{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Styles and formatting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any `Element` object in fivecentplots (legend, axis, label, etc.) has certain properties like edge color, fill color, font size that can be styled. Each of the properties can be set by passing the appropriate keyword to the function call to make the plot or by setting a new default value in a custom theme file. Examples of style changes are described below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "db = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SubstrateTarget WavelengthBoost LevelTemperature [C]DieVoltageI SetI [A]
0Si4500.225(1,1)0.00.00.0
1Si4500.225(1,1)0.10.00.0
2Si4500.225(1,1)0.20.00.0
3Si4500.225(1,1)0.30.00.0
4Si4500.225(1,1)0.40.00.0
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" ], "text/plain": [ " Substrate Target Wavelength Boost Level Temperature [C] Die Voltage \\\n", "0 Si 450 0.2 25 (1,1) 0.0 \n", "1 Si 450 0.2 25 (1,1) 0.1 \n", "2 Si 450 0.2 25 (1,1) 0.2 \n", "3 Si 450 0.2 25 (1,1) 0.3 \n", "4 Si 450 0.2 25 (1,1) 0.4 \n", "\n", " I Set I [A] \n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Optionally set the design theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many elements in a plot are capable of having a fill color (axes, figure background, markers, etc.). These fill colors are accessible using the standard keyword nomenclature of the element name followed by an underscore and the keyword `fill_color`. All colors are specified using 6-character hex codes." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fig_fill_color='#00FF00', legend_fill_color='#FF0000', ax_fill_color='#FFFFFF',\n", " label_x_fill_color='#0000FF', label_y_fill_color='#FF00FF', \n", " tick_labels_major_fill_color='#AAFB05')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Edge colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Typical elements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many elements in a plot also support an edge color (i.e., the border around an object). These edge colors are accessible using the standard keyword nomenclature of the element name followed by `_edge_color`. Additionally, the width of the edge or border can be specified via keyword using the name of the element followed by `_edge_width`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fig_edge_color='#00FF00', legend_edge_color='#FF0000', ax_edge_color='#FFFFFF',\n", " label_x_edge_color='#0000FF', label_y_edge_color='#FF00FF',\n", " tick_labels_major_edge_color='#AAFB05', tick_labels_major_edge_width=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Spines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One special case of `edge_color` is the \"spines\" or borders around an axis area. In addition to setting the color through the `ax_edge_color` keyword, individual edges can be turned on or off individually using the keyword `spine_` or `spines` to simultaneously toggle all of them at once." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_edge_color='#FF0000', spine_left=False, spine_right=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Alpha" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Elements also support alpha for transparency. By default alpha=1 for all elements, but can be changed using the standard keyword nomenclature of the element name followed by an underscore and the keyword `fill_alpha` or `edge_alpha`.\n", "\n", "In addition to the fill and edge colors, we can also specify the alpha or opacity of the color. This is done by replacing `_fill_color` or `_edge_color` in a given keyword with `_fill_alpha` or `_edge_alpha`, respectively. The alpha value is a float ranging from 0 (full opacity) to 1 (no opacity). Internally, the alpha level is converted into hex and appended to the fill or edge color value to make an 8-character hex color code. \n", "\n", "Consider the fill example above, with alpha applied to the fill colors:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fig_fill_color='#00FF00', fig_fill_alpha=0.5,\n", " legend_fill_color='#FF0000', legend_fill_alpha=0.52,\n", " ax_fill_color='#FFFFFF', ax_fill_alpha=0.7,\n", " label_x_fill_color='#0000FF', label_x_fill_alpha=0.2,\n", " label_y_fill_color='#FF00FF', label_y_fill_alpha=0.2,\n", " tick_labels_major_fill_color='#AAFB05', tick_labels_major_fill_alpha=0.45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When adding alpha to plot markers, the legend markers will retain full opacity by default:" ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_edge_alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, there are instances when we want alpha on the plot markers and on the legend markers. To achieve this, use the keyword `legend_marker_alpha` to set both the edge and fill alpha of the legend markers to a different value:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_edge_alpha=0.3, legend_marker_alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Built-in color list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All connecting lines drawn through markers in a plot can be colored. fivecentplots comes with a built-in list of line (and marker) colors (an expanded set of colors from the terrific default palette in the seaborn plotting library). This color pattern repeats indefinetly in case the number of plotted lines exceeds the length of the built-in list.