79/3fjx40vkcrmXgYEB1q9ff8fNbAAQGRlZ5OHh4ent7V3zzTffXJ06dWrxkCFDPADtjWjDhw+vBQA/P78qNzc3r5CQkPKmddB5eXmGEyZMcAUAtVpN4eHhxZMmTarQxVgwYcKEATKZrJe9vX3Dvn37LgPA5MmTy7/99ltrmUzmbWZmpvn000+zWzrukSNHVkZHR/cNCQmptrKy0piYmIjhw4dXAYC9vb0qLi4ue8qUKQ/pSw+WLVuW31oCDQDLly8vfP311w0mTpzYXy6X15WXlxuMHz/eFQDs7Owajh49eikyMrLI09PTy9HRscHX1/eub9dtys/Pr27JkiX5o0ePlms0GhgZGYno6OjclhLo+vp6GjRokLtGo6EdO3ZcAYBPPvnk2qxZs5zlcrmnWq2moUOHVgYGBuY23/aLL76Q7tq1y9bQ0FD07t1b+d577123s7NTt3TtsrKyjJtvr/fVV19dmT17tmzNmjX9VCoVTZgwoaSzE2h+EyFjrEsZDfQUth934wx0O/AMNHtQ8JsI2R+Jg4ODT3Jycmbzx/79WbX1JkJ+CgdjjDHGGGMdwCUcjLEuJalQwvTQXe876VYuTeLJXj3mPkbCGGMPjvz8/PP3O4buwjPQjDHGGGOMdQAn0IwxxhhjjHUAl3AwxrqUj4M1krlMgjHG2AOEZ6AZY4wxxhjrAE6gGWOMMXbfODg4+Mjlck93d3dPb29vD317YWGhQWBgoJtMJvMODAx0KyoqMgC0L1958cUXnZydnb3lcrnniRMnzDsy3jvvvNPnoYce8ho3blz/zj6W+8nBwcGnoKCAKwu6CZ9oxhhjjAEAXN781q8z95e9eszZ9vQ7evTohebPDl62bFm/4ODgylWrVl186623+i5durTvxo0b83ft2mV95coV0+zs7LTExMQe8+bNc05NTVW0N6bNmzf3Pnjw4EV3d/c7XgLS1ZRKJYyMjDp9vyrVA/HY5UZddZ46E89AM8YYY+wPJyEhoWdUVFQxAERFRRUfPHjQBgDi4+N7RkZGFkskEowePbq6oqLCMCcn545sa/ny5XZubm5ebm5uXm+//XYfAJg6dapzXl6eybhx41xXrFjRp2n/6Oho28cff3xASEiIq4ODg8+qVat6L1++3M7Dw8PT19fXvbCw0AAA0tPTTUaMGOHm5eXl4efnN/DXX381BYDr168bPvXUUwO8vb09vL29Pf773//2AICFCxfaP//887Lhw4e7TZw48bZZ77/97W/O27dvtwaAJ554YkBERIQLAHz44Ye9Xn31VXsA2LBhg9THx8fD3d3dc+rUqTJ9smxubj74tddesx80aJD74cOHLfT7rKqqohEjRritW7eu1/vvv9/b3d3d093d3dPBwcFn6NChcgCIjIx09vb29nB1dfV6/fXX7fXbOjg4+LzyyisODz/8sLu3t7fHiRMnzIOCgtycnJy833///d76fv/+97/tvL29PeRyuWfT7ZsyNzcfPHv2bEdPT0+PYcOGya9fv27Y1vkLDw93mTVrluPQoUPl8+bNc/z2228t9LF7eHh4lpaWSjQaDaKiohzd3Ny85HK556ZNm2wA4MCBA5YBAQEDQ0NDH+rfv7/XuHHj+ms0GgDA8ePHzR955JGBXl5eHkFBQW76/1YCAgIGzp0718HHx8fDxcXFOyEhwaKl42gNJ9CMMcYYu69Gjx7t5uXl5bF27dpe+rbi4mJDmUymBACZTKYsKSkxBICCggIjFxeXxtnjfv36NTRPoI8fP27+5Zdf2p49ezYzOTk5c9u2bb2TkpLMvvzyy9w+ffoojx49emHZsmU3m8dx4cIFsz179lz5+eefM9977z0Hc3NzTWZmZoa/v391XFycLQDMmjVLtmHDhtz09PTMDz74IG/u3LnOABAVFeW0cOHCwrS0tMyvv/768pw5c1z0+01NTTU/dOjQpf37919tOt5jjz1WeezYMUsAuHHjhvGFCxdMASApKcli5MiRVb/88ovp7t27pcnJyQqFQpEhkUjExx9/bAsAtbW1Em9v79rU1FTFU089VQUAFRUVkieffNLtueeeK1m0aNGtf/zjH0UKhSIjJSUls2/fvg0LFiwoBID169fnp6WlZSoUivSkpCTLM2fOmOljcnJyajh37pxi6NChVTNnznTZv3//5TNnzihWr15tDwB79+61unTpkmlqampmZmZmxrlz58wPHjx4R/JZW1srGTJkSE1GRkbm8OHDK9988037ts4fAFy+fNk0KSnpwqZNm/LWrVvXNzo6OkehUGScPn1aYWFhodm2bVvP8+fPm2VmZqYfPnz4wtKlSx311z4zM9MsNjb22qVLl9Jzc3NNvv/+e4v6+np69dVXnePj4y+np6dnTp8+/dbixYsd9OOpVCo6f/585po1a669/fbbLX4RaA2XcDDGGGPsvklKSlK4uLgo8/PzDUNCQuReXl51YWFhVa31F0Lc0UZEt30+cuSIxdNPP11mZWWlAYAxY8aUJiYmWg4fPry2rVgCAwMrbWxsNDY2NhoLCwt1REREGQD4+PjUpKammpeXl0t+/fVXi4iIiAH6bRoaGkh3HFYXL15sTESrqqoMSktLJQAQGhpaZmFhcUfgTzzxRFVsbKzd2bNnTeVyeW1ZWZlBTk6O0dmzZ3ts2rQpd+PGjbZpaWnmvr6+HgBQV1cn6dOnjwoADAwM8OKLL5Y23d+4ceNcX3vttRtz584tadr+0ksvOT322GOVU6dOLQeAzz//XPrZZ5/1UqlUVFRUZJSSkmI6dOjQWgCYPHly4zFXV1dL9OfDxMREc+vWLYOEhASrY8eOWXl6enoCQE1NjUShUJg2v2YSiQSzZs0qAYCZM2cWT5w40bWt8wcAEydOLDU01Kamjz76aNXixYudJk+eXPL888+XDhgwQHP8+HHLyZMnlxgaGsLJyUk1dOjQqhMnTphbW1trfHx8qgcMGKAEAC8vr5rLly8bS6VS1cWLF81CQkLkgLZ+vnfv3kr9eBEREaW66179xhtvGLfxn8YdOIFmjDHG2H3j4uKiBAAHBwfVmDFjyk6dOtUjLCysytbWVpWTk2Mkk8mUOTk5RlKpVAUA9vb2yuzs7MZkp6CgwNjZ2VnZdJ8tJdntYWxs3LihRCKBqamp0C+rVCpSq9WwtLRUKRSKjObbCiGQnJyc2VKi3KNHD01L4/Xv319ZXl5uuH//fusRI0ZUlpSUGG7bts2mR48eGhsbG40QgiIiIopjY2PveJ2rsbGxRp9s6j3yyCNVCQkJ1lFRUSUSibbIIDo62jYvL8/4888/zwUAhUJh/NFHH9mdPXs2s3fv3urw8HCXurq6xoqEpsfc/HwolUoSQuC1114reOONN27d7Xw2RURo6/wBgIWFReN5WrVq1Y3x48eXx8fHWwcGBnokJCRcaOu6mpiYNK40MDCASqUiIQS5urrWnjt3rsUaef2xGhoaQq1WU0t9WsMlHIwxxhi7LyoqKiT6WdqKigpJYmKi1aBBg2oB4KmnnirTl03ExcXZhoaGlgHAuHHjyrZv326r0Whw+PDhHpaWlmp9qYdeSEhI1XfffdezsrJSUlFRIfnuu+9sRo0aVfl745VKpRpHR8eGLVu22ADaGc1Tp06ZAUBQUFDFmjVrGuuqT548adbafpry8/OriouL6/P4449XBQcHV8XGxvYdOnRoFQCEhoZWHDhwwCY/P98Q0D6Z5MKFC63OlH7wwQfXpVKpatq0ac6AtpQlJiam765du64aGBgAAEpLSw3MzMw0UqlUfe3aNcMjR45Yd+QchIWFVXzxxRe9ysvLJQBw9epVI318TWk0GmzdutUGAD777DPbgICAyrbOX3Pp6ekmAQEBte++++4NHx+f6rS0NNORI0dW7t69W6pSqXD9+nXDn376yWLEiBHVrcU6aNCgupKSEsMffvihBwDU19dTcnKyaUeOtzU8A80YY4yx+yIvL89wwoQJrgCgVqspPDy8eNKkSRUAsGLFioIJEyYMkMlkvezt7Rv27dt3GQAmT55c/u2331rLZDJvMzMzzaeffprdfL9BQUE1U6dOLR4yZIgHAEybNq3obuUb7fXVV19dmT17tmzNmjX9VCoVTZgwoWTYsGG1n3zyybVZs2Y5y+VyT7VaTUOHDq0MDAzMvdv+goKCqo4fP27l7e1dX19f31BeXm7w2GOPVQKAn59f3ZIlS/JHjx4t12g0MDIyEtHR0blyubzVJ4hs3rz52uTJk13mzJnjeOvWLcPy8nKDESNGDAQAX1/f6p07d+Z4e3vXuLm5eTk7O9f7+fm1Wi7TkokTJ1akp6ebPvLII+4AYG5urtm+fftVBweH2x4FYmZmpklPTzfz8vLqa2lpqd67d++Vts5f83Hef//9PidPnrSSSCRCLpfXTpo0qdzExEScPHnSwsPDw4uIxIoVK/KcnZ1VqampLcZqamoqduzYcfnVV191rqysNFCr1TR37txCf3//uo4cc0voXn/mYIyx9vD39xfJycn3OwzGHkhEdFYI4X+v26ekpGT7+vp26Kd4xtrD3Nx8cE1Nza/3O47fIyUlpZevr69LS+u4hIMxxhhjjLEO4ASaMcYYY4x1qj/77PPdcALNGGOMMcZYB3ACzRhjjP11aTQaTYce38XYX4Hu/4sWHz8IcALNGGOM/ZWlFRUVWXMSzdhvNBoNFRUVWQNIa60PP8aOMcYY+4tSqVSzbty48emNGze8wZNqjOlpAKSpVKpZrXXgBJoxxhj7i/Lz87sJYNz9joOxPxv+tskYY4wxxlgHcALNGGOMMcZYB3ACzRhjjDHGWAfwq7wZY12KiCoBZN2n4XsBuF+vKeax/3rj34+xZUKI3t08JmN/eXwTIWOsq2UJIfzvx8BElMxj/3XGvt/j3+9jZ4x1Hy7hYIwxxhhjrAM4gWaMMcYYY6wDOIFmjHW1T3hsHvsvMv79PnbGWDfhmwgZY4wxxhjrAJ6BZowxxhhjrAM4gWaMdQkiCiWiLCK6RERvdsN4W4joJhGlNWmTEtH3RHRR99emi8Z2IqJEIsokonQiWtBd4xORKRH9REQpurFX6Nr7E9EZ3dg7ici4s8duEoMBEf1KRAe6c2wiyiai80R0joiSdW3ddc17EtFuIlLorvuw7hqbMXb/cQLNGOt0RGQAIBZAGABPAM8TkWcXD/sZgNBmbW8COCyEcANwWPe5K6gALBJCeAB4FMDfdcfbHePXAwgRQvgCeBhAKBE9CmANgA91Y5cCeKkLxtZbACCzyefuHHuUEOLhJo+P665r/j8AEoQQ7gB8oT3+7hqbMXafcQLNGOsKAQAuCSGuCCEaAOwA8GxXDiiEOAagpFnzswA+1y1/DmB8F41dIIT4RbdcCW0y5dAd4wutKt1HI90/ASAEwO6uHBsAiMgRwBgAn+o+U3eN3YouP+dEZAXgMQCbAUAI0SCEKOuOsRljfwycQDPGuoIDgGtNPufp2rqbnRCiANAmuQD6dPWAROQCYDCAM901vq6E4hyAmwC+B3AZQJkQQqXr0pXn/z8A/gFAo/ts241jCwD/JaKzRPSyrq07zvlDAIoAbNWVrnxKRD26aWzG2B8AJ9CMsa5ALbQ98I/8ISILAHsAvCaEqOiucYUQaiHEwwAcoZ3992ipW2ePS0RjAdwUQpxt2twdY+sMF0IMgbZU6O9E9FgXjdOcIYAhADYKIQYDqAaXazD2l8IJNGOsK+QBcGry2RHA9fsQRyER9QMA3d+bXTUQERlBmzxvF0Ls7e7xAUBXRnAE2jrsnkRkqFvVVed/OIBxRJQNbZlOCLQz0t0xNoQQ13V/bwL4GtovD91xzvMA5Akhzug+74Y2oe7W680Yu384gWaMdYWfAbjpnsZgDGAKgG/uQxzfAJiuW54OIL4rBtHV/W4GkCmEWN+d4xNRbyLqqVs2A/A4tDXYiQAmdeXYQoh/CiEchRAu0F7jH4UQkd0xNhH1ICJL/TKAJwGkoRvOuRDiBoBrRDRQ1zQaQEZ3jM0Y+2PgF6kwxroEET0N7WykAYAtQoh3u3i8rwAEA+gFoBDAMgD7APwfAGcAuQAihBDNbzTsjLGDABwHcB6/1QK/BW0ddJeOT0SDoL1hzQDaSZH/E0K8TUQPQTsrLAXwK4C/CSHqO3PsZnEEA1gshBjbHWPrxvha99EQwJdCiHeJyBbdc80fhvbGSWMAVwDMgO78d/XYjLH7jxNoxhhjjDHGOoBLOBhjjDHGGOsATqAZY4wxxhjrAE6gGWOMMcYY6wBOoBljjDHGGOsATqAZY4wxxhjrAE6gGWOsm+ie2XyCiNKIaHyT9ngisu/GOFyIKK0rticieyLarVv2J6Loex2HMcb+qAzv3qVlixcv9gDgB+DQ2rVrizovJMYYe2A9D+0zm3cASACwj4ieAfCL/q16f2ZEZKg7jkkAIIRIBpB8f6NijLHO93tmoMPmz5//BYAxnRUMY4w94JQAzACYANDoXnf9GoAPWupMRNZElE1EEt1ncyK6RkRGRDSbiH4mohQi2kNE5ro+nxFRNBGdJKIrRDSppX0DMCSiz4kolYh2N9nej4iOEtFZIjrU5NXUfrqxTgH4e5MYXySiXUS0H8B/m85OE1EwER0gIonuOHo22e4SEdnpZuX36I7lZyIarlu/nIi2ENER3XG8+ntOPGOMdaZ2zUAvXryYALg16d/QZLXD4sWLPQFUrV27NreT42OMsQfJl7p/LwD4fwDmAdgmhKhpqbMQopyIUgCMhPb12M8AOCSEUBLRXiHEJgAgoncAvAQgRrdpPwBBANyhfb307hZ2PxDAS0KIJCLaAmAeEf2Pbh/PCiGKiOg5AO8CmAlgK4D5QoijRNQ84R8GYJAQooSIXFo4Dg0RxQOYAGArEQ0FkC2EKCSiLwF8KIQ4QUTOAA4B8NBt6g5gFABLAFlEtFEIoWzxzDLGWDdqbwmH1/z588/rP8TExFwBEAsA8+fPfwfAOzExMTUAenR+iIwx9mAQQpRD96sdEdlAm0RPJKJNAGwArBNCnGq22U4Az0GbQE8BsEHX7q1LnHsCsIA28dTbJ4TQAMggIrtWwrkmhEjSLf8vgFehLSvxBvA9EQHa14MXEJE1gJ5CiKO6/l8ACGuyr+/b8crqnQCWQpuIT9F9BoDHAXjqxgMAKyKy1C1/q3sFeD0R3QRgByDvLuMwxliXa28CbQQAMTExOQDOALihXxETE3NbH8YYY+2yFNrZ3ecBnIV2Zjoe2hnXpr4B8B4RSaG97+RHXftnAMYLIVKI6EUAwU22qW+yTGiZaOEzAUgXQgxrukJXetG8f1PVbazTOwXAlYh6AxgP4B1duwTAMCFEbbMxgduPQ43fcd8OY4x1po7WQNcBKAJwt5kGxhhjrSAiNwD2uhldcwAaaBNU0+Z9hRBVAH4C8D8ADggh1LpVltDODhsBiLyHMJyJSJ8oPw/gBIAsAL317bpaay8hRBmAciIK0vXv8HhCCAHgawDrAWQKIYp1q/4L4BV9PyJ6+B6OhTHGulWHEuj58+cPnD9//t+hrd/Tt2H+/PmdHhhjjD3A3gWwRLf8FYAXAZwGsLaV/jsB/A2/lT0AwL+h/UXwewCKe4ghE8B0IkoFIAWwUQjRAO0TNNboaq/PAQjU9Z8BIFZ3E2FtSztsRdOZ65aO41UA/rqbGTMAzLmHY2GMsW5F2kmBti1evNgSwGNNmmoBFAB4qEmbeu3atQmdGx5jjLE/KyIKBzBOCDH9fsfCGGOdqb31ZK7z588/0FaHmJgYJQDj3x8SY4yxPzsiGoffnuDBGGMPlA7dkBETE3MLwKVWVvOjhRhjjAEAhBDfQHsDJGOMPXA6ekdzEYCkVtapfmcsjDHGGGOM/eF1KIGeP3++B357wP1tdCUcb3ZGUIwxxhhjjP1RtTeBvhITEzO+jfUbAPTuhHgYY4wxxhj7Q2tvAv0QgH136cM10Iwxxhhj7IHX3gT6JrQP8m+r/63fHw5jjDHGGGN/bO16DjRjjDHGGGNMq6Ov8maMMcYYY+wvjRNoxhhjjDHGOoATaMYYY4wxxjqAE2jGGGOMMcY6gBNoxhhjjDHGOoATaMYYY4wxxjrg/wOAN/ZIQGDvTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "statline = StatLineTable(table_id=table_id, make_the_plots=True, modules_to_plot=[1, 46])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nadat we klaar zijn hebben we een plaatje van 11 vragen geplot. Dit is niet alles, omdat we een lijst van modules die we willen plotten hebben meegegeven: 1 (Personeel en ICT) en 46 ICT-veiligheid. De nummers die je aan de lijst meegeeft hebben we in de eerste tabel boven terug kunnen vinden door het runnen van de *show_module_table* method (waar de modules de items zijn die *geen* *ParentID* hebben). Als de het argument *modules_to_plot* niet meegegeven hadden, dan hadden we een dump alle vragen gemaakt. Dat doen we hier maar even niet omwille van het beperken van de uitvoer.\n",
    "\n",
    "Als je de plaatjes als png wilt saven dan  moet je de optie *save_plot=True* meegeven. Dan kan je de plaatjes terug vinden in de directory *images/84410NED*, welke automatisch aangemaakt wordt mocht deze nog niet bestaan. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=plot_een_vraag></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Het plotten van een CBS grafiek voor één vraag"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het dumpen van de vragen als plots is handig om een overzicht van je data te krijgen, maar echt mooi zijn de plots niet. Dit komt omdat we de layout niet getuned hebben, en bovendien omdat voor iedere vraag de waardes voor alle grootteklasses geplot is. We gaan nu laten zien hoe we de data van één vraag kunnen plotten voor een selectie van grootteklases. \n",
    "\n",
    "### Klaar maken van de plot data \n",
    "\n",
    "Eerst willen we kijken welke grootteklasses we allemaal tot ons beschikking hebben. We doen dit als volgt:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : You can make a selection from the following values\n",
      "Index(['2 of meer werkzame personen', '2 tot 250 werkzame personen',\n",
      "       '2 werkzame personen', '3 tot 5 werkzame personen',\n",
      "       '5 tot 10 werkzame personen', '10 tot 20 werkzame personen',\n",
      "       '20 tot 50 werkzame personen', '50 tot 100 werkzame personen',\n",
      "       '100 tot 250 werkzame personen', '250 tot 500 werkzame personen',\n",
      "       '500 of meer werkzame personen'],\n",
      "      dtype='object', name='Bedrijfsgrootte')\n"
     ]
    }
   ],
   "source": [
    "statline.show_selection()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De waardes van deze grootteklasses worden aan de *selection_option* attribute toegevoegd. Stel dat we voor de plot alleen de grootteklasses 2, 20 tot 50, en 500 of meer werkzame personen willen laten zien dan moeten we dus respectievelijk het 3de (index=2), 7de (index=6) en laatste (index=-1) item hebben. Laten we deze waardes er eens uit plukken:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : We hebben de volgende grootteklasses geselecteerd:\n",
      "['2 werkzame personen', '20 tot 50 werkzame personen', '500 of meer werkzame personen']\n"
     ]
    }
   ],
   "source": [
    "selection = [statline.selection_options[2],\n",
    "             statline.selection_options[6],\n",
    "             statline.selection_options[-1]]\n",
    "logger.info(f\"We hebben de volgende grootteklasses geselecteerd:\\n{selection}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We hadden  bij het initialiseren van de StatLineTable klasse deze selectie als argument mee kunnen geven als *selection=selection*, met daarnaast ook nog de *apply_selection=True* flag meegegeven. Maar in Python kan je de waardes ook nog achteraf toekennen. Laten we dat nu doen:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "statline.selection = selection\n",
    "statline.apply_selection = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Doordat we de selectie aan de *selection* attribute hebben toegekend, zullen we dadelijk bij het reorganiseren van de data alleen nog de waardes van deze grootteklasses krijgen. \n",
    "\n",
    "Voor het opvragen van een dataframe voor één vraag kunnen we de *get_question_df* method gebruiken. Bijvoorbeeld, stel we willen vraag met ID 47 plotten. Aan de eerste tabel die we met *show_module_table* lieten zien vinden we terug dat deze vraag hoort bij de vraag *Gebruikte ICT-veiligheidsmaatregelen*. Verder liet de 2de tabel die we met *show_question_table* maakten zien dat deze vraag 12 keuze mogelijkheden had. We trekken nu als volgt de vraag uit de tabel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>Section</th>\n",
       "      <th>ID</th>\n",
       "      <th>ParentID</th>\n",
       "      <th>Key</th>\n",
       "      <th>Title</th>\n",
       "      <th>Description</th>\n",
       "      <th>Datatype</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Decimals</th>\n",
       "      <th>Default</th>\n",
       "      <th>Bedrijfsgrootte</th>\n",
       "      <th>Bedrijfsgrootte_Key</th>\n",
       "      <th>Values</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L2</th>\n",
       "      <th>L3</th>\n",
       "      <th>L4</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>48</td>\n",
       "      <td>47</td>\n",
       "      <td>Antivirussoftware_34</td>\n",
       "      <td>Antivirussoftware</td>\n",
       "      <td>Het gebruikt van antivirussoftware betreft zow...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>49</td>\n",
       "      <td>47</td>\n",
       "      <td>BeleidVoorSterkeWachtwoorden_35</td>\n",
       "      <td>Beleid voor sterke wachtwoorden</td>\n",
       "      <td>Wachtwoorden die ten minste acht gemengde kara...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>AuthenticatieViaSoftOfHardwareToken_36</td>\n",
       "      <td>Authenticatie via soft of hardware-token</td>\n",
       "      <td>Identificatie en authenticatie van gebruikers ...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>51</td>\n",
       "      <td>47</td>\n",
       "      <td>EncryptieVoorHetOpslaanVanData_37</td>\n",
       "      <td>Encryptie voor het opslaan van data</td>\n",
       "      <td>Versleutelingstechnieken (encryptie) voor het ...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>EncryptieVoorHetVersturenVanData_38</td>\n",
       "      <td>Encryptie voor het versturen van data</td>\n",
       "      <td>Versleutelingstechnieken (encryptie) voor het ...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>53</td>\n",
       "      <td>47</td>\n",
       "      <td>GegevensOpAndereFysiekeLocatie_39</td>\n",
       "      <td>Gegevens op andere fysieke locatie</td>\n",
       "      <td>Op een andere fysieke locatie (reserve)gegeven...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>54</td>\n",
       "      <td>47</td>\n",
       "      <td>NetworkAccessControl_40</td>\n",
       "      <td>Network access control</td>\n",
       "      <td>Alleen apparaten die voldoen aan bepaalde eise...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>55</td>\n",
       "      <td>47</td>\n",
       "      <td>VPNBijInternetgebruikBuitenHetEigen_41</td>\n",
       "      <td>VPN bij internetgebruik buiten het eigen</td>\n",
       "      <td>Virtual private network (VPN) bij internetgebr...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>56</td>\n",
       "      <td>47</td>\n",
