From c639796c97c1603f9a0bddb40b99ecfe2b78f11f Mon Sep 17 00:00:00 2001
From: Dennis Potter <dennis@dennispotter.eu>
Date: Tue, 16 Oct 2018 01:34:46 +0200
Subject: [PATCH] Initial version of an evaluation script to compare node-types

**this is an early version** The code still needs serious cleanup and a lot of options are not yet available.
---
 tests/benchmarks/evaluate_logs.ipynb | 1186 +++++++++++++++++---------
 1 file changed, 805 insertions(+), 381 deletions(-)

diff --git a/tests/benchmarks/evaluate_logs.ipynb b/tests/benchmarks/evaluate_logs.ipynb
index 85fda1be2..fa7545296 100644
--- a/tests/benchmarks/evaluate_logs.ipynb
+++ b/tests/benchmarks/evaluate_logs.ipynb
@@ -9,15 +9,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 347,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using root directory: test_dir_5\n",
+      "Available subdirs: ['infiniband_RC_20181016_01-16-06', 'infiniband_UC_20181016_01-17-36', 'infiniband_UD_20181016_01-19-06']\n"
+     ]
+    }
+   ],
    "source": [
-    "# Settings\n",
-    "root_dir = '/home/dennis/VILLASnode/tests/benchmarks'\n",
-    "benchmark_dir = 'benchmarks_20180803_11-43-33'"
+    "import os\n",
+    "from sys import argv\n",
+    "rootdir = argv[1]\n",
+    "\n",
+    "#############################\n",
+    "#      FOR NOTEBOOK USE     #\n",
+    "#     SET DIRECTORY HERE    #\n",
+    "#                           #\n",
+    "rootdir = \"test_dir_5\"\n",
+    "#                           #\n",
+    "#############################\n",
+    "\n",
+    "print(\"Using root directory: {}\".format(rootdir))\n",
+    "\n",
+    "# Get the subdirs with the different tests\n",
+    "subdirs = sorted([ name for name in os.listdir('{}'.format(rootdir)) if os.path.isdir(os.path.join('{}'.format(rootdir), name)) ])\n",
+    "print(\"Available subdirs: {}\".format(subdirs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Succesfully loaded JSON file\n"
+     ]
+    }
+   ],
+   "source": [
+    "import json\n",
+    "from sys import exit\n",
+    "\n",
+    "#try:\n",
+    "with open(\"{}/settings.json\".format(rootdir)) as json_file:\n",
+    "    settings = json.load(json_file)\n",
+    "#except:\n",
+    "#    print(\"Please define a correct JSON file!\")\n",
+    "#    exit()\n",
+    "\n",
+    "print(\"Succesfully loaded JSON file\")"
    ]
   },
   {
@@ -25,83 +73,12 @@
    "metadata": {},
    "source": [
     "## Load all files\n",
-    "### Results\n",
-    "...\n",
+    "A group that will be one line in the summarizing graph is a *node-type* + *mode* combination. This group contains the variable *rate*. See the following three groups as example:\n",
     "\n",
-    "### Source log\n",
-    "..."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 348,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loaded input file: /home/dennis/VILLASnode/tests/benchmarks/benchmarks_20180803_11-43-33/0_TCP-3-50000-500000_input.csv\n",
-      "Loaded input file: /home/dennis/VILLASnode/tests/benchmarks/benchmarks_20180803_11-43-33/1_UDP-3-50000-500000_input.csv\n",
-      "Loaded output file: /home/dennis/VILLASnode/tests/benchmarks/benchmarks_20180803_11-43-33/0_TCP-3-50000-500000_output.csv\n",
-      "Loaded output file: /home/dennis/VILLASnode/tests/benchmarks/benchmarks_20180803_11-43-33/1_UDP-3-50000-500000_output.csv\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import os\n",
-    "import re\n",
+    "* InfiniBand (RC): 1KHz, 10KHz, 50KHz, 100KHz\n",
+    "* InfiniBand (UD): 1KHz, 10KHz, 50KHz, 100KHz\n",
+    "* MQTT (UDP): 1KHz, 10KHz, 50KHz\n",
     "\n",
-    "# First, source log\n",
-    "\n",
-    "# Initialize arrays\n",
-    "files_array = []\n",
-    "input_paths = []\n",
-    "input_array = []\n",
-    "output_paths = []\n",
-    "output_array = []\n",
-    "\n",
-    "# Save complete path of files in an array\n",
-    "for subdir, dirs, files in os.walk(root_dir+'/'+benchmark_dir):\n",
-    "    for file in files:\n",
-    "        # Regex to match .csv files\n",
-    "        if re.match(r'.*?_input.csv', file, re.M|re.I):\n",
-    "            input_paths.append(os.path.join(subdir, file))\n",
-    "        # Regex to match .log files\n",
-    "        elif re.match(r'.*?_output.csv', file, re.M|re.I):\n",
-    "            output_paths.append(os.path.join(subdir, file))\n",
-    "        \n",
-    "    filles_array = files\n",
-    "\n",
-    "# INPUT\n",
-    "# Loop through array with result files and save the comma separated data into a new array\n",
-    "for file in input_paths:\n",
-    "    print(\"Loaded input file: {}\".format(file))\n",
-    "    \n",
-    "    # Load file \n",
-    "    input_array.append(np.genfromtxt(file, delimiter=','))\n",
-    "    \n",
-    "# OUTPUT\n",
-    "# Loop through array with result files and save the comma separated data into a new array\n",
-    "for file in output_paths:\n",
-    "    print(\"Loaded output file: {}\".format(file))\n",
-    "    \n",
-    "    # Load file \n",
-    "    output_array.append(np.genfromtxt(file, delimiter=','))\n",
-    "\n",
-    "# Small sanity check, are arrays of the same size?\n",
-    "if len(input_array) != len(output_array):\n",
-    "    print(\"Error: There should be as many input files as there are output files!\")\n",
-    "    exit();"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
     "## Save characteristics of tests\n",
     "All important settings are contained in the name of the file. We will save them in a separate array. The structure of the name is as follows:\n",
     "\n",
@@ -120,38 +97,141 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 349,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 163,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['0', 'TCP', '3', '50000', '500000']\n",
-      "['1', 'UDP', '3', '50000', '500000']\n"
+      "Loaded input dataset from: 0_RC-10-100-500_input.csv\n",
+      "Loaded output dataset from: 0_RC-10-100-500_output.csv\n",
+      "Loaded input dataset from: 1_RC-10-1000-5000_input.csv\n",
+      "Loaded output dataset from: 1_RC-10-1000-5000_output.csv\n",
+      "Loaded input dataset from: 2_RC-10-10000-50000_input.csv\n",
+      "Loaded output dataset from: 2_RC-10-10000-50000_output.csv\n",
+      "Loaded input dataset from: 3_RC-10-25000-125000_input.csv\n",
+      "Loaded output dataset from: 3_RC-10-25000-125000_output.csv\n",
+      "Loaded input dataset from: 4_RC-10-50000-250000_input.csv\n",
+      "Loaded output dataset from: 4_RC-10-50000-250000_output.csv\n",
+      "Loaded input dataset from: 5_RC-10-100000-500000_input.csv\n",
+      "Loaded output dataset from: 5_RC-10-100000-500000_output.csv\n",
+      "Settings for this subdirectory: \n",
+      "[['infiniband_RC', '0', 'RC', '10', '100', '500'], ['infiniband_RC', '1', 'RC', '10', '1000', '5000'], ['infiniband_RC', '2', 'RC', '10', '10000', '50000'], ['infiniband_RC', '3', 'RC', '10', '25000', '125000'], ['infiniband_RC', '4', 'RC', '10', '50000', '250000'], ['infiniband_RC', '5', 'RC', '10', '100000', '500000']]\n",
+      "\n",
+      "\n",
+      "Loaded input dataset from: 10_UC-10-50000-250000_input.csv\n",
+      "Loaded output dataset from: 10_UC-10-50000-250000_output.csv\n",
+      "Loaded input dataset from: 11_UC-10-100000-500000_input.csv\n",
+      "Loaded output dataset from: 11_UC-10-100000-500000_output.csv\n",
+      "Loaded input dataset from: 6_UC-10-100-500_input.csv\n",
+      "Loaded output dataset from: 6_UC-10-100-500_output.csv\n",
+      "Loaded input dataset from: 7_UC-10-1000-5000_input.csv\n",
+      "Loaded output dataset from: 7_UC-10-1000-5000_output.csv\n",
+      "Loaded input dataset from: 8_UC-10-10000-50000_input.csv\n",
+      "Loaded output dataset from: 8_UC-10-10000-50000_output.csv\n",
+      "Loaded input dataset from: 9_UC-10-25000-125000_input.csv\n",
+      "Loaded output dataset from: 9_UC-10-25000-125000_output.csv\n",
+      "Settings for this subdirectory: \n",
+      "[['infiniband_UC', '10', 'UC', '10', '50000', '250000'], ['infiniband_UC', '11', 'UC', '10', '100000', '500000'], ['infiniband_UC', '6', 'UC', '10', '100', '500'], ['infiniband_UC', '7', 'UC', '10', '1000', '5000'], ['infiniband_UC', '8', 'UC', '10', '10000', '50000'], ['infiniband_UC', '9', 'UC', '10', '25000', '125000']]\n",
+      "\n",
+      "\n",
+      "Loaded input dataset from: 12_UD-10-100-500_input.csv\n",
+      "Loaded output dataset from: 12_UD-10-100-500_output.csv\n",
+      "Loaded input dataset from: 13_UD-10-1000-5000_input.csv\n",
+      "Loaded output dataset from: 13_UD-10-1000-5000_output.csv\n",
+      "Loaded input dataset from: 14_UD-10-10000-50000_input.csv\n",
+      "Loaded output dataset from: 14_UD-10-10000-50000_output.csv\n",
+      "Loaded input dataset from: 15_UD-10-25000-125000_input.csv\n",
+      "Loaded output dataset from: 15_UD-10-25000-125000_output.csv\n",
+      "Loaded input dataset from: 16_UD-10-50000-250000_input.csv\n",
+      "Loaded output dataset from: 16_UD-10-50000-250000_output.csv\n",
+      "Loaded input dataset from: 17_UD-10-100000-500000_input.csv\n",
+      "Loaded output dataset from: 17_UD-10-100000-500000_output.csv\n",
+      "Settings for this subdirectory: \n",
+      "[['infiniband_UD', '12', 'UD', '10', '100', '500'], ['infiniband_UD', '13', 'UD', '10', '1000', '5000'], ['infiniband_UD', '14', 'UD', '10', '10000', '50000'], ['infiniband_UD', '15', 'UD', '10', '25000', '125000'], ['infiniband_UD', '16', 'UD', '10', '50000', '250000'], ['infiniband_UD', '17', 'UD', '10', '100000', '500000']]\n",
+      "\n",
+      "\n"
      ]
     }
    ],
    "source": [
-    "# Array with settings\n",
+    "import numpy as np\n",
+    "import os\n",
+    "import re\n",
+    "\n",
+    "# First, source log\n",
+    "\n",
+    "# Initialize arrays\n",
+    "input_dataset = []\n",
+    "output_dataset = []\n",
     "settings_array = []\n",
     "\n",
-    "for file in output_paths:\n",
-    "    settings = []\n",
-    "    \n",
-    "    matchObj = re.match(r'.*?(\\d*)_(\\w*)-(\\d*)-(\\d*)-(\\d*)_output.csv', file, re.M|re.I)\n",
     "\n",
-    "    # Fill values to array\n",
-    "    if matchObj:\n",
-    "        for i in range(0,5):\n",
-    "            settings.append(matchObj.group(i+1))\n",
+    "for i, subdir in enumerate(subdirs):\n",
+    "    input_dataset.append([])\n",
+    "    output_dataset.append([])\n",
+    "\n",
+    "    # Acquire node type from the directory\n",
+    "    matchObj = re.match(r'(\\w*)_2\\w*', subdir, re.M|re.I)\n",
     "    \n",
-    "        # Append array to big array\n",
-    "        settings_array.append(settings)\n",
+    "    # Fill value to array\n",
+    "    if matchObj:\n",
+    "        node_type = matchObj[1]\n",
+    "\n",
+    "    # Acquire all tests in that subdirectory\n",
+    "    for walk_subdir, dirs, files in sorted(os.walk(\"{}/{}\".format(rootdir, subdir))):\n",
+    "        input_dataset.append([])\n",
+    "        output_dataset.append([])\n",
+    "        settings_array.append([])\n",
     "        \n",
-    "        print(settings)"
+    "        for file in sorted(files):\n",
+    "            ############################\n",
+    "            ###### SAVE SETTINGS #######\n",
+    "            ############################\n",
+    "            temp_settings = []\n",
+    "            temp_settings.append(node_type)\n",
+    "        \n",
+    "            # Match settings, as described above\n",
+    "            matchObj = re.match(r'.*?(\\d*)_(\\w*)-(\\d*)-(\\d*)-(\\d*)_output.csv', file, re.M|re.I)\n",
+    "\n",
+    "            # Fill values to array\n",
+    "            if matchObj:\n",
+    "                for j in range(0,5):\n",
+    "                    temp_settings.append(matchObj.group(j + 1))\n",
+    "    \n",
+    "                # Append array to big array\n",
+    "                settings_array[i].append(temp_settings)\n",
+    "            \n",
+    "            ############################\n",
+    "            ######### LOAD DATA ########\n",
+    "            ############################\n",
+    "      \n",
+    "            # Regex to match input files\n",
+    "            if re.match(r'.*?_input.csv', file, re.M|re.I):\n",
+    "                #input_paths.append(os.path.join(subdir, file))\n",
+    "                    \n",
+    "                # Load file \n",
+    "                input_dataset[i].append(np.genfromtxt(\"{}/{}/{}\".format(rootdir, subdir, file), delimiter=','))\n",
+    "                \n",
+    "                print(\"Loaded input dataset from: {}\".format(file))\n",
+    "\n",
+    "            # Regex to match output files files\n",
+    "            elif re.match(r'.*?_output.csv', file, re.M|re.I):\n",
+    "                #output_paths.append(os.path.join(subdir, file))\n",
+    "                \n",
+    "                output_dataset[i].append(np.genfromtxt(\"{}/{}/{}\".format(rootdir, subdir, file), delimiter=','))\n",
+    "                \n",
+    "                print(\"Loaded output dataset from: {}\".format(file))\n",
+    "\n",
+    "    print(\"Settings for this subdirectory: \")\n",
+    "    print(settings_array[i])\n",
+    "    print(\"\\n\")\n",
+    "\n",
+    "    # Small sanity check, are arrays of the same size?\n",
+    "    if len(input_dataset[i]) != len(output_dataset[i]):\n",
+    "        print(\"Error: There should be as many input files as there are output files!\")\n",
+    "        exit();"
    ]
   },
   {
@@ -164,17 +244,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 350,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 164,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Test 0 missed 1784 (0.36%) of 500000 samples that were intended to send at the send side.\n",
-      "Test 1 missed 1930 (0.39%) of 500000 samples that were intended to send at the send side.\n"
+      "Test infiniband_RC (RC) is missing 0 (0.0%) of 500 in in-file.\n",
+      "Test infiniband_RC (RC) is missing 10 (0.2%) of 5000 in in-file.\n",
+      "Test infiniband_RC (RC) is missing 137 (0.27%) of 50000 in in-file.\n",
+      "Test infiniband_RC (RC) is missing 362 (0.29%) of 125000 in in-file.\n",
+      "Test infiniband_RC (RC) is missing 672 (0.27%) of 250000 in in-file.\n",
+      "Test infiniband_RC (RC) is missing 2768 (0.55%) of 500000 in in-file.\n",
+      "Test infiniband_UC (UC) is missing 668 (0.27%) of 250000 in in-file.\n",
+      "Test infiniband_UC (UC) is missing 2563 (0.51%) of 500000 in in-file.\n",
+      "Test infiniband_UC (UC) is missing 0 (0.0%) of 500 in in-file.\n",
+      "Test infiniband_UC (UC) is missing 10 (0.2%) of 5000 in in-file.\n",
+      "Test infiniband_UC (UC) is missing 138 (0.28%) of 50000 in in-file.\n",
+      "Test infiniband_UC (UC) is missing 338 (0.27%) of 125000 in in-file.\n",
+      "Test infiniband_UD (UD) is missing 0 (0.0%) of 500 in in-file.\n",
+      "Test infiniband_UD (UD) is missing 11 (0.22%) of 5000 in in-file.\n",
+      "Test infiniband_UD (UD) is missing 142 (0.28%) of 50000 in in-file.\n",
+      "Test infiniband_UD (UD) is missing 323 (0.26%) of 125000 in in-file.\n",
+      "Test infiniband_UD (UD) is missing 701 (0.28%) of 250000 in in-file.\n",
+      "Test infiniband_UD (UD) is missing 2394 (0.48%) of 500000 in in-file.\n"
      ]
     }
    ],
@@ -186,15 +280,20 @@
     "\n",
     "# Generate real total and number of missing samples.\n",
     "# Print percentage of missed samples\n",
-    "for (i, csv_vec) in enumerate(input_array):\n",
-    "    # Get number of missing samples\n",
-    "    missed_send_arr.append(int(settings_array[i][4]) - len(csv_vec))\n",
+    "for i, subdir in enumerate(subdirs):\n",
+    "    missed_send_arr.append([])\n",
+    "    perc_miss_send_arr.append([])\n",
     "    \n",
-    "    # Take percentage\n",
-    "    perc_miss_send_arr.append(round(missed_send_arr[i] / int(settings_array[i][4]) * 100, 2))\n",
-    "    \n",
-    "    print(\"Test {} missed {} ({}%) of {} samples that were intended to send at the send side.\"\n",
-    "          .format(settings_array[i][0], missed_send_arr[i], perc_miss_send_arr[i], settings_array[i][4]))"
+    "    for (j, csv_vec) in enumerate(input_dataset[i]):\n",
+    "        # Get number of missing samples\n",
+    "        missed_send_arr[i].append(int(settings_array[i][j][5]) - len(csv_vec))\n",
+    "\n",
+    "        # Take percentage\n",
+    "        perc_miss_send_arr[i].append(round(missed_send_arr[i][j] / int(settings_array[i][j][5]) * 100, 2))\n",
+    "        \n",
+    "        print(\"Test {} ({}) is missing {} ({}%) of {} in in-file.\"\n",
+    "              .format(settings_array[i][j][0], settings_array[i][j][2], missed_send_arr[i][j], \n",
+    "                      perc_miss_send_arr[i][j], settings_array[i][j][5]))"
    ]
   },
   {
@@ -207,17 +306,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 351,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 171,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Test 0 missed 2010 (0.4%) of 500000 samples that were intended to send.\n",
-      "Test 1 missed 2125 (0.43%) of 500000 samples that were intended to send.\n"
+      "Test infiniband_RC (RC) is missing 1 (0.2%) of 500 in out-file.\n",
+      "Test infiniband_RC (RC) is missing 15 (0.3%) of 5000 in out-file.\n",
+      "Test infiniband_RC (RC) is missing 171 (0.34%) of 50000 in out-file.\n",
+      "Test infiniband_RC (RC) is missing 444 (0.36%) of 125000 in out-file.\n",
+      "Test infiniband_RC (RC) is missing 858 (0.34%) of 250000 in out-file.\n",
+      "Test infiniband_RC (RC) is missing 3056 (0.61%) of 500000 in out-file.\n",
+      "Test infiniband_UC (UC) is missing 838 (0.34%) of 250000 in out-file.\n",
+      "Test infiniband_UC (UC) is missing 2849 (0.57%) of 500000 in out-file.\n",
+      "Test infiniband_UC (UC) is missing 1 (0.2%) of 500 in out-file.\n",
+      "Test infiniband_UC (UC) is missing 16 (0.32%) of 5000 in out-file.\n",
+      "Test infiniband_UC (UC) is missing 174 (0.35%) of 50000 in out-file.\n",
+      "Test infiniband_UC (UC) is missing 424 (0.34%) of 125000 in out-file.\n",
+      "Test infiniband_UD (UD) is missing 1 (0.2%) of 500 in out-file.\n",
