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 "cells": [
  {
   "source": [
    "# Forex Analysis"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from hotstepper import Bases\n",
    "from hotstepper import Basis\n",
    "from hotstepper import Steps, Step\n",
    "from hotstepper.utilities import rolling_window, prepare_datetime,get_epoch_start,get_epoch_end,float_to_date\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "source": [
    "Load the data from a csv into a dataframe, as this provides the easiest way to process the raw data in readiness to use within HotStepper."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                 Time     Open     High      Low    Close  Volume\n",
       "0 2013-01-28 10:00:00  1.57474  1.57475  1.57243  1.57243    8337\n",
       "1 2013-01-28 11:00:00  1.57245  1.57263  1.57050  1.57050    8119\n",
       "2 2013-01-28 12:00:00  1.57049  1.57329  1.57049  1.57257   11026\n",
       "3 2013-01-28 13:00:00  1.57256  1.57389  1.57102  1.57366   11717\n",
       "4 2013-01-28 14:00:00  1.57366  1.57431  1.57133  1.57171   11911"
      ],
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     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "df_gbpusd_h1 = pd.read_csv(r'https://raw.githubusercontent.com/TangleSpace/hotstepper-data/master/data/forex/GBPUSD_H1.csv',delimiter='\\t',parse_dates=['Time'])\n",
    "df_gbpusd_h1.head()"
   ]
  },
  {
   "source": [
    "With a dataframe loaded, we can pass the dataframe in and specify which columns should be read with our steps data, since we have a monotonic series (there is a single value of y for each value of x), we want to automatically create the difference between time steps, this is easily asked for with the convert_delta = True parameter.\n",
    "\n",
    "It should also be noted, we parsed the datetime field when loaded the dataframe, in this case the \"Time\" field, since this is already parsed and typed as datetime, HotStepper will detect this and automatically set the using_datetime = True parameter during the loading process.\n",
    "\n",
    "In the event of an error or some confusion in the data loaded, setting this paramter explicitly will ensure the key values are typed as datetime."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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157.270743 \r\nL 105.777617 154.667566 \r\nL 105.858343 156.423678 \r\nL 105.869875 156.423678 \r\nL 105.962132 155.039449 \r\nL 105.881407 156.582072 \r\nL 105.973665 155.487085 \r\nL 105.985197 155.487085 \r\nL 105.996729 156.327264 \r\nL 106.088987 152.12637 \r\nL 106.100519 152.12637 \r\nL 106.146648 153.269564 \r\nL 106.192776 149.034236 \r\nL 106.204309 149.04801 \r\nL 106.227373 149.137537 \r\nL 106.319631 148.497073 \r\nL 106.273502 150.101677 \r\nL 106.331163 149.185744 \r\nL 106.342695 149.185744 \r\nL 106.446485 135.839297 \r\nL 106.458017 135.839297 \r\nL 106.469549 134.193373 \r\nL 106.515678 136.658816 \r\nL 106.561807 135.87373 \r\nL 106.573339 135.87373 \r\nL 106.596403 135.191946 \r\nL 106.654064 138.036158 \r\nL 106.677129 137.547201 \r\nL 106.688661 137.547201 \r\nL 106.700193 142.615821 \r\nL 106.780919 140.790843 \r\nL 107.345996 140.790843 \r\nL 107.380593 138.538888 \r\nL 107.449786 141.252252 \r\nL 107.47285 141.155838 \r\nL 107.57664 136.87919 \r\nL 107.588172 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158.772047 \r\nL 112.374035 158.813367 \r\nL 112.385567 158.813367 \r\nL 112.420164 157.897434 \r\nL 112.477825 160.85872 \r\nL 112.489357 160.128729 \r\nL 112.500889 160.128729 \r\nL 112.500889 159.481378 \r\nL 112.523954 165.266216 \r\nL 112.593147 162.8903 \r\nL 113.158225 162.8903 \r\nL 113.250482 161.327017 \r\nL 113.262014 161.650692 \r\nL 113.273547 161.650692 \r\nL 113.273547 162.32559 \r\nL 113.365804 159.77062 \r\nL 113.377336 161.753993 \r\nL 113.388869 161.753993 \r\nL 113.481126 162.532191 \r\nL 113.492658 162.229176 \r\nL 113.504191 162.229176 \r\nL 113.538787 160.982681 \r\nL 113.60798 166.244129 \r\nL 113.619513 166.244129 \r\nL 113.642577 165.052728 \r\nL 113.723302 166.354316 \r\nL 113.746367 166.416297 \r\nL 113.81556 167.304682 \r\nL 113.838624 159.990995 \r\nL 113.850157 160.163162 \r\nL 113.861689 160.163162 \r\nL 113.942414 157.436025 \r\nL 113.965479 157.78036 \r\nL 113.977011 157.78036 \r\nL 114.011607 157.408478 \r\nL 114.069268 159.336757 \r\nL 114.080801 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184.555895 \r\nL 115.845227 180.451415 \r\nL 115.902888 182.228186 \r\nL 115.91442 182.228186 \r\nL 115.937485 164.246982 \r\nL 116.01821 166.774406 \r\nL 116.029742 166.774406 \r\nL 116.041274 171.849912 \r\nL 116.133532 168.131088 \r\nL 116.145064 168.131088 \r\nL 116.156596 169.721918 \r\nL 116.179661 163.234636 \r\nL 116.248854 164.777259 \r\nL 116.260386 164.777259 \r\nL 116.260386 164.136795 \r\nL 116.364176 170.568984 \r\nL 116.375708 170.568984 \r\nL 116.375708 170.885772 \r\nL 116.421837 168.385896 \r\nL 116.467966 168.52363 \r\nL 117.033043 168.52363 \r\nL 117.113769 168.234388 \r\nL 117.136833 170.933979 \r\nL 117.148365 170.933979 \r\nL 117.194494 174.11564 \r\nL 117.229091 169.57041 \r\nL 117.252155 170.927093 \r\nL 117.263687 170.927093 \r\nL 117.367477 169.226075 \r\nL 117.379009 169.226075 \r\nL 117.43667 172.765845 \r\nL 117.402074 167.649018 \r\nL 117.482799 171.140581 \r\nL 117.494331 171.140581 \r\nL 117.575057 165.741399 \r\nL 117.598121 167.318456 \r\nL 117.609653 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119.454805 151.479019 \r\nL 119.454805 152.456932 \r\nL 119.489402 149.812435 \r\nL 119.558595 151.114023 \r\nL 119.570127 151.114023 \r\nL 119.662385 153.290224 \r\nL 119.63932 151.093363 \r\nL 119.673917 152.525799 \r\nL 119.685449 152.525799 \r\nL 119.731578 151.630527 \r\nL 119.754642 156.113776 \r\nL 119.789239 155.24605 \r\nL 119.800771 155.24605 \r\nL 119.823836 155.604159 \r\nL 119.904561 152.58778 \r\nL 119.916093 152.58778 \r\nL 119.916093 150.755914 \r\nL 119.939158 157.532439 \r\nL 120.019883 153.772294 \r\nL 120.031415 153.772294 \r\nL 120.135205 149.289045 \r\nL 120.146737 149.289045 \r\nL 120.181334 150.583746 \r\nL 120.238995 148.820748 \r\nL 120.250527 149.839982 \r\nL 120.262059 149.839982 \r\nL 120.262059 149.536966 \r\nL 120.285124 151.465246 \r\nL 120.342785 150.507993 \r\nL 120.919395 150.425352 \r\nL 120.965523 149.213291 \r\nL 121.011652 151.244871 \r\nL 121.023184 150.687047 \r\nL 121.034717 150.687047 \r\nL 121.034717 149.020463 \r\nL 121.092378 153.551919 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153.441732 \r\nL 123.075916 153.441732 \r\nL 123.156641 151.871562 \r\nL 123.179706 152.450045 \r\nL 123.20277 152.553346 \r\nL 123.225834 153.469279 \r\nL 123.260431 150.755914 \r\nL 123.30656 152.656647 \r\nL 123.318092 152.656647 \r\nL 123.318092 150.294505 \r\nL 123.421882 153.118056 \r\nL 123.433414 153.118056 \r\nL 123.514139 155.914061 \r\nL 123.537204 153.593239 \r\nL 123.548736 153.593239 \r\nL 123.594865 141.162725 \r\nL 123.652526 142.739782 \r\nL 123.664058 142.739782 \r\nL 123.664058 143.180531 \r\nL 123.767848 141.934037 \r\nL 123.77938 141.934037 \r\nL 123.790912 142.243939 \r\nL 123.88317 138.456247 \r\nL 123.906234 138.4287 \r\nL 123.975427 139.985097 \r\nL 124.010024 139.695855 \r\nL 124.021556 139.695855 \r\nL 124.056153 138.607755 \r\nL 124.125346 141.569041 \r\nL 124.136878 141.569041 \r\nL 124.14841 140.41896 \r\nL 124.217604 142.980817 \r\nL 124.782681 142.980817 \r\nL 124.805746 141.328006 \r\nL 124.886471 143.814109 \r\nL 124.898003 143.814109 \r\nL 124.898003 144.337499 \r\nL 124.909535 143.53864 \r\nL 125.001793 143.814109 \r\nL 125.013325 143.814109 \r\nL 125.094051 145.611541 \r\nL 125.117115 144.950416 \r\nL 125.151712 144.977963 \r\nL 125.243969 146.582567 \r\nL 125.163244 144.234198 \r\nL 125.255501 145.039944 \r\nL 125.267034 145.039944 \r\nL 125.290098 146.252005 \r\nL 125.278566 144.847116 \r\nL 125.370823 145.928329 \r\nL 125.382356 145.928329 \r\nL 125.451549 146.658321 \r\nL 125.486145 143.504207 \r\nL 125.497678 143.504207 \r\nL 125.532274 139.764723 \r\nL 125.601467 142.285259 \r\nL 125.613 142.285259 \r\nL 125.716789 140.102171 \r\nL 125.728322 140.102171 \r\nL 125.751386 136.004578 \r\nL 125.832111 137.003151 \r\nL 125.843644 137.003151 \r\nL 125.866708 132.416601 \r\nL 125.947433 133.339421 \r\nL 125.958966 133.339421 \r\nL 125.98203 133.904131 \r\nL 126.062755 132.423488 \r\nL 126.074288 132.423488 \r\nL 126.08582 134.523935 \r\nL 126.155013 134.110732 \r\nL 126.720091 134.110732 \r\nL 126.76622 132.967538 \r\nL 126.823881 133.477155 \r\nL 126.835413 133.477155 \r\nL 126.916138 130.605396 \r\nL 126.939203 131.700383 \r\nL 126.950735 131.700383 \r\nL 126.950735 131.500669 \r\nL 127.042992 132.430375 \r\nL 127.054525 132.058492 \r\nL 127.089121 132.120473 \r\nL 127.100653 132.492355 \r\nL 127.192911 129.985592 \r\nL 127.204443 129.985592 \r\nL 127.308233 131.562649 \r\nL 127.319765 131.562649 \r\nL 127.412023 128.945699 \r\nL 127.423555 130.915298 \r\nL 127.435087 130.915298 \r\nL 127.515812 128.663343 \r\nL 127.538877 131.252747 \r\nL 127.550409 131.252747 \r\nL 127.60807 135.667129 \r\nL 127.654199 134.34488 \r\nL 127.665731 134.34488 \r\nL 127.688795 137.629842 \r\nL 127.769521 136.142312 \r\nL 127.781053 136.142312 \r\nL 127.850246 135.777316 \r\nL 127.861778 136.665702 \r\nL 127.884843 136.183632 \r\nL 127.896375 136.183632 \r\nL 127.988633 138.883223 \r\nL 127.954036 133.656209 \r\nL 128.000165 137.946631 \r\nL 128.011697 137.946631 \r\nL 128.011697 139.206899 \r\nL 128.023229 135.921937 \r\nL 128.092422 137.981064 \r\nL 128.6575 137.981064 \r\nL 128.680565 136.851643 \r\nL 128.76129 137.602295 \r\nL 128.772822 137.602295 \r\nL 128.818951 137.80201 \r\nL 128.830483 135.687789 \r\nL 128.876612 137.574748 \r\nL 128.888144 137.574748 \r\nL 128.888144 137.78135 \r\nL 128.96887 136.651929 \r\nL 128.991934 137.547201 \r\nL 129.014998 137.616068 \r\nL 129.014998 137.065132 \r\nL 129.095724 141.92715 \r\nL 129.118788 139.317086 \r\nL 129.13032 139.317086 \r\nL 129.141853 140.453394 \r\nL 129.222578 138.89011 \r\nL 129.23411 139.241332 \r\nL 129.245642 139.241332 \r\nL 129.3379 142.739782 \r\nL 129.349432 142.312806 \r\nL 129.360964 142.312806 \r\nL 129.372497 145.639088 \r\nL 129.407093 139.737176 \r\nL 129.464754 140.294999 \r\nL 129.476286 140.294999 \r\nL 129.54548 139.048505 \r\nL 129.580076 140.990557 \r\nL 129.591608 140.990557 \r\nL 129.695398 143.180531 \r\nL 129.70693 143.180531 \r\nL 129.81072 141.018104 \r\nL 129.822252 141.018104 \r\nL 129.902978 143.593734 \r\nL 129.868381 140.611788 \r\nL 129.926042 142.457427 \r\nL 129.937574 142.457427 \r\nL 129.972171 144.550987 \r\nL 130.029832 140.005757 \r\nL 130.59491 140.005757 \r\nL 130.629506 141.569041 \r\nL 130.664103 138.332286 \r\nL 130.698699 138.380493 \r\nL 130.710232 138.380493 \r\nL 130.744828 136.638155 \r\nL 130.814021 140.074625 \r\nL 130.825554 140.074625 \r\nL 130.929343 138.628415 \r\nL 130.940876 138.628415 \r\nL 130.998537 137.106452 \r\nL 130.96394 139.289539 \r\nL 131.044665 138.607755 \r\nL 131.06773 138.697282 \r\nL 131.06773 140.198585 \r\nL 131.125391 137.437014 \r\nL 131.17152 138.070591 \r\nL 131.183052 138.070591 \r\nL 131.194584 138.470021 \r\nL 131.286842 133.972998 \r\nL 131.298374 133.972998 \r\nL 131.33297 135.198833 \r\nL 131.356035 132.568109 \r\nL 131.402164 133.222346 \r\nL 131.413696 133.222346 \r\nL 131.517486 135.012891 \r\nL 131.529018 135.012891 \r\nL 131.586679 132.21 \r\nL 131.621275 136.149199 \r\nL 131.632808 136.011465 \r\nL 131.64434 136.011465 \r\nL 131.655872 136.383347 \r\nL 131.74813 134.682329 \r\nL 131.782726 134.634122 \r\nL 131.851919 137.836443 \r\nL 131.886516 132.891784 \r\nL 131.898048 132.891784 \r\nL 131.967241 134.461955 \r\nL 132.532319 134.461955 \r\nL 132.636109 132.203113 \r\nL 132.647641 132.203113 \r\nL 132.739899 126.982986 \r\nL 132.751431 128.201934 \r\nL 132.762963 128.201934 \r\nL 132.762963 128.015992 \r\nL 132.809092 129.021452 \r\nL 132.866753 128.745984 \r\nL 132.878285 128.745984 \r\nL 132.947478 127.892032 \r\nL 132.912882 129.269374 \r\nL 132.982075 128.263914 \r\nL 132.993607 128.263914 \r\nL 133.039736 125.626304 \r\nL 133.097397 126.528463 \r\nL 133.120461 126.432049 \r\nL 133.212719 122.499736 \r\nL 133.178122 127.14138 \r\nL 133.224251 124.579523 \r\nL 133.235783 124.579523 \r\nL 133.328041 119.95854 \r\nL 133.339573 120.110048 \r\nL 133.351105 120.110048 \r\nL 133.420298 119.751939 \r\nL 133.454895 120.54391 \r\nL 133.466427 120.54391 \r\nL 133.489492 122.238041 \r\nL 133.558685 119.896559 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135.415369 98.292945 \r\nL 135.519159 105.565313 \r\nL 135.530691 105.565313 \r\nL 135.588352 105.875215 \r\nL 135.634481 104.911075 \r\nL 135.646013 104.911075 \r\nL 135.692142 103.485526 \r\nL 135.749803 107.479818 \r\nL 135.761335 107.479818 \r\nL 135.807464 106.19889 \r\nL 135.772867 107.886134 \r\nL 135.84206 107.66576 \r\nL 136.407138 107.66576 \r\nL 136.407138 108.016982 \r\nL 136.499396 105.647953 \r\nL 136.510928 105.744367 \r\nL 136.52246 105.744367 \r\nL 136.580121 103.547506 \r\nL 136.62625 103.609486 \r\nL 136.637782 103.609486 \r\nL 136.73004 105.751254 \r\nL 136.741572 105.703047 \r\nL 136.753104 105.703047 \r\nL 136.787701 105.482672 \r\nL 136.856894 110.186296 \r\nL 136.868426 110.186296 \r\nL 136.914555 107.135483 \r\nL 136.972216 107.865474 \r\nL 136.983748 107.865474 \r\nL 137.029877 109.132629 \r\nL 137.087538 108.409524 \r\nL 137.09907 108.409524 \r\nL 137.179795 102.466292 \r\nL 137.20286 102.6178 \r\nL 137.214392 102.6178 \r\nL 137.214392 102.128843 \r\nL 137.283585 102.975909 \r\nL 137.318182 102.424972 \r\nL 137.329714 102.424972 \r\nL 137.352778 101.440172 \r\nL 137.433504 107.617553 \r\nL 137.445036 107.617553 \r\nL 137.479632 104.986829 \r\nL 137.548826 105.310504 \r\nL 137.560358 105.310504 \r\nL 137.560358 105.73748 \r\nL 137.606487 100.345185 \r\nL 137.664148 101.784508 \r\nL 137.67568 101.784508 \r\nL 137.767937 98.003703 \r\nL 137.77947 98.162098 \r\nL 138.35608 98.175871 \r\nL 138.402208 96.123631 \r\nL 138.459869 98.527093 \r\nL 138.471402 98.527093 \r\nL 138.575191 94.49148 \r\nL 138.586724 94.49148 \r\nL 138.62132 95.214585 \r\nL 138.690513 91.178972 \r\nL 138.702046 91.178972 \r\nL 138.72511 90.655582 \r\nL 138.805835 93.265646 \r\nL 138.817368 93.265646 \r\nL 138.898093 94.739402 \r\nL 138.921157 94.670535 \r\nL 138.93269 94.670535 \r\nL 138.944222 96.516173 \r\nL 139.036479 92.818009 \r\nL 139.048012 92.818009 \r\nL 139.059544 94.457047 \r\nL 139.071076 90.772656 \r\nL 139.151801 91.89519 \r\nL 139.163334 91.89519 \r\nL 139.163334 92.570088 \r\nL 139.244059 91.543968 \r\nL 139.267123 92.060471 \r\nL 139.278656 92.060471 \r\nL 139.313252 91.943397 \r\nL 139.382445 96.412873 \r\nL 139.40551 96.302685 \r\nL 139.440106 97.122204 \r\nL 139.5093 96.213158 \r\nL 139.532364 96.233818 \r\nL 139.532364 96.034104 \r\nL 139.613089 104.952395 \r\nL 139.636154 104.029576 \r\nL 139.647686 104.029576 \r\nL 139.647686 102.810628 \r\nL 139.705347 106.529452 \r\nL 139.716879 106.357284 \r\nL 140.281957 106.357284 \r\nL 140.328086 104.539193 \r\nL 140.385747 104.683813 \r\nL 140.408811 104.621833 \r\nL 140.501069 101.247344 \r\nL 140.512601 101.708754 \r\nL 140.524133 101.708754 \r\nL 140.581794 101.144044 \r\nL 140.627923 102.445632 \r\nL 140.639455 102.445632 \r\nL 140.685584 103.774768 \r\nL 140.743245 99.732268 \r\nL 140.754777 99.732268 \r\nL 140.777841 102.542046 \r\nL 140.858567 99.656514 \r\nL 140.870099 99.656514 \r\nL 140.962357 109.642246 \r\nL 140.973889 109.173949 \r\nL 140.985421 109.173949 \r\nL 141.008485 112.947867 \r\nL 141.089211 110.888741 \r\nL 141.100743 110.888741 \r\nL 141.193001 113.574558 \r\nL 141.123807 110.675253 \r\nL 141.204533 111.963068 \r\nL 141.216065 111.963068 \r\nL 141.227597 112.445137 \r\nL 141.319855 109.704226 \r\nL 141.331387 109.704226 \r\nL 141.331387 110.530632 \r\nL 141.435177 109.111969 \r\nL 141.458241 109.015555 \r\nL 141.50437 108.016982 \r\nL 141.562031 110.516858 \r\nL 141.573563 110.516858 \r\nL 141.60816 112.197216 \r\nL 141.654289 110.000355 \r\nL 142.230898 110.055449 \r\nL 142.242431 110.206956 \r\nL 142.311624 108.822727 \r\nL 142.334688 109.428758 \r\nL 142.34622 109.428758 \r\nL 142.34622 110.048562 \r\nL 142.415414 106.811807 \r\nL 142.45001 109.029329 \r\nL 142.461542 109.029329 \r\nL 142.530736 110.027902 \r\nL 142.565332 108.361317 \r\nL 142.576864 108.361317 \r\nL 142.576864 108.175376 \r\nL 142.646058 113.216449 \r\nL 142.680654 111.453451 \r\nL 142.692186 111.453451 \r\nL 142.772912 108.085849 \r\nL 142.795976 109.063762 \r\nL 142.807508 109.063762 \r\nL 142.842105 110.034788 \r\nL 142.911298 105.462012 \r\nL 142.92283 105.462012 \r\nL 142.980491 114.552471 \r\nL 142.934363 105.455125 \r\nL 143.02662 111.901087 \r\nL 143.038152 111.901087 \r\nL 143.141942 108.354431 \r\nL 143.153474 108.354431 \r\nL 143.153474 108.822727 \r\nL 143.257264 96.509287 \r\nL 143.268796 96.509287 \r\nL 143.372586 97.98993 \r\nL 143.384118 97.98993 \r\nL 143.464844 93.148571 \r\nL 143.487908 94.91157 \r\nL 143.510973 95.007984 \r\nL 143.568634 96.819189 \r\nL 143.522505 94.946003 \r\nL 143.591698 96.006557 \r\nL 144.17984 96.089197 \r\nL 144.225969 96.96381 \r\nL 144.272098 95.579581 \r\nL 144.28363 95.972123 \r\nL 144.306694 95.992783 \r\nL 144.329759 98.148324 \r\nL 144.410484 97.680028 \r\nL 144.422016 97.680028 \r\nL 144.502742 99.546327 \r\nL 144.525806 99.146897 \r\nL 144.537338 99.146897 \r\nL 144.560403 99.201991 \r\nL 144.641128 92.700935 \r\nL 144.65266 92.700935 \r\nL 144.75645 91.172085 \r\nL 144.767982 91.172085 \r\nL 144.767982 90.800203 \r\nL 144.86024 98.967843 \r\nL 144.871772 97.54918 \r\nL 144.883304 97.54918 \r\nL 144.940965 95.648448 \r\nL 144.987094 96.52306 \r\nL 145.021691 96.626361 \r\nL 145.079352 93.603094 \r\nL 145.12548 95.731088 \r\nL 145.137013 95.731088 \r\nL 145.217738 93.50668 \r\nL 145.160077 97.714461 \r\nL 145.240802 93.851016 \r\nL 145.252335 93.851016 \r\nL 145.298463 94.877136 \r\nL 145.344592 91.970944 \r\nL 145.356124 92.115565 \r\nL 145.367657 92.115565 \r\nL 145.471446 97.087771 \r\nL 145.482979 97.087771 \r\nL 145.517575 95.490053 \r\nL 145.529107 96.715888 \r\nL 146.094185 96.715888 \r\nL 146.140314 95.180151 \r\nL 146.197975 95.620901 \r\nL 146.209507 95.620901 \r\nL 146.244104 93.789036 \r\nL 146.301765 98.912749 \r\nL 146.313297 98.058797 \r\nL 146.324829 98.058797 \r\nL 146.336361 96.936263 \r\nL 146.428619 101.777621 \r\nL 146.440151 101.777621 \r\nL 146.474748 100.593107 \r\nL 146.543941 103.230717 \r\nL 146.567005 103.175624 \r\nL 146.567005 101.942902 \r\nL 146.601602 106.109363 \r\nL 146.670795 104.62872 \r\nL 146.682327 104.62872 \r\nL 146.705392 105.971629 \r\nL 146.786117 103.375338 \r\nL 146.820714 103.464866 \r\nL 146.889907 106.777374 \r\nL 146.85531 102.707327 \r\nL 146.924504 105.434465 \r\nL 146.936036 105.434465 \r\nL 147.028293 106.860014 \r\nL 146.970632 105.23475 \r\nL 147.039826 106.495019 \r\nL 147.051358 106.495019 \r\nL 147.132083 103.306471 \r\nL 147.155148 104.360138 \r\nL 147.16668 104.360138 \r\nL 147.16668 104.153537 \r\nL 147.247405 106.095589 \r\nL 147.270469 105.579086 \r\nL 147.293534 105.661727 \r\nL 147.305066 105.227864 \r\nL 147.397324 111.618732 \r\nL 147.408856 111.618732 \r\nL 147.420388 113.333523 \r\nL 147.466517 113.216449 \r\nL 148.043127 113.216449 \r\nL 148.054659 113.271543 \r\nL 148.146917 112.093915 \r\nL 148.158449 112.093915 \r\nL 148.204578 109.573379 \r\nL 148.262239 111.239963 \r\nL 148.273771 111.239963 \r\nL 148.342964 109.366777 \r\nL 148.377561 109.959035 \r\nL 148.389093 109.959035 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144.151558 \r\nL 345.889534 144.151558 \r\nL 345.935663 144.888436 \r\nL 345.993324 143.676375 \r\nL 346.004856 143.676375 \r\nL 346.085582 144.103351 \r\nL 346.062517 143.332039 \r\nL 346.108646 143.924296 \r\nL 346.120178 143.924296 \r\nL 346.166307 146.362192 \r\nL 346.223968 146.07295 \r\nL 346.247032 146.01097 \r\nL 346.304693 147.457179 \r\nL 346.350822 145.694181 \r\nL 346.373887 145.694181 \r\nL 346.431548 148.235378 \r\nL 346.408483 144.936643 \r\nL 346.477676 148.221604 \r\nL 346.489209 148.221604 \r\nL 346.592998 146.210685 \r\nL 346.604531 146.210685 \r\nL 346.627595 143.759015 \r\nL 346.696788 150.204977 \r\nL 346.70832 149.743568 \r\nL 346.719853 149.743568 \r\nL 346.777514 150.294505 \r\nL 346.823642 148.497073 \r\nL 346.835175 148.497073 \r\nL 346.9159 148.262925 \r\nL 346.938964 152.890795 \r\nL 346.950497 152.890795 \r\nL 346.950497 152.525799 \r\nL 347.008158 155.20473 \r\nL 347.01969 154.956808 \r\nL 347.584768 154.956808 \r\nL 347.584768 155.549066 \r\nL 347.653961 153.607013 \r\nL 347.688557 154.412758 \r\nL 347.70009 154.412758 \r\nL 347.803879 151.678734 \r\nL 347.826944 151.658074 \r\nL 347.838476 152.732401 \r\nL 347.930734 152.16769 \r\nL 347.942266 152.16769 \r\nL 348.046056 155.197843 \r\nL 348.057588 155.197843 \r\nL 348.126781 156.134436 \r\nL 348.161378 155.349351 \r\nL 348.17291 155.349351 \r\nL 348.230571 156.155096 \r\nL 348.242103 155.308031 \r\nL 348.2767 155.7901 \r\nL 348.288232 155.7901 \r\nL 348.380489 159.529585 \r\nL 348.357425 154.17861 \r\nL 348.392021 158.7445 \r\nL 348.415086 158.840914 \r\nL 348.426618 158.145356 \r\nL 348.495811 159.081949 \r\nL 348.518876 159.081949 \r\nL 348.530408 159.081949 \r\nL 348.588069 159.343644 \r\nL 348.634198 155.404445 \r\nL 348.64573 155.404445 \r\nL 348.64573 155.927835 \r\nL 348.726455 154.21993 \r\nL 348.74952 154.591813 \r\nL 348.761052 154.591813 \r\nL 348.772584 155.342464 \r\nL 348.853309 152.780607 \r\nL 348.864842 153.19381 \r\nL 348.876374 153.19381 \r\nL 348.91097 144.96419 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352.451356 