{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section describes various options available for histogram plots in **fivecentplots**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the full API https://endangeredoxen.github.io/fivecentplots/0.5.0/api/hist.html#hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "from pathlib import Path\n", "import matplotlib.pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some fake data to generate plots:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BatchSampleRegionValueID
01011Alpha1233.5ID701223A
11011Alpha1230.0ID7700-1222B
21011Alpha1233.3ID701223A
31011Alpha1233.2ID7700-1222B
41011Alpha1234.0ID701223A
\n", "
" ], "text/plain": [ " Batch Sample Region Value ID\n", "0 101 1 Alpha123 3.5 ID701223A\n", "1 101 1 Alpha123 0.0 ID7700-1222B\n", "2 101 1 Alpha123 3.3 ID701223A\n", "3 101 1 Alpha123 3.2 ID7700-1222B\n", "4 101 1 Alpha123 4.0 ID701223A" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple histogram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vertical bars" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We calculate a simple histogram with default bin size of 20.\n", "\n", "
\n", "

\n", "

Note that \"counts\" are automatically calculated based on the data in the \"x\" column

\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Horizontal bars" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same data as above but with histogram bars oriented horizontally:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', horizontal=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bin counts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the number of bins used via the keyword `hist_bins` or `bins`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add a legend:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', legend='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row/column plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make multiple subplots with different row/column values:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', legend='Region', col='Batch', row='Sample', ax_size=[250, 250])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we wrap the data using a column from the `DataFrame`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', legend='Region', wrap='Batch', ax_size=[250, 250], horizontal=True) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we wrap by `x` which means we make a subplot for each x-column name provided. To illustrate this, we create a couple of new columns in the `DataFrame` that are just multiples of the \"Value\" column:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Value*2'] = 2*df['Value']\n", "df['Value*3'] = 3*df['Value']\n", "fcp.hist(df, x=['Value', 'Value*2', 'Value*3'], wrap='x', ncol=3, ax_size=[250, 250])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kernel density estimator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can overlay a kernel density estimation curve on the histogram using keyword `kde=True`. These curves can be styled using standard line `Element` parameters prefixed by `kde_`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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FAjmA5ORkAIqLiwH/hIZnnnmG4uJiNmzYwLvvvsvLL78MgNPZ9JnCL730Evfffz/Tpk3j/vvvr5U+dOhQ1qxZw4svvsi6deu4+uqrUVW1yeXVR1rmhBBCCNGiPvvsM06cOMEbb7zBG2+8USv9yy+/5Jprrqnz2sTExBrP27VrB0BhYWHgWEhISI1zTl8iBODw4cP8/Oc/55tvvsFkMtGzZ0/69+8P0KTgyufz8dBDD7FgwQJuu+02Fi1aVOes3K5du9K1a1dGjRpFeHg4P/vZz1i7dm293bhNJcGcEEIIIVrUW2+9RZcuXWoFcqqqcuONN/LKK6/UG8zl5+fXeF49xq46qDsbn8/HT37yE0wmE5s2bWLAgAEYDAb27t3LO++80+jX4nK5uPXWW/noo4948MEHmT9/fo1ALi8vjxUrVnD11VfXqOOgQYMAyM7ObnSZZxNU3azp6encdNNN2O127HY7s2bNIi8v76zXrVq1iiuuuIKwsDASExP5zW9+Q3l5ea3zhg4diqIotR5Tp05tiZcjhBBCXPCOHz/OihUrmD59OmPGjKnxGDt2LDfffDOff/45WVlZdV6/dOnSGs8/+OADbDYbw4cPP6fy8/PzOXDgAHfeeSdDhgzBYPC3Y61YsQKgwS7eusyePZuPP/6Yv/3tbzz33HO1WuQqKyv52c9+Vitw/eqrrwDo169fo8o7F0HTMldQUMDYsWNxuVzMnTsXj8fD/Pnz2blzJxs3bsRkMtV53apVqxg/fjyDBw/mmWee4dixY7zwwgts3ryZ1NTUQFOsqqrs3buXyZMnM2XKlBp5dOrUqcVfnxBCCFEfp6t1t/NqTvmLFy/G4/HUu77arFmzeP3113nttdfqTH///feJi4vj2muvZfXq1bz88ss8+eSTtbpW69OuXTs6d+7MSy+9RIcOHYiKiuKLL75g4cKFADgcjnN+LZ988gn//e9/ueGGGxg+fDgbNmyokT5w4ECSkpK44447ePzxxzEajQwcOJC1a9fyzDPPcOedd3LJJZecc3nnKmiCuQULFpCZmcmuXbvo1asX4B/wOH78eBYtWsScOXPqvO6hhx4iKSmJNWvWYLVaAUhKSuLee++t0UefkZGBw+Fg0qRJLTbbRAghhGgMs1FPRKg5sPtCa4oINWM2Nn4XirfeeovevXvXO1P0iiuuIDk5mddff73OcWd/+ctfWL16Na+++ipJSUm8/PLL3H333Y2qw9KlS7nvvvuYPXs2ZrOZSy65hE8//ZTf/OY3rF27ll/96lfnlM+HH34IwLJly1i2bFmt9PT0dDp37sw///lPunTpwr/+9S+OHDlCx44defzxx/ntb3/bqHqfq6AJ5pYsWcKYMWMCgRzAuHHjSElJYcmSJXUGc1VVVcTGxjJlypRAIAcEtufYuXNnIJjbs2cPQI38hRBCiNYUYjVyy7gerR7IgT+wbMpWXvv27WswXVEU0tLS6k1v3759oIuyLhkZGbWOzZ49m9mzZwee9+/fv9Yeq2erW13nL168mMWLF9d7TTWTycQf//hH/vjHP571XC0ERTBXVFREWlpanWPXBg0axPLly+u8zmKx8MUXX9Q6vn37dsDfQlftzGDO4XCccxOuEEII0VJCrMZmb24vLmxBMQGielDkmdOTARISEigpKaGkpOSs+Rw5coS3336bX//61/Tp04cbb7wxkLZ7927CwsJ44IEHCAsLIzQ0lK5du7JkyRLtXogQQgghhMaComWurKwMAJvNViutuvvU4XDUuSlutcLCQjp37hzI58UXX8RisQTS9+zZQ1lZGcXFxSxevJji4mJeeOEFbr31VtxuNzNnztTwFQkhhBCiIZ07d26RBXYvREERzFX/MOsaGFmtobTq9CVLluByufj73//OuHHjeO+99wIzV++66y68Xi/33ntv4Jrp06fTp08fHnroIW677Tb0+oYHfkZFRREVFVVvus/nazNvTJs1/+wn1eHM/ei0Vj27+Mxy2mp927r67qdoPLmX2rmY7qWiKLW2eDpd9TIZQjRHUHSzhoaGAv61W85Ufax6f7b6REVFccsttzBz5kxSU1Pp1KlTja037r777hqBHPhb/WbOnElubi579+5t7ssQQgghhNBcUHwlqJ6okJOTUystOzubyMjIRk1WsFqtXHfddfz9738nPz+fmJiYes+tXr25rkWGG6uyspKKiopm56OFijoC43Nx+vYpLaH6m/qZ5bTV+rZ19d1P0XhyL7VzMd1Lm80mk+lEiwuKYC4yMpLk5GS2bt1aK23btm0MGTKkzuv279/P1VdfzcMPP8w999xTI62srAxFUTCbzWRlZTFhwgRuueUW5s2bVysPOLVpb0OKiorweDzn+rKEEEJc4CoqKhr8El89JlyI5giKblaAKVOmsHLlykBwBbBy5UoOHDjA9OnT67ymW7dulJSU8Morr+ByuQLHjxw5wgcffMDo0aMDW3wVFxfz2muvUVpaGjjv6NGjvP3224wdO5b4+PiWe3FCCCGEEE0UFC1zAA8//DCLFy/mqquu4sEHH6Sqqopnn32WwYMHB3ZsSEtLY/369YwYMYIuXbpgMBh48cUXmTlzJqNHj2bGjBkUFBTw0ksvodPpePHFFwP5v/zyy9x4442MGDGCOXPmUFZWxksvvYTBYODll19urZcthBBCCNGgoAnmYmNjSU1N5f7772fevHnYbDYmT57M/PnzMZvNAKSmpnL77bfz1ltv0aVLFwBmzJiByWTir3/9Kw888AAhISFcddVVPPnkk/To0SOQ/+TJk1m6dClPPfUUc+fOxWq1MmbMGJ5++ml69uzZKq9ZCCGE8Dgc+Jyus5/YwnRmEwYZ/9cmBU0wB5CSklLvbg9Qe/uOatOmTWPatGlnzX/SpElMmjSpOVUUQgghNONxODj2/ge4TxsC1FqM4eF0nDZVAro2KKiCOSGEEOJi4nO6cJeWojOb0Z/shWoNXqcTd2mpv4WwkcHcmDFjWLNmTY1jERERDBo0iEcffTSwX7poOgnmhBBCiDZObzajP7njUWvxOZ1NvnbgwIH84x//AMDr9ZKXl8crr7zCxIkT2bJlC71799aqmhclCeaEEEII0aLCw8MZPnx4jWPjx48nNjaWt99+m/nz57dSzS4MQbM0iRBCCCEuHDabDYvFctbtOMXZScucEEIIIVqUqqqBRfVVVaWgoICFCxfidDq54447Wrl2wU+COSGEEEK0qNTUVIxGY63jTz31lCz/pQEJ5oQQQgjRogYNGsSrr74K+FvmioqKWLFiBX/84x9xOBw88cQTrVzD4CbBnBBCCCFaVFhYWK191CdMmEB5eTl//etf+fWvf027du1aqXbBTyZACCGEEKJVDBkyBI/HQ3p6emtXJahJMCeEEEKIVrFx40b0en1gC07RNNLNKoQQQrRx3mYs2NsWyi8tLWXDhg2B506nk2XLlvHmm29y1113ERsb29wqXtQkmBNCCCHaKJ3ZhDE8/ORWWq0b0BnDw9GZTU26dtu2bVx22WWB5xaLha5du/Lkk0/y0EMPaVXFi5YEc0IIIUQbZQgJoeO0qf49UVuZzmzC0Mh9WQFWr16tfWVEDRLMCSGEEG2YISSk0Zvbi4uLTIAQQgghhAhiEswJIYQQQgQxCeaEEEIIIYKYBHNCCCGEEEFMgjkhhBBCiCAmwZwQQgghRBCTYE4IIYRoZT6fr7WrIIKYBHNCCCFEK1NVtbWrIIKYBHNCCCGEEEFMgjkhhBBCiCAmwZwQQgghRBCTYE4IIYQQIohJMCeEEEIIEcQkmBNCCCGECGISzAkhhBBCBDEJ5oQQQgghgpgEc0IIIYQQQUyCOSGEEEKIICbBnBBCCCFEEJNgTgghhBAiiEkwJ4QQQggRxIIqmEtPT+emm27Cbrdjt9uZNWsWeXl5Z71u1apVXHHFFYSFhZGYmMhvfvMbysvLNctfCCGEEKK1GFq7AueqoKCAsWPH4nK5mDt3Lh6Ph/nz57Nz5042btyIyWSq87pVq1Yxfvx4Bg8ezDPPPMOxY8d44YUX2Lx5M6mpqeh0umbl3xz5yz7TLK+YG67TLK+2LGZ7aqPOzy+MqD+vi+SeCSGEuLAFTTC3YMECMjMz2bVrF7169QJg2LBhjB8/nkWLFjFnzpw6r3vooYdISkpizZo1WK1WAJKSkrj33nv58ssvueaaa5qVvxBCCCFEawqabtYlS5YwZsyYQKAFMG7cOFJSUliyZEmd11RVVREbG8ucOXMCgRzA6NGjAdi5c2ez8hdCCCGEaG1B0TJXVFREWloaU6dOrZU2aNAgli9fXud1FouFL774otbx7du3A/4WuubkL4QQQgjR2oKiZS4rKwuAxMTEWmkJCQmUlJRQUlJy1nyOHDnC22+/za9//Wv69OnDjTfeqGn+QgghhBDnW1C0zJWVlQFgs9lqpVV3nzocDiIi6h/sXlhYSOfOnQP5vPjii1gsFs3yF0IIIYRoDUERzKmqCoCiKPWe01BadfqSJUtwuVz8/e9/Z9y4cbz33ntMmTJFk/wBoqKiiIqKqjfd5/MFygJwnDaOr7nsdnujzrdZ889LOY1VPbv4zHKq62s0GBuVn7WBe9zSr6UtqO9+isaTe6mdi+leKooSeL11MRiC4s+waOOCops1NDQUgMrKylpp1cfCw8MbzCMqKopbbrmFmTNnkpqaSqdOnbj//vs1y18IIYQQojUExVeC6okKOTk5tdKys7OJjIwkJCTknPOzWq1cd911/P3vfyc/P1/z/OtTWVlJRUVFjedaKSwsbNT5FU0su7HlNFb1N/Uzy6mur83jblR+Dd3jln4tbUF991M0ntxL7VxM99Jms2ny90OIhgRFMBcZGUlycjJbt26tlbZt2zaGDBlS53X79+/n6quv5uGHH+aee+6pkVZWVoaiKJjNZsLCwpqU/5mKiorweDzndK4QQogLX0VFRY0v8WeqHrMtRHMERTcrwJQpU1i5ciX79+8PHFu5ciUHDhxg+vTpdV7TrVs3SkpKeOWVV3C5XIHjR44c4YMPPmD06NGEhYU1OX8hhBBCiNYWFC1zAA8//DCLFy/mqquu4sEHH6Sqqopnn32WwYMHM2PGDADS0tJYv349I0aMoEuXLhgMBl588UVmzpzJ6NGjmTFjBgUFBbz00kvodDpefPHFRuUvhBBCCNHWBE3LXGxsLKmpqfTv35958+axcOFCJk+ezIoVKzCbzQCkpqYGJjhUmzFjBu+99x4ul4sHHniAhQsXMnr0aDZu3EifPn0alb8QQgghRFsTNC1zACkpKQ3uxjB79mxmz55d6/i0adOYNm1as/MXQgghhGhrgqZlTgghhBBC1CbBnBBCCCFEEJNgTgghhBAiiEkwJ4QQQggRxCSYE0IIIYQIYhLMCSGEEEIEMc2CudLSUr7++mutshNCCCGEEOdAk3XmMjMzGT16NBaLhT179gDw2Wef8cILLxAdHc2jjz5Kr169tCiqzdqeqeOENxeTuficr4k5WgJAz6SIFqqV9pZ+d6zJ106+oqOGNRGnq+/nYrPmA1BRWdki5crPVAghWp8mwdwTTzxBeno6JpMJn8/Hli1bmDx5MqqqAv49Tnft2kVCQoIWxQkhhBBCiJM06Wb9+uuvURSFe+65B51Ox8KFC/H5fKiqiqqqFBUV8de//lWLooQQQgghxGk0Ceays7MB+N3vfofH4+Hzzz9HURQWL17Mq6++iqqqMp5OCCGEEKIFaBLMGY1GAEJCQli/fj2lpaWEh4dzyy23cMsttwBw9OhRLYoSQgghhBCn0WTMXM+ePdmyZQtPPfUUO3fuRFEUrr/+eoxGIyUl/kH+JpNJi6KEEEIIIcRpNAnmbrnlFjZv3swzzzwTOHb77bcDsHDhQgA6dpRZb0IIIYQQWtOkm/W+++7jJz/5SWDCw2233cbYsWNZvnw5Tz31FIqicOONN2pRlBBCCCGEOI0mLXMGg4FPP/2UrVu3AjBo0CAAOnfuDED37t351a9+pUVRQgghhBDiNJq0zI0cOZLf/va3DBo0KBDIAXTr1o27776b1NRU7Ha7FkUJIYQQQojTNCmYy87O5tprr+WRRx7h008/Zd26dfztb3/D5/PVOM9kMrFw4UJWrVrFsWNN3zlACCGEEELUrUndrO3bt6d37948/fTTNY7fcsstXHbZZQwfPpzBgwdjNpvx+XzcdtttxMXFkZOTo0mlhRBCCCGEX5PHzM2bN4/FixeTl5eHoigAfPTRR3z00UeAf+25vn37YrVaASguLm5+bYUQQgghRA1NHjMXFhbGmjVreOGFFwJ7sAKBGa0ul4utW7eybt06FEWRpUmEEEIIIVpAsyZA9OzZk1/96leEhIQAkJuby4oVK5g3bx4TJkwgMjISVVXR6XQ88sgjmlRYCCGEEEKcosnSJKWlpezZs4eYmBgmTpzIxIkTA2k5OTmEhIQQHh6uRVFCCCGEEOI0mgRziqLQp0+fOtMSEhK0KEIIIYQQQtRBk2AuJyeH+++/n82bNxMXF8egQYMYNmwYw4YNo3v37loUIYQQQggh6qBJMPfzn/+czz77DEVRSE9PZ8OGDfzjH/8AIDIykqFDhzJs2DAee+wxLYoTQgghhBAnabIDxOrVq1EUBYvFgt1uD8xoVVWVoqIivvzyS/7yl79oUZQQQgghhDiNJi1zFosFh8PB5s2b6dWrF8eOHWPDhg18//33bNiwga1bt+J2u7UoSgghhBBCnEaTYG7ixIn85z//ISwsDICOHTvSsWNHbr75ZgBcLhfbtm3ToighhBBCCHEaTbpZH3vsMWw2G/Pmzasz3WQyMWzYMC2KEkIIIYQQp9EkmLv55puJiYlh0aJFTJs2TVrhhBBCCCHOE026Wbdv3x7Yn/XDDz/kww8/JCYmhhEjRjB8+HAuu+wyLr300sA+rUIIIYQQQhuaBHODBw9m586dNSY55OXlsWzZMpYtW+YvyGDA6XRqUZwQQgghhDhJk2Bu06ZNgUkOP/zwAxs3bmTjxo0cOnQocI7H49GiKCGEEEIIcRpNgjk4Ncnh9IkORUVFbNy4MRDgCSGEEEIIbWkyAeLZZ59l9erVOByOGsejoqKYOHEi8+bN47PPPmt2Oenp6dx0003Y7XbsdjuzZs0iLy/vrNd9+eWXjBw5EpvNRmhoKOPGjWPDhg21zhs6dCiKotR6TJ06tdl1F0IIIYRoCZq0zP3ud79DURR0Oh09e/YMbN81dOhQ+vXrh07X/JixoKCAsWPH4nK5mDt3Lh6Ph/nz57Nz5042btyIyWSq87o1a9ZwzTXX0Lt3b5588kk8Hg//+Mc/GD16NGvXrmXo0KEAqKrK3r17mTx5MlOmTKmRR6dOnZpdfyGEEEKIlqBZN6uqqni9Xvbu3cvevXt5++23AbBarQwcOJBhw4bx3HPPNTn/BQsWkJmZya5du+jVqxcAw4YNY/z48SxatIg5c+bUed1vfvMbOnbsyA8//IDNZgNg1qxZ9OrViz/+8Y98/fXXAGRkZOBwOJg0aRIzZsxocj2FEEIIIc4nTbpZV65cyZNPPsmkSZOIj4+vsTdrRUUF69at429/+1uzyliyZAljxowJBHIA48aNIyUlhSVLltR5TVFRETt27GDatGmBQA4gLi6O0aNHs379+sCxPXv2ANTIXwghhBCirdOkZe7KK6/kyiuvDDzPzMzku+++4/XXX2fVqlVYrVZUVW1y/kVFRaSlpdU5dm3QoEEsX768zuvCw8M5cOAAISEhtdLy8/MxGE69/DODOYfDUed1QgghhBBtiSYtc2fq0KED06dPZ+XKlTz++OOoqsqmTZuanF9WVhYAiYmJtdISEhIoKSmhpKSkVpper6d79+60b9++xvGdO3eybt06RowYETi2e/duwsLCeOCBBwgLCyM0NJSuXbvW2+onhBBCCNEWaBLMnb5Y8JkeeeQRunXr1qxu1rKyMoAaXaXVqneVOHMmbX3Ky8uZNWsW4J+4UW3Pnj2UlZVRXFzM4sWLefPNNwkLC+PWW2/lnXfeaXLdhRBCCCFakibdrOHh4fTr14+hQ4cGHikpKYH0uLg4vvjiiybnX91FW71lWF0aSqtWUVHBDTfcwI4dO/j973/P6NGjA2l33XUXXq+Xe++9N3Bs+vTp9OnTh4ceeojbbrsNvV7fYP4WqxWrxXLW11HNaDACaLLNmd1ub9T5Nmt+s8tsrHOpY/XM5zPPra5v9T07Vw3d28bes7asvp9n9e+FrYW20ruQ7uHZ1PfeFI13Md3L6pUe6nP6cB8hmkqTd5HT6WTz5s1s3ryZf/zjHwCEhYUxcOBAbDYb33zzDZYGgpyzCQ0NBaCysrJWWvWx8PDwBvMoLi7muuuuY926ddxxxx08+eSTNdLvvvvuWtdYrVZmzpzJn//8Z/bu3Uvfvn2b+hKEEEIIIVqEZhMgNm/eTGlpaeBYaWkpqampged9+vRpcv5JSUkA5OTk1ErLzs4mMjKywckKJ06cYOLEiWzfvp277rqLV1555Zxa8gDatWsH+Ltnm8vt8dTokrZ5/P+vK0htrMLCwkadX6FBmY11LnWs/qZ+5rnV9a2+Z+eqoXvb2HvWltX386xukWupn/eFdA/Ppr73pmi8i+le2mw2mUwnWpwmwdzKlStRVZX9+/fzww8/BB67d+/G4/HQsWNHXn755SbnHxkZSXJyMlu3bq2Vtm3bNoYMGVLvtWVlZYFA7v7772fBggW1zsnKymLChAnccsstzJs3r0ba/v37AUhOTj5rPasqK/H5fGc9TwghxMWhoqKCioqKetOrx4QL0RyazWZVFIVevXoxe/Zs/vnPf7J161YcDgfHjx/nyJEjXHrppc3Kf8qUKaxcuTIQXIE/iDxw4ADTp0+v97p7772X7du3c99999UZyIF/lmxxcTGvvfZajdbFo0eP8vbbbzN27Fji4+ObVX8hhBBCiJag6chLt9vNli1bKC0tpWPHjvTq1SvQTdlcDz/8MIsXL+aqq67iwQcfpKqqimeffZbBgwcHdmxIS0tj/fr1jBgxgi5durBv3z7eeecdIiMjGTBgAO+++26tfKuvffnll7nxxhsZMWIEc+bMoaysjJdeegmDwdCsVsVgFLM99ewnNUL+gFGa5ieEEK0tf1nz9xsHcDmdEButSV7i4qVZMPfhhx9yzz33kJ9/alZdly5dePrppzXZqD42NpbU1FTuv/9+5s2bh81mY/LkycyfPx+z2QxAamoqt99+O2+99RZdunRhzZo1gH/yw+23315nvtXB3OTJk1m6dClPPfUUc+fOxWq1MmbMGJ5++ml69uzZ7PoLIYQQQrQETYK577//nunTp+Pz+Wosv3H48GFuueUWHnvsMf70pz81u5yUlJR6d3sAmD17NrNnzw48v/vuu+ucpVqfSZMmMWnSpOZUUQghhBDivNIkmHvmmWfwer1ER0fzy1/+kvDwcLZu3cqHH35IVVUVjz32GKNHj2bUKOluE0IIIYTQkmYtc4qi8L///Y8xY8YEjj/++ONcffXVHDp0iIULF0owJ4QQQgihMU1ms1bvi3rmEiHJycm8/vrrqKrK+vXrtShKCCGEEEKcRpNgLiYmBvC30J2peteE4uJiLYoSQgghhBCn0SSYu/zyy1FVlTvvvLPWwr4fffQR4J+NKoQQQgghtKXJmLn77ruPDz/8kKysLIYOHcrw4cMZOHAg2dnZLFu2DEVRGDt2rBZFCSGEEEKI02gSzF1++eX85S9/4ZFHHkFVVb7//vtAl6uqqlgsFv7whz9oUZQQQgghhDiNZtt5/eEPf+Djjz8OTIJQVRVVVenTpw9ff/21LLwrhBBCCNECNN3Oq3rR3ZKSEnJycoiIiCAhIUHLIoQQQgghxGma3DLndrt57LHH6NixI5s3b66RFhERIYGcEEIIIcR50KSWOZ/Px3XXXcfKlSsBOH78eK1z7r//fg4fPsxbb71Fnz59mldLIYQQQghRpya1zL322mt8/fXXgckNdTl48CBbtmxhxIgRrFu3rlmVFEIIIYQQdWtSMLd48WIAJkyYQE5ODtddd12tc0JCQgAoLy9n6tSplJaWNqOaQgghhBCiLk0K5nbv3o2iKCxcuJDw8PA6z0lNTeWdd97BbDZz4sQJXnrppWZVVAghhBBC1NakYK6qqgqAxMTEBs/76U9/ymOPPYaqqnz88cdNKUoIIYQQQjSgScFc9SzVbdu2nfXcWbNmAXDgwIGmFCWEEEIIIRrQpGBu5MiRqKrKo48+isfjafDc6nS3292UooQQQgghRAOaFMzdddddgH9c3A033MDRo0frPfeFF14Azt4lK4QQQgghGq9J68yNHDmSn//857z66qt8+eWX9OjRg+uvv56rr76a7t27ExoaypEjR1i8eDHLli1DURQmTpyodd2FEEIIIS56Td7O68UXXyQnJ4dly5bhcrn46KOP+Oijj2qdp6oqkZGRzJ07t1kVFUIIIYQQtTV5Oy+DwcDSpUt57bXX6NixI6qq1vlISkpi+fLlJCUlaVlvIYQQQghBM1rmqt15553ceeedpKamsm7dOjIzM3E4HMTGxnLZZZdx/fXXYzQatairEEIIIYQ4Q7ODuWqjRo1i1KhRWmUnhBBCCCHOQZO7WYUQQgghROuTYE4IIYQQIohJMCeEEEIIEcQkmBNCCCGECGJNCub27NmDqqpa10UIIYQQQjRSk2az9u3bl9DQUAYNGsSll14aeCQnJ2tdPyGEEEII0YAmL01SXl7O2rVrWbt2beCY3W5nyJAhDB06NBDgxcXFaVJRIYQQQghRW5OCufvvv59t27axfft2iouLA8cLCgr46quv+OqrrwLHEhMTufTSSxk6dKhs6SWEEEIIobEmjZl7/vnnWbVqFYWFhRw6dIj333+f/v37A9TaziszM5OPP/6YP/zhD5pWXAghhBBCaDCbtUuXLjidTnbs2EH79u155ZVXWL58Oc8++yw9e/bUoo5CCCGEEKIemmzn9cwzz6AoCh988AHDhw8H4Oqrr+aBBx7g1ltvZdmyZbz//vtaFCWEEEIIIU6jyTpzhw4dAqjVEqfT6Xj22WdxOp28/vrrWhQlhBBCCCFOo0kwFxsbC8CCBQtqpRkM/sa/1atXN7uc9PR0brrpJux2O3a7nVmzZpGXl3fW67788ktGjhyJzWYjNDSUcePGsWHDBs3yF0IIIYRoLZp0s9544428+OKLPPnkk2zbto17772Xvn37UlpayoMPPgiA1+ttVhkFBQWMHTsWl8vF3Llz8Xg8zJ8/n507d7Jx40ZMJlOd161Zs4ZrrrmG3r178+STT+LxePjHP/7B6NGjWbt2LUOHDm1W/kIIIYQQrUmTYO7xxx/n66+/Zv/+/Sxfvpzly5fXSFcUhdGjRzerjAULFpCZmcmuXbvo1asXAMOGDWP8+PEsWrSIOXPm1Hndb37zGzp27MgPP/yAzWYDYNasWfTq1Ys//vGPfP31183KXwghhBCiNWnSzRoREcF3333HbbfdhqIotZYn6dSpEwsXLmxWGUuWLGHMmDGBQAtg3LhxpKSksGTJkjqvKSoqYseOHUybNi0QyAHExcUxevRo1q9f36z8hRBCCCFamyYtc+Df/eHdd9/liSee4PPPP+fw4cNYrVZ69uzJtGnTMJvNTc67qKiItLQ0pk6dWitt0KBBtVoCq4WHh3PgwAFCQkJqpeXn5wfG8zU1fyGEEEKI1qZZMFdNr9czYcIE2rdvX2cQ1RRZWVmAfzeJMyUkJFBSUkJJSQkRERG16tK9e/da1+zcuZN169YxceLEZuUvhBBCCNHaNOlmBXjnnXdISkqic+fO9OzZMxD4/Pvf/0ZV1WblXVZWBlCjq7Sa1WoFwOFwnFNe5eXlzJo1C4Df/e53mud/sfKpUOA1cdgdwnZXBBudUWxw2tnojOJQZilZ+RUcL6zE18z3ghBCCCFq0qRl7qOPPuJnP/tZnWlz5szh448/5oMPPmhy/tXBoKIo9Z7TUFq1iooKbrjhBnbs2MHvf//7wKQMrfK3WK1YLZZ6088Mao0GI3AqYGwOu93eqPNt1vx606rrdTYeFY64rRx028h2m3HV990gowSAzfsLCLUaGdAjliE92zH0kjhCrDXL0un8eZz5eqrre651q9bQvW3sPWvL6vt5Vr9vbRq8x+pyId3Ds6nvvSka70K4l45z/J1SFKXBvx/V90KI5tDkXfTMM88AMHz4cN59993A8cLCQqqqqvj444958803m5x/aGgoAJWVlbXSqo+Fh4c3mEdxcTETJkzg22+/5Y477uDJJ5/UNP+LidOnsLkqjHdKE/i6IpoMt7X+QO4M5ZVuvtuRzcL3tjP7ia954b3tHDha1MI1FkIIIS5cmrTM7d69G0VReOedd+jcuTMzZswA/N+6nn/+eR588EH+9a9/cccddzQp/6SkJABycnJqpWVnZxMZGdng+LwTJ04wceJEtm/fzl133cUrr7xS45tSc/M/V26PB7fbHXhu8/j/X1cQ2ViFhYWNOr+igTKr63Umnwr73WFscUXhQl8jzaJ4iddVEat3Eq5zY1G86ACPqnCiU28clR6sZgMHjpZQ4fSvOehy+1i1JZNVWzLp1SmCG0Z04LIBnVEUpdbrqa5vfXWrT0P3trH3rC2r7+dZ3SLX0M+7OS6ke3g21a1IF9NrbikXwr08189to9Eo65SKFqdJMGc2m3E6nURHR9dKu+OOO3jwwQfZt29fk/OPjIwkOTmZrVu31krbtm0bQ4YMqffasrKyQCB3//3317lLRXPyP11VZSU+n++czg02xT4jq6tiKfCdmpWsoJJscJBiKCNeX4Wunp4EU6w/EJ58RUe8PpXDWWX8sC+f7/fkUXkysNt3pIR9R0ro88Nx7rzhEiLr760WQoig4Xa7a3yJP5PL6YTQ2uO1hWgMTbpZL7nkEgDeeuutWmn5+f6xPM2dBDFlyhRWrlzJ/v37A8dWrlzJgQMHmD59er3X3XvvvWzfvp377ruvzkCuuflf6NSTrXFLK9rXCOS6G8qYastkrCWP9ob6A7kz6XUKPTqGM3NCF/72yyHcfk1X2kWditx2pxXwwAtreWvFIUodLq1fjhBCCHHB0aRl7qc//Snff/89Dz30EDt37gwc37JlC7/97W9RFIXBgwc3q4yHH36YxYsXc9VVV/Hggw9SVVXFs88+y+DBgwPdumlpaaxfv54RI0bQpUsX9u3bxzvvvENkZCQDBgyoMZ6vWvW155L/xcanwgZXNPvcp8YLRupcXGHOJ07vbHb+ZqOeUf3juLxvOzbuy2fpd8c4UVSFqkLqjhNsOVDIbeOSuax3TLPLEkIIIS5UmgRzd999N++//z6pqaksXrw4MB6tet9TgN/+9rfNKiM2NpbU1FTuv/9+5s2bh81mY/LkycyfPz+wIHFqaiq33347b731Fl26dGHNmjWAf/LD7bffXme+1YHaueR/MXGpCt9WtSPTe6r5v6ehlGHmQgyKtsuL6HUKl/WOZUhKNOv3lfD+NwepqPLgqPLw2mcH+WFfHvF2K1az5ssiCiGEEEFPk7+OOp2OFStW8Mtf/pJFixbVGDdmMpl4+umn+clPftLsclJSUhrcjWH27NnMnj078Pzuu+/m7rvv1iz/i4VLVfiiMp48n7/7U4fKFeZ8uhvLW7Rco0HHjaO7MnZQB17631Y27S8AYOfhYvZmlNC3SxTRKpzDKjFCCCHERUOzpg6r1cobb7zBY489xqpVq8jNzSU2NpaJEyfSvn17rYoRLczt8dUI5Ex4GWc5QYKh6rzVITLMzD2TU9j6YwHvfJVGcbkbj1dl28FCSgyxjDAXYFYuzIkmQgghRGNpEszNnj2bUaNGcccdd9CxY8d6FxAWbZvH62PDnjwKTwZyZrxca83Brm/cciBaGdQjmpSkCP6zMp31u/MASPOEcsJrZrQlj3gNxu0JIYQQwU6T2ayLFy9mzpw5zJgxA4/HUyNNVVXuv/9+PvroIy2KEi1EVVW2HCiksMw/g7S1A7lqIRYDc67rzpCUaAx6f/9quWpkeWUCW5yR+GR3MCGEEBc5TUeU//e//+X48eN89NFHgR0TfD4fL7zwAi+++GKtQE+0DaqqsiutmOOF/kUwjfi4xnq81QO50yXG2ogKM7Fzazq5PgsqCtvdUWR7rYyx5BGmazvvraXfHWvtKgghhLiIaLopnKqqfPvtt4wcOZKsrKxaaaJtyjheTnqOf3KDosBVllyi9W1vjTebxcC11hwGmwpR8L+fTvgsLK1oT5q7+Tt0CCGEEMFI02Dul7/8Jaqqsnv3bkaMGMGePXu0zF60gMJSJ7vSigPPB3Szk3geJzs0lk6BAaYSrrPmEKb4Ww5d6PnW2Y61VTG4VZnqKoQQ4uKiaTC3cOFCnnnmGQCOHTvGyJEjWbVqlZZFCA053V427S+gutG0a/tQkuKCo4Wrnd7JZFsWXQynlkv50RPGJxXtKfDKPohCCCEuHpoGc+DfSeGtt97CYDBQUlLC9ddfr3URQgP+CQ8FVLn8e6NGh5u5pHNk61aqkUyKyhhzHqPMeRjwL1VSoppYVtme3a5wpGdfCCHExUDzYA5g1qxZLFu2DJvN1uAGw6L1HMwsI6/Yv7SH2ahjSM9odOe6wWoboijQ3VjOZFsW0Tr/6/Gh8IMrmq+q4ij3BN9rEkIIIRpDk9msn3zyCd9//z063anY8Oqrr+abb77h+uuvJy8vT4tihEaO5jrYf7Qk8HxIz2gsJn0r1qj5InQerrdms9llZ7c7AoBMr40FaRamty+nR2jbme0qRFuSv+wzTfOLueE6TfMTQpxdk1rm5s6dy1dffRV4fv311/PUU0/VOm/o0KGsW7eOCRMmEBER0fRaCs24PT7+9emPgS7I7h3CiImwtG6lNKJXYJi5kImW41gUf/dxmUfHa0fDWXrchlM2jRBCCHEBalIwN3/+fK699trAHqwjR47kt7/9Le+99x7p6ek1zu3WrRtffPEFhYWFza+taLYP1xwhK9+/nlx4iJGeSRdekN3BUMlN1kwS9RWBY+sKLTx/OIID5cZWrJkQQgihvSZ3s56+bty6detYv3594Hl0dDSXXnopQ4cODTyio6ObV1PRbIeyyvhqUw7gX+JjcA97UI6TOxdWnY+JllzyQ9ux4oQNt6pQ5Nbz+tEwBkU4uT6ugpjWrqQQQgihgSYFczt37uTbb78NjJELCQnB4XAE0vPz8/niiy/44osvAseSk5M5dOhQM6srmsrj9fH2F4epDsF7dYogPOTCXsJDUWBktJNeYW4+yA7hcIW/VW5riZm9ZUYmb8zmqsHxGPQtMg9ICCGEOC+aFMz16dOHPn36BJ6XlpayZ88eNm7cGHjs3r27xvZdZ3a/ivPry43ZZOX5ux07xYXQJTGslWt0/sSYfPy8Uxmbik18mmujyqejyqdjyaoMVm8/zrSxnRnQLQpFuTBbKYUQQlzYmhTM7dmzh0suuSTwx09RlECAd8cddwBQVVXF1q1bawR4onWcKKrik3WZgL+1avY1Xdl+qKiVa3V+KQoMjXLRM8zNFydsbC42oaJwvLCKv3+4n87xIUy6vCP9JagTQggRZJoUzPXt25fQ0FAGDRrEpZdeGngkJycHzrFYLIwYMYIRI0ZoVlnReKqqsvjLw7g9/skq44ck0Dk+9KIL5qqFG1SmtXcwIqqKFe6O/JhZCkDGcQcvfLifpLgQJgxJYGivGIwG6X4VQgjR9jV5AkR5eTlr165l7dq1gWN2u50hQ4YwdOjQQIAXFxenSUVF02zaX8CeDP+acvZwEzeOTGrlGrUNHaxefjetN9sOFvHJd8c4esI/5vNoroPXPz/EklUZjOofx+V9YmkfY2vl2gohhBD1a1Iw9+CDD7J582a2bNlCefmpvTELCgr46quvaqxBl5iYGJjZOnfu3ObXWJwzl9vL+99mBJ7PGN8l6BcH1pKiKAzqYWdg9yi2Hypi2bpjZBz3B3XllR6Wb8hi+YYsOsbaGHpJDAO6RZEYY5NuWCGEEG1Kk4K5+fPnA/4uvH379rFx40Y2bdrEpk2b2LlzJy6XK3BuZmYmWVlZLF26VIK58+yLjdkUlPp/Fn2SIxnQLaqVa9Q2KYrCwO52BnSL4lBWGd9sPc7m/QV4ff65v8fyKji25igfrjlKZKiRSzpH0qNjOJ3jQkiMtclsWCGEEK2qWdt5KYrCJZdcwiWXXMLs2bMBcLlc7NixIxDgbdy4kQMHDmhRV9EIhaVOPt+QBfjXlLv1qs7SonQWiqLQvUM43TuEU3Klix/25bNxXz6Hs0+1PheXu1m/O4/1u/1b1Bn0Ch1ibcRFWYmNstAu0kx+SRVmox6zSY9Rr8h9F0II0aI02Zv1dCaTKTBerlpZWRlbtmzRuijRgP+tOYLL7Z/0cOWgBBn31UgRoSYmXNqeCZe2J6+4iq0/FrIno5gDx0oD9xXA41XJOO4IdM+eSVHAZNT5gzujDpNBf/K5DpPx5P8NOkynPddJ8CeEEKIRNAvmjh8/zurVqwkNDWXAgAF06NAhkBYWFsaYMWO0KkqcxaGsMjbsyQcg1Gpg8siOrVyj4BYbaWHi0PZMHNoet8dHWnbZyQCunIzjDnILK1HruVZVweny4XSd28awigI2s4FQq4EQq4HwECNRoWbCbAZp4RNCCFEnTYK5rVu3MmHCBIqKTi130b59ey677DIGDx5MYmIiGRkZPPLII1oUJxqgqmqNSQ83juxIiEXzBtiLltGgIyUpgpTT9rR1e3zkl1RxoqiKE8VOftibh9Ptw+X24XR7cZ78V60v4juNqoKjyoOjygOnrR6j1yvYw0y0i7TQzm4lzCrBnRBCCD9N/so/8sgjFBYW1jiWlZXFhx9+yIcffljjPNGydhwu4mBmGQDxdiujB8S3co0ufEaDjoRoGwnR/q5sR5Wn1jmqquLxqoEAz+U5+e/JoK/6eKXLi6PSE5h8Uc3rVckrdpJX7GRPRgkhFgMd29no0C5EgnUhhLjIafJX4IcffkBRFP70pz/Rvn177r77bhITE8nKygqcI60ILc/nU/lgzdHA8ymjk9Dr5L63BYqiYDQoGA06QqwN/9qpqkqVy0t5pYfichdFZf5HlcsbOMdR5WH/0VL2Hy0lNtJCt8QwYiPN8nsmhBAXIU2COYfDP/h77ty5WK1WfvOb3/DKK6/Qq1cvbrvtNvbu3cuXX36pRVGiAd/vyQvsv9olIZTBPeytXCPRFIqiYDUbsJoNxEZaAH+AV17pIbeoitzCSvJLnIHz84qryCuuItxmJCUpnIRoqwR1QghxEdFkgayEhAQADh48GHi+b98+unTpwmuvvUZ5eTn/+c9/tChK1MPt8fHx2mOB51PHdJI/6BcQRVEIsxnplhjG5X3bMeHSBHp1isBmObUIdGmFm037C/hu5wkKS50N5CaEEOJCokkwd8UVV6CqKj/5yU9wOp0kJCTwzTffAJCU5N8+6vSxc0J73247TsHJP+B9kiPp1SniLFeIYGY1G+jRMZxxgxO4tGc0UWGmQFphmYu1O0+w7WAhLre3gVyEEEJcCDQJ5n73u99hs9k4ceIEZrOZXr168dVXX/HLX/6Sn/70p8CprlihvSovfLo+M/B86mjZf/VioSgK7WNsjOzXjqG9Ygg9bTze0VwHy9dnkHmivIEchBBCBDtNgrnevXuzYsUKRo0aBcCUKVNQVZV//vOfrFixAkVRAmlCe+uLLJRX+mdQDusVQ6f40FaukTjfFEUhIdrK2EHx9OsaiUHv72KvdHlZuyObHYcKa82QFUIIcWHQbFPJkSNH8vXXXwNw9dVX8/jjj2M2m1FVlUGDBvHSSy9pVZQ4TZUX1hT4B8krCky6osNZrhAXMp2ikJwQxpWD4omLsgSOZxx3sHZHbp3LpgghhAhuLbZD+COPPEJ5eTkFBQVs2rSJTp06tVRRF7X1RRYqvP4f47BLYgJrnYmLm9VsYNglMQztFRdYnqbE4WbNtuPkF1e1cu2EEEJoSZOlSXw+H4sWLeLQoUN06dKFIUOG0LdvX3Q6HVFRUVoUIepwZqvcDSOkVU6coigKXTtEYI+wsHZ7Fo4qD26vyvo9eQzsbqdju5DWrqIQQggNaBLM3XvvvfzrX/+qccxmszF48GCGDx/OsGHDGD58eGAJE6ENaZUT5yIqzMzoAXFsPlDAiaIqVBW2/lhIRZWHHh3DZQkbIYQIcpp0s/7vf/9DVdUaD4fDwdq1a5k/fz5Tp06lY8fmb/aenp7OTTfdhN1ux263M2vWLPLy8hqVx1133cWYMWPqTBs6dCiKotR6TJ06tdl111qNVjlUaZUTDTIadAy7JIbO8ada4/YfLWXfkRLUc9k0VgghRJulWTeroii8/vrrREdHs2nTJr7//ns2btxIebk2yyIUFBQwduxYXC4Xc+fOxePxMH/+fHbu3MnGjRsxmUxnzeONN97gtddeY/To0bXSVFVl7969TJ48mSlTptRIa4vj/U5vlRsQ4ZJWOXFWOkWhX9cobBYDezNKADiYWYbPp9I7OVJa6IQQIkhpEsyNGTOGTz75hBtvvJHIyEhuuOEGwB/k7d69mw0bNvD99983q4wFCxaQmZnJrl276NWrFwDDhg1j/PjxLFq0iDlz5tR7rdfr5cknn+Sxxx6r95yMjAwcDgeTJk1ixowZzaprS3P6arbKjYupbOUaiWChKArdO4Rj0OvYebgIgMPZ5aj4F5uWgE4IIYKPJt2sf/7znzEajTzzzDM1M9fp6NevH3fddRdvvfVWs8pYsmQJY8aMCQRyAOPGjSMlJYUlS5bUe11VVRWDBg3i0UcfZebMmSQmJtZ53p49ewBq5N9WbTi9VS7cRTuzr5VrJIJNckIoA7qdmpyUll3Oj8dKW7FGQgghmkqTYK5v377ceeedzJ8/n0mTJvHFF19QVaXd8gdFRUWkpaUxePDgWmmDBg1iy5Yt9V5bVVVFaWkp7733HosWLcJgqLsx8sxgrq3uWOHxQWrBqfXDroyRZSZE03SKrxnQ7T9aSnpOWSvWSAghRFNoEsw99NBDvPLKKwB89tln/OQnPyEyMpJhw4Zx33338d///pf09PQm55+VlQVQZ6taQkICJSUllJSU1HlteHg4Bw8eZNq0aQ2WsXv3bsLCwnjggQcICwsjNDSUrl27Ntjq1xq2lJgp9fh/bL3DXMRbZO9N0XSd4kPp3fnUPr47DxeTlV/RijUSQgjRWJqMmXv77bdrzYhzuVxs3ryZzZs389JLL6EoCh5P01afLyvztxbYbLUH+VutVsDfkhYRUXtzeZ1Oh0539ph1z549lJWVUVxczOLFiykuLuaFF17g1ltvxe12M3PmzCbVXUs+FVaf3ioXLWPlRPN16xCOy+PjYKb/92zrj4XYzHqiwsytXDMhhBDnQpNgrqqqCkVReOmll+jQoQNbt24NzGYtLi5udv7VgWJDg7ObO3D7rrvuwuv1cu+99waOTZ8+nT59+vDQQw9x2223odfrG8zDYrVitVjqTT8z4DUajMCpgPRsthbpyHf569AjzEtK9KkZvHa7/ZzyqGaz5tebVl0vrdhOvr5zqWN14H3mudX1bWzdGrq3jb1n56qhe3u+Vf9e2M7yHhvc04LHq5CeU4rPp7JpXwEThiVhszR8v1vqHrZF9b03g53jHD9/zlVzfs+Dybnet+olrupzLo0NQpyNZrNZly9fzq233kpkZCTXX399IG3//v1s2LCBH374ocn5h4b6N46vrKzdElV9LDw8vMn5A9x99921jlmtVmbOnMmf//xn9u7dS9++fZtVRnOoKnyVc+oP6/h42WNTaEdRFC69pB3llW7yiiupdHlJ3Z7NuEs7YtDLHxshhGjLNAnmnnzySb755hv+8pe/8Pzzz9dI69mzJz179mT27NlNzj8pKQmAnJycWmnZ2dlERkYSEtIyWxO1a9cOQJP18tweD263O/Dc5vH/v64g9UwHyo1kVvq/CXaweOhkcHD6ZYWFhY2qS0UDZVbXSyvVZZ1LHau/qZ95bnUeja1bQ/e2sffsXDV0b8+36ha5c63T4JQoUre7qHB6KSpzsm5HFkN6RtfbstBS97Atqu+9GezO5fOnMZrzex5MzvW+GY3Gc1oHVYjm0OQr98SJE7HZbCxcuJApU6bw5ZdfarZYMEBkZCTJycls3bq1Vtq2bdsYMmRIs/LPysqid+/ePP7447XS9u/fD0BycvJZ86mqrMRRUVHv4/RArrFW5Z/qvh0bU4ksByZagtmoZ1jvWAx6/xssu6CStGztfpeFuNi43W4cDke9j6o29OVPBC9Ngrnc3FyKivwLkC5dupRrr72WqKgoBgwYwC9+8QsWL17Mjz/+2KwypkyZwsqVKwPBFcDKlSs5cOAA06dPb1beiYmJFBcX89prr1FaemqtraNHj/L2228zduxY4uPjm1VGc2RUGEir8Hexxpq89AnTtuVMiNOF24wM6hEdeL4no5jCUmcr1kgIIURDNAnmpkyZQseOHWvszer1etm1axf/+te/uP3227nkkkuaVcbDDz+M3W7nqquuYsGCBTz11FNMnTqVwYMHB3ZsSEtL49133yUtLa3R+b/88stkZmYyYsQIXnjhBZ544gmGDh2KwWDg5Zdfblbdm+vb01rlxkRXopNWOdHCEqKtdEsMA/zjNTftL8DplmVwhBCiLdIkmHvjjTfIyMjg+PHjLFu2jEceeYQJEyYQGRlZI8BrjtjYWFJTU+nfvz/z5s1j4cKFTJ48mRUrVmA2+5dQSE1NZebMmaSmpjY6/8mTJ7N06VJCQkKYO3cuzz//PJdddhnr169v1V0hjlfp2VvuH28RYfAyKNLVanURF5denSOIDvf/blW5vGw5UNDs32MhhBDa02QCRNeuXbn77rv505/+xHXXXcd1110XSDt06BAbN25k48aNzS4nJSWF5cuX15s+e/bss060yMjIqDdt0qRJTJo0qYm1axlrTltXbnR0FQZplRPniU5RGNIzmtXbjuN0+8grdnI4uzzQYieEEKJt0KRlzufz8dRTT9W5hVe3bt247bbbWLhwoRZFXVRK3QrbSvytcladj6FRMm5JnF8Wk57BKafGz+3LKKakXFqHhRCiLdEkmPvpT38KoEnrmzhlXZEFL/6muOFRTsyy3JdoBbGRFrq296/16FNhy48FeL2+Vq6VEEKIapqEB7feeitDhw7l//7v/5o9a1X4uXzwfaF/vJIOlcvttVs9hThfenWOJNzmn1FdVuFhb0bdeyELIYQ4/zQJ5q644gq2bdvG0aNH6d+/P7Nnz+bDDz8kNzdXi+wvSpuKzVT6/D+eAREuIowy8Fy0Hr1OYXBKdGAmdVpOOSeK5AuGEEK0BZoEc6qq4nL5x9E4nU7eeecdpk2bRvv27encuTPTpk2rtTOEqJ9PhbVnTHwQorWFhxi5JDky8Hz7oUIqnbKtnBBCtDZNgrl3332XX/3qVwwbNgyz2VxjOZKjR4/y4Ycf8vDDD2tR1EVhT5mRArcegO4hbtpbZH0v0TZ0SQglJsLf/V/p9PK/1UdauUZCCCE0WZrktttu47bbbgP8W5fs2LGDjRs38sMPP7Bx40YZR9dIpy9HMkpa5UQboigKA7rb+Xbrcbw+lW+35TK0Zww9O0W0dtWEEOKipfn8SKPRyJAhQ7jnnntYtGgR+/bto7CwkC+//FLroi5IRyr0HKn0DzSPM3tICZGtu0TbEmIxcEnnU8HbmysO4XRJ67EQQrQWzYI5p9PJwoULufrqqxkxYgS33HIL//73v/H5fERERDBu3DitirqgpRZYA/8fZa9CkUWCRRuUnBCKPdy/BmJesZOP1h5t5RoJIcTFS5Nu1qqqKq688kp++OGHwLEffviBDz74gOeee46PP/6Yzp07a1HUBa3QpWNXmb9VLlTvY1DEhbk4q6qq+Coq8BQV4y0vx+d0nny4cIeEoOh0OCoqUAwG9CE29CEhGMtK8FhDW7vq4iRFURjY3U7qjhO4PT6+3pTDpT1jZHcIIYRoBZoEc88++ywbNmwAwGQyYTabKSsrA2DHjh1MmDCBLVu2EBYmH/QNWVtoQT25SPAV9ioMwb5IsKqir3QQfngX5qI8MreW48rNxVNUhOpqXPdxt5P/+gxGvCYLXpMZryUEj9X/8BnNSDPm+RVqNXLjyI68/+0RVODtLw7z2Ox+GPTB/sYVQojgosmn7vvvv4+iKNx5552UlZVRUlLCwYMHmTNnDgCHDx/mb3/7mxZFXbAqvAobi/yzBI2KyvBg3LrL58NYVowtJ4OIQ7uI3vU99h+3kbh2GTG7v8excxfu3BONDuROp/O4MVaUYSnOJ+T4ESLS9xK9dxPRuzcQnrYHa+4xDI5SUGWHgvNh4qXt6RwfAkBWXgVfb85p5RoJIcTFR5OWubS0NACeeuopjEZ/N2HXrl159dVXiY2N5amnnuLDDz9k3rx5WhR3QdpQZMal+luWhkQ6CTEExyLBiseNuaQAU2khxrJidL6GB8IrZjNGexSGyEgMUZHow8LQWSz+h9lESEgoqs+Lo6wc1ePBV1GB1+HgSHoexopSzEUn0LldnNkGp/N6MJcWYi4tBEDV6XCFRlKldsAU1w6dxVK7MqLZdDqFWRO78pdFO1GBpd8dY2jPGKJPLl8ihBCi5WkSzBkMBpxOZ2Dh4NP98pe/5KmnnuLw4cNaFHVB8qiwrtAfbCiobX45EsXrwVRSiLn4BKbSYhTqDjy9RhPukHBKuvXDGRnLmPH9MNjtKA10h9rtdgAKCwtrHP/+u2MAxGxPBZ8PvasSQ6UDQ6UDfaUDY2U5Os+pFj/F58NcWohjRyEOQB8ZgTkhAVOHRPRWK0I7yQmhjB0Uz6qtx3G5ffx7ZTq/ntKztaslhBAXDU2Cue7du7N9+3aefvppXnrppRpp1WPn9Hq9FkVdkLaXmCj1+Hu8LwlzE2Nqm12E+opyrAU5WIpOoPhq19GnN+AKj8IVZscdGo7P5A9QC/tcBoAxOlqbiuh0eC0heC0hOKNOHlNV9M5KjOUlGB0lmMqKawR33uISKopLqNi3H0O0HXOHRLwVFehtNm3qdJGbMiqJLQcKKHG42XawkG0HCxnY3d7a1RJCiIuCJsHclClT2LZtG//85z85duwYv/rVrxg4cCDZ2dnce++9AKSkpGhR1AVHVSG1LW/dpfowF+Vjzc/GWFFWK9lrNOGMjMUZGYPHFtZ6kxAUBa/FhtdioyomAVQVQ0U57RUHruO5eEtLA6d6CgrxFBRy+MG5hF06hMgxo7Akd26wxVA0zGYxcOtVybyyzL9A+L+/TuOSThGYTfIlTgghWpomwdyvf/1rFi1axMGDB/nss8/47LPPaqQrisLMmTO1KOqCk+21kOP0/xiSrB46W9vIXpc+L5bCXGy5mejdNSdj+HR6nFGxOKPa4Q4Jb5uzSBUFT0gYtqQO2Hqm4HU4cGZm4czMwudwAKC63ZSu/57S9d9jTkoicswowocPRWcytXLlg9PQXtGk7oxgb0YJBaUuPll3jGljO7d2tYQQ4oKnyWzW0NBQvv76awYNGlRjX9bqx/XXX88vf/lLLYq64Ox2n1pJf1R0ZavHRYrHjfVEJtF7NxGWebhGIOex2Cjr0JXC3kMp79gdd2hE2wzk6qAPCcGW0oPIK8cQMeoKLMmd0Z02ds559Ci5i98lbe4fKfhsOd6TAZ84d4qiMHNCFwx6/3viq0055BRUtHKthBDiwqdJyxxAUlISmzdvZvny5axcuZLs7GwiIiKYOHEiN910k1bFXFCKfEYyvf4xW1FGL33CWnHrLp+PyIPbidmxFmNFeY0kV1gUFXEdcIcET/BWH0VR/DNpIyPp+Nv7Kd24meLVa3Ae8e9g4C0rI3/pMgpWfEnkqJFEjb8Koz3qLLmKavF2K9cOT2TZuky8PpX/rMzggWm9pAtbCCFaUJOCuZEjRzJ06FAuvfRShg4dSpcuXQJp1157Lddee61mFbyQ7XGFB/4/0l6FvjX+3qkqYUcPELtlNebSglOHAWdkDJXtOuKxXZg7L+jMZiJHXk7kyMupTEun6OtvKNu8BVQV1emk6OuVFK36lshRVxD9k2swREa2dpWDwrXDE/lu1wkKS13sTi9mx6EiBshkCCGEaDFNCubWrVvH+vXrA8+joqK49NJLA4+hQ4cSFxenWSUvRE63l0Mef5Bk0fm4NLJ5iwTnL/vs7CedJuZoCfqqCkIzD2MqL65Zt/BoHO074bWENKtOwcTaJRnrz/8P142TKPzya0rXrUf1eMDrpfjbNZR8t57IMaOwXzMRQ3h4nXlU/wxijpY0uz75A0Y1O4+WErM9NfD//MKIOs+5NszEu6X+9/e7y/YQ37Wkzh1NYm64rkXqKC4Mjf1ca4i818SFrEnBXHx8PMePHw88Lyws5KuvvuKrr74KHEtMTKzRejdkyBDZzus0GTnleE8OWRwa6cRyHif9qR4PIdnpWPOyUNRTa8S5QsJxtE/GE1J3sHIxMLWLJX7mbcTccB1F36yi6JtvUZ1OVLeboq+/oTj1O6KuGov9momyXl0D+oW76FLkJq3CSIFbT2qhhStj2thMbSGEuEA0KZjLzs4mKyuLTZs2sXHjRjZt2sTmzZspKTnVIpGZmUlWVhYff/wxADqdDre7FceEtSFen0p6jn9cmoLKFfbzt3WXK+c4jl27sVWd+sPqNZopT+yCKyI66MfEacUQEU7sTZOJGn8VhSu+pPjbNahuN6rTSeHyLyhZu46YydcTccXlKLKGYi2KApPiK1iYFo6Kwjd5VgZHOIkwBsfOJkIIEUyaPAEiMTGRxMREJk+eHDj2448/smnTJjZs2MDbb7+N47QZgb46Fpm9WGWecOB0++9HZ4ODqPOwSLDP5cKxazeurOzAMVVRqGjXgYq4jqCTgKQuhrAw2k2bin3CeAqWr6B4zVrwevGWlZH7zn8o+mY17aZNIaRP79auapvT3uJleJST74ssuFSF5Sds3Joos4SFEEJrms1mBQgPDyc9PZ1PP/2UiooKFEVBPdmNl5CQoGVRQUtVVQ5nn1p8t6+xBGjZ7jpndg6OnbtQT9tuzRUWRVmHrvjM0lV4LgyREcTdNp2o8ePI//Bj/0QJwJWdTebCF7H1vgRTXDv0oRfmZJGmmhhbyY5SExVeHVtLzFwW5aSzrY2spSiEEBcITdaZ++qrr5gyZQqdOnXi0Ucf5dixY4EgbuLEiXz44YccOXJEi6KCXl6xk7IK/x+zOF0Vsfra+9lqxed2U7ZlK+WbtwQCOcVoJHTgAEq69JZArglMsTG0v3sOSb97CEty58Dxij17Kf52DRX79oPP23oVbGNCDCoTYysDz5cet+GTnlYhhNBUk1vm8vLyePPNN3nttddIT08HCARw8fHx3HHHHcyZM4dOnTppU9MLxOGsU61yvU3Nn/VYH3dBIeVbt+GrPPWH1BgfR2i/vugsFtBgxuXFzNqtK0m/f5iyTVvI+/BjPIWFoKpUHjyE3XiM8g5d/WMQBcOinGwoMpPjNJBVZWBLiYlLI1vuS4wQQlxsmhTM3XLLLXzyySe43e5AAKcoChMmTODnP/85N9xwA3oZFF5LqcPFiWL/xAObWU8nvfar46s+H5UHD1F54MfAMcVoJKRvb0yJibJ4q4YUnY7wYZcSOqA/BZ8vp3DFl6Cq6N1OItL34gy3U57YFZ/ZcvbMLmB6BW6Ir+DVI/5Z0l+csNE/3IVJk34BIYQQTQrm/ve//9UYDxcWFsajjz7KLbfcQmJioqYVvJAczj61s0KX9mHo8rTN31tRSfnWbf5WopMMdjuhgwait0mXakvRmU3E3jQZX2UVjl27cefnA2AuLcRUVowjoROVsYkX9UzhbiEeeoe52FNmotSjY3W+lQntKs9+oRBCiLNq8nfj01vkysvLeeihh0hKSgrMcH3qqaf4+uuvKS4u1qquQc3p8pJ5wj+Tz6BXSIrTdkFe14k8Stak1gjkrCk9CL/8MgnkzhN9WChhlw2jtFNPvAYTAIrqIzQ7ncgft6OvLD9LDhe2n7SrQIf/c2N1gYUS98Ub3AohhJaa1DK3dOnSwBpzmzdvpqioKJCWk5PDp59+yqeffho41rVrV4YNG8Y777zT/BoHqfTj5YGB353jQzHWtRx+E6gnx2lV7j8QOKazWgkdNBBjtGyhdL4pioIzKhZXeBS2nCNY87NRAGNlOVEHtlMR14GKuCTQXXx9jLFmHyPsTr4rtOBWFVacsPHL1q6UEEJcAJoUzN1www3ccMMNgeeHDh1i06ZNgQBv27ZtVJ428P7QoUMcPnz4og3mai4SDMkJ2ixf4XO7Kd+2Hffx3MAxY1w7QgcOQGcyaVKGaBpVb8DRoSvOqFjCjh3EUFWBgkpI7jHMxfmUJfW4KHfaGB9byZZiE5U+HVtKzGQcL6dzvCznIoQQzaHJOnPdunWjW7du3HrrrQB4vV52795dY4eIPXv2aFFUUMo84cB1cpHg9jE2bJbm33ZPaSllm7bgO21hZmtKD6w9usskhzbEExJOUY+B2HKPYcs9hoKKwVlJ5MEdVMa2x5HQ+aJasNmmVxkfW8myXP8wgyXfZDD3tt7ynhVCiGbQdNHganq9nv79+9O/f3/+7//+D4CqqotzX8YzFwnumtj8VgjX8VzKtmwFr389M8VoJHTQQExx7Zqdt2gBOh0VCZ1wRsYQdvRHjJXlKIAtLxtTaRFlSSl4Qi6efYsvsztZX2Qh36XnwLFSth0sZFAPWcZFCCGa6rwN3LFYLs7lGfKKqwKLBNvDTUSFmZucl6qqVB46TNnGTYFATh8eTsSoKySQCwJeawjFPQZQ3j4Z9WRLlL+Vbju2nAy4SLa8Myj+yRDV3vv2CB7vxfHahRCiJQTVKOz09HRuuukm7HY7drudWbNmkZfXuPU97rrrLsaMGdNi+Z/pUNapGYxd2ze99UX1+XDs2EnF3n2BY6b2CURccTn6EG1nxooWpChUtutAUcog3FZ/K60ChOQeI/LgdvSVF8fepb3D3HSxuQE4UVTFqq3HW7lGQggRvFqkm7UlFBQUMHbsWFwuF3PnzsXj8TB//nx27tzJxo0bMZ3DgP833niD1157jdGjR7dI/mcqdbjIO22R4ITopi0R4nO5KNu0BU9BQeCYtUd3rCk9ZKxRkPJabBT36O8fS3fcP5bOWOkg6sdt/nF0Pt8FPeNVUeD6uAr+nh6BCixbl8mIPrGEWo2tXTUhhAg6QRPMLViwgMzMTHbt2kWvXr0AGDZsGOPHj2fRokXMmTOn3mu9Xi9PPvkkjz32WIvkX58aiwQnhjUp8PKWl1P6w6ZTEx10OkIH9MfcQRZnDnqKjor4TrjC7YQd/dE/41VVCc1Op9MX75I98nrcYVGtXcsW08HqZUSfWNbtzsNR5WHZukxuG5fc2tUSQoigEzRf/ZcsWcKYMWMCgRbAuHHjSElJYcmSJfVeV1VVxaBBg3j00UeZOXNmvTtUNDX/ess9c5Hgdo3vCnUXFVHy3bpAIKeYTISPuEwCuQuMxxZGUY+BVMQmUr0Hve3EMZI/eZ2IQztBvXB3pp8yOgnTyTUXV209zvFC2RVCCCEaKyiCuaKiItLS0hg8eHCttEGDBrFly5Z6r62qqqK0tJT33nuPRYsWYTDUboxsTv71Sc9p3iLBruO5lK7/HtXlH1ekDwsjYtQVGO0XbkvNRU2nw5HYhZJu/fCa/JOF9B4X7b/7lPZrlqJzXphBTlSYmWuGtQf86zG+/+2RVq6REEIEn6AI5rKysgDqbFVLSEigpKSEkpKSOq8NDw/n4MGDTJs2rUXyr4vH6zu1SLACXdo3bjmSqiNHKdu0GU7O8DPERBN+xQj0Nluj8hHBxx0aQVHKQIq79w8ci8jYS5dlr2M7fmEGOtcMSyQy1D9WbtvBQvYdOfffNSGEEEESzJWV+ddps9URzFit/kkFDkfdswB1Ol2drXFa5V+Xo7kO3B5/IJYYY8NqPrehiaqqUnHgRxw7TnWtmdq3J3zYUHRGGRh+sVD1BnIuv47MMTcFWumMjlKSvniX2C3fBpaluVCYTXqmjOoUeL7kmwx8vgu3a1kIIbQWFBMg1JOBTUMTCJozq1Or/C1WK2aTmbTsU8ss9OvWjhCbuUY51YwGf4BmtVpRfSrFW7dSeTgtkB7aozsRA/q3yIxVo6Hi7CdpxHYyILbbz75XrO7kDM4zz7VZ84FT9+xcVQfjdTmX+jSG42RZWtxbm9WKt9cgcjp2JeabD7Bkp6MAMbvWE3b8CPnjbsYTGXPWfKrfO7YG7kNjnf4zaOj+novqn8F1o6JYvSOPw1klHD3hYHu6g3GXJjUrb63V994Mdg4N3xvQvN/zM2lZt5b6fT8bRVEa/AzXXcCz1sX5ExTvotBQfzfl6fu9Vqs+Fh7e9H0utcz/aG4Zjir/OLeE6BAiz2GRYNXrpfD773GcFshF9O9H5MABsvTIRc4bGkHu9bdTNHwi6sltv8x5WST872VC926+YCZH6HQKd1x3SeD5u18coNLpacUaCSFE8AiKlrmkJP839JycnFpp2dnZREZGEtKMhXO1yl9VVfZlFAaeX5Jc85ug2+PB7XYHnts8bvB6ObFmLe7qxYkVhdCB/TF06FBncKkVt8d99pM0UnHydRQWFp7lzFPfns88tzoPWyPr3dA9PJf6NKUsLe5txRn1rug5hOKYRNqnfoK5tACdx030mqUY0/dxfMS1eC11j6esbpE7M7/mOP1n0Nz36Ok/g/ZRCoN62Nn6YyFFZU7+vWI3N41qO61z9b03g53WnzPN+T0/k5Z1a6nf97MxGo1NWqdUiMYIipa5yMhIkpOT2bp1a620bdu2MWTIkDaRf9aJUorKnABEhBoJMas4KioCj9MDOQDF6yEybfepQE6vI2zYUMwdOjTr9YgLU1VMAunX30FRj4GBY+FHD5C87DVs2emtWDPtTBvbCb3O3xr9xcZsCkqdrVwjIZrH7XbjcDjqfVS14Jd2cfEIimAOYMqUKaxcuZL9+/cHjq1cuZIDBw4wffr0NpF/es6psVLdE8Mb7CLVVzmIOLQTo6MUAMVgIHz4cEztYpv4CsTFQDWaOD7iWo5dORWP+eQYvYpyOn31H9ptWoniDe6uybgoK+MGxwPg9vj4YM2FOYNXCCG0FDTB3MMPP4zdbueqq65iwYIFPPXUU0ydOpXBgwczY8YMANLS0nj33XdJS0s7S25Ny78hlS7IL3UBJ7fuiql/cKzBUUqnFe9grDxtMeDLL8MYfWENrBYtpzwphfRJcyhv3yVwLHrPD3T+7C1MRc3bT7i1XX95R0Kt/hEgG/bkk5Zd1so1EkKIti0oxswBxMbGkpqayv3338+8efOw2WxMnjyZ+fPnYzb7JxmkpqZy++2389Zbb9GlS5ez5Nj4/BuSV34qLu6aGIaunlY5Y2kRSV/9G1O5fy0tr9GE/fLLMISFNaq+APuPBtd6XEu/O3bWc6pnrWo5xqupzqW+p4s5zz8Pjy2MY+OnY9+7kdgt36LzebEUnSD5szc5MeRKino2b/hBS6p+7+bXc4+TE0LZlVYMwMtLD3BF33bNngw0+YqOzbr+fGvs++90wfZahRDNEzTBHEBKSgrLly+vN3327NnMnj27wTwyMjKanH9Diir8f2hMBh1JcXVPljAV5ZH01X8wVvoXFPaaLBR37Uu7JgRyQgCgKBT2HoYjoTPtUz/BUpyHzush/oevCM06TNFVN+OzNW7R6ragc3wo6TnllFd6KCx1kV1QSWKMLJothBB1CZpu1rbPH8wlJ4Ri0Ne+rebCXDp98U4gkKuKjKW4ez98Zst5raW4MDntcWRcdzuFvS4NHAvNPEz7917EeuRAK9asaXQ6hd7JkYHne9OL8cpCwkIIUScJ5jSkUyC5jq27zAXHSfry3xhO7q9ZGZ3A0atn4DOevftWiHOlGozkDpvA0XHT8Vj8rcP6Kgftlr9D3IYvUM7jcjRaiIuyEBvp/x2pcHpl7JwQQtRDgjkNdYixYjbqaxyz5GfT6bRAriI2kaMTb6t3XTAhmsvRoStpk+dQ1rF74Jh9/xaSP30Tc8HxBq5sWxRFoc9prXM/HivF6bqwtjITQggtSDCnGZXO8TVnsFryskj68j/oXVUAVLTrwLHxt+IzSdeqaFleSwiZV95Mwagb8J3cfstckk/y529h370haHaOCA8x0Sne38ro8apBN+lHCCHOBwnmNNIlxkeI5dR8EuuJTJK++i96t3/RU0dcEkfH34rPJF2r4jxRFMp7DyVn6j1URvvXblN8PuI2f0PSV//BcHKNw7auZ1IEBr1/TGrGcQelDlcr10gIIdoWCeY0EmY51dJhzT1Gx69PC+TiO3Fs3C2oRtnSRZx/nqhYMq6dTX6fy6h+l4bkZNDlk9cIy9jXqnU7FxaTnu4dTu2NvCddWueEEOJ0EsxpzHr8KElf/xe92996UJ6QLIGcaH16PXlDruToxBm4bf6lcPSuKjqs/oiE7z5F527b22Z1TQzDavaPRz1RXEVuYeuvQyiEEG2FBHMaCsk9StLKJehOzhosb9+FzKtuRj05ZkmI1laR0Im0SXMo7dwrcCzy0E6Sl72BNbfpi9S2NL1OoXfnyMDz3enF+GSpEiGEACSY00x00XG6rPnoVCCX2JXMKyWQE22Pz2wla/SNZF9xPV6Dv8XYVFZEpxWLabfpGxRP29zftX2MFXuYv77llR5ZqkQIIU6SYE4jg3etQXdyk/OyDt3IvHIqqiGoNtgQFxNFoaRbP9Jv+D8qYhP9h4DoPRtI/vR1LHlZrVu/OiiKQt+uUYHn+4+VUumUpUqEEEKCOY3off4/KmUde5A1dgqqXgI50fa5w6M4cs0scodciU/nH5NmLimg8/JFxG79FsXbtlrpIkNNdD65VInXq7I3o7h1KySEEG2ABHMaKu7QncwxN0kgJ4KLTkdhn8tIv+FOKqMTAFBUlZid6+n82VttbqHhXp0iMBr8H12ZeRUUlLTtyRtCCNHSJJjTSE5sEkcuvw70+rOfLEQb5IqMJeMnP+PEwNGoOv9Hg6XoBMmfvUXM9lTwtY0uTZNRT69OEYHnO9OKUINkEWQhhGgJEsxpZEevEaCTQE4EOZ2egv5XkH7dHVRFtQNAUX3Ebl9L8qdvtpmxdJ3jQ4gI8U8uKnW4yThe3so1EkKI1iPBnEaqWzKEuBA47XGkX3cH+f0uR1X8uy9Yik7Q+fO3Cck8DN7WbaVTFIV+p02G2HekFKe7bbQcCiHE+SYRiBCibno9eYPGkPGT26myxwH+Ga+2/Gzs+7dgKi1s1erZw810bGcDwO3xse+I7AwhhLg4STAnhGhQVUwC6dfd4Z/xenJyj97tJCJtD2VbtuJztt4EhEs6Rwb2bT1y3EFRmUyGEEJcfCSYE0Kc3ckZr2mT7sIVGhk47MrKpnjVaqrSM1plEoLFpCcl6dRkiB2HivDJZAghxEVGgjkhxDlzh0dR0rUPpUk9Aq10qtuNY9duSlK/w11YdN7r1CUhlHCbfzJEicNNerZMhhBCXFwkmBNCNI6i4LTHUdhzMKYOiYHD3pISSr9bR/m2Hee161WnU+jf7fTJECVUVLWtxY6FEKIlSTAnhGgS1WgibNBAwi8fgT48LHDceewYxd98S2VaOqrPd17qYg830zkhFACvT2WXrD0nhLiISDAnhGgWY7SdiFEjsfXtjXJyP2LV46Fi9x5KVqfiOp57XgKrSzpFYDb6P9KOF1aRU1DZ4mUKIURbIMGcEKLZFJ0Oa3IykVeNxZzUMXDcW15O2cZNlK7fgKe4uEXrYDTo6Hva2nO70opxe85Py6AQQrQmCeaEEJrRmc2EDuhP+MjLMUSdCqw8BQWUpH5H2ZateCsqWqz89tFW4qIsAFS5vLL2nBDioiDBnBBCc8aoKMKvGEHokMHoQmyB49VLmYRmHkLn0n6SRPXOEHqdf+259Jxy8kuqNC9HtA7V58PnduOrqqr74XKdt3GaQrQlhtaugBDiwqQoCub2CZji46jKOELljz+iutzg82HNz8FScBxFVSnoexkeW9jZMzxHNouBXp0i2J1eDMC2g4WMHRivWf5COz6nE3dBIZ7CQv+/paV4y8rwlpXjLS/HmZWF6nKjer2oHg+c69hLnQ5Fr0cx6FEMRnRmM67cExjCwzFEhGOIisIYG4MxNgZ9aCjKyS3rhAhWEswJIVqUotNh7ZKMuWMHqg4dpjItHbxeFFXFvm8TkT9uoyhlEIV9hmsW1HVpH0p2QQWFpS4qqrzsyyiB0ZpkLRrJV1WF63guzpzjuI77H5lFxTjz8vGUlbVQoT5Unw/V7Qaq8JaV4c7Pr/NUncWCMTYWU0Ic5g4dMHdIxNwhEUNUlAR5ImhIMCeEOC90RiO2Xj2xdEkma9s+rPnZKD4fOq+H6L0bidq/hdKufSjoPRxXZEyzylIUhYHd7Xy7LRefTyUtp5wDR0tq7BYhtKWqKr6KCkp/2ERVRgbOzCxcx4/jKSpueqaKgmIyoRgM/lY2vf+BXu8PtE421KnV//H5UD1eVK/H/6/H4w/oGuh69VVV4Tx2DOexY5Rt3Bw4rrPZsHRKwtqtK9auXbAkd0YfEtL01yJEC5JgTghxXunMZhztk6mITUQBovZvQef1oPN5iTy4g8iDOyjr2J2CPpdR2a4DNLF1JNRq5JLTulvfXH6Yx+/sj9mo1+7FXMR8Tiee4mI8RcWBf1W3m+Jvvj37xTodJrsdfVQkBrsdY7QdY3Q0hsgI9GFh6END0YeFUvjVyma3jqmqiurxEHn5CH83bmkp7oIC3Hn5uPLycefl4S4oAG/NgM9XUUHFvv1U7NsfOGZKiMfaozshl/TC53KhM5maVTchtCLBnBCiVahGE3kDRlHQezj2vRuJOrAVvds/KSLs2EHCjh2kMqY9RSmDKE2+BNVgbHQZp3e3niiu4oPVR/jp+C5av5QLnurx4CkpORW4FRfjqzj7On66kBDMCfGY4uMxJcT5/42PJ65HdxS9nsLCwgav16KbU1EUFKMRU3wcpvi4Os9RPV5cubk4M7NwZmbizMyi6ugxvCU1Z0O7co7jyjlOyZq1ABiiIjHGxmKMjcVgl25Z0XokmBNCtCqvLZS8IVdS0O9yIn/chn3vRowV/rFU1vxsrPnZxG1aSXG3fhSnDMIVEX3OeZ/Z3bpyy3H6dY2ib5eos198kVJ9PrxlZTVa3LznMLZNMZkwREUSPmwoluTOWDolYQgPr/tcfdtqHVUMesyJ7TEntodhlwL+Fj1PYSGVh9OoPJxG1eE0qo4dq9GC5yny35/KHw+imEz+gDEhHmNMTJt7jeLCJsGcEKJN8JnMFPYZTmGvS4lI34N9zw9Yik4AoHdVEb13I9F7N+KI70RJ176UdeqJz2Q+a76hViO9O0ewK60YgNc/P8Rf7uhPeIh0kamqitfhqBG4eUpKGhxjBoBejyEiAkNUJIbISAxRkeisVhRFIeaG685P5VuYoigYo6MxRkcTPtQf4Pmqqqj48SAVe/dR+sOmGkGu6nLhPHoM59FjoNdjimuHKbE9pnbtJLATLU6COdHiYrannvO5xpNdaTaPu6WqE5C/7LMG02OOtt6Cs425Zw05n/dTM3o9Jd36UdK1L9a8LCIPbCU8fS86nxeAkONHCDl+BN+GLyjv2J2Srn0ob98VGviDmXxy39ZdacWUOty8ufww903t2WC32JnvD4fVCkBlZeO3CWsrAY6ntJSq9Az/I+MIlekZ+ByOhi9SFPRhYTUCN31oKIouuJYpPdvve2PobDYix472z9Q9kYf7eC6uvBOnWu28XlzZObiyc/xdvAnx/hmy0dHSFStahARzQoi2SVGobNeBynYdOHHpOCIO7yLywFbMpf5xVjqvh/CMfYRn7MNrslDeoRtlST1wJHbBZzSfkZXCnT/pxp/e2E5ZhYcdh4v4dttxrhyU0Bqv7LzwVVVRdeQoVRn+4K0yPQNPQcNj1MAfqJweuBnCI1AM0rJUF53FgiWpI5akjqgeL+78PP+4utxc/5qKgOp2B1rsdFaLf/mTpI4yM1ZoSoI5IUSb57XYKOw9jMJLhmLJzybi8G7C0/dicPq3BtO7qohI201E2m58Oj0V7TtTntgVR0Kyf4ydohARYuLOa7ux8AP/7MQlq46Q0jGCxFhbQ0UHBcXtwlKYiyU/B2tBDulf5OPKzT3rIrv6sDB0NuupwC0yUmZoNpFi0AcmeKg+H+78fP/yLDnHwetvVfZVVlF58BCVBw9hjInB3CkJ7DJ+UzRfUAVz6enpPPjgg6xevRqA6667jueff57Y2FhNrhs6dCibNm2qdf2UKVP44IMPNHkNQohmUBSqYhOpik0kd+g4QrPSCE/fQ+ixQ4GZsDqfl9DMw4RmHgbAbQulIr4zJcogenXtypUD41i1LRe3x8c/PznAn2b1w2wKkpYnVcVQWY65OA9zUR7mwlysBTmYSgpQTgvcXHVcqpjNWDolYUnujDW5M5bkzhjsdgo+/fz81f8ioeh0mNq1w9SuHarH4180OTMLd15eIMB25+fjzs9HMRrhlimtXGMR7IImmCsoKGDs2LG4XC7mzp2Lx+Nh/vz57Ny5k40bN2Kq59vkuV6nqip79+5l8uTJTJlS8xerU6dOLf76hBCNpNNT3rE75R27g9eLLfcoYUcPEHb0x8BsWABjRTkRabs5nrYbgOFWKx1M0aTroshxxPD+Rx5+evMgdG1okLrq82EoL8FUVoSppOBU8Fach8F59jF7isHg38mgU1IgcDMlJATdOLcLQeBn0SERX5UT57FjVB05iq/C36rs36VCiOYJmmBuwYIFZGZmsmvXLnr16gXAsGHDGD9+PIsWLWLOnDnNui4jIwOHw8GkSZOYMWPG+XlRQght6PVUtE+mon0yucMmYi7MJSQng5CcDGy5R9GdNgHEV1lJ+8pM2pPpP5DzLT9+uwhL+wRM7eMxxcVhtNtx5eWht1r9szQ1DvQCC+4Wl5x8FOMpKvIPpj+Rhzs/n+4ezznlpSo6quztqIqOpyo6gaqYBCb+ZBCKIWg+3i8aOosZa/duWLp1xZNfQNXRo7iyc1q7WuICEDS/7UuWLGHMmDGBgAxg3LhxpKSksGTJknqDuXO9bs+ePQA1zhNCBCFFwRkdjzM6nsI+w8HrxZqfxRBzCVUZGVSmZeAtLa15idcT2NKpziwNBnQmEzqTCdWgR2c0+reU0ulA0aHodf6dKlQV1efzL+1x8v+qx0PF3n14KyrxVVbgrahEdTqb9NLctlCcke1wRsXijIw9+W871DMCNwnk2jZFUTDGxmCMjaGqRwvtTysuKkHxG19UVERaWhpTp06tlTZo0CCWL1/e7OvODOYcDgchMttIiOCn11MZl0T0FR2B6sVgi6hKT2dz6m7KjmQR4yomyl2GjronDKgeD16PB+/JrrHGcueeOOdzFaMRY2wsBfpQXOFRuMKicEbG4oqMwWsJ/skaoiaZcCK0EBTBXFZWFgCJiYm10hISEigpKaGkpISIiIgmX7d7927CwsJ44IEHeO+99ygvL6dLly48+eSTTJ8+vQVelRCiNfgXg/XvBzpy4ECe+c8eDmeVoVO9DI728dMhEfhKiin9YRO+ykp8lVWoLheq243P5TrrDNF6yzWZ0Nv83bb6sDD/DNLIiJP/+v9vjI3BEBGBotOx47u6WwmFEOJMQRHMlZ1cZdtmq/2t1HpyIU+Hw1ErmGvMdXv27KGsrIzi4mIWL15McXExL7zwArfeeitut5uZM2dq+pqEEK3PoNdxz6Qe/HnRTkodsKlQjy03jJ9d3R9vWXmNc61WK6qqUllejs/lBp8X1aeC6jvZtaqCovi7XnUKinLyX4OB2BsnSdenEKLFBMWni3rym3BDK2fXldaY6+666y68Xi/33ntvIG369On06dOHhx56iNtuuw39WQZBW6xWrBbLWV9HterV+asDy8YyGprW5dOmnfxRGZuwqXpdmnpv/XW4AO6vxvfzTM1979qa8fNpLLvdXs9xeGS2hT+++j1uj481O3LplhTNwDPqpigKiqJgCwtrdNnR7do1+hqbNb/R11Sr77XWxaHxz+BcytadnFV7tnO1rltrqH7f1EcnM4yFBoLiXRQa6t+Kp65tdKqPhdexoXNjrrv77rtrBHLg/0M1c+ZMcnNz2bt3bzNegRCiLUvpFMWvbu4feP7WZ3vZUxIUH49CCBEcLXNJSUkA5OTUnsKdnZ1NZGRknZMVmnrd6dqd/EZdXl7e4Hnnwu3x4D5tTaHq/TKbstejP78Lb32i6hYkrV5bU++tlnVoTVrfzzM1971b0YyfT2MVFja8lVXfTlauH9GBT9dn4lPhzTQTP+9USkerf/V+azP2Zj1b2XVpzr1pTHnN+R1patnVLXJnO1frurUGo9FY7zqoQmglKL56RkZGkpyczNatW2ulbdu2jSFDhjTruqysLHr37s3jjz9e67z9+/1b/yQnJ5+1nlWVlTgqKup9uGVxSCHatMkjOzIkJRoAp0/hjaNh5DmD4mNStFFutxuHw1Hvo+oCCFhF6wuaT6kpU6awcuXKQHAFsHLlSg4cONDgbNNzuS4xMZHi4mJee+01Sk9bf+ro0aO8/fbbjB07lvj4+BZ4VUKItkSnKMy5rhs9OviHXzi8Ol47GkaJu/4xT0II0dqCJph7+OGHsdvtXHXVVSxYsICnnnqKqVOnMnjw4MCODWlpabz77rukpaU16jqAl19+mczMTEaMGMELL7zAE088wdChQzEYDLz88svn/fUKIVqHyajnvqk9STD7d2Aocut5/WgY5ee2IYMQQpx3QRPMxcbGkpqaSv/+/Zk3bx4LFy5k8uTJrFixArPZDEBqaiozZ84kNTW1UdcBTJ48maVLlxISEsLcuXN5/vnnueyyy1i/fr3sCiHERcZmMfB/SWXYjf7xcsedBl780SwBnRCiTQqKCRDVUlJS6t3tAWD27NnMnj270ddVmzRpEpMmTWpOFYUQF4hwo8qcTmX8MyOcUo+OrEodL/5oZk7HKkIMTVs4WAghWkLQtMwJIcT5FmPycXenUsINPgCyKnW8eiSMco+MoRNCtB0SzAkhRANizScDOqO/NS7HaeDljHAKXfLxKYRoG+TTSAghziLW7OO+Hk4iTwZ0+S49L2WEk13V8K4wQghxPkgwJ4QQ5yDOovJATyexJv+kiDKPjn9mhHHIEVRDj4UQFyAJ5oQQ4hzZTSr3di4lyeqf1lrl0/HakTDWF5rPcqUQQrQcCeaEEKIRQgwqP+9USs9QFwA+FD4+HsKHOTa8MslVCNEKJJgTQohGMung9o7ljI4+tRXThiIL/8wIo0gmRgghzjP51BFCiCbQKXBdXCXT25djUPxNckcqjfwtLZxdpcZWrp0Q4mIiwZwQQjTD4EgX93QuDewWUenTsTgzjA9zbFR5W7lyQoiLggRzQgjRTB2tXn7TpZR+4c7AsQ1FFp5Pi+BAucx2FUK0LAnmhBBCA1a9yoxEB1MSHBhPdrsWu/W8fjScNz4/SKnD1co1FEJcqCSYE0IIjSgKDI9y8mDXErrZ3IHj3+3K43f/2saXG7PxeH2tWEMhxIVIgjkhhNBYtMnHXZ3KmJrgwKLzB2+VTi9LVmXwpzd2sPXHAlRV1jERQmhDBnMIIUQLUBQYFuXkkjAXq60prN1xAhU4XljJix8doFNcCDeO7Ei/rlEoitLa1RVCBDFpmRNCiBYUZlC5/ZpuzJvdj+4dwgLHj+Q6WPjBfp5YvItN+/Px+qSlTgjRNNIyJ4QQ50Hn+FB+/9M+7DhcxMdrj3E01wFAWk45/1j6IzERZsYNTmBU/3ZYzfLRLIQ4d/KJIYQQ54miKAzoZqd/1yi2/ljIJ98d41heBQD5JU6WrMpg6XdHGdorBlWFqDCTdMEKIc5KgjkhhDjPFEVhcEo0g3rY2ZtRwpebstmVVgxAlctH6o4TAITZDCTFhdIh1obFpG/FGgsh2jIJ5oQQopUoikLv5Eh6J0eSlV/B15tz+GFvHlUu/wzYsgoPe9KL2ZNeTEyEmfYxNtpHWzFLYCeEOI0Ec0II0QYkxtiYfXVXpl/ZmU3781n63TEKS08tNJxf4iS/xMnOw0XERppJiLYRb7fI+DohhARzQgjRllhMekb2i6Og1EVZhZvMvAqy8ipwVHkC5+QVO8krdrLzMESEGImzW4m3W4gMlTF2QlyMJJgTQog2KsxmpFenCHomhVPqcJOVX0FWfgUVVd7AOSUONyUONz8eK8Vs1BFnt9Ih1kbvzhHSaifERUJ+04UQoo1TFIWIUBMRoSZ6dYqgxOEmt7CS44WVFJef2jbM6fZxNNfByx8fQK9T6JYYRt+ukfTrEkWHWJu02glxgZJgTgghgoiiKESGmogMNZGSFEGl00tuUSW5hZXkFTsDiw97fSoHjpVy4FgpH6w+SlSYiT7J/sDuks4R2Czy8S/EhUJ+m4UQIohZzXo6x4fSOT4Ur9dHfomTEIuBXWnFnCiuCpxXVOZi7c4TrN154lSrXZdIOlbpSTB7kUY7IYKXBHNCCHGB0Ov9Y+YmX9ER8O8DuyutmF1pRew/Worb41/y5PRWO4gg3OAjJdRNSqiLHiEerHrZWkyIYCLBnBBCXKDi7Vbi7VbGD0nA5fay/2gpu9KK2JlWzImiU612pR4dm4rNbCo2o0Olk9VDSqibnqFu2luk1U6Itk6COSGEuAiYjHr6dY2iX9cofgrkFvlb7bZ8f4DDDiNu1R+x+VBIrzSSXmnkizwIM/hICfEHdt1D3dik1U6INkeCOSGEuAjFRVmJG2xlQNYW3D5IqzCyv9zIgXIjea5TO0yUeXRsLjGzucSMcrLVrmeom5STrXY6abUTotVJMCeEEBc5o46TY+b8y5wUuHSBwO7Qaa12KgoZlUYyTrbahep9ge7YHtJqJ0SrkWBOCCFEDdEmH5fbnVxud55stTNwoNzE/jNa7cq9OraUmNlystUuyeph0Lpj9O0SRaf4EHQy2E6I80KCOSGEEPXyt9p5SAn1cANQeFqr3cEzWu2OVBo5svYYH689RrjNSJ/kSPp2jaRPciShVmPrvhAhLmASzAkhhDhndpOPEXYnI+xOPIFWOyP7y02cOK3VrrTCzfo9eazfk4eiQJeEUPp2iaJv10giI6PQyWA7ITQjwZwQQogmMeigR6iHHqEerqeSQpeOrK6D2Hm4iH1HSnC6/evaqSoczi7ncHY5S787RkTIAQamxNIj0Uaf5EjCbNJqJ0RzSDCnIYNBbqdWdDo9Pp/37CeKcyL3s/mq9zU1Go243e6znH1xspt89BgYz9iB8bg9Pg5mlrLz5KLF2fmVgfNKHC5Wb81i9VZQgOSEUPp2iaRv1yiS40Ol1U6IRtK1dgUaIz09nZtuugm73Y7dbmfWrFnk5eVpdl1T869mMMq3y2ZT/A+9Pqjemm2X3E/NKIqCoiiYTKbWrkpQMBp0XNI5kulXdubJ/xvIc78YzKyJXRjY3Y7VfKo7VgXScsr5ZF0mTyzexS9f2Mjz7+1l2bpjHHIYcPla7zUIESyCpimpoKCAsWPH4nK5mDt3Lh6Ph/nz57Nz5042btxY7wfsuV7X1PyFEEKcXXSEmbEnW+0io6LZl1HA5n0n+GFPNll5FYHzKp1edqcXszu9GAhHh0qixUtnm4eOVg+JFg8xJp+sbyfEaYImmFuwYAGZmZns2rWLXr16ATBs2DDGjx/PokWLmDNnTrOua2r+QgghGsdo0NGvWyz9usVy/fB2FJQ62Z1WzO70In7MLKPUcaob24fCsSoDx6pO/bky61QSLR4SLd7AvzEmLwZpgBYXqaAJ5pYsWcKYMWMCgRbAuHHjSElJYcmSJfUGW+d6XVPzF0II0TzR4WZGD4hj9IA4VFUlr9jJj5ml7F63m/QKY41ZsgBOn0JahZG0ilNDW3SoRJt8tDN7iTN5aWf2P6JNPqw6VfaXFRe0oAjmioqKSEtLY+rUqbXSBg0axPLly5t1XVPzF0IIoS1FUWgXZaFdlIWe6f7uV4dH4WilgcwqPVlVBrIq9RR7agZ4PhTyXHryXHr2nJGnRecjyujDbvJhN/qIMnqJNPoIM6iEG3yEGXwYpVVPBLGgCOaysrIASExMrJWWkJBASUkJJSUlRERENOm6puYvhBCi5YUYVHqFuekVdqr7tdyjkFVlILNST65TzwmXnhNOfWAR49NV+XTkOHXkOOsvw6I7FdyFGPyteTa9ilWvYtGr2HQqVr3P/1ynYtSpmHRgUlT0CtLyJ1pVUARzZWVlANhstlppVqsVAIfDUSvYOtfrmpq/EEL8f3v3HxRF/cdx/Hl3wAkHJxg/Ss2idEwl8wfQ5KhQA1NqNo2ZqaWZjU41mZlaadlPrYx+To41jVNU04xTWU0/ppy0osQpDFTMn5SihoSgYELAedx+/6DbbydqcDBtW6/HDOPy+ezuvW/B8+VnP7sr1oiNMEKeJwsQMKDuhJOq5taAV+1zcvSEi1qfk9oTTgKcPnE1BZw0+Qh5XFl7OTGIdEKkwyDK2foV6QCnwyDCAU4HRDiMk/5s3c4RcNM/KaxDIGKyRZgzjNaHNzvO8F+fU/W1d7tw9x/U0tJ6/67m5mbcbvdp1zMMo/XumSfv+7Rb/Pf4/f4u3d9//dh29fE8WWeP79/58znT3+FTrn/S942Njaft6+rXDuc1wn29rv4ZtOe1a2tr27V+R2tzOVqfK3tWVICBcaH3AgwYcMzv5KjPydETTn7zOznud/Kb38HxP5aP+500Bzp+RAI4aA5AMw4I43aO/fGZ/46IhMMWYS42NhYI/TANCrZ5vd6wtwt3/0ENDQ0M6R0ADoDvTO8klD+t9bTutvZvEiotNtwt/zPCPrag49sOnf3d7e7/uctq+StffdXB1/J24c//q686vElnzgN06L125ftsffGu21dX1/aHbn98JZstBq0pzLpA1dDQQGJiomWvL/ZmizDXp08fACorK9v0HTp0iPj4eDweT9jbhbv/oJSUFDIzM/F4PLhcHR+iFxGR/6aWlhYaGhpISUmxuhSxMVuEufj4eFJTUykpKWnTt3nzZtLT0zu1Xbj7D+rWrRvnnXdee96KiIhICI3ISWfZ5mLs6667jnXr1rFr1y6zbd26dezevZvJkyd3ertw9y8iIiJiJYdhnGJG/j9QdXU1aWlpREREMH/+fJqamnj66afp27cvhYWFuN1u9u7dy8aNGxkxYgQXXHBBu7fryHoiIiIi/yS2CXMAu3fvZt68eXzzzTfExMQwduxY8vLySEpqva47Pz+fW265hddff50ZM2a0e7uOriciIiLyT2GrMCciIiIioWwzZ05ERERE2lKY66R9+/YxYcIEevToQY8ePZg+fTrV1dVWl2VLa9euZdSoUcTExBAbG0tOTg7fffed1WXZXmlpKVFRUTzyyCNWl2Jb1dXVzJo1i5SUFLxeL9nZ2frdDFNxcTG5ubl4PB68Xi/jx49n9+7dVpclYmu2uDXJP9WRI0e4/PLL8fl83Hffffj9fvLy8igtLaWoqIioqCirS7SNgoICxowZw6BBg1i2bBl+v5+VK1eSlZXFt99+S2ZmptUl2pLf72fGjBmcOHHir1eWUzp+/DijR4/m0KFDzJs3j4SEBFasWMEVV1xBUVERaWlpVpdoG7t37yY7O5uYmBgeeughAJ599llGjhzJ1q1b6dmzp8UVitiUIWFbvHix4XK5jB07dphtX3zxhQEYr776qoWV2c+QIUOMPn36GA0NDWbbr7/+aiQkJBg5OTkWVmZvjz32mBEVFWUAxsMPP2x1Obb0wAMPGA6HwygoKDDbKisrjejoaGPatGkWVmY/t912mwEYJSUlZltRUZEBGAsWLLCwMhF702nWTli9ejXZ2dkMGDDAbMvJyaF///6sXr3awsrspba2lq1btzJp0iRiYmLM9pSUFLKysti4caOF1dnXtm3bWLp0KUuWLLG6FNsyDIP8/HzGjRvH6NGjzfazzz6bZ555hlGjRllYnf3s3buXxMREhg4darZlZGRw1llnsW1bpx6+J/KfpjAXptraWvbu3cvw4cPb9A0bNozi4mILqrInr9dr3hbmZDU1NUREaDZAR/n9fm655RZyc3O56aabrC7HtsrLy6moqCA3NxdoDXf19fUA3HHHHcyaNcvK8mynX79+HD16NGRe8dGjR6mrq+Occ86xsDIRe1OYC1NFRQUAvXr1atN3zjnncOzYMY4dO/Z3l2VLLpeLfv36tZkvU1paSmFhISNGjLCoMvtavnw5ZWVlvPLKK1aXYmtlZWUAJCcns3DhQuLj44mLi6Nv3758/PHHFldnP/feey+9e/dmypQplJaWsm3bNqZMmUJUVBR33XWX1eWJ2JaGPMJ0/PhxgJDTgkHR0dEANDQ00L1797+1rn+L+vp6pk+fDsD9999vcTX2sn37dh577DFWrFhB7969KS8vt7ok26qrqwNgyZIlREZG8uKLL+JyucjLy+Paa69l7dq15OTkWFukjfTp04fFixdz5513cskllwCt/5l77733Qk69ikjHKMyFyfjjXssOh+O065ypT07v999/55prrmHr1q0sWrSIrKwsq0uyjZaWFmbMmMHIkSN1CrALNDc3A62hbs+ePSQkJAAwfvx4LrzwQhYtWqQw1wFLlixh6dKlZGVlMXv2bFpaWnj55ZeZNGkSa9asYfz48VaXKGJLCnNhio2NBaCxsbFNX7DN6/X+rTX9G9TV1XH11VdTWFjIzJkzWbZsmdUl2Urw1jgbNmygpqYGaJ3fCa0huaamhh49euB0aoZFe3g8HgAmTJhgBjmA+Ph4rrnmGt544w3q6+vNzwM5vbq6OvLy8khPT2f9+vW4XC4AJk+eTEZGBrNmzWL//v16DrZIGPSJHqY+ffoAUFlZ2abv0KFDxMfHm/8QSPscPnyYyy+/nMLCQmbPns2qVas0utlBn3/+OT6fj8zMTJKSkkhKSmLYsGEA5nOGDxw4YHGV9hGcE5ucnNymLzk5OeSCCDmzsrIympubmTJlihnkACIjI7nxxhupqqpi165dFlYoYl8amQtTfHw8qamplJSUtOnbvHkz6enpFlRlX8ePH+fKK69ky5YtzJs3j+eee87qkmzp2WefNUfigqqqqrjpppuYNm0a06dP5+yzz7aoOvtJS0vD7Xazffv2Nn379u2jW7duJCUlWVCZ/QRH3FpaWtr0BdsCgcDfWpPIv4a1t7mztwULFhgRERHGzp07zbbgTYNXrVplYWX2M23aNAMw5s6da3Up/zr79u3TTYM74frrrzciIyONH3/80Wzbu3ev4Xa7jRtuuMHCyuzF7/cbPXv2NAYOHGg0Njaa7Y2NjcaAAQOMxMREw+fzWVihiH05DOOPmfzSYdXV1aSlpREREcH8+fNpamri6aefpm/fvhQWFmruRzvt3LmTgQMHEh8fz/PPP3/K+8rpXmnhKy8vJzU1lYcffljPZw1DeXm5+Ti5uXPnEhUVxYsvvkhDQwPFxcVccMEFFldoHx988AETJ05k0KBB3HrrrbS0tPDaa6+xY8cO3nrrLW688UarSxSxJ6vTpN3t2rXLGDNmjOHxeIykpCTj5ptvNg4fPmx1Wbby8ssvG8AZvyR8GpnrvJ9//tmYOHGi0b17d8Pr9Rrjxo0LeYyftN/69euNrKwsIyYmxoiJiTFGjhxpfPbZZ1aXJWJrGpkTERERsTFdzSoiIiJiYwpzIiIiIjamMCciIiJiYwpzIiIiIjamMCciIiJiYwpzIiIiIjamMCciIiJiYwpzIiIiIjamMCciIiJiYwpzIiIiIjamMCciIiJiYwpzIgLAuHHjcDgcOBwOdu7cedr1pk6disPhwOl0Ulxc3K59f/rpp+a+X3rppa4qWUREUJgTkT8MHjzYXN6xY8cp1ykuLmb16tVAa6gbPnx4u/a9adMmczkzM7MTVYqIyMkU5kQECA1z27dvP+U69957L4Zh4Ha7WbZsWbv3XVRUBEBkZCRDhgzpVJ0iIhJKYU5EgL8Oc5999hlffvklAHPmzOG8885r976DI3MXX3wxbre7k5WKiMifKcyJCAD9+/c3g9bJp1kDgQD33XcfAAkJCSxevJiamhoWLVrERRddhMfjwePxkJmZaZ6GDdq3bx81NTUAZGRkmO05OTk4HA7cbjfNzc1m+/r16835dU899ZTZ3tLSwsqVKxkxYgTx8fFER0eTkZHBmjVruvZAiIjYTITVBYjIP0NERAQDBgxgy5Yt7NmzB7/fT0RE60fEG2+8wbZt2wB48MEH8fl8jBo1irKyspB9bNq0ialTp+L1ehk7dqzZFhQMc4FAwGwfPHhwyGjd999/by4H59f9/vvvjB07loKCgpDX++GHH5g4cSL5+fncfPPNXXIcRETsRiNzImIKnmr1+XxmUGtqauKhhx4C4Pzzz+fOO+9k5cqVHDx4EIfDwTvvvEN9fT1r164FwDAMPvzwQ3Ofpwpzu3bt4rfffgPaXhARnF/ndDrN9efMmUNBQQEOh4O8vDyOHDnCnj17uPTSSwF44IEHuvQ4iIjYicKciJhOdUXrCy+8wC+//ALAE088QVRUFI8++iiNjY3U19dz/fXX4/F4QubQxcbGmsvBcBYTE8OgQYOAU4++nbz+RRddRFxcHAcOHCA/Px+AadOmcffdd+P1eklNTWXOnDkAVFRUsH///i45BiIidqPTrCJiOvkiiOzsbHPeWnp6OpMnTzb78vPzKSkp4ZdffuHXX381R9oA84rVQCBASUkJAMOGDcPlcgGnD3MHDx6ksrIypP3LL78kEAgA8Oabb/Lmm2+esvampqbw37iIiI0pzImI6eQw9/jjj3Ps2DEA8vLycDgcfP311+Tm5uL3+7n44ouZNGkSgwYN4u233+aTTz4B4LLLLgNaR/fq6+uB0IsfgmEuLi6O/v37m+0bNmwwl4OnUKuqqtpVe8+ePTv8fkVE/g0U5kTElJKSQnJyMocPH+bbb7/lyJEjAFx99dVkZ2cDrada/X4/aWlpbN68GZfLRSAQ4P777wcgMTGRfv36AaeeL+fz+fjxxx8BGDp0KE7n/2d7rFq1ylwOjswlJSWZbUVFRSGh8MiRI/To0QOHw9Flx0BExG40Z05EQgRH5yorK/H5fLhcLpYvX272B0fKamtrOXjwIBUVFcyePducszZs2DBz3eD8N/h/mKutrcXv9wOt8+ig9aKJpUuXmvexi46ONuu48soriYqKAmDhwoX89NNP1NXV8fzzz5OUlERMTAxvvfVW1x8IERGb0MiciIQYPHgw69atM7+fOXMmAwcONL/Pzc2ltLSUiooKUlNTAfB4PGZ/r169zOXgyFxCQgJ9+/YFWkf/zj33XA4ePMjnn39OTk4OVVVVlJWVER0dTWNjI0OHDjVvi9KrVy+efPJJ5s+fT0FBgTnqF3TVVVcxderULj4KIiL2oZE5EQnx53lzHo+HRx99NKT/8ccf5/bbbycxMZG4uDjGjx/P999/T3JyMgDl5eUANDc3U1paCrRePPFn7777LsOHD8ftdrNjxw7S09PZtGkThmEAba9wveeee/joo48YPXo0Ho+H2NhYMjIyePXVV3n//ffNCytERP6LHEbw01NEREREbEcjcyIiIiI2pjAnIiIiYmMKcyIiIiI2pjAnIiIiYmMKcyIiIiI2pjAnIiIiYmMKcyIiIiI2pjAnIiIiYmMKcyIiIiI2pjAnIiIiYmMKcyIiIiI2pjAnIiIiYmMKcyIiIiI2pjAnIiIiYmP/A1jYc5c97nWfAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', legend='Region', kde=True, kde_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other options" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A couple of other options are available to present histogram data. Starting with our basic example from section 2:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cumulative" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we enable \"cumulative\" mode so that each subsequent bin contains the total number of counts from the previous bins:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', hist_cumulative=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalize" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we enable `hist_normalize=True` to normalize the histogram such that each bin's raw count is divided by the total number of counts and the bin width so that the area under the histogram integrates to 1." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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xMTGkp6e7PG4RERFXOX0Oe86cOSxfvpyTJ09isVgA+OSTT/jkk0+Ainuzr7/+ery9vQHIyclxaaCnT5+mf//+lJSUMHPmTEpLS1m0aBEpKSkkJSXV6baxd999l7fffpuIiIgqZenp6URGRmK1WpkzZw4Aixcvpk+fPuzZs4c2bdq4NH4RERFXOB3YzZo1Y8OGDaxbt47HHnvMEdr254eXlJQ4LkKzWCwu39YVGxtLZmYmqampdOvWDYBevXoRHR3NsmXLmDx5co11y8rKmD9/PvPmzatxnbi4OPLz80lMTOSmm24C4NZbbyU8PJxXXnmFRYsWuTR+ERERV7h00VnXrl159NFH8fHxAeDEiROsXr2aOXPmcPvtt+Pv74/NZsPNzY2nn37apYHGx8cTGRnpCGuAqKgounTpQnx8fI31iouLCQkJYe7cuYwbN47g4OBq18vIyKBFixaOsAbo2bMnV1xxBampqS6NXURExFWG3NZ19uxZ9u3bR4sWLRgwYAADBgxwlB0/ftxxTthZ2dnZZGRkMGzYsCplISEhrFq1qsa6xcXFnD17lg8//JDhw4c7bjX7tc6dO5OQkMDJkycJCgoC4MyZM+Tk5OgtYyIi0uAMua3LYrHQvXv3astat27tUlgDZGVlAVQ7O27dujW5ubmOR6D+mp+fHwcOHGD48OG19jFjxgyuuuoqRo0aRUpKCqmpqYwaNQpPT0/++Mc/ujR+ERERVxkywz5+/DhTp05lx44dtGrVipCQEHr16kWvXr3o3Lmzy+3n5eUBYLVaq5TZL2orKCigefPmVcrd3Nxwc7vw95J27doxe/ZsHnnkEXr06AGAu7s7H3/8caXD5CIiIg3BkMD+wx/+wBdffIHFYuHw4cNs3bqV119/HQB/f3/Cw8Pp1atXrRd91cZ+IZv9wrbq1FZWF8888wwvvPACERERTJkyhbKyMt544w2GDx/OihUriImJcal9ERERVxgS2N988w0Wi4WmTZtitVo5ffq0oyw7O5s1a9awdu1apwPb19cXgKKioipl9mWuHHbPyclh0aJFhIWF8fXXX+Pu7g7AyJEj6dmzJ5MnT+aHH37Ay8ur1nYCAgIICAiosby8vNzx5eNis3qfapB+68v+xcv6nyMnztKT9SrYjy5pf7hO+9I4jWlfWiyWWo/yNmlS9xg25Bx206ZNAdixYwcnT57khx9+4MMPP+Txxx/n5ptvdvnVmu3atQMqDr3/2rFjx/D393dcqe6MAwcOcO7cOUaNGuUIa6i4l3zMmDGcOHGCtLQ0p9sXERFxlSEz7AEDBvB///d/NGvWDKh4lWbbtm257777gIp7snft2uV0+/7+/nTo0MFxX/cv7dq1i7CwMKfbBhwz57Kysipl9mW/fuyqM4qKiigsLHS5HWcUVnN04lJkn1m7Ot4zZ84YMRzTs89gtD9cp31pnMa0L61Wq0sTyl8yZIY9b968Sk8I+zVPT0969erlUh9Dhw4lISGh0kw3ISGB9PR0Ro4c6VLb1113HW3atGHp0qUUFxc7lhcXF7N8+XJatGhR41Xwv5Sdnc3Jkydr/DRUWIuISMMoLCysNReys7Pr3JYhgX3ffffRokULli1bxvDhw12aTddkxowZBAYGcttttxEbG8uCBQsYNmwYoaGhjB07Fqh4+MkHH3xARkZGvdp2d3fntddeIy0tjfDwcJYsWUJsbCxhYWGkpaURFxeHh4eH4dskIiJSV4YE9u7du/nxxx8BWLFiBWFhYbRq1Yp7772Xl156icTExGovGKuPoKAgEhMT6dGjB3PmzCEuLo7BgwezevVqxyHtxMRExo0bR2JiYr3bv/fee1m3bh2BgYHMnj2bZ555hoCAAFatWsWYMWNcGruIiIirLDYDLlvu2bMnKSkpnD9/vnLjv7jVqkmTJo43eF1usrOzSUhIIDQ01HEe/1KzcpM5Xm9q1DnswX1ce3b95aIxnSv8rWlfGkf78r/y8vJITk4mKiqq1ruMwKCLzrZv3+64sGzbtm0kJSWRlJTEwYMHHeuUlpYa0ZWIiEijZEhgw38vLPvlxWXZ2dkkJSU5QlxEREScY0hgL1y4kPDwcHr27Fnp8vWAgIAqLwMRERGR+jMksGfNmuV4mkvXrl0djyINDw/nhhtuqNOzvEVERKRmhh0St9lslJWV8d133/Hdd9+xdOlSoOLlHDfddBO9evXi5ZdfNqo7ERGRRsWQqW9CQgLz58/nnnvu4corr8Rmszk+hYWFbN68mVdeecWIrkRERBolQ2bYt956K7feeqvj98zMTDZt2sQ777zD+vXr8fb2brCXXoiIiFwOfpOTy1dddRUjR44kISGB5557DpvNxvbt23+LrkRERBoFQwL71w9M+aWnn36aTp066ZC4iIiICww5JO7n58cNN9xAeHi449OlSxdHeatWrfjqq6+M6EpERKRRMiSwz507x44dO9ixYwevv/46AM2aNeOmm27CarXy9ddfO96ZLSIiIvVn2EVnO3bs4OzZs45lZ8+erfQSjrq8nlJERESqZ0hgJyQkYLPZSEtLY9u2bY7P3r17KS0tpW3btvzlL38xoisREZFGybAHp1gsFrp160a3bt2YMGECUHExWnZ2Ni1btjSqGxERkUbJsMCGioBOTk7m7NmztG3blm7duimsRUREDGDYfdgrVqzgqquu4ne/+x133nkn3bt3p3Pnznz88cdGdSEiItJoGRLY3377LSNHjuTUqVOVHkt66NAhRowYwfPPP29ENyIiIo2WIYfEX3zxRcrKyrjiiit45JFH8PPzY+fOnaxYsYLi4mLmzZtHREQE/fr1M6I7ERGRRseQwP7222+xWCx89NFHREZGOpY/99xz3HHHHRw8eJC4uDgFtoiIiJMMOSSem5sLQFhYWKXlHTp04J133sFms7FlyxYjuhIREWmUDAnsFi1aABUz7V+7/vrrAcjJyTGiKxERkUbJkMD+3e9+h81m4/7772fnzp2Vyj755BMAgoKCjOhKRESkUTLkHPZjjz3GihUryMrKIjw8nJtvvpmbbrqJY8eO8dlnn2GxWOjfv78RXYmIiDRKhgT27373O55//nmefvppbDYb3377rePwuM1mo2nTpsyePduIrkQaxMpNRw1tb3Cftoa2V9P4rN6nACgsKqpXe0aPT0RcZ9iDU2bPns2nn37quPDMfi929+7dWbduHV27djWqKxERkUbH0EeT3nPPPdxzzz3k5uZy/PhxmjdvTuvWrY3sQkREpFFyeoZ9/vx55s2bR9u2bdmxY0elsubNmyusRUREDOTUDLu8vJyBAweSkJAAwE8//VRlnalTp3Lo0CHee+89vQtbRETERU7NsN9++23WrVvnuKCsOgcOHCA5OZnevXuzefNmlwYpIiLS2DkV2MuXLwfg9ttv5/jx4wwcOLDKOj4+PgDk5+czbNgwzp4968IwKxw+fJghQ4YQGBhIYGAg48eP5+TJk/VqY8qUKZUen/pL4eHhWCyWKp9hw4a5PHYRERFXOHVIfO/evVgsFuLi4vDz86t2ncTERP7+97/zwAMP8PPPP/Paa6+5dGvX6dOn6d+/PyUlJcycOZPS0lIWLVpESkoKSUlJeHp6XrCNd999l7fffpuIiIgqZTabje+++47BgwczdOjQSmVXX3210+MWERExglOBXVxcDEBwcHCt640ZM4bMzEyefPJJPv30U5cCOzY2lszMTFJTU+nWrRsAvXr1Ijo6mmXLljF58uQa65aVlTF//nzmzZtX4zpHjhyhoKCAe+65h7Fjxzo9ThERkd+CU4fE7Vd/79q164Lrjh8/HoD09HRnunKIj48nMjLSEdYAUVFRdOnShfj4+BrrFRcXExISwty5cxk3blyNXzL27dsHUKl9ERGRS4VTgd23b19sNhtz586ltLS01nXt5efPn3emKwCys7PJyMggNDS0SllISAjJyck11i0uLubs2bN8+OGHLFu2jCZNqj+o8OvALigocHq8IiIiRnMqsKdMmQJUnKceNGgQP/74Y43rLlmyBLjw4fPaZGVl1dhG69atyc3Ndbzi89f8/Pw4cOAAw4cPr7WPvXv30qxZM5544gmaNWuGr68v11xzTa2zdxERkYvFqXPYffv25Q9/+AN//etfWbNmDf/zP/9DTEwMd9xxB507d8bX15cffviB5cuXO17+MWDAAKcHmZeXB4DVaq1S5u3tDVTMiJs3b16l3M3NDTe3C38v2bdvH3l5eeTk5LB8+XJycnJYsmQJo0aN4vz584wbN87p8YuIiLjK6UeTvvrqqxw/fpzPPvuMkpISPvnkE8erNH/JZrPh7+/PzJkznR6kzWYDwGKx1LhObWV1MWXKFMrKynj44Ycdy0aOHEn37t2ZPn06o0ePxt3d3aU+REREnOV0YDdp0oSVK1fy7rvv8txzz3H0aPVvC2rXrh3x8fG0a9fO6UH6+voCUFTNG4fsy2q6vayuHnzwwSrLvL29GTduHM8++yzfffcd119/fa1tBAQEEBAQUGN5eXm548vHxWZ/a9Olzv7Fy/qfIyfOCgwMNGI4Dkbvv4s1Pmf3p9HjuxzYj9Rp37iuMe1Li8VS61Hemq6rqnZdVwdz//33c//995OYmMjmzZvJzMykoKCAoKAgbrnlFmJiYvDw8HCpD3vYHz9+vErZsWPH8Pf3dzyoxWgtW7YEKh4AIyIi0lAMe1tXv3796Nevn1HNVeLv70+HDh3YuXNnlbJdu3Y5XunprKysLG6//XZGjBjBnDlzKpWlpaUB0KFDB5f6gIqjAYWFhS6344z6vg+5odhngq6O98yZM0YMx8Ho/Xexxufs/jR6fJcD+2xQ+8Z1jWlfWq1WwyaUhr5e87c0dOhQ4uLiSEtLc7xbOyEhgfT0dKZPn+5S28HBweTk5PD222/z+OOPOw6v//jjjyxdupT+/ftz5ZVXXrCd7OzsC97mJiIijUdhYWGtEzX7RdV14fTrNS+2GTNmEBgYyG233UZsbCwLFixg2LBhhIaGOp5MlpGRwQcffEBGRka92//LX/5CZmYmvXv3ZsmSJbzwwguEh4fTpEkT/vKXvxi9OSIiIvVimsAOCgoiMTGRHj16MGfOHOLi4hg8eDCrV6/Gy8sLqLgvfNy4cSQmJta7/cGDB7Ny5Up8fHyYOXMmixcv5pZbbmHLli16+pmIiDQ40xwSB+jSpQurVq2qsXzChAlMmDCh1jaOHDlSY9k999zDPffc4+ToREREfjtOzbD37dvXYLcniYiINEZOzbCvv