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This is a quick overview of some features

  1. {
  2.  "cells": [
  3.   {
  4.    "cell_type": "code",
  5.    "execution_count": 65,
  6.    "metadata": {},
  7.    "outputs": [],
  8.    "source": [
  9.     "import pandas as pdn",
  10.     "import matplotlib.pyplot as pltn",
  11.     "from statsmodels.tsa.seasonal import seasonal_decomposen",
  12.     "import ren",
  13.     "n",
  14.     "city_set = ["Stockholm", "Paris", "Berlin"]"
  15.    ]
  16.   },
  17.   {
  18.    "cell_type": "markdown",
  19.    "metadata": {},
  20.    "source": [
  21.     "# How to compare 118 years of weather data across 500+ cities?"
  22.    ]
  23.   },
  24.   {
  25.    "cell_type": "markdown",
  26.    "metadata": {},
  27.    "source": [
  28.     "## Station data is great but incomplete"
  29.    ]
  30.   },
  31.   {
  32.    "cell_type": "code",
  33.    "execution_count": 55,
  34.    "metadata": {},
  35.    "outputs": [],
  36.    "source": [
  37.     "cities_df = pd.read_csv("station_data/cities.csv", index_col=["City"])n",
  38.     "n",
  39.     "# Check that city is availablen",
  40.     "for city in city_set:n",
  41.     "    if city not in cities_df.index:n",
  42.     "        city_set.remove(city)n",
  43.     "        print ("No station found for %s. Continuing without it." % city)"
  44.    ]
  45.   },
  46.   {
  47.    "cell_type": "code",
  48.    "execution_count": 60,
  49.    "metadata": {
  50.     "scrolled": false
  51.    },
  52.    "outputs": [
  53.     {
  54.      "data": {
  55.       "image/png": 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",
  56.       "text/plain": [
  57.        "<Figure size 864x432 with 1 Axes>"
  58.       ]
  59.      },
  60.      "metadata": {
  61.       "needs_background": "light"
  62.      },
  63.      "output_type": "display_data"
  64.     },
  65.     {
  66.      "data": {
  67.       "image/png": 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",
  68.       "text/plain": [
  69.        "<Figure size 864x432 with 1 Axes>"
  70.       ]
  71.      },
  72.      "metadata": {
  73.       "needs_background": "light"
  74.      },
  75.      "output_type": "display_data"
  76.     },
  77.     {
  78.      "data": {
  79.       "image/png": 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n",
  80.       "text/plain": [
  81.        "<Figure size 864x432 with 1 Axes>"
  82.       ]
  83.      },
  84.      "metadata": {
  85.       "needs_background": "light"
  86.      },
  87.      "output_type": "display_data"
  88.     }
  89.    ],
  90.    "source": [
  91.     "for city in city_set:n",
  92.     "    # Get city IDn",
  93.     "    regex_search = re.search('\((\d+), \'(.+)\'\)', cities_df["station_id"][city])n",
  94.     "    if regex_search:n",
  95.     "        station_id = regex_search.group(1)n",
  96.     "        station_name = regex_search.group(2)n",
  97.     "    else:n",
  98.     "        print ("No station found for %s", city)n",
  99.     "    n",
  100.     "    # Get city datan",
  101.     "    zeroes = ""n",
  102.     "    for a in range(0, 6 - len(station_id)):n",
  103.     "        zeroes += "0"n",
  104.     "    filename = "TG_STAID%s%s.txt" % (zeroes, station_id)n",
  105.     "    city_df = pd.read_csv("station_data/" + filenamen",
  106.     "                          , sep=","n",
  107.     "                          , header=15n",
  108.     "                          , skipinitialspace=Truen",
  109.     "                          , parse_dates = ["DATE"]n",
  110.     "                          , infer_datetime_format = True)n",
  111.     "    # Converts to °Cn",
  112.     "    city_df["TG"] = city_df["TG"] / 10n",
  113.     "    n",
  114.     "    # Plots the temperaturesn",
  115.     "    fig, ax = plt.subplots(1, 1, figsize=(12, 6))n",
  116.     "    plt.title("Station data for %s (%s)" % (city, station_name))n",
  117.     "    plt.ylim(-40, 40)n",
  118.     "    # Valid valuesn",
  119.     "    plt.plot(city_df["DATE"], city_df["TG"], linewidth=0.5, label="temperature")n",
  120.     "    # Suspect valuesn",
  121.     "    plt.plot(city_df["DATE"].loc[city_df["Q_TG"] == 1], city_df["Q_TG"].loc[city_df["Q_TG"] == 1], linewidth=2, label="Suspect values")n",
  122.     "    # Missing valuesn",
  123.     "    plt.plot(city_df["DATE"].loc[city_df["Q_TG"] == 9], city_df["Q_TG"].loc[city_df["Q_TG"] == 9], linewidth=2, label="Missing values")n",
  124.     "    plt.legend()n",
  125.     "    plt.show()"
  126.    ]
  127.   },
  128.   {
  129.    "cell_type": "markdown",
  130.    "metadata": {},
  131.    "source": [
  132.     "## The Berlin-Mitte weather stationn",
  133.     "n",
  134.     "### Todayn",
  135.     "n",
  136.     "![Berlin Mitte weather station](https://www.berlin.de/binaries/asset/image_assets/3959959/source/1439800021/624x468/)n",
  137.     "n",
  138.     "### In the 30sn",
  139.     "n",
  140.     "![Marienkirche in 1930](http://www.stadtentwicklung.berlin.de/staedtebau/projekte/historische_mitte/umfeld_marienkirche/pix/geschichte/luftbild1910_800.jpg)n",
  141.     "n",
  142.     "### In the 50'sn",
  143.     "n",
  144.     "![Marienkirche 1950](https://i.pinimg.com/originals/d2/29/a8/d229a818aa1c1ca32e891d6b83d42fe3.jpg)"
  145.    ]
  146.   },
  147.   {
  148.    "cell_type": "markdown",
  149.    "metadata": {},
  150.    "source": [
  151.     "## Reanalysis data to the rescue!n",
  152.     "n",
  153.     "![The ECMWF grid](https://proxy.duckduckgo.com/iu/?u=https%3A%2F%2Fwww.earthmagazine.org%2Fsites%2Fearthmagazine.org%2Ffiles%2F2016-10%2FCantner_WeatherModel.png&f=1)n",
  154.     "n",
  155.     "## Two datasets: 1900-2005 and 1979-present"
  156.    ]
  157.   },
  158.   {
  159.    "cell_type": "code",
  160.    "execution_count": 67,
  161.    "metadata": {},
  162.    "outputs": [],
  163.    "source": [
  164.     "df_era20c = pd.read_csv("example_data/Stockholm_era20c.csv", index_col=["date"], parse_dates = ["date"], infer_datetime_format = True)n",
  165.     "df_interim = pd.read_csv("example_data/Stockholm_interim.csv", index_col=["date"], parse_dates = ["date"], infer_datetime_format = True)"
  166.    ]
  167.   },
  168.   {
  169.    "cell_type": "code",
  170.    "execution_count": 68,
  171.    "metadata": {},
  172.    "outputs": [
  173.     {
  174.      "data": {
  175.       "image/png": 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n",
  176.       "text/plain": [
  177.        "<Figure size 864x432 with 1 Axes>"
  178.       ]
  179.      },
  180.      "metadata": {
  181.       "needs_background": "light"
  182.      },
  183.      "output_type": "display_data"
  184.     }
  185.    ],
  186.    "source": [
  187.     "fig, ax = plt.subplots(1, 1, figsize=(12, 6))n",
  188.     "plt.title("Reanalysis data around Stockholm")n",
  189.     "# ERA20Cn",
  190.     "plt.plot(df_era20c.index, df_era20c["value"], linewidth=0.5, label="ERA20C")n",
  191.     "# Interimn",
  192.     "plt.plot(df_interim.index, df_interim["value"], linewidth=0.5, label="Interim")n",
  193.     "plt.legend()n",
  194.     "plt.show()"
  195.    ]
  196.   },
  197.   {
  198.    "cell_type": "code",
  199.    "execution_count": 72,
  200.    "metadata": {},
  201.    "outputs": [
  202.     {
  203.      "data": {
  204.       "image/png": 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n",
  205.       "text/plain": [
  206.        "<Figure size 864x432 with 1 Axes>"
  207.       ]
  208.      },
  209.      "metadata": {
  210.       "needs_background": "light"
  211.      },
  212.      "output_type": "display_data"
  213.     }
  214.    ],
  215.    "source": [
  216.     "# Difference between ERA20C and INTERIM data setsn",
  217.     "city_diff = df_era20c.loc[df_era20c.index.year >= 1979] - df_interim.loc[df_interim.index.year <= 1997]n",
  218.     "n",
  219.     "fig, ax = plt.subplots(1, 1, figsize=(12, 6))n",
  220.     "plt.title("Reanalysis data around Stockholm - difference between ERA20C and Interim")n",
  221.     "plt.plot(city_diff.index, city_diff["value"], linewidth=0.5)n",
  222.     "plt.show()"
  223.    ]
  224.   },
  225.   {
  226.    "cell_type": "code",
  227.    "execution_count": 73,
  228.    "metadata": {},
  229.    "outputs": [
  230.     {
  231.      "data": {
  232.       "image/png": 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n",
  233.       "text/plain": [
  234.        "<Figure size 432x288 with 4 Axes>"
  235.       ]
  236.      },
  237.      "metadata": {
  238.       "needs_background": "light"
  239.      },
  240.      "output_type": "display_data"
  241.     }
  242.    ],
  243.    "source": [
  244.     "result = seasonal_decompose(city_diff, model='additive', freq=365)n",
  245.     "result.plot()n",
  246.     "plt.show()"
  247.    ]
  248.   },
  249.   {
  250.    "cell_type": "markdown",
  251.    "metadata": {},
  252.    "source": [
  253.     "### Remove the seasonal component from all years and the average of the trend"
  254.    ]
  255.   },
  256.   {
  257.    "cell_type": "code",
  258.    "execution_count": 75,
  259.    "metadata": {},
  260.    "outputs": [],
  261.    "source": [
  262.     "# Loads reanalysis datan",
  263.     "n",
  264.     "cities_df = pd.read_csv("../Data/cities.csv", index_col=["city_name"])n",
  265.     "n",
  266.     "# Check that city is availablen",
  267.     "for city in city_set:n",
  268.     "    if city not in cities_df.index:n",
  269.     "        city_set.remove(city)n",
  270.     "        print ("No station found for %s. Continuing without it." % city)"
  271.    ]
  272.   },
  273.   {
  274.    "cell_type": "code",
  275.    "execution_count": 80,
  276.    "metadata": {},
  277.    "outputs": [
  278.     {
  279.      "data": {