       "      <td>LogbestandenVoorAnalyseIncidenten_42</td>\n",
       "      <td>Logbestanden voor analyse incidenten</td>\n",
       "      <td>Logbestanden opslaan om incidenten achteraf te...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>57</td>\n",
       "      <td>47</td>\n",
       "      <td>MethodesVoorBeoordelenITCVeiligheid_43</td>\n",
       "      <td>Methodes voor beoordelen ITC-veiligheid</td>\n",
       "      <td>Methodes om de ICT-veiligheid in uw bedrijf te...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>58</td>\n",
       "      <td>47</td>\n",
       "      <td>Risicoanalyses_44</td>\n",
       "      <td>Risicoanalyses</td>\n",
       "      <td>Periodiek beoordelen wat de kans is dat uw bed...</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <th>NaN</th>\n",
       "      <th>NaN</th>\n",
       "      <td>ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...</td>\n",
       "      <td>59</td>\n",
       "      <td>47</td>\n",
       "      <td>AndereMaatregelen_45</td>\n",
       "      <td>Andere maatregelen</td>\n",
       "      <td>None</td>\n",
       "      <td>Integer</td>\n",
       "      <td>% van bedrijven</td>\n",
       "      <td>0</td>\n",
       "      <td>Zero</td>\n",
       "      <td>2 of meer werkzame personen</td>\n",
       "      <td>WP19115</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      Section  ID ParentID  \\\n",
       "L2 L3  L4                                                                    \n",
       "48 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  48       47   \n",
       "49 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  49       47   \n",
       "50 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  50       47   \n",
       "51 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  51       47   \n",
       "52 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  52       47   \n",
       "53 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  53       47   \n",
       "54 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  54       47   \n",
       "55 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  55       47   \n",
       "56 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  56       47   \n",
       "57 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  57       47   \n",
       "58 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  58       47   \n",
       "59 NaN NaN  ICT-veiligheid\\nGebruikte ICT-veiligheidsmaatr...  59       47   \n",
       "\n",
       "                                               Key  \\\n",
       "L2 L3  L4                                            \n",
       "48 NaN NaN                    Antivirussoftware_34   \n",
       "49 NaN NaN         BeleidVoorSterkeWachtwoorden_35   \n",
       "50 NaN NaN  AuthenticatieViaSoftOfHardwareToken_36   \n",
       "51 NaN NaN       EncryptieVoorHetOpslaanVanData_37   \n",
       "52 NaN NaN     EncryptieVoorHetVersturenVanData_38   \n",
       "53 NaN NaN       GegevensOpAndereFysiekeLocatie_39   \n",
       "54 NaN NaN                 NetworkAccessControl_40   \n",
       "55 NaN NaN  VPNBijInternetgebruikBuitenHetEigen_41   \n",
       "56 NaN NaN    LogbestandenVoorAnalyseIncidenten_42   \n",
       "57 NaN NaN  MethodesVoorBeoordelenITCVeiligheid_43   \n",
       "58 NaN NaN                       Risicoanalyses_44   \n",
       "59 NaN NaN                    AndereMaatregelen_45   \n",
       "\n",
       "                                               Title  \\\n",
       "L2 L3  L4                                              \n",
       "48 NaN NaN                         Antivirussoftware   \n",
       "49 NaN NaN           Beleid voor sterke wachtwoorden   \n",
       "50 NaN NaN  Authenticatie via soft of hardware-token   \n",
       "51 NaN NaN       Encryptie voor het opslaan van data   \n",
       "52 NaN NaN     Encryptie voor het versturen van data   \n",
       "53 NaN NaN        Gegevens op andere fysieke locatie   \n",
       "54 NaN NaN                    Network access control   \n",
       "55 NaN NaN  VPN bij internetgebruik buiten het eigen   \n",
       "56 NaN NaN      Logbestanden voor analyse incidenten   \n",
       "57 NaN NaN   Methodes voor beoordelen ITC-veiligheid   \n",
       "58 NaN NaN                            Risicoanalyses   \n",
       "59 NaN NaN                        Andere maatregelen   \n",
       "\n",
       "                                                  Description Datatype  \\\n",
       "L2 L3  L4                                                                \n",
       "48 NaN NaN  Het gebruikt van antivirussoftware betreft zow...  Integer   \n",
       "49 NaN NaN  Wachtwoorden die ten minste acht gemengde kara...  Integer   \n",
       "50 NaN NaN  Identificatie en authenticatie van gebruikers ...  Integer   \n",
       "51 NaN NaN  Versleutelingstechnieken (encryptie) voor het ...  Integer   \n",
       "52 NaN NaN  Versleutelingstechnieken (encryptie) voor het ...  Integer   \n",
       "53 NaN NaN  Op een andere fysieke locatie (reserve)gegeven...  Integer   \n",
       "54 NaN NaN  Alleen apparaten die voldoen aan bepaalde eise...  Integer   \n",
       "55 NaN NaN  Virtual private network (VPN) bij internetgebr...  Integer   \n",
       "56 NaN NaN  Logbestanden opslaan om incidenten achteraf te...  Integer   \n",
       "57 NaN NaN  Methodes om de ICT-veiligheid in uw bedrijf te...  Integer   \n",
       "58 NaN NaN  Periodiek beoordelen wat de kans is dat uw bed...  Integer   \n",
       "59 NaN NaN                                               None  Integer   \n",
       "\n",
       "                       Unit Decimals Default              Bedrijfsgrootte  \\\n",
       "L2 L3  L4                                                                   \n",
       "48 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "49 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "50 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "51 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "52 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "53 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "54 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "55 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "56 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "57 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "58 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "59 NaN NaN  % van bedrijven        0    Zero  2 of meer werkzame personen   \n",
       "\n",
       "           Bedrijfsgrootte_Key  Values  \n",
       "L2 L3  L4                               \n",
       "48 NaN NaN             WP19115      87  \n",
       "49 NaN NaN             WP19115      62  \n",
       "50 NaN NaN             WP19115      31  \n",
       "51 NaN NaN             WP19115      25  \n",
       "52 NaN NaN             WP19115      25  \n",
       "53 NaN NaN             WP19115      68  \n",
       "54 NaN NaN             WP19115      34  \n",
       "55 NaN NaN             WP19115      32  \n",
       "56 NaN NaN             WP19115      34  \n",
       "57 NaN NaN             WP19115      25  \n",
       "58 NaN NaN             WP19115      25  \n",
       "59 NaN NaN             WP19115      15  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "question_df = statline.get_question_df(47)\n",
    "question_df.head(12)  # dit laat de eerste twaalf rijen uit de data frame zien"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De eerste twaalf regels van de dataframe laten zien dat we nog alle grootteklasse in de Dataframe terugvinden (we beginnen immers met de 2 of meer werknemers items). In totaal moeten we dus 12 * 11 = 132 in de dataframe hebben. Dit kunnen we met info zien"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 132 entries, (48, nan, nan) to (59, nan, nan)\n",