/56fH19CQkJoWfPno6PEVdSi4iISFVOHxLPz89n48aNbNy40bEsMDCQsLAwwsPDHSHeqlUrQwYqIiLSmDkV2FOnTmXXrl3s3r2bnJwcx/LTp0+zdu1a1q5d61gWHBxMz549CQ8Pd+nxpCIiIo2ZU+ewFy9ezPr16zlz5gwHDx7kn//8Jz169AAqnvv9y09mZiaffvops2fPNnTgIiIijYnLt3V17NiRc+fOsWfPHtq0acObb77JqlWrWLhwoeMBJyIiIuIaQ27revHFF7FYLHz88cfcfPPNANxxxx088cQTjBo1is8++4x//vOfRnQlIiLSKBny4JSDBw8CVJlRu7m5sXDhQs6dO8c777xjRFciIiKNkiGBHRQUBEBsbGyVMvurw7755hsjuhIREWmUDAnse++9F5vNxvz584mJieGrr74iKyuL/fv3M3nyZADKysqM6EpERKRRMuQc9nPPPce6detIS0tj1apVVR4farFYiIiIMKIrERGRRsmQGXbz5s3ZtGkTo0ePxmKxVLm16+qrryYuLs6IrkRERBolw17+ERgYyAcffMALL7zAl19+yaFDh/D29qZr164MHz7c8UYtERERqT/D39bl7u7O7bffTps2bfDx8TG6eRERkUbJsPdhv//++7Rr14727dvTtWtXmjdvDsDf//53vdlLRETERYYE9ieffMLvf/97MjMzK527Bpg8eTL33XefEd2IiIg0WoYE9osvvgjAzTffzAcffOBYfubMGYqLi/n000/529/+ZkRXIiIijZIhgb13714sFgvvv/8+I0aMcCwPDAxk8eLF2Gw23nrrLSO6EhERaZQMCWz7FeBXXHFFlbJJkyYBsH//fiO6EhERaZQMCexrr70WgPfee69K2alTpwB04ZmIiIgLDAnsMWPGYLPZmD59Og888IBjeXJyMg888AAWi4XQ0FAjuhIREWmUDAnsBx98kH79+lFeXs7y5cuxWCwAhIeHk5iYCMCf/vQnI7oSERFplAwJbDc3N1avXs3EiROrPJrUw8ODl19+mbvvvtuIrkRERBolw5505u3tzbvvvsu8efNYv349J06cICgoiAEDBtCmTRujuhEREWmUDAnsCRMm0K9fPyZNmkTbtm35/e9/b0SzIiIi8h+GHBJfvnw5kydPZuzYsZSWllYqs9lsTJ06lU8++cSIrkRERBolw54lDvCPf/yDO+64g7NnzzqWlZeXs2TJEoYPH25kVyIiIo2KoW/rstls/Pvf/6Zv376sWrWK4ODgSmWXs92ZbvxcdgJPr5yGHoqYwMpNRxt6CLUyenyD+7Q1tD2RhmTkv4+Sc+do6V63dQ2dYT/yyCPYbDb27t1L79692bdvn5HNi4iINFqGBnZcXJzjRSBHjx6lb9++rF+/3sguREREGiVDAxtgxowZvPfeezRp0oTc3FxiYmIMa/vw4cMMGTKEwMBAAgMDGT9+PCdPnqxXG1OmTCEyMrLasjVr1tC3b1+sViu+vr5ERUWxdetWA0YuIiLiGsMDG2D8+PF89tlnWK1Wzp8/b0ibp0+fpn///mzdupWZM2cybdo0PvvsM6KjoykpKalTG++++y5vv/12tWUbNmzgzjvvJCcnh/nz5zN37lwOHTpEREQESUlJhmyDiIiIswy56Oxf//oX3377LW5u/83/O+64g6+//pqYmJh6z4KrExsbS2ZmJqmpqXTr1g2AXr16ER0dzbJly5g8eXKNdcvKypg/fz7z5s2rcZ3HH3+ctm3bsm3bNqxWK1DxxaNbt2489dRTrFu3zuVtEBERcZZTM+yZM2eydu1ax+8xMTEsWLCgynrh4eFs3ryZ22+/nebNmzs/SiA+Pp7IyEhHWANERUXRpUsX4uPja6xXXFxMSEgIc+fOZdy4cZWuXLfLzs5mz549DB8+3BHWAK1atSIiIoItW7a4NHYRERFXOTXDXrRoEYsXL6akpAQ3Nzf69u1Lr1696NmzJ+Hh4XTo0MGxbqdOnfjqq69cGmR2djYZGRkMGzasSllISAirVq2qsW5xcTFnz57lww8/ZPjw4bRv377KOn5+fqSnp+Pj41Ol7NSpUzRpYujdbyIiIvXmdBL98r7qzZs3V5qFXnHFFY7wtn+uuOIKpweZlZUFUO3suHXr1uTm5pKbm1vtLN7Pz48DBw7UGrru7u507ty5yvKUlBQ2b97MgAEDnB67iIiIEZwK7JSUFP797387zln7+PhQUFDgKD916hRfffVVpZl1hw4dOHjwoFODzMvLA6h0uNrO29sbgIKCgmoD283NrdK59brKz89n/PjxAMyaNave9UVERIzkVGB3796d7t27O34/e/Ys+/btIykpyfHZu3dvpeeKHz582OlB2mfz9vdsV6e2svoqLCxk0KBB7NmzhyeffJKIiAjD2hYREXGGU4G9b98+rr32WkdIWiwWR4hPmjQJqDh3vHPnzkoh7ixfX18AioqKqpTZl/n5+Tnd/i/l5OQwcOBANm/ezKRJk5g/f36d6zb19sa7adMayy/3x7Mawf53yvqfIyfOCgwMNGI4DlbvU4a2d7EYtT9dZfSfR0OwH6m7HLaloZl9X9b3/4PaJpRubm5QtzuTnQvs66+/Hl9fX0JCQujZs6fj88uLzZo2bUrv3r3p3bu3M11U0q5dOwCOHz9epezYsWP4+/tXe8FYff38888MGDCA3bt3M2XKFN58801DZ+4iIiLOcvqis/z8fDZu3MjGjRsdywIDAwkLCyM8PNwR4q1atXJ5kP7+/nTo0IGdO3dWKdu1axdhYWEu95GXl+cI66lTpxIbG+tym792vrTUsAfJXK7sM8HCao6m1MeZM2eMGI6Dq+NpKEbtT1cZ/efREOyzwcthWxqa2fdlff49eXh44OnhYUi/TgX2tGnT2LFjB8nJyeTn5zuWnz59mrVr11a6Rzs4ONhxxfjMmTOdHujQoUOJi4sjLS2Nrl27ApCQkEB6ejrTp093ul27hx9+mN27d/PYY485HdbFRUWUl5e7PBYREbk8nD9/vtaJWsm5c/jV8W1dTt+HDRXnZPfv309SUhLbt29n+/btpKSkVHpUaGZmJllZWaxcudKlwJ4xYwbLly/ntttuY9q0aRQXF7Nw4UJCQ0MZO3YsABkZGWzZsoXevXvTsWPHOre9f/9+3n//ffz9/bnxxhv54IMPqqxj70NERKQhuPREEIvFwrXXXsu1117LhAkTACgpKWHPnj2OEE9KSiI9Pd3lgQYFBZGYmMjUqVOZM2cOVquVwYMHs2jRIry8vABITExk4sSJvPfee/UK7A0bNgAVF5xNnDix2nUU2CIi0pAstotw6XJeXh7Jyck1viXL7LKzs3l56XratG6D53++PIhzjDrnOrhPWyOG42DkC+svpkvlHLbRfx4NweznXS8lZt+XRv5/UHLuHC3dM4mKiiIgIKDWdQ175uZPP/3EN998g6+vLzfeeCNXXXWVo6xZs2aXbViLiIhcDIYE9s6dO7n99tvJzs52LGvTpg233HILoaGhBAcHc+TIEZ5++mkjuhMREWl0DAnsp59+usqhjaysLFasWMGKFSsqrSciIiL159TrNX9t27ZtWCwW5syZw5tvvglU3M5ls9kcHxEREXGeIYFtf/HHzJkzmTJlCk2bNuXNN9/k4MGDhIeH4+vry6ZNm4zoSkREpFEyJLBbt24NwIEDBxy/79+/n44dO/L222+Tn5/P//3f/xnRlYiISKNkSGD36dMHm83G3Xffzblz52jdujVff/018N/ngP/yXLaIiIjUjyGBPWvWLKxWKz///DNeXl5069aNtWvX8sgjjzBmzBiASu/LFhERkfoxJLCvu+46Vq9eTb9+/YCK537bbDbeeOMNVq9ejcVicZSJiIhI/RkS2AB9+/Zl3bp1ANxxxx0899xzeHl5YbPZCAkJ4bXXXjOqKxERkUbHsMD+taeffpr8/HxOnz7N9u3bufrqq3+rrkRERC57hjw4pby8nGXLlnHw4EE6duxIWFgY119/PW5ubhd8NqqIiIhcmCGB/fDDD/PWW29VWma1WgkNDeXmm2+mV69e3HzzzY7bv0RERKR+DAnsjz76qMrTzAoKCti4cSMbN24EKl7FWVpaakR3IiIijY5hh8QtFgvvvPMOV1xxBdu3b+fbb78lKSmJ/Px8I7oQERFp1AwJ7MjISP71r39x77334u/vz6BBg4CKIN+7dy9bt27l22+/NaIrERGRRsmQq8SfffZZPDw8ePHFFys37ubGDTfcwJQpU3jvvfeM6EpERKRRMiSwr7/+eu6//34WLVrEPffcw1dffUVxcbERTYuIiAgGHRKfPn2647WaX3zxBV988QUeHh706NGDm2++2fHp0KGDEd2JiIg0OoYE9tKlS6tcJV5SUsKOHTvYsWMHr732mq4SFxERcYEhgV1cXIzFYuG1117jqquuYufOnY6rxHNycozoQkREpFEz7CrxVatWMWrUKPz9/YmJiXGUpaWlsXXrVrZt22ZEVyIiIo2SIRedzZ8/Hy8vL55//vkqZV27dmXChAm88cYbRnQlIiLSKBkS2AMGDMBqtRIXF8fQoUNZs2aNHpgiIiJiIEMOiZ84cQKLxQLAypUrWblyJW5ublx33XXccsst3HLLLdx88838z//8jxHdiYiINDqGBPbQoUPZvn07P/74o2NZWVkZqamppKam8tZbb+kqcRERERcYEtjvvvsufn5+/PzzzyQlJTk+27dvJzs724guREREGjVDAvuaa67hwQcf5JlnnmHgwIEMHDjQUXbw4EFHgIuIiIhzDLnorLy8nAULFlT7ONJOnToxevRo4uLijOhKRESkUTJkhj1mzBj+8pe/kJSURFRUlBFNVuvw4cNMmzaNb775BoCBAweyePFigoKCDKm3adMmZs+ezY4dOwgICGDw4ME8++yztGjR4rfYHPkNrdx0tKGHIHLJMvrfx+A+bQ1tT6pnSGCPGjWK7du388ADD7B27drf5Grw06dP079/f0pKSpg5cyalpaUsWrSIlJQUkpKS8PT0dKneN998w4ABA/D392f27Nm4u7sTFxfH+vXr2bJlCwEBAYZvk4iISF0ZEth9+vTBw8ODkpISevTowYgRI4iJiaFPnz60atXKiC6IjY0lMzOT1NRUunXrBkCvXr2Ijo5m2bJlTJ482aV6jz76KO7u7mzZsoVrrrkGgHvvvZcbbriB+fPn8/LLLxuyHSIiIs4w5By2zWajpKQEgHPnzvH+++8zfPhw2rRpQ/v27Rk+fDiLFy92qY/4+HgiIyMdoQsQFRVFly5diI+Pd6nekSNH2Lt3L+PGjXOENVQ8pS0mJoZly5a5NHYRERFXGRLYH3zwAY8++ii9evXCy8sLm83m+Pz444+sWLGCGTNmON1+dnY2GRkZhIaGVikLCQkhOTnZpXpZWVlAxXu9f61Tp06cOnWKo0d1TlRERBqOIYfER48ezejRowE4f/48e/bsISkpiW3btpGUlMT333/vUvv2QA0ODq5S1rp1a3Jzc8nNzaV58+ZO1fPx8QEgLy+vynqnT58G4KeffqJtW11YISIiDcOQGfYveXh4EBYWxkMPPcSyZcvYv38/Z86cYc2aNU63aQ9Sq9Vapczb2xuAgoICp+tde+21+Pn5sWLFikrv9S4uLnaMu7pb1kRERC4WwwL73LlzxMXFcccdd9C7d29GjBjB3//+d8rLy2nevLlLt3vZQ9T+vPLqVFdW13qenp488cQTJCcnM2bMGFJTU9m9ezfDhg1zfBFo0sSQgxEiIiJOMSSFiouLufXWWyu983rbtm18/PHHvPzyy3z66ae0b9/e6fZ9fX0BKCoqqlJmX+bn5+dSvWeeeYacnBz+93//l3/84x8AxMTEMHPmTGbNmkVgYOAFx9nU2xvvpk1rLP/l7F2qZ/9yZf3PERBxzaWyP+vy7+dS5+ZWMb+5HLbF6n3K0Pbqu0/Mvi/ru/9qmzS6ublBSd3aMWSGvXDhQrZu3YrNZsPDwwNfX1/HRWd79uzh9ttvr/b8cF21a9cOgOPHj1cpO3bsGP7+/o7z0M7Wc3Nz45VXXuHYsWNs3LiRI0eO8Nlnn3H27Fnc3d25+uqrnR6/iIiIqwyZYf/zn//EYrEwadIkXn/9dTw8PDh06BALFy7k7bff5tChQ7zyyivMmTPHqfb9/f3p0KEDO3furFK2a9cuwsLCXK73j3/8g9atWxMZGVnp3vHExERCQ0NpWsvMua7Ol5Zy/vx5l9u5nNlngoXVHBWR+rtU9ueZM2catH8j2GeDl8O2GP33ob77xOz7sj77z8PDA08PD0P6NWSGnZGRAcCCBQvw+M/ArrnmGv76178ye/ZsbDYbK1ascKmPoUOHkpCQQFpammNZQkIC6enpjBw50uV6r7zyCo888kilV4B++eWXbNq0iYcffrhOYywuKqKgsLDGj8JaRKRxOX/+fK25UFyP8DcksO0XZNkfnvJLjzzyCACHDh1yqY8ZM2YQGBjIbbfdRmxsLAsWLGDYsGGEhoYyduxYoOKLwwcffOD4AlHXegAzZ85k3759DBw4kLfeeovZs2czdOhQBgwYwJgxY1wau4iIiKsMCezOnTsD8Oc//7lKmf3ctbu7u0t9BAUFkZiYSI8ePZgzZw5xcXEMHjyY1atX4+XlBVQcvh43bhyJiYn1qgcVM/F//OMf/PTTT0ydOpX4+HimT5/OJ5984vLYRUREXGXIOeyhQ4eya9cu3njjDY4ePcqjjz7KTTfdxLFjxxyHk7t06eJyP126dGHVqlU1lk+YMIEJEybUu57dyJEjaz28LiIi0lAMCew//vGPLFu2jAMHDvDFF1/wxRdfVCq3WCyMGzfOiK5EREQaJUMOifv6+rJu3TpCQkIqPUfc/omJiXGcyxYREZH6M+zxXe3atWPHjh2sWrWKhIQEjh07RvPmzRkwYABDhgwxqhsREZFGyanA7tu3L+Hh4fTs2ZPw8HA6duzoKLvrrru46667DBugiIiIOBnYmzdvZsuWLY7fAwIC6Nmzp+MTHh5e6eEjIiIi4hqnAvvKK6/kp59+cvx+5swZ1q5dy9q1ax3LgoODK83Cw8LCaNasmesjFhERaYScCuxjx46RlZXF9u3bSUpKYvv27ezYsYPc3FzHOpmZmWRlZfHpp58CFc/q1pO+REREnOP0RWfBwcEEBwczePBgx7Lvv/+e7du3s3XrVpYuXVrpHdXl5eUuDVRERKQxM+x92FDxqsrDhw/z+eefU1hYWOmVYq1btzayKxERkUbFkNu61q5dy1//+le++OILx8szbDYbFouFAQMGMGXKFAYNGmREVyIiIo2S04F98uRJ/va3v/H2229z+PBhoCKkoeKitEmTJjF58mS9R1pERMQATgX2iBEj+Ne//sX58+cdIW2xWLj99tv5wx/+wKBBg/TCDBEREQM5FdgfffQRFovFEdbNmjVj7ty5jBgxguDgYEMHKCIiIi5cdPbLmXV+fj7Tp0+nXbt2jivHFyxYwLp168jJyTFqrCIiIo2WUzPslStXOu7B3rFjB9nZ2Y6y48eP8/nnn/P55587ll1zzTX06tWL999/3/URi4iINEJOBfagQYMqXfV98OBBtm/f7gjxXbt2UVRUVKn80KFDCmwREREnGXJbV6dOnejUqROjRo0CoKysjL1791Z6Etq+ffuM6EpERKRRMuz1mr/k7u5Ojx496NGjBw888AAAxcXFv0VXIiIijYKhTzqrTdOmTS9WVyIiIpedixbYIiIi4jwFtoiIiAkosEVERExAgS0iImICCmwRERETUGCLiIiYgAJbRETEBBTYIiIiJqDAFhERMQEFtoiIiAkosEVEREzAVIF9+PBhhgwZQmBgIIGBgYwfP56TJ08aVu/kyZNMnjyZVq1a4efnR2RkJFu3bv0tNkVERKRefpO3df0WTp8+Tf/+/SkpKWHmzJmUlpayaNEiUlJSSEpKwtPT06V6eXl59OvXj2PHjjF16lQCAgJ47bXXuPXWW0lKSqJ79+4Xc3NFREQqMU1gx8bGkpmZSWpqKt26dQOgV69eREdHs2zZMiZPnuxSvZdeeon09HS++eYb+vXrB8CIESPo2LEjCxcuZPny5RdhK0VERKpnmsCOj48nMjLSEboAUVFRdOnShfj4+BoDuy71bDYbS5cu5e6773aENcCVV17Jyy+/jIeHx2+3YSIiUsnKTUcNbW9wn7aGttdQTHEOOzs7m4yMDEJDQ6uUhYSEkJyc7FK9I0eOkJWVRXR0NAA2m438/HwAHnrooRq/DIiIiFwspgjsrKwsAIKDg6uUtW7dmtzcXHJzc52ud+DAAQBatmzJ9OnT8ff3p1mzZnTq1InPP//cyE0RERFxiikCOy8vDwCr1VqlzNvbG4CCggKn6+Xk5ADwzDPP8OWXX7JkyRKWL1+O1Wpl8ODBJCQkGLIdIiIizjLFOWybzQaAxWKpcZ3qyupa79y5cwDk5OTw/fffExAQAEBMTAzXXHMNTz75JFFRUU6PX0RExFWmCGxfX18AioqKqpTZl/n5+Tldz8fHB4AhQ4Y4whrA39+fQYMGsWzZMvLz8x3t1aSptzfeTZvWWG7/AiE1s3+5sv7nCIi45lLZn4GBgQ3avxHc3CoOSF4O22L1PmVoe/XdJxfalw09vgup7/hqmzS6ublBSd3aMcUh8Xbt2gFw/PjxKmXHjh3D39/fEbrO1LOf427ZsmWV9Vq2bFnpIjQREZGGYIoZtr+/Px06dGDnzp1Vynbt2kVYWJhL9bp3746Xlxf79u2rst7hw4dp2rQpQUFBLm4FnC8t5fz58y63czmzzwQLqzkqIvV3qezPM2fONGj/RrDP0i6HbTH670N998mF9mVDj+9C6jM+Dw8PPA26NdgUM2yAoUOHkpCQQFpammNZQkIC6enpjBw50qV6Pj4+DBo0iC+++KJSaB8+fJjPPvuMe+65B3d39wuOsbioiILCwho/CmsRkcbl/PnzteZCcT3C3xQzbIAZM2awfPlybrvtNqZNm0ZxcTELFy4kNDSUsWPHApCRkcGWLVvo3bs3HTt2rHM9gIULF/LNN9/Qv39/HnvsMTw9PVmyZAne3t4sWLCgQbZZRETEzjQz7KCgIBITE+nRowdz5swhLi6OwYMHs3r1ary8vABITExk3LhxJCYm1qseQPv27dm6dSsREREsWrSIF154gRtvvJEtW7Y4wl9ERKShmGaGDdClSxdWrVpVY/mECROYMGFCvevZdezYkY8++siVIYqIiPwmTDPDFhERacwU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAgpsERERE1Bgi4iImIACW0RExAQU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAgpsERERE1Bgi4iImIACW0RExAQU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAgpsERERE1Bgi4iImIACW0RExAQU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMwFSBffjwYYYMGUJgYCCBgYGMHz+ekydPGlZv/fr19OnTh2bNmhEcHMzjjz9Ofn7+b7EpIiIi9dKkoQdQV6dPn6Z///6UlJQwc+ZMSktLWbRoESkpKSQlJeHp6elSvfXr1xMdHU1oaCgvvvgiR48eZcmSJezYsYPExETc3Ez13UZERC4zpgns2NhYMjMzSU1NpVu3bgD06tWL6Oholi1bxuTJk12qN336dNq1a8eGDRvw9vYGoF27djz88MOsWbOGO++88yJspYiISPVMM22Mj48nMjLSEboAUVFRdOnShfj4eJfqFRcXExQUxOTJkx1hDRAREQFASkqK0ZsjIiJSL6aYYWdnZ5ORkcGwYcOqlIWEhLBq1SqX6jVt2pSvvvqqyjq7d+8GKmbaIiIiDckUM+ysrCwAgoODq5S1bt2a3NxccnNzDav3ww8/sHTpUv74xz/SvXt37r33Xlc3QURExCWmmGHn5eUBYLVaq5TZD2EXFBTQvHlzl+udOXOG9u3bO+q9+uqrNG3a1PWNEGnEVm462tBDqNXgPm0Nbe9S397G5nL58zDFDNtmswFgsVhqXKe6MmfqWSwW4uPjWb58Oddeey1RUVGsWLHCmWGLiIgYxhQzbF9fXwCKioqqlNmX+fn5GVIvICCAESNGADBs2DC6d+/O1KlTGTp06AXH2dTbG+9aZuP2LxBSM/sXKOsvLv4T52l/1k1gYOAF17Hf2lmXda3ep1wek5nUZZ/80oX25eW2/2qbNLq5uUFJ3doxxQzbftHX8ePHq5QdO3YMf39/fHx8DKtn5+3tzcCBAzl69CinTl1ef4FERMRcTDHD9vf3p0OHDuzcubNK2a5duwgLC3OpXlpaGnfccQczZszgoYceqrReXl4eFosFLy8vl7fjfGkp58+fd7mdy5l9JlhYzVERqT/tz7o5c+bMBdexzwbrsm5j29912Se/dKF9eTntPw8PDzw9PAxpyxQzbIChQ4eSkJBAWlqaY1lCQgLp6emMHDnSpXqdOnUiNzeXN998k5KS/x6b+OGHH/j444+JiIigWbNmFxxjcVERBYWFNX4U1iIijcv58+drzYXienw5McUMG2DGjBksX76c2267jWnTplFcXMzChQsJDQ1l7NixAGRkZLBlyxZ69+5Nx44d61yvSZMmvPrqq4wbN46IiAjGjh3L6dOnee2113Bzc+PVV19tsO0WEREBE82wg4KCSExMpEePHsyZM4e4uDgGDx7M6tWrHYerExMTGTduHImJifWqBzB27Fg+/PBDSkpKeOKJJ4iLiyMiIoKkpCS6d+9+0bdXRETklyw2XbrssuzsbF5eup42rdvgacC57sZM51yNpf1ZN3W5D7s+57Avl/t+66q+97FfaF82pv1Xcu4cLd0ziYqKIiAgoNZ1TTPDFhERacwU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAgpsERERE1Bgi4iImIACW0RExAQU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAgpsERERE1Bgi4iImIACW0RExAQU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAgpsERERE1Bgi4iImIACW0RExAQU2CIiIiagwBYRETEBBbaIiIgJKLBFRERMQIEtIiJiAqYK7MOHDzNkyBACAwMJDAxk/PjxnDx50rB6zrZv16RJk3ptj9TMw8OjoYdwWdH+dJ3FYsFisWC1Wht6KKanfekc0yTM6dOn6d+/PyUlJcycOZPS0lIWLVpESkoKSUlJeHp6ulTP2fZ/qYmHB+Xl5YZud2NjsVgA8PTw4Pz58w08GvPT/jSOm1vF/MbHx4fCwsIGHo25aV86xzSBHRsbS2ZmJqmpqXTr1g2AXr16ER0dzbJly5g8ebJL9ZxtX0RE5GIwzSHx+Ph4IiMjHWEKEBUVRZcuXYiPj3e5nrPti4iIXAymCOzs7GwyMjIIDQ2tUhYSEkJycrJL9ZxtX0RE5GIxRWBnZWUBEBwcXKWsdevW5Obmkpub63Q9Z9sXERG5WEwR2Hl5eQDVXlHo7e0NQEFBgdP1nG1fRETkYjFFYNtsNuC/V7xWp7qyutZztn0REZGLxRRXifv6+gJQVFRUpcy+zM/Pz+l6zrZvV1ZWBsC5c+fw8vKqcT2bzQb/+XIg1SsqLnb8rK9IrtP+rJu6fCHPzs6u8/qNbV/Xd0JzoX15We2//9xzXmPxf25xs+dIbUwR2O3atQPg+PHjVcqOHTuGv78/Pj4+Ttdztn27goICbryqHPgRSuq0SSJyCfn3vw8Z2l5zQ1u79Gn/ueA/WV5QUECLFi1qXdUUge3v70+HDh3YuXNnlbJdu3YRFhbmUj1n27dr1aoV4eHh+Pj44O7uXpdNEhERoaysjIKCAlq1anXBdU0R2ABDhw4lLi6OtLQ0unbtCkBCQgLp6elMnz7d5XrOtg/QtGlTrr76alc3UUREGqELzaztLDabOU6qnjx5ku7du9OkSROmTZtGcXExCxcupFOnTmzevBkvLy8yMjLYsmULvXv3pmPHjnWuV5/1REREGoTNRNLS0mx33nmnzcfHxxYUFGT7/e9/b/v5558d5e+9954NsL333nv1qlff9URERC4208ywRUREGjNT3IctIiLS2CmwXeTqO7Tlv9asWUPfvn2xWq34+voSFRXF1q1bG3pYppeSkoKnpyfz5s1r6KGY1smTJ5k8eTKtWrXCz8+PyMhI/d10UnJyMtHR0fj4+ODn50dMTAzp6ekNPSxTMM1V4pciI96hLRU2bNjAnXfeyXXXXcf8+fMpLS3l9ddfJyIigo0bNxIeHt7QQzSl0tJSJkyYoHdhuyAvL49+/fpx7Ngxpk6dSkBAAK+99hq33norSUlJdO/evaGHaBrp6elERkZitVqZM2cOAIsXL6ZPnz7s2bOHNm3aNPAIL3ENfRLdzGbPnm1zd3e3fffdd45l69atswG2t956qwFHZj433nijrV27draCggLHsp9++skWEBBgi4qKasCRmdtzzz1n8/T0tAG2uXPnNvRwTOmpp56yWSwW24YNGxzLjh8/bvP29raNGzeuAUdmPg8++KANsO3cudOxLCkpyQbY/vSnPzXgyMxBh8RdoHdoGyM7O5s9e/YwfPjwSi9gadWqFREREWzZsqUBR2deqampvPDCCzzzzDMNPRTTstlsLF26lLvvvpt+/fo5ll955ZW8/PLL9O3btwFHZz4ZGRm0aNGCm266ybGsZ8+eXHHFFaSmpjbgyMxBge0kvUPbOH5+fqSnpzN16tQqZadOnaJJE525qa/S0lImTpxIdHQ0Y8eObejhmNaRI0fIysoiOjoaqAjw/Px8AB566CEmT57ckMMznc6dO3PmzJlK1/mcOXOGnJwcWrdu3YAjMwcFtpP0Dm3juLu707lz5yrnr1JSUti8eTO9e/duoJGZ10svvcSBAwd48803G3oopnbgwAEAWrZsyfTp0/H396dZs2Z06tSJzz//vIFHZz4zZszgqquuYtSoUaSkpJCamsqoUaPw9PTkj3/8Y0MP75KnqYuT6voO7ebNG9Vj7A2Tn5/P+PHjAZg1a1YDj8Zc9u3bx3PPPcdrr73GVVddxZEjRxp6SKaVk5MDwDPPPIOHhwdLlizB3d2dRYsWMXjwYNasWUNUVFTDDtJE2rVrx+zZs3nkkUfo0aMHUPGF/eOPP650mFyqp8B2kk3v0P7NFBYWMmjQIPbs2cOTTz5JREREQw/JNMrKypgwYQJ9+vTR4VoDnDt3DqgI7u+//56AgAAAYmJiuOaaa3jyyScV2PXwzDPP8MILLxAREcGUKVMoKyvjjTfeYPjw4axYsYKYmJiGHuIlTYHtJFffoS3Vy8nJYeDAgWzevJlJkyYxf/78hh6SqdhvK9y0aROnTp0C/vvu4cLCQk6dOkVgYCBubjobVhf21+oOGTLEEdZQ8Ya/QYMGsWzZMvLz8x3/H0jNcnJyWLRoEWFhYXz99deONxuOHDmSnj17MnnyZH744Qe9t6EW+lfrJFffoS1V/fzzz/Tv35/NmzczZcoU3nnnHR2lqKevvvqKkpISwsPDCQoKIigoiJCQEKAizIOCgvjxxx8beJTmYb9GpWXLllXKWrZsWekiNKndgQMHOHfuHKNGjar0GmIPDw/GjBnDiRMnSEtLa8ARXvo0w3aSq+/Qlsry8vIYMGAAu3fvZurUqcTGxjb0kExp8eLFjhm13YkTJxg7dizjxo1j/PjxXHnllQ00OvPp3r07Xl5e7Nu3r0rZ4cOHadq0KUFBQQ0wMvOxz5zLysqqlNmXlZeXX9QxmU7D3gZubn/6059sTZo0se3fv9+xzP7glHfeeacBR2Y+48aNswG2xx57rKGHctk5fPiwHpzigvvuu8/m4eFh27t3r2NZRkaGzcvLyzZixIgGHJm5lJaW2tq0aWO79tprbUVFRY7lRUVFtm7dutlatGhhKykpacARXvr0ti4X6B3axti/fz/XXnst/v7+vPLKK9Xed617iZ135MgROnTowNy5c/U8cSccOXLE8Wjcxx57DE9PT5YsWUJBQQHJycl07NixgUdoHp9++inDhg3juuuu4/7776esrIy//e1vfPfdd7z//vuMGTOmoYd4aWvobwxmp3dou+6NN96wAbV+xHmaYbvu0KFDtmHDhtmaN29u8/Pzs919992VHkksdff111/bIiIibFar1Wa1Wm19+vSxrV69uqGHZQqaYYuIiJiArhIXERExAQW2iIiICSiwRURETECBLSIiYgIKbBERERNQYIuIiJiAAltERMQEFNgiIiImoMAWERExAQW2iIiICSiwRURETECBLSIA3H333VgsFiwWC/v3769xvdGjR2OxWHBzcyM5OblObX/55ZeOtl999VWjhizSqCiwRQSAG264wfHzd999V+06ycnJxMfHAxXBHRoaWqe2t2/f7vjZ/qpKEakfBbaIAJUDe9++fdWuM2PGDGw2G15eXsyfP7/ObSclJQHg4eHBjTfe6NI4RRorBbaIABcO7NWrV7N+/XoAHn30Ua6++uo6t22fYV9//fV4eXm5OFKRxkmBLSIAdOnSxRGmvz4kXl5ezsyZMwEICAhg9uzZnDp1iieffJKuXbvi4+ODj48P4eHhjkPmdocPH+bUqVMA9OzZ07E8KioKi8WCl5cX586dcyz/+uuvHee7X3zxRcfysrIyXn/9dXr37o2/vz/e3t707NmTFStWGLsjRC5RTRp6ACJyaWjSpAndunVj9+7dfP/995SWltKkScV/EcuWLSM1NRWAp59+mpKSEvr27cuBAwcqtbF9+3ZGjx6Nn58fd911l2OZnT2wy8vLHctvuOGGSrPubdu2OX62n+8uLCzkrrvuYsOGDZX627FjB8OGDWPp0qX8/ve/N2Q/iFyqNMMWEQf7YfGSkhJHGBcXFzNnzhwA2rdvzyOPPMLrr7/O0aNHsVgs/POf/yQ/P581a9YAYLPZWLlypaPN6gI7LS2Ns2fPAlUvQrOf73Zzc3Os/+ijj7JhwwYsFguLFi3i9OnTfP/99/Tq1QuAp556ytD9IHIpUmCLiEN1V4rHxcWRmZkJwIIFC/D09OTZZ5+lqKiI/Px87rvvPnx8fCqd0/b19XX8bA9gq9XKddddB1Q/i/71+l27dqVZs2b8+OOPLF26FIBx48bx+OOP4+fnR4cOHXj00UcByMrK4ocffjBkH4hcqnRIXEQcfn3hWWRkpOM8clhYGCNHjnSULV26lJ07d5KZmclPP/3kmDEDjivBy8vL2blzJwAhISG4u7sDNQf20aNHOX78eKXl69evp7y8HIDly5ezfPnyasdeXFzs/IaLmIACW0Qcfh3Yzz//PLm5uQAsWrQIi8XCN998Q3R0NKWlpVx//fUMHz6c6667jr///e988cUXANxyyy1AxSw9Pz8fqHzBmT2wmzVrRpcuXRzLN23a5PjZfrj7xIkTdRp7mzZt6r29ImaiwBYRh1atWtGyZUt+/vlnNm7cyOnTpwEYOHAgkZGRQMVh8dLSUrp3786uXbtwd3envLycWbNmAdCiRQs6d+4MVH/+uqSkhL179wJw00034eb23zNz77zzjuNn+ww7KCjIsSwpKalS8J8+fZrAwEAsFoth+0DkUqVz2CJSiX2Wffz4cUpKSnB3d+ell15ylNtnvNnZ2Rw9epSsrCymTJniOIccEhLiWNd+Phr+G9jZ2dmUlpYCFee1oeJCtRdeeMFxn7e3t7djHAMGDMDT0xOA6dOnc/DgQXJycnjllVcICgrCarXy/vvvG78jRC4xmmGLSCU33HADCQkJjt8nTZrEtdde6/g9OjqalJQUsrKy6NChAwA+Pj6O8uDgYMfP9hl2QEAAnTp1Aipm8W3btuXo0aN89dVXREVFceLECQ4cOIC3tzdFRUXcdNNNjlvKgoOD+fOf/8y0adPYsGGDY/Zud8cddzB69GiD94LIpUczbBGp5JfnsX18fHj22WcrlT///PP8v//3/2jRogXNmjUjJiaGbdu20bJlSwCOHDkCwLlz50hJSQEqLlj7pY8++ojQ0FC8vLz47rvvCAsLY/v27dhsNqDqleNPPPEEn332Gf369cPHxwdfX1969uzJW2+9xSeffOK4mE3kcmax2f+FiIiIyCVLM2wRERETUGCLiIiYgAJbRETEBBTYIiIiJqDAFhERMQEFtoiIiAkosEVERExAgS0iImICCmwRERETUGCLiIiYgAJbRETEBBTYIiIiJqDAFhERMQEFtoiIiAkosEVEREzg/wNRVSMBkLGfrwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', hist_normalize=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`hist` plots in fivecentplots can also be used generate histograms of pixel values from raw images (helpful for image sensor / camera engineering activities). Options are also provided to split these raw images by color-filter array (CFA) pattern. When plotting histograms of images, it is assumed that each digital number in the image data should be represented by its own bin so the number of bins is auto-calculated based on the min/max pixel values in the image data.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mono\n", "First, consider a simple example of a 300x300 gray patch with all pixel values near the mid-level of a 10-bit camera (no color-filter array)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[511, 511, 511, ..., 511, 511, 511],\n", " [511, 511, 511, ..., 511, 511, 511],\n", " [511, 511, 511, ..., 511, 511, 511],\n", " ...,\n", " [511, 511, 511, ..., 511, 511, 511],\n", " [511, 511, 511, ..., 511, 511, 511],\n", " [511, 511, 511, ..., 511, 511, 511]], dtype=uint16)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h, w = 300, 300\n", "img = (np.ones([h, w]) * (2**10 - 1) / 2).astype(np.uint16)\n", "img" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(img, cmap='gray', vmin=0, vmax=2**10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, our histogram is a single point with 300 * 300 counts:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img, markers=False, ax_size=[600, 400], line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", "

Alert! What just happened? If you were paying close attention you noticed we did not pass a `DataFrame` to the `hist` plot. This is a sneaky, under-the-table trick that exists to make life easier when using `hist` or `imshow` with for 2D `numpy.ndarrays`. These arrays are converted into `DataFrames` behind the scenes so you don't have to take an extra step. This can be our dirty little secret...

