data-paper.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ea13ab23",
   "metadata": {},
   "source": [
    "ivo.offenthaler@umweltbundesamt.at\n",
    "\n",
    "2024-02-23"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af936f7e",
   "metadata": {},
   "source": [
    "## Prelude"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da2d5c7b",
   "metadata": {},
   "source": [
    "### libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a3adb06d",
   "metadata": {},
   "outputs": [],
   "source": [
    "c('vroom', 'data.table', 'xts', 'ggplot2', 'dplyr', 'patchwork', 'lubridate', 'rvest') |>\n",
    "    Map(f = \\(p) library(p, character.only = TRUE)) |>\n",
    "    suppressPackageStartupMessages()  |>\n",
    "    suppressWarnings() |> \n",
    "    invisible()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "964a3fc6",
   "metadata": {},
   "source": [
    "### globals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "749b766b",
   "metadata": {},
   "outputs": [],
   "source": [
    "## gets site abbreviation from site code:\n",
    "site_code_lookup <- c(\n",
    "    'https://deims.org/324f92a3-5940-4790-9738-5aa21992511c' = 'KAS',\n",
    "    'https://deims.org/bb472a51-f85f-4de0-8358-f21ecbe2a102' = 'KLL',\n",
    "    'https://deims.org/1230b149-9ba5-4ab8-86c9-cf93120f8ae2' = 'NSS',\n",
    "    'https://deims.org/c0d491a2-3e5b-467a-9678-e0cac95a1df6' = 'PUE',\n",
    "    'https://deims.org/77c127c4-2ebe-453b-b5af-61858ff02e31' = 'ROS',\n",
    "    'https://deims.org/8eda49e9-1f4e-4f3e-b58e-e0bb25dc32a6' = 'ZOE'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "adad9057",
   "metadata": {},
   "outputs": [],
   "source": [
    "doi_lookup <-c(\n",
    "    'KAS-meteorology' = 'https://doi.org/10.23728/b2share.77462914dc0b43cb8c24a967e6851665',\n",
    "    'KAS-soil_climate' = 'https://doi.org/10.23728/b2share.026d76094e8f4512b09b35b7a0d2a9d7',\n",
    "    'KAS-soil_respiration' = 'https://doi.org/10.23728/b2share.cfe8c7ad1965433484650ea9026512ca',\n",
    "    'KAS-tree' = 'https://doi.org/10.23728/b2share.0e3eed54ff30418f8720806b5f05cca9',\n",
    "    'KLL-meteorology' = 'https://doi.org/10.23728/b2share.8f872a37513c4768b16ce755eca4bb57',\n",
    "    'KLL-soil_climate' = 'https://doi.org/10.23728/b2share.8d49c0b557f1455a9e66689e035b8cce',\n",
    "    'KLL-soil_respiration' = 'https://doi.org/10.23728/b2share.5286bd1bc6aa491f874b9bb12d1c5673',\n",
    "    'KLL-tree' = 'https://doi.org/10.23728/b2share.68d84a913f0c4875be5c680ad4d6959e',\n",
    "    'NSS-eddy_covariance' = 'https://doi.org/10.23728/b2share.b83caca3efe44868a1ed49129b4a576a',\n",
    "    'NSS-meteorology' = 'https://doi.org/10.23728/b2share.f7176c9ee982464f947d2fe9fb8f389d',\n",
    "    'NSS-soil_climate' = 'https://doi.org/10.23728/b2share.4e6474cd55f9487d97e3d31e83baa530',\n",
    "    'PUE-eddy_covariance' = 'https://doi.org/10.23728/b2share.4f783e3ff2884abca5c59960db0b7955',\n",
    "    'PUE-meteorology' = 'https://doi.org/10.23728/b2share.5442510ad03e4968afb4e2108e85a64d',\n",
    "    'PUE-soil_climate' = 'https://doi.org/10.23728/b2share.9380364098d14978b876a87517652d62',\n",
    "    'PUE-soil_respiration' = 'https://doi.org/10.23728/b2share.0687220bcc92447c99b580ae2131b662',\n",
    "    'ROS-meteorology' = 'https://doi.org/10.23728/b2share.96c52c247eb846deb2a3ec5e2c27b4f1',\n",
    "    'ROS-soil_climate' = 'https://doi.org/10.23728/b2share.c68143fc11224c44ae5529bd6a35a76d',\n",
    "    'ROS-soil_respiration' = 'https://doi.org/10.23728/b2share.d167e727abe947abbc8efc04057557f6',\n",
    "    'ROS-tree' = 'https://doi.org/10.23728/b2share.d0d185f1eb184ae48f6d06ea9aa8dbdf',\n",
    "    'ZOE-meteorology' = 'https://doi.org/10.23728/b2share.762e665273234b129d09ef017416bcfb',\n",
    "    'ZOE-soil_climate' = 'https://doi.org/10.23728/b2share.46e19191ce9c427d90f48ce38f56a0e1',\n",
    "    'ZOE-soil_respiration' = 'https://doi.org/10.23728/b2share.4f44006b932142e68981106a016f1f56',\n",
    "    'ZOE-tree' = 'https://doi.org/10.23728/b2share.2de5b37a0cad4f82a19f477531d6af24'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "3c422993",
   "metadata": {},
   "outputs": [],
   "source": [
    "## get actual URLs for all CSV files (data, station, method) listed under a given DOI\n",
    "## the DOI lumps these CSV links per site and topic\n",
    "## takes about 4 s\n",
    "get_csv_links_per_doi <- function(doi){\n",
    "    doi %>%\n",
    "        ## rewrite doi to API urls:\n",
    "        gsub(pattern = '.*\\\\.', replacement = 'https://b2share.eudat.eu/api/records/') %>%\n",
    "        read_html() %>%\n",
    "        html_node('body') %>% \n",
    "        html_text() %>%  fromJSON() %>%\n",
    "        .$files %>% pull(ePIC_PID, key)\n",
    "}\n",
    "\n",
    "\n",
    "csv_links <- doi_lookup %>%\n",
    "                Map(f = \\(doi) get_csv_links_per_doi(doi)) %>%\n",
    "                unname() %>% \n",
    "                do.call(c, .)\n",
    "                "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f6fbf3a",
   "metadata": {},
   "source": [
    "### helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ee86e543",
   "metadata": {},
   "outputs": [],
   "source": [
    "## helper to resize plot display in Jupyter\n",
    "resizeDisplay <- \\(h, w) options(repr.plot.height = h, repr.plot.width = w)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26a134f9",
   "metadata": {},
   "source": [
    "- a helper to calculate halfmonthly aggregates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ba07d32f",
   "metadata": {},
   "outputs": [],
   "source": [
    "## a helper function to aggregate a zoo or xts object by half months:\n",
    "apply.halfmonthly <- function(ts, f){\n",
    "    e <- endpoints(ts, 'months', 1)\n",
    "    e <- cbind(e, c(e + c(round(diff(e)/2, 0), NA))) |> t() |>\n",
    "            as.vector() |> head(-1)\n",
    "    period.apply(ts, INDEX = e, FUN = f)    \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80812b82",
   "metadata": {},
   "source": [
    "- a helper to import `.DATA` files (from a common folder) by topic and combine them into a single `data.table`. Argument `repo` specifies whether to read the CSV files from a **local** folder \"./CWN-data\" (default) or to fetch them from the remote [B2SHARE](https://b2share.eudat.eu/) repository.\n",
    "\n",
    "**Before downloading, note the considerable volume of data involved**, e. g., more than half a GB for meteorology data alone. You may want to adapt the function to filter to match file urls for a given site only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "14896801",
   "metadata": {},
   "outputs": [],
   "source": [
    "import_by_topic <- function(topic, repo = 'local'){    \n",
    "\n",
    "    \n",
    "    valid_topics <- c(\"meteorology\", \"soil_climate\", \"soil_respiration\", \"tree\", \"eddy_covariance\")\n",
    "    err_msg <- paste('Missing or invalid topic! Choose at least one of: ', paste0(valid_topics, collapse = ', '))\n",
    "    if(any(is.null(topic), !(topic %in% valid_topics))) stop(err_msg)\n",
    "\n",
    "    if(repo == 'remote'){\n",
    "                       urls <- csv_links[grep(sprintf('*%s.*%s\\\\.csv', topic, 'DATA'),\n",
    "                                       names(csv_links)\n",
    "                                       )\n",
    "                                 ]\n",
    "\n",
    "                       } else {\n",
    "                       input_path <- './CWN-data/'\n",
    "                       urls <- list.files(path = input_path,\n",
    "                                  pattern = sprintf('*%s.*%s\\\\.csv', topic, 'DATA'),\n",
    "                                  full.names = TRUE\n",
    "                                  )                       \n",
    "                   }\n",
    "    cat('\\nimporting and aggregating ...')\n",
    "\n",
    "    urls |>\n",
    "        vroom(show_col_types = FALSE) |>\n",
    "        as.data.table() |>\n",
    "        setindex(STATION_CODE, VARIABLE, TIME) |>\n",
    "        (\\(.){cat('\\ndone'); .})()\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7df2c62",
   "metadata": {},
   "source": [
    "- a helper to get a contiguous timeline with NA for missing observations (otherwise `geom_line` will run a line across data gaps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9f3bf4b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "impute_simple <- function(dt, year_from = 2019, year_to = 2021, freq = NULL){\n",
    "    print(class(dt))\n",
    "    all_dates <- data.table(DATE = ts(NA, start = as.Date(paste0(year_from, '-01-01')),\n",
    "                                          end = as.Date(paste0(year_to, '-12-31'))\n",
    "                                      )|> as.xts() |> apply.monthly(sum) |> time()\n",
    "                            )\n",
    "    dt[all_dates, on = 'DATE']\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06d65dee",
   "metadata": {},
   "source": [
    "- import and collate meteorology data:\n",
    "(**takes nearly 8s** on 2.4 GHz i5, 16 GB RAM on win, call `system2('msinfo32')`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5b7254d",
   "metadata": {},
   "source": [
    "## Meteorology"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb4abefa",
   "metadata": {},
   "source": [
    "- a function to obtain monthly aggregates of Air Temperature and Precipitation. Currently **takes about 5s** (2.4 GHz i5, 16 GB RAM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "070e40c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "process_meteorology <- function(dt){\n",
    "    tmp <- copy(dt)\n",
    "    ## keep only air temperature and precipitation values:\n",
    "    tmp <- tmp[grepl('AirTemperature|Precipitation', VARIABLE)]\n",
    "\n",
    "    tmp[, `:=`(     DATE = as.Date(TIME),\n",
    "                CATEGORY = gsub('(^.*?)_.*', '\\\\1', VARIABLE),\n",
    "               SITE_CODE = gsub('(^.*?)[-_].*', '\\\\1', STATION_CODE),\n",
    "                    TIME = NULL\n",
    "              )\n",
    "       ]\n",
    "    \n",
    "    \n",
    "    ## set daily totals per station, where CATEGORY == 'Precipitation'\n",
    "    tmp['Precipitation', VALUE := sum(VALUE, na.rm = TRUE),\n",
    "        by = c('SITE_CODE', 'STATION_CODE', 'CATEGORY', 'DATE'),\n",
    "        on = 'CATEGORY'\n",
    "       ]\n",
    "    \n",
    "    facets <- c('SITE_CODE', 'CATEGORY')\n",
    "    \n",
    "    tmp <- tmp[\n",
    "               ## daily averages for temperature and precipitation totals per site:\n",
    "               , .(VALUE = mean(VALUE)), by = c(facets, 'DATE')][\n",
    "        \n",
    "               ## time series TS from date and value:\n",
    "               , .(TS = .(xts(VALUE, DATE))), by = facets][\n",
    "        \n",
    "               ## monthly sum/mean of precipitation/temperature series:\n",
    "               ,\n",
    "               .(TS = Map(TS,\n",
    "                          f = \\(ts) apply.monthly(ts, (ifelse(CATEGORY == 'Precipitation', sum, mean)))\n",
    "                         )\n",
    "                  ), by = facets\n",
    "              ][\n",
    "        \n",
    "              ## expand TS into DATE and VALUE column:\n",
    "              ,\n",
    "              .(DATE = time(TS[[1]]), VALUE = as.double(TS[[1]])),\n",
    "              by = facets\n",
    "              ]\n",
    "    \n",
    "    \n",
    "    ## create datatable with complete sequence of end-of-months for the range 2019-2022:\n",
    "    complete_dates <- data.table(DATE = seq(as.Date(\"2019-02-01\"), by = \"month\", length.out = 36) - 1)\n",
    "    \n",
    "    ## fill gaps in time series with NA by joining with complete_dates:\n",
    "    tmp[, .SD[complete_dates, on = 'DATE'], by = facets]\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "aa07f8e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "importing and aggregating ...\n",
      "done"
     ]
    }
   ],
   "source": [
    "d_met <- import_by_topic('meteorology')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0c05855a",
   "metadata": {},
   "outputs": [],
   "source": [
    "## store monthly aggregates as `res_met`:\n",
    "res_met <- process_meteorology(d_met)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5da56b8",
   "metadata": {},
   "source": [
    "- a helper to scale precipitation for display together with temperature (Walter-Lieth chart). Precipitation gets divided by two (for precipitation up to 100 mm) or by five (for precipitation above 100 mm)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 592,
   "id": "2bbf3aa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "wlify <- \\(xs) ifelse(xs < 100, xs/2, 50 + (xs - 100)/5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cde151df",
   "metadata": {},
   "source": [
    "... plotting the whole thing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 615,
   "id": "f2988456",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 16 rows containing missing values (`position_stack()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 16 rows containing missing values (`geom_segment()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 1 row containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 16 rows containing missing values (`position_stack()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 16 rows containing missing values (`geom_segment()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 1 row containing missing values (`geom_line()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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hGdfPfA/frtLn3CtA372acD1TJG5fLy/t0gZ4RuPTzwjFBdi9jQ9itnqIneZbfj\njHAp7cBzRrhatNTQsk9zRphqM2igICB06yEgPH6id9ntAOFS2oEHhKtFSw0t+zQgTLUZxHeE\n7j0EhMdP9C67HSBcSjvwgHC1aKmhZZ8GhKk2gwChew8B4fETvctuBwiX0g48IFwtWmpo2acB\nYarNIEDo3kNAePxE77LbnRyEpn0IEK4WLTXUDq0kQJhqMwgQuvcQEB4/0bvsdoCwfB8ChKtF\nSw21QysJEKbajOLJMt49BITHT/Quux0gLN+HAOFq0VJD7dBKAoSpNnbp+rJLxaKztqF7DwHh\n8RO9y24HCMv3IUC4WrTUUDu0kgBhqo1dur7sUrHorG3o3kNAePxE77LbAcLyfQgQrhYtNdQO\nrSRAmGpjl64vu1QsOmsbuvcQEB4/0bvsdoCwfB8ChKtFSw21QysJEKba2KXryy4Vi87ahu49\nBITHT/Quux0gLN+HAOFq0VJD7dBKOhCE37X1uQsQ3py1Dd17CAiPn+hddjtAWL4PAcLVoqWG\n2qGVBAhTbezS9WWXikVnbUP3HgLC4yd6l90OEJbvQ4BwtWipoXZoJQHCVBu7dH3ZpWLRWdvQ\nvYeA8PiJ3mW3A4Tl+5ANhLY9dRdJXQSEa/W5CxDenLUN3XsICI+f6F12u7wnV1w+7tTNvGEX\nEGqtlQKE+woQ3nx2qVh01jZ07yEgPH6id9nt8oNW8AgnQKi1VgoQ7itAePPZpWLRWdvQvYeA\n8PiJ3mW3yw5ayYs/AaHWWilAuK8A4c1nl4pFZ21D9x4Cwn0nWuq2+6SKzpo2UwHCu7Nq7Sxr\npQDhvuoZhJ/GF9xv6vtcNucKit/DZR+1y5IL1Q1tfdxF6vqO0DQql8c/dCoFYX3Z9iHV2lkr\nx5J+dLQNGyhakn4gGpUOyrugX3TWNnTvYbQzQmmhuqFWnBEm2ky0KwjdKkjKtA9xRrhatNSw\ngaIl9XxGmJG0XSoWnbUN3XsICPedaHV97s6aNhMBwomzau0sa6UA4b4ChDefXSoWnbUN3XsI\nCPedaHV97s6aNndd7n8CQkC4WrTUsIGiJQHCm88uFYvO2obuPQSE+060uj53Z02buwDh1Fm1\ndpa1UoBwXwHCm88uFYvO2obuPQSE+060uj53Z02buwDh1Fm1dpa1UoBwXwHCm88uFYvO2obu\nPQSE+060uj53Z02buz7ox5Nlbs6qtbOslQKE+woQ3nx2qVh01jZ07yEg3Hei1fW5O2vaWAUI\ntdZKAcJ9BQhvPrtULDprG7r3EBDuO9Hq+tydNW2sAoRaa6UA4b4ChDefXSoWnbUNbT0U1gaE\n+cNoECA0xNNSvmkfAoSrRUsNGyhaEtd1TCEAACAASURBVCC8+exSseisbWjrobA2IMwfRoMA\noSGelvJN+xAgXC1aathA0ZLUILTUJwoQ3py1DW09FNYGhPnDaBAgNMTTUr5pHwKEq0VLDRso\nWhIgvPm4V6cVIMze6SwjAQgTbawChFprpQDhvgKENx/36rQChNk7nWUkAGGijVWAUGutFCDc\nV4Dw5uNenVaAMHuns4wEIEy0sQoQaq2VAoT7ChDefNyr0woQZu90lpEAhIk2Vp0ehN7TCwj3\nFSC8+bhXpxUgzN7pLCMBCBNtrNoG4fComsvDM2vcKkjKtA91zwSpi90XLakVEA7xyXzyEyBM\nrg0I84fRoLODcHx46WN83SpIyrQPdc8EqYvdFy2pGRDO4uSs+K8itvVwn/o0L3lO9kZaqG5o\n6+MuUtfXpACh8zETEO6r7kGo64t7dVpxRpi901lGgjPCRBurdN8RXhbhdasgKdM+1D0TpC52\nX7SkRkB4mf4NCLN7KKwNCPOH0SBA+PIOwvuXG59eZTbelO1TBdXaqYYNnPDrR6ejoiWpB+KQ\n+saojF8RvrwAwoIeCmsDwvxhNAgQTj4Z5WKZujXrJXWx+6IltXRGeAGEpT0U1gaE+cNoECCc\nBBcQ1q1ZL6mL3RctqREQDvEBhGU9FNYGhPnDaBAgnOQWENatWS+pi90XLQkQ3nzcq9MKEGbv\ndJaRAISJNlYpQHi5/wkI69asl9TF7ouW1AgI+WjU1kNhbUCYP4wGnR6Ek+u+JwF2qyAp0z7U\nPROkLnZftKSGQMjFMuU9FNYGhPnDaNDZQXiRH4nhVkFSpn2oeyZIXey+aEmNgPDhAU1ZCdX1\nxb06rQBh9k5nGQlAmGhjFc8adZ5eQLivWgFhsXR9ca9OK0CYvdNZRgIQJtpYBQidpxcQ7itA\nePNxr04rQJi901lGAhAm2lgFCJ2nFxDuK0B487FUZxoZQJhqCAi9nDVtrAKEztMLCPcVILz5\nWKozjQwgTDUEhF7OmjZWAULn6QWE+woQ3nws1ZlGBhCmGgJCL2dNG6sAofP0AsJ9BQhvPpbq\nTCMDCFMNAaGXs6bNqMLLswGh8/QCwn0FCG8+lupMIwMIUw0BoZezps2g0idXAELn6QWE+woQ\n3nws1ZlGBhCmGgJCL2dNm0GA8NFZtXZqi5bpBYT7ChDefCzVmUYGEKYaAkIvZ02bQaUv/gSE\nztMLCPdVzyD8pH/zp+Vti/u8qdHmckwftcvyXoLpOxK+I5BhHOolpmNULi9lL/4EhM7HTEC4\nr3oGYUbSLNWZRoYzwlRDzgi9nDVtBg0UBITvzqq1U1u0TC8g3FeA8OZjqc40MoAw1RAQejlr\n2gza+zvC+rJ9qqBaO9UwzAl/WvrR6ahoSeqBaLQ+QJhaW3T2dUksA4Sr9bk7a9oM4mKZR2fV\n2qktWqaXM8J95X9GqG3IGeHNeRcXQPghQJhoMwgQPjqr1k5t0TK9gHBfAcKbj2X2LOsCwmRD\nQOjlrGkzCBA+OqvWTm3RMr2AcF8BwpuPZfYs6wLCZENA6OWsaTOKJ8s8OKvWTm3RMr2AcF8B\nwpuPZfYs6wLCZENA6OWsaWMVIHSeXkC4rwDhzccye5Z1AWGyISD0cta0sQoQOk8vINxXgPDm\nY5k9y7qAMNkQEHo5a9pYBQidpxcQ7itAePOxzJ5lXUCYbAgIvZw1bawChM7TCwj3FSC8+Vhm\nz7IuIEw2BIRezpo2VgFC5+kFhPsKEN58LLNnWRcQJhsCQi9nTRurAKHz9ALCfQUIbz6W2bOs\nCwiTDQGhl7OmjVWA0Hl6d3gCYqqLXRWtFSC8+Vhmz7IuIEw2BIRezpo2VgFC5+kFhPsKEN58\nLLNnWRcQJhsCQi9nTRurAKHz9ALCfQUIbz6W2bOsCwiTDQGhl7OmjVWA0Hl6AeG+AoQ3H8vs\nWdYFhMmGgNDLWdPGKkDoPL2AsJrEHgLCm49l9izrVgCh2FBYCAjzCzTo9CCUH2LqVkFSpn2o\nKyZou9hV0YLEHjYEwpJnAWtledviPm9qVLuo3zDpX4vGOauLplr0fdxF6vqa1CYIE6+1UB25\nAKGLtF3sqmhBYg/bAeENgLlvh+GMkDPCqfzPCLW9OfsZISDMm15AWE1iD5sB4eUFEJaPv7AQ\nEOYXqKgZEK4IEKoFCKtJ7GErIPyIECAsG39hISDML1BRMyBc0SMIP73KbLwp28frqrVTDYN9\n8q3uYk9FCyqvOas+z4G4RwUQal3EhsJCQJhfoKJmQJiWkGC3CpIy7UNdnRxpu9hV0YLEHjZy\nRniRY6SQamgAoUctgHBlg4AQEALC/YsWJPawDRBeEjFSSDU0gNCjFkC4skFAOAkvIKxbsyxt\nF7sqWpDYw0ZA+C5AWDr+wkJAmLuyqTeA8HL/ExDWrVmWtotdFS1I7GEbIBwjBAjLxl9YCAhz\nVzb15vQgvEz+AoR1a5al7WJXRQsSewgIbz6W2bOsCwjXuggIPRQDhMNnOjxZRidAWE1iDxsD\nYf6TZVRDAwg9agGEKxs8OwhN8bSU7z9rNiZonS01y9J2ERC61KdtyLNGb87uLmJDYSEgzF3Z\n1BtAaIinpXz/WQOE2UUrBQhTbexSDQ0g9KgFEK5sEBAa4mkp33/WAGF20UoBwlQbu1RDAwg9\nagGEKxsEhIZ4Wsr3nzVAmF20UoAw1cYu1dAAQo9aAOHKBgGhIZ6W8v1nDRBmF60UIEy1ydH0\nhWe512dbZs+yLiBc6yIg9FDmQ33Fizs3BQi106t1ttQsS9tFQOhSn7ahNwgfnz6TmTTL7FnW\nBYRrXQSEHsp+uv1DmpQChNrp1Tpbapal7WJPIFT3EBDefCyzZ1kXEK51ERB6CBA6zxogzC5a\nKUCYapOryyK9quEChB61AMKVDTYCwsv0b0AICH2KVgoQptrk6jL9ivCT/oVnlndH7fMCLttr\nsLRr22rROGd10VSLvo+Fq9rfbGcrxVFjVMavCF9eACEg9CpaKUCYapOp4ve8WGbPsi5nhGtd\n5IzQQ/lnhAVPtweE2unVOltqlqXtIiB0qU/bsBYIH38AhIBwIkCYaDOPESB8d1atndqiemXv\nmmVpuwgIXerTNqwAwovwk2q4AKFHLYBwZYOA8CD5f6Ct/rhfvfI+Ku6ivejD5FtzVn3HDYTh\nhWeWI5LpaAYIV7oICD3ER6POs8YZYXbRSnFGmGqTo8mF39nvebHMnmVdQLjWRUDooWwQcrHM\n3Vm1dmqL6pW9a5al7SIgdKlP29D9PkLLC88ss2dZFxCudREQeij/yTIvixRtChBqp1frbKlZ\nlraLgNClPm1DnjV6c3Z3ERsKCwFh7sqm3rQCwkIBQu30ap0tNcvSdhEQutSnbQgIb87uLmJD\nYSEgzF3Z1Bt/EKqdFdsyxwwQaqfXcdYype0iIHSpT9sQEN6c3V3EhsJCQJi7sqk3gNAQT/WY\nCPKfNUCYXbRSgDDVxi7VcAFCj1oA4coGAaEhnuoxEeQ/a4Awu2ilAGGqjV2q4QKEHrUAwpUN\nAkJDPNVjIsh/1gBhdtFKAcJUG7tUwwUIPWoBhCsbBISGeKrHRJD/rAHC7KKVAoSpNnaphgsQ\netQCCFc2CAgN8VSPiSD/WQOE2UUrBQhTbexSDRcg9KgFEK5sEBAa4qkeE0H+swYIs4tWChCm\n2tilGi5A6FELIFzZICA0xFM9JoL8Zw0QZhetFCBMtbFLNVyA0KMWQLiyQUBoiKd6TAT5zxog\nzC5aKUCYamOXargAoUctgHBlg4DQEE/1mAjynzVAmF20UoAw1WYvWV6Zsc/rNmxv/9CubatF\n45zVRVMt+j4WrnrwG+pt4+AsDQg/3g7z8BRT1dEMELpI20VA6FKftuEuzwLmjJAzwqk4I0y0\nsUoBwsvkNWmZ8VSPiSD/WQOE2UUrBQhTbcYQffyR+3YYQAgIpwKEiTZWbYPw8gIIUyt71yxL\n20VA6FKftiEgvDm7u4gNhYWAMHdlU29OD0I5vKpKAaGLtF0EhC71aRvm5xMQFo+/sBAQ5q5s\n6g0gfBm/2/gI8KdXmY035f/Nrvp7b/XK+6i4i/aiD5NvzVn1eQ7EY1ROA0LTMVNsKCwEhLkr\nm3oDCCfh5WIZl1nLlLaLnBG61KdtmJnPj7fPP8ZIIdVwAUKPWgDhygYB4SS3sUF4nTir1k5t\nUb2yd836kZCWAUKX+rQN+Wj05qzdom38hYWAMHdlU28AYTsgvI4oBIQ+RSsFCFNt5kEChGXj\nLywEhLkrm3oDCJv5aPT6xsIPZ9XaqS2qV/auWT8S0jJA6FKftiFXjd6ctVu0jb+wEBDmrmzq\nDSC8h3cSYFWl+4LwOvkTEPoUrRQgTLWZZwgQlo2/sBAQ5q5s6g0gnDxZJjee6jERlD1rHyeD\nt5NCQOhTtFKAMNXmHqIzPVnGf/yFhYAwd2VTbwChIZ7qMRGUPWvjF4SvKASEPkUrBQhTbexS\nDRcg9KgFEK5sEBAa4qkeE0HZsza5aPQKCH2KVgoQptrYpRouQOhRCyBc2SAgNMRTPSaCcmft\nOl35etWsndqiyrpGzfqRkJYBQpf6tA0B4c1Zu0Xb+AsLAWHuyqbeAEJDPNVjIih31h5A+PJ1\njkJp7dQWVdY1ataPhLQMELrUp23onk/5a0TVcAFCj1oA4coGGwJhyZfx3YLw69fr5tqpLaqs\na9SsHwlpGSB0qU/b0BuEiQtLVcMFCD1qAYQrG2wHhEWPcOoYhI8nhdLaqS2qrGvUrB8JaRkg\ndKlP2/C8ILxOn+Gk3aJt/IWFgDB3ZVNvmgHh5eXUIHzg4DBrExRKa6e2qLKuUbN+JKRlgNCl\nPm3DKl9dtAHCCQoB4UoXewTh/ZhqLKVS0C4vDYNQGpLMWRNB+DZt1/TaJmtrzXppuwgIXerT\nNqwPwk/697xYXpmRu+719sf1mrdF29s/tGvbXh2icc7qoqkWfR8LVy14oc/1+vrfRn2m7hTq\nHhVA+OA8aXJ9EyAsKlopQJhqkykhwqrh2vWMcIja7dm+nBGudLHVM0Jp2e2yi/eziutqQ1t3\nxJq3tUgQIHx3nre7vuNQt0WVtbVmvbRdBIQu9Wkbnh6Ebz9e13B0T1yOi9hQWAgIc1c2dXty\nIX5gEF4SKdpULyB85GBqV53R0GRtrVkvbRcBoUt92oYVQFj+eHvL7OWuO7tj97psMXwM8xUQ\nKhtqdRwIpwfO62p9pu6INW9rTNDl4w3ygPDdeWXth99TAeFq0UoBwlSbLF3ufwYG4eyzlzkL\nHz97KTh5EBsKCwFh7sqGbl8fH9Z1XavP1B2x5m0tcgQI353X1165gKZTEBbSXylAmGqTo8vk\nr5ZA+Hu4oeKGwMctAkJdQ62OAeHty+DHJSv1mboj1rytRZD2AqGv7BdczS9hW1/7ur5FlfUu\nA5OsRT8632+Hp8KiD9NqD68bpVS4anEHDR/qRH+yjATCdwhKW8z/FE1sKCwUmWAZB0Aod/v9\nUsPGQNjmk2W2J2Nl1t40/55ia1e9Cssyra0166Xt4tYVQgVFK7XzGeH163tdbw07OiO0JM0y\ne5nryiBMbREQqhpqtT8Ir1ex6GtgEJbopCAcP+TuFYTSPSO9gPA6lvgbEH74WGYvb935lxBb\nW8z+OklsKCwEhLkrF3T7Oh405kVfAaE+npYhUc/amwDhtOjUUwTyi1bqEBB+/fpbuCUGEGbP\nXt66gHDj6LJ5z4ilj/uCcFrK8vMmYymxgnZWEA4fcvcIwvRz5bKLVuooEL7q+5yF5vq0DQHh\nzXlzi7lfJ4kNhYUxQTi5aSSjFrV2BuFq0VdA2AEIPz7k7hCEazdK5hat1JEg/Pr168OJobk+\nbUNAeHPe3OKJQPixH/YCwodQAUJDPC1Dop6130sOqj7Flx+7VgWEiW47j87LR1mORSu1Kwgf\nmTd8R+h3e4i24TlBuPiVc3uLmddViA2FhdFAuLh7MqMWtSKB8HVfsJQSK2iAsNQ6p+ZEt51H\n5/3dUxv9vuZsUasAICy7OVRrXVq0OZ+AsBEQPnxA7wRCoWEoEP5efEEPCIsrSA6JetZ+F4Iw\nkwmWWUt023l0VG8j7heEHyeF5vq0DQHhzVmxxbwLDMWGwsJAILxdwPxY8Up31H3UFl1a3kZW\nHr9jEXcx8VI1U3cEAULdrP0uBWHyuifVyjk1J7rtPDoVilZqTxDOvgJ9uH3C5WIgbUNAeHNW\nbLFvEErvtgGEpd0RBAh1syZw8LQgvC4WLvud+I7b0scoIHS5GEjb8JQgXP7Kqdli1pX2YkNh\nYQwQJj6GWLtCSN1HbdGl5dlBOD/gAMLiCpJDop61chBmMcEya3K3vUfnRdwtlw3l77gtfQwD\nwq/zZ10W1KdtCAhvzpotdgvC9Gu/V74YVfdRW3RpeesgnF11J4NQ+tXb1B1BgFA3awYQ5jDB\nMmtyt71H50V1c/nvxHfclj7GAaHDR7/ahoDw5qzaYs6V9mJDYeHxILxfILNseBYQClclmLoj\nCBDqZg0QfiyTr+GSlknEtPRxRxDO7w5ZPmLN+tGvtuFOINTJ8qTwjHXnz7bXbvFqfTq6aqFx\nHOQH66eXXVcbXvPfHLA5jKn+FJa3PgVXZcPrbJmtO0epBxAKbwZVv5pPf3JkOTyKG1RL2cWr\nuui+Qfh7+di1lkGoGq69zgiFXzl1W0zccqaeKGHh0WeE6zfsrlwhpO6jtujS8lanYH4fVuqM\ncHnDlqk7gsKcEX68L7Tg5TCWIVHPmgmEeiZYZk3coFrS2stl15wX8wpfJlr6GAuERtBrG+bl\nc4hP5tthAGFQEF4Xx/95w+QXo+o+aosuLc8HhItImrojKAoIL/d3HOa+LtQyJOpZA4RvWrw6\nc63f0nfclj7uB8LF4Ud++4QF9NqGWfkc4pP7vtBeQKj83L4ZECouzz4NCOdf25u6IygICC8v\nXYNQfcy0zJq4QbWkteeLrnlFC99xW/oYDoRfl0/iVtenbXhCEEpJU26xKxAuPnwXu5i6Qkjd\nR6HhbiBc5GcFhLNnXJi6IygICF+ig1BIZ42TI8usiRtUS1p7tkR4h/R60UukWPoYD4SG+rQN\n8/MJCKWJmi/UNjwOhNpaMj4PVnUHECaVkyhRJSD89Cqz8YOSVy5pLnESr2RTrf2+7LpYqF7Z\nUp/n6FzzLq0Trwqz9dFbiZqvix6ma17Wd3tb8XXaUGtdqseonBmE8kNIVg6umw0PA6HyqrQT\ngfDxhTBaa+04hAWhPp6qVjnDJC20nhEqPyW0zJq4QbWktaVleWeE8++4LX3c7YxwedPSyhvq\nPz7Auo76+lB3jnVp0YscAUJhoh4Xit0RFh4Ewqv2qrSs02BVd3YE4fJjslUQFoVKOw6AUDdr\nZhDqPkWzzJq4QbWktR/+/fE8p0wQzr7jtvQxJgg/GDivDxDOpF5XTJp2i6rHHsUHof7L+FOB\ncPruF621dhwAoWrWpHTWODmyzJq4QbWktaf/HA71uSB8/Gjf0seoIJTrK8hsadFbMVJINVyA\ncG3l4pFYLLtmfBmfdRqs6k5kEN5fPaW21o4DIFTNWrMgFBcWjM64B2aD8OGjfXV3tEWbJNcs\nXLTeDAgvL0KMFFINVwsg1NxyEByEWR+9tAxC4ZeWLRC+fxORY60dB0ComjUPEGo+JbTMmraW\nktG5H9YBYapm8y+vpUXPQgQI8yZqteH+IMz76CXrNFjVndggHN/9orUWuyMoFgjDPlnGBYSK\nTwkts6atpWB0Jt945YNwura6O9qiTZJrbheEl8tHfhp+soycNO0Wv0ofbG9M1GrDvUF4zfzo\nJYv+qu5EB+H7XVxqa7E7gsKAsDyeqlY5w7RcKKbzPCCcntN1D0Lp1+sSEI6/2qutS4s25xMQ\nRgFh9m+cDYNQ+kRXA8Kv8tE4OTi6UgChZtacQLj9KaFl1pS15I/OA78LQDj5YFXdHW3RJok1\nA8Kkj2X2tOuaQbh8HMLWRK013BeE+b9xZtFf1Z34IEySULVyYl1AqJk1LxBO37GpXllbs7KW\n7NF5/GoTEKZqXtSX+71+adGZqbp/CZH7bbxl9rTrAsKPZcFAaNmeNwgTx+MdQVj4dHtAeNfy\nlrOtlbU1K2vJHZ3Zxa5lRT9sUdMdbdEmiTX3DsLL5MrSzKRZZk+5biJp2i2O4541USsNdwVh\nwUcvWfRXdScHhKneaBqKtz8qQfj7Ku4n6u4I2uWhvoBwqmuGdU7NylpyR+dkIBSvRS8DYe4F\nbqVFZ2Xq8gIIU90RFgLCj2VZvdE0NIFQ3lHUKwsChIpZS5yJF4Lw44ZZ9cramnW15I6O6kUp\ngFCsLyII5fSqhqsVEM7f2LM9UemGe4Kw5DuILPqrutMICKU9Rb/yUrs83R4QChtUr6ytWVdL\nZkPdY3E3i179PFhZjA2E2po9QZh5pbekaiAcv934pH+8veVJ4bp1xWfbZ2zx+/xJ6OsNpceo\nby00jkP6AfVXYZmqi+8/KIpWD6PQx8zebDa8Grco7SsZKxfpMSrnBKHUsByEbw/VVa+srVlX\nS15D5UOQ+gGh/ODGUhDmXektqeoZYbyLZVK/cmq3OAx79kQFOCMs+g4i6zRY1Z2dzgjlA2DG\nGaGws+SsPFfuI5wuJQ/1BYTLhYvXbkYEofaW1+2i174YVRYDCFNt8nQRflINISBcW7l4JD6W\nlX0HkVW0qjvtgHBxyUzWyjPx0ej2rKU+yDSBUPdgpJyaVb3JAqH6AmdA+DVRX84tT5IA4c1Z\nu8Vx2LMnKtEQEH4sy+3NRsOccwtxi++6bpUCCJcqnrVKIPx6XXwBFwuE+q+zFUVfAeHmZAk6\n10ejqdE6AQgLv4zPKlrVnaZA+LjH5K48FVeNbs9aLRAqLnrOqVnVmzofXnQDwsRXt+UgzLn3\nV1JNEGY/1VfbaUmqdd1A+PA+SN1EyQsB4cey7N6sN/QC4cMuk73yRKFB6KviS5yu2oapq8zS\n1teNa72s9e10XZem6GvWNVzqhqWj41+zXF/iOkj3+vQqf7y99qAiSbXueUFYelVaVtGq7uwC\nwqxzC3GLgw4B4TmfLJO8689+Rvh1+vloamVtzare1PmdTVN0+uZJZTFtnhEmDu7agTjXs0b9\nQDh9H6Ryoo4EYfFVaacH4XSfyV/5Lp41ujlrdUG4vvvm1KzqTZ1dtRcQJuAPCN99tJ2WpFk3\neY1tCyDUFCj2+1b5clkBCLeK1k4MIEy0sQoQrlmHBGGFopNPEVAW0ygI5cO7diAA4c1Zu8Xp\nXGZP1HEgLL88u00Q5h1dxC1Ke03Byuu72LyNVYBw1Xpl982pWdUbZdHpS1taAGFpDwHhuo+2\n05I06wLCybISEG4UrZ0YQJhoY1XTIKzBhOggXLnrz/I4nXOCUP18YEmA8Oas3eL0n+P7INUT\nJSzcBYTLb6Z/A8KNLUq7TcnKq7vYvI1VgHDdOr375tSs6o2q6LUHovUMwuQ5KyC8+Wg7LUmx\nbpKDZSAcX4Olnihh4R4gFHLxuxCE6/TXTkxtEGYeUsUtSvtNycqru9i8jVWAcN26AITCFlW9\n0RS9+q4IS9GJazKVk9UsCLUPypdnelvmfAJCQDht2BgIxx2naOW1XWzexipAuG4NCDWT1S4I\nhUN8oqEw09sy57NTEA6vwVJPlLBwBxBKe93vUhCu0l87MYAw0caqlkFY5+uy2bLk73HJmoUt\nqnqjKPq62rBjEKZv8ACENx9tpyUp1gWE03X7BWHuIVW1xazuaHexeRurAOGG9SoIhZVrgvC6\n3tD2yg1xZeVkNQxC3RtjJJ0IhGkOloLw432Q6okSFtYH4VVa+XcxCNegoJ0YQJhoYxUg3LJO\n/R6XWLkaCK8PD7qRGgLClfoAYVLb654ThHIXfwPCzC1mdUe7i83bWAUIt6wDgPB6vT68DqNK\n0eJLGJWT1TIIF0f5ZMOZdgKhTpYHpG6vm/N2+tQW54uu2ob2N9RvFyj2+5r1gGJNLfIW47yh\n/qptqN7iWs3iykcJEG5ZHwvCOQOTDc1FRwbhyvsxugehaljrnhGunBAWnxGmr38SuyMsrH1G\nmDiX+V1+RrhyGqydmLpnhNk3ZymsM0/9tbvYvI1VDYOw0i11i2XpQNQF4Y2BOaNT4W3Eyslq\nGoTz43y64aMA4c1Zu8XFshOCUP7WsW8QpmsWV9buYvM2VgHCTetDQDicB+aMDiBcrU9qeBMg\n3Fi3Dgilm/QCgXDlk6BeQZh/c5bGujcQXh5e8KToWy8gTH9pXhOEeV10KXr54jXtZFUG4cpn\n4B4gnB3oVxo+KDef0ssGFVINKyDMXHl7JKqA0OGpvstl5b2ZNawDwrxTf+0uNm9jVQYIC+Kp\napUzTA/ju9KwdRBuvtFaWgYI1+sTGr5rFxBe7u/MziKhalirgnCNgxYQJm5eFbsjLKwLwrXb\npgChdovvm83pjnYXm7exql0QVnvICiC8N1ROVuMgfDzUrzWcKvPF2S+AcLFMvGdH7I6wsCoI\nV58oZQBh6jRYOzE1QVjwuA6Vddapv3YXm7exSg3CWXgVfesGhMkba6uB8Kpt+LDMXPR10VA5\nWXVBuHbq3wwIXwDhchkgVHZnbAgIE22s0oPw/uXGp1eZjR9UcovKNeNelsRCrbV4y5PapeBO\nn2t2F12Kvi4aaiereKY1y7Lvbsq/a+m60kXL7U3TqADCpYv2zqC9Qbj++jULCM0PM1wus/Rm\nFxDmfAau3cXmbazKOyOMdLHMjmeEqWcO9nZG+HhKmDFZrZ8RPhzs1xvedZYzwlUOAsJVF2GZ\n/xejlt4sawaECgUCYb3nTx8Pwqu24eMyQLhV36LhKECYXLcmCKV7duSGy4UVQbh2zfZvIwj9\nPw829QYQvgsQaqzPAsKH41LGZIlFq1ZWLFs99fcC4eRwry0FEN6ctVsUXaQrtBINFwurgfDh\nob6A8GOZBYQZNWt3sXkbq5r9aHRXECZe0FkJhHMa6boICBX1rfRw9WXakgDhzVm7RdElIgg3\nfg39bQWh++fBtt4MPxc90l9lEV2UMgAAIABJREFULZXcNggnAVb0DRCOC1W9AYTyMkCo8NF2\nWtL6uuscNINwealyquF8YR0Qzp9uDwg/lplAqK9Zu4vN21iV92SZ3HiqWiWGZH2Ma76aT1q2\n/JQ7sXLbIJz/OqycrJogXP+Nxw+Eqy/TlnSSJ8ucC4TLO4iEdY0g9P5i1Nibd123GgJCQzxV\nrRJDsj7GHYNwccWKsouAUFHfWg+v6Z1RUoV8SqxUuDQNwsX+nmw4W1gBhPMXvUgr/waEui0+\nLtPWrN3F5m3uGfpIT+ZvnIBQZ30WEM7u3FBOFiBMtcmS+BQ2hQsgzF5ZlPgmMmGZFYTOX4xa\ne/Om62bDRkA4pCf3O4jKIFTWmj/Ge4NQFxIPEG5/OLM7CD9eB5WerD5A+HHM15biDkL5KWwK\nl5og3OCgAwjnXwWkGz4u9AbhVffL7m9AqNrifJmyZu0uNm9zD9HLmUBY9M0uINRs8eHa8d8f\nL0U8DoQbv/H0BEL5ehqFS0UQXncAoeIovAMItbdIJUdbWphq6PrFqLk3qt9FGgHhkKMOQXgd\ndSQIFyRMrNwPCMcXA9+qX52s8qI3l+0Jwt9Zr4urD8JP+ocZWp4Ll173el1ZLXOLK8/Cu2ob\nbizMWvlRV/VjFNW9WevO4mGG+n4vl5l789gfj/qkZbqaC/UYlS5BOGHeHYn9glDxdX3loq8z\nBt50FAi3JtoXhOJpwVnPCOe7gCzb+H/8uHmlRu0zwsTXw4ll9jNC1y9G9+mN9YxQeRYsKDto\nl2WKNrU7CFVDNxmmox67uWh4HhBe74/ev2v1ySuAMNUmT3FAqKPg7z5AeE3dOZNYBgg3t1jq\nIgkQfp1/fXAkCJWIMoJQidvdih6Vfi9NTRBuHyF9QZjzlpyOQail4G8nEG7/viMsdANh+ne8\nxDIHEHpeIWTujepcrR0QFj25IjgIj7y3fN7w3CBMv7K7IggVV1E4gzDjLTm9glB9MniTDwg3\nvwoWFjqB8LryqX9iGSDc2qK4bCcQXl6EFG0qNgiPvaVu3lB1GQsgHBYW92ZcpjlYAMKbj7bT\nkqar3T4Xz1i3eRCuvpM5scwDhI6Xylp7o7ue0w5CVZ4FZd5QP4+STqFBePQFlLOGO4BQe5PG\nASC8le9etDk43iCUnw8s792KBOTp6CfLiN8Or8sJhFu3iwoLXUD4ePKrWTk52tLClYaAUFxZ\nUN59hMMb5GM9WWZZq2roviYmCBCudbE3EKo+SnEHoTwH4t6tSIBdChcnEF6v+eu6gXDj2erC\nwsZB6HeFkLE3yme+OIBQA39BoZ81qtTyVhH9LSpXbUPtFtW3BKVWvgrLVFvUtpuXHKHou64V\nil5Z5nivVdZdS4tJMOz/DlIcBXxAuP1wPUltg3D2bahm5eRoSwvXGgYBofZx2IDQEE/LGWHA\nkyPNV5amM0L5YzltFyufEX697ntGqLvvyP+MUPyeVty7FQmwS+HiAkLF49YluYFw/BJ6s+HH\nwtZB6HaprK03e4JQAX9B5wZhSCYoLmIFhMPC4t68L1M+kqkCCKXP5MW9W5EAuxQuHiCc79pa\n+YFw+Ox9u+H7QgcQzi+P1aycHG1p4XpDpyuETL0RDznSMkBoiKfljNDUsE0QJq5Y1HaxNghf\ny3cvOrlM+7R6QHjzUVcn6K354sMOrRxB+PGblqLhVx8QLm4T0aycHG1p4XrD84Fw+yxY0KlB\nGJMJgNC76OSyI0EoXBYl7t2KBNilcLGDUFWwKEC45rLR0OdSWUtv5EOOtAwQGuJZDMLUAz6k\nhdKyWkzYftCNAYRRi37o4U4g1H5zAQjffdTVCdKeAovyBOH7b1qahi4gXD43QLNycrSlhRsN\nzwfCzbNgQScGYfKRj9JCaRkgTK6dX/RDD/cBofoDmzogVH1S2A8IlVcHiXIFYVbwOwChz6Wy\nht4kDjnSMkBoiGchCLN+MdyXCZvPAO8ahKkDlTcI9b+nVgKh5tqRbkCovXFSVLsgFB4kp1k5\nOdrSwq2G5wPh1lmwoNOCMO+rgm5AGPY0eLuPgDDVxi6Fiw2E6kfpiPIFYc4vgz2A0OWekfLe\npA450jJAaIhnEQgzr6IGhMOyHUCY+BXSGYQZv6fWAqHitrpOQKh/uKooZxBmXDBmBKH0ZHHN\nysnRlhZuNjwfCDfOggWdFIS5u8bOTLgKy6YNi5kQ+PPgybI9QJgTz2og3H7QSh8gzHjvlKhW\nQSi+YUOzcnK0pYXbDR1unizuTeorf0DoHc8CEGZ/ag4Ih2V7gFA+UAHCVJu9pH6A3ExXw7pp\nY/Uj7oSF+scMSs/mU6981RSjXWZ7bqH1kYmlvbnaH+Co7OHjsuvaykcpGgjzLyjemwlXYdmk\nISAcFpb2Juv31Hog3GzYwxlhcqzV8j4j1D9b0XRGKL9yUbNycrSlhYqG9psnS3uTvC247hnh\n+md+gk52Rni9KXOMjwDhdbls0rCUCZGvEJouqw7CvHgCwncfdXUPumYVLAoQrriEBmH6iYmV\nQbj6cbCgU4DwOqpojA9hwrXGO2pbAaF4kSEgTLWxS+FSCsJrXsGi/EGofTm1BYQyBw8Bof0p\nAoW9OQ6Eawc7QZ2DcMCfZR86igkr/S5kQuhLZR+WVQZh7h4BCG8+6uomGmhQsu6oCiBUvojU\nAMIEB48BofnmybLerLxeFBB6x3MVhCtDF58JrwzX7qmdgVD66MoPhLnxbAaEmS/Mzk2aurq7\nRhoUrHsXIFzpIiBMLEufBQvqG4RbV1/GZ8LV8+syQHjT2ofOTYPwMv5RJ2nq6kbdYZC/7kQ1\nQCg861VoWA7CFAcPAqH1KQJFvclOGiA0xLNrEL4eS1aY8HDlz+YGg988+bhs+R0OIEy1GRQO\nhBMYZK87VRUQFr4CW+uiPgVLLAOEaw1Vo5icAkGAcHs8D2fC4iKfl99fx2t/Pv4GhNreXJPt\nAOG6j7q6D01PinLXfVAdEJa98Ezpor86JbHMG4TGpwiU9CY/aYCwisT7WZvU9frwj+v1Ovvf\n1+1aGxuNWt1tbBgU+vSq2w/BQPjw4WDmuo9qD4QZ12cnlgHCtYa6X70znmgUGoSqkKy0Sn5M\n7yNd/5x0u27m942BsvP7/1nbgks/dit60V0n55Jh2HWms53HvABC1THz3rDkhWc6l4AgTDz4\nXFjoBML1e6H3AGHGM24BYbl2PjxOSJdyXoVhYyBc9NfHuWgUAOHNR3tQedfjSOetO1MtEJY8\n3l7lknNZWmIZIFxrCAgzKqjMwaCHx+tVxqHTaLQNwo2T5pRizvTYZlAoEM5GOmvduQDhShf1\nRVsep5Pfm5Jb17xBqH/9FyAsV+TD43XBw+ZAOO+x3bkQg7FnOigI50Ods+5C1UBY8Hh7jUvW\nZWmJZa2DsOhCRUBoiGfy/5wZhB+689BrMIKCUMG4YgxGn+kxL4BQdczMOW/pCoSW58rl9mbz\nXHsfEMrwFwQIyxX78DjV5oU09awNygLhFudMAxB7pu+ByXiyzOWhra4v4hFJ1mK0M9ZdqjEQ\n5r3lLbGsBggNj9PJ7M32ZUiNg/CSG7g3HQPC2hwMfnjswPpxBle/GL39kYad8feA2DNdlK3H\n/Or6Ih6RRC2HW7+uoIog3LikowSEmW95SyxrGoSKG1N2AqF4FiwoM2iX+6cvGSQEhN04Rwbh\n7yQLrbtC7JkuylZVEArjrV5XUk0Qrt/t1hkIy58rl9UbzTN79gKhBH9BmR+9vABChXN1nQSE\nj1OovE9miUL7x8KxZ7okWrP06voiHpEknRqEua87TSxrGIQqk6ZB+NIQCKtzMPjhsQfrEhDO\nTws9vh2NPdMl0bp/RfhpfDDNpr7PlWgnPbxHu67eWFpY1PC61nCxcLPdNbM72mU+RV81DYX+\nZJhctQ0zuq3oYXLl66JhoaZRAYTbzvV1FhA+TGLOVVEjC30uEoo90yXRmkVY1xfxV/OlxCFX\nriur6hnh6suCcs8IJ88F1nYnsazOGWHxk8b1JspLU3c7IxROUAVxRliu2IfHLqxLQfj7HYFe\n18rGnunCdAHCQT4gHB+Dn9mdxLJKICx9wKraRHuz4n4gXMJfULcgrM/B4IfHPqwn05j9ZbDb\nLSPBZ7owXbVAKI+6bt2EKoPw48mgxSC8zhmY1Z3EsjZBuBwGQHgXIOzGuSUQ+in2TJdEq95H\no4nZUK2bUm0Qvr80qQSE7wg0dSexrBYIC580rjPJeOnhjiBcwF8QICxX7MNjJ9b3eTzuM/Dg\nM10SrcvLQ4J1fRGPSDOlZkOzblJBQTieBpq6k1jWIgjVLyPeGYTzmgX1CsIdjo7BD4+dWAPC\n7TYlenwmhq4v4hFppjZBeDuE54Kw7Clih4Ow7EnjGhP9y4g7AWEDT5YBhL1YjzN53Kl/8Jku\nTFd+0sQj0qOSs6FYN636IEydzADCj2UKk4x3MO4NwlnNgnp91iiHx16sAeFmG7t0fRGPSA9K\nT8b2uisKCcLCx2keD8KiV25sm+S8egoQVointHCPo2Pww2M31htvIwaE5nwCwq9v73A9DQhL\nnjS+aZL1xo3dQfgIf0GAsFyxD4/9WF/XnJnpQCBcmYzNdde0Bwjlt5mnQVj6XOkIICx40viW\nSd4bNwBhhXhKCzk8dmQNCDfa2KXri3hEmmhtLrbWXdUuIBRf4topCPMfsLphkvmg8f1B+NBQ\nUJ8g3OXoGPzw2JH1Ne3MTMcB4epcaA9IogKCsPgFCzFAOH6S6QPC3AeNA8IK8RSWcXjsy/qa\ndGamAWHuMTPZUHg4TAqE5S9YCALC3OfKrZpkP18VEFaIp7CMw2Nf1kkQ7jPRwWfanE8fEK7P\nhfaAJGonEArPi+4XhJnPlVsxuT5ckmnqNiA0xHO5iMNjb9bXhDMz/TsKCDemQntAEhUOhLo3\nvccGYd7jdNImJQ8aB4QV4rlcxOGxO+vrkRMdfKbN+fQA4dZUaA9IovYC4RJwPYMw63E6SZP5\nl6XFvQGExnguFwHC7qwB4Uobu3R9WTuo9AHCxUeeMggtr9wLBMKcpwgkTK6Lz4jLe5MqWrXF\nrMERBAjLFfvw2Jn1VXDei4PBZ9qcT63EV4W/S3opvXbdQuPil5mvNVy+zVxa+bpc5vtu9b2K\nvl5tb6gXBsLQG+9RTK58lHYGIecJPVpfAWGqjV26vqR/u96eCe1v5qL