164.040381 \r\nL 352.485952 161.051548 \r\nL 352.497484 163.39303 \r\nL 352.509017 163.39303 \r\nL 352.589742 160.8174 \r\nL 352.612806 161.82286 \r\nL 352.624339 161.82286 \r\nL 352.705064 161.430317 \r\nL 352.658935 162.380684 \r\nL 352.728128 161.574938 \r\nL 352.739661 161.574938 \r\nL 352.774257 163.282843 \r\nL 352.831918 160.810513 \r\nL 352.84345 161.079095 \r\nL 353.408528 161.079095 \r\nL 353.512318 163.028034 \r\nL 353.52385 163.028034 \r\nL 353.593043 163.399917 \r\nL 353.62764 162.125875 \r\nL 353.639172 162.125875 \r\nL 353.742962 164.405377 \r\nL 353.766026 164.384717 \r\nL 353.800623 165.638098 \r\nL 353.869816 161.450977 \r\nL 353.881348 161.450977 \r\nL 353.915945 162.587285 \r\nL 353.985138 161.988141 \r\nL 353.99667 161.988141 \r\nL 354.019735 163.158882 \r\nL 354.088928 160.913814 \r\nL 354.10046 160.975794 \r\nL 354.111992 160.975794 \r\nL 354.169653 162.415117 \r\nL 354.215782 160.500611 \r\nL 354.238846 160.479951 \r\nL 354.238846 160.968908 \r\nL 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356.049402 172.015193 \r\nL 356.049402 172.511036 \r\nL 356.130127 167.814299 \r\nL 356.153191 168.447876 \r\nL 356.164724 168.447876 \r\nL 356.164724 167.869393 \r\nL 356.268513 168.654478 \r\nL 356.280046 168.654478 \r\nL 356.30311 171.429823 \r\nL 356.372303 168.103541 \r\nL 356.383835 168.750892 \r\nL 356.395368 168.750892 \r\nL 356.4069 170.465683 \r\nL 356.499157 170.307289 \r\nL 356.522222 170.383042 \r\nL 356.579883 174.287808 \r\nL 356.626012 173.378762 \r\nL 356.637544 173.378762 \r\nL 356.637544 172.800278 \r\nL 356.718269 174.425542 \r\nL 357.294879 174.329128 \r\nL 357.387137 174.081207 \r\nL 357.398669 175.56185 \r\nL 357.410201 175.56185 \r\nL 357.433266 176.374482 \r\nL 357.513991 172.965559 \r\nL 357.525523 172.965559 \r\nL 357.606249 170.321062 \r\nL 357.548588 172.993106 \r\nL 357.629313 171.119921 \r\nL 357.640845 171.119921 \r\nL 357.675442 168.44099 \r\nL 357.733103 172.249341 \r\nL 357.744635 172.008306 \r\nL 357.756167 172.008306 \r\nL 357.756167 173.06886 \r\nL 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166.919026 \r\nL 361.400342 166.857046 \r\nL 361.411874 167.41487 \r\nL 361.434939 164.928767 \r\nL 361.504132 165.149142 \r\nL 361.538728 165.114708 \r\nL 361.642518 173.771305 \r\nL 361.65405 173.771305 \r\nL 361.65405 172.917352 \r\nL 361.688647 174.356675 \r\nL 361.75784 173.08952 \r\nL 361.780905 173.082633 \r\nL 361.873162 176.808344 \r\nL 361.884694 175.010913 \r\nL 361.896227 175.010913 \r\nL 361.953888 172.621224 \r\nL 362.000016 178.481815 \r\nL 362.011549 178.481815 \r\nL 362.011549 178.22012 \r\nL 362.092274 180.850844 \r\nL 362.115338 179.618123 \r\nL 362.126871 179.618123 \r\nL 362.196064 185.375414 \r\nL 362.23066 184.693629 \r\nL 362.242193 184.693629 \r\nL 362.276789 181.663476 \r\nL 362.345982 181.663476 \r\nL 362.357515 181.663476 \r\nL 362.369047 180.761317 \r\nL 362.461304 184.156466 \r\nL 362.472837 184.156466 \r\nL 362.518965 182.379694 \r\nL 362.530498 183.577982 \r\nL 363.095575 183.577982 \r\nL 363.187833 181.890738 \r\nL 363.199365 182.861764 \r\nL 363.210897 182.861764 \r\nL 363.280091 182.655163 \r\nL 363.314687 184.762496 \r\nL 363.326219 184.762496 \r\nL 363.326219 185.065512 \r\nL 363.38388 184.211559 \r\nL 363.430009 184.790043 \r\nL 363.441541 184.790043 \r\nL 363.48767 183.915431 \r\nL 363.545331 186.208706 \r\nL 363.556863 186.208706 \r\nL 363.602992 189.92753 \r\nL 363.660653 189.114898 \r\nL 363.672185 189.114898 \r\nL 363.752911 186.649455 \r\nL 363.775975 187.406994 \r\nL 363.787507 187.406994 \r\nL 363.822104 184.452594 \r\nL 363.891297 185.712863 \r\nL 363.902829 185.712863 \r\nL 363.995087 184.75561 \r\nL 364.006619 185.306547 \r\nL 364.018151 185.306547 \r\nL 364.041216 185.568242 \r\nL 364.121941 180.816411 \r\nL 364.145005 180.79575 \r\nL 364.191134 183.405814 \r\nL 364.248795 181.078106 \r\nL 364.260327 181.078106 \r\nL 364.294924 180.871504 \r\nL 364.306456 183.33006 \r\nL 365.032985 183.33006 \r\nL 365.090646 181.897624 \r\nL 365.136775 182.104226 \r\nL 365.159839 182.207526 \r\nL 365.159839 181.82187 \r\nL 365.252097 185.168812 \r\nL 365.263629 185.093058 \r\nL 365.275161 185.093058 \r\nL 365.355886 183.364494 \r\nL 365.286693 185.210133 \r\nL 365.378951 183.481568 \r\nL 365.402015 183.467795 \r\nL 365.402015 183.295627 \r\nL 365.505805 190.87101 \r\nL 365.528869 190.97431 \r\nL 365.632659 188.412453 \r\nL 365.644191 188.412453 \r\nL 365.678788 188.006137 \r\nL 365.747981 190.264979 \r\nL 365.759513 190.264979 \r\nL 365.828707 188.219626 \r\nL 365.863303 189.90687 \r\nL 365.874835 189.90687 \r\nL 365.967093 188.295379 \r\nL 365.978625 188.563961 \r\nL 365.990157 188.563961 \r\nL 366.082415 195.09945 \r\nL 366.093947 194.748228 \r\nL 366.105479 194.748228 \r\nL 366.117011 195.553973 \r\nL 366.117011 194.589834 \r\nL 366.128544 195.07879 \r\nL 366.993459 194.968603 \r\nL 367.004991 196.215098 \r\nL 367.097248 191.662981 \r\nL 367.108781 191.662981 \r\nL 367.108781 191.256665 \r\nL 367.177974 198.494599 \r\nL 367.21257 196.621414 \r\nL 367.224103 196.621414 \r\nL 367.281764 195.781235 \r\nL 367.327892 196.04293 \r\nL 367.339425 196.04293 \r\nL 367.339425 195.739915 \r\nL 367.443214 201.035796 \r\nL 367.454747 201.035796 \r\nL 367.52394 199.155724 \r\nL 367.558536 199.713547 \r\nL 367.570069 199.713547 \r\nL 367.639262 201.834654 \r\nL 367.673858 199.961469 \r\nL 367.685391 199.961469 \r\nL 367.719987 203.852461 \r\nL 367.78918 202.24097 \r\nL 367.800713 202.24097 \r\nL 367.846841 201.786447 \r\nL 367.904502 204.933675 \r\nL 367.916035 204.933675 \r\nL 367.939099 206.848181 \r\nL 367.985228 204.913015 \r\nL 368.019824 205.202256 \r\nL 368.031357 205.202256 \r\nL 368.135146 201.400792 \r\nL 368.146679 201.400792 \r\nL 368.250468 206.531392 \r\nL 368.262001 206.531392 \r\nL 368.262001 206.407431 \r\nL 368.296597 209.988521 \r\nL 368.342726 209.520225 \r\nL 368.907804 209.520225 \r\nL 368.907804 210.904454 \r\nL 369.000061 209.024381 \r\nL 369.011593 209.162116 \r\nL 369.023126 209.162116 \r\nL 369.080787 205.188483 \r\nL 369.126915 207.020348 \r\nL 369.138448 207.020348 \r\nL 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228.933865 \r\nL 388.731654 228.933865 \r\nL 388.789315 231.599022 \r\nL 388.835444 230.78639 \r\nL 388.846976 230.78639 \r\nL 388.858508 230.125266 \r\nL 388.950766 234.126445 \r\nL 388.962298 234.126445 \r\nL 388.97383 232.583822 \r\nL 389.043023 238.781862 \r\nL 389.066088 237.686875 \r\nL 389.07762 237.686875 \r\nL 389.100684 237.576688 \r\nL 389.18141 239.077991 \r\nL 389.192942 239.077991 \r\nL 389.250603 236.137365 \r\nL 389.227538 241.157778 \r\nL 389.296732 236.523021 \r\nL 389.308264 236.523021 \r\nL 389.331328 233.162306 \r\nL 389.412054 237.3632 \r\nL 389.423586 237.3632 \r\nL 389.423586 237.84527 \r\nL 389.515843 235.014831 \r\nL 389.527376 236.770943 \r\nL 389.538908 236.770943 \r\nL 389.538908 235.490014 \r\nL 389.585037 236.908677 \r\nL 389.642698 236.832923 \r\nL 390.219308 236.846696 \r\nL 390.265436 237.197919 \r\nL 390.323097 233.80277 \r\nL 390.357694 233.86475 \r\nL 390.357694 234.484554 \r\nL 390.392291 227.466995 \r\nL 390.461484 228.128119 \r\nL 390.49608 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351.868554 \r\nL 482.084805 351.71016 \r\nL 482.142466 353.452498 \r\nL 482.188595 352.522792 \r\nL 482.200127 352.522792 \r\nL 482.200127 353.135709 \r\nL 482.303917 345.63608 \r\nL 482.326982 345.663627 \r\nL 482.350046 346.104376 \r\nL 482.37311 345.036936 \r\nL 482.430771 345.952869 \r\nL 482.442304 345.952869 \r\nL 482.4769 344.720147 \r\nL 482.499965 346.648427 \r\nL 482.546093 345.215991 \r\nL 482.557626 345.215991 \r\nL 482.638351 351.875441 \r\nL 482.649883 350.938848 \r\nL 483.214961 350.938848 \r\nL 483.226493 355.81464 \r\nL 483.318751 354.816067 \r\nL 483.330283 354.816067 \r\nL 483.376412 355.201722 \r\nL 483.422541 350.801114 \r\nL 483.434073 351.696386 \r\nL 483.445605 351.696386 \r\nL 483.514798 353.817493 \r\nL 483.549395 353.721079 \r\nL 483.560927 353.721079 \r\nL 483.641652 352.887787 \r\nL 483.653185 354.87116 \r\nL 483.664717 354.38909 \r\nL 483.676249 354.38909 \r\nL 483.687781 352.632979 \r\nL 483.768507 357.44679 \r\nL 483.780039 357.295283 \r\nL 483.791571 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps = Steps.read_dataframe(df_gbpusd_h1,start = 'Time',weight='Open',convert_delta=True)\n",
    "ax = gbpusd_h1_open_steps.plot()\n",
    "gbpusd_h1_open_steps.smooth_plot(ax=ax,linewidth=3);"
   ]
  },
  {
   "source": [
    "We got a nice visual of the data and a quick smooth plot, this is handy to get a feel for the data, if we want to understand the data more than just a quick visual, but hey, we're busy people, so we want understanding, quickly, HotStepper has this covered, we can use the summary() method on the steps, this will create a very nice summary of our dataset in one line of code."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1584x864 with 4 Axes>",
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128.620738 114.33746 \r\nL 128.650007 114.246407 \r\nL 128.752448 116.835732 \r\nL 128.767083 116.835732 \r\nL 128.781717 117.057675 \r\nL 128.825621 116.346321 \r\nL 128.869524 116.591027 \r\nL 128.884159 116.591027 \r\nL 128.884159 116.773133 \r\nL 128.913428 116.112998 \r\nL 128.9866 116.175597 \r\nL 129.001235 116.175597 \r\nL 129.103677 117.393433 \r\nL 129.118311 117.393433 \r\nL 129.132946 120.75102 \r\nL 129.220753 119.914469 \r\nL 129.250022 119.897396 \r\nL 129.337829 120.369735 \r\nL 129.279291 119.647 \r\nL 129.352463 119.846179 \r\nL 129.367098 119.846179 \r\nL 129.367098 119.988449 \r\nL 129.469539 115.145557 \r\nL 129.484174 115.145557 \r\nL 129.557347 116.898331 \r\nL 129.586616 116.517046 \r\nL 129.689057 116.608099 \r\nL 129.689057 116.704843 \r\nL 129.776864 114.582166 \r\nL 129.791499 116.443065 \r\nL 129.806133 116.443065 \r\nL 129.879306 122.885079 \r\nL 129.908575 121.752605 \r\nL 129.937844 121.832277 \r\nL 129.937844 121.553426 \r\nL 130.040285 122.13389 \r\nL 130.05492 122.13389 \r\nL 130.128093 125.764637 \r\nL 130.157362 125.132955 \r\nL 130.171996 125.132955 \r\nL 130.186631 128.405179 \r\nL 130.259803 127.056454 \r\nL 131.006163 127.136125 \r\nL 131.064701 127.801952 \r\nL 131.108605 125.7874 \r\nL 131.123239 125.7874 \r\nL 131.225681 127.682445 \r\nL 131.240316 127.682445 \r\nL 131.269585 131.011577 \r\nL 131.342757 130.231934 \r\nL 131.357392 130.231934 \r\nL 131.372026 128.854754 \r\nL 131.459833 129.37831 \r\nL 131.474468 129.37831 \r\nL 131.576909 132.718825 \r\nL 131.606178 132.701752 \r\nL 131.664716 135.439039 \r\nL 131.70862 134.465908 \r\nL 131.723254 134.465908 \r\nL 131.723254 133.805772 \r\nL 131.811062 135.632527 \r\nL 131.825696 134.101695 \r\nL 131.840331 134.101695 \r\nL 131.854965 132.889549 \r\nL 131.942772 135.780488 \r\nL 131.957407 135.780488 \r\nL 132.059848 133.777318 \r\nL 132.089117 133.731791 \r\nL 132.191559 135.478875 \r\nL 132.206193 135.478875 \r\nL 132.279366 129.793741 \r\nL 132.308635 130.032755 \r\nL 132.323269 130.032755 \r\nL 132.323269 129.827886 \r\nL 132.352539 132.144051 \r\nL 132.425711 131.717239 \r\nL 132.440346 131.717239 \r\nL 132.542787 134.41469 \r\nL 132.557422 134.41469 \r\nL 132.572056 133.139946 \r\nL 132.645229 137.510499 \r\nL 132.659863 137.060924 \r\nL 132.674498 137.060924 \r\nL 132.703767 137.874712 \r\nL 132.718401 136.645494 \r\nL 133.435492 136.645494 \r\nL 133.5233 136.093484 \r\nL 133.450127 137.755205 \r\nL 133.537934 136.378025 \r\nL 133.567203 136.474769 \r\nL 133.65501 135.598382 \r\nL 133.669645 135.939831 \r\nL 133.684279 135.939831 \r\nL 133.742817 131.99609 \r\nL 133.786721 132.633462 \r\nL 133.801355 132.633462 \r\nL 133.801355 131.905037 \r\nL 133.830624 134.300874 \r\nL 133.903797 133.037511 \r\nL 133.918431 133.037511 \r\nL 134.020873 139.991699 \r\nL 134.035508 139.991699 \r\nL 134.064777 137.533262 \r\nL 134.137949 138.734026 \r\nL 134.152584 138.734026 \r\nL 134.167218 138.216161 \r\nL 134.255025 139.291727 \r\nL 134.26966 139.291727 \r\nL 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284.610012 31.137601 \r\nL 284.639281 32.679815 \r\nL 284.683185 32.742414 \r\nL 284.697819 35.172396 \r\nL 284.785626 34.267555 \r\nL 284.844165 34.290318 \r\nL 284.946606 33.82367 \r\nL 284.961241 33.82367 \r\nL 284.99051 35.519536 \r\nL 285.049048 33.772453 \r\nL 285.063682 34.92769 \r\nL 285.078317 34.92769 \r\nL 285.092951 35.291903 \r\nL 285.151489 34.739893 \r\nL 285.897849 34.671603 \r\nL 285.912484 34.569168 \r\nL 285.941753 34.899236 \r\nL 286.000291 34.78542 \r\nL 286.044195 34.711439 \r\nL 286.117367 33.493603 \r\nL 286.146636 34.187883 \r\nL 286.175905 34.187883 \r\nL 286.175905 34.631768 \r\nL 286.278347 34.36999 \r\nL 286.292981 34.36999 \r\nL 286.380788 34.358608 \r\nL 286.395423 35.166705 \r\nL 286.410057 35.166705 \r\nL 286.48323 37.016223 \r\nL 286.512499 36.669083 \r\nL 286.541768 36.674774 \r\nL 286.541768 36.782899 \r\nL 286.629575 36.202435 \r\nL 286.64421 36.361778 \r\nL 286.673479 36.407305 \r\nL 286.77592 37.636523 \r\nL 286.790555 37.636523 \r\nL 286.849093 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367.499894 157.206444 \r\nL 367.514529 157.206444 \r\nL 367.61697 161.963973 \r\nL 367.646239 162.043645 \r\nL 367.748681 160.831499 \r\nL 367.821854 160.848572 \r\nL 367.909661 168.001939 \r\nL 367.924295 167.87674 \r\nL 367.93893 167.87674 \r\nL 368.041371 148.664516 \r\nL 368.056006 148.664516 \r\nL 368.099909 148.294612 \r\nL 368.158447 153.979746 \r\nL 368.173082 153.979746 \r\nL 368.187716 152.938325 \r\nL 368.216985 156.643052 \r\nL 368.275523 155.709757 \r\nL 368.290158 155.709757 \r\nL 368.363331 163.261481 \r\nL 368.3926 161.554234 \r\nL 368.407234 161.554234 \r\nL 368.465772 160.1486 \r\nL 368.509676 160.871335 \r\nL 368.538945 160.911171 \r\nL 368.582848 162.811906 \r\nL 368.641386 153.626915 \r\nL 368.656021 153.626915 \r\nL 368.656021 154.890278 \r\nL 368.699924 148.931985 \r\nL 368.743828 149.136854 \r\nL 369.460919 149.136854 \r\nL 369.460919 148.840931 \r\nL 369.534092 151.913977 \r\nL 369.563361 150.343309 \r\nL 369.577995 150.343309 \r\nL 369.621899 156.00568 \r\nL 369.680437 153.000924 \r\nL 369.695071 153.000924 \r\nL 369.782878 149.125473 \r\nL 369.797513 150.132749 \r\nL 369.812147 150.132749 \r\nL 369.826782 149.131163 \r\nL 369.88532 151.487165 \r\nL 369.914589 150.684759 \r\nL 369.943858 150.707522 \r\nL 369.973127 149.950642 \r\nL 370.0463 153.746422 \r\nL 370.060934 153.746422 \r\nL 370.119472 156.21055 \r\nL 370.163376 156.14226 \r\nL 370.192645 156.159332 \r\nL 370.192645 156.76825 \r\nL 370.236548 154.361031 \r\nL 370.295086 155.73252 \r\nL 370.309721 155.73252 \r\nL 370.382893 151.572527 \r\nL 370.412162 154.116326 \r\nL 370.426797 154.116326 \r\nL 370.426797 152.147301 \r\nL 370.4707 155.04393 \r\nL 370.529238 153.93991 \r\nL 370.543873 153.93991 \r\nL 370.573142 154.440703 \r\nL 370.617046 153.467572 \r\nL 370.646315 153.87162 \r\nL 370.660949 153.87162 \r\nL 370.675584 149.705937 \r\nL 370.763391 157.024337 \r\nL 370.778025 157.024337 \r\nL 370.79266 154.856133 \r\nL 370.807294 157.570657 \r\nL 370.880467 155.971535 \r\nL 370.895101 155.971535 \r\nL 370.909736 155.100839 \r\nL 370.997543 156.301603 \r\nL 371.012177 156.301603 \r\nL 371.012177 158.378754 \r\nL 371.114619 152.534277 \r\nL 371.129254 152.534277 \r\nL 371.173157 154.435012 \r\nL 371.202426 153.905765 \r\nL 371.919517 153.905765 \r\nL 371.934152 153.211485 \r\nL 372.021959 155.760974 \r\nL 372.036593 155.760974 \r\nL 372.036593 155.373998 \r\nL 372.1244 159.511228 \r\nL 372.139035 159.482774 \r\nL 372.168304 159.488465 \r\nL 372.212207 157.638947 \r\nL 372.270746 158.680367 \r\nL 372.28538 158.680367 \r\nL 372.28538 158.179575 \r\nL 372.387822 159.955112 \r\nL 372.402456 159.955112 \r\nL 372.460994 158.737276 \r\nL 372.431725 160.865644 \r\nL 372.504898 159.368957 \r\nL 372.519532 159.368957 \r\nL 372.563436 155.721139 \r\nL 372.621974 157.32026 \r\nL 372.636608 157.32026 \r\nL 372.695146 154.708172 \r\nL 372.73905 155.436597 \r\nL 372.753684 155.436597 \r\nL 372.797588 161.053441 \r\nL 372.856126 159.59659 \r\nL 372.870761 159.59659 \r\nL 372.90003 157.024337 \r\nL 372.973202 157.189371 \r\nL 372.987837 157.189371 \r\nL 373.017106 157.59342 \r\nL 373.090278 156.591835 \r\nL 373.104913 156.591835 \r\nL 373.104913 156.022752 \r\nL 373.163451 159.562445 \r\nL 373.207354 157.1097 \r\nL 373.236623 157.069864 \r\nL 373.251258 156.159332 \r\nL 373.280527 157.445458 \r\nL 373.339065 156.739796 \r\nL 373.353699 156.739796 \r\nL 373.412238 157.325951 \r\nL 373.441507 156.495091 \r\nL 373.456141 157.018647 \r\nL 373.470776 157.018647 \r\nL 373.543948 151.555455 \r\nL 373.48541 157.582038 \r\nL 373.573217 151.970885 \r\nL 373.587852 151.970885 \r\nL 373.602486 153.291156 \r\nL 373.661024 152.14161 \r\nL 374.39275 152.067629 \r\nL 374.451288 151.771706 \r\nL 374.436653 152.733456 \r\nL 374.495192 151.999339 \r\nL 374.509826 151.999339 \r\nL 374.612268 149.125473 \r\nL 374.626902 149.125473 \r\nL 374.626902 148.550699 \r\nL 374.714709 154.412249 \r\nL 374.729344 153.598461 \r\nL 374.743978 153.598461 \r\nL 374.773247 153.86593 \r\nL 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136.326807 \r\nL 385.485711 134.465908 \r\nL 385.500345 134.465908 \r\nL 385.500345 136.969871 \r\nL 385.588152 132.377375 \r\nL 385.602787 133.327743 \r\nL 385.617421 133.327743 \r\nL 385.719863 118.161695 \r\nL 385.734498 118.161695 \r\nL 385.822305 124.040317 \r\nL 385.836939 122.788335 \r\nL 385.851574 122.788335 \r\nL 385.851574 123.693176 \r\nL 385.910112 120.825001 \r\nL 385.954015 122.082673 \r\nL 386.671106 122.082673 \r\nL 386.671106 121.547735 \r\nL 386.758913 123.681795 \r\nL 386.773548 123.624886 \r\nL 386.788182 123.624886 \r\nL 386.832086 124.125679 \r\nL 386.890624 117.99097 \r\nL 386.905259 117.99097 \r\nL 386.963797 113.347257 \r\nL 387.0077 114.035847 \r\nL 387.036969 114.041537 \r\nL 387.066238 115.014668 \r\nL 387.139411 114.67891 \r\nL 387.154045 114.67891 \r\nL 387.197949 108.356403 \r\nL 387.16868 115.555297 \r\nL 387.256487 110.075032 \r\nL 387.271121 110.075032 \r\nL 387.30039 107.280837 \r\nL 387.373563 109.198645 \r\nL 387.388198 109.198645 \r\nL 387.432101 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132.155433 \r\nL 434.628406 132.155433 \r\nL 434.686944 131.193683 \r\nL 434.657675 134.869956 \r\nL 434.730847 133.504158 \r\nL 434.745482 133.504158 \r\nL 434.789385 134.938246 \r\nL 434.760116 133.259453 \r\nL 434.847923 134.699232 \r\nL 434.862558 134.699232 \r\nL 434.93573 135.347986 \r\nL 434.921096 133.640738 \r\nL 434.964999 134.585415 \r\nL 434.979634 134.585415 \r\nL 434.994268 138.090963 \r\nL 435.082076 137.464972 \r\nL 435.09671 137.464972 \r\nL 435.111345 136.27559 \r\nL 435.125979 137.095069 \r\nL 435.84307 137.095069 \r\nL 435.84307 135.683744 \r\nL 435.945512 135.695126 \r\nL 435.960146 135.695126 \r\nL 436.00405 134.187057 \r\nL 436.062588 136.730856 \r\nL 436.077222 136.730856 \r\nL 436.13576 137.766586 \r\nL 436.106491 135.530092 \r\nL 436.179664 137.544644 \r\nL 436.208933 137.573098 \r\nL 436.252837 138.153562 \r\nL 436.311375 137.066615 \r\nL 436.326009 137.066615 \r\nL 436.399182 138.984423 \r\nL 436.355278 136.304044 \r\nL 436.428451 138.82508 \r\nL 436.443085 138.82508 \r\nL 436.443085 139.44538 \r\nL 436.45772 137.834876 \r\nL 436.545527 138.472248 \r\nL 436.58943 138.529157 \r\nL 436.677237 139.371399 \r\nL 436.647968 137.783659 \r\nL 436.691872 139.041331 \r\nL 436.706507 139.041331 \r\nL 436.735776 136.008121 \r\nL 436.808948 140.811177 \r\nL 436.823583 140.811177 \r\nL 436.823583 139.803901 \r\nL 436.926024 140.41282 \r\nL 436.940659 140.41282 \r\nL 436.955293 139.798211 \r\nL 437.0431 140.128278 \r\nL 437.057735 140.128278 \r\nL 437.130907 137.703987 \r\nL 437.160176 138.142181 \r\nL 437.174811 138.142181 \r\nL 437.218714 139.951863 \r\nL 437.277253 139.502288 \r\nL 437.291887 139.502288 \r\nL 437.379694 138.773862 \r\nL 437.394329 139.280346 \r\nL 437.408963 139.280346 \r\nL 437.467501 134.437454 \r\nL 437.511405 135.063444 \r\nL 437.526039 135.063444 \r\nL 437.569943 137.095069 \r\nL 437.584577 136.543059 \r\nL 438.301668 136.543059 \r\nL 438.301668 137.413755 \r\nL 438.374841 134.978082 \r\nL 438.40411 135.222787 \r\nL 438.433379 135.285387 \r\nL 438.448014 134.096004 \r\nL 438.535821 137.65277 \r\nL 438.550455 137.65277 \r\nL 438.550455 137.134905 \r\nL 438.638262 139.047022 \r\nL 438.652897 138.881988 \r\nL 438.667531 138.881988 \r\nL 438.6968 139.018568 \r\nL 438.740704 138.011292 \r\nL 438.769973 138.096654 \r\nL 438.784607 138.096654 \r\nL 438.784607 139.047022 \r\nL 438.887049 136.292663 \r\nL 438.901683 136.292663 \r\nL 438.974856 133.492777 \r\nL 439.004125 134.050478 \r\nL 439.01876 134.050478 \r\nL 439.033394 134.443144 \r\nL 439.091932 132.747279 \r\nL 439.121201 133.043202 \r\nL 439.15047 132.957839 \r\nL 439.223643 129.23604 \r\nL 439.252912 129.543344 \r\nL 439.282181 129.452291 \r\nL 439.326084 128.678339 \r\nL 439.384622 129.389692 \r\nL 439.413891 129.321402 \r\nL 439.44316 129.879103 \r\nL 439.501699 128.735247 \r\nL 439.516333 128.746629 \r\nL 439.530968 128.746629 \r\nL 439.545602 127.466193 \r\nL 439.589506 131.728621 \r\nL 439.633409 128.843373 \r\nL 439.648044 128.843373 \r\nL 439.662678 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196.057705 \r\nL 492.624981 195.380497 \r\nL 492.639615 195.380497 \r\nL 492.683519 188.551507 \r\nL 492.742057 189.285623 \r\nL 492.771326 189.365295 \r\nL 492.873768 190.218919 \r\nL 492.888402 190.218919 \r\nL 492.888402 189.81487 \r\nL 492.990844 193.74723 \r\nL 493.005478 193.74723 \r\nL 493.034747 191.33432 \r\nL 493.10792 192.244852 \r\nL 493.122554 192.244852 \r\nL 493.181092 194.077298 \r\nL 493.224996 193.741539 \r\nL 493.23963 193.741539 \r\nL 493.268899 191.174977 \r\nL 493.342072 192.734263 \r\nL 493.356707 192.734263 \r\nL 493.371341 190.896127 \r\nL 493.459148 192.199326 \r\nL 493.473783 192.199326 \r\nL 493.576224 193.092785 \r\nL 493.590859 193.092785 \r\nL 493.634762 191.174977 \r\nL 493.664031 195.363424 \r\nL 493.6933 192.096891 \r\nL 493.707935 192.096891 \r\nL 493.707935 186.815806 \r\nL 493.810376 187.931207 \r\nL 493.825011 187.931207 \r\nL 493.839645 188.887266 \r\nL 493.927453 188.64256 \r\nL 493.942087 188.64256 \r\nL 493.942087 189.393749 \r\nL 494.044529 184.761418 \r\nL 494.059163 184.761418 \r\nL 494.073798 180.089251 \r\nL 494.14697 183.446837 \r\nL 494.849427 183.446837 \r\nL 494.922599 182.172092 \r\nL 494.951868 182.274527 \r\nL 494.966503 182.274527 \r\nL 495.010407 184.681746 \r\nL 495.068945 183.378547 \r\nL 495.083579 183.378547 \r\nL 495.171386 187.498704 \r\nL 495.186021 187.100347 \r\nL 495.21529 187.157255 \r\nL 495.317731 189.149044 \r\nL 495.332366 189.149044 \r\nL 495.332366 188.659633 \r\nL 495.376269 195.426024 \r\nL 495.434807 195.010593 \r\nL 495.464076 195.039047 \r\nL 495.478711 194.805724 \r\nL 495.478711 196.040633 \r\nL 495.566518 195.198391 \r\nL 495.581153 195.198391 \r\nL 495.683594 198.174692 \r\nL 495.698229 198.174692 \r\nL 495.771401 200.530693 \r\nL 495.712863 197.531629 \r\nL 495.80067 199.642925 \r\nL 495.815305 199.642925 \r\nL 495.873843 188.790522 \r\nL 495.917746 190.048194 \r\nL 495.947015 189.979904 \r\nL 495.947015 188.955556 \r\nL 496.005553 191.135142 \r\nL 496.049457 189.655527 \r\nL 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169.743331 \r\nL 510.84495 172.822067 \r\nL 510.918122 171.086366 \r\nL 510.932757 171.086366 \r\nL 510.97666 169.430336 \r\nL 511.035198 169.487244 \r\nL 511.049833 169.487244 \r\nL 511.108371 167.165387 \r\nL 511.152274 169.447408 \r\nL 511.166909 169.447408 \r\nL 511.166909 171.131892 \r\nL 511.254716 167.222296 \r\nL 511.269351 168.679147 \r\nL 511.29862 168.610857 \r\nL 511.342523 171.052221 \r\nL 512.059614 171.052221 \r\nL 512.118152 169.04336 \r\nL 512.162056 169.623824 \r\nL 512.191325 169.731949 \r\nL 512.293766 165.264652 \r\nL 512.308401 165.264652 \r\nL 512.323035 166.459725 \r\nL 512.410843 166.345909 \r\nL 512.440112 166.300382 \r\nL 512.440112 166.573542 \r\nL 512.542553 162.419239 \r\nL 512.557188 162.419239 \r\nL 512.557188 161.59407 \r\nL 512.659629 172.844831 \r\nL 512.674264 172.844831 \r\nL 512.762071 173.897633 \r\nL 512.688898 172.122096 \r\nL 512.776705 173.305787 \r\nL 512.79134 173.305787 \r\nL 512.835243 174.512242 \r\nL 512.893781 172.941575 \r\nL 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181.073763 \r\nL 514.884075 181.033927 \r\nL 514.913344 180.658333 \r\nL 514.971882 181.699754 \r\nL 514.986517 181.016855 \r\nL 515.001151 181.016855 \r\nL 515.045055 178.410457 \r\nL 515.103593 178.70638 \r\nL 515.118227 178.70638 \r\nL 515.118227 177.926737 \r\nL 515.176766 179.53155 \r\nL 515.220669 178.91125 \r\nL 515.249938 178.820197 \r\nL 515.337745 178.393385 \r\nL 515.293842 178.939704 \r\nL 515.35238 178.649472 \r\nL 515.367014 178.649472 \r\nL 515.381649 180.339647 \r\nL 515.469456 177.818611 \r\nL 515.48409 177.818611 \r\nL 515.48409 176.936534 \r\nL 515.586532 179.269772 \r\nL 515.601166 179.269772 \r\nL 515.615801 178.968158 \r\nL 515.703608 180.174613 \r\nL 515.718242 180.174613 \r\nL 515.80605 174.580532 \r\nL 515.820684 175.582117 \r\nL 515.835319 175.582117 \r\nL 515.923126 179.081975 \r\nL 515.93776 178.740525 \r\nL 515.952395 178.740525 \r\nL 516.054836 181.312778 \r\nL 516.069471 181.312778 \r\nL 516.069471 180.561589 \r\nL 516.171912 184.266316 \r\nL 516.186547 184.266316 \r\nL 516.245085 183.25904 \r\nL 516.259719 184.64191 \r\nL 516.976811 184.64191 \r\nL 517.064618 183.321639 \r\nL 517.079252 183.498055 \r\nL 517.093887 183.498055 \r\nL 517.152425 184.835398 \r\nL 517.196328 182.388344 \r\nL 517.225597 182.462325 \r\nL 517.328039 180.874584 \r\nL 517.357308 180.863203 \r\nL 517.45975 175.434156 \r\nL 517.474384 175.434156 \r\nL 517.474384 174.796783 \r\nL 517.562191 178.308022 \r\nL 517.576826 177.659268 \r\nL 517.59146 177.659268 \r\nL 517.59146 176.725973 \r\nL 517.635364 178.285259 \r\nL 517.693902 178.285259 \r\nL 517.723171 178.285259 \r\nL 517.825612 179.639675 \r\nL 517.840247 179.639675 \r\nL 517.854881 180.56728 \r\nL 517.928054 169.128722 \r\nL 517.942688 169.350664 \r\nL 517.957323 169.350664 \r\nL 518.001227 170.750607 \r\nL 517.971958 168.360461 \r\nL 518.059765 170.42623 \r\nL 518.074399 170.42623 \r\nL 518.147572 171.831864 \r\nL 518.176841 170.915641 \r\nL 518.191475 170.915641 \r\nL 518.191475 167.313349 \r\nL 518.250013 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168.730364 \r\nL 520.1525 168.730364 \r\nL 520.196403 169.447408 \r\nL 520.254942 169.447408 \r\nL 520.269576 169.447408 \r\nL 520.269576 169.686423 \r\nL 520.372018 164.024052 \r\nL 520.386652 164.024052 \r\nL 520.44519 163.284245 \r\nL 520.415921 165.156526 \r\nL 520.489094 164.211849 \r\nL 520.503728 164.211849 \r\nL 520.518363 164.638661 \r\nL 520.591535 163.745202 \r\nL 520.60617 163.932999 \r\nL 520.620804 163.932999 \r\nL 520.620804 162.772071 \r\nL 520.723246 165.150835 \r\nL 520.73788 165.150835 \r\nL 520.781784 167.233677 \r\nL 520.840322 166.414198 \r\nL 520.884226 166.391435 \r\nL 520.913495 166.738575 \r\nL 520.986667 165.657319 \r\nL 521.001302 165.657319 \r\nL 521.089109 169.094577 \r\nL 521.103743 167.563745 \r\nL 521.118378 167.563745 \r\nL 521.176916 169.692114 \r\nL 521.908642 169.640896 \r\nL 521.981814 168.616548 \r\nL 522.011083 169.709186 \r\nL 522.025718 169.709186 \r\nL 522.069621 170.323795 \r\nL 522.128159 168.923852 \r\nL 522.157428 168.940925 \r\nL 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129.302366 695.798563 \r\nL 129.373313 695.694017 \r\nL 129.373313 695.687483 \r\nL 129.482461 695.373845 \r\nL 129.542493 695.269299 \r\nL 129.542493 695.262765 \r\nL 129.640727 694.962195 \r\nL 129.717131 694.851115 \r\nL 129.82628 694.537477 \r\nL 129.859025 694.432931 \r\nL 129.859025 694.426397 \r\nL 129.968174 694.151964 \r\nL 130.000918 694.060486 \r\nL 130.000918 694.040884 \r\nL 130.110067 693.786053 \r\nL 130.153727 693.674973 \r\nL 130.262876 693.400539 \r\nL 130.33928 693.289459 \r\nL 130.448429 693.001958 \r\nL 130.508461 692.897412 \r\nL 130.508461 692.890878 \r\nL 130.61761 692.694854 \r\nL 130.677641 692.596842 \r\nL 130.677641 692.583774 \r\nL 130.78679 692.374682 \r\nL 130.885024 692.263602 \r\nL 130.994173 692.061044 \r\nL 131.092407 691.956498 \r\nL 131.092407 691.949964 \r\nL 131.196099 691.819281 \r\nL 131.27796 691.727803 \r\nL 131.27796 691.708201 \r\nL 131.387109 691.518711 \r\nL 131.485343 691.407631 \r\nL 131.57812 691.250812 \r\nL 131.670896 691.1528 \r\nL 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644.538353 \r\nL 145.914824 644.512216 \r\nL 146.023972 644.041759 \r\nL 146.05126 643.950281 \r\nL 146.05126 643.930679 \r\nL 146.160408 643.486358 \r\nL 146.193153 643.381812 \r\nL 146.193153 643.375278 \r\nL 146.302302 642.898287 \r\nL 146.335047 642.793741 \r\nL 146.335047 642.787207 \r\nL 146.444196 642.349421 \r\nL 146.47694 642.251409 \r\nL 146.47694 642.238341 \r\nL 146.586089 641.833225 \r\nL 146.613376 641.741747 \r\nL 146.613376 641.722145 \r\nL 146.722525 641.290892 \r\nL 146.766185 641.186346 \r\nL 146.766185 641.179812 \r\nL 146.875334 640.794299 \r\nL 146.913536 640.683219 \r\nL 147.022685 640.291171 \r\nL 147.049972 640.206228 \r\nL 147.049972 640.180091 \r\nL 147.159121 639.774975 \r\nL 147.186408 639.683498 \r\nL 147.186408 639.663895 \r\nL 147.295557 639.324121 \r\nL 147.333759 639.213041 \r\nL 147.442908 638.892869 \r\nL 147.48111 638.801391 \r\nL 147.48111 638.781788 \r\nL 147.590259 638.278661 \r\nL 147.623003 638.167581 \r\nL 147.732152 637.736328 \r\nL 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512.562096 \r\nL 270.240842 512.549027 \r\nL 270.344534 512.339935 \r\nL 270.431853 512.235389 \r\nL 270.431853 512.228855 \r\nL 270.541002 512.072036 \r\nL 270.644693 511.960956 \r\nL 270.753842 511.778001 \r\nL 270.824789 511.666921 \r\nL 270.933937 511.497033 \r\nL 271.021257 511.385953 \r\nL 271.130405 511.235668 \r\nL 271.190437 511.124588 \r\nL 271.299586 510.941633 \r\nL 271.392363 510.837087 \r\nL 271.392363 510.830553 \r\nL 271.501512 510.641063 \r\nL 271.539714 510.543051 \r\nL 271.539714 510.529983 \r\nL 271.648863 510.36663 \r\nL 271.714352 510.262084 \r\nL 271.714352 510.25555 \r\nL 271.818043 510.039923 \r\nL 271.954479 509.928843 \r\nL 272.063628 509.674012 \r\nL 272.129118 509.562932 \r\nL 272.238266 509.308101 \r\nL 272.281926 509.203555 \r\nL 272.281926 509.197021 \r\nL 272.391075 508.955259 \r\nL 272.467479 508.844179 \r\nL 272.576628 508.576279 \r\nL 272.647575 508.471733 \r\nL 272.647575 508.465199 \r\nL 272.756724 508.16463 \r\nL 272.82767 508.060084 \r\nL 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492.064546 \r\nL 283.742557 492.058011 \r\nL 283.851706 491.875056 \r\nL 283.917195 491.77051 \r\nL 283.917195 491.763976 \r\nL 284.026344 491.541816 \r\nL 284.086376 491.430735 \r\nL 284.195525 491.215109 \r\nL 284.261014 491.110563 \r\nL 284.261014 491.104029 \r\nL 284.370163 490.901471 \r\nL 284.413823 490.803459 \r\nL 284.413823 490.790391 \r\nL 284.522972 490.64664 \r\nL 284.621206 490.53556 \r\nL 284.730354 490.333002 \r\nL 284.790386 490.228456 \r\nL 284.790386 490.221922 \r\nL 284.899535 489.973626 \r\nL 284.95411 489.86908 \r\nL 284.95411 489.862545 \r\nL 285.063258 489.705726 \r\nL 285.12329 489.594646 \r\nL 285.232439 489.405157 \r\nL 285.303386 489.294077 \r\nL 285.407077 489.143792 \r\nL 285.521684 489.032712 \r\nL 285.625375 488.849756 \r\nL 285.729067 488.74521 \r\nL 285.729067 488.738676 \r\nL 285.832758 488.621062 \r\nL 285.952822 488.509982 \r\nL 286.051056 488.281287 \r\nL 286.111088 488.196344 \r\nL 286.111088 488.170207 \r\nL 286.220236 487.974183 \r\nL 286.291183 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps.summary();"
   ]
  },
  {
   "source": [
    "We can look more closely at how this pair moved differently between 2017 and 2018, we first create new steps for these date ranges and have a look at what we have. A simple way to understand how these two years are related is to compare if, only aggregate, the price was higher, lower or the same."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "1.0365144559041144"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "gbpusd_h1_open_steps_2017 = gbpusd_h1_open_steps.clamp(lbound=pd.Timestamp(2016,12,31),ubound=pd.Timestamp(2017,12,31))\n",
    "gbpusd_h1_open_steps_2018 = gbpusd_h1_open_steps.clamp(lbound=pd.Timestamp(2017,12,31),ubound=pd.Timestamp(2018,12,31))\n",
    "\n",
    "(gbpusd_h1_open_steps_2018.integrate())/gbpusd_h1_open_steps_2017.integrate()"
   ]
  },
  {
   "source": [
    "So taking the ratio of the area under the curve across the two years, we see that 2018 was approximately 3.7% higher than 2017, how easy was that!\n",
    "\n",
    "Now we can also compare the effect different smoothing bases have and finally compare that with a centred rolling average, this can be done very quickly on the same chart for the same dataset by using the ability to pass in a Basis for each specific smooth plot."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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158.772047 \r\nL 112.374035 158.813367 \r\nL 112.385567 158.813367 \r\nL 112.420164 157.897434 \r\nL 112.477825 160.85872 \r\nL 112.489357 160.128729 \r\nL 112.500889 160.128729 \r\nL 112.500889 159.481378 \r\nL 112.523954 165.266216 \r\nL 112.593147 162.8903 \r\nL 113.158225 162.8903 \r\nL 113.250482 161.327017 \r\nL 113.262014 161.650692 \r\nL 113.273547 161.650692 \r\nL 113.273547 162.32559 \r\nL 113.365804 159.77062 \r\nL 113.377336 161.753993 \r\nL 113.388869 161.753993 \r\nL 113.481126 162.532191 \r\nL 113.492658 162.229176 \r\nL 113.504191 162.229176 \r\nL 113.538787 160.982681 \r\nL 113.60798 166.244129 \r\nL 113.619513 166.244129 \r\nL 113.642577 165.052728 \r\nL 113.723302 166.354316 \r\nL 113.746367 166.416297 \r\nL 113.81556 167.304682 \r\nL 113.838624 159.990995 \r\nL 113.850157 160.163162 \r\nL 113.861689 160.163162 \r\nL 113.942414 157.436025 \r\nL 113.965479 157.78036 \r\nL 113.977011 157.78036 \r\nL 114.011607 157.408478 \r\nL 114.069268 159.336757 \r\nL 114.080801 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153.441732 \r\nL 123.075916 153.441732 \r\nL 123.156641 151.871562 \r\nL 123.179706 152.450045 \r\nL 123.20277 152.553346 \r\nL 123.225834 153.469279 \r\nL 123.260431 150.755914 \r\nL 123.30656 152.656647 \r\nL 123.318092 152.656647 \r\nL 123.318092 150.294505 \r\nL 123.421882 153.118056 \r\nL 123.433414 153.118056 \r\nL 123.514139 155.914061 \r\nL 123.537204 153.593239 \r\nL 123.548736 153.593239 \r\nL 123.594865 141.162725 \r\nL 123.652526 142.739782 \r\nL 123.664058 142.739782 \r\nL 123.664058 143.180531 \r\nL 123.767848 141.934037 \r\nL 123.77938 141.934037 \r\nL 123.790912 142.243939 \r\nL 123.88317 138.456247 \r\nL 123.906234 138.4287 \r\nL 123.975427 139.985097 \r\nL 124.010024 139.695855 \r\nL 124.021556 139.695855 \r\nL 124.056153 138.607755 \r\nL 124.125346 141.569041 \r\nL 124.136878 141.569041 \r\nL 124.14841 140.41896 \r\nL 124.217604 142.980817 \r\nL 124.782681 142.980817 \r\nL 124.805746 141.328006 \r\nL 124.886471 143.814109 \r\nL 124.898003 143.814109 \r\nL 124.898003 144.337499 \r\nL 124.909535 143.53864 \r\nL 125.001793 143.814109 \r\nL 125.013325 143.814109 \r\nL 125.094051 145.611541 \r\nL 125.117115 144.950416 \r\nL 125.151712 144.977963 \r\nL 125.243969 146.582567 \r\nL 125.163244 144.234198 \r\nL 125.255501 145.039944 \r\nL 125.267034 145.039944 \r\nL 125.290098 146.252005 \r\nL 125.278566 144.847116 \r\nL 125.370823 145.928329 \r\nL 125.382356 145.928329 \r\nL 125.451549 146.658321 \r\nL 125.486145 143.504207 \r\nL 125.497678 143.504207 \r\nL 125.532274 139.764723 \r\nL 125.601467 142.285259 \r\nL 125.613 142.285259 \r\nL 125.716789 140.102171 \r\nL 125.728322 140.102171 \r\nL 125.751386 136.004578 \r\nL 125.832111 137.003151 \r\nL 125.843644 137.003151 \r\nL 125.866708 132.416601 \r\nL 125.947433 133.339421 \r\nL 125.958966 133.339421 \r\nL 125.98203 133.904131 \r\nL 126.062755 132.423488 \r\nL 126.074288 132.423488 \r\nL 126.08582 134.523935 \r\nL 126.155013 134.110732 \r\nL 126.720091 134.110732 \r\nL 126.76622 132.967538 \r\nL 126.823881 133.477155 \r\nL 126.835413 133.477155 \r\nL 126.916138 130.605396 \r\nL 126.939203 131.700383 \r\nL 126.950735 131.700383 \r\nL 126.950735 131.500669 \r\nL 127.042992 132.430375 \r\nL 127.054525 132.058492 \r\nL 127.089121 132.120473 \r\nL 127.100653 132.492355 \r\nL 127.192911 129.985592 \r\nL 127.204443 129.985592 \r\nL 127.308233 131.562649 \r\nL 127.319765 131.562649 \r\nL 127.412023 128.945699 \r\nL 127.423555 130.915298 \r\nL 127.435087 130.915298 \r\nL 127.515812 128.663343 \r\nL 127.538877 131.252747 \r\nL 127.550409 131.252747 \r\nL 127.60807 135.667129 \r\nL 127.654199 134.34488 \r\nL 127.665731 134.34488 \r\nL 127.688795 137.629842 \r\nL 127.769521 136.142312 \r\nL 127.781053 136.142312 \r\nL 127.850246 135.777316 \r\nL 127.861778 136.665702 \r\nL 127.884843 136.183632 \r\nL 127.896375 136.183632 \r\nL 127.988633 138.883223 \r\nL 127.954036 133.656209 \r\nL 128.000165 137.946631 \r\nL 128.011697 137.946631 \r\nL 128.011697 139.206899 \r\nL 128.023229 135.921937 \r\nL 128.092422 137.981064 \r\nL 128.6575 137.981064 \r\nL 128.680565 136.851643 \r\nL 128.76129 137.602295 \r\nL 128.772822 137.602295 \r\nL 128.818951 137.80201 \r\nL 128.830483 135.687789 \r\nL 128.876612 137.574748 \r\nL 128.888144 137.574748 \r\nL 128.888144 137.78135 \r\nL 128.96887 136.651929 \r\nL 128.991934 137.547201 \r\nL 129.014998 137.616068 \r\nL 129.014998 137.065132 \r\nL 129.095724 141.92715 \r\nL 129.118788 139.317086 \r\nL 129.13032 139.317086 \r\nL 129.141853 140.453394 \r\nL 129.222578 138.89011 \r\nL 129.23411 139.241332 \r\nL 129.245642 139.241332 \r\nL 129.3379 142.739782 \r\nL 129.349432 142.312806 \r\nL 129.360964 142.312806 \r\nL 129.372497 145.639088 \r\nL 129.407093 139.737176 \r\nL 129.464754 140.294999 \r\nL 129.476286 140.294999 \r\nL 129.54548 139.048505 \r\nL 129.580076 140.990557 \r\nL 129.591608 140.990557 \r\nL 129.695398 143.180531 \r\nL 129.70693 143.180531 \r\nL 129.81072 141.018104 \r\nL 129.822252 141.018104 \r\nL 129.902978 143.593734 \r\nL 129.868381 140.611788 \r\nL 129.926042 142.457427 \r\nL 129.937574 142.457427 \r\nL 129.972171 144.550987 \r\nL 130.029832 140.005757 \r\nL 130.59491 140.005757 \r\nL 130.629506 141.569041 \r\nL 130.664103 138.332286 \r\nL 130.698699 138.380493 \r\nL 130.710232 138.380493 \r\nL 130.744828 136.638155 \r\nL 130.814021 140.074625 \r\nL 130.825554 140.074625 \r\nL 130.929343 138.628415 \r\nL 130.940876 138.628415 \r\nL 130.998537 137.106452 \r\nL 130.96394 139.289539 \r\nL 131.044665 138.607755 \r\nL 131.06773 138.697282 \r\nL 131.06773 140.198585 \r\nL 131.125391 137.437014 \r\nL 131.17152 138.070591 \r\nL 131.183052 138.070591 \r\nL 131.194584 138.470021 \r\nL 131.286842 133.972998 \r\nL 131.298374 133.972998 \r\nL 131.33297 135.198833 \r\nL 131.356035 132.568109 \r\nL 131.402164 133.222346 \r\nL 131.413696 133.222346 \r\nL 131.517486 135.012891 \r\nL 131.529018 135.012891 \r\nL 131.586679 132.21 \r\nL 131.621275 136.149199 \r\nL 131.632808 136.011465 \r\nL 131.64434 136.011465 \r\nL 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163.978401 \r\nL 350.74459 163.289729 \r\nL 350.813783 173.619797 \r\nL 350.84838 171.994533 \r\nL 350.859912 171.994533 \r\nL 350.859912 174.163847 \r\nL 350.906041 173.247914 \r\nL 351.471119 173.247914 \r\nL 351.471119 173.440742 \r\nL 351.551844 171.533123 \r\nL 351.574908 171.774158 \r\nL 351.586441 171.774158 \r\nL 351.678698 168.358349 \r\nL 351.597973 172.070287 \r\nL 351.69023 168.978153 \r\nL 351.701763 168.978153 \r\nL 351.770956 168.509857 \r\nL 351.805552 169.02636 \r\nL 351.817085 169.02636 \r\nL 351.851681 169.473996 \r\nL 351.909342 168.530517 \r\nL 351.920874 168.854192 \r\nL 351.932407 168.854192 \r\nL 351.990068 169.350036 \r\nL 352.036196 167.401096 \r\nL 352.047729 167.401096 \r\nL 352.047729 167.580151 \r\nL 352.082325 164.563771 \r\nL 352.151518 166.843273 \r\nL 352.163051 166.843273 \r\nL 352.26684 161.650692 \r\nL 352.278373 161.650692 \r\nL 352.289905 162.415117 \r\nL 352.336034 160.307783 \r\nL 352.382162 161.430317 \r\nL 352.393695 161.430317 \r\nL 352.451356 164.040381 \r\nL 352.485952 161.051548 \r\nL 352.497484 163.39303 \r\nL 352.509017 163.39303 \r\nL 352.589742 160.8174 \r\nL 352.612806 161.82286 \r\nL 352.624339 161.82286 \r\nL 352.705064 161.430317 \r\nL 352.658935 162.380684 \r\nL 352.728128 161.574938 \r\nL 352.739661 161.574938 \r\nL 352.774257 163.282843 \r\nL 352.831918 160.810513 \r\nL 352.84345 161.079095 \r\nL 353.408528 161.079095 \r\nL 353.512318 163.028034 \r\nL 353.52385 163.028034 \r\nL 353.593043 163.399917 \r\nL 353.62764 162.125875 \r\nL 353.639172 162.125875 \r\nL 353.742962 164.405377 \r\nL 353.766026 164.384717 \r\nL 353.800623 165.638098 \r\nL 353.869816 161.450977 \r\nL 353.881348 161.450977 \r\nL 353.915945 162.587285 \r\nL 353.985138 161.988141 \r\nL 353.99667 161.988141 \r\nL 354.019735 163.158882 \r\nL 354.088928 160.913814 \r\nL 354.10046 160.975794 \r\nL 354.111992 160.975794 \r\nL 354.169653 162.415117 \r\nL 354.215782 160.500611 \r\nL 354.238846 160.479951 \r\nL 354.238846 160.968908 \r\nL 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356.049402 172.015193 \r\nL 356.049402 172.511036 \r\nL 356.130127 167.814299 \r\nL 356.153191 168.447876 \r\nL 356.164724 168.447876 \r\nL 356.164724 167.869393 \r\nL 356.268513 168.654478 \r\nL 356.280046 168.654478 \r\nL 356.30311 171.429823 \r\nL 356.372303 168.103541 \r\nL 356.383835 168.750892 \r\nL 356.395368 168.750892 \r\nL 356.4069 170.465683 \r\nL 356.499157 170.307289 \r\nL 356.522222 170.383042 \r\nL 356.579883 174.287808 \r\nL 356.626012 173.378762 \r\nL 356.637544 173.378762 \r\nL 356.637544 172.800278 \r\nL 356.718269 174.425542 \r\nL 357.294879 174.329128 \r\nL 357.387137 174.081207 \r\nL 357.398669 175.56185 \r\nL 357.410201 175.56185 \r\nL 357.433266 176.374482 \r\nL 357.513991 172.965559 \r\nL 357.525523 172.965559 \r\nL 357.606249 170.321062 \r\nL 357.548588 172.993106 \r\nL 357.629313 171.119921 \r\nL 357.640845 171.119921 \r\nL 357.675442 168.44099 \r\nL 357.733103 172.249341 \r\nL 357.744635 172.008306 \r\nL 357.756167 172.008306 \r\nL 357.756167 173.06886 \r\nL 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166.919026 \r\nL 361.400342 166.857046 \r\nL 361.411874 167.41487 \r\nL 361.434939 164.928767 \r\nL 361.504132 165.149142 \r\nL 361.538728 165.114708 \r\nL 361.642518 173.771305 \r\nL 361.65405 173.771305 \r\nL 361.65405 172.917352 \r\nL 361.688647 174.356675 \r\nL 361.75784 173.08952 \r\nL 361.780905 173.082633 \r\nL 361.873162 176.808344 \r\nL 361.884694 175.010913 \r\nL 361.896227 175.010913 \r\nL 361.953888 172.621224 \r\nL 362.000016 178.481815 \r\nL 362.011549 178.481815 \r\nL 362.011549 178.22012 \r\nL 362.092274 180.850844 \r\nL 362.115338 179.618123 \r\nL 362.126871 179.618123 \r\nL 362.196064 185.375414 \r\nL 362.23066 184.693629 \r\nL 362.242193 184.693629 \r\nL 362.276789 181.663476 \r\nL 362.345982 181.663476 \r\nL 362.357515 181.663476 \r\nL 362.369047 180.761317 \r\nL 362.461304 184.156466 \r\nL 362.472837 184.156466 \r\nL 362.518965 182.379694 \r\nL 362.530498 183.577982 \r\nL 363.095575 183.577982 \r\nL 363.187833 181.890738 \r\nL 363.199365 182.861764 \r\nL 363.210897 182.861764 \r\nL 363.280091 182.655163 \r\nL 363.314687 184.762496 \r\nL 363.326219 184.762496 \r\nL 363.326219 185.065512 \r\nL 363.38388 184.211559 \r\nL 363.430009 184.790043 \r\nL 363.441541 184.790043 \r\nL 363.48767 183.915431 \r\nL 363.545331 186.208706 \r\nL 363.556863 186.208706 \r\nL 363.602992 189.92753 \r\nL 363.660653 189.114898 \r\nL 363.672185 189.114898 \r\nL 363.752911 186.649455 \r\nL 363.775975 187.406994 \r\nL 363.787507 187.406994 \r\nL 363.822104 184.452594 \r\nL 363.891297 185.712863 \r\nL 363.902829 185.712863 \r\nL 363.995087 184.75561 \r\nL 364.006619 185.306547 \r\nL 364.018151 185.306547 \r\nL 364.041216 185.568242 \r\nL 364.121941 180.816411 \r\nL 364.145005 180.79575 \r\nL 364.191134 183.405814 \r\nL 364.248795 181.078106 \r\nL 364.260327 181.078106 \r\nL 364.294924 180.871504 \r\nL 364.306456 183.33006 \r\nL 365.032985 183.33006 \r\nL 365.090646 181.897624 \r\nL 365.136775 182.104226 \r\nL 365.159839 182.207526 \r\nL 365.159839 181.82187 \r\nL 365.252097 185.168812 \r\nL 365.263629 185.093058 \r\nL 365.275161 185.093058 \r\nL 365.355886 183.364494 \r\nL 365.286693 185.210133 \r\nL 365.378951 183.481568 \r\nL 365.402015 183.467795 \r\nL 365.402015 183.295627 \r\nL 365.505805 190.87101 \r\nL 365.528869 190.97431 \r\nL 365.632659 188.412453 \r\nL 365.644191 188.412453 \r\nL 365.678788 188.006137 \r\nL 365.747981 190.264979 \r\nL 365.759513 190.264979 \r\nL 365.828707 188.219626 \r\nL 365.863303 189.90687 \r\nL 365.874835 189.90687 \r\nL 365.967093 188.295379 \r\nL 365.978625 188.563961 \r\nL 365.990157 188.563961 \r\nL 366.082415 195.09945 \r\nL 366.093947 194.748228 \r\nL 366.105479 194.748228 \r\nL 366.117011 195.553973 \r\nL 366.117011 194.589834 \r\nL 366.128544 195.07879 \r\nL 366.993459 194.968603 \r\nL 367.004991 196.215098 \r\nL 367.097248 191.662981 \r\nL 367.108781 191.662981 \r\nL 367.108781 191.256665 \r\nL 367.177974 198.494599 \r\nL 367.21257 196.621414 \r\nL 367.224103 196.621414 \r\nL 367.281764 195.781235 \r\nL 367.327892 196.04293 \r\nL 367.339425 196.04293 \r\nL 367.339425 195.739915 \r\nL 367.443214 201.035796 \r\nL 367.454747 201.035796 \r\nL 367.52394 199.155724 \r\nL 367.558536 199.713547 \r\nL 367.570069 199.713547 \r\nL 367.639262 201.834654 \r\nL 367.673858 199.961469 \r\nL 367.685391 199.961469 \r\nL 367.719987 203.852461 \r\nL 367.78918 202.24097 \r\nL 367.800713 202.24097 \r\nL 367.846841 201.786447 \r\nL 367.904502 204.933675 \r\nL 367.916035 204.933675 \r\nL 367.939099 206.848181 \r\nL 367.985228 204.913015 \r\nL 368.019824 205.202256 \r\nL 368.031357 205.202256 \r\nL 368.135146 201.400792 \r\nL 368.146679 201.400792 \r\nL 368.250468 206.531392 \r\nL 368.262001 206.531392 \r\nL 368.262001 206.407431 \r\nL 368.296597 209.988521 \r\nL 368.342726 209.520225 \r\nL 368.907804 209.520225 \r\nL 368.907804 210.904454 \r\nL 369.000061 209.024381 \r\nL 369.011593 209.162116 \r\nL 369.023126 209.162116 \r\nL 369.080787 205.188483 \r\nL 369.126915 207.020348 \r\nL 369.138448 207.020348 \r\nL 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374.720032 228.382928 \r\nL 374.720032 229.443481 \r\nL 374.823822 227.26728 \r\nL 374.835354 227.26728 \r\nL 374.846886 228.761697 \r\nL 374.939144 219.03766 \r\nL 374.950676 219.03766 \r\nL 374.962208 215.084688 \r\nL 375.054466 216.992307 \r\nL 375.065998 216.992307 \r\nL 375.112127 220.848865 \r\nL 375.146723 216.46203 \r\nL 375.169788 219.230488 \r\nL 375.18132 219.230488 \r\nL 375.227449 216.282975 \r\nL 375.192852 219.726331 \r\nL 375.28511 217.639658 \r\nL 375.296642 217.639658 \r\nL 375.3889 218.307669 \r\nL 375.400432 214.47177 \r\nL 375.411964 214.47177 \r\nL 375.504222 202.075689 \r\nL 375.515754 204.134816 \r\nL 375.527286 204.134816 \r\nL 375.631076 206.331677 \r\nL 375.642608 206.331677 \r\nL 375.688737 200.484859 \r\nL 375.65414 206.441865 \r\nL 375.746398 205.815174 \r\nL 375.769462 205.856494 \r\nL 375.780994 204.134816 \r\nL 375.873252 206.579599 \r\nL 375.896316 206.503845 \r\nL 376.000106 212.44019 \r\nL 376.011638 212.44019 \r\nL 376.011638 211.145489 \r\nL 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228.933865 \r\nL 388.731654 228.933865 \r\nL 388.789315 231.599022 \r\nL 388.835444 230.78639 \r\nL 388.846976 230.78639 \r\nL 388.858508 230.125266 \r\nL 388.950766 234.126445 \r\nL 388.962298 234.126445 \r\nL 388.97383 232.583822 \r\nL 389.043023 238.781862 \r\nL 389.066088 237.686875 \r\nL 389.07762 237.686875 \r\nL 389.100684 237.576688 \r\nL 389.18141 239.077991 \r\nL 389.192942 239.077991 \r\nL 389.250603 236.137365 \r\nL 389.227538 241.157778 \r\nL 389.296732 236.523021 \r\nL 389.308264 236.523021 \r\nL 389.331328 233.162306 \r\nL 389.412054 237.3632 \r\nL 389.423586 237.3632 \r\nL 389.423586 237.84527 \r\nL 389.515843 235.014831 \r\nL 389.527376 236.770943 \r\nL 389.538908 236.770943 \r\nL 389.538908 235.490014 \r\nL 389.585037 236.908677 \r\nL 389.642698 236.832923 \r\nL 390.219308 236.846696 \r\nL 390.265436 237.197919 \r\nL 390.323097 233.80277 \r\nL 390.357694 233.86475 \r\nL 390.357694 234.484554 \r\nL 390.392291 227.466995 \r\nL 390.461484 228.128119 \r\nL 390.49608 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ax = gbpusd_h1_open_steps.plot(label='GBPUSD')\n",
    "gbpusd_h1_open_steps.smooth_plot(ax=ax,linewidth=3,label='Logistic')\n",
    "gbpusd_h1_open_steps.smooth_plot(ax=ax,linewidth=3,smooth_basis=Basis(Bases.arctan),label='Arctan')\n",
    "gbpusd_h1_open_steps.smooth_plot(ax=ax,linewidth=3,smooth_basis=Basis(Bases.sigmoid),label='Sigmoid')\n",
    "\n",
    "\n",
    "#and the rolling mean\n",
    "gbpusd_h1_open_steps.plot_rolling_step(ax=ax,rolling_function=np.mean,window=2500,pre_mid_post='mid',linewidth=3,label='Rolling Mean')\n",
    "\n",
    "ax.legend();"
   ]
  },
  {
   "source": [
    "From the plot of the logistic, arctan, sigmoid and centred rolling mean of the data, we can see the logit basis plot is very similar to the centred rolling mean, with the advantage of not needing the warm-up at the start and tends to be less sensitive to extreme changes, leading to a smoother curve."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "Now we have a better view of the data and the effect of different basis functions on the smoothing, lets look more closely at 2017. We can simply clip that year out of the original data and investigate this portion with some smoothing."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
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363.512051 \r\nL 235.389503 364.526709 \r\nL 235.482644 364.526709 \r\nL 235.575786 367.867657 \r\nL 235.668927 367.867657 \r\nL 235.668927 367.49644 \r\nL 235.762069 369.105045 \r\nL 235.85521 369.105045 \r\nL 235.948352 370.713649 \r\nL 235.948352 369.426766 \r\nL 236.041493 369.426766 \r\nL 236.134634 371.926289 \r\nL 236.227776 371.926289 \r\nL 236.320917 370.688901 \r\nL 236.414059 370.688901 \r\nL 236.5072 382.394592 \r\nL 236.600342 382.394592 \r\nL 236.600342 388.061828 \r\nL 236.693483 386.601711 \r\nL 236.786625 386.601711 \r\nL 236.786625 390.536604 \r\nL 236.879766 389.002243 \r\nL 236.972908 389.002243 \r\nL 236.972908 389.992154 \r\nL 237.066049 386.923431 \r\nL 237.159191 386.923431 \r\nL 237.252332 385.859278 \r\nL 237.345474 385.859278 \r\nL 237.345474 380.563257 \r\nL 237.438615 382.691565 \r\nL 237.531757 382.691565 \r\nL 237.531757 380.761239 \r\nL 237.624898 382.023375 \r\nL 237.71804 382.023375 \r\nL 237.811181 384.869367 \r\nL 237.904322 384.869367 \r\nL 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps_2017 = gbpusd_h1_open_steps.clip(pd.Timestamp(2017,1,1),pd.Timestamp(2017,12,31))\n",
    "ax = gbpusd_h1_open_steps_2017.plot()\n",
    "gbpusd_h1_open_steps_2017.plot_rolling_step(ax=ax,rolling_function=np.mean,window=300,pre_mid_post='mid',linewidth=3,label='Rolling Mean')\n",
    "gbpusd_h1_open_steps_2017.smooth_plot(ax=ax,linewidth=3,label='Logistic')\n",
    "\n",
    "ax.legend();"
   ]
  },
  {
   "source": [
    "An interesting analysis in forex is to understand when and by how much the price moves away and towards a centre line value, much like mean reversion. With HotStepper, we can generate a new steps object directly representing the difference by creating a smooth basis copy of the data, in this case the 2017 GBPUSD open steps with a logistic basis, we can directly subtract this smoothed version of the data from the original noisy 2017 data to get the difference. With this in hand, we have all the power of the HotStepper tools."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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134.238263 \r\nL 135.758494 134.238263 \r\nL 135.758494 133.698312 \r\nL 135.898206 133.698312 \r\nL 135.898206 134.052655 \r\nL 136.037918 134.052655 \r\nL 136.037918 133.80799 \r\nL 136.177631 133.80799 \r\nL 136.177631 133.251165 \r\nL 136.317343 133.251165 \r\nL 136.317343 133.436773 \r\nL 136.457055 133.436773 \r\nL 136.457055 134.567296 \r\nL 136.596767 134.567296 \r\nL 136.596767 134.27201 \r\nL 136.736479 134.27201 \r\nL 136.736479 135.02288 \r\nL 136.876192 135.02288 \r\nL 136.876192 135.191614 \r\nL 137.015904 135.191614 \r\nL 137.015904 134.854145 \r\nL 137.295328 134.879455 \r\nL 137.295328 135.453153 \r\nL 137.43504 135.453153 \r\nL 137.43504 138.161346 \r\nL 137.574753 138.161346 \r\nL 137.574753 137.469533 \r\nL 137.714465 137.469533 \r\nL 137.714465 137.697325 \r\nL 137.854177 137.697325 \r\nL 137.854177 138.64224 \r\nL 137.993889 138.64224 \r\nL 137.993889 137.722635 \r\nL 138.133602 137.722635 \r\nL 138.133602 139.671521 \r\nL 138.273314 139.671521 \r\nL 138.273314 142.506265 \r\nL 138.413026 142.506265 \r\nL 138.413026 138.827848 \r\nL 138.552738 138.827848 \r\nL 138.552738 135.090374 \r\nL 138.69245 135.090374 \r\nL 138.69245 129.167785 \r\nL 138.832163 129.167785 \r\nL 138.832163 130.956373 \r\nL 138.971875 130.956373 \r\nL 138.971875 131.546944 \r\nL 139.111587 131.546944 \r\nL 139.111587 130.888879 \r\nL 139.251299 130.888879 \r\nL 139.251299 131.276969 \r\nL 139.391011 131.276969 \r\nL 139.391011 130.872006 \r\nL 139.530724 130.872006 \r\nL 139.530724 133.166798 \r\nL 139.670436 133.166798 \r\nL 139.670436 134.170769 \r\nL 139.810148 134.170769 \r\nL 139.810148 132.23032 \r\nL 139.94986 132.23032 \r\nL 139.94986 130.855132 \r\nL 140.089573 130.855132 \r\nL 140.089573 131.108234 \r\nL 140.229285 131.108234 \r\nL 140.229285 130.281434 \r\nL 140.368997 130.281434 \r\nL 140.368997 127.691356 \r\nL 140.508709 127.691356 \r\nL 140.508709 126.54396 \r\nL 140.648421 126.54396 \r\nL 140.648421 124.417902 \r\nL 140.788134 124.417902 \r\nL 140.788134 126.020882 \r\nL 140.927846 126.020882 \r\nL 140.927846 125.71716 \r\nL 141.067558 125.71716 \r\nL 141.067558 124.898796 \r\nL 141.20727 124.898796 \r\nL 141.20727 123.911698 \r\nL 141.346982 123.911698 \r\nL 141.346982 125.531552 \r\nL 141.486695 125.531552 \r\nL 141.486695 124.831303 \r\nL 141.626407 124.831303 \r\nL 141.626407 130.16332 \r\nL 141.766119 130.16332 \r\nL 141.766119 130.737018 \r\nL 141.905831 130.737018 \r\nL 141.905831 132.685904 \r\nL 142.045543 132.685904 \r\nL 142.045543 134.035782 \r\nL 142.185256 134.035782 \r\nL 142.185256 134.668537 \r\nL 142.324968 134.668537 \r\nL 142.324968 133.900794 \r\nL 142.46468 133.900794 \r\nL 142.46468 134.946949 \r\nL 142.604392 134.946949 \r\nL 142.604392 135.259108 \r\nL 142.744105 135.259108 \r\nL 142.744105 134.541986 \r\nL 142.883817 134.541986 \r\nL 142.883817 135.613451 \r\nL 143.023529 135.613451 \r\nL 143.023529 134.288884 \r\nL 143.163241 134.288884 \r\nL 143.163241 135.478464 \r\nL 143.302953 135.478464 \r\nL 143.302953 135.200051 \r\nL 143.442666 135.200051 \r\nL 143.442666 134.457618 \r\nL 143.582378 134.457618 \r\nL 143.582378 135.191614 \r\nL 143.72209 135.191614 \r\nL 143.72209 134.845708 \r\nL 143.861802 134.845708 \r\nL 143.861802 134.331067 \r\nL 144.001514 134.331067 \r\nL 144.001514 132.626847 \r\nL 144.141227 132.626847 \r\nL 144.141227 130.998557 \r\nL 144.280939 130.998557 \r\nL 144.280939 129.901781 \r\nL 144.420651 129.901781 \r\nL 144.420651 132.888386 \r\nL 144.560363 132.888386 \r\nL 144.560363 133.892357 \r\nL 144.700076 133.892357 \r\nL 144.700076 134.761341 \r\nL 144.839788 134.761341 \r\nL 144.839788 137.08988 \r\nL 144.9795 137.08988 \r\nL 144.9795 133.040247 \r\nL 145.119212 133.040247 \r\nL 145.119212 131.808483 \r\nL 145.258924 131.808483 \r\nL 145.258924 131.310716 \r\nL 145.398637 131.310716 \r\nL 145.398637 132.500296 \r\nL 145.538349 132.500296 \r\nL 145.538349 132.694341 \r\nL 145.817773 132.694341 \r\nL 145.817773 148.715702 \r\nL 152.663672 148.715702 \r\nL 152.663672 144.539518 \r\nL 152.803384 144.539518 \r\nL 152.803384 145.324135 \r\nL 152.943096 145.324135 \r\nL 152.943096 144.37922 \r\nL 153.082808 144.37922 \r\nL 153.082808 145.627857 \r\nL 153.22252 145.627857 \r\nL 153.22252 146.277486 \r\nL 153.362233 146.277486 \r\nL 153.362233 146.091878 \r\nL 153.501945 146.091878 \r\nL 153.501945 145.847212 \r\nL 153.641657 145.847212 \r\nL 153.641657 146.00751 \r\nL 153.781369 146.00751 \r\nL 153.781369 145.805029 \r\nL 153.921082 145.805029 \r\nL 153.921082 144.952918 \r\nL 154.060794 144.952918 \r\nL 154.060794 145.357882 \r\nL 154.200506 145.357882 \r\nL 154.200506 143.206514 \r\nL 154.340218 143.206514 \r\nL 154.340218 143.662098 \r\nL 154.47993 143.662098 \r\nL 154.47993 143.510236 \r\nL 154.619643 143.510236 \r\nL 154.619643 143.198077 \r\nL 154.759355 143.198077 \r\nL 154.759355 143.704281 \r\nL 154.899067 143.704281 \r\nL 154.899067 142.236289 \r\nL 155.038779 142.236289 \r\nL 155.038779 143.063089 \r\nL 155.178491 143.063089 \r\nL 155.178491 144.876988 \r\nL 155.318204 144.876988 \r\nL 155.318204 142.734057 \r\nL 155.457916 142.734057 \r\nL 155.457916 143.763338 \r\nL 155.597628 143.763338 \r\nL 155.597628 144.640759 \r\nL 155.73734 144.640759 \r\nL 155.73734 144.885424 \r\nL 155.877052 144.885424 \r\nL 155.877052 145.079469 \r\nL 156.016765 145.079469 \r\nL 156.016765 146.733069 \r\nL 156.156477 146.733069 \r\nL 156.156477 145.163837 \r\nL 156.296189 145.163837 \r\nL 156.296189 144.573265 \r\nL 156.435901 144.573265 \r\nL 156.435901 144.725126 \r\nL 156.575614 144.725126 \r\nL 156.575614 142.809987 \r\nL 156.715326 142.809987 \r\nL 156.715326 142.464081 \r\nL 156.855038 142.464081 \r\nL 156.855038 142.050681 \r\nL 156.99475 142.050681 \r\nL 156.99475 139.013456 \r\nL 157.134462 139.013456 \r\nL 157.134462 138.515689 \r\nL 157.274175 138.515689 \r\nL 157.274175 138.346954 \r\nL 157.553599 138.355391 \r\nL 157.553599 134.255137 \r\nL 157.693311 134.255137 \r\nL 157.693311 134.879455 \r\nL 157.833023 134.879455 \r\nL 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4nZAJLiq9DvXyNVDpdpCf10Ct2UGNuYG6UAdub8sAb4jHgsVhJi3HTGS0mYgI9SpdaMaxz8j0vxhUFLoNu5+Hsg3g03w4DR5cRv/L4MFp9FBvclJndtJgcqI3a8bsNTJkUDijcyIYPjSC4cMiGJoZQWioCV2HT8+Aql0Qlg4V29QEkOXfBY4f9TNIPw+SZ3XqLT6htDdhmQRvhRBCCCGEEEKcMGr2wxuDwWlws/Mnm1iytJAzT0/m4d+OITzc3NvdC1K9R+W5nPxX2Pq4ylcJkLOpgr8+soMNu8oId9mYXjCM7PJUDLQduGktrYIQxxtPPbwQCh7Ny6AlxXz0cR5ffl6Mx+DD5jFz0thELv5BElNy4jodrG2PzwvPtdLc9TVqVGxj8DZmLBhaycRiMIOzHKp2qC+V5pa5WXRPA/m5Dgbc3sDhPQ7W/NeJ0+Qm+jQ3NfVuamo8VFe7qalxczS3t8VrwuI1EZ9lIsxuwr3dgrnUSqjbRqjHSqjbSpjbRqTLTojHwrCbNWbOa9nOS1HgqlJlc5jKJd5U/GQ4fyVoxzbX43FPgrdCCCGEEEIIIQRQug7mz6jh/UFrqQ6t52c/HsEN1wzqM6Nt26LrsGgOhKbCzGfVts/eLuXJl3aw41AlQ9LCufOKbCaNiv/+mJr98NlFqizBW9Hfff0DKF0DF29qfb+u6yx+toLnHs5lV1QBDpObuDgrqduTyKpMJrU2hmsKDNiTur5vug5LL4e4HBj9M3jO/z1Q431Xs1+NRB14YfvtfB/kHacmEGts46VocFUGt9lo5T06W5/1cWmet812yzbCJ7PBFgdX7Nao3Wji45O1oPaaB6CH3Qoz/qfyZr8zCjLmQtZNLdtecr5azloAQ64EVzW85J9A8co8CE1p/5qF0l7wVnLeCiGEEEIIIYQ4YaxcX8yrQ9djMRmZ/9RUJk2MPfJBfYCmwdmfBm87/ZI4Zs89iU+XFPCvx3fwk7+vYuZJ8fz8nmyyhoQTMwbG3A+b/947fRbiaPm8Kk9t40RZALv8oz6dlWCNCmw/dLiODz/O44OFuRzOrccUYyCrMpmbHxzAEC2O5TeqIZ9zPqdbAreg7s/Zb7a9P3yQeh3J9CdhxR2BwC2oCcMaA7dDb27l3AYNi8FIVGTbM4C9PQtCgIl3Q3g4mEe0rGMwqkDunpfhq+tUmgNQKVdCEuHAO+rVmrTzVOAWwBKh8vKWfyeB264iI2+FEEIIIYQQQhzXdJ96ZPeNtw/y0CNbiK0L55+/nsTE60J6u2tdxuXy8srrB3jqmd3U1Xu45KJ07vy/oRz4h43v/gw3OsHYyuPaQvQ1+9+GpZeq8o0OMFph13z4+pZAnYnPuvhmZwFLt+WyI78CDcjwxDIsL5WsymQsvpZjFa+vBXNoz1zDh9OheGXnR7y3lX6hUWvtLToXcj+GqBFw8WYVhG2q+Fv4cFrL4z0NarKzjqgvgLq81vdpBogZAwYZHnpMZOStEEIIIYQQQogT0rrfwoY/6By6YwdvrdzLpMwEpr49gUFjj68/hy0WIzddN4SLz0/jv8/sZsGbB1j4aR5nJWSSpg0m/zMjaef0di+VTX+Gtb+E1HPgrIW93Zue5yhTeUHDB/Z2T/qmxsAtwPM2mP2OCtx6NR/7w4vZFpPLvx8vxmvwEdsQxoyK4YwoH0CEu+1IZOZ1PRe4BTjjA6gv7PxxjaNfAXIXwaKzA/vO/Lj1Y2LGqOBt5XbY95rKO9vU0svVcupjwds7GrgFsCerl+gdMvJWCCGEEEIIIcRxyeuCZ2xePh24kV3RBVx12UCuzhrJl5cZuHiTCnocrw4cquVfj+1gydJCwlw2Tq0fxp/2pGIw9H5u33lNutDeiODS9bDkPDjr0+PrZ9V4/deUqBykIljTz4eOTnFIFVtjctkRnU+D2UV0pIUzpg9gzskDGDYo8vt81aVr4MtrIOcRqNoFu58PtDP+dzDhwZ68imOn+2C+fxRt9l0w7bHW69XlwWupR27vhobgNBSib5GRt0IIIYQQQgghTig+NzwZ6uS9zLUUhFZw/aRs7rt/EAff7f3gZU/ISA/j0b/nsOLLMn5z2zY+jNrE7qv3c+9Ps5k6ue9EDJ+3wunvtdzeONEawLtj4Wafyivan/ncsPi8wPpnF0HRcpj5HAy9sbd61be4a9UyfLaDfcPyWLg0l7KQGow+A0OqErnnhVROmhaP2WxocWxkFgy5OrA+c14g+NkfaQb1xUVIIsSOa7te6AC42QsV29RnrDVhaRK47c8keCuEEEIIIYQQ4rii++C5GbW8OnQ1dWYHF+yfSMqeZLT/9XbPet70WbFcvWsGO6Lz+ca5g5v/71tmTErgvvtGYNgQztJLYfyDMOF33d8XTwMUft1ye9NAbVvyP4cBp3d5l46oaIUKnkUMObZ2PA54odlj6kXL1fLrm06s4O26ByBmNAy6LHi7w+HlqVsKWTwkl4PlJegrYeToKC5LG43x0WRiUyzMOrnj59GaxHe9zq7pe09LPatj9TQDxIzq3r6I3iPBWyGEEEIIIYQQx5V3HynjiYa1GAwaV+dPI74qGjcqeHgi0tAYUTGArMok1sfvZ41hDxdetozRxelMNw1lw4NWRv+sZa7MrlSXD9/eFTxbvS1BjSxszdZ/wZ6Xmhx/GD6/FEbcASmndV8/myr8Ghb6g4VXF6og7tGq3tM1fToebHxYLW+oh7wlOrvKKvgmN5dPl+RTU+sh3GbjlusyufjiVAZlqA9lw71gDj/6c9a3MdmWEP2BBG+FEEIIIYQQ/VZdHpSuhYEX9nZPRF/xwcJcfvfOJiI9oczdO5l7au0858+p6izv3b71lvNXqtnmTbqRycWZjCpPY2XSbjbFHWR7TB7jSjKYujSDkRd0z3PVn18SHLQFmPYEDP8hGMytH3PKi+o1zwDo8PXNanv+53BdRbd0M8i3P1UB5Ea7X4Qxvzj69hpHgWbfBboXtj8ZvN9ZDtaYo2+/LyheBWHp7U9s5apWeWxLQqq5d24+Kw8VUGWtx2YxMrggmZHlqaTVxvKDnwTnyDjawPmEh2H9b49u8jAh+goJ3gohhBBCCCH6PN0XCH7UF0DeEpUbcf8bUPgVXFcFloje7aPoXbqu85+ndvHfZ3aTHR/LqZ9PJGOGBYMZTvofLL8NnGW93cvekTAVri6GVxPUut1jZXbuKMaXZLA8eSerE/dw5QP7mPHsAH76z0FkZXbtzdQ8cHtVAdiTOnbsFQfh9fTAurmH7vOmgVtQAddjkbdILSOHQ/YdcOBtaCgK7K/eC/H9OHi7+Z+w+mcQPxUuWNlyv67r7NlbwzuvFPDBiHwqbHVohRoDnXFMK8wiqzIZi6/rQ1Txk9Syv+dLFic2Cd4KIYQQQggh+rTSDfD+BEi/AE5/FxaktKxT8IWMvj2ROZ1efv3gJj5elM8lF6UxN2Q06xcbOOMDtb9xdGfFNjBaeq+fvckWB1EjoHJ7YFtKZBgvfTGR/w2rY13CPpZzmK8uP8zokZFcdH4ac85MISrq2N6w3GZpESzRHQ/cgppoaeBFcPA9td7exE3d4YwPYMkFULnt2NppDGAnzVTLy/er32UJ0yH3Y/VzaQw09jfOchW4BSj5Nnjf3n01fLqkgE8W57Nvfy0GDVLdceQUDyazMhm7t5tvSF0t6iRtgujHJHgrhBBCCCGE6LOq96jALcChD2B1G48te+p6rk+iZ3ldULEV4sa3vr+s3MldP13Lxu8quOum4fzfnUPY8q/gYXbR/ol89r0GA87o5g73UZoGl2xTEzdVbFGz0seMBVMIXPBUKNE3j2Z64VDCns7j/U8O8/Cft/DI37Yybkw02cMjGTwojCGDw8gcHN5uQPfwx1C4DJJnQcpsWDQnsE9HxzLCzf4DLioq1cvl9KEZVP8MmoZm0AJlDQxGjYSHzYx4wsryc62AMeh8XhfsfRmSTun8pGJelwrmH/pIjcyeOT8wQZRmhDH3Q9p5an3PS3Dy88GTYHWEs1zl+y36Rq3HjFZLU4hK/1CxVQVv978JWdd3ru2jsfc1db6TX+i60aju2uD1JzJqKcgpYHVRPrl1NWjA0KgYrhs6iuGOZMrft7bazpkLYfG5XdOnRlEjwWiDiQ93bbtC9CQJ3gohhBBCCCH6rDezgte3/LN3+iF6z6Y/woaHICITLtsdvG/Pvhru+PEaSssc3DFyIpa7k6k4tWUb0f6A2aH31etEZrRC3MTgbUNvgoZiWHu/leuuHMyNNw5i+85qlnxewPKVJbz17iEaHIG8AbExFn8wN5ykxBCMRg2DAXw+WH6/B5fRg2uBB4fRTUOWiwajC4fNRQMu9AZg7lF2XgPrQRMD5tpISQlhQIqd/EdDiHDZiXSFcMUndjJnWtA6EJXc/zYsvRQuXAtLzlfbvrgKrisHXQ+kSWja1KEPOzfCv3wzvDum/TpRI9TSGt3xdo/Fl1ep5fQnu26COkeNj9zQSvZFFrEvooiykFrYBwMaojm9ZiTDapIJ89rw1EFj2ukp/4KobDUJ2foHYPZbYIlUuZAbR8t2hbA0uPEEnahQHD8keCuEEEIIIYTok/I/b3vf3C1giYIdT8HGP/RYl0Qv2POKWlbvgYKvIPkUtb5iVQk/+cU6rFYjN7unE/JyFKA+E8UrVJ3GUZKmVubhCsvo1m73Ox7/6Mma/RCdrZE9PJLs4ZH8+EfD8fl0Cgob2Lu/lr37ati3v5a9+2pZ+EkeNbWe4IaSwOIzYfGasHrN2D0WMpLCiQix4NhgISHdwowHLURHWYiKNGO1GVWw1Kej6+DTdXSfypHq08Hr0amodFFW7uSLXzqpNztxljo4VNzApvWV1Axwf3/qV+8Bm9VAcnII0UY7yUk2hoy1k5wUQkpyCMlJISQm2DCZDCy9VB3zfk6g664K8HmhPl+tu6vUcsx98N1fQOtkBKV54Da8lZHBmgFC09VI35605AI4Z2nnj1v9CzCG6sTeVMfyr0t544FSDoeV4RjqxuDTSK2NZUxZOr/dnExSYkjQsSt/DNseU+Ws6wMTtM1ZEqiTfcdRXpAQxzEJ3gohhBBCCCH6pE9OD5TnbgV0+OZWNVIreqTannmdBG+PdxGZULNXlXc+DUXLYem+g8zfsIUBEWFcXTEZz7pAkGjn0yolAASPLJzwMNTsU58ZS5RMcNdc4TK1/PIquHhT8D6DQWNAip0BKXZOPinh++26ruN0+vD6dHxenU9O06hea0QjeOTraX+Gwi9h2yeQOATOm8NRiX655eRnLoOH+th6ypwNVFnqSb6znr0bGzjwXQM7dlSxcLkrqL4GhLptRGSFEO4OIdRtVS+PjVC3lZ07rIT5bOiYiZ2griPjUhW8PfQBpHfwsX6vM3jdntzyfe0qrhqwhHfumIbijtf1enU2fVXDzrwK3nmjgkPhpdR84AAg3B5CZlUSg6rjGVgdj9Vn5qT/QVJiy3YmPBgI3lr78eRsQvQ0Cd4KIYQQQggh+rSzPoXobFU+f3nv9kX0vIgh0DjX0J5XdZalbGdt4j4GVcVz7sYJeHzmoPqNgdvmuUnH/6b7+9qfTXsC3h0N9tSOH6NpGhWrjWz+K5z2JtSsVcHRlNPhtDdg05/BFgsDLwhMXNY8qNkZJatbbrP4TJzyQAQr71LR+HNmwccPwgz/frfmpS60gWpzk5exgWpLA0UhldRFOHEbAykh3r5OLQ1jNV6YbyVlqZXocBvlaRa+/tDC7hlq1LAaOWwhMspMVKSFiHAzBkMgaO2uCfTxli5MA9BUY+oHgDM/Vnl1D7wFY3/dev7cpu99eEbrbe5820OZuZYyUy179tby3ZYKNm+tpL5evUe2SDPpNXFMKYwjvSaOKJcdo1ljyj+h5gBs+UfLtByNrNFwsxfooly7QpwoJHgrhBBCCCGE6JNix0NDIQw4s2P1K3eq4NP5q9qe3Er0T5ZouPiQh/t/u4G1XxVx5aUDue+ekZhMKkK74SGVG7epsz7thY72YzGjVMC7MWVAR31xOTQUwUtRgW1nfQoGI0z+S2Cb1b+/eu/R9/GUl+DjU1WgeeWPmuxoEgz8eFagPPnvMPpnRiDM/wqo3A5v+78UOm+bh9wdDj66zkmd2cnAe5ys+Z+DyIlOGmxOCkvqyYuspMHoYvW/Wo/EGgwQEaECuVGRFkzVZhrSLaRkW/jfPP/2qMD+qCgz0dFWLOZOzoDWxOa/Bspb/hFINbPshuDgraNUjVge5A/06ujsXOZk/dBaSg21lBoDy2qD4/vjjEaNYVkRXHReKhV/jSa5Lpool73FyOrLD0Boipq4LPUsiJ3Qdp87O+GbEEKCt0IIIYQQQohu9M2tsPMZVb7RoSZLKt0AH0yCk56CYT9oeczaX6uRW5oJYsZ1bEb0/W/Bl9eo8vsTum+km+h5BV9BpbeBm25by/adVfzq3pFce+WgoDo5f1AvrxNeioTEk2HAGb3U4X4sIlONlO2MhiK19PmzE0z5twrcNmfzZ1tIPOmou0fyLLihQeUwdlfB2l/BlH+2HRDOvrPttqJGwMWbIf8zSBxhIm5IGBvrwjCFwhkzwPYgnHsjJM1U9d8dB2WbdEwDPMz+1kV5hYvKKhdVlW4qq1xUVvmXlaq891sHjvBq9la6WfKEt+1+RJkxR9qI3Wvlo19biYuzEhdrJSbagt1uwmYzYrcZsYUYCbEZ1XqI2l66wYBX0/FoXvZ85cNj9uE2eGgwuVmy2EV1vYu8zW7WP+OixuCg9m8Oakc4qLU24NZ83/fBZjCRaA1lhDUW87YwksPCuH5xGGlpod8Hl+f9MrjfQ2+GXfNV2Z6sluYwue+E6A4SvBVCCCGEEEJ0m8bALagJp6JHQsVmNZP7wfdaBm+9Ttj0iCpHDgNbXPvtm/15Hg++22VdFn1I4Tfw3cFSPspYj+GQj//8cxKzTm4lmaaf0aq+JBBHp2qXetUegrD0jh1jTwkerTvyrtbrlW1QS0fpsfWxcfK5sb9UL4D6ArUMSYC1/m3hQ9TnoT0xo9QLwGhRS09dcL7tRmcvgleTNLx5ZrxrzIy9OLTNdl8Mh5P8E8Dd7AOn00tVtYvK7wO9Lioq3ZSXOyktc7LxZScun5ON31VQWubA4fC12XaQUW3vev3+QNkYYyDUbSXMbSOhIZLzb0wkLT2EwYPCGTwolIR4G5r/W7J3x0HtQUjQwNIkI4k5AtzVgfWZ88Bkh90vdKyrQoijJ8FbIYQQQgghThANxSq40VMqtgWv1xeo4O32/6r1gi9h1c+C61TtDC6bjzAJj60Hr0f0LF3X+ctt+1icuYMEcyjzXsxh8KCwIx8ojtmnZ8KlOzpW1xobCN4Ovbntx+In/VnlvT2lG4J99mSY+k/Q9UDw1lXZtecIafKdwedzIWYsTHwY0s8Prqf7VPoAgOy71JMDNpsRmy2ExIQQWvPafyFlEpz8vPrc19V5KK9w4XB4aWjw0uBfOhxe6hs8OBxe6mq8rHrAS/wYAwljjex/zoDRZ2Dy74xs/42FtPFm6tdZsDZYMPuCJ5G75d62r7NmvwrSLpoDU/4FBV/A4CvUNs0EugdG3KHqTn1MpaboyNMRQoijJ8FbIYQQQggh+qmilerR38Zckk0VLANLJMSOVet7X1VpBeZ8Dimn9Uz/3hkZvO71j4gs+VYtfS7Y+XRwncbJphqVrm3/HE2DBjc64KsboHxjp7sq+pji/W7uvfs7VlsLyKpI4tUt4wgNlT9fu9uVh+G1NPXFyYH3IOOi9uv7vGokPcDl+9ueBAvUSN7ryruoox0w5V/H3kbzL4/G3Aff+fP4lm+CJRfAyc2C0Y3pIwCmPdax87hrYe8CFbzVNI0Qi5n0NHO7x7w/CaYXQsZ0mP1XWHpABdKn3wXzfwwsg6bdN4XCFQcCv4fb7It/dG3VTlh8jipv/ptaDvsBnPTfQF1NO/LoZiHEsZN//YQQQgghhOiHnBXw0XRVPvnF4H3umsBkPmctgtQz4cDbar1yW88FbxvNWgBfXhVYj8hUI2bPX67W6+o8HM6rJze3jsN59eTn1rNyXj0ug4fosTqLrtWxWIxEhJsIDzeTEG8jLdVOelooQ7PCOXeZlfDBEkQ4XmzaXMHt166n2uBgZv5wTo8eQmioDO3rCaGpYAwBbwN8fvGRc0dvfyJQbi9w21OafpmTPKvzx1++X6VuCc9QE5rFjA3eP+nPsOWfwV8yLbuh9bZmzu/4eV0Vaulzw8EPYOllcNF6iB3X9jGNX2wZ/OkeTnuj/XPEjjtyGhqAa0rglfjW90k+WyF6hwRvhRBCCCGE6IeKVgTKy65vu96is1TOxQPvqHVrJycjOlbhQ1SwFuDgRzrv3FHDvvoKKuMreOX6WnLz6imvcAUdExFuJmG4HbvTTFS8hsEILpeP4hIne/bVUljUgMcTiCqlDrAzemQU48dFY3DFY3CEAhLs6298Pp3nXtrHo0/swO6xccWB6aTUR5N4Tm/37MRyfTU85x/02VAMq38OnvrW6zZ+KXThEUbI96Tsu1VgMyyt88c2DUC3FThtGri9rI2J0gwmCO3E+aOy1RdrPjd8cTmgQ8WWtvvgbfIrc/TP2273rEXq3wCAGfM61hdbHMRPDTwhkX03bPOPID6agLgQ4thJ8FYIIYQQQoh+aMl5ajnqZzDi9pb7DRZ43T/h0N5XA9ut0d3TH59XpUDImBvIDek2eKibUckrn1eweEg5BSsqcMZ5ALDXWBljD2f2rCRSU+2kpdpJG2AnNdVOZISl3XN5vTqFRQ0cPFzH9h3VbN5aycbvKvhksUq8GR5mY/vDCZx1ZjKTJ8ZiMrWRhFP0GYVFDfzmwe9YsaqEM05LYui/x2Dzqs9BZ0YwimNnMMGgK2D/6/Cq/14OHwRGe3C9yq2BctzEnuvfkUx7tHvbH3It7H1Z5dmNGNw1bWbdAGvuU5M46v65yvIWQ+a1LevmLoJFZ6vyhIdbf++vLobCL9VI2cv2gKsKooZ1vD+NgVuAqf9Wv9uzbgJrTMfbEEJ0HU3Xj/AcRB+Uk5Ojr13bh77aE0IIIYQQoofN8w8svdnb9gRB81oZfHrWJ5B6dtf358C78OHlTuqnlsNF5azfWM7WLdX4NPX3RmxDOAPqokmpi2FAbTS3bLYTNbRrR8fm5tXzwu0lrN5cQn5qKXV1HmKiLZx5ejJzzkxhwrgYjEYZkduX6LrOBwvzeOSvW3DU6px8eAQPLh3Ie2PUz0kzwc3uIzQiutyeV+CrJoHD81dCwtTgOg3FKrg79peQ80jP9q+3VWxTOcVDB3RNe5v+HJhorSmDBSwRwdscpYHyjGdh2C1d04emlt0Iu184ch5jIUTX0TRtna7rOa3tk5G3QgghhBBC9FOpc9oO3IKanOyT2cHb9r2uRsnak9TIrrGtBAw6oqHBy779NWzeUM3WvRV8+1U5eaProA4sbxpIro8ip3QIM8+N5uI/RfNuvBpFOfZXMP6B7slPmzrAzlmjB5L04UCu3ORlxZpiPlmcz3sfHua1Nw8SH2flrNOT8f5+AMn1UWTfoTHkGvXo96S/gsHY9X0SbSspcfDgHzfzxbIiJoyLYdwrY4l2hVL0tdqfdaOayV70vJRmvzcaU580FZJw5Jy4x6vo7K5tr/lEjY2G/aDlNq8Tds1Tv7uH3ty1/Wg0/Sn1u1oCt0L0DTLyVgghhBD9Vn0hVO+BpBlqXdfVo31p56pJV4Q4nr0QpibTaZz0qy0HP4DPLmx7/8x57QcAPB4fBw/VsXtvDbv3qNeuPdUczq2n8U+JUJOZzLAYIrZGk1oby22rIvhwtIqEjvopTPmHehS4vUBzV1l9b2Bm9Is2qmWD08OKjcV8vjqPFetK8Go+wl0hDKtIZlhFCokNkdiTNK4u6P7+CfWZWvDGAR5/ahcup4/p+4czoWQQWrM8xae/BwPb+eyK7vX1D2HXs6p8ogZpe4q7Dl4MC6wPugJOXRA8AZsQ4vjW7SNvNU2bD5wHFOu6PqqV/RcCDwM+wAPco+v6N/59NwC/8Vf9g67rL3RFn4QQQghx/PvsQihZrXK7hcRD3iJY/n9qn/yhKdqj+6B4JcTlQO1BsKeAOezIx/UlBrPq/5EMvEBNWHb4I1hyQcv9X92i883fnIx4rIEqGigobKCw0EFhUQOHcuvZt78Wt1slYTQYYGB6KMOHRXL+Oakcvi+cWEc40c7QoMDbh6MD7Tc+Tt0TgVuAiKxA+b1xjSUTkMJkUhhrcLM3soid0fmsT9jP2sR9RDntDKtIYeLWAQwbGd4zHT1BrdtQzh/+vJmdu2uYMT2eoc+MItoV2mrd+Ck93DkRJPUsFbzN+XNv9+T4Zw5V/2/RdajYClHDJXArhAjoqrQJzwP/AV5sY//nwAe6ruuapo0B3gCGa5oWA/wOyAF0YJ2maR/oul7RRf0SQgghxHGsZLVafnaRGn24aE779bc9Ad4GiByhJga5eJM8Jn2ienesmsl7yDWw9xUYeDGc/k5wHV2HDQ+CZobxv2m1mV7V1uzvralv8HDIW8O26DqqLPVUWxuottRTZWmgxtKg8tLeF6hvtxtJSgxhQEoIJ02NY2hmBJmZ4QwZFIbVqm6a7U/Biqr2z5t1U/ekR2jP0Jth+a2qPPud1mqYiRmbyptDUmkwutgTWciO6HxWJ+7h4uv2MHRIOKdOGMAl16cQa7ETEh88arhyp/qiKPO61id/K14FpWtg+G0qwC6UzVsreeqZ3XyxrIikJBuP/m0iM8cn8coTwRGqxi/jRO8beCHMfrt7cmSL1mkaxLQYDieEONF1SfBW1/VlmqZltLO/tslqKCpQC3AWsETX9XIATdOWAGcDC7qiX0IIIYQ4voUPhpp9ULwCilYGtoemtV5/5Z3B64vPhbM/7b7+ib7p4AcqcAsqcAtw8F1Y0yz3q88FW/6pys4ymPqvnuvjkXgaVP/cNS33eb06W7ZVsnJVKZu3VrJ7Tw25ef5Ib4ZaxMVYCW+wk5wXxbCKZMLdIUS4Qrh+TQhJSSGsu81E6RqNwcMg556W5yjbCCtuV+WhPwg8Wg1w6mvwxZWqPPLuLrrgTjAY4dpyMIWC0dJ2vYs3w7ujLfz603ScFem8c66DmrkFLN2Qz//27uB/b+4gpTaa4RUpDK1M4fZKK+ZQFdDf95qaSCv7juA26wvhQ/+kTvvfgnO/7K6r7D/WbyznqWd2883KEiIizNz5f0O58brB2ENMQRMvzXoFDFYJ3PYlBjNkzO3tXgghhOixCcs0TbsY+BOQAJzr3zwAONykWq5/mxBCCCHEEdkHqOAtQMHSwHaDBXa/dOTj8xbBPA1mzoehN6mAVPkmyLpBBYMrNsPwW7ul66KX6L628782Bmpbs/XffSt4621Qy7A00HWdQ4frWbm6lJXflrBqTRnVNWr2m8GDwhg9Moq5F6aROSQc44YwIglhwk/V6FmfWwVoFs2B3E8h3gXli2D/a6r9TX+CwVe3fHx38TmBcsJUmPG0Knvq1eO/g6/ozqs/stZGxDYXMyqQXsVdB6EeG6FvDOJqBlFlqWdHdD47ovNYmraVL1K38u3V8WTXpTC0LgkwtzrBUM3+QLnwK/C62g8gH690XWfNujL++8xuVq0pIzrKwk/uGs5Vlw0kLKzlcOSJf4AhV/dCR4UQQoh+oMeCt7quvwu8q2nayaj8t6d35nhN024FbgVIT0/v+g4KIYQQ4nv734air0H3gs+jXrpHrR/6AMIGqtQDM54BSy+kh9R9UL5Z9adRfb5aJp8KBV/Asus73t7XN6uXPUW1k3gSfDRd7Uuc0fWzSoveU7yq9e03e1vPyar7YH4fTK1RXuFiZ1QpG3eWct/5JeTlq2huclIIZ8xOYvqUeKZMjiUmulnOglODVxsf64+frIK3746G+KnBdd4dTZvM4erYxuCuufXUpX1e835HuuxMKcpkSlEmpbYadkTnscOVz0brJoy+zQwalEDR2ylU5idgMwX+pKrLDW7neavKN3wi5K7UfeDz6qxaV8qTT+9m/cZy4uKs3PvTbC6/JB17SMs/Pat2qqU5ooc7K4QQQvQjPRa8beRPsTBY07Q4IA+Y1WR3KvBlG8c9DTwNkJOTI1OQCCGEEN3EXQdLL1VlayxoRjCY1CPCBiO4qqD8O/WKGgETfhd8/FfXq4DO9Ce6p3/vjlOjY5sz2dXyrE9aBlAa5S2GFf7HnKc+Bt82e6S7MQD8ZpMJj4pX9q/graMUdvwP1v0GbmgAk623e9R3uOsCQXlrLIx/AL79sVpvazItzQCxE6BsPeR/ASmntl4PVPDq8MLApGDTn4QRt3dN310uL+s3VrBiVQnfripl6/Yq9EEQst/EtJNiuem6IUyfGsfA9FC0o4gUhg8OlEu+Dd532hutHxM9CiKP40l1UmaD0QYsDGdGwXBOKhhGob2SHdH57IzO5+XaQl5bZCCjJp6h1ckMqU7E6jNjiVS/Jxtt/y9kXgOWyF67lKPmLIdvfwJT/gm22LbrVVa5eCA7j03hhymxV5OYYONX947k0ovSsdnUtx+6Dp664IkBq/eopSWq+65BCCGE6O80Xe+aOKg/5+1Huq63SK+taVomsNc/YdkE4ENUoDYaWAdM8FddD0xszIHblpycHH3t2rVd0m8hhBCiP9r9Imz+O1y4tusfyd37Gnx5FaSdB2d+2HL/fFPwiNebfbDqJzDkWojPUWkIAK7KB3ty1/YNAu235ZYj/NfGWQm75qvJhA6+C19dd+RzXrgO4iYcuV5v++oG2NNk+tipj6mgXPq5bR9zImn62blwLcSMgxfDYMQdMOUfbR/3UjS4KlX5sr1Q+CVk3dgy4Lt3AXzZ7NHvGx1HN2GXx+Nj244q1qwtY9WaMtZuKMPh8GEyaYwZFY3tkzjSa+L4wcdRpJzcRuS5E7b/N/DFRlNTH4ORdx1z8/1C4+fj4s0QPVIFpXc8oyY/Sz4VMq+Hr29SdSzxOiM+LWfx5wUs+byQomIHZrOBk6bGcebpyQwqSWTtLcG/nPvjCNzG9yRmjJrgsSmX28fKVSV8uDCPz74oxOXykVgfyZjSdKbFp2IieMh61Y5AOXEmnLNUfeZ2PgOX7YaIzG6+GCGEEKIP0zRtna7rOa3t65KRt5qmLUCNoI3TNC0X+B1gBtB1/SngEuB6TdPcQANwha6ixuWapj0MrPE39dCRArdCCCHEia4uH5bdoMr7XoOsTqQH8DTA0svUBEMZF7Ve58ur1DKmjUelR94DW5oEuub740ZbHw2utyAFZi2AqOEQO67jfewsHR2n0YPD6MJhcrN+owpwRUSYiQg3Ex5mxmwOBLesUTD6p6qcMVeN0k07Tz0abovj+wl0Bl0B+19X5fcnHjko3Bc0DdxCYGRxf+h7d/J5ofZgYP2sTyBuoirf2HDk42e/A5+cpspvDlFLSxQYQ1Tu2cYJffa8HDgmIguqd8P+NyHz2vbb13Wd4hIH27ZXs21HFZu3VrJ+Yzm1tR5A5a295KJ0Jo+LJ3Z3DBvuDOQMTZ555P53RNQItbQlqBGnI25X6RCOJvDcX2XfCdFjgmd6H3qjCtJnzFV5dGPHw5p74fT3NEwhseRMiOX+n43ku82VLF5awOLPCvjy62JMJo3Jt8YRvTiZ9MNJ2L0WfK7++36Wf6dGrutmL8tXlrL48wKWfllITa2HiDAzpySnk7QonYQGlf8gYXbLNpoGb4u+hpLVgS9FQpK6/xqEEEKI/qrLRt72JBl5K4QQ4kTWdPTg1MdaPpZdexDezISJf4Rtj6kRhqGpLY+9yRXIdwn+iZwugkP+0bbXVbZ8zFfXdVwNOnkrvSw824dX82HUDRh0A0afQZVpObTs2jKwxrR9TR6Pj/oGL/X1HurrvRxa4aF0j4eokz1UVLgoL3JR63Kz+TUXZUUqSOu0uvBEu6iqcaNr7f9/xm43EhGugrkREWZiYqxkDg4jKzOcrCERDEwPxaBpoAWC0TOeVfkYN/9NrV++H8Iz2j1Nj8j7DIq+gZE/Vo8gN/5sIfDznfYfWHlnYPuJHrz98lrY+4oqx4yDizd0vo32RnzPeBa++UFgXUfnkt06C4Z5mfBPHylzPZSUOikucVBa6qC4xElJ02Wxgxp/oFbTYNDAMHImxjA5J5ZJE2OJj7NRthHeGx983tPegEGXdf5aWlO0Aj46CTKvg1NePHJ90Tpd19m6vYrFnxWw6LMCDufWY9A0Uqtiuf6hZM48K4m42L4fwf3mNtjpn4SuxtzAgfASqmYW811BKQ1uD2E2M6efkcjpM5PZc2Y8Rl394ozIgos3BtLYNPfRTPX7C9S/Cc5yCE2HKw+2Xl8IIYQ4UbQ38laCt0IIIUQ/c6S0Aa250QHPN8t96sPHWQcc5BfVs3VpPcsfbaDe7KTO5MSX7ERL9OB0eXG6fLicPlxuL06njyP910EDTBgweFRQ14CG2a5hj9MwGjVMJg1N03A6vdTXe6mr9+By+Y54DSYM2FxmbF4LdiwMOc1MXLKF6mUWHBstpE0wM+2XFqxWA263j6pqN9U1bmpq3FRXu79fr652U1ziIDevHp//tHa7kTGjohk/NhrDomj4KJofFJuxxsB7E6BsA4z9FeT8sfPvfVdr/vMfcx9M+jM4yuCVOLXtuip4qUng/UQP3n4wRY3yAzj1NRh8ReeOLylxsPaDWhbf20C1pZ5as0ON9ja5cRrduAwe3AYvHoMXr+bDY/TS3ltuMmnEx9lIiLcSH2cjPs7KoEFhZA+PZNjQCELtLR+OO/AefH5xYH3CQzD+t527jvboOlRsUSNwDT0+K8bxSdd1duyq5oXfFPD11gIqbHUAZA+PZMb0eGZMj2fs6OigJwO6m8cBi84GR3Hr+80RMOUVF4+Pr+RQeCkHIkooDakBIMxlI6M6nqFVyaTXxGHUDaScDvmfBY6Pm6i+MGxL7SH47GKVQ7qpE/13lBBCCNHtaROEEEII0f1qDqqUB01NeLiVijqsfyCw6jZ4ePPHtWyJqaE0pIZSWw2V1jqqLQ386+ImfzEnQYjHQqjHStYYK+HhIdisBqwWIxarAavFgNVqxGw2YPVvN5k0vF6dr+9Uo3Cx+RjxCx8ej4+GOh8l63WK1+j4qnWGnKXj9fpfPp0QmxF7iBG73YTdbiTUbsJuN6FXGtlwjwmLz4jFaybEowK2Zp8RzT+q94wPIP181W1XNZRthOSTO/d+Ohxe9h2oZfeeGjZvrWTjpgr+N283Ph8YxsFXd0cyZVIcE/8WS+GZMThKjv2/TfWF6mcz8Q8QktD5433eltu++4t65HjVT9S60QaWCAhJhIaitifiOpHETgwEbwddfuT6FRUuVq8rZdWaMlatKWX/ARV0Y6AaGWv3WrG6zFg9ZuxuK9HeUEy6EaPPQHy2kSEXGLCYjXz3WwNx2UYm/MRIfJzVH7C1ERlpxmBQn2VdV6k6QuLVKXbOUzlAz/smOIhqCQ+UzWFdG7gFdV1tpUoRR0fTNEYMi+SHl0SS+dYwhjxRw05LEctXljDvhb08PX8PIWYT06bFMiknlnFjo0n2RRI3yoDBeOT2dz0HybMgfFDH+9RQCIVfQVyOOs6n6xS6atjvqGB3RSX7qioov6wWMsHg08hOjeHai4ZTflcCcY7w738HN2oauAXI+VP75w9LhzMXwoIm+dAzO5H6RwghhDgRychbIYQQoo/TfTC/lT/kz1wIaec0q6vr5OU38Oikcg6aysgLK6fCWkfj39smn4GU0HDseaFEuuxEOu2c/4ydTVfZCXPZMBkMTPl35ycoqtgGu5+HCQ8GPy7rqYcXQiFmLFy0HtCOPGHPx7OhYGnr+7JugoRpMPSm7hkdWFfvYfOWStauL2P12jI2fleBx6Nj8GkMjojmjKtimTIplpHZUa2OjjySjY/Aul9D2rlw5kfw/iT1M5zw+44dn7cEPj2z/To5f4ax96kRdituh72vwk3OTnf1uLLiR7D/DbimpPX9tbVu1qwrZ9WaUlatKWXnbjXS0G43MmlCLJMnxTJiWCQpySEkJYVgMRuo2gXVe2Gx/x68YDXETwput3GUdHujChekQn1eIC1H4zGzXoEhV4O7Flb9LPAI+5kLIfVsCcr3J6Ub4P0JMPkfgXzbNTVu/jS4lH0hJeQmlVDuUcmXTT4DQ1OimDQ7krTUUFJT7aSn2klJsWNpMkL3s7lqwkWAkT+Bqf88cj88Hh+71zbw8lm1mK+q5LBWweatld/nVo4MMxObF01ynXpd9ngUo29Uv+caiuDg+7D8NtVWwnQoXhFoO+NSlcf2ytyO/W52loMluv9N4CaEEEJ0Fxl5K4QQQvRj+Z+33JZ1kwr66brO3v21rFtfztoNZaxbX05hkQOSICLCzIikGIxfDiDOEU5cQwRXfmInaarGvtfg61tUWwcugUjUH9+z3zy6PkZnw+S/ttxuskP0KCjfFByAHvsrNfq0+R/uhxa2HbgFOHn+0fWvo0LtJqZOjmPqZJV/oL7Bw8ZNFTw9t5RDDWX8b95u/vvMbjRNTSI1KjuKUdmRjMqOYtjQCGy29ofL2f2jzQ4vVMGL0rXqte0JmPiwyjs64xkw2Vo/vmpXoJx2HugeyP00uE72j9TSZJNJgNqj6zqbvqvktbcO8OmSAlwuH1argfFjY/jxj1KYOimO7BGRbT7SHjlUvU57Q42Ibh64bWrBALjycMuA6855KnAL8MYgSD4tsM/nVssXw4OPSZgmgdv+5vtR9v40Le9NBFeFmSGlyQwhGQ5DrclBfmgF+WEV5DeU83rFQRzOQDoZgwGSEkNIG2AnLc1O4YpQbLFmTLqRnc8ZqDzNgGbz4XL5cLt1amrclFU4KS93UVrm5NDhOnLz6vF4dBgChjWQlRXBuWcPYNyYaMaOiWJgWijzDYFfysOapOkISYTht4I9Bdb9Vn2J8PZwFdQFOPk5NSK8o9rLgS6EEEKIYBK8FUIIIfq4g+8HymnnQuotLrZ5i/jxz4tYu76cikoXAPFxVnImxDJxfAw5E2LIHBKOq0L7Pg8qgDVcBVSH3gw7/hd4lBxgyFXd0/+KLS23bXpETSAV1yzg1XQk19RH4dsfw/QnYcUd3dO3I7GHmJg+NZ7tBfFQAOm3uLHcUM6WbVVs3VbJNytLeP+jXACMRo3MIeGMyo5k5IhIUgfYSUm2k5wUgs1mRNPA3CQQ93JsoOwsC1xj8Qq4fG/LvlTtDkxCduVhNVFZ1W54a6jadk2JCup1JoByInK5vHywMI9XXj/Azl3VhIaauOTCNM48PZlxY6KxWjvwvHoT7U0YZh+ggrP1+WoSweYBq9J1wetNv7io2NayvWtKwRrdqe6JPsAcoZb731ZB+eb5XgHCPDaGViUztEp9wzP6Xp1BP3dyKLeew7l1HM6t53BuPQf21rHwjSIaUlxBx3/0QMs2TSaN2BgrMTEWhmaGc/ppSRx6MJRoZxhzfhnB5F+3/afgkGtbTlgJkH6eegFEZQeCt/J7RwghhOg+ErwVQggh+iifB7wO2P6EGpXluaWQ5RSy5pEyvF6dpCQbp8xM8AdrY0lPs6M1G8pqi4Ub6lTqAoDQtMC+2AnBwduMud17PcmzoODLwLrJDpXNAlSWKDXC69yvwRwKI+9WaSP2v6UCzr3t0DwztzybyCkzEwE1erO4xMHmrSqYu3VbFZ9/Wcjb7x0OOs7utpA63Ia52oInw4LdbSHEayHEo142rxmbfxmTbKV6X8sAYmOQFlTgFiAyC250qseUZTRm+9yal5dePcj8F/dRVOxg2NAIHvz1aM6dM+CoUmB0xPQn4bMLVTkqu+X+tHPVBGGb/95y34G3A6NvAS4/oO5n0f80BjZLvlWvpsb9Bjb+oeUxm/+qMeZeGyPTbYxMD0T9G7+Mcxs82Ed7mLHAy5sTvAy+SWfcTzXMZgNms4GwMBMR4eYW/ybMu1sth17Sel+vrYBNf1KpV44kdQ4UfHHkekIIIYQ4NhK8FUIIITrp0EI16Yq3AQ5/DON/1z15+z6+yMMXKwrZmnmYQ2FlsBoGZYRyyw1DOHN2MiOGR7T4w7w1Jrt6xLVwmQqMNprwEGhGFRzuTkabCkLPWQrz/QHGizZC7NiOHa8Z4JxWUkf0pJu9auRkzf7g7ZqmkZgQQmJCCKefqnIU+Hw6e1Y4qA5pYMEZ9VRbGqi21FO33oU+2EVJSCWuRBf1Lk/rJ6uHP1xoIcIdQrgrhAiXfxllI8JlZ8ptIei65fufvdHSnVfe/9XUuFmYe4BFyfup/7uLnAkx/OF3Y5k+Na5D98+xGHhB+/luG237j/8e+QxSZqu8tzV7Yeu/AnXCB3ZfP0X3au9jlnm9Sn1S6p/OY8g16qkEIOipiebMPhMXvG4iahjEOcCxALKePHJfDGbIvguihre+3xoFk/9y5HYAIoepZdaNHasvhBBCiKMjwVshhBCik5acF7w+8h71eOnmvwEajPmF2q7r4Kpsux1LZMvRkqvv0/nkiXK2xOayKyofd4aXSKedCwZmccs/UsgcHHZUAae0c1pObhYSD9P/A7mfdO+o24s2Ar7gAEb0yO47X3fQDBA9umXwtjVvDtaoPRgChJBNs+fk96nFjU6YZ/PRYHRx1kY3pXkuFl7uJvosF+54J6XVDZTUNFBSU8u2mhIcbu/3TbzyJUScaiZ7eCSjsiPJHhHJhHExJMS3kSj3BFVd4+blBft58ZX9VNe4GeKK58FXs5g4vu8l27yxof39p7zcM/0Q3Sf1HMj9GC7bDW9mqW1RI9To+QvXBOrtel4Fb2PHq9zmrQlNU08tRGYFtrkqYe1vIKeVUbyNHKVqNLfWucwgbUo7B874UH3hIIQQQojuI8FbIYQQohO8rpbb6vPh5SZ5KOOnwOqfQfxk2N7OSCiDBU5dAIkzwRfq4d23c3nqgwOUD63F7DUyrDKFkWWpDKiL4cY1GiZ7118PwGV7unfG76hhgfJ1VWrkV0dmI+9rGlNO1OVB6IDW62z+B9QeDN5miQZXRfA2owXOW2Kg/Dsbw0faYCTMqGy9TV3Xqap2U1DYQEFhA/kFDezeU8PWbVU8//I+NQERalT2lElxTJkUy5ScOKKiTswhuc2DtieNSmTQW1kkNkQxcXxv965jTn0N1v4y8GVBbD/pt2jbWQsD5TlL1dMbtlZG1mZdDzFjIGYsGNoLsl4UKEYOh6odsOmP6gmLgRfB6J+qfV//UP3+Oe1NeHec2lb49bFdSyODKZD/VgghhBDdpx/+6SSEEEL0Hmd5y23NJ5/5+BS1rM9Xo2vH/77lMavuAZ8L3rq6li2DD7AtLpfaWg+JeiRnHRzLsMpkzD71z/QNDWDqxkGV3fzkeBBLRM+dq6vF5ahl7icw9JaW71vtYVj9c1UOTYe6Q6rsqlAj7Cq3q/XGCa5SZndsxJqmaURFWoiKtDBiWPAMQi6Xl527a1i7voxVa8r4YGEur715EE2DUdmRZDTEE2aPx+2Oxmw+vpPiNg/azpqWSOpzQ0nc0MqsS33c4CvUa74JdK96ieNHyqlt79MMEDehc+0lTFHBW4Cir9Vr1D3q6Y9dz6rtzjI1eR7I5GJCCCFEfyPBWyGEEOIoZN8Nu+aBpw7yFrdex+dS+WZH/bjlvkX31rEyaTfbY3LRdI0zJyUT/dQgkuujOPNDje/+DEXLYe7W7g3cio5rnDzqmx+q/JSNwdxG6x8MlK84EMjvG5IUCNyCCv52FYvFyOiRUYweGcVN1w3B7faxZVslK1eVsnxlCQv37cU3aA8fnGZiyqRYZkyLZ/rUeNLTQjt9rro8+PwSmPYfiM9pua+hEOImtn18+WYV3J7+BERkdvr0bdqxq5o33j7Ihx/nUVfnYfapidz+w6Ek+yJ5p8nI91kLuu6cPWXEj2DbY2CVicpEO2bMg8QZ6ndTo/nNRu2+Eh8oz5zfM/0SQgghRNfQdL0Dsyj0MTk5OfratWt7uxtCCCFOQPWFsCAZpv8Xht0Cz3XgyfSmExblFzTwv2d38/b7hzF4NMaWZDCpeDChHltQfV1XwV+jtRsuQhyVgmWBUdXtub4WzKGw+wVY91u4YBV8NFNNQAUQPQrmbu7evjZ6wuTmcFgpNaeWsNNVQn6BSq6almpXgdxp8UzJiSUszNxuOz4PrLgDdj6j1ptPwvX2KKjcCjc62v7MfnI65H8OQ2+GmfOO7bocDi+fLsnn9bcOsmlzJRaLgTlnpnDd1YPIHq5G2q6+15+H2u/6mv454tBd2z/7LXqe7oNvblVfLLZl5jx1DwohhBCib9E0bZ2u6zmt7ZORt0IIIcTRavYU+tAfqFm6Pz0rMHN48iy1LC5x8PS83bz57mEArpg7kIjfZRLmCR5WO2epWmqaBG77mvgcsMZAwnQ46b+t1zFHqMAtQNYN6gUw53PIWwTLb1OpNHqKzWsmqyoZ3kvmPz6dg4fqWL6yhOUrS3jvo1wWvHkQk0lj7OhoTpoWz0nT4hk5IhKDITgnxJr7A4HbphylcPB9FbgFNRHTlYda1nPXqsAtgKv66K9n774a3nj7EO9/lEt1jZtBGaHc/7NsLjgvlajI4G9SGgO3F6yBkIT+GwDtr/0WPU8zwElPtQze2hJgyFUw6a8q37YQQggh+hcJ3gohhBCdUJcbKBuMgRnEAU56Uk3GdeEamOePfaXd5eQv/9zLa28ewOvVufiCNG67JYuU5BBqr4PX04PbT5jaM9chOs9kh2vLju7Y8IEw5Bo4+B6M+3WXdqvDNE0jY2AYGQPDuObKQbjcPjZuKueblSWsWFnKY0/u5LEndxIVaWbalHgmjIsmKzOcrCERHF4YiPgMOBMaSuCbH8ChD4LPUXe49XO/GB4oV+/qeJ91XefQ4XpWrirhk8X5rFlXjsmkcebsZC6/JJ1JE2PRjpC0OXZc/5wgT4ijYTDBdZVQtkH9e6TrkDSjt3slhBBCiGMhaROEEEKITljxI9j+JMx+BzIuVttqDkJDQXDgtbrUy3//vYc3vtiH0+nlgnNTuf2HWaSltsw16qkHn1eNsOvJycPE8W9ek8/TtP9A9o/arvu42cnB8FIazilhc3EJpaXO7/fZ3VZiHKFEuOxEuEJISQ7BsNtOmNuG3WPB5jWjoRGRBWmtzD6/9V+BssmuUku09lmvrHSxa081O3fXsHVbJavXllFY5ABgYHool1yUxsUXpBEbEzws3V0LhxeqCeBsceqeeiEUwgfB5fs69FYJIYQQQgjRayRtghBCCNFFTP5HmBsDt6BGVYYPDKyv+LaEB/+4mdy8es46I5m7bx/GoIy2n3022bups0I0sfJOSD8fwtJb7vO5we6xMqJiABOGDmDcSzolpU5WvF7DoodqKA2pocJay6HwUmrNKphKVuB4o6YRqlkwO8yYPjVi1tXL5DNg1o0YBxoZMM2IY5+R+sOw75deakq9GOO9lFe6KCp2UFzioLbW832bsbFWJk2IYXJOLJMmxDF4cGiro2yr98GbQ1TZEgXXVcBnc9V6yhld9OYJIYQQQgjRSyR4K4QQQnRCyaq291VWuvjLP7fx/ke5ZAwM5fmnpzI5J67nOidEMwPOhLzFgfXXB8JN7pZpBLb9J1DO/RTGP6ARF22j7C4bOcQH1fVqPmrMDVRbGvCmOBnySyeVNS7Kyp3U1nlwOrw4HF4aHG6cTi+1Di9Op4+DBV7qPV58CTqbPjZi9hmJSDISl2JhyKAwpk+NIzkphGFZEWRlhhMXa0XTNOZp8CXqlXFJy2s88Hag7KpUk8TlLVLrk//Wsr4QQgghhBD9iQRvhRBCiE5wVYExeI4xdF3n40X5PPLXrdTUuvm/H2Rx2y2ZWK3G3umkEH7Dbw8O3oLKhRk3MXibuzZQNoaoZdN8trfoKgVDSCJcmWfgOVMoUa5Qrl0F1qiO96f2kAogN5rzGKSc1nb93E+D1/OXgj0leFvkMDW5X/l3an3jHwL7LBEd75sQQgghhBB9kQRvhRBCiM7wBa9W17h5+E+bWfhpPmNGRfHQb8cwNEsiRqJvSJujgptVOwPbPpjcdv2okSoQCuDwT8427Fa1vKpAfXFhaPKdRGcnAgtLhxvqYPcLsOIO4Ag5np3lwevXlrWdF3pes+2nvta5vgkhhBBCCNEXSfBWiC5Qtkk9qpl8Sm/3RAjR3QxmSD5VldeuL+P+326kqNjB3XcM44c3ZWI0yoxjou8wWiFjLmz6E8RPhkGXqcm8WhM+GLY+GkgNUviVWo7+uVrak7qmTyY7RGWr8u7nIeVUqMuHd0bCqQsg9exA3S+vUcvzvoGYse1P6Df7XTDZYMBZoHvUvSqEEEIIIUR/J8FbIY6R7oP3xqnyLXqvdkUI0RM08OLjsSd38/T83QxIsfPy/OmMHR3d2z0TolWaf6RszNhAILYta+4NjHat3quWEZkt6w2+UqVjaJ5CpKNclWq550U45QU4+J7atvGPkHSySk+y8u5A/cSTjtxmxkWBsiaBWyGEEEIIcZyQ4K0Qx+Dg+/DZRYH16n0QMbjXuiOE6AEF1XW8Z9jAoWcrmXthGr/8+UhCQ+WfU9F3haZ1vG70aKgvCE5B0Npo11MXgK63PxK2PXqzLzsbUzUUfQMvhAbvy74bIYQQQgghTliG3u6AED2h9hCs/ZUaydOVmgZuITBZihDi+KPrOu+8f5j/2pZR4q7jX3+dwB9+N1YCt6LPawyMWqKOXLdpygIAe3LbdY82cAsqF29T5vC26078Q9v7hBBCCCGEON7JX5ziuKfrgZmtLVEw5t6uaXfdA13TjhCi76uscvHgHzez+LMC0upjuXXMOM46PaS3uyVEhwy8GMZsh5E/PnLdIVfDqp8G1kPTu6dPRitk3QS7nwOfN5BGobkzPgRLO4FdIYQQQgghjncSvBXHvXfHBMq1B7uu3Y0PB8pjfwWbHoGQ+K5rXwjRN3y9vJjfPrSJ8goXP/7hcAx3DCHpdJmUTPQflgiY9OeO1Q1JDJRtCTD10e7pE6iJywBq9kLxt6o87XHIvlNNBOoogQGnd9/5hRBCCCGE6A8keCuOa7oOFVsC66Vru+c8Saeo4C0SzxHiuFFX5+Fv/97GG28fInNIOE/+ezJDEiN5+Q6IGtHbvROi+5y/Eiq3w9Cbuvc80SPV8q1hgW3DfqiWsWO799xCCCGEEEL0FxK8Fce1db8JXo8Yqh7PNBh7pz9CiP5h7boyfvXgJvLy67n5+sHcdfswrFYjzvLe7pkQ3S9hqnp1t4ailts0mY1BCCGEEEKIIPJfZHFc2/SIWub4Hxfd+zI8b4GaY0yf0DhLtjkMTnn52NoSoq+oy4UD7/R2L3qX0+nlL//cxg23rkTT4MVnp/Pze7KxWuUbHyG62vDbVD7e2U1+7xjMvdcfIYQQQggh+iIZeSuOW/WFgfLon8Ha+1VZ98EbGXCLDl4XeJ0tj3VVqEnOLNFwXZORdnW5kP852FPUevpFkHkN5C7urqsQoue8lqaWVxyEwmVqAqHsO3u1Sz1qy7ZK7v/tRvbtr+XKywbysx+PINSu/pn8+gfgqYNI/+PdjtJe7KgQxwl7Mpx+gn9hJIQQQgghxJFI8FYctxbNCZQNrXzSnZXwejq4a9puw1Whgr2Nj3EuvRyKVwb2t8jJpx9tb4XoO3bNgw0PqfKJELx1u3089exunp6/h7hYK888MYWTpgXPPrhrXvAxRct7sINCnABOexNscb3dCyGEEEIIIfoeCd6K49aRHr0s+EIFbgdfCXE5wfsOvg9FX6vygXdh0CWqXLImuJ6zUi2NFrXMWwyJJx1Tt1vwOOCFEDXr9zWt5AfsT5wVYI3u7V6I1riafInRGLg93rwYAYkz4KyPA9s2ba7goT9tZvuOai44dwC//MVIIiMsQcfprXwpI492C9G1Bl3a2z0QQgghhBCib5Kct+K4NeBMtbzeH5S6cK0a2ZMxV61/7l+GD1FpFZq+Jv0p0M6+BYFy5rXB52hcT5yplhseAp+na6+j6Bu1dBR3bbs9acfTME+Dl2Pgo5mtB8NE7yr5tvXt25869rbrC1SKkt7UUKy+rMn9RH0JU1Lq4Fe/28hVNyyntNTJo3+byJ8fHt8icAu0OqLeHN79fRZCCCGEEEIIIWTkrTiuaUY1qRhA3ET1qtkfPClTwpSWxyWeBDfUwwt2MDSJ5ViiwBwB15ZBzT6IHKq2G5rMZeSuBmvMsfe99hB89xc1WrWRroOmda4dXYell0L0KJjw+2PvV2cdeAeW3xZYL/oGCpZCyuye74toW+0htZz0F1hzX2D7jv/BiP9r/9jKHfD5JZB0cst9Phfsmq/KJ78IWdd1TX87a9HZauk0uLn/gv18l7kPp9PLD24cwm23ZBEa2vo/h1sfh2/vDqwnn6oe7R7/ux7otBBCCCGEEEKIE94xB281TZsPnAcU67o+qpX91wD3ARpQA9yu6/om/74D/m1ewKPrek7z44XoiO/+BmvuhWmPgykUVt4JnvrW60Y3+5Smn996Pa/BS4mtjtwP3GjLPDQ4vKxbAfVWjS+Xa1jMBiLdFqIizURFWtAxoaHx2cVw7lfHfk2vD2y5rfYQhLeyvTXuWihdB4c/UgHUA+/A+Ac7H/w9VpU7Wm7zeXu2DycinxuqdkN0dsfqN+ZwTTsXxtyryvONgO/Ix749Qi0rt6n0Hk01HTG+7PreC94WbvSyMeEAqxP34DC5OWNKEvfcPpyvRobx6dPBo+0bNRQHB24vP9Dx+08IIYQQQgghhOgKXTHy9nngP8CLbezfD5yi63qFpmlzgKeBpmMdT9V1XebtFsdk66NqufKuI9dtOuIzfgrouk5xiYMdu6rZtbuGXbur2bGrmgMH6/COUM9Lv35PkwZS4b2ftGzXONZAmNtGRH4Izw8MYfo9IaQPCiF1gJ3UAXYSE2yYTO1nKjnwLpSshpxHWt+//w0YdHnHAkhvZ0Pd4eBtnnowhwZv87nBXQfWqCO3eTRMdrW8phQ+OgmqdnbPeUSw5/wjxiOHwiU72g/au+tg93OqHJYR2G6wgj3lyOcyhoC3AWY8A8N+ELzP51E/95LVat3TAKaQDl/GMSsucfDq6wd4cdRBHCY3Q5zxTN0zjItviULbBF4nVG6FJRe0387w2yVwK4QQQgghhBCi5x1z8FbX9WWapmW0s39Fk9VvgdRjPacQzXkdHa9rtMDJa+pZvKiQ93OL+dNpVVRVub/fn5IcwrCsCM44LZnDvw4jxGPF4jNi9pnQgPAROqe8ouNweqmqclNZ5aKyykVZqYsVjzZQbWngUHgp2150oDcJmJlMGslJ/mBuip3U1OBlVJSZL6/R8DbAtsda7/uae9Xr3GWQMA0MbdzB7tqWgdu2fHSyynd6ZR4suxFOegoiBnfs2OZK1sKOp2D6k4FJ3HI/UUuDCWbOg49mQPkmSD3z6M4hjmzLo4Fy1S6o2AoxLZ6LCFh6WaDcNLgfPQpc1S3ru+vg0PuQcan6OZtCVN3mgVtQP/cLVqmcx6DSjUSP7Nz1dJbH42PlqlLe/yiXxZ8X4PXoZNYmcenJg5l0UgzLb1Wj8xtl3QgjbldpVpozhUHUsO7trxBCCCGEEEII0Zaeznl7C/BJk3UdWKxpmg78T9f1p3u4P+I44CgFZ1kH6jm8fPZFIW+/d4hVa9QBWZnhnDk7mWFZEQzNCmdoVgQR4YFp5DfVwNr7g9uJ1SB7RBsn+Qls+Res+il48ZF8q4P4W+rJzQt+ffZFIRWVwTM4hYaasA8MIdJpJ9JlJyzMRmyEDVOhjTC3lTC3DbNP3bILTwb7ALgqt/VufHNr8Pqkv6qgb2saJ6p6bYBavjkEbjnKCcU+mKSW5giY+k9VbpxwzRIJ4f6g8I7/wZhfHN05RDDdB5oBSjdA1Agw2WDVPcF1PrsIavaCJRpmvdyyjcaf0SXbg7e7q6C+sGX9bf9R98XUUpUf2hQKjpL2+zngLMhbBO+MggvXQ+xY1W+Ayp2w7XF1LZP/CpXbVa7nzgT4nU4va9eX89U3RXy6pIDSUifhoWamGgcybNMgolyhpM+E4T+E5c3uj5w/gT2p4+cSQgghhBBCCCF6So8FbzVNOxUVvJ3RZPMMXdfzNE1LAJZomrZD1/VlbRx/K3ArQHp6erf3V/Qf3/215basG1QA0VMHVdUuFrxxkJcX7Ke8wkXqADt33T6Uc84awMD00JYHNzH2Ptj0iJqErFHdofb70/iYuREDxU/bsebbiQCy/S+Aw1+Ay+ChylKP7bR6Qs6op7iunlXz66mw1nEgvBSP0Z8Ytsms9haviTC3CuaGum3se9BKaqaN+Hgr8XE24uOsONba2LcgcGsPajKqsj4fIrMC6/pRBmlbozfJjbrtsUDw1hKJynhNYPK3mr1dd94TmasaXopse79mBN0beL9dFbD43LbrRw1XaURqaz0UlTjIjXeQV+Li9bc81NZ5qK11U1vnIW+ZTlmazqJ/6Oj/0PEZdKyRGjseMRJqNxIaaiLUblJfSPiXEb8wsWGZCavXxIJJJuLSTVy1T0Vv35+o7lWAHf8N9OdmX8t0Dy63j7y8eg4crOPAoVq1PFjLlq1VNDi8WK0GTpoWT9j8VAZVJ2DSA8Npq/eo5bXlsO91yJgLIc1y9AohhBBCCCGEEH1JjwRvNU0bAzwLzNF1/fsxkrqu5/mXxZqmvQtMBloN3vpH5T4NkJOT04UhJ9Hf6a1MqGRPgWG/dPPs83v5yTn7qa/3csqMBG64djCTc2IxGDo+a5e72WPj5oj261tjgtfr81uvZ/GZiHdEwMcR8DGkAJda1ePnJ7+ks3eJh9CTHVQ6nZSUOCgudZB/wMH6F5zUmh3khZazZ6ETt7flG2AeYyTUbWXwFBtbE6yw2kZdgpVtU2yEeqzM/ruNsVdYce81831ktQlPfSBXbWt8XnjO/9tjxB0w6S+w5r7A/qRT1LJyJ9QXQKg/WYotNlBn7W9ab9ueAtl3wDe3QdLJkHlN2/040e1+vv39l+8LnvgufAic+mpgva7Bze7D1ew6VMW+sirOv7SK/IIGGhqazCiXAQv9OZgNBgi1mzB4DXgiNTRdQ0PDoGvobp2Dn3mpq/fgcrUxy9nw4NW/TzcSHm7Ck2bG6jVj9Zmwes1YvEZAY/FACBsIiaf5KK9wceBgLXn5DXi9gX8CoqMsZAwM5eIL05h5UjyTJ8YREmJk3r8C50k9B5JmwhD/Z8kaDSP+r/33TgghhBBCCCGE6As0vQuG3vlz3n6k63qLrIqapqUDS4Hrm+a/1TQtFDDoul7jLy8BHtJ1/dMjnS8nJ0dfu3btMfdb9H/1BbDAP9J19tvw+SUqXUHDvQd5Y81uKipdnHt2Cj+4MZNhQ48QdW3DN7fCzmcCAcqsG+Dk59s/xlEGBrPKBWowt9xf8BV8PKv1Y0f9FKb8o/V9ug7zm8x5NuhKHUummwqHk0qHgwqHk4L9Dg7vcBJ9gZMql4OSUidFeQ4cXm+L9ow+A6FuK6EeK+HYSBtuxbHKxql/sjIg00p0tIXYGLW0hwS+69n7Gnx5VfvvAahr9/nTCTemYmjMfYoWeGz+++vzATpceRheSws+TgRr/llobuyvYOIfoGwjrLgd6uu9pD1ewc6DVWzbXsW2HVUcOFj3ff2EeCvZwyMZmB5KQoKNxAQbRS/aKHnbwlkvmnHsNJF6kpEBp2m8PghqD7Q8Z+PPyu32UVfvoa7OQ329h7o6FdQ9uMzDno89FG334DS4SbnKgx7t5rvn3DiNHlzGxqUnqN3wZANRsWYy0kPJGBhGRnooAweGMjA9lKhIS6vXP98EY+6HnD908o0VQgghhBBCCCF6mKZp63Rdz2lt3zGPvNU0bQEwC4jTNC0X+B1gBtB1/SngASAWeFJTz796/J1JBN71bzMBr3YkcCtEU4vODpRTTofDYWUsSfuOiiV1TJkUyy/uySZ7RDvPlXfAjKfVq3GkqM/Tfn0IHmHamuRTVAB42Y2d64umgWYC3d+H/a9pgMX/CicUyASyo+HyPwRGATsrYH6chzqzgzqTk1qzU5X9y9CTnVQ01LEqt4zaFDfLH2957hCb0R/MtWAosuJJtxDisWD3WLF7/GV3Y9mKWTd+H7iNbDLiMmMuHHgH5m6B6Ozgc2x5VOVrrdkf2KbrULJaPfKfejbCr6EoUD57MXzaJD9sYxC1tMzJZ3sK+GxCIWvXl+P6iRoRm5wUwsgRkVxwbiojhkeQPTyS+Dhbi3Msfw98Tlh7hVrfgsqL2xi4PXeZyr8MMPudwHFms4GoSEuLwOpJ04D74LWB/vQj/1bbMwB7Mkx4WI36/vbu4H6c/U8YcEaH3hYhhBBCCCGEEOK4cszBW13X2x1/p+v6D4AWc5Drur4PGHus5xcntvLv1LLB6OLhf2/n7azDRDrtPHLrJC68LQGtecLMY+EPiEUOb79aR2XdAN/+GFxV6nHuva907LjLdkHpWsi4pO2ctVqzUa3WaLjda6KhOIxvbg3j0PuBfTe5AqODdzwDX93mpd7kZND9TqJOd1Fe4aK8wqmW5WqZe9hJWXg1zlAXLnfrj8iHuWzEOMOIdoRy2v+Fsem7KEYMj+C0t4x46sAc1sox/nTWTfMYNx1dKqNwm/C/FwnTIGU2zFqgRkP7Yt289lY+ixbns2Z9GT4fZAwM5arLM5g+JY5R2VFER7c+WrW5sb+CHU8Fb3u7yWR9STMD5cQZdJijuOU2axwMu0V9plNmq/y7RStg4Ux1j3RGxVaV69dV2bnjhBBCCCGEEEKIvqbHJiwTPWfLv2DVT2HWqzCkA4+291c+fxaA3ZGFfJb2Hc4P3cwyD2HMxqFMHWlsMdHRsWqc7MhT1369zrimTI1AdJQFgreNo1XbEj5IvaC1bLXtC0mA6U/yffB21ist0zqYdCMRbjvax3ZmPdSyjRV3wvavVPlGl84nl3rZ+amTepOLoQ86KS1yseFlBxW2OiqsteyIz2PTCx54AUwmjRHDIpgwLobTT0tm/NjooPzDFn9mi8Mftd5/nxcMxtb3nQh0HzjLwRYX2JZ1A6DpVAyqYPmph9hQn4/zER+DM8K47ZYszjo9mazM8KP6IiMsDQZeBAffa7vOOV/B/jeC+3TE62iZwYMcf15dTQuMyLb4B82v+BEMurT9Nit3qrQpjiJwlKptbeWbFkIIIYQQQggh+gsJ3h6HVv1ULb+8GgZd3jeDXQVfqlyco+45hjbWefksdRub4g8ybEgEj/xhCoavI/lmNYSmd1FHm2gMTsVN7Lo2DUYViG06CZoptOvab425SfvN36emk7O1Ndpx+xOBstGscdarJorCTES5Qjl1JiRMBffvVQA2/XwwhugUlzjYvKWSTZsr+W5LBQvePMgLr+wnMcHGWacnM+fMFMaMjsJZERxg1AzBE9LtfObEnmhqvv9ePuMDiMsBj+blsx153HfFfnbvqcFuN3LBealcNjedkSMiu2TkeV1u8HrsBChbH1hPPlm9OuPSnbD+QRhytUp30tbvqJjR/kIHRlx/ezdUbg3edvILneuXEEIIIYQQQgjR10jw9jjnqujciLie8vGpajn8NjWpV2ft3VfDXb9Zz4H4Gk6NGMy/Xh2OxWyAYZB5HRitXdtfUI+QW6Ig7Zyub7tpioOwbgg8N2VpkgK4eW7e8CGBcvUeeLGddMFzPlPLpsHg6FGBbYOvaNyqkZgQQuJpIZx+WjIAdfUevlxWxCeL81nw5kFefHU/KckhTE5KJiwkhYSGSDQ0zl8F9qTA5GUrbj9+g7e6DhWbIWrkkb9wKdzt4oO9B3l+5AHqv3IyfFgEDz8whrPPTCHU3rW/1kubzQ054UFYcgFM/OPRtxk+CE7pYGA1fgqUrAKPA0wt0/IC4K6DvMUtt1vCj76PQgghhBBCCCFEXyDB2+NQ8qlQ8IUqvxIPVxWoAFhfkb80UK7Pg4jMjh+r6zrvvH+YR/66FZPPyMV7J/GzrxOxNHn0vzsCtwChAyDnGAJWfUnaeWpkrC0heHvGRXD5AajdDwffb+1IJfM6iJsQWL9FV+kemqdgaEuo3cS5Zw/g3LMHUFPjZulXKpD74cr9eIfvIyXaznlnpGEaMpDQaAs3ueE5f9sNJRAS35mr7fsOvg+fXaTKQ2+GmfNa1vn8Eqg3OVmTsJfHXzmIS/eS0RDPjRcN4bKHYrs2v3MTcz6HT2arn+1VBSrgf7M3+AuH7tQYPN70R5j4cOt1ll0fKN/ogJ3PQvTI7u+bEEIIIYQQQgjR3TS9rRmP+rCcnBx97dq1R654gvr4tEDwFiD7Lpj2WO/1p7l5TWJMk/8Bo3/adt0Vd0LR1zDoCqh3u5m/fjMrDueTHR/LzKXjCfPYuLoQQhK7v9/dyVkBL8eo8qS/wphfdO/5GoqhdB2kzene83RWZZWLz78oZOGn+Xy7uhSr1cD55wzguqsHsywzMIzy0l0QmdWLHe0i7jowmODF8OBcx4Zm84nVe92sS9jHuvh9eAxehlcM4IrTh1AzL4Jpj0P2nT3b755UtAI+OkmVW7vPG4oC5Ys2QOy4HumWEEIIIYQQQgjRZTRNW6frek5r+2Tk7XEqcSaY7JC3CLY93reCtxlz4cA7qmxs5THoujx4LRVOeyOQX3Xbnko+ylhPtaWBkwqGMXlDJgY07Mn9P3ALwSNW7Sndf76QhL4XuAWIirRwyUXpXHJROnv21fDygv18sDCXt949TMawOHLyMkmvjeWtoRq39L/vnYIc/hgWnwuW6ODA7Zj7A2WHx8OSQ/v5eP8+6j1ucuKSGbVsKLHOcGr8o3OPh89/exKnB8oDL2q5f8f/1DIkSQK3QgghhBBCCCGOPxK87QfKNqqAZvq57dfzOuH9HKjYooK3Z38aPMq1rzDaVMDKVQGlq4E7gvevvEstl14OOjprE/axIn0HcXFWHn9oGuPHxnxft6OP6fd15jCIHAZVOyH17N7uTd+QOTicB389hnt+NJw33jnEy6/t5y37tyTWRTJnQCZebxJGYx/8gHfQcn/uXldF8PZJfwKn08trbx7kmef2UF7hYtbMBO66YxgjhkXy2cVw8L1A/ZA+lBKlu1y2FxoKgwO5jSb9VU2gljyrx7slhBBCCCGEEEJ0Owne9nG6Du+NV+VBV8Bpr7Vd94OpKnDbVMalULqm+/p3tGyxKmi1+wX1mrUAhlyprvfgu6pOvcnJJwM3ciCihNNPTuKhB8YQFWlpv+F+7NIdvd2DvikqysKtN2dywzWD+GBhLo/+fi/PV67jy0tDueWGIZx/zgAsliPM8NUHeZ0tt120w8frbx3mqWd3U1TsYOrkOH58xzDGjon+vk7zYG3SzG7uaB8QMVi9WmOJkMCtEEIIIYQQQojjlwRv+7iqJgG9/a8DbQRvG4qgfGNgvfagWrprAuW+ovAbMDSLtW18GEwhgUmbDoaV8knGBhxGN9ePGMV9fx/YbRMyif7BajVy2dyBuH+STtGEApaH7OW3D33H4//dyfXXDOaKSwYSGtp/fqUNvBB2PqPSgyy9Rmd3eh5X/XwXuXn1jB8bzZ8fHseUSXEtjhtxB9QdhgkPgTW2FzouhBBCCCGEEEKIHtN/Ih0nqOp9Hav3arPReHWH1NISpZY1ByA8o4s6dYzqDoMtTk2ytO0/apvug5V3gxcfK5J3sTpxDzHOMC7ZM4W5d0cgcVvRyFulEfFeCn99I5nCtFKeeW4Pf//3dp6et4erLh/ItVcNIjbG2tvdPKKoESotyGZTPm/P2cWBw3Vkh0fy1OOTmTk9vs0vK2JGw5kf9XBnhRBCCCGEEEII0SskeNvHRY/SybwBvPUa+99U29Y9oCYpyv5R28elX6CWcRPUiN0Db8Pon3V/fzvCHA5h6TD63kDwtmoHVFrqWDh0A4WhlcxMTmP8pyMx+0wMvLh3+yv6FleVWn5xucYtejzTp8bz3ZYK5j2/l6fn7+H5l/dxwbmpXD43nZHZUUHHep0qNYeplYnyepKu66w6VMiLw3dR+nANWZnhPPq3iZx+WpKMMBdCCCGEEEIIIcT3JHjbx1Ua67n/4DfEe8MISQtn/YAwomvCiHWEk36hjbBUjfpCVTd2gpq4B6DWP/J26M2w5j6o3N41/aneqyZPSz756NswmCF+KoSmBrZti87ls7TNGHQD5+2fwNWXpLDuY7XPFHpsfRbHrzX3Q+HXcNob0Tz69xz2H6jld5fs5b13c3nznUNkD4/ksrnpnHt2CmFhZt6bCJVb4WYfvTKa2+Px8cecQr5w7qE4pJpoLZQ//3Y8512YgsEgQVshhBBCCCGEEEIEk+BtH2cwaJx1ejI7NtWyu6KQzWYXJKp9L51jZuKMKIzLIomOjMJmiQLUkMLJf1N1bP6Umftfh5nPHltfag/Bm5mqfJNLBWGPhaZBg9HF0tQt7IjJZ0BtDOccGM8pvwwhblKgnvH4naNMHIVLdsDbw1X5u7+o5cez4OLNMCgjjFPWj2WKMZvc8Xms2nmQ3z+ymT89so0xhhSG7k8niSjmGzRu0Xuuz/UNHt59/zAvvLKfXEM90VooZx8cx4jyFM4+zYDB0HN9EUIIIYQQQgghRP8hwds+bkCKnQd/PQaA9yfDofUuym01lNlqKbJXUVZRyU7zXvTBOu87IXqUndSqWBLdcVhKYomPV8Fcd23r7XsaYM+LMPgqNWt7e4q+CZTzl0LqWUd/Xbqu8+mSAp4fsQWHyc30/KFMKcrCZNGY8HuVAxdAk6CWaCZqGESPhorNgW3Ve+CFEBj7a7Vu85o5JTaDk/WBHPJU8m3DITY48lk77DDxDeGMLh3I179PYebvuvebgW3bq3jrvUN89EketbUexo2JZsLX2WRWJaIhI22FEEIIIYQQQgjRPgne9iMXrobt/7Ww4o5YUutioQymzYBlr3sptlcx8KlKVnxVxvqtBdz768MADM4II3JAHINqEnA4YrHZjEFtLj4XCr4ARxmM+1X7528oCZRN9qO/jipjPU/u3MaG+wrJGhjJ1KVTSWhQkePrKlUdzQBXHASDjLoVrZjzGbya2HL7pj+q5eS/weifA2hANLcRTW1tNh99ms8zfzzI0rQtfPHeFsYfjGbWyYmcMiOBIYPDjzl1ga7rbN9ZzedfFPLZF4Xs3lOD1WrgrNOTufySgUwYF8PzdvA2OUaT38JCCCGEEEIIIYRog6brPfjscBfJycnR165d29vd6DWfX6omIGuu8TFwr1dnx84qVq0t49vVpXy7vAyP5sOkGxhMHMP0BIYSTwyhlG9SxyTOhPOWtX/eNfcHHlM/7xtIPKlz/a6r8/DMc3uY/+w+NBPcfedQbrh2MGVrDHw0PfgahOiI/C/gk9Nabj/9fRh4QevHVO2CJ8ZVsSeykMLsIg5UVAMQEWFm3Jhoxo2JJnNIOIMGhpKWForF3HL4t8fjIze/nv3769h3oJZ9+2vZf6CWfQdqqa52YzDAhHExzDkzhXPnDCAiPJBj5IVQSDoFcj9R6/KZF0IIIYQQQgghTmyapq3TdT2ntX0y5qsfGv+7lsHbuVsDZaNRY2R2FCOzo7j5+iEc+srLe38qY1t9MdscxXzoKQYgwRRK9swE4jYmkGCOAYJH5TblLIejjfPX1LhZ8OZBXnxlH+UVLkY2pHD9ySM4/8YQABKnwbUVYLQeXfvixJVyaiD4ufnvsPoX/u2tBHQbRQ6FOb+KZP1vI6FwGDXmBtLfKGXj5nLWb6xg2TfFQfUjws1ERpoJDTWh6+ByeTmcW4/HE7ghYmOtDM4I5ewzksnOiqLomkTGZFs55fJAOz4v1OercvRIyJh7bCPYhRBCCCGEEEIIcfyT4G0/FDMari6EV5MC26Kz266ffoqRu09JABIAOHColq+/Kebr5SWsWHcQV+Z+Pig3suinccycnsDMkxJISQ75/vjKnWqCqOaBptpDULm99dy3RcUNrFpdxrdrSvnsi0Jqaz3MmBbPj/5vKJtPjSa2WaDWGtW590CI5pqm9TCHtV83ZkygHO4OYVZmGnMvSgPUlw0HDtWx/0Ath3Prqah0UVXtor7OCxqYTRqzZyUxKCOMwRlhZGSEEhmh8nv4vPCcCezAnpdg2hNgCVfn+exCOLxQlR0lgUkFhRBCCCGEEEIIIdoiaRP6Md0HexdA2hywxhxdG/UNHh6bUcYurZhDicXkFzQAkJZqZ/TIKMaMiiKhPpJdd4Rh91i+n2RpzH2w9xWoy4WbXFBd72L12jJWrS7l2zWl7D9QB0BUlJkZ0xK48drBZI+IRNdhvgFG/Aim/6dL3gYhAKjZDx9Og1mvtj/yFtQo8rL1UPg1rPqJShsSNRwGnAmDLj36PuxdAF9eHbztZh9oGrySCI4mg3olXYIQQgghhBBCCCFA0iYctzQDZF5zbG3YQ0yMjU1kZG0i532ks29/Ld+sKGHDdxWs31TOx4v8z3mPBrPXSLgrBKvXzOL1Jqqt4Mny8uIEN6WWGnQd7HYjORNiuWzuQKZMimVYVkTQJFCuquClEF0lfJAakd4RmgZxEyEkUQVvi75Wr53PNJ3srPO0lulxWf8ATHwYLJGB4K0l+ujaF0IIIYQQQgghxIlFgrcC3QvFK0HTNIYMDmfI4HAu2gW2OKh0OVj9STWf3ltHlbWehpgG6tweqqvduIxg8hkJr7dz0VXJnHJOHKNHRmFuZYKn5uIm9sCFCXEEoaktt1VsCZQbSmDdb2D4bRA3Ady17adk8DrUcs5SqNwKK+8CjxrMTkQWVO9W5bMXdU3/hRBCCCGEEEIIcXyT4K2gYKlaHnhHBZ8yLoW3hjXutXH+ShvFpWotPhVKNgN7g9uYGgYjx/VMf4XoDmN/DZv+CLtfgNgJamKzRXPUvp1PQ8xYKN8EmhFudIKhlfn9lt2olhGZajK1b38MJn/66Nr9annBKoif1O2XI4QQQgghhBBCiOPAkYdIiuPejGfU8vNL4Mtr4Plmk4kt/79AecAZrbfR2uPirclbrJZFyzvXRyG6y5ylYAqF9PMD2779cSBw26h8k1rqXjj0oZrIr+nrvSajycPS/HV9sPEPME9Tk/uhQfzkbr0cIYQQQgghhBBCHEdk5K0g7gijABuDVsNvg7G/VMGoo1XjH7EbPvjo2xCiK6WcCtdXd/wLCIDPL25737jftHOgTFImhBBCCCGEEEKITpDgrcBobX379P/CmnvBXaPWs+8Gkx1uaIAXQo7uXI1B26E3Ht3xQnSHxsDtsFtVigQAW0JggrGmJvxe5a9tTVQ2xI5t+zxXHDq2fgohhBBCCCGEEOLEIsFbQeQwiB0PZRuCtw+/FUrXwq55ar0xwGWywS26mojpBXvP9lWI7nTSU5DzCNhiA9u8LjBaYO+rULEVxj9wdG3f7O3c6F4hhBBCCCGEEEIICd4KNA0uWg8+N/i8alRtaLoKNLmq2j7OFALnfAEfn9rxcy27wV+QIJbogzQtOHALKnALMOTqzreXMhvyP4fzV0rgVgghhBBCCCGEEJ0nwVvxPYNZveYshdBUtW3mPDjwlipbY1oeEz2qkyfR1CKyjcfOhTiezPkMvM62U5MIIYQQQgghhBBCtEeCt6KFlCYjaS0RgbI1+tjbNodDxlwZhShOHBK4FUIIIYQQQgghxNGSEJroEV4X6Do4y8EU1tu9EUIIIYQQQgghhBCi75ORt+KIjCHgbTj6431eeL7J6ENn6bH3SQghhBBCCCGEEEKI450Eb8URnf4e5C9R+XCPxgshweuxE465S0IIIYQQQgghhBBCHPckeCuOKPVM9eosZzm8HNtye9p5x94nIYQQQgghhBBCCCGOd12S81bTtPmaphVrmraljf3XaJr2naZpmzVNW6Fp2tgm+87WNG2npml7NE27vyv6I/qGgmWtbw9N7dl+CCGEEEIIIYQQQgjRH3XVhGXPA2e3s38/cIqu66OBh4GnATRNMwJPAHOAbOAqTdOyu6hPopeFxDcpJwbKtlZG4wohhBBCCCGEEEIIIYJ1SdoEXdeXaZqW0c7+FU1WvwUax15OBvbour4PQNO014ALgW1d0S/RN8RNggtWwRdXgF1G3QohhBBCCCGEEEII0SG9kfP2FuATf3kAcLjJvlxgSo/3SByzfa9BRbOkGfWFapnzR9A0OO2Nnu+XEEIIIYQQQgghhBD9VY8GbzVNOxUVvJ1xFMfeCtwKkJ6e3sU9E0fLEglxE6F6j3o1Fz4EIjJ7vl9CCCGEEEIIIYQQQvR3PRa81TRtDPAsMEfX9TL/5jwgrUm1VP+2FnRdfxp/rtycnBy9G7sqOsFghgvX9nYvhBBCCCGEEEIIIYQ4/nTVhGXt0jQtHXgHuE7X9V1Ndq0BsjRNG6RpmgW4EvigJ/okhBBCCCGEEEIIIYQQfVmXjLzVNG0BMAuI0zQtF/gdYAbQdf0p4AEgFnhS0zQAj67rObquezRNuxNYBBiB+bqub+2KPgkhhBBCCCGEEEIIIUR/pul6/8tAkJOTo69dK8/qCyGEEEIIIYQQQggh+jdN09bpup7T2r4eSZsghBBCCCGEEEIIIYQQonMkeCuEEEIIIYQQQgghhBB9UL9Mm6BpWglwsLf70QPigNLe7oQQfYjcE0J0jtwzQnSc3C9CHD25f4ToHLlnhOi4E+V+GajrenxrO/pl8PZEoWna2rbyXQhxIpJ7QojOkXtGiI6T+0WIoyf3jxCdI/eMEB0n94ukTRBCCCGEEEIIIYQQQog+SYK3QgghhBBCCCGEEEII0QdJ8LZve7q3OyBEHyP3hBCdI/eMEB0n94sQR0/uHyE6R+4ZITruhL9fJOetEEIIIYQQQgghhBBC9EEy8lYIIYQQQgghhBBCCCH6IAnedhFN09I0TftC07RtmqZt1TTtx/7tMZqmLdE0bbd/Ge3fPlzTtJWapjk1Tft5k3aGaZq2scmrWtO0e9o459mapu3UNG2Ppmn3N9l+p3+brmlaXDdfuhBt6mP3xTxN0zZpmvadpmlvaZoW1s2XL0Sn9bF75nlN0/Y3aWNc9169EJ3Tx+6Xr5scn69p2nvde/VCHJs+dv+cpmnaek3Ttmia9oKmaaZuvnwhOq2X7pn5mqYVa5q2pdn2y/x98GmaltONly3EUemq+8W/7yf+NrZomrZA0zRbG+e8wd/ubk3Tbmiy/Y+aph3WNK22O6+5u0nahC6iaVoykKzr+npN08KBdcBFwI1Aua7rf/b/JyVa1/X7NE1LAAb661Touv73Vto0AnnAFF3XD7aybxdwBpALrAGu0nV9m6Zp44EK4EsgR9f10m64ZCGOqI/dFxG6rlf76/0TKNZ1/c/dcd1CHK0+ds88D3yk6/pb3XKxQhyjvnS/NKv3NvC+rusvduX1CtGV+sr9A+wADgKzdV3fpWnaQ8BBXdfndcNlC3HUevqe8e8/GagFXtR1fVST7SMAH/A/4Oe6rq/t0osV4hh11f2iadoA4BsgW9f1Bk3T3gA+1nX9+WbniwHWAjmA7j/fRF3XKzRNm4r6d2a3ruv9dgCXjLztIrquF+i6vt5frgG2AwOAC4EX/NVeQH0Y0XW9WNf1NYC7nWZnA3tb+0UOTAb26Lq+T9d1F/Ca/1zour5B1/UDx3xRQhyjPnZfNAZuNSAE9UtdiD6lL90zQvR1ffF+0TQtAjgNeO8oL0uIHtGH7p9YwKXr+i5/vSXAJcdybUJ0h164Z9B1fRlQ3sr27bqu7zzKSxGi23Xx/WICQvxPZdiB/FbqnAUs0XW9XNf1CtS/JWf72/5W1/WCrrq23iLB226gaVoGMB5YBSQ2+aAUAomdaOpKYEEb+wYAh5us5/q3CdEn9YX7QtO05/znGw483olzCtHj+sI9A/xRU6lG/qVpmrUT5xSiR/WR+wXUHyGfN35hKER/0Mv3TylgavLo96VAWifOKUSP66F7RojjwrHcL7qu5wF/Bw4BBUCVruuLW6l63MfHJHjbxTSVR/Nt4J7m/3HXdV2ng6P9NE2zABcAb3Z5J4XoYX3lvtB1/SYgBfXN3xVH04YQPaGP3DO/RH3RMQmIAe47ijaE6HZ95H5pdBXyh7joR3r7/vGf40rgX5qmrQZqAG9n2hCiJ/X2PSNEf3Ks94s/J+6FwCDU3/GhmqZd203d7dMkeNuFNE0zoz6Yr+i6/o5/c5E/30dj3o/iDjY3B1iv63qR/9i0JknN/w+VG6fpt9Kp/m1C9Cl97b7Qdd2LelRPHskTfVJfuWf8jzvpuq47gedQj7wK0af0lfvFXz8OdZ8sPJZrEqKn9JX7R9f1lbquz9R1fTKwDJUbV4g+p4fvGSH6tS66X04H9uu6XqLruht4B5iuadqUJvfLBZwA8TGZybOL+PNozgO267r+zya7PgBuAP7sX77fwSaDRm7oun4YGNfkfCYgS9O0QagP5ZXA1cdwCUJ0ub5yX/j7MUTX9T3+8gWoCTKE6FP6yj3j35es63qBv08XAUEzHQvR2/rS/eJ3KWqSP0enL0aIHtaX7h9N0xJ0XS/2p+e5D/jjUV6WEN2mp+8ZIfqzLrxfDgFTNU2zAw2oPNFrdV1fRfC/MTHAI/6RugBnop4iPG5oaqSyOFaaps0AvgY2o2Z+BPgVKq/HG0A6aoa7y3VdL9c0LQk1G16Ev34taga9ak3TQv+/vfsOd6O42gD+zu3XvfdewDbFGIxtMMVgqgOm10AIKYT0npAGCQkJkHyBFFJIqKF3DJhiDKbbYBsbcMG9996ufdt8f8wOO1rtanelXa107/t7Hj1qK2lukbR75sw5UP+kA6SUOzO85gQAtwMoBXC3lPIm6/bvAPgJgG5QMxmTpZRfifYnJvJXKO8LIUSJNY42AASAuQC+zpqEVGgK5T1j3f4agM5Q75k5AK6VUu6J9AcmykEhvV+s+6YBuFlK+VKUPydRHArp/SOE+COAs6BWhf5TSnl7tD8tUe4Ses88DGAcgE4ANgK4QUp5lxDiPKj+HZ0B7AAwR0p5erQ/MVH2In6//Aaq5GE9gA8BfMVaGeh8zS9ZrwEAN0kp77FuvxVqsrAHVLOz/0opfx35Dx0zBm+JiIiIiIiIiIiIChBr3hIREREREREREREVIAZviYiIiIiIiIiIiAoQg7dEREREREREREREBYjBWyIiIiIiIiIiIqICxOAtERERERERERERUQFi8JaIiIiIiIiIiIioADF4S0RERERERERERFSAGLwlIiIiIiIiIiIiKkAM3hIREREREREREREVIAZviYiIiIiIiIiIiAoQg7dEREREREREREREBYjBWyIiIiIiIiIiIqICxOAtERERERERERERUQFi8JaIiIiIiIiIiIioAJUlPYBsdOrUSfbr1y/pYRARERERERERERHlZNasWVuklJ3d7ivK4G2/fv0wc+bMpIdBRERERERERERElBMhxEqv+1g2gYiIiIiIiIiIiKgAMXhLREREREREREREVIAYvCUiIiIiIiIiIiIqQAzeEhERERERUbO1ZxWw9KGkR0FEROSuKBuWEREREREREUXh6cOB2p1Az9OAqk5Jj4aIiCgVM2+JiIiIiIio2ardqc4b65MdBxERkRsGb4mIiIiIiKhZ2vZJ0iMgIiLKLJLgrRDiDCHEp0KIJUKI61zurxRCPGrdP0MI0c+6/VQhxCwhxMfW+clRjIeIiIiIiIjIz4GtSY+AiIgos5yDt0KIUgB3ADgTwDAAlwkhhjk2+zKA7VLKQQBuA3CLdfsWAGdLKQ8DcBWA/+U6HiIiIiIiIqKwNryR9AiIiIjSRZF5OwrAEinlMillLYBHAJzj2OYcAPdZl58AMF4IIaSUH0op11m3zwNQLYSojGBMRERERERERIG9fmnSIyAiIkoXRfC2J4DVxvU11m2u20gp6wHsBNDRsc0FAGZLKQ+4vYgQ4hohxEwhxMzNmzdHMGwiIiIiIiIiIiKiwlUQDcuEEIdAlVL4mtc2Uso7pZQjpZQjO3funL/BERERERERERERESUgiuDtWgC9jeu9rNtctxFClAFoC2Crdb0XgKcBfEFKuTSC8RAREREREREREREVvSiCtx8AGCyE6C+EqABwKYBJjm0mQTUkA4ALAbwmpZRCiHYAXgBwnZTynQjGQkRERERERBRaaVXSIyAiIkqXc/DWqmH7LQAvA1gA4DEp5TwhxI1CiInWZncB6CiEWALgBwCus27/FoBBAK4XQsyxTl1yHRMRERERERFRUKVVQPvDkh4FERFRurIonkRKORnAZMdt1xuX9wO4yOVxvwPwuyjGQERERERERERERNSUFETDMiIiIiIiIiIiIiJKFUnmLVGha6wDtswGOo0ESkqTHg0RERERERWaut3Axnfd7+swHChvmd/xEBERAQzeUjNxT4U6P/4e4KAvRv/8+7cCB7YBbQdH/9xEVHheORvoehww/KdJj4SIiIiiUN4K2LkQeH6s+/1DvwEce0d+x0RERAQweEvNzM6F8Tzv04cD+9YBX5bxPD8RFZbVz6sTg7dERERNw7H/AMrbut/35lVA7a78joeIiEhj8JaaPJmHgOq+dfG/BhERERERxaOyE9DjJPf7ylrkdyxEREQmNiyjJm/hv5IeARE1VTWbkh4BERER5WL7J+pcNiQ7DiIiIi8M3jZBOxcBzx8P7Fyc9EgKw7vfsC9zuRMRRWnVc0mPgIiI5v0NeKQv0FCb9EioGJVWqfM2AzNsJFW5pNqdeRkSERFRCgZvm6AXTgA2vg08cVB+SgYUFf4+iChC+7cAG99JehRE6TbPBOb/PelREOXHjB8Ae1cB9XuSHgkVM5GhoODu5UDtDuCpw/M2HGrits8Dlj2W9CiIqFgweNsE1Wy0Lxfq8p/6fcC+9UmPIhpTL7Ivb5md3DiIKD/MUgkzrwOePw6o25vceIjcTDkbeO/bwIFtSY+EKH6yPukRUHOxdxWTYygaTx0KvH4JsHdt0iOh+n3Ap//l/jwVNgZvKRFTLwQe7pH0KHK3ZRaw4gn7+p5VyY2FiPJDNqbf1liX/3EQZVKzwTpnXWYiokg17E96BNSUNLLcS+IW3we8/VVg8T1Jj4TIW4bFIUTxWfNifl5nz+rU63tXu2+XrZcnRPt8REREUSitUgGG2p3ArqU+tRyJitSW2cDOhUmPgoiIitn+zeqcE95UyJh5S03a9O+kXo96pnw/P+CJiKjA7Fhof989NwZ4fFCy4ylUSx4A7hLA1rlJj4SyNWk0MO3z9vUNbyU3Fmra+l/kvw1RNta9BmyawXIcRJQZg7dNUJdj7Mt1u5MbRxD7t8b7/CufUecDL1fnXcfG+3pERERJ2rcBeHJo0qMoDm9cqc6nXZbsOCg7Sx5Mr3Vbz3qFFJPj7wEGX530KKgpmn2Dmmhd+WzSI2mePrld/Q0AYM5vGUSnwsXgbRNUWmVfNpuXFaL6ffl5nTZW1lFJZX5ej4iaF9a8pULBFSHh7VyU9AgoG29ckfQIqDkpbwm0PTjpUVBTsW6qfXmf1bBs6nnJjKW5m/H91Ovcp6dCxeAt5d0738j/a3IGLXmNdcD6N4DGhqRHQhS9PSuSHgGR8sF1SY+gODTUAmUt1eUh1wLv/wRYPy3RIZGPPauA508Atn2c9EiIiLJXXwO8eErSoyCiYsPgbRO3Z2XSI0i38J/5f81BzM5I3KK7gcnjgBVPJj0Somgc9iPjikhsGEQp8tUQtNi9fqm9xL60Cvj4j8DUC5IdE2W2+gVg41vAvL8kPRIid1tmA88cqZpEEnnZOifpEVAmnMilQsXgbRP38hnAlg+THkVy+p4HlLcGWvVT12VjtM/f70J1XtlBnZdVR/v8TcnOxer89UuA+ogbx1E0ZCNwYFvSoyge+nOFqBDp7ydyt/Jp+/In/6fOi/Xzb8PbwIHtSY8ifxbdxVIXlAxprR7zOp5YdBew9UNgzcv5GxMVn+ePTb0uGJEpKFubceyEChs/KpqBxfcmPYJUosy+XLMh/tdr1c/+Utz0bnTPO+tXwIonAFEKnHCvuq28dXTP35R8eKN9cAwAu3jQVZBm/BB4oCNQx4YvgYjSpEdA5O2o3yU9AsqHA9uBF44H3r4m6ZHk1+4VSY+AmqOlD6nzmT93v9+tTNu2j4GnRwA7FsY3LioeDbXpt7EnS2Fpx6avVKAYvG0GSsqTHkGq/hfZl+PMFFk/TWXWNNYCJVbAuLpbdM8/xzowlg380vWjO3hqe9cmMw7KbMEd6jxfjQSbghHW//ZOHpRRganumvQIClexZti6aTigzptDuYzKjvZlyfr5lICdn6rz+X91z76tdTmuWXAHsG0OMP17cY6MioXb/mJDTf7HQd4ES6FRgWLwtonqelzSI/BmfiDumB/f67xrNUbbt16dt+wd32tROMxYLEy6u6qsT3YcxaSv1Rm40CbJiMib2Um61xnJjYOCa6xTZZe016xEgMN+DPQ4NZkxUfPmlmW7Z5U6r2hr37bw3+p87ctc2USpK1CpsPQYr87rGUynAsWPj6aqwGeMSquAhv12p+c47N+izut22bctexjoNBIY9o34XpdSbZ+X9AgorN0r1M5l4wGgZa+kR1PYSivsy7tXqKXL3Y4HRvwqsSERUQit+qZe3zIrfRtRBnQ4rLDrEtbvBaZMTL+9pAI4+hagzcD8jylKa19Nva6bzbXoDhzyXWDxfcCsX+R/XNS8VLQFDmxVl2UDAEcygj6uqeqkzl+7NPX+5Y8BB10d6xCJKKSWvYG9q1Uj4nVT7Qz7KEmpamL3OhNo2TP656fmoYB3QylXl1izv2ZTjoKRh+Dy/s3ptzXsB977ZvyvTbaFdyY9AgpLCFVD8YkhSY+keGyfBzzWH1g3BZh9fdKjIUpVUuG/TXMhJfD+T+zrzqz5Z0emn545Alh0T16HmZW9a1JPu5YBK54E1r+e9Mhy98oE99vbDFYHwv3ZoI/yYNSt9uXdyzNvu2spsPzR1Nvqdkc/JipOJz0KfN7lWJXZ2fnX9xzVfLzLMer67OuB6T+I9jV2LwPe/irw3rejfV5qXiLJvBVCnAHgL1Dzj/+VUt7suL8SwP0AjgKwFcAlUsoVQoiOAJ4AcDSAe6WU34piPKS0ssoE7F6W7DiSIkpTa6KxPloynFlNVPga6+OZdW6K9P93KeteExWF2p3AkvvV5aouwJ7V9n3jHgbKHSuC6vcBr18K1O7I2xDDsZZuH/tPYOi1qXftXQM80ju1TEST47J0nSguHY/02cD4f1w3NdahUBOgM7RNTfrzuojMuw0Y8+fM29TuTC2RkomOQ2z/JLdxUfOWc+atEKIUwB0AzgQwDMBlQohhjs2+DGC7lHIQgNsA3GLdvh/ArwD8KNdxUPMmJVDjmL085Lup12s25m88ZNPLTMc9nOw4KLiZ1yU9guLBWrdERcYIrox7AFj1rH2970Sgz9mpp15Wxueal/M7zKCmXaHO6/d4b/OuUSpq3evAA52ArXNiHVbetOqf9AioOWkzyPu+5U8A64zyHtmUnWqoDf+YYrbuNeDJQ1TZk0K3e0V+jiXdVo5SvHYuVokrYax5BfhfO2DFM3GMiMhdFGUTRgFYIqVcJqWsBfAIgHMc25wDQH8sPwFgvBBCSCn3SinfhgriUgz6XQi0c4bSm6BZvwAe6gJsmW3fVlqtznucos47HWXfN/vXeRsaWXqdAfS/xH87St7Gd5IeAVFwjXV2jXOylZSrZZmUatUk+3LtrtT7ylqkb6/rWq+bEt+YcrH+NXXe/lCXO1328lc8qWp2bnw71mHlTbuDkx4BNSflrbzv0030nCbOCPbcqycD91YCc2/x37apeGWCal795heTHom/x/oDzx0T/fO2dZQoq90Z/WtQZrI+tUdOEO98TZ1vdamTTxSXKIK3PQEYi86wxrrNdRspZT2AnQA6hnkRIcQ1QoiZQoiZmzdzSopSrbQyZ3QTgc8I4AwrW2bz+/bNH/4mL8Mih0O+k/QIiKipeevLwIOdgUZrSdqBHcCDXYElDyQ6rETo5ZY9xqvl/wMuBg5nJn0KM0hwYAtwzB2Zty+tVKfqbrEOK2fOAACgmnlpDQfyN5Y4dTkGGGkWZyvwBr3U9PQ6M57n3TFfnW96N57nL0TF8rm0a6k696tznI0h1/pvQ/EqqUhN8gqivLU6b3dI9OMh8lI0DcuklHdKKUdKKUd27tw56eFQRLbNjeZ59NLl+prU20VJYXeHJioUNZuSHkHx0N3oa9YnOw5SlvxPnetGMDUbgP2bgA9vTG5MSdljNSrtdHSy4ygWvSbYdaszNXXrfzFQWpWfMWWrZe/024Swf675PkHqQnZgu315/FPA8J8Cn3sTGP8kUBJJ9w6i4AZdmf1jW/bxvq/Uyvw3VwdQYdix0L5sJgNFgasHCkTIeMGeFepchJxA3LU43PZEpijCWmsBmLuMvazbXLcRQpQBaAvVuIyKzKrngLl/yP15dDZIWcvM2wWli4C/6izYEaPqrvl7LaK41e9LegTFQ2fu1xk1Jp3L3MLWzqLcOYPpTXkHeeM7wJIHgYX/AR4bZGfc6oPKdkOTG1uxOP8T1dj1gFVyozFDrcmGWnWgtnlmXoYWSqejgB6nAiWl7vefaDVn27Ukf2OK2tOHq3NRBrSwMqC7HQ/0Oz+5MREBqfsBQZRmmCSiwlWzwb68KWAZDC+fLc+36q+3Pzy356Ps1WwGZv4yu2OgivbhtteT60S5iCJ4+wGAwUKI/kKICgCXAnDOGU4CcJV1+UIAr0kp2R+2CE2ZCMz8ee7PI0qizWIJ+4HYemA0r9uyN3Dy49E8V3Oyb53/Nm9cBcz6VfxjaaoaDgDr31DN/IIo5gP7fOt5mjofaUxkffJ/qdtsn6eW78dp0wzgg+uC/42bqrQ6pc1gGfULJwJvXAG8cw2weynwsfX/98YX1DkbnqRb/yYwyahXWNVFnXcb5//YBqszw6RCzGgWmRsndj1OnS/8Z36GE4e9a9Q597eokCx9ALi/dWq/DS9BEj7m/zX3MRWzur3e9+1eDsy6PrmJ8U3v2ZfdVjmEMfsGda6bRrboDoz9N3DM39T1tBKAFJuPbgbm3gRseENdL28T32tlmiAmCirn4K1Vw/ZbAF4GsADAY1LKeUKIG4UQE63N7gLQUQixBMAPAHxWgU0IsQLAnwF8UQixRgjRDNprxeepw4H1r8fz3M7GHsUsqlIKvScA/S+M5rmaA/2lqJc3e5ESWHI/MOd38Y+pqXrpNGDyOGBLwEwxr/eEbIxsSE2GENYEVIXKBAPSf0/PHAE80B7YsSC+cbxxBfDRLdzR18Hrvdaan6BBqkX3AK9dHPz5C4lebaLpjFvJjG9Pc34HbJ6uLg++Gqi2KnC1dHZpcNHnrPjGFTfnz7ftI+tCEU5y7Gd5Hyogqyer850LM28HAOMeti5keN/t/NS+HDaj18+Gt4G1Bdp0Ucv0/n5mBDDnt8CLp+RvPKYoS/C1PUid97vAem4BDLkGaGuVT2AD1vxxNiAUAuh5uv/jGhv8tyGKQyQfRVLKyVLKg6SUA6WUN1m3XS+lnGRd3i+lvEhKOUhKOUpKucx4bD8pZQcpZSspZS8p5fwoxtRcbf84vude85J9OZeATu3OeANCDbWZP1T7FVmwtaFWBeUX3Zv0SHJXbWU6CY/lnRpnJ4Or3+9++4Y31XnYZhDOWWcGbzPzq3W1Z2V8rx1H44xi1GDVOtedf+f9JfP2r18OTLsCeOtLwPLHgZqN3tu++y3gmSOjGWecqrsC+5t5EN+PzqwBgFqjhqoOprQ/1PuxHUM2Milk+6ws1lb9Eh0GUdHbamXc6sz30mrvbdNWiPh4L+IGvy8cryb1C9mGt7zv079j83M8X97/CfDpf+zrZpA9G636q3MdxNV0Rq/fMRJFp7xt+m26DJWXFU8D97UA9oZc9fvK58JtH8TaKcCzo+Jf6ZcPUgK7VxRmwkQhYSunZmBHROFwM6Nn/bTsn2fHfFXvp7E+uiBd95Psy88cAUx1qYN24SLgnJmZlxeGkemAP0q1O1VQ/q2r8/N6UYvi9/TRrcBLAWZCm5vancB91cDcm723eeH4cM958FdTr695Ofy4mpuwB2VR0dmXrK+r7F7mvw0ALHsYWPqgfX3GD7y3XXAHsG0OcGBbTkPLi5SabUWYVRk3MzhrXi4pBU6dBJzyrPdj2w2Jb1z50OtMu4mdnvTJdzPXPatUOZl8WP8m8FB3I8uYmoQVTwEPdAL2rE56JIruNu91TKTLUQUNRphNE4vhOydqXj/zhrftbNTBCRwLffzH1Ou5NkncNie3x1N0zBiJvlzhUzph+WO5xy+iSoyZdT2w5YOmUfpu3u3AY/2B+X9PeiSFjcHbJsTsxqvFVfeudkf2j63qDLToqYLB825P7eCZrTaD1HmFtUx51aT0oHXbwaqxB6Aa2dTXAJNPAp481P303FjvTCZ9kJyPpS3O5bHZmPsHtfOTBF3k36xxvD9kQPeDnwJrX4luTE2FbpLlzDTMJZjXZyJwpdF8a9ql2T9XczEyQxPHRXcDj/T1Ps25KbvX3Gc0z/j0v9k9R1Ohs1f094AWtHaZ87Nx/9b0oM+m6dmNLV8W/ht41Ohi3iaiuu5NiVk+oK2ju3efs4E2A7wfW5Yhoy5pQUvjAKlLscN2yM7VCycCT2XIbg7C+Xfzsvwxte8x65e5vR4VlgX/UGWCcs18jErXsep8wT+s95ZHQKa6W96GVNS89vPDJiEUujJrqb4O/jvtyNMkF6mYhFZv1VxuEaCUUlgf/yn1elRlUXQQuSk0ndaJFM7fFaVi8LYJeWZE+m1djkmdyS0IInVHJopMDGezIABY+TQ+6+Rp0vUh961Xs+Vl1SqrxjxVtAU2vWsviXLSM2ZdxuQ+dj+5Lo1urFdN5pLa+SlrqWoKlRnB2w9vDP74fGU4FyP95V+zAXhsgMpKAYD/OZYB6WYvmZiTPxVtgBPutS6H7KbqZu+a8OUbikmmmrMb31GTaD1OTj811GS/iuGNK+3LfjWkm7oqqxFMz9NSM5zaHxLs8dKxRG7qBcDTw+0aukD+sxRDc3zXtWP3gDRVRsMg84AtqOG/KMzlrGUtgQMBJ5KTbGS3Z4U6v0uEX+LZaSTQ4Qig+4nBttcZfKueC/c6VByiSGpwWvjv8I8xy8nd39p7P6fCI0hHqda8qJpuOk+mxfcAu2MsR5VJ+8Oie66qzukTaPr7JV/9Pmo22vXyyT1o69bvp7Qy9fo71/p/p8UVXNXlMiefqOIFfiUfikHYchTNTaEfjlAIcdZWdMrmwEeLeqdr47v25VpH9rHbsoTOo5GypHTYt4HxT6SeBl2h7iuE+lA5Z8ckXDtmY4YaVkGsT6C+VbHYt86+vHu5vcPn3EkwszS91KxX5zrDbJC1w9z3nNzG2FALPNIbeHJo06nJuem91M+WXhPsy5etV4EGraI9UNUROOGe9FObwdmPYd2r9uUOER5QFLMF/0j9vQS1b716j+idb11Tz9wJjmISI5/a5vC/1Ry06pv0CKJTUg509plIXvOiWlqpu5snbW/YZe9CdWQnAoBXc9wvcbPlg+if083ORcG3XfEMsOSB2IZScFr1BTa+nX5yWv1C/sfW4XDg9Jf8t8uFXj3U5+x4X0d79Txg0mjWGNVa9Um/zW2lceuB6du4JZGZnMdlUTWXNVe1PjYAuKei+P+eZS2THkFhY/C2iZONKqXeq6lRtnLJQtoyE2g0Zqc/+AmwPYe6vNnMlkPCc3kToEoqFIqGHOvq7F4RyTAC2T4fWHxf6m3V3XNbxv/6JbmNqVA11gHbPlGXZ/5cZSNNGgPsyGE5YC41lHSGvp55FgKo7JD982k6ALZ7OTDt87k/XyFwTl51GW3c1xEQRj20fC9Nbu6yncR8uDvwnCMAZtbd4jLG4mfWKWydoURCU+bWDyAJOsOsfr8q+1LbBFcPrH5RTVzWbEp6JE1PnCt5KlwaGEVpxveC/79PPS91lY3T+mmqWVGY908hNaHd5ahTf8kK4OJl6Scn3fw4n6q7eZc5CGvbXPfjIiGAln2Ayo7RvI6fTe/l53WKxa6l6rybz0rVGpeEmMX3Z37Mgn+mXo/i2Lyx3v3zKl8TUVErt8qJ6PIV5I7B22Zi31r/bfxUR5T1UNFWzRQdZWUJ7l4GTM+lq2rIGSb9obAni7T8vWvVTHg+Z7Vyre1lLumOu7HRlInAm19M3SFrrFUz1kDuRf6bkjk3AU8fpgK2c62aqZtn+M/eml46Nf22Qi5PsLYJNT9zdgk2MzPjWNJJwQStc+tm56fA/H/Y1833Ykll+vZJ0ZM+Wtfj7MsTZwDnzMrveMJY8bQKaOWrcZVJTzpPnAGUFlo5qZgVWrBa/y2WPwq8/VXgo1uiff5CqFH8ygRVMmjRPUmPpOmIc0lw/4tURp1fs6Js1Rs1Lr3KnHg1QfJKwHnryypQsyXE0vdXzgq+bZwW3QM8HrA2+9BvAlVGwDbf5WtEqd3wEVCrdbIlG1Xwz7lSlJKnvzcGXAKM+mOG7Vql37Z3ldq/8dJ5tOOGCBI7pn/XvSxeMZbCkI12KcCmtDIqDgylNFGbreYqrfup893Lc29gErSTtx9RpnaQOo+yb9sbQXA5KB1INLuNO3lly715FbBuavRjyiTXgxCzZmzDgXgDqLutWcsPfqLKTwCqdnAbK9ClMzk7HOH++MY6tazTq65Uw4H0WkPFSv8fbZ6RensuTfC2zQXurfLfLmrr3wAmj1PLd507JObByCBH7bKm5NRn1e+hpBw46ZHgByWFbPP7wJqX4b6TKYHu4/wzFPJN78gGzZDpe55VH93y3jejH1PUtjuCt2bmhfm9WohWPKX+RqueD16TOEpVnbL/HTXWqYkZ2VgENZAdjr4VeO3CpEeRTk8ob3onuufcuUg1iiwUM68Dhv806VE0DXGviotzUsecWN+1BGjdP/X+TBNa+9a6H8Pp47I3rgQuW5d+v5s1LwbbLm6zb0i9bpabcjr27+p0l7EvksTxgH69XGqHf/yn6I6no1K3K/6M80K0axmw06NpejYrD5c9CvQ7z/2+8pZqv1T3qNi9DOjk0qso7Ou5SWJyPFfLH7cvF9v+Vb4xeFsEPv6zCood8/fgS3D17LTuzLtzIdDzlHjGl7SwH7A6Ky7jzr3xe25sAEqsWd58B25zcWC76rS84B/+20bNrMXaooe9FAIAOo4AWvZyf9zHf1YHOmd4dJzdvyW1Y3gxM5eFtOxjF2h3q7nkJkj2d5tB6iAhiGUPq3Ph2Dne4FJvzOlVa2el/WGqaZRp9zLV+RsAyloEG0sx6na8Hcg0f84dC4EWRdpp+tVz/TNMqrupZY2FkOkGqB1kIPjMfY+TU4O3XpbcDwy42JqgSFi1UbbjtBeAmT9Lbixh6ay2TE3+CtVC67t07StArzOSHUtYhZDJYn7PaXr5s1smU7Y+/E10z5UtswFoVafkxtHUmPuSm2cCnTME/AqZW3AirbxGiPIGuWSCJsW5Suzkx4I/ds8Klagw4gbgyF9HOCgfpRUqyJntvuz7P1bB20JTs6l5Bm8njYp2X6TLMZnvb9VPZV3v34xQ728vg7/ovlqzssh6NADAzsX25d3Lgenfs6/3OqP49rnixOBtEXj/h+p89G3hZ4X1zG5pAtl4fqIK5IQN3uouxJ9d91m6Ur/P7hTbqm9+G8PV70tdJlazOfXAPZN3vq6WJPp57zuqIcA5M6Ob7ep1pnGlJPiSza3Wcl/PBltFXoTd5LbUBQBKAwbB3GouOQ25Fnj/R8GeT2fzVRuBRlkfLPCol3/1Oh0Y+fvU+/ZvtYO3K54CxjrqPhWjxtrMdePM31k+gn3z/gqsfDb99oq2wDF/yy6wKqU6ICypAK5yqT/13LFquWbNBmDbR6l1f5uita8As64Hjv5D0iNJ1XuCqlu37aP8vF5jA7BmMtBjfPp3+IwfqdIo53/s/Xi99LVQgv1h6CV9Xp/dhSzpibNNM1TgtrQKaIi4B4PmVtrEWd4mX3YYfRw65JhdRTZzEmLPymiCtw/3UpmtPQoswWXTDP9tTFKq44VCLwnTUKsmQ+uMOr2f3xxukkMniCy4I7/BWyD7EkpSFmbgtjlzBm79gq+5EgKY8Drw1KHRPF+LHum3FUKCQTb0SnFt0T3q91W3R60CZPDWxuBtEfnwRmDk79zve/2y1OtH/ladF/Kb2O1DJx+cgcQNbwCHftd7+9rtdvDWWWdJL+HS2bzLHgG6HhvNONe/CUw+MfW2hhBLxtYHzBKe/zfruWtVAK/tQdnX/CpvpT5oMwXEG+uBVc+lF28H1LLzTHYt887aLTpmFr0RlF43BZju8ncuqQQO+5F78H7ItcDCf6Xfrjt2mqUzvOzfAnQ9PjXztsNw/8eZ3JofVHUEvrhfZUmUR5hdlaSN7/rXXDtvLvD0cMQy4VDjWLJXvzc1WACoA6O9q9X/RjYHuLp8R2Ote6mVlj3tpggF2ZRNqB2+B30am1S0y3x/n4nAqknq8tqXowneHtgGfHIbcOgPgUqf18/kuP+q8yN/A8z5HVDdNfex+Vk3RdU2P/I3wIjrU+8LUq976+x4xpVPQSdw6/aqoGkhvD+Srnn7nHVQrAO3u5YA7Yb4P279NLvskh/XfYOkfvfGRPj2PE2sNAclRmAyqveV7gmy7lWgbYD/yXzZ79Pozpm5+sF1Kph55Y7C7i/x5lXqWMmUbXZ6dQKrmvZvUvvbx/4j3P/gorviG1Ou9m8G2g5OehTeGhvUxESZkYimVx9G8TlQUgGMfwroMsZ/20wW360mpodck/uYgnCuBu5+kkrGKkbOeNWVO9Tf9qXTgdpdiQypYLGqRIFrNBrfzL3JezvnF6Hzw8wvuzSIXBtnxUUfsPa7ILvH6wCXF3PZubPJmT746HGyOvcLBITx2kW5Pd6snRrkwG3pg8Cko9WOVbb0l+nal7y32W5lZb37jfST3lnV9SqHXJv62NcvyX5shWzvavvyriXA4ntTT4vuBj6+VWW8uenrUWNJZ1st+Afw7Ehg5i/ct9MZZXtWhB56CuExWVRaCQy8PN5mI/nUsqd/TVXdOCuqLDMpgfd/Crz3XeAhIyA5+Grggnnpp2NzLZdiZRZ71Z827XCpGfbed1QzlaQc9iPg4GuAfhemn0w1G1V2shczw3r38mjGtvA/Kti6+N7sHq/HobMKRQkwYRowwWfyKwp65Yrb3zwI/b4IWs6lEM3xmEQ3NRwA7m+lmrMVgrIqYLjH539eWPsGHY9MvTlT7cjGOmDySdnV6m13CNC/QPYXytsUdiNRsuVSyxQAjvsPcKYRUHFOqmbLrReCcxXhx7eqiVyv/azKjuo86aQeZyd552qtTI65Q50XQgarDNkAeuO78YwjCs+Pjf45Z/7C6pmQo5qNwP2tgScOTr39lQnAUwH2T71sN96bjbVAn8+pZJNsjHtInW/7CHjna9mPKQzZmH5MOOE1qzZ/BCUZ8k1ntPe/GBj2ncKY9C5UDN4WuMYcd/h0gCGKpf75KiC96jlVlH7x/f7bHtgGvGMF+LqdYN8+MkR21KHfz3y/uTPn/B1UWrPFpZWIPMPDb9Y9DGcQ1M3bX1HnK5/J7jUa6+2dshZGXdrdS+GafXjyE8DlG1JP46wmclOtYGSrPqkBiSClAordlTvST+dZmTtudW57n6WWMLu9P3VWwprJwJZZwFyPneQ3v6jOzSByGPq9NzpD5t3Sh9TzRzGRlK3GhmC1gn0J/wkRc3lnFMusGw6og7P5fw35wBx34oZ+3f128/fodrA4/2/5aRpkTnACqg4ioEp4jP2H++nM14wHyMwHs2YN6qiyfPRyUf29/NLpqt53UHqlR6VxoNH9RKDdwe7bx8Ety16rcymzoelyCaVFWP/66FuDb6uztfetBZ4YGs94wjrqt0mPAKjdmXpdryJwmwzTB6CZ/te8dB8X/jFxKK0Gdi0GXhiX9Ehy03BArRbYn3Ct6riPQwKvnPPYjzj4K3bpqzk3AQv/rS4HaaCZaaL3pdPUREYQbiWUColZ27KiHTA8RM32ro4go7N5ZxR2LFDHoEsfyrxd2N+z8++bsh+SsDjqcs/9PfDKWbk/z0Pd1KrTvatS9zvXvATsyLIxl2wEnoqwYWoSS/rXv+59X9Ds28aQExD5MPxnwDF/SXoUhY3B2wJnZvq06ue/fVvHwZsuQO61XHnHQuDJYcDmDwIMJk+zIHOsDOMgGaDTPm9fbhmw0ZNTR5d6ZGYdXXN5dL/zU7cr98najdretfG/RtCaq06yIf22bVaW7arn0u+r7KCypp0np+4nqKY85K7PWaqhXluXAIFbk5qtc9NPK57MbQwllapWVIcAs+BJBm8f668yvPMh6VljvVO2PaLMH6dVxoFLVNlFYW2aobIbN75l36bLEFR1cX0IAKDHSWrZP+AfROww3G7Cty+iWqf6QF6XM1n7il3bPowkm1JkytKfd3uGB1rvi6TfH9nobNR1zjQJtGk68NrF9nWvbtb5luTvvKvVzPHYv6feridOoi754dxXS9rm6RFNHCbk5TOAGT8AZv0q2XH4lSvKlVmHNeN21gRVptJS5vdSkGzXXVZQs/Mol9fbpUqIuDFLSQDAtMvctysYxvugNGT9WGft7rA9T4JYZvVomH9H5u3C7svqpsBaj4DB+LDcsrS9VFll2MzvtihsfEedh81O9mM2w86FLnlYzLx6w5RUBCtLufpF4L4WqrxYIet/MTDoyqRHUVgYvC1wOvOgtDrYjHOFy8Fcpi/Hta+oWcYl/8tufLkI8qVbuyvzh6w5u5RtQw63A5r+F6tltwCwZaZ9e3U3tQSu+8kuTySBOb+Nd7lC0Jq3DbXZv0aUHUc3WDuv5g5xuxBZSCut7KVuJ2berrmo3QHs9dh50SU8+l0AnDpJLTtxq2H1zBHpJ+3MV6McbWGp26Myf91qA8dtiEf2ahh7PJbsezUK00vqt3yQHjSo2wO8dIa9g+36elZWqFfAwZz0+iRE1mhU3voq8NwY92ylIHVGh3xdLSMf9PnM2wGqFhqgfm/OTN9sVFuB5bAHrpqZuZRvQQ4KZv3S+75cJ4qSZGZhr31Ffb+5vT/WvpK/MYV11tuqjjMAzP6N+8RqHHbMU0GpSkeGl5602DIL+PSu9FO2erjto8XgwLbgQVnnMvdiogOH2Wa6xWHvGpWA4jztWx/ueTobdS6rAk4iHPxl4MT/AZ97y39brb1PkyJ9DHPyE3aQup0jO9CZuQ4k15QvW2YiUtjMP+f3T5eIeoyYNk9X552Ocr9f/81b9nS/P4i+52b/WC+NdcCUc4AHO9vHXklorAeePy749jsWBOvLAYR/b0fh/R+rEmDmac2LmR/zdh5q3noFstsMDPb4NZPV/0zYxoj5dvCXgWF5SropFgVc0pzSZNhB7DBcfSHqbKgts4I9ZbbLpKPgFSQ0C+0/ORRo3V8dcLjJZvYsSA3HsirgyBtVXSW3OrZH36KWMLvtjNXuTDYjCsitdqm5FDeMoLPQrfqrL+sgjZxqrecsb6mCvn47v8Wk1xmq467Jr6HXjO+r06Vr04NTOiiy8llg/BNAn7Pdn0MHokxTrSylHuP9x12sdF1fQE2w5KsMDOCeSROW1xK+gz12EvUk0oJ/qNNFS+yduh0LVfOttS8DX/Z4H+rlbl61zvucA2z9MPW2uj2qhng+MvwW/Te3x1d3thuA6s+8I28EZl+vfgZdAqaxNnWFxf7NQIuIyic4f38NtQE7hVt/sziyjvwssGopZ1PffdHd6d2di0mL7vbll61lkufMAjod6b49AAz+IrDkgfjGJKWa1Auq61i1LHHVJBWkmDIRGPVH4JPbgUuWx1cPs6Jt5gP0jW+lZio6RZ3BFYV3vm43LvIqLxOmyWy+7VvvHVAubwO0cqnXHGQFYL5M92g0LEqAS1YDLQM2RTaPOcyGSJmIEmDQFcG21Vr1AT73JvDCCZm3E8JeyeYMlq95GRhgZfXvWKDOO46Ip3xAXNYadVBz/T6IYz9Or9rZvcy+zVxZGOg7OoODrwHG3J7bc7h5/yd2uZ6aDWofcPsnagKgJOaMdZMZVGzd33/7J4cBHY4AzvvQd1PsWJBdA95stD8caD0Q2JRFreJP/wMcd2fmbYJm+XsptT6rep8FDP5CegZ+Lp4erur3XjA/XMIV5QeDt0WisTZcs5SVT6de98oM0PWrkg421u8Flj8OfPAzYMAldkbYvnXq9KpHQybzC9WckXUWxDcF7qhpBSDc6lV2Hgmc/FjA54nQzJ8Bh3wfGHhp5u3CLJtxCpNZIaUdqHErc+F24DLuQbWD0c1nBxYARhsZffX71P/Ige3Z/7/KRjXmfO7IeOl4hArejnvYXuY2KkC3dkAFrg7+auptLXuryZhMB7nH/hPo5/Feak72rc8tayIy0r3ciBu3ya7y1t6BUp3dqX3wUxXUB4CVLgF8J13r22vne/Xzqdfra1RTicN+DIwyaoN+cpt/XfGk9T0HOOkRq370yWoFy7NHqjqP+nul01FqUnTTdKDfudG87ra5qd/N91YCEz9QB7Q9T/P+2+p9gWwzd7O1/g31GQwALXvZt+/4FPjoZv/Hmw3sirGhhtvv2y9wWtlBfSY3NsTzvaMnOOtcMvI8H+PY9v0fq/P6GqAipuCtKFWldZxaD1SfNee7BJ8aa4HHB6nLWz8Eep0Zz9iypYMUbtmQbpY9DHQ8Cujq8nvIt/1bVTO9TN8/Fyy062h3HqWW1+bajT0KlR1UgyC3hIFN76m68LU7ggdvTR09si2DOD6HTHEvAy9Pnbh9+yt28FY3RmrRQ60WXJ7AMUlYzkxbZw1bP6UBg+th7V4JfHQLcPTN9qojndyk63JHlTk/9l/xTHDXGu+H/VvVZ+fu5UCvCcDpHqXncm3Q58dZytHLtjne97UeaPVOgft3cGNd5knHvWvUhHzY48bOI4GLMzRW3fiOnWHstvK3ZlPqfrjuJ1NmJensWhpuPF5OuDe7Rmv6/7zRZaXuNqvPyraPGbwtRCybUCTCzqgM/qJ9WTe6cbN1tjrPtBSysU5loEZVa8bN3tXArOvVB7TbQeDuZekn59JE88Cow3D1BTn69uzHpL8Mal12EJOy+X0V6PPLcs0l8zboTPbMXwJ3lwDLHlX/I2unpG+zc1H6bZXtrFnCAFNHZpMH/UXzyW3Bxufmlc8BLxyf/ePj0Ns4IB0ScKmN21Lx0dbvxVk6ZbwxkWNmjkVJBmgENuIGdZ5rE8Zi5PW/3nAA2PCG+31Obk2gMjWZqO6Smh1pLlefG6Kho1c5GudBlH5/fvzH1AZm84qg8UBJuZo0LG+pDibbD7N/d/p8jPVzbAuQHRLk9TRnPdRJR6usTq9SRvX70ydn82X6d+zL5v/FjO8Di++1r/e/yP+5NrwZ2bAS5TZRau6v6e/qT/8T7zg6Zsj+dfLqRh+nXUvcvyNKSoHeE1SWp/PUZiBwiEd2pRsdEOl/STRjDipTnwAzO/69bwPPx7DMe9E9wO4V4R5Tt1t9bw/5ukpEME/Df662SQlWWfuF+aoZn5FQDSkHXpp+ChsMrNmcWn4tl8ZDB30p+LYNter73zy5vS+Hfiv1upmtt8sKLO1bXxhB9SBybTpcUqpWC11dr7I1o/LxrcDCf6pJaT05qt+79fvUeYfDs39+c4InrpVJrc3l8tL+OdZMdt++WOq+lpTbqy7fuVZ9j5jfJX5B9ccGqIZ/meim0GGYnzWllelNCR/yKMGiV275rbSc/v1gjdudpAzXx2jDW8DTRwCzf61Kcs34kb1J0ol95I7B2wK3Z5U6D5wtagm6nEfXj9meIdty43sqM8O5xFvK3GqrmkSpnQHglpFz3tz0k/NgpY3jdzTka8ChIXb8nUpKVRONbBt4ZeOT29WHaH2GrrMAMP/vme83Z7czlUFwPZgKMFHQcACYazWWe/1SYOnD+Gwpb+dRwLpXgRVPq9lOwP9LSqt1LCNxywqZ81vgwI5gz+e05qXsOlcXmrZD0m/TS+KdM9D9zrVLhQRZwmSS0v33VbsTWPAv+/90wxv+QVkdOH7GpUHgjoWqVtezo1RN3/l3AB9cF26sfszl/3FnG2i6yL5XTTrZGDwD0Vy6P+avKpviOJ9MH7+ATnWA5f/dPCY7jrop9foko/buPcZniA7qFpvPlnhbn2vtrQO38ja5P7cZ+N7jUbroXY9l2JMTrP/ttew9rXZygINTM3O3mB3YppZybp1r32bWxh16rXWhCJpVeTVEiko2JQTM95vfd7coAS7fCJyYxQFvXFq4rPCIMuu8ZjPw1peAVyZk9/jOo9Rki3nyWxVVzI3XnHYb2W+nvxz+WEtraZSYyJTNLKyJ3FcmAPdWpZ50YFxkSGwwv7OHflOdH/GL1G1ce3IYGuvcA3dbZgN3Cf9GXbmI6pgx6lUMOijesB/Yax13r5+W+l7NZaVLPibMzMZTqwM0ec7HmJwBzWzp49La7WrCdPYN9n2+x8N1qb1rnIZcG6zZsu8YM2T/uk3yrnk5/TbTvNuDNW53qtkYrKyV7lux81O1CuzD36geKJ8YK0B1GY58WNeEe65EjcHbAtfpKFWHr7tPLcptc1OvO5tCeD6/VTsmU+08t5R6QAV0H+wYTQMXCPdswjBKyoIFIwCVldt2CHCuTxZVpp2oOMz4vvpbHvApe1CzMfMOtPlFlalOrPNv2/fcYH8HZ7Bf194CVCAOUHVU54XMkq11zKC27OO+3QM5zgbuXZvb45Pmlg2pS4W41VHSzVu8dqSGfds9K/fANvfPknl/U8GlFdYy/Ja9/Jez6f/DBpcg79vXqJ2ELR+oemjvfUstYYuS2f39I4+VCFE7+hYVaPVaiqmXiulJuqC6n6SWwfl2K3YJEpgHI5my3zsMV98PXkumup+QWi+3bpf3c+nMlWKUks0SAzOb1eR1IJBkZ2Dzu8ScFGw3LPhzDLwc6Fpgqx9yIUqASaNSGz+a34c6eCciDjbEYWqEJXX2b03fR8kmc82sFx6ktm91l+xrUh7YpjrNR7JPaznCpXlflEETncG+Y4H7d2uudq8Epv/AbuIEAPs3Rf86QW35ILf6x5NPBh7p417qopdPdp6XU58DzjACMZm+CzuPBI75GzDy9+6n4+/xrqleWq0yVxdbqzIq2qnPFefkcJDMTrcJbN149L1vRfseML3uU/ItaWZpHyBzQzW3knpJMo/jzf2HTCu04lYSQWmn/ZtSm3AtuU8l8Whzfuf9WL9EqHxZawQm9SRAXKt6ux0XMLvb2qbGaALn3Fdf8mBkw3K17SNghVXGTX8muyUnUSoGbwtci27AiF8BFUb2wbLHUmsg6bq15gxyx+HhXidT13E3Oxaq2Zm6PcFrNvrJZ8fUIV8DLlyg6o5GLYomcPpv6mXBHcDrGZYGrntNnY/5a7g6XPp1w9Z2Muv6uO24OpfyBzH2X0CbAeEfF8QjTSTry01Hl8zWkX9QtTS9Mm/H/AW4xCWA2HmUexkNvfRNH0yLEqDNoMzjqs5QsmHXYvvyWyGWHoZhHnDma6e7RXfgkG/7Z4m8ep7/Z7DONj/mDqD9IRk3/YyZSdfhCPV5fbcxlr1rVB1Tp0//qyaRotrpv6+lyujJhw1vRRssjruxnVdDOLf6oKYzXMrUxM74XZS1UFlUb1+TuV6dU80mABJY/3rUg8uPwx0rAj75c2ozRMBxMJmn//soRJURumsp8GCn3EocaX3Oyv05gnqgo9qvWvVcdM9Z0Ra4Ypsq4TXEI5s+F2YznRdPif753/9h+En4OFW0C15j2M3619U++pzfRzYk9DkrdZKz+0nAYT8BTno0fduScmDYt1TTQLfTQV/0f703v5B+W9DjsEwrCc1AZVT1XZ22BFnOnYAwfUL08UwhTkq36qdWPJr/D3FM6mi6j0i2nKst3RzY5jgmdnynDrjM+7FxZxef9AhwqtX/wfme8Uo+AtRqyGyOi+NgjsO58jaKZsuZPD0cmHqBurzlfbVfGbRpZHPG4G2RObBD7VxO+7x9m65fmE0hdz07EzRjVQtSrzSsTB90bgq1i+87Eeygv2cth8pUQ0s3jnHa+K7ddOyQb6fOWO7zyTjtaWUe+NVC0rW2tBk/yLz9iSG7bQ++WgXYvbSPYIlLIRn5B2D4L/y3y0QXwe/kkuVZVp25Q6sQ8bynTWaA/y6haib7iSv7I0ywKR+2zvZ+D+1ZDWyeaZcpOfjL2dVM2zbHPdvmw9+k3/a21QxvzUv+z+tV3/SwHwceWqQ2z4jmec6bqw7A87W8/7j/Btuuoq2qA9ozhkBNWB/eqGq5hlk10/VYYMd8dTlTVlOhOtpRL9oZfPcqLdGc6HJcQRojhtEjhv/5rXOA1y9LDdi+frH7tvX7MpcY81LZXpXwatXbf9uwFhmT82bt1qiYtdKT1livel10CJmcoh/7SF/7+m5rHzbKDu1aWTUw6ha7sVg2Tn5MlXEwZTrmCdq5Xpe3clvt0xBDMHL694EXxqXfnmmJea7e+IJaHRZGmBrsujlUNhO7x4QcVxjb5qhgamNt6udZ3e70chXOjNTGetVXwXnyC1BPPhl49Rzv+3cuyDzZYu47LL4v/X792Iq2dkPn93+Uus3uZcCie9NPi/+XIbvVCDjnsup3wCVAn8/5b6dXPeqSNJlWOwPAwphr5JvMHjnO1bj5WmXxxFDVI6cQJ0QKUSTBWyHEGUKIT4UQS4QQaZUKhRCVQohHrftnCCH6Gff9zLr9UyHE6VGMpylzOzDQb64wSxdztTWCpi0mWQ8svsf9vhHXu99uNlDrZdX7+qwYfkQ1ufatVTvHYTJSzEyIsHT2sc7Ca9VfBfVa9Qv+HMseSb9Nz7y+5gi0OA+eqzsHfx03XkHa7j411IK4wGjs4xagDMIsN1BIdduGXweMzLD0J4gOhwOnTU6vRRqn/VtUN9Igylul1v+ba4zTq4lFXLPmflnCSTCb+22fB2yygpAvn6GaWGm51F1zs/517/dCkIMTr2aXuoyHad/69NuiMOLX0Qd2OhyuDsCdv4O4mnwIgaLK0gSADdNSr497WL3Pd36qsi6dJ+2Q71kXCugzOIwvNQDnf5J++/b5wEMhJ8KTkOnzL8iEjZ+aTO9z62/ulXGeyakx1N97ZoTaZ5oy0b7N63vn3W8BTx3q3zA2n3LJQg2rT4YgTT6sfFadO8vEBVFfY9cyBezvvLgnrQGg09H+2zj1vyi9jEMnYwJ+yQOpqxf2GsdD2z5S2WzOU90uO0lGT6Bp9TXRZpxr825XPRHevkYdv+pyO3GVzpn3V9Xs06sckRdzf+WIXwV7zPLHwr1G3EpbqM9e8/Orx6nq3Lxt0d3AfdWp+5xrXwbub5V+uq9l5hrIG97I/H+zZRbw+uXBxv/+T9Jv042wd8zzTujZPAN46+r005tfABbemb79vL8BrxgrOjKVFsyFuWJaB2+94hlOi6zJ/Dgml4Kq6mInfEipvmu2zlWfPVHTjXvDNF5tznL+2hJClAK4A8CpANYA+EAIMUlKaX41fBnAdinlICHEpQBuAXCJEGIYgEsBHAKgB4BXhRAHSRnVQvymQ6fjm0W6ta5j1ZfV4T9NbyoWl6iKkAfhVTPHbFp1iOOLOupatY11Kmiy89N4l2G0Pzz1CxVQQb2jfgvcHXCqxbmEE8BntS+3faS+IEdZNT/1zkd1V+Cst4F1AZeyZir+Hpd2B6uDTmfWbxgllQCsmb0pE4HTYthZ9bM8i0yWao+upSYhgN5nhn/uXHz4G3UKuvynqpOd/R0ke6axDkCES2g6j1Y7elFPPmVr5B+AmT9Tl816jk9ZO5OnPpd6kOWV5erlgvnAk8PUqoyG/daSdYsosSel9m9S/2P1Naldecc/7f8aR98CzPtL+u2NdcAJ96U2XNg21722cq6OvEF1ytUND+LYAdSZQtkEDgIrsmCmcznmwEuBxfeqA0GvTPJWfeML4ueLKIFroP0pRzmT4T/Ly3BCa2fUlDvyRmC2cUD58pmptayzofdB3Or86gm8dVNVFmWY5dlxH8i2HqCyuJwaDqhSEDoLtb5GZdO67mslpP2h0f9+nEdinUYCq55VmXyZ9klm/kJ91xwfcfaY2/dMEDWb0zu/x/E95GbiB7mt3tBZnoB6Hr3v/YbVDFW/x8z9h+qu6ccRgKol2W6YyrR752vAkGvs+4LUk87Fp/9R9eMPbFUrPXOpW5zJ9CyaVO9zJA8EXdUZttxg3EQJ0O3E1MZPPU4G1jlKLOms5O0fqfP+F3lPMHzwU9WPYtg3g4/DmQywZrLKhnZjHjs01gEvna7emyfcq27TyQojb3Z//JU73b9DZCPw+ED3RsrOwH5c9ejdvkuCTtDr/8leCaU0VnVSZSV1iblPblMldLR+F+Ze3sAtacSvWSYpUWTejgKwREq5TEpZC+ARAM752XMA6IT4JwCMF0II6/ZHpJQHpJTLASyxno8c9MyQ+QU7y5odXPAvdV7VyX05eZCdlEzBOOfMtDMT6b1v+z9/3PRy/67HqfO4CrTLRu8v9n7n25ff+040S0L1Uigh3A8E3b60dB3fsf9yf86P/6hmp2t32/VFazaGy0bUnSyvjDjrQy/992rYcO4cNRsYhdXPR/M8Yb12oTqFUZahTlnc3DIonQcjtdvdDxaczP/XICsF/tcGmHaF/3ZBlLUMFgTPJzOjvqxl+v1Tzk69HrZcSLuhKhAz5nZ1/R3jYM1cTaCzp3d+mrr0tq+RjealtFK9xtWOzzspgcFfADqPsW8Lu5M8/x+qMabT1jnpt5mBlDiCZnpHNdvvlvoae6mizmYY/Wf7fmeJkMY6leHnPEXZqT4XNRvdx3LaC8CVOzxOu1QpIL3TXkirH8IKMok79FvxjyNXLV2W8ps9FbKhJzrcVorp1S9rXlTB2/1b4i2fESbD1zzYrjFKzHxyuwrM63r+a18CnjkSWP9aJENMs+0jVX933dTgj2k4oMrv7F4e3Ticy4l1INEZ7HKa+3uVORZV2aOazcCcm+zjlGN8uss77VqEtIkx53dp33OzHV1mnUd6788GEXRi3Ow1cf7HHqePgL4e2dPOsgtxlODQr1HWMj/1PnVjNz+bpqdeX3y/mmTUokgn22zV+nWWL4jSpnfTg+Ju+1x6pdtHf1TnnccAh//Y/QTpPilUu9P9Z9n4rp01alrzkvqfMk+rngPm/zV1u7WvpJZP0Jm31d3SG1G26qeyW1v3cz/pcWYiSlXpgygdaTVT8ysBkGlsepXAhreiGZObXR7HbBevAM6fbyXpCVVv2AzcAukTAtk44NLbJ44+RE1RFMHbngDMFk1rrNtct5FS1gPYCaBjwMcS7C69a40aSLophs6iqO4CnPkqcKHjDTngMrWUMRMdjHNTZjzWrS7tp3dGcxBmBpnDBlmyqQGZjZJy76yu4++2L8//W2rH6aCcO0xm87ORvwcudByILHbJtNbBzW4n2rc5d8Knfze14VnP05CVbOosZ9JnomrscdiP3O8vbxn9axaL8z+x6yTlK8O+bndqeRLNLZMkbK3RoEGopRF1Oy0pVzt7fc52b+oWxpaZ0ezQmw35zNrUXrJttFZqBUy2WZkWVV2ANoPt+3WWpJmBF5azKdth1s7euAeAYdYEX9h6oO99E/j4T+nLlJ8x/n7jrWy4T40srz6OoHdUcpk4eqC9PW6dAW0G750NO9dNBR7okH6q2x1vvcCgNr6tgkWartldUqrq07merBU7y6zg4Kpn1UqKYgzithno/3eoaBv/OHSQMdsAaG+Xen1mT4UwdFMZ/R1dFbAM04onMt/f5Vh1HnY/z+27y7Rllvd95iT9mhdT73v7mtTVGwv/Cbx0RuppxvfCjdW08V010enV18CNbvqZqfN6WDrIc+gPgXNmpk7wB/n+XjM5mnF88mdg1i/tv0mYLEAA+PC3/tsMujL8uPKtzmUiXTsqwM8IeO8/Pzk09frU84H3fxrsOYPSpbJ6T4io/rNM3adw/k+++YXUSRgvzpJ9h34P6Gc1Udr0rr3aT5dMymZl53arzE7bwZm3y0Vlx/QJEx0w16VsVj5rv6/1UvVMK7o6DHcPAD/S2240pe1cBDw/1v0z6PObgIuXpZ6cx3luNZf1d2zHEeryFUYCiFmr1Yu5X+jm5Mejz8I/4hfAYGvFmVeZrQ1vqBrFbo0TzYnh2h2Zv6fcSBlsdaHXZ3hle1VCsbFelat40CVhYUqAxI5M6va47/e57Y9QuqJpWCaEuEYIMVMIMXPz5gCfxk2MW1aWZtY4re6S3ZdD0J3ifM2KBNmR0jtyY7JcShXG/AAz/c4DtX1rw2dJOYPWbks+TGYN10zcavqYByTjcsy0MTmb34VpVlZWpRp7+BVzbwr2+jSPc2p/CDDhDXU5jtpkbrzqmWbLzO7Y8IZ9uXWAwGUhKW8VffkUnSG2Y6H3Ntn+PZyB1SN/nTqht93KvI3y/0oHbtoMBHpb9cXeyPIAub4GWPGUaixk7vCNuCF1xYMWdV3gXB3YrjLj9MGSHp9zEuEwo+bb6NvdT2P+ohqWFZqgwQMAaGeVF3jtYuDxweGaxRSK8lbAhGmZtzEDJW7Z4lGos7J3Kttl9/jqzsARAZpH+tn4rjrIc5tQ9pNp/xYATnkKOHt6+AZB3Xzqai7JkJnXWKfKlN0l0oMErRxJDBXt1EG2eYIAeoxPzfDUwbc4mtrpjudmXdRs6f3KdVZm8d7Vqs+AnrB84XjgmSB9ByJKqti/xb6czcSrOcnkpAP8xTCB1PWY9Nv036TzKGDi+8DpL6ZvY+p1hjofZC1jr9mkfna3Y5WPb81+rIB3lmmXMe63h7V/S2odY7eGrDoTdcrE9GCjtspRS7vbCUBPq1Zs7S57/6mD9V6uaBM+gKtXzXYdG+5xYZSUAe2HpZYY0JP09fvU3/rVc9Mfl01meN3u9NWLziZ4YT+v27jELkQpUFptr3yqNDK2CzWRRwh7Yt6vGZrbBKNzksatSaaU3kk8dbuC/W4ObFfjPMORRav3T/1Km2Rb/mre34D7WwN7Vqbf57cvQEoUwdu1AMw5tF7Wba7bCCHKALQFsDXgYwEAUso7pZQjpZQjO3fOsatSEcoliCJK1SzHXSL9tPqF6MaYjSA7YuZyIDdR7Kz6CVqY/gKjPuXLZ2ZRo8va2e1/kQoGmwfzQHrGY9DMHr8dDbOuVi4aaoDhP0+9rcf4aJ67qcmmXpaZqZkP1V0RaROlCdPs7H3zf3n30syPC5I9EUauNTdFuQqm58o8YNSZc5nK0GTbnKZV/9Tr7Q+Np86X/pw54lepnyn1WdSGdB5MT71ATVSaO8NuJT0KkVknVy9VBFIPRCra2c0sSirUJJbb6ZDvZFdD0dlF2Mv+rcCHv1NldT57bAPw2EDvpXK9PxcuK/JwR0aXW+fzYuDMltaqOgGXrlYH/Tqrx2/1U66ck6ZhHPQVdZ5Lvbllj6rz9dPs24KuTtABJS/VXYEuo7MYlMj8OaczmgZcZt826k/qfPdy4MMb1WXnQab5edr9ZGDidPfTma8CLY19d72U17lEfdN0tT+++X37tYOYZkyGtTtYnZdGUGJJ/8/qjET9mWsuJd82x84QjkNjg11mxm0ZdlT00uZ89vEIw2x6VOmzn975aP/3Ulm1CuxUdwN2r1S1gOf+wZ5Qi9JHt7jfXutzTBdUuyGpq0Y/vct9u5qNamJ6xVPuQWqdJWnSq2y8EmiGXxcuOKlLD+SjXERno/ikLjWwZaZ3wkFUK3m83kN65bDv49v4bwMAx1nZtGEm6c3PrnzQ/5d+taQzNvfMYN8673KXHY8K9jfds1yVLuh5CjD0G/bt+vfql1ST7ftYl2XaNkedm82GkywRWEyiCN5+AGCwEKK/EKICqgGZsyfsJAD64/FCAK9JKaV1+6VCiEohRH8AgwG8H8GYmpxcMhGHXKu6cY+43v0U5oM76np74x6yPyDMgIq59MOvNmZlHr4MNwf8r2w31K53AwBrX/Xe1s2+dap0wMmPqRqBzgMW52yaVzM3p15nqswJt52NCQGblAXRbqhqgqAzfU+4L7d6X9l4bizwboZldeYBapzN5/xkU381aKZ1oeo4HLh0pfp/NIPC5gGnWwDBLB+SjbWv2jtRNRvtZWNJM3co9c69bjbR4Yj0yS2zwUhOhH/X27ZDMt/vpqu1vLn7iZm3C8LMTjMDBMseti+bB5y6Fm2YTP+wGmuza+wy+ST78gfGhJz5+d2qr9px7X8RcJLxM0ZBlx7RdfcyefcbwOxfpa7o2bvKo/mGJUy9dCA90NsyxmJZshGY/r3g3+FhVHUCPvdm+lK/z2+2A+xCRBNQ86JrjYctmzDy9/ZnQOu+wCUr7QycbAIMztqFALDpvWCPPfYf4V8vCnryW/8/lre2kwEyBX3NWrd61UKY13N6zsqofM9qpKMzHjPVlq2vAZZan3Vdj7NL42TKMjVlWmXhnOwbYTVKdn4nPD9WZc7HYer5wH3V0dTNNSe7jr/HfZt876cGVVoJfH4LcL5L9l22Gvar/zH9nl35lHfQJJffvzOjNWoV7ZGyH1m73X27HUa5ub1rVNDJPDknvkSZPWHx1lfcn3PfevXd4qyX68VrbHEw/5f1sdie1cE/j7Mx8xdIqyutj1d0SSU/m961L2dKYtDHTmGSGbwC7XGt0tK9gvSqgdm/ct8uSMDaLTvX/L7PVPYyk4r2QFtr0s9tNVd/R2+Wirapq6L3ZVnGTX/f6tIOZvCWgsk5eGvVsP0WgJcBLADwmJRynhDiRiGEropxF4COQoglAH4A4DrrsfMAPAZgPoCXAHxTyigqCTY9QqTWMNWC7LC3GaC6cR/5G/dTt3HhxiEbgU2O+pbZfim0GwIMvTb9djNoGXeH4aCePy5YzUmzbEU7jwDI8idUpsX076UGJvZvCrekLmi2U0VrVbNsiMvvuvu49NsW3ZOaeZXJaUb2tihTX4ZnvAIc9mOg73nBniNKm94FFmQ4GOww3K7BeU+FfcCUb2EaqZgO+lJu3YvDkA0AZPD/haAa64AtH9iNskrK1fL3s6cDQ63Au3nw7FbY3s+2j1XG7oqngZdO1S9s/+5yyf6IakfcbMDgfC+XVqYGrU96xPvzJBt9zk597zoN/mL459TLJM1lrgBQnU1NMeNA4Glj6fFbX7Yvm800D/meOu99ZhavFVDtDhXUjGOJbWU7dYBx8mPupSByof+PgtRh16tMzGxpZ6YgAHQxlvD6ZYQ5pf3+YqxZX7NRrYB58+p4nr/b8cBpxvLRPh4NgeKiG/WFzSwa/jO1/6e16qM+jwZcqkopZMtZP1JK4H9W8oFb/b+BV6hyX0kQJWqCTGcC1e3GZ587ewJmv7ot1fbjlQTh/Nxc9az3c8wzguWDvmBn+AZN9HB2XDeVlCLlPakTPNz2NzNl3k45G5g83v201GWCquGAPRmhA39RrK7ob/R3cNvfLXRVHdVy+Kh98uf025yrCYKu2HCTr5Uxy59Qq0X0ClWzSSqQOrH0aF/gf21TTx/dkprE1Lqf/XN7rfzU/Unm/sF/fA0HsliFmYN2Rv3i1tZETFl1arCzU5CyJyHM/b09CaXp76Zs/g/m/10dd+z8NP1/0K28gp/dy93323rFtL+oJ8CWPqiO9XMpDaWjYlvnujcwc5ZFC0xk/r5wTsof9mPgRKNUQzZ9fQD7e04fp7cbWrglMApVJDVvpZSTpZQHSSkHSilvsm67Xko5ybq8X0p5kZRykJRylJRymfHYm6zHHSyl9KnW07ydcG/6bXF0BM1Ef2g6O26HLaidyZdlaoZCodQ/3fiOneYflP7idHrrS+p83l+A94wZr9LK3JspZRI023P2r1TTNS/msj63mcsW3YFRt9oNagqNmUGS6eeMU65LlXRWTlQdnd3ov202B6iZ6AO06cb/fss+atKmwVqmNvByI7iYRXDn6cOBh7qoDB5T1+PUuX6dsHQgWzedyoVzxtwMKPe/OPVg3mwcGVaY1QltBqvMweFZNCs5+THg4K+mL93sMkYF43tNCP+cQR3ybeDq2jx9X+QavE2ovmKY97EZYNo6N/3+E4yO0Ad9Of3+TDoekf+6xLlm7wd13J3ptzXW2p95UdP7gNms5IiLuVx6zwp7ssvZbG/k74FxATvC50N5K6DS2reN43tVf+c4J27NxAw9oakd2OH+XDOvsy87a/CGoetwO7X2KNHk1bAXANa/CdznqFnYWJt+2jw9NbNfm/ED4ImD04PYpiCNeJzM/7lCq4cehl/3+mzp/8uuxwETP1CrfqKQjxIBkMBrF6ljlg+sfRZnSasVT9qXR/2f+2n8k6mP8VvVqL8fvZaum7Ld14zSjvmpKw3jKncCqPfb4dfZ9X2zDeL/r42axHGm9OkkBq/PKMAj09ax33X2e/E3O88laD/wCnWuPw+fGwO8kENpI6cdn2ReferXyC3oyl8n3VxT6zhCrSw4O8bM8KamaBqWkZoNbOnYSfMrhh21xnqPouI5fAD6lWJwa7aVL6Nvy/EJPH4vLYxloksfUFkUW+eoL72MS+Nz/KIZ9p30OrpevLKM922wlwqWlGW/ZKOQeHUEjVOY5ZZudGZcto1qgtBF9wF1EKkz/fXSbzOjxZntEIRblnn/C4BRfwTG3B68BlYY+jNz4b+ze7y0dna6HJN5uyBESeoOkllb8dDvp27bM4elRV6ZkWZ2s/7bDrw8fXIuqFa9VfDKuTxYCNW4x8yU9RPkoMhZyzuq2m1+cg3c60ZAosSeTMiH93/kv81njAMd3RRGN0wE7PqdQGpdxiBKyoCrauzadflQt1tlemQKDEXBLYtUNgCIuOQUoA68dEmMuLJXVz0P7MpQMgNI34cz37s7jQO1+r1AeUvgmDvU54FeZVEouhybOtFlvjdbeJT2CFMrVWfEOT+n9D717qVq0jGFx0SP+dmdSz1Hr5InZq1P83dy5hSVnW3SGX2TT0wNMJa1AM56K/3UxqNW9Mqn1XkUjTP3bwE2OJJbek1ArFn+cds8w3+bbOhjjvI26rP8tBdS9/2y1c9oEGYunY+y/JeZ/dfS6qCjyzcBqimTVtEeOOwH7qc+Z9tZ2SUVdt3Yfo6l45peHRNk9evalwP9KDmp2Zi6P33kjcBpk+2MRlEOvPt1+/7Wg9TnW9RNiQEViDv6D/bnXDYluExuZYfOekfVFM/EuX/oDFTGNRmSibP2fWO9qu1tnvQxSsfh6nze7Spr2Iz35LpGfdXzKjN6vU/ZRGczMwAYb31Ob80yac/8u7ToqY4b2gyIrpFhc8DgbZG5eGlqVlNphF+CQfg1FsqGOXtztEt3U99GHzHujA35WjzP6wx4Tv+umj32I0RqMfr9m1WzF/N0IMPBaWW71No2mWbGvTIyXjxZ7URWd1XBh6iX30Tl+ePTT3oJVFoTgggz4XavUMtknjg4uud02rtGfaED8WZc6Qyhj28FHugAvGF1KNb1qUf+zt52TBYTHfX70neoyloAh/0ongzKfRvsz5u5v8/tuaKasdcTcvX7Uneu3cooZKuqE3DI99Nv193YS8qBqdZBSr4yFP1kCq6P+LX6bI6zREIm8/8ebvsep6Ze18HQ0grg1EnARYvTH5M086Bur9VGtrPZHDTHvUchslv+WIzaHRLPxEJKRnREn0d716osYSnVgeWUs4HHB2YuL5SpNqtZX1zXqB72DeD8j8IH/ePy+c1q+ezYf+Gz3+PWD1NLdvU63b7c52z78vCfhXghj/fMqme8H/LGle63e036hO1L4ZU1b2bpm2WaKjukN7L5Xzt7QkprOwS4KOTxgh67XpnmxvlZ6qQDHJNPBF44PjWglVJLPKHVD7kwkww6HR3d825+P3XCpWUP9xJrYZn7LEf+Bpg4Azjil6lB3SjtXmZNhhufhWbJrcN+mPnxJz2mSr5VtldL0as6eU+K6WD0gEvc7ze9drF9Oa5Mz2et/we9emvEr9T+kShRzde2f5K6fVVHFZi7IMul72GEao7r8vtpcEmu6Xqs98pWrY3jc2r1i6r2b1x6nGKvTPDKaK1yHK8tfUDV9jZPD1sJHWYpAeeqqSDlOjLRPQD86hH3PMXuQ6IzyPtapaHKAzZMdzITjszScRRciDwYKgQlZUj5cFt8rzo/9Xm3rXMjZfqOoChTKe/OtPdcmDvwh/84/OPNzAFdeD6qTupl1SrDLtuavl5d7Vv2AJwrWHctCdaR2my88vZXvbcLEuw5NVNDAY+dDD3Tne+s77DcaiV3H6e+eKJY8u5lttUExmuZbFmL3GZ8dSbBiqeyf46gdsxX5zqQtuxh4KSHjA2Ex+WA9qxQyyzz1Tiufg8w7JvA+z8EOhzmv30+jP0X8IxVKmXjO+r8yBtTtxn1x9xeQwhgzJ+BeVaAXQfGy1qo7Onlj9n1Ff0aROZLVYa6m0fekL9xuJl7U+rEhZsts4BnR6qVI+2GqQOo/ZtU5+U9q+1sucr2+Wm6GZQoA2R96gSjPngyP1PjXm7oNP8faqn16S+q7M1CM+5B7yyshprMAc4w9q4BHumdfntUf499a+3XMRvfzP8bcIxLUzI/5oH3IRma0MShsU5lKNXtybxvVdUJOH2yuqzrIjYeUMv7nY75GzDsW8CkY9T9h/4gtzHW7cmcDb46Q11yN0FLqZVWq5/D7/9m8FXpt7kdcL84PvV6y17hmoDV7w/W78GvzIazPrdzP0yPffljwNCvoyi1GQwcewcwaZT/tm46Ha16DjhFvR+m9xtbD1DB0M6jUpNPcuWWqOJ1zBVEdWegpzE50FivjrfcatBXtAbKWobryXLm1OzH5kdPundyKWuyf5M6mXYvB8qqAGRZa7S8lV3TNltuNWgHfwFYfF/67dlwfuZPjbkHy+kv4bMVNs7AsZcRN7jXey0pVyscPmvc5vhdLfpvtqNUdHzgiJ9b163sZrdMbH28oEvWCJG5Rq2UatK3zznAkAwxCiC1BCMFx+BtkdPNIaI+kJp2pd3JdmKADtW52JVlNm9lRzWrai7FPfpmFcztNNL7cfnklQW7/g3328M47CdAO4/szsqO/rOSfvyaMrnVu8nHsmXZoCYt2g0FDneUgNANkwZfDZxwt/dzRLEsz8uSmGv4ORtKxPpaHsudOo1UmRq5/o8B9gHDto9yfy6TKFWrFMyD3/oae6elVT91wHhfNTDk68DYhDqedzwi/WBK1/LqcqxqwHeoT8ZIWGZW8751SNkxjGriK1e69EJpVepEUaHUQPczxwrubv9EHWxXdgA6H60yEUvK81fiISxpBSC3fQT0tmoU71uvxm9+13p1b47Le9YS+zm/Vd/zQYXNRMzWwMu979u9TJ38yEb/3+salyW4Y13q7Gbr8OuAd65R/wdml/ZMZlhZ/QMvt5t/aZuNz7Uol0sHoYP8e9cEb/aoD0wXOfYf9lsZfOunqaDn+MfVRHYuKyIaG7wb2WQbHInqd9x6ELBjnnuj5CANCsOWJ6n3+FmdzYr8VhoNuhJ471vej9ffH+unhRpeQTnmr7kd47Tq4x68lR6TT2HU7VX/N51HqdfZ/jHwOZcmS1FwKxcS5fdS7Y7MqxMba1ObgPnJVKM1Km4B+K7HpU/q5FyD3fF7/lIjcLd1W9B9NDNuMfgqa4I7wrJGAy7P3I8n6n2wklIA1v5z0L/14ddZQXQP+tjA6+eYmGUpFZ0oon8HrXoDE153r2nedSyw8hnV7Duo1S+o06pJar9g4GVq9U6XY+Ott9xcsGwCudKBWyB1JjtIZmhYXUZn97iz3wPOdTQvaDNQ1doplFT8hf9WmYXOk7mUxxRkZ72DVRNtxPXAQV9yP+llDbnQr+NFL6Uw5VJ7LSidGaSbE5h0kMcvk00vA9ayzax2cjb2iSNw4KwnmkumgZ+h3/C+r3X/1B1l57gyceuOum9t+m25an+YyozQDTj0a7TorjJv9N994T+jf+0wnMvC2lqTMqdOUvXD4sxy1KUTNGeGRpTq9wLv/wSY/n21hK12t/e2ukGbM5sxyR2/06zsvCCfcyufMS4/nXpfaYX752fSzN+tDgLtWaVq9un7PvdWfpZamuqMhidrp6jPPLeTW+1yZ9A0qmY8UVt8H3BfC/vzfMXTwIc3Zn6M1i3CusnmvtMsnyWV2vLH1LlbGYxFd+U+pmzpGphPDs28nZPbqiIdnNffeS17pWbphaEzzh7tC7zyOfdtuhzrfrtT95PthmUV7bPvAO6kg91uQZ7BX/R/fFT1C8MGmSraZF+zvZgIARz+UzWREFbfc91vjyLz9v0fA5NGW8vThQoGtYyhriqgJt+dnHVOTWGzfjuPybzv1VinMiD9VsGJEjUpbtaJz0Q2qEn7bAQtCxDmPbLqWWDJg5m3MX9POng79JtqBU9bj/JI5n7U8F+oJtfOZo65OPT76jjFqzxTnDVWvTJT9XHSwVZGql8fiP5WObNXjaxhs5lmtpnsur+GGcDuPs69lNHB1wBH/lbVhg5rzUvAnJvU5fl/A6Zdlr8J9aaMwdumIsaDe10Yu7IDcMSvon9+s36YG6/MhraDVdZavvkteXcGG4Z+I/102I+y38E8+XHghHvjXzrq17DAbacmzBKiKGz+AHh2lLHDYh0UeTUX0fqdD/S/WDVOAcLNnmfizLT2avoWpTg72XoFZBvr03+2TMvcnRpq028ry/D/7FbzKghRClx9QDU26HSU/flVX6OacxTKJI/X53dVR6B93GUMRGq2bVkME3TauqnAx39U9ZpfmaDqErrZ8LYqTQBEkw0Uld5nqqVsuWTbbZmVn8+FbJgrQnTQZJNj6Xi344JnMUbFXL6+dTbwcA/3k2uQzvHeOvaOWIfq6tAfZF5mCACzb1Cf5XuseshTz1e3OZn1R7U4agdPuyL9/9ztoMsMrDuzHE1etVULXccRwIRp0TyXPlDfOludmxOWI653bBxgn77bicCEqfZES6u+0QUu9eRSmUuzoPKW/llYzhqN2cpmRU6QJlLFSAf/9GfJ0TerMh5hDboCOHeO47kHWDWfc7Teqn1cvwdY/bz9v+6kMyzNz4+w9KSFWdbALQDd7UQVRM51ssXL1Aw1fBtq1edmmAZTtTvC7U+balySOdwSI1r6HCM5vXFF+LH0vxC4crv7dxaQmjSjjyfNfdGJ7yMnQgAXLgbOc/kMGXBZ/lY/HXyNfVnXex37L+DKHf7BWz2JZ3635tqsrLHBLokXREUbYMQvg2dU6xrPQ75ureCZB7x9jfu2Jz8WfBxkY9mEYuSyU9fd4yA4KLPLuZNuOHHCfd7L9MNwyzod8jXvbKZcDpTj4NXISzN3dkdcrwr1u9mxUO3chNX2oPwunfcy0Pgyv3StamZXEaLzcq6qOgEL7lBLSta/rmol7V6h7qvzCcZWdwFOfjT1wGDqBaou4YTXsv+fc5YA8ZphPPQHwCd/zu41ctnZDauijZrZNessPzFEzY5/1jhEIHTzD2dduhY9gZMeSd9O71yte91/kieTqo7AOUZDjh7jgRVPAm8bDQkX/Mt9qVN5K1X3Os7s1+PvUjs8e1ZYN+S5mYq5MzgsrrqULu8Fr++d5Y/HNIYkNfofBCbN/D/Qk0KFUN7BmW191O/Sg1QrnrYDByZn8D+J705RorI5p30eOPGB9M+Sxgbv98L+Lak/q/Ng76Kl/geA2dj0LjD6z6nvRbeyDuY+TJtBKtPJrY5d0o1N3UpVBVmie8zfVXMcnV3nbDYbht7HdU6KVnVKb2Rj/k3dVtc0HEjfT6nuqgI/URh0hfqf9GtcVdXJ/fcY1d8707GJF/N3cGCH11bRLtHOhyNvVDXUvZrVheEseXXy40D7Q3J/Xs2tvIupwxGqhnla8+AQdH3+UnOCQaYm2GyzVsOV53Bs8lKAoG9DrfqudH62ZxNo6zzaDtbVbFQrOA/7kXdJFHO/wi1jX39+jPkrMD1D48l8MydZSh2TRBPeUGWmclVS6r7SL5f/u7CO+SvwqaO0kSgJtlrRK8guStVxTDYiWZ0hgAV/B5bcn36Xjhm17qeaC3/4a+DT/6Ru06qfOt4JusKEUjF4W4QO+Q6wZnLqbc4PvjB2LlR1D6V0D1AsdMzGDvla5k7gmehlss5Z+ShmfOMStvt6n4nAqP9TNV5adA/2mF5nqOUFSTMbRmzwqFPVqq/V+GuifVvLHvEtjfKyf4vdvEvTO0pudXsymXW9mh0EVA26bGfonV/Gi+/xCN4b7zO/jCwn586gbtIXl5Z9UoO3ellTLrXFzIBQ59HARJfGMIDdVCzq7Mt1VuMI/TcHgHczNC85e3r25V2C6Hy0yg5+3Gq+qJf7Rm3w1ep/MuUgwBFUjWsCxi2D6sA2YO+69M8O83+rpFxl0/Q5O95a1WH4Zc42uhyw1WxWdSSLhe4+npfatn7L6BxjGHh5evBhz0r34G3Yhk9xWvqQOoCuctYMNX5+5+f70ofUPp+XNnmoo6g9dVj6