+      "Test infiniband_UD (UD) is missing 15 (0.3%) of 5000 in out-file.\n",
+      "Test infiniband_UD (UD) is missing 171 (0.34%) of 50000 in out-file.\n",
+      "Test infiniband_UD (UD) is missing 386 (0.31%) of 125000 in out-file.\n",
+      "Test infiniband_UD (UD) is missing 851 (0.34%) of 250000 in out-file.\n",
+      "Test infiniband_UD (UD) is missing 2602 (0.52%) of 500000 in out-file.\n"
      ]
     }
    ],
@@ -229,15 +342,21 @@
     "\n",
     "# Generate real total and number of missing samples.\n",
     "# Print percentage of missed samples\n",
-    "for (i, csv_vec) in enumerate(output_array):\n",
-    "    # Get number of missing samples\n",
-    "    missed_recv_arr.append(int(settings_array[i][4]) - len(csv_vec))\n",
-    "    \n",
-    "    # Take percentage\n",
-    "    perc_miss_recv_arr.append(round(missed_recv_arr[i] / int(settings_array[i][4]) * 100, 2))\n",
-    "    \n",
-    "    print(\"Test {} missed {} ({}%) of {} samples that were intended to send.\"\n",
-    "          .format(settings_array[i][0], missed_recv_arr[i], perc_miss_recv_arr[i], settings_array[i][4]))"
+    "for i, subdir in enumerate(subdirs):\n",
+    "    missed_recv_arr.append([])\n",
+    "    perc_miss_recv_arr.append([])\n",
+    "\n",
+    "    for (j, csv_vec) in enumerate(output_dataset[i]):\n",
+    "\n",
+    "        # Get number of missing samples\n",
+    "        missed_recv_arr[i].append(int(settings_array[i][j][5]) - len(csv_vec))\n",
+    "\n",
+    "        # Take percentage\n",
+    "        perc_miss_recv_arr[i].append(round(missed_recv_arr[i][j] / int(settings_array[i][j][5]) * 100, 2))\n",
+    "\n",
+    "        print(\"Test {} ({}) is missing {} ({}%) of {} in out-file.\"\n",
+    "              .format(settings_array[i][j][0], settings_array[i][j][2], missed_recv_arr[i][j], \n",
+    "                      perc_miss_recv_arr[i][j], settings_array[i][j][5]))"
    ]
   },
   {
@@ -250,43 +369,80 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 352,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 172,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "First and second sample of test 0: 0.0 and 1728.0, respectively\n",
-      "First and second sample of test 1: 0.0 and 1904.0, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 1 and 2, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 5 and 6, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 34 and 35, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 82 and 83, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 186 and 187, respectively\n",
+      "First and second sample of test infiniband_RC (RC): 288 and 289, respectively\n",
       "\n",
-      "First and second sample of test 0: 1978.0 and 1979.0, respectively\n",
-      "First and second sample of test 1: 2123.0 and 2124.0, respectively\n"
+      "First and second sample of test infiniband_UC (UC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 170 and 171, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 286 and 287, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 1 and 2, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 6 and 7, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 36 and 37, respectively\n",
+      "First and second sample of test infiniband_UC (UC): 86 and 87, respectively\n",
+      "\n",
+      "First and second sample of test infiniband_UD (UD): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 0 and 1, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 1 and 2, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 4 and 5, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 29 and 30, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 63 and 64, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 150 and 151, respectively\n",
+      "First and second sample of test infiniband_UD (UD): 208 and 209, respectively\n",
+      "\n"
      ]
     }
    ],
    "source": [
     "# Check first and second sample\n",
-    "# INPUT\n",
+    "\n",
     "first_second_smp_input = []\n",
-    "\n",
-    "for (i, csv_vec) in enumerate(input_array):\n",
-    "    first_second_smp_input.append([csv_vec[0][3], csv_vec[1][3]])\n",
-    "    print(\"First and second sample of test {}: {} and {}, respectively\".format(settings_array[i][0],\n",
-    "                                                                               first_second_smp_input[i][0],\n",
-    "                                                                               first_second_smp_input[i][1]))\n",
-    "\n",
-    "print(\"\")\n",
-    "# OUTPUT\n",
     "first_second_smp_output = []\n",
     "\n",
-    "for (i, csv_vec) in enumerate(output_array):\n",
-    "    first_second_smp_output.append([csv_vec[0][3], csv_vec[1][3]])\n",
-    "    print(\"First and second sample of test {}: {} and {}, respectively\".format(settings_array[i][0],\n",
-    "                                                                               first_second_smp_output[i][0],\n",
-    "                                                                               first_second_smp_output[i][1]))\n",
+    "for i, subdir in enumerate(subdirs):\n",
+    "    first_second_smp_input.append([])\n",
+    "    first_second_smp_output.append([])\n",
+    "    \n",
+    "    for (j, csv_vec) in enumerate(input_dataset[i]):\n",
+    "        first_second_smp_input[i].append([csv_vec[0][3], csv_vec[1][3]])\n",
+    "        print(\"First and second sample of test {} ({}): {} and {}, respectively\".format(settings_array[i][j][0],\n",
+    "                                                                                   settings_array[i][j][2],\n",
+    "                                                                                   int(first_second_smp_input[i][j][0]),\n",
+    "                                                                                   int(first_second_smp_input[i][j][1])))\n",
+    "\n",
+    "    for (j, csv_vec) in enumerate(output_dataset[i]):\n",
+    "        first_second_smp_output[i].append([csv_vec[0][3], csv_vec[1][3]])\n",
+    "        print(\"First and second sample of test {} ({}): {} and {}, respectively\".format(settings_array[i][j][0],\n",
+    "                                                                                   settings_array[i][j][2],\n",
+    "                                                                                   int(first_second_smp_output[i][j][0]),\n",
+    "                                                                                   int(first_second_smp_output[i][j][1])))\n",
+    "        \n",
+    "    print(\"\")\n",
     "    "
    ]
   },
@@ -294,67 +450,155 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Compare input and output data\n",
+    "## Compare input and output data sets\n",
     "..."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 353,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 173,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "226 samples were never transferred (0.05%)\n",
-      "0 (0.0%) of these errors occured after the first sample arrived at the receive side.\n",
+      "Test infiniband_RC (RC): 1 (1.0%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
       "\n",
-      "195 samples were never transferred (0.04%)\n",
-      "0 (0.0%) of these errors occured after the first sample arrived at the receive side.\n",
+      "Test infiniband_RC (RC): 5 (0.5%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_RC (RC): 34 (0.34%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_RC (RC): 82 (0.33%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_RC (RC): 186 (0.37%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_RC (RC): 288 (0.29%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UC (UC): 170 (0.34%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UC (UC): 286 (0.29%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UC (UC): 1 (1.0%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UC (UC): 6 (0.6%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UC (UC): 36 (0.36%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UC (UC): 86 (0.34%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UD (UD): 1 (1.0%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UD (UD): 4 (0.4%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UD (UD): 29 (0.29%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UD (UD): 63 (0.25%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UD (UD): 150 (0.3%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
+      "\n",
+      "Test infiniband_UD (UD): 208 (0.21%) samples were never transferred \n",
+      "0 (0.0%) of these after the first sample occured in out-file.\n",
       "\n"
      ]
     }
    ],
    "source": [
     "missing_seq = []\n",
+    "\n",
     "never_trans_total_arr = []\n",
     "never_trans_after_arr = []\n",
     "\n",
     "perc_never_trans_total_arr = []\n",
     "perc_never_trans_after_arr = []\n",
     "\n",
-    "# Small check if formats of arrays make sense\n",
-    "if len(input_array) < len(output_array):\n",
-    "    print(\"Error: Something went wrong! The length of the input array should always be bigger than or equal to the length of the output array\")\n",
-    "    exit();\n",
-    "    \n",
     "# Loop through input_array, since this is always bigger or equal to output array\n",
-    "for (i, csv_vec) in enumerate(input_array):\n",
-    "    k = 0\n",
+    "for i, subdir in enumerate(subdirs):\n",
+    "    never_trans_total_arr.append([])\n",
+    "    never_trans_after_arr.append([])\n",
+    "    \n",
+    "    perc_never_trans_total_arr.append([])\n",
+    "    perc_never_trans_after_arr.append([])\n",
+    "    \n",
     "    missing_seq.append([])\n",
-    "    for (j, line) in enumerate(csv_vec):\n",
-    "        if line[3] != output_array[i][k][3]:\n",
-    "            missing_seq[i].append(line[3])\n",
-    "        else:\n",
-    "            k += 1\n",
-    "            \n",
-    "    never_trans_total_arr.append(len(missing_seq[i]))\n",
     "    \n",
-    "    never_trans_after_arr.append(np.sum(missing_seq[i] > first_second_smp_output[i][0]))\n",
-    "    \n",
-    "    # Take percentage\n",
-    "    perc_never_trans_total_arr.append(round(never_trans_total_arr[i] / int(settings_array[i][4]) * 100, 2))\n",
-    "    perc_never_trans_after_arr.append(round(never_trans_after_arr[i] / int(settings_array[i][4]) * 100, 2))\n",
-    "            \n",
-    "    print(\"{} samples were never transferred ({}%)\".format(never_trans_total_arr[i],\n",
-    "                                                           perc_never_trans_total_arr[i]))\n",
-    "    print(\"{} ({}%) of these errors occured after the first sample arrived at the receive side.\".format(never_trans_after_arr[i],\n",
-    "                                                                                                        perc_never_trans_after_arr[i]))\n",
+    "    for (j, csv_vec) in enumerate(input_dataset[i]):    \n",
+    "        l = 0\n",
+    "        missing_seq[i].append([])\n",
+    "        for (k, line) in enumerate(csv_vec):      \n",
+    "            try:\n",
+    "                if line[3] != output_dataset[i][j][l][3]:\n",
+    "                    missing_seq[i][j].append(line[3])\n",
+    "                else:\n",
+    "                    l += 1\n",
     "\n",
-    "    print(\"\")"
+    "            except IndexError:\n",
+    "                pass\n",
+    "\n",
+    "        never_trans_total_arr[i].append(len(missing_seq[i][j]))\n",
+    "\n",
+    "        never_trans_after_arr[i].append(np.sum(missing_seq[i][j] > first_second_smp_output[i][j][0]))\n",
+    "\n",
+    "        # Take percentage\n",
+    "        perc_never_trans_total_arr[i].append(round(never_trans_total_arr[i][j] / int(settings_array[i][j][4]) * 100, 2))\n",
+    "        perc_never_trans_after_arr[i].append(round(never_trans_after_arr[i][j] / int(settings_array[i][j][4]) * 100, 2))\n",
+    "\n",
+    "        print(\"Test {} ({}): {} ({}%) samples were never transferred \".format(settings_array[i][j][0],\n",
+    "                                                                              settings_array[i][j][2],\n",
+    "                                                                              never_trans_total_arr[i][j],\n",
+    "                                                                              perc_never_trans_total_arr[i][j]))\n",
+    "        print(\"{} ({}%) of these after the first sample occured in out-file.\".format(never_trans_after_arr[i][j],\n",
+    "                                                                                     perc_never_trans_after_arr[i][j]))\n",
+    "\n",
+    "        print(\"\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate medians"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "medians = []\n",
+    "upper_limit = []\n",
+    "lower_limit = []\n",
+    "\n",
+    "for i, subdir in enumerate(subdirs):\n",
+    "    medians.append([])\n",
+    "    upper_limit.append([])\n",
+    "    lower_limit.append([])\n",
+    "    \n",
+    "    for (j, csv_vec) in enumerate(output_dataset[i]):  \n",
+    "        medians[i].append(np.median(csv_vec.transpose()[2]) * 1e6)\n",
+    "        \n",
+    "         # np.sort(recv[i][j] - enq_send[i][j])[int(np.size(recv[i][j]]) / 2)] would be the approximately the median\n",
+    "        # Calculate upper 10% and lower 10%\n",
+    "        upper_limit[i].append(abs(medians[i][j] - 1e6 * np.sort(csv_vec.transpose()[2])[int(9 * np.size(csv_vec.transpose()[2]) / 10)]))\n",
+    "        lower_limit[i].append(abs(medians[i][j] - 1e6 * np.sort(csv_vec.transpose()[2])[int(1 * np.size(csv_vec.transpose()[2]) / 10)]))"
    ]
   },
   {
@@ -369,10 +613,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 354,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 175,
+   "metadata": {},
    "outputs": [],
    "source": [
     "# Define Fancy Box function we use\n",
@@ -390,21 +632,28 @@
     "                       transform=ax.transAxes\n",
     "                      )\n",
     "    \n",
-    "    ax.add_patch(p)"
+    "    ax.add_patch(p)\n",
+    "    \n",
+    "    \n",
+    "# Define \"find nearest\" function\n",
+    "def find_nearest(array, value):\n",
+    "    array = np.asarray(array)\n",
+    "    idx = (np.abs(array - value)).argmin()\n",
+    "    return array[idx], idx"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 356,
+   "execution_count": 178,
    "metadata": {
-    "collapsed": false
+    "scrolled": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 1080x720 with 1 Axes>"
+       "<matplotlib.figure.Figure at 0x7fedf4585d30>"
       ]
      },
      "metadata": {},
@@ -412,9 +661,179 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1080x720 with 1 Axes>"
+       "<matplotlib.figure.Figure at 0x7fee1c8b0940>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee095e4198>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1c91e400>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1ddd3358>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1da27eb8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee2c730860>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee2d30ab00>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee241f4048>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1dcdf6d8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1d897588>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1de8a048>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1d092cc0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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hxEPn0qVLSjy782FW3kz0E088UeZM9KRJk2Qm+g/i4uIe2GtUZiJNyJjbPNcXKpwLFRpAjQ4VGkCNDhUaQI0OFRpAjQ4VGkCNDmm4R4UOFRpE/VLWTPSfFc9El/f9UPHg0Wn345usitHpdPflC7ymFhcXh7e3NwwJvfuMSMAjO5mIwyvp3/cVbhYVwoG5XL58GS8vL9PGCiGEEKLOpKSkkJOTg5ubW4XrpaWlkZmZibu7+30qE0LUhYSEBCwtLXF2di53nZqMieRXAUIIIYQQQgghjCaDSBOKjo42dYIyVDgXKjSAGh0qNIAaHSo0gBodKjSAGh0qNIAaHdJwjwodNW0wMzMjPz+f9PR0CgoKqj1LUVRUVKOO2qBCA6jRoUIDqNGhQgPUTYemaRQWFpKRkUFubm6dfnRYvhNpQjExMQ/sl2lrmwrnQoUGVTpUaFClQ4UGVTpUaFClQ4UGVTqkQa2OmjbY2tqSl5dHamoqSUlJwN2PvFWVpmnV2q42qdCgSocKDap0qNBQVx3Fv/QxMzPD1tYWvV5fq/v/IxlECiGEEEII4O4/Pl1cXHB2diY/P5+ioqJqzZhkZ2djY2NTB4UPVoMqHSo0qNKhQkNddZiZmaHT6bCysqrzgbIMIoUQQgghRAnF/xCtrqKiImxtbWux6MFsUKVDhQZVOlRoUKmjuuQ7kUIIIYQQQgghjCaDSCGEEEIIIYQQRqtXg8iwsDACAgJMnSGEEEIIIYQQD6x69Z3IoKAggoKClLgjE4Cvr6+pE5ShwrlQoQHU6FChAdToUKEB1OhQoQHU6FChAdTokIZ7VOiojQZN08jPzyc7O5uioqJqPeajsLCQvLy8GrfUhAoNqnSo0KBKhwoNddWh0+kwMzPD2tq6zm+uo9Oq+wCgB5hOp6v2c48eJHFxcXh7e8OQULBrBIBHdjIRh1fSv+8r3CwqhANzuXz5Ml5eXqaNFUIIIUSdSUlJIScnBzc3twrXKygoID4+noKCAiwtLTE3N0en0ynzC3ghRNk0TUPTNIqKisjLy8Pc3BxXV9cKb5BVkzFRvZqJFEIIIYQQ5cvKykLTNDw8PLC0tDR1jhCiGgoKCkhISCArK6tGd1muSL36TqRqoqOjTZ2gDBXOhQoNoEaHCg2gRocKDaBGhwoNoEaHCg2gRoc03KNCR200mJub13gAWZ1nS9Y2FRpAjY7aarhz5w6///57rXZkZGRw+/ZtCgoKapJWowZTqMsOCwsLLCws6vSTlzKINKGYmBhTJyhDhXOhQgOo0aFCA6jRoUIDqNGhQgOo0aFCA6jRIQ33qNChQoN4eHXt2pW+ffvW6j5XrVqFu7s7v/76a63uV9QtGUQKIYQQQgghRC2ztrY2fKd41apVps6pVTKIFEIIIYQQQlQqLi6OM2fO1Oo+g4OD0TSNLl261Op+VfDWW28xbdo0U2fUCRlECiGEEEIIUY8FBwfTrVs3fHx86N+/PxMnTqRhw4Z8/fXXAMyZM8cwo9auXbsS2165coVBgwah1+txdnbmb3/7G7m5ucDduwKPGjUKJycnHBwc6N27Nzdv3gTgzJkzhn3qdDpOnDhh2GdYWBg6nY45c+bg7u6Ol5dXieUhISE0atSIbt26MXbsWHQ6HXFxcZUeZ0REBI888gjW1ta4u7sze/Zsw7LQ0FBatWqFtbU1zZo1Y9GiRQBERkZibW3N6NGj8fb2Zt68eTg7O7NkyRIAAgIC0Ov1LFy4EL1eX+IYZ86cyZgxY8rtWb16Na1atcLJyYkRI0YYtgN47733aNGiBdbW1rRp04Zt27aV2DYxMZHo6GhSU1MrPe66IINIIYQQQggh6rmTJ0/SqVMnDh06RFJSEtbW1mzevBmAJ554gtDQUJydnUttt3DhQiIiIpg+fTrTp08nJSWF/Px84O73HT///HPGjBnDzJkzsbKyIjk5GQB3d3dCQ0MZOHBguU179+5lzJgxXLlyheXLlwPw008/8dprr+Hh4UH37t3597//bfQxTp48mYSEBBYsWMDTTz/NpUuXDMu+/vprOnXqxPz582nWrBnLli3j4MGDAOTm5mJmZsa1a9fYt28f/v7+/Otf/zJsm5WVxZEjRwgMDOTIkSPMnz+/0pZt27Yxa9Ys/P39efnllzl8+DDjx48HIDY2lhkzZuDq6sqiRYv461//SmxsbInt165di5+fH7t37zb6+GuTPOJDCCGEEEKIes7Dw4O33nqL8PBwZs+eTVhYGPHx8QD07duXvn37snbt2lLbaZqGpaUlnTt35vHHHzcM9oqXAXTo0IGnn36a4OBgzMzuzmE1bNiQOXPmkJGRwTfffFNm0+zZs3nxxRfZsWMHly9fBuDLL78E4MMPP6Rnz56cPXuWiIgIo45R0zQcHBzo06cPPXv2LPH4i/DwcPR6PQkJCbRr147Ro0fz22+/0bVrV+DuR1N/+uknRo0ahZeXF9OnTy+x3x07duDu7s4PP/zAt99+W2nLpk2bcHBwYPXq1VhYWJCUlMQHH3zA9evXDefNw8OD4cOH065dO+We1SozkSbk6