2OyOcf9InnhGa3j0b\n6YxQqiXnjLD4HYycEVaI52IJIOzRegnC3TgYfKbN+QSEyWs/JCbY3j0bDITae0aEdeWX8Jp6\nAwgN8VwsAYRdWi+mFRB+tLFL15fkQUUxE9oDkihAaHZJN9RdKrtcN/ESXlNvAKEhnvMFfGDW\np/XLbGL342DwmTbn0wpCzUxoD0ii9gTh48O0BSaIzyRtGIS6S2UX66ZewmvqDSA0xHO+ABD2\naQ0IU23s0vUldVDpC4QPr+w5AwhVl8rOFlxTt14AwhUBwm6cDy36cWYB4dDGLl1fEgcV1URo\nD0iiIoEw8YlgyyDUXCH0+O/0U2kA4Yp2BSHfHHVq/fI4tztyMPhMm/NpA6FuIrQHJFH7gnD6\n6MwFE1KfCDYNQsUXow//XHlOKSBcESDsxhkQ7itA+KadQTjeJn4aEG5+MTpdcl17cwUgXBEg\n7Mb54KLvk7snB4PPtDmfJhAqJ0J7QBK1NwjvB/s5E66uLmvL9gXh1hejkyXrL/UFhCvaE4R8\nc9Sr9c15nF5AeG9jl64v0kFFOw/aA5Ko/UE4fPx3GhCufh48BeHk1YOAMFOAsBvno4sepndX\nDh5d9FYbu3R9kQ4q3YLw7aRwwYSru0sYEK59HnwH4XXCS0CYK0DYjfPhRX/MLyCctLFL1xfh\noKKeB+0BSdQhILx9H3giEA4ne2sgfPgqERDmakcQcglFt9Yfztfxj92tD1BwEOrnQXtAEnUQ\nCF/Pfx6ZcK3hklh2AAjfz/dWQDh79SAgzBQg7Mb5+KIB4aKNXbq+LA8qnYNw9jzN4WpJX5fE\nsiNA+HHKmwDhdXa7ISDMFSDsxjlA0dfdORig6NU2dun6sjioZMyD9oAk6jgQvkyfLHoCEN4e\nGSOD0PNlxK2D8PKqgpjtB0KuJezXenS+AsLHNnbp+jI/puRMg/aAJOpIEN5PhIav0LoG4dus\niiB0fRlx4yC8jH/kCRB24xyh6OveHIxQ9Fobu3R9mR9TzgHC8VzoJCB8y5ewbJfeAEJDPKf/\nAIT9Wt+dAeFjG7t0fZkdUq45MNMekEQdDML3k8L7jeS+Lollx4Hw98uCet4PGgeEFeI5/Qcg\n7NeaolNtjtH1IN9DdL2eqt7rY7FnKn1Fn9709kN4EHJ3WcfWFJ1qY1dJX052x+55vpeePcxw\nz68iIkz0SptBgDDpvK9gwlms44KQ67N7df54htMRD3GKPdxjXABh0nlfHR2SkzkHL7owXaak\n8SVEv84Pd+wy0ZM2g6KDkNuse7am6FQbu/L7wvGxW+f7HbvXva/Qjj3cY1wAYcp5ZwUIyZmc\ngxddmC5L0vjspWPnU34xCgjLFXvWurOm6FQbu3L7QtI6dj5l0XlBi/1kGX596dqaolNt7Mrt\nCyDs2PmURe8StF3fUL+fzuhM0fGczfkkaTjHsI7tbI4ZIOzGmaLjOZvzSdJwjmEd29kcM0DY\njTNFx3M255Ok4RzDOrazOWaAsBtnio7nbM4nScM5hnVsZ3PMAGE3zhQdz9mcT5KGcwzr2M7m\nmAHCbpwpOp6zOZ8kDecY1rGdzTEDhN04U3Q8Z3M+SRrOMaxjO5tjBgi7caboeM7mfJI0nGNY\nx3Y2xwwQduNM0fGczfkkaTjHsI7tbI4ZIOzGmaLjOZvzSdJwjmEd29kcM0DYjTNFx3M255Ok\n4RzDOrazOWaAsBtnio7nbM4nScM5hnVsZ3PMAGE3zhQdz9mcT5KGcwzr2M7mmAHCbpwpOp6z\nOZ8kDecY1rGdzTEDhN04U3Q8Z3M+SRrOMaxjO5tjBgi7caboeM7mfJI0nGNYx3Y2xwwQduNM\n0fGczfkkaTjHsI7tbI4ZIOzGmaLjOZvzSdJwjmEd29kcM0DYjTNFx3M255Ok4RzDOrazOWaA\nsBtnio7nbM4nScM5hnVsZ3PMAGE3zhQdz9mcT5KGcwzr2M7mmAHCbpwpOp6zOZ8kDecY1rGd\nzTEDhN04U3Q8Z3M+SRrOMaxjO5tjBgi7caboeM7mfJI0nGNYx3Y2xwwQduNM0fGczfkkaTjH\nsI7tbI5ZKQgRQgihLgQIEUIInVqAECGE0KkFCBFCCJ1agBAhhNCpBQgRQgidWoAQIYTQqQUI\nEUIInVqAECGE0KlVCsKfCKEtOST06BIQii9zzAAhQtVkzidJQ2hb5pgBQoSqyZxPkobQtswx\nA4QIVZM5nyQNoW2ZYwYIEaomcz5JGkLbMscMECJUTeZ8kjSEtmWOGSBEqJrM+SRpCG3LHDNA\niFA1mfNJ0hDaljlmgBChajLnk6QhtC1zzAAhQtVkzidJQ2hb5pgBQoSqyZxPkobQtswxA4Qt\n66/JX3+96uOf40/oYJnzSdJC6K93/ZxG7q/7QnS0zDEDhC3rI4VjQGd/oKNlzidJC6EJ/uY/\noQgyxwwQtqy/RupJSUWHy5xPkhZCgDC4zDEDhC1rAcKf5DOUzPkkaSEECIPLHDNA2LL+Gj8W\n5RvCkDLnk6SFECAMLnPMAGHLuoPw9q+RgLAwiMz5JGkhxMUywWWOGSBsWcPp4MOC+U/oOJnz\nSdJCaJErzghjyRwzQNiyPr4hBIRRZc4nSQshQBhc5pgBwpZ1ByFXjYaUOZ8kLYQAYXCZYwYI\nW9bHbYR/DXcU/vVz+hM6XOZ8krQQ+mv2418/iVgomWMGCFsWT5YJLnM+SVoITfM0xIuLZQLJ\nHDNAiFA1mfNJ0hDaljlmgBChajLnk6QhtC1zzAAhQtVkzidJQ2hb5pgBQoSqyZxPkobQtswx\nA4QIVZM5nyQNoW2ZYwYIEaomcz5JGkLbMscMECJUTeZ8kjSEtmWOGSBEqJrM+SRpCG3LHDNA\niFA1mfNJ0hDaljlmpSD8rZGuVQ2d0Zmi4zmb80nScI5hHdvZHDNA2I0zRcdztoXz05tsm0AI\nKQQIu3Gm6HjODgl160sd4XwS69jO5pgBwm6cKTqeszmfJA3nGNaxnc0xKwUhQmgPuR0r6gjn\nk1jHdjbHjDPCbpwpOp6zOZ8kDecY1rGdzTEDhN04U3Q8Z3M+SRrOMaxjO5tjBgi7caboeM7m\nfJI0nGNYx3Y2xwwQduNM0fGczfkkaTjHsI7tbI4ZIOzGmaLjOZvzSdJwjmEd29kcM0DYjTNF\nx3M255Ok4RzDOrazOWaAsBtnio7nbM4nScM5hnVsZ3PMAGE3zhQdz9mcT5KGcwzr2M7mmAHC\nbpwpOp6zOZ8kDecY1rGdzTEDhN04U3Q8Z3M+SRrOMaxjO5tjBgi7caboeM7mfJI0nGNYx3Y2\nxwwQduNM0fGczfkkaTjHsI7tbI4ZIOzGmaLjOZvzSdJwjmEd29kcM0DYjTNFx3M255Ok4RzD\nOrbzNDGX9z9fNf17Q4CwG2eKjudcmC6EUKE++Pfxx/0f6wKE3ThTdDznwnSRNJyjWcd2vufl\n8gIIz+1M0fGcC9NF0nCOZh3beZqYB/YBwtM5U3Q858J0kTSco1nHdv70po/EfLDv/btBQHg6\nZ4qO51yYLpKGczTr2M7TxHxcI/PCR6PndDZaf33V/7vr69fdnE2KPdOF6SJpDTpbAmS03kOx\nnaeJ4TvCczsDwnjOhekiaQ06A8IDnaeJ2Q2Ek49jUTf6/qr/u+v796M7hG5yO1bUEc6DAOGB\nztPEcEZ4bmfOCOM5F6aLpDXoDAgPdJ4mBhCe2xkQxnMuTBdJa9AZEB7oPE0MT5Y5tzMgjOdc\nmC6S1qAzIDzQ2RwzQNiNMyCM52zOJ0lrxhkQHuhsjhkg7MYZEMZznkam6BMbktaMMyA80LkQ\nY3cBwm6cAWE850liyp4FTNKacQaEBzoXYuwuQNiNMyCM53wPTOGzgElaM86A8EDnQozdBQi7\ncQaE8ZynkblMfwKE3TkDwgOdCzF2FyDsxhkQxnOePnsCEPbtDAgPdC7E2F2AsBtnQBjPeRqZ\ny/QHQNidMyA80LkQY3cBwm6cAWE852lk8kH4iYcZNiSeUdiyAGE3zoAwnvM0MstXhXJG2JMz\nZ4QHOhdi7C5A2I0zIIznPI3MZfoXIOzOGRAe6FyIsbsAYTfOgDCe8zQyEwICwg6dAeGBzoUY\nuwsQduMMCOM5TyMzPlDm/eXZPFmmM2dAeKBzIcbuAoTdOAPCeM7mfJK0ZpwB4YHO5pgBwm6c\nAWE8Z3M+SVozzoDwQGdzzABhN86AMJ6zOZ8krRlnQHigszlmgLAbZ0AYz9mcT5LWjDMgPNDZ\nHDNA2I0zIIznbM4nSWvGGRAe6GyOGSDsxhkQxnM255OkNeMMCA90nibm4RFO2suzS0GIehNP\niIopt2NFHeE8CBAe6DwJzMi9S85DfTkj7MaZM8J4zoXpImkNOgPCA53vebncn1kBCE/pDAjj\nORemi6Q16AwID3SeJmZ8hBMgPKUzIIznXJguktagMyA80Hn6ohZAeG5nQBjPuTBdJK1BZ0B4\noPM0MSP7AOEpnQFhPOfCdJG0Bp0B4YHO08Q88A8Qns4ZEMZzLkwXSWvQGRAe6DxNzPBM+9t9\nE4DwdM6AMJ5zYbpQg+L+oyB6uI8QEJ7OGRDGcy5MF0lr0JkzwgOdp4kBhOd2BoTxnAvTRdIa\ndAaEBzpPE7Prk2XcKqijMzoDwnjOhekiaQ06A8IDnc0xA4TdOAPCeM7mfJK0ZpwB4YHO5pgB\nwm6cAWE8Z3M+SVozzoDwQGdzzABhN86AMJ6zOZ8krRlnQHigszlmgLAbZ0AYz9mcT5LWjDMg\nPNDZHDNA2I0zIIznbM4nSWvGGRAe6GyOGSDsxhkQxnM255OkNeMMCA90NscMEHbjDAjjOZvz\nSdKacQaEBzqbYwYIu3EGhPGcp5H5eDvMx/29yvt8SVozzoDwQOdCjN0FCLtxBoTxnCeJudwf\n9pTxLGCS1owzIDzQuRBjdwHCbpwBYTzne2AuL4Cwb2dAeKBzIcbuAoTdOAPCeM7TyADCvp0B\n4YHOhRi7qwSEn15lNkbB9H2uozvUg6ZRAYR9OwPCA53NSeWMsBtnhzPCB+3mbFLsmZ5GBhD2\n7QwID3QuxNhdgLAbZ0AYz3kaGUDYtzMgPNC5EGN3AcJunAFhPOdpZPJB+IkvIRoSb6hvWYCw\nG2dAGM95GhnOCPt25ozwQOdCjN0FCLtxBoTxnKeRAYR9OwPCA50LMXYXIOzGGRDGc55GhifL\n9O0MCA90NgcNEHbjDAjjORemi6Q16AwID3SeBKbsEU6AsBtnQBjPuTBdJK1BZ0B4oPM9L4WP\ncAKE3TgDwnjOhekiaQ06A8IDnaeJuUx/AoSncwaE8ZwL00XSGnQGhAc6T+80AoTndgaE8ZwL\n00XSGnQGhAc6TxNzmf4ACE/nDAjjORemi6Q16AwID3SeJgYQntsZEMZzLkwXSWvQGRAe6DxN\nzGX6NyA8nTMgjOdcmC6S1qAzIDzQeZqYy/QvQHg6Z0AYz7kwXSStQWdAeKDzNDETAgLCEzoD\nwnjOhekiaQ06A8IDnaeJGR8oc7u1nifLnM0ZEMZzLkwXSYvtLDIPEB7obI4ZIOzGGRDGczbn\nk6RFdAaE0ZzNMQOE3TgDwnjO5nyStIjOgDCaszlmgLAbZ0AYz9mcT5IW0RkQRnM2xwwQduMM\nCOM5m/OJIkp8GT1vqG9ZpSBEven7XEd3CN3kBuU6OqUzZ4TRnM0x44ywG2fOCOM5m/NJ0iI6\nA8JozuaYAcJunAFhPGdzPklaRGdAGM3ZHDNA2I0zIIznbM4nSYvoDAijOZtjBgi7cQaE8ZzN\n+SRpEZ0BYTRnc8wAYTfOgDCeszmfJC2iMyCM5myOGSDsxhkQxnM255OkRXQGhNGczTEDhN04\nA8J4zuZ8krSIzoAwmrM1FHVCAAAgAElEQVQ5ZoCwG2dAGM/ZnE+SFtEZEEZzNscMEHbjDAjj\nOZvzSdIiOgPCaM7mmAHCbpwBYTxncz5JWkRnQBjN2RwzQNiNMyCM52zOJ0mL6AwIozmbYwYI\nu3EGhPGczfkkaRGdAWE0Z3PMAGE3zoAwnrM5nyQtojMgjOY8Tczl/c9XTf/eECDsxhkQxnMu\nTBdJi+0MCKM5TwLzwb+PP+7/WBcg7MYZEMZzLkwXSYvtDAijOd/zcnkBhOd2BoTxnAvTRdJi\nOwPCaM7TxADCczsDwnjOk3TmfWVx06c3FQYUVZT4EmvebH2gplEBhOd2BoTxnMe85OaSpEV2\nFrNiCZDeusZGO3CeJgYQntsZEMZzXoQTEPbgDAijOU8TAwjP7QwI4zkvwgkIe3AGhNGcp4nZ\nDYR8c9Gj+IqjgsaoAMKenAFhNOdpYjgjPLczZ4TxnB/CeQGEnTgDwmjO08QAwnM7A8J4zpN0\nXi6cEfbiDAijOU8Tw5Nlzu0MCOM5P4YGEHbiDAijORdi7C5A2I0zIIznPOaF7wh7cgaE0ZwL\nMXYXIOzGGRDGcx7zAgh7cgaE0ZwLMXYXIOzGGRDGc74HpuTJMiQtqLMahO5wPOVwa9pYBQi7\ncQaE8ZzN+SRpEZ0BYTRnc8wAYTfOgDCeszmfJC2iMyCM5myOGSDsxhkQxnM255OkRXQGhNGc\nzTEDhN04A8J4zuZ8krSIzoAwmrM5ZoCwG2dAGM/ZnE+SFtEZEEZzNscMEHbjDAjjOZvzSdIi\nOgPCaM7mmAHCbpwBYTxncz5JWkRnQBjN2RwzQNiNMyCM52zOJ4oo9RvqeaVLKwKE3TgDwnjO\nDgl160sdndKZM8JozuaYAcJunAFhPGdzPklaRGdAGM3ZHDNA2I0zIIznbM4nSYvoDAijOZtj\nBgi7cQaE8ZzN+SRpEZ0BYTRnc8wAYTfOgDCeszmfJC2iMyCM5myOGSDsxhkQxnM255OkRXQG\nhNGczTEDhN04A8J4zuZ8krSIzoAwmrM5ZqUgRL2pp1ueeqrF7VhRR6d0BoTRnM0x44ywG2fO\nCEe5H3/UzvM2drn1pY5O6QwIozmbYwYIu3EGhKMA4W46pTMgjOZsjhkg7MYZEI4ChLvplM6A\nMJqzOWaAsBtnQDgKEO6mUzoDwmjO5pgBwm6cAeEoQLibTukMCKM5m2MGCLtxBoSjAOFuOqUz\nIIzmfM/L5VXTv5UChN04A8JRgHA3ndIZEEZzHuNy+fjjMv5DJ0DYjTMgHAUId9MpnQFhNOcx\nLoDw9M6AcBQg3E2ndAaE0ZzHuADC0zsDwlGdgPDTm2ybQDXEG+qjaYwKIDy9MyAc1QkISVpQ\nZ84IozmPcXlj3wUQntkZEI4ChLvplM6AMJrzPS9vF4sCwjM7A8JRgHA3ndIZEEZzfswMIDyz\nMyAcBQh30ymdAWE05zEufEd4emdAOAoQ7qZTOgPCaM5jXADh6Z0B4ShAuJtO6QwIoznf88KT\nZc7uDAhHAcLddEpnQBjN2RwzQNiNMyAcFRCEhb+okrSjnYVdCRCGcy7E2F2AsBtnQDgqHghL\nv7ogaUc7A8IWnAsxdhcg7MYZEI4ChLupe2dA2IJzIcbuAoTdOAPCUYBwN3XvDAhbcC7E2F0l\nIOQJiD2qp8cihqlljAogbNUZELbgbE4qZ4TdOHNGOMr9+KN2nrcZ9XGRDCBszRkQtuBciLG7\nAGE3zoBwVDwQckbYqjMgbMG5EGN3AcJunAHhKEC4m7p3BoQtOBdi7C5A2I0zIBwFCHdT986A\nsAXnQozdBQi7cQaEowDhbureGRC24FyIsbsAYTfOgHBUPBCWP1kGHSvty+h5Q33TAoTdOAPC\nUQFBWCy3vtRR986cEbbgbI4ZIOzGGRCOAoS7qXtnQNiCszlmgLAbZ0A4ChDupu6dAWELzuaY\nAcJunAHhKEC4m7p3BoQtOJtjBgi7cQaEowDhbureGRC24GyOGSDsxhkQjgKEu6l7Z0DYgrM5\nZoCwG2dAOAoQ7qbunQFhC87mmAHCbpwB4ShAuJu6dwaELTibYwYIu3EGhKMA4W7q3hkQtuBs\njhkg7MYZEI4ChLupe2dA2IKzOWaAsBtnQDgKEO6m7p0BYQvO5pgBwm6cAeEoQLibuncGhC04\nm2MGCLtxBoSjAOFu6t4ZELbgbI4ZIOzGGRCOAoS7qXtnQNiCszlmgLAbZ0A4ChDupu6dAWEL\nzve8FL7vrBSEqDf19Oq0nmpxO1bUUffOgLAF5zEupW/A5oywG2fOCEe5H3/UzvM2drn1pY66\ndwaELTiPcQGEp3cGhKMA4W7q3hkQtuA8xgUQnt4ZEI7qBISf3mTbBLJK+pRd/OhdWtjTZ/Sh\nNUYFEJ7eGRCO6gSEJC2AM2eELTjf8/JxkQwgPK0zIBwFCHdT986AsAXnMS6cEZ7eGRCOAoS7\nqXtnQNiC8xgXQHh6Z0A4ChDupu6dAWELzmNcvED4599/np6e/vn3D/FszRkQjgKEu6l7Z0DY\ngvMYFycQfnka9IV4NuYMCEcBwt3UvTMgbMH5nhePJ8v8vFy+/Pj1+sOvH1+eLj+JZ1POgHAU\nINxN3TsDwhaczTGbgvDH5dvkX98uP4hnS86AcBQg3E3dOwPCFpzNMZuC8PPs/83/TTxDOwPC\nUYBwN3XvDAhbcDbHjKtGu3EGhKMA4W7q3hkQtuBsjtkjCL/dvl78+fk/4tmeMyAcBQh3U/fO\ngLAFZ3PMHkD4/PR0Q+Bl65pR4hnQGRCOAoS7qXtnQNiC82aMnh4k/P/Jz/97+rg+5ufl6X/E\nszVnQDgKEO6m7p0BYQvOmzHKAeHz03Cd6I+nZ+LZmjMgHAUId1P3zoCwBWdVlH49P/96efnv\nWboKdArCCSglZhLP2M6AcFQ8EF4uw1Px8+7zJWlHOwPCFpxVUXp+p9qfp3+W/y8Fwq2wulVQ\nR2d0BoSj4oHwpoInP5G0o50BYQvOqig9Pf35+Fv4f5Ofn59+ffz062ntHkLiGdIZEI6KCcKS\n16SRtKOdAWELzqoofX56+2j017P0xd8UhN9G/H1+WnuqDPEM6QwIR/UEQnSseEN9N/p1eb9U\n5vJr+f8eThIvT/+8PWD05z9Pf69t79OrXDuIAqinzIapZRqVy+MfWrlBuY66d+aMsAVnZZj+\nfX56+vuL9GqlBxAOxBSRSTyDO3NGOCrkGSEgbNIZELbgnJMoUbOvDf93exvh1k2ExDOiMyAc\nBQh3U/fOgLAF55xEieJZo904A8JREUF4uf8JCBtyBoQtOKuipL2hnng27QwIRwHC3dS9MyBs\nwVkVJS0If/3z9M/ml4PEM6ozIBwFCHdT7PF3ECBswTkjUL++PAsvlZiC8J9vL9+Ee+67iWfn\nzoBwVJgD8SQxH/Q7xZNlwoy/gwBhC85ZkZIeF/M0+1n7UalbBXV0RmdAOCrMgTgrn/0kLcz4\nOwgQtuCcFanPGzfUc0bYtDMgHBXmQJyVz36SFmb8HQQIW3A2x4zvCLtxBoSjwhyIzflsM2lh\nxt9BgLAFZ12W/nz5++np73+l/8VVo904A8JRYQ7EhelqPWlhxt9BgLAFZ1WUxkesCY+WmYJw\n/qDttQdvu1VQR2d0BoSjwhyIVflcl1tf6ij2+DsIELbgrIrS56cvb2+e+CK9UmIKwh+Xb5N/\nfbusPXjbrYI8aXes2LMW0hoQejjP29jl1pc6ij3+DgKELTirovR2/+Dw3+L/Tf/x83L58uPt\nW8JfP748XX4GjCcgrGYNCD2c523scutLHcUefwcBwhacx7isvQFbDcKX17PGQV9CxhMQVrMG\nhB7O8zZ2ufWljmKPv4MAYQvOj5lJvAH7+el/qo9G3/Tn39tjt/+V3lQRIJ6AsJo1IPRwnrex\ny60vdRR7/B0ECFtwfohM6sWfP18p+HaS9/fGxTINxBMQVrMGhB7O8zZ2ufWljmKPv4MAYQvO\nD5FJvgH7v+dXEP7z7UUQIHRWNCaoBQg9nOdtTPrU6iuww7wY2UG8ob4FTaNS9L4zQOisaExQ\nCxB6OM/b2OXWlzqKPf4OEkrhjDCc8zQxgLCms1bRmKAWIPRwnrexy60vdRR7/B0ECFtwniYm\nDcJftyfLfJEugAGEzorGBLUAoYfzvI1dbn2po9jj7yBA2ILzJDDp9539NzxZRniQKCB0VjQm\nqAUIPZznbexy60sdxR5/BwHCFecwEz0JTBqEz09vJ4N/Pj8Jr5YoBeFB4svnauppaHuqxe1Y\nUUexj48OAoQrzmEmehKYNAiHG+kVN9S/vHz757WZ9ArfEPHUDnyw/aUFa8s+Ha3oiPkslVtf\n6ij2+DtIKAUQDgoz0ZPApN+A/fR049rPrRfzvurP32+fob6usfp8tePiqR34YPtLC9aWfTpa\n0RHzWSq3vtRR7PF3kFAKIBwUZqJVUfr8fiooPjbtad709nzu/z0J7/CNEE/twAfbX1qwtuzT\n0YpuK58hk6ZV7PF3kFAKIBwUZqJVUfr19zsIpbfPz0C49ljSCPHUDnyw/aUFa8s+Ha3otvIZ\nMmlaxR5/BwmlAMJBYSbaHDNA6KxoTFDLsk9HK7qffALCPGd/CaUAwkFhJtocM/mjUfH53BHi\nqR34YPtLC9aWfTpa0f3kExDmOftLKAUQDgoz0aooja9Welqe6c0vllm55TBCPLUDH2x/acHa\nsk9HK7qtfIZMmlaxx99BQimAcFCYiVZFKQOELy//Jh9CEyGe2oEPtr+0YG3Zp6MV3VY+QyZN\nq9jj7yChFEA4KMxEm2PGk2WcFY0Jaln26WhF95NPQJjn7C+hFEA4KMxEm2M2A+Hz1neDB8dT\nO/DB9pcWrC37dLSi+8knIMxz9pdQCiAcFGaiN2P09CDh/z/+86I9Q3SrIE/agQ+2v7Rgbdmn\noxXdTj7DJk2r2OPvIKEUQDgozERvxigThP89f9m6TObQeGoHPtj+0oK1ZZ+OVnQ7+QybNK1i\nj7+DhFIA4aAwE62K0q/n519vjJM+9lzcR5hmZoR4agc+2P7SgrVln45WdFv57E89PfScN9Sv\nqK36nt+p9kfx9glAaFU0JqgFCD2c523scutLHcUefwcJpXBGOCjMRKui9PT05+Nv4f+1FU/t\nwAfbX1qwtuzT0YpuK58hk6ZV7PF3kFAKIBwUZqJVUfr89PbR6K9n6UnagNBZ0ZiglmWfjlZ0\nW/kMmTStYo+/g4RSAOGgMBOtitIv/Rvq+WjUqmhMUMuyT0crOmA+h9ejCa9JC5k0rWKPv4OE\nUgDhoDATrQzTv8+px8UAQmdFY4Jaln06WtHx8jm8MFt6cXbIpGkVe/wdJJQCCAeFmeicRIkS\ngffr+d+g8dQOfLD9pQVryz4dreh4+QSE+zj7SygFEA4KM9E5iRIln/n9edoioVsFedIOfLD9\npQVryz4dreh4+bxM/waE1Zz9JZQCCAeFmWhVlLIeuj2ssrK9T69SGfurrftWmlJPQxumljEq\nl5f37wYBYV1nfwHCFecwE62KUj4I//e0lVW3CvKkHfhg+0sL1pZ9OlrR8fI5UBAQ1nX2l1AK\nIBwUZqJzEiUqdbHMl5jx1A58sP2lBWvLPh2t6Hj55DvCfZz9JZQCCAeFmeicRGluqP/A4GWL\ng4AwpWhMUMuyT0crOl4+AeE+zv4SSgGEg8JMtCpK3yaP3f42+3/cUO+saExQy7JPRys6Xj4B\n4T7O/hJKAYSDwky0KkrT90/MMwgInRWNCWpZ9uloRcfLJyDcx9lfQimAcFCYiVZFaXiUheqj\n0cdVosVTO/DB9pcWrC37dLSiA+aTJ8vs4uwvoRRAOCjMRJuDNgXhZf3VhRHiqR34YPtLC9aW\nfTpa0QHzWSy3vtRR7PF3kFAKIBwUZqLvEPv4I/ejlynw1r5LDBJP7cAH219asLbs09GKjpfP\ncrn1pY5ij7+DhFIA4aAwEz3GZRWEX56ePr+8/P1DiFnio9Go8dQOfLD9pQVryz4dreh4+SyX\nW1/qKPb4O0goBRAOCjPRY1zWHuH0+e0U7/kVcj+XMeNiGWdFY4Jaln06WtHx8lmkTwc+w8mk\nME/2cZD2ZfS8of7oRzjdorL2CKc3Av799Ot/ijfUv5088h2hRdGYoBYg9HCet7HLrS91FHv8\nHSSUwhnhoDATPcZl7RFOb1T79vRDc9XoFy6WMSoaE9Sy7NPRio6Xz3K59aWOYo+/g4RSAOGg\nMBM9xmXtO8Lnpz8vP57+1YDw8vTf89OvP8/Sp6gR4qkd+GD7SwvWln06WtHx8lkut77UUezx\nd5BQCiAcFGai7wT7+EMC4c+n5z+/np7/k56kvbxY5t/Xc8c/T88x46kd+INC8jUeE0R5ZzZa\n0fHyWS63vtRR7PF3kFAKIBwUZqLHuKyBcO1J2ksQ/ni7dYKPRku7E40JorwzG63oePksl1tf\n6ij2+DtIKAUQDgoz0WNcNCCUnqQ9A94/T//79fT36zkkICzsTjQmiPLObLSi4+WzXG59qaPY\n4+8goRRAOCjMRN/z4vBkmZeXGwGf36D5OWY8tQMPCFflndloRQfMZ7Hc+lJHscffQUIpgHBQ\nmInOipTiYpmXH3/f7jvkNUyl3YnGBFHemY1WdJv5DJU0rb5LQx1m/B0klAIIB4WZaFWUeA1T\nLQndicYEUd6ZjVZ0W/kMmTStAOFa0e4DAQgTbTTKeA3T89ZHogfHUzvwgHBV3pmNVnRb+QyZ\nNK0A4VrR7gMBCBNtNMp4DdOFZ40auxONCaK8Mxut6LbyGTJpWgHCtaLdBwIQJtpYNQPff89f\nfpm3WVFhnm0Xsjtq9f5YxJ5qcTtW1BEgBIQBJtocs8V9hDxizdadaCdHorwzG63ofvIJCJMC\nhLuqg6BN6LYAHCB07k40Jojyzmy0otvKZ8ikaQUI14p2HwhAmGijUQYIo8dTO/CAcFXemY1W\ndFv5DJk0rQDhWtHuAwEIE22sAoTO3YnGBFHemY1WdD/5BIRJAcJd1XnQFiD89s/bw2X+CxpP\n7cADwlV5ZzZa0f3kExAmBQh3VQ9B+/Pl76env7/8Ef7XDIR//v74BJXXMBV2JxoTRHlnNlrR\njeWzZYkX6PZ01a66vt4vxZbUVn2/Lh830wt3RsxA+Pnpy9v3iP/jNUyl3YnGBFGAsJbzvI1d\nbn2pI84I14p2HwjOCBNtNPr89PyKwF/P0pO0l69hGv+LGE/twAPCVXlnNlrRbeUzZNK0AoRr\nRbsPBCBMtNFooJriyTKA0NqdaEwQ5Z3ZaEW3lc+QSdMKEK4V7T4QgDDRRqMMEH58NPqF1zCV\ndicaE0R5ZzZa0W3lM2TStAKEa0W7DwQgTLTRKOOj0T8rXydGiKd24AHhqrwzG63otvIZMmla\nAcK1ot0HAhAm2miUcbHMy8u/yQtMI8RTO/CAcFXemY1WdFv5DJk0rQDhWtHuAwEIE21U0t8+\nET2e2oEHhKvyzmy0ohvLZ8SkaQUI14p2HwhAmGhjFSB07k40Jojyzmy0ovvJJyBMChDuqs6D\nNgfh7eTx+d+o8dQOPCBclXdmoxXdTz4BYVKAcFd1ELS1V0rMFq19nRghntqBB4Sr8s5stKLb\nymfIpGkFCNeKdh8IQJhoo1EGCJ9XLjCNEE/twAPCVXlnNlrRbeUzZNK0AoRrRbsPBCBMtNHr\n17PiqtEPVv6ZMPPyquHvy9Hx1A48IFyVd2ajFR0wn0N8HlKkkVtf6ggQrhXtPhCAMNEmQ3+e\n/lkunIHwn6f3S0vvzxq9DH88xtetgjxpBx4Qrso7s9GKDpjPyyxOarn1pY4A4VrR7gMBCBNt\ncqT4aPTl89sbmH49P48nj4AwrzvRmCDKO7PRig6YTwUIQ332ohUgXCvafSAAYaLNQ4rWP3r5\n9iT8j8VHo1NNUzxb162CPGkHHhCuyjuz0YqOl8/L9G85oLF+5dQKEK4V7T4QgDDRZp40KWgj\n2L5YQHgn7KdXiVGur2DvvwrWHbV6f3VamFrGqIy/p768AEIfAcJd1Q8ILwIHdTfUCwl2qyBP\n2oHnjHBV3pmNVnS8fA7x2fqOMMxnL1oBwrWi3QcCECbaPARtyatNqUH4+AMgTHUnGhNEeWc2\nWtHx8vlAuQ0Qjp+9fDrwsxetxJPvMGfkDlLX1/vHLJLC1DdGRfHRiygNCC/CT26HijwBwhUB\nwkHNgjDOZy9acUa4VrT7QHBGmGjzgCjFb5xzzV/D9Hl57/3lweDYeGoHHhCuyjuz0YpuNp9x\nPnvRChCuFe0+EIAw0WYeIyMI/xEvlBn+mmzXrYI8aQceEK7KO7PRio6Xz8uLeLo3U6DPXrQC\nhGtFuw8EIEy0mefICMKnp//Nsynfl+FWQZ60Aw8IV+Wd2WhFB8zn9CbBVBgjffYiSRpVQLhW\ntPtAAMJEm4cM2UH4t/a1TG4V5Ek78IBwVd6ZjVZ0vHxqFOqzF0nSqALCtaLdBwIQJtpMQ+Rw\nscwvxcvpj4ynduAB4aq8Mxut6Hj5VCjWZy+SpFEFhGtFuw8EIEy0eYjRyyJFN/359+2rv3/+\n1byh/n/pF1U8yK2CPGkHHhCuyjuzx010M/kslltf7JJGFRCuFe0+EIAw0UahLxlPlhEulgkV\nT+3AA8JVeWcWEKba2OXWF7ukUQWEa0W7DwQgTLTZ1M/L05cfb4/Q/vXjy+Xyc/6/Ny+WiRVP\n7cADwlV5ZxYQptrY5dYXu6RRBYRrRbsPBCBMtNnSj8u3yb++XX7M/v/ijDB2PFcH/lrTWdsd\nQOgidW8az2fYpEmSRhUQrhXtPhCAMNFmS/M3zc//PQffP5+Ft/fGiefqwF+vIwoB4aq8MwsI\nU23scuuLXdKoAsK1ot0HAhAm2liVfPtEzHiuDvz1jYW1nLXdAYQuUvem83wCwqQA4a7qIGhr\ndOsIhO8MfEchIFyVKbO7FK3uTQf5DJk0SdKoAsK1ot0HAhAm2miUAcLo8Vwb+OFz0TcUAsJV\nmTK7S9Hq3nSQz5BJkySNKiBcK9p9IABhoo1evz7/IyztEIRvPwHCVZkyu0vR6t58WE++H85Z\n2yJA+LYMEK4V7T4QgDDRJkdPAgkXIPz2z+uJ4/N/QeO5NvCTI+HDUbGihO4AQhepe/PyxsDb\nfF8L1rYIEL4tA4RrRbsPBCBMtMnQ/xQfjf75+/YJ6tPT4obDGPFcGfgH9r2soPDqh0mhO4DQ\nRareXAcGfvwzb22rAOHbMkC4VrT7QADCRBuNxq8It88IPz99eW3+ysznmPFcGfhHEMpnhR8H\nTkBoyewuRW/1ZkTgxLpPEAaS6WXtrYo31K+orfoGDkoPjVlcNXr/b1Vuh4o8ZYDwEYWPJw9e\nJASEh4Bweho4tb6q1vYSZ4RvyzgjXCvafSA4I0y00evPl7+Fe+VLQXiQVn4DuQrNr9fbH9fr\n7H9KbZ27E00PQ2D65XWXoldNktM3/I+G5mVTbscKuwAhIHxUmInOitTT38Kyx39+fDT65Wn+\nBJog8UwP/ONJ3uic+ELQ6ZRQ6E7EM8LbyfDWVZXqfXqXotd6szz3n/+vNvMZKmmSpFEFhGtF\nuw8EIEy0yZDqYpnL+6eol60HrblVkKf0wCdAmNCJQDj+KrBxVaV6n96l6LXerIDw4/81mc9Y\nSZMkjSogXCvafSAAYaKNRhkXy7y8/Pv305Pi7bxuFeQpPfCAULBOXFQJCD0ECN+