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's multiplying our patch by a 2D Gaussian to approximate lens shading:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y = np.meshgrid(np.linspace(-1,1,300), np.linspace(-1,1,300))\n", "dst = np.sqrt(x*x+y*y)\n", "sigma = 1\n", "muu = 0.001\n", " \n", "gauss = np.exp(-( (dst-muu)**2 / ( 2.0 * sigma**2 ) ) )\n", "img2 = (gauss * img).astype(np.uint16)\n", "plt.imshow(img2, cmap='gray', vmin=0, vmax=2**10)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img2, markers=False, line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RGB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets mock-up a Bayer array for a light blue color patch and show how fivecentplots allows you to easily split the histogram into distinct color planes (based on a CFA pattern). Here we'll assume \"GRBG\":" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D6PgqGLtWgnxsAwGLHfBJBy0fhmOKkeHs00r0ix1oP2mi8ZUorg5SCJMwCZMwCVMnpvBnGzlU8v7tPThRNVyOb+96hhgKKJvsy30BWZSP0xB3xxWSu5dTPl7L1IBsyiZ60z+hmKCetZSnKkkLzKJsih+pcbnIU5qoHCEhLSiL8rQgJkddoL2fmbrBDtLCzlB+XwhTupylfpCdlgEW7o04T3laMFODz3B1GLjvamZ8zEXKpgSQFpjNldHCJEzCJEzCdCNTxb3BN5Xnb+lHdTh9HAR7tBKmNmHVuwiWm7D7OgnTNiOXOsnxdRIsN2HTOwnTmHC4pVT56gmWN2PVuwhTmQjybKPdR319LURpwsfLTKtcRZiiCaveTaiiCY13B2qlnVBlE1Y/F2GKJqS/HS8SomzG6uciWN6M01eYhEmYhEmYbmSy+d7cJt4tvd03pO9Sakb5YQl3kPh6DbL1NuyLfCia6Ytb7qbb50bkH7XgTFeT+3Qg6jo5kbtbkb7ZiGQ25K0KRndeTcB5Kzxfj2qGhdI1wXjs16ExurDPa0T/gJHadf6oN+qxayWYJ7YQ8UgN5s2eSP7iT1M3JW39LMQvuYpzsxzXMn8qh3kIkzAJkzAJUyemrgsLOWRcd3v3pO4/NJvx4YUYlNW8VD6JXd32cn/JCOYGX7t7+sOq4WTGHmBiYSovhO+myuHLtoberI88zLjLE3in61ZOWGLJbo1kddhJxuZP5ou4r9jU3IsGu45lgT8xJX8a38Z/zZ8b+qGV2cjwyWJO4Qx2GTJZcnUg8doaxuhyWVQ0jT2G70mvGMoY/SVhEiZhEiZh6sT08LkpnJz44e1dpAb3X0btKD2WcDsJbzagXGum40l/imd44ZK76bbOhOqDJmwP68hb7IeqXkbEXjPK1+pwPygn/xV/tOc1+OfYkD9bi3K2nbLVfqj3e6ExunDPq8f7wTYaPvdGvtEPu1aCdaKJ8PlGzBvVuN8JpClOQXtfM/HP1uPe6Mb+p0CqhmmFSZiESZiEqRNT1yfKOFT32e09OFEyXUHEsHLS+mRRMD+IJ7scoCBDR8rd+QwecInL87x5sssBLs8PYELKWboNKaXwQRV/6HKQgse7MOeOX/AdVU3ZNHgy8gCFT0SzIOE4jrEmaqdYWRR9hKInY1gYc4SGyWY6JjSzMP4YhU925YmoQ1RMc6JNreXh7j9SsCiCJ8MPUPSAMAmTMAmTMN3IVLIg+qby/C09OCGxSjHblbQ41Mg6JLS41EgtUtocKmwuGTKLlHa3ElmHhHaHina7EqlFitmtQtYBbU4V7TYFWKW0OjXILBLanGqsNjkOq4x2lwqZRYLZpcJhk4P72nWZRUK7S4W7Q4bZqqTVee37zW6VMAmTMAmTMN2ESdohubk8fytv9w0c+hK1w72xhttI+Esrur82YHqmC8X3aa41ATe04/VuNa0LAshf6ImiQU7ED1a8Vl6hY54XBcs9UeVo8c9x4LGkEslcBVfe0SI74Iva6EKVXoPHIy5MH8txbArCoQX3OCMhf7DgWOvC8kEoTbFybCltxCxtRbnWTOvKLlQNVgmTMAmTMAlTJ6aoZ2o5WH6b96TSDs5hYsRl4pQ1LC+bxJ74PaQVjyQ95OTv7p4eX3APyyJ2UeHQs72+NxujDjE2fyJvx2zlhDmW7NYoVnc5yti8qazvtplNzb2os3nyYtCPTM6bTqbhK15vGICnrIMMnyxmF8xkp+Fbnq4eTIK2mjG6XB4vms4+ww4eLB/OPX45wiRMwiRMwtSJKePsVH6atPr2LlLDej9HzZhA2iMcJL5cgXuzFOZrKXowALcM4j6tgU+tSOZIyXs2DHWdjMidJlx/aUE2zULem9F4nVcSeM6CfWkT2jQjxZ9G4b3XA02jE/OjJvxnVFPzZRi69d7YtRJaJrcRmV5Oy9YA1G/60hSvvHY21uIy7Fs8kP3Rm8qRXsIkTMIkTMLUiSlmfg6H27+6zQcnFijoOTGX+YOOkLs8nFVR28h/3pvU0VlMHvUzeS/4sSpqG7l/CmHukGP0H3eBgiUqVnXNJO/lGJ7ut5/oKcVULHDyamwm+a8lsKLnTrQzqzFltPKqYRuXX0vklaTtmNObkM+u4+U7vufy64m81i2T6gVWgu8v57mUfeS9HMurXTMpWixMwiRMwiRMNzIVrki8qTx/Sw9OyCrUXAgIocMpx6NEwQVrGKoSFedCuqCQOdGUKLkwIAxtqYKs+EiutHgjL1OTk9IFXbGcM70iyasJwlXuwbnukXgWycjuH0XFVT9ok3M+NgLPIhlnzVEYr/iAykV2UBSeRTLOWyKxlesosMnJ9ojEs1hOTkc4sjI1FzyESZiESZiEqTOTrkR2U3n+lv4lFZDtxJLvw9nycEKPt3PElEDIT1YqiwIpKQom9McOjpgSCDtu5kJZGM0FekJ+dnDQmEjY0RZOVUYhzdMRkO3mSGM8oYebOFYdiy5Hhf6slEN1BkIPGzlS1w39ORleOUqO1cYSeriJQw0GArJBeUnLT1XRhB5u5pAxgaBfhUmYhEmYhOlGppDjTTeV52/pntTEH9IZH1GIQXWV5aWT2GPYztSiccwN/e3u6SvD2dltF2PzJ7I0+tqx89vqevFV1/2Mzp3Ce3HfcKw9ntMtkXwcfpDUS9NYb9jIBtNd1Ns8WR58mMmXHiAzaSOr6oagk1l5RH+Kmblz2Je8mScqR2LQVTNWd5HHC2awP2krD5SmMsbvkjAJkzAJkzB1YsrITuP0lPdu78GJ4cnPUHNPCO2RTgzLC7Fv8UA5T0pxeiguOcR9dAXHOpDNtHH5ua7XHuC1owHLe1bUU4zkv23A55yCgDPttL/UiuekKoq/SMBvjxpNgxPTY60ETS2iams39Gt12HVSGu81Ez07H9OOCDxf86TJoKZxgA3D43lYtgeieVpN5Wi9MAmTMAmTMHViipmXxRHHd7d3kYrf/EdGxleQ7FHFG9lj+GHQB4z9eQEzDVkoJE7W5fZlb/81jPlxIYt7HqKsw589pYls6/MJqccWsarvNvY3JXOhPoQvum9g8tHHWTPwSz6uGoqxQ8tb3bYw7eh8vhzyKcuK78VDYWNx+A/MO/4Q24au4ZHc2cT6NDA1IJtnTqWxe8hq7j87j2HhhcIkTMIkTMLUiempgxOofGzFDYvULT044c7yZq8kiUuBIXifVLOzVzLqn3VkqnoglznR/qRjZ/dkPE9q+cavD3XNOhRZnuyK747+hIqvI+/ifEkX1KUqvo/sid9xJVsNKVy4GIW8Vcp3gSn4H1eSeUcfKs+G4lS72KK9C//jSnb07kVLVgCnQn1wJEjRn1Cx687uuH/xYa9FmIRJmIRJmDoz+f2opPIm8vwtXaQ8K100RqqpknsTWmKnyByEV5mTyiQPkLmJKHVQZA7Cp8ROldELh1GNvtzFZXMQ3sU2yk2+yGuV6K64KTYH4FPYQXGLP+pqGcpmKG7zx6fQQmFbINqrEhwaGSWtv621B6K74sYtk1Ma4odPkZWC9mA8K1xYgoVJmIRJmISpc5PlpvL8Lb3dN3LPo4yPKiJRXcmLhZM4kPw1E/LTmBv+IwqJg4/Kh7I7YSujL05nWexuKux+bK/pyZa4TEZemM27hm841m7gtCmST6O+Z/T5h9iQvI7PjXdjtHnwSug+xp+fy7Yen/NqzSg0MjsL/I8xKyedvT2+YGHFBBJ0NYz3OsdjubM40GMDs4qmMCYgV5iESZiESZg6MWX8eh859//l9u5JjUh4mpqxobRFOTEsy8Oa6YM6w01JejguhZvY1aV0bFSimtbG5aXd0NRJicisxbzaiWZiDfnvd8f3rJzArDaaV5rxGldG8cY7CNilQtPooHFBO8GT86jKTML/My12Dyn1UzqInnkB4844fFdpMCZoaRxgJ37+Bcy7wtA9paRyjJ8wCZMwCZMwdWLqOvcUR9lxexepPplPkBpbRpKmkpUXx3M45RPuOZfOQ11/QSFx8NfCQezvvZYRWQ/zXOJ+yq3+fF/ZnW3J6xjx63ze7rmVA81JnDGGsz5+E6NOLWB9yhd8WjeEequONyIzmfzLfLb2/YTlFRPQyu38IeQAD/yawZ5+a5hfNIN4rzru1Wex8MxMDvT9iGm5cxgZclmYhEmYhEmYOjHNPz6VkodW3d6DE5Z9QWzoG0JASDOe33ryYcxdSLb78cHIoUhlLrz26PgoKgWP77x4SzqK5iYPfH5W8mFof3y36HjDO5XygmB0xTLe0w8mYIuGN0NSyTkVi6JFwruTRhD4jYZ3IkeRdygOp9rN24OlBH6j4YPYodTsC6e4SxiFyQHot2hZEzsA885gNvTSC5MwCZMwCVMnJv9MDSU3kedv6SIltbvBKcHukKGwu7G7ZMjs4HJJr1+3uuRI7eBwSXE7JUjtYHfLkNrd2J0ycHJ9TWZzY3PJkThB6gSbS47M6sLukiG1g0sONqcM6W/vk9pB6uDac1js7uufK0zCJEzCJEw3MFldN5Xnb+kipZtUw/0xJSRqqnhp1gSe8j/F4endeDrqFAqJk489B/OU/yn2zkzkTwl7Kbf5syOsB0v8f2TPnETejdvBoaAkspMieDbwCGMe6sbbkTv4RDuERqsHy0L2MiE9ko9C97BinBQPmY1FQYeY+VAGzwUdZP4kPQleNUzwOcfCOTN4JuAkp9MimRqcJ0zCJEzCJEydmB6dPQX23zjP39I9qRGGJdSMC6Mt0oXhT7nXmoDpLkoyInDJ3cR++FsT8L5WCpbFo66TErHtvzQBz8gJzG7DtMKC97hiir/sea0JWG+nYaGZkMl5VH6XRMBnWuy6m2hMLlZQmeovTMIkTMIkTJ2Y/n8xODFs13zGRpeQqK7ixcsTOdxjI+NzpzM34iRKiZPVpcPYl7yZUTmzeD52L1fsfmyv7sm38VsYfvZB3k/6miNtiWQ1RfJZ10xGnclgfY91fN44kAarjlVddjHp7Dwye37Gyup78JDZeDzgCDPPz2V/77UsKJuEwbOW8V7nWHBxJod6fcGMwvsYHZgnTMIkTMIkTJ2YHvkljUvT/3x7F6leM17FeLcSTWgbAZ9r6bnyLKdfv5OrYx1IZG5Cdyjo80I2Z5f3pvYBC1ajhqATUu5anE3O0h60LWqhKc8PnwLoNe8CJS8YkL5QR+XxcJQtkJCWT8OyKLxWXKHw+zicaogYXo79lWAiVhVwfl0ybZHg17MOzTu+JL6aw+kPelOf4hImYRImYRKmTkyqVSpOHF95ez/00OIvQeJjw09npi1YTpiqCXOQDK1XBzovC+ZAKWGqJtqDZfh6mpF72bAESglWttAeoiDAow2njwOLv4RQtYm2UCVBmlasehcdejdhv62Falqw6t3YfF2EaFtoD1UQomqmw1+C3ddJkLaN9mAFwapmLAHCJEzCJEzCdGOT8qby/C1dpOQDjUxOPM/cyB9pGWlmmtd5bMOamRWXxUOxv2AZ3sY0r/O0jGgnPeoU9yWcgSFNzPDOxjjaQkbYSUb3uIjnoDqme5+mYUwH6UEn6HNnIV36V/GA/hT1qVbm+J8kuu8V7kgpJj3wBPVjrMzy/QXfgTUM7ZnH3NATNI7pYIZ3FvIhjcIkTMIkTMJ0A1PDSOtN5flbertveOIz1IwLoT3CieGlAuzf6lBmSChO74JL4SZuTQW29VIU08xcXhp37dj57fVY3rehntxA/ruJ+JxVEHimjZaX2vGeUE7RhmT8d6vRNDgwPtZO8JQCqr414L9Wi91DRv0UM11n52LcEY3PKg+MCRoaB9gxLLiI5ftgNE+pqUzVC5MwCZMwCVMnpq4Zv3LUlXl796TG75/LuMgiDKqrvFQ8iR8SM5lUMIGMsGsP8FpzZRg7478nNe9eXojeTZXdl8zaO/kmdhejLt7P+92+5qg5nqzmKD6O2MeYizPZkLCBDaa+1Ns8WRl8iAkX55CZtJ7X6oahk1l5WP8Ts/PmsCd5E4uujCFJV809njksyJ/JD8lfM6d0LKP9c4VJmIRJmISpE9O8rDSyp757exeplEkv0zBIiyTMQtRHEqLeKqBweSLlkyQgcxO91U3My3mU/jGe0gw3NKoIO+oi5rk8qhZ35eozDuyXvPDNdxO1oADTk2E0rzTTejQIVZObkJllOJbocb/ZTN13ETg14DO6Gu1SD3Tv1HDl0zhaoiQoezcR/LqCoHfKKHkrgZp+UmESJmESJmHqxBSw3M6Rs6/f3oMTxkQZyuhWEsJqqE3RkOJVSn1PBUERRsLCG6nrpaSfVzF1d6qJC6vDI6qZ+jvk9PUqofYuD3oGV+GMsWBMktDPp4Tavp6kBFTQHmvHlOCmn76U2r7e9PMvpdngpDXOQYp/ObV9vejrW4oxEayxHfQOrqQ2RUdf71IauwuTMAmTMAnTjUx1ff5+YfrPcUsXKVe3Nvp2KWeoXwGtiTb6aUroSLQwKLiYwUFFmBM76KcppTXJxrCAAvqHluEwmOmnKaElyc5g3wJ6R1xBEd/CAG0hpmQHQ7wuE9u1Bp9YIwM9CjDd4eBujwICYxuJiqlliFc+pu4OBmkLUMc3kxx5lSE+l2lOtnO3pginQZiESZiESZhuaEpy3FSev6W3+4b1eI6aewIxRzgxrCzF9ZUC6aMqih8Mwi2HuL9exbnWgewBN3nPRlxrAu404ninHUVaG3lvxeB9TknAWTOWZS14Tq2leG0Mvns80DQ6aJ3fTOB9FVz9OhrvdZ7YtVJM97YT9WAxpu9C8HjDG6NBham/FcOiIqyZPiie8aRytLcwCZMwCZMwdWKKeeQchzu23N49qbSDcxgXXoBBVc2LpZPZZ9jNlKJRZISeQIGTNVXD2R63n7GXx7I0cte1u6cberEp6iCp+ZN4N2YLJ8yxnG6JZk34EVJz01gfv4kvTXdSZ/dkRdAJJuXO4NuETbxRPxCdzEqG7688cHkWuxO2svjqEBI8qhnjkcvCounsS9hGevkIRusvCpMwCZMwCVMnpofPTuXU5A/++UVq+fLlrFix4ndr8fHx5OfnA9DR0cGSJUv4+uuvsVqtjBkzhjVr1hAUFHTT3/EfRWrAyOXUDfPE3sVG/DtmvNfU0vjHCErS1LjlbmI3deD/VgXGP4Ry+TEN8gYFEQds+K0oo+1Rf4qWqZFf9MD/kgOfxRU4Hvag+s8K3If0qJrcaOdcRfOYlLYPoeOrYOxaCfKxDQQsdsAnHbR8GI4pRoazTyvRL3ag/aSJxleiuDpIIUzCJEzCJEydmMKfbeRQyfv/msGJpKQkqqurr79Onjx5/drixYvZuXMnW7du5dixY1y9epUpU6b8X31P1XA5vr3rGWIooGyyL/cFZFE+TkPcHVdI7l5O+XgtUwOyKZvoTf+EYoJ61lKeqiQtMIuyKX6kxuUiT2micoSEtKAsytOCmBx1gfZ+ZuoGO0gLO0P5fSFM6XKW+kF2WgZYuDfiPOVpwUwNPsPVYeC+q5nxMRcpmxJAWmA2V0YLkzAJkzAJ041MFfcG31Se/195VIdcLic4+G8Bzc3NrF27ls2bNzN8+HAAvvjiCxISEvj555/p16/fP/Q9Th8HwR6thKlNWPUuguUm7L5OwrTNyKVOcnydBMtN2PROwjQmHG4pVb56guXNWPUuwlQmgjzbaPdRX18LUZrw8TLTKlcRpmjCqncTqmhC492BWmknVNmE1c9FmKIJ6W/Hi4Qom7H6uQiWN+P0FSZhEiZhEqYbmWy+N7eJ97+y3ffnP/8Zb29v1Go1/fv357XXXiMiIoLDhw8zYsQImpqa8PHxuf43kZGRPPnkkyxevPi//Uyr1YrV+n+O0GhpaSE8PJwhfZdSM8oPS7iDxNdrkK23YV/kQ9FMX9xyN90+NyL/qAVnuprcpwNR18mJ3N2K9M1GJLMhb1UwuvNqAs5b4fl6VDMslK4JxmO/Do3RhX1eI/oHjNSu80e9UY9dK8E8sYWIR2owb/ZE8hd/mropaetnIX7JVZyb5biW+VM5zEOYhEmYhEmYOjF1XVjIIeO6f35Pau/evbS1tREfH091dTUrVqygqqqKixcvsnPnTtLT039XcADuuusuhg0bxhtvvPHffuZ/1+cCuP/QbMaHF2JQVvNS+SR2ddvL/SUjmBt87e7pD6uGkxl7gImFqbwQvpsqhy/bGnqzPvIw4y5P4J2uWzlhiSW7NZLVYScZmz+ZL+K+YlNzLxrsOpYF/sSU/Gl8G/81f27oh1ZmI8MnizmFM9hlyGTJ1YHEa2sYo8tlUdE09hi+J71iKGP0l4RJmIRJmISpE9PD56ZwcuKH//rpPpPJRGRkJG+//TYajeb/qkj9vV9Sg/svo3aUHku4nYQ3G1CuNdPxpD/FM7xwyd10W2dC9UETtod15C32Q1UvI2KvGeVrdbgflJP/ij/a8xr8c2zIn61FOdtO2Wo/1Pu90BhduOfV4/1gGw2feyPf6IddK8E60UT4fCPmjWrc7wTSFKegva+Z+GfrcW90Y/9TIFXDtMIkTMIkTMLUianrE2UcqvvsX3/ihI+PD926daOoqIjg4GBsNhsmk+l376mtrf1ve1j/ESqVCi8vr9+9AEqmK4gYVk5anywK5gfxZJcDFGToSLk7n8EDLnF5njdPdjnA5fkBTEg5S7chpRQ+qOIPXQ5S8HgX5tzxC76jqimbBk9GHqDwiWgWJBzHMdZE7RQri6KPUPRkDAtjjtAw2UzHhGYWxh+j8MmuPBF1iIppTrSptTzc/UcKFkXwZPgBih4QJmESJmESphuZShZE31QN+V8vUm1tbRQXFxMSEsKdd96JQqHg0KFD169fvnyZiooK+vfv/w9/tsQqxWxX0uJQI+uQ0OJSI7VIaXOoaLWrkFmktLuVyDoktDtUtNuVSC1SzG4Vsg5oc6potynAKqXVqUFmkdDmVGO1yXFYZbS7VMgsEswuFQ6bHGuHgjanGplFQrtLhbtDhtmqpNV57fvNbpUwCZMwCZMw3YRJ2iG5uTz/P73d9/TTTzNhwgQiIyO5evUqL730EufOnSM3N5eAgAAee+wx9uzZw7p16/Dy8mLRokUA/PTTTzf9Hf9xn9TAoS9RO9wba7iNhL+0ovtrA6ZnulB8n+ZaE3BDO17vVtO6IID8hZ4oGuRE/GDFa+UVOuZ5UbDcE1WOFv8cBx5LKpHMVXDlHS2yA76ojS5U6TV4POLC9LEcx6YgHFpwjzMS8gcLjrUuLB+E0hQrx5bSRszSVpRrzbSu7ELVYJUwCZMwCZMwdWKKeqaWg+X/gp7U9OnTOX78OI2NjQQEBDBw4EBeffVVYmJigP9zM+9XX331u5t5O9vu+6/xn0+cmBhxmThlDcvLJrEnfg9pxSNJDzn5u7unxxfcw7KIXVQ49Gyv783GqEOMzZ/I2zFbOWGOJbs1itVdjjI2byrru21mU3Mv6myevBj0I5PzppNp+IrXGwbgKesgwyeL2QUz2Wn4lqerB5OgrWaMLpfHi6azz7CDB8uHc49fjjAJkzAJkzB1Yso4O5WfJq3+1w9O/G/E9bP7ej9HzZhA2iMcJL5cgXuzFOZrKXowALcM4j6tgU+tSOZIyXs2DHWdjMidJlx/aUE2zULem9F4nVcSeM6CfWkT2jQjxZ9G4b3XA02jE/OjJvxnVFPzZRi69d7YtRJaJrcRmV5Oy9YA1G/60hSvvHY21uIy7Fs8kP3Rm8qRXsIkTMIkTMLUiSlmfg6H27/61w9O/G9GyQIFPSfmMn/QEXKXh7Mqahv5z3uTOjqLyaN+Ju8FP1ZFbSP3TyHMHXKM/uMuULBExaqumeS9HMPT/fYTPaWYigVOXo3NJP+1BFb03Il2ZjWmjFZeNWzj8muJvJK0HXN6E/LZdbx8x/dcfj2R17plUr3ASvD95TyXso+8l2N5tWsmRYuFSZiESZiE6UamwhWJN5Xn/1dOnPhnhaxCzYWAEDqccjxKFFywhqEqUXEupAsKmRNNiZILA8LQlirIio/kSos38jI1OSld0BXLOdMrkryaIFzlHpzrHolnkYzs/lFUXPWDNjnnYyPwLJJx1hyF8YoPqFxkB0XhWSTjvCUSW7mOApucbI9IPIvl5HSEIytTc8FDmIRJmIRJmDoz6UpkN5Xnb+lfUgHZTiz5PpwtDyf0eDtHTAmE/GSlsiiQkqJgQn/s4IgpgbDjZi6UhdFcoCfkZwcHjYmEHW3hVGUU0jwdAdlujjTGE3q4iWPVsehyVOjPSjlUZyD0sJEjdd3Qn5PhlaPkWG0soYebONRgICAblJe0/FQVTejhZg4ZEwj6VZiESZiESZhuZAo53nRTef6W7klN/CGd8RGFGFRXWV46iT2G7UwtGsfc0N/unr4ynJ3ddjE2fyJLo68dO7+trhdfdd3P6NwpvBf3Dcfa4zndEsnH4QdJvTSN9YaNbDDdRb3Nk+XBh5l86QEykzayqm4IOpmVR/SnmJk7h33Jm3miciQGXTVjdRd5vGAG+5O28kBpKmP8LgmTMAmTMAlTJ6aM7DROT3nv9h6cGJ78DDX3hNAe6cSwvBD7Fg+U86QUp4fikkPcR1dwrAPZTBuXn+t67QFeOxqwvGdFPcVI/tsGfM4pCDjTTvtLrXhOqqL4iwT89qjRNDgxPdZK0NQiqrZ2Q79Wh10npfFeM9Gz8zHtiMDzNU+aDGoaB9gwPJ6HZXsgmqfVVI7WC5MwCZMwCVMnpph5WRxxfHd7F6n4zX9kZHwFyR5VvJE9hh8GfcDYnxcw05CFQuJkXW5f9vZfw5gfF7K45yHKOvzZU5rItj6fkHpsEav6bmN/UzIX6kP4ovsGJh99nDUDv+TjqqEYO7S81W0L047O58shn7Ks+F48FDYWh//AvOMPsW3oGh7JnU2sTwNTA7J55lQau4es5v6z8xgWXihMwiRMwiRMnZieOjiBysdW3LBI3dKDE+4sb/ZKkrgUGIL3STU7eyWj/llHpqoHcpkT7U86dnZPxvOklm/8+lDXrEOR5cmu+O7oT6j4OvIuzpd0QV2q4vvInvgdV7LVkMKFi1HIW6V8F5iC/3ElmXf0ofJsKE61iy3au/A/rmRH7160ZAVwKtQHR4IU/QkVu+7sjvsXH/ZahEmYhEmYhKkzk9+PSipvIs/f0kXKs9JFY6SaKrk3oSV2isxBeJU5qUzyAJmbiFIHReYgfErsVBm9cBjV6MtdXDYH4V1so9zki7xWie6Km2JzAD6FHRS3+KOulqFshuI2f3wKLRS2BaK9KsGhkVHS+ttaeyC6K27cMjmlIX74FFkpaA/Gs8KFJViYhEmYhEmYOjdZbirP39LbfSP3PMr4qCIS1ZW8WDiJA8lfMyE/jbnhP6KQOPiofCi7E7Yy+uJ0lsXupsLux/aanmyJy2Tkhdm8a/iGY+0GTpsi+TTqe0aff4gNyev43Hg3RpsHr4TuY/z5uWzr8Tmv1oxCI7OzwP8Ys3LS2dvjCxZWTCBBV8N4r3M8ljuLAz02MKtoCmMCcoVJmIRJmISpE1PGr/eRc/9fbu+e1IiEp6kZG0pblBPDsjysmT6oM9yUpIfjUriJXV1Kx0YlqmltXF7aDU2dlIjMWsyrnWgm1pD/fnd8z8oJzGqjeaUZr3FlFG+8g4BdKjSNDhoXtBM8OY+qzCT8P9Ni95BSP6WD6JkXMO6Mw3eVBmOClsYBduLnX8C8KwzdU0oqx/gJkzAJkzAJUyemrnNPcZQdt3eR6pP5BKmxZSRpKll5cTyHUz7hnnPpPNT1FxQSB38tHMT+3msZkfUwzyXup9zqz/eV3dmWvI4Rv87n7Z5bOdCcxBljOOvjNzHq1ALWp3zBp3VDqLfqeCMyk8m/zGdr309YXjEBrdzOH0IO8MCvGezpt4b5RTOI96rjXn0WC8/M5EDfj5iWO4eRIZeFSZiESZiEqRPT/ONTKXlo1e09OGHZF8SGviEEhDTj+a0nH8bchWS7Hx+MHIpU5sJrj46PolLw+M6Lt6SjaG7ywOdnJR+G9sd3i443vFMpLwhGVyzjPf1gArZoeDMklZxTsShaJLw7aQSB32h4J3IUeYficKrdvD1YSuA3Gj6IHUrNvnCKu4RRmByAfouWNbEDMO8MZkMvvTAJkzAJkzB1YvLP1FByE3n+li5SUrsbnBLsDhkKuxu7S4bMDi6X9Pp1q0uO1A4OlxS3U4LUDna3DKndjd0pAyfX12Q2NzaXHIkTpE6wueTIrC7sLhlSO7jkYHPKkP72PqkdpA6wuWTI7O7rnytMwiRMwiRMNzBZXTeV52/pIqWbVMP9MSUkaqp4adYEnvI/xeHp3Xg66hQKiZOPPQfzlP8p9s5M5E8Jeym3+bMjrAdL/H9kz5xE3o3bwaGgJLKTIng28AhjHurG25E7+EQ7hEarB8tC9jIhPZKPQvewYpwUD5mNRUGHmPlQBs8FHWT+JD0JXjVM8DnHwjkzeCbgJKfTIpkanCdMwiRMwiRMnZgenT0F9t84z9/SPakRhiXUjAujLdKF4U+515qA6S5KMiJwyd3EfvhbE/C+VgqWxaOukxKx7b80Ac/ICcxuw7TCgve4Yoq/7HmtCVhvp2GhmZDJeVR+l0TAZ1rsuptoTC5WUJnqL0zCJEzCJEydmP5/MTgxbNd8xkaXkKiu4sXLEzncYyPjc6czN+IkSomT1aXD2Je8mVE5s3g+di9X7H5sr+7Jt/FbGH72Qd5P+pojbYlkNUXyWddMRp3JYH2PdXzeOJAGq45VXXYx6ew8Mnt+xsrqe/CQ2Xg84Agzz89lf++1LCibhMGzlvFe51hwcSaHen3BjML7GB2YJ0zCJEzCJEydmB75JY1L0/98exepXjNexXi3Ek1oGwGfa+m58iynX7+Tq2MdSGRuQnco6PNCNmeX96b2AQtWo4agE1LuWpxNztIetC1qoSnPD58C6DXvAiUvGJC+UEfl8XCULZCQlk/Dsii8Vlyh8Ps4nGqIGF6O/ZVgIlYVcH5dMm2R4NezDs07viS+msPpD3pTn+ISJmESJmESpk5MqlUqThxfeXs/9NDiL0HiY8NPZ6YtWE6YqglzkAytVwc6LwvmQClhqibag2X4epqRe9mwBEoJVrbQHqIgwKMNp48Di7+EULWJtlAlQZpWrHoXHXo3Yb+thWpasOrd2HxdhGhbaA9VEKJqpsNfgt3XSZC2jfZgBcGqZiwBwiRMwiRMwnRjk/Km8vwtXaTkA41MTjzP3MgfaRlpZprXeWzDmpkVl8VDsb9gGd7GNK/ztIxoJz3qFPclnIEhTczwzsY42kJG2ElG97iI56A6pnufpmFMB+lBJ+hzZyFd+lfxgP4U9alW5vifJLrvFe5IKSY98AT1Y6zM8v0F34E1DO2Zx9zQEzSO6WCGdxbyIY3CJEzCJEzCdANTw0jrTeX5W3q7b3jiM9SMC6E9wonhpQLs3+pQZkgoTu+CS+Embk0FtvVSFNPMXF4ad+3Y+e31WN63oZ7cQP67ificVRB4po2Wl9rxnlBO0YZk/Her0TQ4MD7WTvCUAqq+NeC/VovdQ0b9FDNdZ+di3BGNzyoPjAkaGgfYMSy4iOX7YDRPqalM1QuTMAmTMAlTJ6auGb9y1JV5e/ekxu+fy7jIIgyqq7xUPIkfEjOZVDCBjLBrD/Bac2UYO+O/JzXvXl6I3k2V3ZfM2jv5JnYXoy7ez/vdvuaoOZ6s5ig+jtjHmIsz2ZCwgQ2mvtTbPFkZfIgJF+eQmbSe1+qGoZNZeVj/E7Pz5rAneROLrowhSVfNPZ45LMifyQ/JXzOndCyj/XOFSZiESZiEqRPTvKw0sqe+e3sXqZRJL9MwSIskzELURxKi3iqgcHki5ZMkIHMTvdVNzMt5lP4xntIMNzSqCDvqIua5PKoWd+XqMw7sl7zwzXcTtaAA05NhNK8003o0CFWTm5CZZTiW6HG/2UzddxE4NeAzuhrtUg9079Rw5dM4WqIkKHs3Efy6gqB3yih5K4GaflJhEiZhEiZh6sQUsNzOkbOv396DE8ZEGcroVhLCaqhN0ZDiVUp9TwVBEUbCwhup66Wkn1cxdXeqiQurwyOqmfo75PT1KqH2Lg96BlfhjLFgTJLQz6eE2r6epARU0B5rx5Tgpp++lNq+3vTzL6XZ4KQ1zkGKfzm1fb3o61uKMRGssR30Dq6kNkVHX+9SGrsLkzAJkzAJ041MdX3+fmH6z3FLFylXtzb6dilnqF8BrYk2+mlK6Ei0MCi4mMFBRZgTO+inKaU1ycawgAL6h5bhMJjppymhJcnOYN8CekdcQRHfwgBtIaZkB0O8LhPbtQafWCMDPQow3eHgbo8CAmMbiYqpZYhXPqbuDgZpC1DHN5MceZUhPpdpTrZzt6YIp0GYhEmYhEmYbmhKctxUnr+lt/uG9XiOmnsCMUc4MawsxfWVAumjKoofDMIth7i/XsW51oHsATd5z0ZcawLuNOJ4px1FWht5b8XgfU5JwFkzlmUteE6tpXhtDL57PNA0Omid30zgfRVc/Toa73We2LVSTPe2E/VgMabvQvB4wxujQYWpvxXDoiKsmT4onvGkcrS3MAmTMAmTMHViinnkHIc7ttzePam0g3MYF16AQVXNi6WT2WfYzZSiUWSEnkCBkzVVw9ket5+xl8eyNHLXtbunG3qxKeogqfmTeDdmCyfMsZxuiWZN+BFSc9NYH7+JL013Umf3ZEXQCSblzuDbhE28UT8QncxKhu+vPHB5FrsTtrL46hASPKoZ45HLwqLp7EvYRnr5CEbrLwqTMAmTMAlTJ6aHz07l1OQPbu8iNWDkcuqGeWLvYiP+HTPea2pp/GMEJWlq3HI3sZs68H+rAuMfQrn8mAZ5g4KIAzb8VpTR9qg/RcvUyC964H/Jgc/iChwPe1D9ZwXuQ3pUTW60c66ieUxK24fQ8VUwdq0E+dgGAhY74JMOWj4MxxQjw9mnlegXO9B+0kTjK1FcHaQQJmESJmESpk5M4c82cqjk/dt7cKJquBzf3vUMMRRQNtmX+wKyKB+nIe6OKyR3L6d8vJapAdmUTfSmf0IxQT1rKU9VkhaYRdkUP1LjcpGnNFE5QkJaUBblaUFMjrpAez8zdYMdpIWdofy+EKZ0OUv9IDstAyzcG3Ge8rRgpgaf4eowcN/VzPiYi5RNCSAtMJsro4VJmIRJmITpRqaKe4NvKs/f0o/qcPo4CPZoJUxtwqp3ESw3Yfd1EqZtRi51kuPrJFhuwqZ3EqYx4XBLqfLVEyxvxqp3EaYyEeTZRruP+vpaiNKEj5eZVrmKMEUTVr2bUEUTGu8O1Eo7ocomrH4uwhRNSH87XiRE2YzVz0WwvBmnrzAJkzAJkzDdyGTzvblNvFt6u29I36XUjPLDEu4g8fUaZOtt2Bf5UDTTF7fcTbfPjcg/asGZrib36UDUdXIid7cifbMRyWzIWxWM7ryagPNWeL4e1QwLpWuC8divQ2N0YZ/XiP4BI7Xr/FFv1GPXSjBPbCHikRrMmz2R/MWfpm5K2vpZiF9yFedmOa5l/lQO8xAmYRImYRKmTkxdFxZyyLju9u5J3X9oNuPDCzEoq3mpfBK7uu3l/pIRzA2+dvf0h1XDyYw9wMTCVF4I302Vw5dtDb1ZH3mYcZcn8E7XrZywxJLdGsnqsJOMzZ/MF3Ffsam5Fw12HcsCf2JK/jS+jf+aPzf0QyuzkeGTxZzCGewyZLLk6kDitTWM0eWyqGgaewzfk14xlDH6S8IkTMIkTMLUienhc1M4OfHD27tIDe6/jNpReizhdhLebEC51kzHk/4Uz/DCJXfTbZ0J1QdN2B7WkbfYD1W9jIi9ZpSv1eF+UE7+K/5oz2vwz7Ehf7YW5Ww7Zav9UO/3QmN04Z5Xj/eDbTR87o18ox92rQTrRBPh842YN6pxvxNIU5yC9r5m4p+tx73Rjf1PgVQN0wqTMAmTMAlTJ6auT5RxqO6z23twomS6gohh5aT1yaJgfhBPdjlAQYaOlLvzGTzgEpfnefNklwNcnh/AhJSzdBtSSuGDKv7Q5SAFj3dhzh2/4DuqmrJp8GTkAQqfiGZBwnEcY03UTrGyKPoIRU/GsDDmCA2TzXRMaGZh/DEKn+zKE1GHqJjmRJtay8Pdf6RgUQRPhh+g6AFhEiZhEiZhupGpZEH0TeX5W3pwQmKVYrYraXGokXVIaHGpkVqktDlU2FwyZBYp7W4lsg4J7Q4V7XYlUosUs1uFrAPanCrabQqwSml1apBZJLQ51VhtchxWGe0uFTKLBLNLhcMmB/e16zKLhHaXCneHDLNVSavz2veb3SphEiZhEiZhugmTtENyc3n+Vt7uGzj0JWqHe2MNt5Hwl1Z0f23A9EwXiu/TXGsCbmjH691qWhcEkL/QE0WDnIgfrHitvELHPC8KlnuiytHin+PAY0klkrkKrryjRXbAF7XRhSq9Bo9HXJg+luPYFIRDC+5xRkL+YMGx1oXlg1CaYuXYUtqIWdqKcq2Z1pVdqBqsEiZhEiZhEqZOTFHP1HKw/DbvSaUdnMPEiMvEKWtYXjaJPfF7SCseSXrIyd/dPT2+4B6WReyiwqFne31vNkYdYmz+RN6O2coJcyzZrVGs7nKUsXlTWd9tM5uae1Fn8+TFoB+ZnDedTMNXvN4wAE9ZBxk+WcwumMlOw7c8XT2YBG01Y3S5PF40nX2GHTxYPpx7/HKESZiESZiEqRNTxtmp/DRp9e1dpIb1fo6aMYG0RzhIfLkC92YpzNdS9GAAbhnEfVoDn1qRzJGS92wY6joZkTtNuP7Sgmyahbw3o/E6ryTwnAX70ia0aUaKP43Ce68HmkYn5kdN+M+opubLMHTrvbFrJbRMbiMyvZyWrQGo3/SlKV557WysxWXYt3gg+6M3lSO9hEmYhEmYhKkTU8z8HA63f3WbD04sUNBzYi7zBx0hd3k4q6K2kf+8N6mjs5g86mfyXvBjVdQ2cv8Uwtwhx+g/7gIFS1Ss6ppJ3ssxPN1vP9FTiqlY4OTV2EzyX0tgRc+daGdWY8po5VXDNi6/lsgrSdsxpzchn13Hy3d8z+XXE3mtWybVC6wE31/Ocyn7yHs5lle7ZlK0WJiESZiESZhuZCpckXhTef6WHpyQVai5EBBCh1OOR4mCC9YwVCUqzoV0QSFzoilRcmFAGNpSBVnxkVxp8UZepiYnpQu6YjlnekWSVxOEq9yDc90j8SySkd0/ioqrftAm53xsBJ5FMs6aozBe8QGVi+ygKDyLZJy3RGIr11Fgk5PtEYlnsZycjnBkZWoueAiTMAmTMAlTZyZdieym8vwt/UsqINuJJd+Hs+XhhB5v54gpgZCfrFQWBVJSFEzojx0cMSUQdtzMhbIwmgv0hPzs4KAxkbCjLZyqjEKapyMg282RxnhCDzdxrDoWXY4K/Vkph+oMhB42cqSuG/pzMrxylByrjSX0cBOHGgwEZIPykpafqqIJPdzMIWMCQb8KkzAJkzAJ041MIcebbirP39I9qYk/pDM+ohCD6irLSyexx7CdqUXjmBv6293TV4azs9suxuZPZGn0tWPnt9X14quu+xmdO4X34r7hWHs8p1si+Tj8IKmXprHesJENpruot3myPPgwky89QGbSRlbVDUEns/KI/hQzc+ewL3kzT1SOxKCrZqzuIo8XzGB/0lYeKE1ljN8lYRImYRImYerElJGdxukp793egxPDk5+h5p4Q2iOdGJYXYt/igXKelOL0UFxyiPvoCo51IJtp4/JzXa89wGtHA5b3rKinGMl/24DPOQUBZ9ppf6kVz0lVFH+RgN8eNZoGJ6bHWgmaWkTV1m7o1+qw66Q03msmenY+ph0ReL7mSZNBTeMAG4bH87BsD0TztJrK0XphEiZhEiZh6sQUMy+LI47vbu8iFb/5j4yMryDZo4o3ssfww6APGPvzAmYaslBInKzL7cve/msY8+NCFvc8RFmHP3tKE9nW5xNSjy1iVd9t7G9K5kJ9CF9038Dko4+zZuCXfFw1FGOHlre6bWHa0fl8OeRTlhXfi4fCxuLwH5h3/CG2DV3DI7mzifVpYGpANs+cSmP3kNXcf3Yew8ILhUmYhEmYhKkT01MHJ1D52IobFqlbenDCneXNXkkSlwJD8D6pZmevZNQ/68hU9UAuc6L9ScfO7sl4ntTyjV8f6pp1KLI82RXfHf0JFV9H3sX5ki6oS1V8H9kTv+NKthpSuHAxCnmrlO8CU/A/riTzjj5Ung3FqXaxRXsX/seV7Ojdi5asAE6F+uBIkKI/oWLXnd1x/+LDXoswCZMwCZMwdWby+1FJ5U3k+Vu6SHlWumiMVFMl9ya0xE6ROQivMieVSR4gcxNR6qDIHIRPiZ0qoxcOoxp9uYvL5iC8i22Um3yR1yrRXXFTbA7Ap7CD4hZ/1NUylM1Q3OaPT6GFwrZAtFclODQySlp/W2sPRHfFjVsmpzTED58iKwXtwXhWuLAEC5MwCZMwCVPnJstN5flbertv5J5HGR9VRKK6khcLJ3Eg+Wsm5KcxN/xHFBIHH5UPZXfCVkZfnM6y2N1U2P3YXtOTLXGZjLwwm3cN33Cs3cBpUySfRn3P6PMPsSF5HZ8b78Zo8+CV0H2MPz+XbT0+59WaUWhkdhb4H2NWTjp7e3zBwooJJOhqGO91jsdyZ3GgxwZmFU1hTECuMAmTMAmTMHViyvj1PnLu/8vt3ZMakfA0NWNDaYtyYliWhzXTB3WGm5L0cFwKN7GrS+nYqEQ1rY3LS7uhqZMSkVmLebUTzcQa8t/vju9ZOYFZbTSvNOM1rozijXcQsEuFptFB44J2gifnUZWZhP9nWuweUuqndBA98wLGnXH4rtJgTNDSOMBO/PwLmHeFoXtKSeUYP2ESJmESJmHqxNR17imOsuP2LlJ9Mp8gNbaMJE0lKy+O53DKJ9xzLp2Huv6CQuLgr4WD2N97LSOyHua5xP2UW/35vrI725LXMeLX+bzdcysHmpM4YwxnffwmRp1awPqUL/i0bgj1Vh1vRGYy+Zf5bO37CcsrJqCV2/lDyAEe+DWDPf3WML9oBvFeddyrz2LhmZkc6PsR03LnMDLksjAJkzAJkzB1Ypp/fColD626vQcnLPuC2NA3hICQZjy/9eTDmLuQbPfjg5FDkcpceO3R8VFUCh7fefGWdBTNTR74/Kzkw9D++G7R8YZ3KuUFweiKZbynH0zAFg1vhqSScyoWRYuEdyeNIPAbDe9EjiLvUBxOtZu3B0sJ/EbDB7FDqdkXTnGXMAqTA9Bv0bImdgDmncFs6KUXJmESJmESpk5M/pkaSm4iz9/SRUpqd4NTgt0hQ2F3Y3fJkNnB5ZJev251yZHaweGS4nZKkNrB7pYhtbuxO2Xg5PqazObG5pIjcYLUCTaXHJnVhd0lQ2oHlxxsThnS394ntYPUwbXnsNjd1z9XmIRJmIRJmG5gsrpuLs//o4Xh+PHjTJgwgdDQUCQSCdu3b//ddbfbzYsvvkhISAgajYaRI0dSWFj4u/cYjUZmzZqFl5cXPj4+ZGRk0NbW9o9S0E2q4eH+x3kpcRdts1p4yv8Ukun1PN3rB/7Ycz/OGUae8j+FZaaJPyXtZkHfI6jvq2WJ/4+Y5rSyIm4H0wedImhyBc8GHqHhoXZWRO5g2MhzGMYVsCxkL3XpFpaG7qH7uHwGjsrhxfBd1D9k5rmgg4RNKmPS0F95qetOjHPaeSbgJJ5p1cIkTMIkTMJ0A1P97P+l6b69e/fy448/cueddzJlyhS2bdvG5MmTr19/4403eO2111i/fj3R0dH86U9/Iicnh9zcXNRqNQD33HMP1dXV/PWvf8Vut5Oenk5KSgqbN2++KcP1wQnDEmrGhdEW6cLwp9xrTcB0FyUZEbjkbmI//K0JeF8rBcviUddJidj2X5qAZ+QEZrdhWmHBe1wxxV/2vNYErLfTsNBMyOQ8Kr9LIuAzLXbdTTQmFyuoTPUXJmESJmESpk5M/5TBCYlE8rsi5Xa7CQ0NZcmSJTz99NMANDc3ExQUxLp165g+fTp5eXkkJiZy+vRp+vTpA8C+ffsYO3YslZWVhIaG3nSRGrZrPmOjS0hUV/Hi5Ykc7rGR8bnTmRtxEqXEyerSYexL3syonFk8H7uXK3Y/tlf35Nv4LQw/+yDvJ33NkbZEspoi+axrJqPOZLC+xzo+bxxIg1XHqi67mHR2Hpk9P2Nl9T14yGw8HnCEmefnsr/3WhaUTcLgWct4r3MsuDiTQ72+YEbhfYwOzBMmYRImYRKmTkyP/JLGpel//ucWqZKSEmJiYjh79iw9e/a8/r4hQ4bQs2dP3nvvPT7//HOWLFlCU9P/OQHX4XCgVqvZunUr99577998j9VqxWq1/q5IhYeH02vGqxjvVqIJbSPgcy09V57l9Ot3cnWsA4nMTegOBX1eyObs8t7UPmDBatQQdELKXYuzyVnag7ZFLTTl+eFTAL3mXaDkBQPSF+qoPB6OsgUS0vJpWBaF14orFH4fh1MNEcPLsb8STMSqAs6vS6YtEvx61qF5x5fEV3M4/UFv6lNcwiRMwiRMwtSJSbVKxYnjK/+5Dz2sqakBICgo6HfrQUFB16/V1NQQGBj4u+tyuRy9Xn/9Pf81XnvtNby9va+/wsPDAbD4S5D42PDTmWkLlhOmasIcJEPr1YHOy4I5UEqYqon2YBm+nmbkXjYsgVKClS20hygI8GjD6ePA4i8hVG2iLVRJkKYVq95Fh95N2G9roZoWrHo3Nl8XIdoW2kMVhKia6fCXYPd1EqRtoz1YQbCqGUuAMAmTMAmTMN3YpLypunJLPE/q+eefp7m5+frrypUrAMgHGpmceJ65kT/SMtLMNK/z2IY1Mysui4dif8EyvI1pXudpGdFOetQp7ks4A0OamOGdjXG0hYywk4zucRHPQXVM9z5Nw5gO0oNO0OfOQrr0r+IB/SnqU63M8T9JdN8r3JFSTHrgCerHWJnl+wu+A2sY2jOPuaEnaBzTwQzvLORDGoVJmIRJmITpBqaGkdYbZP5rcUts9/3XuP6ojsRnqBkXQnuEE8NLBdi/1aHMkFCc3gWXwk3cmgps66Uoppm5vDTu2rHz2+uxvG9DPbmB/HcT8TmrIPBMGy0vteM9oZyiDcn471ajaXBgfKyd4CkFVH1rwH+tFruHjPopZrrOzsW4IxqfVR4YEzQ0DrBjWHARy/fBaJ5SU5mqFyZhEiZhEqZOTF0zfuWoK/NfMzjx9NNPs2TJkusFJTAw8G8GJ7KysrjzzjsB+OGHH0hNTf2HByfG75/LuMgiDKqrvFQ8iR8SM5lUMIGMsGsP8FpzZRg7478nNe9eXojeTZXdl8zaO/kmdhejLt7P+92+5qg5nqzmKD6O2MeYizPZkLCBDaa+1Ns8WRl8iAkX55CZtJ7X6oahk1l5WP8Ts/PmsCd5E4uujCFJV809njksyJ/JD8lfM6d0LKP9c4VJmIRJmISpE9O8rDSyp777P1+k2traKCoqAqBXr168/fbbDBs2DL1eT0REBG+88Qavv/7670bQL1y48Dcj6LW1tXz88cfXR9D79OnzD4+gp0x6mYZBWiRhFqI+khD1VgGFyxMpnyQBmZvorW5iXs6j9I/xlGa4oVFF2FEXMc/lUbW4K1efcWC/5IVvvpuoBQWYngyjeaWZ1qNBqJrchMwsw7FEj/vNZuq+i8CpAZ/R1WiXeqB7p4Yrn8bREiVB2buJ4NcVBL1TRslbCdT0kwqTMAmTMAlTJ6aA5XaOnH39f35wIisri169etGrVy8AnnrqKXr16sWLL74IwLPPPsuiRYt45JFHSElJoa2tjX379l0vUACbNm3CYDAwYsQIxo4dy8CBA/nkk0/+UQrGRBnK6FYSwmqoTdGQ4lVKfU8FQRFGwsIbqeulpJ9XMXV3qokLq8Mjqpn6O+T09Sqh9i4PegZX4YyxYEyS0M+nhNq+nqQEVNAea8eU4KafvpTavt708y+l2eCkNc5Bin85tX296OtbijERrLEd9A6upDZFR1/vUhq7C5MwCZMwCdONTHV9/n5h+s/xDxepoUOH4na7/+a1bt064NoW4MqVK6mpqaGjo4ODBw/SrVu3332GXq9n8+bNtLa20tzczOeff45Op/tHKbi6tdG3SzlD/QpoTbTRT1NCR6KFQcHFDA4qwpzYQT9NKa1JNoYFFNA/tAyHwUw/TQktSXYG+xbQO+IKivgWBmgLMSU7GOJ1mdiuNfjEGhnoUYDpDgd3exQQGNtIVEwtQ7zyMXV3MEhbgDq+meTIqwzxuUxzsp27NUU4DcIkTMIkTMJ0Q1OS46by/C19CvqwHs9Rc08g5ggnhpWluL5SIH1URfGDQbjlEPfXqzjXOpA94Cbv2YhrTcCdRhzvtKNIayPvrRi8zykJOGvGsqwFz6m1FK+NwXePB5pGB63zmwm8r4KrX0fjvc4Tu1aK6d52oh4sxvRdCB5veGM0qDD1t2JYVIQ10wfFM55UjvYWJmESJmESpk5MMY+c43DHltv7UR1pB+cwLrwAg6qaF0sns8+wmylFo8gIPYECJ2uqhrM9bj9jL49laeSua3dPN/RiU9RBUvMn8W7MFk6YYzndEs2a8COk5qaxPn4TX5rupM7uyYqgE0zKncG3CZt4o34gOpmVDN9feeDyLHYnbGXx1SEkeFQzxiOXhUXT2ZewjfTyEYzWXxQmYRImYRKmTkwPn53Kqckf3N5FasDI5dQN88TexUb8O2a819TS+McIStLUuOVuYjd14P9WBcY/hHL5MQ3yBgURB2z4rSij7VF/ipapkV/0wP+SA5/FFTge9qD6zwrch/Somtxo51xF85iUtg+h46tg7FoJ8rENBCx2wCcdtHwYjilGhrNPK9EvdqD9pInGV6K4OkghTMIkTMIkTJ2Ywp9t5FDJ+//cEyf+2VE1XI5v73qGGAoom+zLfQFZlI/TEHfHFZK7l1M+XsvUgGzKJnrTP6GYoJ61lKcqSQvMomyKH6lxuchTmqgcISEtKIvytCAmR12gvZ+ZusEO0sLOUH5fCFO6nKV+kJ2WARbujThPeVowU4PPcHUYuO9qZnzMRcqmBJAWmM2V0cIkTMIkTMJ0I1PFvcE3ledv6edJOX0cBHu0EqY2YdW7CJabsPs6CdM2I5c6yfF1Eiw3YdM7CdOYcLilVPnqCZY3Y9W7CFOZCPJso91HfX0tRGnCx8tMq1xFmKIJq95NqKIJjXcHaqWdUGUTVj8XYYompL8dLxKibMbq5yJY3ozTV5iESZiESZhuZLL53twm3i293Tek71JqRvlhCXeQ+HoNsvU27It8KJrpi1vuptvnRuQfteBMV5P7dCDqOjmRu1uRvtmIZDbkrQpGd15NwHkrPF+PaoaF0jXBeOzXoTG6sM9rRP+Akdp1/qg36rFrJZgnthDxSA3mzZ5I/uJPUzclbf0sxC+5inOzHNcyfyqHeQiTMAmTMAlTJ6auCws5ZFx3e/ek7j80m/HhhRiU1bxUPold3fZyf8kI5gZfu3v6w6rhZMYeYGJhKi+E76bK4cu2ht6sjzzMuMsTeKfrVk5YYslujWR12EnG5k/mi7iv2NTciwa7jmWBPzElfxrfxn/Nnxv6oZXZyPDJYk7hDHYZMllydSDx2hrG6HJZVDSNPYbvSa8Yyhj9JWESJmESJmHqxPTwuSmcnPjh7V2kBvdfRu0oPZZwOwlvNqBca6bjSX+KZ3jhkrvpts6E6oMmbA/ryFvsh6peRsReM8rX6nA/KCf/FX+05zX459iQP1uLcradstV+qPd7oTG6cM+rx/vBNho+90a+0Q+7VoJ1oonw+UbMG9W43wmkKU5Be18z8c/W497oxv6nQKqGaYVJmIRJmISpE1PXJ8o4VPfZ7T04UTJdQcSwctL6ZFEwP4gnuxygIENHyt35DB5wicvzvHmyywEuzw9gQspZug0ppfBBFX/ocpCCx7sw545f8B1VTdk0eDLyAIVPRLMg4TiOsSZqp1hZFH2EoidjWBhzhIbJZjomNLMw/hiFT3bliahDVExzok2t5eHuP1KwKIInww9Q9IAwCZMwCZMw3chUsiD6pvL8LT04IbFKMduVtDjUyDoktLjUSC1S2hwqbC4ZMouUdrcSWYeEdoeKdrsSqUWK2a1C1gFtThXtNgVYpbQ6NcgsEtqcaqw2OQ6rjHaXCplFgtmlwmGTg/vadZlFQrtLhbtDhtmqpNV57fvNbpUwCZMwCZMw3YRJ2iG5uTx/K2/3DRz6ErXDvbGG20j4Syu6vzZgeqYLxfdprjUBN7Tj9W41rQsCyF/oiaJBTsQPVrxWXqFjnhcFyz1R5Wjxz3HgsaQSyVwFV97RIjvgi9roQpVeg8cjLkwfy3FsCsKhBfc4IyF/sOBY68LyQShNsXJsKW3ELG1FudZM68ouVA1WCZMwCZMwCVMnpqhnajlYfpv3pNIOzmFixGXilDUsL5vEnvg9pBWPJD3k5O/unh5fcA/LInZR4dCzvb43G6MOMTZ/Im/HbOWEOZbs1ihWdznK2LyprO+2mU3NvaizefJi0I9MzptOpuErXm8YgKesgwyfLGYXzGSn4Vuerh5MgraaMbpcHi+azj7DDh4sH849fjnCJEzCJEzC1Ikp4+xUfpq0+vYuUsN6P0fNmEDaIxwkvlyBe7MU5mspejAAtwziPq2BT61I5kjJezYMdZ2MyJ0mXH9pQTbNQt6b0XidVxJ4zoJ9aRPaNCPFn0bhvdcDTaMT86Mm/GdUU/NlGLr13ti1ElomtxGZXk7L1gDUb/rSFK+8djbW4jLsWzyQ/dGbypFewiRMwiRMwtSJKWZ+Dofbv7rNBycWKOg5MZf5g46QuzycVVHbyH/em9TRWUwe9TN5L/ixKmobuX8KYe6QY/Qfd4GCJSpWdc0k7+UYnu63n+gpxVQscPJqbCb5ryWwoudOtDOrMWW08qphG5dfS+SVpO2Y05uQz67j5Tu+5/LribzWLZPqBVaC7y/nuZR95L0cy6tdMylaLEzCJEzCJEw3MhWuSLypPH9LD07IKtRcCAihwynHo0TBBWsYqhIV50K6oJA50ZQouTAgDG2pgqz4SK60eCMvU5OT0gVdsZwzvSLJqwnCVe7Bue6ReBbJyO4fRcVVP2iTcz42As8iGWfNURiv+IDKRXZQFJ5FMs5bIrGV6yiwycn2iMSzWE5ORziyMjUXPIRJmIRJmISpM5OuRHZTef6W/iUVkO3Eku/D2fJwQo+3c8SUQMhPViqLAikpCib0xw6OmBIIO27mQlkYzQV6Qn52cNCYSNjRFk5VRiHN0xGQ7eZIYzyhh5s4Vh2LLkeF/qyUQ3UGQg8bOVLXDf05GV45So7VxhJ6uIlDDQYCskF5SctPVdGEHm7mkDGBoF+FSZiESZiE6UamkONNN5Xnb+me1MQf0hkfUYhBdZXlpZPYY9jO1KJxzA397e7pK8PZ2W0XY/MnsjT62rHz2+p68VXX/YzOncJ7cd9wrD2e0y2RfBx+kNRL01hv2MgG013U2zxZHnyYyZceIDNpI6vqhqCTWXlEf4qZuXPYl7yZJypHYtBVM1Z3kccLZrA/aSsPlKYyxu+SMAmTMAmTMHViyshO4/SU927vwYnhyc9Qc08I7ZFODMsLsW/xQDlPSnF6KC45xH10Bcc6kM20cfm5rtce4LWjAct7VtRTjOS/bcDnnIKAM+20v9SK56Qqir9IwG+PGk2DE9NjrQRNLaJqazf0a3XYdVIa7zUTPTsf044IPF/zpMmgpnGADcPjeVi2B6J5Wk3laL0wCZMwCZMwdWKKmZfFEcd3t3eRit/8R0bGV5DsUcUb2WP4YdAHjP15ATMNWSgkTtbl9mVv/zWM+XEhi3seoqzDnz2liWzr8wmpxxaxqu829jclc6E+hC+6b2Dy0cdZM/BLPq4airFDy1vdtjDt6Hy+HPIpy4rvxUNhY3H4D8w7/hDbhq7hkdzZxPo0MDUgm2dOpbF7yGruPzuPYeGFwiRMwiRMwtSJ6amDE6h8bMUNi9QtPTjhzvJmrySJS4EheJ9Us7NXMuqfdWSqeiCXOdH+pGNn92Q8T2r5xq8Pdc06FFme7Irvjv6Eiq8j7+J8SRfUpSq+j+yJ33ElWw0pXLgYhbxVyneBKfgfV5J5Rx8qz4biVLvYor0L/+NKdvTuRUtWAKdCfXAkSNGfULHrzu64f/Fhr0WYhEmYhEmYOjP5/aik8iby/C1dpDwrXTRGqqmSexNaYqfIHIRXmZPKJA+QuYkodVBkDsKnxE6V0QuHUY2+3MVlcxDexTbKTb7Ia5XorrgpNgfgU9hBcYs/6moZymYobvPHp9BCYVsg2qsSHBoZJa2/rbUHorvixi2TUxrih0+RlYL2YDwrXFiChUmYhEmYhKlzk+Wm8vwtvd03cs+jjI8qIlFdyYuFkziQ/DUT8tOYG/4jComDj8qHsjthK6MvTmdZ7G4q7H5sr+nJlrhMRl6YzbuGbzjWbuC0KZJPo75n9PmH2JC8js+Nd2O0efBK6D7Gn5/Lth6f82rNKDQyOwv8jzErJ529Pb5gYcUEEnQ1jPc6x2O5szjQYwOziqYwJiBXmIRJmIRJmDoxZfx6Hzn3/+X27kmNSHiamrGhtEU5MSzLw5rpgzrDTUl6OC6Fm9jVpXRsVKKa1sblpd3Q1EmJyKzFvNqJZmIN+e93x/esnMCsNppXmvEaV0bxxjsI2KVC0+igcUE7wZPzqMpMwv8zLXYPKfVTOoieeQHjzjh8V2kwJmhpHGAnfv4FzLvC0D2lpHKMnzAJkzAJkzB1Yuo69xRH2XF7F6k+mU+QGltGkqaSlRfHczjlE+45l85DXX9BIXHw18JB7O+9lhFZD/Nc4n7Krf58X9mdbcnrGPHrfN7uuZUDzUmcMYazPn4To04tYH3KF3xaN4R6q443IjOZ/Mt8tvb9hOUVE9DK7fwh5AAP/JrBnn5rmF80g3ivOu7VZ7HwzEwO9P2IablzGBlyWZiESZiESZg6Mc0/PpWSh1bd3oMTln1BbOgbQkBIM57fevJhzF1ItvvxwcihSGUuvPbo+CgqBY/vvHhLOormJg98flbyYWh/fLfoeMM7lfKCYHTFMt7TDyZgi4Y3Q1LJORWLokXCu5NGEPiNhnciR5F3KA6n2s3bg6UEfqPhg9ih1OwLp7hLGIXJAei3aFkTOwDzzmA29NILkzAJkzAJUycm/0wNJTeR52/pIiW1u8Epwe6QobC7sbtkyOzgckmvX7e65Ejt4HBJcTslSO1gd8uQ2t3YnTJwcn1NZnNjc8mROEHqBJtLjszqwu6SIbWDSw42pwzpb++T2kHq4NpzWOzu658rTMIkTMIkTDcwWV03ledv6SKlm1TD/TElJGqqeGnWBJ7yP8Xh6d14OuoUComTjz0H85T/KfbOTORPCXspt/mzI6wHS/x/ZM+cRN6N28GhoCSykyJ4NvAIYx7qxtuRO/hEO4RGqwfLQvYyIT2Sj0L3sGKcFA+ZjUVBh5j5UAbPBR1k/iQ9CV41TPA5x8I5M3gm4CSn0yKZGpwnTMIkTMIkTJ2YHp09BfbfOM/f0j2pEYYl1IwLoy3SheFPudeagOkuSjIicMndxH74WxPwvlYKlsWjrpMSse2/NAHPyAnMbsO0woL3uGKKv+x5rQlYb6dhoZmQyXlUfpdEwGda7LqbaEwuVlCZ6i9MwiRMwiRMnZj+fzE4MWzXfMZGl5CoruLFyxM53GMj43OnMzfiJEqJk9Wlw9iXvJlRObN4PnYvV+x+bK/uybfxWxh+9kHeT/qaI22JZDVF8lnXTEadyWB9j3V83jiQBquOVV12MensPDJ7fsbK6nvwkNl4POAIM8/PZX/vtSwom4TBs5bxXudYcHEmh3p9wYzC+xgdmCdMwiRMwiRMnZge+SWNS9P/fHsXqV4zXsV4txJNaBsBn2vpufIsp1+/k6tjHUhkbkJ3KOjzQjZnl/em9gELVqOGoBNS7lqcTc7SHrQtaqEpzw+fAug17wIlLxiQvlBH5fFwlC2QkJZPw7IovFZcofD7OJxqiBhejv2VYCJWFXB+XTJtkeDXsw7NO74kvprD6Q96U5/iEiZhEiZhEqZOTKpVKk4cX3l7P/TQ4i9B4mPDT2emLVhOmKoJc5AMrVcHOi8L5kApYaom2oNl+HqakXvZsARKCVa20B6iIMCjDaePA4u/hFC1ibZQJUGaVqx6Fx16N2G/rYVqWrDq3dh8XYRoW2gPVRCiaqbDX4Ld10mQto32YAXBqmYsAcIkTMIkTMJ0Y5PypvL8LV2k5AONTE48z9zIH2kZaWaa13lsw5qZFZfFQ7G/YBnexjSv87SMaCc96hT3JZyBIU3M8M7GONpCRthJRve4iOegOqZ7n6ZhTAfpQSfoc2chXfpX8YD+FPWpVub4nyS67xXuSCkmPfAE9WOszPL9Bd+BNQztmcfc0BM0julghncW8iGNwiRMwiRMwnQDU8NI603l+Vt6u2944jPUjAuhPcKJ4aUC7N/qUGZIKE7vgkvhJm5NBbb1UhTTzFxeGnft2Pnt9Vjet6Ge3ED+u4n4nFUQeKaNlpfa8Z5QTtGGZPx3q9E0ODA+1k7wlAKqvjXgv1aL3UNG/RQzXWfnYtwRjc8qD4wJGhoH2DEsuIjl+2A0T6mpTNULkzAJkzAJUyemrhm/ctSVeXv3pMbvn8u4yCIMqqu8VDyJHxIzmVQwgYywaw/wWnNlGDvjvyc1715eiN5Nld2XzNo7+SZ2F6Mu3s/73b7mqDmerOYoPo7Yx5iLM9mQsIENpr7U2zxZGXyICRfnkJm0ntfqhqGTWXlY/xOz8+awJ3kTi66MIUlXzT2eOSzIn8kPyV8zp3Qso/1zhUmYhEmYhKkT07ysNLKnvnt7F6mUSS/TMEiLJMxC1EcSot4qoHB5IuWTJCBzE73VTczLeZT+MZ7SDDc0qgg76iLmuTyqFnfl6jMO7Je88M13E7WgANOTYTSvNNN6NAhVk5uQmWU4luhxv9lM3XcRODXgM7oa7VIPdO/UcOXTOFqiJCh7NxH8uoKgd8ooeSuBmn5SYRImYRImYerEFLDczpGzr9/egxPGRBnK6FYSwmqoTdGQ4lVKfU8FQRFGwsIbqeulpJ9XMXV3qokLq8Mjqpn6O+T09Sqh9i4PegZX4YyxYEyS0M+nhNq+nqQEVNAea8eU4KafvpTavt708y+l2eCkNc5Bin85tX296OtbijERrLEd9A6upDZFR1/vUhq7C5MwCZMwCdONTHV9/n5h+s9xSxcpV7c2+nYpZ6hfAa2JNvppSuhItDAouJjBQUWYEzvopymlNcnGsIAC+oeW4TCY6acpoSXJzmDfAnpHXEER38IAbSGmZAdDvC4T27UGn1gjAz0KMN3h4G6PAgJjG4mKqWWIVz6m7g4GaQtQxzeTHHmVIT6XaU62c7emCKdBmIRJmIRJmG5oSnLcVJ6/pbf7hvV4jpp7AjFHODGsLMX1lQLpoyqKHwzCLYe4v17FudaB7AE3ec9GXGsC7jTieKcdRVobeW/F4H1OScBZM5ZlLXhOraV4bQy+ezzQNDpond9M4H0VXP06Gu91nti1Ukz3thP1YDGm70LweMMbo0GFqb8Vw6IirJk+KJ7xpHK0tzAJkzAJkzB1Yop55ByHO7bc3j2ptINzGBdegEFVzYulk9ln2M2UolFkhJ5AgZM1VcPZHrefsZfHsjRy17W7pxt6sSnqIKn5k3g3ZgsnzLGcbolmTfgRUnPTWB+/iS9Nd1Jn92RF0Akm5c7g24RNvFE/EJ3MSobvrzxweRa7E7ay+OoQEjyqGeORy8Ki6exL2EZ6+QhG6y8KkzAJkzAJUyemh89O5dTkD27vIjVg5HLqhnli72Ij/h0z3mtqafxjBCVpatxyN7GbOvB/qwLjH0K5/JgGeYOCiAM2/FaU0faoP0XL1MgveuB/yYHP4gocD3tQ/WcF7kN6VE1utHOuonlMStuH0PFVMHatBPnYBgIWO+CTDlo+DMcUI8PZp5XoFzvQftJE4ytRXB2kECZhEiZhEqZOTOHPNnKo5P3be3Ciargc3971DDEUUDbZl/sCsigfpyHujiskdy+nfLyWqQHZlE30pn9CMUE9aylPVZIWmEXZFD9S43KRpzRROUJCWlAW5WlBTI66QHs/M3WDHaSFnaH8vhCmdDlL/SA7LQMs3BtxnvK0YKYGn+HqMHDf1cz4mIuUTQkgLTCbK6OFSZiESZiE6UaminuDbyrP39KP6nD6OAj2aCVMbcKqdxEsN2H3dRKmbUYudZLj6yRYbsKmdxKmMeFwS6ny1RMsb8aqdxGmMhHk2Ua7j/r6WojShI+XmVa5ijBFE1a9m1BFExrvDtRKO6HKJqx+LsIUTUh/O14kRNmM1c9FsLwZp68wCZMwCZMw3chk8725TbxbertvSN+l1IzywxLuIPH1GmTrbdgX+VA00xe33E23z43IP2rBma4m9+lA1HVyIne3In2zEclsyFsVjO68moDzVni+HtUMC6VrgvHYr0NjdGGf14j+ASO16/xRb9Rj10owT2wh4pEazJs9kfzFn6ZuStr6WYhfchXnZjmuZf5UDvMQJmESJmESpk5MXRcWcsi47vbuSd1/aDbjwwsxKKt5qXwSu7rt5f6SEcwNvnb39IdVw8mMPcDEwlReCN9NlcOXbQ29WR95mHGXJ/BO162csMSS3RrJ6rCTjM2fzBdxX7GpuRcNdh3LAn9iSv40vo3/mj839EMrs5Hhk8WcwhnsMmSy5OpA4rU1jNHlsqhoGnsM35NeMZQx+kvCJEzCJEzC1Inp4XNTODnxw9u7SA3uv4zaUXos4XYS3mxAudZMx5P+FM/wwiV3022dCdUHTdge1pG32A9VvYyIvWaUr9XhflBO/iv+aM9r8M+xIX+2FuVsO2Wr/VDv90JjdOGeV4/3g200fO6NfKMfdq0E60QT4fONmDeqcb8TSFOcgva+ZuKfrce90Y39T4FUDdMKkzAJkzAJUyemrk+Ucajus9t7cKJkuoKIYeWk9cmiYH4QT3Y5QEGGjpS78xk84BKX53nzZJcDXJ4fwISUs3QbUkrhgyr+0OUgBY93Yc4dv+A7qpqyafBk5AEKn4hmQcJxHGNN1E6xsij6CEVPxrAw5ggNk810TGhmYfwxCp/syhNRh6iY5kSbWsvD3X+kYFEET4YfoOgBYRImYRImYbqRqWRB9E3l+Vt6cEJilWK2K2lxqJF1SGhxqZFapLQ5VNhcMmQWKe1uJbIOCe0OFe12JVKLFLNbhawD2pwq2m0KsEppdWqQWSS0OdVYbXIcVhntLhUyiwSzS4XDJgf3tesyi4R2lwp3hwyzVUmr89r3m90qYRImYRImYboJk7RDcnN5/lbe7hs49CVqh3tjDbeR8JdWdH9twPRMF4rv01xrAm5ox+vdaloXBJC/0BNFg5yIH6x4rbxCxzwvCpZ7osrR4p/jwGNJJZK5Cq68o0V2wBe10YUqvQaPR1yYPpbj2BSEQwvucUZC/mDBsdaF5YNQmmLl2FLaiFnainKtmdaVXagarBImYRImYRKmTkxRz9RysPw270mlHZzDxIjLxClrWF42iT3xe0grHkl6yMnf3T09vuAelkXsosKhZ3t9bzZGHWJs/kTejtnKCXMs2a1RrO5ylLF5U1nfbTObmntRZ/PkxaAfmZw3nUzDV7zeMABPWQcZPlnMLpjJTsO3PF09mARtNWN0uTxeNJ19hh08WD6ce/xyhEmYhEmYhKkTU8bZqfw0afXtXaSG9X6OmjGBtEc4SHy5AvdmKczXUvRgAG4ZxH1aA59akcyRkvdsGOo6GZE7Tbj+0oJsmoW8N6PxOq8k8JwF+9ImtGlGij+NwnuvB5pGJ+ZHTfjPqKbmyzB0672xayW0TG4jMr2clq0BqN/0pSleee1srMVl2Ld4IPujN5UjvYRJmIRJmISpE1PM/BwOt391mw9OLFDQc2Iu8wcdIXd5OKuitpH/vDepo7OYPOpn8l7wY1XUNnL/FMLcIcfoP+4CBUtUrOqaSd7LMTzdbz/RU4qpWODk1dhM8l9LYEXPnWhnVmPKaOVVwzYuv5bIK0nbMac3IZ9dx8t3fM/l1xN5rVsm1QusBN9fznMp+8h7OZZXu2ZStFiYhEmYhEmYbmQqXJF4U3n+Hy5Sx48fZ8KECYSGhiKRSNi+ffvvrj/00ENIJJLfvVJTU3/3HqPRyKxZs/Dy8sLHx4eMjAza2tr+UQqyCjUX6kI4bYrEo0TBBWsYqhIV5xq7cMYYjqZEyQVrGNpSBVlNkZyrD0VepibH2gVdsZwzLZHk1QThKvfgXEcknkUystujqLjqR2ulF+c7IvAsknHWHIXxig9VVXqy26PwLJJx3hKJrVxHQXUg2a2ReBbLyekIR1YmTMIkTMIkTDcy6UpkN5Xn/+Ei1d7eTo8ePfjwww//7ntSU1Oprq6+/vrqq69+d33WrFlcunSJAwcOsGvXLo4fP84jjzzyj1IIyHZiyffhbHk4ocfbOWJKIOQnK5VFgZQUBRP6YwdHTAmEHTdzoSyM5gI9IT87OGhMJOxoC6cqo5Dm6QjIdnOkMZ7Qw00cq45Fl6NCf1bKoToDoYeNHKnrhv6cDK8cJcdqYwk93MShBgMB2aC8pOWnqmhCDzdzyJhA0K/CJEzCJEzCdCNTyPGmm8rz/089KYlEwrZt25g8efL1tYceegiTyfQ3v7D+I/Ly8khMTOT06dP06dMHgH379jF27FgqKysJDQ294ff+R09q4g/pjI8oxKC6yvLSSewxbGdq0Tjmhv529/SV4ezstoux+RNZGn3t2Pltdb34qut+RudO4b24bzjWHs/plkg+Dj9I6qVprDdsZIPpLuptniwPPszkSw+QmbSRVXVD0MmsPKI/xczcOexL3swTlSMx6KoZq7vI4wUz2J+0lQdKUxnjd0mYhEmYhEmYOjFlZKdxesp7/7uDE3+vSG3fvh2lUomvry/Dhw/nlVdewc/PD4DPP/+cJUuW0NT0f6qow+FArVazdetW7r333r/5HqvVitVq/V2RCg8PZ3jyM9TcE0J7pBPD8kLsWzxQzpNSnB6KSw5xH13BsQ5kM21cfq7rtQd47WjA8p4V9RQj+W8b8DmnIOBMO+0vteI5qYriLxLw26NG0+DE9FgrQVOLqNraDf1aHXadlMZ7zUTPzse0IwLP1zxpMqhpHGDD8Hgelu2BaJ5WUzlaL0zCJEzCJEydmGLmZXHE8d0/v0h9/fXXaLVaoqOjKS4u5oUXXkCn03Hq1ClkMhmrVq1i/fr1XL58+XefFRgYyIoVK3jsscf+5nuWL1/OihUr/mY9fvMfGRlfQbJHFW9kj+GHQR8w9ucFzDRkoZA4WZfbl7391zDmx4Us7nmIsg5/9pQmsq3PJ6QeW8SqvtvY35TMhfoQvui+gclHH2fNwC/5uGooxg4tb3XbwrSj8/lyyKcsK74XD4WNxeE/MO/4Q2wbuoZHcmcT69PA1IBsnjmVxu4hq7n/7DyGhRcKkzAJkzAJUyempw5OoPKxFTcsUv/jJ05Mnz79+r+7d+/OHXfcQUxMDEePHmXEiBH/V5/5/PPP89RTT13//3/8knJnebNXksSlwBC8T6rZ2SsZ9c86MlU9kMucaH/SsbN7Mp4ntXzj14e6Zh2KLE92xXdHf0LF15F3cb6kC+pSFd9H9sTvuJKthhQuXIxC3irlu8AU/I8rybyjD5VnQ3GqXWzR3oX/cSU7eveiJSuAU6E+OBKk6E+o2HVnd9y/+LDXIkzCJEzCJEydmfx+VFJ5E/n/f/1YpK5du+Lv709RUREjRowgODiYurq6373H4XBgNBoJDv7vH4KlUqlQqVR/s+5Z6aIxUk2V3JvQEjtF5iC8ypxUJnmAzE1EqYMicxA+JXaqjF44jGr05S4um4PwLrZRbvJFXqtEd8VNsTkAn8IOilv8UVfLUDZDcZs/PoUWCtsC0V6V4NDIKGn9ba09EN0VN26ZnNIQP3yKrBS0B+NZ4cISLEzCJEzCJEydmyw3VUP+x7f7/mtUVlYSERHB9u3bmThx4vXBiaysLO68804AfvjhB1JTU//hwYmRex5lfFQRiepKXiycxIHkr5mQn8bc8B9RSBx8VD6U3QlbGX1xOstid1Nh92N7TU+2xGUy8sJs3jV8w7F2A6dNkXwa9T2jzz/EhuR1fG68G6PNg1dC9zH+/Fy29ficV2tGoZHZWeB/jFk56ezt8QULKyaQoKthvNc5HsudxYEeG5hVNIUxAbnCJEzCJEzC1Ikp49f7yLn/L//zPam2tjaKiooA6NWrF2+//TbDhg1Dr9ej1+tZsWIFU6dOJTg4mOLiYp599llaW1vJycm5/mvonnvuoba2lo8//hi73U56ejp9+vRh8+bNN2X4jyI1IuFpasaG0hblxLAsD2umD+oMNyXp4bgUbmJXl9KxUYlqWhuXl3ZDUyclIrMW82onmok15L/fHd+zcgKz2mheacZrXBnFG+8gYJcKTaODxgXtBE/OoyozCf/PtNg9pNRP6SB65gWMO+PwXaXBmKClcYCd+PkXMO8KQ/eUksoxfsIkTMIkTMLUianr3FMcZcf/fJE6evQow4YN+5v1Bx98kI8++ojJkydz9uxZTCYToaGhjB49mpdffpmgoKDr7zUajSxcuJCdO3cilUqZOnUq77//Pjqd7h8qUn0ynyA1towkTSUrL47ncMon3HMunYe6/oJC4uCvhYPY33stI7Ie5rnE/ZRb/fm+sjvbktcx4tf5vN1zKweakzhjDGd9/CZGnVrA+pQv+LRuCPVWHW9EZjL5l/ls7fsJyysmoJXb+UPIAR74NYM9/dYwv2gG8V513KvPYuGZmRzo+xHTcucwMuSyMAmTMAmTMHVimn98KiUPrfqfH5wYOnQondW1/fv33/Az9Hr9Tf9q6iws+4LY0DeEgJBmPL/15MOYu5Bs9+ODkUORylx47dHxUVQKHt958ZZ0FM1NHvj8rOTD0P74btHxhncq5QXB6IplvKcfTMAWDW+GpJJzKhZFi4R3J40g8BsN70SOIu9QHE61m7cHSwn8RsMHsUP5/9q77/ioyrz//6/pJZPeJglpJCGTEKpGikqHhI4QpYMQVOoKKlZURAXbqmtB10oRC2gQQYr0olgSOumdhPSezGTq+f2By+/2vncDe3+91w17vR+PeTzIOSczzyszXh/nuq5zTuXeUAq6hJCX4I/PVj3rowdi3mlkUx8fYRImYRImYerA5Jemo/A6+vlOfT8puV0Cpwy7Q4HKLmF3KVDYweWSX91vdSmR28HhkiM5ZcjtYJcUyO0SdqcCnFzdprBJ2FxKZE6QO8HmUqKwurC7FMjt4FKCzalA/utxcjvIHVy5D4tduvq8wiRMwiRMwnQNk9V1Xf18py5ShomV3BVVSLyunKdnjucBv5McmtaNhyJOopI5edd9EA/4nWTPjHiejNtDic2PHSG9eNDve3bPief1mB0cDOxORvcwHg44TNLd3Xg1fAfv6QdTZ3VjVdAexs8L553g3TwzVo6bwsaywIPMuDuVRwMPsHCiD3EelYz3OsPSOdNZ6X+CX1LCmWLMEiZhEiZhEqYOTPfNmgzXHnjr3LfqGG56kMqxIbSGuzA9mXllEnCei8LUMFxKiei3f50EvLOF3FWxaKvlhG3/b5OAp5QEZLTS+IwFz7EFFHzS+8okYI2d2qVmgiZlUfZVd/w/0GM3XMfE5AoVZcl+wiRMwiRMwtSB6f9s4cS/Q67eT2rXQsZEFhKvLeepnAkc6rWZcZnTmB92ArXMyVtFQ9mb8Ckjz8/kseg9XLL78nVFb76M3cqw03N5o/vnHG6NJ70hnA+6pjHyVCobe23go7rbqLUaWNtlFxNPLyCt9wesqRiNm8LGEv/DzDg7n319P2Rx8URM7lWM8zjD4gszONjnY6bn3cmogCxhEiZhEiZh6sB0708pXJz28o1dpPpMf576W9Xoglvx/0hP7zWn+eWFm7g8xoFMIRG8Q8XNj2dwenVfqmZbsNbrCDwu55YVGZx/ohety5ppyPLFKxf6LDhH4eMm5I9XU3YsFHUzxKVkU7sqAo9nLpH3TQxOLYQNK8H+nJGwtbmc3ZBAazj49q5G95o38c+f55c3+1KT6BImYRImYRKmDkyatRqOH1tzY9/00OInQ+Zlw9dgptWoJETTgDlQgd6jHYOHBXOAnBBNA21GBd7uZpQeNiwBcozqZtqCVPi7teL0cmDxkxGsbaQ1WE2grgWrj4t2H4mQX7cF65qx+kjYvF0E6ZtpC1YRpGmi3U+G3dtJoL6VNqMKo6YJi78wCZMwCZMwXdukvq5+vlMXKeVt9UyKP8v88O9pHmFmqsdZbEObmBmTzt3RP2EZ1spUj7M0D29jXsRJ7ow7BYMbmO6ZQf0oC6khJxjV6wLut1czzfMXapPamRd4nJtvyqPLgHJm+5ykJtnKHL8TRPa7RM/EAuYFHKcmycpM75/wvq2SIb2zmB98nLqkdqZ7pqMcXCdMwiRMwiRM1zDVjrBeu5Onkw/3DYtfSeXYINrCnJiezsX+pQF1qoyCeV1wqSRi1pdi2yhHNdVMzhMxVy47/3UNljdsaCfVkv16PF6nVQScaqX56TY8x5eQvykBv2+16God1C9qwzg5l/IvTfh9qMfupqBmspmuszKp3xGJ11o36uN01A20Y1p8Acs3RnQPaClL9hEmYRImYRKmDkxdU3/miCvtxp6TGrdvPmPD8zFpLvN0wUS+i09jYu54UkOu3MBr/aWh7Iz9huSsO3g88lvK7d6kVd3EF9G7GHnhLt7o9jlHzLGkN0Xwbtheki7MYFPcJjY19qPG5s4a40HGX5hDWveNrKseikFh5R6fH5iVNYfdCVtYdimJ7oYKRrufZ3H2DL5L+Jw5RWMY5ZcpTMIkTMIkTB2YFqSnkDHl9Ru7SCVOfJba2/XIQixEvCMj4pVc8lbHUzJRBgqJyG0SUc9mUfRILEWpEtRpCDniIurRLMpXdOXySgf2ix54Z0tELM6lcXkITWvMtBwJRNMgETSjGMeDPkgvNVH9VRhOHXiNqkD/hBuG1yq59H4MzREy1H0bML6gIvC1YgpfiaOyv1yYhEmYhEmYOjD5r7Zz+PQLN/bCifp4BerIFuJCKqlK1JHoUURNbxWBYfWEhNZR3UdNf48Cqm/SEhNSjVtEEzU9lfTzKKTqFjd6G8txRlmo7y6jv1chVf3cSfQvpS3aTmOcRH+fIqr6edLfr4gmk5OWGAeJfiVU9fOgn3cR9fFgjW6nr7GMqkQD/TyLqOshTMIkTMIkTNcyVd/8jwvTf02nLlKubq3061LCEN9cWuJt9NcV0h5v4XZjAYMC8zHHt9NfV0RLdxtD/XMZEFyMw2Smv66Q5u52Bnnn0jfsEqrYZgbq82hMcDDYI4forpV4Rddzm1sujT0d3OqWS0B0HRFRVQz2yKaxh4Pb9bloY5tICL/MYK8cmhLs3KrLx2kSJmESJmESpmuaujuuq5/v1MN9Q3s9SuXoAMxhTkxrinB9pkJ+n4aCuYFISoj562WcHzpQzJbIejjsyiTgznocr7WhSmkl65UoPM+o8T9txrKqGfcpVRR8GIX3bjd0dQ5aFjYRcGcplz+PxHODO3a9nMY72oiYW0DjV0G4vehJvUlD4wArpmX5WNO8UK10p2yUpzAJkzAJkzB1YIq69wyH2rfe2HNSKQfmMDY0F5OmgqeKJrHX9C2T80eSGnwcFU7Wlw/j65h9jMkZwxPhu66cPV3bhy0RB0jOnsjrUVs5bo7ml+ZI1oceJjkzhY2xW/ik8Saq7e48E3iciZnT+TJuCy/W3IZBYSXV+2dm58zk27htrLg8mDi3CpLcMlmaP429cduZVzKcUT4XhEmYhEmYhKkD0z2np3By0ps3dpEaOGI11UPdsXexEfuaGc/1VdQ9EkZhihZJKRG9pR2/V0qp/1MwOYt0KGtVhO234ftMMa33+ZG/Sovyght+Fx14rSjFcY8bFS+rkA76oGmQ0M+5jG6RnNa3of0zI3a9DOWYWvxXOOC9dprfDqUxSoHz5hYin2pH/14Ddc9FcPl2lTAJkzAJkzB1YAp9uI6DhW/c2Asnyocp8e5bw2BTLsWTvLnTP52SsTpiel4ioUcJJeP0TPHPoHiCJwPiCgjsXUVJspqUgHSKJ/uSHJOJMrGBsuEyUgLTKUkJZFLEOdr6m6ke5CAl5BQldwYxuctpam630zzQwh1hZylJMTLFeIrLQ0G6pYlxURconuxPSkAGl0YJkzAJkzAJ07VMpXcYr6uf79S36nB6OTC6tRCibcTq48KobMTu7SRE34RS7uS8txOjshGbj5MQXSMOSU65tw9GZRNWHxchmkYC3Vtp89Je3RakbsTLw0yLUkOIqgGrj0SwqgGdZztatZ1gdQNWXxchqgbkv15eJEjdhNXXhVHZhNNbmIRJmIRJmK5lsnlf3yBepx7uG9zvCSpH+mIJdRD/QiWKjTbsy7zIn+GNpJTo9lE9yneacc7TkvlQANpqJeHftiB/qQ7ZLMhaa8RwVov/WSs8VoNmuoWi9Ubc9hnQ1buwL6jDZ3Y9VRv80G72wa6XYZ7QTNi9lZg/dUf2Zz8auqlp7W8h9sHLOD9V4lrlR9lQN2ESJmESJmHqwNR1aR4H6zfc2HNSdx2cxbjQPEzqCp4umciubnu4q3A4841Xzp5+u3wYadH7mZCXzOOh31Lu8GZ7bV82hh9ibM54Xuu6jeOWaDJawnkr5ARjsifxccxnbGnqQ63dwKqAH5icPZUvYz/n5dr+6BU2Ur3SmZM3nV2mNB68fBux+kqSDJksy5/KbtM3zCsdQpLPRWESJmESJmHqwHTPmcmcmPD2jV2kBg1YRdVIHyyhduJeqkX9oZn25X4UTPfApZTotqERzZsN2O4xkLXCF02NgrA9ZtTrqpHmKsl+zg/9WR1+520oH65CPctO8Vu+aPd5oKt3IS2owXNuK7UfeaLc7ItdL8M6oZHQhfWYN2uRXgugIUZFWz8zsQ/XIG2WsD8ZQPlQvTAJkzAJkzB1YOp6fzEHqz+4sRdOFE5TETa0hJSb08ldGMjyLvvJTTWQeGs2gwZeJGeBJ8u77CdnoT/jE0/TbXAReXM1/KnLAXKXdGFOz5/wHllB8VRYHr6fvPsjWRx3DMeYRqomW1kWeZj85VEsjTpM7SQz7eObWBp7lLzlXbk/4iClU53ok6u4p8f35C4LY3nofvJnC5MwCZMwCdO1TIWLI6+rn+/UCydkVjlmu5pmhxZFu4xmlxa5RU6rQ4PNpUBhkdMmqVG0y2hzaGizq5Fb5JglDYp2aHVqaLOpwCqnxalDYZHR6tRitSlxWBW0uTQoLDLMLg0OmxKkK/sVFhltLg1SuwKzVU2L88rrmyWNMAmTMAmTMF2HSd4uu75+vjMP99025GmqhnliDbUR9+cWDH+tpXFlFwru1F2ZBNzUhsfrFbQs9id7qTuqWiVh31nxWHOJ9gUe5K52R3Nej995B24PliGbr+LSa3oU+73R1rvQzKvE7V4Xje8qcWwJxKEHaWw9QX+y4PjQheXNYBqildgSW4l6ogX1h2Za1nShfJBGmIRJmIRJmDowRays4kDJDT4nlXJgDhPCcohRV7K6eCK7Y3eTUjCCeUEnfnP29Ljc0awK20Wpw4eva/qyOeIgY7In8GrUNo6bo8loieCtLkcYkzWFjd0+ZUtTH6pt7jwV+D2TsqaRZvqMF2oH4q5oJ9UrnVm5M9hp+pKHKgYRp68gyZDJkvxp7DXtYG7JMEb7nhcmYRImYRKmDkypp6fww8S3buwiNbTvo1QmBdAW5iD+2VKkT+WwUE/+XH8kBcS8XwnvW5HNkZP1cAjaagXhOxtx/bkZxVQLWS9F4nFWTcAZC/YnGtCn1FPwfgSee9zQ1Tkx39eI3/QKKj8JwbDRE7teRvOkVsLnldC8zR/tS940xKqvXBtrRTH2rW4oHvGkbISHMAmTMAmTMHVgilp4nkNtn93gCycWq+g9IZOFtx8mc3UoayO2k/2YJ8