\n", "\n", ".. image:: _static/images/colors.png" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Custom color list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The built-in list of colors can be overriden by passing a list of hex-based color codes to the `colors` keyword. Like the built-in list, the custom list will also cycle back to the start if there are more lines than colors." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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hI4QQNwNDdjYuxcFdeaq9jGo2o8/LwzU9HS5cQLVYMLu54XP0qO2SokaNyGnX7uoWZqJK5s+fT3x8fLnnJk2aVOUkyarcd9999/FZFXYbWb58+XUnhxITE8udFLoeRVHKvDw8PGjfvj1vvPEGFoul2m1WldNPU+l0OnQa/AdmMpkYNWoUeXl5TJs2TYORCSGEqA/u587ZvlaDg1EzMtCZTLZj5S6jmkzoCwrQG41lX4WFV9sLCYHLl9GX+j1jdnPD1KgRrhkZXAkKqrtvTCuXL8M330BGBgQEQP/+cAOSQo4cOcLs2bM5cOBAmXNz587l7bffrlKSZFXve/fddxk0aBCRkZEEBwfXeNy1NXbsWJ5++mnb+7y8PD7//HMmT55MZmYmr732Wp306/QBnhbMZjOjRo1i8+bNxMfHM2LEiBs9JCGEEFXkWmrZVG3WDN2FC7b3V3x9KfL1xfPkSbsgTldUZLvGotdj9vDA7OFBkY8PZg8PLB4emIHAXr1Q33rr6rUuLlwJCMDj7Fncz54lvVcv0Ovr5fustrw8mDoVPvrI+nxiCW9veOopmDMHSi1B17WEhATi4uLsnpVPTk5m0qRJ/Pe//8XX17fKbVXlvi5dutClSxdmz57Nu+++W+vx11SzZs3o3r273bG+ffty5MgRFi5cyIwZMzAYDJr3e9MHeAUFBcTFxfHFF18wcOBAPvrooyrf6+/vX+lSrsViQVXVCs+XzDwGyAO6Tk0+R+cnn6GTa9ECNTkZQkPR/fKL3SnX7Gxcs7NRXV3BywvV1xfCwrB4e6N6e1sDHFdXdIqCDrD7Nbt3L0ybhlLql6963314bN8OgAIENG5s9wyeoiiVrirV2/PdeXnQrx/s3m1936YN3HEHHD4MSUnwj3/Anj2wZUu9BHkHDx5kw4YNfP/993bHJ06cSFJSEtu2beOVV16pcntVvS8+Pp5nnnmGl156iSANZ1uXL1/O008/za5du5gwYQK//vorwcHBPPfccyQkJFSpja5du7Jt2zYyMjJo0qSJZmMrcVM/PJCXl0dMTAxffPEFMTExrF+/vk6iaCGEEHVHvesuLL17o5w5c/WYiwtqcDDm9u0xx8RgiYnB0qcPakQEart2qC1aWJcr3dzKT5IwmdAlJ0NIyNU2/f3R7d9ve29p2dJxEyymTrUGdwEBsGED/PEH/Pe/cOyY9X1AgPX81Kn1MpyVK1cSGhpKz5497Y7PmjWL/fv307t372q1V9X7HnroIcxmM+vWrav2mK/HYrEwbNgw4uLi2LhxI7169WLy5Mls2rSpSvcfPXoUb2/vOls+vmln8EwmE0OHDmXr1q089thjrFy5UvPgzmg0kl/Jg78lswUZGRma9ivql3yOzk8+Q+emMxrx37fP9t7i4kJhUBAe586hu3CB9ICAai+jeiYn43XNbJtSaikYINvfH9M1PzOenp541eOyZ7kuX7YuywL8618wePDVc4pifb9iBcTGwrJlMGtWnT+Tt23bNiIiIsokKtx55501aq+q93l5edG2bVu2bt3KsxpvLaeqKq+88gpjx44F4N577+Xzzz9nw4YNDBgwwHadxWLBVPxMqKqqnD9/nk8//ZT//Oc//P3vf69R8kZV3LQB3vTp09m0aROPPPIIq1atQl+DZygyMzNtH5oQQoj6p1y5gt9vv9klVWR37Ih/8VKtAjXKdDW7u1d63uTlhamcZ7/y8/Mr/cP+8uXL1R5LtX3zjfWZuzZtYNCg8q8ZPBhat7Yu137zDdRxcf8TJ06Umb2rL+Hh4SQnJ9dJ2z169LB97ebmRlBQEHl5eXbXzJw5k5kzZ9odc3d3Z9y4cUyfPr1OxgU3SYCXlpbGN998Q8eOHenYsSPp6em8+eabGAwG+vbty6pVq8rcM2TIkBv/V5gQQoiKmc34HjiAvlQxYtXLC+/jx23vjSEhNVpGLQwNxfLUU+DvT+bSpWXOW9zdHXd5tmRW8Y47Kh6joljPJyVdvb4OZWdn37DfqV5eXmRnZ9dJ256ennbvdTpdmdInzzzzjG32UFEUGjVqRKtWrer8kbCbIsA7fPgwI0eO5NVXX6Vjx47s2bOHguL/Q/jLX/5S7j3JyckS4AkhhAPzPHUKwzUzYkpenl2iREGpZ+iqRVVRDh/GNGAAlmt+iTu8kmShI0dAVcsP8lTVer709XWocePGZGVl1Xk/5cnMzKRx48Y3pG+AsLAwunbtWu/9NrgALyUlpcyxqKgou2zWQYMGVZrdKoQQwvHVdBm1KpSMDJT8fMxt2tTo/huqf39rKZTjx2HjRvtn8Ep8+aV19q5RI+v1daxly5akpqbWeT/lSU1NrfGzfs7sps6iFUII4bwKQ0O51L07l7p1I79pU1RXV8zR0Vzq1o1L3bqR2aVLjZdRXYp3rTDdcYeWQ64fjRpZ69wBjBplzZotmdRQVev7UaOs7598sl6KHkdHR/PDDz/UaHIlKSmJ3SXlXqopOzub33//nYEDB9bofmcmAZ4QQginZXF3x+LpaU2y8PYGb28snp7WZdVa7HJkKC6HUtSunVZDrV9z5kD37tbn62Jj4dZbISbG+r+xsZCZaT0/Z069DGfo0KGkp6ezd+/eat87c+ZMu2SG6vj6669xdXUlJiamRvc7swa3RCuEEOLmozcarUWMNeJy9Cj4+GAOC9OszXrl5WUtYjx1qrUUSlKS9QXWGbsnn6zXnSw6duxITEwMixcvplu3buVes724gPS1li9fzq5duypsu6L7AN5//33GjRtX6yLmiYmJJCYm2t6PGTOGMWPGlLnu2sfEbuTjYBLgCSGEcHp6oxE0DMb0J06gNm6M6uGhWZv1zssL3n3XWufOAfainTNnDvfddx+vvvoqLVq0qPJ9S5YsoX379tXu76effuK3334rt1LGzUACPCGEEM7NZEJXVITF21uzJnWnTmFp1erqgZKZGEctjVKZRo3qvM5dVXTo0IGpU6cyefLkagVdvXv3rtEe8RMnTmThwoWE1DST2slJgCeEEMKpldTBU7VabjSbUdLSMEdF2Q65FSddFDpj0oUDmTx5crXvuf3222vU1w8//FCl6ypabnV2EuAJIYRwanqj0fqFRgGe7swZFJPpaomUoiK8vvsOgMLWrUH2LBdOQLJohRBCODW90YhFrwc3N03acykuAFxUPFvn+fPP6C9fRn/5Mp6l9rwVwpFJgCeEEMKp6Y1GTbcOMxw8CHo9prZt0V2+jOeePbZznj/9hC43V5N+hKhLEuAJIYRwavqCAswaZru6HD0Kfn6YAwPx2rkTxWSiKCyMorAwFJMJr507NetLiLoiAZ4QQginpjcaNQ3wdMnJqEFB6DMycD90CIDcPn3I7dMHAPfff8fl/HnN+hOiLkiAJ4QQwnlZLOg0nsHTp6ZiadoU72+/BaCgfXtMISGYQkIoKN7Zwvvbb6+WThHCAUkWrRBCCKelLyhAAe0CPKMRMjJQb7sNw7lzqC4u5HfqhOuGDeiysrji5YWbiwuGs2dxO3pUyqYIhyUBnhBCCKelKy6RYnZ316Q9fXIyil6PztcXVJWinBz8undHl5dnu8YSGYnSvTteO3ZI2RThsGSJVgghhNPSFxSgKoo1i1YDLocPW78oDtpcf/4ZXV4eakAApq5dMYeHoysqAkB38SLk52vS781i/vz5xMfHl3tu0qRJRJUqLl1VFd1333338dlnn133/uXLlxMeHn7d6w4ePEhcXBwhISG4uroSGhrK448/zq+//mp3XVRUVI2+D63JDJ4QQginpTcarbN3WpVIOXTIWiLl3DlcAwNRe/Tg8pNP4nP8OPkxMRSFhRGwdCmKqqJs3oyX0Uje7Nma9F1nrlyBV16xfj1jBri63pBhHDlyhNmzZ3PgwIEy5+bOncvbb79NZGRktdqs7L53332XQYMGERkZSXBwcI3HDfD777/To0cPunXrxj/+8Q+aNGnC6dOnWbBgAT169GD79u10794dgEWLFtWqL63IDJ4QQginpXUGrf7YMfDzw2XVKjhzBsVgwM1sBkXB5OOD165dKKqKydMTjhzBfdUqFKmLVyUJCQnExcXRtGlT27Hk5GSGDBnCtGnT8PX1rXJbVbmvS5cudOnShdkaBOBvvfUWAQEBfP311wwbNozIyEhGjBjB1q1bCQoKYubMmbZr27VrR7viZJwbSQI8IYQQTktvNGLRMsBLTsbi7o4uLw9TcYkUt5QUVIsFzw8/tJVNufzww9bl2txcDNu3a9Z/Q3Xw4EE2bNjAiBEj7I5PnDiR48ePs23bNu6+++4qt1fV++Lj41m6dCkXL16s8dgBzheXxVGvyZz28vLi7bffZtiwYbZjjrJEKwGeEEII56Sq1iLHGj1/B9Z9aFUfHwDMjRvbyqIoZjMufn5AcdmU0FBMt95qvScrS7P+NXPliv3resfr2MqVKwkNDaVnz552x2fNmsX+/fvp3bt3tdqr6n0PPfQQZrOZdevWVXvMpcXExHDq1Cl69OjBwoULOXz4sC3Ye/TRRxk9enSt2q8L8gyeEEIIp6S7cgXFYtFsiVbJyEDJzcXSrBn6AwfQHztG9r334nboEIrBgMuVK6guLuTddx+