  280.       "image/png": 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2MLC6blJeXNOilYU5MPjhO6d+99QKLFq/q7rMBLhxywfrzYEb21cATTOKpdnbDqx9QS8vEf4ZVJzlPPjj6+jypQ/lo5sVU/8bmH9jffouCEFY3gdxxs+erDcLhSHVmjKIVUovrN5ebxZSo97D/cqG5HHgvnC6MHPVdlxyLfGB3kuQZk69vGG3ZnKxL8yBfQJLH4y0wS7c9nFPgikm1vLH9bL2FmDPNr1800vJ//d0AFefnSyjJmV/jz8/aVCvRbnUGzTLAQH1BAdHg8cCMNg/krs7sp0G3DO/vpn+ajHsd8xZh10d+sdFNQEpcb+5Mpjxyb/OxtymnfVmY0CAc07KBnv5FNg3sOppYMvL7norHgce/Y4nUc/V6nZCAJ93PTD7WoIkQXO3x5p85yeB3ipEYKrb5B/8L10QlgMGNTgHGjzeQ4694XVNj+/evahufTPAy/kyL/7y/Bps3+PptLUvToIBiK7e2miZ9gnBeP3cenNQJ3g+3Ll/9SCVc6LsMTnqKusfazBoboj+q7F2+mjjq4bBrbEKwvIAQm9/9WPN1hOvbmktnGapRGuPAuoPVucHw5QPEOcDS1Ze3bzvhjI88+fVNwV7drnuzLRXOpzuXldvDioo9fsJeZz7hVWrJdq2ZG879y90OVe/6Snmn+/6mUaoXjfLv643PPrfCz7SQVgeQDj7F0/Vm4UyNu/uRF/Bwvs//e75QukBQmM8+F/EgQpqDqRJNlJP0UQVjHxNdmqFrburkM52kKCrNzmvfnTfK9ja6jceaWSDO+eu18rCelFFPHMZ8JJHVInVTwP3fiFHR0WvLAxonJ6PBDUxVWGZjKlswNqZfvWuPtevXj0x57p6c5AbQVgeQNiV0S41LyiB6HM3zMXKQZDEw3vtMdgvBthBbeC+d/ciPL/SHYJooA13KcV3qhZo8LEfGqD4wT0e9qIpMGv1drR7RLVJi46ewe1UVMbTlxVPc+OC4p2uutuAXo9NT6k/n2Z5wc1A3wDbbLas0stUB79qYPvy6vdRBAa541AQlgMGdSg5Du593B80Sumxk9jA7e7sRXdv9U2G1ra0o6PHJyygHzgP4QOzgHISvXOerrHNAw5/s500n1z1JCHv97pxe3s+Almx4onob5ECx83vB3o8FCK71gGPfNuPZhrNaV4UKSwXwTNFY2eTUlAN7xlGh6MbcAjCcsAgB/WRGiybQF871EFyO1VBydNsohrmFXnm0Y8fWJwisoM+Cy5/LJm8gkMXngLcyOMk2l/iXvPP11E3LSiaeabA26+Ylr1xEajHwtzVCqyb7VeXl2onLA+GZCcjxullRY9Pw9AoNFuRaNdj1O/rCMKyAspL+6N/roZR/MCB6SNVjTVvbUuxmpl7F2zAXR5arjQKj1WDwPwkDS57dKmzzuKNu/HJv75YbMc1+mauafabU7yEgWcbspfjqmdW4aZZTc56Jc69T37SPMJ6O5kWB678rVf/HvVYjcSKxucKJJZjnnQJx3WCxkEnJ/9PbnY8x3bGlcAu4ltnjLDhCcoU5/+OyU5vL0UQlhW87rKpWtmcxh114KR2aO3Uj7qjjHf0ArKtLfvx13/c/0rmthTauvqwcZdfPErf5fDC3+Z09BhgUM1s3n/VDCzf0pYo6+4r4cU11Zjntfm4L93sjrQSsjjWHh29fZozH4U0m1mfZy2gkqyVqNnXX0J3n6c9cOtmf8L10Cwz5t/v/BuBbfnSkfuDyHrnYy9dNKzmIOq4EWYYLauJegSWPgRcdTbQr2iRGSOibnjipb8Dd30mW1uB/uJ9DQYigrCswOQQkjVe7ML1u/Dwok15WNLQ1dvvfbTug1XNbVoZ58D376GPXx98Kfv95Fnrv3gTHU/UKynJvmyIodz6og278cyryWxTaRRwvnVrKZhOHD3cWScSyIrl6tYX1xZKb2/Dn6ev0cqotdSUQESFqc7jr9ACJ/W8azEvb3lxLa54QnG8Mjl7/fYkN0FeJc2y14JsGbHF9+lllB10t/6NyQ312W55ObLDriZs40Vp1Kn6Kt+LbvcU8jnQ10nQzDGjH/wqsGmhX91Hv0uXb1uil1EC9GCx7TQgt7DMGDuCMfYsY2wZY2wJY+ybcflExthUxtjK+O/++dmtH7I+52WbWzFzlZ6quKcvu0H+t+5YiGkriNSaGbFxl/6ickRCFYV6CZ5PLUves7Cx9bV13GtOZAtA3rFQBR5Ku593ljy/0j/F98HjRzjrRDbLORgi8OMHFmtl1Ga26A3uYAYZYQv5NjJf+fsCsjzr886bTKe9uw9akKHrzs9FE0AdBQ5Dv5QpBCU03vHJ5P9nXZ3/XtiQ5P9Lfdmd/nLFNGZmGsIx09reE2XtccFzwPfeTbGkKfzhTL3siR8l/99XpZTeVUIRmuU+AN/hnJ8M4A0AvsYYOwXADwE8zTk/HsDT8f8HLbJOT9O78XrC3MMXm3d3Fuv8mnPRSuMYRnefrb045vT5yA7yTa0Xlm5qJY9+ffJF5dm8AcCbfpXf2YaaB/cvKC5dd4n7R06h4DtPf3jvy3hscVLT+e07F2ra/H0VkWCslFXJwU/vh6O/yovBnu4+XPHkCj8ZZPfGlNRrICipWkHKDEPY6VLtWz1OHn1jGls1uerDNfBTKFKOf7eqcMoRDUOMRR6752qA4qfDw0Hwfw4qnpcqIrewzDnfzDlfEP9uA7AMwGEA3g/gprjaTQA+kLevwYo9SvxQzjnacsQUXbRhd6FrQtrXTH033virpzO3BYCLrsznqOE7FEUfwVMhtaoFn3TOX/37fKzfoWt4mwinyg07k/U+fl065z6fsYzSXfvT7CM2XS3tftoHz1DbuY7g3+k5Tx9YuAnqreTdjOxN6Ojp0+ZFGgc/E1q79IgAFE2f5EhUiLjmNr+4wKmUB1eeQpcve0QpsNEsWEDUzEIs9Ckt8mrie0AJx00zUrGl4Sw1qUk1wrKpXRQglFJrp1+ygPiPspb0GXx2tq9MxVaF3uDS+NYKhdosM8amAHgtgNkAJnHONwORQA3gYEObLzPG5jHG5jU3uxMd1At5juUeeTmpZSrifVu+tTgbMPJY1MKkemVrq39weS2rGue5o0/4rDPV2HfnCanV2tWbak51ewhbTS0duP8lXYB/ad0ureyWnLa2JrtTGaub2/Glm+eloJmLJTf9FDG5KaRJ0qOORakKSXFWbauCHWgNQJnX+CoFbQJ1W5eugPjHkmwpjHv7iflNrCIbdnbg5w8no83kNeFAfx9wp2K2UEutYjv1HVb6KAvJOSa1SchLdGu5t6FuP4XCkdWRrtzedD8e47iFcI7vtqxJ8673Ygm7lQgbSx/Q66hOhfsgChOWGWNjAdwL4Fucc293Zc75dZzzszjnZx100OBSy2fF6ub8ocmK1GqSgo+1fmFdo1TA8etgNMO44IrpaPbQFqdFLTKW7e7sxatKNI2hDYwUMNbt6NDK0ggTvlo6rw2TZ8SFamiBqxHj+cLfFhk6q3agN+fmZ+M7B/qJ+ZeVFrUmUc9vV0cvZq1JHjnnNk3von1FIngQ3/aqHhe5lxBMu1uBZsUJkdIq2jShA80RJCs/ol2Pvl4lYRn/Lkns2WMzucoZ/HuD5Og+/4aYLR9jO18Q7ShbcOGUOHxMxn4QRwIZHChEWGaMDUMkKP+dcy7cY7cyxg6Nrx8KYFAb7BUpa/keLduQ9cPr7WRkqZbHwU/VDJU4zy1EDEYHP244ds5r/12NLIWqcDu3aSd+O3VFoqyBMZSIBZt6tr7mDFHffvXWtrg+cv5mGBf//jlsa6UdhbJudAdaqu3c2s88fRPrB+fcmBVSjn1vG8M+D0eOJo95AoB0yhZzuVfy3KP4Ee9B5sdNai9tmmWlp8bpwPXvTJb979F0X6pgTmkVKZT5GGA2wlnRE5vdkFp1CeK+d62rlIlJsEryQzJG/+BAD3EtzfvY7Buar8Cxo/ib/r/R3zE5lJw3XJy9bY1RRDQMBuBvAJZxzn8rXXoIwKXx70sBPJi3r8EI6sNw7fT8u6msSxQl0NTys6n2X4SwrAqIn79xrmbjO1hCx533S3/771phl5Ty2hQ7tqe/hPWEFpl6tCZzBuoZ+U6NR192x6qNzDCSZa9uadVCfLV19Rm1g9s8TY7U14zndC68cWZj5rYUfnTfK5jbVJv48ZQznwoO4C2/fjZRtiNWKry6paKxs8kUlM17VlCZI8Wm/Ionl2vXZFBrbDpYz/WIIkW4puyITSYPK5/0Y2n7Crq8njvAIjd8D309+uu8H0JYTgPO85tyyN872xhUfUPMlb97N4rQLL8JwKcBXMAYWxj/ezeAXwG4iDG2EsBF8f8HJYY2sELn3bTl+W2zs5826Q2pb0ytpn/T9o7c622vEqNp2ebWQetQtc3gROQraFVjUyBTtL0H189s0sryOlX6Ch4+taKIC0l+trf14KpnV2l1TWx/4i9+jpAq33mjPfz0YXcWRhtUTfLm3V2a43GtQD0r6jkv2qDb2tvQ52GG4QvKREpsynv7dL+L5P/j+tWQI6n3YaeykVp4G922nQjFOOc6j06pGxE3SYkQBd746mfddQqFg/ey7XjB35fcge49NlHVAjUne/1OcAYTioiGMYNzzjjnp3POz4z/PcY5b+Gcv4Nzfnz8d9Cmwesr8QGnmcx63O7jmCWXkaHIcgyFqvF91++ey61ZVlOUb97dpWkvGYrd8AiognoapFofM/eSHdNXRJs63yN7ysRH5fuuue7U5NVCFHEhCeoZFDFN/t9dSefPIqI9ZMXsNS343j0vF0ZvR04zsumEskA+vRAQoyVPP9s7k9eESYZv1lbqmebWLJuMuqMfxDXl/5vomNPYqscE94J1oaKMu4dm64dChy3Wum2cMsJXs5xVEDVp6LPyXY0dWVqatRLK64yQwY/A4o0VO65bZjUBALbvyfaBSPsO+KZIrfbpl3DM2kN4mPtgR3sPHiOyaq1u1kMyVcPB7z4lPm+1xst1JGtCV28/PvXX2e6KMXz5z7vxkAXe22ZHETOGD/VbJnxsluetNQshVhnBAR+BnsrgJ/4nb+Lyhpgz9a3O81qZDXf09NNhzzL2n9dB+R+LU6R3ToGnX91aFboqZjfaY8han+scn8QOaR+Mb32fWe05823q84Yhelk1UGQmO18aeTXLuwpQFshjXqsoKa1EPPDOdCc/gx1BWCawRoqxuXRzZIx/0wtNznY3zGxER0++o82O7uKiGXT09OFJj9BJ1HtWKq+F+uLhI5isbWnHnz1tsykBL432qp5mc/MV28aF63d5mYC09/RrESXSwndjlQZUwgbfkGmUYi93psCc9dS5qvET//+5Fc1keVEoVUMC9wWrjllV1oyEtlYrpZCYZKrquIhag4o0wxCQ7fDF6eKSTclgT6ne48cMKYOdsAhFz/7CjwRpMuHTtUUQIyNl1EhYrga8NcvSmFAh3UygUoFXC0UKs8sf08uskTg8sac2G9wiEIRlAr2EsOPz0b9m2urMmti08NEgbm3txi8eW5YoSzutSesoDyJpbFWpqq/zyHAotGU+Y8Hgq31MN0Lz1iaF5Q9cPRO/fzp51LZo/S5cM023i00D6g4ph7q/zcjnCJY48o57/fU/Kt7Xj1u0gr7RMKoBn8dGxToW95gs14mZomP4YnbjDu3IvlabPN+5T4E20Yr+TluRLcCRjRXKVpiqTm2mN+32iNubEllMO0SLzPb61mdVD3NAos9y0pQCNcucV6JS+EAd34f+3WG24YE2x6kHpcltIdZ207Of9zcTYSdrEnG/aq/clYJmHgwsE9VqIQjLBJIf/eh3rT76vlDZaW7r1jQ9P3t4iRffae2xqdrzLcfrLjRktMNYFmv9vZIZsNode7+8IRmOafPuLixYq3vX58WsNcW7AchzQfyWp5UtAQ0lWOiKXPPD8n0+lEbTZCcqF0fKXVpg1cq1EId+vNlgmua+Aplqm+/fr1lD64ItYZG/iYzyf8t642uKQ1F4/5mH+TGUERQf1fksWAahHiH/qD5t0SOyDsqml4DLJ2fna9tSOp50GsjtVz8L/PpYtdP4T0YzjKzafSeqPC/EWFObGfk5lIg1qmPQuqslEIRlArJGQKQPvnXWWq+2eaes97EHdLebAAAgAElEQVSzUvE9f3hei6QwbXmztm6tJVIfpxUE1Bi7AO2g44vsbSPG5VsUWc3SCGkJilVZczieWlZ8mPGWKiQ1odL8QhE4TaBMOHKbHhAkZ0vOV8LsyWiGofzWNcvxX6X8SzfPS9oxF/AxMm0Kpy71O4rcsjubdpux7E5nNktIX5I+oeMEqI1DLWJC32tI8kTOaQmkg2hV+c1DO2tbSngXwqI0ACIRSlYHv/WePhy2jUORY//od3RNtaAvxzpOszlIyx8paBI0Xrk7Hd20EPfo4kfNBrgXIQjLBOTF7sU4O1NbxjBL1Vo21fdzW1s3vclX/n/hb5/D0BSaXN91oJPQelX7E1fxMakw2dNH98oIu82/z15bjvhQplkAX6pgQqX3TQtK0MpqM2oDlTLYV1CkhIQ0sjLZDxmtolKvPAQGFmWeOBHTm7bJj5x8fSOd+D4HtSfBWrWdert6S1q4M1/YzDC+6JnKPI18IL875WgY0vWy2QzZT/b34TuG1PVXP1M5Yq+ZTreusXN9+xSLryRCiEQoHXYHyNzYTWxs0phv+IK0L47vW9jrpoXp+b14DbB9pV5O78b0spo522XYoNRjzlYBQVh2IH+A+dqBeq+odMN9JY62roo213dt3mqx23xa0ZwyB90iIMjLwr8QpNSuKX6mLt2KS6+fk6RZANMqiWdeza5VFoLY1UQs4CKTMAhQmj05QYNNcKbatqaw4bcd+au/BcSTN5phSL9LnDhxsAigvqcRd87z06aYbFh9Y4JnNQX7n0eXYg6RgKS/xJ2CfkWL7DfXfv+U/sFX54yNEpk0KaO5hy86LSniH1hIRAEoHNo2iqhTwLueeW2ztMsyJ9MIttYoD9K1HY3RXx976Y4dQOsmw0Vm+K3wQ5kb+MA2XGRsYt/xrfbHNl6jqh11YwAjCMsE5I9aGnkkz4lzEULa1t36sXyvwUNcFnyPOmC0mS/pt+2jon7IZze24JWNuw21i8W/nHtk+XdZ20zUa1JMUFSvdgC476X8H0f1Ueaxd++JtZvU2LuOiLOAEp4OmzCq/Nt+hO6mn8fGkwo1W4mO4EVBmxjiv/Iz4og2Ir68/uQBv/i1mglIwfauJk04NTabd3XhizfPw02zmqw0qRNv24bpyqcMcWQTRM2XqFsgN0kFDp4tTbb8Oviu0alfyyKP8Xes0cv6Y8XIze/LxotVm5LBdrevIPMxwrfIyyb4lbuBGVfS1+T7t41FrZRorvuZ+pPa8FGGzSRn70YQlgn4LIovrNqOWauTx009ORJULFiXzgGMeo/fe9WMNBTKvw4eN8JYy/cD8dCipJA5uwrOZyqEFspLGGUM9yuCMBV79vo4mkSezYsqTDR4vmW2PocP1TUmVHKHvJC11YKdcSP9bBCzjpmwk6Za7zdqWPm3eN6NpN29QbPMk791M4zk36he1EiuWcS30UckKpU4lhtCkbkcYTsMm1nq9Vgeh2ijzKdkmE5q8sAmbO/plk68lL8JGsQDqYepXCGJZlRhw9vLkSjrJuZOX75ILmi3nIyZhM5MSDuW1JMrcgdKGvvEf6RnRi4OBj6swi9lRzlARLSSRbM8iE7f82CAPInBhxdWt2CudLTJOacd1TwnknAkHGgg9u7J6/H9qRrsmavz2+lSEA58Ud/RX8rhUNU8/eFpwh7Mgjzvv9rW9mzlj37a9MN54zRTyJMFzUfTTQlub79imrH++SceXP4tWJNNfoSwYmJbtW9etW1PIqlGt80EomDN7weveSHJG8FzW1cfLrn2Bf0C3Ml7hsQV3vOaQ539mK7J75d8PSGcmsbaY8PiQmeP/jx8o2F84/aX/Dty0E+LuYSZS7GwbR1cyDmRb/lgvva5kPJ+ixQu2whTjfILkVExdvCp6ep3es6rmX9Mz0saPP8by0X5GXnOtb58WUDrgSAs50CRmqe0ttGWk0MvJDRptn4y3lhXb3YGX4gFbTmhivgQ//DeSgD4au5n89Ce7ZkqF0gKeUUeLWdFHmHZp+ntc8z2vbKwJdvUl68T0U/kqzRNvb1s0nLPPN1ZaGe86a1XemrTMFL8tEsbLCFMH3PQmEQdym+hTFMheeFvn0vyEjOjOsJSMC0VrcqzTLukyBsewe/2KkSCcfNhxu4c0YDSMcHp32XUfw1xwjQBKIe6tcTG8ckfm+n4HOPZJqBT2M6zaXG0o9Z/X8e97iqbPJ5+Sfwji2aZuL6zMS9HNUcQliU8Gzti+QotlNY1zYdATvsqBA3fo+wi5Sprlw6bvaJOYPokE5brZzQBAJ6UQmqJftQkICbktQGn2j9QgD2zCn/htDZHXZR2mDvmgEDe6Bxy60279KNjKvpJuW+PrufGm5hE8/h3nljEWSEi7SRYt/RJaZZ3dVaENFukCBNcGwIhqN45d71UZqpL8/jn6YQdrQfEppl6tl+8yS8SR7VR+/2tNBi71/k1GQCb8CQMM+iZy/Syl27Ry1Y9rdMpLw6+CVFMY+IYq7ya5UW3p6tfq9ThLow+IPobHPwCAOBzN84F4CdocXBFs5x+wjTvqRxFiPb/UNJTX/z758m2h+43iiz3hS/vK7ZWdvt5bLJd2EloZuQUxL52i7b6aUC1v9YzfXcadElhw8T9yMknam0Otq5F10KSodoI2BylVPgK1okNafyfc47ev1xmS3+s4icPLonaQD9WcYkT1XgMvxemQQpxKnwfANqkkaxXnHBUdv53KTQhMiS6+/Zl76V1kVbt8P11B1OZh7xp3x9aZIqMkAR131Sc7kzvbL+nZlomToUaqyZe/FMxdLIMUL/0TpBOdvFvn3Hc2Qj0mUzjPLWkLpvlTO8g9YITwnI1PgqkTZgU/33m79O13QsRhGVPuBIVmabL07awYXJYrPivGvVg2WY9YgMAfOT19mxVfSkEWw7gnCkTyWv3LqgcU//xaT18WVGviSuWb1qtdt6oahTtDTuLtyvfSaTt3bir0g81LraoJHkhh8oSmn3ftTCNCQcV9s7Vj9is7e7UP4hGm2XPk1rq/V5co2gu8jMW2mYZYj607NHnipwt0m6mkpU36hc92L39pdx9y89BaKl/cM/LWt/yO3LfgnwnPtSY1xzrZkn/sR11Z1nYCpoR6+e461QLS+6r/O6NHXwp7W4rnVwmgdnXRtkCKbgWobya5bTIYoNdTkWeE1Rq7j1UAqUgLAdIOPagsYn/7+zoJd+rN/zy6cT/p/lGLCBo3WPIKgXQAoOMDoeXu6wB4hzG9VQWgHyTNGSBy4mHuh+bgP2wp7ZIxZY4pB5FWx2iC046WKuTFnK0B9GjyxbeNy5vFpAZ1Bz8CKSJ+0w+O1JGqBT+9fnoOP+Bl/RnazYNoJ6jHB7KzGOtbMjlfv71lvna9aeXRR8oKs75v92q1y8SVGpr0xx42/9N85oDwhnYtel7MY6oI5teVcMZ3zsknGW9SSpOonqbM2ZcNPUOAOimEmU4UNQ8LkxALE7FkhlbXnHXsfWZGIsqCosjxqVvQ0VEafPLEpoAlfzlto/rZb4bjEGOICx74uLTDkn8/7bZSXux3As28cJt3qVrMsUR/Q/uzfqy67h7/np0G4Rrl7awqNSuVD9y2fcMGbaKhohoQt1Wb16vSgLybc9v0u2xy/qkGq03rnTDNodPcWxeLQgha9Nu/b2QeZRPVUjNcmI3In7oAsXYERnT9qbE8CF+y3CeeN1ZQekzTSHq0qZfz5JCvBpJosiIHykxr0kX6NNt2D3tOK56vV+9amBP9uRKCRTF99hJxdN0gTIBqWrfWWgTbdY862hCtKGEbtKRsI6nHTVEEJY9QT1aER8WyLbwy6DewfU7dfvRO+Z4OnWkwH0LNhozrcnCU1HfaspEhPoI7pBMFPqI5Cq1/lbIET627+kuPOmKPJ9UtMjmGlVcZ1ya5WpCfofK8X25fl0uE7Gz5fnjOnWhIjtQc/vQ/UZW+rZMNrmtq29Xewq+8zzL++A2fxJ/K/X+PnstWTet6RPlXOi0Ha/CZHx8ceQnYkrgVOlcLxLPzidaiBXyJLjmDUTfFG8WhqoCor9h5oRWqeg4mxBtxk/O0LeE/ixxuYkPNYkMzyFtQpg0SEOnzEeGhWfAOZMWhyAs+4KYBHK2t2wfKv13reaa+vFv6+ojBQI5OoJvvFMXXBEXdnXotplUP9THuVZry9zGHWRSk6JBCmmF3aNOyKU9L+wA1fHsKCGNarMn3uTNXEXbnVL8Ujauz+ZISS5DjnBTFMRGQF4b2i0xuX+fIqa4LLBSKdXLsoFUZLPdH+oKBu1APQ9ss4VNjO53xVYp/nteRsi0xwSqsXNotwj95HGbJ68uOlmQm47nBoTqs1ZmGHl4rBVc/b1yV234qDKCsEyAevTVlmFJB98YcnSEouwo1W627+nGWioSglTR9i0ZOcx/KlEaJVkzSIWHe4YQZrJo8XyR96TAux/CyXOIJHBUg4uTDjHbwfVT2rXErq564yJTpk4a/G1L7W0oB7875urxn7Pcdpbhcb3T5ahY0ntz8yxau5sHVEZI8RwS8cAtNNLYrWfB8KH6wyvqXXVq+C3XZK10NnOOLOs60U8W21QZzcvN17ppZ/MBhTSabl8bbPl5bpynty1sTaS8jO/Ty5z9FWS64X1fjnpP/EdqbgYigrBMoaBTonRd8sRfGaaIGLn68z7B8zumTZOEhLrHLN/Yyx5Zmr6RJ+rpk9CgOl8qyCscvOvUQ4y0XVn4qjks8vO8JRYGR0t2w9QcySLg+CYbEY51LuTdwPqGrcsjzJnbVFoNIbTCl96gR0BYYzEXqjZufbH4TYJANeyhveE8gvcUZmb+zq+eCYecZm6zraj1tiBhjio77PV6mZEk8c1yHXm1xOFDe+V3gGizfrY/HzZM/Un6Nnnn8fRfp6t/35fz9TdIEIRlAqQHfZVVy/95/2IABtOCDPTc74vdFMKXzuMZjp1JIa3KGikb1AxjQO2Og+V+Zq4iUoQTjOS2j7SACnhSDcUyReflDRUHQZGG+sCxw3P17XTws+C/4rjMLsj0MukUnTbLEVXZRr4aJx+UsLwljuhQlCOvDOq+J44ZrhdK2EQ4PReFopz6CxupqmgQPfus5sahqBeZEnZH7peCpq+Ch7APS1yOy8ZL4Vwbn9PrDWTIG6HmV9O1TWTjCzbL+xSq4ShTzb6zYNRw3dOfSipRcmg3qHBWWVCUsJzlOVxHZBirhnBAQe5GmJo0SELLRVdO19rMWp0vLqywaaXu0GX+UNg8J+jIDp1UyLLCNH+SlNbY0q4WDVj86vGUH7GUoIRlgVqtS/uPtgvLVESQwjZwnvUOHDui/Ls4nyyC0Ct3S0Sz0MyDanZI0G6kk29Z8ci3dZqTTvNvX6Kiurg0RhYN92s/XSlqynA/3qjCJmrWNZk4KaTvQYIgLHvC5cxV1IL9u6dWWGkW9VGnyNw22263ScmzWWTcgaZZpgS3LYXGSDWDTHYj/d5GzLsGQqhZtY0I8+MA6eDniKVNPbsscZ+pNnIWR2HaUA0fHnn0RLi7PGHZ8oZ0c6ac9jzxybvBa2oxm1fMadqRi7YvXPdgE+ir3bdYJ2T/DJqbgtay7Suk/xA010wjus5rD1gqhk5apNVmFgHumdypS4p6lMV0wxe+64gcMo9Clr6puVRNDAbthIIgLBOgptrfZ9tDthW1tHQTQkQ11i3KYY7WKsq//Uw3XKD6qZWw3EUlNyG6rpVwQMG1jowj4v9++eZiklM4k5IQbZpTxtcFkpnnKIwarqd5vfGFJq3M6RznaVKVRwaT4w4X9Y2UUzhX05b2ySUVu2xqAyN4c22I0mQMFShqrLYVdLrluwRlehxZkom4sG0ZUeiw7X3ZEZmgR/A5wMwwisJ2KeKLLx9yjGLSdCODsJxnDPY7IntbIwoS+PdiBGG5IGTR6ria5Nl8udr6Osq4BKUsH3KqxS8fpxb+4iFSOMsgPy+OTUI1N8YuTeN4KeufQCKChuOZnHN0lNqcqkVFM5CjpBSl0XTNm7IZRmrKKh2/er5Of9UA1XNrZyU0XDU/WQvXF5NIxsYjtbnLQgegn+cfniFC3mWBp3wjz3dqs0bOuVVTczBmQJaj/g3z7Nef/nn0t0hB6ZQPKAVZBLOChM8Owi/ERadXspOnTDfIvomyqf9l77unKMdZT34Sl4nrXcXmETCisPuuLoKwTCCbzXKWflwCQ/RXNgEp6pPuK/TIZXMadW1rtk2C3uaFnHa4FdrFt0kTt7aIvt2JIvTrsrD8kCNz2HnHHGDs25mxsWYh9cRfe3++kSTy4rFXio+fLEDavUqcF+VYVut09QJthpjQWeZSVf3OPPmpgsVocUg7QA2mjUyBd7H0AYV0BmHuhT+m7zeLecSc6/QyOWQeaYbhaZpBpY+W8dKt9uu+WP64X72mGZXf1D2snaGXOZFBQunUQ8UORARhOQNKZErg9HR8m6RJmNDR45eVyFcjLGfOo9LcZrJZTt8EI4j4qllAHbe7BLLNu2pjv+wL2pa9cmOmdMQ+cJrD1Oi0rpqRByjak/YboRdK8A2NWI3NRCfxTmfZpFImXi5sba1+4p008BZoM4yPrynYyGG6idDAQUpR3jROA+0IPkuq7SymEInIDjHWvSg3IugQ71WDY45Qfc+/wd7GxoMM37B1iQQ0BM0R4z352TcQhGUCQ4fYd0cmTUlaeNvIGV4OanEXRc51gigbQxyXzlpj1/imNcM4ZPzITOvw8ZPGpm9EgDpuv4UwSZHHtoOwc64mXONDZy60ayIpm9Isgl1R9rPuT3pUgzKbSdWPJ79OJzuC4yx2uqbeiQ7LKMrMgEw4U0Vsa7NvMrMo/rw3URlu9TdTV1ivz26M1sLPnHeU1E8xihMSS6SEFLt152sSRTmb1ToaRm6bRIu2+rx/929DZTBd9pDUhLj+zGWe/BQE51j5inVyzEvivg49w5ul9GCG3wMXQVgmMCqL5iDT8b+90aETRgEA7ppHH9/YBJdmx4eKapvFqz/1qR9DxrHyrOfTvwJKE3vdc5VwctRJQlGghDBXb05HTEdYNqqNLwpLMe65Ibhnvv3osigzDNfGgbpvOd19mU6GsejsJTTHjjZZZCJnwpkc05wav+dWOOxDM/VTPewk3hEZi9ZHNpyudbKw04UdekjLmqGq9i4ZzDCyCFSin1lX0f2QL5FjA0yGmyMw4Sh3ncxwjNW5/5aBZPVMtPYWBGGZwJgRriMUqqh4+7vTJhPHII7sbuJqZ09l8rdQ0QqoTXVB9sc2MMZqZvdK9+9XTx4LKv50EfifD6SICSrBpWUnk5sUBM6BYcrJS0t7+qN6t4MfXT58SHLJcsW5pW3C/fsT+ANlt17AND7ziAn49p2L8hOC24zANY/Fe1lYzHNnKDYzD2aann37VUtFW9zPfz9USVYzwIwV4ORIu0lDfTLSRlEoasedoR/n9YL4OOZtGfr2RJ9jvR0+huiO6C8REo+4vidn6vS9DEFYJuB6b9fu0L03XdETyH4cL8xfnrdrFmxayUP2G1kuoyIcdBZkWpD2u8pYRvtu7+NXe0Xf1MRH7D+6/Lso4WGeEo6uo6ePFGyfd2ToO1R6tgLyXOgkNOXqHXz7whOsfQicG0fOEChxrtlsylp4X/gKJioalBXLrVn2+zBX41vtcyJRZLfrdnRYr/vO44cW6RrzNKimI6HviGWxWX5htX2T6X1KUU8Juig7lXUv5OelSLRnsFmm4NxJO+ZuQktt64coK+qk4Ob3FUOnJJ9oEQxvt5slkejKEF1nw5z0beqAICwrGE3Ed1UxgxBw5Kn2wELzx6YzRUzWuU2El6ivDaZDithMJN3Issan1UYPaWDZtD4Z2lDwPcw779gDyr/zOMzJuEGJE7xxZyd+9vBSrd6yza1amQzOgTOOmKCVpcGVT63ATx5Y7Kw3lrBjV4+hswgHcx1xrE3zKnWIt5jMeocgWRRkrv+xZIuzvulusozpfkRIQRkuYbmjO5rn1NrggsyveHZyb3sK8vOopiDa7njP88mhtYrb4tKWWvrZ0ShVG2hmGEX14+izmve9VV/rrTjg+MrvIvnqiNdeeR3PS78/fr/l5CZ9hFlTT4fe99oBtjEzIAjLClQHtPEj/WKEypoM2QRCRa90FJppejrMMBxNrEgTdUMgrdK1gbGamHuY2uzu7CVq6pDDxRUV1s4Xjy+2C1klrseudY0OJfCrznOUrb6aLbDEuWb3ncWsxuW498BCOvxd2uQhYn76Pvc06HZoUKl5rmpdd3bY7WRNoEbctVa5hOVhccSZvN9Nqv2P739FK5vTSLxXHn0fexBxzJyejAbX+FCOwP5jVSN1s8zQRiJRkcqw/P8O6XlU04bVN9RatUFqlqvpzO3QaqvXho8217F249iMtBAOw3nHf86fdTrUc95IxPmmwvUNQARhWUFDA8MXb6480M+cNyU9DeKDvrtD/1hXMzOXTNpXGzfOc2OQ7CfdPTDUbl2k+nnQIIQNJLzzVHs6U06YQrgSJawlUhmr8+/i1xyi1RnCdGHZ15TFhkPG66YkPvBxQk3EKK7isT3JifwciBpqJjw54YuMlzfYjzNFN8dIgqPrDihzLAouodGVctp3XVu80X6CAgDvUt4FjvzpxasNcs511GrDLfVNafbK1UQ9mdcajatvrOJUNL0L7dd9HficoPpOO74Zn0e/rw+JIxpGGgiTDue7ObDfXRuCsKxA/WjScXmJskQbvZGwEZavZIsiYG80NGY4i7bvvGMPTN2G+jDKqXpVMJaNtxLn5WQaNmRJf5wNUT/ffEflqGzl1rbyb9JuU+l6VfMe7CI2UXIKYgqRwGAmTT0TalxUm9oLT9aF9CGKMx/nfsudK6zaym0Z0/8qnTufN0/+BdwH1b7IpL30fOmfXW4/5RF03nv65Ao/5KlypdBlQy0ipqjC8gkpwzZWxrxCp4WINOESuqk6nHO/DVPNNuR6R04zjP5iTFKqiyoM4Pb4tE4eoHJCilpplh3a3Wpo1NNORlFfnuebXsrXH2mrXeSYM+Uv7CHs6mrYnw1BWFagPsIez9ik8rNXj64Bk9d++glDCVckHxLp1q6oTVGOajIokr950uwYwCJpOTVWbN3jjPmsghSKChsCHtOrENwmZVqkhGWV/5mr6PuR6VAoEQKDy2+FpuOuo2qWOfS5TPXnik29nYrQ4gEvrSIhGLsy4mWx03WBYtU3DKF7E+BHJ0ucapX2QeOSCVuozZi8tojr8q22EzbLG3d1amUq5SGKRyc1/2SIbKdZsmCOHJb+c3jRlc+lboOtuklKYUjcF7FTFGW716WgkwOd0glJOfqCRHv+TXGRtF5uj80EevX5YQSlTc1is+wbzzoNeijFQMrxbbc7fdcd1EvpWzZIEIRlBWo4r2unr/ZqJy/ONoUJy2BzLMPXUUYm/cvHojBAW1qLFwioe7B5wzdkk5W9cd8CR0rRgiDuW04Y4VoHsmyOaEJ6X7IAQ/VCmdioQg81bzUNNmGG4bqrIp3r1PumxvyaaZV3Vgin1YlMlZ6o74bVpXSl6FACYpe0afHlVtV+r9ia/NhTt71kU8WkghP1qL67PBxnh2qaZftGYtH6inD2vXedaKxH3cOpk/dz8lM1FLY2eGpGXU5VRWlYKSFPNnVoEdpmqb8Hv6rXc2H2n/WyfsIMZeXUyu+aazd9+xP1sgqWvv1I9Ht1Mz0NY3UzvdSoila7NgjCsgKXR7kRsmaZWMypaZ9luiSEItIcpIrCgYMfCqqAyMCqytvzKyuRSqqZXYsiI9uopo7akLLvEyaNS5Ql50Xl96TxkVZw/9HDNTq6DavOszqXSyVC20wMhlyjSOc6lR9qlG39vfk4P1OjM5VoI1lA8eYrLLuqCTMW2RG1qO+Putf14VkOf+3rv+Vz8qOdoMDPydP1nlPrVmHZKZ0KTfLOC+k7MfhUPz3t5mvyuJJZ6XKibJ8j8Sgc3l2OYS6MJfw8Hv++3rcrdXVWvOuXyf+TzzjHN8FnblrNe6jnnVL8O+dLlovxvcnva1r6Axx7190UgKxCjjwVhdmDC1kWZ/lDJgRjStusOhIBHprNGkWpoLLJFYVE2ueq9ZJN6C7CMQ6I5s2bj4+EvgXrIpu/kuEb+fGzjwQANG6vaAeFgKUKQfSpGeXgl5n13LB1TdnKC18BcaeuVPYCbz0+vf2+CmqcfJ3sXPNrqmRe4R3X3XPO6n4b7jGT61RCx9nfRYrs5Y8lk2EoOWjikw0nO2jv7sOGneZj/GqaaHn7ReQVEA29W7GzqaB+MqB8jxKPzfHzlseibJ/rMY57Ytv+U4jYw33SSeouPZIJ+cAb0ju5AwDGHGS+5rIhNl2jJvoIIlGZgIhxnLC6oUxxYqS+VwvPgtdEP0WpCAcGgrCsoAhB4H4iDW6ZvvQ7zeIstGWUgN1M2Lh+7x45K1j1pBvXt19lt7uvH+/+w/NV48dtpVa9l9Wl8SpqkyA72VGbImqOXP7Yq0Z6Qsik2KccCX1mU15zIzPddPWnL08eAzP4zYGsGxv1HAVICp993j4Q/oMm3sGihlndRPlocmVfCtG6RH20JUwl7KmXKjHG1ROU51dutyo0xGObuboFt88x2+X6arqrgl7CLKmaR16kU5tU1jSjmL594XSsS/HucUIzbe1TqkeFLMv6HKquQYj5arDkgRhMJg7BwW/fgOt4X7WzA0C+/2mmS0dPpD12HYkKProSQpTbNOOIiaNwnPJh8oHTkUb5f1HaVWN/UoddhJOZzzsqTBfSgnLsrAY49HGUUxmnPbFo7YzmFmk+RDjz6c/QNQeKWxg1HqX/M0I4XbmtLVHmO//8QtTZcc/89XHflbJez9Tpd8z1dzQSa8JfiEyKWd63v85oTPzfZywWb6ykzi0R2ixqrNq6kidi1OtDraU+r5mrCvWOfP5NU9yEPeB8/W58D8FQQaZKXF/3lQrxH+nakz+Of1hGbdT+OXmFHPgAACAASURBVBmT+ZH6Hh1HOMoae1nUuemfo7+z/1TRNlP3s3525TeZjc+iibXB9o6kfgdF33JoNyEs27TBBO82AXrBTSn5orTHWRGE5UEPal4/+LU3Jf5vsxUG6JBIqjaEMQMhA0RVKiWrTPnFlBEjBC48eRKZRtmFlj12balms1ygPHnxabrDgfwcWrt08xQfQXKnI+KI2o+A/NiL3hN844Ljyr8pU4itrZXTBfrUz3zfgm/SDEOZt9QxeNrTBRlbUkahGKaey0sonwRKZXfNSzp8+j6WIuxiX1q3S+PHV7OcBmJOvygl+aCibmTdtPjMZTnuNzUuPu/dz99/mlZGCvspXy7q5I3CiKHFfA7pO3Xc/zO/KKRvZz+UKYSAbVyzmidQfcuC8aiJOj9lPjLM167dwJ70EWDKEPN0d05H8WmX6zSTHUV/KCdGmxkGc2cYJseNiogibxzSwNeshA4Blq3PAYAgLCugjvjUSALk1E9olvVhfX5l8jiYc+DPhCbIBEF+dXPFa5V6p14RGp6Uk7Knr5RIxe2LUR7pwWW89XiLbVdKUIKTfNvU0r98S1vi/5845witzodfd5izb3pt0Hts3O7hZeyBBG1uF/p8efO5pk5lKmxdHjyTMmukplgm6tiO2BnzezXU+NJZUDFHqHRoixSTuR9CofSqMs/zwGck9h9TcSAVGzNqmOVY5F59+x3SWdv95snl2vVqfLNX2O7N1WGaMGkyRiux50mtYgZ+VEw40r/um79d+b38cb1PSnDLaoZhw5L79H5cGCpOFdNOkJQ8C9OXtMlqbGYYArKttriP/gJOLnzW/W3L3HUAYGi2pFT1RBCWFVDOcraYtuUyuT6hlhJ2zDKp4Sk0GaTpB1nPfM2GB17a6B0mj+rPVKZeXrrJnbULMJiyWPDgQt1OnBKmVW0ztbEp4gh++opoczTNkVzCF/KRNYddYE2rQRSUaDOMZNmBY0fg+IPdSSoStvnKteEW7bCTrsLixDHD8d13npAos70XrV196CbsvFWcPWWis04WxzrVjIpKBJMVFDvdcui4jAKijymHXEPcIqXd3lVAZBQ/Mwx7JUrT/dxK/dQuDbp7o3lFzgsqMkBiZ1/Up9i1IFuO5W3Y73D/ukMkM7bOHTIjOj/lS9I7WU8P4qxCHGPA9F+56whsIxwby7A8Gx+b5RlX6mV9GTdjCVg0/uLeFt7qoCHMSdIp2QYCgrCsgNL86OGLCMFVmvSUoKe+EweMGY73nzk5UWYTQnw/dH2KTeQph1q8ZyVc+sYp+NybjvbrRII7dFzy/3OadtAVFbzvjMnOOjJp4Twn9zfCI8kA9eH1ySzmEpSeWLwFQHGuldfPbCz/LpUMzscwl9lgPX1Vrp17zAH49kWKcJqyw0n7VT6maQV79V0cNqQBbzvhYA9+orI5jTuwyiN7YBHm5xUNa4Uf9f3MkghD60f4JBBlzRmTv8iYPMEtQMiPpaU96rNEyWgFwH5K4keDUorcNtuRqMMB6jmUI7RUSzhQj+UTx/opBTHbajVsjPmaL2wmILKw3Fd8PgBvZJ6oWe2SU9a3bqosNIdk88Ohu/HkfRAnIKEQhGUFPk5OLs1Uq0V7IjQejDHN1pPShNoFaJ6gCQBXP5vUDnf19WNtS0dc38zzpPEjcfWzqxJlPhpEp72qx6LwIcrsgXjP3pIynJfPO019eAsxM4hJrGrOmNbZgr4Stwr0aR38rNEFCJtlFa7esoQiM0E/5dFtqF1mUipOJjeU+U8Xyjo8qWJPX7LVW0/Ib5ZUOd3OL5GOG6Hbpk4arwvLwxQzFfm5LFi7U61eidhBsEg54trgpVkmzSUrnT+0cJOxrY2ftCcBlz/qeSydFdrkd5yaUKYQ7R4a9SlvTseXACMCcHsH4o7Ljjlfv2bVAOdZvxU+fB0bvTKLpjWRoWyQ0opsBWhTfGh6N62C/VONEIRlBT4L8Z+m6eYK8hwQsV3lFK8VrQMv96N+3KhpdOxBFmHZwqMgvaa5vZzAwIYJo4dhoZT9CvB9/+2T3xbrVOBDr/U74hsx1KydEWwkBMXMx87uOnfN06MVJO2lsy3YB4zRk4fo4NKmS78qBJOu3v5k0goTmPJXvpRSEJ3TuMNYT0BOapJaC672TfGRkqZqxpEHLk2/qlmulu6l7M+AdGNNmZCp6a4B4ItvOSbxf3mepA1lJ+LS+9Zv73YL1y5bdnUT//P3n1r+3ROfLlIbmYlj3Emrks/bsktItnLSJeElPMk3TgisIsWzbeGbeIxeJrTNW5dWyo58I9AkhwaVaIqkGXLfq56O/pK2uxahUcQ1JlNJU6Q8x1et5y2cVlmzLPja3/f0Vzl6LEknKVmVFcNGJ2nuYwjCsgLqeC7t3Boaa4jX79TjaS7bHDmBNDAGNYoUJaifOnm8k4dqnXZ42e5a3pt/f/txuPC30wvjx8esIpn2OdtLTd334fuPSvx/5iq7Y4Z4lpRNtLWdlwmI7niXvB7dt3wCYqMqbpeq8+7XHGqsT2GRsuECgAXrzJuw1E9IFd45JdCn0377OnKr+NnDS7WyRFKc+GdTS8XJU43BXkQoRdFjERnoqBMLyrdCrZaMq80Tf6myMw6XUktb2H77iQdrZWosZgqkZln6vVJJ4X2iFDZTsP02Qlg+6gAfcwTf51CAnYomzBE0hUBqqueDA4/Xy15/afR365JK2aj9gbUzK+Hb2rZUru1qiruWPnwiJXWz7oRZhk1gXfqA+VoWZE0OU+hH2GI+85qP6JfGx8qmhLZGsS9+8j/zs3X2F838bZzvR6Ow5Du1RxCWFSwhHNDEh8Bm6yjP02Hxl4TS6ogPWgPTP27U+3bqYWab48Zmc6QFSmDY1ZkuKYa47/U7iCD6MWwf6NXNexLj8sU307tin5BlAH1ELFARGKQyj+Npqm8fm2U7FxW6aWn5VC9xu+ZacOHbdVmxTAzGWUcljyGpoRTOjBENUa9S8ZGXk0feVD9qxBkXrxJHuVOLU7MjK0V5/ol3Y5qUGGWXR1jCtPB2NPQQkKj7ts41aT0ToJSpmuOxLFxb+t7f66RFx6zVLVooOHmc7p6vhBSkzO8Ium84xuz4SQZ7qFw1tsPx79Svq1EuTBCC5K5YO0zFWfbVvto78iyLIcK3yQ5f1ACVbawtRzKksBz3vaPJzEMWqMJctTTLfjaCfv0MJeyRbclasm7MhljW6MX36mUz/wBsV082fU9aBh6CsKyAmp/iQyBSC1NwxVku1xPvP2GznBa+wruALfqG7WNhi91MCcubdkWmF48v3pIoH2MQdn2XGR8tHCU4PLTIbJ9ICQJFKgnSRvXw0URz2FP+iiF49OXNUhs3BEk5igE9L9Ldk/pIEkMSX/QNKajyQ2qWU34fqDmTVeNLmQGJsknjR+BgwqTBF18wbDbL3Tke8t+eb3T2Qd33hNFm0wPK3INaEzotdsCaIJ0Dgo+bZq3Fjy4+KdkPgMMmjCJaJedQ+aSlUGWh5e7O+gJw6odUjvzoCmGuPd6QycJe+bd8lGMTVrIeX3I9XvALRMKPx75bqa/y2GNWyJACq2BnbHGhSHHchdBnoeW+ZW0qNT6TX6sUcOK3ZbFKPCPLpBTmERStvPGiKbgWmqPivBSrpgKtSpSqwScjlxGEZQWkg188UYdYFowOKUbx0CFme9IyTcJm2Z5woULsG+843kmfgo0+3Wf0d7fFYZF6b54k0timBaUFu/SNRyl9V+rc9EITAEWzHP+12TjuTwgCeR38xo0YWk6GkTarn4/VBuf2T6mIte0b41kdadtpwZ+mrap4+HvSVKk1UFpF4oZOJDJKkroWoc0WfgEpF2Rq01ptW2IByhn4+/90Itl2rGGzafnsJp7lLI+ERdRz+NBrdQdcsSYK+lS7q6dVHIbX7Ug6GcvVp68oJryixiOxsaLiqqv8UDzSNZMQWRdTywNjDgTm/Dltq5ideMFY8Y/o71lfqFzbvCj6u2mB1CCjtOKK5vHCH2m+KMgxpYWwvG0JXdeEUz8Y/R1Kb340rHvRXYfU5hPj9ZqPRn/3OOatGqkkV5giy/nLaIsTYvOr6fr0guM+xseRrPp1k9bBjCAsK6CWQiHvqILMKClrlRDWAFo7qJoEDGlgmlDyo4tPNrajeLRpQChzEhvo+45KbSm282rHTZ1fcJJuq3jSIUmTFLlr8TEWpI45aEx5rG3C38eIj+dGwinRts719ZcSdfqlymktOqi58/YTk9qT3Z291tBxAvIlH3vWynyqMC1OSYTgvWjD7sTG0Nh34gg+2XdCWI4vvf9MXSCjNhrqXBfOYYm+4zv/6FmH45A4koPNVIEK3+a7X1I1ldQ4U/GGBU46RN8QnHWUO8azDNK5lYC43mOJ5kPdNnUiJcZH3Nq4kUPL9yLYoExOxLORT9/+4/7FqfjxBWXLnubEIO3pwvy1sXNrWjOM7jbCwc1zYRU8rpkW/R0jRQwSAuya6RLZmO4O9ylDsh9KuystQmpSFZuw/OI1Ej8eNqzUc5ikZ3u0QoyPDXKEDSqznoAQBvOYEuywJSSL6R71RqmofCStV/dJgS3DZpYj+hmur0taHSNiHte94MfPIEEQlhWQpgpCWFYm6pffWvEQLnFeThc9pGyzrEPeH6rTZqhn1rCKQ1Yx+q+TDx1PvoP7jfLx/K7O5D/9sAmZ2g0f2oBLXn84PvvGKVaNmwB1WtDRk25H3GURPtJqqb/5Dt2RRhUkf/zAYviIEfKzWaPYtw9tYHjTcbRdJPVMv357RTvldUeyWaIqLMvRpOJr5xytC4ikeYTS+w/ufYUIbxf9Xba5DVtazTFbRRpkaoPi+279+iOnk30DlfsWAiUD005MDiXMAsaPSplaOCYpC8GUvb7gQ80mKoOarxNG63bDZZOdmP74kcPwvXedGLPj3sHJ+6BKCMzsoLTxQtgVQ9Dc1o3tPnGnLexbTwttd2CzDfK1TSU7bTDTV+vIKBGnhWlP1A441kxjvUWTKwui3CNsICmoE2UfuDamSa3HlvGZdwPwth8AJ70HOOz1UdmKJ6K/o6lwpdSXxfa1J+ovuNnMj8CUt+hl1H0LMwzfbIAv/MF8TdA4TDUhkeH45vvYCAo0uGWMgYIgLCt403H6y1E2w7CoCeXYt8JOVcyZow4YrX1AGGPavElra2lNr5oC7zyFjh3qk8ra1wOfc25M9Ut9ZPozCuGcRx98BmnsLLQo4cA3s+K1n3p9TD4+/ifqpBUAqA0K6QDpQdg2hJPGj8Sh+41K1LPGbvbMRlsWUKTR0G2W3RpjFSITYpqxKKd+B/1stsaCdNbxBfShkJXIR0wcHZdFhX2lUtk8p8wX8ZB8N1iqVpsK00hp+G3zwtchddzIaJ6WpLmvapspVMxudFMc3zf+NMLpmdr0qiWXXDsLN8xsSvJjMSOhhsJndNIrEHJMwINPSf7/wa/JjBANOH0ty3o7cj/ztQ5L8infvkS9g06y1xMQwvufCSHThke+Ff094V0VAVWM/6Gn6/UPOC7Jnwki0sdaSsNqAafeCEtf74tPEISA700/xoSjKkL4Te/zo2GDj1Pk5oXR3/F6tKWBikKEZcbY9YyxbYyxxVLZRMbYVMbYyvivZ3Tv+sJmhmGzWe4v8bKQXLENjv4/YmgDXlyTXDwYA559VbV50l+IsXGUAHkBFsKlTwglX1AC6+8/fqaBqwpEwhMXnly6FdcQ8alNUD3ZKawmHBxLPHZ+YxUtnu3jTWnzT52sfwT+8Al9py2ihNjoj/TYcMigBTezIGDdxFNlknBQ3uiUtX1mYiqtKQeMJusJClQkhHIdz0gI50thw7bv6Sm3VbXvap/U80grC4hTorSQN49iblXMgfxoeEcxUWy1ZVDZ5HziH3tvEhTBmPNKVJLXHWle6nl5rlXK0p6+WDW40iXVTG3zbltmOD+B1Sd7ICfKrKAqnf8jvezcr+hlYywObp2EwGoyL3jlHqTf2sv1tZfc3GzilErbsbGixiZgHUjEQfedM8JcI7W9sIWf4y6Mf0g0KaFa2FP3eZxmuDSstlOIIeLkJ+PCd9BJ6WzHXTRNY3fqh4DR8QnikvvtdQcgiuL0RgD/pJT9EMDTnPPjATwd/39QQiyQPQbNKBBplkW9g8cnPd5ljU95szx2BNqImM4qbEkq0n5kbGGrKFKjhwtB3UxzjeRERtmPCvT1m4mQjsQGr3UZr27RNeuRhiv5ObVpvymnKWpcDyGEpxdWR5mvXt4QxRGmurFtsChQmj1Rsq2t8rH3sae0RSWIHEyjMiFYvT4OE+e2SGOkjbEMk07kGxccpxzBxzSJ+1HTwQN0+EDGgM9LqdqpDGziHo8+cEyiHUCLCAeMzRa1QrZPXrwx2sxWzDAqaLe8+7bkOzJOmJS0ESb5SZhhCM1y9PeKS87Q6vuuKeJ5UZplGyqhM92aYBcNEtIlH1MaSgaxmZGk1Rr7nG6Rd07FNRZooxyoPW1HTFn0+iWB7ui3UkQsdNOeqTFg3CHRzz02Z3APMxWnsJXRuKfcp6W9nIxlOJE87LyvJWnZMhcec75cGP058jy/vgX9DVSs4wI0Bz40EzCM2akfrNiFd7Xa6w5AFCIsc86fA6BuY98P4Kb4900APlBEX/WAeJxjhpttCR99eXPZCeqMwyN724r2RTqSjieaausIACOHuTPUyXTTOo/9dqo58Lt1afPsx/4NswjLfuStENm2EumPDSeOib6Jm/MN7yXaimgh97+kh+lJawZIHifHRculzYGJrCtUXUWzxyThKSqzRUtJnGyIeW1RlVIJKaK2SRHm8seidMDk55Ao/OO/ULZ0DAeOq2wqzyXsn/8+e52xn1xQCFIjQgl3O9rTxTynaI/2OLVYKjn6qs/rI6/XM2eeQqb+1iFuW9CM3rukAE1BXKE2haTI5bv2qIwRbX1OqxJ9p6ot8SLdyC5LJKFKR0RPNrvbbklJ4DNAiZTThrjGMtOvucTOY8kSks6bLw++yzR9BXWqnrubBET2QTFm1H2MjQX9REIUYvaOMGff1UD1M3yMfl3wtU1OiBRfWzfLvz9X3zakErZV2nHbVVPT9TkAUE0d+CTO+WYAiP/q4Q0GCai5ZIrXCejCFjW3eglNKyWskMfy8d+0mmVX1jkTKE1dPUHxI0ekaGCx5jS+lnYf/ZYTdLt1WgONcp8AcPscPQV2WtjiGlMbJnVuHSZlGlyyUTfT6Zc0e0J28rE7V6t09fXjHVJ2xvGxuRB1FK1CvkeRDpg82Rimj/nQBoatrV0JRy217TEHjcUT30pqx8oxp6W6tjjlvlAdJ0m/g9y9RFCTA4n330b/NYdVTIp8vnFfOZ9w2iKgm2FUhvbS6+cY21XMgCoPIu2mP609uZjf1PpahEmKTrNC9aDyCQVpFBV3RHyGyYcVM/T49/UyXwgzDEoY99GmAkCXkqWzn9oQxDSGUeZaPN3g+jpAWusp42nS2q6dGTeziEamxdfcIH8d28ahUsmTH4965/179vYmFtXnc8Dx2V+yOqDuBiOMsS8zxuYxxuY1N5u9tGvHj16mhrAaP3IoLjI4xUVELB3E84wKx+b77lU0y7WZaMsI22hSgLZplouSGJBM4yywMzYxqSwpFQdK8YGebLBDVUOzUaAd79zCSlrYHI2SOhQhQCd7lzXTc5p0m0XxjYzMMCpH6Ik6jhviPPq3RbIBbe2KzAqEyZHVZpmgKeubRVIbk6PlHXPX4/4FG8lrAOBK2iLw+6ej7FKnHW5xVHJATWlP2g8Tp8k+mwoVaqrsymbNTEVOEd/lER/bFx8/+0gAtBkG9X4KCFZPm1zRYItnn2c1K4+xVKbOAYq+NbtnSo6ojS6vLEKpaFlnRsd2uVMPWoQZhlbFopLXaChC/kOEYCVoUOYJnEN/GtazTb1oCGXjaxGgNS9jR8QZESOZ3AjEcIW9K3+MLMJ1X1eyjqmeurEiNSdUM495d/Gv9TJhJpMJ8nOwnGCwBuR762uLagrLWxljhwJA/JeM4M05v45zfhbn/KyDDiowG09GUHNLPM7HFkfaqRK3C6rq4i9/PGxT124rp5f5JLCgcMYRelg2+XbumLMueU2a0N+4IPIEPvPnT2bq+xLi6PeYg6IF1TtkmzQW9381ikVZ8fSPHI0izXJUJj7olN0xAJx+eLYwdSZhJbEeEIvBD+99ObrmeWpImfOY1kfXtzOpWU6Ojw2J6Bbg2j3/9qOR/asIxybsuNW2Jh7lssVxFAvfEGrz1+5MjLOs5dQgsTIytg1OezxvA61Z1gvVsGZZIDbxtm+kvCcXp1k3zWoy0vRlR0TKkU15vGyE4x5Oksw9KGdEG77ytuO0sskTondbTojEwHDofiPLY2GL7kNt7kjrCB8GpUo3zVrrri8ft1MMCZQ9FRdJZR5zV74RIfz5RsNofN6PbtvmZJmwRW43JO7Iq+g59gJByK/+kvuS/2/bbP+/mhmRgjNGtKoNJsb4D2cm+ys5aFrtxG08SFA3MGOJQ3+rTaXhmkh5bXy2DFh4m1IUhGUAeAjApfHvSwE8WMW+qgrxYRORH0qcwycZ3p1z8x/L2/jJmpKXChUnp6JubDFnfjtrSmQP2tWrv9RWu+SY1XecrL+YB8VmKyu3pj8Wf23seS/e350dvZEZhlQm/n6QyESWB5R5hFaHeES2CCJCAFq1TXZe1LXIRoWJY070xYtxA5PWZfW7Ca6FJXRtAPZXYvHKYQJ1zbKdR1F9tMVHQAZ1SmNbrwVEMhJfDeLn3jSFIJdsS06FciGp2/Tqm4LtWa/Zbn6XlhOOsZkhnd54OfiJkw2ZhO39IcbsXafq65dYC2+bLW30WbKfj59zpNZOVf4lysr8SRtFC6/iBI6uYml4gC78e0MI2r67LpPN8vblqNyxNBi2BBYJW+gU89i7rmXXQgmg5PwzTEo1QsVLt1Z+l0rQbJb7JB+DitcmTVur5wOxoJdouqoZRoK25cWjop9oWvm065Lh2rOXE/QU2rP/ZKE7sFFU6LjbAcwCcCJjbANj7AsAfgXgIsbYSgAXxf8flFCXkP4SRwNj5WNc1XHm2TgmrBA4jjmoojlQIxDISOsglzbSgg2ybaMNtlfIZrNrurevetpIJnkgxk4qY0xolsW1CIfsR9uZt7QnF07xgXaldRaa/anLkh7dnZKJyjNaeED7ZloIQI3bKwI1JRibNkquOLkiKomcIIPy0/vwNcnYoIml2XFKq/Lqo/1O7WMia7qVDqYtN2uD5G5E1AnfvqnINKqG/YnFW/Q6om/5pNuvSw1zJdMa1WZexrymnYlrn3/T0WW7e7vSKJ3wLr9jPuNIjkX8u2gdkypO2V4NeS0VY3DuMXTSHhc4B/77vUr84/2PBt7yXb2imYq7o8Qxtq2+dONCeFJtiV+4SqGrkpBoPPR1op66xbCBe04W5Z4e+TbNT6WQKPLYNavYs6XSToR/k01fTPzpFRzXZXYs/PR0VGhZF0+iv3u/oJeZ2rduttcTkO/7dZ/Rr5/xCXv7OX+J/iY2aAMfRUXD+ATn/FDO+TDO+eGc879xzls45+/gnB8f/7VEKR94SIbpiv6KuKklzhN2zOoUve65NXG7qM4R+4+W6qYztahoFaUSwU9azxilfbIXRv5W69s+pj5JUtTmtggMWcFY8h7EUbFptG59cR1ZvnqbWcMe9RNRLDuPEXhhte5U2WeJIkGZdnh+FuL2fsLyv5x7JE4Uocc8FnUym55F+JOP2VUzD9f8S2uaMHHMsES7exdsIDgSfVfKR5Q1y36g+FIzDy4n3gFq7MRzSHuvLZJjowjf5/P8ZBv1lgyROEyomHtwbd0AgMvef6pSP2pAzdPsOnYa0aZZT/6U5Cf6S20yRZjBZHs/Lk9TlQ8jxgLHvM3EafRHHGP7d1N5mWzpq4VQO/m1wP5TYn4sUU9cguzyR5N0AWDh3+1tZPASAAZ85iH/PgEluQehBfcVoC3FZSx/LPr7xnhjQNpXOUwmqPjQAHD6x+3t1L4ulxN3xIx37nS3ozDpNODVRyr/Hy1tCOX01DZai+8F+mOTyTd8Tb++/1F0O/F8pv+vm88BiLo7+A1UJMN0RQ95SRyGqb/Ey5qIyEa2gtu+eK7ULgI17ai56JsNT/DzhmOzaT6qBdv6Q93Z6uY9Ze18GriGSXV+s9kg5sHn3jjFu+6HX1ex1RYnERQ7QogQ8vRB40bgSCIBSMVmuTIYF5x0sFOzLEwPLjplEibGmlLSfNExVpppheLsOIQxfP0CkekqWfeLbz4GKlzPRhO4JQZPOXQ/3ZkrxTcyj6OsTzxwzvUwbwvWRR87kXQoqud+/2UnP1vyjzJN2DeKaqg4lYNPvUE3XaDom5SFQxTHCkr/aLvtXsKG0+pIJ9czk5X4idoNsSg/5P9T+9z9RyePtcnNi8/a3rVb+o9HfZkmlYBEhSwYgeuaYauwSe1wLeKDSButorcz4puxSsxdIyxjkHsxV9sr/xdmF9aEHw5heeLRGfgy3bPCX8tK4ppjzrz39zod42Kv0HqblCZj8X3AbXF4wcRziH+XXL5Hrg3OwEQQlhVQ0009JizxyuI6b+3ORJtmIqQVtZBTgrEtzbJcW6zrJx0yzlg/LWzaKVmYoGqlUXBPlI6yZ65KHm35KlNcmw/GADD9++QrFA0pO07ZORpPRMgwwTdjWeVSrAE+50icdEgk0FB2w/LH+0cXn+R8FuJEhDHgpw8vjWl4aJZlHim+ibIpB4wh6VPzPLHkEsTUsGnysylxjv4ST5riEPyotIW5hu96bRulPkvCIo5KCnaVjwOl5Cc+8tTcJkqjpBf53pOr3gFj/GKO95Y4PS+UQnEKI5fbTn5ssbxdEH28usWd6VQODZlW269uUIWD6Sgtbr5pB0eUezPh8aDL9BnKk8W2Ix5GbAApHkdZNmvjDGmM//fomIcMQpJzTFIK9DY0xM9ObPZIzbK8IHuEmrPBTurkwAAAIABJREFUWSfuy7QJiYjYSYhThQRZjwg5fT3ApgVJXsobO8+5++4r6LrnD55cdUFYTgF5CggTiMdeSR7BixBaRhoxEcr8QGTkciHvZkw9LlVtdokGZVCCv0gI4kNCtgOc3ZjNMofiQdtM8IopTckSy5fCREPWRFUQTbNJ8M6MJg32s69uMzqJCnK3Sw5Nx08ap4U5BJKOaa9s2K1dzxKRwaXJlQXXptihcdrybdYsjzZ+XKP3f08st5rD2JBIv20ZDNs4ffaGudZ2flpON+TH6xMxatqrFfttqt6STW5B0gbRz6XXzymHb7Th8cXiGVVuxCYPU/NZYFeH3ZyEMWDjrs7yPdrknSMmji6nUVc3yS6N/6GELwRjqplc2pesSKMUoe1pkAaB0iTH/6eic4hQatuWVcoOP8vSpUG06Iuz2TLmXpAFr0IDnRDsCtoNmiCc4MR9k5pliZ+RFp8f/RiOqOSYK4LGOCJkbZp7VKtyaR7c83m9/oZ5UWSTlU8m26Q9rqWcFADgwBP92g8ABGFZgY92BJDCNlnXNL2O+GkTjL9wo/7hTdqwFnt0YbLZpUDdr4+jITlMGb8HVFYsNUvcuh0duOTaKKNROd2wxGevRRNowtcvUFPQ+j8HKsyfjR/Oo1TiW1q71GaJntXYuS6h/MXGlri9LCCa6VcqVX4ec9BYZ4QLTnyLr3hyOda1dBh8VBxjaTl6F6zIIRqzRoqhUqgLCEddSngybQK2tXVFwpdBNki7UfG9LzHnRaxtb+25hSFKy8st/wPMb8iE0X6nMrbxaXMoJrwilUjoEe+gUlH+LylwG0ZBq6o+hI0iPXH5CLJyjYpPrOI1lwCnf8xdr6xYljXLUsQHHwyJNe895kg+lT5gn3BlrTZxhH/y+/T6J73H3I+rLI02X4YwvxBj1LLaXj8vZH7aCWfC4jpK/tdlc9e6EaRhki3+NEBsHuQFsFj5pVYIwrIC0gyDeLji6K2ppd34gaHsSn3w8saK9o/SHqnREUwflA+9zj9UWsLBT9UaOtratD9p4OuJ/47fTE84YAL6+CScEgm7zT3Kh9an797+UsKWPc1tu+wshbAsqlHatkQR8X018ZSYv4pC4EPXzPSan7IphQj1R92+iHfLoc+jUikah/OIKAPpxJok0tirujaaVBg6gTcfF2V2pMImypDjNvf0lcqaZWojM6QhigUM2OfgxadFSQKo5ys3GzPcrAnzeb3UzKKyQNpBJCJK8qwzR20CAeANvpEmcihY1eH+A+Ef8bHrXiz//tM0t0Ak7neeFJVERFVJ1qGEEgV7tuplWxYDZ38JGEEpUxSaE48BDvQJO5c4Goz/lnR6pn5SwUMg4iV9kRa/j36rXt8mBDOizNnWwR8AnPju6K8wx9i8ULro+PA6QWnfhlVo2mI7C8z9q06v17GRAYgjQIMZRnnHR6x1iTLDOIr2cn9UApZBhCAse4DULMdlPmGqZB+VtKGZaH50hi7/4Gv0ioauXMKRKjDI5hLHHzyunJhEoOzsaKFJ3rfnO3Pfgg1amcgUR4HScrrw6Cv6Eb7abuOuTvzrLfMq/aR46RNCjkugBf2MqNMFtdabj9NNYpIbhyQLC9btIsfHZU6k8RZTPmpipH29Y+463Kdk2SvxKBbv0AwRUGwjTa3LRgc/z5PfPLj58+ckbJGjfmkxfUgDw0fPOiLq20LzU284KqJDUJHnysfizHp3z0u+M75ztU8Rlq+f2Vj+7co6SnXxsGIak94YwbwRcm3SydTxStGi9bu0OmqPcxt3oL07eh9GxnbIVz27ytE3teZJnfd0QIvlCwDTfwU0zTBQVRekeXQ1OcqETJ81VGhMOg248Kd0vVzwfcKKZtnnWJ9W69uxdamhe4vQ2N8LjDkwrhcLy1S8YmdSkhhP/dTeN5C0EycFVMuNlrVnPhk61fsuGcZc2hCofW+Y6yGYKxsKxoB513vwN3ARhGUFtoMc+ZqPDWpWzTKFpHOXoFvBsCHZFro93bpQpGbSE1nZAODIA0Zrd1N2iMspaZhab9/jsKlWGqvaeB+upi7dihkr3cdfMq1UmmVp9ogMdfIcUk8vnRE/DH2fcUTy+MsVHQPQHfCovpssiVQAWXiPGm/Y2VlOWy3TNbFje526evvL0SOEALS1tTInBL9yWVZTpbTvKjVWw4Y2SM+TlTcJMuiThujvoUSmybKA6NAsf/PCyFTIFp7QhgPH0fb6gDtUZZH6IrGWUGnmhZDsmtq2tdyEBet2as90R0cP2uM18cBxbodH0by9p58ojVHqBfoVm2vhmawRjNuqR9urnqIZGD9ZKZC+YILWiPHAkefCiawCtFWQFAIU1Z9FJJFp+pph9BjMqiadSpcDSeG2nFmPUB5Q90gJ1S0pIz4VsWP37svwnCbEUXD6ukF+QXfEpzCkhoIQsBMe90GzvFeANMMwHJ9SbeSaTyyJjtnkeSN7XWflTP1IRPahOo8+UQ42Cg2tPOcdk/mPzyS1Kra0u7WC+gwYZDMVXVhReS1xYN0Ol0Co/t//pf+s5GTXEX9E5edT3oDHNLt6+9FvSX1aXpYcz1i1J+dc/1BleW6mNrL/kIoS55nCtN0yay2eVzYyf5vRqK3H107Pb1co01Qz9tk2v+pmVp8ryXeU1uVERGyad/U9/85FJyjXjU2tG4FbZjUBQDnyCt3eDh/tte+GuqKQMtN0zSXGgBMmjVXK7G2+cut8rw2TfBtnT5moXDSIA2rf5YQRam2lf9HZfkc4+dKYU/tPvKAZj1+siNsue8hchfNICJUF4wOOBUZNBJ3oJIackjqNfTKF1xLJNAT6uqUJGPMz7Zd6Pd4PrHgiWfb0zz06twn6HBg9Ub+elp4vSv10e5EC23R6kRaM6SnFAdRXakiHICx7QEyl80+spGr20dgJyNOBCjemfkBsGuwvv/UYfPTsI/Cltxxdbre6eU/m10X9MKhaZR9QmcTUsHY+VhimNd6vrWSiwIBZa1q0+iOlUE66NjXdR1z044vDiHi8svJPfQ6/fPxVLSPi1ZJNpemjr5YzlhwrVSiPypSx8FzA5L5E/Ga15e8+dqZE1yzgJCNSJK9lOZmhuplywOhUpjPjR9JOaC4nL8YqdsjMUN+E773L4B1u+L4ePH6EcbPuaJ7AzbPWOnkjo9BIRRt36ptNtV9fhbdPNadPKFjqzdnW1m7DehPRmRCv31t2V3wmDhyb1MZ/7sa5CWdTAH6TgPKKjS7ETGRY5Xu7lHbS8bimxaXOUA28mODFo7hPqe7QkcDhZyfL1DHrI5yd5e7SjI+zrseYd7To9sW29OC+oBLGTP1JOhqHnE6Xa1ojhykJL9nnLhU5xdRfd5teVkstek4EYVnBmFjze/2MxnKZeLbCwQdImchAFoqIuXHPfN0mVyMRtxs9fAhGDh2CN0q8fO7GuWAMOGfKRJwsJRlwav8Ifra2dqcyLwBom+XTD08eGfoIPC9v2EWGg7ryqRXOtkmBgSXi0QrNu/zIKNODtEJZ3rX54HHmGLt9/SVNOFkhOReqCVfK/Sh9mIXTym/f9cq2oRD0fvLAYgDAU8u2YnVzO047LJnJz2fMcoTWteK9Z6jH0zp8uhYmITbI2mEODsZYIiIK1Q81vKqd8EbJtGX4kAYwsMRzsfFvc0xU3wfKPOuldbp976f+Nrv8e3VzuzVWfBr4bF5dJztF+RHJa4Nw3lzdbBeKOjVnSEWTu3ZW5bcmwBiE5gbfU0lp7Lp2VfqVNctGW1WCnzQ481Me7FGCaHzPafvOulbY+pGvOROnZAAV/i2xSSDeU1IrK5oS9zLEZE6l1H3LdxzHUQ5hetwhNG2tHZPKiM3bIEAQlhUIDeCzkuNeJTtZ5cGmSTXtEsIat5vTKk+Js7eVD89MygdE6bjHjqhoT0d4fLiodStt2K0Gg83yuJH2QP9q0cmHjk/YRwORvTL1kbfxqF6Kjv+VZYLrdVwQ9qcCDYyVoxQIfOX8Y7V2E8cMJ4XW0w+foLGj2lvL0D/AbgxpSG4SKLre2r4U65qmWYNuLmQKt6bHuTXwo/zfpWTiHFi2OYq520WMZanErclFhHD2i0crsWYFryqP8vIgomEkeak0WL6lrdyvyrfYtB9zoB5KjDGG5j3dWOuwJ4+ZT4Utu3UHWjWmPJA0XeLgpL21L+QU0cVoliubRZEm3FPvmRtOMwyj8MMiDiiNxhDPJEhqhJJyvzHtqJKJy3wYNUEvO0R1Pif6FhFEbGYYTqS5H0ddMYYNamKZAiDC/RmPKT3v22SzrtErF+rlI/8/e98db0lR5X/65TwvTHoT3+SchxkmMTMMM+QcBBERBInqKiKoa1p119XVXXZ1V111gV0EXFDRBcGAP1EkCBIkSoYBJMMMMMOE178/7q17q7tOVZ0KHe6b/n4+MO92V9U5XV1dderUCcMIwjL1PWCLPD+OB0XeqE6SOUAhLJehC3AfB++JzcbD4gnIRAEA62dWzTcwwVmVqAH36BY1udh4/8jG6XD6mknC9VFd1QWNmmJbBUyzvH7GyEgsVQqZwTAUolLI+Is/Li8wxPtsMMSvUejw2Ll7MBKFIwjE5DKYTfr337cXOjXzNslMeOId/Lws2jHC3ysLX9Gp2U44jVGK/Gqq9Ev1Otu0MOwsC9RYBjQb6KoNhiGMKQtz//xL8bQiCNSOcc1lUxNVLGYAEOyTw3Lb718lfosAANff/1d49a0dZaE62hcs9u9oiRB63Z+fj5yC2YLS58+/gcf85tuIj3N+7tOBty+m8KMTjXhFJXtnFD2AaJYk/s1fw5OSYMIgASozjDpqxtCYEMZH3XjpoSo/otcpsX0VaeQ5R8wSy/B8RfjxfEQvCOpEVAQ7RFjW8aXwNQGAqqnGt1ZzF/mJnyhAvlE+kcbe24iZSAWLDZLODAOtE+JJWlg7b+CJtvKOQlgu45W3zIRlLBHHJET7AwBw4vKJlb/DEOA/Tlwcuf+L+5F4mzHojttLx7ExHusCeP/qyUJbxywZV/n7mrufjbRnM11imuV9Z42E09dUaWOfm0ArRMJTSb7TVxXvS9DiQSkV75QRHZFrPG64/wXtnCBqDwNRuyk92SzdYP0NAHAKJzxVNMtl7rFjcJSnGAdx+iXNsnzDBWBvhqHi8eD5/TChty1ybfdgiH438Ws+NnBotAkA6C+fHGE0whDgvd+/Xdpmk03Iu6CqUX9OIWyGwMw1LNqnlNN82ZQ+/+1f1PFfsU0pS3nOQ2YOE7GjJzyV/gQsulEDKMWRjo/LOFRdUbFi4AodPF9M7YxzJtMeIoI1Zic1dYOcMQoEra2k/+KaaROg2m+kQ4O6atuXHFYqE3f6w7BLsU5j46EvnkiKiM13yNvknyce0QQCgC06s8pymy/ch9/2sUk4/BtyuiYw4gVpn++/WYfKq+o2GDlAISwbgB83mINfHXLKgUE0E3Dnp9J2bMDytLDwctHwRnZgMgQmTJqCWuOL10riZwLyDsprTw+Xxhrrc+ray+I+B4BoodB3Un2ue7l007wNfBgCHLd0HNnmk5HRzTF1AS4m8dcGwxC++e7FSCl7VO2Tqx0SN8Oo3NEo4aifRyD5O0JfQoNhB2I+wqCK6yu0F0Z/BEDLGmn6xcRtltub7KLt+DjFmD9umLiJt1RW0vzhNGcd/ClGue9XTx0Oxy0dJ6mhp1MxuzFqgatx2L8x7szr8rF4334VLwqgEHZjAngQALT2VK/97mtRetq2EYxZiF8fv7fYBntBT/y2KjjqzDC2Phf9HUh/lFBXj19XIQgAfvNFhB/GFsfX/33ErG3WvuraG88ANIinFQJ+9mFDwiESAk+nIfIoxGIJZ1j7rz7uj05CKIRlS0TMMCB6hB6H3plKP/WKGkRRKFYF8AeoOi8yvP72DmhEhX6zyaWh7LkUMcGCmK0s8uDX3/fXyO/ScXUgXMMQN3/gERcPh3c0C+Gd6gKApRN7wASsVabVDhDNMlqP20SpzNRmjO6CScM13sUxCOMivlmitBFGN1KyZ4ocR8dPOjDlmEAnaoZxR9kJEzsJiLeF8kNwOIyXZ9expDYuAmNEPOFosxMf3reqxEucNzuF0q7BMBJWzyRKT5x+FObtTB3Z4XSSb+pg+0DZ/hyglCwpjjrOqfeJl0tmWmevm2LskxHh0cWaIgi46AGKhoIAoG24/D4AwL1XKm4K5114maAOYN0nqpdeLNviV47L9Y7nJOzeCXDC5SJPcUGU4uBH3UlXBHKOxs0X6Tit8lb5k6v/jPzUyQhK7XkI8MfvAfRMVJRxwA65fxTOjuXEFN/UkJ1T84tCWLYEdpxMibsbEuyGsKFZOf5TlAyRpkd0NsOJyydUfvN/3/TIyxWhky0gNusIE65Vix12J24fikVLkH2nSmE51sa0UR3wN/tNF8odvSSqYXpxCyH5SYxOXGAbgSQtKG0c1H3ETEWoaKyLPv/Ri3Ftmayf4hs4Woxc+T1sgxXEbBAHY6fLF1x9r8ALgKgt/8frH6q2qeJPcY/dnze25Fdw/f1/Fe7/5YWSXSszU/rT068p/Ql4PMgJbvF5YDAMIYAgYmKExmoG8+9vy7adpAQkunZ9mL5g48hWLKWww4+52WPEcFv80P+vcibCeFQcW9q6MsJaYNq9XZxpxzYxCgm8o4jGEd+RDyvPDREbYZbuWmFmgGoVLcbJM7fFJpzBMtkY7aBOvaPE6DMNMECUxo/PYBer15+7y4zveJv3/wTnQawkXtrFrS2osBzvnwQcCwHMJxgTzXKlbeQdLjhepN3LmYj6sJdPGIWwrEA8PBD/iWAyyNoZYqphAPHTsTHDuPSWJwEA4F9//QjapgxBEMBltz1dqRNJphKG8JcXY88o4eX/Pfxi5e/4MSZmhhEEsQWDqpEhPlmDImOhTKnDIwzF5C4vIZkCldpLiD7zsoFeWBZPUBDDW5ydb9xu2GS+GNYWtQ0c14Mf29Uh6+HZ66YI9qEUhSQv4MWFvb72plhZ8T38dct2+Ok9MY0DiFpB1VChm2SIDxSGISybJD9NYLyxiDi/e+TlSLg+E7C9TNVmuSqQPvri1sppTJw/nu/r/vw8vKOJgEIZM6um9mm/Kh9mkpjAbZssSbap/PCGqg2q7plKKcZLpdhGRZiXCLRtzMkkHEkua9q/9qPitWfvpNNsH14ytxB3yIB+UarXs0X8fo3BBHXhuQOAGQcSGcHAtcfiH/OOhNJjPQmah0VjHjfjPklRFiTtRoROpMwqzqQiHNRon9NECF6MtLCoIi3D/Ew8KSEvbySXeOqV6JEFP8TrYoIOgCgwxHHnU2Iq1VJ9/YCJJ6jg6QLgx8o6hCHATRqnHYb3/dcfK393t0WfU5bBjxfA7nomqh2RJTgQhFrJh/q0IlyW2IaIwZhgAqCPiFLVvovvHgBgVn8nDCBmFDw/P7wDP9rUnzeUEN/A3fp41HZRdHAXW+WTswCIGl/ZeOQvMy0sQEmAGd/bFskmt2xSL7ybO8VgwMIA/t3h0dSz5AQxsb94e+MgEM1sBkNA30+VLoksqU5Hc3QzE0B1U3zr46/C1JHiwhvXLH/2p/fDG9vUmm3Kms+HZJPBJlX9v56wSLgW33Rh7O2U2IVrlYpxaJ6dv82EZd40Q4a48gKb67WsCTRYRc3ZiJOdB4eJq6Pl0HbjbRDMNx64hsCcBo/cgPMfBIr4wATwbT52Y/maRsRRmSUc/z/RNpkpgfIdyYRlhaC+z/lRs4vB3QDIZtoZGN8teAQvZR0d2vqqfz98HXcD2Rz1TCr/WWiWawboYZRinNjYBl75x6qGN0LHuCWAPz/7BvzLr6o5539