+tr6gRlqHAuVGgANTpUaAA1OlRoADU6VGgANTpUaAA1OqThHhU6VGgQDyYzMzPDAM/c3Bxzc3PDjGJF3nrrLQYPHsyzzz5Lw4YNGT16NJmZmcDdj8E+88wzLFiwgCZNmjBw4EBu375tdFPDhg2BuzeoKW4pHth6e3sD0KpVK6P3t337dlxcXBgwYAANGzZk8eLFwN3nKs6cORNbW1s8PT0ZPXo0cHeGsVjx+Snr3FhZWeHu7g6Al5cXiYmJlbbcuHGDtLQ02rRpg7e3Nx988AEAV69epU2bNqxbt45z587RoUMHmjVrxp49e0psX/xd0qCgIKOPvzbJINKE2rZta+oEZahwLlRoADU6VGgANTpUaAA1OlRoADU6VGgANTqk4R4VOlRoAAyDkfreAGp0VLfBmOcMenp6snv3blJSUlizZg2fffYZW7ZsAcDJyYmwsDCSkpLYvXs3ERERrFmzplotxRo1agRgmJm8ePGi0dv26dOHo0ePkpiYyJNPPsnSpUuJjo7mm2++YfPmzQwYMIDt27cbvu9o7HMW8/LyDN9nvHLliqERMMx2Zmdnl9imadOmODs7s3v37hJ/fHx80DSN6dOnc/78eS5duoSLi0upG/SY+juR8nFWIYQQQgghRLmKH0+RlpZGbm4uq1atwtHRkalTpzJ9+nTS09Px8/MzPOux+KOXy5Yt45dffqFTp05cu3atxLKvvvqKM2fO8OOPPwKwdetWIiMjK7wRDcDgwYNZvnw506dPp0+fPkZ/lBWgR48ePProozRt2pSzZ88aeiwtLQFITU0lNjaW8PBwo/dZbNy4cbRs2ZLz588zefJkw8+9vb3R6XSsX78eCwsL3NzcmDJlChMnTuS7774jLCyMbt26kZCQwLfffsuZM2eIjY0lMDCQgQMHYmdnR0JCQqmPs65du5YlS5awceNGk8xGmv5XI/VYdHS0qROUocK5UKEB1OhQoQHU6FChAdToUKEB1OhQoQHU6JCGe1ToUKEBoKioyNQJSjSAGh01bZg7dy5z584lOTmZ27dvM3fuXEJCQgDo0qULJ0+eJCQkhO+++47x48cbBlEdO3bk0qVLrFixgp07dzJ48GBmzZoFwI4dO5g7d67h+5Dvvvsuc+fOrXRmsXfv3gQHB3Pjxg1++OEHRowYARg329qlSxf27t3LkiVLuHXrFiEhIfj6+jJgwABefvlloqOjWbduHWPHjq3S+bGzs6Nnz56Eh4fTu3fvEt8LdXd3Z+nSpaSnp7NgwQJWrFgBwKRJk1i9ejXnzp1j6dKlhIeHG75/6ezsjIeHBxs2bGD58uW4uLjw8ccfV6mpzmn1kCqHvWfPnjrd/+XLlzVAY0ioxuiNGqM3ah5D39Gi9W6ax9B37v4ctMuXL9dphzHq+lw8KA2apkaHCg2apkaHCg2apkaHCg2apkaHCg2apkaHNNyjQkd5DcnJydqtW7cq3T41NVW7efNmjTsKCwtrvI+HoUHT1OhQoUHTaq+joKDA8N9PPfWUBmhZWVn3taFY3759NTs7uypvV9fvSXx8vJaUlFThOjUZE8nHWYUQQgghhBAPjK5duzJs2DByc3PZt28fXbt2xcbGxtRZ9YoMIoUQQgghhBAPDEdHR1avXg1Az549ef/9901cVP/IIFIIIYQQQgjxwDh06JCpEwwiIyNNnWAScmMdIYQQQgghhBBGk5lIwfXr1ytc7uDggIuLy32qEUIIIYQQQqhMBpEm5Ovra9qAvCzQmdG7d+8KV7N3cCLu8sU6HUia/Fwo0gBqdKjQAGp0qNAAanSo0ABqdKjQAGp0SMM9KnSo0CCEePjp/v/tXesVnU5HfTjsuLg4vL29YUgo2DUCwCM7mYjDK+nf9xVuZtyBw29CwHywKWeAmJ0EkW9y+fJlvLy87l+8EEIIIWpNSkoKOTk5uLm5VbheWloamZmZuLu736cyIURdSEhIwNLSEmdn53LXqcmY6IH+TuTRo0fp0aMHffv2ZejQoaSkpJg66cFk43J3kFnWn/IGl0IIIYQQwmSGDBnCtm3bTJ1x3+Xn5/Pcc89hb29P8+bN2bVrV5X38corr/Dhhx8avX5kZCS+vr7Y2dnx5JNPkp6ebtR2169fJyAgAFtbWx599FGioqIMy1JTUxk5ciR2dnb4+vry/fffA5Cdnc3IkSNxc3NjyZIlZe533bp1vPrqq0b314UHehDZokULvvvuOw4fPswTTzzxwN3eNzo62tQJylDhXKjQAGp0qNAAanSo0ABqdKjQAGp0qNAAanRIwz0qdKjQAFBUVGTqBCUaoO46Dhw4wIQJE0zaUFW10bF69WpOnTrF1atXCQsLY8qUKdy8edPo7W/dusWOHTuYMmWKUetnZWURGBjIokWLiI+Pp7CwkIULFxq17QsvvIC/vz+///47o0aNYty4cYZlr776KkVFRcTHx7No0SICAwPJzs5my5YtdOvWjStXrnD8+HFiY2NL7fe5555j69at3Llzx7iDrgMP9CDSw8MDW1tbACwsLLCweLC+4hkTE2PqBGWocC5UaAA1OlRoADU6VGgANTpUaAA1OlRoADU6pOEeFTpUaBB1a/369ej1eszNzQkLCyuxLCgoiBdeeIGePXvi4ODA1KlTS20/efJkJk+efJ9qa194eDgzZ87E2dmZ/v370717d/bs2WP09ps3b2bYsGE0aNDAqPUPHTqEk5MTEydORK/X88orr7Bjx45Kt0tLS+PgwYMsWLAAGxsbZs+ezaVLlzh79iwAu3btYt68eej1eiZOnIiDgwOHDh1C0zTMzO4O0TRNM3zcNDEx0bDvBg0aMGTIELZs2WL0cdc2kw8i165dS5cuXWjQoAEjR44ssSw/P5+XX34ZFxcXXFxc+Pvf/05BQUGpffz++++sW7eO55577n5lCyGEEEIIcd8999xzZGRklHtjxK+//pqdO3dy5swZduzYwcmTJ0ssv3r1KlevXr0fqXUiJiYGf39/xo0bx5EjR/D396/SL0+++uor+vbtW+XXO3z4MBMnTsTf3587d+6QnJxc4XaxsbHY2dlha2tLQEAAWVlZtGzZkpiYGJKSkkhMTMTX15eBAwdy4cIF/Pz8iImJYdKkSfz44480b96cbt26UVRUxEsvvcTrr79eYiY3ICCAL7/80ujjqG0mH0R6eHjw2muvlfmbkmXLlnHkyBGioqKIioriP//5D8uXLy+xTvEU89q1a2nUqNH9yhZCCCGEEEI5I0aMoFmzZjRv3pz27dtz/vz5EssjIyOJjIw0TVwtyMzMxN7enrNnzxIfH4+DgwMZGRlGb3/69Gl8fHyq/HoJCQlERUXh4OAAUOlrFm+XmZlJVFQUmZmZhtbMzEwArK2tiYqKIjk52bDM1taWvXv3snfvXi5fvsyGDRt47bXXWLdunWGGEsDPz49Tp04ZfRy1zeSDyKeeeoqRI0eWOQAsPmnu7u64u7uzcOFC1q9fb1heUFDfsjyZAAAgAElEQVTA2LFj+fvf/07Pnj3vZ7YQQgghhBDK+eMj2aysrMjJyTFhTe2zs7MjIyOD3377jVGjRpGeno5erzd6+9TUVOzt7av8eoGBgfzyyy+Gm+pU9prF2zVr1ow7d+7g6elpaLWzswPujmVu3rxJt27dDMtSUlIYN24cERERrF69mvj4eDp37kxwcHCJ/dvb25v0pqImH0SWJzk5mevXr9OpUyfDzzp16sTVq1dJTU0F4NNPP+X777/n3XffJSAggNDQUFPlCiGEEEIIIeqYj4+P4XuFAGfPnq3S81GdnJyMvrtqea/XuHHjCh+dAdC6dWsyMjK4ceMGAHl5eVy8eBFfX19cXFxo1KhRmcfh6OjIxo0bmT9/PsePH8fGxoYrV65w4sQJLl68aFg/PT0dJycno4+jtil7J5riKeI/npzi/05PT8fR0ZFJkyYxadKkSvcVHBxc6ha5X3zxRZnr+vr60rZtW+DuHc7K+4x1ba1X3FEXr2ttbV3msuq4ePGi4TmRdXFeoOz35GF6P4xdr9j9fl0V34/ijvr+fhSv9+f3pD6+Hyqtp8L7UbxMpfNiqvXk/ah4PRcXF5o3b05ubq7hhiK5ubnk5+eXWC8nJwdN0ygqKjJ8dK6yO2qWt96f/17T/VVnvdo4jpquV9m6NXndoqKiEn//4zP/in/+5/+dOHEiANu3b6/269ZkvT/3VXV/gYGBrFmzhsGDB/Prr79y7NgxNm3aZPT+2rdvz7lz5+jYsaNRrxsQEEBycjJbt25lxIgRrFy5kqeffrrEcRw7doxJkyaxZcsWunfvDtydqRw4cCBvvvkmq1atYvXq1bRs2ZK2bdtSVFTE6NGjWbFiBVu3buWLL74gLS2Nfv36oWkaVlZWFBUVkZ+fj4WFBTqdDjMzM3Jzcw2vGxUVRYcOHSo97rL+77xWaIpYvHixNmLECMPfk5KSNECLjY01/OzChQsaoKWkpNTotVQ57HPnztXp/i9fvqwBGkNCNUZv1Bi9UfMY+o4WrXfTPIa+o9F3fqnlpf4MCdUA7fLly3XaWtfn4kFp0DQ1OlRo0DQ1OlRo0DQ1OlRo0DQ1OlRo0DQ1OqThHhU6ymtITk7Wbt26Ven2qamp2s2bN2vcUVhYWON9PAwNmlb7HR06dNDs7Ow0MzMzrUGDBpqdnZ0WEhKiaZqmPfPMM9rixYsN6/bt21fbuHFjiYa+fftqffv2rdUmY9XGucjLy9OmTJmi6fV6zdPTUwsPD6/S9itWrNCmTZtWpW0OHTqktWnTRrOxsdFGjBihpaamlloOaIcOHSrx86tXr2p9+vTRrK2ttUceeUQ7c+aMYVlSUpI2YsQIzcbGRmvTpo12+PDhUq9bUFCgjR49WnNyctLmzJlTYtnzzz+vvf322+U2x8fHa0lJSRUeV03GRLr/vwOTCw4O5tdffy1xi95mzZqxZs0aRo0aBdy9Fe6sWbNqfEcpnU6HIoddp+Li4vD29oYhoWB39zunHtnJRBxeSf++r3Az4w4cfrPE8lIyE+HAXC5fvmyYiRRCCCHEgyUlJYWcnBzc3NwqXC8tLY3MzEzc3d3vU5kQ91dCQgJdunThwoULRj/mQzW5ubm0atWKX375hcaNG5e5TkJCApaWlhV+7LYmYyKTfyeyoKCAnJwcCgoKKCoqIicnh7y8PACmTJlCSEgIt2/f5vbt2yxfvpznn3/exMVCCCGEEEKIB5Grqyvjxo1jw4YNpk6ptvXr1zNhwoRyB5D3g8kHkcuWLcPGxoaQkBD27duHjY0NgwYNAmDRokX06NEDPz8//Pz86NmzJwsWLKj2a4WFhREQEFBL5TVX/N0zoca5UKEB1OhQoQHU6FChAdToUKEB1OhQoQHU6JCGe1ToUKEBjP9e3MPeAGp0qNAAanQUFRWxYsUKpk+fbvKO6nrppZdYsWJFLdZUnckHkcHBwWiaVuJP8bNrLC0tef/990lOTiY5OZm1a9diYVH9ewEFBQUp9VycqjwY9WGnwrlQoQHU6FChAdToUKEB1OhQoQHU6FChAdTokIZ7VOhQoUEI8fAz+SBSCCGEEEIIIcSDQwaRQgghhBBCPCQiIyMf6pshxsTEMHjwYJycnKp9nK+88goffvih0etHRkbi6+uLnZ0dTz75pFHPmczPz2fSpEm4ubnh7OzM0KFDS9wcNDU1lZEjR2JnZ4evry/ff/89ANnZ2YwcORI3N7dSjygstm7dOl599VWj++uCDCKFEEIIIYQQDwQLCwvGjh3LO++8U63t4+Pj2bFjB1OmTDFq/aysLAIDA1m0aBHx8fEUFhaycOHCSrcrLCzE19eXkydPcufOHdq2bUtQUJBh+YIFCygqKiI+Pp5FixYRGBhIdnY2W7ZsoVu3bly5coXjx48TGxtbat/PPfccW7du5c6dO0Yfd22rV4NI1W6sI4QQQgghxJ9FRUXRo0cPHB0d6dGjB1FRUYZlAQEBhIWFGf7u5eVluOeHk5MTQ4YM4erVq+j1evR6Pfv37y+x78mTJzN58uT7cRh1olWrVgQFBdGyZctqbb9582aGDRtm9OM9Dh06hJOTExMnTkSv1/PKK6+wY8eOSreztrbmtddew8PDAwsLC6ZMmcKJEycMy3ft2sW8efPQ6/VMnDgRBwcHDh06hKZpmJndHaIV3y8GIDEx0bBtgwYNGDJkCFu2bKnKodeqejWIVO3GOkIIIYQQQvyRpmmMHTuW0aNHk5iYyFNPPcXYsWONep5fSkoKBw4coHnz5mRkZJCRkcGwYcNKrHP16tUaP3P9QfbVV1/Rt29fo9ePiYnB39+fw4cPM3HiRPz9/blz5w7JyclVet3jx4/TsWNHAJKSkkhMTMTX15eBAwdy4cIF/Pz8iImJYdKkSfz44480b96cbt26UVRUxEsvvcTrr79e4o6uAQEBfPnll1VqqE31ahCpGl9fX1MnKEOFc6FCA6jRoUIDqNGhQgOo0aFCA6jRoUIDqNEhDfeo0KFCg6iZS5cuERsby//8z/9gaWnJjBkzuHDhAnFxcbWy/8jIyHo9qXL69Gl8fHyMXj8zMxN7e3sSEhKIiorCwcEBgIyMDKP3ER8fz+uvv84bb7xh2Cfcna2MiooiOTkZBwcHMjIysLW1Ze/evezdu5fLly+zYcMGXnvtNdatW2eYoQTw8/Pj1KlTRjfUNhlEmlDbtm1NnaAMFc6FCg2gRocKDaBGhwoNoEaHCg2gRocKDaBGhzTco0KHCg1AiX/s1ucGqHpHQkICLi4uWFpaAmBlZYWLiwvx8fH3raGuqNCRmpqKvb290evb2dmRkZFBYGAgv/zyi+GmOnq93qjts7KyGD58OHPmzDF8rc7Ozg6AgoICbt68Sbdu3UhPT0ev15OSksK4ceOIiIhg9erVxMfH07lzZ4KDg0vs197enpSUFKOPo7aZ/p0UQgghhBBCAODq6kpSUhL5+fnA3bt8JiUl4erqCtydvSooKDCsn5aWVmJ7FQZqKnNycjLq7qrFfHx8OHv2rOHvZ8+epXHjxjg7O1e6bUFBAYGBgfTq1YsZM2YYfu7i4kKjRo1K7dfX1xdHR0c2btzI/PnzOX78ODY2Nly5coUTJ05w8eJFw/rp6ek4OTkZfRy1Ta4yE4qOjjZ1gjJUOBcqNIAaHSo0gBodKjSAGh0qNIAaHSo0gBod0nCPCh0qNAAlvrtVnxug6h0tW7akZcuWvPfee+Tn57NmzRpatWqFt7c3AK1bt+b//u//AIiIiCj13Tw3Nzfi4+NL3Lnzjw0TJkxgwoQJ1T2cGqmN90TTNHJycsjLyzP8d/GA2xjt27cnJibG6PX79+9PcnIy27dvJzMzk9DQUMaMGVNinWPHjtG6dWuOHTtW4ufPP/88Tk5OrFq1qtR+R48ezcqVK8nMzGT79u2kpaXRr18/dDod1tbWwN07vFpaWmJubo65uXmJ4zx37hwdOnQw+jhqW70aRKp2d9aqXMAPOxXOhQoNoEaHCg2gRocKDaBGhwoNoEaHCg2gRoc03KNChwoNomZ0Oh07duwgPDycRo0a8dlnn7Fjxw50Oh0A//jHPzh69Cg9evTg22+/pXnz5iW29/Hx4dlnn6Vdu3Z4enry9ddfl1h+48YNbty4cd+Op7ZduXIFGxsbHnvsMa5evYqNjQ1Tp041evvBgwdz+PBho9e3tbUlPDyc4OBgGjduDEBISEiJdbKzs7l48SLZ2dklOjdt2sTu3buxt7c33C23+KZGy5cvB6Bx48YEBwcTHh6OjY1Nif0OGjSIW7du0bhxY3x8fEp8XD0yMpLHH3/c6OOobRYme2UTCAoKIigoyPB/hEIIIYQQQqimffv2/PTTT2Uua9WqFadPnzb8vXgw8kfvv/8+77//vuHvf5wBfNBvquPl5WXUnWrLM3nyZLp160Zubq7Rj/kICAjg/PnzFS7/c1OLFi0q7HR0dGTPnj0Vvq65uTnh4eGlfp6bm8uBAwfKfO/vl3o1EymEEEIIIYSov1xdXRk3bhwbNmwwdUq1rV+/ngkTJhhmRk2hXs1ECiGEEEIIIeq3FStWmDqhRl566SVTJ8hMpBBCCCGEEEII48kgUgghhBBCCCGE0WQQaUK+vr6mTlCGCudChQZQo0OFBlCjQ4UGUKNDhQZQo0OFBlCjQxruUaFDhQYhxMOvXg0iVXvExx9v01vfqXAuVGgANTpUaAA1OlRoADU6VGgANTpUaAA1OqThHhU6atpgZmZGfn4+GRkZFBYW1mg/pqZCA6jRoUIDqNGhQgPUXUdRURGZmZnk5ubW6bHWqxvryCM+hBBCCCHKZ2trS25uLsnJyfz+++/odDr5d5MQDwhN09A0DTMzM2xsbNDr9XX2WvVqEKma6OhoJX5rqQIVzoUKDap0qNCgSocKDap0qNCgSocKDap0SINaHTVtMDMzo2HDhri4uJCXl0dRUVGJZwwaKz8/H0tLy2p31AYVGlTpUKFBlQ4VGuqqw8zMDDMzM6ysrOr8lz8yiDShmJgYk/8/G1WocC5UaFClQ4UGVTpUaFClQ4UGVTpUaFClQxrU6qitBp1OZ/SD2MuSkZGBnZ1djTtqQoUGVTpUaFClQ4UGlTqqS40PBQshhBBCCCGEeCDIIFIIIYQQQgghhNFkECmEEEIIIYQQwmjynUghhBBCCGGgaRrZ2dnk5ORQVFSEpmlV3kd+fj7Z2dl1UPdgNajSoUKDKh0qNNRVh06nw8zMDGtra6ytreURH7UlLCyMsLAwU2cIIYQQQigpPz+f27dvo2kaDRo0wMLColr/EDUzMzP5o0FUaFClQ4UGVTpUaKirDk3TKCgoIDExEYAmTZrU6AZZFalXg0jVnhPp6+tr6gRlqHAuVGgANTpUaAA1OlRoADU6VGgANTpUaAA1OqThHhU6atqQnZ2NTqejadOmNZrFKCoqMvlD3VVoUKVDhQZVOlRoqOuOoqIi4uPjycrKqrNBpOnPYD1m6tuAq0SFc6FCA6jRoUIDqNGhQgOo0aFCA6jRoUIDqNEhDfeo0FEbDebm5jX+x60K/0hXoQHU6FChAdToqElDUlISCQkJJu8wZt/m5uZ1tn+QQaQQQgghhBBCVOqpp56iZcuWps5QggwiTSg6OtrUCcpQ4Vyo0ABqdKjQAGp0qNAAanSo0ABqdKjQAGp0SMM9KnSo0AB3P05naio0QPU6rK2t0el06HQ6Vq1aZZKGqli1ahU6nY7IyMgqdZw4cQKdTkdwcHDdxVXSUBt27dqFTqcr894r5R1jVTqGDRumzNfxiskg0oRiYmJMnaAMFc6FCg2gRocKDaBGhwoNoEaHCg2gRocKDaBGhzTco0KHCg2i5t566y2mTZtm6gzxJ5GRkWRkZJg6QwkyiBRCCCGEEKICERERdOzYEWtra9zd3Zk9e7ZhWWhoKK1atcLa2ppmzZqxaNEi4O6Aw9ramsDAQLy9vZk3bx7Ozs4sWbIEgICAAPR6PQsXLkSv19O7d29u3rwJwMyZMxkzZky5PatXr6ZVq1Y4OTkxYsQIw3YA7733Hi1atMDa2po2bdqwbds2o45Rp9MxaNAg/va3v+Hg4GDoBIiPj+epp57CyckJHx8fNm3aBEBcXBw6nY65c+cC0K9fP6NnFr28vOjatSsAS5YsQafTERAQYFhefH6WLVuGk5MTzs7OnDhxgpSUFIYPH06jRo2ws7Pj0UcfNcyAFvdMmDCBRx55BGdnZz755BPDPiMiInjkkUdKvY9hYWG0bNmSnj170rFjR/7+97/j7OzM+vXrAVi7dq1hZliv15c6b4GBgQBMmTIFnU5HUFCQUcdY3vuYn5/P1KlTcXR0ZOjQoeTk5JQ6f4mJiURHR5Oamlrpua4LMogUQgghhBCiApMnTyYhIYEFCxbw9NNPc+nSJcOyr7/+mk6dOjF//nyaNWvGsmXLOHjwIAC5ubmYmZlx7do19u3bh7+/P//6178M22ZlZXHkyBECAwM5cuQI8+fPr7Rl27ZtzJo1C39/f15++WUOHz7M+PHjAYiNjWXGjBm4urqyaNEi/vrXvxIbG2v0cR46dIiOHTvi5OTEG2+8QXJyMgDjx49n//79PP/88zg7OxMUFMSRI0dwcXEhNDSUYcOGATBt2jRCQ0MZNGhQpa+1cOFCZsyYAcDAgQMJDQ1l+vTpJdbJyspi/fr1/Pd//zdPPfUUubm5pKSkcPz4ccaMGcPs2bO5ePEiEyZMKLHdF198wZAhQ9A0jXnz5hl+XtH7ePnyZby8vDh16hQnT57E3d2dDRs2ANCrVy9CQ0PL/D5kaGgokydPBmDMmDGEhoYyduzYSo+xovdx69atfPLJJ3Tq1AlXV1ciIiJKve7atWvx8/Nj9+7dlZ7rulCvHvHxsElKSiItLa3c5devX7+PNUIIIYQQDydN03BwcKBPnz707NkTKysrw7Lw8HD0ej0JCQm0a9eO0aNH89tvvxlmoN58802OHTvGqFGj8PLyKjFQ0jSNHTt24O7uzg8//MC3335baUtYWBgODg6sXr0aCwsLkpKS+OCDD7h+/TqapgHg4eHB8OHDadeuHTqdzujv33Xp0oW3334bS0tLVqxYwdWrV8nKyiIiIoJnn32WVatWce3aNZo3b86mTZv4+OOPmTNnDgD79+9nzJgxJWbaKjJ16lROnDjBu+++S8+ePQ37+SNN0/jmm29o3bq14We5ublcvHiRwsJCkpKSuHDhAjt27ODOnTuGdZ544gmWL1/OpUuX2LlzJ6mpqTg6Olb4PgJs2rSJTz/9lGeffZa4uDh27twJQKdOnejUqRP79+8nPj6+xDZz5sxh165dbN68mcGDBxtmISs7xk2bNpX7PhZfB8XXxo8//sj58+eNOq/3S72aiQwLCzP6wlZdUlISXt6t8Pb2LvdP7969TZ0phBBCCPHA2759Oy4uLgwYMICGDRuyePFiAAoKCpg5cya2trZ4enoyevRo4O4MWjEzMzPDIxfMzc3Jz883LLOyssLd3R24+9HH4ofEV+T69eukpaXRpk0bvL29+eCDDwC4evUqbdq0Yd26dZw7d44OHTrQrFkz9uzZY/RxNmzYELh7Yx+4+7HK4kmJVq1aAdCsWTMsLS25ceOG0futLhsbmxIDSIDz58/TrVs3HBwc8PLyYseOHUDJc17WcUD572MxS0tLgDLfq9p248aNct/HxMTEEtdGixYtSm0fHByMpmklBq33U72aiQwKCiIoKEi5uxtVR1paGulpKRAwH2xcyl4p6RIc++D+hgkhhBBCPGT69OnD0aNHSU5OZsaMGSxdupRx48Zx+fJlNm/ezGOPPcYzzzzDhQsXWLx4sWFGsDJ5eXncvHkTDw8Prly5QqNGjQzLimfJsrOzS2zTtGlT4uPjDR+1LObj44OmaUyfPp3p06dz+fJlRowYwbRp0xg+fHi1j71p06YAho9+Xrt2jfz8fDw8PAzrFD/zsKp3Pq1su7Kepbhs2TKioqJ444038PPzY+3atURGRhp1zvv06cMPP/xAampqifexPMa+jxUdR3nLKnofGzVqVOra+LPExEQSExNxd3fH0dHRqM7aVK8Gkarx9fWt+U5sXMCuUdnLspJqvv/7pFbOxUPQAGp0qNAAanSo0ABqdKjQAGp0qNAAanRIwz0qdKjQ8DDq0aMHjz76KE2bNuXs2bPA3RuqFM9cpaamEhsbS3h4eJX3PW7cOFq2bMn58+cN360D8Pb2RqfTsX79eiwsLHBzc2PKlClMnDiR7777jrCwMLp160ZCQgLffvstZ86cITY2lsDAQAYOHIidnR0JCQk1njzx9PQkICCALVu24OzszJEjRwCYNGmSYZ3iAeXatWu5evWq4eOflSmeafv888/x8vLCw8ODwYMHV7hN8Tm/efMmqampHDt2zOhj6dGjB507d8bT07PE+1iZjz/+mNTUVMMAuvixK8UfTy0+/k2bNqHT6WjTpg29evWq8BjHjx9f7vvYv39/tm/fbrg2Lly4UKpp7dq1LFmyhI0bN5pkNrJefZxVNW3btjV1gjJUOBcqNIAaHSo0gBodKjSAGh0qNIAaHSo0gBod0nCPCh0qNEDZM0gPckOXLl3Yu3cvS5Ys4datW4SEhODr68uAAQN4+eWXiY6OZt26dYYbqhjbYWdnR8+ePQkPD6d3794sX77csMzd3Z2lS5eSnp7OggULWLFiBQDPPPMMq1ev5ty5cyxdupTw8HDD9y+dnZ3x8PBgw4YNLF++HBcXFz7++OMan4vt27czZMgQ/vWvf5GYmMj69evp27evYfnw4cMZOnQo3377LVOmTCn3I7R/7nB3d+fVV18lISGB559/nrfeeqvSluDgYHr06MHGjRs5ceIETz75pNHH0aVLF/bt21fqfaxMSEgIc+fO5dKlS+Tl5TF37lzDHWkBunfvzuTJkzl16hTPPvtsiTvClneMU6ZMKfd9nDRpEs888wwnT57k1q1b9OvXz+hjvF90mrHztA8RnU5n9PS0quLi4vD29oYhoeXPRN45D4ffLLGOR3YyEYdX0r/vK9zMuFNqeSmZiXBgruGOVUIIIYR48KSkpJCTk4Obm1uF66WlpZGZmWmYPRF1JyAggBMnTshzB0WdSEhIwNLSEmdn53LXqcmYyPS/JqrHoqOjTZ2gDBXOhQoNoEaHCg2gRocKDaBGhwoNoEaHCg2gRoc03KNChwoNUPXvxj2sDaBGhwoNoEaHCg2gTkd1VXkQ6efnx1tvvcW1a9fqoqdeiYmJMXWCMlQ4Fyo0gBodKjSAGh0qNIAaHSo0gBodKjSAGh3ScI8KHSo0CCEeflUeRC5dupTjx4/Ttm1b+vfvz8aNG2UaXgghhBBCiCqIjIyUf0OLB1aVB5GBgYF89tln3Lp1i8mTJ7Nz506aNm3K008/zd69eyksLKyLTiGEEEIIIYQQCqj2dyIdHBwYNmwYw4YNo2nTpnz77bfMnTuXZs2a8b//+7+12SiEEEIIIYQQQhFVHkRmZWWxfft2Hn/8cVq0aMHBgwdZsmQJt2/fJiYmhnXr1vHyyy/XRasQQgghhBBCCBOr8iDS1dWVt99+m0GDBhEXF8fevXsJDAzEysoKgJEjR+Lg4FDroUIIIYQQQjxMgoODq/Wg+MjIyCo/em327Nno9XrMzMyIjIys8muqIjExkREjRuDq6opOp6vWPtatW8err75q9Poff/wxnTt3xsLCguDgYKO3S01NZeTIkdjZ2eHr68v3339vWJafn89zzz2Hvb09zZs3Z9euXQBomsbzzz9PkyZNePHFF8t8BMeXX35Z5jNJ76cqDyJ/+uknfv75Z2bOnEnjxo3LXOe3336rcVh9YMzDTesLFc6FCg2gRocKDaBGhwoNoEaHCg2gRocKDaBGhzTco0KHCg1CTW+//TYZGRk0b97c1Ck1otPpePzxx9m4cWO1ts/Ly+PNN9/kH//4h9HbNGnShDfeeIMRI0ZU6bXmz59PUVER8fHxLFq0iMDAQLKzswFYs2YNp06d4urVq4SFhTFlyhRu3rzJN998g7m5OTdu3ADgu+++K7Xfxx9/nKioKE6dOlWlntpU5UGkr68vOTk5JX6Wk5NDfn5+rUXVlbCwMAICAkydYdC2bVtTJyhDhXOhQgOo0aFCA6jRoUIDqNGhQgOo0aFCA6jRIQ33qNChQgOAmZnpH0WuQgOU3XH06FH0ej3Lly9n27Zt6PV69Ho9qampAFy/fp3HHnsMJycnOnTowH/+8x/Dtk5OTgwZMoSrV68attu/fz8Ax44do3v37jg6OuLt7c3y5cvRNM3oc7F27do6vYZq4z1p2LAhL774In/5y1+qtf3evXtp3749TZo0MXqb4cOHM3ToUOzt7av0WuHh4cybNw+9Xs/EiRNxcHDg0KFDAOzatYuZM2fi7OxM//796d69O3v27Cn3/UpKSioxKzl27Fg++eSTKvXUpiq/k6NGjTJcqMUOHDjAU089VWtRdSUoKOiBnr4XQgghhBAPvh49epCRkcGCBQuYMGECGRkZZGRk4OjoCMCLL76In58fCQkJLFy4kFGjRpGVlQVASkoKBw4coHnz5obthg0bBtz9iOQbb7zBnTt3iIiIYM2aNXz55ZdGdyUmJj70zxo9cOAAffv2rfPXSUpKIjExEV9fXwYOHMiFCxfw8/MznN+YmBj8/f0ZN24cR44cwd/fn5iYGAYNGkRubi4eHh4A+Pj4MHfuXGbNmkV6erph/wEBAVV6b2tblQeRR44cKTWVO3ToUI4cOVJrUfVFdHS0qROUocK5UKEB1OhQoQHU6FChAdToUKEB1OhQoQHU6JCGe1ToUKEBoKioyNQJSjRA1Tvy8/P56quvmDNnDlZWVowZMwa9Xs+xY8cq3bZXr14MGjQIKysrvL29CQgI4NSpU0Y3BAcHl/kdvNqiwnty+vRpfHx86vx1MjMzAbC2tiYqKork5GQcHFDj/NwAACAASURBVBwMzwbNzMzE3t6es2fPEh8fb1im0+nYsGEDhw8fxszMjJUrV/LCCy8QFhZW4r4zfn5+XLx40fDLhfutyoNIOzs7w0kplp6ejp2dXa1F1RcP+296qkKFc6FCA6jRoUIDqNGhQgOo0aFCA6jRoUIDqNEhDfeo0KFCg6iZxMREioqKSnzc0s3Njfj4+Eq3jYmJYciQIbi6uuLk5MSePXvIy8ury9wHTmpqapU/llodxWOjgoICbt68Sbdu3UhPT0ev1xuWZ2Rk8NtvvzFq1CjDsqKiIqZMmcKWLVtYvHgxDg4O9OrVixdeeKHE/ouPISUlpc6PpSxVHkQOGTKEqVOnkpCQAMCtW7d44YUXePzxx2s9TgghhBBCiIdVWd99a9SoEWZmZiUGjbdv38bV1bXC7QCmT59Op06duHbtGikpKQwbNqzUzKKZmVmdzjaqzsnJqcTHQuuKi4sLjRo14uzZs4afnT171nDzKx8fnzKXmZmZsW7dOpYvX05aWhqnT5/m2rVr6HQ6IiIiDOsXH4OTk1OdH0tZqjyIDA0NJScnBzc3N2xtbfH09CQvL4+VK1fWRZ8QQgghhBAPJTc3N86dO0dhYaHhZ5aWlgwaNIhVq1aRn5/Pzp07SU9Pp3v37iW2i4+P586dOyX2l56eTqNGjWjQoAE//vgj33zzTanX9PLy4scffyyz57333qN169a1dHR1Jycnh9zcXMN/V2W2tV27dlWesS8oKCAnJ4fCwkLDf//xo7k3btygdevWfP755yW2CwwMZOXKlWRmZrJ9+3bS0tLo16+fYdmaNWtISUkhMjKSY8eOMXLkSABsbGwAKCwsxNzcHDMzMywtLUsc57lz52jVqhW2trZVOpbaUuVBpKOjI/v27ePmzZscPnyYGzdusG/fPpONgoUQQgghhHgQPf3009jZ2dG0aVM8PT1JS0sD4KOPPiIqKorGjRuzbNkywsPDS3x1zMfHh2effZZ27drh6enJ119/Ddyd7Pnoo4+wt7dn5cqVPPbYY6VeMyQkhI0bN2JnZ8fChQtLLEtKSuLixYt1eMS1w8bGxnAXWRsbGwYNGmT0toMHD+bw4cNVer1ly5ZhY2PD1q1bCQkJwcbGptQzHy9evGh4/4q9+eabADRu3Jjg4GDCw8MNA8SZM2fSrl07mjVrxqRJk9iwYYPhZjrF/Pz8aNGiBY0bNyYpKanEcUZGRpr0k6AW1d3Qzc0NNze32mwRQgghhBCi3nBycirxEcVizZs3L3MW8Y/ef/993n///RI/CwgI4Pz586XW/eOsWY8ePYiNjS1zn8HBwQQHBxtRblo1+TjuiBEjmDt3LvHx8UY/5qOy8+Ll5VVmk6OjI3v27ClzG0tLSzZs2MCGDRsqfO13332Xd999t9TPd+zYwbZt2yoOr0NVHkQWFRWxf/9+YmJiDA/LLPb666/XWpgQQgghhBBC1CYrKyvmz5/PO++8w4oVK0ydUy1ffvkl/v7+dOjQwWQNVR5Ejhs3joiICLp27UqDBg0MP9fpdLUaVh8Uf7FWqHEuVGgANTpUaAA1OlRoADU6VGgANTpUaAA1OqThHhU6VGgQQnXTp083dUKNPP744ya/qWmVB5EHDhwgJiYGd3f3uuipV4o/yy3UOBcqNIAaHSo0gBodKjSAGh0qNIAaHSo0gBod0nCPCh0qNED5dw+tbw2gRocKDaBGhwoNoE5HdVW53t/f/4E/aCGEEEIIIYQQ1VPl0eB//dd/ERAQQHBwMO+9916JP6JqoqOjTZ2gDBXOhQoNoEaHCg2gRocKDaBGhwoNoEaHCg2gRoc03KNChwoNUPJGLuUJCAggLCyswnWmTZvG8uX/j707j4uq3v84/h42BUEBd0TFUMF9VzQN0EzLq5m7kUpeM6/pL7XctbBSS8trpi03F7qmWWqKW2m5VdcU9wUvuCLiBgrIqgLz/f3BnQEUdRhm5nyM9/Px8JEyy3nNOV8mvpxl5hT6Wv/+/eHq6gqdTofY2NgSNdiCtToe9/of17Bnzx74+PhYNsqMDnP88MMPqFWrFtzc3DBixAjk5OQUq+HUqVPo0KGDyY+5ffs2evfujXLlysHPz6/QlVkfZ+rUqfDw8EDVqlWxePHiQh2LFi1C1apV4enpWehKuV999RW8vLzQpUuXBz7GBQASExPRsGFD48ecaKHYk8jjx4+jWrVq2Lt3LzZs2GD887ArD9HDFfczav7KJKwLCQ2AjA4JDYCMDgkNgIwOCQ2AjA4JDYCMDjbkk9AhocGSvvzyS0ybNq3Q19auXYv09HSNikhr8fHxGD58OMLDwxEXF4fjx48Xe2fWO++8g7ffftvk+0+dOhV6vR43btzAzJkz0b9//wcuMFqUH374Ad999x1OnjyJnTt3YubMmTh8+DAAIDIyEu+++y527tyJEydOYNWqVfjxxx+RkZGB5cuX48yZMxg+fHiRV2atXLkyOnfujK+//tr0F21hxZ5E7t69u8g/RV2emIiIiIhKJ29v7wf2jN69exdly5ZFWloaACAqKgpNmzZFhQoVMGvWLOP9fv31V7i6usLR0bHYHzmxevVqNGjQAJUqVcKgQYMe+Oy+h8nIyMDo0aNRo0YNVKpUCWPHjjXe9ttvv6Fp06Zwd3dHt27dEB8fb7zNx8cHs2bNgq+vLypWrIilS5cabwsKCsKkSZOKfI05OTmYNm0aatWqherVqyMsLKzQx0QcPXoUzzzzDNzd3eHn54effvoJANCzZ0+4uroCABo1agRXV1dMnjy50Lpr0aIFPDw80L17d1y7dq3QujEsb/369Q+sg8jISPj7+yMyMtKkdaaFiIgItG/fHp07d4aHhwfefPNNrFmzxuTHX716Fb/99hv+9re/mfyYtWvXYvLkyXB1dcUrr7yC8uXLY/fu3SY97rXXXoO3tzcaN26Mvn374vvvvwcArFu3Dv369TN+1ueIESOMr0On00Gn0xUaD9nZ2YXG8uDBg/Gvf/3L5NdgaWad3KiUwokTJ/Dzzz8DyPsmyM3NtWgYERERET252rVrZ9zrYnDy5EnUq1cPbm5uAIBdu3Zh79692LVrFz744AMkJCQAAJ599lmkp6cjJCSkWMvct28fxo4di9WrV+Pq1atwcXHBjBkzTHrsuHHjEBcXhxMnTiAuLg4dO3YEAGRmZqJfv3545513kJCQgPr16+P1118v9NjIyEicOnUKS5cuxcSJEwsdtrl79+4iX+O8efOwc+dOHDp0CCdPnsTGjRuxYcMGAHmHT3br1g3Dhg1DYmIitm/fjrJlywIANm/ebNwTGxUVhfT0dONHVVy8eBEvvfQS5s2bh8TERLRr187YeuXKFYwcORLr1q1DTEzMA9vG8FpjYmKQmZlp8jq3tZiYGDRs2BDfffcdJk6ciIYNGxZrD/wvv/yCNm3awMnJyaT7JyUl4ebNm/Dz80PXrl1x9uxZNGjQwKRlGlonTJiAH374oVCr4bZPPvkECxcuNN5Wrlw5DB06FHXr1sWyZcswYsQILFy4EIMHDy50+HK7du1w7ty5Qr/QsKViTyJjYmLQqFEjBAYGol+/fgDydtUOGzbM4nFERERE9GQyTCKzsrJQsWJFnD17FocPH0ZAQIDxPiEhIfDw8ECrVq1QuXJlXLhwoUTLXLFiBYYPH44WLVrAyckJ//d//2fSKVd6vR4rV67EJ598gooVK8LFxQUDBw4EAPz5558oX748+vXrBycnJ0ycOBHbt28vdB7e3//+dzg7O6NHjx5ISUkxThQB4OWXXy7yNa5YsQLvvPMOqlSpgkqVKiE0NNTYumXLFvj6+uLvf/87HB0d4ePjg+Dg4Me+jtWrV6N79+7o2rUrHBwcMH78eGzduhXZ2dnYvn072rdvj7Zt26J8+fJFfsxFUFAQlFIICgp67LK0kpGRATc3N1y5cgVnz55F+fLli3V486lTp1C/fv1iLQ8AypYti6ioKCQnJ5u8TEPr2bNnceXKlUKPy8zMhJubG2JjY3Hx4sVCt40ePRonT55EYGAgpk+fjmbNmmHdunWFPhfSwcEBdevWxYkTJ0x+LZZU7EnkyJEjMW7cOCQnJ8PR0RFA3meVmLJLV2vh4eGivymIiIiI/ioCAgJw+PBh7Nu3DzVr1sTOnTsfmER6enoa/+7k5IQ7d+6UaJnx8fFYsmQJ3N3d4enpicDAQNy6deuxj0tMTMTdu3eLvNBMQkICqlatavx3tWrVkJubi5s3bz7wOgx7twq+Dg8PD+PfC77G+Ph4DB48GO7u7nB3d8fMmTONF1GJj48366I38fHx2Lx5s/E5fXx84OjoiBs3biAhIQFVqlQx3rfga3qSlCtXDunp6Xj77bexceNGpKWlGQ/vNcXt27eNe8JNXR6Qd+Tl1atX0bZtW5OXaWjdvHkzxo8fX+hxLi4uSE9Px2effYZPP/200G3z5s3DlClT8NJLL6Fv374YOnQogoKCCo05AHBzc0NKSorJr8WSij2JPHHiBF577TUAecfrAkCFChVE7/Y2CA0NxZ49e7TOICIiIvrLa926tfGCInPmzMGePXsemESWxP3njAF552G+9957SElJQVJSEm7fvm3ck/QolStXRpkyZYq82mmVKlVw48YN47+vX78OOzs7VKpUqUT93t7e2LVrF1JSUpCSkoK0tDTjeY/e3t6PvfKq4efw+59zxIgRxudMSUnBnTt34O3tjSpVqhTaQ1rwNT1J6tevj9OnTxv/ffr0afj5+Zn8eHd3d+M5uabw9PREpUqVzFrmo1ofddvYsWOxdOlSNGvWDHPnzsWxY8fw2muvPXABobS0NLi7u5v8Wiyp2JNIHx8f/P7774W+tn//fvj6+losqrQozoD/q5OwLiQ0ADI6JDQAMjokNAAyOiQ0ADI6JDQAMjrYkE9Ch4QGAxcXF9SuXRsbN25Et27dkJKSgri4ODRo0MAiz+/j44N9+/YV+tqwYcOwZMkSnDx5EgBw+fJlREREPPa57OzsEBISgokTJyIpKQlZWVlYt24dgLw9qikpKVi3bh2ys7Mxf/58dOvWDQ4ODiXqHzZsGGbOnIkbN25Ar9fjxIkT+M9//gMA6NGjB86dO4fw8HDk5OTg8uXLD+wIqVatGk6dOlXoa4MGDcLatWvxxx9/QCmFxMRE44VcunXrhv379yMyMhJpaWn48ssvH2g6cOAA6tatiwMHDpTotVnTiy++iH379mHPnj1ISUnBp59+ajz02BSNGzcu9lWM+/fvj3nz5iEjIwOrV69GamrqA4cXBwUFFbrAEQAMGDAAX3/9Na5cuYKoqCisX78eAwYMAAD069cP69atQ1RUFK5cuYKlS5caX4ezs7PxOZRSsLe3h5OTE+7du2f8ek5ODs6dO1foEFdbKvYkctasWXjhhRcwcuRI3L17FzNnzkTfvn2LfeUsAvz9/bVOEEPCupDQAMjokNAAyOiQ0ADI6JDQAMjokNAAyOhgQz4JHRIagLxJGZB3XqS/vz/s7e3RsmVLNG/e3HjboxiuQLpq1SrMmTMHrq6uGDVqVKH7/POf/8SkSZPg6upqvEplx44dMWfOHAwaNAgVKlRAcHAwzp8/b1LzwoUL4eXlhUaNGqFGjRrGTx4oV64c1q1bh1mzZqFy5cqIjo4ucgL2uHVxv8mTJ6NVq1Zo164d3N3dMXz4cOM5ce7u7vj555+xbNkyVKxYEYGBgQ/sUZ0zZw5GjRqFGjVqGH8O9/X1xbfffotx48ahQoUKaNmyJQ4fPgw7OzvUqFEDX331Ffr164f69esjMDDwgaasrCycP3/epI+vMIcp2/5xatasieXLl2PIkCGoWbMmmjZtijfffNPkx3fr1g2HDh0qNCF7nLlz5wLI22MdFhaGtWvXFproAUBsbOwDe3cHDBiAgQMHonHjxggODsZ7772H1q1bAwDat2+Pd999F8HBwWjcuDEGDx6Mvn37PrDs8ePHo379+pg3b16h12mY8Ht7e5v8OixJp+4/DsAEhw4dwrJlyxAXF4eaNWti+PDhaNu2rTX6rKKowx+eNLGxsahTpw7w/Hyg3EMOp0g8A+ydW+g+XlnJ2LV3HjoHTsLV9MQHbn9Axk3gp4m4ePGizT+QloiIiCzDcFhjtWrVHnm/1NRUZGRkoHr16jYqI7K9vn37IiQkBH369NE6xWxvvPEGGjRogDFjxhR5e0JCAhwdHQudk3u/ksyJzPp1QOvWrfHFF19g69at+PLLL5+oCaQk9392UmkmYV1IaABkdEhoAGR0SGgAZHRIaABkdEhoAGR0sCGfhA4JDQAKfcRFaW4AZHRIaABkdOj1esyaNQuffPKJ5h3munnzJnbv3m28To0Wij2JfO+99x76h4qnuMdj/5VJWBcSGgAZHRIaABkdEhoAGR0SGgAZHRIaABkdbMgnoUNCA5F0jRs3Np5/+iQyXOinTJkymjUU+4zgo0ePFvp3amoq9u/fj2eeecZiUURERERERCRTsSeRGzZseOBrsbGxmDNnjkWCiIiIiIiISK6SXyIJeZdYPnLkiCWeioiIiIg0pJR64i9ASFTaWft7uNh7Iu//kMucnBz8+eefFrlkLxERERFpx8nJCdnZ2bh69SpcXFxgb28PnU5X5AfbP4per9f8Z0MJDVI6JDRI6ZDQYI0Owy9/cnNzkZWVhezsbLi5uVns+e9X4sNZy5YtCz8/P82vcEREREREJVO2bFl4eXkhMzMTd+7cQW5urll7NHJzc2Fvb2+FwierQUqHhAYpHRIarNWh0+lgZ2cHFxcXuLi4wNHR0aLPX1CxJ5G7d++2Rkep5Ofnp3WCGBLWhYQGQEaHhAZARoeEBkBGh4QGQEaHhAZARgcb8knosESDo6MjKlSogAoVKpj9HHfv3tX0ypFSGqR0SGiQ0iGhQVKHubTfl1uK+fv7a50ghoR1IaEBkNEhoQGQ0SGhAZDRIaEBkNEhoQGQ0cGGfBI6JDQAEPHDsYQGQEaHhAZARoeEBkBOh7mKvSfSzs7ukcfFK6Wg0+mQm5tbojAiIiIiIiKSp9h7IidOnIigoCBs2LAB+/fvx4YNG9C5c2fMmjULR44cwdGjR3mlVhNFR0drnWCy+Ph4xMbGFvknKSmpxM8vYV1IaABkdEhoAGR0SGgAZHRIaABkdEhoAGR0sCGfhA4JDUDeoXpak9AAyOiQ0ADI6JDQAMjpMFexJ5HffvstNm/ejF69eqFNmzbo1asXNmzYgC+++ALNmjUz/qHHi4mJ0Trh8e5lAjo7dOrUCXXq1Cnyj08d3xJPJCWsCwkNgIwOCQ2AjA4JDYCMDgkNgIwOCQ2AjA425JPQIaEBALKzs7VOENEAyOiQ0ADI6JDQAMjpMFexD2e1t7fH2bNnC00UL1y4IOJSuWQFOXcApQeCpgLOng/enpWEtD1zkZqaCk/PIm4nIiIizdnb2+PevXtISUkp9NEd1qLX66HX6632/E9Kg5QOCQ1SOiQ0SOowV7EnkVOmTEHHjh3RvXt3VKtWDTdu3MDPP/+MDz/80Bp9JIWzJ1CuktYVREREZIZy5cohNzcXmZmZuH37ttWXd+/ePSQnJ1t9OdIbpHRIaJDSIaFBUoe5ij2JHD16NNq3b4+IiAjcuHEDDRs2xJQpU9CyZUtr9BERERFRCdnZ2cHd3R3u7u7Izc21+l6Q3bt3Izg42GrP/6Q0SOmQ0CClQ0KDpA5zFXsSCQAtWrRAixYtLN1CRERERFZmb29v9Q9bl/AZeBIapHRIaJDSIaFBUoe5zDqRcc2aNejTpw86deoEANi7dy+2bNli0TAiIiIiIiKSp9iTyPfffx8ffvghnnnmGZw4cQIA4OHhgffee8/icX91fn5+WieIIWFdSGgAZHRIaABkdEhoAGR0SGgAZHRIaABkdLAhn4QOCQ2AjA4JDYCMDgkNgIwOCQ2AnA5z6ZRSqjgPqFWrFg4dOoQqVarAw8MDycnJyM3NRcWKFZGSkmKtTovS6XQo5ssWJzY2FnXq1AGen//wC94kngH2zi10H6+sZOzaOw+dAyfhanriA7eb8hyFZNwEfpqIixcvwsfHxzIvjoiIiIiIrKokc6Ji74nMycmBq6urccEAkJGRYfyaLWVnZ+Ppp5+Gu7s71q1bZ/PlExERERERlTbFnkR2794dw4cPx9WrVwHkXZ52ypQpeP755y0e9zgODg5Yt24dxo0bZ/NlW0J0dLTWCWJIWBcSGgAZHRIaABkdEhoAGR0SGgAZHRIaABkdbMgnoUNCAyCjQ0IDIKNDQgMgo0NCAyCnw1zFnkQuWLAAGRkZ8Pb2RkpKClxdXXH58mXMnz/fGn2PpNPpUL16dZsv11JiYmK0ThBDwrqQ0ADI6JDQAMjokNAAyOiQ0ADI6JDQAMjoYEM+CR0SGgAZHRIaABkdEhoAGR0SGgA5HeYq9iTS3d0dmzdvxrVr13DgwAHExcVh8+bNcHd3Nytg8eLFaN26NcqUKYPevXsXui07OxtjxoyBp6cnPD09MXbsWOTk5Ji1HCIiIiIiIiq5Yk8ip02bhsOHD6Nq1apo06YNqlWrVqIALy8vzJgxA6+99toDt33wwQf4448/EBUVhaioKPz++++YM2dOiZZHRERERERE5iv2JHLx4sVo0qSJxQL69OmD3r17o1KlB6/8uXz5csyYMQPVq1dH9erVMX36dCxbtsxiyyYiIiIiIqLicSjuAzw9PZGVlQUnJydr9BglJycjPj4ezZs3N36tefPmiIuLw+3bt1GhQgUAwIABA3Do0CG4uroiMjIS8+bNe+C5wsLCMGvWrEJfi4iIKHK5fn5+8Pf3B5B3wuvDjle21P0MHeY8nyQ7duxA1apVzV4vQNHb5EnaHpa6n4Gtlytxexg6Svv2MNzv/m1SGreHpPtJ2B6G2yStF63ux+0h734Ft0lp3h6AjJ87JWyPgkr79ijYIWF7FFexPydyzZo12Lp1Kz7++GNUrVrVYiFhYWE4duwYNm7cCAC4fPkyatWqhcTERONeysTERFSpUgWXL1+Gt7e32cuS8jmRERERePHFF8167F/tcyJLsi4sRUKDlA4JDVI6JDRI6ZDQIKVDQoOUDjbI6pDQIKVDQoOUDgkNUjokNEjpKMmcqNh7Iv/xj38gMzMTq1evRrly5eDgkP8USUlJZkUUxfC5k7dv3zZOIm/fvg0AcHNzs9hytFRwL0dpJ2FdSGgAZHRIaABkdEhoAGR0SGgAZHRIaABkdLAhn4QOCQ2AjA4JDYCMDgkNgIwOCQ2AnA5zFXsSadhTaG0eHh7w9vbGsWPH4OvrCwA4duwYatasaTyU9Ukn8bBUrUhYFxIaABkdEhoAGR0SGgAZHRIaABkdEhoAGR1syCehQ0IDIKNDQgMgo0NCAyCjQ0IDIKfDXMWeRAYGBlo0ICcnx/hHr9fjzp07sLOzg5OTE1599VXMnj0bTz/9NABgzpw5GDFihEWXT0RERERERKYz6eqsM2fOLPLvlvDBBx/A2dkZs2fPxubNm+Hs7IznnnvOuKz27dujQYMGaNCgATp06IBp06aZvazw8HAEBQVZqLzkDBcwIRnrQkIDIKNDQgMgo0NCAyCjQ0IDIKNDQgMgo4MN+SR0SGgAZHRIaABkdEhoAGR0SGgA5HSYy6RJ5Kefflrk3y0hLCwMSqlCf/bs2QMAcHR0xJIlS5CcnIzk5GQsXry40DmYxRUaGmp8bgmscaWkJ5WEdSGhAZDRIaEBkNEhoQGQ0SGhAZDRIaEBkNHBhnwSOiQ0ADI6JDQAMjokNAAyOiQ0AHI6zGXSjMzDwwOrVq1CkyZNkJubi5MnTxZ5JZ+mTZtaPJCIiIiIiIjkMGkS+dlnn+Gtt95CbGws9Ho9mjVr9sB9dDodcnNzLR5IREREREREcph0OGuvXr1w9uxZZGdnw8XFBXq9/oE/nEASERERERH99Zk0iSyoYcOG1uiwCWkX1iEiIiIiInrSFHsSeeDAAWt02IS0C+sQERERERE9aYo9iSTL8fPz0zpBDAnrQkIDIKNDQgMgo0NCAyCjQ0IDIKNDQgMgo4MN+SR0SGgAZHRIaABkdEhoAGR0SGgA5HSYi5NIDfn7+2udIIaEdSGhAZDRIaEBkNEhoQGQ0SGhAZDRIaEBkNHBhnwSOiQ0ADI6JDQAMjokNAAyOiQ0AHI6zMVJJBEREREREZmMk0gNRUdHa50ghoR1IaEBkNEhoQGQ0SGhAZDRIaEBkNEhoQGQ0cGGfBI6JDQAMjokNAAyOiQ0ADI6JDQAcjrMVaomkdKuzhoTE6N1ghgS1oWEBkBGh4QGQEaHhAZARoeEBkBGh4QGQEYHG/JJ6JDQAMjokNAAyOiQ0ADI6JDQAMjpMFepmkTy6qxEREREREQlU6omkURERERERFQynEQSERERERGRyTiJJCIiIiIiIpNxEklEREREREQmK1WTSGlXZ/Xz89M6QQwJ60JCAyCjQ0IDIKNDQgMgo0NCAyCjQ0IDIKODDfkkdEhoAGR0SGgAZHRIaABkdEhoAOR0mEunlFJaR9iaTqfDk/6yY2NjUadOHeD5+UC5SkXfKfEMsHduoft4ZSVj19556Bw4CVfTEx+43ZTnKCTjJvDTRFy8eBE+Pj6WeXFERERERGRVJZkTlao9kURERERERFQynERqKDo6WusEMSSsCwkNgIwOCQ2AjA4JDYCMDgkNgIwOCQ2AjA425JPQIaEBkNEhoQGQ0SGhAZDRIaEBkNNhLk4iNRQTE6N1ghgS1oWEBkBGh4QGQEaHhAZARoeEBkBGh4QGQEYHG/JJ6JDQAMjokNAAyOiQ0ADI6JDQAMjpMBcnkURERERERGQyTiKJiIiIiIjIZA5aB9BfX1JSElJTUx95n7S0NBvVEBERERFRSZSqSWR4eDjCw8O1zihVkpKS4FPHF2mpKY+8n7NLObzwwgvw9PS0URkREREREZmjVE0iQ0NDlOHpXgAAIABJREFUERoaCp1Op3VKqZGampo3gQyaCjg/ZIKYlYSsPXORmprKSSQRERERkXClahIpjZ+fn9YJtuPsCZSrpHXFI0nZHhI6JDQAMjokNAAyOiQ0ADI6JDQAMjrYkE9Ch4QGQEaHhAZARoeEBkBGh4QGQE6HuXhhHQ35+/trnUAFSNkeEjokNAAyOiQ0ADI6JDQAMjokNAAyOtiQT0KHhAZARoeEBkBGh4QGQEaHhAZAToe5OIkkIiIiIiIik3ESqaHo6GitE6gAKdtDQoeEBkBGh4QGQEaHhAZARoeEBkBGBxvySeiQ0ADI6JDQAMjokNAAyOiQ0ADI6TAXJ5EaiomJ0TqBCpCyPSR0SGgAZHRIaABkdEhoAGR0SGgAZHSwIZ+EDgkNgIwOCQ2AjA4JDYCMDgkNgJwOc3ESSURERERERCbjJJKIiIiIiIhMxkkkERERERERmaxUTSLDw8MRFBSkdQYREREREdETq1RNIkNDQ7Fnzx6tM4iIiIiIiJ5YpWoSKY2fn5/WCVSAlO0hoUNCAyCjQ0IDIKNDQgMgo0NCAyCjgw35JHRIaABkdEhoAGR0SGgAZHRIaADkdJiLk0gN+fv7a51ABUjZHhI6JDQAMjokNAAyOiQ0ADI6JDQAMjrYkE9Ch4QGQEaHhAZARoeEBkBGh4QGQE6HuTiJJCIiIiIiIpNxEqmh6OhorROoACnbQ0KHhAZARoeEBkBGh4QGQEaHhAZARgcb8knokNAAyOiQ0ADI6JDQAMjokNAAyOkwFyeRGoqJidE6gQqQsj0kdEhoAGR0SGgAZHRIaABkdEhoAGR0sCGfhA4JDYCMDgkNgIwOCQ2AjA4JDYCcDnNxEklEREREREQm4ySSiIiIiIiITMZJJBEREREREZmMk0giIiIiIiIymYPWAUQkT1paGmJjYx95n/Lly8PT09M2QUREREQkRqmaRIaHhyM8PFzrDCM/Pz+tE6gAKdtD646kpCSM+scbyEhPfeT93Mq7I/bieatOJLVeF1IaABkdEhoAGR0SGgAZHWzIJ6FDQgMgo0NCAyCjQ0IDIKNDQgMgp8NcpWoSGRoaitDQUOh0Oq1TAAD+/v5aJ1ABUraH1h2pqal5E8igqYDzQyaIWUlI2zMXqampVp1Ear0upDQAMjokNAAyOiQ0ADI62JBPQoeEBkBGh4QGQEaHhAZARoeEBkBOh7lK1SSSiIrB2RMoV0nrCiIiIiIShhfW0VB0dLTWCVSAlO0hpUMCCetCQgMgo0NCAyCjQ0IDIKODDfkkdEhoAGR0SGgAZHRIaABkdEhoAOR0mIuTSA3FxMRonUAFSNkeUjokkLAuJDQAMjokNAAyOiQ0ADI62JBPQoeEBkBGh4QGQEaHhAZARoeEBkBOh7k4iSQiIiIiIiKTcRJJREREREREJuMkkoiIiIiIiEzGSSQRERERERGZjJNIIiIiIiIiMhknkRry8/PTOoEKkLI9pHRIIGFdSGgAZHRIaABkdEhoAGR0sCGfhA4JDYCMDgkNgIwOCQ2AjA4JDYCcDnNxEqkhf39/rROoACnbQ0qHBBLWhYQGQEaHhAZARoeEBkBGBxvySeiQ0ADI6JDQAMjokNAAyOiQ0ADI6TAXJ5FERERERERkMk4iNRQdHa11AhUgZXtI6ZBAwrqQ0ADI6JDQAMjokNAAyOhgQz4JHRIaABkdEhoAGR0SGgAZHRIaADkd5uIkUkMxMTFaJ1ABUraHlA4JJKwLCQ2AjA4JDYCMDgkNgIwONuST0CGhAZDRIaEBkNEhoQGQ0SGhAZDTYS5OIomIiIiIiMhknEQSERERERGRyRy0DqC/hvj4+GJ9nYiIiIiInkylahIZHh6O8PBwrTP+Wu5lAjo7dOrUSesSIiIiIiKygVI1iQwNDUVoaCh0Op3WKX8dOXcApQeCpgLOng/ennQBOPCF7buIiIiIiMgqStUkUho/Pz+tEyzH2RMoV+nBr2cm2b7FTFK2h5QOCSSsCwkNgIwOCQ2AjA4JDYCMDjbkk9AhoQGQ0SGhAZDRIaEBkNEhoQGQ02EuXlhHQ/7+/lonUAFStoeUDgkkrAsJDYCMDgkNgIwOCQ2AjA425JPQIaEBkNEhoQGQ0SGhAZDRIaEBkNNhLk4iiYiIiIiIyGScRGooOjpa6wQqQMr2kNIhgYR1IaEBkNEhoQGQ0SGhAZDRwYZ8EjokNAAyOiQ0ADI6JDQAMjokNAByOszFSaSGYmJitE6gAqRsDykdEkhYFxIaABkdEhoAGR0SGgAZHWzIJ6FDQgMgo0NCAyCjQ0IDIKNDQgMgp8NcnEQSERERERGRyTiJJCIiIiIiIpNxEklEREREREQm4ySSiIiIiIiITMZJJBEREREREZmMk0gN+fn5aZ1ABUjZHlI6JJCwLiQ0ADI6JDQAMjokNAAyOtiQT0KHhAZARoeEBkBGh4QGQEaHhAZAToe5OInUkL+/v9YJVICU7SGlQwIJ60JCAyCjQ0IDIKNDQgMgo4MN+SR0SGgAZHRIaABkdEhoAGR0SGgA5HSYi5NIIiIiIiIiMhknkRqKjo7WOoEKkLI9pHRIIGFdSGgAZHRIaABkdEhoAGR0sCGfhA4JDYCMDgkNgIwOCQ2AjA4JDYCcDnNxEqmhmJgYrROoACnbQ0qHBBLWhYQGQEaHhAZARoeEBkBGBxvySeiQ0ADI6JDQAMjokNAAyOiQ0ADI6TAXJ5FERERERERkMk4iiYiIiIiIyGScRBIREREREZHJOIkkIiIiIiIik3ESSURERERERCbjJFJDfn5+WidQAVK2h5QOCSSsCwkNgIwOCQ2AjA4JDYCMDjbkk9AhoQGQ0SGhAZDRIaEBkNEhoQGQ02GuJ34S+fXXX6NDhw4ICgrChQsXtM4pFn9/f60TqAAp20NKhwQS1oWEBkBGh4QGQEaHhAZARgcb8knokNAAyOiQ0ADI6JDQAMjokNAAyOkw1xM9iUxKSsLSpUvx22+/Yf78+ZgyZYrWSURERERERH9pT/Qk8sCBAwgKCoKDgwPatGmDM2fOaJ1ULNHR0VonUAFStoeUDgkkrAsJDYCMDgkNgIwOCQ2AjA425JPQIaEBkNEhoQGQ0SGhAZDRIaEBkNNhLs0nkYsXL0br1q1RpkwZ9O7du9Bt2dnZGDNmDDw9PeHp6YmxY8ciJyfHeHtycjI8PDyM/9br9TbrtoSYmBitE6gAKdtDSocEEtaFhAZARoeEBkBGh4QGQEYHG/JJ6JDQAMjokNAAyOiQ0ADI6JDQAMjpMJfmk0gvLy/MmDEDr7322gO3ffDBB/jjjz8QFRWFqKgo/P7775gzZ47xdg8PD6SkpBj/bWen+cshIiIiIiL6S9N81tWnTx/07t0blSpVeuC25cuXY8aMGahevTqqV6+O6dOnY9myZcbb27Vrh7179yI3NxdHjhxBvXr1bJlORERERERU6jhoHfAwycnJiI+PR/PmzY1fa968OeLi4nD79m1UqFABnp6eGDZsGDp16gRHR8dCE0z6a0lKSkJqaupDby9fvjw8PT1LtIy0tDTExsY+8j65ubmwt7e3asfjPG5dPK4RsE3n4zzudQB528Tay5CwLujJ87j3C44r0oop/y/j+CSikhI7iUxPTwcAuLu7G79m+HtaWhoqVKgAABg1ahRGjRr1yOcKCwvDrFmzCn0tIiKiyPv6+fkZL7kbHR390OOVLXU/Q4c5z/dXs2PHDlStWrXQ1/z8/FClShX41PFFWmrKQx4JlHMtj7hLF+Hp6WnW9khLS8PI10chKzPj0ZE6e0DlPvRmZ5dy+NdXX8LNzc2k5RbVZ1DU/UzqfExjUZ0F+86fP//IxxZU1Da7//nMfh3/6wSA1q1bF/v7Y//+/ejc5dnHLqOca3l8+cWSB7aZ4fkMbPF+8Lj73f++Zev3K0ODFsuVdL9Dhw49dvw+blxZsi86OlrEetH6fhK+Pwy3abVeqlSpYtJ7q1t5d8RePI+EhASr9hXcJqVxexT8eU3Cz50StkdBpX17FOyQsD2KS6eUUhZ/VjOEhYXh2LFj2LhxI4C8PZGenp44d+4cfH19AQDnzp1DvXr1kJKSYpxEmkOn00HCy46IiMCLL75o1mNjY2NRp04d4Pn5QLkHDwUGACSeAfbOLXQfr6xk7No7D50DJ+FqeuIDt5vyHBa9HQAybgI/TcTFixfh4+Pz8NcaNBVwLuI3p1lJwJ65D328KR67DABIugAc+MKqHcCjx8VjOx/XaEKnSWPrMdvscUxa3yVcn5ZaRkm+Ty1JQoeEBgkdtnhPMpXW64INsjps8d5qKq3XhZQGKR0SGqR0SGiQ0lGSOZHYPZEeHh7w9vbGsWPHjJPIY8eOoWbNmiWaQEpScC8HmcDZ8+GTGlssIzPJJh0mjYuHNdio0WK03qYmkPJ9KqFDQgMgp0PC95mEdcGGfFI6ODblNAAyOiQ0ADI6JDQAcjrMpfmFdXJycnDnzh3k5ORAr9fjzp07uHfvHgDg1VdfxezZs3H9+nVcv34dc+bMwYgRIzQutpy/6mGpVDIcF7JI2R4SOiQ0AHI6JJCwLtiQT0qHBBLWhYQGQEaHhAZARoeEBkBOh7k03xP5wQcfFDpf0dnZGYGBgdizZw9mzpyJW7duoUGDBgCAkJAQTJs2zexlhYeHIzw8vKTJREREREREpZbmeyLDwsKglCr0Z8+ePQAAR0dHLFmyBMnJyUhOTsbixYvh4GD+vDc0NNT43BJER0drnUACcVzIImV7SOiQ0ADI6ZBAwrpgQz4pHRJIWBcSGgAZHRIaABkdEhoAOR3m0nwSWZpZ40pJ9OTjuJBFyvaQ0CGhAZDTIYGEdcGGfFI6JJCwLiQ0ADI6JDQAMjokNAByOszFSSQRERERERGZjJNIIiIiIiIiMhknkURERERERGSyUjWJDA8PR1BQkNYZRERERERET6xSNYmUdnVWIiIiIiKiJ41OKaW0jrA1nU6ndQIREREREZGmzJ0Klqo9kQXd/9mUxf0TGBhY4ucoaYe5DQWXW9rXhSUbpHRIaJDSIaFBSoeEBikdEhqkdEhosESHhAYpHRIapHRIaJDSIaFBSoeEBikdJVFqJ5FERERERERUfJxEmik0NFTrBBENgIwOCQ2AjA4JDYCMDgkNgIwOCQ2AjA4JDYCMDgkNgIwOCQ2AjA4JDYCMDgkNgIwOCQ2AjA4JDYC2HfZhYWFhmi1dQyW9Smvz5s017yhJQ8HllvZ1YakGKR0SGqR0SGiQ0iGhQUqHhAYpHRIaLNUhoUFKh4QGKR0SGqR0SGiQ0iGhQUqHuQ2l8sI6REREREREZB4ezkpEREREREQm4ySSiIiIiIiITMZJJBEREREREZmMk0giIiIiIiIyWambRN6+fRt6vV7ThvT0dO0WLuw6Srt27cLJkyc1bbhy5QqysrI0bSAiIiIielKUmknkxYsX0alTJ7z00ksYMGAAEhISbN5w9uxZPP/88xg6dChefvll3Lp1yzYLjo0F9uzJ+7uQSeSVK1cQGBiIkJAQREZGatJw4cIFBAYG4qWXXkK3bt2wf/9+TToAaP6LDQMJF2u22ffFY1y7dk3zlnv37hn/rtW2uXjxIk6fPq3Jsg3i4uJw/vx5zcfn2bNnMX/+fGRnZ2vWcOzYMYSFhSE6OlqzBiBvXfz222+4efMmAG3Gp4SxCcgYnxLGJiBjfEoYm4CM8cmxmY9jM5/FxqYqBdLS0tTTTz+tRo8erU6fPq0CAgLUiy++qE6fPm2zhn/961/Ky8tLTZ06VR09elQ1b95c9e/fX+Xk5Fhvobm5SoWFKeXkpFSjRkpdu5b/dY2FhoaqYcOGabb8a9euqZYtW6qJEyeqzMxM1bt3b9W3b1+Vmppq0460tDT1xhtvqDfeeENt27ZNZWRkKKWU0uv1Nu+YNGmSmj59uvrpp59UZmamJh1Lly5VLi4u6ujRozZdbkHp6elq4MCBqnHjxmrnzp0qV4Pvl7S0NPX666+rgQMHqn/+858qOTlZKWXb7XHv3j31yiuvqIoVK6oWLVqokJAQderUKaWUstk6SU9PVyEhIapOnTqqY8eOKjQ0VEVHRyulbD82s7KyVL9+/ZROp1O//PKLTZetVN46HzdunHJxcVEzZ85Uly5dsu7/Px7i7t27asiQIapy5cqqU6dOqk2bNurAgQPGRluQMDaVkjM+tR6bSskYnxLGplIyxifHZj6OzXyWHpulYk/kpUuXkJ2djUmTJqFBgwZYvXo1ypYta9PfjMTGxuLdd9/FnDlz0Lx5c6xduxY//vijdfeI/vkncOkSEBYGNGoELFyY93U7bTd7QkICTp48idDQUADAqlWrsHLlSly6dMlmDSdOnICDgwMmTpwIZ2dnzJ8/H3v37kVOTo7NGuLi4tC2bVtcv34dOp0O06dPx9ixYwEAOp3OZh3ffPMN6tSpg+vXryMlJQWzZs3C3Llzbd4BAGfOnEFWVhYWLVqE3Nxcmy4bALKystC3b19kZGRg9+7d6Ny5M+xs/P1y4sQJtGjRAnfu3EH79u2xevVqjBs3DoBtt8fPP/+MuLg4XL58GV999RV0Oh369+8PADZZJ3FxcXjppZeQlZWFmJgYvPPOO8jKysLHH38MwPZjs2zZsqhbty7q1auHyZMn2/y0hDNnzuDIkSM4dOgQ3nvvPdSqVQv29vY2bQCApUuX4tq1a0hISMDKlSvRrFkzfPjhhwBsMy4A7ccmIGt8aj02ARnjU8LYBLQfnxybhUkYm19//fVfcmyWikmkvb09oqKioNPp8OGHH2LVqlXo3r07kpOTsWXLFps0vPHGG3jppZcA5B2i5uDggDZt2uDOnTuWXVDBSXGdOsCbbwJjxgCBgcBvvwEHD+bdpsEP6AZZWVmIj49HmTJl0KdPH3z00UdYuXIl+vXrhz2Gw26trEqVKjh8+DCOHj0KAIiOjkZAQACOHTuG5ORkmzQcOnQI5cqVw7p16/DZZ5/h888/x5o1a/D999/bZPlA3i9Y9u3bh88++wzffPMNFi5ciJCQEBw5cgQpKSk2aVBKGSeMtWrVwtKlSxEeHo7t27fbZPkFHTt2DHFxcYiIiEClSpVw+PBhXL161XjOrC0OO963bx9q1aqF8PBwvPnmm5g0aRLi4+ORmppq9WWnp6cbD685dOgQMjIy4OzsjPLly2P27NnQ6/WYNm0aAOsdhmP4IUMpheeeew5Lly6Fo6MjunbtisaNG8PBwQGA9bdFwR92cnNzkZqaikuXLuH333/HxYsXsXTpUqsu//6GXbt24fLly2jQoAEiIiLQv39/LFy4EPv27QNg3cOi0tPTjev75MmTxh82ateujYYNG6JJkybG+1qrIzk52fhLvsOHD2syNg0dhmV069YNX3/9tc3HZ3JysvH59Xq9JmPT0GF47969e7cm4zM5Odm4M+DUqVOajE0AOHjwIM6fP2/8e2Zmps3HZ2RkJOLi4lCmTBl07dpVk/fOgwcP4sKFCwCAnJwcpKWlaTI2C3bs3LkT8fHxNh+bBw8exLlz5wDkvW8aJq62Hpvbtm0znjZ25MgRi47NUjGJ9Pf3R6NGjbB48WJ06NABW7duRXBwMCpXroyffvqp0HlH1uLl5YXKlStDr9fDyckJCQkJ0Ol08PHxscwC4uKAkBBg1ChgyRLDQoFmzQA3N6BzZ6BePWDRorzbNPgNtkHt2rXRoEEDjBkzBvXq1cOJEyewdetWBAYG4quvvrLJb6qaN2+O+fPnY8OGDWjUqBH69++PRo0aYdSoURg/frxVfmCPi4vDrl27jP92cXFBVlYWYmNjsWrVKly+fBmffvopxo0bZ9U9onFxcdi5cycAwN3dHT179kTPnj2Rm5sLBwcHODs7IzU1Fe7u7lZtMKwLpZTxzXXjxo0ICAjAxIkTMWnSJKvvjbx/m5QpUwZZWVk4deoU+vbtiz59+mDIkCEYNGgQAOv8xrBgg16vh06nw61bt3Dx4kUAeecPN2rUCI6OjhZftkHB87VDQkKQmJiIp556CjVr1sSuXbswd+5cfP755/jiiy+wYMECpKSkWPy32YaGV155BUOHDkXZsmUREhICDw8P4w+JdnZ2uHbtmvHv1nD/ueuJiYmws7ND+fLlkZmZiaysLMyePRuzZ88GkHexNksf0VKwYfDgwbh58yZq1qyJ+vXr45133sHMmTPRtGlT7N+/H7169UJycrJV9i4YOoYMGYIhQ4YgISEBzZo1Q05ODiIiIhAXF4fly5fj/Pnz+Pjjj5GdnW2VcfHcc89h6NChGDhwIC5fvow6derYdGwW7HjllVcwcOBAAMDLL78MT09P4/u1tcdnwXUxYMAAXL58GTqdzqZjs6iO+Ph4eHt723R8GhqGDBmCl19+GXFxcWjatKlNx6bBtm3b0K5dO8ybNw8AUL9+fVSvXt2m43Pbtm0ICAjARx99hKpVq2LYsGHw8PCw2dg0NLRr1w4fffQRAMDBwQFubm7Iysqy2dgsqsPHxwdPPfUU3n33XZu9dxoaDHt/W7ZsiTt37mDTpk02G5tnz55F586dMXToUNy+fRtA3rqoUaOG5cZmiQ+wfUJs2rRJubi4qHPnzhm/tmrVKvXUU0/Z/NwapZT68MMP1fDhw0v2JIbuX39Vqlo1pSZMUGruXKX8/JR6//282woe4/zdd0o9/bRSa9aUbLkWsG3bNlW2bFn16quvGo/D3rNnj2ratKnx+GxbOH78uOrTp4+6deuWUkqp33//XbVr1079/PPPFluGXq9X77//vnJyclINGjRQcXFxSimltm7dql544QX11VdfqUmTJqmOHTuqlJQUVb16dbVo0SKllGWPlb+/49KlS8avF/zv999/r1599VWLL7+ohsuXLyul8s4XUEqp8ePHq8jISKXX65Wbm5tasGCB+vzzz1VMTIxVOwzbZPfu3erFF19Uw4cPV2+99ZbS6/XqwIEDysvLS73/v+8pS62Th22PAwcOqDFjxqhu3bqpvn37KkdHR9WjRw/l5+enFixYYHyspdx/vnbTpk3ViBEj1E8//aSeffZZtWTJErVo0SK1YsUKpdfrVcuWLdWMGTMs2nF/Q7NmzdSAAQOUXq83/lFKqUGDBqnly5cbH2fp9+6izl0fMGCAys7OVteuXVNPP/20Sk9PV0opVbduXeXj46OCg4ON48caDU2bNlXDhw9XO3bsUF26dFEBAQHGc2mUUuqZZ55RoaGhSinLfr/e39GkSRMVGhqqEhMT1fr161WvXr2Uvb29euutt9SaNWtU48aN1csvv2zRjo8++khVrVpVvf322+rWrVvKz89PjRw5Uu3YsUN17tzZJmOzqA5/f381aNAgpVTea7XF+Ly/oUGDBmrQoEFKr9erq1evqo4dO1p9bBbV4e/vr0aMGKF27typOnfubJPxWdS4+Pvf/66SkpLU2rVr1Ysvvmj1sVnQd999pzp06KB69Oihfv31V3X8+HGbjs+CDX/729/Ujz/+qJSy3di8v6Fnz57GhqtXr9rkfbOojh49eqhffvlFnTp1SgUHB9vsvfP+hu3btyullFq7dq1N3jeVyvsecXJyUuPHjy/09V27dln0/+ulYk8kAHTr1g1/+9vf0LdvX+NvZlq0aIHy5cvb9Eqthj0rx44dQ/fu3QEAX3zxBSZMmIDMzEzznvTnn4Hnnwc++QSYMAF47TXg1CkgJyfv/EfDoQsdOwJt2gBr1uT9e/NmICampC/JLMHBwejXrx/+/PNP42GTgYGBNr9S1d69e3Hw4EF4enoCADp27Ig7d+5YdC/csWPHcPHiRYSFhaFp06b45z//CQDo0qULHB0dce7cOXTt2hW7d+9GhQoVMGbMGGzcuBGAZX9jeH/Hov/tldbpdIXW+/bt21GrVi2LL7+ohoX/O0/XyckJAPDHH3/AwcEBOp0Ozz77LN566y1ERESgZs2aVu0wbJMOHTrA0dER33zzDRo1agSdToe2bdtiwYIFWLRoEfR6vcXWycPWRdu2bfHZZ5+hb9++SE5ONh52P3PmTEyePNniv7W8/3ztdevW4ZtvvkFAQADq1KmDyMhItG3bFqGhodDr9QgMDMS1a9cs2lFUw/r1643nCxvGZ2JiIlq2bGl8nKU/mqeoc9fXr1+PhIQEVKtWDTVr1kR8fDyWLVuG+Ph4xMfHY8qUKRYdn0Wti5UrV6J169Zo3rw5IiMjcfbsWeP9R44ciQMHDiA9Pd2i36/3d6xfvx4rV67EvXv30KdPH7Rp0wZTpkzBxx9/jIEDB+KTTz7B5s2bkZKSYrEOFxcXbNmyBfPnz4enpyeaNm2K48ePo2vXrvD19cWhQ4fQunVrq47Nh3UYDl20s7MzLsua4/P+hiZNmuD8+fPQ6XSoXr06atWqhbi4OKuOzYd1nDx5Ep07d0aLFi1w8OBBxBT4ucIa47Oo7XHixAl4eHigX79+aNu2LSZPnmzVsQnkH/qXmZmJypUro3Hjxli6dCkaNmyIevXq4c8//7T6e2dRDWvWrEFaWhrs7OyMP+9ac2ze39CoUSOsWbMGt2/fRvXq1eHl5WX1982iOho3boxly5ahfv36aN26NQ4cOGD19877G5o0aYJly5bh9u3b6NevH1q2bImpU6dafWzGxMSgS5cuxj2hW7duRVRUFDp16oQ6derg8OHDFnnvLDWTSCcnJyxbtgxpaWno0aMH5s+fjz59+iAgIACVK1e2WYe9vT1ycnKM5wV26tQJc+fOxQsvvAAXFxfTnuTgQeDVVwHDYXiOjsCFC8CdO4CTE3D5MtC6NWA4TNcwILy9gSFDgDNnAAcHYMoUzQ5rLVu2LBYvXmy8kMmcOXPQqlUr+Pn5GScwtvD8888jKSkJ06dPx8aNG9GmTRvUqFEDvr6+FltGw4YNMXbsWIwdOxZBQUHYv38//vjjD5QpUwYhISE4ePAgoqKijOcr5OTkwNvbG0omzeZ4AAAQ60lEQVQpi567cH/Hvn378OeffwLIP4wyKysL+/btw/DhwwEAv/zyC/7973/bpCErKwvt2rXD1q1bUbt2bZw8eRI+Pj5o1KgRnJ2dLdZQVIdhmzg5OWHEiBHw9fXFkSNHjPevVq0amjRpYrwst7UaDOsiOzsb58+fR7Vq1VCuXDkAeYdgN27c2OIXoLr/fG1HR0c0a9YMOp0Oo0ePRkJCAlasWIEbN27A3t4e165dg7+/v0UPr33cOeN2dna4ceMGMjIy0KxZM+zevRt169Y1Tryt3ZGdnY1Lly7hxIkTCAgIwJw5c3Dw4EE8++yzCAsLw927d63WYNgeADB8+HAEBQVh06ZNxl9+Gg7rc3V1tVjDwzratGmDu3fvIiUlxXg+ueEXo0ePHkXfvn3h5uZmsYbXX38drVu3xunTp9G4cWPs3LkTHTp0wJ49e9CjRw8kJSXhm2++serYLKrj119/RVBQEDZs2GD8frx+/TrS09OtNj4f1hAREYHffvsNp0+fRocOHTB79myrjc2iOgzbZNeuXejSpQu6du2KLVu24MaNGwCsMz6LaggODsaGDRtw/PhxnDx5EjqdzqpjE8i/QE1WVhZefvllBAUF4dq1a9i2bRs+/fRTJCcnY8WKFbh+/brVxuf9DYGBgbh16xZ+/PFHAICjo6PVx+bDGjZt2gQA+O9//4uAgACrj82HbY+tW7fio48+QpcuXbBp0yarjs2HrQvDjoGoqCgopYyTe2uNzSlTpuDOnTsYMWIEGjRogClTpmDAgAHo378/2rVrZ7n3TgvsNX2inDp1Sn3++eeqV69e6pNPPtGk4fjx40qn06lq1aqpefPmmf7AxESlevdWysVFKZ1Oqd9/z/v6r78qNXiwUgMHKhUcrFS5ckq99JJSPj5KbdyYd5/cXKXS05Vq106pChWU+te/LP/CzHD8+HG1YMEC1bNnT+Ohera2bt06NXToUBUQEGD1MREdHa1CQ0ONh0IppdQ777yjOnXqpN5++2114cIF1aFDBxUWFmaTjsGDBxu/ZjgsKiQkREVHR6sXXnhBVaxYUa1cudJmDe3bt1eurq7Gw3kjIyOVt7e3SkxMtEpDwY77t0mrVq3UhAkT1Pnz51WXLl3UiBEjrN5QcF28+eabasCAAWrbtm0qJSVFdenSRYWEhKh79+5ZpcFwKM2BAwdUQECA8RLoW7duVYGBgapFixYqMDBQ1ahRQ+3fv9/qDe3bty90WM2///1v1bRpU9WrVy9VqVIl9cUXX1iloagOw7qYPn26+vrrr433u3Llivruu++s3lBwe2zatEkFBASopk2bquDgYOXl5aV27NhhlYb7O9q3b2/89/vvv68CAgJUaGio6tWrl/Ly8lLbtm2zSsP+/fvVhg0blFJKJScnq169eqm3335bLVq0SHXr1k01b97c6mOzqI7evXurkSNHqri4OPXDDz+oJk2aWH18FrUupk+frgYOHKi+/fZb4/2sOTYf1vH222+rBQsWqKCgINWkSROrj8+iGiZNmqRCQ0NVUFCQGjZsmFXHpuH9aebMmWratGlKKaXmzp2rgoKC1HPPPaf+7//+T3Xv3t2q751FNXz44YcqODhYtWvXTu3atUutXbvWqu+dD2sICgpSPXv2VK1bt7bJ2Hzc9hg9erQKDg626nvno9ZFt27dVMeOHVVQUJB69dVXrf6+OWfOHOXv769WrFihlFLq7Nmzqnv37mratGlqxYoVqnPnziUem6VuEmmgxXmQBvfu3VOffPKJysrKMv1Bb72llJubUobzKF95RanJkwvfZ+5cpV58Me/ven3eZ0R6e+ff/vPPSr39tlL/O/9MEi23h1J5PyjZ6nODfvjhB9WxY0f1zTffKKXyxsOGDRtUcHCwqlevnnr99ddt2lHwzX379u1Kp9MpZ2dnNWbMGJs1GN7kCk4WbfnZSfdvk6ysLPXdd9+pp59+WtWrV0+NHj3a5g3nz59XI0eOVG3btlU1a9ZUb7zxhtUblCr6fO1bt26p9evXq08//VSzhtmzZ6uyZcuqt956yyYND+swuHPnjmYNN27cUKtXr1YLFy60SUNRHRkZGWrnzp1q+vTp6r333rNJg+E9YfPmzapu3brq6NGj6tatW2rt2rXGXzzZsmPr1q2qdu3a6tixY2r27NnKycnJZuPT0BAREaH8/PzUkSNHjLfdteH/4wtuk3r16qkjR46oGzduqG+//dZm7xeGhk2bNqlGjRqp3377Te3cuVNNnTrVJmNzxowZateuXUoppXr16qV0Op1q1aqVUkqpmzdv2mR83t/g4OCgmjRpopRS6oMPPrDJ2CxqPbRp06bQfWwxNh+1Pa5fv26TsVlUQ/v27ZVSSv366682GZt3795VkZGRSqn875Hvv/9eNWzYUKWnp1vkvbPUTiKfKHq9UtOmKVXwgjPjxin15ptK3buXt5cxK0upkBClpkzJv8+2bXkX0jH8YK7Bh6ZTPsNE+cqVK2rChAmqZ8+eSqm8//leuHBBKaVUSkqKzTt69eqllFJqx44davLkyWrChAlWO+H9YQ2GdbFp0yZ15syZQvfRomPLli3qwoULKicnx+rb5GEN27dvV6dPn1ZXr15VN27csGqDUsr4S5RBgwapH374QSml1JIlS9Sbb76pkpOTrb78hzUsXrxYhYWFqU2bNqnr169r1vH555+r8ePHa9pg2B62eJ94VMfixYvVuHHjVGZmps06lFIqOztbKaVUVFSUeuqpp9Tp06dtuvyiOurUqaOuXr2qjh49qq5du6ZJg6+vr/rvf/9rs2U/rEOrbXL/9jCsC1v9cnrq1KmqRo0aqlKlSurpp59W06ZNU506dVJ//vmnTZb/sIaOHTuq//73v+rEiRM2GZtFNTzzzDNWPTrA1A4p28OwLmw1Ng3LMRzBtG/fPtWqVSuL/X/MwaIH4ZJ16HTA/y6LjJycvPMZnZyAY8fyzocE8v6rFJCQAERGApUrA9OnA926AZUq5d3Hxh+aToUZLhDi5eWFoUOHYsiQIXBwcMBTTz2FzZs3AwAqVKigSYednR2aNGmCVatWoXHjxpo0ODg4oG7duoiIiDDeR6uOp556Clu2bIG9vb3Vt0lRDfb29vD19cWWLVtQvXp1qy7foKjztS9duoTly5db9eNeHtcQGxuL8PBwdOnSxSYND+swrIuqVatq1mC4cIot3idM6bD0ucqPkpGRATs7Oxw/fhzDhw9HcHCw5T4iq4QdHh4eNvs+LaohKCgItWvXttnyH9ahxTa5v6Fz587G6yrY4v8hANCmTRvs378f48ePR8+ePY0fz2S4YJ9WDXq9Hvb29vD399esAQA8PDxssvzHdWi9PQAY/19qq7Gp0+lw7949ODk54ejRoxg9ejR69Ohhuf+PWWQqSrah1+d/rMfvv+ed81jwt0t79+btjWzTRqkaNfI/5oNEycjIUB06dFBubm7qyy+/LNUdEhqkdEhoMPt87b9Yg5QOCQ0SOnJzc9WuXbtUUFCQql69upo/f77NG6R0SGiQ0iGhQSn1wHnqWpyewwZZHRIaDE6dOqWeeeYZ5eHhoT7++GOLPjcnkU+qX35RqkMHpaKiHrwtKkqpjAzbN5FJ/vOf/6gJEybY/FAwiR0SGqR0SGgw63ztv2CDlA4JDVI60tLS1Pr16212LqrkDgkNUjokNBjY6roKbDCNhA4pDatWrbLK+7dOKRt/MB89KDkZqFCheIebpqcDXl7Ajh1AQEDeZ0HqdPkf50FiKaVsdiiD9A4JDVI6JDQQERERmYInyWnp7FngueeAoUOBAQOA+HjTHqfXAy4uQMuWwC+/5H3Nzo4TyCeElImChA4JDYCMDgkNRERERKbgJFIr8+YBnToBzZoB33wDnD4NTJyYN0Es+AHz//uw3ELs7IDsbMDNDWjXznbNRERERERU6vHqrFpxcQG2bAFat877d5MmwPnzDx7Sam//4GP1eqBMGWD9+ryrtBIREREREdkIz4nUSnZ23sdynD6ddyjrtWvA3/8OtG8PtGoF/O8S1UhKAt54AwgMBEaNytszWdTEkoiIiIiIyAY4idTagQN5E8jevYGUFODVV4EqVYApU4A6dYC4OKBfv7wL6Zw+rXUtERERERGVcpxESqHX5x3Kum1b3p7HH38EWrTIuy06GrDRh8USERERERE9Ci+sI4XhYjo+PnmHq7q45N/GCSQREREREQnBSaQEGRl550gePgwMHgwEBeWfE0lERERERCQIJ5Fa0+uByEjghReAnj2BIUOApUsBZ2ety4iIiIiIiB7AcyIlSE8HduwAevTI++gOIiIiIiIioTiJJCIiIiIiIpPxcFYiIiIiIiIyGSeRREREREREZDJOIomIiIiIiMhknEQSERERERGRyTiJJCIiIiIiIpNxEklEREREREQm4ySSiIiIiIiITMZJJBERURHi4uLg6uqK27dv23S5oaGhcHJygqurK+7evWux523VqhXKli2L5s2bW+w5iYiodOIkkoiISqXw8PBHTqhq1aqF9PR0VKhQwYZVeUaPHo309HSUKVPGYs95+PBhfPnllxZ7PiIiKr04iSQiIiIiIiKTcRJJRESlytGjR+Hq6opRo0bh5MmTcHV1haurK77//nvjfRo1aoRy5cpBp9MhJSXF+PXw8HC0bdsWtWvXRvfu3fGPf/wDFStWxLfffmu8z6ZNm9C8eXO4u7ujU6dOiI6Otkh3UFAQFi5caPx37969ERYWZvz3t99+C19fX7i5ucHX1xdr1qyxyHKJiOj/27t/l0a2MIzjT3YCIgyiYBUz2KghEQsRYp1O7aw0aKMgpEnjH2FrIYoatRvERkUIWlopEQtBBgUrG39BIDATxV/jLZabezcs3Nm7E7bI9wOnm3nfM9XwMGfOQT1CJACgqQwODsrzPK2urmpgYECe58nzPE1MTNSucRxHjuP89P5IJKLr62s5jqNkMinbtrW2tiZJOj8/Vzab1eLiosrlsqampjQ+Pq7Pz8+GPtPz87NmZma0srIi13V1fHys3t7ehvYEADQvQiQAAL+gr69Pra2t6u7uViqVUk9Pjx4eHiRJGxsbymazymQyMgxDuVxO9/f3ury8bOicfN+XYRi6ubmR67qyLEtDQ0MN7QkAaF6ESAAAfoFhGJKkaDRaGx8fH5K+7+hq27ba29tr4/X1VXd3dw2dk2ma2t/fV7FYlGVZSqfTKpVKDe0JAGhehEgAQFP69i28V+DX15ckybIszc/Pq1Kp1MbLy4vGxsZC6fPvIz/qjx4ZGRnR4eGhnp6elE6nlc/nQ+kJAEA9QiQAoCnFYjHd3t7+sHHO75qdndXm5qZOTk7k+74qlYps29bb21so9Q8ODlStVnVxcaHT01O5rqv393eVy2Xt7u6qWq3WwnFbW1soPQEAqEeIBAA0pUwmo9HRUSUSCcXjce3t7UmSdnZ2ZJqm+vv7JUnxeFymaero6Og/aw4PD2t9fV35fF4dHR1KJpMqFouKRCKhzDkWiymRSGh6eloLCwva2tpSqVSS7/taWlpSV1eXOjs75TiOlpeXQ+kJAEC9yNffa3AAAMAfNzc3p+3tbUWjUT0+PqqlpUXS9yM+crmcJicn/1fddDqtq6srpVIp/pcEAPyW6J+eAAAA+EehUFChUAi97tnZWeg1AQDNieWsAAAAAIDAWM4KAAAAAAiML5EAAAAAgMAIkQAAAACAwAiRAAAAAIDACJEAAAAAgMAIkQAAAACAwAiRAAAAAIDACJEAAAAAgMAIkQAAAACAwP4CplRLABWuYiYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7feda1e0c518>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1de54780>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee248c32e8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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jB7t378bNzY39+/czbNgwPvjgA4YNG0Z4eDgtWrTQ53/33XdZvXo1r776KufOnWP69Ol4enrq05OTk/n+++/Jzs4mOzubOXPm4O3tTePGjXF1daVXr168/fbbZGVl8f7771O/fn2aNWumL79p0yZyc3NZtmwZcPMRcvk2b97M5cuXMRgM2NraFnqWMC4ujoYNG5b6LKUlbYWtu7jl3N3d6dq1K++//z45OTlEREQQFRVF+/btcXR01NeRl5eHvb09dnZ25ObmWtzcokWLIj8/hR3/ijoTXZZ9/Mwzz+Dm5lbgZjOW7PewsDD69++Pu7t7gfWuXLmyyGkldRa3bHHTivqMWvL5PH36NA899FChPZWtSg0i76fLWYUQQggh7pYnnngCFxcX6tSpg6+vb5FflUlOTmbkyJH06NGD77//vsSv1EybNo0dO3YwcOBAbG1tC0zPyclh2rRp1KxZEy8vLw4cOMDWrVv1K9M+/fRTjh8/jru7O1988QWff/652fLZ2dl4eXmxd+9ennzySf2h9wCHDx+mTZs2GI1G/v3vf7Nq1apC3//cuXNl+mpQflvNmjULbStq3cVt04oVKzh58iRubm4899xzrFmzxuxGOAAvvvgiISEhNGnShNdff93i3kceeYRr165x5cqVAtMsPf4lnYnu3r272Zno4vZDUS5evMiqVavYvHkz1atX1+8YGxMTAxS///Ly8li3bl2hl5Xm5eWxdu3aIi85La6zuGVLWm9Rn9GSPp9ZWVn8+uuv9OzZs4g9VbmsfmOduykoKIigoKAy3a5XCCGEEKKqcnNzY8+ePQVed3Z25q+//tJ/zn/Ew/PPP8/YsWP1G6Y4ODgU+sDz/AfaF6V27dpmd+q/k5+fHxEREUVOnzFjhn7TlTuFhIQQEhJS7PuX56Yv+W0mk6nQy0GLWndx21SvXr1itxfA19eXI0eOlLq3WrVqPPnkk3z++ee8+uqrZtOKOv53yj8T7ejoyPjx4/Uz0Q888ADbt2/n3XffLbAvSruPH3zwwWLnL27/2draEhcXV+jxsLW1LXQAbUlnccuWtN6iPqMlfT63bdtG9+7deeCBB4qcpzJVqTORQgghhBCi4nh6euLp6UmXLl349ddf9Uc8DBgwwOyGHy1atODo0aOMHj2as2fPWrFYFOf1119n+fLl3Lhxo0zL55+J7tatm0VnokXZvf/++/odcq2hSp2JDAsL028/LIQQQgghyu/OZxEeO3aswNm36tWrl3gGTVifp6cnJ0+etHj+os5ET5gwgdGjR5d4JlqU3f79+636/lXqTKRqd2cVQgghhBCV4/z580o8u/N+VtSZ6EcffbTQM9FjxoyRM9G3iY6Ovmc/o1XqTKRqSrrNc1VpADU6VGgANTpUaAA1OlRoADU6VGgANTpUaAA1OqThFhU6VGgQVUthZ6LvlH8muqjvh4p7j0Er67eF72EGg6HMX5JWRXR0NPXq1YM+oTefD/k/PplJ7Il4l+5dX+OyKQ++m8qFCxfw9/e3XqwQQgghrCo5OZmsrKwCd/K8U2pqKunp6Xh7e9+lMiFEZUhISMDe3r7Qx4rkK8+YqEr9KkAe8SGEEEIIIYQQ5VOlBpGqfScyMjLS2glKNIAaHSo0gBodKjSAGh0qNIAaHSo0gBodKjSAGh3ScIsKHeVtsLGxIScnh+vXr5Obm1vmsxQmk6lcHRVBhQZQo0OFBlCjQ4UGqJwOTdPIy8sjLS2N7OzsSr10WL4TaUVnzpyx+pdpVWhQpUOFBlU6VGhQpUOFBlU6VGhQpUOFBlU6pEGtjvI2ODs7c+PGDVJSUkhMTAQo0/O1NU2z+nO5VWhQpUOFBlU6VGiorI78X/rY2Njg7OyM0Wis0PXfTgaRQgghhBACuPmXTw8PD9zd3cnJycFkMpXpjElmZiZOTk6VUHhvNajSoUKDKh0qNFRWh42NDQaDAQcHh0ofKMsgUgghhBBCmMn/i2hZmUwmnJ2dK7Do3mxQpUOFBlU6VGhQqaOsqtR3IuXGOkIIIYQQQghRPlXqTGRQUBBBQUFKXAd9N8XGxhY57fr163exRAghhBBCCHGvq1KDyCrnRgYYbOjcuXORszg5u9C3b188PDzuYpgQQgghhBDiXiWDSCsKCAio3DfIzQLNBIFvgFMhg8TMRDLD3yY1NdXqg8hK3xf3SAOo0aFCA6jRoUIDqNGhQgOo0aFCA6jRIQ23qNBREQ2appGTk0NmZiYmk6lMj/nIy8vjxo0b5W4pDxUaVOlQoUGVDhUaKqvDYDBgY2ODo6Njpd9cx6CV9QFA9zCDwVDm5x6pIjo6mnr16kGfUHCppb/uk5nEnoh36d71NS6nXYWItwvMo0u/Bt9N5cKFC/j7+9+9eCGEEELcVcnJyWRlZeHl5VXsfLm5ucTHx5Obm4u9vT22trYYDIYq91UgIe41mqahaRomk4kbN25ga2uLp6dnsTfIKs+YSM5ECiGEEEIIADIyMtA0DR8fH+zt7a2dI4Qog9zcXBISEsjIyCjXXZaLI3dntaLIyEhrJyhDhX2hQgOo0aFCA6jRoUIDqNGhQgOo0aFCA6jRIQ23qNBREQ22trblHkCW5dmSFU2FBlCjo6Iarl69yl9//VWhHWlpafz555/k5uaWJ61cDdZQmR12dnbY2dlV6pWXVWoQGRQURHh4uLUzdGfOnLF2gjJU2BcqNIAaHSo0gBodKjSAGh0qNIAaHSo0gBod0nCLCh0qNIj7V7t27ejatWuFrnPhwoV4e3tz9OjRCl2vqFxVahAphBBCCCGEEHeDo6Oj/p3ihQsXWjunQskgUgghhBBCCFGi6OhoTpw4UaHrDA4ORtM02rZtW6HrVcE777zD+PHjrZ1RKWQQKYQQQgghRBUWHBxM+/btady4Md27d2f06NHUrFmTH374AYApU6boZ9SaN29utuzFixfp1asXRqMRd3d3/vGPf5CdnQ3cvCvw4MGDcXNzw9XVlc6dO3P58mUATpw4oa/TYDBw+PBhfZ1hYWEYDAamTJmCt7c3/v7+ZtNDQkKoVasW7du3Z/jw4RgMBqKjo0vczj179vDwww/j6OiIt7c3kydP1qeFhobSoEEDHB0d8fPzY9asWQCEh4fj6OjIkCFDqFevHq+//jru7u7MmTMHgMDAQIxGIzNmzMBoNJpt48svv8ywYcOK7Fm0aBENGjTAzc2NgQMH6ssBfPTRRzz44IM4OjrSqFEj1q1bZ7bstWvXiIyMJCUlpcTtrgwyiBRCCCGEEKKKO3LkCK1ateLHH38kMTERR0dHVq9eDcCjjz5KaGgo7u7uBZabMWMGe/bsYcKECUyYMIHk5GRycnKAm993/Prrrxk2bBgvv/wyDg4OJCUlAeDt7U1oaCg9e/Yssmnr1q0MGzaMixcvMn/+fAAOHDjAzJkz8fHx4ZFHHuGLL76weBvHjh1LQkIC06dP54knnuD8+fP6tB9++IFWrVrxxhtv4Ofnx7x589ixYwcA2dnZ2NjYcOnSJbZt20azZs34z3/+oy+bkZHB3r17GTp0KHv37uWNN94osWXdunW8+uqrNGvWjEmTJhEREcHIkSMBiIqK4qWXXsLT05NZs2bx97//naioKLPlFy9eTNOmTdm8ebPF21+R5BEfQgghhBBCVHE+Pj688847bNq0icmTJxMWFkZ8fDwAXbt2pWvXrixevLjAcpqmYW9vT+vWrenbt68+2MufBvDQQw/xxBNPEBwcjI3NzXNYNWvWZMqUKaSlpbFz585CmyZPnszzzz/Phg0buHDhAgDffvstAJ988gkdO3bk1KlT7Nmzx6Jt1DQNV1dXunTpQseOHc0ef7Fp0yaMRiMJCQk0b96cIUOG8Pvvv9OuXTvg5qWpBw4cYPDgwfj7+zNhwgSz9W7YsAFvb2/27dvHrl27SmxZtWoVrq6uLFq0CDs7OxITE1m6dCmxsbH6fvPx8WHAgAE0b95cuWe1yplIKwoICLB2gjJU2BcqNIAaHSo0gBodKjSAGh0qNIAaHSo0gBod0nCLCh0qNIh7k42NjT7As7W1xdbWVj+jWJx33nmH3r1789RTT1GzZk2GDBlCeno6cPMy2CeffJLp06fzwAMP0LNnT/7880+Lm2rWrAncvEFNfkv+wLZevXoANGjQwOL1rV+/Hg8PD3r06EHNmjWZPXs2cPO5ii+//DLOzs74+voyZMgQ4OYZxnz5+6ewfePg4IC3tzcA/v7+XLt2rcSWuLg4UlNTadSoEfXq1WPp0qUAxMTE0KhRI5YsWcLp06d56KGH8PPzY8uWLWbL53+XNCgoyOLtr0gyiLSiJk2aWDtBGSrsCxUaQI0OFRpAjQ4VGkCNDhUaQI0OFRpAjQ5puEWFDhUaAH0wUtUbQI2OsjZY8pxBX19fNm/eTHJyMh988AFfffUVa9asAcDNzY2wsDASExPZvHkze/bs4YMPPihTS75atWoB6Gcmz507Z/GyXbp0Yf/+/Vy7do3HHnuMuXPnEhkZyc6dO1m9ejU9evRg/fr1+vcdLX3O4o0bN/TvM168eFFvBPSznZmZmWbL1KlTB3d3dzZv3mz2p3HjxmiaxoQJEzh79iznz5/Hw8OjwA16rP2dyCp1OWtYWBhhYWHWzhBCCCGEEOKekf94itTUVLKzs1m4cCE1atTg2WefZcKECVy/fp2mTZvqz3rMv/Ry3rx5/Pbbb7Rq1YpLly6ZTfv+++85ceIEP//8MwBr164lPDy82BvRAPTu3Zv58+czYcIEunTpYvGlrAAdOnSgTZs21KlTh1OnTuk99vb2AKSkpBAVFcWmTZssXme+ESNGUL9+fc6ePcvYsWP11+vVq4fBYGD58uXY2dnh5eXFuHHjGD16NLt37yYsLIz27duTkJDArl27OHHiBFFRUQwdOpSePXvi4uJCQkJCgctZFy9ezJw5c1i5cqVVzkZa/1cjd1FQUBDh4eHWztBFRkZaO0EZKuwLFRpAjQ4VGkCNDhUaQI0OFRpAjQ4VGkCNDmm4RYUOFRoATCaTtROUaAA1OsrbMHXqVKZOnUpSUhJ//vknU6dOJSQkBIC2bdty5MgRQkJC2L17NyNHjtQHUS1btuT8+fMsWLCAjRs30rt3b1599VUANmzYwNSpU/XvQ3744YdMnTq1xDOLnTt3Jjg4mLi4OPbt28fAgQMBy862tm3blq1btzJnzhyuXLlCSEgIAQEB9OjRg0mTJhEZGcmSJUsYPnx4qfaPi4sLHTt2ZNOmTXTu3Nnse6He3t7MnTuX69evM336dBYsWADAmDFjWLRoEadPn2bu3Lls2rRJ//6lu7s7Pj4+rFixgvnz5+Ph4cGyZctK1VTZDJql52nvIwaDweLT05Xpm2++0T/4pRUdHX3zWvA+oeBy65S5T2YSeyLepXvX17icdhUi3i4wjy79Gnw3lQsXLuDv71/GragY5dkX91ODKh0qNKjSoUKDKh0qNKjSoUKDKh3SoFZHUQ3JyclkZWXh5eVV7PKpqamkp6fr3+8qK5PJZPXLOFVoUKVDhYaK7MjLy8PW1haAwYMH8/XXX5ORkYGTk9Nda8gXGBjI4cOHSUtLK9VylX1MEhISsLe3L/SOuvnKMyaqUpezCiGEEEIIIe5t7dq1o3///mRnZ7Nt2zbatWtn0QBSVBwZRAohhBBCCCHuGTVq1GDRokUAdOzYkY8//tjKRVWPDCKFEEIIIYQQ94wff/zR2gk6le63cjdZ/+JoIYQQQgghhBD3DBlECiGEEEIIIYSwmAwirSggIMDaCcpQYV+o0ABqdKjQAGp0qNAAanSo0ABqdKjQAGp0SMMtKnSo0CCEuP/dF4PIvXv3YjAYuHbtmrVTSqVJkybWTlCGCvtChQZQo0OFBlCjQ4UGUKNDhQZQo0OFBlCjQxpuUaFDhQaw7Jl9VaEB1OhQoQHU6FChAdTpKKt7u/5/Fi1aRNu2ba2dIYQQQgghxF3Rp08f1q1bZ+2MMuvZsye1a9fG3d2dHj16cObMGX3aK6+8gp+fH66urnTp0oXjx4/r06ZPn66O03DHAAAgAElEQVRPa9GiBf/v//2/Ur/3a6+9xieffGLx/OHh4QQEBODi4sJjjz3G9evXS1wmJyeHMWPG4OXlhbu7O/369SMmJkafbjKZmD59Og888ACurq4MGjQIgMzMTAYNGoSXlxdz5swpdN1Llixh2rRpFvdXhnt+ELlt2zY6deqEi4uLtVNKLTIy0toJylBhX6jQAGp0qNAAanSo0ABqdKjQAGp0qNAAanRIwy0qdKjQADf/gmxtKjRA5XV89913jBo1yqoNpXV7x4IFC4iLiyMxMZFhw4YxevRofVrNmjWJiIggOTmZwYMH6wMsgNGjR3Pq1ClSU1NZu3Yto0ePLtXViFeuXGHDhg2MGzfOovkzMjIYOnQos2bNIj4+nry8PGbMmFHicnl5eQQEBHDkyBGuXr1KkyZNCAoKMtv+bdu2sXfvXpKTk3nrrbcAWLNmDe3bt+fixYscOnSIqKioAut++umnWbt2LVevXrVsoyuB1QeRixcvpm3btlSrVs3sAwI3R/CTJk3Cw8MDDw8PXnzxRXJzc/XpJpOJpUuXMmHChLudXSFu/41LVafCvlChAdToUKEB1OhQoQHU6FChAdToUKEB1OiQhltU6FChQVSu5cuXYzQasbW1JSwszGxaUFAQzz33HB07dsTV1ZVnn322wPJjx45l7Nixd6m2aK1bt8bBwQGTyUReXh6nT5/Wp82cOZP69etjY2PD008/zfnz50lMTASgWbNmVK9eHbg5VsjKyiI6Otri9129ejX9+/enWrVqFs3/448/4ubmxujRozEajbz22mts2LChxOUcHR2ZOXMmPj4+2NnZMW7cOA4fPqxP//TTT3n33Xdp1KgRNjY2tGjRAgBN0/RLXTVNQ9M0ALOBcrVq1ejTpw9r1qyxeLsrmtUHkT4+PsycObPQD/m8efPYu3cvJ0+e5OTJk/z000/Mnz9fn75+/XoGDBiAo6Pj3UwWQgghhBDCKp5++mnS0tLo3LlzodN/+OEHNm7cyIkTJ9iwYQNHjhwxmx4TE2N2WaU19e/fH0dHRyZOnMj48eMLnefQoUP4+vri4eGhv/bOO+/g5OREu3btaNWqFS1btrT4Pb///nu6du1q8fxnzpyhWbNmREREMHr0aJo1a8bVq1dJSkqyeB3525HfmZKSwsWLFzl27Bh16tShYcOGLFu2DIAxY8bw888/U7duXdq3b4/JZGLixIm8+eabZmdyAwMD+fbbb0vVUJHsrPbO//P4448DcPToUWJjY82mrVixgkWLFuHt7Q3AjBkzmDJlCm+++SYAx48f59dff2XLli0cO3aMkSNHsmPHjru7AUIIIYQQQihi4MCB+Pn5AdCiRQvOnj1Lq1at9Onh4eFWKito+/btZGZmsnr1aho1alRgekZGBv/617/MTiIBTJs2jalTp7Jr1y4uXLiAvb29xe95/PhxGjdubPH86enpVK9enYSEBE6ePImrqysAaWlpuLu7W7SO+Ph43nzzTf3MYWpqKgD79+/nzJkznD9/ns6dO9O+fXtatmzJ1q1bOXjwIEuXLmXFihX6Gc3bNW3alGPHjlm8HRXN6oPIoiQlJREbG2v2oW/VqhUxMTGkpKRQo0YNFixYoE8LDAxk/fr1ha4rODi4wBdTv/nmm0LnDQgI0O9sFhkZWeRlIRU1X35HWdZX0e7G9hY1HxR+TO6l41FR8+WT44HeUdWPR/58dx6Tqng8VJpPheORP02l/WKt+eR4FD+fh4cHdevWJTs7W7+MLzs7m5ycHLP5srKy0DQNk8mkX1JX0vfpiprvzp/Lu76yzFcR21He+UqatzzvazKZzH7WNE0/Y2cymXBwcCAjI6PQ9Vtrv9zeDjcvzXz66afx8/Pj+PHjer+maYwYMYIePXowatSoAus1GAz07NmTAQMGUL9+ff7xj39Y1JeSkoKLi0uRnXduh7OzM9evX2fw4MEMHjxYPwNpNBot2t6srCwGDBjA5MmT6dKlCyaTSb+KcsKECTg7O9O8eXO6d+/Of//7X/z8/Jg4cSIPPfQQ7733Hq+++iqtW7fm+eefZ/bs2Xqfi4sLycnJJb5/Yf+dVwhNEbNnz9YGDhyo/xwTE6MB2tWrV/XXEhISNEC7dOlSud5Llc3esmVLmZe9cOGCBmj0CdUYslL/49PvfS3S6KX59Htfo+sbhc6j/+kTqgHahQsXKm6jyqg8++J+atA0NTpUaNA0NTpUaNA0NTpUaNA0NTpUaNA0NTqk4RYVOopqSEpK0q5cuVLi8ikpKdrly5fL3ZGXl1fuddwPDZpWeR1du3bVVq5cafbak08+qc2ePbvAPKrvi7y8PM1oNGqHDh3SX3vuuee0IUOGlNjet29fLTQ01OKGWrVqaUeOHLF4/m3btmmNGjXSf967d69Wu3Zti5bNycnR+vbtq7366qsFprm5uWk7d+7Ufx40aJD24YcfaiaTScvMzNQ0TdN++OEHbfz48VpWVpbWr18/LSoqSp//119/LbYjPj5eS0xMLLavPGMiq38nsij5o/uUlBT9tfx/z/8yrRBCCCGEEMJyo0aNsviurpXl9OnTfPHFF6Snp5Odnc3cuXOxt7fXz6a/+eabnD17lrVr1xZ4nmJoaChXr17FZDLx7bffsnPnTv7v//7P4vdu0aJFqW5A1b17d5KSkli/fj3p6emEhoYybNgws3kOHjxIw4YNOXjwoNnrzzzzDG5ubixcuLDAegcOHMi///1vMjIyOHXqFHv27KFLly4YDAb9TGVeXh729vbY2tpia2trdkbx9OnTPPTQQxZvR0VTdhDp7u6Or68vR48e1V87evQofn5+1KhRo0zrDAsLIzAwsIIKy+/2S+WqOhX2hQoNoEaHCg2gRocKDaBGhwoNoEaHCg2gRoc03KJChwoNonK1bNkSo9HITz/9xPjx4zEajQW+M1icuLg44uLiKrGwZDY2Nnz44Yf4+vpSu3ZtduzYwbZt2/STSG+99RYHDhygZs2aGI1GfXsBIiIiaN68OdWrV+eVV15h6dKldOrUyeL37t27NxERERbP7+zszKZNmwgODqZ27doAhISEmM2TmZnJuXPnyMzM1F+7ePEiq1atYvPmzVSvXl3fjvybGi1cuBBN0/D09KRPnz68++67Zl/jA+jVqxdXrlyhdu3aNG7c2OwrbeHh4fTt29fi7ahohv+dyrSa3NxccnNzmTdvHseOHeOLL77AxsYGBwcH3nzzTbZv367feahv374MGjRIv7FOWRkMBqy82eUWHR1NvXr1oE8ouNTSX/fJTGJPxLt07/oal9OuQsTbBebRpV+D76Zy4cIF/P397168EEIIIe6q5ORksrKy8PLyKna+1NRU0tPT9ZsaCnG/SUhIoG3btvzxxx8WP+ZDNdnZ2TRo0IDffvtNH9jeKSEhAXt7+2Jv/lOeMZHVz0TOmzcPJycnQkJC2LZtG05OTvTq1QuAWbNm0aFDB5o2bUrTpk3p2LEj06dPL/N7qXYmUgghhBBCCHH3eHp6MmLECFasWGHtlDJbvnw5o0aNKnIAeTdYfRAZHBysP0gz/0/+rYft7e35+OOPSUpKIikpicWLF2NnV/YbygYFBSl1W+P8u2AKNfaFCg2gRocKDaBGhwoNoEaHCg2gRocKDaBGhzTcokKHCg1g+R067/cGUKNDhQZQo8NkMrFgwQImTJhg9Y6ymjhxotlTKqzB6oPIqqw0X+q936mwL1RoADU6VGgANTpUaAA1OlRoADU6VGgANTqk4RYVOlRoEELc/6rUIFIuZxVCCCGEEEKI8qlSg0jVLmcVQgghhBCiIoWHh98TN0zs2bMntWvXxt3dnR49epidRT937hzdunWjRo0aNGzYkC+++MJs2Q8++IC6detiNBpp06ZNqd/7tdde45NPPrF4/vDwcAICAnBxceGxxx7j+vXrFi1X3Db+/PPPdOvWDRcXF7OTXJmZmQwaNAgvLy/mzJlT6HqXLFnCtGnTLO6vDFVqECmEEEIIIYSwvgULFhAXF0diYiLDhg1j9OjR+rR//etfNG3alMTERFasWMGTTz7J1atXAdiwYQMLFy5k8+bNXL9+vdQ3yImPj2fDhg2MGzfOovkzMjIYOnQos2bNIj4+nry8PGbMmFHubXR0dOS5554rsK41a9bQvn17Ll68yKFDh4iKiiqw3qeffpq1a9fq+8QaqtQgUi5nFUIIIYQQqjt58iQdOnSgRo0adOjQgZMnT+rTAgMDCQsL03/29/fXr7Rzc3OjT58+xMTE6M8l3L59u9m6x44dy9ixY+/GZhSrdevWODg4YDKZyMvL4/Tp0/q0mJgYBgwYgK2tLV26dMHV1ZXo6GgAPvnkE2bMmEGbNm0wGAy0bNmyVO+7evVq+vfvb/HjPX788Ufc3NwYPXo0RqOR1157jQ0bNpR7G1u3bs2IESPw8fExW0bTNGxsbPR/z38Ex7Vr1/R5qlWrRp8+fVizZo1FHZWhSg0i5XJWIYQQQgihMk3TGD58OEOGDOHatWs8/vjjDB8+3KLn+SUnJ/Pdd99Rt25d0tLSSEtLo3///mbzxMTE6A+8t7b+/fvj6OjIxIkTGT9+vP76Cy+8wLZt28jJySE8PBwnJyeaN28OwO+//05CQgL169fnwQcfZO7cuaV6z++//56uXbtaPP+ZM2do1qwZERERjB49mmbNmnH16lWSkpLKtY1FGTNmDD///DN169alffv2mEwmJk6cyJtvvml2R9fAwEC+/fZbi7ejopX9eRmi3AICAqydoAwV9oUKDaBGhwoNoEaHCg2gRocKDaBGhwoNoEaHNNyiQocKDaJ8zp8/T1RUFP/617+wt7fnpZdeYtasWURHR1OvXr1yr1+lEyrbt28nMzOT1atX06hRI/31Tp068emnn+Lk5ISDgwOff/45Tk5OAKSmpvL9999z8OBBMjIy6Ny5Mw8//DCPPvqoRe95/PhxGjdubHFjeno61atXJyEhgZMnT+Lq6gpAWloa7u7uZd7Gojg7O7N161YOHjzI0qVLWbFiBTNnzixwxrJp06YcO3bM4u2oaFXqTKRqmjRpYu0EZaiwL1RoADU6VGgANTpUaAA1OlRoADU6VGgANTqk4RYVOlRoAPTL8ap6A5S+IyEhAQ8PD+zt7QFwcHDAw8OD+Pj4u9ZQWQrrcHJy4tlnn2XUqFEkJiZiMpno168fTz31FFlZWRw6dIgXXniBI0eOADcHWU899RS1a9fmwQcfZPDgwaUaGKekpFC9enWL53dxcSEtLY2hQ4fy22+/6TfVMRqNFq/jzm2Eoo9JcnIyI0aMYM+ePSxatIj4+Hhat25NcHCw2XzVq1cnOTnZ4oaKpsYn6i6R70QKIYQQQgiVeXp6kpiYSE5ODgA5OTkkJibi6ekJ3LwhS25urj5/amqq2fKqDBhLKy0tjfPnz3Pt2jViYmJ4+umnsbOz429/+xsdOnRg9+7dADRo0ACDwWC2rCWX+uZzc3Oz+O6qAI0bN+bUqVP6z6dOndLvuFpa+dtYnBo1arBy5UreeOMNDh06hJOTExcvXuTw4cOcO3dOn+/69eu4ubmVuqGi3JufsjJS7TuRkZGR1k5Qhgr7QoUGUKNDhQZQo0OFBlCjQ4UGUKNDhQZQo0MablGhQ4UGwOy7W1W5AUrfUb9+ferXr89HH31ETk4OH3zwAQ0aNNAvZW3YsCG//PILAHv27Cnw3TwvLy/i4+PN7tx5e8OoUaMYNWpUWTenXPI7Tp8+zRdffEF6ejrZ2dnMnTsXe3t7mjRpQu3atfHx8WHlypWYTCbOnTvHvn37aNasGQCPPfYYy5YtIzExkdjYWL7++utSnSRq0aKF2aM2StK9e3eSkpJYv3496enphIaGMmzYMLN5Dh48SMOGDTl48KD+WnHbCJCbm0tWVhY5OTmYTCaysrLIzc3FYDDg6OgIQF5eHvb29tja2mJra6v/YiF//Q899JDF21HRqtQgUjWl+QDf71TYFyo0gBodKjSAGh0qNIAaHSo0gBodKjSAGh3ScIsKHSo0iPIxGAxs2LCBTZs2UatWLb766is2bNign3175ZVX2L9/Px06dGDXrl3UrVvXbPnGjRvz1FNP0bx5c3x9ffnhhx/MpsfFxREXF3fXtqcwNjY2fPjhh/j6+lK7dm127NjBtm3bMBqNGAwGvv76a9asWYObmxuBgYG88MIL9OvXD4DXX3+dJk2a4O/vT/v27QkKCmLAgAEWv3fv3r2JiIiweH5nZ2c2bdpEcHAwtWvXBiAkJMRsnszMTM6dO0dmZqZF2wjw3//+FycnJ5577jl++uknnJycmDdvntl6e/XqxZUrV6hduzaNGzc2u1w9PDycvn37WrwdFU1urCOEEEIIIYRCWrRowYEDBwqd1qBBA44fP67/PH/+/ALzfPzxx3z88cf6z7efiVThqryAgAD27dtX5PRHHnmkyO13dHRk1apVrFq1qkzvPXbsWNq3b092drbFj/kIDAzk7NmzxU6/85LakraxsGXuZGtry6ZNmwq8np2dzXfffVfosb9b5EykEEIIIYQQokrw9PRkxIgRrFixwtopZbZ8+XJGjRqlnxm1hip1JjIsLMzs4axCCCGEEEKIqmXBggXWTiiXiRMnWjuhap2JVO3GOkIIIYQQQghxr6lSg0ghhBBCCCGEEOUjg0grCggIsHaCMlTYFyo0gBodKjSAGh0qNIAaHSo0gBodKjSAGh3ScIsKHSo0CCHufzKItKLbb9Nb1amwL1RoADU6VGgANTpUaAA1OlRoADU6VGgANTqk4RYVOsrbYGNjQ05ODmlpaeTl5ZVrPdamQgOo0aFCA6jRoUIDVF6HyWTSn01ZmdtapW6sI4QQQgghiubs7Ex2djZJSUn89ddfGAwG/fmEQgi1aZqGpmnY2Njg5OSkP5OyMsgg0ooiIyOV+K2lClTYFyo0qNKhQoMqHSo0qNKhQoMqHSo0qNIhDWp1lLfBxsaGmjVr4uHhwY0bNzCZTGbPGLRUTk4O9vb2Ze6oCCo0qNKhQoMqHSo0VFaHjY0NNjY2ODg4VPovf6rUIFK1R3ycOXPG6v9nowoV9oUKDap0qNCgSocKDap0qNCgSocKDap0SINaHRXVYDAYLH4Qe2HS0tJwcXEpd0d5qNCgSocKDap0qNCgUkdZqXFR8F0ij/gQQgghhBBCiPKpUoNIIYQQQgghhBDlI4NIIYQQQgghhBAWq1LfiRRCCCGEEMXTNI3MzEyysrIwmUxomlbqdeTk5JCZmVkJdfdWgyodKjSo0qFCQ2V1GAwGbGxscHR0xNHRUR7xIYQQQgghKl9OTg5//vknmqZRrVo17OzsyvQXURsbG6s/GkSFBlU6VGhQpUOFhsrq0DSN3Nxcrl27BsADDzxQrhtkFUcGkVYUEBBg7QRlqLAvVGgANTpUaAA1OlRoADU6VGgANTpUaAA1OqThFhU6ytuQmZmJwWCgTp065TqLYTKZrP5QdxUaVOlQoUGVDhUaKrvDZDIRHx9PRkaGDCLvR9a+DXi+2NjYYqe7urri4eFRqQ0q7AsVGkCNDhUaQI0OFRpAjQ4VGkCNDhUaQI0OabhFhY6KaLC1tS33X25V+Eu6Cg2gRocKDaBGR3kaEhMTyc3NxdPT06odlqzb1ta20tYPVWwQqdpzIq3uRgYYbOjcuXOxs1V3dSP6wrlKH0gKIYQQQgihqscff5zDhw+TlpZm7RSrs/6vA+4i1Z4TGRkZad2A3CzQTBD4BvQJLfxP4BtcT00mNTW1UlOsvi8UaQA1OlRoADU6VGgANTpUaAA1OlRoADU6pOEWFTpUaICbl9NZmwoNULYOR0dHDAYDBoOBhQsXWqWhNBYuXIjBYCjx79l3dhw+fBiDwUBwcHDlxZXQUBG+/PJLDAZDoSeritrG0nT0799fie9x3q5KDSJVc+bMGWsn3OTkAS61Cv/jdHfOPqqwL1RoADU6VGgANTpUaAA1OlRoADU6VGgANTqk4RYVOlRoEOX3zjvvMH78eGtniDuEh4fLWcj/kUGkEEIIIYQQxdizZw8tW7bE0dERb29vJk+erE8LDQ2lQYMGODo64ufnx6xZs4CbAw5HR0eGDh1KvXr1eP3113F3d2fOnDkABAYGYjQamTFjBkajkc6dO3P58mUAXn75ZYYNG1Zkz6JFi2jQoAFubm4MHDhQXw7go48+4sEHH8TR0ZFGjRqxbt06i7bRYDDQq1cv/vGPf+Dq6qp3AsTHx/P444/j5uZG48aNWbVqFQDR0dEYDAamTp0KQLdu3Sw+s+jv70+7du0AmDNnDgaDgcDAQH16/v6ZN28ebm5uuLu7c/jwYZKTkxkwYAC1atXCxcWFNm3a6GdA83tGjRrFww8/jLu7O5999pm+zj179vDwww8XOI5hYWHUr1+fjh070rJlS1588UXc3d1Zvnw5AIsXL9bPDBuNxgL7bejQoQCMGzcOg8FAUFCQRdtY1HHMycnh2WefpUaNGvTr14+srKwC++/atWtERkaSkpJS4r6uDDKIFEIIIYQQohhjx44lISGB6dOn88QTT3D+/Hl92g8//ECrVq1444038PPzY968eezYsQOA7OxsbGxsuHTpEtu2baNZs2b85z//0ZfNyMhg7969DB06lL179/LGG2+U2LJu3TpeffVVmjVrxqRJk4iIiGDkyJEAREVF8dJLL+Hp6cmsWbP4+9//TlRUlMXb+eOPP9KyZUvc3Nx46623SEpKAmDkyJFs376dZ555Bnd3d4KCgti7dy8eHh6EhobSv39/AMaPH09oaCi9evUq8b1mzJjBSy+9BEDPnj0JDQ1lwoQJZvNkZGSwfPlyXnjhBR5//HGys7NJTk7m0KFDDBs2jMmTJ3Pu3DlGjRplttw333xDnz590DSN119/XX+9uON44cIF/P39OXbsGEeOHMHb25sVK1YA0KlTJ0JDQ6lfv36B7QgNDWXs2LEADBs2jNDQUIYPH17iNhZ3HNeuXctnn31Gq1at8PT0ZM+ePQXed/HixTRt2pTNmzeXuK8rQ5W6sY4QQgghhBClpWkarq6udOnShY4dO+Lg4KBP27RpE0ajkYSEBJo3b86QIUP4/fff9TNQb7/9NgcPHmTw4MH4+/ubDZQ0TWPDhg14e3uzb98+du3aVWJLWFgYrq6uLFq0CDs7OxITE1m6dCmxsbFomgaAj48PAwYMoHnz5hgMBou/f9e2bVvee+897O3tWbBgATExMWRkZLBnzx6eeuopFi5cyKVLl6hbty6rVq1i2bJlTJkyBYDt27czbNgwszNtxXn22Wc5fPgwH374IR07dtTXcztN09i5cycNGzbUX8vOzubcuXPk5eWRmJjIH3/8wYYNG7h69ao+z6OPPsr8+fM5f/48GzduJCUlhRo1ahR7HAFWrVrF559/zlNPPUV0dDQbN24EoFWrVrRq1Yrt27cTHx9vtsyUKVP48ssvWb16Nb1799bPQpa0jatWrSryOOZ/DvI/Gz///DNnz561aL/eLXImUgghhBBCiGKsX78eDw8PevToQc2aNZk9ezYAubm5vPzyyzg7O+Pr68uQIUOAm2fQ8tnY2OiPXLC1tSUnJ0ef5uDggLe3N3Dz0sf8h8QXJzY2ltTUVBo1akS9evVYunQpADExMTRq1IglS5Zw+vRpHnroIfz8/NiyZYvF21mzZk3g5o194OZllfmPgmvQoAEAfn5+2NvbExcXZ/F6y8rJyclsAAlw9uxZ2rdvj6urK/7+/mzYsAEw3+eFbQcUfRzz2dvbAxR6rCpaXFxckcfx2rVrZp+NBx98sMDywcHBaJpmNmi9m2QQKYQQQgghRDG6dOnC/v37uXbtGo899hhz584lMjKSnTt3snr1anr06MH69ev17xHmnxEsyY0bN/TvwV28eJFatWrp0/LPkmVmZpotU6dOHdzd3dm8ebPZn8aNG6NpGhMmTODs2bOcP38eDw+Pct+gp06dOgD6pZ+XLl0iJycHHx8ffZ78Zx6W9s6nJS1X2LMU582bx8mTJ3nrrbf48ssv9TOfluzzLl26sG/fvgLHsSiWHsfitqOoacUdx1q1ahX4bNzJ2t+JlMtZrSggIMDaCcpQYV+o0ABqdKjQAGp0qNAAanSo0ABqdKjQAGp0SMMtKnSo0HA/6tChA23atKFOnTqcOnUKuHlDlfwzVykpKURFRbFp06ZSr3vEiBHUr1+fs2fP6t+tA6hXrx4Gg4Hly5djZ2eHl5cX48aNY/To0ezevZuwsDDat29PQkICu3bt4sSJE0RFRTF06FB69uyJi4sLCQkJ5X40hK+vL4GBgaxZswZ3d3f27t0LwJgxY/R58geUixcvJiYmRr/8syT5Z9q+/vpr/P398fHxoXfv3sUuk7/PL1++TEpKCgcPHrR4Wzp06EDr1q3x9fU1O44lWbZsGSkpKfoAOv+xK/mXp+Zv/6pVqzAYDDRq1IhOnToVu40jR44s8jh2796d9evX65+NP/74o0DT4sWLmTNnDitXrrTK2ch7+kxkfHw8HTt2pGvXrnTq1IkTJ05YO6lUmjRpYu0EZaiwL1RoADU6VGgANTpUaAA1OlRoADU6VGgANTqk4RYVOlRogMLPIN3LDW3btmXr1q3MmTOHK1euEBISQkBAAD169GDSpElERkayZMkS/YYqlna4uLjQsWNHNm3aROfOnZk/f74+zdvbm7lz53L9+nWmT5/OggULAHjyySdZtGgRp0+fZu7cuWzatEn//qW7uzs+Pj6sWLGC+fPn4+HhwbJly8q9L9avX0+fPn34z3/+w7Vr11i+fDldu3bVpw8YMIB+/fqxa9cuxo0bV+QltHd2eHt7M23aNBISEnjmmWd45513SmwJDg6mQ4cOrFy5ksOHD/PYY49ZvB1t27Zl27ZtBY5jSUJCQpg6dSrnz5/nxo0bTJ06Vb8jLcAjjzzC2LFjOXbsGE899Vrd1o0AACAASURBVJTZHWGL2sZx48YVeRzHjBnDk08+yZEjR7hy5QrdunWzeBvvFoNm6XlaBeXl5WEwGLCxsSE8PJzPPvuMtWvXlricwWCw+PS0qqKjo6lXrx70Cb35PMf/8clMYk/Eu3Tv+hqX065CxNsF5tFdPVv8dID0a/DdVP2OVUIIIYS49yQnJ5OVlYWXl1ex86WmppKenq6fPRGVJzAwkMOHD8tzB0WlSEhIwN7eHnd39yLnKc+YyPq/JioHW1tb/TcaycnJtGzZ0spFpVPcNdhVjQr7QoUGUKNDhQZQo0OFBlCjQ4UGUKNDhQZQo0MablGhQ4UGKP134+7XBlCjQ4UGUKNDhQZQp6OsSj2IbNq0Ke+88w6XLl2qkIDFixfTtm1bqlWrxqBBg8ym5eTkMGnSJDw8PPDw8ODFF18kNzfXbJ5Tp07RsWNHXnzxRbPT6veCM2fOWDtBGSrsCxUaQI0OFRpAjQ4VGkCNDhUaQI0OFRpAjQ5puEWFDhUahBD3v1IPIufOncuhQ4do0qQJ3bt3Z+XKleU6De/j48PMmTN59tlnC0ybN28ee/fu5eTJk5w8eZKffvrJ7FpxgGbNmvHzzz+zfft2XnzxxTJ3CCGEEEIIcbeEh4fLpazinlXqQeTQoUP56quvuHLlCmPHjmXjxo3UqVOHJ554gq1bt5KXl1eq9T3++OMMGjTI7JbG+VasWMHMmTPx9vbG29ubGTNmsHz5cn16dna2/u9ubm44OzuXdnOEEEIIIYQQQpRCmR/x4erqSv/+/UlLSyMmJoZdu3bx+++/M378eJYtW0a/fv3KFZaUlERsbKzZ7YFbtWpFTEwMKSkp1KhRgyNHjjBt2jRsbGzQNI3333+/0HUFBwfrz+3J98033xQ6b0BAgH5ns8jIyCIvC6mo+fI7yrK+u+ncuXP6jXUqY79A4cfkXjoeFTVfvrv9vioej/yOqn488ue785hUxeOh0nwqHI/8aSrtF2vNJ8ej+Pk8PDyoW7cu2dnZVKtWDbj5y/g7H6aelZWFpmmYTCaLn/1X1Hx3/lze9ZVlvorYjvLOV9K8d6tPheNRXE9lv69qx+PO1yprPxf233lFKPXdWTMyMtiyZQtr164lIiKCHj16MGbMGAYOHIiDgwNbtmzhlVde4cKFC6UKCQ4O5ujRo/otgS9dukTdunW5evWqfpby6tWreHp6cunSJXx9fUu1/tupcnfWb775hoEDB5Zp2fvt7qzl2Rf3U4MqHSo0qNKhQoMqHSo0qNKhQoMqHdKgVkdRDXf77qy3D96sRYUGVTpUaFClQ4WGu9Gh3N1ZPT09ee+99+jVqxfR0dFs3bqVoUOH4uDgAMCgQYNwdXUtU8ztjEYjcPPhrfny/7169erlXr8QQgghhBDWFBwcXKYHxYeHh5f6l/uTJ0/GaDTqj8ZT3QcffEDdunUxGo20adNGf/3f//439evXx9XVlYYNG7Jy5cpSr3vJkiVMmzbN4vmPHz9O69atcXZ2plu3bsTFxVm03CuvvIKfnx+urq506dKF48eP69PmzJmDvb09RqMRo9FIgwYNANA0jWeeeYYHHniA559/vtBB3rffflvoM0nvplIPIg8cOMCvv/7Kyy+/TO3atQud5/fffy93mLu7O76+vhw9elR/7ejRo/j5+VGjRo0yrTMsLIzAwMByt1UUSx5uWlWosC9UaAA1OlRoADU6VGgANTpUaAA1OlRoADU6pOEWFTpUaBBqeu+990hLS6Nu3brWTinRhg0bWLhwIZs3b+b69eusWLFCn/bPf/6Tw4cPk5qayu7du5k5c6bZ4KwkN27c4O233+aVV16xeJnhw4czdOhQ/vrrL5o2bcqECRMsWq5mzZpERESQnJzM4MGDCzyJYtSoUaSlpZGWlsa5c+cA2LlzJ7a2tvpAdffu3QXW27dvX06ePMmxY8cs3oaKVupBZEBAAFlZWWavZWVllfla29zcXLKyssjNzcVkMpGVlcWNGzcAGDduHCEhIfz555/8+eefzJ8/n2eeeaZM7wMQFBSk1G9erPHdRlWpsC9UaAA1OlRoADU6VGgANTpUaAA1OlRoADU6pOEWFTpUaACUuFxQhQYovGP//v0YjUbmz5/PunXr9LNR+VfdxcbG8s9//hM3NzceeughfvrpJ31ZNzc3+vTpQ0xMjL7c9u3bATh48CCPPPIINWrU+P/s3XlYlPUa8PHvsCngguQeKuYCuGuuHQ20RcvKfSmzyMzTqTynTXMPS7G0OmVaeVyit6NZWmlmtqlovuZapNIBRUXEXQEBQQXmef/gZQABGYZh5ibuz3XNdYx5ZuY78/zg8OPZaN68OeHh4RiGYfVnsWjRogodQ9Z2fPTRR0yfPp3bb78dk8lU6FrwrVu3xtfXF8idEJrN5jJd2uabb76hffv2NGjQwKrlo6OjOXHiBC+++CKenp5MmzaNTZs2kZaWVupjZ8yYwW233YaLiwtPPvkkx44dIykpCcjdlbQ4Ja2vpKSkQlslR48ezbJly6x6DxWhzN9dw4YNswzUPJs2bWLo0KE2BcyZMwdPT0/mzp3Lhg0b8PT05N577wVg5syZ9OrVi6CgIIKCgrjjjjuYNm2aTa8D8rZEKqWUUkqpqqdXr16kp6czbdq0Qluj8va2+/vf/05QUBDnz59n+vTpDBs2jIyMDCD3+NZNmzbRtGlTy+MeeOABIPca66+//joXLlxgy5YtvPvuu3z33XdWd128eFHEtUb/+OMPzp8/z2233UazZs147bXXCt2/atUqvL29ad26NTVr1uSuu+6y+rk3bdpUpmvLx8bG0qJFC+Lj4+nfvz+NGjXC09OTuLg4q58DYO/evfj5+VkmwADr1q3D19eXzp07W9bTvffey7Vr12jcuDGQO2meNGkSL774YqGJa0hISJnWrb2VeRK5Y8eOIgdsDxw4kB07dtgUEBYWhmEYhW55Wwvd3d1ZvHgxycnJJCcns2jRItzcbD6hrLgtkXlnwVSlfxZJSUnEx8eXeMv7q05FNjiKhA4JDSCjQ0IDyOiQ0AAyOiQ0gIwObcgnoUNCA1h/5si/egOUvSMrK4vvv/+el19+GQ8PD0aNGkWNGjXYvXt3qY/t3bs39957Lx4eHjRv3pyQkBAOHDhgdUPe7+UVxdqO1NRUvv/+e3bv3s327dtZtmwZGzZssNz/yCOPkJ6ezs6dO3nqqafKdKjbwYMHad26tdXLX7lyhZo1a5KcnMyhQ4fIzs6mVq1aZbrGZ0ZGBv/85z8LXe9++PDhxMbGcu7cOaZMmcKIESOIi4vDZDKxYsUKtm3bhouLC/Pnz2fChAlEREQUOu9MUFAQR48etfxxwdHKPIn09vbmypUrhb6WlpaGt7e33aKqCgl/6ZHiZp9FUlIS/s1b0Lx58xJv/s1blHsiKWV9SOiQ0AAyOiQ0gIwOCQ0go0NCA8jo0IZ8EjokNKjyuXjxImazudDulg0bNuTcuXOlPjY2Npb77ruP+vXr4+Pjw7p16yyHiVUmXl5ejBs3jnr16tGsWTOGDRtWZEOQyWSiV69enDhxoky7dV6+fLlMJ+n09vYmPT2dnj17curUKapVq0ZaWprlJKClycnJ4eGHH+buu+9m7Nixlq+3adOGBg0a4O7uzqhRo7jzzjv58ccfMZvNPPHEE3z66ae8+uqr1KpVi969ezNhwoRCz5v3HlJSUqx+L/ZU5knkfffdx1NPPcX58+cBOHPmDBMmTOD++++3e5y96e6slVNqaippqSkQMjX3ciQ33kKmkpaaQmpqqrNTlVJKKaWsVtyxb3Xr1sXFxaXQpPHs2bPUr1//po8D+Mc//kGnTp04efIkKSkpPPDAA0W2LOZdX12yFi1aFDlmsKRmwzDKdIIZHx8fq45nzNO6dWvi4uIsk/FTp06RkZFBy5YtrXr8M888g4eHB2+//fZNl3N1dQVy188HH3xAeHg4qampHDx4kJMnT2IymdiyZYtl+bz34OPjY/V7sacyTyIXLFhguc6Ql5cXfn5+XL9+nfnz51dEn11J251VlZGnb+71LG+8efqW/lillFJKKWEaNmzI//73P3Jycixfc3d359577+Wtt94iKyuLzz//nLS0NHr06FHocefOnePChQuFni8tLY26detSrVo1du7cyU8//VTkNf39/dm5c2exPQsXLrR6clSRhgwZwtKlS0lKSiIxMZGvvvrKsiHo/fffJzExEcMw2L17N6tWraJXr15WP3e7du3KtMW+Xbt2NGvWjHfeeYfMzEzmzZvHgAEDCm3NPHXqFC1btuSrr74q9NhZs2Zx+PBh/vvf/xaZ+K9bt47Lly9jNpvZuHEj27Zt45577gHA09MTyN2K6erqiouLC+7u7oW2Kv/vf/+jRYsWeHl5Wf1e7KnMk8jatWuzYcMGTp8+zbZt2zh16hQbNmxw2ixYKaWUUkqpymjkyJF4e3tz66234ufnZ9mrasmSJURHR1OvXj3mzJnDmjVrCh061rp1a8aNG0e7du3w8/Pjhx9+AHI39ixZsoSaNWsyf/58+vfvX+Q1586dy8cff4y3tzfTp08vdF9SUpLlUhPO9MorrxAYGIi/vz/du3cnNDSUhx56CMg9prFnz57UqFGDUaNGMWnSJMaMGWP1cw8YMIBt27aVqWf16tV8/vnn+Pr6cujQIT766KNC92dlZXH06NEie8W9/vrr7Nq1i1tuucVyJt28M+2uWrWKpk2bUrt2bWbMmMEXX3xBq1atCj0+KCiIZs2aUa9ePZKSkiwnH4Xca4U6c09Qm89S07BhQxo2bGjPFqWUUkoppaoMHx+fQrso5mnatGmxWxELWrx4MYsXLy70tZCQEA4fPlxk2YIntOnVq1eJZxYNCwsjLCzMivKKVb16dT755BM++eSTIvf95z//KddzDxo0iEmTJnHu3DmrL/PRvn17fv/99xLv9/f3L3Z325vtNvzFF19YdcmT9957j/fee6/I11evXs3KlStLfXxFKfMk0mw28+233xIbG0tmZmah+2bNmmW3sIoQERFBRESEszOUUkoppZRSTuDh4cHUqVN55513ePPNN52dY5PvvvuONm3a0KFDB6c1lHkS+fDDD7Nlyxa6detGtWrVLF8v6YKZkoSGhhIaGiqmNSAgwNkJYkj4LCQ0gIwOCQ0go0NCA8jokNAAMjokNICMDm3IJ6FDQoNS0v3jH/9wdkK53H///U4/qWmZJ5GbNm0iNjaWRo0aVURPlRIYGOjsBDEkfBYSGkBGh4QGkNEhoQFkdEhoABkdEhpARoc25JPQIaEBSj57aFVrABkdEhpARoeEBpDTYasy17dp06bSv2mllFJKKaWUUrYp82ywZ8+ehISEEBYWxsKFCwvdpJN2nciYmBhnJ4gh4bOQ0AAyOiQ0gIwOCQ0go0NCA8jokNAAMjq0IZ+EDgkNUPhELiUJCQkp9VwVTz/9NOHh4YW+NmLECGrUqIHJZCI+Pr5cDY5QUR2lvf/SGiIjI/H397dvlA0dtvjiiy9o2rQpNWvWZPz48WRnZ5ep4dChQ9xxxx1WP+by5csMHjwYb29vAgIC2L59u9WPnTp1KnXq1KFBgwYsWrSoUMfChQtp0KABvr6+hc6Uu2TJEho3bsxdd91V5DIuABcuXKBNmzZcu3bN6g57K/Mk8o8//qBhw4Zs27aNr7/+2nJbt25dRfTZlbTrRJblGjV/dRI+CwkNIKNDQgPI6JDQADI6JDSAjA4JDSCjQxvySeiQ0GBPH330EdOmTSv0tTVr1pCenu6kIuVsiYmJjBs3joiICBISEvjjjz/KvDFr1qxZvPzyy1YvP3XqVMxmM+fOnWPmzJmMGDGiyAlGi/PFF1/w2WefcfDgQTZv3szMmTPZv38/AHv27OHVV19l8+bNHDhwgJUrV/LVV19x5coVVqxYweHDhxk3blyxZ2atV68e/fr1Y+nSpda/aTsr8yRy69atxd6KOz2xUkoppZSqmvz8/IpsGb127RrVq1cnLS0NgOjoaDp06EDt2rWZPXu2Zbmff/6ZGjVq4O7uXuZLTqxatYqgoCDq1q3L6NGji1y7ryRXrlzhmWee4dZbb6Vu3bpMnDjRct/27dvp0KEDPj4+9O/fn8TERMt9/v7+zJ49mxYtWnDLLbewbNkyy30hISFMnjy52PeYnZ3NtGnTaNq0KY0aNSIsLKzQJSF+//137rzzTnx8fAgICGDTpk0APPjgg9SoUQOAtm3bUqNGDV555ZVCn13nzp2pU6cOAwYM4MyZM4U+m7zX+/LLL4t8Bnv27CEwMJA9e/ZY9Zk5w/r16+nVqxf9+vWjTp06/Otf/2L16tVWP/706dNs376dBx54wOrHrFmzhldeeYUaNWrw6KOPUqtWLbZu3WrV45566in8/Pxo164dw4YN4/PPPwdg7dq1DB8+3HKtz/Hjx1veh8lkwmQyFRoPWVlZhcbyww8/XO7LnZSHTQc3GobBgQMH+P7774Hcb4KcnBy7himllFJKqcqrR48elq0ueQ4ePEirVq2oWbMmAFu2bGHbtm1s2bKFOXPmcP78eQDuvvtu0tPTy3QReYCdO3cyceJEVq1axenTp/Hy8mLGjBlWPfb5558nISGBAwcOkJCQQO/evQHIyMhg+PDhzJo1i/Pnz9O6dWv+/ve/F3rsnj17OHToEMuWLWPSpEmFdtvcunVrse9x/vz5bN68mX379nHw4EHWrVvH119/DeTuPtm/f38ef/xxLly4wA8//ED16tUB2LBhg2VLbHR0NOnp6ZZLVRw/fpwhQ4Ywf/58Lly4QI8ePSytp06dYsKECaxdu5bY2Ngi6ybvvcbGxpKRkWH1Z+5osbGxtGnThs8++4xJkybRpk2bMm2B/+mnn+jWrRseHh5WLZ+UlMTFixcJCAjgnnvu4ciRIwQFBVn1mnmtL774Il988UWh1rz73n77bd59913Lfd7e3jz22GO0bNmS5cuXM378eN59910efvjhQrsv9+jRg7i4uEJ/0HCkMk8iY2Njadu2LcHBwQwfPhzI3VT7+OOP2z3O3qQdE6mUUkop9VeVN4nMzMzklltu4ciRI+zfv5+ePXtalhkzZgx16tTh9ttvp169ehw7dqxcr/nxxx8zbtw4OnfujIeHB//85z+tOuTKbDbz6aef8vbbb3PLLbfg5eXFqFGjAPj111+pVasWw4cPx8PDg0mTJvHDDz8UOg7vySefxNPTk4EDB5KSkmKZKAI88sgjxb7Hjz/+mFmzZlG/fn3q1q1LaGiopfXbb7+lRYsWPPnkk7i7u+Pv70/fvn1LfR+rVq1iwIAB3HPPPbi5ufHCCy+wceNGsrKy+OGHH+jVqxfdu3enVq1axV7mIiQkBMMwRP++fOXKFWrWrMmpU6c4cuQItWrVKtPuzYcOHaJ169Zlej2A6tWrEx0dTXJystWvmdd65MgRTp06VehxGRkZ1KxZk/j4eI4fP17ovmeeeYaDBw8SHBzM9OnT6dixI2vXri10XUg3NzdatmzJgQMHrH4v9lTmSeSECRN4/vnnSU5Oxt3dHci9Vok1m3SdTdoxkUoppZRSf1U9e/Zk//797Ny5kyZNmrB58+Yik0hfX1/Lvz08PLh69Wq5XjMxMZHFixfj4+ODr68vwcHBXLp0qdTHXbhwgWvXrhV7opnz58/ToEEDy383bNiQnJwcLl68WOR95G3dKvg+6tSpY/l3wfeYmJjIww8/jI+PDz4+PsycOdNyEpXExESbTnqTmJjIhg0bLM/p7++Pu7s7586d4/z589SvX9+ybMH3VJl4e3uTnp7Oyy+/zLp160hLS7Ps3muNy5cvW7aEW/t6kLvn5enTp+nevbvVr5nXumHDBl544YVCj/Py8iI9PZ3333+f9957r9B98+fPZ8qUKQwZMoRhw4bx2GOPERISUmjMAdSsWZOUlBSr34s9lXkSeeDAAZ566ikgd39dgNq1a4ve7K2UUkoppRyra9eulhOKhIeHExkZWWQSWR43HjMGucdhvvbaa6SkpJCUlMTly5ctW5Jupl69elSrVq3Ys53Wr1+fc+fOWf777NmzuLi4ULdu3XL1+/n5sWXLFlJSUkhJSSEtLc1y3KOfn1+pZ17N+z38xuccP3685TlTUlK4evUqfn5+1K9fv9AW0oLvqTJp3bo1f/75p+W///zzTwICAqx+vI+Pj+WYXGv4+vpSt25dm17zZq03u2/ixIksW7aMjh07Mm/ePKKionjqqaeKnEAoLS0NHx8fq9+LPZV5Eunv788vv/xS6Gu7du2iRYsWdouqKsoy4P/qJHwWEhpARoeEBpDRIaEBZHRIaAAZHRIaQEaHNuST0CGhIY+XlxfNmjVj3bp19O/fn5SUFBISEggKCrLL8/v7+7Nz585CX3v88cdZvHgxBw8eBODkyZOsX7++1OdycXFhzJgxTJo0iaSkJDIzM1m7di2Qu0U1JSWFtWvXkpWVxYIFC+jfvz9ubm7l6n/88ceZOXMm586dw2w2c+DAAf7v//2/AAwcOJC4uDgiIiLIzs7m5MmTRfama9iwIYcOHSr0tdGjR7NmzRp27NiBYRhcuHDBciKX/v37s2vXLvbs2UNaWhofffRRkabdu3fTsmVLdu/eXa73VpEGDRrEzp07iYyMJCUlhffee8+y67E12rVrV+azGI8YMYL58+dz5coVVq1aRWpqapHdi0NCQgqd4Ahg5MiRLF26lFOnThEdHc2XX37JyJEjARg+fDhr164lOjqaU6dOsWzZMsv78PT0tDyHYRi4urri4eHB9evXLV/Pzs4mLi6u0C6ujlTmSeTs2bO5//77mTBhAteuXWPmzJkMGzaszGfOUhAYGOjsBDHq169PfHx8sTdHHTAsZX1I6JDQADI6JDSAjA4JDSCjQ0IDyOjQhnwSOiQ0QO6kDHKPiwwMDMTV1ZUuXbrQqVMny303k3cG0pUrVxIeHk6NGjV4+umnCy3z73//m8mTJ1OjRg3LWSp79+5NeHg4o0ePpnbt2vTt25ejR49a1fzuu+/SuHFj2rZty6233mq58oC3tzdr165l9uzZ1KtXj5iYmGInYKV9Fjd65ZVXuP322+nRowc+Pj6MGzfOckycj48P33//PcuXL+eWW24hODi4yBbV8PBwnn76aW699VbL7+EtWrTgv//9L88//zy1a9emS5cu7N+/HxcXF2699VaWLFnC8OHDad26NcHBwUWaMjMzOXr0qFWXr7CFNeu+NE2aNGHFihWMHTuWJk2a0KFDB/71r39Z/fj+/fuzb9++QhOy0sybNw/I3WIdFhbGmjVrCk30AOLj44ts3R05ciSjRo2iXbt29O3bl9dee42uXbsC0KtXL1599VX69u1Lu3btePjhhxk2bFiR137hhRdo3bo18+fPL/Q+8yb8fn5+Vr8PezIZN+4HYIV9+/axfPlyEhISaNKkCePGjaN79+4V0Vchitv9obKJj4+nefPmcN8C8M7fnaJxZjJbts2nX/BkTqdfgG3ziixjceHwze8HuHIRNk3i+PHjFXZB2qSkJPybtyAttZR9ukvqdECjUkopVZnl7dbYsGHDmy6XmprKlStXaNSokYPKlHK8YcOGMWbMGIYOHersFJs9++yzBAUF8dxzzxV7//nz53F3dy90TO6NyjMnsunPAV27duXDDz9k48aNfPTRR5VqAinJjddOqqpSU1NzJ5AhU3MnijfeehQ9e1hFkLI+JHRIaAAZHRIaQEaHhAaQ0SGhAWR0aEM+CR0SGoBCl7ioyg0go0NCA8joMJvNzJ49m7ffftvpHba6ePEiW7dutZynxhnKvDP3a6+9VuJ9s2bNKldMRYuIiCAiIsLZGRaxsbFidjsRwdO3+C2NGUkOeXkp60NCh4QGKR0SGqR0SGiQ0iGhQUqHNsjqkNCglHTt2rWzHH9aGd14oh9nKPMk8vfffy/036mpqezatYs777zTblEVJTQ0lNDQ0GLPZqWUUkoppZRSqnRlnkR+/fXXRb4WHx9PeHi4XYKUUkoppZRSSslV/lMkkXuK5d9++80eT6WUUkoppZzIMIxKfwJCpaq6iv4eLvOWyBsvcpmdnc2vv/5ql1P2KqWUUkop5/Hw8CArK4vTp0/j5eWFq6srJpOpzIcCmc1mp/9uKKFBSoeEBikdEhoqoiPvjz85OTlkZmaSlZVFzZo17fb8Nyr37qzVq1cnICDA6Wc4UkoppZRS5VO9enUaN25MRkYGV69eJScnx6YtGjk5Obi6ulZAYeVqkNIhoUFKh4SGiuowmUy4uLjg5eWFl5cX7u7udn3+gso8idy6dWtFdFRJAQEBzk5QBUhZHxI6JDSAjA4JDSCjQ0IDyOiQ0AAyOrQhn4QOezS4u7tTu3ZtateubfNzXLt2jWrVqpW7pTwkNEjpkNAgpUNCg6QOWzl/W24VpqfglkXK+pDQIaEBZHRIaAAZHRIaQEaHhAaQ0aEN+SR0SGgARPxyLKEBZHRIaAAZHRIaQE6Hrco8iXRxccHV1bXEW979EkVERBASEuLsDKWUUkoppZSqtMo8iZw0aRIhISF8/fXX7Nq1i6+//pp+/foxe/ZsfvvtN37//XexZ2oNDQ0lMjLS2RkWMTExzk5QBUhZHxI6JDSAjA4JDSCjQ0IDyOiQ0AAyOrQhn4QOCQ2Qu6ues0loABkdEhpARoeEBpDTYasyTyL/+9//smHDBh566CG6devGQw89xNdff82HH35Ix44dLTdVutjYWGcnqAKkrA8JHRIaQEaHhAaQ0SGhAWR0SGgAGR3akE9Ch4QGgKysLGcniGgAGR0SGkBGh4QGkNNhqzKfWMfV1ZUjR44UmigeO3ZMxKlylVJKKaVUUa6urly/fp2UlJRCl+6oKGazGbPZXGHPX1kapHRIaJDSIaFBUoetyjyJnDJlCr1792bAgAE0bNiQc+fO8f333/PGG29URJ9SyuE93QAAIABJREFUSimllConb29vcnJyyMjI4PLlyxX+etevXyc5ObnCX0d6g5QOCQ1SOiQ0SOqwVZknkc888wy9evVi/fr1nDt3jjZt2jBlyhS6dOlSEX1KKaWUUqqcXFxc8PHxwcfHh5ycnArfCrJ161b69u1bYc9fWRqkdEhokNIhoUFSh63KPIkE6Ny5M507d7Z3i/qLSkpKIjU1tcT7ExMTHVijlFJKVW15Z9SvSBKugSehQUqHhAYpHRIaJHXYyqZJ5OrVq/niiy+4cOECv/zyC9u2bSMtLY0HHnjA3n2qkktKSsK/eQvSUlOcnaKUUkoppZSygzJPIl9//XW+/PJLQkNDefXVVwGoU6cOkyZN0klkGQUEBDg7ocKlpqbmTiBDpoKnb/ELJR2D3R86NqwYUtaHhA4JDSCjQ0IDyOiQ0AAyOiQ0gIwObcgnoUNCA8jokNAAMjokNICMDgkNIKfDVmWeRC5dupR9+/ZRv359Zs+eDUDbtm05fPiw3eNK8+uvv/Liiy/i4eFBjRo1WLlyJT4+Pg7vsFVgYKCzExzH0xe86xZ/X0aSY1tKIGV9SOiQ0AAyOiQ0gIwOCQ0go0NCA8jo0IZ8EjokNICMDgkNIKNDQgPI6JDQAHI6bFXm63JkZ2dTo0YNAMupoa9cuWL5miM1a9aMzZs3s23bNh588EEWL17s8AallFJKKaWUqkrKPIkcMGAA48aN4/Tp00Du6WmnTJnCfffdZ/e40jRu3BgvLy8A3NzccHOz6RBPp4mJiXF2gipAyvqQ0CGhAWR0SGgAGR0SGkBGh4QGkNGhDfkkdEhoABkdEhpARoeEBpDRIaEB5HTYqsyTyHfeeYcrV67g5+dHSkoKNWrU4OTJkyxYsMCmgEWLFtG1a1eqVavG4MGDC92XlZXFc889h6+vL76+vkycOJHs7Owiz3Hp0iU++OADnnzySZsanCU2NtbZCaoAKetDQoeEBpDRIaEBZHRIaAAZHRIaQEaHNuST0CGhAWR0SGgAGR0SGkBGh4QGkNNhqzJvuvPx8WHDhg2cO3eOhIQEmjRpQsOGDW0OaNy4MTNmzODnn38ucqmHOXPmsGPHDqKjowG47777CA8PZ9asWZZlMjIyGDFiBIsWLaJu3RKOuVNKKaWUUkopZRdl3hI5bdo09u/fT4MGDejWrVu5JpAAQ4cOZfDgwcVOAFesWMGMGTNo1KgRjRo1Yvr06Sxfvtxyf3Z2NqNHj2bixInccccd5epQSimllFJKKVW6Mm+JXLRoEWFhYRWQUlhycjKJiYl06tTJ8rVOnTqRkJDA5cuXqV27Np999hnbt28nNTWV9957j4EDBzJp0qQKb6uKbtxKXFCtWrXw9S3h8h1KKaWUUkqpv5QyTyJ9fX3JzMzEw8OjInos0tPTAQpdsiPv32lpadSuXZuxY8cyduzYUp8rLCzMcjmSPOvXry922YCAAMspd2NiYkrcX9ley+V12PJ8DnE9A0wu9OnTp8RFPL28+c+Sj6hZs2aR97F9+3ZHlVo4a33Yazl7vI/yLgfFf48443NZv359lV8fecvduE6q4vqQtJyE9ZF3n6TPxVnL6fqQt1zBdVKV1wfI+L1TwvooqKqvj4IdEtZHWZkMwzDK8oDVq1ezceNG3nrrLRo0aGC3kLCwMKKioli3bh2QuyXS19eXuLg4WrRoAUBcXBytWrUiJSWF2rVr2/xaJpOJMr7tCrF+/XoGDRpk02Pj4+Np3rw53Leg0PUXG2cms2XbfPoFT+Z0+gXYNq/IMhYXDt/8/oLLhEzNvdbjjTKTIHIex48fx9/f3+rOMnWUdv+Vi7BpUokN1irP+rAnCR0SGqR0SGiQ0iGhQUqHhAYpHdogq0NCg5QOCQ1SOiQ0SOmQ0CClozxzojJvifzHP/5BRkYGq1atwtvbu9BlNZKS7HfR+Dp16uDn50dUVJRlEhkVFUWTJk1snkBGREQQERFht8byKriVQzxP35IngX8RUtaHhA4JDSCjQ0IDyOiQ0AAyOiQ0gIwObcgnoUNCA8jokNAAMjokNICMDgkNIKfDVmWeROZtKbSX7Oxsy81sNnP16lVcXFzw8PDgiSeeYO7cufztb38DIDw8nPHjx9v8WqGhoYSGhmIymeyVXy4O3S1VlUrK+pDQIaEBZHRIaAAZHRIaQEaHhAaQ0aEN+SR0SGgAGR0SGkBGh4QGkNEhoQHkdNiqzJPI4OBguwbMmTOn0PGKnp6eBAcHExkZycyZM7l06RJBQUEAjBkzhmnTptn8WtK2RCqllFJKKaVUZWPVJT5mzpxZ7L/tISwsDMMwCt0iIyMBcHd3Z/HixSQnJ5OcnMyiRYsK7T5bVqGhoZbnliDvBCZKBinrQ0KHhAaQ0SGhAWR0SGgAGR0SGkBGhzbkk9AhoQFkdEhoABkdEhpARoeEBpDTYSurJpHvvfdesf9W5VMRZ0qqyhITE4mPjy/xVtoxu1LWh4QOCQ0go0NCA8jokNAAMjokNICMDm3IJ6FDQgPI6JDQADI6JDSAjA4JDSCnw1ZWbdarU6cOK1eupH379uTk5HDw4MFiz+TToUMHuwfak+7O+hdlxWVIAGrW8iH++FG9pqVSSimllFLlYNUk8v333+ell14iPj4es9lMx44diyxjMpnIycmxe6A9STuxjrKT7KtgmEu+DAlAZhJpkfNITU3VSaRSSimllFLlYNUk8qGHHuKhhx4CoGbNmqSlpVVolFI2qQKXIVFKKaWUUsrZrDomsqA2bdpURIdSSimllFJKqUqgzJPI3bt3V0SHQ0RERBASEuLsDKWUUkoppZSqtGy/XkYlJO2YyICAAGcn2E1iYmKZvi6RlPUhoUNCA8jokNAAMjokNICMDgkNIKNDG/JJ6JDQADI6JDSAjA4JDSCjQ0IDyOmwVZWaREoTGBjo7ITys/LMqJWBlPUhoUNCA8jokNAAMjokNICMDgkNIKNDG/JJ6JDQADI6JDSAjA4JDSCjQ0IDyOmwlU4iVfmUdmbUpGOw+0PHdymllFJKKaUqRJmPiazMpB0TGRMT4+wE+8k7M+qNt+o+zi6zmpT1IaFDQgPI6JDQADI6JDSAjA4JDSCjQxvySeiQ0AAyOiQ0gIwOCQ0go0NCA8jpsFWVmkSGhoYSGRnp7AyL2NhYZyeoAqSsDwkdEhpARoeEBpDRIaEBZHRIaAAZHdqQT0KHhAaQ0SGhAWR0SGgAGR0SGkBOh62q1CRSKaWUUkoppVT56CRSKaWUUkoppZTVdBKplFJKKaWUUspqVWoSKe3EOkoppZRSSilV2VSpSaS0E+sopZRSSimlVGVTpSaR0gQEBDg7QRUgZX1I6JDQADI6JDSAjA4JDSCjQ0IDyOjQhnwSOiQ0gIwOCQ0go0NCA8jokNAAcjpspZNIJwoMDHR2gipAyvqQ0CGhAWR0SGgAGR0SGkBGh4QGkNGhDfkkdEhoABkdEhpARoeEBpDRIaEB5HTYSieRSimllFJKKaWsppNIJ4qJiXF2gipAyvqQ0CGhAWR0SGgAGR0SGkBGh4QGkNGhDfkkdEhoABkdEhpARoeEBpDRIaEB5HTYqkpNIqWdnTU2NtbZCaoAKetDQoeEBpDRIaEBZHRIaAAZHRIaQEaHNuST0CGhAWR0SGgAGR0SGkBGh4QGkNNhqyo1idSzsyqllFJKKaVU+VSpSaRSSimllFJKqfLRSaRSSimllFJKKavpJFIppZRSSimllNV0EqmUUkoppZRSymo6iXSigIAAZyeoAqSsDwkdEhpARoeEBpDRIaEBZHRIaAAZHdqQT0KHhAaQ0SGhAWR0SGgAGR0SGkBOh610EulEgYGBzk5QBUhZHxI6JDSAjA4JDSCjQ0IDyOiQ0AAyOrQhn4QOCQ0go0NCA8jokNAAMjokNICcDlvpJFIppZRSSimllNWq1CQyIiKCkJAQZ2dYxMTEODtBFSBlfUjokNAAMjokNICMDgkNIKNDQgPI6NCGfBI6JDSAjA4JDSCjQ0IDyOiQ0AByOmxVpSaRoaGhREZGOjvDIjY21tkJqoB9+/YRHx9/01tSUlKFd0gYFxIaQEaHhAaQ0SGhAWR0SGgAGR3akE9Ch4QGkNEhoQFkdEhoABkdEhpAToet3JwdoJQESUlJTPj702RmXLnpcjVr+RB//Ci+vr4OKlNKKaWUUkoWnUQqBaSmpuZOIEOmgmcJE8TMJNIi55GamqqTSKWUUkopVWXpJFKpgjx9wbuusyuUUkoppZQSq0odE6mUUkoppZRSqnx0EqmUUkoppZRSymo6iXSigIAAZycogSSMCwkNIKNDQgPI6JDQADI6JDSAjA5tyCehQ0IDyOiQ0AAyOiQ0gIwOCQ0gp8NWlfqYyKysLEJCQoiOjmbZsmUMHz7c2UllEhgYeNP7k5KSSE1NLfa+xMTEikhSApQ2LqpKA8jokNAAMjokNICMDgkNIKNDG/JJ6JDQADI6JDSAjA4JDSCjQ0IDyOmwVaWeRLq5ubF27VqWLFni7BS7S0pKwr95C9JSU5ydopRSSimllFIWlXp3VpPJRKNGjZydYbOYmJgS70tNTc2dQIZMhfsWFL31+IcDS5Uj3WxcVKUGkNEhoQFkdEhoABkdEhpARoc25JPQIaEBZHRIaAAZHRIaQEaHhAaQ02Erp08iFy1aRNeuXalWrRqDBw8udF9WVhbPPfccvr6++Pr6MnHiRLKzs51Uan+xsbGlL5R3yYkbb9V9Kj5QOYVV46IKNICMDgkNIKNDQgPI6JDQADI6tCGfhA4JDSCjQ0IDyOiQ0AAyOiQ0gJwOWzl9Etm4cWNmzJjBU089VeS+OXPmsGPHDqKjo4mOjuaXX34hPDzcCZVKKaWUUkoppUDAJHLo0KEMHjyYunWLXuB9xYoVzJgxg0aNGtGoUSOmT5/O8uXLnVCplFJKKaWUUgoEn1gnOTmZxMREOnXqZPlap06dSEhI4PLly9SuXRuAkSNHsm/fPmrUqMGePXuYP3++s5KVUkoppZRS6i9P7CQyPT0dAB+f/GP/8v6dlpZmmUR+8cUXpT5XWFgYs2fPLvS19evXF7tsQECA5ZS7MTExJe6vbK/l8jpuXG779u2lvi9VdkePHsXf3x8ovD7OnTtn9XP8+OOPNGjQAKiY8ZLHEeOvpOWg+O8RR39/5HU443XzlsvjzPWRt9yN66Qqrg9Jy0lYH3n3SfpcnLWcrg95yxVcJ1V5fYCM3zslrI+Cqvr6KNghYX2UlckwDMPuz2qDsLAwoqKiWLduHZC7JdLX15e4uDhatGgBQFxcHK1atSIlJcUyibSFyWRCwttev349gwYNKva++Ph4mjdvnnsmVu+iu/py4TBsm1fk/saZyWzZNp9+wZM5nX6h2GVKe44yLVPe+x31GlcuwqZJHD9+3DKJLKjUz9uK57CXm40LR5HQIKVDQoOUDgkNUjokNEjp0AZZHRIapHRIaJDSIaFBSoeEBikd5ZkTOf2YyJLUqVMHPz8/oqKiLF+LioqiSZMmNk8gIyIiCAkJsVNh+RXcyqFUHgnjQkIDyOiQ0AAyOiQ0gIwOCQ0go0Mb8knokNAAMjokNICMDgkNIKNDQgPI6bCV0yeR2dnZXL16lezsbMxmM1evXuX69esAPPHEE8ydO5ezZ89y9uxZwsPDGT9+vM2vFRoaSmRkpJ3Ky6/gZnWl8kgYFxIaQEaHhAaQ0SGhAWR0SGgAGR3akE9Ch4QGkNEhoQFkdEhoABkdEhpAToetnH5M5Jw5cwodr+jp6UlwcDCRkZHMnDmTS5cuERQUBMCYMWOYNm2as1KVUkoppZRSqspz+pbIsLAwDMModMvbWuju7s7ixYtJTk4mOTmZRYsW4eZm+7xX2u6seScwUaogCeNCQgPI6JDQADI6JDSAjA4JDSCjQxvySeiQ0AAyOiQ0gIwOCQ0go0NCA8jpsJXTJ5GOJG131oo4U5Kq/CSMCwkNIKNDQgPI6JDQADI6JDSAjA5tyCehQ0IDyOiQ0AAyOiQ0gIwOCQ0gp8NWTt+dVanKJjExscT7atWqha+vrwNrlFJKKaWUcqwqNYmMiIggIiLC2RmqsrqeASYX+vTpU+IiNWv5EH/8qE4klVJKKaXUX1aVmkSGhoYSGhqKyWRydoqqjLKvgmGGkKngWcwkMTOJtMh5pKam6iRSKaWUUkr9ZVWpSaRSJe2KerNdVIvw9AXvumV+DdDdXZVSSimlVOVXpSaRujtrFWbFrqiOeA3d3VUppZRSSlV2VWoSKW131oCAAGcnVB2l7YqadAx2f1ixr2Hl7q4SxoWEBpDRIaEBZHRIaAAZHRIaQEaHNuST0CGhAWR0SGgAGR0SGkBGh4QGkNNhqyo1iZQmMDDQ2QlVT0m7omYkVfxrWEnCuJDQADI6JDSAjA4JDSCjQ0IDyOjQhnwSOiQ0gIwOCQ0go0NCA8jokNAAcjpsVaWuE6mUUkoppZRSqnyq1CQyIiKCkJAQZ2dYxMTEODtBCSRhXEhoABkdEhpARoeEBpDRIaEBZHRoQz4JHRIaQEaHhAaQ0SGhAWR0SGgAOR22qlKTyNDQUCIjI52dYREbG+vsBCWQhHEhoQFkdEhoABkdEhpARoeEBpDRoQ35JHRIaAAZHRIaQEaHhAaQ0SGhAeR02KpKTSKVUkoppZRSSpWPTiKVUkoppZRSSllNJ5FKKaWUUkoppaxWpSaR0k6so5RSSimllFKVTZWaREo7sY5SSimllFJKVTZVahIpTUBAgLMTlEASxoWEBpDRIaEBZHRIaAAZHRIaQEaHNuST0CGhAWR0SGgAGR0SGkBGh4QGkNNhK51EOlFgYKCzE5RAEsaFhAaQ0SGhAWR0SGgAGR0SGkBGhzbkk9AhoQFkdEhoABkdEhpARoeEBpDTYSudRCqllFJKKaWUsppOIp0oJibG2QnKCRITE4mPjy/xtmvXLmcnihmbEjokNICMDgkNIKNDQgPI6NCGfBI6JDSAjA4JDSCjQ0IDyOiQ0AByOmxVpSaR0s7OGhsb6+wE5UjXM8DkQp8+fWjevHmJt3533U1SUpJTU6WMTQkdEhpARoeEBpDRIaEBZHRoQz4JHRIaQEaHhAaQ0SGhAWR0SGgAOR22cnN2gCOFhoYSGhqKyWRydoqqirKvgmGGkKng6Vv8MplJZEbOIzU1FV/fEpZRSimllFLKiarUJFIpETx9wbuusyuUUkoppZSySZXanVUppZRSSimlVPnoJFIppZRSSimllNV0EqmUUkoppZRSymo6iXSigIAAZycoVSwpY1NCh4QGkNEhoQFkdEhoABkd2pBPQoeEBpDRIaEBZHRIaAAZHRIaQE6HrXQS6USBgYHOTlCqWFLGpoQOCQ0go0NCA8jokNAAMjq0IZ+EDgkNIKNDQgPI6JDQADI6JDSAnA5b6SRSKaWUUkoppZTVqtQkMiIigpCQEGdnWMTExDg7QaliSRmbEjokNICMDgkNIKNDQgPI6NCGfBI6JDSAjA4JDSCjQ0IDyOiQ0AByOmxVpSaRoaGhREZGOjvDIjY21tkJShVLytiU0CGhAWR0SGgAGR0SGkBGhzbkk9AhoQFkdEhoABkdEhpARoeEBpDTYasqNYlUSimllFJKKVU+OolUSimllFJKKWU1nUQqpZRSSimllLKaTiKVUkoppZRSSllNJ5FKKaWUUkoppaymk0gnCggIcHaCUsWSMjYldEhoABkdEhpARoeEBpDRoQ35JHRIaAAZHRIaQEaHhAaQ0SGhAeR02KrSTyKXLl3KHXfcQUhICMeOHXN2TpkEBgY6O0GpYkkZmxI6JDSAjA4JDSCjQ0IDyOjQhnwSOiQ0gIwOCQ0go0NCA8jokNAAcjpsVaknkUlJSSxbtozt27ezYMECpkyZ4uwkpZRSSimllPpLq9STyN27dxMSEoKbmxvdunXj8OHDzk4qk5iYGGcnKFUsKWNTQoeEBpDRIaEBZHRIaAAZHdqQT0KHhAaQ0SGhAWR0SGgAGR0SGkBOh62cPolctGgRXbt2pVq1agwePLjQfVlZWTz33HP4+vri6+vLxIkTyc7OttyfnJxMnTp1LP9tNpsd1m0PsbGxzk5QqlhSxqaEDgkNIKNDQgPI6JDQADI6tCGfhA4JDSCjQ0IDyOiQ0AAyOiQ0gJwOWzl9Etm4cWNmzJjBU089VeS+OXPmsGPHDqKjo4mOjuaXX34hPDzccn+dOnVISUmx/LeLi9PfjlJKKaWUUkr9pTl91jV06FAGDx5M3bp1i9y3YsUKZsyYQaNGjWjUqBHTp09n+fLllvt79OjBtm3byMnJ4bfffqNVq1aOTFdKKaWUUkqpKsfN2QElSU5OJjExkU6dOlm+1qlTJxISErh8+TK1a9fG19eXxx9/nD59+uDu7l5ogqlUZZaYmFjifTk5Obi6upZ4f61atfD19a2IrDJJSkoiNTW1xPuldDqCfhZ/PWlpacTHx5d4f2nfp+CY9a5jL59+FqoqK+1nFuj3gCobsZPI9PR0AHx8fCxfy/t3WloatWvXBuDpp5/m6aefvulzhYWFMXv27EJfW79+fbHLBgQEWE65GxMTU+L+yvZaLq/jxuW2b99+0/ek/qKuZ4DJhT59+pS8jMkVjJwS7/b08uY/Sz6iZs2aNo9TKP57xNrna9CgAff2v4+01JRi78/r3LL5Z3r27HnT51u/fr3Dvy8LLpfH1udLS0tjwt+fJjPjSrGPhcLr7GbPd+M6ccbn4uz1IWG5ffv2lbpOcXEFc8nfpwA1a/nw4w+bOHfuXLn6YmJiil3OlrFXlteVttzNvj927dpFv7vuvulnUdHrw97vtzIsV3CdOKtPwvoA5/7eac3PAnDMz4OCqur6KKikeYCjPpfyMBmGYdj9WW0QFhZGVFQU69atA3K3RPr6+hIXF0eLFi0AiIuLo1WrVqSkpFgmkbYwmUxIeNvr169n0KBBxd4XHx9P8+bN4b4F4F10V18uHIZt84rc3zgzmS3b5tMveDKn0y8Uu0xpz1GmZcp7f2V5DUd3hkwFz2L+Gph0DHZ/WPL9mUkQOY/jx4/j7+9f/GtY4WZj0xqW8VvOzvJ22IN+FrIaJHSUuk5L+z4Fh3yv2mvslafBUUpr0M+ianZIaJDQUer4B7t9D5TG2Z+FlAYpHeWZE4ndElmnTh38/PyIioqyTCKjoqJo0qSJzRPIiIgIIiIi7FhZPgW3cihViKdv8RPNjKSb328ndhub5eyU8D2in4WsBpDT4ezvU7Dys6gsPy8c0aCfhcNI6JDQAHI6HPEzqTQSPgsJDSCnw1ZOP7FOdnY2V69eJTs7G7PZzNWrV7l+/ToATzzxBHPnzuXs2bOcPXuW8PBwxo8fb/NrhYaGEhkZaafy8iu4WV0pSaSMTQkdEhpARoeEBpDTIYGEz0Ib8knokNAAMjokNICcDgkkfBYSGkBOh62cviVyzpw5hY5X9PT0JDg4mMjISGbOnMmlS5cICgoCYMyYMUybNs1ZqUoppZRSSilV5Tl9S2RYWBiGYRS65W0tdHd3Z/HixSQnJ5OcnMyiRYtwc7N93hsREUFISIh9wu0g7wQmSkkjZWxK6JDQADI6JDSAnA4JJHwW2pBPQoeEBpDRIaEB5HRIIOGzkNAAcjps5fRJpCNJ2521Is6UpJQ9SBmbEjokNICMDgkNIKdDAgmfhTbkk9AhoQFkdEhoADkdEkj4LCQ0gJwOW1WpSaRSSimllFJKqfKpUpNIabuzKqWUUkoppVRlU6UmkdJ2Z1VKKaWUUkqpyqZKTSKVUkoppZRSSpVPlZpE6u6sSimllFJKKVU+JsMwDGdHOJrJZHJ2glJKKaWUUko5la1TwSq1JbKgG69NWdZbcHBwuZ+jvB0lNZTlef/qn4UjG6R0SGiQ0iGhQUqHhAYpHRIapHRIaLBHh4QGKR0SGqR0SGiQ0iGhQUqHhAYpHeVRZSeRSimllFJKKaXKTieRNgoNDXV2gogGkNEhoQFkdEhoABkdEhpARoeEBpDRIaEBZHRIaAAZHRIaQEaHhAaQ0SGhAWR0SGgAGR0SGsC5Ha5hYWFhTnt1JyrvCXY6derk9I6bNZTlef/qn4WjGqR0SGiQ0iGhQUqHhAYpHRIapHRIaLBXh4QGKR0SGqR0SGiQ0iGhQUqHhAYpHbY2VMkT6yillFJKKaWUso3uzqqUUkoppZRSymo6iVRKKaWUUkopZTWdRCqllFJKKaWUsppOIpVSSimllFJKWa3KTSIvX76M2Wx2akN6enrFPfn167n/W0nOl7RlyxYOHjzo1IZTp06RmZnp1AallFJKKaUqiyoziTx+/Dh9+vRhyJAhjBw5kvPnzzu84ciRI9x333089thjPPLII1y6dMl+T/6//8E998C8ebn/bTLZ77krwKlTpwgODmbMmDHs2bPHKQ3Hjh0jODiYIUOG0L9/f3bt2uWUDsDpf9jII+FkzXb9viiHM2fOOL3let4fhXDeujl+/Dh//vmnU147T0JCAkePHnX6+Dxy5AgLFiwgKyvLaQ1RUVGEhYURExPjtAbI/Sy2b9/OxYsXAeeMTwljE2SMTwljE2SMTwljE2SMTx2b+XRs5rPb2DSqgLS0NONvf/ub8cwzzxh//vmn0bNnT2PQoEHGn3/+6bCG//znP0bjxo2NqVOnGr///rvRqVMnY8SIEUZ2drbtT2o25/7vypWG4etrGJMnG0ZsrGHk5NgnugKFhoYajz/+uNNe/8yZM0aXLl2MSZMmGRkZGcbgwYONYcOGGampqQ7tSEtLM5599lnj2WefNb777jvjypUrhmEYhjlv3TqwY/Lkycb06dONTZs2GRkZGU7pWLZsmeHl5WX8/vvvDn3dgtLT041Ro0YZ7dq1MzZv3mzkOOH7KS0tzfj73/9ujBo1yvj3v/9tJCcnG4bh2PVx/fp149FHHzVuueUWo3PnzsaYMWOMQ4cOGYZhOOwzSU9PN8aMGWNkcioKAAAfPUlEQVQ0b97c6N27txEaGmrExMQYhuH4sZmZmWkMHz7cMJlMxk8//eTQ1zaM3M/8+eefN7y8vIyZM2caJ06cKN//f9jo2rVrxtixY4169eoZffr0Mbp162bs3r3b0ugIEsamYcgZn84em4YhY3xKGJuGIWN86tjMp2Mzn73HZpXYEnnixAmysrKYPHkyQUFBrFq1iurVqzv0LyPx8fG8+uqrhIeH06lTJ9asWcNXX31Vvi2ieVsbN26EF1+EN9+E1q0hJcU+0RXk/PnzHDx4kNDQUABWrlzJp59+yokTJxzWcODAAdzc3Jg0aRKenp4sWLCAbdu2kZ2d7bCGhIQEunfvztmzZzGZTEyfPp2JEycCYHLgluRPPvmE5s2bc/bsWVJSUpg9ezbz/v8WbUd2ABw+fJjMzEwWLlxITk6OQ18bIDMzk2HDhnHlyhW2bt1Kv379cHFx7I/JAwcO0LlzZ65evUqvXr1YtWoVzz//PODY9fH999+TkJDAyZMnWbJkCSaTiREjRgA45DNJSEhgyJAhZGZmEhsby6xZs8jMzOStt94CHD82q1evTsuWLWnVqhWvvPJKxR6WUIzDhw/z22+/sW/fPl577TWaNm2Kq6urQxsAli1bxpkzZzh//jyffvopHTt25I033gAcMy7A+WMTZI1PZ49NkDE+JYxNcP741LFZmISxuXTp0r/k2KwSk0hXV1eio6MxmUy88cYbrFy5kgEDBpCcnMy3337rkIZnn32WIUOGALm7qLm5udGtWzeuXr1a9ieLi4PLl3P/feoUxMbCHXdAZCR06gSjR8PLL8PRo/Z7A3aUmZlJYmIi1apVY+jQobz55pt8+umnDB8+nMjISIc01K9fn/379/P7778DEBMTQ8+ePYmKiiI5OdkhDfv27cPb25u1a9fy/vvv88EHH7B69Wo+//xzh7w+5P6BZefOnbz//vt88sknvPvuu4wZM4bffvuNFAf9McIwDMuEsWnTpixbtoyIiAh++OEHh7x+QVFRUSQkJLB+/Xrq1q3L/v37OX36tOWYWUfsdrxz506aNm1KREQE//rXv5g8eTKJiYmkpqZW+Gunp6dbdq/Zt28fV65cwdPTk1q1ajF37lzMZjPTpk0DKm43nLxfMgzD4N5772XZsmW4u7tzzz330K5dO9zc3ICKXxcFf9nJyckhNTWVEydO8Msvv3D8+HGWLVtWoa9/Y8OWLVs4efIkQUFBrF+/nhEjRvDuu++yc+dOoGJ3i0pPT7d83gcPHrT8stGsWTPatGlD+/btLctWVEdycrLlj3z79+93ytjM68h7jf79+7N06VKHj8/k5GTL85vNZqeMzbyOvJ/dW7dudcr4TE5OtmwMOHTokFPGJsDevXs5+v9/59q7dy8ZGRkOH5979uwhISGBatWqcc899zjlZ+fevXs5duwYANnZ2aSlpTllbBbs2Lx5M4mJiQ4fm3v37iUuLg7I/bmZN3F19Nj87rvvLIeN/fbbb3Ydm1ViEhkYGEjbtm1ZtGgRd9xxBxs3bqRv377Uq1ePTZs2FTruqKI0btyYevXqYTab8fDw4Pz585hMJvz9/a1/kpMnITgYHn4Y8n6hvPVWuHIFvvwSVq+Gf/0LXnkFdu6Et98GJxz7WZpmzZoRFBTEc889R6tWrThw4AAbN24kODiYJUuWOOQvVZ06dWLBggV8/fXXtG3blhEjRtC2bVuefvppXnjhhQr5hT0hIYEtW7ZY/tvLy4vMzEzi4+NZuXIlJ0+e5L333uP555+v0C2iCQkJbN68GQAfHx8efPBBHnzwQXJycnBzc8PT05PU1FR8fHwqtCHvszAMw/LDdd26dfTs2ZNJkyYxefLkCt8aeeM6qVatGpmZmRw6dIhhw4YxdOhQxo4dy+jRo4GK+YthwQaz2YzJZOLSpUscP34cyD1+uG3btri7u9v9tfMUPF57zJgxXLhwgdtuu40mTZqwZcsW5s2bxwcffMCHH37IO++8Q0pKit3/mp3X8Oijj/LYY49RvXp1xowZQ506dSy/JLq4uHDmzBnLvyvCjceuX7hwARcXF2rVqkVGRgaZmZnMnTuXuXPnArkna7P3Hi0FGx5++GEuXrxIkyZNaN26NbNmzWLmzJl06NCBXbt28dBDD5GcnFwhWxfyOsaOHcvYsWM5f/48HTt2JDs7m/Xr15OQkMCKFSs4evQob731FllZWRUyLu69914ee+wxRo0axcmTJ2nevLlDx2bBjkcffZRRo0YB8Mgjj+Dr62v5eV3R47PgZzFy5EhOnjyJyWRy6NgsriMxMRE/Pz+Hjs+8hrFjx/LII4+QkJBAhw4dHDo283z33Xf06NGD+fPnA9C6dWsaNWrk0PH53Xff0bNnT958800aNGjA448/Tp06dRw2NvMaevTowZtvvgmAm5sbNWvWJDMz02Fjs7gOf39/brvtNl599VWH/ezMa8jb+tulSxeuXr3KN99847CxeeTIEfr168djjz3G5f+/4cnf359bb73VfmOz3DvYVhLffPON4eXlZcTFxVm+tnLlSuO2225z+LE1hmEYb7zxhjFu3DjrHzB5smHUqmUY//xn/rGQefsvL11qGCaTYQwenL/8t98axgMPGMbPP9sv2o6+++47o3r16sYTTzxh2Q87MjLS6NChg2X/bEf4448/jKFDhxqXLl0yDMMwfvnlF6NHjx7G999/b7fXMJvNxuuvv254eHgYQUFBRkJCgmEYhrFx40bj/vvvN5YsWWJMnjzZ6N27t5GSkmI0atTIWLhwoWEY9t1X/saOEydOWL5e8H8///xz44knnrD76xfXcPLkScMwco8XMAzDeOGFF4w9e/YYZrPZqFmzpvHOO+8YH3zwgREbG1uhHXnrZOvWrcagQYOMcePGGS+99JJhNpuN3bt3G40bNzZef/11wzDs95mUtD52795tPPfcc0b//v2NYcOGGe7u7sbAgQONgIAA45133rE81l5uPF67Q4cOxvjx441NmzYZd999t7F48WJj4cKFxscff2yYzWajS5cuxowZM+zacWNDx44djZEjRxpms9lyMwzDGD16tLFixQrL4+z9s7u4Y9dHjhxpZGVlGWfOnDH+9re/Genp6YZhGEbLli0Nf39/o2/fvpbxUxENHTp0MMaNG2f8+OOPxl133WX07NnTciyNYRjGnXfeaYSGhhqGYd/v1xs72rdvb4SGhhoXLlwwvvzyS+Ohhx4yXF1djZdeeslYvXq10a5dO+ORRx6xa8ebb75pNGjQwHj55ZeNS5cuGQEBAcaECROMH3/80ejXr59DxmZxHYGBgcbo0aMNw8h9r44Ynzc2BAUFGaNHjzbMZrNx+vRpo3fv3hU+NovrCAwMNMaPH29s3rzZ6Nevn0PGZ3Hj4sknnzSSkpKMNWvWGIMGDarwsVnQZ599Ztxxxx3GwIEDjZ9//tn4448/HDo+CzY88MADxldffWUYhuPG5o0NDz74oKXh9OnTDvm5WVzHwIEDjZ9++sk4dOiQ0bdvX4f97Lyx4YcffjAMwzDWrFnjkJ+bhpH7PeLh4WG88MILhb6+ZcsWu/7/epXYEgnQv39/HnjgAYYNG2b5y0znzp2pVauWQ8/UmrdlJSoqigEDBgDw4Ycf8uKLL5KRkVH8g44dg//+F0JD4b33co+FjI3NPyZyyJDc3VkLnkny3nshKir/kh/C9O3bl+HDh/Prr79adpsMDg52+Jmqtm3bxt69e/H19QWgd+/eXL161a5b4aKiojh+/DhhYWF06NCBf//73wDcdddduLu7ExcXxz333MPWrVupXbs2zz33HOvWrQPs+xfDGzsWLlwI5B4fUfBz/+GHH2jatKndX7+4hnfffRcADw8PAHbs2IGbmxsmk4m7776bl156ifXr19OkSZMK7chbJ3fccQfu7u588skntG3bFpPJRPfu3XnnnXdYuHAhZrPZbp9JSZ9F9+7def/99xk2bBjJycmW3e5nzpzJK6+8Yve/Wt54vPbatWv55JNP6NmzJ82bN2fPnj10796d0NBQzGYzwcHBnDlzxq4dxTV8+eWXluOF88bnhQsX6NKli+Vx9r40T3HHrn/55ZecP3+ehg0b0qRJExITE1m+fDmJiYkkJiYyZcoUu47P4j6LTz/9lK5du9KpUyf27NnDkSNHLMtPmDCB3bt3k56ebtfv1xs7vvzySz799FOuX7/O0KFD6datG1OmTOGtt95i1KhRvP3222zYsIGUlBS7dXh5efHtt9+yYMECfH196dChA3/88Qf33HMPLVq0YN++fXTt2rVCx2ZJHXm7Lrq4uFheqyLH540N7du35+jRo5hMJho1akTTpk1JSEio0LFZUsfBgwfp168fnTt3Zu/evcTGxlqWr4jxWdz6OHDgAHXq1GH48OF0796dV155pULHJuTv+peRkUG9evVo164dy5Yto02bNrRq1Ypff/21wn92FtewevVq0tLScHFxsfy+W5Fj88aGtm3bsnr1ai5fvkyjRo1o3Lhxhf/cLK6jXbt2LF++nNatW9O1a1d2795d4T87b2xo3749y5cv5/LlywwfPpwuXbowderUCh+bsbGx3HXXXZYtoRs3biQ6Opo+ffrQvHlz9u/fb5efnVVmEunh4cHy5ctJS0tj4MCBLFiwgKFDh9KzZ0/q1avnsA5XV1eys7MtxwX26dOHefPmcf/99+Pl5ZW/YHIy5G3qb9IEwsJg3Tr49lvo0wfGjoUHHsidVN5yC7z6KuzYAe+8k3u85KFD0LRp7mMFql69OosWLbKcyCQ8PJzbb7+dgIAAywTGEe677z6SkpKYPn0669ato1u3btx66620aNHCbq/Rpk0bJk6cyMSJEwkJCWHXrl3s2LGDatWqMWbMGPbu3Ut0dLTleIXs7Gz8/PwwDMOuxy7c2LFz505+/fVXIH83yszMTHbu3Mm4ceMA+Omnn/g//+f/OKQhMzOTHj16sHHjRpo1a8bBgwfx9/enbdu2eHp62q2huI68deLh4cH48eNp0aIFv/32m2X5hg0b0r59e8tpuSuqIe+zyMrK4ujRozRs2BBvb28gdxfsdu3a2f0EVDcer+3u7k7Hjh0xmUw888wznD9/no8//phz587h6urKmTNnCAwMtOvutaUdM+7i4sK5c+e4cuUKHTt2ZOvWrbRs2dIy8a7ojqysLE6cOMGBAwfo2bMn4eHh7N27l7vvvpuwsDCuXbtWYQ156wNg3LhxhISE8M0331j++Jm3W1+NGjXs1lBSR7du3bh27f+1d/dBUZV7HMC/KyRa61VG55YocRXJV7w6KIKKLjIl6cDYVL5kGnpNjTKTrHypxqm0V01LzbIUCzI1JVewdJRxnMm3WyIpL5Ojk86oUJI0LCKIfO8f267KBV1rz9l1+H5mdsbDHs75es7DWX6c5zlPNcrLy93jyV1/GM3Ly8PDDz+MVq1aeS3DtGnT0K9fPxQWFqJXr17YvXs3Bg4ciD179mDkyJH4/fffsW7dOkPbZkM5du3aBZvNhqysLPfPY0lJCRwOh2Hts7EMW7duxd69e1FYWIiBAwdi4cKFhrXNhnK4zklubi4SEhJw//33Izs7G6WlpQCMaZ8NZYiPj0dWVhby8/Nx9OhRWCwWQ9smcPUBNVVVVXjsscdgs9lw7tw5bN++HcuWLcOFCxewdu1alJSUGNY+62cYOnQoysrKsGXLFgDAHXfcYXjbbCyD3W4HABQVFSEmJsbwttnY+cjJycHbb7+NhIQE2O12Q9tmY8fCdWOgoKAAJN3FvVFtc86cObh06RKmTJmC7t27Y86cORg9ejQeffRRDBgwwHvXTi/cNb2tHDt2jCtXrmRycjIXL17skwz5+fm0WCy85557+M4771z/5m+/kY88Qg4b5uye+tNPzq+fP0/GxZFBQeRHH5GFheRrr5Ft25K7dzvXefttsn9/slcvsk0b53p+Lj8/n0uWLGFSUpK7q57Zvv76a06cOJExMTGGt4ni4mKmpKS4u0KR5Kuvvsq4uDjOnj2bJ0+e5MCBA7lgwQJTcowbN879NVe3qPHjx7O4uJgjRoxg27Zt+cUXX5iWITY2llar1d2d99ChQ+zYsSN/++03QzJcm6P+OYmKimJaWhpPnDjBhIQETpkyxfAM1x6LmTNncvTo0dy+fTvLy8uZkJDA8ePHs6amxpAMrq40Bw8eZExMjPsR6Dk5ORw6dCj79u3LoUOHskOHDjxw4IDhGWJjY6/rVvP555+zd+/eTE5OZrt27fiRgde3+jlcx2L+/PlcvXq1e70zZ85w/fr1hme49nzY7XbGxMSwd+/ejI+PZ0hICHfu3GlIhvo5YmNj3cuvv/46Y2JimJKSwuTkZIaEhHD79u2GZDhw4ACzsrJIkhcuXGBycjJnz57NDz74gMOHD2efPn0Mb5sN5Rg1ahSnTp3K06dPc+PGjYyMjDS8fTZ0LObPn88xY8YwIyPDvZ6RbbOxHLNnz+aSJUtos9kYGRlpePtsKMOLL77IlJQU2mw2PvHEE4a2Tdf16ZVXXuG8efNIkm+++SZtNhsfeOABPvvss0xMTDT02tlQhrfeeovx8fEcMGAAc3NzuWnTJkOvnY1lsNlsTEpKYr9+/Uxpmzc7H6mpqYyPjzf02nmjYzF8+HAOHjyYNpuNkyZNMvy6uWjRInbr1o1r164lSR4/fpyJiYmcN28e165dy2HDhv3tttnkikgXX4yDdKmpqeHixYtZVVV1/Rtr15IhIeTkyc5i8oEHyMGDyaoqsraW/OGHq0WlS2oqOXr01eULF8jcXNKgXzSN4svzQTp/UTJr3qCNGzdy8ODBXLduHUlne8jKymJ8fDwjIiI4bdo0U3Nce3HfsWMHLRYLW7ZsyWeeeca0DK6L3LXFoplzJ9U/J1VVVVy/fj0HDRrEiIgIpqammp7hxIkTnDp1KqOjoxkaGsqnn37a8Axkw+O1y8rKuHnzZi5btsxnGRYuXMgWLVrw+eefNyVDYzlcLl265LMMpaWl/PLLL7l06VJTMjSUo7Kykrt37+b8+fP52muvmZLBdU3Ytm0bu3Tpwry8PJaVlXHTpk3uPzyZmSMnJ4dhYWE8cuQIFy5cyObNm5vWPl0Ztm7dyq5du/Lw4cPu91xjzM3MsW3bNkZERPDw4cMsLS1lRkaGadcLVwa73c6ePXty79693L17N+fOnWtK23z55ZeZm5tLkkxOTqbFYmFUVBRJ8vz586a0z/oZAgMDGRkZSZJ84403TGmbDR2H/v37X7eOGW3zRuejpKTElLbZUIbY2FiS5K5du0xpm9XV1Tx06BDJqz8jGzZsYI8ePehwOLxy7WyyRaRfSk8nr32gy/PPk506OQtDkqyudj5Mp7bW+SLJiRPJF15w/tsHE0+L51yF8pkzZ5iWlsakpCSSzg/fkydPkiTLy8tNz5GcnEyS3LlzJ1966SWmpaUZNuC9sQyuY2G32/nzzz9ft44vcmRnZ/PkyZOsra01/Jw0lmHHjh0sLCzk2bNnWVpaamgGku4/oowdO5YbN24kSa5YsYIzZ87kBdc1yAcZli9fzgULFtBut7OkpMRnOVauXMlZs2b5NIPrfJhxnbhRjuXLl/O5557jxYsXTctBkpcvXyZJFhQUsHPnziwsLDR1/w3l6NSpE8+ePcu8vDyeO3fOJxnCw8NZVFRk2r4by+Grc1L/fLiOhVl/nJ47dy47dOjAdu3acdCgQZw3bx7j4uK4f/9+U/bfWIbBgwezqKiIP/30kylts6EMQ4YMMbR3gKc5/OV8uI6FWW3TtR9XD6Z9+/YxKirKa59jgV7thCt/Del8SM6ECc7ls2ed03j897/ApEnAjh1A//5A587Xf19BAVBcDIwa5Vz2wcTT4jnXA0JCQkIwceJETJgwAYGBgejcuTO2bdsGAGjdurVPcjRr1gyRkZHIzMxEr169fJIhMDAQXbp0wdatW93r+CpH586dkZ2djYCAAMPPSUMZAgICEB4ejuzsbLRv397Q/bs0NF771KlTWLNmjaHTvdwswy+//IL09HQkJCSYkqGxHK5jcffdd/ssg+vBKWZcJzzJ4e2xyjdSWVmJZs2aIT8/H5MnT0Z8fPytTZFlYI7g4GDTfk4bymCz2RAWFmba/hvL4YtzUj/DsGHD3M9VMOMzBAD69++PAwcOYNasWUhKSnJPz+R6YJ+vMtTV1SEgIADdunXzWQYACA4ONmX/N8vh6/MBwP1ZalbbtFgsqKmpQfPmzZGXl4fU1FSMHDnSe59jXilFxbuKisjMTOe/a2rIJ54gx48n8/Kcy9nZ5EMPka1aOcdBym2lsrKSAwcOZKtWrbhq1aomncMfMvhLDn/IcMPx2k0og7/k8IcM/pDjypUrzM3Npc1mY/v27fnuu++ansFfcvhDBn/J4Q8ZSP7fOHVfDM9RBv/K4Q8ZXI4dO8YhQ4YwODiY7733nle3rSLydpCXR4aFkX/ONcONG8lXXyX/+MOnseSv+f7775mWlmZ6VzB/zOEPGfwlhz9kaHS8dhPL4C85/CGDv+SoqKjg5s2bTRuL6s85/CGDv+TwhwwuZj1XQRk84w85/CVDZmamIddvC2nyxHxN1YULQOvWwK3MA1NbCwQGOud/jIkBVq8GbDbgyhV1Xb2NkTStK4O/5/CHDP6Swx8yiIiIiHhCYyKNdvw48PTTQFCQ87V0KdCx482/r7oaqKkBzp8HJk4EuncHevd2vqcC8rbmL4WCP+TwhwyAf+TwhwwiIiIinriF22Jyy955B4iLA/79b2DdOqCwEHjhBaCuzvly+XNCXLe6OuDYMeCxx5x3IAcNAux2wMRBwSIiIiIiIg3RnUgj3XknkJ0N9OvnXI6MBE6c+P8urfXvLDZrBvTsCUyZAqSnA23bmhJXRERERETkZjQm0kiXLwN33OG8Azl6NHDuHPCf/wCxsUBUFPDnY6jx++/OLq9DhwLTp2vMo4iIiIiI+C0VkWY4eNBZQI4aBZSXO+d+/Oc/gTlzgE6dgNOngUceARwOZ8EpIiIiIiLip1REmqmuztlVdft2553HLVuAvn2d7xUXAyZNCCsiIiIiIvJX6cE6ZnI9TOdf/3J2V73zzqvvqYAUEREREZHbgIpIs1RWOsdI/vgjMG6cc75H15hIERERERGR24SKSDPU1QGHDgEjRgBJScCECcCnnwItW/o6mYiIiIiIyC3RmEizOBzAzp3AyJFAUJCv04iIiIiIiPwlKiJFRERERETEY+rOKiIiIiIiIh5TESkiIiIiIiIeUxEpIiIiIiIiHlMRKSIiIiIiIh5TESkiIiIiIiIeUxEpIiIiIiIiHlMRKSIiIiIiIh5TESkiItKA06dPw2q14o8//jB1vykpKWjevDmsViuqq6u9tt2oqCi0aNECffr08do2RUSkaVIRKSIiTVJ6evoNC6p7770XDocDrVu3NjGVU2pqKhwOB4KCgry2zR9//BGrVq3y2vZERKTpUhEpIiIiIiIiHlMRKSIiTUpeXh6sViumT5+Oo0ePwmq1wmq1YsOGDe51evbsibvuugsWiwXl5eXur6enpyM6OhphYWFITEzEU089hbZt2yIjI8O9jt1uR58+fdCmTRvExcWhuLjYK7ltNhuWLl3qXh41ahQWLFjgXs7IyEB4eDhatWqF8PBwfPXVV17Zr4iISH0qIkVEpEnp27cvHA4HVq1ahcjISDgcDjgcDowZM8a9TkFBAQoKChr8fovFguLiYhQUFKB79+7IzMzExx9/DAD44YcfMG7cOLz//vsoKyvD+PHj8dBDD+HKlSuG/p8uXryISZMmYeXKlaioqMCePXsQERFh6D5FRKTpUhEpIiJyC+677z60bNkSYWFh6NGjB7p06YKSkhIAwKeffopx48YhPj4eAQEBmD59Os6dO4ejR48amqmurg4BAQE4fvw4KioqEBoaiqioKEP3KSIiTZeKSBERkVsQEBAAAAgMDHS/amtrATif6JqZmYk2bdq4X9XV1Th79qyhmaxWK7755hvk5OQgNDQU0dHROHjwoKH7FBGRpktFpIiINEnNmnnvI5AkACA0NBRpaWkoLy93v6qqqjBixAiv7OfaKT/qTz2SmJiIb7/9Fr/++iuio6MxY8YMr+xTRESkPhWRIiLSJIWEhODUqVPXPTjn75o8eTI+++wz7Nu3D3V1dSgvL0dmZiZqamq8sn273Y7KykocOXIE+/fvR0VFBS5fvoyysjJs2bIFlZWV7uL4H//4h1f2KSIiUp+KSBERaZLi4+Px4IMPomvXrujYsSOysrIAABs2bIDVakXPnj0BAB07doTVasV33313020OGDAAn3zyCWbMmIHg4GB0794dOTk5sFgsXskcEhKCrl274vHHH8eiRYuwZs0aHDx4EHV1dfjwww/RoUMHtGvXDgUFBVixYoVX9ikiIlKfha4+OCIiIuJzTz75JNavX4/AwECUlpYiKCgIgHOKj+nTp2Ps2LF/abvR0dEoKipCjx49NF5SRET+lkBfBxAREZGrVq9ejdWrV3t9u4cOHfL6NkVEpGlSd1YRERERERHxmLqzioiIiIiIiMd0J1JEREREREQ8piJSREREREREPKYiUkRERERERDymIlJEREREREQ8piJSREREREREPKYiUkRERERERDymIlJEREREREQ8piJSREREREREPPY/ZFA+1N+iOyoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee2cc076d8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee240e3780>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fee1d3ec6a0>"