mj0pk08keyHvdlbcR2Mp8MYv7gowwYe47cBzWs7ZpG1rNRPNR/H5GTCyhd7OT56DSy18XxTO+d6GdU0JjawvOm7eSsi+e57l9jnteAclY1z/b8hpwX4lnXLY2KxVaMd5XwaOJesp6N5vmuaeSvECZhEiZhEqZrmfKeib+ufr5TL5xQlGo55x9Eu1OJW6GKc9YQNIUazgR1QaVwoitUc25gCPoiFemx4Vxq9kRZrOV8YhcMBUpO9QknqzIQV4kbZ3qE456vIGNABKWXfaFVydnoMNzzFZw2R1B/yQs0LjICI3DPV3DWEo6txECuTUmGWzjuBUrOt4eiKNZyzk2YhEmYhEmYOjIZChXX1c936m9S/hlOLNlenC4JJfhYG4cb4wj6wUpZfgCF+UaCv2/ncGMcIcfMnCsOoSnXh6AfHRyojyfkSDMnyyKQZxnwz5A4XBdL8KEGjlZEYzivwee0nIPVJoIP1XO4uhs+ZxR4nFdztCqa4EMNHKw14Z8B6ot6fiiPJPhQEwfr4wj8WZiESZiESZiuZQo61nBd/XynnpOa8N08xoXlYdJcZnXRRHabvmZK/ljmB/969vSlYezstosx2RN4IvLKZee3V/fhs677GJU5mb/EfMHRtlh+aQ7n3dADJF+cykbTZjY13kKNzZ3VxkNMujibtO6bWVs9GIPCyr0+J5mROYe9CZ9yf9kITIYKxhgusCR3Ovu6b2N2UTJJvheFSZiESZiEqQNTakYKv0z+y429cGJYwkoqRwfRFu7EtDoP+1Y31AvkFMwLxqWEmHcu4dgAihk2ch7teuUGXjtqsfzFinZyPdmvmvA6o8L/VBttT7fgPrGcgo/j8N2tRVfrpHFRC4FT8inf1g2fDw3YDXLq7jATOSubxh1huK9zp8GkpW6gDdOSLCxfB6B7SEvZKB9hEiZhEiZh6sAUtSCdw46vbuwiFfvpI4yILSXBrZwXM5L47vY3GfPjYmaY0lHJnGzI7MeeAetJ+n4pK3ofpLjdj91F8Wy/+T2Sjy5jbb/t7GtI4FxNEB/32MSkI0tYf9snvFs+hPp2Pa9028rUIwv5ZPD7rCq4AzeVjRWh37Hg2N1sH7KeezNnEe1VyxT/DFaeTOHbwW9x1+kFDA3NEyZhEiZhEqYOTA8cGE/ZomeuWaQ69cIJKd2TPbLuXAwIwvOElp19EtD+aCBN0wulwon+BwM7eyTgfkLPF743U91kQJXuzq7YHvgc1/B5+C2cLeyCtkjDN+G98T2mZpspkXMXIlC2yPkqIBG/Y2rSet5M2elgnFoXW/W34HdMzY6+fWhO9+dksBeOODk+xzXsuqkH0k9e7LEIkzAJkzAJU0cm3+/VlF1HP9+pi5R7mYu6cC3lSk+CC+3kmwPxKHZS1t0NFBJhRQ7yzYF4Fdopr/fAUa/Fp8RFjjkQzwIbJY3eKKvUGC5JFJj98cprp6DZD22FAnUTFLT64ZVnIa81AP1lGQ6dgsKWX7e1BWC4JCEplBQF+eKVbyW3zYh7qQuLUZiESZiESZg6Nlmuq5/v1MN9I3bfx7iIfOK1ZTyVN5H9CZ8zPjuF+aHfo5I5eKdkCN/GbWPUhWmsiv6WUrsvX1f2ZmtMGiPOzeJ10xccbTPxS2M470d8w6izd7MpYQMf1d9Kvc2N54L3Mu7sfLb3+ojnK0eiU9hZ7HeUmefnsafXxywtHU+coZJxHmdYlDmT/b02MTN/Mkn+mcIkTMIkTMLUgSn15zs5f9efb+w5qeFxD1E5JpjWCCemVVlY07zQpkoUzgvFpZKIfquI9s1qNFNbyXmiG7pqOWFpVZjfcqKbUEn2Gz3wPq0kIL2VpjVmPMYWU7C5J/67NOjqHNQtbsM4KYvytO74faDH7ianZnI7kTPOUb8zBu+1Ourj9NQNtBO78BzmXSEYHlBTluQrTMIkTMIkTB2Yus4/yRF23NhF6ua0+0mOLqa7row1F8ZxKPE9Rp+Zx91df0Ilc/DXvNvZ1/dDhqffw6Px+yix+vFNWQ+2J2xg+M8LebX3NvY3dedUfSgbY7cw8uRiNiZ+zPvVg6mxGngxPI1JPy1kW7/3WF06Hr3Szp+C9jP751R291/PwvzpxHpUc4dPOktPzWB/v3eYmjmHEUE5wiRMwiRMwtSBaeGxKRTevfbGXjhh2RvIpn5B+Ac14f6lO29H3YLsa1/eHDEEucKFx24D70Qk4vaVB6/IR9LU4IbXj2reDh6A91YDL3omU5JrxFCg4C8+g/DfquOloGTOn4xG1Szj9YnDCfhCx2vhI8k6GINTK/HqIDkBX+h4M3oIlXtDKegSQl6CPz5b9ayPHoh5p5FNfXyESZiESZiEqQOTX5qOwuvo5zt1kZLbJXDKsDsUqOwSdpcChR1cLvnV/VaXErkdHC45klOG3A52SYHcLmF3KsDJ1W0Km4TNpUTmBLkTbC4lCqsLu0uB3A4uJdicCuS/Hie3g9zBlfuw2KWrzytMwiRMwiRM1zBZXdfVz3fqImWYWMldUYXE68p5euZ4HvA7yaFp3Xgo4iQqmZN33QfxgN9J9syI58m4PZTY/NgR0osH/b5n95x4Xo/ZwcHA7mR0D+PhgMMk3d2NV8N38J5+MHVWN1YF7WH8vHDeCd7NM2PluClsLAs8yIy7U3k08AALJ/oQ51HJeK8zLJ0znZX+J/glJZwpxixhEiZhEiZh6sB036zJsO/a/XynnpMabnqQyrEhtIa7MD2ZeWUScJ6LwtQwXEqJ6Ld/nQS8s4XcVbFoq+WEbf9vk4CnlARktNL4jAXPsQUUfNL7yiRgjZ3apWaCJmVR9lV3/D/QYzdcx8TkChVlyX7CJEzCJEzC1IHpP2LhxNBdCxkTWUi8tpynciZwqNdmxmVOY37YCdQyJ28VDWVvwqeMPD+Tx6L3cMnuy9cVvfkydivDTs/lje6fc7g1nvSGcD7omsbIU6ls7LWBj+puo9ZqYG2XXUw8vYC03h+wpmI0bgobS/wPM+PsfPb1/ZDFxRMxuVcxzuMMiy/M4GCfj5medyejArKESZiESZiEqQPTvT+lcHHayzd2keoz/Xnqb1WjC27F/yM9vdec5pcXbuLyGAcyhUTwDhU3P57B6dV9qZptwVqvI/C4nFtWZHD+iV60LmumIcsXr1zos+AchY+bkD9eTdmxUNTNEJeSTe2qCDyeuUTeNzE4tRA2rAT7c0bC1uZydkMCreHg27sa3WvexD9/nl/e7EtNokuYhEmYhEmYOjBp1mo4fmzNjX3TQ4ufDJmXDV+DmVajkhBNA+ZABXqPdgweFswBckI0DbQZFXi7m1F62LAEyDGqm2kLUuHv1orTy4HFT0awtpHWYDWBuhasPi7afSRCft0WrGvG6iNh83YRpG+mLVhFkKaJdj8Zdm8ngfpW2owqjJomLP7CJEzCJEzCdG2T+rr6+U5dpJS31TMp/izzw7+neYSZqR5nsQ1tYmZMOndH/4RlWCtTPc7SPLyNeREnuTPuFAxuYLpnBvWjLKSGnGBUrwu4317NNM9fqE1qZ17gcW6+KY8uA8qZ7XOSmmQrc/xOENnvEj0TC5gXcJyaJCszvX/C+7ZKhvTOYn7wceqS2pnumY5ycJ0wCZMwCZMwXcNUO8J6Xf18px7uGxa/ksqxQbSFOTE9nYv9SwPqVBkF87rgUknErC/FtlGOaqqZnCdirlx2/usaLG/Y0E6qJfv1eLxOqwg41Urz0214ji8hf1MCft9q0dU6qF/UhnFyLuVfmvD7UI/dTUHNZDNdZ2VSvyMSr7Vu1MfpqBtox7T4ApZvjOge0FKW7CNMwiRMwiRMHZi6pv7MEVfajT0nNW7ffMaG52PSXObpgol8F5/GxNzxpIZcuYHX+ktD2Rn7DclZd/B45LeU271Jq7qJL6J3MfLCXbzR7XOOmGNJb4rg3bC9JF2Ywaa4TWxq7EeNzZ01xoOMvzCHtO4bWVc9FIPCyj0+PzAraw67E7aw7FIS3Q0VjHY/z+LsGXyX8DlzisYwyi9TmIRJmIRJmDowLUhPIWPK6zd2kUqc+Cy1t+uRhViIeEdGxCu55K2Op2SiDBQSkdskop7NouiRWIpSJajTEHLERdSjWZSv6MrllQ7sFz3wzpaIWJxL4/IQmtaYaTkSiKZBImhGMY4HfZBeaqL6qzCcOvAaVYH+CTcMr1Vy6f0YmiNkqPs2YHxBReBrxRS+Ekdlf7kwCZMwCZMwdWDyX23n8OkXbuyFE/XxCtSRLcSFVFKVqCPRo4ia3ioCw+oJCa2juo+a/h4FVN+kJSakGreIJmp6KunnUUjVLW70NpbjjLJQ311Gf69Cqvq5k+hfSlu0ncY4if4+RVT186S/XxFNJictMQ4S/Uqo6udBP+8i6uPBGt1OX2MZVYkG+nkWUddDmIRJmIRJmK5lqr75Hxem/5pOXaRc3Vrp16WEIb65tMTb6K8rpD3ewu3GAgYF5mOOb6e/roiW7jaG+ucyILgYh8lMf10hzd3tDPLOpW/YJVSxzQzU59GY4GCwRw7RXSvxiq7nNrdcGns6uNUtl4DoOiKiqhjskU1jDwe363PRxjaREH6ZwV45NCXYuVWXj9MkTMIkTMIkTNc0dXdcVz/fqYf7hvZ6lMrRAZjDnJjWFOH6TIX8Pg0FcwORlBDz18s4P3SgmC2R9XDYlUnAnfU4XmtDldJK1itReJ5R43/ajGVVM+5Tqij4MArv3W7o6hy0LGwi4M5SLn8eiecGd+x6OY13tBExt4DGr4Jwe9GTepOGxgFWTMvysaZ5oVrpTtkoT2ESJmESJmHqwBR17xkOtW/9feek1q1bR1paGtnZ2eh0OgYOHMiLL75IbGzs1WPa29t58MEH+fzzz7FarSQlJbF+/XoCAwOvHlNaWsqiRYs4fPgwBoOBuXPnsm7dOpTK67uU4N+KVMqBOYwNzcWkqeCpoknsNX3L5PyRpAYfR4WT9eXD+DpmH2NyxvBE+K4rZ0/X9mFLxAGSsyfyetRWjpuj+aU5kvWhh0nOTGFj7BY+abyJars7zwQeZ2LmdL6M28KLNbdhUFhJ9f6Z2Tkz+TZuGysuDybOrYIkt0yW5k9jb9x25pUMZ5TPBWESJmESJmHqwHTP6SmcnPTm71ukkpOTmTZtGomJiTgcDh5//HEuXLhAZmYmbm5uACxatIhvv/2WDRs24OnpydKlS5HL5Xz//fcAOJ1OevfujdFo5OWXX6aiooI5c+Zwzz33sHbt2n+qSA0csZrqoe7Yu9iIfc2M5/oq6h4JozBFi6SUiN7Sjt8rpdT/KZicRTqUtSrC9tvwfaaY1vv8yF+lRXnBDb+LDrxWlOK4x42Kl1VIB33QNEjo51xGt0hO69vQ/pkRu16Gckwt/isc8F47zW+H0hilwHlzC5FPtaN/r4G65yK4fLtKmIRJmIRJmDowhT5cx8HCN37fhRN79+7l7rvvpnv37vTq1YsNGzZQWlpKRkYGAE1NTXz44Ye8+uqrDBs2jJtuuomPP/6YH374gR9//BGA7777jszMTD755BN69+7N6NGjefbZZ3n77bex2Wz/DIfyYUq8+9Yw2JRL8SRv7vRPp2Ssjpiel0joUULJOD1T/DMonuDJgLgCAntXUZKsJiUgneLJviTHZKJMbKBsuIyUwHRKUgKZFHGOtv5mqgc5SAk5RcmdQUzucpqa2+00D7RwR9hZSlKMTDGe4vJQkG5pYlzUBYon+5MSkMGlUcIkTMIkTMJ0LVPpHcbr6uf/nxZONDU1AeDj4wNARkYGdrudESNGXD3GZDIRFhbGyZMnATh58iQ9evT4zfBfUlISzc3NXLx48Z96faeXA6NbCyHaRqw+LozKRuzeTkL0TQTpmrB5OzEqG7H5OAnRNRJsaMLpbceobMLq4yJE00igeysyL9vVbUHqRrw8zGg82wlRNWD1kQhWNaDzbMfTw0ywugGrr4sQVQPyXy8vEqRuwurrwqhswuktTMIkTMIkTNcy2byvbxDvf71wwuVyMWHCBBobGzlx4gQAn376KfPmzcNq/e3lLm655RaGDh3Kiy++yL333ktJSQn79v3/NxIxm824ubmxe/duRo8e/T9ey2q1/uY5m5ubCQ0NZXC/J6gc6Ysl1EH8C5UoNtqwL/Mif4Y3klKi20f1KN9pxjlPS+ZDAWirlYR/24L8pTpksyBrrRHDWS3+Z63wWA2a6RaK1htx22dAV+/CvqAOn9n1VG3wQ7vZB7tehnlCM2H3VmL+1B3Zn/1o6Kamtb+F2Acv4/xUiWuVH2VD3YRJmIRJmISpA1PXpXkcrN/wf3cy76JFi9izZw8nTpygS5cu/6dFavXq1TzzzDP/Y/tdB2cxLjQPk7qCp0smsqvbHu4qHM5845Wzp98uH0Za9H4m5CXzeOi3lDu82V7bl43hhxibM57Xum7juCWajJZw3go5wZjsSXwc8xlbmvpQazewKuAHJmdP5cvYz3m5tj96hY1Ur3Tm5E1nlymNBy/fRqy+kiRDJsvyp7Lb9A3zSoeQ5HNRmIRJmIRJmDow3XNmMicmvP1/U6SWLl3Kjh07OHbsGJGRkVe3Hzp0iOHDh9PQ0ICXl9fV7eHh4SxfvpwVK1bw1FNP8c0333DmzJmr+4uKiujatSunTp2iT58+/+P1/tE3qUEDVlE10gdLqJ24l2pRf2imfbkfBdM9cCklum1oRPNmA7Z7DGSt8EVToyBsjxn1umqkuUqyn/NDf1aH33kbyoerUM+yU/yWL9p9HujqXUgLavCc20rtR54oN/ti18uwTmgkdGE95s1apNcCaIhR0dbPTOzDNUibJexPBlA+VC9MwiRMwiRMHZi63l/MweoPft+FE5IksXTpUrZv386hQ4d+U6AAbrrpJlQqFQcPHry6LScnh9LSUgYMGADAgAEDOH/+PNXV1VeP2b9/Px4eHsTHx//d19VoNHh4ePzmAVA4TUXY0BJSbk4nd2Egy7vsJzfVQOKt2QwaeJGcBZ4s77KfnIX+jE88TbfBReTN1fCnLgfIXdKFOT1/wntkBcVTYXn4fvLuj2Rx3DEcYxqpmmxlWeRh8pdHsTTqMLWTzLSPb2Jp7FHylnfl/oiDlE51ok+u4p4e35O7LIzlofvJny1MwiRMwiRM1zIVLo78u/39f8/1nZj0a5YsWcKnn37Kjh07cHd3p7KyEgBPT090Oh2enp6kpqbywAMP4OPjg4eHB8uWLWPAgAH0798fgFGjRhEfH8/s2bN56aWXqKysZNWqVSxZsgSNRvPPcJBZ5ZjtapodWhTtMppdWuQWOa0ODTaXAoVFTpukRtEuo82hoc2uRm6RY5Y0KNqh1amhzaYCq5wWpw6FRUarU4vVpsRhVdDm0qCwyDC7NDhsSpCu7FdYZLS5NEjtCsxWNS3OK69vljTCJEzCJEzCdB0mebvs+vr5f2a4Tyb7+0/68ccfc/fddwP//8m8n3322W9O5jUa///lhiUlJSxatIgjR47g5ubG3LlzeeGFF/7pk3lvG/I0VcM8sYbaiPtzC4a/1tK4sgsFd+quTAJuasPj9QpaFvuTvdQdVa2SsO+seKy5RPsCD3JXu6M5r8fvvAO3B8uQzVdx6TU9iv3eaOtdaOZV4navi8Z3lTi2BOLQgzS2nqA/WXB86MLyZjAN0Upsia1EPdGC+kMzLWu6UD5II0zCJEzCJEwdmCJWVnGg5P9oTuqPzn+94sSEsBxi1JWsLp7I7tjdpBSMYF7Qid+cPT0udzSrwnZR6vDh65q+bI44yJjsCbwatY3j5mgyWiJ4q8sRxmRNYWO3T9nS1IdqmztPBX7PpKxppJk+44Xagbgr2kn1SmdW7gx2mr7koYpBxOkrSDJksiR/GntNO5hbMozRvueFSZiESZiEqQNT6ukp/DDxrRu7SA3t+yiVSQG0hTmIf7YU6VM5LNSTP9cfSQEx71fC+1Zkc+RkPRyCtlpB+M5GXH9uRjHVQtZLkXicVRNwxoL9iQb0KfUUvB+B5x43dHVOzPc14je9gspPQjBs9MSul9E8qZXweSU0b/NH+5I3DbHqK9fGWlGMfasbikc8KRvhIUzCJEzCJEwdmKIWnudQ22c39q06Cher6D0hk4W3HyZzdShrI7aT/ZgnyaPSmTTyR7Ie92VtxHYynwxi/uCjDBh7jtwHNaztmkbWs1E81H8fkZMLKF3s5PnoNLLXxfFM753oZ1TQmNrC86bt5KyL57nuX2Oe14ByVjXP9vyGnBfiWdctjYrFVox3lfBo4l6yno3m+a5p5K8QJmESJmESpmuZ8p75+wvl/nv+qYUT/25RlGo55x9Eu1OJW6GKc9YQNIUazgR1QaVwoitUc25gCPoiFemx4Vxq9kRZrOV8YhcMBUpO9QknqzIQV4kbZ3qE456vIGNABKWXfaFVydnoMNzzFZw2R1B/yQs0LjICI3DPV3DWEo6txECuTUmGWzjuBUrOt4eiKNZyzk2YhEmYhEmYOjIZChXX1c936m9S/hlOLNlenC4JJfhYG4cb4wj6wUpZfgCF+UaCv2/ncGMcIcfMnCsOoSnXh6AfHRyojyfkSDMnyyKQZxnwz5A4XBdL8KEGjlZEYzivwee0nIPVJoIP1XO4uhs+ZxR4nFdztCqa4EMNHKw14Z8B6ot6fiiPJPhQEwfr4wj8WZiESZiESZiuZQo61nBd/XynnpOa8N08xoXlYdJcZnXRRHabvmZK/ljmB/969vSlYezstosx2RN4IvLKZee3V/fhs677GJU5mb/EfMHRtlh+aQ7n3dADJF+cykbTZjY13kKNzZ3VxkNMujibtO6bWVs9GIPCyr0+J5mROYe9CZ9yf9kITIYKxhgusCR3Ovu6b2N2UTJJvheFSZiESZiEqQNTakYKv0z+y429cGJYwkoqRwfRFu7EtDoP+1Y31AvkFMwLxqWEmHcu4dgAihk2ch7teuUGXjtqsfzFinZyPdmvmvA6o8L/VBttT7fgPrGcgo/j8N2tRVfrpHFRC4FT8inf1g2fDw3YDXLq7jATOSubxh1huK9zp8GkpW6gDdOSLCxfB6B7SEvZKB9hEiZhEiZh6sAUtSCdw46vbuwiFfvpI4yILSXBrZwXM5L47vY3GfPjYmaY0lHJnGzI7MeeAetJ+n4pK3ofpLjdj91F8Wy/+T2Sjy5jbb/t7GtI4FxNEB/32MSkI0tYf9snvFs+hPp2Pa9028rUIwv5ZPD7rCq4AzeVjRWh37Hg2N1sH7KeezNnEe1VyxT/DFaeTOHbwW9x1+kFDA3NEyZhEiZhEqYOTA8cGE/ZomeuWaQ69cIJKd2TPbLuXAwIwvOElp19EtD+aCBN0wulwon+BwM7eyTgfkLPF743U91kQJXuzq7YHvgc1/B5+C2cLeyCtkjDN+G98T2mZpspkXMXIlC2yPkqIBG/Y2rSet5M2elgnFoXW/W34HdMzY6+fWhO9+dksBeOODk+xzXsuqkH0k9e7LEIkzAJkzAJU0cm3+/VlF1HP9+pi5R7mYu6cC3lSk+CC+3kmwPxKHZS1t0NFBJhRQ7yzYF4Fdopr/fAUa/Fp8RFjjkQzwIbJY3eKKvUGC5JFJj98cprp6DZD22FAnUTFLT64ZVnIa81AP1lGQ6dgsKWX7e1BWC4JCEplBQF+eKVbyW3zYh7qQuLUZiESZiESZg6Nlmuq5/v1MN9I3bfx7iIfOK1ZTyVN5H9CZ8zPjuF+aHfo5I5eKdkCN/GbWPUhWmsiv6WUrsvX1f2ZmtMGiPOzeJ10xccbTPxS2M470d8w6izd7MpYQMf1d9Kvc2N54L3Mu7sfLb3+ojnK0eiU9hZ7HeUmefnsafXxywtHU+coZJxHmdYlDmT/b02MTN/Mkn+mcIkTMIkTMLUgSn15zs5f9efb+w5qeFxD1E5JpjWCCemVVlY07zQpkoUzgvFpZKIfquI9s1qNFNbyXmiG7pqOWFpVZjfcqKbUEn2Gz3wPq0kIL2VpjVmPMYWU7C5J/67NOjqHNQtbsM4KYvytO74faDH7ianZnI7kTPOUb8zBu+1Ourj9NQNtBO78BzmXSEYHlBTluQrTMIkTMIkTB2Yus4/yRF23NhF6ua0+0mOLqa7row1F8ZxKPE9Rp+Zx91df0Ilc/DXvNvZ1/dDhqffw6Px+yix+vFNWQ+2J2xg+M8LebX3NvY3dedUfSgbY7cw8uRiNiZ+zPvVg6mxGngxPI1JPy1kW7/3WF06Hr3Szp+C9jP751R291/PwvzpxHpUc4dPOktPzWB/v3eYmjmHEUE5wiRMwiRMwtSBaeGxKRTevfbGXjhh2RvIpn5B+Ac14f6lO29H3YLsa1/eHDEEucKFx24D70Qk4vaVB6/IR9LU4IbXj2reDh6A91YDL3omU5JrxFCg4C8+g/DfquOloGTOn4xG1Szj9YnDCfhCx2vhI8k6GINTK/HqIDkBX+h4M3oIlXtDKegSQl6CPz5b9ayPHoh5p5FNfXyESZiESZiEqQOTX5qOwuvo5zt1kZLbJXDKsDsUqOwSdpcChR1cLvnV/VaXErkdHC45klOG3A52SYHcLmF3KsDJ1W0Km4TNpUTmBLkTbC4lCqsLu0uB3A4uJdicCuS/Hie3g9zBlfuw2KWrzytMwiRMwiRM1zBZXdfVz3fqImWYWMldUYXE68p5euZ4HvA7yaFp3Xgo4iQqmZN33QfxgN9J9syI58m4PZTY/NgR0osH/b5n95x4Xo/ZwcHA7mR0D+PhgMMk3d2NV8N38J5+MHVWN1YF7WH8vHDeCd7NM2PluClsLAs8yIy7U3k08AALJ/oQ51HJeK8zLJ0znZX+J/glJZwpxixhEiZhEiZh6sB036zJsO/a/XynnpMabnqQyrEhtIa7MD2ZeWUScJ6LwtQwXEqJ6Ld/nQS8s4XcVbFoq+WEbf9vk4CnlARktNL4jAXPsQUUfNL7yiRgjZ3apWaCJmVR9lV3/D/QYzdcx8TkChVlyX7CJEzCJEzC1IHpP2LhxNBdCxkTWUi8tpynciZwqNdmxmVOY37YCdQyJ28VDWVvwqeMPD+Tx6L3cMnuy9cVvfkydivDTs/lje6fc7g1nvSGcD7omsbIU6ls7LWBj+puo9ZqYG2XXUw8vYC03h+wpmI0bgobS/wPM+PsfPb1/ZDFxRMxuVcxzuMMiy/M4GCfj5medyejArKESZiESZiEqQPTvT+lcHHayzd2keoz/Xnqb1WjC27F/yM9vdec5pcXbuLyGAcyhUTwDhU3P57B6dV9qZptwVqvI/C4nFtWZHD+iV60LmumIcsXr1zos+AchY+bkD9eTdmxUNTNEJeSTe2qCDyeuUTeNzE4tRA2rAT7c0bC1uZydkMCreHg27sa3WvexD9/nl/e7EtNokuYhEmYhEmYOjBp1mo4fmzNjX3TQ4ufDJmXDV+DmVajkhBNA+ZABXqPdgweFswBckI0DbQZFXi7m1F62LAEyDGqm2kLUuHv1orTy4HFT0awtpHWYDWBuhasPi7afSRCft0WrGvG6iNh83YRpG+mLVhFkKaJdj8Zdm8ngfpW2owqjJomLP7CJEzCJEzCdG2T+rr6+U5dpJS31TMp/izzw7+neYSZqR5nsQ1tYmZMOndH/4RlWCtTPc7SPLyNeREnuTPuFAxuYLpnBvWjLKSGnGBUrwu4317NNM9fqE1qZ17gcW6+KY8uA8qZ7XOSmmQrc/xOENnvEj0TC5gXcJyaJCszvX/C+7ZKhvTOYn7wceqS2pnumY5ycJ0wCZMwCZMwXcNUO8J6Xf18px7uGxa/ksqxQbSFOTE9nYv9SwPqVBkF87rgUknErC/FtlGOaqqZnCdirlx2/usaLG/Y0E6qJfv1eLxOqwg41Urz0214ji8hf1MCft9q0dU6qF/UhnFyLuVfmvD7UI/dTUHNZDNdZ2VSvyMSr7Vu1MfpqBtox7T4ApZvjOge0FKW7CNMwiRMwiRMHZi6pv7MEVfajT0nNW7ffMaG52PSXObpgol8F5/GxNzxpIZcuYHX+ktD2Rn7DclZd/B45LeU271Jq7qJL6J3MfLCXbzR7XOOmGNJb4rg3bC9JF2Ywaa4TWxq7EeNzZ01xoOMvzCHtO4bWVc9FIPCyj0+PzAraw67E7aw7FIS3Q0VjHY/z+LsGXyX8DlzisYwyi9TmIRJmIRJmDowLUhPIWPK6zd2kUqc+Cy1t+uRhViIeEdGxCu55K2Op2SiDBQSkdskop7NouiRWIpSJajTEHLERdSjWZSv6MrllQ7sFz3wzpaIWJxL4/IQmtaYaTkSiKZBImhGMY4HfZBeaqL6qzCcOvAaVYH+CTcMr1Vy6f0YmiNkqPs2YHxBReBrxRS+Ekdlf7kwCZMwCZMwdWDyX23n8OkXbuyFE/XxCtSRLcSFVFKVqCPRo4ia3ioCw+oJCa2juo+a/h4FVN+kJSakGreIJmp6KunnUUjVLW70NpbjjLJQ311Gf69Cqvq5k+hfSlu0ncY4if4+RVT186S/XxFNJictMQ4S/Uqo6udBP+8i6uPBGt1OX2MZVYkG+nkWUddDmIRJmIRJmK5lqr75Hxem/5pOXaRc3Vrp16WEIb65tMTb6K8rpD3ewu3GAgYF5mOOb6e/roiW7jaG+ucyILgYh8lMf10hzd3tDPLOpW/YJVSxzQzU59GY4GCwRw7RXSvxiq7nNrdcGns6uNUtl4DoOiKiqhjskU1jDwe363PRxjaREH6ZwV45NCXYuVWXj9MkTMIkTMIkTNc0dXdcVz/fqYf7hvZ6lMrRAZjDnJjWFOH6TIX8Pg0FcwORlBDz18s4P3SgmC2R9XDYlUnAnfU4XmtDldJK1itReJ5R43/ajGVVM+5Tqij4MArv3W7o6hy0LGwi4M5SLn8eiecGd+x6OY13tBExt4DGr4Jwe9GTepOGxgFWTMvysaZ5oVrpTtkoT2ESJmESJmHqwBR17xkOtW+9seekUg7MYWxoLiZNBU8VTWKv6Vsm548kNfg4KpysLx/G1zH7GJMzhifCd105e7q2D1siDpCcPZHXo7Zy3BzNL82RrA89THJmChtjt/BJ401U2915JvA4EzOn82XcFl6suQ2Dwkqq98/MzpnJt3HbWHF5MHFuFSS5ZbI0fxp747Yzr2Q4o3wuCJMwCZMwCVMHpntOT+HkpDdv7CI1cMRqqoe6Y+9iI/Y1M57rq6h7JIzCFC2SUiJ6Szt+r5RS/6dgchbpUNaqCNtvw/eZYlrv8yN/lRblBTf8LjrwWlGK4x43Kl5WIR30QdMgoZ9zGd0iOa1vQ/tnRux6GcoxtfivcMB77TS/HUpjlALnzS1EPtWO/r0G6p6L4PLtKmESJmESJmHqwBT6cB0HC9+4sRdOlA9T4t23hsGmXIoneXOnfzolY3XE9LxEQo8SSsbpmeKfQfEETwbEFRDYu4qSZDUpAekUT/YlOSYTZWIDZcNlpASmU5ISyKSIc7T1N1M9yEFKyClK7gxicpfT1Nxup3mghTvCzlKSYmSK8RSXh4J0SxPjoi5QPNmflIAMLo0SJmESJmESpmuZSu8wXlc/36lv1eH0cmB0ayFE24jVx4VR2Yjd20mIvgml3Ml5bydGZSM2HychukYckpxybx+MyiasPi5CNI0EurfS5qW9ui1I3YiXh5kWpYYQVQNWH4lgVQM6z3a0ajvB6gasvi5CVA3If728SJC6CauvC6OyCae3MAmTMAmTMF3LZPO+vkG8Tj3cN7jfE1SO9MUS6iD+hUoUG23Yl3mRP8MbSSnR7aN6lO8045ynJfOhALTVSsK/bUH+Uh2yWZC11ojhrBb/s1Z4rAbNdAtF64247TOgq3dhX1CHz+x6qjb4od3sg10vwzyhmbB7KzF/6o7sz340dFPT2t9C7IOXcX6qxLXKj7KhbsIkTMIkTMLUganr0jwO1m+4seek7jo4i3GheZjUFTxdMpFd3fZwV+Fw5huvnD39dvkw0qL3MyEvmcdDv6Xc4c322r5sDD/E2JzxvNZ1G8ct0WS0hPNWyAnGZE/i45jP2NLUh1q7gVUBPzA5eypfxn7Oy7X90StspHqlMydvOrtMaTx4+TZi9ZUkGTJZlj+V3aZvmFc6hCSfi8IkTMIkTMLUgemeM5M5MeHtG7tIDRqwiqqRPlhC7cS9VIv6QzPty/0omO6BSynRbUMjmjcbsN1jIGuFL5oaBWF7zKjXVSPNVZL9nB/6szr8zttQPlyFepad4rd80e7zQFfvQlpQg+fcVmo/8kS52Re7XoZ1QiOhC+sxb9YivRZAQ4yKtn5mYh+uQdosYX8ygPKhemESJmESJmHqwNT1/mIOVn9wYy+cKJymImxoCSk3p5O7MJDlXfaTm2og8dZsBg28SM4CT5Z32U/OQn/GJ56m2+Ai8uZq+FOXA+Qu6cKcnj/hPbKC4qmwPHw/efdHsjjuGI4xjVRNtrIs8jD5y6NYGnWY2klm2sc3sTT2KHnLu3J/xEFKpzrRJ1dxT4/vyV0WxvLQ/eTPFiZhEiZhEqZrmQoXR15XP9+pF07IrHLMdjXNDi2KdhnNLi1yi5xWhwabS4HCIqdNUqNol9Hm0NBmVyO3yDFLGhTt0OrU0GZTgVVOi1OHwiKj1anFalPisCpoc2lQWGSYXRocNiVIV/YrLDLaXBqkdgVmq5oW55XXN0saYRImYRImYboOk7xddn39fGce7rttyNNUDfPEGmoj7s8tGP5aS+PKLhTcqbsyCbipDY/XK2hZ7E/2UndUtUrCvrPiseYS7Qs8yF3tjua8Hr/zDtweLEM2X8Wl1/Qo9nujrXehmVeJ270uGt9V4tgSiEMP0th6gv5kwfGhC8ubwTREK7ElthL1RAvqD820rOlC+SCNMAmTMAmTMHVgilhZxYGSG3xOKuXAHCaE5RCjrmR18UR2x+4mpWAE84JO/Obs6XG5o1kVtotShw9f1/Rlc8RBxmRP4NWobRw3R5PREsFbXY4wJmsKG7t9ypamPlTb3Hkq8HsmZU0jzfQZL9QOxF3RTqpXOrNyZ7DT9CUPVQwiTl9BkiGTJfnT2GvawdySYYz2PS9MwiRMwiRMHZhST0/hh4lv3dhFamjfR6lMCqAtzEH8s6VIn8phoZ78uf5ICoh5vxLetyKbIyfr4RC01QrCdzbi+nMziqkWsl6KxOOsmoAzFuxPNKBPqafg/Qg897ihq3Nivq8Rv+kVVH4SgmGjJ3a9jOZJrYTPK6F5mz/al7xpiFVfuTbWimLsW91QPOJJ2QgPYRImYRImYerAFLXwPIfaPrvBF04sVtF7QiYLbz9M5upQ1kZsJ/sxT5JHpTNp5I9kPe7L2ojtZD4ZxPzBRxkw9hy5D2pY2zWNrGejeKj/PiInF1C62Mnz0Wlkr4vjmd470c+ooDG1hedN28lZF89z3b/GPK8B5axqnu35DTkvxLOuWxoVi60Y7yrh0cS9ZD0bzfNd08hfIUzCJEzCJEzXMuU9E39d/XynXjihKNVyzj+IdqcSt0IV56whaAo1nAnqgkrhRFeo5tzAEPRFKtJjw7nU7ImyWMv5xC4YCpSc6hNOVmUgrhI3zvQIxz1fQcaACEov+0KrkrPRYbjnKzhtjqD+khdoXGQERuCer+CsJRxbiYFcm5IMt3DcC5Scbw9FUazlnJswCZMwCZMwdWQyFCquq5/v1N+k/DOcWLK9OF0SSvCxNg43xhH0g5Wy/AAK840Ef9/O4cY4Qo6ZOVccQlOuD0E/OjhQH0/IkWZOlkUgzzLgnyFxuC6W4EMNHK2IxnBeg89pOQerTQQfqudwdTd8zijwOK/maFU0wYcaOFhrwj8D1Bf1/FAeSfChJg7WxxH4szAJkzAJkzBdyxR0rOG6+vlOPSc14bt5jAvLw6S5zOqiiew2fc2U/LHMD/717OlLw9jZbRdjsifwROSVy85vr+7DZ133MSpzMn+J+YKjbbH80hzOu6EHSL44lY2mzWxqvIUamzurjYeYdHE2ad03s7Z6MAaFlXt9TjIjcw57Ez7l/rIRmAwVjDFcYEnudPZ138bsomSSfC8KkzAJkzAJUwem1IwUfpn8lxt74cSwhJVUjg6iLdyJaXUe9q1uqBfIKZgXjEsJMe9cwrEBFDNs5Dza9coNvHbUYvmLFe3kerJfNeF1RoX/qTbanm7BfWI5BR/H4btbi67WSeOiFgKn5FO+rRs+HxqwG+TU3WEmclY2jTvCcF/nToNJS91AG6YlWVi+DkD3kJayUT7CJEzCJEzC1IEpakE6hx1f3dhFKvbTRxgRW0qCWzkvZiTx3e1vMubHxcwwpaOSOdmQ2Y89A9aT9P1SVvQ+SHG7H7uL4tl+83skH13G2n7b2deQwLmaID7usYlJR5aw/rZPeLd8CPXtel7ptpWpRxbyyeD3WVVwB24qGytCv2PBsbvZPmQ992bOItqrlin+Gaw8mcK3g9/irtMLGBqaJ0zCJEzCJEwdmB44MJ6yRc9cs0h16oUTUrone2TduRgQhOcJLTv7JKD90UCaphdKhRP9DwZ29kjA/YSeL3xvprrJgCrdnV2xPfA5ruHz8Fs4W9gFbZGGb8J743tMzTZTIucuRKBskfNVQCJ+x9Sk9byZstPBOLUutupvwe+Ymh19+9Cc7s/JYC8ccXJ8jmvYdVMPpJ+82GMRJmESJmESpo5Mvt+rKbuOfr5TFyn3Mhd14VrKlZ4EF9rJNwfiUeykrLsbKCTCihzkmwPxKrRTXu+Bo16LT4mLHHMgngU2Shq9UVapMVySKDD745XXTkGzH9oKBeomKGj1wyvPQl5rAPrLMhw6BYUtv25rC8BwSUJSKCkK8sUr30pumxH3UhcWozAJkzAJkzB1bLJcVz/fqYf7Ruy+j3ER+cRry3gqbyL7Ez5nfHYK80O/RyVz8E7JEL6N28aoC9NYFf0tpXZfvq7szdaYNEacm8Xrpi842mbil8Zw3o/4hlFn72ZTwgY+qr+VepsbzwXvZdzZ+Wzv9RHPV45Ep7Cz2O8oM8/PY0+vj1laOp44QyXjPM6wKHMm+3ttYmb+ZJL8M4VJmIRJmISpA1Pqz3dy/q4/39hzUsPjHqJyTDCtEU5Mq7KwpnmhTZUonBeKSyUR/VYR7ZvVaKa2kvNEN3TVcsLSqjC/5UQ3oZLsN3rgfVpJQHorTWvMeIwtpmBzT/x3adDVOahb3IZxUhblad3x+0CP3U1OzeR2Imeco35nDN5rddTH6akbaCd24TnMu0IwPKCmLMlXmIRJmIRJmDowdZ1/kiPsuLGL1M1p95McXUx3XRlrLozjUOJ7jD4zj7u7/oRK5uCvebezr++HDE+/h0fj91Fi9eObsh5sT9jA8J8X8mrvbexv6s6p+lA2xm5h5MnFbEz8mPerB1NjNfBieBqTflrItn7vsbp0PHqlnT8F7Wf2z6ns7r+ehfnTifWo5g6fdJaemsH+fu8wNXMOI4JyhEmYhEmYhKkD08JjUyi8e+2NvXDCsjeQTf2C8A9qwv1Ld96OugXZ1768OWIIcoULj90G3olIxO0rD16Rj6SpwQ2vH9W8HTwA760GXvRMpiTXiKFAwV98BuG/VcdLQcmcPxmNqlnG6xOHE/CFjtfCR5J1MAanVuLVQXICvtDxZvQQKveGUtAlhLwEf3y26lkfPRDzTiOb+vgIkzAJkzAJUwcmvzQdhdfRz3fqIiW3S+CUYXcoUNkl7C4FCju4XPKr+60uJXI7OFxyJKcMuR3skgK5XcLuVICTq9sUNgmbS4nMCXIn2FxKFFYXdpcCuR1cSrA5Fch/PU5uB7mDK/dhsUtXn1eYhEmYhEmYrmGyuq6rn/+nitS6detIS0sjOzsbnU7HwIEDefHFF4mNjb16zJAhQzh69Ohvfu++++7j3XffvfpzaWkpixYt4vDhwxgMBubOncu6detQKv+5mmmYWMldUYXE68p5euZ4HvA7yaFp3Xgo4iQqmZN33QfxgN9J9syI58m4PZTY/NgR0osH/b5n95x4Xo/ZwcHA7mR0D+PhgMMk3d2NV8N38J5+MHVWN1YF7WH8vHDeCd7NM2PluClsLAs8yIy7U3k08AALJ/oQ51HJeK8zLJ0znZX+J/glJZwpxixhEiZhEiZh6sB036zJsO/a/fw/NSeVnJzMtGnTSExMxOFw8Pjjj3PhwgUyMzNxc3MDrhSpbt26sWbNmqu/p9frr445Op1OevfujdFo5OWXX6aiooI5c+Zwzz33sHbt2utyXF04YXqQyrEhtIa7MD2ZeWUScJ6LwtQwXEqJ6Ld/nQS8s4XcVbFoq+WEbf9vk4CnlARktNL4jAXPsQUUfNL7yiRgjZ3apWaCJmVR9lV3/D/QYzdcx8TkChVlyX7CJEzCJEzC1IHpX7JwoqamhoCAAI4ePcqgQYOuFqnevXvz+uuv/93f2bNnD+PGjePy5csEBgYC8O677/LII49QU1ODWq2+5utevZ/UroWMiSwkXlvOUzkTONRrM+MypzE/7ARqmZO3ioayN+FTRp6fyWPRe7hk9+Xrit58GbuVYafn8kb3zzncGk96QzgfdE1j5KlUNvbawEd1t1FrNbC2yy4mnl5AWu8PWFMxGjeFjSX+h5lxdj77+n7I4uKJmNyrGOdxhsUXZnCwz8dMz7uTUQFZwiRMwiRMwtSB6d6fUrg47eX/2yKVn59PTEwM58+fJyEhAbhSpC5evIgkSRiNRsaPH8+TTz6JXq8H4KmnnuKbb77hzJkzV5+nqKiIrl27curUKfr06fM/XsdqtWK1Wn9TpEJDQ+kz/Xnqb1WjC27F/yM9vdec5pcXbuLyGAcyhUTwDhU3P57B6dV9qZptwVqvI/C4nFtWZHD+iV60LmumIcsXr1zos+AchY+bkD9eTdmxUNTNEJeSTe2qCDyeuUTeNzE4tRA2rAT7c0bC1uZydkMCreHg27sa3WvexD9/nl/e7EtNokuYhEmYhEmYOjBp1mo4fmzN/91ND10uF8uXL+fWW2+9WqAAZsyYwSeffMLhw4d57LHH2Lx5M7Nmzbq6v7Ky8uo3qL/lbz9XVlb+3ddat24dnp6eVx+hoaEAWPxkyLxs+BrMtBqVhGgaMAcq0Hu0Y/CwYA6QE6JpoM2owNvdjNLDhiVAjlHdTFuQCn+3VpxeDix+MoK1jbQGqwnUtWD1cdHuIxHy67ZgXTNWHwmbt4sgfTNtwSqCNE20+8mwezsJ1LfSZlRh1DRh8RcmYRImYRKma5uuPWoG/w9FasmSJVy4cIHPP//8N9vvvfdekpKS6NGjBzNnzmTTpk1s376dgoKC/+1L8dhjj9HU1HT1cenSJQCUt9UzKf4s88O/p3mEmakeZ7ENbWJmTDp3R/+EZVgrUz3O0jy8jXkRJ7kz7hQMbmC6Zwb1oyykhpxgVK8LuN9ezTTPX6hNamde4HFuvimPLgPKme1zkppkK3P8ThDZ7xI9EwuYF3CcmiQrM71/wvu2Sob0zmJ+8HHqktqZ7pmOcnCdMAmTMAmTMF3DVDvCeo2e/0r+V8N9S5cuZceOHRw7dozIyMgOj21ra8NgMLB3716SkpL+V8N9/z1Xb9URv5LKsUG0hTkxPZ2L/UsD6lQZBfO64FJJxKwvxbZRjmqqmZwnYq5cdv7rGixv2NBOqiX79Xi8TqsIONVK89NteI4vIX9TAn7fatHVOqhf1IZxci7lX5rw+1CP3U1BzWQzXWdlUr8jEq+1btTH6agbaMe0+AKWb4zoHtBSluwjTMIkTMIkTB2Yuqb+zBFX2u87JyVJEsuWLWP79u0cOXKEmJiYa/7O999/z2233cbZs2fp2bPn1YUTFRUVBAQEAPDee++xcuVKqqur0Wg0112kxu2bz9jwfEyayzxdMJHv4tOYmDue1JArN/Baf2koO2O/ITnrDh6P/JZyuzdpVTfxRfQuRl64ize6fc4RcyzpTRG8G7aXpAsz2BS3iU2N/aixubPGeJDxF+aQ1n0j66qHYlBYucfnB2ZlzWF3whaWXUqiu6GC0e7nWZw9g+8SPmdO0RhG+WUKkzAJkzAJUwemBekpZEx5/fctUosXL+bTTz9lx44dvzk3ytPTE51OR0FBAZ9++iljxozB19eXc+fOsWLFCrp06XL13Km/LUEPDg7mpZdeorKyktmzZ7NgwYJ/egl64sRnqb1djyzEQsQ7MiJeySVvdTwlE2WgkIjcJhH1bBZFj8RSlCpBnYaQIy6iHs2ifEVXLq90YL/ogXe2RMTiXBqXh9C0xkzLkUA0DRJBM4pxPOiD9FIT1V+F4dSB16gK9E+4YXitkkvvx9AcIUPdtwHjCyoCXyum8JU4KvvLhUmYhEmYhKkDk/9qO4dPv/D7Lpx45513aGpqYsiQIQQFBV19fPHFFwCo1WoOHDjAqFGjMJlMPPjgg0yZMoWdO3defQ6FQsGuXbtQKBQMGDCAWbNmMWfOnN+cV3W9qY9XoI5sIS6kkqpEHYkeRdT0VhEYVk9IaB3VfdT09yig+iYtMSHVuEU0UdNTST+PQqpucaO3sRxnlIX67jL6exVS1c+dRP9S2qLtNMZJ9PcpoqqfJ/39imgyOWmJcZDoV0JVPw/6eRdRHw/W6Hb6GsuoSjTQz7OIuh7CJEzCJEzCdC1T9c3/uDD91/xTRUqSpL/7uPvuuwEIDQ3l6NGj1NXV0d7eTl5eHi+99NL/qJLh4eHs3r0bs9lMTU0Nr7zyyj99tQkAV7dW+nUpYYhvLi3xNvrrCmmPt3C7sYBBgfmY49vpryuipbuNof65DAguxmEy019XSHN3O4O8c+kbdglVbDMD9Xk0JjgY7JFDdNdKvKLruc0tl8aeDm51yyUguo6IqCoGe2TT2MPB7fpctLFNJIRfZrBXDk0Jdm7V5eM0CZMwCZMwCdM1Td0d19XPd+qroA/t9SiVowMwhzkxrSnC9ZkK+X0aCuYGIikh5q+XcX7oQDFbIuvhsCuTgDvrcbzWhiqllaxXovA8o8b/tBnLqmbcp1RR8GEU3rvd0NU5aFnYRMCdpVz+PBLPDe7Y9XIa72gjYm4BjV8F4faiJ/UmDY0DrJiW5WNN80K10p2yUZ7CJEzCJEzC1IEp6t4zHGrfemPfqiPlwBzGhuZi0lTwVNEk9pq+ZXL+SFKDj6PCyfryYXwds48xOWN4InzXlbOna/uwJeIAydkTeT1qK8fN0fzSHMn60MMkZ6awMXYLnzTeRLXdnWcCjzMxczpfxm3hxZrbMCispHr/zOycmXwbt40VlwcT51ZBklsmS/OnsTduO/NKhjPK54IwCZMwCZMwdWC65/QUTk5688YuUgNHrKZ6qDv2LjZiXzPjub6KukfCKEzRIiklore04/dKKfV/CiZnkQ5lrYqw/TZ8nymm9T4/8ldpUV5ww++iA68VpTjucaPiZRXSQR80DRL6OZfRLZLT+ja0f2bErpehHFOL/woHvNdO89uhNEYpcN7cQuRT7ejfa6DuuQgu364SJmESJmESpg5MoQ/XcbDwjf+7K078O6R8mBLvvjUMNuVSPMmbO/3TKRmrI6bnJRJ6lFAyTs8U/wyKJ3gyIK6AwN5VlCSrSQlIp3iyL8kxmSgTGygbLiMlMJ2SlEAmRZyjrb+Z6kEOUkJOUXJnEJO7nKbmdjvNAy3cEXaWkhQjU4ynuDwUpFuaGBd1geLJ/qQEZHBplDAJkzAJkzBdy1R6h/G6+vlOfT8pp5cDo1sLIdpGrD4ujMpG7N5OQvRNKOVOzns7MSobsfk4CdE14pDklHv7YFQ2YfVxEaJpJNC9lTYv7dVtQepGvDzMtCg1hKgasPpIBKsa0Hm2o1XbCVY3YPV1EaJqQP7r5UWC1E1YfV0YlU04vYVJmIRJmITpWiab9/UN4nXq4b7B/Z6gcqQvllAH8S9Uothow77Mi/wZ3khKiW4f1aN8pxnnPC2ZDwWgrVYS/m0L8pfqkM2CrLVGDGe1+J+1wmM1aKZbKFpvxG2fAV29C/uCOnxm11O1wQ/tZh/sehnmCc2E3VuJ+VN3ZH/2o6Gbmtb+FmIfvIzzUyWuVX6UDXUTJmESJmESpg5MXZfmcbB+w409J3XXwVmMC83DpK7g6ZKJ7Oq2h7sKhzPfeOXs6bfLh5EWvZ8Jeck8Hvot5Q5vttf2ZWP4IcbmjOe1rts4bokmoyWct0JOMCZ7Eh/HfMaWpj7U2g2sCviBydlT+TL2c16u7Y9eYSPVK505edPZZUrjwcu3EauvJMmQybL8qew2fcO80iEk+VwUJmESJmESpg5M95yZzIkJb9/YRWrQgFVUjfTBEmon7qVa1B+aaV/uR8F0D1xKiW4bGtG82YDtHgNZK3zR1CgI22NGva4aaa6S7Of80J/V4XfehvLhKtSz7BS/5Yt2nwe6ehfSgho857ZS+5Enys2+2PUyrBMaCV1Yj3mzFum1ABpiVLT1MxP7cA3SZgn7kwGUD9ULkzAJkzAJUwemrvcXc7D6gxt74UThNBVhQ0tIuTmd3IWBLO+yn9xUA4m3ZjNo4EVyFniyvMt+chb6Mz7xNN0GF5E3V8Ofuhwgd0kX5vT8Ce+RFRRPheXh+8m7P5LFccdwjGmkarKVZZGHyV8exdKow9ROMtM+vomlsUfJW96V+yMOUjrViT65int6fE/usjCWh+4nf7YwCZMwCZMwXctUuLjji5P/LZ164YTMKsdsV9Ps0KJol9Hs0iK3yGl1aLC5FCgsctokNYp2GW0ODW12NXKLHLOkQdEOrU4NbTYVWOW0OHUoLDJanVqsNiUOq4I2lwaFRYbZpcFhU4J0Zb/CIqPNpUFqV2C2qmlxXnl9s6QRJmESJmESpuswydtl19fPd+bhvtuGPE3VME+soTbi/tyC4a+1NK7sQsGduiuTgJva8Hi9gpbF/mQvdUdVqyTsOyseay7RvsCD3NXuaM7r8TvvwO3BMmTzVVx6TY9ivzfaeheaeZW43eui8V0lji2BOPQgja0n6E8WHB+6sLwZTEO0EltiK1FPtKD+0EzLmi6UD9IIkzAJkzAJUwemiJVVHCi5weekUg7MYUJYDjHqSlYXT2R37G5SCkYwL+jEb86eHpc7mlVhuyh1+PB1TV82RxxkTPYEXo3axnFzNBktEbzV5QhjsqawsdunbGnqQ7XNnacCv2dS1jTSTJ/xQu1A3BXtpHqlMyt3BjtNX/JQxSDi9BUkGTJZkj+NvaYdzC0Zxmjf88IkTMIkTMLUgSn19BR+mPjWjV2khvZ9lMqkANrCHMQ/W4r0qRwW6smf64+kgJj3K+F9K7I5crIeDkFbrSB8ZyOuPzejmGoh66VIPM6qCThjwf5EA/qUegrej8Bzjxu6Oifm+xrxm15B5SchGDZ6YtfLaJ7USvi8Epq3+aN9yZuGWPWVa2OtKMa+1Q3FI56UjfAQJmESJmESpg5MUQvPc6jtsxt84cRiFb0nZLLw9sNkrg5lbcR2sh/zJHlUOpNG/kjW476sjdhO5pNBzB98lAFjz5H7oIa1XdPIejaKh/rvI3JyAaWLnTwfnUb2ujie6b0T/YwKGlNbeN60nZx18TzX/WvM8xpQzqrm2Z7fkPNCPOu6pVGx2IrxrhIeTdxL1rPRPN81jfwVwiRMwiRMwnQtU94z8dfVz3fqhROKUi3n/INodypxK1RxzhqCplDDmaAuqBROdIVqzg0MQV+kIj02nEvNniiLtZxP7IKhQMmpPuFkVQbiKnHjTI9w3PMVZAyIoPSyL7QqORsdhnu+gtPmCOoveYHGRUZgBO75Cs5awrGVGMi1KclwC8e9QMn59lAUxVrOuQmTMAmTMAlTRyZDoeK6+vlO/U3KP8OJJduL0yWhBB9r43BjHEE/WCnLD6Aw30jw9+0cbowj5JiZc8UhNOX6EPSjgwP18YQcaeZkWQTyLAP+GRKH62IJPtTA0YpoDOc1+JyWc7DaRPCheg5Xd8PnjAKP82qOVkUTfKiBg7Um/DNAfVHPD+WRBB9q4mB9HIE/C5MwCZMwCdO1TEHHGq6rn+/Uc1ITvpvHuLA8TJrLrC6ayG7T10zJH8v84F/Pnr40jJ3ddjEmewJPRF657Pz26j581nUfozIn85eYLzjaFssvzeG8G3qA5ItT2WjazKbGW6ixubPaeIhJF2eT1n0za6sHY1BYudfnJDMy57A34VPuLxuByVDBGMMFluROZ1/3bcwuSibJ96IwCZMwCZMwdWBKzUjhl8l/ubEXTgxLWEnl6CDawp2YVudh3+qGeoGcgnnBuJQQ884lHBtAMcNGzqNdr9zAa0ctlr9Y0U6uJ/tVE15nVPifaqPt6RbcJ5ZT8HEcvru16GqdNC5qIXBKPuXbuuHzoQG7QU7dHWYiZ2XTuCMM93XuNJi01A20YVqSheXrAHQPaSkb5SNMwiRMwiRMHZiiFqRz2PHVjV2kYj99hBGxpSS4lfNiRhLf3f4mY35czAxTOiqZkw2Z/dgzYD1J3y9lRe+DFLf7sbsonu03v0fy0WWs7bedfQ0JnKsJ4uMem5h0ZAnrb/uEd8uHUN+u55VuW5l6ZCGfDH6fVQV34KaysSL0OxYcu5vtQ9Zzb+Ysor1qmeKfwcqTKXw7+C3uOr2AoaF5wiRMwiRMwtSB6YED4ylb9Mw1i1SnXjghpXuyR9adiwFBeJ7QsrNPAtofDaRpeqFUONH/YGBnjwTcT+j5wvdmqpsMqNLd2RXbA5/jGj4Pv4WzhV3QFmn4Jrw3vsfUbDMlcu5CBMoWOV8FJOJ3TE1az5spOx2MU+tiq/4W/I6p2dG3D83p/pwM9sIRJ8fnuIZdN/VA+smLPRZhEiZhEiZh6sjk+72asuvo5zt1kXIvc1EXrqVc6UlwoZ18cyAexU7KuruBQiKsyEG+ORCvQjvl9R446rX4lLjIMQfiWWCjpNEbZZUawyWJArM/XnntFDT7oa1QoG6CglY/vPIs5LUGoL8sw6FTUNjy67a2AAyXJCSFkqIgX7zyreS2GXEvdWExCpMwCZMwCVPHJst19fOderhvxO77GBeRT7y2jKfyJrI/4XPGZ6cwP/R7VDIH75QM4du4bYy6MI1V0d9Savfl68rebI1JY8S5Wbxu+oKjbSZ+aQzn/YhvGHX2bjYlbOCj+lupt7nxXPBexp2dz/ZeH/F85Uh0CjuL/Y4y8/w89vT6mKWl44kzVDLO4wyLMmeyv9cmZuZPJsk/U5iESZiESZg6MKX+fCfn7/rzjT0nNTzuISrHBNMa4cS0KgtrmhfaVInCeaG4VBLRbxXRvlmNZmorOU90Q1ctJyytCvNbTnQTKsl+owfep5UEpLfStMaMx9hiCjb3xH+XBl2dg7rFbRgnZVGe1h2/D/TY3eTUTG4ncsY56nfG4L1WR32cnrqBdmIXnsO8KwTDA2rKknyFSZiESZiEqQNT1/knOcKOG7tI3Zx2P8nRxXTXlbHmwjgOJb7H6DPzuLvrT6hkDv6adzv7+n7I8PR7eDR+HyVWP74p68H2hA0M/3khr/bexv6m7pyqD2Vj7BZGnlzMxsSPeb96MDVWAy+GpzHpp4Vs6/ceq0vHo1fa+VPQfmb/nMru/utZmD+dWI9q7vBJZ+mpGezv9w5TM+cwIihHmIRJmIRJmDowLTw2hcK7197YCycsewPZ1C8I/6Am3L905+2oW5B97cubI4YgV7jw2G3gnYhE3L7y4BX5SJoa3PD6Uc3bwQPw3mrgRc9kSnKNGAoU/MVnEP5bdbwUlMz5k9GommW8PnE4AV/oeC18JFkHY3BqJV4dJCfgCx1vRg+hcm8oBV1CyEvwx2ernvXRAzHvNLKpj48wCZMwCZMwdWDyS9NReB39fKcuUnK7BE4ZdocClV3C7lKgsIPLJb+63+pSIreDwyVHcsqQ28EuKZDbJexOBTi5uk1hk7C5lMicIHeCzaVEYXVhdymQ28GlBJtTgfzX4+R2kDu4ch8Wu3T1eYVJmIRJmITpGiar67r6+U5dpAwTK7krqpB4XTlPzxzPA34nOTStGw9FnEQlc/Ku+yAe8DvJnhnxPBm3hxKbHztCevGg3/fsnhPP6zE7OBjYnYzuYTwccJiku7vxavgO3tMPps7qxqqgPYyfF847wbt5ZqwcN4WNZYEHmXF3Ko8GHmDhRB/iPCoZ73WGpXOms9L/BL+khDPFmCVMwiRMwiRMHZjumzUZ9l27n+/Uc1LDTQ9SOTaE1nAXpiczr0wCznNRmBqGSykR/favk4B3tpC7KhZttZyw7f9tEvCUkoCMVhqfseA5toCCT3pfmQSssVO71EzQpCzKvuqO/wd67IbrmJhcoaIs2U+YhEmYhEmYOjD9RyycGLprIWMiC4nXlvNUzgQO9drMuMxpzA87gVrm5K2ioexN+JSR52fyWPQeLtl9+bqiN1/GbmXY6bm80f1zDrfGk94Qzgdd0xh5KpWNvTbwUd1t1FoNrO2yi4mnF5DW+wPWVIzGTWFjif9hZpydz76+H7K4eCIm9yrGeZxh8YUZHOzzMdPz7mRUQJYwCZMwCZMwdWC696cULk57+cYuUn2mP0/9rWp0wa34f6Sn95rT/PLCTVwe40CmkAjeoeLmxzM4vbovVbMtWOt1BB6Xc8uKDM4/0YvWZc00ZPnilQt9Fpyj8HET8serKTsWiroZ4lKyqV0Vgcczl8j7JganFsKGlWB/zkjY2lzObkigNRx8e1eje82b+OfP88ubfalJdAmTMAmTMAlTBybNWg3Hj625sW96aPGTIfOy4Wsw02pUEqJpwByoQO/RjsHDgjlAToimgTajAm93M0oPG5YAOUZ1M21BKvzdWnF6ObD4yQjWNtIarCZQ14LVx0W7j0TIr9uCdc1YfSRs3i6C9M20BasI0jTR7ifD7u0kUN9Km1GFUdOExV+YhEmYhEmYrm1SX1c/36mLlPK2eibFn2V++Pc0jzAz1eMstqFNzIxJ5+7on7AMa2Wqx1mah7cxL+Ikd8adgsENTPfMoH6UhdSQE4zqdQH326uZ5vkLtUntzAs8zs035dFlQDmzfU5Sk2xljt8JIvtdomdiAfMCjlOTZGWm909431bJkN5ZzA8+Tl1SO9M901EOrhMmYRImYRKma5hqR1ivq5/v1MN9w+JXUjk2iLYwJ6anc7F/aUCdKqNgXhdcKomY9aXYNspRTTWT80TMlcvOf12D5Q0b2km1ZL8ej9dpFQGnWml+ug3P8SXkb0rA71stuloH9YvaME7OpfxLE34f6rG7KaiZbKbrrEzqd0TitdaN+jgddQPtmBZfwPKNEd0DWsqSfYRJmIRJmISpA1PX1J854kq7seekxu2bz9jwfEyayzxdMJHv4tOYmDue1JArN/Baf2koO2O/ITnrDh6P/JZyuzdpVTfxRfQuRl64ize6fc4RcyzpTRG8G7aXpAsz2BS3iU2N/aixubPGeJDxF+aQ1n0j66qHYlBYucfnB2ZlzWF3whaWXUqiu6GC0e7nWZw9g+8SPmdO0RhG+WUKkzAJkzAJUwemBekpZEx5/cYuUokTn6X2dj2yEAsR78iIeCWXvNXxlEyUgUIicptE1LNZFD0SS1GqBHUaQo64iHo0i/IVXbm80oH9ogfe2RIRi3NpXB5C0xozLUcC0TRIBM0oxvGgD9JLTVR/FYZTB16jKtA/4YbhtUouvR9Dc4QMdd8GjC+oCHytmMJX4qjsLxcmYRImYRKmDkz+q+0cPv3Cjb1woj5egTqyhbiQSqoSdSR6FFHTW0VgWD0hoXVU91HT36OA6pu0xIRU4xbRRE1PJf08Cqm6xY3exnKcURbqu8vo71VIVT93Ev1LaYu20xgn0d+niKp+nvT3K6LJ5KQlxkGiXwlV/Tzo511EfTxYo9vpayyjKtFAP88i6noIkzAJkzAJ07VM1Tf/48L0X9Opi5SrWyv9upQwxDeXlngb/XWFtMdbuN1YwKDAfMzx7fTXFdHS3cZQ/1wGBBfjMJnpryukubudQd659A27hCq2mYH6PBoTHAz2yCG6ayVe0fXc5pZLY08Ht7rlEhBdR0RUFYM9smns4eB2fS7a2CYSwi8z2CuHpgQ7t+rycZqESZiESZiE6Zqm7o7r6uc79XDf0F6PUjk6AHOYE9OaIlyfqZDfp6FgbiCSEmL+ehnnhw4UsyWyHg67Mgm4sx7Ha22oUlrJeiUKzzNq/E+bsaxqxn1KFQUfRuG92w1dnYOWhU0E3FnK5c8j8dzgjl0vp/GONiLmFtD4VRBuL3pSb9LQOMCKaVk+1jQvVCvdKRvlKUzCJEzCJEwdmKLuPcOh9q039pxUyoE5jA3NxaSp4KmiSew1fcvk/JGkBh9HhZP15cP4OmYfY3LG8ET4ritnT9f2YUvEAZKzJ/J61FaOm6P5pTmS9aGHSc5MYWPsFj5pvIlquzvPBB5nYuZ0vozbwos1t2FQWEn1/pnZOTP5Nm4bKy4PJs6tgiS3TJbmT2Nv3HbmlQxnlM8FYRImYRImYerAdM/pKZyc9OaNXaQGjlhN9VB37F1sxL5mxnN9FXWPhFGYokVSSkRvacfvlVLq/xRMziIdyloVYftt+D5TTOt9fuSv0qK84IbfRQdeK0px3ONGxcsqpIM+aBok9HMuo1skp/VtaP/MiF0vQzmmFv8VDnivnea3Q2mMUuC8uYXIp9rRv9dA3XMRXL5dJUzCJEzCJEwdmEIfruNg4Rs39sKJ8mFKvPvWMNiUS/Ekb+70T6dkrI6YnpdI6FFCyTg9U/wzKJ7gyYC4AgJ7V1GSrCYlIJ3iyb4kx2SiTGygbLiMlMB0SlICmRRxjrb+ZqoHOUgJOUXJnUFM7nKamtvtNA+0cEfYWUpSjEwxnuLyUJBuaWJc1AWKJ/uTEpDBpVHCJEzCJEzCdC1T6R3G6+rnO/WtOpxeDoxuLYRoG7H6uDAqG7F7OwnRN6GUOznv7cSobMTm4yRE14hDklPu7YNR2YTVx0WIppFA91bavLRXtwWpG/HyMNOi1BCiasDqIxGsakDn2Y5WbSdY3YDV10WIqgH5r5cXCVI3YfV1YVQ24fQWJmESJmESpmuZbN7XN4jXqYf7Bvd7gsqRvlhCHcS/UIliow37Mi/yZ3gjKSW6fVSP8p1mnPO0ZD4UgLZaSfi3LchfqkM2C7LWGjGc1eJ/1gqP1aCZbqFovRG3fQZ09S7sC+rwmV1P1QY/tJt9sOtlmCc0E3ZvJeZP3ZH92Y+Gbmpa+1uIffAyzk+VuFb5UTbUTZiESZiESZg6MHVdmsfB+g039pzUXQdnMS40D5O6gqdLJrKr2x7uKhzOfOOVs6ffLh9GWvR+JuQl83jot5Q7vNle25eN4YcYmzOe17pu47glmoyWcN4KOcGY7El8HPMZW5r6UGs3sCrgByZnT+XL2M95ubY/eoWNVK905uRNZ5cpjQcv30asvpIkQybL8qey2/QN80qHkORzUZiESZiESZg6MN1zZjInJrx9YxepQQNWUTXSB0uonbiXalF/aKZ9uR8F0z1wKSW6bWhE82YDtnsMZK3wRVOjIGyPGfW6aqS5SrKf80N/VoffeRvKh6tQz7JT/JYv2n0e6OpdSAtq8JzbSu1Hnig3+2LXy7BOaCR0YT3mzVqk1wJoiFHR1s9M7MM1SJsl7E8GUD5UL0zCJEzCJEwdmLreX8zB6g9u7IUThdNUhA0tIeXmdHIXBrK8y35yUw0k3prNoIEXyVngyfIu+8lZ6M/4xNN0G1xE3lwNf+pygNwlXZjT8ye8R1ZQPBWWh+8n7/5IFscdwzGmkarJVpZFHiZ/eRRLow5TO8lM+/gmlsYeJW95V+6POEjpVCf65Cru6fE9ucvCWB66n/zZwiRMwiRMwnQtU+HiyOvq5zv1wgmZVY7ZrqbZoUXRLqPZpUVukdPq0GBzKVBY5LRJahTtMtocGtrsauQWOWZJg6IdWp0a2mwqsMppcepQWGS0OrVYbUocVgVtLg0KiwyzS4PDpgTpyn6FRUabS4PUrsBsVdPivPL6ZkkjTMIkTMIkTNdhkrfLrq+f78zDfbcNeZqqYZ5YQ23E/bkFw19raVzZhYI7dVcmATe14fF6BS2L/cle6o6qVknYd1Y81lyifYEHuavd0ZzX43fegduDZcjmq7j0mh7Ffm+09S408ypxu9dF47tKHFsCcehBGltP0J8sOD50YXkzmIZoJbbEVqKeaEH9oZmWNV0oH6QRJmESJmESpg5MESurOFByg89JpRyYw4SwHGLUlawunsju2N2kFIxgXtCJ35w9PS53NKvCdlHq8OHrmr5sjjjImOwJvBq1jePmaDJaIniryxHGZE1hY7dP2dLUh2qbO08Ffs+krGmkmT7jhdqBuCvaSfVKZ1buDHaavuShikHE6StIMmSyJH8ae007mFsyjNG+54VJmIRJmISpA1Pq6Sn8MPGtG7tIDe37KJVJAbSFOYh/thTpUzks1JM/1x9JATHvV8L7VmRz5GQ9HIK2WkH4zkZcf25GMdVC1kuReJxVE3DGgv2JBvQp9RS8H4HnHjd0dU7M9zXiN72Cyk9CMGz0xK6X0TyplfB5JTRv80f7kjcNseor18ZaUYx9qxuKRzwpG+EhTMIkTMIkTB2Yohae51DbZzf4wonFKnpPyGTh7YfJXB3K2ojtZD/mSfKodCaN/JGsx31ZG7GdzCeDmD/4KAPGniP3QQ1ru6aR9WwUD/XfR+TkAkoXO3k+Oo3sdXE803sn+hkVNKa28LxpOznr4nmu+9eY5zWgnFXNsz2/IeeFeNZ1S6NisRXjXSU8mriXrGejeb5rGvkrhEmYhEmYhOlaprxn4q+rn+/UCycUpVrO+QfR7lTiVqjinDUETaGGM0FdUCmc6ArVnBsYgr5IRXpsOJeaPVEWazmf2AVDgZJTfcLJqgzEVeLGmR7huOcryBgQQellX2hVcjY6DPd8BafNEdRf8gKNi4zACNzzFZy1hGMrMZBrU5LhFo57gZLz7aEoirWccxMmYRImYRKmjkyGQsV19fOd+puUf4YTS7YXp0tCCT7WxuHGOIJ+sFKWH0BhvpHg79s53BhHyDEz54pDaMr1IehHBwfq4wk50szJsgjkWQb8MyQO18USfKiBoxXRGM5r8Dkt52C1ieBD9Ryu7obPGQUe59UcrYom+FADB2tN+GeA+qKeH8ojCT7UxMH6OAJ/FiZhEiZhEqZrmYKONVxXP98p56Samprw8vLijm/uIrlLATGqKtZeGsu26P3MLR7M7ICTKGUO3q8YzJauh5laMIKHQvZx2eHFrvpevBt6jDvzklkX8TU/tHflTEsorwT/SEruWNZHfcnW5p7U2Q2s9P+JWbmT2RzzFX+pS0SnsDHH8zT3FaSwtdtOnqgYQIy+iuFu2awsnMyX3fawuOw2hntnCZMwCZMwCVMHpmXnJ/DjtPdpbGzE09PzH/b3nbJIlZWVERoa+kczRERERET+H3Pp0iW6dOnyD/d3yiLlcrnIyckhPj6eS5cudbgy5EZKc3MzoaGh/1FtBtHu/6R2/ye2Gf4z2y1JEi0tLQQHByOX/+OZp065cEIulxMSEgKAh4fHf8yb+rf8J7YZRLv/k/Kf2Gb4z2t3R8N8f0unXjghIiIiInJjRxQpEREREZF/23TaIqXRaHj66afRaDR/NOVflv/ENoNo939Su/8T2wz/ue2+nnTKhRMiIiIiIv8Z6bTfpEREREREbvyIIiUiIiIi8m8bUaRERERERP5tI4qUiIiIiMi/bTplkXr77beJiIhAq9XSr18/fv755z+a9Ltm9erVyGSy3zxMJtPV/e3t7SxZsgRfX18MBgNTpkyhqqrqDxT/8zl27Bjjx48nODgYmUzG119//Zv9kiTx1FNPERQUhE6nY8SIEeTl5f3mmPr6embOnImHhwdeXl6kpqbS2tr6L2zFP59rtfvuu+/+H+99cnLyb47pbO1et24diYmJuLu7ExAQwKRJk8jJyfnNMdfzmS4tLWXs2LHo9XoCAgJYuXIlDofjX9mUfyrX0+4hQ4b8j/d74cKFvzmms7X7906nK1JffPEFDzzwAE8//TSnTp2iV69eJCUlUV1d/UfTftd0796dioqKq48TJ05c3bdixQp27tzJtm3bOHr0KJcvX2by5Ml/oPafT1tbG7169eLtt9/+u/tfeukl3njjDd59911++ukn3NzcSEpKor29/eoxM2fO5OLFi+zfv59du3Zx7Ngx7r333n9VE/5XuVa7AZKTk3/z3n/22We/2d/Z2n306FGWLFnCjz/+yP79+7Hb7YwaNYq2trarx1zrM+10Ohk7diw2m40ffviBjRs3smHDBp566qk/oknXletpN8A999zzm/f7pZdeurqvM7b7d4/UyXLLLbdIS5Ysufqz0+mUgoODpXXr1v2Bqt83Tz/9tNSrV6+/u6+xsVFSqVTStm3brm7LysqSAOnkyZP/IuHvG0Davn371Z9dLpdkNBqll19++eq2xsZGSaPRSJ999pkkSZKUmZkpAdIvv/xy9Zg9e/ZIMplMKi8v/5fZ/1/y39stSZI0d+5caeLEif/wd26EdldXV0uAdPToUUmSru8zvXv3bkkul0uVlZVXj3nnnXckDw8PyWq1/msb8L/Mf2+3JEnS4MGDpfvvv/8f/s6N0O7/13Sqb1I2m42MjAxGjBhxdZtcLmfEiBGcPHnyD5T9/snLyyM4OJiuXbsyc+ZMSktLAcjIyMBut//mb2AymQgLC7th/gZFRUVUVlb+po2enp7069fvahtPnjyJl5cXN99889VjRowYgVwu56effvqXm3/PHDlyhICAAGJjY1m0aBF1dXVX990I7W5qagLAx8cHuL7P9MmTJ+nRoweBgYFXj0lKSqK5uZmLFy/+C/X/+/z3dv8tW7Zswc/Pj4SEBB577DHMZvPVfTdCu/9f06kuMFtbW4vT6fzNGwYQGBhIdnb2H6T6/dOvXz82bNhAbGwsFRUVPPPMM9x+++1cuHCByspK1Go1Xl5ev/mdwMBAKisr/xjw75y/tePvvc9/21dZWUlAQMBv9iuVSnx8fDr13yE5OZnJkycTGRlJQUEBjz/+OKNHj+bkyZMoFIpO326Xy8Xy5cu59dZbSUhIALiuz3RlZeXf/Tz8bd+/e/5euwFmzJhBeHg4wcHBnDt3jkceeYScnBzS0tKAzt/u3yOdqkj9p2T06NFX/92zZ0/69etHeHg4W7duRafT/YEykf/rTJs27eq/e/ToQc+ePYmKiuLIkSMMHz78D5T9PlmyZAkXLlz4zRzrf0L+Ubv/61xijx49CAoKYvjw4RQUFBAVFfWvZv5bplMN9/n5+aFQKP7Hqp+qqiqMRuMfpPq/j5eXF926dSM/Px+j0YjNZqOxsfE3x9xIf4O/taOj99loNP6PxTIOh4P6+vob5u8A0LVrV/z8/MjPzwc6d7uXLl3Krl27OHz48G9ucnc9n2mj0fh3Pw9/2/fvnH/U7r+Xfv36Afzm/e6s7f690qmKlFqt5qabbuLgwYNXt7lcLg4ePMiAAQP+QNn/bVpbWykoKCAoKIibbroJlUr1m79BTk4OpaWlN8zfIDIyEqPR+Js2Njc389NPP11t44ABA2hsbCQjI+PqMYcOHcLlcl39D/1GSFlZGXV1dQQFBQGds92SJLF06VK2b9/OoUOHiIyM/M3+6/lMDxgwgPPnz/+mQO/fvx8PDw/i4+P/NQ35J3Otdv+9nDlzBuA373dna/fvnj965cY/m88//1zSaDTShg0bpMzMTOnee++VvLy8frP6pbPnwQcflI4cOSIVFRVJ33//vTRixAjJz89Pqq6uliRJkhYuXCiFhYVJhw4dktLT06UBAwZIAwYM+IPV/1xaWlqk06dPS6dPn5YA6dVXX5VOnz4tlZSUSJIkSS+88ILk5eUl7dixQzp37pw0ceJEKTIyUrJYLFefIzk5WerTp4/0008/SSdOnJBiYmKk6dOn/1FNuq501O6WlhbpoYcekk6ePCkVFRVJBw4ckPr27SvFxMRI7e3tV5+js7V70aJFkqenp3TkyBGpoqLi6sNsNl895lqfaYfDISUkJEijRo2Szpw5I+3du1fy9/eXHnvssT+iSdeVa7U7Pz9fWrNmjZSeni4VFRVJO3bskLp27SoNGjTo6nN0xnb/3ul0RUqSJOnNN9+UwsLCJLVaLd1yyy3Sjz/++EeTftdMnTpVCgoKktRqtRQSEiJNnTpVys/Pv7rfYrFIixcvlry9vSW9Xi/dcccdUkVFxR8o/udz+PBhCfgfj7lz50qSdGUZ+pNPPikFBgZKGo1GGj58uJSTk/Ob56irq5OmT58uGQwGycPDQ5o3b57U0tLyB7Tm+tNRu81mszRq1CjJ399fUqlUUnh4uHTPPff8j/8B62zt/nvtBaSPP/746jHX85kuLi6WRo8eLel0OsnPz0968MEHJbvd/i9uzfXnWu0uLS2VBg0aJPn4+EgajUaKjo6WVq5cKTU1Nf3meTpbu3/viFt1iIiIiIj826ZTzUmJiIiIiPxnRRQpEREREZF/24giJSIiIiLybxtRpERERERE/m0jipSIiIiIyL9tRJESEREREfm3jShSIiIiIiL/thFFSkRERETk3zaiSImIiIiI/NtGFCkRERERkX/biCIlIiIiIvJvG1GkRERERET+bfP/AYdkOJ+Qj5yDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img_rgb = np.zeros([300, 300]).astype(np.uint16)\n", "img_rgb[::2, ::2] = 180 # green_red\n", "img_rgb[1::2, 1::2] = 180 # green_blue\n", "img_rgb[::2, 1::2] = 10\n", "img_rgb[1::2, ::2] = 255\n", "plt.imshow(img_rgb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which upon demosaicing would give:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import colour_demosaicing\n", "plt.imshow(colour_demosaicing.demosaicing_CFA_Bayer_bilinear(np.array(img_rgb), 'GRBG').astype(np.uint16))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the `hist` function pays no mind to any differences in image pixels due to CFA:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb, markers=False, ax_scale='logy', ax_size=[600, 400], line_width=2, xmin=-5, xmax=260, ymin=1, ymax=60000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, we can specify a CFA When plotting the histogram using the keyword `cfa=\"grbg\"` and then legend by color plane (for convenience, we also invoke the special color scheme shortcut `fcp.BAYER` to color the planes according to their filter color). Notice in this example that the \"gr\" and \"gb\" pixels overlap." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb, markers=False, ax_scale='logy', ax_size=[600, 400], legend='Plane', cfa='grbg', line_width=2, xmin=-5, xmax=260, \n", " colors=fcp.BAYER)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets add some shading and noise to make a more meaningful histogram. This results in the color patch below." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Gaussian shading\n", "x, y = np.meshgrid(np.linspace(-1,1,300), np.linspace(-1,1,300))\n", "dst = np.sqrt(x*x+y*y)\n", "sigma = 1\n", "muu = 0.001\n", "gauss = np.exp(-( (dst-muu)**2 / ( 2.0 * sigma**2 ) ) )\n", "img_rgb2 = (gauss * img_rgb).astype(float)\n", "\n", "# Random noise\n", "img_rgb2[::2, ::2] += np.random.normal(-0.1*img_rgb2[::2, ::2].mean(), 0.1*img_rgb2[::2, ::2].mean(), img_rgb2[::2, ::2].shape)\n", "img_rgb2[1::2, ::2] += np.random.normal(-0.1*img_rgb2[1::2, ::2].mean(), 0.1*img_rgb2[1::2, ::2].mean(), img_rgb2[1::2, ::2].shape)\n", "img_rgb2[1::2, 1::2] += np.random.normal(-0.1*img_rgb2[1::2, 1::2].mean(), 0.1*img_rgb2[1::2, 1::2].mean(), img_rgb2[1::2, 1::2].shape)\n", "img_rgb2[::2, 1::2] += np.random.normal(-0.1*img_rgb2[::2, 1::2].mean(), 0.1*img_rgb2[::2, 1::2].mean(), img_rgb2[::2, 1::2].shape)\n", "img_rgb2 = img_rgb2.astype(np.uint16)\n", "plt.imshow(colour_demosaicing.demosaicing_CFA_Bayer_bilinear(np.array(img_rgb2), 'GRBG').astype(np.uint16))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, invoking the `cfa` keyword with legending we get the following:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb2, markers=False, ax_scale='logy', ax_size=[600, 400], legend='Plane', cfa='grbg', line_width=2, colors=fcp.BAYER)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While this example is a bit contrived, it demonstrates the power of fivecentplots for raw image analysis in industries using image sensors or cameras." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PDF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots histograms can be converted to probability density functions inline using the keyword `pdf=True`. Here we use the shaded color patch with noise from above for our input." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb2, markers=False, ax_scale='logy', ax_size=[600, 400], legend='Plane', cfa='grbg', line_width=2, colors=fcp.BAYER, pdf=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CDF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots histograms can also be converted to cumulative distribution functions inline using the keyword `pdf=True`. Again, we use the shaded color patch with noise from above for our input. With no color plane separation:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb2, markers=False, ax_size=[600, 400], line_width=2, colors=fcp.BAYER, cdf=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With color plane separation:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb2, markers=False, ax_size=[600, 400], legend='Plane', cfa='grbg', line_width=2, colors=fcp.BAYER, cdf=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Styles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bar edge and fill colors can be controlled by kwargs:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', hist_edge_color='#555555', hist_edge_width=2, hist_fill_alpha=1, hist_fill_color='#FF0000')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Alignment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The alignment of the bars relative to the ticks on the x-axis can be adjusted. Options include: {'left', 'mid', 'right'}" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', hist_edge_color='#555555', hist_edge_width=2, hist_fill_alpha=1, hist_fill_color='#FF0000', \n", " hist_align='left')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', hist_edge_color='#555555', hist_edge_width=2, hist_fill_alpha=1, hist_fill_color='#FF0000', \n", " hist_align='mid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Width" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The relative width of the bars can be controlled by the keyword `hist_rwidth`:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df, x='Value', hist_edge_color='#555555', hist_edge_width=2, hist_fill_alpha=1, hist_fill_color='#FF0000', \n", " hist_align='mid', hist_rwidth=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### fcp.HIST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When plotting histograms from images, a helpful shortcut dictionary of useful keywords args can be utilized via `fcp.HIST`:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ax_scale': 'logy', 'markers': False, 'line_width': 2, 'preset': 'HIST'}" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fcp.HIST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drawing on the example above, this shortcut would be used as follows:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img_rgb2, ax_size=[600, 400], **fcp.HIST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared to without the shortcut:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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