oKi7HjgFgKQ78HErJM3fXmjXL/v3rr9f9WIBt27YRERGBcs2zknfeeWeN2qvqfV5eXrRt25atW7fy7LPP1qgvgD//+c+cO3eOefPm8dxzzwHQuHFjBgwYwPPPP88999xT47briszgCSGEcEr6khIpGgV4+uPHASjq0weLlxcuycm4/PQTaqmgJP+ee7B4e+P6zTfoU1KweHtT5ADLcY7uxIkTtGrV6ob0HR4eTnJycq3bmTFjBmfPnuXTTz9l7Nix+Pj4sHLlSnr06MG7776rwUi1JTN4QgghnJLeaERFuxp4LkeOAFDUqRPEx+O5fDmNJk5E16cPamgolsaNyb/7blw3b6bRpEng5kbBiBGoXl6a9K+pGTOufn3lytWZu5deuiFZtNnZ2XjdoH8nLy8vsrOzNWnL39+f4cOHM3z4cAB+/fVXRo4cyeTJk4mPjycwMFCTfrQgAZ4QQginpDMasbi5gV6vSXuGQ4cgMBDfzEzo2xf69rUtcykZGeiBoN27rQHSe+8B4AnkWSyajUEzFQVxrq43JMBr3LgxWTfoWcXMzEwaN25c4/vPnDlDREQEM2fOZOzYsXbnOnXqxKxZsxgyZAhJSUkOFeDJEq0QQginZKuBp1V7x46h+vuXf9Lf3/oSNdKyZUtSU1NvSN+pqam0bNmyxveHhITg4uLCwoULKSgoKHP+6NGjuLu7c2tx0o2jkABPCCGEU9K8Bt7Jk6hNmtjep/fsSb7Fgrp5M8bNm7l89izZubmkd+pE+jXZoKJy0dHR/PDDD2XKjFRFUlISu3fvrlG/2dnZ/P777wwcOLBG9wPo9Xr++c9/cuDAAbp27cr777/Pjh07+Oqrr5g4cSIvvfQSiYmJ+DvYHwCyRCuEEMIp6QsKKAwK0qYxiwXl3DnM3bvbZj5UvR6X06dRsrIoGD0aU+lMSbNZm37rg6trvWXLVmTo0KHMmDGDvXv30q1bt2rdO3PmTFasWFGj4PDrr7/G1dWVmJiYat9b2uDBg/npp5+YN28es2fP5uLFi7i5udG5c2fWrFnDI488Uqv264IEeEIIIZyOUlSEzmTSrMix7swZlKIizK1a2f1idMnMhPR0zLfdpkk/N6uOHTsSExPD4sWLKwzwtldQMHr58uXs2rWrwrYrug/g/fffZ9y4cQQEBFRnuOXq3Lkzq1atuu51lY2nPskSrRBCCKejeYmUpCQATKUDuaIilKIiLEVFeF24gFtamiZ93azmzJnD2rVrOXXqVLXuW7JkCe3bt692fz/99BO//fYbL774YrXvbQgkwBNCCOF0bAGeViVSfv8ddDpMbdpcPZaZiaIomH19cU9LQ1ePOz80RB06dGDq1KlMnjy5Wvf17t2bTz/9tNr9TZw4kYULFxISElLtexsCWaIVQgjhdPRGIxYXF1SDQZP2DEeOgJ8f5qAgKJ6p02dmAmBu3RqDxYLJ21uTvm5m1Q3uAG6//fYa9fXDDz9U6boxY8YwZsyYGvXhyGQGTwghhNPRFxRom0GblITWPQSyAAAgAElEQVQaGIi5eB9aAP2FC6iXL6MWL9uaHLGgsRAVkABPCCGE09FpXCJFd+oUamioXcFiw7lzKJmZKCEh1tlCvd6aPWs2ozhTFq24KckSrRBCCKejNxop8vPTprHCQpSLFzH372932DU0FIYMwV1VwWQi6PvvtelPiHogM3hCCCGci9mM/soV7TJok5NRVNUuwUIIZyczeEIIIZyK1hm0+uPHATDdcQfodFzs1Qv9pUsErFxJ0e+/4xIfT+6tt1JQUTamTuZKhOORAE8IIYRT0RfvB6pVkWOXQ4fA1RXTLbeAooBeby1wbLFgbtkSA2Bq1Mju+TwhHJ0EeEIIIZyK3mhE1emwuLpq0p7L0aMQGIi51F6i+osXUfPywNkyaFW1+tuo6fXWwFY0KDKvLIQQwqnoSzJoNQpK9CdOoAYEYClVIsXl9GmU9HQICbEuBTvL7J3ZDOvWVe9VjxnB8+fPJz4+3vb+xIkTPP7444SFheHr68u9997L1q1ba93Pvn37MBgMpKSk2B1fsmRJlfelVRSl0m3HUlJSUBSF5cuXV2tsY8aMQVEUu5fBYCA0NJSRI0eSmpparfYqIgGeEEIIp6LXuESKPjUVS2io3bN0LunpcOkSOk9P55m9c3BHjhxh9uzZzJ07F4CMjAwiIyM5fPgw77zzDmvWrCEsLIzo6Gh27NhR435+++03Bg8ejMlkKnNu7NixnDlzhmXLltW4fS2EhITw448/2l7btm1j5syZfPXVV0RFRWEsfs60NmSJVgghhFPRG40UNm6sSVtKVhZKTg6W8PCrBy0WdIWFWHJz0ZtMFDjrDhaxseBSwa95kwn++996HU5CQgJxcXE0bdoUgOXLl5OWlsbu3bttx6Kjo7nrrruYN28ekZGR1Wr/ypUrLFiwgJdffhmPCv4A0Ol0TJkyhRdeeIHhw4fjrlGiTnW5ubnRvXt3u2O9evXCzc2NUaNG8cUXXxAXF1erPmQGTwghhPMoDr40K5GSlASA6dZbrx7LykIBLAEB1nIszjqD5+JS+aseHTx4kA0bNjBixAjbsWbNmjFp0iRbcAfWAKxNmzYkFX8u1bFx40amT5/OtGnTbLOE5XnwwQcxGo189NFH1e7jehRFYdGiRTz99NMEBATg7e3No48+Slrx9nfX07VrVwBOnjxZ67FIgCeEEMJp6AoLUVRVuwDv2DEATG3bXj126RJg3YMWnCjBwoGtXLmS0NBQevbsaTs2bNgwXn/9dbvrMjIy2L59O3feeWe1+4iIiCAlJYVp06bhUkkA6+7uTmxsLJ988km1+6iKqVOnYjabWb16NW+++SZffvklEyZMqNK9R48eBaB18c9ebcgSrRBCCKdhq4GnUYBnOHQIvL0xh4bajrmkp6MWFMAtt6AqiqbP+92stm3bRkREBEoliTFms5mxY8eSm5vL5MmTq91H6ZnA64mIiGD16tVcvnyZRo0aVbuvynTo0MHuGb89e/bw2Weflbmu9DOCOTk57N27l0mTJhEeHs6gQYNqPY4GN4P3zDPPEBUVVaVrL168yJNPPkmTJk3w8fHhoYce4sSJE3U7QCGEEDWmNxpRFQWLm5s27R07BgEBdiVSSjJolZAQzJ6eUshYAydOnKBVq1YVni8qKiI+Pp7169ezYMEC21JleUwmk91LVdVqjyc8PByz2axZxmppPXr0sHvfrFkz8vLy7I6dPHkSg8FgewUGBjJw4ECCg4NZv349np6etR5Hg5rB+/DDD1m6dGmVHswsLCzkgQce4I8//mDSpEn4+Pgwf/58evfuzW+//UZgYGA9jFgIIUR16I1Ga3CnUdClT05GDQzEUmoWx+XiRUhPR/HwwOSsCRYOJjs7G68KlrozMzN55JFH2LFjB++99x5/+tOfKmwnJSWlTKC4bNkyxowZU63xlIwlOzu7WvdVxbXBmU6nKxOEhoaG8p///Mf23s3NjWbNmuFf6g+N2moQAZ7ZbGb27NkkJiZW+Z5//etf7Nu3j82bN9O/eIPpQYMG0aFDB9566y1mz55dR6MVQghRU/qCAu2WTC0WdKdPY2nX7mpNPYsFndGIevkyepOJQnn+ThONGzcmKyurzPHU1FSio6NJTk5m1apVPP7445W2ExYWxt69e+2OVTYzWJHMzEzbuG4EV1fXSmcpteD0AV5BQQH33HMP+/fvZ9SoUVUukLh69Wpat25tC+4A7rjjDvr27cvq1aslwBNCCAekNxop8vXVpC3duXMoV65gKRUg6HJyUABTYCAuZrPzZtCCtRRKTc7VgZYtW5ZZDs3JyaFfv36cP3+ezZs307t37+u2o1VglJqail6vr9Zze86mQQR4OTk5rFmzhmHDhhFeupZRJfbt28eAAQPKHO/cuTObNm0iMzNT06lSIYQQtaSq6I1GCkJCNGnOViKleDsyAJfiDFrLLbdYzzlzgFfPde4qEx0dzaJFi1BV1ZZo8eqrr/LHH3+QmJiIq6sru3fvtl3v5uZGp06dADh06BCFhYW291rYuXMnvXv31uRZN0fl9AGej48Px44dqzQl+lq5ublkZ2eXG7mHFmdSnTp1SgI8IYRwILorV1AsFu1KpPzxB6pOZ18D79Il1CtXUFu1wqLXa5bMcbMbOnQoM2bMYO/evXTr1g2Af//73wAkJiaWecSqZcuWtm3Gxo8fT0pKSpltx2qqoKCA7du3N/iVOqcP8HQ6HbpqPmx7+fJloOyDkICt+vW1GS9CCCFuLF1JiRSNdh8wHD6M4ueHOSjIdszlzBlrBm1EBGZvb832u603ej0MGVL9e+pYx44diYmJYfHixbYA79SpU1W6d/PmzXTu3Lla/Y0ZM6bCxIs1a9bg5uZW7cSMa4WHh5dJnigvo/faALa6e9fW1E2Z+22xWAAqrcdT3aBRCCFE3dK6Bp7++PGyJVLS0qx70Hp4OOfyrKJcfweLa1/1FMTOmTOHtWvXVjmwKzF9+nT69eunyRjMZjPz588nMTGxwu3MGgqnn8GriZKihuVt5ltyrCqFD/39/StdxrVYLJXW5ykJIgMCAq7bl3Bc8jk6P/kMnYNy7hyquzsBpWbcSqvu56g7eRK1RQv8mje3Bjmqii4/HzUnB73JhC44GNdq/kwoilLpBEF1HidqaDp06MDUqVOZPHkyq1atqvJ9cXFxtC2100htLF26lLCwMMaNG6dJe47spvxJ8/Hxwc/Pj3PnzpU5d/bsWcCaii2EEMKB5OWBVrNqhYVw/jz06nV1Bis7G0VVUYODUVQVi4+PNn0Jm5rsUNGhQwfN+h83blyVg7uaFFB2JDdlgAfQqVMnfvnllzLHf/31V9q0aaNJgoXRaCQ/P7/C8yV/ZWZkZNS6L3HjyOfo/OQzdA5+2dmYvby4XMHnVJ3PUf/HHwRYLBS2bElO8fWGlBT8gKIWLXAFMs1m1Gr+THh6elZY0FeI+nTTBnhDhw7lueeeY8uWLba1/SNHjrB161ZefPHFKrWRmZlpt5ecEEKIuqM3Grmi0S5D+uPHATBfUyJFNZkgPByzmxuqwVDtdvPz8yv9w74kyU+IunZTZBKkpaXxySefsH//ftuxp59+mjvuuINHH32U2bNn8/bbb9O3b1/CwsL4v//7vxs4WiGEENdSiorQmUzaJVgcOwaurphKFTm2ZdAGBztngoUQpdwUAd7hw4cZOXIkn3/+ue2Ym5sbW7du5YEHHuCNN95g5syZREREsG3bthu2dYkQQojy6QsKAO0yaF2OHLFm0JZKonA5f96aQevm5tw7WAhBA1yiLa8QYlRUVLkPS4aFhVUrk0cIIcSNoXWJFJfjx8Hf/2qJFFVFn5tr3YPWbJYZPOH0booZPCGEEM5NZzRicXGp0XNx5bZ38iSW4GDU4oBRyc+3Zs4Wr+CYvL016UeIG0UCPCGEEA5PbzRqNnunZGejy8rCUlL/jlJ70LZogQqYG/AepeLmIAGeEEIIh6c3GjXbokx/4gQA5tatrx67dAnVbLZm0Hp6guxmVCfmz59PfHy87f2JEyd4/PHHCQsLw9fXl3vvvZetW7fWup99+/ZhMBjKPLa1ZMkSYmJiqtSGoihs37690mvy8vJITEykXbt2eHh44OvrS8+ePVmyZIlt1yywbk+mKIpm++lWhfwECyGEcHj6ggJttygDTLffbjvmcvYsSkYGSuPGDeP5u3ffhcq2BDt1ynpNPTpy5AizZ89m7ty5gLVeYWRkJIcPH+add95hzZo1hIWFER0dzY4dO2rcz2+//cbgwYPLLWM2duxYzpw5w7Jly2rcfglVVYmNjeX999/n2Wef5csvv+TTTz+la9eujBs3jkmTJtmuHTx4MD/++COhoaG17reqGlyShRBCiAbGbEZfWIhFqwSLP/4Ab2/MTZtePXbuHKSno3N1df4M2nffhQkT4B//gG+/hRYt7M+fOgV9+kDxTCb1VBosISGBuLg4mhb/uy9fvpy0tDR2795tOxYdHc1dd93FvHnziIyMrFb7V65cYcGCBbz88ssV7jOr0+mYMmUKL7zwAsOHD8e9FrPCO3fu5Ntvv2XTpk1ER0fbjg8ePBi9Xs+CBQt48cUXCQkJISgoiKAKttirKzKDJ4QQwqFpXiLl6FFrBq2f39U+Ll9Gzc9Hp6rOn2AxZAjccos1gOvTx34mr3Rwd8st1mvrwcGDB9mwYQMjRoywHWvWrBmTJk2yBXdgDcDatGlDUlJStfvYuHEj06dPZ9q0abZZwvI8+OCDGI1GPvroo2r3Udr58+eB8rc0Gz9+PHPmzEEpfsZTlmiFEEKIa2hdIkWflGStgVdcIkXJz0dnsaAW75Lh9Eu0LVpYZ+6uDfKuDe7Km92rIytXriQ0NJSePXvajg0bNozXX3/d7rqMjAy2b9/OnXfeWe0+IiIiSElJYdq0abi4VLxA6e7uTmxsLJ988km1+ygtMjISb29v4uLimDx5Mtu3b8dY/LN66623kpCQQJMmTWrVR21IgCeEEMKh6Y1GVJ0Oi6tr7RtTVXSnTllLpBQvz7kU7zdrad7c2o9GyRw31LVBXps21tcNCO4Atm3bRkREhG1Gqzxms5mxY8eSm5vL5MmTq91H06ZNbfsRX09ERAR79uyp1dZxwcHBbNy4kYCAAN544w369OmDr68vkZGRLF68+IZvZSoBnhBCCIemLyiwZtBWEhxUle78eZTCQiwtW15t/9IlVIsFWrSwzt5p0I9DKAnyDAYoKrK+DIZ6D+7Ami3bqtS2cNcqKioiPj6e9evXs2DBArp27VrhtSaTye5V3hLp9YSHh2M2m0lNTa32vaX16tWLY8eOsWPHDqZNm0a3bt348ccf+dOf/kRUVJRtRu9GkABPCCGEQ9NpWAOvJIPW3KaN7ZjL+fMomZkogYHOvzzroLKzs/Gq4N82MzOT6Oho1qxZw3vvvcef/vSnCttJSUnBYDDYvVasWFHt8ZSMJTs7u9r3Xkun09G7d29mzZrFzp07SUtLY/z48ezatYsPP/yw1u3XlGTRCiGEcGh6o5Erxc/H1bqtpCRURcF02222Yy5nzlj3oDUYMDt7gkVpJc/clczcgfXrPn3qfRavcePGZGVllTmemppKdHQ0ycnJrFq1iscff7zSdsLCwti7d6/dscpmBiuSmZlpG1dNPf7441y6dIktW7bYHff392fBggWsWrWKQ4cO1bj92pIATwghhONSVU1r4Ln88QeKnx/mUr/Y9dnZUFCAQgNIsChRXkIFXD1Wz0Fey5YtyyyH5uTk0K9fP86fP8/mzZvp3bv3ddtxdXWtdPm2qlJTU9Hr9XYZvNXVpk0bPvvsM3bv3k337t3tzp09e5bc3Fw6dOhQ26HWmAR4QgghHJauoABFVTXbxcLl6FH7DNrCQnQWCxZ/f3Q0kACvsmzZb7+9IUFedHQ0ixYtQlVVW6LFq6++yh9//EFiYiKurq7s3r3bdr2bmxudOnUC4NChQxQWFtrea2Hnzp307t0bz1psSfe3v/2N9evX069fP/7yl7/Qp08fPD09OXDgAPPnz+fOO+9kzJgxmo25uuQZPCGEEA6rpAaeVkWOdSdO2AV4+pI9aJs3x2IwoGqRqXujrVtXcbbstdm169bVy5CGDh1Kenq63fLqv//9bwASExPp0aOH3WtIqfp848ePt3tfWwUFBWzfvp3HHnusVu34+/vz448/MmHCBL766iuGDRtGdHQ0CxYs4IknnuC7776rsOByfZAZPCGEEA5LbzSigjYzeFeuoDt3DkunTrZAzuXSJWsWZvPmDWP2Dq7uTDFkSPmzcyVB3rp19baLRceOHYmJiWHx4sV069YNgFOVbaVWyubNm+ncuXO1+hszZkyFs2dr1qzBzc1Nk9k1Hx8fZs2axaxZs2o8nroiM3hCCCEclt5otNal09X+15X+5EkUiwVzePjVY2lpkJWFLjDQ+XewKO3//q/ypdcWLeotuCsxZ84c1q5dW+XArsT06dPp16+fJmMwm83Mnz+fxMTEGzq7Vh8kwBNCCOGw9FqWSCne/uraDFolMxPFxcX596B1cB06dGDq1KnVLmIcFxfHm2++qckYli5dSlhYGOPGjdOkPUcmS7RCCCEclt5opMjHR5u2kpJQDQa7GTyXrCy4cqVhZdA6sJrsUKFlJuq4ceOqHNzVpICyI5EZPCGEEI5JVTWdwXM5ehQlIABzyXZWRUXoTCYsvr6oSIAnGhaZwRNCCOGQlKIi6zNzWi3R/vGHXQZtyR60atOm1n1p9XpN+hHCEcgMnhBCCIekL97HU7MALyUF/P0x+/lZ3xeXSKFZs4aVYCEEEuAJIYRwULYAT4MSKcrly+gyMrCEhdm27XK5cAE1JwfF31+WZ0WDI0u0QgghHJLeaMRiMIBL7X9VlWTQmkvtW+py+jRKVhaKi0vDD/BKEgaKd5EQDZ/M4AkhhHBIdV0iRZ+RASYTQMMvkbJ/v/UlbhoygyeEEMIh6QsKNA3wVC8vzGFh1gMmE7orV7B4e6Moimb9OKSiIti40Tp7166dbYlaNGwygyeEEMIhaVoi5cgRa4mUkj1oMzNRFAU1LMy6PKvBThkO67vvIDsbsrKsX4ubQgP+iRZCCOGsFJMJXVGRdjN4x49bM2hLSqQUZ9AqTZs27OXZ7GzYvv3q++3bISfnRo2G+fPnEx8fX+XrU1NT8fPzY3vp76ECqqrywQcf0LFjR7y9vbnllluYMGECOaW+3yVLlhATE1OlvhVFqbTflJQUFEVh+fLlVWqvxJgxY1AUxe5lMBgIDQ1l5MiRpKamVqu9ikiAJ4QQwuFomUGLqqI/eRI1MBCzr6+1/YsXUfPyUAICGnaCxaZN1iXali2tr6Ii+PrrGzKUI0eOMHv2bObOnVul60+ePEn//v3Jzs6u0vXz5s1j/PjxDB48mPXr15OQkMDKlSt55JFHbLtSjB07ljNnzrBs2bIafx9aCAkJ4ccff7S9tm3bxsyZM/nqq6+IiorCWPzzXxvyDJ4QQgiHo9OwBp4uLQ3FaMTctKktI9dw+jRKdjbodA13Bi81FX75xfp1yazVwoXWYz16QPPm9TqchIQE4uLiaNq0aaXXWSwWVqxYwd/+9rcqt22xWHjttdcYN24cr732GgD9+vUjMDCQYcOGsW/fPrp27YpOp2PKlCm88MILDB8+HHct/oCoATc3N7p37253rFevXri5uTFq1Ci++OIL4uLiatWHzOAJIYRwOPqCAix6PaoGCQG2Eim33HL1WHo6mM1AA92iTFXhv/+1ft25szWYa97c+jXAhg1XS6fUg4MHD7JhwwZGjBhx3Wv379/Pn//8Z0aPHs3HH39cpfZzcnKIj4/niSeesDt+W3HWdFLxzwDAgw8+iNFo5KOPPqrGd1A1iqKwaNEinn76aQICAvD29ubRRx8lLS2tSvd37doVsM5e1pYEeEIIIRyOLcFCg7pt+qQkVJ0Oc5s21gNmszWD1ssLi4sLFje3WvfhcPbvh1OnrBmzAwdePT5ggPXYyZP1WjZl5cqVhIaG0rNnz+te26JFC44fP85bb72Fp6dnldr38/NjwYIF3HvvvXbHP//8cwDuvPNO2zF3d3diY2P55JNPqvEdVN3UqVMxm82sXr2aN998ky+//JIJEyZU6d6jR48C0Lp161qPQ5ZohRBCOBy90YhFywQLX1/MQUHW91lZKIAaGmqdvWtoxX9LyqIAREWBj8/Vc76+1mPffANffVVvZVO2bdtGREQEShX+rQMCAggICKh1nz/88ANz587l4Ycfpn379nbnIiIiWL16NZcvX6ZRo0a17qu0Dh062D3jt2fPHj777LMy15mKazCCdQZy7969TJo0ifDwcAYNGlTrccgMnhBCCIejaYmUo0dRSmXQ2vagDQtruM/fOZgTJ07QqtQuImANcEq/LBaLZv19//33DBo0iNatW/Phhx+WOR8eHo7ZbNYsY7W0Hj162L1v1qwZeXl5dsdOnjyJwWCwvQIDAxk4cCDBwcGsX7++yjOXlZEATwghhGOxWNAVFmqTQUvxM3ilauC5pKejGo0ofn4N8/k7gwFKZoCuLYtSumzKAw/UW9Hj7OxsvK75ty4d4BgMBmbMmKFJX6tXr6Z///60bNmSrVu3ljsbWDKWqmboVse1wZlOp7Nl8ZYIDQ1l7969ttf+/fvJyMhg9+7d3HXXXZqMQ5ZohRBCOBR9QQEK2mTQUlSE7swZ1LZtMRcvVbqcPo1y+TLodA0zwAPo2BF27bI+h/f11zBsmPV46bIpHTvW23AaN25MVlaW3bG9e/favQ8r2WWkFubNm8fkyZPp3bs3X3zxBb7FZXGulZmZaRvXjeDq6mpLqKgrEuAJIYRwKHoNS6ToT51CMZsxN28Oej0ALhcvQvFyYINdolUUiI21L4sC9mVT6vHZw5YtW5ZZDtU6wFm8eDEJCQkMGzaMjz/+GFdX1wqvTU1NRa/XX7dkizOTAE8IIYRD0RuNqIqiSXZrSYkUU0lWosWCrqAA1dMTi5ubJmVYHFZJWZRffrGWRSlRUjalHkVHR7No0SJUVa1SosX1FBYW8uuvv9KsWTOaNWvG+fPnmThxIi1btuT555/nl5JAtljr1q0JKk6yAdi5cye9e/fW5Fk3RyXP4AkhhHAoOi1LpBw/jmowYA4Pt7adnW3NoA0JabjLs6WVLoty8mTZsin1ZOjQoaSnp5dZlq2pc+fO0aNHD5YuXQrAxo0bMRqNnDx5kl69etGjRw+715dffmm7t6CggO3bt/PYY49pMhZHJTN4QgghHIreaNQ+waL4QXvbHrShoQ13eba00mVRoGzZlHrSsWNHYmJiWLx4Md26davyfVFRUWUSFMCaBfvhhx9y4cIFAJ566imeeuqpKrW5Zs0a3NzcGDNmTJXHUZ7w8PAyYytvrImJiSQmJtreV3fv2pqSGTwhhBAORV9QoF2JlD/+KFMiRb1yBcXX9+aYwQPo3dsa6Pn5Wb++QebMmcPatWs5depUrdvKycnhnXfeoV+/ftW6z2w2M3/+fBITE/HQ6GfMUUmAJ4QQwnGoqrZFjpOSoFSAZzh9GiU3FxQFk7e3Jn04vJKyKfVYFqU8HTp0YOrUqUyePLnWbTVq1Ih//etf1U7UWLp0KWFhYYwbN67WY3B0skQrhBDCYegKC1FUVZMZPCU3F116OmrPnliKdyvQX7gAFgsqYG7AD9iXUY8lUSqjRXAH1j1f77777mrfN27cuCoHd+UttzoTCfCEEEI4DE1LpJw4YW2rRQvQ6ayzg/n5qJ6e1uBOdxMtYjW07djEdTWIn+7k5GQeeeQR2/51o0aN4uLFi9e9b9++ffTv3x8vLy98fHyIjY21bfQrhBCi/umNRuvsmgZJFvrjxwEwt2kDgO7y5Zsrg1bc1Jx+Bu/SpUv06dOHK1euMHnyZEwmE/PmzWP//v3s2bOnwkKHR48eJSoqCk9PT1555RUA5s+fz3333cdvv/2mSUVtIYQQ1aMvKLDWv9Ngdk2flITq7Y25+P/PbRm0ISE3RwatuKk5fYD31ltvcfr0aQ4cOEDbtm0BuOeee+jfvz8rVqzgmWeeKfe+d955h9zcXL777js6deoEwP3330+3bt14++23mTdvXr19D0IIIaz0JTXwtGjr+HHw87uaQZuejmoyoXh73zwJFuKm5fRLtKtXryYqKsoW3AH069eP22+/ndWrV1d434kTJ2jcuLEtuAOIiIggMDCQAwcO1OmYhRBClE+nYYB3bYkUlzNnUPLyrBm0MoMnGjinDvAyMzM5ceIEXbp0KXOuc+fO/PzzzxXee+utt5KRkWH3rF5GRgZZWVmEhITUyXiFEEJUorhEiiYBnqqiT06GwEDMfn4AuKSlgapat0HTqJCyEI7KqQO8M2fOAJS7WXBoaCg5OTlkZ2eXe29CQgLNmzdn+PDh7N+/nwMHDjB8+HAMBgPPP/98nY5bCCFEWUpRETqzWZMEC+XCBZT8fNTGja0lUlQVfV4eqqendfZOskpFA+fUAd7ly5cByt0suKRCdV5eXrn3tmjRgilTprBjxw7uuusuOnbsyNatW1m5cmW5M4JCCCHqVkmJFC2KHLuUlEgJDwdFQZeXh6Kq0KQJpuKaeDcNsxlyc8t/FRbW61Dmz59PfHx8la9PTU3Fz8+P7du3X/daVVX54IMP6NixI97e3txyyy1MmDCBnJwc2zVLliwhJiamSn0rinLdfvPy8khMTKRdu3Z4eHjg6+tLz549WbJkCRaLxXbd8uXLURSFlJSUKvWtBadOsij5x1Mq+UtMV0Em1iuvvMLMmTOJjIzk2WefxWQysWjRIuLi4vh//+//8fDDD9fJmIUQQpRPX1AAaFQD7/hxVEXB3Lq19X1xBi03WwatxQJbtkCpIMeOXg99+kDxc4p16ciRI8yePbvKz7mfPHmSAQMGVLgSd6158+YxdepU/v73v9O3b1+OHz/Oyy+/zKfdbV0AACAASURBVMGDB/nmm29QFIWxY8eyaNEili1bxpNPPlmbbwdVVYmNjeXQoUO8+OKLdOzYEaPRyKZNmxg3bhy///4777zzDgCDBw/mxx9/JDQ0tFZ9VodTB3iNiv8KMxb/1VdaybFG5fyllpWVxRtvvEGXLl3YunUrer0egOHDh9O1a1fGjRvHAw88gJubW6X9+/v741/JfxQWi6XSStglwWdA8SbYwjnJ5+j85DN0DEpaGqqbG/7BwTW6v/TnqJw5A/7+GFq0sL4/cgTVbEbx8MAjJASPOvqsFUWpcGIBwMWlnn/tpqdXHNyBdXavOLCuawkJCcTFxZX7WFVpFouFFStW8Le//a3KbVssFl577TXGjRvHa6+9BlgTLgMDAxk2bBj79u2ja9eu6HQ6pkyZwgsvvMDw4cNxr8XjADt37uTbb79l06ZNREdH244PHjwYvV7PggULePHFFwkJCSEoKIigoKAa91UTTr1E26JFCwDOnTtX5tzZs2fx8/PDq5y/1I4dO0ZhYSHDhw+3BXcABoOB+Ph4Lly4wOHDh+tu4EIIIcrKywONZteUP/4APz8IDLQeSE1FMRqtz975+mrSh1MoXqoGoEmTsnvR3nIL1ENi4cGDB9mwYQMjRoy47rX79+/nz3/+M6NHj+bjjz+uUvs5OTnEx8fzxBNP2B2/7bbbAEhKSrIde/DBBzEajXz00UfV+A7KOn/+PFD+lmbjx49nzpw5thVGWaKtJj8/P1q1asUvv/xS5tyvv/5a4SbEJTNz5X0oZrMZwG7tvKaMRiP5+fkVni+ZLcjIyKh1X+LGkc/R+cln6Bj8srIwu7tzuYafQ+nPMeD339EHBJDt6kpRRgZ+KSnoAItOR0ZenjWYrAOenp7lTizcMBcuXP26eXNIS7v6PjQUOnWql4STlStXEhoaSs+ePa97bYsWLTh+/DjNmjWr0rN3YI0HFixYUOb4559/DsCdd95pO+bu7k5sbCyffPIJ48ePr9o3UI7IyEi8vb2Ji4vj2Wef5YEHHuCee+7Bw8ODW2+9lYSEhBq3rQWnnsEDGDp0KFu2bOHIkSO2Y1u2bOHo0aPExcWVe0/79u0JCwtj+fLlFJSami4sLOTjjz+mcePGdOjQ4bp9Z2ZmcvHixQpflQV3Qggh7GlWIsVkQnfqFAQEYCopcnz5sjWDto4TLPLz8yv9vZCZmVmn/ZfRvLl1V5A2baB06bCAAOjevd724922bRsRERGVPjNfIiAggGbNmtW6zx9++IG5c+fy8MMP0759e7tzERER7Nmzx5asWRPBwcFs3LiRgIAA3njjDfr06YOvry+RkZEsXrwYk8lU22+hVpw+wEtISCAgIIC+ffvy1ltvMWfOHB599FE6depky9Q5ceIEn3zyCSeKp6r1ej3vvfcehw8fplu3brz77ru89dZbREREcPjwYd555x0M105jCyGEqDsmE7qiIk0CPN2pUyhmM5agIFRPT5T8fHSqCsHBN18GbadO1iSK4n15AfDwsCZVFC8x1ocTJ07QqlUru2Mmk8nupcXKWYnvv/+eQYMG0bp1az788MMy58PDwzGbzaSmptaqn169enHs2DF27NjBtGnT6NatGz/++CN/+tOfiIqKKjdHoL44fYAXFBTEd999x1133cUrr7zCO++8w0MPPcRXX31lW4r97rvvGDlyJN99953tviFDhvDNN98QEBDA1KlTefnll/H19WXjxo1VekZACCGEdrTMoHUpft7KfMstoCi2PWgJCrq5MmjBWgql1O8+DAbr0mxSEuzeDfU0y5SdnV1m6dpgMNi9ZsyYoUlfq1evpn///rRs2ZKtW7eWmzxVMpaqZuhWRqfT0bt3b2bNmsXOnTtJS0tj/Pjx7Nq1q9zgsr449TN4JW6//XY2btxY4fkxY8YwZsyYMsfvv/9+7r///jocmRBCiKooqYGnSYmUpCRUgwFzy5bW95cuoVosKO7uN9cWZYWF1uCuqOjqsV69YNs269eqai2TUg8aN25MVtb/Z+/Oo9uq77yPv++9kizLu+zEcZx9wSEhZE8olJA8BE6bgVKWYWgnhDAcJk/b6cMwfSCnQ6HtlNIp29DTmZ6h03YmlCmZlj50GUjLpC0ESIIJ2TcnxCEhzoITL7El2ZZ07/OHvMaOI1uSHdmf1zk+SHf5+StdYn31u7/v71fXZdt7773X5fno0aMT/j1PPfUUa9asYfHixfz6178m7wIFNW23youKivr9u/7iL/6Cs2fPsmHDhi7bCwoK+P73v89LL73Evn37+t1+ooZEgiciIunNCoVwTBMnCcNjrMOHwe8n2lpB6zp1CqO5GWc4rUEbicDbb3ctJvH7YceOjucTJw7Yih7jx4/vdjv0QoWQ/fX888/z8MMPc+edd/LTn/4Uj8dzwWM/+ugjLMu66JQtvZkyZQq/+MUv2LJlC1dddVWXfSdOnKCxsTGu8fypogRPREQGXXuBRRISDuvQIYz8fKKtBRau1mUtbcsasB6rQXfgAJxfjXz+8wkTBiycG2+8kR/84Ac4jhNXocXFNDc3s337dsaMGcOYMWM4deoUDz74IOPHj+fLX/5yt9k1Jk+e3GUeurfffpvFixf3uBJWvP7v//2//OpXv2LZsmV86UtfYunSpfh8Pnbv3s0zzzzDFVdc0ePdw4GS9mPwREQk/VlNTcmpoKV1DJ7f357gWefO4WRlERlO899drKcyL69jjsABcPvtt3PmzJlut2X76+TJk3ziE5/gRz/6EQCvvfYaoVCIo0ePcu211/KJT3yiy8+rr77afm5TUxNvvPEGf/7nf55QDAUFBWzevJm//du/Zf369dx5553ceOONfP/73+fzn/88GzdubF82dTCoB09ERAadFQrRnIyZ/hsbMU+fhvnziebnYzQ1Ydo2zqhRRHJzE28/XUycGJvY+EKVqUnqLY3XlVdeyU033cTzzz/PwoUL4z5vyZIlPc5ZO2HCBH784x/zces8f3/1V3/FX/3VX8XV5n/913+RkZGRlN613NxcHn/8cR5//PFej7tQLUAqqQdPREQGl21jJqsH79ChWJPFxTiZme1r0BoFBcNn/F0bnw+ys3v+GYRb1U888QQvv/wyx44dS7itc+fO8dxzz7Fs2bI+nReNRnnmmWf4xje+Mai9awNBCZ6IiAwqq6kJg+RU0BqtCV7nKVIcxwGvd/hNkXKJmTlzJn//93/PmjVrEm4rJyeHF154oc+FGj/60Y8YPXo0q1evTjiGS51u0YqIyKAy26ZISWDh93YHD+JkZRFtXQnBOn0aWlpwDCNpY/yk/5KR3AEYhsHs2bP7fN7q1avjTu56ujWcTtSDJyIig8pqasIxDOwkJXj4/UTz8wFwV1VhmCZRyxqwZblELgX6v11ERAaVFQrFeu/6OOg/84c/xDx+vMs2o6KifYoU8/hxrNdfh6wsIq0Jn8hwoQRPREQGVfsceH2Q+cMfkv21r5F/660dSZ7jtPfg2U1NsX0bNuDs3asET4YdJXgiIjKorFAIu48JXvPy5UTHj8c6erQjyfv4Y4yGBsjIIOf++7GOHoX8fIyrrx5+FbQy7CnBExGRweM4sUmO+zj+zh4zhrpXXumS5PHWW7Emt2zBOnYMe/Ro+NznoLSUaHZ2KqIXuWQpwRMRkUFjtrRg2Ha/KlzPT/LMv/xLHMA4d47o+PE0P/IITmYmDmD3si6pyFCkBE9ERAaN1TZFSj+nMGlL8hy3GyMaxQAcy6LulVdi8+uZJhGXa0BXbRC5FCjBExGRQWOFQjgkaQ68Nq3JnKu2FrKzifj9yWtbJE0owRMRkUFjhkLYGRn9XjrLPH6c/FtvxQiHY/PcmSZGJBLbduYMTlGREjwZlpTgiYjIoGmfA68f2pI76+jR2MoVq1fD6tVEx4zBOnoUY906jFCIiAosZBhSgiciIoOmP3PgwXnJ3fjxBB5+GHJzITeX+hdfxC4pgbo6eOopnNraFEQucmlTgiciIoPGamrqV4KX8dpr7fPcWcuXk1tV1b7Pv3495mc/C/n58PHHeF5/PZkhi6QF12AHICIiw5MRDmNGIn2e5Bgg9Nd/Tfaf/gSXXRbruTtfbm5sDryDBwn99V8nIVqR9KIET0REBkWiU6RUv/BC++OC5ctxfepTAJz5whco+NGPsEaPJvjZzyYeqEga0i1aEREZFO0JXn+nSHG7Yz/RKFZFRftmxzQxw2Hw+4mUlCQjVJG0owRPREQGhRUKYbtcOG53Qu24Dh7EiEY72q2txQDwelVBK8OWEjwRERkU/S2wOJ9rzx6cTitVWDU1ADgZGUR9voTbF0lHSvBERGRQmP2cIuV81t69OAUFOOPHE/32t3HV1eHYNrbjxCY/FhmG4vo//3vf+x6bNm0i1DpeQkREJFH9nQPvfK49e6C4GGf06Njz48cxXC6iHk/CbYukq7iqaB988EEMw8CyLKZPn86CBQvaf2bOnInLpWJcERHpg2gUq6Ul8TVoHQfX3r2Ys2djtyV41dWQm0ukqCgJgYqkpz5lZpFIhF27drF7925+8pOfAJCRkcGsWbOYP39+e9J3+eWXpyRYEREZGhKdIqWN+dFHmOfOwciRsR68SASzuRlGjiQ8alQyQhVJS31K8P72b/+Wbdu2sX37dhoaGgBoamri3Xffpby8vP247Oxs5s6d26Wnb8KECUkNXERE0pfV1ATQr0mOO3Pt2QOAU1KCceoUHD6sCloR+pjgPf3005imieM4VFRUsHXr1vafHTt2EAwGAWhoaODNN99k48aN7ecWFhby8ccfJzd6ERFJS1YohGOa2AmOk3Pt3YuTk0Nk4kRcr78O4TAAjsuFnejtX5E0FleC9/bbb1NeXo7ZWo1kGAbTpk1j2rRprFixAgDbttm/f3+XpG/nzp00tX5LO3v2bIpegoiIpJv2AotO05v0h2vPHpziYjAMjPp6ABzHiVXQJti2SDqLK8G7+uqrufrqq3s9xjRNZsyYwYwZM7jnnnsAiEaj7Ny5k/nz5yceqYiIDBlJq6Dduxdj7Fhcne4QGYZBVMV/MsyldIIgy7KYNWtWKn+FiIikISsUSriC1qivxzp2DOOKKzBsG2fcOJy2O026ayTDXEoSvNOnT/OnP/0JiCV5jz76KDfeeGMqfpWIiKQb28Zsbk64B8+1bx+UlEB+fqzZT38abBsA98mTuE6dSjhUkXSVUB/2sWPH2LdvH/v372//7/79+6mrq8MwDCKRCADf/OY3kxKsiIikP7O5GcNxEk7wrD17cJYtwwCaZszAnZ0dq6DNyYGGBrL/9Cfq7rpLY/FkWIorwTt48GCXJG7fvn1UVFS0V8125jhO0oMUEZGhI+E58BwHbJuMDz/EGD0axzAIXnkleT/7GezdizNhAuTl4T5xgoz9+2kuK4stWaZET4aRuBK8adOmYXT6h3GhJM4wDK6++mqmTZumyY5FRKRHViiEYxjYGRn9a8C2GfHmm1BcDOEwRkkJ/oMHYfRoWLky1ot38iScOEHuH/4Ap05Rfd11YFnJfBkil7Q+3aJ1HIeCggKmTJnS5aeuro4HHngAiE2pIiIi0k00itncjKuhAdvtxmydRgti89Y5WjtWJGn6lOAZhsE111zDP/3TPzF58uT27W+++WbSAxMRkSHEtil4/31cnYb2FHZaAckxTermzCGSkxNfe6YJY8bAkSM4R4/SkJdHztGjGFlZBC67DN/Jk7GevNLS2LEiw0xc/9f/+Mc/pqSkBMdxePXVV7niiiv4+7//ewKBQKrjExGRIcBdX98luTufYduYLS19a7SgAE6cwHC78TgOBIOQlYXr9GkMxyHi88WOAYzGxkTCF0k7cSV49957LwcPHuTRRx8lMzOT5uZmvvvd73LZZZfxn//5nyqsEBGRXnlPnmx/7ED7fHVtQiUltPj9fWvUMLB37Yq1f+AARmvbGR98AEDDzTe3F1a433qrv6GLpKW4+619Ph/f/OY3OXjwIHfffTcAJ0+eZOXKle0rV4iIiPTEU1vb/tgg1mPXprmwkMapU/tV5WpnZ9M0fTrQWgDYOvdd04wZREpK2o8zW5cxExku+jwwYfTo0axdu5b33nuPxYsX4zgOx48fb9//0ksvJTVAERFJf00jR+IYBk1FRV22h3NyODd9et/GyXW6a2ScOkXgmmtwDAPDMDCamnBcLgKf/GSX4+y8vIRfg0g66ffI07lz5/LGG2/wy1/+kilTprRvX7FiBYsWLRrQatojR45w22234ff78fv9rFy5kurq6oueV11dzf33309xcTG5ublcd911bNq0aQAiFhEZXgJTp1I3Zw7eM2fat0UzMojk5OCpqelTW2anv+/W8eO43n23yy3f4KJF2NnZeP74x/Zt4WuvTSB6kfQTV4K3f//+C+679dZb2bt3L8888wz5+fk4jsN7773HkiVLkhVjr86ePcvSpUvZsmULa9as4Stf+Qq/+c1vuOGGG2jpZcBuQ0MDixcv5uc//zlf+MIX+Na3vsWJEye4/vrr2b1794DELiIyXJihEHmt4+UAbJeLFr+fzBMnyN27F6LRuNty7dvX5XnOl76EefAgWBZOTg7BuXPxvP46OX/3d+3HONnZib8IkTQSV4I3Y8YM/H7/BYspXC4XDz74IB988AFf/vKXcbvdA1Z48eyzz3L8+HH+8Ic/sGbNGh555BFefvlldu7cydq1ay943j/+4z9SUVHBb3/7W77xjW/wwAMP8NZbb2EYBk8++eSAxC4iMhwYLS3k79yJ2bp8JUD9lVeS2Vp4YUCfbtFanRK88MKFmKEQ/Pa3OG++Cfv341+6lLz77usyz57IcBP3PHj19fU4jtNlRYvzFRQU8L3vfY+/+Zu/4eGHH05KgBezbt06lixZ0mXljGXLllFWVsa6deu4//77u53jOA5r167lz/7sz1i8eHH79lGjRvH000/jdrsHJHYRkSEvGiVv926sTslW1OMhu7XSFSA0alSfCixce/fCzJkAuL/85fbtRmvHgnXLLYlGLZL2+jTR8ec+9zkWLFjAvHnzmDdvHrm5uT0eN3XqVF555ZWkBNib2tpaKisrueOOO7rtmzt3Lq+++mqP53344YdUVVW1J6GO4xAIBMjOzuaLX/xiSmMWERlOfMeO4W5o6LLNamnB6jSEpmnUqD616d6zp+cdWmtWpF3cCZ7jOLz88su8/PLLQGxVi8mTJzN//vz2nzlz5pB93jiHaDTKuHHj+MQnPtF+brJUVVUBUFpa2m1fSUkJ586do76+nrzzqqcOHToEQHFxMWvWrOH555+nvr6eyZMn80//9E/cfPPNSY1TRGS4inq9ve6PZGUR6UuFayCAeegQvPACZ/7lX3Dcbor+5V8wiouxr7oK58orqek0JUs7rWYhw0xcCd7TTz/N1q1bee+99zh8+DAQS/gOHTrEBx98wLp164BY0nfZZZd1SfpmzpzJyZMnU9Kj19D6rdDn83Xbl5mZCUAgEOiW4NXV1QHw6KOP4nK5eO6557Asi6eeeorPfvaz/P73v2fZsmVJj1dEZLhpLinhbEEB2DbeU6fwHTtGzYIF7b1tttfbt9uzBw7EVqmYMAEnMxPr7FmMSAR8PpypU8HlAstK1csRSRtxJXh/16kSqba2tj3Za/s5ceIEEEv6Dhw4QEVFBf/5n/8JgJnCb01260SZvY0L7On3Nzc3A7HXcvDgQQpal7K5+eabmTx5Ml/96leV4ImIJInd2otnhsNEsrOxs7L63ZZrzx4c0yTSOgbP1TqxseNygSplRdr1aQwexAopbrjhBm644Yb2badOnaK8vLw98du6dStnz54FYrdoUyWndVHqUCjUbV/btpweFq7Oav3jctttt7UndwD5+fl85jOfYe3atTQ0NPR4bmcFBQVdzj+fbdu9VhO3JZ/+vi7PI5cUXcf0p2s4MMymJpyCgoTeZ+ODD6CwEM9ll+H3+zFqamj7K2u29twN5nU0DKPXjg2Xq88fuyL9kpT/00aNGsVnPvMZPvOZz7RvO3LkSHsPX3l5Odu3b0/Gr+pi3LhxQGzJtPOdOHGC/Pz89mSus7YxeyNHjuy2b+TIke1FFxdL8EREJE6OAw0N0MOY6b4wtm7FGDECe/To2PMPPsDIycEuLEQlFiIdUvZVYuLEiUycOJE777wTICXz4uXn5zNx4kS2bdvWbd/27duZP39+j+ddccUVZGRksHfv3m77jhw5gtfrZcSIEQnHFwqFCAaDF9zf9i2zpo+zuMulRdcx/ekapp4ZClEYiXDOMGjp7/ts2xTt2weLFlGbmYnz8ccU1dTA2LE0jBlDduuwncG8jj6fr8eOBZGBNmB9xb2Nk0vE7bffznPPPceBAweYNm0aABs2bKCiooKHHnqox3OysrL4zGc+w69+9Sv27t3LjBkzgFhy95vf/Iabb74ZK45BurW1tUQ6TdwpIiI9cwUCQKxqtr+sDz/ECIWITpyI4/XiOnky1muXlUU4CV/KkyEYDPb6xb7hvCljRFIl7QcDPPzww7zwwgtcf/31fOUrX6GpqYknn3ySOXPmsGLFCgAqKyvZtGkTV199NZMmTQLgySef5I033mDp0qU88MADeDwevve97+H1enniiScG8yWJiAw5rkAA27KwMzL63YbVetelc4GF4zg4to3j8SQlTpGhIu0nBhoxYgQbN25k1qxZPPbYYzz33HPccsstrF+/nozWPyQbN27k7rvvZuPGje3nTZgwgS1btnDdddfx1FNP8fjjjzNr1izeeecdpk6dOlgvR0RkSLICAaLZ2QlNRuzavRsnO5tw699o90cfgWURVeGCSDdx/av4+c9/zoIFC5g4cWKq4+mXsrIyXnvttQvuX7VqFatWreq2fdKkSfziF79IYWQiIgKxHrxwXyY07oF7xw6MESOIFBfHnn/0EUZ+Pi2tz0WkQ1wJ3l133YVhGBQUFLBgwYIuP6P6uMSMiIgMM7aNFQwSaq187S/X3r0weTKRkSMxmppi69uOGkVL69AbEenQp6XKampqeP3113n99dfbt5eWlnZJ+ObPn99t5QgRERm+rGAQw3GIJlBgYdTUYFZXYy9diuPz4T56FADH6yWiKa1EuokrwXvkkUfYunVrlwmM21RVVVFVVcWvfvWr9m1Tpkxh4cKF/PSnP01utCIiknaSUUHraiuwuOIKANwnT+I4TmxFIy1NJtJNXAnet771rfbHlZWVlJeXd5nA+PyS8LY1apXgiYiIKxAg6vHguN39b2PPHhyXi3BbgnfkCEZGBpEe1iIXkX5MkzJp0iQmTZrEXXfdBcSW49q7d2+XpG/Pnj0pXaJMRETShxUIJHR7FsC9fXuswGL0aHAcXKdPw4gRtLSuaCQiXSVcW26aJjNnzmTmzJncd999ADQ3N6dkaTIREUk/rkCA5gQnInbt3g0jRxIuLsZsbMSMRmMTHCe49JnIUJWSefAyMjK46qqrUtG0iIikESMSwWpqSmj8Hc3NmB9+iD12LE5WFq5TpwBwXC6imZlJilRkaEn7iY5FROTSZbUWWCRyi9Y6eBAjGiUyfToA7uPHcYCoYSQ0cbLIUKYET0REUsYVCOBAQsUQrj17cIDw7NkAuCsrMbKyCOfnJydIkSFICZ6IiKSMFQjEbqMmMJWJe8cOjIICIhMmgG3jqq+H/HxNcCzSCyV4IiKSMq5kVNDu3AkjRxIZORKrthbDccDnI1xUlKQoRYYeJXgiIpIajoMrECCSnZ1QG1ZFBfbo0dg5ObjaJjiGhObVExnqlOCJiEhKGOEwZjicUAWtWVWFEQgQvfxyMAzcR49iWBYRjyeJkYoMPUrwREQkJVyNjUBiFbSuPXsAiMyaBRBbgzYvj3BJSeIBigxhSvBERCQlXIEAjmkmNFeda/t28HppmT4dIhGsUAiys2mZMCF5gYoMQUrwREQkJaxAIDY9SgJz1Xm2b4fiYiKjRuH6+GMMwMnMJJKTk7xARYYgJXgiIpISyaigtQ4cwBk1Cjs3F3enAgtMfXyJ9Eb/QkREJPnaKmgTSPCMhgbMU6eIlpXFCiw++ADD40msKldkmFCCJyIiSWc2NWHYdkLJmLV3LwDhmTMBcJ86FZvgWOPvRC5KCZ6IiCRdMipo3Tt2gGkSnjsXIxTCjEQgK4uWUaOSFabIkKUET0REks4VCGC7XNgJzFfnfv99KCoiUlqK6/RpIDa5se31JitMkSFLCZ6IiCSd1Tb+LoEKWte+fTijRhEtKMD90Uc4QNSyEmpTZLhQgiciIkmXcAVtJIL54YdEp0zpKLDQ+rMicVOCJyIiyWXbWMFgQhW01uHDGOEwkRkzYhW5tbWQm0vzxIlJDFRk6FKCJyIiSWUFgxiQUAWta8cOAFoWLMBsaMB0HMjKIlJQkKQoRYY2JXgiIpJUrkAAgKjP1+82PO+9Bzk5RKZOxXXqFAC2YeC43UmJUWSoU4InIiJJ5WpsJJqRkVAy5tqzp6PA4vBhMIzYsmciEhcleCIiklRWgitYAFgffIA9aRKYJp4PP4TcXFpGj05OgCLDgBI8ERFJqkQraI3TpzHOnSNy+eXtBRtkZxMeOzaJUYoMbUrwREQkaYxIBKu5OaEePPfOnQC0zJuHVVODATher9agFekDJXgiIpI0VmuBRSLJmKe8HDwewrNn4zpxAsdxsE0TTH1kicRL/1pERCRpXIFAbMWJBAoiXLt24YwcSbSoCE9FBYbbTTg/P3lBigwDSvBERCRpXI2NseQugd426+BB7AkTwLJwnzgBeXm0TJiQtBhFhgMleCIikjQJV9CGQhgnTxKdNg3CYcxwGLKyCI8YkbwgRYYBJXgiIpIcjpNwBa1rzx4Mx4mNv6uuxmid3Nj2epMYqMjQpwRPRESSwmxpwYxEEurB82zZAoZBy6JFuI8ejY3n83jAMJIXqMgwoARPRESSor2CNpEpUnbswPH76SpJJQAAIABJREFUiZSWxgosvF5aRo5MVogiw4YSPBERSQpXIIBjmtiZmf1uw6qowBk7FlwuXDU1sRUsVGAh0mdK8EREJClcbQUW/b2datuYR48SLSvDCIUwHQfH5yOiKVJE+kwJnoiIJIXV2JjQ7VmzshKjuZnwrFm4Tp0CwLEsHJcrWSGKDBtK8EREJHGOgysYTKiCNmPzZgBaFi3Cc/AgGEZiU66IDGNK8EREJGFWKIRh24kVWGzbhpOVRXjaNNxHjkBWFi1jxyYxSpHhQwmeiIgkLBkVtK79+3FKS2MFFoEAZGcTLi1NVogiw8qQSPCOHDnCbbfdht/vx+/3s3LlSqqrq/vUxq5du/B4PHzjG99ITZAiIkOYKxDAdrtxPJ5+t2EeOYI9dSpmQwMG4Hi9ukUr0k9pP3L17NmzLF26lJaWFtasWUMkEuGpp55i165dlJeX44njj00kEmHVqlWEw+EBiFhEZOhJtILWOHMGo7aWyBVX4Dp+HADb7U5oTVuR4SztE7xnn32W48ePs3v3bi6//HIAFi1axA033MDatWu5//77L9rGd77zHfbu3ZvqUEVEhiyrsZEWv7/f53u2bAGgecECMvbtA8sinEB7IsNd2n81WrduHUuWLGlP7gCWLVtGWVkZ69atu+j5u3fv5vHHH+fRRx9NZZgiIkNXNIoVCiVUQevZuhXH5aJl/nzcVVWQk0PzxIlJDFJkeEnrBK+2tpbKykrmzZvXbd/cuXPZunVrr+dHIhHuvfdeli1bxooVK1IVpojIkOYKBjFIsMBizx4YNQq8XsxwGLKyiBQWJi9IkWEmrW/RVlVVAVDaQ5VVSUkJ586do76+nry8vB7P/+53v8uhQ4f41a9+RSQSSWmsIiJDVVsFbSI9eNbhw0QnT8Y6exbDMHA8HuyMjGSFKDLspHUPXkNDAwA+n6/bvszWtRADrX94zrd3717+4R/+gaeffpoxY8akLkgRkSHOFQgQzcjo/4oTTU1w8iTRGTNwV1YCEPF6+7/kmYikd4Jn2zYARi9/BMweKrCi0Sj33nsvn/zkJ+MqwhARkQtzBQJEsrP7fb7n/fcxbJuWefPw7N8PGRmES0qSGKHI8JPWt2hzcnIACIVC3fa1bWs7prOnnnqKnTt38vbbb3PmzBkgNp4PIBgMcubMGfLy8nC73b3+/oKCAgoKCi6437ZtHMe54P625NOvSrG0puuY/nQNE2OGQjhjx/b7/TN27gTAt3w55ve/DwUFZMycSUYf27sUrqNhGD12LLRxaV1dGSBp3YM3btw4AE6ePNlt34kTJ8jPzyerhzEhv/vd72hpaWHhwoWMGDGCESNGMHfuXCCW/I0YMYJ33nkntcGLiAwFLS0YoRBcYKxzPIxt23D8fsjPh2gUx+eDXr48i8jFpfVXifz8fCZOnMi2bdu67du+fTvz58/v8bxnnnmmvceuzenTp1mxYgV33303K1euZNasWQnHFwqFCAaDF9zf9i2zpqYm4d8lg0fXMf3pGvafu66OfKDOcYj28/0rPHAAZ8IEzh04QIFhYLtc1LSOse6LS+E6+ny+HjsWRAZaWid4ALfffjvPPfccBw4cYNq0aQBs2LCBiooKHnrooR7P6WlalQ8//BCASZMmsWzZsrh+d21trapvRWRYswIBHMMg2kOxW1xsG+OjjwjfdhueffsACOfnJzHCgRUMBnv9Yt/Qj8RVpD/S+hYtwMMPP4zf7+f666/n2Wef5YknnuCOO+5gzpw57XPbVVZW8uKLL1LZWp0lIiLJ4QoEiGZm9ntJMdeBAxihEOE5c/AcPgxZWbS0Dr8Rkf5L+wRvxIgRbNy4kVmzZvHYY4/x3HPPccstt7B+/XoyWudQ2rhxI3fffTcbN24c5GhFRIaWRCtoMzZvBqDl6qtxBQKQlUV41KhkhScybKX9LVqAsrIyXnvttQvuX7VqFatWreq1jQkTJvRa8SoiIudxHKxAIKE1aF07d+J4vdijR8cmOPZ6+3+7V0TapX0PnoiIDA6zuRkzEklsibKKCpzx43F/9BEAUY+n37d7RaSD/hWJiEi/tC1R1u8Ez3Ewjh4letlleHbvBtMkMmJEEiMUGb6U4ImISL+4AgEc08T2evt1vllVhVFTQ3j2bNxVVZCdTfPEiUmOUmR4UoInIiL94goEYr13/VwzNmPLFgCaFy7ECochK4uIJjgWSQoleCIi0i9WomvQbt8e6wGcNAnDMLA9nn73BopIV0rwRESk72w7NgdeAgUW1v79OKNH4z5yBCChtkSkKyV4IiLSZ1YohOE4CRVYmEeOEJ0yhYx9+8DtpmXMmOQGKTKMKcETEZE+S7SC1qyrwzh9msiVV+I6exayswkrwRNJGiV4IiLSZ65AANvtxvF4+nW+5/33IRKhZd48TMfBycwknJOT5ChFhi8leCIi0mftFbT95H7/fQDsiRNjBRZuN7iGxOJKIpcEJXgiItJnVoIJnmvPHpyCAjzHjgEQSWC5MxHpTgmeiIj0TTSKFQoR7e8UKY6DVVlJdNIk3IcP43i9tGiCY5GkUoInIiJ94goGMUigwCIQwDh5ksgVV+BqbMTIziasJcpEkkoJnoiI9InV2AhAxOfr1/nu/fuhsZHwnDkYhoHj9WoOPJEkU4InIiJ94goEiHq9cRVFZP7wh5jHj8eehMOMeOYZcjduBLcbp7QUo6EB++23+73cmYj0TAmeiIj0SbwVtJk//CHZX/sa+bfe2pHktXI8Hjz798NLL2H913+R+cMfpipckWFJCZ6IiPRJvBW0zcuXEx0/Huvo0ViSV1XVvs8uKSHj2Wehro7omDE0L1+eypBFhh0leCIiEjcjHMZqaYmrgtYeM4a6X/yiI8m74w44dw7OncM8eRKjrg4KCzn30kvYWsVCJKmU4ImISNxcfVyirPCXv8Ravhzy87GOHYPnn4fnn8cIBCA/H+68k4L//u9