       ]
      },
      "metadata": {},
@@ -428,206 +847,211 @@
     "import os\n",
     "\n",
     "# Start creating plots\n",
-    "for (i, csv_vec) in enumerate(output_array):\n",
-    "    # Create figure\n",
-    "    fig = plt.figure(num=None, figsize=(12, 8), dpi=90, facecolor='w', edgecolor='k')\n",
+    "# Create figure for median plot\n",
+    "fig_median = plt.figure(num=None, figsize=(12, 4), dpi=90, facecolor='w', edgecolor='k')\n",
     "\n",
-    "    # Add plot and set title\n",
-    "    ax = fig.add_subplot(111)\n",
-    "    \n",
-    "    # Set subtitle \n",
-    "    title = \"Test {} — Mode: {}, Values in Sample: {}, Rate: {}, Total number of Samples: {}\".format(settings_array[i][0],\n",
-    "                                                                                                     settings_array[i][1], \n",
-    "                                                                                                     settings_array[i][2], \n",
-    "                                                                                                     settings_array[i][3], \n",
-    "                                                                                                     settings_array[i][4])\n",
-    "    ax.set_title(title, fontsize=12, pad=12, loc='center')\n",
-    "    \n",
-    "    # Set grid\n",
-    "    ax.set_axisbelow(True)\n",
-    "    ax.grid(True, linestyle='--')\n",
+    "# Add plot and set title\n",
+    "ax_median = fig_median.add_subplot(111)\n",
     "\n",
-    "    bins = 10000\n",
-    "    x_limit=0.00005\n",
-    "    \n",
-    "    # Data in plot\n",
-    "    # http://www.color-hex.com/color-palette/33602\n",
-    "    csv_vec_t = csv_vec.transpose()\n",
-    "    \n",
-    "    ax.hist(csv_vec_t[2] * 1e6, label='   t_sent  →  t_recv offset',\n",
-    "            edgecolor='black',\n",
-    "            bins=bins,\n",
-    "            color='#00549f')\n",
+    "y_data = np.array([])\n",
     "\n",
-    "    # Set axis and calculate values above limit\n",
-    "    plt.xlim([0,x_limit])\n",
-    "       \n",
+    "for i, subdir in enumerate(subdirs):\n",
+    "    \n",
+    "    x_data = np.array([])\n",
+    "    for k in range(0, len(medians[i])):\n",
+    "        x_data = np.append(x_data, k)\n",
     "\n",
-    "    plt.xticks(np.arange(0, 50, 2), fontsize=10)\n",
-    "    from matplotlib.ticker import MultipleLocator\n",
-    "    minorLocator = MultipleLocator(1)\n",
-    "    ax.xaxis.set_minor_locator(minorLocator)\n",
+    "    ax_median.errorbar(x_data, medians[i], yerr=[lower_limit[i], upper_limit[i]],\n",
+    "                       capsize = 3.7, elinewidth = 1, markeredgewidth = 1, \n",
+    "                       marker='v', zorder = 2 + i, color=settings['median_plot']['colors'][i])\n",
     "        \n",
-    "    plt.yticks(fontsize=11)\n",
     "\n",
-    "    # Labels\n",
-    "    ax.set_xlabel('time [µs]', fontsize=13, labelpad=20)\n",
-    "    ax.set_ylabel('frequency', fontsize=13, labelpad=20)\n",
-    "    ax.set_yscale('log')\n",
+    "    for (j, csv_vec) in enumerate(output_dataset[i]):\n",
     "\n",
-    "    # Create text for offset\n",
-    "    off_smaller_2p5us  = round((np.size(csv_vec_t[2][csv_vec_t[2] < 0.0000025]) / np.size(csv_vec_t[2])) * 100, 2)\n",
-    "    off_smaller_5us = round((np.size(csv_vec_t[2][csv_vec_t[2] < 0.000005]) / np.size(csv_vec_t[2])) * 100, 2)\n",
-    "    off_bigger_50us = round((np.size(csv_vec_t[2][csv_vec_t[2] > x_limit]) / np.size(csv_vec_t[2])) * 100, 2)\n",
-    "    \n",
-    "    offset_text  = '< 2.5µs: {0:11.2f}% of samples\\n'.format(off_smaller_2p5us)\n",
-    "    offset_text += '<   5µs: {0:11.2f}% of samples\\n'.format(off_smaller_5us)\n",
-    "    offset_text += '>  50µs: {0:11.2f}% of samples'.format(off_bigger_50us)\n",
-    "    \n",
-    "    \n",
-    "    # First sequence numbers:\n",
-    "    start_nr_text  = 'Send: 1st = {0:6d}, 2nd = {1:6d}\\n'.format(int(first_second_smp_input[i][0]),\n",
-    "                                                                 int(first_second_smp_input[i][1]))\n",
-    "    start_nr_text += 'Recv: 1st = {0:6d}, 2nd = {1:6d}'.format(int(first_second_smp_output[i][0]),\n",
-    "                                                               int(first_second_smp_output[i][1]))\n",
-    "    \n",
-    "       \n",
-    "    \n",
-    "    # Create text for missed steps\n",
-    "    missed_text  = 'Send: {0:17d} ({1:5.2f}%)\\n'.format(missed_send_arr[i],\n",
-    "                                                          perc_miss_send_arr[i])\n",
-    "    missed_text += 'Recv: {0:17d} ({1:5.2f}%)'.format(missed_recv_arr[i],\n",
-    "                                                        perc_miss_recv_arr[i])\n",
-    "    \n",
-    "    # Create text for missed steps\n",
-    "    never_transferred_text  = '           Total: {0:5d} ({1:5.2f}%)\\n'.format(never_trans_total_arr[i],\n",
-    "                                                                  perc_never_trans_total_arr[i])\n",
-    "    never_transferred_text += 'After connecting: {0:5d} ({1:5.2f}%)'.format(never_trans_after_arr[i],\n",
-    "                                                                            perc_never_trans_after_arr[i])\n",
-    "    \n",
-    "    # Create text for extrema\n",
-    "    extrema_text  = 'Min: {0:>7.2f}µs,   Max: {1:>7.2f}µs\\n'.format(round(np.min(csv_vec_t[2]) * 1e6, 2),\n",
-    "                                                                   round(np.max(csv_vec_t[2]) * 1e6, 2))\n",
-    "    extrema_text += 'Avg: {0:>7.2f}µs,   Med: {1:>7.2f}µs'.format(round(np.average(csv_vec_t[2]) * 1e6, 2),\n",
-    "                                                                 round(np.median(csv_vec_t[2]) * 1e6, 2))\n",
-    "    \n",
-    "           \n",
-    "    # Set font properties for headers and text\n",
-    "    font_header = FontProperties()\n",
-    "    font_header.set_family('monospace')\n",
-    "    font_header.set_weight('bold')\n",
-    "    font_header.set_size(10)\n",
-    "    \n",
-    "    font_text = FontProperties()\n",
-    "    font_text.set_size(9.5)\n",
-    "    font_text.set_family('monospace')\n",
-    "        \n",
-    "    # Set box constraints for wrapper and plot wrapper\n",
-    "    left, width = .698, .305\n",
-    "    right = left + width\n",
-    "    \n",
-    "    plot_fancy_box(bottom = 0.28, height = 0.72)\n",
+    "        # Create figure\n",
+    "        fig = plt.figure(num=None, figsize=(12, 4), dpi=90, facecolor='w', edgecolor='k')\n",
     "\n",
-    "    # Set box constraints for text boxes\n",
-    "    left, width = .710, .275\n",
-    "    right = left + width\n",
-    "    \n",
-    "    #Create legend\n",
-    "    ax.text(right, 0.985, \"Legend\",\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_header)\n",
+    "        # Add plot and set title\n",
+    "        ax = fig.add_subplot(111)\n",
+    "\n",
+    "        # Set grid\n",
+    "        ax.set_axisbelow(True)\n",
+    "        ax.grid(True, linestyle='--')\n",
+    "\n",
+    "        x_limit = 0.00005\n",
+    "        bins = np.arange(0, 50, 50 / 100)\n",
+    "\n",
+    "        # Data in plot\n",
+    "        # http://www.color-hex.com/color-palette/33602\n",
+    "        csv_vec_t = csv_vec.transpose()\n",
+    "\n",
+    "        ax.hist(csv_vec_t[2] * 1e6, label='$\\mathtt{t_{recv}-t_{generation}}$',\n",
+    "                edgecolor='black',\n",
+    "                bins=bins,\n",
+    "                color='#00549f')\n",
+    "        ax.axvline(medians[i][j], color='red', linestyle='-', linewidth=1, alpha=0.85)\n",
+    "\n",
+    "        # Set axis and calculate values above limit\n",
+    "        plt.xlim([0,x_limit])\n",
+    "\n",
+    "\n",
+    "        # Set ticks\n",
+    "        ticks_unmodified = ticks = np.arange(0, x_limit * 1e6 + 1, 2)\n",
+    "\n",
+    "        nearest, nearest_idx = find_nearest(ticks, medians[i][j])\n",
+    "        ticks = np.append(ticks, medians[i][j])\n",
+    "\n",
+    "        # Explicitly set labels\n",
+    "        labels = []\n",
+    "\n",
+    "        for value in ticks:\n",
+    "            if value == nearest and np.abs(nearest - medians[i][j]) < 200:\n",
+    "                labels.append(\"\")\n",
+    "            elif value == (medians[i][j]):\n",
+    "                labels.append(value)\n",
+    "            else:\n",
+    "                labels.append(str(int(value)))\n",
+    "\n",
+    "        plt.xticks(ticks, labels, fontsize=10, family='monospace', rotation=30, horizontalalignment='right', rotation_mode=\"anchor\")\n",
+    "\n",
+    "\n",
+    "        for value in ax.get_xticklabels():\n",
+    "            try:\n",
+    "                if int(float(value.get_text())) == int(medians[i][j]):\n",
+    "                    value.set_color('red')\n",
+    "            except ValueError:\n",
+    "                # We got some empty values. Ignore them\n",
+    "                pass\n",
+    "\n",
+    "        from matplotlib.ticker import MultipleLocator\n",
+    "        minorLocator = MultipleLocator(1)\n",
+    "        ax.xaxis.set_minor_locator(minorLocator)\n",
+    "\n",
+    "        plt.yticks(fontsize=10, family='monospace')\n",
+    "\n",
+    "        # Labels\n",
+    "        ax.set_xlabel('time [µs]', fontsize=10, family='monospace', labelpad = 4)\n",
+    "        ax.set_ylabel('frequency', fontsize=10, family='monospace', labelpad = 6)\n",
+    "        ax.set_yscale('log')\n",
+    "\n",
+    "        # Create text for offset\n",
+    "        off_bigger_50us = round((np.size(csv_vec_t[2][csv_vec_t[2] > x_limit]) / np.size(csv_vec_t[2])) * 100, 2)\n",
+    "\n",
+    "        offset_text = '$\\mathtt{{t_{{lat}}>50µs: }}${0: >5.2f}% ($\\mathtt{{t_{{lat}}^{{max}}}}$: {1:>7.2f}µs)'.format(off_bigger_50us, round(np.max(csv_vec_t[2]) * 1e6, 2))\n",
+    "\n",
+    "        # Create text for missed steps\n",
+    "        missed_text  = ' in: {0:6d} ({1:5.2f}%)\\n'.format(missed_send_arr[i][j],\n",
+    "                                                          perc_miss_send_arr[i][j])\n",
+    "        missed_text += 'out: {0:6d} ({1:5.2f}%)'.format(missed_recv_arr[i][j],\n",
+    "                                                        perc_miss_recv_arr[i][j])\n",
+    "\n",
+    "        # Create text for missed steps\n",
+    "        never_transferred_text  = 'total: {0:5d} ({1:5.2f}%)\\n'.format(never_trans_total_arr[i][j],\n",
+    "                                                                       perc_never_trans_total_arr[i][j])\n",
+    "        never_transferred_text += 'while connected: {0:5d} ({1:5.2f}%)'.format(never_trans_after_arr[i][j],\n",
+    "                                                                               perc_never_trans_after_arr[i][j])\n",
+    "\n",
+    "\n",
+    "        # Set font properties for headers and text\n",
+    "        font_header = FontProperties()\n",
+    "        font_header.set_family('monospace')\n",
+    "        font_header.set_weight('bold')\n",
+    "        font_header.set_size(9.5)\n",
+    "\n",
+    "        font_text = FontProperties()\n",
+    "        font_text.set_size(9.5)\n",
+    "        font_text.set_family('monospace')\n",
+    "\n",
+    "        # Set box constraints for wrapper and plot wrapper\n",
+    "        left, width = .693, .31\n",
+    "        right = left + width\n",
+    "\n",
+    "        plot_fancy_box(bottom = 0.46, height = 0.65)\n",
+    "\n",
+    "        # Set box constraints for text boxes\n",
+    "        left, width = .705, .28\n",
+    "        right = left + width\n",
+    "\n",
+    "        # Offset boxes\n",
+    "        plot_fancy_box(bottom = 0.9085, height = 0.085)\n",
+    "\n",
+    "        ax.text(right, 0.975, offset_text,\n",
+    "                verticalalignment='top', horizontalalignment='right',\n",
+    "                transform=ax.transAxes,\n",
+    "                color='black', fontproperties = font_text)\n",
+    "\n",
+    "        # Missed steps\n",
+    "        plot_fancy_box(bottom = 0.695, height = 0.18)\n",
+    "\n",
+    "        ax.text(right, 0.868, \"missing samples:\",\n",
+    "                verticalalignment='top', horizontalalignment='right',\n",
+    "                transform=ax.transAxes,\n",
+    "                color='black', fontproperties = font_header)\n",
+    "        ax.text(right, 0.804, missed_text,\n",
+    "                verticalalignment='top', horizontalalignment='right',\n",
+    "                transform=ax.transAxes,\n",
+    "                color='black', fontproperties = font_text)\n",
+    "\n",
+    "        # Never transferred\n",
+    "        plot_fancy_box(bottom = 0.487, height = 0.175)\n",
+    "\n",
+    "        ax.text(right, 0.657, \"samples not transmitted:\",\n",
+    "                verticalalignment='top', horizontalalignment='right',\n",
+    "                transform=ax.transAxes,\n",
+    "                color='black', fontproperties = font_header)\n",
+    "        ax.text(right, 0.593, never_transferred_text,\n",
+    "                verticalalignment='top', \n",
+    "                horizontalalignment='right',\n",
+    "                transform=ax.transAxes,\n",
+    "                color='black', fontproperties = font_text)\n",
     "\n",
     "        \n",
-    "    ax.legend(loc=1, bbox_to_anchor=(0.994, 0.965), prop={'family':'monospace', 'size':'9.5'})\n",
+    "        \n",
     "\n",
-    "    \n",
-    "    # Offset boxes\n",
-    "    plot_fancy_box(bottom = 0.7775, height = 0.0825)\n",
-    "    \n",
-    "    ax.text(right, 0.892, \"Ranges offset\",\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_header)\n",
-    "    ax.text(right, 0.857, offset_text,\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_text)\n",
-    "    \n",
-    "    # Start Nr\n",
-    "    plot_fancy_box(bottom = 0.6575, height = 0.055)\n",
-    "    \n",
-    "    ax.text(right, 0.7475, \"Sequence numbers in data\",\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_header)\n",
-    "    ax.text(right, 0.7075, start_nr_text,\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_text)\n",
-    "    \n",
-    "    # Missed steps\n",
-    "    plot_fancy_box(bottom = 0.5375, height = 0.055)\n",
-    "    \n",
-    "    ax.text(right, 0.6275, \"Missed steps\",\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_header)\n",
-    "    ax.text(right, 0.5875, missed_text,\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_text)\n",
-    "    \n",
-    "    # Never transferred\n",
-    "    plot_fancy_box(bottom = 0.4175, height = 0.055)\n",
-    "    \n",
-    "    ax.text(right, 0.5075, \"Samples not transferred\",\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_header)\n",
-    "    ax.text(right, 0.4675, never_transferred_text,\n",
-    "            verticalalignment='top', \n",
-    "            horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_text)\n",
-    "    \n",
-    "    # Extrema\n",
-    "    plot_fancy_box(bottom = 0.2975, height = 0.055)\n",
-    "    \n",
-    "    \n",
-    "    ax.text(right, 0.3875, \"Extrema\",\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_header)\n",
-    "    ax.text(right, 0.3475, extrema_text,\n",
-    "            verticalalignment='top', horizontalalignment='right',\n",
-    "            transform=ax.transAxes,\n",
-    "            color='black', fontproperties = font_text)\n",
-    "   \n",
-    "    #Show plot\n",
-    "    plt.show()\n",
+    "ax_median.set_ylim([settings['median_plot']['ticks']['y'][0], settings['median_plot']['ticks']['y'][-1]])\n",
+    "ax_median.set_xticks(np.arange(0, len(settings['median_plot']['ticks']['x']), 1))\n",
+    "ax_median.set_xticklabels(settings['median_plot']['ticks']['x'])\n",
+    "ax_median.set_yticks(settings['median_plot']['ticks']['y'])\n",
+    "ax_median.set_xlabel(settings['median_plot']['labels']['x'], fontsize=11, family='monospace', labelpad=6)\n",
+    "ax_median.set_ylabel(settings['median_plot']['labels']['y'], fontsize=11, family='monospace', labelpad=6)\n",
+    "ax_median.set_axisbelow(True)\n",
+    "ax_median.grid(True, linestyle='--')\n",
     "\n",
-    "    # Create plot dir\n",
-    "    plot_path = '{}/{}/plots'.format(root_dir, benchmark_dir)\n",
-    "    \n",
-    "    import os, errno\n",
     "\n",
-    "    try:\n",
-    "        os.makedirs(plot_path)\n",
-    "    except OSError as e:\n",
-    "        if e.errno != errno.EEXIST:\n",
-    "            raise\n",
-    "    \n",
-    "    #Save plot\n",
-    "    fig.savefig('{}/{}_{}.png'.format(plot_path, settings_array[i][0], settings_array[i][1]))"
+    "ax_median.yaxis.grid(True, linestyle='-', which='major', color='black', alpha=0.8)\n",
+    "ax_median.yaxis.grid(True, linestyle='--', which='minor', color='lightgrey', alpha=0.3)\n",
+    "\n",
+    "plt.minorticks_on()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "#Show plot\n",
+    "plt.show()\n",
+    "\n",
+    "#Save plot\n",
+    "fig.savefig('{}/{}_{}.png'.format(rootdir, settings_array[i][j][0], settings_array[i][j][2]))\n",
+    "        \n",
+    "    # Create median plot here"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -648,7 +1072,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.6"
   }
  },
  "nbformat": 4,