WAcK1ot0H\nAhAm2mg0cPCzgLdubqjPA6ETCYXuxAHh4lPh9asq1fv0LkWv9WYNhO//s618hkyaJGlUAeFa\n0e4DAQgTbazqBYSzY/7ZQXiVvhvtBIQbv/Jc19f2EyB8WwYI14p2HwhAmGhjlXDV6Jsul5jx\nTA58Lgh9SCh0JwIIU08MWL29QL1P71L0Sm+2zv2vPeUTECYFCHfViUB4eZooZjyTAw8I79bJ\n0s4BwtcG/eQTECYFCHdVByDUvn3i24SD35ZNI8QzOfCAcLReqWz4X6bM7lL0Sm8e6xMOxICw\nkqRRBYRrRbsPBCBMtNEo632EseOZHPhsELqQUOjO4SBcq6sHEM7qkw7E17byGTJpkqRRBYRr\nRbsPBCBMtNGr69cwzY/+5wXhelkrN5yr9+ldik73RgHCJQnd+/cbEALC7aLdBwIQJtrkSHUf\nYex4pga+AIQeJBS6czAIN4o6CQi/zkno3r/fgBAQbhftPhCAMNEmQ5ony0SPZ2rgAeHvm/Vm\nTekbztX79C5FJ3szrzBxIL7Ka3vKHYSXy/vF2sPfhyZNkjTUgHCtaPeBAISJNg9BWqbopqwn\nyyjlVkGeUgMPCH+/WW+XBAjd5A3Cy8cfl/EfRyZNkjTUgHCtaPeBAISJNtMgXV4WKbop4zVM\narlVkKfEwC8AoHK2k1DozpEg1BSUfPKKep/epehkb5QgnJHQvX+/ASEg3C7afSCOmeivKecw\nE/2QoxQI36V6DdPz1lsnDo5nYuAB4ZtU9ZwFhI8kdO/f70rfEQJCtQBhNUndbgWEHwlKg1D1\nGqZLm7dPlIHQTkKhO8eB8KqnvymzuxSd6s1iytIH4utybVfVB+GnN2Vvop6ktzyKr37s6X2Q\npqIbHQh1t8PUd4/KNgg1F8v89/xl6wVM73I7VOQJEK5IX/QpQDgloXv/ftcBoRBht77YJQ01\nZ4RrRbsPBGeEiTbzBK19R6i4WEa49z7UtWzywC+BdkIQXgHh2PD9p2ggTF3MBgiLBAirSep2\nGyC8JFL0QDfFa5iWIIz1Fb488KUgNJNQ6M5RILzmFG3K7C5Fp3qTA8IJCd3799vxYrZHDgZJ\nmiRpqAHhWtHuAwEIE23GkF3ef9VcD9omCNPZjBFPeeAB4a2SE4BwOWGrB+Lr49q+cr6YbVwe\nI2mS5sP6tgwQrhXtPhCAMNFmniN3EA5bjhFPeeCLQWglodCdY0B4q0NftCmzuxSd6E0mCB8O\n2d5yv5jtMvnr8KRJGkf1eh1HFRCuFe0+EIAw0WYepHnQ5rdDzP89BeHTU+r53I8gzLiWzfuq\nInF71/LtGVZNdiqvuwEAACAASURBVOcA5ZVxtV3gtkvRCZNloWLD+7+uh87LJCrbIBw+1Inx\nbbykgYM3FgJCQBhnoh+T9LJI0cuPy/SFSt8uP2bpU4Gw/Ct874EStyec1p3rjPCjCrW1+HYG\n9VTtUrTcG2G6Ng7EV5fd7v+39ybalupKluUL3xnVRHrVjVfpyfn/Py3fPY0ZLMkkIWCuMa77\ncV2BNWDMIxrJVLGX2dZVzJe4Jjn9i8J7GyBcC7p4IgCh02dT/77967/++/5JxP/67/+63f49\n/9/SrdHzgjBIQsOdHUD4jmFPEDY50Bkg/P29iVdaxV5mW1cxX+KapPSOwj+AcD3o4okAhE4f\nQf/1GeX91/J/KiAMvMtWOlHm/i4Owk8IumlrmSL5UJlBNznQOSB8XraD3phq8jJbzyD8/ecv\nCgHhWtDFE7EbCIev1juWV7EPdv/3//w/7h8R/k/j64kFCP9reWs08i5b6USZ+4uAMEZCw53m\nIPwGAAjfHScN76dZpdXkZbYOQTj5KGUwl34sfTaYAoTV9CmdEf2+lodlx90PdEpFmZqB8L+W\nzwhD77KVTpS1Pwtl1wHhyH/dtLVen3yozKBbHGjzWAkjkqGT+jwjCP/8M0fht2O5s8EUIKym\nUeV8g/7+72HRcfcDnVJRphZzjf5///mv//W///Nfn4eJsXfZSifK2t+lQTh2HxC+O86ahj7q\nU5hZxlAxX+J6Z3Oc6n9eb5Cu5R8QFkvEPvfA588Ih1nH/Q90IvaWWsws8/M///XfP//7X/9Z\npjxLJ8raXwyEIRIa7gDCagf66CDMUzFf4npnc5zqR/6H2Wx2pc8GU4Cwmj51Mw563GGYdtz/\nQIfLbAnC//7X//P4u0h5lk6Utb8rg3DifAIIjYVr5UNlBt3iQGeD8HeBNZiXuigIZ8x75X8Y\n30Xr5/pYQEYogPBdit0c6HCZzYD3f/zr//1f//ofP/8+EAjNi1zK+RK4ShruAMJaB9o+UNpb\nizVICAjvbZ/8j6ebKX02mAKE1fTbONLH/3xiVTPg3Qn4n48JusuUZ+lEGfu7MginrqeAcLmC\nu3yozKAbHOgICAsswrwQILy3jfP/ebm+9NlgChBW02/jSM8sD6OOHRzocJnNR37//T9+fv4v\n84vDrPIsnShjf4DwLUD4NqyeJiGdG4ReWufLHS/y/3zbvuzZYAoQVtPrSE6DnvXp6zeecJmp\nK9JnlmfpRBn7C4MwcI003GkJwpnjSSD8PX/VTz5UZtB7HWj9g+7iJASE9zYn/zMaFnfvT7cg\n/MZtbHwkEM6O9MKyt7BpcQHCpZb7s69vgHBV8/McEGaoEQh3kjeX+eDOb75sHIZx40G1Pqn7\ntPFO/8lM787c8b1rPF+97/Zw2PgMAcI/gWukyYRmmrudBsL5b3zyoTKDrn+goyAsTkJGhPc2\nplh7NY6GwN+Z3osnoqMRobeeW3ExIlxquT9A+BEgfBu2vSlMwkuCcPHtPCD8/bwRPO74eX+2\neCK6AqE9e39xAcKllvu7LggXXieCcPYwXD5UZtB7HeikC3FZEgLCe9vlQfgYCc47vmd6L56I\ndiCcH2nTsjnTbGkBwqUW+3OubYnnS+4V0ggPENY50CVAWJaEgPDedioQKrH8GYFw8D6evAoI\nrSmqigsQLrXY33VBuPQ5FYTTmSPkQ2UGXf1AFwFhURICwnvbhUE4DH7H15InxRPRGwiNmTmK\nCxAutdhfGRDmXiCN8ABh0wMNCGVf0mSndfH16WFBaLootj1AOMxfG5p2Gw4OwsWR9maWWZ4S\npQUIl1rs77IgDC3COKrWz2GRD5UZ9F4HOvVCXJCEgPDedlEQDstMTLtdBoR9HOhwmR0chN51\nDRCualStn8MiHyoz6NoHuhQIC5KwdxDGDomdVkD4YII5c86sabgKCBd3y0uraxCKKv3B5Xx3\nQxEvfx4fhxZwp933pLHAP+kb+S3HYnasfaDdI53sTbFTppGyrxWxi7DJBOOB0AVBuMDgCUG4\nPNL+iHB+j7i0ugahGEHpE2G+u1IjwsyBghFeoxFhbO2pUbV+Dot8qMyg9zrQ6RfiYkPCC44I\nAeH9pqg412iVKch6BOF8HvbSAoRLWSebbTlVWddHI7w2Z2pwgtVv/r6HRT5UZtB7HeiMC3Ep\nEgLCe9vFQPhYXUOcdHu4CghnazWXFiBcyjjXHMupuiYIc2aDMoPe60ADQteX2CEx03p1EA7D\n963R7aAPDELjGejqyzJDqfgsAcKl5qeat7+TgzBlOp31mgWE2boeCK1XRC4EwuH9mby6DFOF\nuTg7BeH41lJxAcKlZnsrCMKs66MRHiBseqBzLsSFSFihPm/PP+9KrbSlYofE2vjSIBy+pSKv\nR1h+Ls5eQTi6kBRXWqG9i2dSRNsChG8dCIRJH09u1Gz6/MBm0Hsd6FOB8FW50/rN9iV2SKyN\nrwzC8c2/04PQmkJ06zvCoUh8lpIK7fb647aspFUBwo8yro9GeDkP6lJzAwi/yrkQlyFhcRDe\nfgBhgg4AwvKTUvcLws/8qsUFCJea7mxw93dqEKa9IbRRs4cAoX+gzwRCu3qzfYkdEmNj86p+\nERBO3ovUQVh8UuqOQfieX7W40gsNEH4tZyj9+miEdzQQpk+Ubwa914E+Iwg/Tzd+3ZVZoNE5\nDoyNB2uHTaZXqCDJ72/bsNrPbfxnnrPd4k3R4kCnTa6xh6alAgi/ljN0EBC6bgJCKz7LmyIk\nrDoi7PFlmQuPCKefjCeMCEuvzlBmRLhx/puPNoW5Rgc/ixElFtrz10hA+LKco+TroxHe4UCY\nvGKMGfReB/qEIJz9lO1L7JAsN15+DHDvdwkQzhdrlzZ+FVXZ1RkK3RpdL4BcEP5erlDcKuZF\nHV0JhCv3pE8MQt/J04Jw7eEDIPR8iR2S5caA8N12chDanz8qIHx+7lv64APCpaZZ9/eXeb6k\nXiCN8ABh0wOdeSEuQcKr3Rq9LggXa9RKG7+LqujqDKVellkrgAAIzQlWo77y1uhS06T7+zsv\nCFdczARh6tJpZtB7HeiTgnBUwdm+xA7JcmNA+G4DhG8tOxrzykV9BYRLTfZVHoSpF0gjPEDY\n9ECfEISzOTGyfYkdksXGzhXuAiBcLs0nbfwpqpLLFBX7fGKlAkIgdH5fioiZZZYa72rtA87T\ngnDNwVwQJi6dZga914HOvRAXIOHF5hq9LAiNhRikjb9FVXCZogYgdOYKV0G4zyQC4TJTQBiY\nAdE8YwIa76oGCBMvkEZ4gLDpgT4MCDN/UQWErgBhSG4FREFoTkAUUS8gjMyAaCYqoPGurgjC\nVfcAoROftXWchE0eXXQDQu8tiNOD0Jp/Wtp4VFTl1usrOLOMVwFhEO7x7WRKRZnaBmFoBkQz\nUQGNd1UFhGkXSCO8I4IwbTFtM+iKB3p9Nl9A6PkSOyTKKXLvBwjXgv5kr1Qi6oPQuxYkgHCH\nT0ZSKsqUfGs0bwZEM1EBjXd1QRCuOwcIvfj2B+G7kABhMbUBoTntprRx7yB0SqAECJdtEXUG\nwu/DjYQZEEvPRTfa01Bpbrshz5308DI2TvHNM2OaHhLcMTvudqCzvcnJZbKmpQIIS6oJCM13\nINNBWGzh2oOAsPknI+FKTRsR9vSyzOpAIXC+pAwVjPBqjgg3XMsfEf52nguofh9wRBgfEjaZ\nArEXELpThgDCtaC/+SuUiJIgNEvAPNDpI8LWn4ykVJQp/a3R6U9iBGaiAhrtqRYIU66QRniA\nsPCB3lj6+jAg/Dn0iPCiILRflc0AYakV3I8CwtZvyqZUlClAuFC3INxyLABC5yNa1e8jgjBM\nQkB4bzs1CJ37wWcBoVUCpUDY+E3ZlIoyddhbo+snVuh80a+QRnjVQDhsugUI/fgMNQXh0d8a\nBYSjfjkg3LjD3ybohRY18GywQkl+WabpC0IpFWUqCYTpEz+ZiQpofl5dB4SCU4DQj88QIFzT\ndFN/fZ0zg9CjPyB8azURLZ+LplSUqbSZZZLL00xUQPPzqgoI9UukEV4lECouRUBor0Gm+l3x\nQG9VU+BCHCRho5llshV7kXf2VvHGAu6V3yGuIMXvweqobvxcoX6Sww4TMX93+vlv+fitJmLY\n2LgrHXau0UuBcPu26F2AcCU+Q01BmK1sX2KHZLrpJUeEbtBZI8L1CZJUFR4Rzmvg9U8rlIzv\nCBs+Fw2X2VFBuHF9DJ4v6iXSCK8GCEV3QiDU58o1g97rQANC15fYIZlsOdhpvbedF4R+0CcC\n4awIAGGl8jQTFdA8x5cAoerNUUG45uHmE/fIhThGQkB4bwOEa0HPd3gtEDZ8LhouM0BoSrxE\nGuEVB6F2W/QuQLgWnyFA6Guy5RVBOBhtr35nAuGkCN4/W6EAwkh5mokKaJbiC4Aw4WIdA+F8\nzvguQLj9MVLoQhwiISC8twHCtaCnDUOPIBwXQWkQtrsdHC6zg4Jwa6AQPl+0S6QRXmEQplyq\nAeFafJYAoavxhitMOC0IB6Pt3Q8Q/lnpCAiNCMxEBTRJ8Mr+TgJC/bboXUEQqsuImUFHDrTv\noTBPEyD0fIkcksuDcDDaPv1yQfh6DzWiCiD8VsHnByuULBA2ux0cLrNjgnCoDkLtGmmEVxKE\niddpQLgWn6kICQHhvQ0QrgU9awGEOQKESz1yO2xfH08BwtSr9OlAqExhDwg9XyKH5OogHIy2\nb79sEP5uMtN7sobZ3wVB2Op2cLjMjgbCCQX9/RU4X5Rz1givGAjTboveFQWhuLC0GXTkQLse\nAkK90paKHBL5cRkgXA163gQIMwQI55pT0N/f8UGYUTJnA6G0umfwQhy4MgHCe9spQTgYbaN+\nZwPhqwq+zlmhZIKw0e3gcJkdCIRDwqJ5Jc4X4aQ13CkEwpyKCYNQQ48ZdORAex4CwoRKW8pM\ngpyZUZergXD6BoLRLx+EYRLWAeGzDABhvfI0E5WjYXAXyrItxwUIZb+rgFAbnwJCzxczCXJm\nvj1W3xs5HwjnbyAY/QDhWsfFG0JR5wDhW8PneZm6vyLny/YRNNwpA8KskwcQrsXnKL9MK9Rn\nYJ2XpcwkyJn59rgUCIdFCRj9AiBsMcFtjoZJJVihHAWEmcu8HACEw8YRsi0X0PVAKL2eYgYd\nOdC2h+I7rGcC4S2wBPZSZhLkzHx7XAmExkln9AOEax33BWHuwp+5IBQlL2zla7JiVoH95Zq2\nFHJnZeNNwwEznunJEmLZa5DlZMLe36DtL+xNyVzHdPsBhAkqD8LFu3hWxz8xEDaY4DZNL8eG\n8RtCVijZIGxyO3hURD9NQShGYCYqTZM0qvsrc75sHkHDnSIjwrxT51QjQnXCt/CFOLtMa90a\n7QyE618SnAiEwyDVyp+TgnBYd/soIHzX0elAOM2iur9C58vWITTcKQHCzDOnAAiVuVzMoCMH\n2vQQEP78/Lors0CjY+VPh8HfOG5lP809HAaj0epotUkr1L/a+rkD8dQnAetur2+8nrEGIU9L\n5YQgnF2m1P0BQteMZ/r5Qy8glBeFio9IcknIiPDedpIRobsaffERYf0JbtOkup0/Imy+AvZt\nWUWbAoQp5ucy3Dk4CIX1HsygIwfa2hQQJlbaUmYS5Mx8OlwBhMPKOlNGGyBc29jIWOOFP08I\nwnkG1f0dGoRlr8zKqdodCBccBITJvphJkDPz/v8bk6ycAYTD6owBRlsMhNXn9UuT6vZxQGhV\n0ab6BuEiger+ip0v64fQcAcQJh9oY9OWICw7AJ/1SVN/IBxOD8JhY8hrtAHCtY3Neo54mFho\ntx+jijbVNQiX6VP3d2QQFn57QzlVxyf/1gpXLUC4fH8PECb7YiZBzszjVBiG1Y3vbUcH4dZ0\nahVAWHs6ozSpbh8FhLd5KWkChMk+rLsDCJMP9HLTS4Owk5llBmmSFUC4GrSdiOuBsN0yL7fb\nq3xONLOMkTx1f4DQNeOZ/vw8vhkm+m0eaPVYLT1MmF29yIW45Gebsz5xZftiJkHMzHKdF2vj\ne9vBQbg95DXaAOHaxvuCMFcdg9DKnbq/gufL2iE03AmDsPScX8qpCggzdFoQDtY6L9bG9zZA\nuBa0k4i68/qlSXU7BsLuZ7cHhFl++O4AwnejeqwWHQc/OUsVuRAXnNp11ieubF/MJGxm5j3B\nvbLxve3YINxeaQIQvoNWNwaERgTOiaDIzJy6v+OCsPgJo5yq05N/9Bqd6Dcg9PrEle2LmYT1\nzHyXeTkqCGXLz/+7EwjrTmeUJtXtIAi7mt3eULcgtPOm7q/o+eIfQsMdQPhuVI/VvGPSwpOA\n0PXFTMJaZsbLvFwDhPOpdcWgAeHaxoDQiMA7EbZ1URCWf6isnKqzk/+73oDo99FBWHAd5Fmf\nuLJ9MZOwkpn1WX29NkC4FrTrTs1ZHNKkug0II+XpnghbctKm7q/s+eIeQ8MdQPhuVI/VrKM9\n6yMgTPbFTMJKZq4HQun7EKMNEK5t7ICwq9ntl+oUhF7S1P0BQteMZ3r8z8+cU6LfgNDrE1e2\nL2YS/MxszOrrtQHCtaB9dyp+vJom1W1AGClP/0RYl/cCvbq/wudLApdjIKwwA4OaxvE/dwSh\nM/1xZRDmJB4Q3ts6+0VEtnz/f4DwT0MQ9jSp71IKCAPzXfgnwqrc9wbV/ZU+X/Q7tYDw3age\nq2uA8F0+iRNeNAPh1vT2Xltn+Zct/55xEBBuuA0Ib4EZEP0TYU3+6xLq/g4KwhqztKtpnPx7\nWDlUZtBGo3qsFgj2PDRV6tZceurTZn56/ZE6BSIgTIr5OCCsOItDmlS34yDsaC7DpbZBeItM\nBbxyIqyoPxDqL7ECwnejeqwAYR3Jy6jftVhEXFp6PNXKigqtYi5bHi3Jnhaga8VqXHGnl5Xq\nE93e3tjM2EO9hGxJvjXaEIT21BaAcEsFQfi+Qyn6XQyE7spw1UGYnvv0X1T7HRFuT2/vtXWW\nf9nyfEDYfERY7+PVNKluFxgR9jyXYQ4If/2VuHv5V4uRhpVNc/ZXRuZvMyF3lhtX+Y1JTeO0\nYQj+FvhP3q+Vw5qHIW82VSX501IBhCtqDUJ1VnGjDRCubXwdECaU59qJ4OidLPlky81dmtQZ\n3yIjwtiAsOiI8PUVg+Z3sRHh9wNGeeNyr++nZj+5Pm/LMhKU7YuZBDszwjovXlss/+M+77sB\n6saHBeEk4DUf1aBDUt02g5YSMTLW7xROgFCVOAd4AIRBDgLC9K3HAoRrW3tt5UD4fj6sbhwD\n4ZyDgHDDbUDYFoTurL97g1BcHhEQvhvVY/XtOJrkVN644AfdiflPrU+rjARl+2ImwWxUfsfz\n2gqC8PVgWt348CDcXOdFDTok1e0iIOx35oreQPhNlJTjM4EwysGyIPTdMYM2GtVjdREQ3n6M\nMhKU7YuZBLMREK4EaLQBQi0+IzxAKB7zjkEovFEACEeN6rFa3CryPDRVcoqvtCOQ+EH9vJZU\nZftiJsFqlB5/e20lQfi8DaFuHALhgoN7gHBrnRc16JBUt8uAsNspnDqbWWaUJinHgHCksiB0\n/TGDNhrVY3UJEN5ur/rpb2YZ7csgr60oCJOWogSERaS6DQgj5Wkmytfagmj7g3B5EA13skHo\nP5RTdXAQTt4dkDcuOulzUpWeZa7RK4Jw0C/hRlsxEG6s86IGHZLqNiCMlKeZKF+AMKLCIEya\nV85oVI/Vn3f8Wx6aAoSeL2YSlo3iUfbayoLwtzfbvhgzIEyW6nYhENaewilXXYFwkiMpx21B\nuDkhYwCEK1O5qAKEyVvPlVKlgPDeVhiEHqLEmMWN1cVtnLZyIFyf3l4NOiTVbUAYKU8zUa66\nB+HWWjWAcNSoHqs/7/i3PDQFCD1fzCQsGtUb4F4bIFwLerPj9UDYYi7DDPUEwvUlsgHhlkqD\nMGWCVaNRPVZ/XuFvemiq8MKwCVUKCO9tpUHovMYixqxZlld5c9oKgnB1ens16JBUtwFhpDzN\nRHk6AAi3fcwEYWI9mDowCDeXSL0SCG+TN0s1X9T8z9vkj2S8tuIgtL/ws2JWd7gQIBxJdbsY\nCKtP4WR95bCpjkC4PdoChKsqDsKECVaNRvVYdQXChCqtB8KMSlPzP2vS5w/y2gDhWtBCx7Rb\nQYDQ6TMqn6wpnABhoraeY+aBMPVRganjgnB7iVRAuG5Hzf+sqUcQmtNhWzGrO5xLX+7UaQOE\nCfEZ4VWdwsleP3dTfYDwdUKk5/ggINyM5dogFFaGuxAIZ9Wr+aLmf9qSsOqk11YBhNb5YMWs\n7nCuvkCY9t0UIHT6zAsIEMq5y9TGt45ZIEz+nMhUeRDqS24YjeYOLSkL4jQDoV6l1UD4ebrx\nS1/5U10PctqSsOqk2hZfTdJcO16VYHnwOxYPWuq478Lt2W7LHZc2y0c8LpVjg3Bxd8zcVL3C\nVQThxjRwgPDdaO7QEiCcKGtWXzX/k4a1B9NKWu9tNUaExq1yK2Z1hzMNfkexreyIMGluxVOM\nCKtO6gsIU3OXqyuBUF5yw2i0d7iUtA5AOxDKVVr1re5rg3D58pQVs7rDqYaVjmJbYRCmkPAc\nIKw7hdOhQbh8LCDleA8Qrq+QkQPC9Ll3TR0ThMsvqN2MWQKEDztq/sf/Xn0wraT13lYHhIvv\nSq2Y1R1OBQinUt0GhKbECMxELQUIV2KRVQOE6pIbRqOzw5mMST7cjFkqD0K1So9+a3T9NoSS\n1nvb0UA4rHUU20qDMOkNra0AU6W6HQPhvK3mFE5HBqHxmEjK8S4g/J63hjsZIMxYn9PUEUFo\nfdLlZszSOUGYvOCZmv/RP7sG4XzKPStmdYcTAcKZVLcBYUTmW0VGt2HZTX5zqb0+Lz2p7qzG\nMgzrGwelptGJZfmCl3pgpOQMCR5K4ZU4TfZ9jS9r5U/jirRxkdq4DaFe4WqBcDYJuxWzusOJ\nugRhyhtaWwGmSnW7LAhL3w6e1I9RRZvqY0RovS8h5XifEeFaNaWNCIe/2opFVpURobj2lNGo\nHCvzky43Y5YqjAjFy1JXc42q+f/+65ogXLuZAwjX3D4OCLMECHNUBoRjCK7EIut4ILTfZHcz\nZqkGCLXr0rFBuHU/Xknrva0aCKcLNVsxqzscq1MQJryhtRFgslS3C4Owg5krJuoChOaE81KO\ndwLhyqtnYnkOcwr6sciqA0JtEUaj0d3hn9meVQ9NAcKHHTX/n39cE4Sr77kBwjW3AWGgPLWK\nsJcgk3J8TBD+haC9cUyAMHlrT0qVHhqEW5TpAIRbrI69n73RcbWtAgj1N7SsjSNS3S4Nwv1n\nrpgIEObJnZ5iqzyfQ0Fn45gqgVBahNFo3IzPu8GclBxA+LCj5v/14/aDaSWt97ZDgXC0x/WO\n6201QCg/mDY3Dkh1GxAGylOqCGe5aCnHRwPhMHpFQY1F1sFA6D6uSUpOHRAqVQoI720VQbjx\nPg8g/G4ckOp2cRD2MXPFW4AwU94U9hsgzIhF1rFA6D+uSUoOIHzYUfP//Gn7I71TgnB8P3i1\n40ZbFRCqD6btjfOlug0IA+WpVIT3uEzK8cFAOHkyo8YiqxYIldWIjcaN+PoGoVClgPDeVhOE\n69/8A8LRxvlS3S4Pwr1nrpgIEObK8RsQvhvX41uZujwpOYDwYUfN/+MHYf6yM4Jwcj94reNW\nWx0Qig+mnY2zpboNCAPlKVSEu0qmlGNAOFI1EAqrERuNq/GtreqYlJxaINyuUkB4b6sKwtV5\nwVNBOB0Gr3TcbAOESfH5MXc0cwUgzJb9bHOtPKevKKixyDoQCFd3mJQcQPiwo+b//reyxtHp\nQDjM6O92FNoqgVB7MO1tnCvVbUAYKM/tivBXyZRyDAhHqgfC1QHcSUG4WaWNQKhJnev1n/n6\n7+oO1bYSK9SPNCROFCsHLfkdDlru+JA0x623ca5CbksdV2LeeVbfkQBhvszvH1dAOHtFocjV\neqzjgHD9oWNScuqBcEtHHRFq8/opab231R0Rrq0dnDIizFzlzWmrNSKUHky7G2dKdbvGiLCj\nKZx2BuHKKplSjgHhSBVBuPZuSzoIN77HSEoOIHzYUfNvMcGUktZ7W2UQ/h5Wanxz47c7uau8\nOW2AMCm+tZi7mbkCEAZkzZG6woQjg3BrNWI3aGOHW3O2JSUHED7sqPm/JAiz5/R32qqBMOf9\nbC+1qlS3AWGgPNWra3aO9wWhVWE+E+bv6qmxyKoAwu+/BqNNCNqKDxCWrzQ1/9bgyJSS1ntb\nbRD+ddiLWQVh/pz+ThsgTIpvNeZeZq4AhBFdCITfF/iMjkkg3FzXKSk5gPBhR83/9UA4BKYy\ndtrqgTDj/Wz3nBClug0IX7pNlvyVcmxdH8f/WLu2HgKExmXltCD8vLdgdEwB4fLMVz00dRwQ\nZi2cXRqE8tpfSlrvbdVB+Nufw0nY+Hdovg6nrQIIv/6uz0Z8OhD2MnNFAggzyhMQPhs/webE\nIqsyCN+Pa4yOgNDrM6qf26eKkkio+SLm37xLaEpJ672tcxDGPlN22mqCMPkhhHR+rEh1GxC+\nVB6Eq0c8CEK1Y0zGqweAcBz0Mj7jvFc9NHUUEN5+AOG2lZRBnQLCIXZ5cdrqgvA5KHQ6ng+E\nncxcIYNwVrxSjgHhq/EbbUYssmqD0L+s6CC0znrVQ1NHAeFPDyC0H5eZUtJ6b+sahCsrf5ou\nim2VQZj2K6d0fqxIdRsQPjV6RPjrr8StlhMKfH8cCkxakDRlRXn9Y83TYZhW+1XyUTKt5Htw\n/baDXvazppJQPZTCa5nabY1LBRBuW7Evrt4cTlsbr4ys+gbh30Gh0/GEIOxjCqe0EWHRl2U2\n1qiVcrz7iHAxT4c3OFrO51HcxeojwoRfzr1bcxEPTTEifNiR8u+s/GlKSeu9rV8QDvFXEJy2\n+iBMGwaHpLoNCEcqCcKtNWqlHO8PwvktT4cJxmfMxV1sAEL5muSNSCIemgKEDztS/o8KQm8O\np9WNS/ye7bS1AKHz2ccZQbilc4Nwc0UiKceAcKTuQej86qd6aAoQPuwo+fe+JDClpPXe1isI\ni/ye7bQ1JmHHIAAAIABJREFUAaE6cZV0fqxI9aY8CM2NDfUFwtK3Rk8Dwtn3gScHoXpNAoTP\nPmYFAULPSpgJ7x/LXF6ctkYg/DPMwwaEnkZllvqh7lNJIBwZkHK8AsLtFYmkHCcdtfKaheIz\nwZrPo7iLTUCYOsHqSN6zANVDU4DwYUfIv/tJnSklrfe2PkFY6PLitLUCofRSunR+rEj15iAg\nTC+wp9Jmlkktz0uAcDqZ9ulBmDav3EjuM3HVQ1MHA+F+M8v4n9SZUtJ6b2sDQu2k+258FhBO\n1xMGhK6mVVYVhDnl6YJQWIhByjEgHAkQJm8d0cHmGq3zbXmfICx1eXHaGoJw+4aTdH742QaE\nTwHCiH7Po3GYYM7wWNzFRiBMmmD1K3fyZEDYQv2sBZ6nJP+PHuxEw6miqaRf7y92jwVCZf5p\n82KmdgSEcx+z0uhsrE+n85W/rhwgLFFpW5LWAs9Qo1l9Df99y7Vi3bZcR6N4Wps+iuVPuQDC\nSVtbEI7fUbsCCOVZBEYChHUrbUPV2NDs+riI4DogHAXUN472s/wpl0OBUJp207yYqR37AqE9\n1XFxF9uBUPx4cqT3bFcRD00BQsmXK4GwNgd3YMInpL5xtJ/lT7kAwklbYxCOPt8FhO/G8b8+\ns11FPDQFCBVf6rGh3fVxHsOVQPiJqW8c7Wf5Uy5HAqE27aZ5MVM7tgbhd0InI2ZnquPiLjYE\noTaLwDcDq/GFkgMIBV8qoqE/EFbn4C5MGPYzfQTLn3I5EAjFSVbMi5naERAaPqancWVj4ZuR\nUQZW4wslBxAKvpwChPMorgXCV1h942g/y996qT2zTF55Lq9IJwXh51p/FRBuvyo7SsB6fKHk\nAMJtX2qioTsQ1ufgTkwY9jPdv+VwmbUHofptuXkxUzu2B+H7MdgyZm/O/+Iu9grC8fzHEQ9N\nAcJtX04CwlkctuUGHNyLCcN+pru3HC4zQBjRxMLzxcjLgHDzm5Hf845SFlOTAwg3fanKBkDY\nTkPvONrPcrjMmoNQ/qTOvJipHQGh7WNiGtc3Xn9V1gKmkMXU5ADCTV9OA8JpJKblFhzcjwlD\n5zjaz3K4zABhRFMTg8mE4fdZQfieEXgVhMP4FqqSRUCYVWm+6rIBELbU0DeO9rMcLrPWINQ/\nqQt13AWED+ZdCYQvzK2AcJh+ZiFlERDmVJqrymhoe30cB2NZbsLBHZnQKEBLgDBSnosr0qlB\n+Hu4GggfqHNBOCy/GI14aAoQrvtyrunGLg/Cn91ICAgj+memYdHyj9XtH6ct1rFFeIvG4W56\nRxcXZjzTko9m0IO99TCI8akeShu3TG0TBa8V5wLhxvzTjSixJwh3GxMCwkh5zn8zT/ikLtRR\nWzEs67CMtbAyLGIefp97RHhvHIzDOthj/4iHphgRrvpyuunGVuefvgII9yIhIIyU5/zq+Pvk\nILw/zZ40PJ+hybGIVrx0K1t7e5R8dDb+mWNv8F6VjXhoChCu+XLCWVYGf9rNVojYF4Q7kRAQ\nRspzdj06Pwj/DJcE4Z/JCHDwh8ERD00BwhVfzjnLijvt5kVAuA8JAWGkPKeXo/v10bxGWY2h\njoDQ3drbo+Sjs/HjQL9ROLzm2MmOLyk5gHDFl3OC0Jt2sxkf9gbhLiQEhJHynFyNHlAwr1FW\nY6jjfiD8mdwkXGOC2ShacdKtbO3tUfLRC/rZeEfgG4cVQGjuEBD6vpx2lhV72s3rgHAPEgLC\nSHlOrkbXAOFkyoBrgXD8igwgfPSJK9+XE39cPhizjbWDw/4g3IGEgDBSnuOL0RMK5jVKvuyp\nHfcE4fhbyauBcNyYHV+Sh4DQ8+Xc39QtZhtriIYOQNiehIAwUp7ji9FxQGhuLHacgPA9BZkc\nS8gdQLi2dXEBQs9yE81nG7sYCLE87RNVOxC+oGBeo+TLntpxVxB+SZgMQrmjnW7Fx5DplaAX\njarbvYFQ3bhzEJ7+m7ph5V91BQi7sxwus8uDMNu0s/HzBcrXPwGh4DYgLFFpc53/U4LpbGOA\n8NKWw2XWDITvlwnNy4x82VM77gzCV7TrL1BmWwaEo44yCLPdOSQIL/AG5c/32/rGj8wAYXeW\nw2UGCHNNOxsDwnej6jYgLFFpM10ChKMwAeG1LYfLrBUIP4u4mpcZ+cKldtwbhI94vwvXSjsE\nhDkeAkLLlyt8SjCeZKXtO5SAsDvL4TIDhLmmnY3fMQ+AMHeHSR4CQsOXS7xBOZ5kBRBe3HK4\nzJqvUG9eZuQLl9pxfxD+xSAgzNthkoeAcOnLNV4ceU+yMjT/qA4Qdmc5XGaAMNe0s7E+yUq2\nZUA46ggIl75cCoT3cAHh1S2HywwQ5pp2Nv7GXBWEVhsgTN5aSVgZEN7+qmaljXSRF0e+llvP\nsgIIu7OcibGvAGGuaWfjfCYAwhwPDwLC2+ePSpX21VWel13R8iWDBoT5HQHhR0VNFw867CEg\nnPlymduEV7R8yaABYX7Ha4JQ2rqvoMMeAsKZL4DwxJYvGXTXIEQIberXXz1+aHhrtK2wfBHT\nfVsOV2rlEeFeuqJlgu7P8qdeACGWj226b8uZGPsKEJ7GMkH3Z/lTL4AQy8c23bflTIx9BQhP\nY5mg+7P8qRdAiOVjm+7bcibGvgKEp7FM0P1Z/tQLIMTysU33bTkTY18BwtNYJuj+LH/qBRBi\n+dim+7acibGvAOFpLBN0f5a/BdNwZpmmwvJFTPdtORNjXwHC01gm6P4sh+uTSsNyH6b7thwu\nM0B4GssE3Z/lcH1SaVjuw3TflsNlBghPY5mg+7Mcrk8qDct9mO7bcrjMAOFpLBN0f5bD9Uml\nYbkP031bDpcZIDyNZYLuz3K4Pqk0LPdhum/L4TIDhKexTND9WQ7XJ5WG5T5M9205XGaA8DSW\nCbo/y+H6pNKw3Ifpvi2HywwQnsYyQfdnOVyfVBqW+zDdt+VwmQHC01gm6P4sh+uTSsNyH6b7\nthwuM0B4GssE3Z/lcH1SaVjuw3TflsNlBghPY5mg+7Mcrk8qDct9mO7bcrjMAOFpLBN0f5bD\n9UmlYbkP031bDpcZIDyNZYLuz3K4Pqk0LPdhum/L4TIDhKexTND9WQ7XJ5WG5T5M9205XGaA\n8DSWCbo/y+H6pNKw3Ifpvi2HywwQnsYyQfdnOVyfVBqW+zDdt+VwmQHC01gm6P4sh+uTSsNy\nH6b7thwuM0B4GssE3Z/lcH1SaVjuw3TflsNllgtChBBC6BQChAghhC4tQIgQQujSAoQIIYQu\nLUCIEELo0gKECCGELi1AiBBC6NIChAghhC4tQIgQQujSygXhvxFCWypQoXuHgFD/CpcZIESo\nmsL1SaUhtK1wmQFChKopXJ9UGkLbCpcZIESomsL1SaUhtK1wmQFChKopXJ9UGkLbCpcZIESo\nmsL1SaUhtK1wmQFChKopXJ9UGkLbCpcZIESomsL1SaUhtK1wmQFChKopXJ9UGkLbCpcZIESo\nmsL1SaUhtK1wmQFChKopXJ9UGkLbCpcZIDyu/uOl77/+vfgR7apwfVJpXWhUaZ/impYf2lXh\nMgOEx9V/jP5+F+mnnfrsQeH6pNL60azOqLCOFC4zQHhcTUBo/oh2Vrg+qbRuNP79EhB2pnCZ\nAcLjagTC//i38TPaXeH6pNK60QR+1FlfCpcZIDyuPBDy3KIbheuTSutF0wcOgLAvhcsMEB5X\no6f14wJ9/a+dnEJjheuTSutE/zH689+fXzj5pbMThcsMEB5Xo99R5yD8N7+wdqFwfVJpncgA\n4W6+oIXCZQYIj6tRbQLCPhWuTyqtD83fQAOEfSlcZoDwuPqPxZ+8NdqZwvVJpfWh/5j+zVuj\nnSlcZoDwuBoTb/x9E98RdqNwfVJpXeg7EuQ7wi4VLjNAeFxNf0tlZpkOFa5PKq0Hjd+LYWaZ\nHhUuM0CIUDWF65NKQ2hb4TIDhAhVU7g+qTSEthUuM0CIUDWF65NKQ2hb4TIDhAhVU7g+qTSE\nthUuM0CIUDWF65NKQ2hb4TIDhAhVU7g+qTSEthUuM0CIUDWF65NKQ2hb4TIDhAhV07dgbn9l\n/U2lIRRWJsa+AoQIVdOnXm6vP+Z/U2kIxZWJsa9yQfhHkdarhq5omaD7s/ypl3wQIoSqCxCe\nxjJB92d5WjS37986CIv5UkdYvojpvi1nYuwrQHgaywTdn+Vff/UtGkCI5cOa7ttyJsa+AoSn\nsUzQ/Vme1MyIg4AQywcz3bflTIx9BQhPY5mg+7M8qRlAiOXjmu7bcibGvgKEp7FM0P1ZHpfM\nmIOAEMsHM9235UyMfQUIT2OZoPuzPKqYCQcBIZYPZrpvy5kY+woQnsYyQfdn+VswUw4CQiwf\nzHTfljMx9hUgPI1lgu7P8qdebrfnVDLvv/WZZYr5UkdYvojpvi1nYuwrQHgaywTdn+VwfVJp\nWO7DdN+Ww2UGCE9jmaD7sxyuTyoNy32Y7tvyt14yJ/UFhKexTND9Wc6sLioNy72Z7tvyp1xy\n5zLMBSFCqIWKXSvqCMsXMd235U+5tAZhsQjq6IqWCbo/y5nVRaVhuTfTfVue1gwgvLJlgu7P\ncmZ1vfRrOlUpQsjWtFQA4ZUtE3R/ljOri0rDcm+m+7Y8KpjX50k/P4DwmpYJuj/LmdVFpWG5\nN9N9W57WDCPCK1sm6P4sZ1YXlYbl3kz3bXlaM4DwypYJuj/LmdVFpWG5N9N9W/6UC2+NXt4y\nQfdnObO6qDQs92a6b8ufcgGEl7dM0P1ZzqwuKg3LvZnu2/K3XphZ5uqWCbo/y5nVRaVhuTfT\nfVsOlxkgPI1lgu7Pcrg+qTQs92G6b8vhMgOEp7FM0P1ZDtcnlYblPkz3bTlcZgcD4e/fv//P\nr/7+q5llVRTJVUw3eXTRTaW1s6zqipYvGTQgXAoQdmmaoL0+b+W+zKZW2m8VXKoAYY+WLxk0\nIFwKEHZpmqC9Pm8BwuK6ouVLBg0IlwKEXZomaK/PRFkg1PTPX/3fX/3zT4EdFt0fQj0rB4Q7\nzok/L0/qE/WsaakwIiypK1q+ZNCMCJdiRNilaYL2+oyVMyk+IHR1RcuXDBoQLgUIuzRN0F6f\nsQBhUV3R8iWDBoRLAcIuTRO012ek2/gPQBjWFS1fMugm3ykBwsKiSK5iOhGEt++fgLCErmj5\nkkE3eT0bEBYWRXIV04m/qNp1WqrSAOElLF8yaEC4FCDs0jRBe30+9Xl73aKpNLMMILyE5UsG\n3eQ7JUBYWBTJVUw3eYYPCF1d0fIlg1Ys/5p8qAQI61lWRZFcxTQgfFiOGsrWFS1fMuis17Pf\nt1wA4U6iSK5iGhA+LEcNZeuKli8ZdJPvlABhYVEkVzENCB+Wo4aydUXLlwy6yXdKgLCwKJKr\nmAaED8tRQ9m6ouVLBt3kOyVAWFgUyVVM1wfhL31WXybdforJiK+uzO+UAGFhwYSrmGZE+LAc\nNZQt07J6gShvuY06S3c3lj/lkvudEiAsLIrkKqYB4cNy1FC2ACGWv32iAoSFRZFcxTQgfFiO\nGsoWIMTyt09UgLCwKJKrmAaED8tRQ9kChFj+9okqF4Q7iWfh6GLSrhWA8ClAeE3L4TJjRFhY\nFMlVTDMifFiOGsoWIMTyt09UgLCwKJKrmAaED8tRQ9kChFj+9okKEBYWRXIV04DwYTlqKFuA\nEMvfPlEBwsKiSK5iGhA+LEcNZQsQYvnbJypAWFgUyVVMA8KH5aihbAFCLH/7RAUIC4siuYrp\n1Pp8zYHIwryFBAix/O0TFSAsLIrkKqYT6/OWNSk+IHQFCLH87TOqs+lvmkyxto8okquYTqzP\nvNVhVDHp9lN8aHxxzQuMSbd3Eky4iumsW6OMCIuJESGWv33mVQYIK1lWRZFcxbRiebyOEiAs\nK0CI5W+fiW7f2gKEO4kiuYrp0MsygDAsQIjlj6ZLdz5AmFZogLCwKJKrmObW6MNy1FC2ACGW\nv33mlfamICDcSRTJVUwDwoflqKFsAUIsf/vMK41nhJUsq6JIrmIaED4sRw1lCxBi+dsnWmiA\nsLAokquYBoQPy1FD2QKEWP72mdUZIKxlWRVFchXToZdlmFkmLECI5W+fWZk1AeHkBZ224ntZ\ndDFp1wpA+BQgvKblT7ncbu/3splZpoplVRTJVUynf95UsdIA4VOA8JqWw2UGCAuLIrmKaUD4\nsBw1lC1AiOVvn6gAYWFRJFcxDQgflqOGsgUIsfztExUgLCyK5CqmAeHDctRQtgAhlr99ogKE\nhUWRXMV0/fr8pb+WxuoTT/E2XVMVP+12EyAsLJhwFdOMCB+Wo4ay1duIsPgh0E23kJfuPmIO\nlxkgLCyYcBXTgPBhOWooW4CwqQBhoDxjCTAECLs0TdBen7g0XwDhU4CwlgBhoDxjCTAECLs0\nTdBen7g0XwDhU4CwlgBhoDxjCTAECLs0TdBen7g0XwDhU4CwlgBhoDxjCTAECLs0TdBen7g0\nXwDhU4Cwlo4CwtGUakyx1tv5cnbTBO31iUvzBRA+BQhr6SAgHE2yzQr13Z0vZzdN0F6fuDRf\nAOFTgLCWDgfC2w8g7O18Obtpgvb6xKX5AgifAoS1dBAQPvQiICDs7Xw5u2mC9vrEpfkCCJ8C\nhLXUNwinkzABwnqWVTWybJ2Bpw+6L9OpIGRh3rIChE3VNwgnJXOb/VcThDuJqQRfOs8kf1fR\nbfz0Qq5PQOgKEDbVsUD4qS9GhDuJEeFVTCe+1f2TCUJNTLr91I6/KV/xd9MuY36vT/+45wII\ndxIgvIrprFujN+sfBSqNEeFTjAhr6TAjwtvkJ0C4kwDhVUyrz/AnBXr7uSV93gQIXQHCpjoK\nCG/THwHhTgKEVzGdNyIcvdAGCEMChE11EBC+b4mOKo6ZZfYQILyK6fxbo4CwhABhUx0EhLkC\nhIUFCK9iGhA+LEcNZQsQNhUgDJRnLAGGAOFLgHB304DwYTlqKFuAsKkAYaA8YwkwBAhfAoS7\nmwaED8tRQ9kChE0FCAPlGUuAIUD4EiDc3XQWCJlZppgAYVMBwkB5xhJgCBC+BAh3N92kPgGh\nK0DYVIAwUJ6xBBgChC8Bwt1NA8KH5aihbAHCpgKEgfKMJcAQIHwJEO5uGhA+LEcNZQsQNhUg\nDJRnLAGGAOFLgHB304DwYTlqKFuAsKkAYaA8YwkwBAhfAoS7m65fn9NF1lbFpNtPMel2U50n\nZkBYWIDwKqYZET4sRw1lixFhUx1lRDh/LZsp1vYRILyKaUD4sBw1lC1A2FQHAeH8Q92ak27r\nN2yKi4V5XzrPPQm0Lu1aAQifAoS1BAgD5RlLgCFGhC8xItzdNCPCh+WooWwBwqY6CAgfGq36\nCQh3EiC8imlA+LAcNZQtQNhUfYNw+l4ZIKxnWRUgvIppQPiwHDWULUDYVH2DcFIyIw4Cwr0E\nCK9iGhA+LEcNZQsQNhUgDJRnLAGGAOFLgHB304DwYTlqKFuAsKmOA8IxBwHhXgKEVzENCB+W\no4ayBQib6jAgnHAQEO4lQHgV04DwYTlqKFuAsKmOAsIpBwHhXgKEVzENCB+Wo4ayBQib6iAg\nvN2eU8m8/2ZmmZ0ECK9iOvfRxQ8L8xYRIGyqg4AwV4CwsADhVUynPrq4jX9Q79ioYtLtp5h0\nu6nOEzMgLCxAeBXTqY8ubuMfdBBqvjAifIoRYS0xIgyUZywBhgDhS4Bwd9N5t0ZvaZ83AUJX\ngLCpAGGgPGMJMAQIXwKEu5tWLI8nfgKEZQUImwoQBsozlgBDgPAlQLi76awR4e0HEBYSIGwq\nQBgoz1gCDAHClwDh7qZzQHhb/FCo0gDhU4CwlgBhT2I9wpfO87rWZfT+qOn5mdO7ZVPatQIQ\nPgUIawkQBsozlgBDjAhfYkS4u+nQd4SAMCxA2FSAMFCesQQYAoQvAcLdTQPCh+WooWwBwqYC\nhIHyjCXAECB8CRDubjoEQmaWCesIICx+WPpLNyAsE0GaAOFLgHB3003qExC6AoRNdRQQvn/D\nnP+9IUBYWIDwKqYB4cNy1FC2AGFTHQSE72cO87+3BAgLCxBexTQgfFiOGsoWIGwqQBgoz1gC\nDAHClwDh7qYB4cNy1FC2AGFTHQSEDwHCepZVAcKrmK4Pwl/jGdrWxeoTT3W2+sTZP/ftJr5p\nqQDCepZVAcKrmGZE+LAcNZQtRoRNdaAR4fj7JEC4kwDhVUwDwoflqKFsAcKmAoSB8owlwBAg\nfAkQ7m4aED4sRw1lCxA21XFAeBv/AQh3EiC8imlA+LAcNZQtQNhUhwHh7fsnIOzsfCkvQLi7\naUD4sBw1lC1A2FRHAeFt9Bcg7Ox8KS9AuLtpQPiwHDWUrUYglAsNEPYAwvfyLswsU8myKkB4\nFdOA8GE5aihbhwVhxMf+0t0ZCHMFCAsLEF7FNCB8WI4ayhYgbCpAuJD+mW9xsTDvS918yYoq\nS7tWAMKnAGEtAcJAecYSYIgR4UuxEWHpywUjQq9PXJovgPApQFhLgDBQnrEEGAKEL+kgLF2K\nlgCh1ycuzRdA+BQgrCVAGCjPWAIMAcKXAOHuprO+8019mQ0QugKETQUIA+UZS4AhQPgSINzd\ndOp3vlkTXqhi0u2nyr9EICdCnnT7RC86nOdVBUBYWICwrfo+0t+CueXN/MSI0BUjwqZiRBgo\nz1gCDAHClwDh7qbzbo2+fgKEYQHCpgKEgfKMJcAQIHwJEO5uWrE8/tIIEJYVIGwqQBgoz1gC\nDAHClwDh7qazR4TjVWJKVRogfAoQ1tJxQJj1VhogLCxA2FZ9H+llff4AwkIChE11GBDmvZUG\nCAsLELZV30d6XDK38d+AMCxA2FRHAWHmW2mAsLAAYVv1faTHJTNeHwYQxgUIm+ooIGRh3rqW\nVQHCtur7SC/qc75cWqlKA4RPAcJa6huEv0avpQHCmpZVAcK26vtIj0vm8+h+slxaoUoDhE8B\nwlrqG4SLQnsXGCDcSYCwrfo+0pnVlV5pgPApQFhLBwMhI8JKllUBwrbq+0hnVld6pQHCpwBh\nLQHCQHnGEmAIEL4ECHc3DQgflqOGsgUImwoQ9qQTzVcbkz7b7cmn/T2zfulLYDPp9lNMut1U\nXU66zYiwpmVVjAjbqu8jnVld6ZXGiPApRoS1dLARITPLVLKsChC2Vd9HOrO60isNED4FCGvp\nOCDMEiAsLEDYVn0f6XB9AkJXgLCpAGGgPGMJMAQIXwKEu5sGhA/LUUPZAoRNBQgD5RlLgCFA\n+BIg3N00IHxYjhrKFiBsqh/LbUBYLII0AcKXAOHupgHhw3LUULYAYVMBwkB5xhJgCBC+BAh3\nNw0IH5ajhrIFCJsKEAbKM5YAQ4DwJUC4Zrr85VC1PO8Tl+YLIHwKENYSIAyUZywBhgDhS4Bw\nzTQgBISAsKwAYaA8YwkwBAhfAoRrpgEhIASEZQUIA+UZS4AhQPgSIFwzDQgBISAsK0AYKM9Y\nAgwBwpcA4ZppQAgIAWFZHQeETLFW07IqQNhWxwFhVn2qYtLtp5h0u5ost3ucdPvGpNs1LasC\nhG11GBDm1ScjQleMCJvqKCPCG6tPVLWs6rAgjJzTgNDrE61PQOgKEDbVUUA4qy1AuJMAYVv9\n02LEayq/PgFhCQHCpuobhOOlO1+19Xz2UBOE+nKhxfXPXDv5sbv0RFgdra0PmlrT7W5iGZcK\nICwrQNhUfYNwXDGvZ/BphXa8EeFUzSyrajginCfCr895xqyt1dRa2nlEKMVXXIwIH5ajhrIF\nCJvqaCBMLDRAWFiAsK0A4cMOIHwKENYSIAyUZywBhgDhS4DwJUD4sAMInwKEtQQIA+UZS4Ah\nQPgSIHwJED7sAMKnAGEtAcJAecYSYAgQvgQIXwKEDzuA8ClAWEsHA+H5Z5YBhHcBwpcOBsL0\nmWU0XwDhU4Cwlo4DwiwBwsIChG11HBBWrTRA+BQgrCVAGCjPWAIMAcKXAOFLgPBhBxA+BQhr\nCRAGyjOWAEOA8CVA+BIgfNgBhE8BwloChIHyjCXAECB8CRC+dGYQ/tLncGL1iadYfaKajrL6\nRJ4AYWEBwrY6MwgTKu0e5JlHhHN3fjMibCxGhIHyjCXAECB8yQShmR0VFBF4AEKvT1yaL8Wv\nSOr+AOGoIyCsYlnpExUgLCxA2FaA8GGn+BVJ3R8gHHUEhFUsK32iAoSFBQjbChA+7BS/Iqn7\nA4SjjoCwimWlT1SAsLAAYVsBwoed4lckdX/mepDlZVyFAWFTAcJAecYSYEi9wgFCFwre1hF4\nAEKvT1yaL8WvSOr+AOGoIyCsYlnpM9Jt8kPlKdZ2Ujcrru4tfT1ateNBU6sn4qDSrhWA0O1X\n2PIfQNg3CD/cq75CvV6esQQYUn/VZ0Tojo68rSOjKEaEXp+4NF+KX5HU/QHCUUdAWMWy0uej\n2xt7zx8A4U4ChG0FCB92il+R1P0BwlFHQFjFstJnpNv7T0AICH0oeFtH4AEIvT5xab4UvyKp\n+wOEo46AsIploc94EiZAWNOyKkDYVoDwYaf4FUndHyAcdQSEVSwrfUb6sA8QAkIfCt7WEXgA\nQq9PXJovxa9I6v4A4agjIKxiWekz0oR/gHAnAcK2Oj0INRWf/VjdX6Npl60ZnyP98i2vdWTS\n7b2dvOvBv6cAYXHLqgBhW50ehJov9yAZETIidN0OJ+JYI8LPD4BwJwHCtgKEDzvFr0jq/gDh\nqCMgjFoxLSt9RgKENS2rAoRtBQgfdopfkdT9AcJRR0AYtWJaVvqM1HRmmWIRpEm9wlW4Mu9n\nWfEGEG7FV1yA8K5LgtDMttXodQSEKZaVPlEBwlzT7Swr3gDCrfiKCxDeFQPhfGN3a6MjIExx\nGxCuCxDmmm5nWfEGEG7FV1yA8C5ACAgBYYEI0qRe4QChCwVv6wg8AKHX56P3owrxkUVqpd2D\nBISA0HUbEK4LEOaabmdZ8QYQbsVXXEn1+X55TX2JLbXS7kECQkDoug0I1wUIc023s6x4Awi3\n4isuQHgXIGwMQjHfxRMBCAPlGUuAIfUKBwhdKHhbq6m1BAi9Pm8BQskKINwQIHT6RJUDwtFE\n363asG1VAAAgAElEQVS144qrfa31qq9Hq3Y86GK2eiL20KdUAKFkBRBuCBA6faJiRJhrup1l\nxRtGhFvxFVfyiDBl6sPUSrsHWfSKpO4PEALCgqedaVnpExUgzDXdzrLiDSDciq+4kt8aTR4R\n/tLvvdyHvQecdHu+8ZqZjibdNoO2Gr2OAR/FfNdPRLeTbmcJEOaabmdZ8QYQbsVXXOm/qDIi\n3LLCiHBDjAidPtMy+0n+XgkQ5ppuZ1nxBhBuxVdcvCxzFyAEhAVPO9Oy0uer27fGWIYJELpQ\n8LZWU2sJEHp9PtWZWJeplXYPsugVSd0fIASEBU8707LSZ1RpgLCmZUC4IkDo9fnWJzPLCFYA\n4YYAodNnpNv4J0BY23Q7y4o3gHArvuJirtG7ACEgLHjamZaFPuP3ygBhTcuAcEWA0OsTl+bL\nPciiVyR1f4AQEBY87UzLSp+RWJi3pmVAuCJA6PWJS/PlHmTRK5K6P0AICAuedqZlpc9IgLCm\nZUC4IkDo9YlL8+UeZNErkro/QAgIC552pmWlz0i38d+AsLbpdpYVbwDhVnzFdUgQzrvJ5PH6\nAUJAmHv0VctKn5Fu478AYW3T7Swr3gDCrfiKCxDeBQgBYe7RVy0rfUYaERAQFrcMCFcECL0+\ncWm+3IMsen0U96eD0PQw2506IFRc/AMIv3tUT7uYZaXPSJ/PlG63H2aWqW66nWXFG0C4FV9x\nAcK7AOFxQKieJLbl4nuULSt9ogKEuabbWVa8AYRb8RVXIxBqUmc/zp7lOmo4OP90m0m3FRfX\nYul80u3yE6Qz6fZO2nGhuV6WuLO9YT3CzUQcVBqU77TPHShIHb1+jAgZEWbuUbas9ImKEWGu\n6XaWFW8YEW7FV1zcGr0LEALCzD3KlpU+UQHCXNPtLCveAMKt+IoLEN4FCOuB0Aw6cKDVk8QU\nIAyUZywBhtQrHCB0oeBtrabWEiD0+sSl+XIPMvf6KHX0+gFCQJi5R9my0icqQJhrup1lxRtA\nuBVfcQHCuwAhIMzco2xZ6RMVIMw13c6y4g0g3IqvuADhXYAQEGbuUbas9IkKEOaabmdZ8QYQ\nbsVXXIDwLkAICDP3KFtW+kQFCHNNt7OseAMIt+IrLkB4FyAEhJl7lC0rfaIChLmm21lWvAGE\nW/EVFyC8CxACwsw9ypaVPlEBwlzT7Swr3gDCrfiKCxDeBQgBYeYeZctKn5Fek26/5hhlrtHK\npttZVrwBhFvxFRcgvAsQAsLMPcqWlT5f3SbrELL6RG3T7Swr3gDCrfiKCxDeBQgBYeYeZctK\nn49uP4CwpmVAuCJA6PWJS/PlHmTu9VHq6PUDhIAwc4+yZaXPSICwpmVAuCJA6PX5VmfaI4uH\nft2ldVWnGZenI8/tl9YxtnXEHWlrtS1tJvtY0OLGsjfZyelqpv5xqQDCmpYB4YoAodfnrdS6\nTK00NWI5M2o/M/+y5Wx3VkaEgSOvuPhHLTS3qGJBixvL3qgygw7tUbas9BkJENa0DAhXBAi9\nPvPiBIR5B8roCAjXNpa9UQUIA+UZS4AhNfGA8OOj0gYIMwQI7wKEa7FUCFrcWPZGFSBcSH9y\nUVw73pPu5W647Q0L824mYg99SgUQmpaz3QGEGxvL3qgChIHyjCXAkJp4RoQfH5U2RoQZynpZ\nBhDmHSijIyBc21j2RhUgDJRnLAGG1MQDwo+PShsgzBC3Ru8ChGuxVAha3Fj2RtXBQMjMMpUs\nA8IVAUKvz6Q4AWH2gTI6AsK1jWVvVB0HhFkChLmm21lWvAGEW/EVFyC8CxCuxVIhaHFj2RtV\ngDBQnrEEGFITDwg/PiptgDBDgPAuQLgWS4WgxY1lb1QBwkB5xhJgSE08IPz4qLQBwgzVn1km\nodLUiOXMqP0A4VosFYIWN5a9UQUIA+UZS4AhNfGA8OOj0gYIM9TdXKNKxHJm1H6AcC2WCkGL\nG8veqAKEgfKMJcCQmnhA+PFRaQOEGQKEdwHCtVgqBC1uLHujChAGyjOWAENq4gHhx0elDRBm\nqBEINalTCMhTDeT2Y9LtcWOFoMWNZW+yk3PgWTgMAcJc0+0sK94Awq34iosR4V2MCNdiqRC0\nuLHsjSpGhIHyjCXAkJp4QPjxUWkDhBkChHcBwrVYKgQtbix7owoQBsozlgBDauIB4cdHpQ0Q\nZggQ3gUI12KpELS4seyNKkAYKM9YAgypiQeEHx+VNkCYIUB4FyBci6VC0OLGsjeqAGGgPGMJ\nMKQmHhB+fFTaAGGGAOFdgHAtlgpBixvL3qgChIHyjCXAkJp4QPjxUWkDhBkChHcBwrVYKgQt\nbix7owoQBsozlgBDauIB4cdHpQ0QZggQ3gUI12KpELS4seyNKkDYk3b8bqWvL2akT4xYmPdY\nsZjSrhXqFSn7Iuz1A4RrsVQIWtxY9kYVIAyUZywBhtTE65azz8qw5ZAstxkRrsVXXIwI7wKE\na7FUCFrcWPZG1VFAmDmpLyDMPSvDlkOy3AaEa/EVFyC8CxCuxVIhaHFj2RtVBwFh7jIvgDD3\nrAxbDslyGxCuxVdcgPAuQLgWS4WgxY1lb1QBwkB5xhJgSE08IPz4qLQBwgwBwrsA4VosFYIW\nN5a9UQUIA+UZS4AhNfGA8OOj0gYIM1QfhL/u0rqqrwfJrxHl9mPS7XFjhaDFjWVvspPT1Rt2\nn1IBhJmW5WtmccshWW4DwrX4iosR4V2MCNdiqRC0uLHsjaoDjQhvgDDdcvZZGbYckuU2IFyL\nr7gA4V1y/k3L2e54TJB3KAdttAHCInuULSt9Prq/LAoI0y1nn5VhyyFZbgPCtfiKCxDeBQjX\nYpE7hoIWt70GCO8ChOmWs8/KsOWQLLcB4Vp8xQUI7wKEa7HIHUNBi9teAoQ8I8y0nH1Whi2H\nZLkNCNfiK67TgFA+bSwBwrVY5I6hoMVtAeGKAGHuWRm2HJLlNiBci6+4AOFdgHAtFrljKGhx\n20uAkJllMi1nn5VhyyFZbgPCtfiKCxDeBQjXYpE7hoIWt70GCDMFCHPPyrDlkCy3AeFafMWV\ndsfm9voNNfEXVUDo+g0I1zaWvVGlgzBixbSs9IkKEKqHrbjlkCy3AeFafMXV5GW2C4JQ7QgI\n1zaWvVEFCAPlGUuAIfVQAsLV09LqKCfCECD0+ox1+wGEBTsCwrWNZW9UlQeh6g4gXKpk7tL2\nCAhXBAi9PmMBwqIdAeHaxrI3qgDhQvoMiMVVfm677In/wpZDMt2WGr2O3UwbmCY9EXtoXCq3\n6R+q8q9S6sUndDUDhCVikQ8WIHT6RMWIMPewhS2HZLnNiHAtvuJKrc9MEGpS0S//CqT+KiH/\nIlK+o+Wj2S87i2obk25neNjPr6t3AUL1mlncckiW24BwLb7iagRCzRc1YvnIqxlkRFgiFvlg\nMSJ0+kR1KRAqRw0QbiXCECD0+nx1+/4JCEt0BIRrG8veqAKEgfKUeqUoljvlqAHCrUQYAoRe\nn68AYeGOgHBtY9kbVYAwUJ5SrxTFcqccNUC4lQhDgNDr81VzEEpnAyAcS7HsZBsQuvElhGdb\nVryLChDmHrYky8VluQ0Ikw9qRFkgbDizjHQ2AMKxFMtOtgGhG19CeLZlxbuoAGHuYUuyXFyW\n24Aw+aBG1Ptco9LZAAjHUiw72QaEbnwJ4dmWFe+iAoS5hy3JcnFZbgPC5IMaESC8CxCWiEVz\nBxD63kUFCHMPW5Ll4rLcBoTJBzUiQHgXICwRi+YOIPS9iwoQ5h62JMvFZbkNCJMPakSA8C5A\nWCIWzR1A6Hv3EesRbltWjhog3EqEIUDo9YlL88WIWDobAOFYimUn24DQjS8hPNuy4t1brFAv\nWFaOGiDcSoQhQOj1iUvzxYhYOhsA4ViKZSfbgNCNLyE827Li3VuAULCsHDVAuJUIQ4DQ6xOX\n5osRsXQ2AMKxFMtOtgGhG19CeLZlxbu3AKFgWTlqgHArEYYAodcnpF/6Oi/GBMbShMhMur0W\njNrGpNsZHhaddPtTKoBQsBy6ZoYsF5flNiBMPqgRMSK8ixFhiVg0dxgR+t599HpJBhCuWFaO\nGiDcSoQhQOj1iUvzxYhYOhsA4ViKZSfbgNCNLyE827Li3VutR4Q7qezgPmmPBcfxBSTdk2Bh\n3mPFYir7KiVdpADhWIplJ9uA0I0vITzbsuLdW9waFSwrR40R4VYiDDEi9PrEpfliRCydDYBw\nLMWyk21A6MaXEJ5tWfHuLUAoWFaOGiDcSoQhQOj1iUvzxYhYOhsA4ViKZSfbgNCNLyE827Li\n3VuAULCsHDVAuJUIQ4DQ6xOX5osRsXQ2AMKxFMtOtgGhG19CeLZlxbuPmFlm27Jy1ADhViIM\nAUKvT1yaL0bE0tkACMdSLDvZBoRufAnh2ZYV76IChLmHLclycVluA8LkgxoRILwLEJaIRXMH\nEPreRQUIcw9bkuWQ1DMQEK7FV1yA8C5AWCIWzR1A6HsXFSDMPWxJlkNSz8AzgVD2BhA+7BgR\nS2cDIBxLsexkGxC68SWEZ1tWvIsKEOYetiTLIalnICBci6+4AOFdgLBELJo7gND3LipAmHvY\nkiyHpJ6BgHAtvuIChHcBwhKxaO4AQt+7qABh7mFLshySegYCwrX4igsQ3gUIS8SiuQMIfe+i\nAoS5hy3JckjqGQgI1+IrrkYg1GRMKidPPid1TDDM6hMZsWTnNupNdnK6Wn0iLECoXjNDlkOy\nXLTaAOFafMXV5DtfRoSMCMcdraBj3qhiRBgoT6lXimK5U08YeWPZckjqGQgI1+IrriYzPwFC\nQDjuCAidPlEBwtzDlmQ5JPUMBIRr8RUXILwLEJaIRXPnwCCMuAMIl4rlTj1C8say5ZDUkwgQ\nrsVXXOkg/AGEBTsCwldbzBtVgHChX38VNpynso97k/a435Pd7KfUB16PMPuw9LUe4adUbj95\nC2cDQkA47ggInT5RMSJUT46CRy1R6knEiHAtvuJKGxG+KAgIi3UEhK+2mDeqAGGgPKVeKYrl\nTj1C8say5ZDUkwgQrsVXXDwjvAsQlohFcwcQ+t5FBQjVk6PgUUuUehIBwrX4igsQ3gUIS8Si\nuQMIfe+iAoTqyVHwqCVKPYkA4Vp8xQUI7wKEJWLR3AGEvnefQru9vtRlYV7fsnqE5I1lyyGp\nJxEgXIuvuADhXYCwRCyaO4DQ926ijEIDhOrJUfCoJUo9iQDhWnzFxcwydwHCErFo7gBC37ux\ncl7PBoTqyVHwqCVKPYkA4Vp8xcWk23cBwhKxaO4AQt+7sQDhhmX1CMkby5ZDUk8iQLgWX3HV\nB+Ev/Ytd48tJ+QtLqWOCYSbdzoglO7fHmHS7vDtTjUvlNv1DEyBUr5khyyFZLlptgHAtvuJi\nRHgXI8ISsWjuMCL0vRsJEG5ZVo+QvLFsOST1JAKEa/EVFyC8CxCWiEVzBxD63o10VRBabYDQ\nDTBlj6oAodcnLs0XI2LpbLgECM1GS8rGTrYBoWs66k5iod2+fwJCQOgGmLJHVYDQ6xOX5osR\nsXQ2AMKxlI2dbANC13TUHUC4lJpPQOgGmLJHVYDQ6xOX5osRsXQ2AMKxlI2dbANC13TUHUC4\nlJpPQOgGmLJHVYDQ6xOX5osRsXQ2AMKxlI2dbANC13TUnSwQXnBmGasNELoBpuxRFSD0+sSl\n+WJELJ0NgHAsZWMn24DQNR11h7lGl1LzCQjdAFP2qAoQen3i0nwxIpbOBkA4lrKxk21A6JqO\nutM1CHdS7LtM9UtPeeM2koOWGpP2uJuyD0tfC/MWUPZVSrpIAcKxlI2dbANC13TUna5BqOVO\n6pUiNZ+MCN0AU/aoihGh1ycuzRcjYulsAIRjKRs72QaErumoO4BwKTWfgNANMGWPqgCh1ycu\nzRcjYulsAIRjKRs72QaErumoO4BwKTWfgNANMGWPqgCh1ycuzRcjYulsAIRjKRs72QaErumo\nO4BwKTWfgNANMGWPqgCh16eVjKei8tNTqWOC4e4m3TYblWDUNibdXvfwAG8lAEL1min2A4TV\nYjZ1ehBqvhgRS2cDI8KxlI2dbDMidE1H3WFEuJSaT0DoBpiyR1WA0OsTl+aLEbF0NgDCsZSN\nnWwDQtd01B1AuJSaT0DoBpiyR1WA0OsTl+aLEbF0NgDCsZSNnWwDQtd01B1AuJSaT0DoBpiy\nR1WA0OsTl+aLEbF0NgDCsZSNnWwDQtd01B1AuJSaT0DoBpiyR1WA0OsTl+aLEbF0NgDCsZSN\nnWwDQtd01B1AuJSaT0DoBpiyR1WA0OsTl+aLEbF0NgDCsZSNnWwDQtd01B1AuJSaT0DoBpiy\nR1WA0OsTl+aLEbF0NgDCsZSNnWwDQtd01B1AuJSaT0DoBpiyR1XL8oyiR94fIHzYMSI2kyAf\n+eL5L+sOIPy2xbxRdXkQvtd1uk0WeNJyJ/VKkZpPQOgGmLJHVYDQ6zMpo9tP8jJpgBAQjjsC\nQqePyauEMtsE4Wel3+letdxJvVKk5hMQugGm7FEVIPT6TOsofeFsQAgIxx0BodNnzqviK9QD\nwpWNDQHC5K3VmE0BwocdI2IzCfKRL57/su4Awm9bzBtVVwfhe++zfWq5k3qlSM0nIHQDTNmj\nKkDo9ZnU5w8gLNgREL7aYt6oOhIIMwpNB+H3nuuvv9ItFFVs7lZ1Nlh54zaSg5Yak/YY8rF0\nzHrH0t5k61Mqn0eEPz96ff7SK82IWM6M1DHBMJNuV3KHSbddfUrl9pNRaD8iCI0da79ESL1S\npP5iwYjQDTBlj6oYEXp9xiWUc8eGESEjwnFHRoROn0+h3fIKTQbh9AdACAgnQUe2VmM2dRAQ\nvssHEBbrCAhfbTFvVB0FhJmFpoDwZvyk5U7qlSI1n4DQDTBlj6oAoddnXkiAsFhHQPhqi3mj\nChDeJgaSylPqlSI1n4DQDTBlj6oAodcnWp+AEBCOOwJCp0+00IQP6r9/jfar5U7qlSI1n4DQ\nDTBlj6oAoddnXEU5z/ABISAcdwSETp8Jrqp8R2hPiaHlTuqVIjWfgNANMGWPqgCh12dSRz+L\nMhKk+WJEbCZBPvLF81/WHUD4bYt5o+ogIKw2s0yoPKVeKVLzCQjdAFP2qAoQen3i0nwxIjaT\nIB/54vkv6w4g/LbFvFF1FBBm6qwgDB0hyXSzmAHh2v4A4cOOEbGZBPnIF89/WXcA4bct5o0q\nQBgoT6mXo9DhBYTJQcuJMIOObK3GbAoQPuwYEZtJkI988fyXdQcQftti3qgChIHylHo5Ch1e\nQJgctJwIM+jI1mrMpgDhw44RsZkE+cgXz39ZdwDhty3mjSpAGChPqZej0OEFhMlBy4kwg45s\nrcZsChA+7BgRm0mQj3zx/Jd1BxB+22LeqAKEgfKUejkKHV5AmBy0nAgz6MjWasymAOHDjhGx\nmQT5yBfPf1l3AOG3LeaNKkAYKE+pl6PQ4QWEyUHLiTCDjmytxmwKED7sGBGbSZCPfPH8l3UH\nEH7bYt6oAoSB8pR6OQodXkCYHLScCDPoyNZqzKZOD0JNxkz+0soArD6xFozaxuoT6x7WX30i\nLECoXjPFfoAweWs1ZlOnB6HmixGxmQT5yBfPf1l3GBF+22LeqGJEGChPqZej0OEFhMlBy4kw\ng45srcZsChA+7BgRm0mQj3zx/Jd1BxB+22LeqAKEOyk24A+N2SV/GqTAsczCvFsdS3uzp7Kv\nUtJFChCOpWzsZBsQuqaj7nQNQi13Ui9HocPLiDA5aDkRZtCRrdWYTTEifNgxIjaTIB/54vkv\n6w4g/LbFvFEFCAPlKfVyFDq8gDA5aDkRZtCRrdWYTQHChx0jYjMJ8pEvnv+y7gDCb1vMG1WA\nMFCeUi9HocMLCJODlhNhBh3ZWo3ZFCB82DEiNpMgH/ni+S/rDiD8tsW8UQUIA+Up9XIUOryA\nMDloORFm0JGt1ZhNAcKHHSNiMwnykS+e/7LuAMJvW8wbVYAwUJ5SL0ehwwsIk4OWE2EGHdla\njdkUIHzYMSI2kyAf+eL5L+sOIPy2xbxRBQgD5Sn1chQ6vIAwOWg5EWbQka3VmE2dCITjJUW/\na4pqvhgRm0mQj3zx/Jd1BxB+22LeqDoKCO2F5DcFCMWjAQhXBAi9Pgm6vf+Y1q/mixGxmQT5\nyBfPf1l3AOG3LeaNqsOAcFZNogCheDQA4YoAodcnQf2D0GoDhGtWyroDCH3vpmUECF9tgDA5\naDkRZtCRrdWYTZ0HhA/dFtWr+WJEbCZBPvJqGyBcs1LWHUDoezcqoO/fgBAQJgctJ8IMOrK1\nGrOpE4Lw83Tj113adsZcOvKcO1JHtY1Jt+u5w6Tbrj6l8nlE+PMDCAFhRtByIsygI1urMZs6\nFwiNEtZ8MSI2kyAfebWNEeGalbLuMCL0vRtX0Oe+CiAEhMlBy4kwg45srcZs6nwgnP4ACAHh\nqCMgdPrMy6g8CMcvdX9btdxJvRylH95h+LQBwuSg5USYQUe2VmM2dSAQGmU0rzXjJ80XI2Iz\nCfKRV9sA4ZqVsu4AQt+7eR0VB6Ez1NRyJ/VylH54h78oHH4Dwryg5USYQUe2VmM2VR6E6sap\n9bn96OI2qbikSjOcNuOwGqWOXhsgXLNS1h1A6Hu3watNnQiEz/HgXxYOgDAjaDkRZtCRrdWY\nTR0GhDfrAeCy1BZfUEg+A8JUK6aUjZ1sA0LXdNSdZBDWe1nmQCC8tw3DYHUEhGtBy4kwg45s\nrcZs6iggvG3W582eE0PyGRCmWjGlbOxkGxC6pqPupM8s87Oook3lgFB/qTui5JeCh3HHvyzM\nf69X8qd+BjzLOy/Mq5suHHMjb0qG8i2VbRA6yr5KSRcpQDiWsrGTbUDomo66089co9kvdUu9\nHKUe3mHcdj9qw2Rg+Oc+TnxrY4+SPzVi1izvPCI0OjIi9PrMSwgQFusICF9tMW9UAcKjgvDR\nONJo6+/rpYBwbY+qOzuDMP+3m4jplPq8OWUkSPIZEKZaMaVs7GQbELqmo+50A8Lb9I+E8pR6\nOUo9vCYIna0BobZH1Z1dQDgf4Occ1EzTDyWB8P0AEBAW6wgIX20xb1QBwsBL3VIvR6mHNwWE\nr86uGcWfGjFrlrNAuDliyk5EexC+R/h3jS7EGQc12fRIWd8RAsJiHQHhqy3mjarLg9CezVvL\nndTLUeLhnTwOBISzoO8Y3BgxZSdiBxCOfh5fiIe1+MqYHgkQ3tsA4ZqVsu4AQt+7qLa/I4y8\n1C31cpR4eNNAmHHNLHjUEqWeRF7Qr5uHpwHhmIPTC/GwEl8R02NVmFkmX8arrvL7tFJHtY1J\nt+u5w6Tb9XSauUYBoR306NXZ9WFwdiI6AuE9xK2tQ6bHavKLKiNCRoTjjowInT5RnQWEw7Rt\n+1RNHjwUPGqJUk8iI+hhkOmfnYieQPg3xK2tQ6bHAoT3NkC4ZqWsO4DQ9y4qQCgejQOC8PlC\nySzm44NwwsHFhXjY2DpkeiJAeG8DhGtWyroDCH3vorosCNfuokmma8SsZ8JqmwT9uCU633qN\n/mbQojsdgfD3sL51yPREgPDeBgjXrJR1BxD63kV1EhAOszblVPXvokmma8SsZ8JqGwU9OM8D\nU+kvutMShFMOGhfiIVjx6saA8N4GCNeslHUHEPreRQUI1SNU8KgVyITV9gna/2bwCiD8M8S8\nUTcGhPc2QLhmpXhHQOj0ierCIPQfJ0mma8SsZ8JqewU9mmF1uXUi/UV3+gLhH3vtkbjpqQDh\nvQ0Qrlkp3hEQOn2iAoTqESp41Apkwmp7BD3MnpbGghbdaQjCGQftC/GChEVMzwQI722AcM1K\n8Y6A0OkT1TlAOMzbtFPVe69C2rhGzHomrLYfKxOXBOHvOQmLmJ6peH3aK6lJPgPCVCumlI2d\nbANC13TUnSYzV+SCsL5S5ksYpI6LxsHf4/bG+2bCdlFZhDEpaNWddusRDpo3RiLCpivrPfta\n1mSGxkVFukgBwrGUjZ1sA0LXdNSdVBDe6q1Qv5SWO6mXo5TDmzki9F4w1DauELOeCattMO8I\nhoIW3Wk3IpwPCN0L8XJoHDU9V+kRISBM6wgIX20xI6oOA8Jb1qS+pwDhsGi7IgiHCkGL7nQI\nwsVj47Dpuao8ugCEgHCtIyB0+swrCBCmgNB5017cuHzMeiYWbcNQI2jRnR5BOJ9jIWx6rvog\n/HWXtp1xP1e+hS11VNuYdDvLHd3vZVvMiKxst+u4M9W3VADhuE1eo9Z8017duHjMeiZmLY/J\n1CoELbrTDIQLDq6NSIb51poZNZQaIDRKWLDCiDDdiillYyfbjAhd01F3kgrtZlfRps4AQuMV\nwYuBcKgVtOhOnyCcrtUsm1FDAYRb+U+3Agg3OgJCp8+ogADht01mgvnJmbxx6Zj1TIz/OQzV\nghbd6RSE3zMjxYwaSgUQ3qZ/JFSa4bQZhxyw2gYI16wU7wgInT7vCnqvnwsIrwbC77SietBW\nysyNRXdagXDJwY0L8ftF2hQzaijlQXj7/gkINzsCwldbzIiqY4DwU0EXBKGFsgpMKHjUCmTi\n8/NoWlFAaMT8nX1cNaOGUv6D+tFfgHCzIyB8tcWMqAKEprTcSb0cyYf30iAc3/xLCNp4v8jc\nWHSnEQgNDm5fiN83jmUzaijFvyN83dTpf2aZ8TgbEK5ZKd4REDp9JpX0s6iiTQFClQkFj9pK\ngGrH94+5IFx+cB5xp2cQfpbcUM2ooVx3rtHhudolINy0UrwjIHT6RAUIDw3CyXuRgNCJebA2\ndM2ooVwWhMMrqYOaf0BYrCMgdPpEdXwQmt8CVGBCwaO2EqDa8fnD9Eu5pKAXM69E3GkDQhNn\n2oXYI6FlRg3l4iD8/WQhIFyzUrwjIHT6RKWA8PUy2+Smq5Y7qZcj9fDGQagxoeBRWwlQ7fj8\nIQLC+cwrEXe6B+EfZ1BomVFDSZz5yVxaQpBgZS8Q/rnPb2st9JFtBRBudASETp+oBBDeRm91\nJ5an1MuRengvDMIZygChF/Pzki2aUUNJnvDCmEhUkJKtpiCcTlPwz+8ZC0NWAOFGR0Do9JkJ\nB5sAAB8HSURBVIlqG4S3n65BaE+cWYEJBY/aSoBqR8vtxKBn48mIO01AaI/pZBCaO7A6qqEA\nwk/+xywMWQGEGx0BodMnKvnW6Kx4tdxJvRyJh/fCIJz/Ip4KwuklLeLOMUBoDAqtjmoo6fV5\nWhD+frBwePAwZAUQbnQEhE6fqHQQfh9u6HPiRyTOqT7EZqt/tQ2TRnnj8gGqHf/JXo141DaM\nG0PutFiYd74kb443yrK+JUOZlkoWCDUZTsuZkTp+2obVfsNHWVZYfSLZDKtPFFHaiLC/l2Wc\nxfUq3CUs+OvLSoBqx9/Gy67JI8LJaw8Rd1qMCJ0XP1NGhH8Wg0KroxpK6nqhWQtn9zcinK3p\n4a8H+RohJllhRLjRkRGh0ycq/a3R6U9a7qRejrTDWwiEwl3CgkdtJUC1Y2jtqW/b1oVKdOc4\nIJzdYbU6qqFc9NaoCsLf496qlTOAsDn9Y0ZUAUJA2CMIQzONf/5xQRBOdmR1VEO5Jgjnyx3L\nc72WdadTED4HwY3pHzOiChBe4daocJew4FFbCVDtWAiEWzUruhMDoeK1+0n8QUB4mrdGAaFb\naN87wW2DjhlRBQhnix2mlKfUy5GU48HpWGFwVPCorQSodozOKzeLOujOoUA4JqHVUQ0FEEr5\nH1KsHBaEw/RryqZBx4yoAoSjmWVSy1Pq5UjKcUEQpt7QCMdsWhE7FphFYBJ10J36IHRnCz0I\nCM8ys8zi2/nt/A8JVo4Jwue0q9OmRHfUjoDQ6RPVwecaBYTBoDd+eRXdORYIRyS0OqqhXHKu\n0QwQvlb/KOtONyDs4OPJmBFVgDBQnlIvR0qOBy+fFQZHBY/aSoBaxyKzCIyjjrkDCD2F67Mz\nEC4+2dFW/zgtCMcrM067NaR/zIgqQBgoT6mXIyXHZUGYdmff8fFwIFy9iyP6XR2Eg7u/HBB+\nSWh1VEOpUJ/509sbTptxyAHbbYBQLrR2QceMqDoKCDOfQQDC6f4OAcJir8o+9/YbEI47qqGU\nB2FgenvDaTMOOWC7LQ+E7hOMM4OwXdAxI6oOAsLct9IODUL/9kMmE1JuaDg+NgBhyQejj/1d\nDoQfElod1VCKgzAyvb3htBmHHLDZtpzEQV8Psqw7BwBhs6BjRlQBQlNa7qRejoQcA8LJxrlB\nr9zFEf2uDcLB39+JQBiZ3t5w2oxDDthsywahczP/3CBsFXTMiKqDgPBdR4CwFhOUtiYgLH0/\n+IogfJPQ6qiGUg2En6cbv/Tp7Y0JjKUJkdNmTh62+3mNg9rxTJNutwk6ZkRWttt13JlqWioX\nA+HKw61sJuh39h0fq4OwAv39oEW/AaHXJ035czgZTptxyAFbbdZi9Gr+zQ9+Tj4itOe9YESY\n6E6T2e0B4VzqnX3HR0C4vrWww0XbsLK/TBC+SGh1VEOp9tbo9CfByhFA2IYJvYHQmgkRECa6\nw63RjXzWAaF6Z9/xsTYI29Jf9PuAIHyS0OqohgIIk/LfhAndgdB6rGp31PYICJ0+8zpqBcL6\n2r79PCTcp064eS0u9etaCQW41XF4dZRcjAedd2DWthZ2uGgbangzeB0joQTV961Rc0yng7AF\nE/oDofHFidNR2iMgdPrMS+hCI8K1z98jI0LxcYazceURYa2gnWGw6HfdEeGwtr/sEeEf736w\nGkrNZ4TJs/oaTptxyAEbbVEQNmBChyAs2xEQOn3mJQQI4yDUHmc4G9cF4eoscBXoL/oNCL0+\nacqf3t5w2oxDDthoA4SvtjQQLqZn9ToqewSETp9vDV1uZpl6IJQeZzgbA8L1rYUdejGbygfh\nH+fBqBrK1eYaXd40SMr//a/qTOgRhIuVq9yOwh4BodMnquOCsB4T/kiPM5yNq4JwfYGMCsNg\n0W9A6PWJS7ByGBBWZ0KXIBxHXSPoRG9mHVUBwkB5Sr0cbeW4KgiFuzjOxjVBuLF2cIVhsOj3\nMUHoPBhVQwGESfl//lCZCX2CcBR1jaBTvZl2VAUIA+Up9XK0lWNAWDjoTkE4rO8PED7sGE6b\nccgBL9qM8XNS/l8/1WVCpyD8Rl0j6GRvJh1VAcJAeUq9HG3kuOZdwtH+kzeuB8JhXE01gjbu\nB4t+HxSE9oNRdWNAmJT/10/XBOH4d1hAmOgOIFzLZ20Qbj7OcDauBMJhmN5UqhE0IOyvPk8H\nwrqDo25BOD6N1zuu7xEQOn2iAoTuEdp4nOFsXAOEEwpWDHp5P1j0uyIIh439hUBoviGkbtwI\nhJqMWQDkqQakjoPR5u1w3cqgdkw2k7SxkkW1TYhlUDummmHS7SIChP6lcP0ujrNxcRDOKfi7\nYtCL+8Gi34DQ6xOXYKXFiND66jIp/6NdDWLH9T0ea0T4u17QOd58O6piRBgoT6mXo/Uc131v\nZGpjTxAOCe/4nxGEw9b+YiC03hBSNwaESfmf7GwQO67t8WAg/M4LsdVxbY9HAmHWc1HLsuJd\nVIBw5QitPs5wNi4JwmFImhm6woNR0e/jgtB4MKpufCkQmidiUv5n+wOEWX4fCYRZz0Uty4p3\nUSkgzJ/4SerlSMpxXRCu/k7jbFwMhC8Kbrk4ajshCIfN/R0FhJkzP50VhL/Tfsc7Awh/1xoG\n53nz7qgq59Zoxu1gy7LiXVQCCG/5c+JLvRyt5rj2lwQzOwkbFwLhh4KbLn7bKrwhJPp9YBAu\n3xBSN24yF/BpQfhEYa47hwRhrWFwpje/64MwYxRsWVa8i2obhLfA4jBSL0crOR6qf1I3OZA7\ngHDY6mi1VXgwKvpdC4QClgHhw47htBmH1Sh0HNxTKR+ESRMaGI3HA6GTxhODMH0UbFlWvItK\nvjWaB8JA6p0cD9O3KJ2OpUC4Mrh3NgaE61sLO/y0KTdqwyBcvCGkbtxkvdBTg/CP/EI0IHw1\nHg2EyaNgy7LiXVQ5IPz1V+LuA5+KGJveIZj5LUv2By6D1zEY3urGw2ZHKb6soIdxR9nvlWCS\nE/FpG4T9xbyZWyn9edO0VADhouMchZo7v+MglDo6bfnrEVZ5MJrtTQsQpsLfsqx4F9VhRoTD\n0PZLgo/dxI2LjAiHzY5WW4VXZUW/64wIpY854iPC+cBT3Ti5Pm/LMrIqrcP1CJ1f65Py71nR\nbk0bjUcEofkVyrlBmAh/y7Li3beG6q1HuDsIn7dDZ42r+SwHQvcut7NxCRAO2x2ttgqvyop+\nVwGhNs/NmUAYeC3NcNqMw2rc7lgThL+VRx2A8NV4QBCmxWxZVrybw6rGCvU7g3BYeWOlAQjX\nrgLGxscH4dbsnmbQfjDpiXi1NQPh7J0cdeNUEFplNKuzTkG49rtgHIQTFCruvBoPCcKkRTCN\nxiOCsOnCn+cFYdYkvYcG4SB0tNrOBUJxCvDDgPD2Y5RRsUoznDbjsBo3O9YG4fbnUOcBYYVX\nZSPe6IpMsdZ6vbPDgnAlTXnLtpQE4cqbAsbGJwDhxlK4ZtBuMBmJeLY1BOHv7RGJocRHF/Na\nEirtl/5amvGGj/wa0WbHwdnY22GGlUHtuNZYzp3EthQrA5NuF3Fnqmmp1ARh3swy4kXF6ja/\nRF0GhHMOXhOE6jLBBwHh7faqn9Vn+H2OCFffFyszItyaKepEI8KEtb+MxmOOCBuvd7b9VtpS\nlecaFWP10jR/jr4PCP1pNYyNzwDC76VP9Ls8CK0PzEwVAeH2rTlDFd7qvi4IN1aTORMI9SVP\njMaDgrDtMi+nA+HydQn1YJQFoTv1vrFxGIQLDgLCtf2VAeHmiMQQIEzKv2SlPQiHrwBh6imW\n8OtEw2VeNt9Ks9QzCI2nROrB6AyEkjcdgfDzeoQYTHEQ6rdSAOHDjuG0GYec1++/1idXOjgI\nxzfFv0hc29jJdkrQKhSMxsOCsN0yL8pbaUt1DELrKZF6MAqD0HoB2Nk4CsIlB48KQtMbZYdJ\nb5kVAuHWrTlDgDAp/5vuDGrHV2NxELYaEcpQMBqPC8JGk/pqb6Ut1S8IzZtj6sEoDULj0uxs\nfA4Qvr8ZEYMBhF6fNHU5s0wrEL5/+1L9LgHCjXfxnDZAmOT2u63JpL7aW2lLdQtC8+bY+UFo\ncHCfoIcdQZjyAW4pEG7cmjN0kYV5NxZgKQjC129fqt8HBmHZeeVi3qiKg7DZFE456hWE9phg\nPxDKA1RA+G40vVF2CAjTK81w2oxDzussL+cE4dZL6U5bHITa6MhoPDQIG03hlKVOQehcCncE\n4YKEzsYxEFoc3Clo0xU3aKPR9EbZYdLchMVAuP6MyhAgTMq/4s7QFoSLWd2VjZ1spwZdcILV\nmDeqSoCwxcwVmeoThN6lEBCuuXgSEKbNVg8IH3YMp8045LxOsuJsnJR/yZ2UwgeEr7aYN6qK\ngLCXD3aX6hGEQ9Ivhq1AKH7NEQKhDR/VxQrfjIjunAKEqy9rGDodCAdTKxsn5V9ypykItz9T\ndtpKgFC5TWg0Hh2EnXyntFQuCEWJ08lNugwJ09jVX5h31HEw2oyOahqWjYO+tbjHSNCON7Jp\ns9/2DocKB1o2XXoKxALKvkpJF6nRBSnrS4LCIEx5JnJwEAq3CY3Gw4Owj9ezl+pvRJj6OVGz\nEaE20U1kROiMwVQXK3w8KbpTckSYuKJ1wRHh2ssahk42Isx7gbI0CBPekouCULjD47QBwiS3\np22AcCXWUYfkCSbagXD7mUIMhAn3Is8LwsQVmIuCcOVlDUONQKjJGMbKY+X3aHi1o9oWHc/b\nizPUWH1i2O5YN+hB7bjhT8ybyCmWdQ9qKONOYfUGwvS5dwHhu63Cx5OiO+VA6C19d10QClYK\njAhz3xspPiLUPyAOjgiVl9+ctjIjwmJLbsS8UVVqRNjpW2mdgTDj1GgIws3vjkIgTHlNs1HQ\n6kusZwGh/7KGoTOBMPtxWXkQJnyxW92K01YKhIWW3Ih5owoQBsrTiHU1dTkLVbcEobA8IiB8\nN5rebOzQXegAEK7bMZw247Dzmv+4DBCuWtnqOJSYYDXmjapyIOzy9eyuQJj1+PgsIEyayqVV\n0OJEN6VA6E9r2QiE7luLhs4DwsBdwgogVGfbD4FQuwHrtJUDYZEJVmPeqCoIwh7fSusJhHlf\n1jQF4cY75oBw1GjucD2+miA0t140XhGEkcFRDRDKX+wGrHQDwgLzysW8UQUIA+WZBMLMuRba\ngnBy97YkCNOWe2gVtLgYRiEQrszm1QqE3uv7hk4CwiHEhIOCUPxIw2krCsL4vHIxb1SVBGGH\nb6X1A8LcaWgB4bsNECZvbTTaXDB0DhCqX7B7bTVAqH6xm20lGHRZEIan04l5o6ooCPt7GN8N\nCLMXJmkMwtXJF5OYMGlIXAm3GQgNEhody4BwI7OAcMWO4bQUsHwR9tqqgFD8UCnbSl8gjE6n\nE/NGFSAMlKcOwvylKluDcGPcAgjfjc4O3fi2xtqNQGg/MjPP7m1l1dZtsqaoYCUfhPptOa+t\nDgi1D5VyrUTpXxqE6u3pE4Gw5sN4a3nrTekgzClPGYTGi2JSjvcA4forHXkg/Hw2YEl1sQoI\nlyQ0OhYA4ehakOThcUAo1+f0/wtWskGY8KKG1wYIV1wMnnRGx9OAsN7D+Gd93ZaVtKoEEGaU\npwpC6zSQcrwLCFe/djsdCBckNDrGQShc+FqB0Hx93zy7t5VVn81AmPLqvtdWCYTSh0qZVsLD\n4AogjHwzEvNG1VFAePs5LgjNGwNSjvcB4dr8J1kg/I4xLakuHhiEyjOhY4NQr8/Z/xWsZIIw\n6WNur60WCJUPlfKsxIfBNUAYeFU25o2q0iCs9zC+LgizylMdEWbneCcQrkwNfT4QzklodIyC\nUHpLsBkIrWuSeXZvK6c+v88gft2llacxgfHWhMjrkx/ntsUX0Zq4l2RG67ey2FZuW5GgxVXe\nlm0xb2TJe1TdGayOmRqXSmUQfh9u6OVpxG9kxJ5wXspx0/UIx/JXzcu4Jg3fRi2JzYJ+aNh2\nJ7Qe4SCsAxBfjzCho+FPpsalkjQirP+yTOI8l15btRGh8KFSlpUC94OrjAgnj8mvMCKs+zC+\n7oiwyssyzvtDUo73GhH666jnjAhH76FaUl2sNSKcDQmNjqERofqeQLsRoTFCNc/ubWXXZ3UQ\npk5v77XVA+EHDE7H04Ew98FozBtV5UFY6WF87WeEOeWpgNB7hUvK8X4g9PyWmTB8NbJiSXXx\nCCBcti0fmid52Og7NvPs3lZ2fdYGYfL09l5bRRCO5qQuB8ISD0argTDvwWjMG1UVQLjzM4iJ\ndgehN7LqHoTOSHadCSP66ael6mI1EE5JaHQMgNDIYpKH5wNhg1uj029VpMx4bVVBmPhammKl\nbxBm3Q+OeaMKEAbKcxuEQ+HCebW1AKH9AvAqEza/GTelunhAEA7WuDrJw0bfsZln97Zy6vM2\n7SFYSQTh/FmUlBmvrTII787KJ51gZVA7rrVVBGH6xFVHBmEHzyDeSgJhcnlugtB/+/IAIExn\nwlFBOCGh0TEXhPZFLsnD84Fw9s29YCUJhMPi4iNlxmurDcKUp/HbVsq8IVQThO/jkxB0zBtV\nVUBY79ZL3ZllUstzC4TJ65GrHduA0PoSZo0J25OnmFJdrAjCMQmNjvnzyoU9bPRBt3l2bytc\nn8VBmDuHk9dWH4SP2wZGx5OCMHW+DkD46BPVrnONpq9HrnZsNCI0XnhcYcL2O2G2VBdrgnBE\nQqNj/nQ6YQ+PA8KqlWYEYsW2nNRSzYzX1gCEltt5ICz0qmxlEKY+GI15o6oOCGvcesnSniDM\nWIZV7djq1ujy9+uzgvDPMPjuZH0z4v4alORho5lNzLN7W+H6LApC5w0tKTNeWxMQir9yblo5\nCAiT5us4OAh7+Y1zRxDmrD6ndmz2jHDx3pPPBGU6TVOqi3VB+BkUGh0zQLhy9JM8BIR/nEM/\nbzFfTDoKCOePNhNAuPxOqXsQPo8VIHxZVryLaj8QZq0+p3Zs97LM/NUDlwnSdJqmVBdrg/BF\nQqNjMgiHtaOf5GGjC7F5dm8rXJ/lQBh8P9trawVCpdLG59foO6XiQdcHYcJnykcHYSe/ce4G\nwrzV59SODd8anQHuzCD8U2g6nY0ll5I8BIR/nEM/+ecQfT/ba2sHwvlnHz4IB+EhhOSO09YC\nhPJnyocH4RQFlmXFu6gAYa7pT9tWef42f589JAj/RKfTeWRi6x5xkoenB6EmY9LU0T+es7k6\n/Tqcf9rrOKzPxP1smk5de9yg7SmYTzTp9vvHYdxxL+0FwsxlWNWOTb8jnPz+6TBBW2TFlupi\nAxBmTaczsbz8jA0QFqg0w+nPjxtzdh5mRHjX8A3GHBEOy2eJBx0Rql9nHX9EuOXOqUeEZwLh\nJJhzgXDZJr7J7tTnYuuwh4Dwj3Po3z+VuffitTUG4e/n8z+HCebJeVgQWtUCCJ0+Ue0EwlI3\n8fsA4fhaYzNBXH/alupilx9PjpuM1/fDHgLCP86hf/1Q6FdOr609CO+6w3B+0rnvxRwWhNJL\n6YDw0SeqfUCofEkg5bgTEI5egTWZIK80ZEp1scuPJ7+S5xVN8hAQ/nEO/euHU4LwUVST26Cv\nt4HKWnHa2oFQelX2/VPe0F8VIIxo+Yx0+ng09cluqGPJhXlX1tY1tjbXYjataEncOWhtId3p\nvwd7KePiHlY6n/ZT9lXq+XflFyh3BOGdCW8YfmZnKGvFaWsIwu2X0qO/8agChIHydEaE0pcE\nUo73Hhx99Z4mx4pZf3JhSnWxw48n3xpSplNL8pAR4R/n0D/+KnbvxWvbF4R3DaMXaM4Hwtm3\nID4Ic3/jUQUIA+Vpg1D7kkDK8f5M+Oh1rTdidpYeNBstqS52+PHkUysT6oc9BIR/nEP/+OsC\nIKxoxWlrCsKtd/GiB1oVIAyU55VA+Joh8Bog3Pw9dQTC5FlkkjwEhH+cQ3//s9y9F68NEIat\nbHZcfRevwpktn2KAMALCkh/69MCErwbzTE15l82U6mJ334ws+gHCWpVmOP276K+cXhsgDFvZ\n7rj2Ll70Nx5VRwFh8jpnTwHCXNNW22DEPKT8zmZKdbG3b0YenTYeXYQ9BIR/nEP/GxBGrTht\nzUH4fbjggDBwoFUdBISpK9O/1R6E6id1Uo47YcJHw4VAuPXNyLhLkjdJHgLCP86hL/srp9cG\nCMNWpI6v12JtEEYOtCpAGChPI1b5kzopx70w4dO4/Mz3MzgqZrmboFd+T1V/UQ17CAj/OIe+\n7K+cXhsgDFvROnrv4kUPtCpAGCjP64FwPi3S8/SVdnjEoP1XZcVfVMMenh6E+Rp2tY4Ka/CO\nJ8f55+fXXfcfjgLCwpMBdsSEV+PPFPUnB6H/qmxgXtEkD08PQsGK7csgbRmV5h+WS2gwTbc5\nzp2n+1MugHDSticIxzG+7uxLOzxo0IP1hpA19AeENSttIa6P57M8GKYbHefO0/0pl4OAMOGT\nulDHXUH4JeH7GZq0w8MGvZz/+Ld8pMMeAkLHF0B4QsvD4qi24mDn6f6UyzFAOPw+ORNeMb9J\neA0Q3qtx1iQvBBD2EBDavjBQOKPlPz+z49qMg52n+1MugHDStjMIX+9TfqZAlHZ45KCXrwgB\nwkefb4HmfeebC0IGCqe0fH8FYfzPdhzsPN3fOvv8kaamILxfH2PXI7Xj3iB8xPr9zk7a4bGD\nHmZPRgHho0+0PgEhlmeml7dHW1neSeebWeZKIPwb7KVAOH8yCggffT7l+fmjUqVNxR2zc1p+\nmv4c3ZZI7DvdmRj7qiUIHwOF2PVI7dgBCMdTkEk7PHzQ46XhAOGzz1ttQcgds5Nafpl+Hd+m\nQ8O+052Jsa8qL8w7Ft99nl7DwFGe6P2ZLyDEcknTj9ujbW+R9p3ucKVWHhGOxTj+tKa/lps/\nv+gh6JU+bzUFIZV2Vstf00PrUus73ZkY+6odCBnHn9c0QXt93moJQirttJZ3/JWz73RnYuyr\nZiBkHH9i0wTt9XkLEGL52Kb7tpyJsa8A4WksE3R/lj/10hCEVNp5LV8y6FOBkBvaZzZN0F6f\nt9qBkEo7seVLBg0I89X3UTudaYL2+nzUbGYZKu3Eli8Z9KlA2FhXtEzQ/VkO1yeVhuU+TPdt\nOVxmgPA0lgm6P8vh+qTSsNyH6b4th8sMEJ7GMkH3Zzlcn1Qalvsw3bflcJkBwtNYJuj+LIfr\nk0rDch+m+7YcLjNAeBrLBN2f5XB9UmlY7sN035bDZQYIT2OZoPuzHK5PKg3LfZju23K4zADh\naSwTdH+Ww/VJpWG5D9N9Ww6XGSA8jWWC7s9yuD6pNCz3Ybpvy+EyA4SnsUzQ/VkO1yeVhuU+\nTPdtOVxmgPA0lgm6P8vh+qTSsNyH6b4th8sMEJ7GMkH3Zzlcn1Qalvsw3bflcJkBwtNYJuj+\nLIfrk0rDch+m+7YcLjNAeBrLBN2f5XB9UmlY7sN035bDZQYIT2OZoPuzHK5PKg3LfZju23K4\nzADhaSwTdH+Ww/VJpWG5D9N9Ww6XGSA8jWWC7s9yuD6pNCz3Ybpvy+EyA4SnsUzQ/VkO1yeV\nhuU+TPdtOVxmgPA0lgm6P8vh+qTSsNyH6b4th8sMEJ7GMkH3Zzlcn1Qalvsw3bflcJkBwtNY\nJuj+LIfrk0rDch+m+7YcLjNAeBrLBN2f5XB9UmlY7sN035bDZQYIT2OZoPuzHK5PKg3LfZju\n23K4zADhaSwTdH+Ww/VJpWG5D9N9Ww6XGSA8jWWC7s9yuD6pNCz3Ybpvy+EyA4SnsUzQ/VkO\n1yeVhuU+TPdtOVxmuSCU9KvmzjvVFWMm6L3Vky+tdMWYLxl0k5gBYWFdMWaC3ls9+dJKV4z5\nkkEDwiPqijET9N7qyZdWumLMlwwaEB5RV4yZoPdWT7600hVjvmTQxwchQggh1LsAIUIIoUsL\nECKEELq0ACFCCKFLCxAihBC6tAAhQgihS6swCG9/Nf77708/03+fT/OYlzk4ofxgzxtzV0ea\nSqPS9nOqsnY40GVBeHv9cfv+4zZuP6PmMS9zcEL5wZ75kvT6o4cjTaVRaWcNeZcDXRmEtx/K\n84xyg72dNuS+jjSVRqWdNeQTgPChqcenL8+H5kfp7OX5kBH0z8lD9oLeJ2wqjUo7rRoXGiAs\nIsrz5xrlCQh3FpX2c41KOzwIbz92eZ73lvYi5sW/Tykr6J9zh+wGvRcHqbQfKu2Ual1obUB4\nf93nzMeN8lz8dVL1DkIq7YS6YqUdHoTzGzS36f85pcyYz16e3oE+cch9BU2lUWmnVfOYS4Nw\nfn5e4VS1Az13zP7RPW/IftC7cZBK+zl7zJestPaFVvqD+tFfVynPeczLHJxQTtA/Jw7ZD3o/\nDlJpPyeP+ZKVtkOhFf6O8Pb69v9C813MYzZycD65QZ+6PJ2gR8Hv5ssPlXZOXbHS9ig05hpF\nCCF0aQFChBBClxYgRAghdGkBQoQQQpcWIEQIIXRpAUKEEEKXFiBECCF0aQFChBBClxYgRAgh\ndGkBQoQQQpcWIEQIIXRpAUKEEEKXFiBECCF0aQFChBBClxYgRAghdGkBQoQQQpcWIEQIIXRp\nAUKEEEKXFiBECCF0aQFChBBClxYgRAghdGkBQoQQQpcWIEQIIXRpAUKEEEKXFiBECCF0aQFC\nhBBClxYgRAghdGkBQoQQQpcWIEQIIXRpAUKEEEKXFiBECCF0aQFChBBClxYgRAghdGkBQoQQ\nQpcWIEQIIXRp/f9Xu4dEQ1kpPAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 900,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## set up breaks for secondary y-axis (needed for Walter-Lieth display):\n",
    "breaks_precipitation <- c(0:10 * 10, 6:15 * 20)\n",
    "\n",
    "\n",
    "## squash precipitation values as required for Walter-Lieth display ...\n",
    "res_met[, .(SITE_CODE, DATE, CATEGORY, VALUE = ifelse(CATEGORY == 'Precipitation', wlify(VALUE), VALUE))] |>\n",
    "\n",
    "  ## ... and plot\n",
    "  mutate(DATE = DATE - days(15))  %>% ## -15 days offset to have bars align with months\n",
    "  ggplot() +\n",
    "      geom_col(data = ~ filter(.x, CATEGORY == 'Precipitation'),\n",
    "               aes(DATE, VALUE), alpha = .2, fill = 'blue', linewidth = 3.2\n",
    "               ) +\n",
    "      geom_segment(data = ~ filter(.x, CATEGORY == 'Precipitation'),\n",
    "               aes(x = DATE, xend = DATE, y = 50,\n",
    "                   yend = ifelse(VALUE > 50, VALUE, 50)\n",
    "                  ), alpha = .2, col = 'blue', linewidth = 3.2\n",
    "               ) +\n",
    "      geom_line(data = ~ filter(.x, CATEGORY == 'AirTemperature'),\n",
    "                aes(DATE, VALUE), col = 'red'\n",
    "                ) +\n",
    "      scale_x_date(limits = as.Date(c('2019/01/01', '2021/12/31'))) +\n",
    "      scale_y_continuous(breaks = 1:26 * 5, labels = c(1:5 * 5, rep('', 21)),\n",
    "                         sec.axis = sec_axis(~ . ,\n",