      "Data columns (total 13 columns):\n",
      "Section                132 non-null object\n",
      "ID                     132 non-null object\n",
      "ParentID               132 non-null object\n",
      "Key                    132 non-null object\n",
      "Title                  132 non-null object\n",
      "Description            121 non-null object\n",
      "Datatype               132 non-null object\n",
      "Unit                   132 non-null object\n",
      "Decimals               132 non-null object\n",
      "Default                132 non-null object\n",
      "Bedrijfsgrootte        132 non-null object\n",
      "Bedrijfsgrootte_Key    132 non-null object\n",
      "Values                 132 non-null int64\n",
      "dtypes: int64(1), object(12)\n",
      "memory usage: 14.9+ KB\n"
     ]
    }
   ],
   "source": [
    "question_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inderdaad hebben we 132 entries. Voordat we de dataframe klaar maken om te plotten, slaan we eerst even de eenheden van de data op. Deze moet als het goed is voor alle entries hetzelfde zijn omdat ze allemaal bij dezelfde vraag horen. Dus we doen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO : De eenheden zijn: % van bedrijven\n"
     ]
    }
   ],
   "source": [
    "units = question_df[statline.units_key].values[0]\n",
    "logger.info(f\"De eenheden zijn: {units}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inderdaad, de vraag voor gebruikte ICT veiligheids maatregelen heeft % van bedrijven. \n",
    "\n",
    "Als laatste stap voordat we gaan plotten, gaan we de data frame reorgiseren:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:2874: PerformanceWarning: indexing past lexsort depth may impact performance.\n",
      "  return runner(coro)\n"
     ]
    }
   ],
   "source": [
    "question_df = statline.prepare_data_frame(question_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Bedrijfsgrootte</th>\n",
       "      <th>2 werkzame personen</th>\n",
       "      <th>20 tot 50 werkzame personen</th>\n",
       "      <th>500 of meer werkzame personen</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Antivirussoftware</th>\n",
       "      <td>82</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beleid voor sterke wachtwoorden</th>\n",
       "      <td>56</td>\n",
       "      <td>74</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Authenticatie via soft of hardware-token</th>\n",
       "      <td>24</td>\n",
       "      <td>43</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Encryptie voor het opslaan van data</th>\n",
       "      <td>19</td>\n",
       "      <td>33</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Encryptie voor het versturen van data</th>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gegevens op andere fysieke locatie</th>\n",
       "      <td>57</td>\n",
       "      <td>86</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Network access control</th>\n",
       "      <td>22</td>\n",
       "      <td>51</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VPN bij internetgebruik buiten het eigen</th>\n",
       "      <td>19</td>\n",
       "      <td>59</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Logbestanden voor analyse incidenten</th>\n",
       "      <td>20</td>\n",
       "      <td>64</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Methodes voor beoordelen ITC-veiligheid</th>\n",
       "      <td>14</td>\n",
       "      <td>46</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Risicoanalyses</th>\n",
       "      <td>15</td>\n",
       "      <td>47</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andere maatregelen</th>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Bedrijfsgrootte                           2 werkzame personen  \\\n",
       "Title                                                           \n",
       "Antivirussoftware                                          82   \n",
       "Beleid voor sterke wachtwoorden                            56   \n",
       "Authenticatie via soft of hardware-token                   24   \n",
       "Encryptie voor het opslaan van data                        19   \n",
       "Encryptie voor het versturen van data                      20   \n",
       "Gegevens op andere fysieke locatie                         57   \n",
       "Network access control                                     22   \n",
       "VPN bij internetgebruik buiten het eigen                   19   \n",
       "Logbestanden voor analyse incidenten                       20   \n",
       "Methodes voor beoordelen ITC-veiligheid                    14   \n",
       "Risicoanalyses                                             15   \n",
       "Andere maatregelen                                          9   \n",
       "\n",
       "Bedrijfsgrootte                           20 tot 50 werkzame personen  \\\n",
       "Title                                                                   \n",
       "Antivirussoftware                                                  96   \n",
       "Beleid voor sterke wachtwoorden                                    74   \n",
       "Authenticatie via soft of hardware-token                           43   \n",
       "Encryptie voor het opslaan van data                                33   \n",
       "Encryptie voor het versturen van data                              32   \n",
       "Gegevens op andere fysieke locatie                                 86   \n",
       "Network access control                                             51   \n",
       "VPN bij internetgebruik buiten het eigen                           59   \n",
       "Logbestanden voor analyse incidenten                               64   \n",
       "Methodes voor beoordelen ITC-veiligheid                            46   \n",
       "Risicoanalyses                                                     47   \n",
       "Andere maatregelen                                                 27   \n",
       "\n",
       "Bedrijfsgrootte                           500 of meer werkzame personen  \n",
       "Title                                                                    \n",
       "Antivirussoftware                                                    99  \n",
       "Beleid voor sterke wachtwoorden                                      95  \n",
       "Authenticatie via soft of hardware-token                             82  \n",
       "Encryptie voor het opslaan van data                                  69  \n",
       "Encryptie voor het versturen van data                                72  \n",
       "Gegevens op andere fysieke locatie                                   95  \n",
       "Network access control                                               72  \n",
       "VPN bij internetgebruik buiten het eigen                             88  \n",
       "Logbestanden voor analyse incidenten                                 91  \n",
       "Methodes voor beoordelen ITC-veiligheid                              79  \n",
       "Risicoanalyses                                                       80  \n",
       "Andere maatregelen                                                   65  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "question_df.head(12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Door het runnen van *prepare_data_frame* wordt de selectie die we eerder aan de *selection* attribute toegekend hebben uitgevoerd, en bovendien worden de grootteklasses nu als kolommen weergeven. Deze data frame is geschikt om te plotten.\n",