W1oqZaJAiWcfYvxZjlpmk/PKBaFQPvq3Lb39aykeVH3GxlWndVdFLgiCI2OB+48ZHow5tgyEqmI/uUjtVVA6ZQqalisZdvuSWp5T1VQjDMGIHL3sP1JTcDzwnNwuIa5vjGk0Kbn70FeEaHyZsXHcrLJnYYzyetm7fqfzuyCcqAELUgw0zR8L4HnUkBIDYxoFIL16/LtZGEMSShwimlzglnXkM9t7iJz9YGT5ZDOMxDiwWdbTdKEp26tGrtmvg7x99WVtGp/Hl77PvVIi3jkDIqBrgf6sgFLvsmFLGN1IDlGMexcjsmxrV0N7+HajYKPP1pTZvCsHu6Vv1vMUxRtxUwZrzkIIxWhctMKeFtakSmP9xQF03DfD9E4bJmmGYwiZ0HB82jndEFTU5eFzunKIQlstAraOEBa0KzDNeNqTE4/ZoXczZh8foLjHG6ktb34F7N1e1tbsH9e4xKrrs1pd//hDosDmW1nbGaNG5BoBuUhGpE+NxUCItr52Om7xguPOp1yLtbt+1G30Pl91mLuz6OkQaDGlTM2Yrj+Hr5TjCmM9M3G4zrtGUPZPJnHnB1feWBUR5GexR7njqNeUxfVwrboIezckPAz9uv/e7J9RlCSfr7HEGK5ssUTjG/Ggo/Y3Rb4310byxw5CNYXROwfr8jifVmQrvfCp630Y7TW0bg+5LaGmsrzw3by+utVmO/eanetX4i8S0x2i8LW4wk4NCk7zjbVCeZfHv0YcmuRFRQmAh3ZxND7TbIPGSEPoNqgOE8nFjwJKFPPgzRYX4piUhMww+XF+VmKZSSLdbxsa37qSAmWfkxuxEjvxzmBJUcXsxzEEcSjDNCgZRIxMdsC/HbGfPWS9mhSstuFU8UrY9vu0Jbien+Q54OZTFkGWxVDuR5BoM1/056hyFHSmXmCz98ySSoRDfnOCmGRh0GRRV7yEMcTtdLOvc7U+IIZoq5hgcf0J8aEOEENX0yJyQefMHFOUmbnv8lTKvymJlWiHJwe8Pj+HavsoBM9fEi1v1zpLV04yopK7qydYmorDMac/f3lGyE9fZhT9T1trzZTa/rtbk8+/onV1VTWwdP0ag5LjaVg7rJnUwj23g4vMABlaaPSOGeZwZxlZZ1kSEH93h2Q33i9FsBP4kp+0+IAvlx/pi2aRe+OIRcyO8lbT+agbCEOBf3lUNgcbbPssQBFFBGi2vfXBPHVNx3pPgkkO5jwEp11B2Ut7yrJ0mucIH2yXuwukMizklYzt7WZtUyJ5RhVcekzVW+qdBdOKO4C3EtPHHH5CXjwuK4e4EheUYdP0ZGgjL2HNHbNDj74H7/apaKZEHFMJyGTc+9KK+EIfmBrqGKyKYSLzgTRFAIFZUNMQWcpn+uYHzWDQN4SRbfNhVTODEbDFNbJZVc+ra6SOE7zL6DkQ7XRm2bOcd8sT7TCO3/O9/LW2DJBwQNctaYbmMrbwjoYYfzNkRw/svuQO9XnU6jR3B65sUEEJIXg+p5Vi0CEx7eumpyyp/v77NbMMcB79hitu5BgGgNtw8sIgoVG3tlm1yYTkIShk1AQCefZ35NkQpYZsbNLFLiD8jAMA0JHScbhNG3WT+z63iqc+Vf8QzgV12a9Xkq7d8mlClU+Xn6jtx/4Hv3PRY1FQ1CEhzIm28W3wV6K755+K15+7myAgTafXaoMwOvkxn8trSv5g2dKdB6LErTizTQ8x5ggCgPi50cjz/4Hi8zd99XU4P3ZlxiU4iWnLFe6gkC7GbwSL1Dv5a9PYw9RwAEJZtlhMww0A3IzpheZAuLKM0ORETM8Ng2KXODpoHFMKyAoIsqjDlKpVXDzw+5qqsXSrimmUd/ZO+J8aIlC3El/zhyYiwpYNMy8sWSiy01cOSKANi2C09/fiR8tyxw0RHI6HPQ5KXu/Zgr9yHKi0gLaQgTag2tZWXOTTxQsxg7ETEp4NynDbP/mtv44u2jzBmEbNLnp/Yu8CiiETsjTWsxIUqhuWTeyvEmU14VJsPcPKKiZXfTIg1FTafLDu66uaeJWVnx4eeZ9+dZq4KaBsogCrvIxFzMQz8Ny171/G56Yd3iILxVRJhlwfrv0EuGgYLDfiwZOMZd8Id19MKr71FCyFIYKj0b+T5yteu/Sg4GXY9fUv5D0obSBl0wYtd3I30gywzG+MHE5ZRzTsnjmCbAYCq4x4Vk9faH2XY1Iv3WVxjGgTipCIsTp5tlneX13KqZnnFuSI/puieiFxUaJZrAIWwbIn4wlf6Q1K2XPjK8oQf/zZkaYP5MEkYfROhAgtB9RQSUeLtHbuNMwqO722DDoXZBq5Nx69hQq0OlDnNRgiPt81Y4VuitEPhDzPh2YVkfDMVlvnSV5SdLO9/bgtihmHULE5Ls0EBkMRjjv32IauX9Dvxdy62zAujjDeT8S8bnu9dMRDlhR9H5X/XTKva3Z/x33c6bVJ+9KdnpfdKCqUSA1XNsh64Zlksh43TShsaGlGH4xIeeWGrti9UnwE27nZzDbJoPuqkNtVGGuoC2P9fblIzROAhYhvEg4988MA17nYq4SBAXTztdEzjqbNJAsAFVqzPWiXhGJmQPHImfh+dMLQjRnM/hoE14rXlZxIr22qWOcSFe1RjjAnLhrRRh8kytpVPdlHTDqQ/41kUG1oAFp1kxk9FU6zQMPqyx0oJhbBsiWja3rD8rx7xMo+/pAgur0Bdndp5ioJv/OZRtwbKaGmsh+v/Jjop8ckwUOEDU2wg5gDxrIMMmJATua+0WQ7hZ/c8B/937/PSMgzxUG1RHjxpQQHfKDz3hvpo6vOHzRGuqZ77wh/9GQBKwojKwY+PpGECytxHcYylh47Ta0d5YKY3GC1X+/MID+w0KcaPNClJ/Bpqxy9e4yPRiNk9+VMD0RxBBt37pES30mnGsX7AnIzve/aNyO+vHVeKlKBKTw5QfUqW6IYcmS3Cox7xdtHU5hSbXLx1w+IhQH0szJkgHKOjLfpzcLf4YLtim62O0SL9SlbAct36JqKgRNEqKN63rG8nr4/+Hr8ML6drj/Lq4g4JcfMCTGOMHTWb2iyzVNJbXxDvsbaCOoC1FxAa43ewZV6wVNUqvPlCtT7DyNmKCvkXnAthuQzsVb3Gxd39wuFzoKmhDi2/8O9+CQAA43vahHHmG4l0AAAgAElEQVQfT1IRD9P17v+8zZpfmbAgi8166qoBeN/KASt6OjDnlpuRkE/ogo+0gWlXZYub6acVfy+PvLgVdTyMg08lrHOSptLGwAQq3+1izknxzUU85rQuZBiZP+SJdIrxwUG6sBpPly7lo/y8w1rj2rY4b0G5fPT6c4g2VhalBau/eupw+Psj51V+X37b04LsEoYh6mj5qwdFXwpKxj4ZTKpi7ypqPFAqEDVPiwnqAHDa6kkAUE3II/umWxp4v4koZHx/9YaqYI05GjN2diDCK1Vw/udyZBktuGfn541YIUad1qbRZpxre9bh0VsdsehBJHtAxAyDguHsRLTcPipoYWYYjsKybAadvr++XQoqGfxUiO+a4sIyInLxDoOP3Vhqw1br+tNzxWuMZmuv6FSJjS90HFjy86dLq38Lphlcm7vNsudmgUJYVoDPtrZm2ohI1j5+LDPtxoS+NmGcYckvTMcdqp0JSgkeGI9nrp1Sof0nJOxSCAD/9Iu/QFeLWmCwBePwxO+Kwj8m/KDfKCDzt2Sy/sUDyA6a50fRx2GZJ5tY2QDVZw0gIGmWfdosR9ol2lzHiy2f1BvlKabRN3XwrNKKEsIc5nR98d+3PlVxGNThdYnNMwC++ZikSEgCgI/Th/+6FdVemvTQxX94MpJx8YHnt6CmGdgYwMwmdu1WU9dFigGEjnCf+z+PqINf+ZpQL0pn/vhSLFXsW+EvRZyMJY94UcyZdCfXF4y3Wx+nhWj77u+fkN7j++fnxE0Zj5loOE2L+eamr5rXAQBo74v+Pv5yhL6GH+s9WRD5BwZWE6sR+geLuGBSHwCgfSSxbKxMxfFPgbjN8tqPx5rE1nJO23zleyCx0HHDpwJNex/TLFNMdmR45Ibq36rThV99zq79FFEIywrEF8+IBoU48WF7tOhvfEb68+Y34JnXxFBWcfq/eKA0kY/srO5O/+sPT8oZSui0Q+Ushy18fJgthlFdYkieawmmEs0N4jCe2BcVjOLs7R6kCZs8MLvsQUtHYV5w+9ZvHxNOHHQoldcDe8TRw1oj10vmCe4DI94EFo4Rk+P4S7/9y0vw1g6aZlsVGWQwDOH4ZTrP8+hzs0QY/Htw0eIyPPD8Fnh7x27gn/QfrnsQ7nq6Gicds4c3Ac+l6rkrsZ4JbepkbvbN68xmxpedKKtOve59ijtYl7CVj2BTftKq1plG2yZGPI+JfZLkN6iDnwJ3/8BQuxxvmw2sOoCBVeJ1dUMAb2icKDGHNQoJkn2yJ8QHyyTEjplSj4TYQw+fHv09bqmeji70H0pW0dl8+5ToApFd/CD4+F7LDct/u0TcSAmFsKzAVkXYMNl3JAplUVtU6nH7D25/Gm76izyLFWvziZerTnpsSCsdVxKaoNDFq8wHxs3FiEBfXxcIQtsXr31QS/vbJy0Rrp2yagAAAM74bzHcWRgCPPDcG7hdYQyYEFm5FtC0sKq+AQB47MU3S3OWwasJgoAUzWPZpD6h2brY+haPOe0zGkYceH9Gf+vsUBnYqUo9Yjw7GIYwu78UC51v3saBFEuQoYoJzn9jjN5gbB549MU3hc2EU79zlVUnJmSb3UD8FgFi3zKiWRbagQAWTSg5gLH5lMKD7ekGAC4bMG07/fnd7rvBUVjBBI8gAJh+AFcG0xbG6LzxDJ60I1IFsa+10doCeNCmBngb1h+WxUvWCX2HfxO07/Otlyz6QiUsq9rSCMvgqFmWtivcdG8/YRTCMgBc92dcexkfRpfd9jTc8pg62YPgDyGoHqN2iS9swW11Lr/96Uo4MkzAjV/hF0gsuoYPAai7TW7CoXOoiwOz6aNsJLBshlhWLdbODfe/gPL33Bvb4dEX9c6VN/1FcewHeL9+4XDR8S4OTGFpO10c9+1bpEkpjlw0FoZ3RjX2ccfEuOOb7ViJ8//8G9tRQT0Oa3plpnkt/fn/e49Tm6V2o78xDblp8zQ9Hm1RwgTJezZXHeDY9/YPPxc3mqxmryabYQD4u+JNQDBOVUoFEwEYN6W01wo/VNZqUznQvQVUIRf7fdiCMbECRG0qnwnNdBcdh6zPfnqu2O6rj1u0j0VuQEcGobEAnLSYQQBw4lX4dRvEnRmpiBrx68vHhdnXnzbn+a3ymBnE1gFFW7pv6i/Xg5PNcoQNxeRQZPCrDchj/vJ/B3DPM6/D06++VflNQdy+cOdu2vF5hA+kAguFxG7xC1vleBfbvDuM+dPXTI785k0pfIz1sy67U8tfc6NIiG0OzvzvO2mEPGlOGyQRSeZwGdMA8GkGS3dMMYXgw/2x4rc/8Sr87B65ucpJe0+M8RNENldhbEGWOYjqEGefT8fOYGsnTqEHAPC/XOxdzCFTSJxiKZyi9rflclF65Xux4q+8tSPiExGGYcmvR8tNFGumDZfe++3D4kbv+vtK4+ToJeOEezyCAOBFZCPPO39WzTCi9Rjamuph9DBa7GUKMEdCXoAOKvdAuJYFPrjv1NIf27lIHpQJeAe3iX/jaSBPWGTNHfJhAFgmhkAEKZrnsUR4stHmcv0Td2ArNWzeJoBE8NSAd2gj07bdXHB4/Delf7E42AHy7k348aVZVpIsNMs1A+xdDe+Ial8ijizEdxtfVI//jkP6UA47d0XbnTKiQ9C8jOwUFyqfQzJqw43cL/9LDa/2zKvbpMLUNeesQq8DVBfw6++XO+LYHOue98N70Ovs3bc3N1iHjuOrvb1zN2DZ2zDwpiN8+b9ukS90cYFw1LCWiDY+hOhm67z/xZ/bFAEEQq8vKDt7Rflzp7X35GjUGf69uJ6qkBzGdW0g75e3zQ7L/5ECAoT43xT85YWSIKYjE0AAv0aymvLxilmik1DS16etmQxTRnSg91TX4m3i/JVwyS1PVeuwew6KtEr7hPdwzd3V2Nbzxw2TF7zvR6V/sRi7S08Vr3WNjf42Hmz8aSazDQrEaxAAtCj4ptJ6RhLRyfi7DgAa1Cce/mCh8SXDgzYGG4BL329WvsIOslD/5u/ZTUJbnjTLAh2uf1/xE8Y2SRTCMhElPwb1ESRAVShjYa0+unG6UOYtg+x4VOg0di42gBRg9rM2SR5kdriq5yNpB2M2uiVa6jrxDF8s8QNfjRQNQ2N6cO29z1tt3ik2yxg2zR4V40UMWWYHeRvX3vs89LU3RRxRXXHb49U06l84fG7knmzM2dgsYyWY49+ssl20DJV+RU4OIr8Qe2cZsPTxGJjpgc2bDQKIRP/BcNTikhaP72uVVpd1Nd+fdz0t2oNLTdzU7OB9GGtL6ngncqEt8SXOn+Kn50YjPkS+ZyYkB/Viu1M3ig03qaO2aIGN6V2S0FwNjt9jOAjwRjwhTvkZTb2fbYXTxJwsLOfEmy/imrBsAzOJqVdFspKcFgAA+uX89h/Lt7C+y0CzXAMohGUF4sOotL8qDRqdcLGlfJQ9Z8wwYZw9JDH7kIFVv+Cqe6VlJo1oVy4mT77MImv4G/Q606wjFo4RyulgIwBSamA8YLTOXT9V2sa2sgb75kerNoWqqeb1Spxukc6ySbH422CuVcQevLE+bmZAa5NqHfHJg6LZuL5xozrMG2v2I1feDa+8tcOrg6kqG11Es6xoA3U4JNC+9JYnAQBi5izy8iEAjIhtFPjiW9/ZFamvyt55ysV/5NpIbhNcjzn4Id8876yr9F2olKniPd8raSV/fd5atGyUNqesULwkldnNKMTn4TxEoaFq/z17l6KNxDdkr729A43yU0FdA+2DfP5u8Vr/Qnn59pGxC0jv7eSytb5UjhvtYy1QRVPYoVjnMNrW/HAjC/0ILb+Rl8TkOCSYmrNgz82yH/bJ5wEUxsdgHjTLbXJTsKGEQlhWAI8FHLUVlsLjRoyN3V89+IJw7ds3PQYAuMkFD2bX68KWai7DBE8WN5UJLqunun9UVP7jQhAvVLD3imWTo8zXvLmHSmt+b9npCmvz0AX9Uf4MQ8cB4H3BjsaV9WIVB0OaRhMAoLUpGj4vIijFmuB/s6QQaSkoeDK88yOFvKh9Fsvs3BUKp0ZvK0LehaEYejB+woRlcdTBVqlGsSXGvg9MGOTtmJmz5Utb3xFs3zEtPvt+4oJ5GAI0KVTbqvG6jRh6kOHg+f3CNVXSmbYmPKvopbc8Bb95iLcTj/E4aU312jO3l4t4+CBUbbz+jMhLxXHNA+3TbwRojieDIQrCJMdAD7ANS+YlnJnlMzWzON0a7UjlFvKtLH6vvg1SaBqNZrl/gb6NIYBCWC6DlDgiBLjkD0+VymuKf7ysBa6vEzOoWTvnIhP49p3VD1qljUoCH7kS0YAgYPGq//CYPBSeDlRNEsOCmA1h1AyjBCx5g/Gr8XQESNUs81CGtVMgvrEpmWEQaRLu7aoIxtkd3fW1N1eeadmXfu3UFqa93Y2893d95xYAkJjdIG3wzpoAoI0G81+n7CW2azn8xna3asvENeEAAJ/8cTUxA8br+8vZ+r7128fgqjujMXp3apKpxNHREhVKqT4j2zjh3XYIqpIesSaVZqLYxQZug/LnH8ZaU0HXb0H0X35Q3P7t8q0A3826fqN9UwC2xMwwKG2ijmgJmWFgQm/oJ0upFSgf7coPiteUiyDSd02dIj1Uayw0hpRJYC6vMdOOQlgu4xu/EQ3Mr/jjM5W/2Xt94Pkt5d/4i45/B2OQRclU88Gg0nYAAKybET+OE+EyPuORPXgNq6rdr5fTxVJsl3X84Z+2WGlUTHOG1cOOmU0FPNIzIdfi40Q2f8bZuY2zV7V9lehU6HHe+tZvH5PTxhRMHibiePf5jETEvxuW3GL34KDANRa3Wxnz3PAkeuoIMZ0zBlP5eeDCa1E+Fk/ogbamkr3t+N7SPLaTi4Gt4v++Z98QQlj++iF11k0eNuYl2CbYdmQpU64rGn3pzaptsNg/ltyg4dn4ZuPaQm4cPvE7GTM4P71TjNmzAiYsJ5WYYhBZb0n21Alr/Sl0TD1Sn/wdX5lWV9YWz0Migm0hLA8ZPFgWjGU4cbk+QxgGVeQCFTBtVpr4z5vkcThtnc3i2LpdHbaMSqUzduSNCS1nrhMXBtPHoDn4iY3Gq11152Z4OqZpBFD3q22XCyYqBiYggh1/RGlRauOdskCFt5jOBNnV0mgthKs2TOzObkR+qfgzIHTnjRWjDghrkhGXbqBsChvr6+DfT1wMAFyYOAjhggOY3XrpGp9emj37bYgTYsVBlvBaMC07n80T34CWHXcNwxNifaGaa1XjarckWk2ZkBFfFTz6K1q5n58vXtv6XJWbBsz0JsbTxBUmnPmFtbCs+HJahuH9bhMWzgq2GyT2TA5mGGyToHJ0IckUhWYZoBCWycAmVCxcEKr5jFXtH6Y/Ao20WW6UN8Ow1yraD1D1AqLH5OGil/e0kVFt2d9fhztVqPjGNVwxgZD/u/wcPW1imCLT/sH9WwgmPbHf3/rtY3DprU8J5VRRQCgbFIo+KQwBWBK86aNo2ksKrXYkPbjp/HjCsvGkcnQFTMwkCimz/5xRyNUSpo8uHW1SQwZWljxsnMSo6zYtVPOOOJqQdPBUxPsrnsAGoJR8xje27xwU+virNzzM8SWvG9EsW34julM8AIDtyAnhdffJw1fixBMQGNr6EDp1AI2xdQcdUD62bIRZB520HcURrM2GZoA5R4nXR80mNJilcqpMmzyxYZkLmbDMbUJszDDCUPNuslXipYVCWEZwjCZgvxKEwd3VijuI6MBP4NZzrMPcrHo0iuCGhW1K6zOLxIIt/4vJoUlolql4aasY3gkzFWGY2d8pvcfQ3IBkN4w1uWP3YEVI22ugVygfgcHz7jdLNAtCNYKKUdCoi1+maMP2G8EyQjIwp7OduwcFQezpV8WTgSp/IuL87dqtNlrGBD+dTLdqah8M77AND1ZtnG10b3/i1QqLD2hO3mRYPgkR5iII4Oo/bYbX3hZPmdbPGFHiDHlu1hemplRYcWaGMXesGBqQld+KhABlYf3onwmVV4NnwmIVU80wfMxnth8eFoe6RYzLXsH8d5X+1fGMCXrdlFPhlMwwlGVU9saRRsRLFe25on9U0Uz4MoUZRiEsU+HyWjFN3lCD7beEmUdcfdZKo/at52akommCOVxjqP5dqkcbBExL1oOkGp/Qq48ZOw85/YgLEx++4u7Kc+s2PUpTznLVMIz+doGKn0nISYW+PXMeeI0mw3/d/KS0PM8y6wtsUxV/tsO/eTM8pwiHZwM+zKEJwhDgqjufrYzdY5eKGv43t4vCIuWdr1ZkHSxTl97pbS8J/pfeIp7CMAF3hPXmgAb7Ye3wQVAFJVmSEUxgxBz8sowAgdVbea68eDzag/TZbflJaqFOoF3U1ATzjSL0xV6nxS5IzDDmHElgTIHh6QYkcEUhLCNIer9DFZTi4M0wuhETAgqSMhOyjXzwYyQzHybQYAkNTEDNembu4Cc2RrUCo0Blf+kzZjF7bNPXGLWGK1Vm4zSAgHgMLpa57LTlAKCx2eb5IGxaAIgmMkpFjHizVaGJprTJ8Ma2nfDnzW9I72Ocd7WoEhW44fLbn66OC4yfFBVDS2MhEd/eKQoCTFjmsznazrXxjR8Pqn+GMNaCAIQv30cn8m0sOEFWCL82el70kg9h2dWpLVJM9W3F2mjWn7RFMGmt+j728utNN2LWWiSRB1W/YhsF1GY5hr2QrIDxRDXf3x+nXaeYe+oJ8ony3eYPhbBMBHVOo0zNJhntZOhqsTPlwB6DBdnX1k1gccQWe7bIfPGIucI9DKbOhezIPp4YBABgLuKIxSIC4G3p4WIayGyWsSNpv+8j4P4vB0X42FaOa9xYXyeUp/LMivHlf3hG1Pno8Zff4viiteuK+jpxylRlhTvk30re6VSh7ZEXS+mo/xuxX8f6DjVt8tAXJ35XksJYgzljuirh42zxqwfFNNsApSQ0V/+pFI4OG0ZYaE3S94m0pso+ShnDqPVQXT3AxPipGfGDkGXgi7fx4oPyYhh6BqK/mbDc6JhFUAeqzbLKVnZb2YnUdsDrBLosHdAqmxaig1/8PQJwdtmK/qFsMAZ3SWizdhMy58kZCmEZkLBTnu16VREESG1iFz1+yH3t8t3yJacuq/JRZuRiJN4rBe9dOUAqx56MT+LgaobB9+FXry8dq/d2iJPlADkdbgmYZpmxo37NtEGgS2PuC4wMrw3DHcrkYOWZI+iiCQp7Q6Qeeo/7m4VtW45scmxh+hkdvWSsUDcuHPJNvrClJORgQldfu3yxfvWtHdJ7PJJak5j9dTVjqVhGprmPJ19JAuips6X9jyoEnq1mevGEHly0iQsnVFa3KhwHSXaxEjOMOFacTWtz7BIVMRotShmVsOwz1Nz0A5CLQexfDXqQTSKpKlKopWwr7/J9s1jNSgc/Ij+4LWHp387R4r1ZhxLo1BYKYRkAvv/7JyK/MU2Dy5F3XPOJCViHLRhj3b4JTM0MMFmtAdGuUdDdKj+2ufDAahplFYt81135gb3JtPl69z1n5pikPpaX3xvkzBFsEU+uwsOn4oONC36s2jb//x5+qdLW5FhsYHJflIvVITFzsZME3MHPzeQCA0b76MV6h2CMv07kdEi9cchO00XxA6LCpp6g0EDKYIlWbDcTUxQxrUmmRalqJTlaMrpUfprl800Eals2QgNEgVolLL/wQOnfQXW4UTkLHL21F4j3mZBJPg4jrouthM3+2KVI+yo+iIumT3tyxs+IGeK9o75jSSe/KIRlqKaCflfZiYV+VEwrGNcOYtqKD+9XMnZnwf/zAv4ZK6m+E1gHgsjfojarorXkVHQ9Cs2cCrr42XGoojVg75LxWkkxTjylwlJVn7cJmYgSABuiWzRxrhnfxy2VC4ibXys5qak0djzGKxwVsTGQWMQrQ7BxSonrSzW9Ui6HGcjKWZ5E84izgQmj2EmGTXITAIAjF5VOEKi28BhofWfYwfsgsZRncFpRmcBG1SxXb6r5UGbAs9QiY/Umr5O3saNksgRf5R3FCKHQKkV1YyOhSaWbFg5T5MHxeNWknG29jnLYzXqCL0VeJhciCmGZw+GLStpd6iKPgXJshy2cTGP14Q3TkTarf390o3jfBCrhTgc+tbYJ9pslj1uLQSUM2YZqw567CTEsNNXeYbGn2aUPXn6XnB/k2sopYkittDSNrK1ebgPCxuRRi6umB2HsXqQNyhqJXFMd29vSkdEyaaufywIZjwduCixur2268izgk63pI2mOWKumVr8HPjOeDOy7+/RP7uMuGrFWAXsPqJmVaV8otbDUJVjRRsRJT8JcB5bd1UH4QiMt6JtVYvR88Vr7CHn5h8qZJ3d5iCCjFN75HXv5fa38EFIce