    "                                             breaks = wlify(breaks_precipitation),\n",
    "                                             labels = breaks_precipitation,\n",
    "                                             guide = guide_axis(title = 'precipitation (mm)')\n",
    "                                             )\n",
    "                        ) +    \n",
    "      facet_wrap(~ SITE_CODE, ncol = 2, scales = 'free_y') +\n",
    "      labs(title = 'climate', x = '', y = 'air temperature (°C)') #+\n",
    "      ## + theme_u() +\n",
    "      ##theme_light()\n",
    "    \n",
    "\n",
    "ggsave('climate.png', width = 10, height = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6357a7f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "d_met[, `:=`(DATE = as.Date(TIME),\n",
    "             MONTH = month(TIME),\n",
    "             SITE_CODE = site_code_lookup[SITE_CODE]\n",
    "             )]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1db5f9fc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "d_met[grepl('Prec', VARIABLE)][\n",
    "    , .(PREC = sum(VALUE, na.rm = TRUE)),\n",
    "    by = c('SITE_CODE', 'STATION_CODE', 'DATE')\n",
    "    ][, .(PREC = mean(PREC, na.rm = TRUE),\n",
    "          MONTH = month(DATE),\n",
    "          YEAR = year(DATE)),\n",
    "    by = c('SITE_CODE', 'DATE')\n",
    "][\n",
    "    , .(PREC = round(sum(PREC), 0)),\n",
    "    by = c('SITE_CODE', 'YEAR', 'MONTH')\n",
    "] %>%\n",
    "dcast(SITE_CODE + YEAR ~ MONTH, value.var = 'PREC') %>% \n",
    "rio::export('clipboard')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "19b6360a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using 'MAX_TEMP' as value column. Use 'value.var' to override\n",
      "\n",
      "Lade nötigen Namensraum: clipr\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## five hottest days per site:\n",
    "d_met[grepl('^AirTemperature', VARIABLE), .(DATE = as.Date(TIME), SITE_CODE, VALUE)][\n",
    "    , .(MAX_TEMP = max(VALUE)), by = c('SITE_CODE', 'DATE')\n",
    "    ][\n",
    "    year(DATE) > 2018, .(SITE_CODE = site_code_lookup[SITE_CODE], YEAR = year(DATE), MAX_TEMP)\n",
    "] %>%\n",
    "    dcast(formula = SITE_CODE ~ YEAR,\n",
    "          fun = \\(xs) sprintf('%.1f (%.1f)', max(xs, na.rm = TRUE), quantile(xs, .9, na.rm = TRUE))\n",
    "         ) %>%\n",
    "rio::export('clipboard')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15cda521",
   "metadata": {},
   "source": [
    "## Soil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "id": "53303f67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "importing and aggregating ...\n",
      "done\n",
      "importing and aggregating ...\n",
      "done"
     ]
    }
   ],
   "source": [
    "## import data:\n",
    "d_soil_clim <- import_by_topic('soil_climate')\n",
    "d_soil_resp <- import_by_topic('soil_respiration')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b06dd82",
   "metadata": {},
   "source": [
    "### Soil climate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "4b74df0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "importing and aggregating ...\n",
      "done"
     ]
    }
   ],
   "source": [
    "d_soil_clim <- import_by_topic('soil_climate')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49d573de",
   "metadata": {},
   "source": [
    "#### soil temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4315a487",
   "metadata": {},
   "outputs": [],
   "source": [
    "process_soil_temperature <- function(dt){\n",
    "    tmp <- copy(dt)\n",
    "    \n",
    "    tmp <- tmp[grepl('^SoilTemperature', VARIABLE)]\n",
    "    \n",
    "\n",
    "    tmp[, `:=`(     DATE = as.Date(TIME),\n",
    "                CATEGORY = gsub('(^.*?)_.*', '\\\\1', VARIABLE),\n",
    "               SITE_CODE = gsub('(^.*?)[-_].*', '\\\\1', STATION_CODE),\n",
    "                    TIME = NULL\n",
    "              )\n",
    "       ]\n",
    "       \n",
    "    facets <- c('SITE_CODE')\n",
    " \n",
    "    tmp <- tmp[\n",
    "               ## time series TS from date and value, condensed to daily means:\n",
    "               , .(TS = .(xts(VALUE, DATE) |> apply.daily(mean))), by = facets\n",
    "              ][\n",
    "              ## expand TS into DATE and VALUE column:\n",
    "              ,\n",
    "              .(DATE = time(TS[[1]]), VALUE = as.double(TS[[1]])),\n",
    "              by = facets\n",
    "              ]   \n",
    "    \n",
    "#     ## create datatable with complete sequence of end-of-months for the range 2019-2022:\n",
    "    complete_dates <- data.table(DATE = seq(as.Date(\"2019-01-01\"), as.Date('2022-12-31'), by = 'day'))\n",
    "    \n",
    "#     ## fill gaps in time series with NA by joining with complete_dates:\n",
    "    tmp[, .SD[complete_dates, on = 'DATE'], by = facets][\n",
    "        order(SITE_CODE, DATE)\n",
    "    ]\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f8d4ab66",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_soil_temperature <- d_soil_clim %>% process_soil_temperature()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 487,
   "id": "9010e6fa",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 366 rows containing missing values (`geom_line()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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OJcLTZopIHV5FqtMAu2+lmgzwChV9Uv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\n/x/BN8BKC3ZVaAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 900,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_soil_temperature %>% \n",
    "ggplot(aes(DATE, VALUE)) + geom_line() +\n",
    "    facet_wrap(~ SITE_CODE, ncol = 2) +\n",
    "        scale_x_date(limits = as.Date(c('2019-01-01', '2022-01-01')),\n",
    "                     breaks = '1 year', minor_breaks = '1 month',\n",
    "                     labels = scales::date_format(\"%Y\")\n",
    "                    ) +\n",
    "        labs(title = 'soil temperature', x = '', y = '°C')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 486,
   "id": "1639b444",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 16 rows containing missing values (`position_stack()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 16 rows containing missing values (`geom_segment()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 1 row containing missing values (`geom_line()`).\"\n"
     ]
    }
   ],
   "source": [
    "ggsave('climate.png', width = 16, height = 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0e8f9d0",
   "metadata": {},
   "source": [
    "#### soil water content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "0de5315b",
   "metadata": {},
   "outputs": [],
   "source": [
    "process_soil_water <- function(dt){\n",
    "    tmp <- copy(dt)\n",
    "    print(summary(tmp$VERT_OFFSET))\n",
    "    tmp <- tmp[## keep only temperature and water content:\n",
    "               grepl('^SoilWaterContent', VARIABLE) &\n",
    "               ## keep readings from shallow sensors (max. 10 cm deep, or max. 15 cm for site 'KLL'\n",
    "               (VERT_OFFSET >= -.1 | (VERT_OFFSET >= -.15 & grepl('KLL', STATION_CODE)))\n",
    "              ]\n",
    "\n",
    "    tmp[, `:=`(     DATE = as.Date(TIME),\n",
    "                CATEGORY = gsub('(^.*?)_.*', '\\\\1', VARIABLE),\n",
    "               SITE_CODE = gsub('(^.*?)[-_].*', '\\\\1', STATION_CODE),\n",
    "                    TIME = NULL\n",
    "              )\n",
    "       ]\n",
    "    \n",
    "    ## rescale volumetric water content from 0-1 to 0-100 for sites NSS and PUE:\n",
    "    tmp[CATEGORY == 'SoilWaterContent' & SITE_CODE %in% c('NSS', 'PUE'), VALUE := 100 * VALUE]\n",
    "    \n",
    "    facets <- c('SITE_CODE')\n",
    " \n",
    "    tmp <- tmp[\n",
    "               ## time series TS from date and value, condensed to monthly means:\n",
    "               , .(TS = .(xts(VALUE, DATE) |>\n",
    "                          apply.daily(\\(xs) mean(xs, na.rm = TRUE))\n",
    "                         )\n",
    "                  ), by = facets\n",
    "              ][\n",
    "              ## expand TS into DATE and VALUE column:\n",
    "              ,\n",
    "              .(DATE = time(TS[[1]]), VALUE = as.double(TS[[1]])),\n",
    "              by = facets\n",
    "              ]   \n",
    "    \n",
    "#     ## create datatable with complete sequence of end-of-months for the range 2019-2022:\n",
    "    complete_dates <- data.table(DATE = seq(as.Date(\"2019-01-01\"), as.Date('2022-12-31'), by = 'day'))\n",
    "    \n",
    "#     ## fill gaps in time series with NA by joining with complete_dates:\n",
    "    tmp[, .SD[complete_dates, on = 'DATE'], by = facets][\n",
    "        order(SITE_CODE, DATE)\n",
    "    ]\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "d3b2f557",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
      "-0.8000 -0.2000 -0.1000 -0.1654 -0.0500 -0.0350 \n"
     ]
    }
   ],
   "source": [
    "res_soil_water <- process_soil_water(d_soil_clim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "ea4d332f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 366 rows containing missing values (`geom_line()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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/vqgJTVmgaQ/KNigARIyXVVIL3sH19jXxLj31flYX1X1soU+FbrUdD7N+Jf4gp/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\nagEAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_soil_water %>% \n",
    "ggplot(aes(DATE, VALUE)) + geom_line(col = 'blue') +\n",
    "    facet_wrap(~ SITE_CODE, ncol = 2, scales = 'free_y') +\n",
    "    scale_x_date(limits = as.Date(c('2019-01-01', '2022-01-01')),\n",
    "                 breaks = '1 year', minor_breaks = '1 month',\n",
    "                 labels = scales::date_format(\"%Y\")\n",
    "                ) +\n",
    "    labs(title = 'soil water content', x = '', y = '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 466,
   "id": "1a28d38a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 366 rows containing missing values (`geom_line()`).\"\n"
     ]
    }
   ],
   "source": [
    "ggsave('soil_water.png', width = 16, height = 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc104ab1",
   "metadata": {},
   "source": [
    "### soil respiration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "accd67fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "process_soil_resp <- function(dt){\n",
    "    tmp <- copy(dt)\n",
    "    \n",
    "    tmp[, `:=`(     DATE = as.Date(TIME),\n",
    "                CATEGORY = 'soil CO2 flux',\n",
    "               SITE_CODE = gsub('(^.*?)[-_].*', '\\\\1', STATION_CODE),\n",
    "                    TIME = NULL\n",
    "              )\n",
    "       ]\n",
    "    \n",
    "    facets <- c('SITE_CODE')\n",
    "\n",
    "    tmp <- tmp[\n",
    "               ## time series TS from date and value, condensed to daily means:\n",
    "               , .(TS = .(xts(VALUE, DATE) |> \n",
    "                          apply.daily(\\(xs) mean(xs, na.rm = TRUE))\n",
    "                         )), by = facets\n",
    "              ][\n",
    "              ## expand TS into DATE and VALUE column:\n",
    "              ,\n",
    "              .(DATE = time(TS[[1]]), VALUE = as.double(TS[[1]])),\n",
    "              by = facets\n",
    "              ]   \n",
    "    \n",
    "    tmp\n",
    "    \n",
    "    ## create datatable with complete sequence of days for the range 2019-2022:\n",
    "    complete_dates <- data.table(DATE = seq(as.Date(\"2019-01-01\"), as.Date('2022-12-31'), by = 'day'))\n",
    "    \n",
    "     ## fill gaps in time series with NA by joining with complete_dates:\n",
    "     tmp[, .SD[complete_dates, on = 'DATE'], by = c('SITE_CODE')][\n",
    "         order(DATE)\n",
    "     ]\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "12ed471d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "importing and aggregating ...\n",
      "done"
     ]
    }
   ],
   "source": [
    "d_soil_resp <- import_by_topic('soil_respiration')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3ed195d8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "res_soil_resp <- process_soil_resp(d_soil_resp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d6d6470",
   "metadata": {},
   "source": [
    "#### absolute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 540,
   "id": "4170bdaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 758 rows containing missing values (`geom_line()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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VwDGtD+k88GbYajcg/64XG/zrUeSgl0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\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 360
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resizeDisplay(5, 6)\n",
    "res_soil_resp %>% \n",
    "    filter(SITE_CODE != 'PUE')  %>%  ## keine brauchbaren Daten von PUE\n",
    "    ggplot(aes(DATE, VALUE)) + geom_line() +\n",
    "        facet_wrap(~ SITE_CODE, ncol = 2, scales = 'free_y') +\n",
    "        scale_x_date(limits = as.Date(c('2019-01-01', '2022-01-01')),\n",
    "                     breaks = '1 year', minor_breaks = '1 month',\n",
    "                     labels = scales::date_format(\"%Y\")\n",
    "                    ) +\n",
    "        labs(title = 'soil respiration', x = '', y = expression(µmol~m^-2~s^-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "id": "7c7d1634",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 758 rows containing missing values (`geom_line()`).\"\n"
     ]
    }
   ],
   "source": [
    "ggsave('soil_resp.png', width = 16, height = 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a98dfb2",
   "metadata": {},
   "source": [
    "#### soil temperature vs. water"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "id": "16c6e9b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 643 rows containing missing values (`geom_point()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 643 rows containing missing values (`geom_point()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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1mtKQqacwKg5XUTVU+1DEy/LWQz4m1V2UpUtskhD0viv1YVAXSEdBFAh7S6g1Aa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Tgzr1mL77RECPsXLe5fuMyXDG/P4WXj1T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\ndLj3GwC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7xcdeKKvpx9GKBpxRfOnoWq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\nQMNgMNigBkDDYDDYoPZ/S6KSSKGTNrAAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resizeDisplay(8, 12)\n",
    "res_soil_temperature %>%\n",
    "    filter(year(DATE) < 2022) %>% \n",
    "    left_join(res_soil_water, by = c(SITE_CODE = 'SITE_CODE', DATE = 'DATE')) %>%\n",
    "    rename(temp = VALUE.x, water = VALUE.y)  %>% \n",
    "    ggplot(aes(temp, water)) + geom_point(aes(col = year(DATE) %>% as.factor())) +\n",
    "        facet_wrap(~ SITE_CODE, scales = 'free') +\n",
    "        scale_color_discrete(name = '') + labs(x = 'soil temperature [°C]', y = 'soil water content [%]')\n",
    "ggsave('soil-moisture-vs-temperature.png', height = 8, width = 12)\n",
    "                  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d9523eb",
   "metadata": {},
   "source": [
    "#### soil respiration vs soil water"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "id": "2012d31e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 4262 rows containing missing values (`geom_point()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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b9Q0E94hHEMnFmPd5Vw9dVwg4MjwvGHwXCQh7CUEg74CiMsjhGpR1ilhOVqwHOE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\nICwAABsgLAAAG/4PlKM+hlRgTGwAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resizeDisplay(5, 10)\n",