PqLzQPC8j4DHBqryKyP/AMz8mbo9qkzMMMzf5eRx7tv4lS/Rqz56ngYM+45aipu1EBOAZmD2YY99qx4u+ymbZwBTzgVOfSbMwNJVdgBG/5/3/W0GqsDYqc8BL5+hJifMVUBtIvqs+8iob31IFr/7ebcBfV0aTgHxrlqKQ3WX7MokuDFL4HUcEX09Vl0He/jP3O/X+725lEHSmYDOxB8zeP/et1WWeDaTLjXr3ZsWurm3Uv1/jvFIygjTt0B/jzU2AB/dqhI92g4BBlzsvr2ZbXywywoHXQbG/M4MOnGhg99x6HeeHdTUQcph31SvGbThV1Djn05tWNY+jw2Lo05Aa6xV321ePUfWT1UJMlMvVJMyzu9sXRrt5BySJEb90XtVhP6bVnYADv+KCt46jf6zmoSqzjLDvLlj8LYI9TpdBTw2G4Wqc8kK08HJtVNUEHfApan368LWOotw2HeyD97qnekux2TeLh+F3YNyHqj71fsqKQtWG8ZcJh42gJeLTAfjZndgtwPhQrNqkjqf9xeVUfVZ2YaA7wc9Y20G8V67WC31iUJFgGUmYb/YnfX4ep0R7vFR0YH+dsPU7y/MZ1DHI4F1U9TlUX/03q6shaphtv3j7Mfp5rAfp9ZzHP1n9ZnqtHWOapTk1UwlSuYBSJj6wWGM/ZdaDZBS1yrGjOIgVj6tdthNOgOowxGqkcKq51Qzi0JQs8G/dI7OVhz6DWDpg6osS9exqZNjtbviG2Mm9fu8M3jMJa564lEvYzw7orrgbt68Grh0lfo8Xv+aqjWYqSyQW0dkLx//Kffx5cpZC91pk7Evt/JZlemp5TIxn6uNjrqLHVwOeJ3B2/JWwOkvqgY5h3zHDt4mkXVebUyen+mxP9MuQz3cI38DdLVqgpe3Ao75S3RjczIzTI/4pb3fWdbSO4iqx/YZ63e86tnIh5dm9G1Al7FqZU7L3qoxoynbffiRvwdm/jz99hPuU9nAYbV36d0w9k7VlI/U8vxzXUobNFjfcVvnAF19jtdMzu/GUp8Gem77XUH1PhM4/m5VNmHu7+3bnYHJbXPdG+/58cv6HvZtVcezpEIF1Obd5h28zaYMQuMBe9LLrQ6301E3ZV7abh77ZVNuw6llr9xKQLkduwy4RJW0i3qlW79zgTOnAi9mma0alh7/oCtzex63RA5dQ3bhv90T33TpsxVPqn1PXapB02UCc4k7OPfZTTp4O/hqdX7W28DzjtUC7Q9h4DYXDN4WqWHfAt7IssugU3U3dUA6/Tsqq+6tqz22sw6e81Hvzq+jbBJyWeruZsSvgOWPRvd8QWX63Zo1awslWBLE1tnAc8fYNWyDcqvF1PO01Osb3lIByrRsqQDWvAgc+t3wj8vEuXPmtiQoH/ZatRlPekhljWfqyuuklwGf+lx6wywnWQ+URxzMHH6dCggvs0o1VLRPDZh89tpG5tbHf1Lb9TsvfbsolJQBV9cCNZvc6wxGobQivWlG0DpWcZn/V2DJA6m36QOWkx5R/yvbP1FBoiSbH2mdRvl3KtednQ/6SupEp9nhu1PI1QFReepQ4OJl7vfp91k7l+WzmRrB5EpPIG+dA7x4ispSGp0h6JpNJsuw76hAepw1nb3oiSpAfe5UtLea2JQAEKpZmeYsB5Fk2agVT6Red6tPd5fLQXanI9P/v/MxAebUe4J9ucdJ4R+fVoc2Rr3PBD6+FTjrXRUs+9gK2A75mjoF4VyJFKdWfewkBbcM1pIM/7e1O4ANHoExr+XtVZ2yWwUQR5PlpkCUqACeV8MjvWJh5nXA51xKjnhxrlR0lsj6jJUMlEu/iZJy4CDreLXzGJUl22didKVD/BzzV2Ddq3a5Nl3GodCUtVBBdfN4p/u4YI+9bJ3K/G/VD3jnWpUNfNydQN0u1Ry7tNJOJMs2mOucQIuzRFm+iBLgiq2qt0YuSspUfery1mo11OuXuJclMo24Xq2G8B6cOvOqRRwVr2PTfucXRunHYsbgbZEadAXwhjWjk0stHwA442Xg6eH+XR71shNRAnzemtl8MKaurnFlnhWSKOtLhWF+MTq/JHtPULOeW2YBe5YD/3MJ7NTuQKLZel2O9e7E+p41G5ipcYrJLUhmNmqr3QW8cIJasn3qpOBjPOtd4PljVZd2bft8dZAuG3LbORn+M5VF4NXsKW7VXVUGoW5Y0uFwdQrjqN+pzL4ep/hv2+4QVcoiSqIEGPeQ2unePD1Yk5f3f6zO4wreAupgJGwjiVz1OEUtm9z6YX5e7+hbgA9+al93a4xY0UaVqWjdXwWcu5+oxpiptEW+lFb4BxEWWJNIrfupGoXb5qqljaLEXsGyLeJs8qD8dvyB/B08ObOJ6qxsZDPIbepyrCqZ4KWxDvjwRtWF3Rn0PPT7wJjbkzkw7DHeLtUy2SeIuOYltWS0tNJ/Wffh10Uzvlz4lTMZ/xSw6G612iHfCjkIsPpF+/L+LSqY8qXG3MbcYbj3eydObjWXyzJkdena7vs2pK720rqdqIKux/0XeNjKng5TO/TwnwIf3RJ8++YqUwmGeqtcSNiM+bYH2c0uAWCox3e2/h70Wvod1oTX1ORf+0Pt799TngVePSea5w8iqhJDR91krwxzrn7IxoRpqklsmywCZi26qwn+ijb2RLS0yjTU7QLGGBPqpz4PbJsT7jPsgvm51REPI9dGX2FFlRjR0TrW0qWsdNLX+Ceze75F/1Xncf4+zLrc5j7+hDeA7j6lisgfg7dFbOy/gXe+BvTJ8ctJZMjcG3gFsPSB9NurOia37DMpcWbA5Lv2VnlrNSPeyrHjVNVJNfJa97pazuxl0BfiHV8mx/wdeNYnay3ol6Zz2YjzvfDRrep89WRgw9vAjB8Apz3nnxnuXKYCqMCymbHX83Q7mz2MkjL15XfyE8BGj7rEcarsoIK32TQS0doMyFxPz9SwL9wy6aCEAM5+V/0cXs0Sm4OOw9WySbcMujj0v9gO3o6+DTj0e8Eel+l7qpDpmnHmRA5glyMqdLuWxPfczualugOys2P4vnXqfOy/3JfuA3bzk9k3qMxt57LQ6m7JBfNOuE999ld1VN/1shGAtLqQW6eKtsArE1TZiPWv+ZdLmDAt90a1UTjpEVVXctHd7gfh/c6Ld8LLz9Bv5rY0Ow47FgLv/yj9dvP/s/tJaql133ODP+9uI6N+xo/UKrmDv5K+3YqnVS1fXc83V20Ptstn9DhFZSO6Tco5rXzaPbg34TUAIvX3YTY38mOuHPBqGkuZ6YB82FWQZuAWSF/p4xRVgKus2i7vcMh31USG2bti39poXseNfh/V70tvLlifxXvMnAzZbTVBziWhqfPRwLgH1eXz5oavP971OGCTUTZJrxRx9hbpONwONAaVqWxN1Fr2yd9r5YNXwzK/SQTdTDCuVXfnz0v93DATUvJZo78pY/C2iB30JTXzNeCyeJ7/jClqOfrSeJ4+kELIwL1iqzrQduv4mytdsqLP2WqJfb55Hcz2OCm7ZYb50GmE/zZBl/DrZauQqpvr/L+n3j/Xqi0kG4CP/6iyWp4dBVyyInggYMkDKlN+w9upt5+RY4O6/heoU75VdQGwID3AEpeOI9IPCKIihP/BhVMStRubEnOHsXuIzxh9QNPn7GjHk41MAYEa48DIrGveun9q1qvZtC/fvJqTum+sztwO4of/DPjk9ugmNnXZnjaDU2/XHbIzZeiYqzFWPmMHb1v3V0tzM2UCxq1lT2DQ5zNvU7c39bozK1k2qr4EeqI3rkZyXtk4zr+JVtZCTcJ0OwHofVY8Y8rFsX/33yZfdK1pnfmUSacjgc9vCvf85nfyJ9bkqA7eLrxTlZ05611gmpW9XhMyiOPF/Dw84T4Aje7ZuNq5c4BnjvD+DDT/tzuNVBlnYWroDrpCZTI/2kdNcPe/JPhjSRnxa2Dq+eHLnbQeaAcck1JWrcqQmPtqfo0JMzljiiqZ51YWwXyN3cu8mwuWVrjf7qeqi2ow5bX8XjamNhT2E3aVnOYa8M3DvvDn3oxun9sty7+YOFdZe8VHzM/K9dPSS8f0Oh1Y91p0We9O7TOUDzH3iSl7DN4WsZIyFXCK7fkTPLgE1A5ePht5eansoAIGC++M/rkvWqyWxbhlalKeWDsGtbusgx+PwIxujrZ3lcparvDYmdLK26jJlU//ow4mWveLN4stX+KqxxqFxjr1udVYH9+SIM8abhSIV7MsP6WVKmsk6Sxp3Qxl33q7qZfJbBZkHrCdMgl4Oo8djjO5uwT4ctADIivI61aeaeTv1UF+1PsKXoGfTBn4XY6xs5nNunsHduSnTn/kHH+fDW/61LGLiFeTzTaDMjymDTD4qnjG05SUlFrfTzFNfI64Hnjp1PTbpVSr9AA1KaAnBuoiWj1nrhwrrfTvD6Dvf+dr7pnBptF/ViugwtRIFEI1uiytBlrkuQxRU6EzvsN+3ybVgyEOI24ADmwDep6iTm7MSbZj/+E+qSbKVJ3POMz7i1oRCORWPzgbmepaR8WvJ0YYhZAMlouuY4Nt16qfHfSf6rHqxWsyNm6VIXqjkDcGb8lT0suNwi6/iFscO9zlrYBepwGbE6hT1tS06G5nR2fTxbLNICvD9k+q5lSmzKY9q4AOh2Z+vjNeVk3UdO0f8/mKKXuzZkPq9faHqrqM+a4f5WfNK8ArZ6rlxHqZtbmMNCr7Q2ZDUapcyh9kmzUSpc6jgIX/8i51ozNUdPNEnYnknPQolkY6uhmJ1+dhthlFYbUZnDkwMPIPqob1iidSD3Lq92S3dLXQOGvl5trrwItb/e+Dvgwc8r14Xq+5iXPFSs9TVI3hqY5Akdd3tbOUS7Y6HGY/V5CluHoSRjaqXgCZMrW6HZ99AKehRpVmcE6y6Z4I2TRXai6EKMzG0dnaOif8Y478tf82OsGo82jv+r5x0s3SAKDTUfl97VZNrAxBoTMntTNNZJeUApetVb1rvL5v4sq69aIbClI0GLwlNHg0d/KrM1neWjUPWfpQ9GMqRDowGEt9WiOYF6a2V3N17D/Tmxd1OQZY8ZS6nGsXzXsrM3eO9WqIpncQpQS6jDE6ijvM/1vmbuqFxNkARXed1wHSQrHkf+pgcOM7wEor+7E2hu7bSx9W58zAzU4hNxEKxGf8emm/zrQ58T412dG6vwpA7lpsPU1My96D2r0SaB0gq6rSypLzW2mQjc5jUl/DzVtWZl57n8mykjJg/OOqdrNZT7ixDuh6bG7jTJLO9HZqe3C8r9uyl6ppOPL3yTVXTUrLXkCvCUmPIjtB6gt3PQ7Y+HZ0EwDm/2iQz3fzs+/ZkcAX99m1wZ3lQ6Kgv6v1BJo+tnGWJqH82faROjdrqcZp6+x4nlcfC+hJzrg468O7jiVPpcwoGeaqtYt8VnGWlKmmv4XitOeAGia+RCbhwwcqCB5ZgH47dkIAY/4S/XAKXaagXrbMQur5KBWha9MVQlmKbDiXcHY4wg4EhOVVekQ3zwljjVXH1m9W0yv4W4icQQI9256v4FNjA7D9E//t9BLQmT+zZ3jjaHI173Z13tSydg76EnDC/fE9/zkzgYmO2mxNeQmVDmJ0HQsc9Vv1fjnzVWBsDOV3/Iz5a/pte1d7by9laoZ5puBqLnTzCueB6dYPgZWTgNm/UXU6AVX7Mgwp7UBQXci6jUkw6wab+15uk2SDroy/fE1lR+DUZ5tf4BYALl6umuPF6aAvxffcAy+3Lzv/982VNFE1rOmSxb7XkTeq84YaVXt3j/V5FMfqihVPqX1dXd4lX93ti11jvfosztbRt3rfp+u05it4q1fCRC2O1V3ahrfs7+HXLgJqfRIGBlwa31i0TOVzikH3ccm8btS9Ggq5fJ2bqk6ZV1hQOMy8JU8tuquu8hQ/88AtbAOlbIz9F3Do94s3eNL+UFUDrcMR6kB39G3Ap/9W94U9yI/StjnqvNi+WDOpciyda3uw6uQ79Jv5ef0t1k7+8seB/hd5b+c2EXHoD6IZQzGVucjW8XfF+/xuS/qa27K7Vn3yv7QRcK/Nm+kz6sBWYH8CK0B00HLrh8Cr56TeFzaLfuG/gf4XqstxZ6lGwVwS2WkkcOgPgSlnudeIPjHGSRbK3GwrKn0mAovuVpdPfjza5z7hXmDXMjWJ+c7XgKN+Z99Xtweo7qIuH/efaF6v3spgrQ7REEgany97Vti/87YR1mIcfRsw4/tA/V7Wvs3Gga1AWchg+mcNiQRw+I+9txv3EPDskcCZU7MeXihdjsnP60TJWeN8wd+BckfdVp3xW9EuvnrD5oRP95Ps3h1eTdQKWVlC5apOegyoi6Am8YhfF38AnXLH4C15EgJYdE/So6A4VLQBOh+d9Ciy16IbcOGn7vflo2j/B9elB7716xZ7UXwnfaAHAF/YrWp1njcnf6/faNXrW/Vc5uBth8OB5Y+l3tbj5PjGVWhlI4pJVefcS5tQcG6Z/pmy0tsMBmqsMkGb3o13pUBKKYkMS67DBmC3zTGaHBXJ5MuQa1U95V5nAn0+B98SHXHQS8xZFiZeej+h1xn2JENUSsrtzupLHwL6GBMh+zfb5aV6jI/m9fT7zFkfP5N81KHuYDSIrN+Xfn8sJdCakK5jw6+w0pPozlU2Tp1GhGiaSQCAmT/3vu/8efG9bolR194MfrYbGt9rNjVlVeqUqyNvyP05qPgxeEsZZ8uru0ZbN3KdNcu6iYWrKSZ+tZqd+l+iaqT2OhP44CfBHrN3dfqy450L1bln8LhIa32aSyuTaLLU/USVdesXFF/zYn7Go/HAL3sXLEg9IChG078DnPSIe2ZksatoC2x8S12u7gps+zi+1+ozUQUs/YStT3lgG/CiFZxqf1jmbQvF2H8Cw38OtMyQJRh32Y16q9REvhuaNDfdTgCO+y/Q87R4nt8Mvr9+iX35pVOjf61CnchsNBq1mccxOiC589PM7zXKTo9Tgc4JroDTirW+vlffk8s9VsKWt4p5P8T4PR7+E2DebepyZbsYXzMmurRdoTVcJgqDwVtCSyPYNeJ64MMb7esdDreDUlHQH5z6wJAoKnqHJ2wTjs4jgYsWBd/+wk+NjC7DXT47iq0HqIOFYnP4T1UzkUO+n8zrj/qTCt62cfmdm8wmRVGL44C3OauKqYZqPugMrlXPqXp9YbPXdAmDIV+LdlyZ6FqPprl/UBnQpi2z1LnzwKbTkfGMK4yDvhJu+/p9KgusYX92NTmT0qq3cUWqzGfTkK/G+/qdRwFthwBH/Cre12muTrgfqN2hAogHfznp0SRHNrpfjpLX8uLWVq3tpjjxRvl19nvAcxGXZHBrDjri16mr4PJJ16Sv6mRn9BcrXa7lwLZkx0GUCzYsIwCqvhoAHObIPMxUcJ6okBywMiv2rc3+OcxmGd2NJfeDr7IvuwVuAWDcg+rc86DXCO5WdcpqeIlo2RP43BtAv3OTeX1dQ23HAu9tdhmdV7/IjFiKkbkUV7gERf206A5cXZvf4G2vM4FSo8Zty95qFcyyR1JPuxYDnUcDHUeo7Qqp1nPYJYdlrVSZldb9kzvojUL9vtQJ9bi16gNcuECteKDoDb4SOOTb8b/Oif/LfL/Z1CwJw4ya+Tvme2cb5sIsDcNjmfzYszL8Kol8cAuIRqHLGPVem/B6dM9Z5fi+ajcs2eXyDVaJk1OeTW4MRGTLKfNWCNEBwKMA+gFYAeBiKWXaInshxFUAfmld/Z2U8j7r9psAfAFAeyllQmWkCQBG/REY+Xug1LGU1axL6NYQKCw9E35QM844oHh0HQt8jOgalo3+P+CZESp4eMwdwOL7Mm8/8HIVJAnSyfj0VyIZYrOgszQX/hPYs9x9m81GfbUom82YjQSJAKRMwqyalL4yZUOAVSVumbBxKm+lPs/e/YbKYD3ep1HRe1Zw6YmD1MRIp5jro+ul+l66Hh/+OZc/qrJI63yeu5C1Gayyu/PVkZ2aDrcmhVqfifZkc5QGfzH4tq37q/I5Tw5VxxZvXKFuj3LCyCz5dNDV6ffX7Snepr2FqOGAKqFRiGU0nKtMojToimifr9CC37ut/W5d6mrItUD7Q5IbD1Fzl+th7nUApkopbxZCXGdd/6m5gRXgvQHASKi2EbOEEJOsIO9zAP4OYHGO46AcCZEauNVBVrN7ZRS1oVr3U+cDL8v9ufItzqYtlLs+ZwPjn1TdULPVWGdf7nhE+IYKmQ4E9Mz/sG+rZg0UnttSpx0Lgbpd9vWwDTYyaT0wuueipueT/3O/vbxVcl2N/QSpA6gnwHRG+/5N8Y3nwBbrfIf3Nkffkt1zb/ZpmkPU3PS/BDjp4XieO/R3r/FZpEsnRJklX9EaOP1FNfFeYeyblVureXZ+6ihTQjkp5D4AUe4Xxq3TUanX929JZhxa6/4qgNuqj7o+9p/JjicXo/4IvP/jpEdBlJtcg7fnABhnXb4PwDQ4grcATgcwRUq5DQCEEFMAnAHgYSnldOu2HIdBUTrrnfBNn5oDPfvIIG5hEgLod35uz9HzDLU8/3SX5ldj7wS2fpj9c5eUq52gY/6a/XM0dxNnpN/28gS7WdmEaeq8z9lAtwiW/VZ1BEbfBsyw6v226A7sW5/781LTcKlHiZby1naAoFCEyWhzNl3sOjbasZg6HqWCK2a20Zi/Av0uAB6xJoz9MnNN5W1SJ3OK2S5HWkOu32/UvHQ5JjVr+2IrABP1IZcuN9XrzOyfY+AVqr6zX2PSsHqdoU4mnZEb9Ws1NZtmqBqh9fuDla3ZMT/+MYXV60w1riSa7War3TDVDPXNq1XJgm7HJTueE+4Dlj5YXOXevOhSVzUezd+IikGuwduuUkp9KLsBQFeXbXoCMPuyr7FuowLV9dikR1CYdP2sdsOSHQfFZ/SfVD06t07bcTeKodx1s5ZXnzopuuccdIUdvD17OjD718Die6J7fiouZimNlkU0yblvjTqv3eG/rVkuCUgP5kbJLCGhJ8d6jFe/29YDgN3LwtVfPf9jYO0U4O2QDc6KQXWGpfBETsffDSx7FPjw1+p6ddd4MhA7Hw1ctQ8oq/bf1k0Snd9LKvy3ae50c6ets4JN4O1eps5H/iG+MYV1+uSkRxCeEMCAS9Skw9vXACMSrHcLqP3qblmULipEenVk3e5kx0GUC9/grRDiVQBu/QV/YV6RUkohRGztLYQQ1wC4BgD69OkT18sQUTMmStwDt9mSjcDaV4E2BwFbZsfXVbmpO+0FVR7Bzf7N9uU4DkyrOgHnzFKBpMp2wICLGbxtzloW6TJb3RAom5rgrfpGOxYv5a3Vuf4Mvnhp+Odo1Qc4+Mt28LbXhGjGVgh6nOy/DZHWbohqdDT8OjVpk21wNYhcnvuNK4EBRVhKrbmY/WvgzCn+2+mJuD5nxzqcZqOiLXDyo0mPommpdksxJCoyvsFbKeUpXvcJITYKIbpLKdcLIboDcKuMthZ2aQUA6AVVXiEUKeWdAO4EgJEjRxZQD2QiIm+bp6tT6wFAzYakR1Ocek9QJzf5WP7U6cj4X4OKQ2UHoOORwMDPJz2ScHQ9wmyayeR7uWQUkzAXLADWvAwc+t3cnysph/0E+PhW+3rbg5MbCxWv0soCDVoYk9nLHo524tz3pWuBj24GBn0hf69ZbCo7Age2qtrAQSy8U50zSYGIKD657iJPAnCVdfkqAM+6bPMygNOEEO2FEO0BnGbdRkTUtBm15XYvA7qekNxQmqq9q/23iVKrfuq833n5fV0qDKUVwLmzgMN+kPRIwtF17Ov3+W/bxVE6KVMzsULVbkhxB24BYNQtwLH/MG5gewhqQpx1uHVfiXxacn/+X7NY6M8e5/eBlz0r1bmz7A4REUUn1+DtzQBOFUIsBnCKdR1CiJFCiP8CgNWo7LcAPrBONxrNy24VQqwB0EIIsUYI8escx0MUm8FfUB1rO46I93Xqa+J9fsqftoOTHkHTd+ID6vzyPDUgaDcEuHIXMORr+Xk9oihUtvffRmvhKJRlNhOLy8PdgZk/j/91is3QrwNlBdb8jigKbQYCHYYnPQry0vNUdb780WB1z7udALToGe67hoiIwsmpYZmUciuA8S63zwTwFeP63QDudtnuJwB+kssYiPKl9wTgym3xv06+6gtS/q0LUDeMwhn0eXXKp4rW+X09oqSIEuCwHyY9CiJqakorgXNmAveU+29L+VfWwr68birQ7/zkxkJEREoM7V2IKBflDAwREVEB+FID0Pag+J4/HzWriagwlZQBlyfQCyCbxo3NTWmlfXlPgPJUyx4GGg/ENx4iImLwlogoNjsXpV7vdmIy4yAiKkRBavASUdNV3laddx6Vv9c8/UWucgtj7k2Z7198n/os378lP+MhyoLYWgAADcVJREFUImquGLylvFpgFcB3Nipo7szu2gfyUJqBknH6i0mPgIiocMiGpEdAREkqqwIuXgZMeCN/r1nVKXgjrubs3A/V+f7Nmbfbuzb+sRARUY41b4nC2vCmOq/skOw4Ck1FW/sylx01PaIEuHwTUFad9EiIiPyd+jywdVb8rzP0WmDbR8AxfwGeHKZuM5frElHT17p//l/zuP+opf7krWVv+3LNZmDG991XS+xarM6H/yw/4yLKRf3epEdAlD0Gb8mXKAFkY3TP13FEejdrAkQZIOuBvmwK0OQcfw9Q1THpURARBdPnc+oUtzaDgDNfAer3x/9axUpnJ0e5H0bU3JW3tC+3ibGudzEz91s3vw8sfRBoPTC1mRkAQAB9JgJH/S6vwyMKRZSq8z0rkx0HUS4YvCVf458CVr+ggou5quoczfM0RV/YBZRUACWlSY+EorZ7adIjICKiomSVmZL1yQ6DqKk56iZg8wxVuoHcdTkW2L3Mvn7Sw0Dno5MbD1G2Ohyuzgddlew4iHLBMBr56nuOOkVBlKrMW0rHJfVNF2d5iYi8sVSCt7ZDgG1zkx4FUdNzxM+THkHhq2gL1GwAGrg6gopcdRfg8g0qkYyoWLFhGRFRTAZcps6HfTfZcRBR89ZhuDrveXqy4/AiRNIjKFz9LlDnlSy9Q0R5VtFOnR/YkugwiCJR3TW1SThRseG/LxFRTMY9CFy1F+jEbHMiSlCX0cBV+4D+FyQ9EgrriF8Cl28EWvX235aIKEpdxqjzd65NdhxERMTgLRFRbIRwaexARJQAluYpTkKo5Z5ERPnWls3ciIgKBoO3RERERJQ4wYadREQFo9TZzE0mMgwiIgIbllGe1O9z2QEgIiIiAnD6y0Blh6RHQURE2oEdSY+AiIg0Bm8pLx7oBAy8POlREBERUSHqdVrSIyAiIlP9ntTrnY5OZhxERMSyCZQnDTXAoruSHgURERERERH5qe6ael2IZMZBREQM3lIeLL7PvtxYl9w4iIiIiIiIyF+P8UmPgIiINAZvKXZvftG+fGCrysIlIiIiIiKiwiRKgEN/mPQoiIgIYM1bipGUwIe/Sb+9on3+x0JEREREREThHX1L0iMgImremHlLsdn4jnvwtlXv/I+FiIiIiIiIgqvbrc53L092HEREzR2DtxSbmo3ut3c8Kr/jICIiIiIionA6HmFdkEmOgoiIGLylvKvqmPQIiIiIiIiIKCOR9ACIiAhg8JZiVFqV9AiIiIiIiIiIiIiKF4O3FJvKdkmPgIiIiIiIiLJR1lKdV3VOdhxERM1dTsFbIUQHIcQUIcRi67y9x3ZXWdssFkJcZd3WQgjxghBioRBinhDi5lzGQkRERERERETR6H8BcPStwCHfS3okRETNW66Zt9cBmCqlHAxgqnU9hRCiA4AbAIwGMArADUaQ909SyiEARgAYK4Q4M8fxUBForE96BERERERERJRJWQvg8B+zZwkRUdJyDd6eA+A+6/J9AM512eZ0AFOklNuklNsBTAFwhpRyn5TydQCQUtYCmA2gV47joQI18g/2ZdbCJSIiIiIiIiIi8pdr8LarlHK9dXkDgK4u2/QEsNq4vsa67TNCiHYAzobK3nUlhLhGCDFTCDFz8+bNOQ2aordnFbBlVuppx0J135G/AYYbOdnthyUzRiIiIiIiIiIiomJS5reBEOJVAN1c7vqFeUVKKYUQMuwAhBBlAB4G8Fcp5TKv7aSUdwK4EwBGjhwZ+nUoHiWVgCgBPv6jOrnpcUp+x0RERERERERERNQU+AZvpZSeoTchxEYhRHcp5XohRHcAm1w2WwtgnHG9F4BpxvU7ASyWUt4eZMBUWCpaA2fPAGrWu99f1groMia/YyIiIiIiIiIiImoKfIO3PiYBuArAzdb5sy7bvAzg90aTstMA/AwAhBC/A9AWwFdyHAclqPPIpEdARERERERERETU9ORa8/ZmAKcKIRYDOMW6DiHESCHEfwFASrkNwG8BfGCdbpRSbhNC9IIqvTAMwGwhxBwhBIO4RERERERERERERMgx81ZKuRXAeJfbZ8LIppVS3g3gbsc2awCIXF6fiIiIiIiIiIiIqKnKtWwCUWCH/gCodmt9R0RERERERERERGkYvKW8Gf1/SY+AiIiIiIiIiIioeORa85aIiIiIiIiIiIiIYsDgLREREREREREREVEBYvCWiIiIiIiIiIiIqAAxeEtERERERERERERUgBi8JSIiIiIiIiIiIipAQkqZ9BhCE0JsBrAy6XHkQScAW5IeBFEB4XuCKBy+Z4iC4/uFKHt8/xCFw/cMUXDN5f3SV0rZ2e2OogzeNhdCiJlSypFJj4OoUPA9QRQO3zNEwfH9QpQ9vn+IwuF7hig4vl9YNoGIiIiIiIiIiIioIDF4S0RERERERERERFSAGLwtbHcmPQCiAsP3BFE4fM8QBcf3C1H2+P4hCofvGaLgmv37hTVviYiIiIiIiIiIiAoQM2+JiIiIiIiIiIiIChCDtxERQvQWQrwuhJgvhJgnhPiudXsHIcQUIcRi67y9dfsQIcR7QogDQogfGc9zsBBijnHaJYT4nsdrniGE+FQIsUQIcZ1x+7es26QQolPMPzqRpwJ7X9wlhJgrhPhICPGEEKJVzD8+UWgF9p65Vwix3HiOI+L96YnCKbD3y1vG49cJIZ6J96cnyk2BvX9OFkLMFkJ8IoS4TwhRFvOPTxRaQu+Zu4UQm4QQnzhuv8gaQ6MQYmSMPzZRVqJ6v1j3fd96jk+EEA8LIao8XvMq63kXCyGuMm6/SQixWgixJ86fOW4smxARIUR3AN2llLOFEK0BzAJwLoAvAtgmpbzZ2klpL6X8qRCiC4C+1jbbpZR/cnnOUgBrAYyWUq50uW8RgFMBrAHwAYDLpJTzhRAjAGwHMA3ASCnllhh+ZCJfBfa+aCOl3GVt92cAm6SUN8fxcxNlq8DeM/cCeF5K+UQsPyxRjgrp/eLY7kkAz0op74/y5yWKUqG8fwAsBLASwHgp5SIhxI0AVkop74rhxybKWr7fM9b9JwDYA+B+KeWhxu1DATQC+DeAH0kpZ0b6wxLlKKr3ixCiJ4C3AQyTUtYIIR4DMFlKea/j9ToAmAlgJABpvd5RUsrtQogxUN8zi6WURZvAxczbiEgp10spZ1uXdwNYAKAngHMA3Gdtdh/UPyOklJuklB8AqMvwtOMBLHX7IAcwCsASKeUyKWUtgEes14KU8kMp5YqcfyiiHBXY+0IHbgWAaqgPdaKCUkjvGaJCV4jvFyFEGwAnA3gmyx+LKC8K6P3TEUCtlHKRtd0UABfk8rMRxSGB9wyklG8C2OZy+wIp5adZ/ihEsYv4/VIGoNpaldECwDqXbU4HMEVKuU1KuR3qu+QM67mnSynXR/WzJYXB2xgIIfoBGAFgBoCuxj/KBgBdQzzVpQAe9rivJ4DVxvU11m1EBakQ3hdCiHus1xsC4G8hXpMo7wrhPQPgJqFKjdwmhKgM8ZpEeVUg7xdAHYRM1ROGRMUg4ffPFgBlxtLvCwH0DvGaRHmXp/cMUZOQy/tFSrkWwJ8ArAKwHsBOKeUrLps2+fgYg7cRE6qO5pMAvufccZdSSgTM9hNCVACYCODxyAdJlGeF8r6QUl4NoAfUzN8l2TwHUT4UyHvmZ1ATHUcD6ADgp1k8B1HsCuT9ol0GHohTEUn6/WO9xqUAbhNCvA9gN4CGMM9BlE9Jv2eIikmu7xerJu45APpDHce3FEJcEdNwCxqDtxESQpRD/WM+KKV8yrp5o1XvQ9f92BTw6c4EMFtKudF6bG+jqPm1ULVxzFnpXtZtRAWl0N4XUsoGqKV6XJJHBalQ3jPWcicppTwA4B6oJa9EBaVQ3i/W9p2g3icv5PIzEeVLobx/pJTvSSmPl1KOAvAmVG1cooKT5/cMUVGL6P1yCoDlUsrNUso6AE8BOFYIMdp4v0xEM4iPsZNnRKw6mncBWCCl/LNx1yQAVwG42Tp/NuBTpmRuSClXAzjCeL0yAIOFEP2h/ikvBXB5Dj8CUeQK5X1hjWOglHKJdXkiVIMMooJSKO8Z677uUsr11pjOBZDS6ZgoaYX0frFcCNXkb3/oH4Yozwrp/SOE6CKl3GSV5/kpgJuy/LGIYpPv9wxRMYvw/bIKwBghRAsANVB1omdKKWcg9TumA4DfW5m6AHAa1CrCJkOoTGXKlRDiOABvAfgYqvMjAPwcqq7HYwD6QHW4u1hKuU0I0Q2qG14ba/s9UB30dgkhWkL9kw6QUu7M8JoTANwOoBTA3VLKm6zbvwPgJwC6Qc1kTJZSfiXan5jIX6G8L4QQJdY42gAQAOYC+DprElKhKZT3jHX7awA6Q71n5gC4Vkq5J9IfmCgHhfR+se6bBuBmKeVLUf6cRHEopPePEOKPAM6CWhX6Tynl7dH+tES5S+g98zCAcQA6AdgI4AYp5V1CiPOg+nd0BrADwBwp5enR/sRE2Yv4/fIbqJKH9QA+BPAVa2Wg8zW/ZL0GANwkpbzHuv1WqMnCHlDNzv4rpfx15D90zBi8JSIiIiIiIiIiIipArHlLREREREREREREVIAYvCUiIiIiIiIiIiIqQAzeEhERERERERERERUgBm+JiIiIiIiIiIiIChCDt0REREREREREREQFiMFbIiIiIiIiIiIiogLE4C0RERERERERERFRAWLwloiIiIiIiIiIiKgA/T/9dawB5TWYfAAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, (ax,ax2) = plt.subplots(nrows=2,figsize=(24,6))\n",
    "gbpusd_h1_open_steps_2017_smooth = gbpusd_h1_open_steps_2017.copy()\n",
    "gbpusd_h1_open_steps_2017_smooth.rebase(Basis(Bases.logistic))\n",
    "\n",
    "gbpusd_h1_open_steps_2017_delta = gbpusd_h1_open_steps_2017 - gbpusd_h1_open_steps_2017_smooth\n",
    "\n",
    "gbpusd_h1_open_steps_2017.plot(ax=ax)\n",
    "gbpusd_h1_open_steps_2017_smooth.smooth_plot(ax=ax)\n",
    "gbpusd_h1_open_steps_2017_delta.plot(ax=ax2);"
   ]
  },
  {
   "source": [
    "Get some quick statistics on the 2017 detla data with the describe() method. "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "    Metric                Value\n",
       "0    Count                 6227\n",
       "1     Mean                  0.0\n",
       "2   Median                 -0.0\n",
       "3     Mode                -0.02\n",
       "4      Std                 0.01\n",
       "5      Var                  0.0\n",
       "6      Min                -0.02\n",
       "7      25%                 -0.0\n",
       "8      75%                  0.0\n",
       "9      Max                 0.02\n",
       "10    Area                  0.3\n",
       "11   Start  2017-01-01 22:00:00\n",
       "12     End  2017-12-31 00:00:00"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Metric</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Count</td>\n      <td>6227</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Mean</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Median</td>\n      <td>-0.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Mode</td>\n      <td>-0.02</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Std</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Var</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Min</td>\n      <td>-0.02</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>25%</td>\n      <td>-0.0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>75%</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Max</td>\n      <td>0.02</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Area</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Start</td>\n      <td>2017-01-01 22:00:00</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>End</td>\n      <td>2017-12-31 00:00:00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "gbpusd_h1_open_steps_2017_delta.describe()"
   ]
  },
  {
   "source": [
    "We can generate all the summary, histogram etc. plots directly on the delta data, since this is another steps object."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps_2017_delta.histogram_plot(precision=4);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps_2017_delta.pacf_plot(20,2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ax = gbpusd_h1_open_steps.histogram_plot(bins=20,xlabel='values',ylabel='frequency');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
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393.23737 \r\nL 234.509117 393.126668 \r\nL 234.608085 392.984338 \r\nL 234.777744 392.881544 \r\nL 234.777744 392.873637 \r\nL 234.876712 392.770843 \r\nL 234.989819 392.660142 \r\nL 235.088786 392.533627 \r\nL 235.258446 392.430833 \r\nL 235.258446 392.422925 \r\nL 235.357414 392.328039 \r\nL 235.47052 392.233152 \r\nL 235.47052 392.217338 \r\nL 235.569488 392.130358 \r\nL 235.682594 392.019657 \r\nL 235.781562 391.940585 \r\nL 235.908807 391.837791 \r\nL 235.908807 391.829884 \r\nL 236.007775 391.72709 \r\nL 236.120881 391.624296 \r\nL 236.120881 391.616388 \r\nL 236.219849 391.521502 \r\nL 236.304679 391.418708 \r\nL 236.304679 391.410801 \r\nL 236.389508 391.331728 \r\nL 236.559168 391.228934 \r\nL 236.559168 391.221027 \r\nL 236.658136 391.134048 \r\nL 236.827795 391.023347 \r\nL 236.898487 390.92846 \r\nL 237.068146 390.817759 \r\nL 237.167114 390.675429 \r\nL 237.322635 390.564727 \r\nL 237.421603 390.493562 \r\nL 237.591262 390.382861 \r\nL 237.69023 390.248438 \r\nL 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360.311683 \r\nL 275.340476 360.200982 \r\nL 275.439444 360.098188 \r\nL 275.623241 359.987487 \r\nL 275.722209 359.868879 \r\nL 275.87773 359.758177 \r\nL 275.976698 359.671198 \r\nL 276.118081 359.560497 \r\nL 276.217049 359.441888 \r\nL 276.400847 359.339094 \r\nL 276.400847 359.331187 \r\nL 276.485677 359.220486 \r\nL 276.740166 359.117692 \r\nL 276.740166 359.109785 \r\nL 276.839134 359.014898 \r\nL 277.022931 358.904197 \r\nL 277.121899 358.817218 \r\nL 277.27742 358.706516 \r\nL 277.376388 358.572094 \r\nL 277.560186 358.4693 \r\nL 277.560186 358.461392 \r\nL 277.659154 358.38232 \r\nL 277.77226 358.303248 \r\nL 277.77226 358.271619 \r\nL 277.871228 358.192547 \r\nL 277.998473 358.089753 \r\nL 277.998473 358.081846 \r\nL 278.097441 358.010681 \r\nL 278.196409 357.915794 \r\nL 278.196409 357.899979 \r\nL 278.295377 357.710206 \r\nL 278.422621 357.607412 \r\nL 278.422621 357.599505 \r\nL 278.507451 357.52834 \r\nL 278.662972 357.425546 \r\nL 278.662972 357.417639 \r\nL 278.733663 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250.424972 \r\nL 350.103712 250.314271 \r\nL 350.20268 250.179848 \r\nL 350.344063 250.077054 \r\nL 350.344063 250.069147 \r\nL 350.443031 249.982167 \r\nL 350.598552 249.871466 \r\nL 350.69752 249.729136 \r\nL 350.824764 249.626342 \r\nL 350.824764 249.618435 \r\nL 350.923732 249.491919 \r\nL 351.065115 249.389126 \r\nL 351.065115 249.381218 \r\nL 351.164083 249.238888 \r\nL 351.404434 249.136094 \r\nL 351.404434 249.128187 \r\nL 351.475125 249.017486 \r\nL 351.687199 248.906785 \r\nL 351.772029 248.827713 \r\nL 351.92755 248.717011 \r\nL 352.026518 248.677475 \r\nL 352.182039 248.566774 \r\nL 352.281007 248.479795 \r\nL 352.464805 248.384908 \r\nL 352.464805 248.369093 \r\nL 352.563773 248.274207 \r\nL 352.691017 248.163506 \r\nL 352.789985 248.052804 \r\nL 352.987921 247.942103 \r\nL 353.086889 247.863031 \r\nL 353.270687 247.75233 \r\nL 353.341378 247.704887 \r\nL 353.581729 247.594185 \r\nL 353.680697 247.507206 \r\nL 353.82208 247.396505 \r\nL 353.90691 247.333247 \r\nL 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps.ecdf_plot();"
   ]
  },
  {
   "source": [
    "We can quickly look at how the prices are related with a partial auto correlation plot. We know that the directly previous price is well correlated, as the open is the same as the previous close. We can exclude these and look back something simple like 24 steps, this is the last day of hourly open prices."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "gbpusd_h1_open_steps_2017.pacf_plot(24,2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}