5eUzlAc25DXOxUdw4+AupEZgnbJKhTCMoe0jjldYvPax0wtwcfwxjSgyVMtYbeHxCwMzcRkDWpTCzva5Fjziqf0KcBs31Va/KIJHUr/ruFCfcU3Ha+9vYMrH2UIE3T3n4PYtyF4ouy8xytt0zZD4Kl9+pCSswy/mXA98Xbhh8FWc4rhbw+epaDpzzSNmmGPN2+JR/+hUnbtHVxPSaNOKjd5nXht3rEIIwpnKgqa3DZ7ArB01a4Yh5keJCiibOciz4yYKd6PRwrhgTkHWvOqEkSJ0TCotou2QNt3bBez8c4xCmGZAxsPWNB8bKiwbF48bIcPdQp8+K9bjMpTYGp+pkraYNo+lWZVs6wuJ0OnQ4gtFfsumnpX+CTzcjkhSoAIpxFTnNjj8r/j2lOsH1ZO1cXYjSIicBiuB7bvoRuJaV0xzyNsVgf67CMJKFlOeFwtGF8yYxjOO74qTF9kuOjXjxjTxr6xyDu1jKpCSWqDRuQp//toOTpJYjAdpLry0vumx6UaOqimmliXXAbUAqirIL359urf8eyGANUIE4depG5nyoYyPw5H0jJg9sYTxDwEmkbENpQgapYZlp9p2D6r9wF62RygEJYRrJuhOPrhsHA8zds/jlFdLcI16jdF1crIkMXJiY8sd6yNEJs8CJg9RszEhcF0A20bBhB1SKPyU7nnT3pCxxUiKFXfg1h8ayxJhQ/uIpplRYM+MymyjVUkMgiqWcXRgAhomF02Wt+L2Y1dX7Dsjdi4ysQm3LAvPrjvVOFaL8GvYRiyOWIY1SVujpI2D8WheAHDeBtYE6KKyU7XjMo8wqddrHIQEM0eXF/E4pPUbVWcKTzGDVbR6cD6PgPNMosgwsdlzqkZmQ8UwjKHtLQ6qiQGOptnpr2zHv6mWl7ub8x7nwJTgVIlFOxCUn77XMi3IckOVOCFtI8fUHLGi/NPdUgzcE3xDmZ+wfN+8Lx+oRwldByDafzrCJ3KqbPYBmb6gtmO+9xMqJwLXduMXPPXvDWCyN/pmAHpILxdhPZIRAnhiiaiqRaGkV3NsNrwJAUAJBOaorMn7cMVM7ANSuwFEiY808gXKJk8fC0A6q+WwKOyCDIWliKJRFR44iaOlmWfPXd36d9RXO4DzGxmCKMQljk890bZiz/pJQtdJOU0eS2kqQlEHG3NtPqY1tw2fqoqniwG1fds2pYpdu02k7yjeu4S4w31cWEZ0dQhbZmOOp+jlGmWeVbZQs/zr9qYxIVjH2tZgPyNaeUxBzpa+3ImV3AOl1ipO596zYomA5ZC+rGX3kJKlnkgbrpcoZOr7n22ZOu5fqbqKN4dbDx1NDeIYytRytXnPXnFgHiP2EZzQ72Ff4cMPhy9JOhfYF5HyYJH211jU5Gkj0Cqs5B4y3JUqu38aG2oaP/+63xBu7ZYnO/3/Z+usr79GkUhLHO4+dFXpPeoArTtsTw2Ps9YO1m4pjoypIBiwxeBh7H/o7ueBQCA/mEluzAsCkWEJEJzZtk+/AtcVj9X1nAhFoluQQwdx5qb1U8z+QCIbUAMIz/4VKxUNcsIHe5vVV/E+fGh2Y3EfS7/fdiCanSOEZ2lI0AfWTHj2MALg8ijmJ5CxEF1MFWwkAj4uQ57hdfe+zwAADRaxltnaFdkxuRpL0YEzj8++aoTbR3e3lF6twssTe28o3KcohkFuyVRQ1QRDuYeU71EdSRUfdsDq9V1faEug3TJU9aL11THTs5zIDexjVkk3p57tL6JVx935AHoO/VeUWYZKiiEZQ6B8Ic5KMd2qub5Y/1VUyyO8DwhiROu0cPkx6SYhpb/FpkdaNICA/b9qyI4UIQ0VP9RJuRyzOvVZploZ8DCB2JCcxLJBjF29p9TDUX4lWNK4aZ82iyjfAxhjUkcf92yvfJ3kk9NHb8BiMq3JDZHPLY7boT8g9kSa7azT99Kb5K19fbL8ns2QDXLlIlSt1U3uecBGD/7fQ6hHSDXDIA5F2JpqLGseDMPKZMm0q6TnA7POoxWX/eMI9xC2+YZiQvLQRAcEATBw0EQPBoEwYVJ00sK1LHYSTBVWKWwY0vaJpcKl+gROkxBYtbyz1h5blTLy5dLR4A5ZdUk6T1eSJNx48ZmOs+IpdVmfPM29v9ajnTQ3CBqdXy+j2o8Z6798r99SEQKWzMMKtIyj2xplE/JWcZg5r9PtllxZUdXvZpVEuCFN7ZrSvvFTsQc6/z900kQhOIdaiIlk5dSLrsL00YnbuhCu2bs4EelRYCPME4U2qNmR3+PXVoVoFEeHOa6XslaFkkdTjzOpE4AoxQh+GoIiQrLQRDUA8A3AeBAAJgNACcEQTBbXSt7JL0mjUHSsjKaSS/6VHz/5JLxfhIatQ9vmCZcCxChSIeduy2DHCtgOj/avi9Gh/qsM0bREjnYgplhYNrhDbNE29TPHCp+xsnYz6pNAhQWhH75wK45ThRYfZUJD0ZtmCKFvA+8Xdaw8uZGr7y5Q1bcDLqTfvZvEES03WlgFzK3HDh3dJkfw8aevdOwgkMSExN74aQWOsqRfc9Ed36G6dPM+4ehptumj5+9g/vh2VZdNj50k7eLw0QW5jIJIGnN8jIAeDQMw8fDMNwBAFcAwOEJ07SG0tOf3Ibbsr0bzfTF81H6sUhjS752a6AAACAASURBVGeScQzjGAt/lSR4212qRv2pV94mtX3aarlmOA72/kZ2VrWXqvnurHVTteV8bDgOXSBGpvCJeiQaBgMm1BnbvluCutasmCzGRvfLh3/BYnyPuGk23XBgG0+fm5Yt20rJJ/hoI3c4OjYy6KKlVCyDvFAzww5PG/Ef3bUZ4E+XeGkLACTJMCy0fc5wpENJh+yDTmKwDPhvTEb3MavMcxBIy+meh2hq4lsTniMkveKNBYBnuN+by9eGHFTh4ChgizFvhsEWE8xEYe7YYcr22iwjV4h8eWlGi6izk1+ibRpHIh6h4dxz1roplb9NhGImlE8eUU1ggWsv2b/JvgiXMG+uYIL6u5dPqF4sv4iIg5+if13jj+uQRPdgJ0ymPCT93AzYJt4VVNbTGpr/dkLVgQozw7DBM696SMXMQ9cZRpEoFAIQT6cu2dMLjqiaDwraPG6aTR32bM0w8gCZLbMxhoZgjCFpYRkbKZHeDILgA0EQ3BEEwR0vvfRSwuzQYHPkGg8XZktTtyiRqRiol9L+nLXzvUKzvHxSb7UckZ7J55t2rGMsWcVYTojChPfDFozxzkc9EjoubWAbTmpSEluo2sTS3yTt6Kc+3Ur/5bB5D3OgdLZZ5hrAkodUN0oiobGGGw1TYCZeWdqMoxghpie3MsOIPFf5PfPprCkRFwAAJqyg01bxE70oXtrwWXl5ZWZBj0CTYyUxPrCA/AmsUgtOUN8nOoBn4mCVEpIWljcDAB9MdBwAPMcXCMPwO2EYLg3DcOmIEbTMeVlA523PbD5dx8pBSCIIHknM1z7MT0yg3UEpkLR5iMvzSs0wkOvLkJTqyrY5zngTERfsNVANyVWPjN8kZYPjltLsDU3C8LlgwTjxpIbvCxZTmTezSl10ykBWq27ik2sbQG17jY3Dwxf63zDydFT+EIkLzeRFBNlJG/GmKMs7FB72r7Tm5hypuEl5JqImt5NFJ0r4aKJFfXortI9tVFzHim4ssPsjZrrRicBFQ04V7msPSQvLfwSAaUEQTAqCoAkAjgeAnyZM0xnYZPjSVkn8yjLqHWOOMpKYphELq+YVisGchTaFUdR9YlTWTL5V/OTNz6nBtR+qxh/FNGOMDDaUEtGqcmMJi4ZhDnpHU9/JCE8bAx0+sM8U5f0kpnv0neZsYcEcj0/ae2L5ntuYOZXoS+Br6PMhB3E6VUq+zDC8ocF/dkLv4ZZc2zE1Y0h6bcLCt6VF2xQjHYXlULMbVpzyRNtBxgB105FzJCosh2G4CwDOBYAbAOBBAPhhGIb3J0nTBccusfeuXTSh5HCnCgunQl7juPY4JkFhOHoxvW+pi3Ai0ReQGM++0KUJx8doo052/tmBUVzca3bkneUagBwGR+x6k9jIsPesS0aTCzOMDN/NuN7qe1g64Ccr3TjEwRGDqemoDO0aPw5Msxw5aTEn6Yap+1X/XvI+8T42SQ2axIcuP1EjJ4i3YI7jxCeftEZ+r4nicJ7PNTACdDCqxCjXZ0pp08YLy1jcZ+pzYGNy4+etWMobEndpD8PwujAMp4dhOCUMwy8lTc8FrWVHMNxmWV33nPWlqAijuvxpAGz4YNB9YtRjzGmeQpZd/afN6gIJLkrX/fl55f010/wkf5EKbirliOZpqaZiNpg3tmri4EezTEfO9HboHG8TTSkJPij3AABOWDZBXcABWNrmpEcMaz8t51OeShJhKelAsugd8GWx2LxjxGvkeMwAUF/ePPBZ1zqZ9t3CtKNTYUJICR/WJJ6q5k6Dy/qllzuJWvnB8q20eE1g9uSFZdXu1OYZrdOf5wtD4ylSgC6eqetngo1BlrzjyEX+A4jw2fTyJriwvvjjE+qUttTv9/GX31LeT1tQlKGrtbR48c/DBCQ+VJvufZ230TyLkg8Xlb72dEwmfMI54pIhVElHXNHZUho/Pr9naihBq7aJ7XgTlg02P9NGdgrXvKFDnhE0Co0DwdJTvbCDguqF7RNN7chFZp+4XLzG89CmUngkwOvoudW/K2HwPB2BZAGdGUYi7vS1hUJY5qAKG9bThsS35ODsGY5cYzSjMYhphGzY+dC+U/WFUgBboP/0tDqeq695qJ4PT+bQpqyqSnvM09s4u6TVwYSD964Y0NJhoDrF8XxhNJvqzcIh9iARDWSg+q1Ej8FFHncPJqcBxHwFmh2F3QaNbwNmDsIiRWSx7lZjHWNCc/VvlnY8CdqoDGIzw2mrlApMHdkBK6aIDrje+n/dBer7VBswb7ZiugdD7s9/l3gNNeFwBNVWduwS8RqLFuJTs2kcOs4RafkwaIVlBkSTw2OIJCDBUAjLRORlg+htf4cU+OgmdTpXlqAgCUTsQ6naPk8aA/IGxJIcXXvJbJar2LK91Ocm2m+qTWnEiR6ZCdqak5v4dMl7QmQixvrx1beSG5MY7RbHeOqRNpHxi64/gfxetD3/QE3Byv+2NVU38SZJkFRtR+4j30MaaEj6pIkqAE1cJV5Dta+OsNEiT9soXnN0cq/S478x4vGh0nQgLTEnpZFKPpkwQJ/awZl8jNucTvSiLFAIyxxcYpxmmdTBBvyzUufut3aYOI+4QxvS0dORD7Y2YlE0efztwWKM05seUccJJysJOIJ9BtraavVSA8M71GYRvINVJQEOd3/VFD+23FREzE+IdXylh8da2c6Nd2xDpfviv4poW7FNAI937TVeeZ+Cbk9OuTKwrkg61fba6SPK9NRabXYio4XFUNGdbCSKqRvEa0vfz/1IULOcpZ0pT1sZsYP4PhrM51A5yjRHzROvYQtWEprhUbP9tzlmkb4MAKS/dc0PCmGZA1vI+Enx7HKGtsRlYc+2k/pj7moBX0InFTpNruroF8OoTjenSiyhDG/6grjboJ78f31jO9p+NDuhGVDtI7Fuh0YzfMDcqkMOtmFocuBbC4shh42GF7bgfU4F21BgQuwtj7/i1DaWaEP32FjoSAbdt89itI90/B4wmnrFnv8JsjoPaMqRGxQv/cu7Fgr0tM04P6rDfBshrmGkf6H6Ptomu6bIqHrWLbR2bWHzIgZ3+aHdTkxq4kuLrgXRXi1psKQlfOSUIWyfjKEQlonQHxmat6lLkY3OYeZkUOjCKKUN7JvXLtDl3jCxlcWAJYI5bc0khB+73u8sh4zDNiXY0sdf09VRwYRfLLV6lkiLj1ZFKvSIr4BF2xtmETWeROj6ZO7YJOKZYhp1cy0768uZo6vRdajft24eTMty1xu0gxvbnicJQxOHJDSbcuK0Yo/+SrxmM4noYgIr4xhy9yoRRnIyobrCJY34m/nIzOyKQljmUJmikONgrTbUYmLjtZPU+lQB6D17q8NIfWjfaaR2kgCmxYuYPdCNlr1gOZJNz0Yg2LZTbaaijahS0eK5PZjNSUHltDOlyZ0qLvAFXbI3timEYhn2nZVS6lxPSMRmGdHu2sQ93n9Oyc7y7w6vRhGghk3kTdywEHa+4PvEyxqqEGwROMQ25GkkeWy67hPmdTAzjMh9RDidfqA5HZS2Q19E+PYkWtlMx74S2DRzGwfq8+x9FsKPJkrS+3+FO2jmDIWwzAGN8V4xzVAjLZNlKh22OMlQx527d7f6tOmyA28GkLZVlNY2ujwGdHbpT73ytvJ+NxJRJeJkhzz5m+/YHy+a9CN7tveUs7MlDZ3tLtUW2ZdZEoZG7qgVX7PNR6pLOvG8zDEubJg8AyvKbzKXehaWdenLMX73S3oThcVU9o19PkYv6zLwVv2NeR1d2uh2xJcCi8KQyAeDtNldnjM7RqrLJQJkYhvuSRF21u+rf2N92YiYjA1Dko/phPegLj9HmgoUwjIC/r2NQ9ISY3AOHeegTHV13m7kbHYnDU/A2zoGTMg4Zsl47r68HI85Y/x43trZPCY3GfItv/zmDuP6qhCIMjBhWecUmCT49711Oy3KBTZGMOdLV405tStXW2bwrABh87xylBqTETd9FC06BeZAym8KySY/mpKoORHRDvq8TUjccAsebRSx2BruK1GTESN2DRHvJSjYWT2Lhjc+s6F3GJqkAAC09Zb+5TPfKR0Tk0ZKm4RhnvI/BGAQui47FMJyBGH5/9UBzo5+qfZ1JvA1J7pG4uA/Z5bYwBeowgMfGo3al76SYOiEctY/e092sNvKACaaz7S1+dolpMw75nyZFiJaf2JfzhjtX5Bidr6dmnTpPHYTNfMXn7JMuBY1uQgi/8qQhOUUK8vPb2hMBE2jPzh9OYl4agGNUhMMiIJa2pGcmLOYDNRoGEmYPfiCN35y4uCX6BgJoBZsu3M2wrIFlgiBCpuxlKTtm0nbSX5vFx1P9MjmQPWC9xUOVdcM659D5lft/JKYO7DIA/UIId3rsgnpVUfszNGe0rnv2q1+ChZBROeISjWP2L7TTUDxJQxSNdwTuKgYNuYej72kzlrJ0NMujhXd5jtt2cqV3kpiCMS101OyUadOuM4dTT8XsK9rgekHqO9Hd6niNbScrxjPWoNL+S0sLrarEGi1OCewoLv0r/4IqTDDqFVgMYj1Dn5uIE9XFsLTmmnpxst1BXmK97Rq883ggoJot66jPJZqvsO1FCDXJo8QzWK0m4iy4JtEboURnX60+df++Xnh2rKBXi9t2wCLTKNL7mLTvdSw0EkKpPvPqUbpQL+hQPwzpYPd6H1FAf4WeZ3VlMtL2vtUgAmkLjj46zJCatrUOtpjgRyIMgvfXf17+Rni/bpk45IniyRNdeqg0CzXGNjr4hdOqiYoNecbizq6kFKLOacZ3xs8K4FWoUxIGrP6acfoqni4APQwnDaRBahIIlFOktEy+BTDOgdABn5jweJC2zx1IxJpo7mhOg9468lIkgvsdijwQ988qu+fv3/J9lmXDr1OK0eJF5M5aSmbgHD0mOOn1bTiyKS/Z/T0DSWpjeudZFbeqHNsOlK30/EliHqy1WF21SbvaO+z6WUrqFEzjBkH840XmuVaA3tfOg3DBQfMRK66TsS0+g6ypxQLx3dX/k47QQkGVXzVJOmVaIq0se9YL3DYvyhd3Szf0GCC5pa6PtfVUV3LC6jfF0uGVKrjB9R+iTj4+epfizjqqmZmjKLHawYobRT6OrKP+pNLYB2oC/dlg9FiRksUNuML09qmZU/pC2jIwCxne5OzVGo77FJsR14Iy7UP7B1iHuR2mg4LhjLESRZhxWwekfXL5te2WdS2IShecv12MVtjlDRS7IdnrlDWWT8ju/i/g54mtfUzRmjoeCFDh+Z1UbMZ6l677rlY97rElNa1rQN6CK5TuGk1crR20KpcHTb+dJvVOBokChCT4ZxElsJEoeTXlyBkgAO/UiZnYYbRqjHRqvfkmD5edHiNQmUbJDfhK/2p0TRgpiR7nabhJyXozFx0yVyE9ri+ausDmKGxY88BCmGZgy5ZRvWafVY1GchHrUhJ9MjakiHV4pH2WvH627TwYa7oaG6AVVPlkS5s5LaNs82zt7F3y2eOw2xpfYXMyxK60xuy+RPxmhYacvtMrwr3e08uLdzUUGM8qJuNJEUZHQujh6mdOP0J0+ZPZrtXy5XeKm9hsmwGstiIAR2LET1mkZpmM2I+99KD5nTmHWdexxew97Dx8/Ly0w/MUTQMw3fKC99dYwA2fMaYpbRRCMsWwFMzm08A+nBMNNvAtDQeLlripOm4oL4ugDlj9Dtjk37GbGBtwKfy7mljabNpSMJmuUWTot0XUgsYQISvyDXRpCSlNi88UDTr0j0+1YHUBksnVrV4+BxkIeR6ElcnIL4CvqMKucofXbrwm2QC6algSOidIr8nGxNp2UnNPdp/mxiojoTP3Y2U9yzYyrS5icjPnt/ZvGP9tpcCCmGZAzrGiNpmG+zFedsnEac0r9DuUXN23FkNKUh/89RQbHxv6B4bi4nL8LNzVxPpueEzh8720o6uK20c/CrXEt6h+RbOZCYCDFhPYPHLrTbs2LVAvO8rzrIN+LaPXjLOip6suG6YjemuatnJX3Re5q9GxYaKEs4rjuMvc+OH9WCHOrss9AxIq0qBaZ67J1CYMgP13bJsfqPmAvQvKP2tG2wsE6BPBJ6UGzbjBbs3+4jSv0m8m4RRCMsaoGYYnqweUtPUGtRRm2HYLMZ+FvC04bre6QQgjI4LyXnjRC1DEmt2EtpqBn6skHVvFoqrzx82h84UkaZbe4jAnyAPurr7zlTbxOMGFTSGbDJSRujYmpdZ0hvXo456g0HPoy91i6adQ/6l9C/qOMYBZRi5pktbTMW4Jer7+32W1k4yIVh0BWjtMIE/CAAaiKdAsw6hlYtAI4xgGw8qfIUXZJsFAIAmFgo1D6u8GQph2QKY3WGSQgQPss0yh8MWeEpL6Qm6pSIvihkG1r8mmwWbmK29iOMoD2NtWgL96MvBT8dbkqZ4J68ccKrPeMd4bGty0+RQN+Lbdu62prFkojp+NB8dh2oKRgWf1IZ+mpbgBg0z1zUQZmdqMzYibaVlZ0oNpzZsPHLRkMeJhJOtsRohmWHKvs7s7BGQfUAufUU1M9FlYeSBjcM8xMU2RO1xnCCoU7JNylU97eQWBJMUvKrvrLvNIpal1Yl4qdIYjaORT6jYtJl7qLa9fNQMfeIbs85MYkz5W+d1pgfmhBzch2CgT0z+IqdTooBtHD6833Rj2jZa5Gvufs6YDgNm92sCG22+r7HYTIxKItLHgY1n2RjHntEmaZDHYID2VbdwSYFQ5zlDDBsnucHx6CtiRZYgL/RYOcv3PnWjXT0AC8GEWL5vqjErUTK1J3rWHscpA504U9IMoMM2Ya2rSkvNRwRwAXuE2z65QVlg6ii6kJ8kbGyWj1pE0+Z/6uBZFvxkqWbxS3upRMvp9IgWO9dJw9XCMnYiiYWBMzlRqNoDV68tU0TacMXhC8cY1/HsImZldsTX4RPFYPfThpWzd1req6roE0/d7I/OHgWbvnKdMxX1tWNJwe/yM6248YIaHHOFsKwB2dEopXef5RDzbWM9ogMPfO+rL30J9zagmuWkFV3CF3zFP2bdM39cN3qfbrOc/hfBaHozSeH+7mpJLiWujf2tL7CTAiwBkHPbOTuiT29EOjx4XjR7VK22jeZo1mGm3OgHE9l2iCvH2uySad8tcMIVIH1+/rKKXyxJTGrjohCWaxrUyRuLdGAXTolvgFYnN57WRKi4lUYbItSl4NJTdQHmaags9LXW90nYLHuSllGXImR98dW2KyIh3xJoP47dKWVlsXFyxyOQqNt5aes7wjV6xBM1Pu0pQguDjCvcX0TdViCJ1E8CakvsCTU2l6Ho1vTP/l9Khw8dWFztafv5a3PGgaxxhJ4/MlK8+WL0d1sfwFH/qa9XX/bLyctmzQC1x3HKwMbdyE7/trRDYe6qaQzB/ucf6YRlfhbetJR4VjbLKb3DTxxUiotso1n+CNGmOS1hWQe6rbG63JZt9gmGdJvUNofTmSR62ds4bHFNPlRmZPom+T0ZTBy4ALJZwCauTJ8mGZjnqG1GnazmAsU7vfeK6O+6hlKYPB0O/Mdy07UnetYexykDOybHNCIWwQ8ioE74tSbT2XjTszppzr9Y3NoKLGyWcwGuA6eN9GP/nWQ0DL5tJ80ycdxQU1jH0ddeMh8atEjE9uH9ppHK5URWJkcVyxK+5wnZd66jc/A8TYi2KgFDjiSgphhe+B7xmu5hlp1hXgeD78xvScMlnrAUCdosa2Houm79MRHrNTQ70skOhbCsQQ8xAoSrt3eDp4xvrvAdZ9mURoSeF2o0rJmWnX1zTcGXzTKIGyJem+qyMUkiCsjLb1bNCJjWu6uV5t0vc/ZUfU6+NiWuuPuZ10nlqFODS5QTE+hiRatgwiH/PMsns8yHnF22MwUFVElHAGpSIJFi7NJ06Lg4zOnatA4SbjhemPbWBl0phZmtwbGZDwkt16DZJ6cVHx2PC5pfuHRLljbCPGXWvzVns8z/7Yn1tDSeNrJikuEXsbjGVGe84/ZSm8Bg48qXbbgrtm7fRSqn63n2NL72ALp3TQ2PN28sUTtLABbdBEXaG6E8z1tzj6KVm7JevNY94JUVrwiwFSRJGhxGzdaXkWHDp+35MUEL7tidZxTCsidQh6TyuJ9Cx8IZt1ZRc2YPCWOoJyXp5ITPsT20rFc6R0ElDB4FjcdLr64Exi/1+WVYP8PPSQkW13jOGFdbWjPYjGPq3GESgx5jI+L4yczHyC3yjae8FPuK+lCtYMfHinPt6gEADHeM9cswzCD1st1gjP47FIA+isHztfXqy+QMhbDMwUm4INZ9n2P2MCqsfQkUA35Mt7ljo10Cg+zB94JVXyb4EO3NtOP/sd1VgcvXPO17upfxNWeMP42fDyS5ccOaXsBn0fM8mEzaW4sI3ZiDM/XUJRGHOsLzNNTXkVPQ2zJJXz8QArOPsCOqhK+4Qj54kN3Ow2xvgDw5ph3wZYB5x2oKlft31qHiLZ8bJqxsa+0JxCrk6M3nE75TsjoLYQjOWedph62BryggdO04XvD8/Wd44YMKtoGY3Z+uRk0Gamzm9ib/GbM6iIK6K9xslok0cm3AlBx0z83f9RMLww025k/xOu9bOQAf2WieXdEELLZ6NPFKRqG9tEiYiQXvTrZ9W4ya59iAzRfhaLMse1ctXVWHOR5NHZZ0HBGfs4/8VjZ8JIRCWOZQY3vcCqaMpKfq1YEqo1ATfqg2EbJFkF2W1XRx3rEB65PZY7ro2qkUIXsXSShtlkgy7pmi8o4RHscMayEv5RHBrtwWZl/silD6wx61YAPvm0d+E5SmzFhfF0Aj0YlaypfGX4TeU2nbLKdLLt/IYKfiqhULDcPu1CeX2EiOGgib44hCWPaEJKLqoI6ExAGY9Dq8fJL9EYvuGdjcsmQAF8xMno03RRiqkMnvWIrmvOCoRaVsVtg60t3W5GQb/dY7NKc05zXMczbDyDVw0+KTzSKw6FGSv9X0iAUt2k4bQ8ZXIs2PPk4rbxOOCsMImfUaywop/rnaiUobNp4mropen7DCrL4NVCnP45h1mOOkFqtbS2OAgEJY1oAai9XqcMbG4x9dWP0NSt/LBMbvyql9yjrMJnfddHcNso/v1Wef7D9nlMfWSqCk1valEfaFtma5KUkQALnTMcGOFxQXjCvZPn/6EL9Z3kp0vDfpDS4CH6at10E3B7G7iYihFu/hoHmjvZDmu7lihqFjCN2hJGrIkmDbntBt4GTnG8tO15eRCZ2H/ZumPIf5x0V/UzXAaW3eHvwpwL1XemywBsadAQphWYN1VHODLMOcYceDOVaONDfQbG5ltpUmmwOKIKnD8I6mKm3H5uqCAD5ZzgDnCxSW5o/LWageZTxvejO6suesL9nzd7eKC5NRPF3M9NRbGLTs4Gva0rWT4+lIwAf3xRPHYPPOjNEdfAGkDvHJTQaTSrDsXxih7hcJHJ9WyqUliuj40byHOv60JwSYtr8rQwT4SEqCtYFc27Wd2G4tfdF+UAjLGlCF4KG1h8o3TBZ4WycungQfmUElqPOxXVU8ju2mxYClYmSXzPEy/VE5shNxOEHA3sr710wS7v3HiUtgGdHMh6qk2/Omdhq0DvF72Mz20Y3T4eglhGP5Ms7fv7rxpW/MHUfjh++V3yMH58/ZF2GTDjNVlPuwoSl2mfDOTW2OfdY3jjfKi4SKuvHxk+djNk8ohGUL6IbF2eumSO/xQ2yT45H8ptn+j/Spx7esHFU4soFsoe5tb0KvY/C+Jihe/orJavOSpJCT5I8AgAsMC8fLtdrtTeIpQ3dbIzmjZSj5m4Ftdh95Yatwz8Qumt905UzMQMGe+99PXOzYjg9uAMaV40YnaecNAHDhgW6nNh/aIE9HTg15qfUBdjXDyEwwUb28GE8dkrXpgict2k4Ic1hCFNs4qzZuyEnS8VCXnF63BjZgnpGjZTZ7uMxBfN2PH0CbsF1TLKuyT1ln1jQs/+Wj1aF4kpjXh3fQBXTf36/qcbIKRZaE9u/RLx3orS1mN8wjiXm1KqwEwjUsbbOzgx/xfT/58lt27ZcZnO2QBGSgTx0pJ8nEKtEQaqUfvEmTC8Z2t8JRi8cKdM5cK1dURHiz+GbqNZNZXXk11Z9GJjlPYF69GQjXGz6DX2+V+U4QeGzzrIw4+Gt0PqTv1LS8BVw0yy/eb0pMX6SuAaAzbvNfaJb3WFAd+xjSOq7EJuJ1MzyGUiPO46vLgj7/3KO6ktMy5wWzFLGWKeYV1Dl0GGJjK4NKc2sLqmYXIJrRDReazL4Nk/JYyTpEXnC1XdcJnSo89FdRq60D3weYpvID+0xW1meCtk6g16XVduk2rM8nOvRjpO26APoMTph80VQBWwPQGokawHsyBUHbSVD73UFQHB31n2ZtotD1s+T+whM90I5hxsG0clRheZ+PAyx6D50+OuYI723mwQDrPqEv99aLdF5qAIWwLIPnzf8ZmsWNikg0jfK/mGBln8GPBuz4HA9DZb/aZmkGJeuHn5yzSnIH4MP7yY9wTXHH3+5HKtfaWA+HLhiD3sui/zCS522SJ4PwqWFmTfFjzlcftCKJYMiJiLynFgZo8mR748tmGdvg1EdVy/mCBT/1GmG5J2XhXY8yv66CrxMLRDpUgXDyOltOzDDzkOjveccghYhmKbKPbNxeNF6ofdPaDdAkSd/u/YgVe68xGluf90szYxTCcgTExc++qleYjn9fCywA1wfYqV+OUKsxU6kJFO789H7GpyBpA8s4qNJ4ug4j3MHP3zhgQyotsxuXDHY6YVdnt00PHSeijh+WCjJrpg2nEckYOlvkteXISXWZfo5Z7JDr3Cb/E68GCGgRkpIBwvvKDxKrUp5bMvh9v6ow9LAI+5zTcigQOCDfq2yGMF3MMc0TVsmnIKDk0VKZYJwMgiueevhQAmpTVKajLYGU1qbgBfvn3iiFHvqMJq5xknsYXrj0ZR7lMo6TeFRf39VuT8IyWjfhxZKxntYU4yMMZQkJDv5pm5CLBC1glmiR+96IWav0UgAAIABJREFU8GkLbNIHLhOAa1+nxKfQlKQtFyfAGkYhLHPgbS+NtbZE7V682a8ft8CMEN9WAvMdVVhGze488+IDtn1ETectQxKOgHmde5qRse9yAh9/znPLsZLJ9ZEfiQhuxNfoko1QBl9Pg9ks8+xOHdEh3Ef5QRiqI27ss4BN/1GF5YgZEPbcSe4U113AMYLw29CaPA+mGD4NYMOnUyKmeYddJadRUv+oyvAh2NodT05cQ8/JG3aoF+tHtFtzumBZohCWOfDHxf60CGqkqbEiHRghjbqYb9Tq55JUmuw049amRakZtedVw2TsdrSYac8xQT0urP3hwn2N2uS/C9+CH6r3S0mY0fj3WQmIpnVtH9Vl7vzlAy8Y19HZLDPo+UpZUPWV995V0yhDa7eBLXLCfdc7ybCCpE9aOEfwUXPM6sZBFpZ9mGFQyEjoxMdBz0DyvKSIQliW4I5P0xysqJAJSabCE92pCKlLqIrVw4SVvGmKGOILWt74TJOfjuZ0TDTG94gbCz5ygGt2S6UCBxGMceEz+ntMQpshDC9seSc1WnHoxttuRFpOQrbC5q0sv8x3dplr66jCcv7gwPeKc5OnQQai0XRBlva9rT30+uRwzkmoz6h1kbaaaKdStYJCWAaAdTPEI/euFnnoLt+bty5DzVmeoFuMXQQlH/2cp9PGtEGN9+0KzIFPF/osCSh90xMwdaQOrYc1oeMwDaz2u/H0QFiCH5tvRhcyUDVPuG4gXTdjFGh9UjgEkb9TNsOQcqK6psD+X/LCiTckIuAS3oeMrK0G6mOPlP6NpCeX1TfQLJvw4H27GmuvVveWEhTCMgCcvGIgcRqqb8okTnKkHcWkS51T4olNTlk1ILZFa6oAAWmaYaSlCXvspTeFaxGBARmM1TjA/sA+hzufriYg8SVI8c2YmmjpbJaPMUiv7Bujh8lSpZsBjYZBPWXmuueoRWO98HOEp3YY8uovQIKvo4I9Cl5nJvFSfSP4N8MAxfu1eR5JW1P3A+iLJf/ZA8ZVISynBOYoE7dFTNdmWSTWWB+9NqFXTKyhMk/SCX8un1CDB2Evj4rloabt/n8PvyRcw7TNPEy6YPEEWtIVNk5vuO+v1Wvlf/ca6DWgKIJ/Z0zApPKle9/xb3CoQLepqGjouf5p8NQXvhP1mHBllcEvCWEjtZTEKU1oeZs3yX3p+G5nH04rFxqaqdiOhaWnKOywhy4KYTklHC3RHjU31EEbkuCDAtVYt7ZZdqDtex6eOlISYF2B+CPuM20EvH+1qdOGO9I4GvaBg+f3Z82CFuORDRyGKSxyA9L100aZjyUdTiKeSOmc9aziKDveJ9NxCLSsD+GnjsShg8t8c+oq+pzQ1dIA88fRhW+9f1/aphneRoPiVg3aLFeQ5VxNeO/T96e3VSPrTi2iEJYhXaer+OKz/5zR8MUj5tLrc3+b8u1gPSy9g/Hwi4/sU62Z0rd79GJ8M9LRXI86oBUowYf23goVrSLiYGY5Utub68v1ubZysHbMVKRIt8UJyyZ4b9MF2DujBtFptVQWVGmbw2TYL5nYA6fvY7Dhzls0DIz2iw9kyIMlXJJufOxRvD0VLW+QtJWHycknhD4bWs9Xu55lQwRBEBgdPfLfV197M6kcTyuO+PB2SyxSqjw9AS2eDuwoGztuz9XpnUt0gYwnn/84cXGm9HVg/YOfPrs6kdnXnTtWTLowvEOfGlnFMdsY2NTVmcj0EXijQDde68up7loah5bOxmqotLvFdcdR5iQyeMt/b3vNojnDJ3vPj8xpJIUO1r8+51BqNAvXFSgtOi4YWoIxhqE1S+1hwJzxVLAdzjaOOhWaqcWrLtG5/AN7Z0I/jlpNs61Cs0SomYFsjmb1qzdMLIkP5f2oiuD+/nwkDj/v3+l1IpUPnCuav/Bafq2ZhcNzjepSO/VRU63zsElKgr67HK65qXzJsw5Jg4ojDF/O1A3JsOEE7m0qBxtRS+rkdJRENAoTfhKOhjHEUAjLKWK/WfSoF3EsGFfSTrVzsXN9CIKU7xWPkZqvDyPrEKgm5gx56rn+YTQTlbXTR0g1hetniuN6zhh1CtuVU/oAgLapUGkosdpo7OUMpTBd4g8b6BIFpf20uOCr0yyXTwIy0Ep1tTYafbMmPGo3aGltpCt8RI33xGtEdI0h0EoSSdksY/Do4OOKRprPhtpMxaLfTN4pfpRtTjPHKIRlR5jafNpqHA+cV9JErZmmPq7raZPHh7adZ7BHrBXFaVoa3lkJ2KWmgXFEe25s3hut0VCq2zMQPgxnKdSVLMMBSzG5ADBbW5qQFON5g+69YfHtTV4T6y+bNbmtqR5OXjlAKms6dHh+Fo1H5gUWCuyI/7AnYgsXOnkQfhLhwaXvKfw42iyPnEXmRuBnYE3p3/nHGbThCzkYLx7hNOMGQXBsEAT3B0EwGATB0ti9TwRB8GgQBA8HQUB156wJ8GP8o5umm9T0zkscPeUkA1hSFRp1LKOXvObKKY5571NAFp9sjewlnDBjtGhqkdZ6ypxIeXJMgHxrx26OoXT4UWHV1Px/I67QbX4Wje8xrkOFrfxnVM+A1fVc3PxhiuRW0NZnwIADosH506GZBFw3FFNMUtx77KfUNuoInbrySfRwopxiy+uJV9ESrNQwXNUT9wHAUQBwE38xCILZAHA8AMwBgAMA4N+DIHBzec4pzl43NWsWnEBx8FNB5yyUFlRHn/wjzR2brQY4B7KbN2BDZQNikpEEIcyJ9NsnLRGuDWtVCCsFvEFnO67ShGdl0kWle/xe42HaSHrq3jPWTtEXkuGc2+3rmmDCinToeIfDDLrx7+zbRNcXD+PWpyAdQnba//bhAHX5kAWSgpOwHIbhg2EYPozcOhwArgjD8J0wDJ8AgEcBYJkLraEB+w+D+gmsUmh6UU0O4WPtbjOz78sCsjki/sxY0pUkUDNmKkZlo6Ux0wZq7GEVfdv5nm3c+BTOTKge0SGPHJM0qM8T706XMfSVY+Y7t+EKmynD5N27WRTQCR04rx/G9SQxbyAa3+6JYrFxe3mkU0ZjLYbT9DyYfXwclHG09FRZZXf62jbD2L8FbJGU4dtYAHiG+725fC2XSHNBsT16pLK4eCIePP/kFRNhzhg7req8scPgCwaxoNPA2G67yT7LE7FaBnXUJrKlMmwUK74yZ6YQOn8Y2TRBtTHvS3lzgPH7oQ3TrNuj2nm7IKm5IBKoTTV2yWsBsdz7f0lsz4R2jtC/AGDvM7PmwhzNaYVSHWKLTs6gjbMcBMGvAGA0cutTYRheI6uGXEPfZBAEHwCADwAATJiQr0D7QwlLB3rh5bd2aMuFAHDAHOx1Z4duxGnxdx9fH/md16l/JmLXO5ThYw12Ne2h8nDBATOd6GQBX6HweKyY3Ae3PP6KUxtYtIhN3Dxiq10n1Yn9poTUzHS+qDwkx0WLh/Tc42OHty4ekAAAR3/PjR/f6Bqjjsihw/AZAMddWv2t6hchAoWLl3uKzpsm0TC0/Dt+JbW4IVNAKyyHYbifRbubAWA893scADwnaf87APAdAIClS5cO+a1RVl75Rr4slKg5SIM97U3wCkEgN8UCJNVsXeyMl6qxT+v7ZSYLmK3mUIzBnBXw9057yWetE21L37sCOQYHgDZNEpC00NfRBE+/+nbWbFSgErSzWio/e+icjChTgXz/YxTOUZRJ69iLiaQNQsfNO4bWZlJosI+2g7fXBNBHtCcfS03AlDeBMMZPY3v5j2LNcUVSZhg/BYDjgyBoDoJgEgBMA4CUPBfyDPsPiypfycqFYUhS98vrx+uJBQf62oVrPtDRok80SdW4ZS2nZhnvF0O+uDGHbuNh+nynr5mMXm9uiArL+0x3y7jWgMRVo4zNqSPojmZpQJV91GaoV+skOzKDILlNKxbnOwJG16cZxpwjFfVq/SvPK/KWWQ+hs/Hz9PITVgIsP8MjP0Nr3LmGjjsyCILNALACAK4NguAGAIAwDO8HgB8CwAMAcD0AnBOG4W55S0MTeTqCnzS8HVZMoYUqis/h1Dk9KTnwa8cuSKZhj5B51vvskqzlbNsENmnDZz99ZD885NKlp7r5K2PZEHch2UtuOn+9cC0JrJnm36Y7CZMRX0iLswqdRk6RMKqs+c6yf3L8bqpIi0fKxCb1IPdLu6EF4PzH7ZuL82MSoaKpza82vybGGB16lZ0CYRj+GAB+LLn3JQD4kkv7Bfxh/rhumI+YM2StaaWgnuBWn/V3GRcSq6ed/hhL4l1Rm8Q04nh6c0P6CTyTz6HQ2dIA7yMmr5BD5GgfTXIhhgl9blEYdKmtAUrv7EyXcGcEJOL3X27UVkOc1NSHbhjP5Q5W++cranv4qFT1mzsB3n4HakLr5/LcvfgJUa4ge74my28+VGQ4dJloJ+1jX3cIIf9poHKIPGjPZHAVPvKWxtoHstgQ5LEXfW8o8jBWMCE+zxpNBuopjytGdKYTFQMbC27vQT+2XEPHpTEvoGYlJnbDfoirr+UWlrzWNQCc/LPk6SQxgI7/AUC9bSQYxMHPlEe+PGvLOXTh0EAhLEN6wlRnSwM0WqapndlPM+kwfRRskcM2A2kJRpNH2Nk919ISkBVGdXp2mEkJppvTaAg2t5HhQ7bwKZ8kJeskouHn5UNVOe79fmCfZDXcFZpJThiRtrEnN+3sBJjNu9A8sAagydIHpmUYQD1hk1jndLBehqU3fOVe7PfUDfbJPVwEY5/tDlH4GC0FJIhrVr56zHySSQEGPoVqksC/C5HnWf3JZMKz1Ublbe5nR8M5Y8sa1KPuPDyvCw9JjCOvSboSFmq9tmtRcGolU17yI8lFATBpeDvMQLJIGiFxZxBFvbxnWzvuUoB7r7SvT+mzFraGUcZBHmY2Copwb0mhEJY94BcfwW164p7iDfX5UuRP6G2DaSORCZ/wvTQiz+LjM7NtQ9W3EQ1XSptkLNpBrYN0wmf4Avlse77gM+LIEQvHwradQ9s3ObHkHNRwjo50bNj3MUI+fsAMvG00mqHLJORTACr/3e4WzSVxtPUC7H2WXd1ayjzlVTZV8EM1ySm0yFIMvRU9A0yXaBiysJ00cXY5bMEYmDw8etSV9adiK3+drEiznMX3P6ycSEWILJI+K94gDSvoMGooJy197U2pRYWIo6e9CcZYZotkiI+BwxfaJ1aoJcUPIqKhqAUbcxME2C/UGxZbfmvdzjgPUDi6+Qbl3ajMSXyuTcqkJJLyEcjq2jI5tMZtISyDe8YwGWxNLkxwyPx+723GuV49dXhiZhe+QO3rnnYxG2CSyNN0gQm11GyNZG2t4+SPpTmuqwukUSGwzWHeZYuLjl9kXbenLQlNvPcmjdpdNEGfvW5Ul9wG1XYz7LKJppslqa21E0XlBfB0slaHpIBJa0sJSHzCRQvbJVujE4kRk0Cblsj7RGyIQlgGgNUJxBgFADhq8dhE2uXxjXdTMw3Z4+D5/bB4Qo+23ILxHlK2WoL6XX7piHmZ0seApfNOCy7REiprBb9mOM6Pt33SLGEoJsRrk0LUCLDNDZai+7yNeCzoWsEpqyZpy9RLPrAPbZgGXYSkRQICtRhLawLnSbux7F9Y4UFEDRml5xXHXVIKkZcKctS3Xf0AnTTlBw3YZmvPRSEsJ4hF4/UCZhI4evG4TOies34qPPEPBzm1kfRnGU+TnQcMa6UJy65m0L5DHlIjqZjA9DQG1SxnMLl//31LpfdsuJE9AzZ+O22ExRhco93gMbf9vQesrTHdrTB5eLsVnbRGCMpaav4MCHFKlIg9DVP2pZVr7dWXmX24IXGPm6O9TgNYfJKEjAudwgwDoBCWjfC7j9PtJkd0NqNHykljysgOWD6J8FFLMLqrxcnkwmWBdNHE59UvgZrMA8OhC6K2rc7e9wkhb13vIqPZjqN9Z46yJ5ox8hY3fgoxfOSpqyfBEYuymzMophhTlc+SQb9PK5/c5HXCzAKtFKVWANAZN6dA+tAkgUfeNf57XtJlJQph2QDje8t2k+mYb1ph8YQeOG6v8db1l03qhXPWT/XIER1nrp2SWp+1IOmG/+0Ee1tSKkzmxzg/PjV1PE5ZNUAqF19f15Sz0PF2tCYsXnigaFLgAzlfgsigyjNJjQtbfOVoJEOdAY+Xn763S3US3JPiyRvg7xy3dLycIOrghxITr535e1rdAskii515ouB42vWOW1PDp7nVzxkKYbmMtDJd5Q15+lzTjI+7feegcC2uyfWBfIkxOD576BxtGew5ji9vys5ca5da1keKZTR6CjcYciZHkmHm1O7+Fds2cdLeE4Vriye6+y6k896Sn/2Uz0F+SKTcaBPfiyLChh84jBdj84wYjvpPt/o273v3DlbZjmZbH31DWAMYOk/iiFs/scF7m3mfjvI2X+ZJcGe457ObSOVkXZm3PvaJStJeXjjNhpUI8sBDmnB3VLOvu2nO6FQcVL1rlsEt3bVqg0LnlVjQ+uEVgThzqdWsMZj04XGXitdM3uv84+hlncDx1MuUIE4finht+oH27WWIQlguw8SxqJmYsrqYjsyBx/N3Wyld3gPV+a6zJbuIFr7R3mQfSjEXJgEOLCTBfi76JGHovjHqnFlpL9agb7tqP2nMHRt5/WmkUWLs5QIZAF2dUufCG3TCvvNHIqn/7isc280GhbBsgZVT9KHmauETyqNyIYcsaXHu+qmwz3R6+MF45IG03gM14sGfPrMxYU6SRS18exRQh0US42eh5zCQx5hE6EnJaiCxzIXcAwQqGlufF681IOaALcPsGMnjBD+k4KF/c/eO8sZPflCku97DkSfBwslmOaF2KfjQhmkgO5jIW6QBCpobcM0yZRptc9BK20CvHKm9/jeFj0dMeok0CtmIhaHzx0qlPddwee5MEJ/q8G96pFMIQ/ZA4yM6tJfi3IROlNSkKsnni6gFFJrlBGG7aUwj818eUavTeFNDHTTUSz4lwqs8fR87BzlTuCgxaknmzJuAnDQ3SbTf2dIAfe3R0JfHLcW1w3H6/cPc0oMDiOPNd3z0JIdIY72D4x6GunQ3oAUQJDJgUljxjCf92HOOnA0wcaU3dmoZhbCcEHK2XkuRNwG1RqckKeKZx7DnO2nviTCZGFs2K+TutFCBvH161l1HrCgr9plDZttShu+/by+489NRc5yvHLNAzgM3QNqba+PAMqkxHd04Z3lUX3HBdeehgIhamhRRYOMCeaaaf04/KITlGsKoLr/h7WpFoKdAtkBn/YyfOngWqdyvP7qWVO7E5RNI5c5FYmU7x5aN/c7rHLrvzJFZs+AMs9Bx+PVTV08i1T926XiYPDy6WWuUnZQMEQTgnu6aErIv6/mngAUO+if8Ovq+a8QMg5JaHS1TDGCGoT0j1iiuPmslmv3vlgv9h7fLG2wXsJbGfB5VUqMAUE0HvnQkLb7qx/afQSpX6+htF7+TJROzSTOPYWJfW+6Xm8MWjKkmXMoBulob4fxN0fHrvQ8dG/zpB1fDpOGOp0EuSUlsseyM8h853enmActORy7m/Ss2wPGXp0hs6Iyz2jgv28MwZlgLKjz5ttvbE5C19rPQLCULl3THeUcdUZbKejnybSPe0ljvlIWUgmUDvTC+x36D0OUjVGTikwPS/ih70xwAAJi4yq3+kIKPLy+Dr7e5A7++76cBuj1+d0Ns8SuE5QLWmDGq03ube8JBUNYCvC1c2c67XTYAwKiuFq/t2b7r5oZ6uONvazuEX54xMLwdBlw1wwQEygGQ8MzW0uWf9inX2dUbEvAcDSMrYVI2JvuRNPUFKijMMBJE5qGJEsb1f7Mmaxa0kM1H+82yt2u96swV1nWzjNSQdTQMql22K1z6OAlbXVt2OmrEUe6y05aTk/fYovZn0qG25d/DgH3ENaH1UPBI4r8WnjEd1MZsXIOohfi6U0Z0OIWpMxFKvnwUzdY2rU+zrcl+6C8d6CWVmzKiPVfzadas5C2kWxynrBpwqv8BJARgGhtmiqOZL3S2iN/NrH6VBrOAFFl+Dzn/FmsHSD8uOYVWtakdYDRtXXRG1pqSIYBCWM4h0lr60rT3PH4ZLYpDWshKcPzCEXOhaQhHGqjlefWzh85xqv/Jg2iRT7LEUkfnxzsdTEOcNubWNTOGkvGMnqpedIot4BHUSbBnAOCo7yTKSgF/GLqrdg7gtJnzx0ZNIZE4yxmqd+PzZkdzAzQRI2R45yUTqns2kjhhOnaJQeroGK46yy3BgMvYvfezm5xo1ybC2L8ZID4J7f/32fBR6xDWEck7zdNxIkMtazFygkKznBBcx2YOPzdrTHAMS5VEX1Bez8opfQlQzg4z+7ugv3undf0sNx21iiTMML56rDw5SJ5RK8lKUsOMA2jlEtEEF8KTGST9VdNCaDGfm6CYvRLCyM5maLA8dqzlzw/Db89flyl9W1vZH5y+t2dOssX0kR0O0R6G2qhMD7Xgv1AgA3QTTdOKdNfJYcn77OvKlAc1LUB7xnkPZ82BNxTCsgIuDj8/PntVERe5DBNhFZt+ShrN2uvL8zbN8B6KLO/Ig2CYPQfmaKqvgx27B7Nmo4BnVL8Hy1F55Le98VIAwaEXGRT2ncFviCMIADpHZ82FNxTCsgIuDj+FoOwPDTXqEHfQvP6sWUgUtRIasbG+NsP1UbFyyvDkiWSMvEdSkSFsdIzlvOB4P4zwmLIvwJjF4vVjL/ZPa6iAki46j+idDNCKOPWOngew+L3p81PDKITlArlCfEr60L5TndvEbG1rYJor4An3ZOxYRpHzXDYeo7qa0bTfQwm1ai/f2ZHDRDx9UyTXp6XLx1BA3jdxdfUAnf2xXXsI0NJdCl2nwwmXA3QN3SypJiiE5RyiNpeFZPDRTTOc6svMAmp18XXBOeunQkPCWtamhvwtHi4xtdPCQfP64S8vvJk1G6njm+9GNJwSfHTj9AQ5SQYtjXmwN87fN+kNrT0A215Lh9ZQWjNMwtsVAIBCWC4wxCHT2NXqsa4Lehy0j+9ePh6mjdSnN59KKLMn4ZJTl8HoYXq79bXTRwxlkUaKg+fTTZUOmjd07B8LeEJqAmyNf5174HrnG4WwnEMUw9ov9kTB2Df2nTkqaxZqElNGdJDL2o7TxoY6WDyh26puLWEoKfZSRTH/JYeib/cY1KbnVIECBkBtlouVt0CO0NHcAD1tdpr/rpZG+O7Je3nmKF+o+Q1vlvyT57oanBNrfVwUqBkUmuUCQxp5CGVWIF3U4vq5ac5o2Di70N4PWVAE1vdcnTwfQw2pKj2ItPKuiGnpBhju5gu0J6IQlg1x9GL7VLMFChQoIEPNa08LuGHqfsm0W4wrd5j0Yd77e8zC0n8FjFCYYRjia8fVZqrZWkBbUz3MHTsscTof2zTdOrtigQIFCjhj6fuz5mBoIAgA9vtc1lwU2ANQaJZziJamejho7tD2/P79BeuFa+N62uCf3+V3x3v4wjHQ3hwN33TEorHwwpbtXukUqOLIRUVczgIFlDjk61lzMDTQNdYtZTUV7SMAVn2YVjaPZhh55KnGUAjLOURXSyN8/vC5WbORKMb1tKVCZ8F4MUrAuJ621OjvicA2PE01moWxQAETfOqgWVmzsGfhjN8B1KUwt7R2Fxnv9nAUK1iBAgUSx92f3Zg1CwUKJI7T95mM38jUjnUIm5ylISibIo82y3nkqcaQw5FWoECBmoDByV6aWfSKdaFAgQIFCvhEISwXGDJYNbUvaxYKZIyetkYY212Y2GSN5oZiaak5NNET6BQosKehsFkuMGRw2Wl7Z83CHocRnc1ZsxDBXZ/ZlDULBQDgns/6fw+Fi1LC6J2UNQcFCuQWxfa/QIECBQp4RUtjvb6QAQrLmgIFCmSJQlguUKBATeJLRw7tiDEFhhDahmfNQYE9GUXoOGcUwnKBAgVqEicun5g1CwVSQs0v9fWFxWOBArWMQlguUKCAFRrq62B8T2vWbBTYQ1CYYhQoYIkiRJAzcr/d3blzJ2zevBm2by8yru2paGlpgXHjxkFjY2PWrBTg0NveBFeftTJrNgrsIah57XJmKHouNYyYWUQVGaLIvbC8efNm6OzshIGBAQiK3dEehzAM4ZVXXoHNmzfDpEmFt3beUHyTBdJAMcocUNirpoeB1VlzUCAh5N4MY/v27dDX11csynsogiCAvr6+4mShQIECBQoUKJAJci8sAxTaqz0dxfsvUKBAgQIFCmSFmhCWs0Z9fT0sXLiw8t+Xv/xlAABYt24dzJgxAxYsWAB77bUX3H333ZF6d911FwRBADfccEPl2jPPPAPr16+HWbNmwZw5c+Ciiy6q3Hv11Vdh48aNMG3aNNi4cSO89tprlXs///nPYenSpTBr1iyYOXMmfOxjH/PybBdffDE899xzld+nnXYaPPDAAwAAMDAwAC+//LJQ51Of+hSMHz8eOjqitllPPfUUbNiwAebPnw/r1q2DzZs3AwDAb37zm0j/tbS0wE9+8hMAALjxxhth8eLFMHfuXDj55JNh165dXp6rQIECBXKBE6/OmoMCBQo4ohCWCWhtbYW777678t+FF15YuXfZZZfBPffcA2effTacf/75kXqXX345rF69Gi6//PLKtYaGBvja174GDz74INx6663wzW9+syKcfvnLX4YNGzbAI488Ahs2bKgI5ffddx+ce+658D//8z/w4IMPwn333QeTJ0/28mxxYfm73/0uzJ49W1nn0EMPhdtvv124/rGPfQze+973wr333guf+cxn4BOf+AQAAKxfv77SdzfeeCO0tbXBpk2bYHBwEE4++WS44oor4L777oOJEyfCJZdc4uW5ChQoMHRQX1fDp0vT9suWfnNntvQLZIu9zwLoGJ01FzWPQlj2hBUrVsCzzz5b+R2GIVx11VVw8cUXwy9+8YuKzW1/fz8sXrwYAAA6Ozth1qxZlXrXXHMNnHzyyQAAcPLJJ1e0r1/5ylfgU5/6FMycORMASgL32WefLfDwuc8g/hr8AAARDklEQVR9Dv7pn/6p8nvu3Lnw5JNPwpNPPgmzZs2C008/HebMmQObNm2Cbdu2wVVXXQV33HEHnHjiibBw4ULYtm0brFu3Du644w7ls+69997Q398vXH/ggQdgw4YNAFASkK+55hqhzFVXXQUHHnggtLW1wSuvvALNzc0wffp0AADYuHEjXH11oYUpUKBAFFeftRKmjSyiDBijdzJAXe79+AskicXvBWjvy5qLmoeTsBwEwVeDIHgoCIJ7gyD4cRAE3dy9TwRB8GgQBA8HQbC/O6vZYdu2bREzgiuvvFIoc/3118MRRxxR+X3zzTfDpEmTYMqUKbBu3Tq47rrrhDpPPvkk3HXXXbB8+XIAAHjhhRcqQmh/fz+8+OKLAFDSLC9ZssTpGR555BE455xz4P7774fu7m64+uqr4ZhjjoGlS5fCZZddBnfffTe0trrFzF2wYEFF2P3xj38MW7duhVdeeSVS5oorroATTjgBAACGDx8OO3furAjnV111FTzzzDNOPBQoUGDoob25ofBdsMG5dwI0tSVLo2tcsu0XKJADuG45fwkAnwjDcFcQBP8IAJ8AgAuCIJgNAMcDwBwAGAMAvwqCYHoYhrsd6cH/3vEMbH5tm2szFYzraYX/397dR0dV53ccf395MKEYpLXgQaJCFSECSZRACaABV2DdKixEjtC0C+o5Li56VnTBgK0H8ZFKFTkUPX3aUBbDkSdLu+4KrLLL4aEa0CLPYglCiSZigUS2EMO3f8zNNIRMHshkZiCf1zk5zP3dO7/7Hb75Tb5z53fvnZB1Xb3bVE/DqEteXh7ffvstVVVV7NixI9xeWFjIxIkTAZg4cSJLly5l/Pjx4fUVFRXk5uayYMECOnXqFIVXUr+ePXuSmZkJwIABAyguLo76PubPn8+jjz5KQUEBd9xxB927d6ddu///FSspKeHTTz9l9OjQZyczY/ny5UyfPp0zZ84watSo87YXEZFmaBODL48f/7Tl9yESZ82qTNx9XY3FbcB9weOxwHJ3PwMcMrODwCBga3P2BzRY2MbasmXLyMjIID8/n2nTprF69WqqqqpYtWoVa9eu5YUXXghfK7i8vJyUlBQqKyvJzc0lLy/vvAL6mmuuoaSkhG7dulFSUkLXrl0B6Nu3L9u3bycjI6PeWNq1a8e5c+fCyzUvt5aUlBR+3LZtW37/++h94Kh27bXXsnr1aiD0YWDVqlVcddVV4fVvv/0248aNO+/mItnZ2WzatAmAdevWceDAgajHJSIiLSQWBblInEXzt/xB4FfB4+5Aze/TjwZtl6X27dvz/PPPs23bNvbu3cuGDRvIyMjgyJEjFBcXc/jwYXJzc3nnnXdwdx566CHS0tJ44oknzutnzJgx4RPclixZwtixYwGYMWMGL774YriQPHfuHK+++uoFcfTo0SN8dHvHjh0cOnSowdhTUlIoLy9v1uuv9vXXX4eL9ZdeeokHH3zwvPWFhYXhKRjVqqeanDlzhnnz5jF16tSoxCIiIiISDQ0Wy2a2wcx21fEztsY2TwPfAcuqm+roqs7bCJnZw2ZWZGZFZWVlF/MaWlztOcs1r4ZRrUOHDjz55JPMnz+fwsJCxo0bd9763Nxc3nrrLTZv3szSpUt5//33w/1Vz2fOz89n/fr19OrVi/Xr14f3k56ezoIFC5g0aRJpaWn069ePkpKSC2LIzc3lm2++ITMzkzfeeCN84lx9pkyZwtSpU8Mn+DXGzJkzSU1N5fTp06SmpjJnzhwANm7cSO/evbn55pv56quvePrpp8PPKS4u5siRI+Tk5JzX1yuvvEJaWhrp6ence++93HnnnY2KQUREJG6sbbwjkBgyb+atMM1sMjAV+J67nw7aZgG4+0vB8nvAHHevdxpGVlaW174Sw969e0lLS2tWjHLp0++BiEgLmXMVzDkZ7yguLWcqIElXaLnUmdl2d89qaLvmXg3j+8BTwJjqQjmwFphoZklm1hPoBVx4YV4RERGRS40K5ValuZceWAQkAeuDy/psc/ep7r7bzN4G9hCanjEtGlfCEBERERGJpeZeDeOmeta9ALzQnP5FREREROJJ13wREREREYlAxbKIiIiISAQqlkVEREREIlCx3AhXXtnwWa8LFizg9OnTDW5X2zPPPMOGDRsuJixOnDjB4sWLw8sbN27knnvuuai+mmPSpEmkp6fz2muvUVBQwLFjx2Ieg4iIiEhLULEcJRdTLFdVVTF37lzuuuuui9pn7WK5ub777rsmP+fLL79ky5Yt7Ny5k+nTp19UsXwx+xURERGJBRXLTbBx40aGDx/OfffdR58+fcjLy8PdWbhwIceOHWPEiBGMGDECgHXr1pGdnc1tt93GhAkTqKioAEK3pJ47dy7Dhg1jxYoVTJkyhZUrV4bXzZ49m+zsbLKystixYwejR4/mxhtv5M0337wgnvz8fD7//HMyMzOZMWMGABUVFRfEB7B9+3ZycnIYMGAAo0ePDt8BcPjw4cyePZucnBxef/11ysrKyM3NZeDAgQwcOJDNmzcD8OGHHzJkyBBuvfVWhgwZwv79+wEYNWoUpaWlZGZm8txzz1FUVEReXl74joCN3a+IiIhIQnL3hPkZMGCA17Znz54L2mKtY8eO7u7+wQcfeKdOnfzIkSNeVVXlgwcP9k2bNrm7+w033OBlZWXu7l5WVua33367V1RUuLv7yy+/7M8++2x4u3nz5oX7njx5sq9YsSK8bvHixe7u/vjjj3v//v391KlTXlpa6l26dLkgrkOHDnnfvn3Dy5HiO3v2rGdnZ3tpaam7uy9fvtwfeOABd3fPycnxRx55JNzHpEmTwq/p8OHD3qdPH3d3P3nypFdWVrq7+/r16338+PF1xpCTk+MfffSRu3uT9tuQRPg9EBG5LM3pHO8IROICKPJG1KfNvSlJ7H28DE58Eb3+Ol8Pt+Y1evNBgwaRmpoKQGZmJsXFxQwbNuy8bbZt28aePXsYOnQoAGfPniU7Ozu8/v7774/Y/5gxYwDo378/FRUVpKSkkJKSQnJyMidOnKBz585Njq9z587s2rWLkSNHAqHpH926daszng0bNrBnz57w8qlTpygvL+fkyZNMnjyZzz77DDOjsrKy3jgA9u/f3+j9iohInORH8W+qyGXo0iuWm1DYtoSkpKTw47Zt29Y539bdGTlyJIWFhXX20bFjxwb7b9OmzXn7atOmTaPm9tYVn7vTt29ftm7d2mA8586dY+vWrXTo0OG8bR577DFGjBjBmjVrKC4uZvjw4Q3G0pT9iohInCSlxDsCkYSmOctRkpKSQnl5OQCDBw9m8+bNHDx4EIDTp09z4MCBFt1nfXr37k1ZWVm4aK2srGT37t11bjtq1CgWLVoUXv7kk08AOHnyJN27dwegoKCgUTE1Zb8iIiIiiUjFcpQ8/PDD3H333YwYMYIuXbpQUFAQvqTa4MGD2bdvX9T3efXVVzN06FD69esXPsGvLldccQUrV67kqaeeIiMjg8zMTLZs2VLntgsXLqSoqIj09HRuueWW8ImFM2fOZNasWQwdOpSqqqqI+5oyZQpTp04lMzOTqqqqRu9XREREJBGZB1dLSARZWVleVFR0XtvevXtJS0uLU0SSKPR7ICIiItFkZtvdPauh7XRkWUREREQkAhXLIiIiIiIRqFgWEREREYngkiiWE2letcSe8i8iIiLxkvDFcnJyMsePH1fB1Eq5O8ePHyc5OTneoYiIiEgrlPA3JUlNTeXo0aOUlZXFOxSJk+Tk5PBdCUVERERiKeGL5fbt29OzZ894hyEiIiIirVDCT8MQEREREYkXFcsiIiIiIhGoWBYRERERiSChbndtZmXA4XjHESV/DHwd7yCkTspNYlN+Epdyk7iUm8Sl3CSuG9y9S0MbJVSxfDkxs6LG3G9cYk+5SWzKT+JSbhKXcpO4lJtLn6ZhiIiIiIhEoGJZRERERCQCFcst5+/jHYBEpNwkNuUncSk3iUu5SVzKzSVOc5ZFRERERCLQkWURERERkQhULDeBmf2zmZWa2a4abRlmttXMPjWzfzOzTjXWzTKzg2a238xG1+qrrZl9bGb/HsvXcLlqSm7MbKSZbQ/at5vZnXX0t7ZmX3LxmjpugvXXm1mFmf2sVrvGTRRdxHtaerBud7A+uVZ/GjdR0sT3tPZmtiRo32tms2r1pXETRWZ2nZl9EPxf7zaznwbtf2Rm683ss+DfPwzazcwWBvXATjO7rVZ/nczsv81sUTxejzRMxXLTFADfr9X2j0C+u/cH1gAzAMzsFmAi0Dd4zmIza1vjeT8F9rZ0wK1IAY3MDaHrXd4btE8GltZ8kpmNBypaNNrWpYDG56baa8Cv6uhL4ya6Cmj8e1o74BfAVHfvCwwHKqufpHETdQU0ftxMAJKC9gHAj82sR43nadxE13fAk+6eBgwGpgV/8/OB37h7L+A3wTLA3UCv4Odh4I1a/T0H/DYWgcvFUbHcBO7+O+CbWs29gd8Fj9cDucHjscBydz/j7oeAg8AgADNLBf6M0BufREFTcuPuH7v7saB9N5BsZkkAZnYl8ATwfIsH3Uo0cdxgZj8E/otQbqjRrnETZU3MzShgp7v/Z/Dc4+5eBRo3LaGJuXGgY/CBpgNwFjgFGjctwd1L3H1H8Lic0AeR7oT+7i8JNlsC/DB4PBb4Fw/ZBnQ2s24AZjYAuAZYF8OXIE2kYrn5dgFjgscTgOuCx92BIzW2Oxq0ASwAZgLnYhFgKxYpNzXlAh+7+5lg+Tngb4HTLR9eq1ZnbsysI/AU8Gwdz9G4iY1I4+ZmwM3sPTPbYWYzazxH4yY2IuVmJfAtUAJ8Acx39+pCW+OmBQVH8G8F/gO4xt1LIFRQA12DzeqsB8ysDaFxU/ubNUkwKpab70FCX8FsB1IIfaIHsDq2dTO7Byh19+2xCrAVi5QbAMysLzAP+HGwnAnc5O5rYh1oKxQpN88Cr7n7eV/na9zEVKTctAOGAXnBv+PM7HsaNzEVKTeDgCrgWqAn8KSZ/YnGTcsKvlFZBTzu7qfq27SONgd+Arzr7kfqWC8JpF28A7jUufs+Ql9PYmY3E/q6C0KfHGseyUwFjhE6KjDGzH4AJAOdzOwX7v4XsYu6dagnN9VfTa4BfuTunwfN2cAAMysmNDa6mtlGdx8ey7hbg3py86fAfWb2N0Bn4JyZ/S+hIzMaNzHQwHvab93962Ddu8BthOYpa9zEQD25+XPg1+5eCZSa2WYgi9ART42bFmBm7QkVysvcfXXQ/JWZdXP3kmCaRWnQHqkeyAZuN7OfAFcCV5hZhbvnIwlFR5abycy6Bv+2Af4KeDNYtRaYaGZJZtaT0MT+D919lrununsPQicAvq83rpYRKTdm1hn4JTDL3TdXb+/ub7j7tUFuhgEH9Ae/ZUTKjbvf7u49ghwsAF5090UaN7FTz3vae0C6mf1BMDc2B9ijcRM79eTmC+DO4KoLHQmddLZP46ZlmJkB/wTsdfdXa6xaS+ikcYJ//7VG+4+C/AwGTgbznvPc/fogPz8jNK9ZhXICUrHcBGZWCGwFepvZUTN7CJhkZgeAfYQ+Kf4cwN13A28De4BfA9OqT4aR6GtKboBHgZuAvzazT4KfrnV2LM3WxNxIDDXxPe1/gFeBj4BPgB3u/sv4RH75a+K4+TtCRyZ3EcrPz919ZxzCbi2GAn9J6ANK9d+QHwAvAyPN7DNgZLAM8C6hk5YPAv9AaPqFXEJ0Bz8RERERkQh0ZFlEREREJAIVyyIiIiIiEahYFhERERGJQMWyiIiIiEgEKpZFRERERCJQsSwiIiIiEoGKZRERERGRCFQsi4iIiIhE8H+w1mwqQZzuGgAAAABJRU5ErkJggg==n",
  281.       "text/plain": [
  282.        "<Figure size 864x432 with 1 Axes>"
  283.       ]
  284.      },
  285.      "metadata": {
  286.       "needs_background": "light"
  287.      },
  288.      "output_type": "display_data"
  289.     },
  290.     {
  291.      "data": {
  292.       "image/png": 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n",
  293.       "text/plain": [
  294.        "<Figure size 864x432 with 1 Axes>"
  295.       ]
  296.      },
  297.      "metadata": {
  298.       "needs_background": "light"
  299.      },
  300.      "output_type": "display_data"
  301.     },
  302.     {
  303.      "data": {
  304.       "image/png": 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n",
  305.       "text/plain": [
  306.        "<Figure size 864x432 with 1 Axes>"
  307.       ]
  308.      },
  309.      "metadata": {
  310.       "needs_background": "light"
  311.      },
  312.      "output_type": "display_data"
  313.     }
  314.    ],
  315.    "source": [
  316.     "for city in city_set:n",
  317.     "    city_code = cities_df['city_code'][city]n",
  318.     "    city_era20c = pd.read_csv("../Data/city_data/%s/1900-1997-era20c-corrected.csv" % city_coden",
  319.     "                             , index_col=["Date"], parse_dates = ["Date"], infer_datetime_format = True)n",
  320.     "    city_era20c = city_era20c.loc[city_era20c.index.year < 1979]n",
  321.     "    city_interim = pd.read_csv("../Data/city_data/%s/1979-2018-interim.csv" % city_coden",
  322.     "                             , index_col=["Date"], parse_dates = ["Date"], infer_datetime_format = True)n",
  323.     "    n",
  324.     "    fig, ax = plt.subplots(1, 1, figsize=(12, 6))n",
  325.     "    plt.title("Reanalysis data around %s" % city)n",
  326.     "    # ERA20Cn",
  327.     "    plt.plot(city_era20c.index, city_era20c["2 metre temperature"], linewidth=0.5, label="ERA20C until 1979")n",
  328.     "    # Interimn",
  329.     "    plt.plot(city_interim.index, city_interim["2 metre temperature"], linewidth=0.5, label="Interim thereafter")n",
  330.     "    plt.legend()n",
  331.     "    plt.show()"
  332.    ]
  333.   },
  334.   {
  335.    "cell_type": "markdown",
  336.    "metadata": {},
  337.    "source": [
  338.     "## We now have comparable data for 500+ cities over 118 years!n",
  339.     "n",
  340.     "![](https://proxy.duckduckgo.com/iu/?u=http%3A%2F%2Fi2.kym-cdn.com%2Fentries%2Ficons%2Foriginal%2F000%2F006%2F268%2Fhappy_kitten.jpg&f=1)n",
  341.     "n",
  342.     "# There's a but!n",
  343.     "n",
  344.     "## This is not city data - it's the center of the ECMWF grid celln",
  345.     "n",
  346.     "## Mountains will bring the temperature downn",
  347.     "n",
  348.     "![](https://proxy.duckduckgo.com/iu/?u=https%3A%2F%2Fi.pinimg.com%2F736x%2F6c%2Fce%2F52%2F6cce52af4551696bc9830ebabbf342f8--cote-azur-le-var.jpg&f=1)n",
  349.     "n",
  350.     "## The Baltic sea is warming much faster than the landn",
  351.     "n",
  352.     "![](http://image3.redbull.com/rbx00486/0010/1/2000/1050/441/article/lead_image/gdynia-city-beach.jpg)"
  353.    ]
  354.   },
  355.   {
  356.    "cell_type": "code",
  357.    "execution_count": null,
  358.    "metadata": {},
  359.    "outputs": [],
  360.    "source": []
  361.   }
  362.  ],
  363.  "metadata": {
  364.   "kernelspec": {
  365.    "display_name": "Python 3",
  366.    "language": "python",
  367.    "name": "python3"
  368.   },
  369.   "language_info": {
  370.    "codemirror_mode": {
  371.     "name": "ipython",
  372.     "version": 2
  373.    },
  374.    "file_extension": ".py",
  375.    "mimetype": "text/x-python",
  376.    "name": "python",
  377.    "nbconvert_exporter": "python",
  378.    "pygments_lexer": "ipython2",
  379.    "version": "2.7.15"
  380.   }
  381.  },
  382.  "nbformat": 4,
  383.  "nbformat_minor": 2
  384. }
  385.  
Parsed in 4.175 seconds