    "res_soil_resp %>%\n",
    "    filter(DATE < as.Date('2022-01-01')) %>% \n",
    "    left_join(res_soil_water,\n",
    "              by = c(SITE_CODE = 'SITE_CODE', DATE = 'DATE')\n",
    "             ) %>%\n",
    "    rename(resp = VALUE.x, water = VALUE.y) %>%\n",
    "    ggplot(aes(water, resp)) +\n",
    "        geom_point(aes(col = as.character(year(DATE)))) +\n",
    "        facet_wrap(~ SITE_CODE, scales = 'free_y', ncol = 3) +\n",
    "        scale_color_discrete(name = 'year') + theme(legend.position = 'bottom') +\n",
    "        labs(title = 'respiration vs. soil water content', x = '%', y = expression(µmol~m^-2~s^-1))\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 469,
   "id": "f79d71a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 4262 rows containing missing values (`geom_point()`).\"\n"
     ]
    }
   ],
   "source": [
    "ggsave('soil-resp-vs-water.png', height = 12, width = 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6393034",
   "metadata": {},
   "source": [
    "#### soil respiration vs soil temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "a8013781",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 3004 rows containing missing values (`geom_point()`).\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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IcPrmOAfYUFAIdZo/gltE6icn68niNSueDLEykPwPspPqwM94HF0PN9Pv1KlsMH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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resizeDisplay(6, 8)\n",
    "res_soil_resp %>%\n",
    "    filter(!SITE_CODE %in% c('PUE'),\n",
    "          DATE < as.Date('2022-01-01')\n",
    "          ) %>% \n",
    "    left_join(res_soil_temperature,\n",
    "              by = c(SITE_CODE = 'SITE_CODE', DATE = 'DATE')\n",
    "             ) %>%\n",
    "    rename(resp = VALUE.x, temperature = VALUE.y) %>%\n",
    "    ggplot(aes(temperature, resp)) +\n",
    "        geom_point(aes(col = as.character(year(DATE)))) +\n",
    "#         geom_smooth(aes(col = as.character(year(DATE))), se = FALSE) +\n",
    "        facet_wrap(~ SITE_CODE, scales = 'free') +\n",
    "        scale_color_discrete(name = 'year') + theme(legend.position = 'bottom') +\n",
    "        labs(title = 'respiration vs. temperature', x = '°C', y = expression(µmol~m^-2~s^-1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "6ac9e4a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 3004 rows containing missing values (`geom_point()`).\"\n"
     ]
    }
   ],
   "source": [
    "ggsave('soil-resp-vs-temp.png', height = 6, width = 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91b21a93",
   "metadata": {},
   "source": [
    "#### soil respiration along with temperature and water"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "id": "6e1d2151",
   "metadata": {},
   "outputs": [],
   "source": [
    "## helper function to plot respiration along with (smaller) plots of temperature\n",
    "## and soil moisture for a given site:\n",
    "\n",
    "triple_plot <- function(the_site){\n",
    "\n",
    "    the_x_scale = scale_x_date(limits = as.Date(c('2019/01/01', '2021/12/31')),\n",
    "                               date_breaks = '1 year',\n",
    "                               date_labels = '%Y',\n",
    "                               expand = c(0, 0))\n",
    "\n",
    "    p_resp <- res_soil_resp %>% filter(SITE_CODE == the_site) %>% \n",
    "        ggplot() +\n",
    "        geom_line(aes(x = DATE, y = VALUE)) +\n",
    "        the_x_scale + labs(title = 'respiration', x = '', y = expression(µmol~m^-2~s^-1)) \n",
    "\n",
    "    p_temperature <- res_soil_temperature %>% filter(SITE_CODE == the_site) %>% \n",
    "        ggplot() +\n",
    "        geom_ribbon(aes(x = DATE, ymin = 0, ymax = VALUE), fill = 'orange', alpha = .2) +\n",
    "        the_x_scale + labs(title = 'temperature', x = '', y = '°C')\n",
    "\n",
    "\n",
    "    p_water <- res_soil_water %>% filter(SITE_CODE == the_site) %>% \n",
    "            ggplot() +\n",
    "            scale_y_reverse() +\n",
    "            geom_ribbon(aes(x = DATE, ymin = 0, ymax = VALUE), fill = 'darkblue', alpha = .5) +\n",
    "            the_x_scale + labs(title = 'water content', x = '', y = '%') \n",
    "\n",
    "\n",
    "    ((p_resp / p_temperature / p_water) +\n",
    "        plot_layout(ncol = 1, heights = c(5, 1, 1), axes = 'collect', guides = 'collect') +\n",
    "        plot_annotation(title = the_site)\n",
    "        )\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 470,
   "id": "c01243d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 1039 rows containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 608 rows containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 428 rows containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 689 rows containing missing values (`geom_line()`).\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$KAS</dt>\n",
       "\t\t<dd>'soil_respiration_climate_KAS.png'</dd>\n",
       "\t<dt>$KLL</dt>\n",
       "\t\t<dd>'soil_respiration_climate_KLL.png'</dd>\n",
       "\t<dt>$ROS</dt>\n",
       "\t\t<dd>'soil_respiration_climate_ROS.png'</dd>\n",
       "\t<dt>$ZOE</dt>\n",
       "\t\t<dd>'soil_respiration_climate_ZOE.png'</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$KAS] 'soil\\_respiration\\_climate\\_KAS.png'\n",
       "\\item[\\$KLL] 'soil\\_respiration\\_climate\\_KLL.png'\n",
       "\\item[\\$ROS] 'soil\\_respiration\\_climate\\_ROS.png'\n",
       "\\item[\\$ZOE] 'soil\\_respiration\\_climate\\_ZOE.png'\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$KAS\n",
       ":   'soil_respiration_climate_KAS.png'\n",
       "$KLL\n",
       ":   'soil_respiration_climate_KLL.png'\n",
       "$ROS\n",
       ":   'soil_respiration_climate_ROS.png'\n",
       "$ZOE\n",
       ":   'soil_respiration_climate_ZOE.png'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$KAS\n",
       "[1] \"soil_respiration_climate_KAS.png\"\n",
       "\n",
       "$KLL\n",
       "[1] \"soil_respiration_climate_KLL.png\"\n",
       "\n",
       "$ROS\n",
       "[1] \"soil_respiration_climate_ROS.png\"\n",
       "\n",
       "$ZOE\n",
       "[1] \"soil_respiration_climate_ZOE.png\"\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## save plots per site under site-specific filename:\n",
    "unique(res_soil_resp$SITE_CODE) %>%\n",
    "    Filter(f = \\(SC) SC != 'PUE') %>% ## drop site PUE for lack of respiration data\n",
    "    Map(f = \\(SC) ggsave(triple_plot(SC),\n",
    "                         file = sprintf('soil_respiration_climate_%s.png', SC),\n",
    "                         width = 8, height = 6\n",
    "                         )\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9905cae8",
   "metadata": {},
   "source": [
    "## Dendrometer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "8151616e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "importing and aggregating ...\n",
      "done"
     ]
    }
   ],
   "source": [
    "d_tree <- import_by_topic('tree')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "db543d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "process_tree <- function(dt){\n",
    "    tmp <- copy(dt)\n",
    "    ## keep only air temperature and precipitation values:\n",
    "    tmp <- tmp[grepl('^StemRadialIncrement', VARIABLE)]\n",
    "\n",
    "    tmp[, `:=`(     DATE = as.Date(TIME),\n",
    "                CATEGORY = gsub('(^.*?)_.*', '\\\\1', VARIABLE),               \n",
    "                    TIME = NULL\n",
    "              )\n",
    "       ]\n",
    "    \n",
    "   \n",
    "    ## convert all from mm to µm:\n",
    "    tmp[UNIT == 'mm', `:=`(VALUE = 1e3 * VALUE, UNIT = 'µm')]\n",
    "       \n",
    "    facets <- c('STATION_CODE')\n",
    "  \n",
    "    tmp <- tmp[\n",
    "               ## daily average stem increment per tree:\n",
    "               , .(VALUE = mean(VALUE)), by = c(facets, 'DATE')][        \n",
    "               ## time series TS from date and value:\n",
    "               , .(TS = .(xts(VALUE, DATE))), by = facets][        \n",
    "              ## expand TS into DATE and VALUE column:\n",
    "              ,\n",
    "              .(DATE = time(TS[[1]]), VALUE = as.double(TS[[1]])),\n",
    "              by = facets\n",
    "              ]\n",
    "  \n",
    "          \n",
    "    ## create datatable with complete sequence of days for the range 2019-2022\n",
    "    ## (so that missing observations show up as NA)\n",
    "    complete_dates <- data.table(DATE = seq(as.Date('2019-01-01'), as.Date('2021-12-31'), by = \"day\"))\n",
    "    \n",
    "    ## fill gaps in time series with NA by joining with complete_dates:\n",
    "    tmp <- tmp[, .SD[complete_dates, on = 'DATE'], by = c('STATION_CODE')]\n",
    "    tmp[, YEAR := year(DATE)]\n",
    "\n",
    "    \n",
    "        tmp <- tmp[, .(DATE,\n",
    "            VALUE,\n",
    "            VALUE_NORM = 100 * (VALUE - min(VALUE, na.rm = TRUE)) / (max(VALUE, na.rm = TRUE) - min(VALUE, na.rm = TRUE))                   \n",
    "            ),\n",
    "         by = c('STATION_CODE', 'YEAR')\n",
    "        ]\n",
    "    \n",
    "    tmp[, SITE_CODE := gsub('(^.*?)[-_].*', '\\\\1', STATION_CODE)]\n",
    "\n",
    "    \n",
    "    tmp\n",
    "    \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312dd6a1",
   "metadata": {},
   "source": [
    "🔥 Upon `Error in TS[[1]]: Indizierung außerhalb der Grenzen [index out of bounds]` check for variable name, e. g. \"StemIncrement\" vs. \"StemRadialIncrement\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "b1f4a904",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "res_tree <- process_tree(d_tree) %>% suppressWarnings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "07ff77a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "## add column indicating periods of known instrument failure:\n",
    "fail_periods <- list(ZOE_5082B00 = seq(as.Date('2019-06-15'), as.Date('2019-11-01'), by = \"day\"),\n",
    "                         ZOE_5106B00 = seq(as.Date('2020-08-11'), as.Date('2020-09-25'), by = \"day\")\n",
    "                    )\n",
    "\n",
    "res_tree[, FAIL_PERIOD := (STATION_CODE %in% names(fail_periods) &\n",
    "                       DATE %in% unlist(fail_periods[STATION_CODE]))]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93fc467a",
   "metadata": {},
   "source": [
    "#### all sites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "id": "2c65fd3c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 13500 rows containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 307 rows containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 13500 rows containing missing values (`geom_line()`).\"\n",
      "Warning message:\n",
      "\"\u001b[1m\u001b[22mRemoved 307 rows containing missing values (`geom_line()`).\"\n"
     ]
    },
    {
     "data": {
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AtIhc4gtH+aVMCuAYSDQ68QC0iL/iAkLgYIL47gogYj/u9euzY+BgHt1ew2unYC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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 900,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "resizeDisplay(15, 15)\n",
    "\n",
    "res_tree %>%\n",
    "    ggplot(aes(DATE, VALUE_NORM, group = paste(STATION_CODE, YEAR))) +\n",
    "            geom_line(data = ~ .x %>% filter(!FAIL_PERIOD), linewidth = .1) +\n",
    "            ## draw dashes for presumable failure periods\n",
    "            geom_line(data = ~ .x %>% filter(FAIL_PERIOD), linewidth = .1, linetype = 'dashed') +\n",
    "            facet_wrap(~ SITE_CODE, scales = 'free', ncol = 1) +\n",
    "            theme(strip.text = element_text(size = '16')) +\n",
    "            scale_x_date(limits = as.Date(c('2019-01-01', '2022-01-01')),\n",
    "                         breaks = '1 year', minor_breaks = '1 month',\n",
    "                         labels = scales::date_format(\"%Y\")\n",
    "                        ) +\n",
    "            labs(title = 'annual diameter increment',\n",
    "                 x = '', y = 'relative increment',\n",
    "                 caption = 'increment scaled to an annual amplitude of 100')\n",
    "\n",
    "ggsave(file = 'dendro.png', height = 15, width = 15) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ad63283b",
   "metadata": {},
   "outputs": [],
   "source": [
    "options(repr.plot.width = 10, repr.plot.height = 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2da930a5",
   "metadata": {},
   "source": [
    "#### stem diameter vs soil drought"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "a7ebbec2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "importing and aggregating ...\n",
      "done"
     ]
    }
   ],
   "source": [
    "d_soil_clim <- import_by_topic('soil_climate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "a8b563fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "d_soil_clim[, `:=`(DATE = as.Date(TIME),\n",
    "                   YEAR = year(TIME),\n",
    "                   SITE_CODE = site_code_lookup[SITE_CODE]\n",
    "                   )\n",
    "            ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "0773d95f",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_soil_water <- \n",
    "    d_soil_clim[grepl('WaterContent', VARIABLE) & grepl('%', UNIT),\n",
    "                      .(SOILWATER = mean(VALUE, na.rm = TRUE)),\n",
    "                        by = c('SITE_CODE', 'STATION_CODE', 'DATE', 'VERT_OFFSET')\n",
    "               ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d38c9642",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CSAUIV0uJHCqLnpj0F4lJjVc+4/e8ECAKVUPBIQDd+WEPcae1wl+KotI8kO4Ay9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ExVZPMjgltrCUsga+zsZ5ARAO5+Dg8gJZ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\nAK0xH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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 900,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "year_of_interest <- 2021\n",
    "\n",
    "resizeDisplay(15, 15)\n",
    "(res_tree[SITE_CODE == 'KLL' & YEAR == year_of_interest & month(DATE) %in% 6:9,\n",
    "        .(DATE, VALUE = 100 * (VALUE - min(VALUE, na.rm = TRUE)) / (max(VALUE, na.rm = TRUE) - min(VALUE, na.rm = TRUE))),\n",
    "         by = c('STATION_CODE')        \n",
    "        ] %>%\n",
    "    ggplot() +\n",
    "        geom_line(aes(DATE, VALUE, group = STATION_CODE), linewidth = .1) +\n",
    "         scale_x_date(date_labels = '%b %Y') + \n",
    "\n",
    "        labs(title = 'stem diameters', x = '', y = '% of max. diam.')\n",
    " ) /\n",
    "(res_soil_water[SITE_CODE == 'KLL' & year(DATE) == year_of_interest & month(DATE) %in% 6:9] %>%\n",
    "    ggplot() +\n",
    "        geom_contour_filled(aes(DATE, -100 * VERT_OFFSET, z = SOILWATER), binwidth = 10) +\n",
    "        scale_fill_brewer(name = '% soil water content') +\n",
    "        scale_y_reverse() +\n",
    "         scale_x_date(date_labels = '%b %Y') + \n",
    "\n",
    "        guides(fill = guide_legend( nrow = 1)) +\n",
    "        labs(x = '', y = 'cm soil depth', title = 'soil water content') +\n",
    "        theme(legend.position = 'bottom')\n",
    ") +\n",
    "plot_layout(axes = 'collect')\n",
    "\n",
    "ggsave(file = sprintf('dendro-vs-soil-water-KLL-%s.png', year_of_interest), height = 8, width = 8)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.1.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "409.574px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}