    "\n",
    "### Het maken van de CBS plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "Allereerst kunnen we de plot settings voor een standaard CBS plot makkelijk instellen met de klasse CBSPlotSettings. Deze klasse stelt de figuurgrootte in en kiest het juiste kleurenschema. Dit doen we nu:\n",
    "\n",
    "Door het laden van de *CBSPlotSettings* klasse wordt het koele kleuren schema gezet. Je kan het warme palet kiezen door de optie *color_palette=\"warm\"* mee te geven, maar je niks meegeeft dan is de default palet *koel*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_settings = CBSPlotSettings()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We hebben de data die we willen plotten dus in de *question_df* dataframe staan. Dit is een standaard *pandas* data frame, dus met het aanroepen van de *plot* method kunnen we al een plaatje maken. Echter, we willen de plot ook gaan tunen. Daarom is het handiger om buiten *pandas* om de figuur en assen te maken en deze aan de *plot* method mee te geven, zodat we de waardes daarna makkelijk kunnen aanpassen. We beginnen dus met het initialiseren van de figure en axis:n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 391.181x241.763 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(dpi=72)  # dpi is noodzakelijk om het wegschrijven naar pdf goed te krijgen\n",
    "fig.subplots_adjust(left=0.5, bottom=0.25, top=0.98)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dit is nog niet zo spannend. Enige belangrijke is dat we de marges aangepast hebben. We gaan namelijk een horizontale bar plot maken, zodat we aan de linker kant ruimte nodig hebben voor de labels van de staven. Daarom dat we *left=0.5* zetten (0 is vanaf links geen marge, 1 is vanaf links alleen maar marge tot de rechter as, dus 0.5 is een marge die de helft van de plot breedte inneemt. Ook aan de onderkant vergroten we de marge wat omdat we de legend later kwijt moeten. Aan de bovenkant verkleinen we de marge juist. Rechts laten we op de default staan.\n",
    "\n",
    "We hebben door het gebruik van de *subplots* functie uit de *matplotlib.pyplot* module gelijk toegang tot de figuur en assen. Dus laten we nu de plot method van pandas gebruiken om een horizontale staafdiagram te maken in de assen die we zojuist gemaakt hebben"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jY2JiAAKKjIoVK5ZwbvXq1QGoVq0ac+fOTbOtmTJl4pFHHqFt27aUKlWKvn37EhMTQ+nSpQHjt9izZ09CuwCyZ88OwPr162nXrh1g5Pfbt28PmO9KwgVlBwCqul5ECpC4c8lwESmDCZaPAjfZfKvtHRtLSJxTfh34AjOn/IkV40/HjG6XAwdSqTqtfF9iNkn90z6fKiJX2cf/BywARtrpj3iMy7n3vn37CmfOnDm2dOnSm2FPsWSlZoDUhPaxsbG0eLgLwwYN5OZKZZMdv/XWW+nWrRt9+/YlOjqar7/+mieffJINGzbQuHHjBNH86dOn2b59e7K52c8++4y2bdsyefJkVJUuXbowZswYsmbNCsDQoUP55Zdf2LhxI506JUr6fAHaG6h9UzmBREZe1qxZk/D7mmuuoXz58qm2NS4ujtatW/Pwww/TuXNnVqxYwdVXX83mzZspVqwYmzZtomDBgsnaA1C+fHkGDRpEkSJFiIuLQ0QYNmzYGW2jdLnggvIVjKpGAVGe594tpx7xy77Ok+9Vv2O/ALf6ld0H6OOX1t7zOCI9+TAj6y88xwIJi+71e/7ImjVr6lWqVClV98W54JtvvmHFihUJIp4BAwZwyy23JByvVasWf/75J3Xq1CFbtmxMmzaNHDlyULVqVQoXLkxERAQiQuvWrWncuHGy8qtVq8ZLL73Eww8/TIsWLZKMLL/88ktuuukmwsPDCQ8PT3eb33zzzWQiIy+hoaE0bdqUEydOMGXKFPLly5dqWw8fPkyLFi2Ii4sjLCyMypUr06dPHx566CHi4uJ48sknkwV+H/3796dDhw6cPHmS0NDQZG25EnFCIkfQIiItgeeAu1X1v4yc64REZ0ZUVBTz5s2jX79+F7splw1OSOS4bFDVKXjE+A7HlYALyg6HI4GIiIiAu2A7LhzuljiHw+EIIlxQdjgcjiDCTV84rmicJe7y5VKzw/k45yNlax6LFZGC9vmNIqJ2cUGg/NVEpIbn3Ax97Ssi7UWk/Vk2+5wgIovTznVO6uktIhEpHMtwH/qVe7eIRNmfg/b3WHv8eRFZJCKLRWTwGdZRTUQes48X298BzXT2WHsR6ZiOcpNZ7A4cOJBr69atRc+knell5Yq1NGnYgTsbdaRnjw8S0j8a9Dl3NHqMzh16cfp0bJJzZkyLImb/wRTLXLxoJZv/2ZYs/a6mnWnepDN3Ne3MoqgVAKz7fQN3NHqMprd34Pe1f5+jq4IvJkzj83FTz1l5jvRzvkbKqzHuhFGYe0hXppK3mm3HqvPUlvOGiISo6nk3x1yoeixHffcQi8hiz+M7gPJAPVVVEal3JoWr6mrM34c3LaCZLoPlpmixk9azz2rItH90yosCS5QszPczhpEtW1Y6d+jFurUbKFgoH4sXreSHuZ8yeOA4ZkyL4p77Em8Bnzk9igoVryFP3sAWtsU/RlP71mqULlM82bGpM4YmscYN6DucUWP7ExISwkvPvc3ErwaexZUanAzp4nK+gvICjIdgFFAJ+B1ARLIDY4BCwF6gLdAZyCci9W3+yiIyDcgLNAFOYPwMxTDLeNthRvjfYFabxQCzbfmvAw0wK7s62Ov7HLPybK6qvuVroIgsxAh34kXkG+Ap4AbAN8rsparzROT2AGlRmBVoRe01+MhsXRE1gN6qOl1EbgbeAUKB0Va+E6jMVOsRkacxt4cdxxjSouwS56GYYHncry3YEaZvEcgzqrpKRNYAa4CqwCM2SKaH+4H+1nWBqi70q6sNEKaqw0SkCsYy1y1A+6oCt6tqL8+5URgzXSnMQpFdGGvcYzZLQxG5zz5uBmQj+d9RGxItdmPmz59fKGfOnEeyZMly1nvWb9ydmtq5HEcOAgfh+Omr2X6gNCvW/kuFak3YuLsc11Rpxaxp31C5jilj146tzJ69nF/X7qRh07tp1Pxe3nypK6dOnSL89jt46NGujP98Ft99t5Qb66zjuZ79E2o6GZuDpk1eIF/+QvTo8wG5r87Djj2nOBlaF4Dd++KStHXwgNdodl9r9u3ZxcfvvsHEaT/S+8XHefrlvuzY9m8yKVGXh5pRqUpN9u7ZxQP33EFspliOHShMp06dGD16NN26dWP//v3s2LGDdu3acdddd/HMM89w8uRJWrRoQc+ePRk3bhxz5szh4MGDZMqUiTvuuINJkyZx3XXXMXr0aI4fP06HDh3YvXs3BQoUYMKECUkWltSuXZsqVaqwatUqevfuTfPmzVm2bBk9evTg9OnTdOzYkUcffZSIiAhuuukmduzYQcuWLRkwYAA5c+bkxRdfpHHjxrRr147t27dTrFixhF3AP/zwQ+Lj49m/fz+zZ88mR44cdO3alfXr15M9e3YmTJjAmjVrkuXLmTPn2f4JZYjz9RZzCjghIrWBPzzpHYFIVW2AWUnWChgJvKeqbXyZVPUuYCYmsN8LrFPVcExwbwncAyxX1abAYQARqQwUsyO7JzFOhQhgpKrWB/xFt0uBOnbJbg5V3YVxPzS2P75VZoHSAL5T1SRBECiACaz1bP3Yc1pgDGxtRCTLGdbTERPU7wR8QoDmwBbbn0OAx30niUh+W2845lPL6/ZQYcwbYVeSr9pLjSLAzlSOT7PtAbP0enJq7UuBFzGei/tIKkHaY697O8ZWF+jvCAARuQmIy5cv3+6sWbOeTN+lnT1//7mWAzH7KXvt9Rw+dJAcuXIBkDNXGIcPJq4eL1y0BLeEN6TvwFG06/w0n40YTOdnX+HTb2az8qdFHIj5j+YtH+KZnv2TBGSAtz/5nBFfzCD89jsY88l7AGh84uIv9RvhVqlxE79GL+PXVcvIX6AwR48c5r99e8mbvwAjBr3FByMmMfrrWcz6/htOnzoFQETj5vQdOBKAHTt20KlTJ0aNGkXRokX59ttviYyMpESJEnTu3Jny5csTFRXFzz//zNy5czl+3DimChQowIwZMyhcuDAnTpxg0aJFbNmyhf379zN69GhatGjBggULiIiISLZX4N69e+nVqxcLFy5MEB+9/vrrREZGsnjxYiZOnMgp29Z7772XCRMmMGXKFL7++msWLFjAHXfcwXfffUfFihVZtGgRlSpVSrJKcNq0adx5553Mnz+f6dOnU7JkSRYsWEC3bt0YPnx4wHwXmvP5Rd9MYDiJAQCM0aumiHTBjHYmYfy6XnwWse0Yx28REqc2VmJcvHGYpb0A0Z6yI+yoC0wA+RroLSITgQnAD556JgMPY/75femqqocARCQulTRvvV7+U9UtfnmrYgxoAPkxgftM6imL8UTg6Y8KwIMi0gTzWv7kOa+srft/fm3coKonRMTXv+llJ+aTQcLEpX0j/BjYpaoPisgp+2ZwG0bn+UIq7QtEGeBXK0ha60n3/5tI7e+oLOZvo1GOHDmOHTly5OyHOWGp/5scjNnPe327GyFRWGZyFcpL1m0x1Cqbm5ADSrkSBZMI4/PnykLlkrkoVzY3h/du5aHm4eTIkYN6t95IWPx/FM2TjfJFcgSQzJvnlbq04e67v6ZW2dyEXRWakC/sqixJzinZsjEvvfQS8fHxdO30CFt/jeK6MsWoVTY3//z1O72fMcu1jx3cR8lcp8iVLTNtW9QjS5YsrF0Ew4cPp3///gmyIlWlU6dOvPXWWxQqVIh169bxwgsvcOzYMdavX59MOlS0aNEkj2NiYvjjjz+Ijo5mxIgRnDhxgtatWye5wnz58lGypJEV+sRMgQRKADVrmlmpXr160a9fP2JjY3n11VfZuHEjNWrUAMwy9+joaAoVKpTQlmLFinHgwAF2797Nl19+yezZs4mNjU1YHu+f70JzvoNyE2CFJ209MN+u1EJEQjEfi7N68njXfQuwCROIZwC1gA02T1VbR3XgZ1v2HFV9ylN2ZlV93o5Ol+AJyqoabd28BYCXbHKIiITZx5lSSQMzReJPXhEpDuz35P0FaKWqR0Uk1Mp6zqSef+w1r7PXPNte8+eq+oHnmut48q9Q1VaeY5C8f9PL18CLIvK4nVMOV9VFmE8jPqYC3YG/bWBNrX2B+AczfbUSM+3lw7/Ngf6O2njKqA9w9OjRqzjPxMbG8voTHXm6d3/yWxtbxeo1GDxxDN27d2fevHnUrl07yTmhoaHExZn33bJlyxIdHU14eDi//PILTz31VJLjXg4dOkRYWBhLlizhmmuMeD9v3rxs27aNkJAQcudOGsQLFizIzp07KV68OHXq1OGee+7hiSeeAFKWEnnnZ3v16sXUqVOpUKECtWvXpn///jRo0ICbb74ZgGHDhtGjRw8iIiKoW7dugvDIKxPyFyKVL1+ehg0b0rJlS4AEpaeP/fv3s23bNvLmzZvQB2m1tVSpUowePZqlS5cycOBA6tevT3R0NM2aNWPlypWUK1cuxbY8/PDDvPDCCwltWbJkSUCJ04XkvAVlVT2CnRP0XORIYJSIdMX8c72CCajjROQGAi+p/Q6YICKLMKO1dzDTLpNFZDZmThlVXSMiu+xIWbGjJxHphvHuTghQ9jKgtqr67onqg5GsC4kf9wOlpcQ+zDRENRKnIN4AIkUkBBOsW55hPaOBKSLyMGaOHMwI/CMRWWCfDwIO2f7YKyIzbL/FYeb5+6bR/hRR1R9EpAKw0F5LNImOYx/fA8Mw0yWpti8F3gcmYtSfMZhdRQIR6O/I185lIvLEf//9VyhnzpxHs2TJcirdF3kGzI/8lnWro/m4z2sAPNnrTarceDPh4eHUrVuXkiVL8uyzSb/HbNKkCV27duX//u//6NGjB4888ginTp3irrvuolixYkRERNCzZ0+WLVvG668n/ik0aNCA7Nmzky1bNsaNGwcYudCDDz6IqvLJJ58ka1+RIkWoXLkypUuXZu/evdx6660J56UmJQLIkiULEydOpFWrVnz44Yf079+fm2++mUmTJtG+fXuaNWtGt27dqFixIlmyZElXf3Xu3JlOnToxdOhQVJUBAwYkBHmA/Pnz07t3b1avXp1w7Wm1tXfv3vz8888cOXKEDz74gDp16tC2bVvCw8MpUqQIPXr0YMmSJFZYAFq0aMHTTz9NgwYNAHj22WcJCwtLlu9C44REjqBBRDKraqy9PW4JUFdVY9M6LxBOSHRpUrdu3ST+6MuBjAqJLq97SRyXOmXtyH45ZtrjjAKyw3Ep41b0OYIGVf0Lc7eI4wrlchslnwlupOxwOBxBhAvKDofDEUS4oOxwOBxBhAvKDsdZsHnzZgoVKkRERESSfevee+896tatS5s2bRLuxQ2UlhqrVq2ievXq9O/fP828wUDv3r2ZN2/exW7GJY/7os9x2TN1ZZbUhUTJhWxJqFch5YWIB4/toF79moz41NwCHnM0mn17Y5gzbyrTZn/E4IHjmPDlQOreVjNZmldSFIjvIsfQ840O3N7oVmKOBlpAem44F1Kf+Ph4jp/aweETfxFzNM85atn5IaPXe6EVoBclKFvtZBIpTQbOjbLnZuh2KVvnFlXdlNE67fm9gSi7A/QlixiFar8A3o4zKas98JuqpitiiMgg4AVVjfOkjcPImzans4xqQIiqBo1VcPGildzZqCPN765P125tWBX9O3VvM//I9erfzOSvZ3HVVdmSpXmD8trf/uLF594mLi6eTl3up9aNlfls7HeEheXk6JFj3H3v7Ql1DR86CVVl//6DdOjYiomfR5I1Wxa+nDwIgBeffZsNf/9LtuxZGTG6L7mvzpUsbe1vfzF0yERUoUOnVjRqbBZadnj4FQZ9/CrfTpnD/DlLGf/l+zzQ8hm++Hog8+Ys5aMPPyc2Lo6XXu7I7Y1upVH99lSpUp5s2bOSK1cOwOhE+/cZyrCRfWjzwPMAbN68nV5vdCVf/jwMen8cx44dp/MTD/DgQ815u/8Idu7cy5bNOyhTtjhFihZkzuzFNGpch+6vdGLf3hiefrIPRw4f47ryZXh/0MtJ+v+22q0pf30ZNm7YwgeDX6FGzUrM/uHHVNtapkxxvvpyJtmzZaXvgOcoU6Y4nR/rxeFDR6lc5Trefv8lvpgwjQXzfuL4UbPAdsaMGZw4cSKZUGnixInMnj2bgwcPJuTzrgrMKFfS9EUExotwSWJX0QUVqjouvQHZ5n/WG5DPkGoYC19QUKhwfpav/pbIH4az8OvjUy8AACAASURBVH/L+X3t3xw8eDghQIWF5eTAgUMB07y81XcYIz/tx8w5oxk5/CtKlCxC6zbN6Tvg2YSA7ENVmfjVQBo1rkP0yt+ZOmMYRYoU5Nc165n9w48UL1GY72cOp2OX+xn76ZSAaQCnTsUy6ZsPEwIyQK2bbmDFit9YveoPModm5vTpWDJlCkFEGDJ4PN/PHMa0H0YwZNB4APb/d4Dnu3eg/9sm+P65bhP93vyEYaP6EJY7J9NmjWTY6D6Uu7YUd93dkFvr1GD67JHM+d9YPhv7XUK95a8vw3fTh7J583YqVLyGuf8bx6yZZsHooIHjePaFR4n8YQQ5c13F8mW/JumP7dt3M2hILyZ+PZB3B4wiPj4+zbbOnLGQyJnDifxhBFWqlmfc2G+5t2UjZswZxbHjJ1i5wuhW8hfIy8yZMylWrBi//vprikKlggULJsl3NgTN9IWItMWoHuOArnbZ9ONAe2AhcLPP7Qu8LSJ1gTGqOlJEymEUkVkxis5+IvIWxtZ2CmNDaw/cKyLzMCrQwTZ/pKq+ZUd9TfBZX4wiMg/p02VWBZ7DvMnlBZrYZeZYF8Z7qtrarlSbp6r1RaQHxuJ2EmivqltSSFsD/IaR8rxtywwFZmF0oHsx/pASGJ3lfozY525gd4B8vv6+GePkeMlKhEZivBVJVKeB9J+eMnoDi4FY/+sHjtkyrwWOqeodHkVnCcwyeJ+iMyWta5sAr4lX9do2pddiwYIFBdetW5f/uuuu+4uzJHV1p+UI1KhzH1E/HSFnruvYvONPNu4ux5+bj0BoCY5p8jRvubv2xHI6Wzhb9kO+QuVZuS6MmKN52RFTLEm+HTE7KVzyRjbuLkfIVZXIXzyWjbvLkTXsOtZtysWfazcyKzKKGT+sJi42jsrVb+TAscPJ0opdW4yS196S7NqKX9ec2fNns/dAKKXL1mb4mDUUv+YWov/Iwx9/bKVpE+OJiPnvEBt2XUPO3EU5kbkOG3dDzNG8jPn0M/oOHMne49XYexxOnTzJC12606PPSHYeLs0vK5Yy6qNXiY09zYY/N7NxdzmyZynKTTXqkCdHTUqVuJ7ate4mT45ryR1WkLBs1fhnw37eenMcIsKRI0cIr9MiyZTCteXKU6LQbVAIjh15i7jjpfj7r2383909ANi75whXX1WDwoVKcMN1dwLwVr8P6fniCLJkyULfvn3ZufUkre5pSZ4clahTuyl7tmcmR9bS1KpuZEw+OVEgoVLu3LnPqcQoKEZfNlg9jbGLtQH6i0hmTCCtA3zrd8p3Nr29lQ31Bx5T1XpAJRsI6wC3WW3nVmAc5qPzCxihTYSq1gYa2YAAgRWR6dZl+ilHfWnbgPy2jtuARSJSGGigqnUwnotXAqXZIooDXVT1bc/1xwLNrc70D4xDGsybyP3AQIxjI6V8qOoyjGlNbN7J+KlOU9F/BsTv+u+2/VkPE0y9vIQxyLXCWAAhZR2n/2viVb2m+FrkzZt3T1hY2IGDBw+eV5nB0SOHEx6viV5G8ZJlqFi5BquWG9fC8iULuaHajQHTvOQMC2PHtn+JPX2a7Vs3kzdfgRTrTFH4g1KqbDnuvPdBRnwxg9Ffz+LJF18PmAYQEuDDV/mKVVi2+H/kzVeQqjVvZsLoj6lS42auzpuPa8pXZOj4SEZ8MYMvpi9GRJLNzb74+juMHTaQrZvNLOH7fXrwYPsnKF6yNACfjxxMrwEfMfTz78mZK/GlSUtiNHDgQKKioli5ciV33303XjZs2MDRo0fZsWMHYWFh5M+fn8qVKzN//nyioqJYs2ZNsrZWq1aNcePGERERwbhx4xLEUAArV65MED4Fakv37t0TlKVdu3YNmO9sCJaRcgHgX1U9DWwWkdwYzeUWaxvzF7H/YtP/xag3ywPjbcdcjRHivwt8JiL/Aa/6nV8G+MC6lMuT6O71V0RmRJfpf66XWUBTTFAcCZQGfJ9xVmKkRYHSANar6lG/8nIAI0WkGGZk+bf9WadG2r8dKJdKPh8/Yt687gIewNjpvKrT/wis/wyE//UXxjir0eS7ppTFvIaxIuK75pR0nKn1a2qvRdXQ0NDTsbGxAbeZyhCpqDtXL1vO8Lf7Epo1K9VuvoUbwo0RrvptdenY+g4KFy9O62eeIjRLlmRptYomWt0+en8ATz75OHFxcXR//mlql8/PrAAKzyNbcrI1T1Zqlc3N2oJXERsbS62yuZlu8zZsaCQ73TveCxjJzvOdWydLK180LKEcf/Lkyk7LZg1o0qQBz3T4m4fvbUju3Lnp/Wp3enS6DxGhYsWKfPLJJ+TMlimhjOl5slGzfFEe/uYL2rZty7hx45g3Ywr7d/7Dd58P4eWXX+bRNvfz2lPtqFatGoUK5DNtT6P7e/bsSefOnTl48CAhISGMGjWKMmXKJBwvUaIEHTp0YMOGDQwdOpSQkBCef/55GjZsmKStXh5//HH++ecfTp48ydixYylatCgPPfQQo0aNokqVKtSuXZs///wzWVsCCZXONRdFSOT/RZ8dKf8M3IoJqEMwIntf0KiJGR35fMmvYPwIP2JGd+OBZ1V1py1LgayqelxEegIbMUFqparOFpGPgSmqGiVmn7i2thzfzhW9MaO1mzFvDJNEZBZm+iA3UC6AjvJ2Ve1lp0FQ1XGe6y0FvAUUUdUGdlT8uao2ttMwbTF2uSRpqvq4mC2Z6vr1X0ugsqr2FpH+mEAbhf0Cz/ZvBGbaI7V812Hk/ydUtY2IZLd95lOd3gkM8+o/7Runrx29SZy+SHL9wAGglk0LsW8WUZjpi48x0yTLMbugNMeMrLcF0HH6vybFgJyqOkJE7k7ptVi9enXbwoULK0ChQoX+IwA7d+4sfyRWcx7MHnhbpvNNrfw5Lkq9lxvBLjHKqJDoYo6U24jZmQTMbh1DMEE2HnjSjqI+w4y2fiKpxvH/MBrIsap6SkReBcaISFabryVGc3mVJ/824C07lzoDGCIi6zBzxSmRIV1mSqjqvyJSFqPPRFV3icj/RGSprf+RQGmpFLkMeFVEamFGkyntmJlqPlX9S0RKkrgNVQvxqE7PUv8ZCdxlzz2CCfA+3sds+7Tb/kAqOk4/vKrXp8nga+FPrtAQrnXB0RFEBLW6UxJVjjcDHVS1y8Vu0+WG/QTQQlXPq3f4QuPUnY5g4VIaKaeHp0TkHiALGdtPzpEORGQGZgePyyogW+Lj4+MlJCQkeEcdjsueMxn0BnVQVtUPgQ8vdjsuV1TV/66Iy4m1e/furVigQIGDLjA7Lgaqyn///Ue2bNkydF5QB2WH40yJjY3tuGvXrtG7du26gRRu/Tx27FhoSEgIMTExF7h1jiuFbNmyUbx48Qyd44Ky47KkZs2aezD3WKdIly5doq677rp6vo0zHY5gICgWjzgcDofD4IKyw+FwBBFu+sJxRbPv8EKmrkzplmjHlcg9tS7uzUjnfaQsIotE5GrP88EiEi4iUSKyUESWi8i99piKSEP7uL2V4XjLGidGPuRNay8iNUWkmog8FuhYCu0qLSINAh07G2ydGepXEektIqnLdQOf97H9HWVdIWdctog0FZFmInK1iNyX0bacQX0RdkFNesr8+Ezb43BcalyIkfJ0zDLaCfb5rcDz9nFDjKltPkYytBF40j5PF97lzMDqVI75UxrjoliQSh7AaDMD+BtSoj3mWtObP01Sql9VnzpXdajqLFtXaeA+kkugzjURmCXaafqtz+V1+rN2a2Xe/uDJ81W8A9BJTS52Ey4pLsSc8rcYrwEiUgNY43XqWtnOcft0F3DEOhlS4nk7+u5jy+wtIrfbkVc/b0a/Y9+LyDQRWSIiOTEKyHYiMt/mfd2OOBfYUXRpu+x5MsZGFyUiA0RkhW9ELiI32/QlIvKoiNyE8f3OF5F29vgqEZkkIqvsOQVEJNKWPdTT3LYiMk9Exth87UXkK7vAo4qITLDpEdYDgRhvh/d6HxKRwQH6zL/shNGs/fRR2vPJpDPGnBdl29pRRH60PzXsOWtE5HP7u1qA+h609Y0OdM1i3BrtMVKoD/yuobl9fZeKSFPvdaa3P+31jfa2wa+OziKycs+ePTU5HlCL4XBcNM57UFbVDUAxEckG3IsZEScgIgUwdjIfHwHPpFLkEquirCHGfpaRtnjVkiOB8araUEQqA8Wsr/lJEr0LBYEHVHWMff41UJfE1YV9MLdd1cXIc1bbn4aqOh54zR7vCJS057wMDLB6zMMicotN/1tVbwdOSqIT5IBd4JEeQeuDQG1VDdR3gcpOiZEYl3IERuwUSN1ZGBO8uxJ4peXvtr6SYqauklwzRjA1jkSVKpAg8n8R8wkmAqP49JKR/vRvQwKqOlJVaxUsWDCa7PnS6A6H48Jyob7om4uxg91OovwGzDRFLB75jKqutCPeDZh/YH9+sb9/wyg404u/AvKg51gFwGegA9hpfycZ1QNrVfW0iPimEqpixDtgVKP+Etww61NGRHwyoAoYSb9iBO/L/a5rNcZoB+Db1cO7Ii2lfWZewbw5BMK/7PSUB0axGUjduUFVT4hRhPrrNCGxr3dgrHopXbM/+W1e3+6bBUWS7KuTkf70b0PgN7a8oVAvZXfx+UAfDpqNUxxByIUKyt9iDF5bVPWkJ72hBt5rbzRmFDowwLGqwDrgBuCTAMdTwj8QnSZxhL4emOObuxSjgCxG8nlh/+W6v2B27zgqVmspIr5yY4FDIlIUExB8gXY9xsAWbevKDFS21zXT/h6P8Tz76j+IGZ1i8wbiEWCCiLRS1eN+x/zLzg8UsQGvkl9eb7/8A6zwqjsD9EOgoO5/PNA1X0/ST0gA+zBvtk2sLztUVdUTlzPSn+l943E4gooLEpTVbO1UAhiRzlO+w+gdA1FPjN5xoapukzPfoHAtZneNr1T1ARHZZUfKihGsz0lHGW8AkfZj936MMnQGMNXOZfYFpmFG/VvtOW9hxPO5MUG3k02vYOe3t6rqTyJS3leJqh4QkS1itrLagJl792c18B7wuYi09nuz8y97O6aPWwD+a4x3AXntXHpn4EzVnV4CXXMUVqWqqn3sdcaLyEDMnLxi3ny938JlpD/TRUThXExzI1dHEBHU6s6MIGb3iVqq2v9it8WHJKpHc2BG4nXSPMmRIue6P90ya8eFJj3qzstiRZ/9wu81SHNnmQtNHRFZiJH3v3exG3MZ4PrTcdlzWazoU9XtpPwl10VDVRdidtR2nANcfzquBC6LkbLD4XBcLrig7HA4HEGEC8oOh8MRRLig7HA4HEHEZfFFn8Nxpjh156XHxVZrnm/cSPkCYmVCh30uBgmgIvXkreYTAJ1lnckUqJcyItIhA3kvq2t3XBm4kfKFZytGqJPSikUf1TCvz6ozrUgy6HW+ROgAjPEmSMbUqklw6s6M41Sc55fL8Z822PkeuEtEErwPIpLd6igXiNF1hmKWOL8kIhNF5D0RuUFEGovIL/acz0SkoBg16c/2x6fjjBKRd4HPPXUUE5GZ1h3hSwsVkflWlTnF1yYR6SdGR7pAjPT+eltmlIg8Y/P4q07LidFt/k9EeopIXnv8fyLykbcDRCSHiEwWs8nBWJvW1l7DEhGpatN+EpEhIrJajIS/BVDZluvTi76LWVqeW0Sm22tJUp8/4tSdjiAmzZGyiDQGugOFMKO3QedTOn4FEIfxN3h39+gIRKrqJBF5AmiFUWhmVtXRYnZmqQMUAXaKSC6gkKruEeNWbmzLmUWiYe0767loDxQFRgGdVHWHp95YoLmqHhdj5msgIvuAsqpaRxLFImOBx1X1TxEJEY/qVEQqYAx1K4CRqjrOntcQiFLV3p5yfHTGLJMeacvLBDxtr7EYMASzMUI+jJgqFBiiqveKyG9WK4qIvOq5zpeAr1R1vBiX8s0pvQCqOhIY2aVLl6gdYYXrUfnCWuICtsn5NxyW9IyUXwfuAPZZjaW/VcyRcUaTVJxTAXhWjBDpEYzH2csSzI4t1wATMW7j3faYquohVT2ECfg+oj2PHwe+sSsfveQAPrVLl1thgvd1wFJfwWrkKPlV9U+bFk9S1ekwIAzjmq4iIhOBpsBCIEREvgDa+tXrrSMeozz9V1VPq+pmjGoTYK+q7rHtDqQI9V7nNSRO9awk0SLncFxSpCcox9kftSMep0E8S1T1AEY5eZNNWg+8q6oRqlobGIpHoamqezCj5NOYAP0iNqhhAl+YiISRVIXpnWPtB9wjyQX3TYC/VLUeMIVEzWZCPvua7xW7G4ydp/apTiPsqPVh4LSqPg88ihndZlLV11X1IcDf+JNQhy1vL1DaTqeUJtF1HUi/6W/Q8l3nJow8H6AWZmsxh+OSIz1f9L2LkdFXAGbb546z5yMStZQjgVFilKSCmQ74GRgnIjfY6aKdwG+qulnMbi2+oNwHoxkVEncG8ecUZmeUySLynKr+YdOXAa+KSC1MIPxbVVeLyL8isgQ4iZlm6Wnbp5jpgsGSXHV6UES6AVdh9ii8SUTewkw9zCMpozDzwO2AjaraQUSGYERD8STVdfqzXESmAh/4pY8EvhCRTsCvqvqziFyfSjmAU3c6go90qTvtaCk/Zgrj8nB9Oq54nLrTcaFJj7ozxZGyiIwn+UdFRARVffjcNNHhcDgcXlKbvuh1wVrhcDgcDiCVoKyq/wKIyFxVbeRLF5FJQOsL0DaHw+G44kht+qI+Zqv3a0Wkjyd/0ZTOcTgcDsfZkdr0xSbMN+FlMd+e+3aAfvsCtMvhcDiuSFILynlVdaGYLdt9+TJh7gFdcN5b5nBcAJwlznGmnC9bXWqLR1ba33WB2zw/F2UvPBGpZz0LUdbXcOvFaEewYO8RPhfldBSRlSLSLB15C9ulzSkdX5zBulO05GWgjA6ex4PE4xRxOC5FUhspLwJQ1TcvUFtSRETyA28CLVT1kHU/uGW0aSDps6fdD9RV1RNplaequ4D+56Rx544Ea5yqPnuR2+JwnDWpBeXqIrLIL00wSoTw89imQNwJTLB+B1T1MOCzpXXE+CIAnlHVVVauEw6sAXKpansRaY4RK2XGrII7jAnyPUQkLzBGVe8RkdcxX3DGY/7hwfzT7wfKYLwT2TAGtpPAXFV9y9dQESkJjAOyYiRD71hpUGmgOLBFVZM4gUVkMEb2FAK0UdUtIvITxutQF3hZVWeJSGfbpijPuTcD72BWzo1W1bF2FL0cKGpXuI3BCKX2Am1V9bQ9txVmqfdsEZkJHFHVT0SkGvAYZqXeh8BRzCq9BUA/VW3r35+qOsvTpu5AvKq+79+f1m2RBBHJjXF6hAGrVfVpEckBfIbxYmxS1Uf9+8k+rmyvtz/wKnA7kAf4FMgF/KGqXf3r9OHUnQ4ILh1patMXv6hquN/PbRchIIO542MngIg8JCKLReR9O4JugQnAdwOvi0gRoIZt52J7TgjGF9EAiABewixT9jkeWgDfe+1nmKW+vsnGPJgR5UCgpS1jpKrWBwb4tbUH8Iaq1sFY13x3q/ytqrcDJwM4KF6x/ok3gS42zWdIawZ0sXP7j2GCdKTn3D62/XWBNiKSxaZ/p6ptSTTQNcAE81a+E1V1MrAaY3T7yNYF8AAmIN8J9LDnjvWdl0J/+o69ZMt+P5X+9KczxvAWDlxl32h8Jrl69rqT9ZOqRmKWnkeo6lxPeS8DA+zrc1hEbvFWJk7d6QhiLhXJ/U7srXiq+oWILAV6Y+4MqQr8z5O3FLDWPl6NMdzlx7g7fA4Gn4XtVxGpjglqHTGjLJ/9zFcvwDpVjReR7Zhpk7FAb2tEmwD84Knfayv7BTO69j32takcxm3ho7uINMSMdn1eir1WRISYnUryY0xqsSLiNcBVJTFI58eMLCHRnlYBqCkiXTAj/EkEwOo799iR/s0Y38VmoJeIPAZ8DOzx1JOkP+1S/DDMPey+Nx2vTQ4S+9Ofa4CZ9rHP8HYd8Iltm28KJlA/BaIC8LZ1deTEfGrwXmvQqTsvN5yK9MxJLSjffcFakTYzMTKdr1X1IInt/gdYoaqtwEjbMQGjoj1exf7eB/wGNFHVOBEJVVUVkckYq1kmVd0vIj772VOe8oqR3FZ2WlWft6PSJSQNyj5b2SKgOiaYgQmeM+3v8QmFieQDIlT1NhFphPlYToA69wGl7BdZ1T3HfgFaqepRe12nTXxMsKetB+ar6hTPNaXEFxjRz3LbPzGq2tWO9j8FnkijPw8BfYGxVjYUqD8D4euz3zF394zGvLnUBtbakXmedPSTj/WY6a5oW++lMvhwOFJd0XfoQjYkNVR1r4i8iZliiMfI2d+26TPs3HccsEBV+4rZqeJHYB0mgMaLyEBgvh09rcN8nP4RM5f5pq1njSS3n80J0KQWktSI5uUd4DMbsKep6nYbJCuIyHxgq6r+5MkfAxwRkQXAr6n0QayYXTqWYlzFPt4AIm3g2o+ZXvESyEC3LIVq5mPmcfvZ511E5D7MaPMdT1tS6k9UdbZ9o/lIVbsF6M+RAeoNZHj7DY9JDvNJJlA/BbLGvQWMtHPV8Rh39T8pXLPDEVSkyxJ3qSEimW0QewCzi4b/vO+Fbk9vYLGq+issgwo7Cp/lXVZ/OeMscY4LzVlZ4i5x+tsvd+IwX9A50sDegTIFGHGx2+JwXMlclkFZVXtc7DZ4UdXeF7sNaaGq+4H6F7sdDseVjtvN2uFwOIIIF5QdDocjiHBB2eFwOIIIF5QdDocjiLgsv+hzONKLU3deepwvZWawcNFHyiISIWZL+yj70+IC1FfWPm4q6VBWnqd2pEtzKR415Tmu/2q7MOSSQVLRlYpIe7uAxuG4pAmWkfJ4VT3jjVolfYpKHxEYUdEmr9nsfJPBNnpJUFOe47qvBu4Dvj3D84ON9pjVlRlq5+VgiQsmw5nj7AnKkYUdzX4vItNEZImI5BSREBEZLSILReQHmy9KRN7FLMf9XkTy2PRBIlJTjER9qIgsEpE+dulze+ADEfnAjq462nNet+UtEJHSnrZkFZG5nufzRSRURNqKyM+2fVXtsUBpP4vIMOB9v8vMJSKfi8gaMapMn3D+R/tTQ4yqs7JtV2VPG6bbJcSIyEARuVFEyonIHNs/veyxcSIyBJglIreKyDJ7fR0wFrZGtuwbRWSCp+9728drbHr3VMofLMba94bfa/iqiNxhH7cQkZdEpJo9/2cR6WmPtReRSSIy0/6IXzmdbf63PWmv2HKWiUh1EbkJo/GcLyLtRORRe10rRaRxWn9vDkcwESxBuZ0kTl/c5EtU1bswEp+GGEHSHqtu9E45+BSV3wAt7UfYqj4ZDbDEKiFrYCQ344AXVDVhba2kophU1ZPAXhEpaYP1Vsxo7GnMTixtMCsIM/mn2SLyA/1V9Xm/ay6MCYxdgUckgIbU2sx8asrfPOdOs3nBaEpX2Poes/1TSUSKe66/Mck1nCMxLugIjGc5EMUxisy3Uyk/SlXr2vK9fEOih+M+YDJGFBShqrUxbwjZ7fE9qnonsJ1EiZRPJBRIVzrYtqMN8KKqLscqSFV1PEYDGoH5u3nR/6LEqTsdQUxQTl+ISASJ+s3tmI/ahTEyHvw+SvuC71SMXOhv7K4pFp8y8zcSNZr+pKWYnIIJMCH2cQGMRvM0sNmOWgOlgQk42wLUuUFVT4jRgV5NYA1pSnwLDBeRdSRef3lgvB1oXo2x2+E5PpTAGk5IbqTzsV5Vj6ZRvu91Ou5toKr+JSLX2MBbTFX/EZGKmE8pV9nyCvqV4esLHynpStuJSBvMm2MgeUsTEXnGXktB/4PBou50ektHIIIlKAfCP1Csx6gcp0vSOc54AFU9IkYd+QzGBeyjKsZidgPGz3saswGsl7QUkzMxQV+BIRhLXWlJVHsexIw2/dMS2peO6wukIfXPh73WvTbYtcfoNn3X8Kyq7rSjdsWoNn31+2s4O3r64SDmTQ8gYZrEr+0plZ+a0SoKI+H3bbT7BPCOqkaJ+aLT9waQ0ptCSrrSrvb5NcAom+Z7XWMxn3TqYXZ/WZJK+xyOoCNYgnI7EfFtyPopZorAn0jgLjGaziMk/7gM8CVmu6I/PWn1xGgrF6rqNjsafkvM7hZbIEVlZ4Ji0grgYzAa0JMAdq72R0zgetJ6hZOkZaQDAmlIMW7irSIyBXjV77qmY3Y5edo+fxUYIyJZMQHKX+Hpr+HcBeQV45TuDGwRkXnABnvMn7TKD8Q3GM1mBft8BjDEjvDTvK8pFV3pcsynIe8nohnAVBEZjembRTbfgdTqiCici2luxOoIIi4rdaeI3AlUUtX37PNxmCC94aI2zBGUOHWn40JzRak7RaQl8BzBtWOKw+FwZIjLJijb7Y6m+KW1vzitcTgcjjMjWG6JczgcDgcuKDscDkdQ4YKyw+FwBBEuKDscDkcQcdl80edwnAlO3RncXO6azkAE9UhZnNYzrXznTOspIqV9UqJgxCtKSuH4eVGcOhwXmkthpOy0nilz1lrPy4gz6ovLQd0JTt95ORHUI+VAiNN6pqX1zC1G7blIRD6yae1F5GsRmW37IoskV3l6+3iw7csfRaRkKmk/icgQEVktIk39ygikF31U/JSakor+0x4fY5d/t/OkfW3bMkdEwvz7IlBb/cp0ljhH0HIpBGWn9cyY1rMzRl0ZDlwlxvEBcFBVm2A8EveRXOXp5RXbl28CXVJJy4cRDjXzpPkIpBdNSakZUP9pX+84Vb0d2Og51N625WvggQB9EaitCajqSFWtVbBgwWiy5/M/7HBcVC656QtxWs+0uAbzZgWwEijnd62rgRtJXeXZXUQaAqHAH6mk7VXVPWC2l/JrRyC9aEpKzYD6T8x1+9odDdxi3+Des2+WYcB3AfogUFsDkzcU6l1YdadTdjpS41IYKQciJa0nknSftgStJ+DTek7yHK9qf98AbCZ1rWeEHeU97Hd8JtAUaATMwaPwtKPngymkJbQvHdfn03r62tAoQD4fm4Ca9nEtEkeYVT2/N2JVnhjTO4mVWAAAEP9JREFU3JsJlYnkw4jobwNeM0nJ01JoZ+IFqO4FfHrRyTb5FeAOzGjfe+0pWbH+8bTbp+6sBuSwnwQ+8W9LKm11OC4JLoWRstN6ZkzrORL4QkQ6Ab+q6s8icj2QT0TmACeA/wOekKQqTx8xwBERWYDRbqaUlh789aLpVmra614mIk+IyHzgX8xrsh4oJyKzMH8L2212X1+8lpG2OnWnI9i4rNSdqSFXsNZTRNoDmVV19MVuSzDh1J2OC80Vpe5MDXFaT4fDcYlwRQTlK13rqarjLnYbHA5H+rhUv+hzOByOyxIXlB0OhyOIcEHZ4XA4gogrYk7Z4UgJZ4m7srgUrHPnfaQsIhtE5ME08rT3LfqwLoRyqeVPpZx7RCSvp8yaaZ2TQhteFpFiZ1B/YRF5NaPnpVCW+O5NFuPqSNfNtCJyp4j8Ylfq+dISPB5n2JbS9hbC84aIXG3vm04tT7rseQ7Hpcx5DcpixDs/AnelkbX9OWrLPUBeMHcceBwX6SGhDar6tqpuTz17clR1l6r2TztnuigCHLYr1ypj/Bzp4R6gtap+ejaV+62MPGvSUd7VGCeHw3FFc76nL+7DOBZ6ikhWVT0pIoutfAa7Sq47ZunsfBHxLW54yo5y56rqm3bkPBTIatP62ZHbQcyS4rkYqU5ToIKITAZyYDScCzCr3K4FjqnqHSLyis2bDXgc40jwtqEh0A+zWmwMUAizVLqt9VcgInWAFqraw47OxwDPYhaktBWRwbbMEKCNqm7xdYqI3ItZcnwEY4ibA4wHitk62wHvAvVteypiVuTVV9U2nnJut+0E6IVZrdcCqCoiL6iqd2TZ0DMSbYZZvjzY9mmkqr5lF5ncgVnl96rNXx/rnxCRSsCjqvqi9XI0w7wJ1rLXkFZ5tYBHbBueUdVVnvZ1BhrZv4n/w6g4WwAnMQIib/99hHGdfIX5uyiP8Wa0tdf1nO33vEATu8w+IJeLuvNscNrP4OJ8T1/47GCzgNsDZVDV5RhJTkNVHW+T/a1h/YHHrPmrkogU989n/2lnYQLge54qAhnkBtvnbYAXU2gDQEdMgGkARAGtPMeWYn0bmODxvd+lpWYqawncb8v9AbgXWGdHxb/b470wb0AdMW8q73kDsqU30Nj+9LFB2NcH/h/196jqnZigXwWzXDlCVWtjgmF2m++AqjYDdgM3WYfEz/bYOqCi9XesBeoAt9q+SKu8bfiZ7vzaN9JebwTGP9JAVevYfAmTvvbN7idV/RJoDmyx/TgE8wYLJLMIJkGcutMRxJy3kbKIXAPcYB0FWYG/gBme46mJYvytYeWB8faUqzEjykD5AvH/7Z15kFxVFYe/XzCkDBgQIUAokU2UQhaRxVBgAgFCiWIUBCyIoEbZLEWUAsVCRLYUBFQotAIICFqCqDEkFFtCIIshgGyKEBGMg0IZhBBQUEiOf5zz0m863TOZZLp5mT5f1VR13/fmnnt7Zs67fXred7dnZYPceElH4x6Knu4z3wH4kKTj8VX1CpmRmZmkRyV9EE82E3BrWUFPprJzcUPb2/ALzrZAsWp8AF/939fDuMrDWAogaVkv59ab9bbG3dFD8de3sLYVJZ/3UHNHPAgcFHP+L1AkwUNx/ejFuNGtp/5WMt1JOhA4E78gfr801q1KsR8ACs/y9vi7gVPi+Q7AUZLG4r/Lv2sy126E6nPy8ccfP+sfwzYbxU7ttcT1RlrkOptWli8OAyaY2QwASVPl2kVJGoL/4RYUdrY343l9onwSOMXMnos+DDixwXnNLG8fBqaptsPHSbh1bFvgyiZjKL53RtwRiKTBdX3fDHwOWMfMXpQ0LM5bYSqLxFO/wl1kZhMk7Q2ciieqD+EXrd2Beh/HG/iFrZ5BRcwG866n3uh2IjDRzGbFB2jFRbK4cC3Ca9lQM7SBJ9kv42WNw4EhoRntrb/CdHc4+GsZpaA74/kWpTn8lZodrmy6W4hfGC/CfcxPAj81s0lFn/jqvam9LkmqTivLF4cQK9TgcWAfXCQ/B68bFkwHpoSjohFnAj8J89etwNAm590OXCHphFLbVGDzMKxNi7YFuK3sc72MYTLwSfmOIjNZ+cO22XjdfFpde9mq1mifv7Ml3YN7jG/EncA7xhh3ou6WcLx8cIyky+raz8FruXdS0m+uItOByyXdBKz0f0Jm9hzwoKTZ+M+tYC5+EXoZL0kU7wJ6628xUPw3yd3AGXWnPA9sFJ8H/A+4W9I8/F3FBaV+rgb+Jel0/Ge7lXz3lJl4/TpJ1mo6xhKXJPWkJS5pN6tiics7+pIkSSpEJuUkSZIKkUk5SZKkQmRSTpIkqRCZlJMkSSpEJuUkSZIKkerOpKNJdWeyurRKAzpgVsqSRktaJGmWpLmSdujh3Flxi3OjYyspP6PtuH4ecq9I+nwfzl0jPWdfCZ3nDXVtveo3+yn2aElntzpOkrwVDJikHFwfQpvTKMlp+sJqKD9Xm1XQWa5SUu5vzeYa0BL9poL+7jdJqshALV8MAwpRz17ARFwMdJWZXVOcJGkT4GrgHcCfzOykWIHNwW/D/iXunHgJv4W7+L4hwDQzOzCez8BVoEfiXohlwElm9oikYxq0zcd1mK/h7gtC//lr3NvwGHAXsFOoLM+L+XSbRxxbAIyI8wuHxJW4IGkodcrT0hxOxv0WC/HbuN+F36o9DdgRV2yuD3zLzO6Q9H7gx/Htv8GteCPituitcfNbWb95TbyuP4nXb3Pc9fxqxLuWmuZzoqQtG7SdjYuRtgCOljQR2DLG3RXzmECdDlTSI8AjuD/jWDN7mCakunPtZiBqR6uywuovxoc/4hrgpmg7B7eZ7YP/Ya9bOv8M4AIz2w94RdLI0rFxwAIzOxh4pRzEzP4LLJa0ZWgsu3DxzleAfXEB0XkhT+rWFl1sDJxnZqeWut0NV5HuhyeXqcBjZjbazO7sYR6/MbNj4vEIPCF/0cz+QXPlKbiXpFBv3o87m3fFLxY3xjuOMbj4B9w/cUK0Fw6OdwJHAJfgAqqyfnMqMBLYE9eejoyvecDpwHdCzbm/pBFN2gAWmtlBeOJfZmYHEIIiSRvTWAe6GX6BOIlawl5BqjuTKjPQVsrXm9m3JW0KXIXveLILniDAk2HZ07gDcKEkw1eFC0rHtiHk7tT0k2V+hSeiQfF4E9z+9gbwV0kbNGkDdxs/W9ffPcBHJP0cdyxfX3e82TzKYzsBOLO0a0oj5WkR91Hge8AGeFLdFxhkZm9I+pikr+KGtULBubGZPQGuQI0+H4/Hfwe6beFlZi+FLW9vXNi/P/BuM3tWrnUtVKUP4Qm3UVt5fvU/j5E00IEGT4W5bq1Ud67tpHp0zRhoSbngFWpu44eAw83s34UuslSefBK4oaghx4d/ha7yGfwP/lZcXVmI3gtuBabg5YbLceXnVqGP3ALfFWVxgzao6SzLrGNmZ8U4HsaTctkW1Wwe5b7OBcZJ+pOZzaex8hQAM1smaTmetGbhK/GZcfibwCi8lDA32hZL2t7MFpZq2PWKzHp1aheejC/A3zEUy9KncVXpvfhre1mTtvL8nsF1oVBTia6kA20yriRZaxhoSXm8pH1wIX1RP/0OMDUSyYv46rbgfGByrGCXA18sHZsC3Czpdrwm2g0ze03SS8AbUc5A0uW4znM5cHIkvm5tPYx9T0nn4zXju6JtgaQpwKRe5lHwP7xMcrOkr1FTng7BE+ZheE234CFgQ/Ntut6kplqdhifHBcCSaPsWcGW8qyhqyvWU9Ztfiv6Ghxy/qCWD18avixLMLWb296gX17et6NjM7pN0YtTvF+E7jixWbC6L1+xn4qv/VWb0Zu/gllzZJRUi1Z1Jx5LqzqTdpLozSZJkLSOTcpIkSYXIpJwkSVIhMiknSZJUiEzKSZIkFSKTcpIkSYUYaP+nnCR9ItWdSX+zpkrPXCkPQCQ9JemoHo4fV9yVJ+mMkBg1Oq/psX4a50clPSTpC33RlCbJQCZXygMMSbvgdxB+HPhFk9OOA24AlpvZhc36anRM0iAza3Sb+OowDviMmT0haQ5ulFttVmdsaYlL1pT+NtXlSnng8Slc1zlU0pAQ+l8g6f5Yke6J2+BmSBov6VpJ20maVgiTJF0iaY/SseMk3ShpOrCzQm6vkM1L2iji3C3ph5LWjf7ulnRTnHuApPnxdUDcDn8ofmv1WYSmVNInJN0Y3zNX0jhJ20i6QtKI6HOOpCtKY5gq6RZgbMiU7pU0T9LBjV6gtMQlVSaT8sBjNzO7H7gNOCDabsKVn8ea2QLgYWCMmZVNdLfgSbLcR5klZnYINRdGt5iUtKO48/iFeH5knHM2cFB8nWNmc2KMR5vZOdQ0pb8FNghfx79wy9zeuEfjBeBAM9sHGCbpvdH3umb2cdx5/Q1cgjQa3+xgJcxsspntPnz48Ad5+7sanZIkbxlZvhhAhBLzA5Juww1vC+PQH8Iq19Nb+18DP5b0OI1VpUVbIwNbN+2omV0v6TFJP4vvuwQwMys2HljWy1SeBj6Nm/g+jCfli3AR/48kbQhshfujoab83BjXsRZCp+GSZD0JXjYaDKNS3dkprA1a0UzKA4vDgAlmNgNA0lRcpVmflArF5ptFQxjX3o7Xm3/eoO8iob+MS+Shpjntph2NksWl4Vq+I5LzIEmFTrWs91wxhNLjefiKdzyu6Xy/mT0j6evAFDO7NvosLgrF2F7Ad20ZG4a+wT0m5CSpIJmUBxaHUPMQAzyO7+hRz3RgiqSr6tqnxflfaRbAzJZI+puku4CncF1nvXb0PcDVcj/108A/cV/zHXgiPatB12VN6dyYxx+AB/AVMLia86eSxjUZ23JJl+D1cov59/gpXqo7k6qR6s6kY0l1Z9JuUt2ZJEmylpHli6ST2a6rq4tJkya91eNIOoSuri6o28+ynkzKSSezeOnSpestXLjwkbci+Kuvvrr5+uuv/1zG7ai42+F7dzYla8pJRyPpATPbvZNiZ9xqx82acpIkSYXIpJwkSVIhMiknnc7kDoydcSscN2vKSZIkFSJXykmSJBUik3KSJEmFyKScdCySLpU0W9IP2hBrr3A8z5Z0abSdFm7on0ka3OL4p8ZGAm2bt6TPSpoRnuwt2hFX0lBJ0yPmb8Mp3rK44fj+vaTXw/XS8PXtyxgyKScdiaTdgPXMbF9gXUl7tDjkImD/iDdc0r7AfuGGfhTfhaUlhJt6l3jclnnLtxEbZWZjzGw0sGk74gIHA/dFzAXAGS2O+yIwBpgPjV/fvr7mmZSTTmUkNe/yXbi3uWWY2fNm9no8fRPYGZjVpvgTgOvicbvmPRZYJ1bKl7Ux7l9wlzjAhqV4LYlrZq+b2Uulpkbz7NPcMyknncqGwNJ4/DLwznYElbQzriJd0o74URYZZWYzo6ld894U3xFmDPCfNsb9M7CXpD8Cu+MXwHb+nBvNs09zz6ScdCpLgEK6P4zG21z1K5I2Ai4HvtDG+OPpvmlBu+K+jO9IA+7BLuK1Ou6xwO1mtiPuDX9bm+IWNHp9+/SaZ1JOOpXf4bVA8L0M57cyWHwIdANwmpk9D9wPjGpD/PcBJ8YWYTviq/R2zHseXqIB36jX2hRXeJ0XfCca2hS3oNHvVZ9+1zIpJx2Jmf0eeF3SbGB5bCjbSj4N7AFMlDQL2Ba4N/4jYldgSiuCmtnpZjbWzA4G/mhm36UN8zazh4HXYq57ABe3Iy7+ruCIiHs0voNNy+JKGhy78OyCb9w7uD5eX3/X8o6+JEmSCpEr5SRJkgqRSTlJkqRCZFJOkiSpEJmUkyRJKkQm5SRJkgqRSTlJkqRCZFJOkiSpEP8H+BQNbCeT4CIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 391.181x241.763 with 1 Axes>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "question_df.plot(kind=\"barh\", ax=axis)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We zie dat we inderdaad een liggend bar plot hebben met voldoen ruimte voor de labels links. Ook het kleurenschema is al wat we nodig hebben. Echter, we moeten nog wel wat tunen. We halen eerste de y-as label weg (die is default 'Title') en stellen de x-as label gelijk aan de units die we net opgeslagen hebben in *units*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "axis.set_ylabel(\"\")\n",
    "axis.set_xlabel(units)\n",
    "axis.xaxis.set_label_coords(0.98, -0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Als default wordt de x-as label in het midden geplaatst. Met de *set_label_coords* method kunnen we deze wat meer naar rechts zetten (de coordinaten zien in fraxies van de assen, links onder is 0,0, rechtboven is 1,1)\n",
    "\n",
    "Nu gaan we de randen van de assen aanpassen. Deze worden default alle vier getekend, maar we willen alleen de linker rand overhouden. Voor de gridlijnen nemen we alleen de lijnen vanaf de x-grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "for side in [\"top\", \"bottom\", \"right\"]:\n",
    "    axis.spines[side].set_visible(False)\n",
    "axis.spines['left'].set_position('zero')\n",
    "axis.tick_params(which=\"both\", bottom=False, left=False)\n",
    "axis.xaxis.grid(True)\n",
    "axis.yaxis.grid(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We zien verder dat de x-range iets verder dan 100 doorloopt. Voor percentage willen we dat gewoon op 100 laten eindigen. Dus stel ook de x-range in, maar laat hem tot 101 doorlopen. Dit om te voorkomen dat de laatste gridlijn op 100 wegvalt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 101)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axis.set_xlim([0, 101])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Een andere eigenaardigheid is dat de items van de bar plot precies andersom geplot worden als dat we in de *question_df* dataframe hadden. Daar hadden we 'Antivirussoftware' op de eerste regel, en 'Andere maatregelen' als laatste, maar dit wordt precies omgekeerd geplot. We draaien dat om met *invert_yaxis*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "axis.invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ten slotte gaan we de legenda wat aanpassen. Deze is boven op de bar plot gezet. We willen deze aan de onderkant hebben. Daarom doen we:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7735cb6128>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axis.legend(bbox_to_anchor=(0.01, 0.00), ncol=2, bbox_transform=fig.transFigure, loc=\"lower left\", frameon=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hier volgt een uitleg van de argumenten van de *legend* method:\n",
    "\n",
    "* De coordinaten die hier met *bbox_to_anchor* gegeven worden zijn ditmaal ten opzichte van de hele figuur (dwz de canvas waar de plot in gemaakt wordt) omdat we *bbox_transform=fig.transFigure* meegeven hebben. Dus 0,0 is helemaal links onder in het hoekje van je bitmap. \n",
    "* Zouden we *bbox_transform* niet meegeven dan zou de default transform gekozen worden (axis.transAxes), zodat 0,0 overeen komt met de linker onderhoek van de *assen*. Maar het is handiger om de coordinaten ten opzichte van de figuur te zetten. \n",
    "* De *loc='lower left'* optie slaat op het punt van de legenda bounding box dat op de positie van de *bbox_to_anchor* coordinate gezet wordt. Nu is dat dus de linker onderhoek van de hele legend box je referentie punt. Maar als je je box rechts wilt uitlijnen kan het handig zijn om voor *loc* juist de rechter bovenhoek te kiezen.  \n",
    "* *ncol=2* slaat op het aantal kollom waarin de legend georganiseerd wordt. Default is ncol=1, zodat je een vertikaal rijtje van legend items krijgt. Maar wij willen de items juist naast elkaar. We hebben 3 items, dus met *ncol=2* krijgen we twee rijen: de eerste rij heeft twee lijnen, de tweede rij één.\n",
    "* De *frameon=False* optie spreekt voor zich: we willen geen box om de legend, dus haal hem eraf\n",
    "\n",
    "Eens kijken hoe het plaatje er nu uitziet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 391.181x241.763 with 1 Axes>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We zijn er bijna. Om er een echt CBS plaatje van te maken willen we de linkerzijde onder de labels nog een grijsvlak met ronde hoekjes plaatsen. Bovendien moet er nog een CBS logo toegevoegd worden. Om dit te doen kan je gebruik maken van de *add_axis_label_background* functie uit de *cbs_utils.plotting* module "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 391.181x241.763 with 1 Axes>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "add_axis_label_background(fig=fig, axes=axis)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hiermee zijn we klaar met de plot. Als je de plot als PDF naar file weg schrijft kan je hem met de beste kwaliteit (namelijk als vectorformaat) in latex inlezen "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"maatregelen.pdf\", bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De optie *bbox_inches = 'tight'* is alleen in Jupyter notebook noodzakelijk om de marges van de grafiek in de pdf goed te krijgen. Voor een normale script moet je tight juist weg laten omdat het de posities van je labels kan aanpassen."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}