UhiwyLCnBExGRuFmNjTiGQTQzM/6TcnPhc58D0wTbjv2YZmxbbm7qghUZxrQujIiIxM0VCBD1+WIJWhyq/8//AcCsqsL/ox9hlJWB4+AcOoRhGASWLSM4fXoqQxYZltSDJyIicevzGrRuN+bp0+T/+Z9jOA4sWQJLlmAYBqxbR8TtBrc7ZfGKDFdK8EREJD6O0+c1aM3jx8m/9Vaso0dxFi+O3ZLNy8O59lqoqSH7nnu6TaEiIolTgiciInExm5sxo9G4V53onNxFy8pg7tz2fcaCBTjjxnVMoaIkTySplOCJiEhc2ito45giBSDjtddiyd348dj33othWdgNDdjhMBgG9qpV7VOoZLz2WipDFxl2VGQhIiJxsQIBbMvCzsi4+MGOQ+i++8C2ic6eTd477wBgtk2J8rnPYTU307R0KaExY2LHOo6WLBNJEiV4IiISF1djY+z2bDxJmG0z4q23oKwMduyIbSsshKefjj0+cgRqavBOmgRlZWS/9RbV114LlpW6FyAyjOgWrYiIxKXPFbQAtbUQCMSmVRk9umN7aWlsWyAQO0ZEkkoJnoiIXJxtYwWDfUvwbBvaiifefpuzU6ZQW1oK27cTCQQILFoU21dVBbaN0diY/LhFhikleCIiclFWKIThOHFX0J4v6vdjT5pEZnk5OA7h0tJut3rdb72VjFBFBCV4IiISh76uQQvEbsGOGRN7OG0a5rlzZBw/Dn4/4eJifOXlseNab9ea9fXJDltk2FKCJyIiF2UFAkQ9HhyPp28nFhTgnDiBAeT89rcYLhcUFeHZvRsjEiFcUgIFBQDYeXnJD1xkmFKCJyIiF9VeQdtXhoHx5psAeE6dwjEMwpmZeCsqAGj2+dpv1YavvTZp8YoMd0rwRETkovpVQdvm9Gmc1oTOcLsxqqoAaMnPx/e1r7Uf5sQ5gbKIXJwSPBER6V00itnU1LcEz3HaH4Znz8bYsAFaWqClBVd1NU4kgufb39a4O5EUUYInIiK9cgUCGNCnW7TuTmvL1q9di3P55ThtEx4DRnk5tsdD8L77khmqiLTSShYiItIrVyCAQ98qaDNffRVmzACgaNcueOih2Lx4e/bExtx96UuYpokvRTGLDHfqwRMRkV5ZgQDRzMz4lxGLRvH87nfdt7dNm9K2ioWIpIx68EREpFeuQKBPt2c9Bw9i7NhB6I9/JPjlL+P/6U8xxoyh9sYbibQVUvS0nq2SPpGkUYInIiK9cjU2Euq8juxFZP7859DcTGjFCrJ+/WsMxyFSXEwkPz+FUYpIZ/q6JCIiF2S0tGCGw/GPvwuHcf/P/xCdMoXolClkVFdDYSHBadNSG6iIdKEET0RELqhtibJ4b9F6338f44MPaPqLv8D71lsYHg92YSHNI0akMkwROY8SPBERuSBXIIBjGLEiizh4163DAUKf/zy+d97BycggNG2axteJDLAh8S/uyJEj3Hbbbfj9fvx+PytXrqS6uvqi5/3+97/n2muvxefzkZ2dzbJly9iyZcsARCwikh6sthUs4kjQjFAI15tvEp0/H9O2MT0eGDmSprFjByBSEeks7Ysszp49y9KlS2lpaWHNmjVEIhGeeuopdu3aRXl5OZ4LLIz9xhtv8OlPf5oZM2bw7W9/m0gkwg9+8AOuu+46Nm7cyKJFiwb4lYiIXHr6UkHrffNNjKoqgg8/TNYvfwmGQcu4cdheb4qjFJHzpX2C9+yzz3L8+HF2797N5ZdfDsCiRYu44YYbWLt2Lffff3+P5z3wwAOMHTuWd999F58vNtXmypUrufzyy3nkkUfYsGHDgL0GEZFLkuNgBQI0FxXFdbh33TqcjAyab7qJnH/+Z4ySEkJlZSkOUkR6kva3aNetW8eSJUvakzuAZcuWUVZWxrp163o8p7a2lt27d3PnnXe2J3cAxcXFXHfddWzevDnlcYuIXOrMpibMaDSuHjyzvh7X5s2ElyzB+847GB4P0aIiwpoaRWRQpHUPXm1tLZWVldxxxx3d9s2dO5dXX321x/Nyc3OpqKggq4c/WmfOnMHlSuu3RUQkKdoqaOOZIiXzN7+B2lpCq1aRvXkzjt9PcNasnic0FpGUS+sevKqqKgBKS0u77SspKeHcuXPU19d322dZFlOnTmX0eRN37tq1i3feeYdrrrkmNQGLiKQRVyCAbVnYGRkXPTbj//0/nPx8opMmYXq9UFhIU0nJAEQpIj1J6wSvoaEBoMtt1jaZrSX9gdZvoBfT2NjIypUrAfjqV7+apAhFRNKXFQgQzc6+aC+cdeoU1rZttCxfTtavfw2mSdNll4HuhogMmrRO8GzbBsDo5Y+PGUdpfzAY5Oabb2bnzp088sgjXHvttUmLUUQkXbnapki5CN+6dRAKEbjnHjxNTRh+v4orRAZZWn+9ysnJASAUCnXb17at7ZgLqa2t5c/+7M/YvHkz9913H9/61rfi/v0FBQUUFBRccL9t2ziOc8H9bcmn3++P+3fKpUfXMf3pGvbAtjGDQcwpU/D09r44DuZ//zfO+PHknT6N4XbjjB5N3pgxAxdrq0vhOhqG0WvHgsZ4y0BJ6x68cePGAXDy5Mlu+06cOEF+fn6PhRRtPv74Y5YsWcLmzZtZvXo1//Zv/5ayWEVE0kY0CqdPYzgOjscDjY0dP83NXY/dtw9j3z6cO+/EfP99yMzE1l0QkUGX1l8l8vPzmThxItu2beu2b/v27cyfP/+C5zY0NHDjjTeya9cuHnzwQZ599tmkxxcKhQgGgxfc3/Yts6amJum/WwaOrmP60zXsxLYp2LoVV+vfLuu997rsdkyTujlziLTeHcn9wQ8wo1HOXX01eZs3YxcUUOP1wiC8l5fCdfT5fL12LIgMlLRO8ABuv/12nnvuOQ4cOMC0adMA2LBhAxUVFTz00EMXPO+LX/wiO3fu5IEHHuh3cldbW0skEunXuSIilyJ3fX17ctcTw7YxW1piT2wbz+uvY19xBb5Nm8CyCM6ePaynRgkGg71+sW8rDhRJtbRP8B5++GFeeOEFrr/+er7yla/Q1NTEk08+yZw5c1ixYgUAlZWVbNq0iauvvppJkyaxZ88eXnzxRfLy8pg9ezYvvvhit3bbzhURGU68nYa82K3jxcxOX2RDJSW0tPaUed57D+PIEZq+/nV8jY1QVETTlCkDG7CI9CjtE7wRI0awceNGHnzwQR577DF8Ph+33HILTz75JBmtczdt3LiRe++9l3//939n0qRJbNy4EYD6+nruvffeHttVgiciw5Gntrb9cTgnh4xOz5sLC2mcOrW9h873wgs4bjdGVhZGUxPNY8fiuN0DHrOIdGc4vZV5So9qa2vZsGED8+bNu2iVbm8uhfEikjhdx/Sna9gh69AhMk+cwDjvoyGck0Pd7NlgWbENLS0UzZ5N9PLLMefOxSwooHbFCiK5uYMQdUw6XMeGhgbef/99li1b1ussDCKJSusqWhERSa7A1Km0nJd4RDMyiOTk4OmUOHlffx3jzBmar78e0+sl6vcPanInIl0pwRMRkXae6moyOiVytstFi99P5okT5O7dG5tCBch86SWc7Gw8586BaRJYtGiwQhaRHijBExERAIzmZnL37++yrf7KK8lsLbwwAEwTo7ERa9MmwkuW4LIsnLw8msePH/iAReSClOCJiAhEo+Tv2IHRugQkxMbdZX/wQfvz0KhRYBj4fvELjEAA+7LLMEyT5smTIY5lIUVk4KR9Fa2IiCTOd/QorvOWfXSfN2db06hRAGS8/DJOcTEZto2TmanbsyKXIH3lEhERrKamXvdHsrKI5OVhnj6NuWMH4cWLMTIyiBYWYnu9AxSliMRLPXgiIsOcEQ7jqamhaeRIAhMm9HiM7fWCYZD1wgsY4TDmyJFgmjRcd93ABisicVGCJyIyzPmOHgXHoXHyZJzWCeIvxPPb32JPnoyVnY2dm0ukuHiAohSRvtAtWhGRYcwMBsmsqiI0btxFkztXRQVmRQX2okUYQGjGjGG97qzIpUwJnojIMJZdWYnt8RAcM+aix/r+/d9xTBOruBjH6yU4f/4ARCgi/aEET0RkmHLX1ZFx5gyBiRM7liC7EMfB87vf4cyZg+HxxG7NujTKR+RSpQRPRGQ4chyyDh8mnJNDcxzj6DybNmGcOAGzZuGYJg3XXz8AQYpIfynBExEZhjI+/hh3QwOByZPjGkfnW7sWx+fDGDECJyeH6Hnr1YrIpUUJnojIcBONklVZSXNREeH8/IsfH4ng+tOfcK69FsNxCC5YkPoYRSQhGkAhIjLM+I4fx2xpITBpUlzHZ/72txj19TBtGk5GBqGZM1McoYgkSj14IiLDiNHSQuaxY4RKS4n6fHGd4/3Zz3BKSzG8XlrGjNG6syJpQP9KRUSGkawjR8AwCI4fH98JDQ1YW7bAddfhGAaNy5alNkARSQoleCIiw4TV2Ij35EmC48fjuN1xnZP1s59htLRgjBuHnZeHnZ2d4ihFJBk0Bk9EZJjIPnyYaGYmodLSix/sOABkvPwyzsKFGI5D4yc/meIIRSRZ1IMnIjIMuM+exVNbGyus6GEMXeYPf4h5/Hj784yKCrzvvou5ezfMn48TCmG98cYARiwiiVAPnojIUGfbZB8+TEteHi1FRV33OQ6Zzz9P9mOPkflv/0bdyy9jFxaS++qrsf0lJeA42C+9RHZ1NTgOodWrtQatyCVOPXgiIkOc99QpXMFgz5Ma2zbZRUVQXIx19CiFN93EiHXrOvZ/6Uvwy19iVldDcXHsWNse2BcgIn2mBE9EZAgzIhGyjhyhqbiYSG5uzwcVFcHXvw7FxRAIwJkzHfvOnIltKy6OHXN+D6CIXJKU4ImIDGGZx45hRKMEJk7s/cCiIsITJsB114HbDVVVsR+3GxYvhuZmJXciaURj8EREhiizqQnf8eMEx4zB9noverx76dL26lk2bIj99557YOZMuPLKFEYqIsmmHjwRkSEqq7ISx7IIjRt38YMdpyO527MHTp2K/ezZ022/0diYoohFJFmU4ImIDEGuc+fwfvwxgYkTcVxx3KyprQXACYfhzTdjU6mYJrz5Jk4k0uUY91tvpSpsEUkSJXgiIkON45B9+DCRrCyaSkoufrxtw7FjABibN+MYBqxeDatXEy0sxNi8OXbcsWNg25j19SkMXkSSQQmeiMgQ4zlzBnd9PY09TYvSkzNnoDVpczIyMO69F3JzITeXul/8Ajs/P3ZcfT2cOYOdl5fC6EUkGZTgiYgMJW2TGvv9hP3+ix7u3rwZtm6FP/4xtmHBAqIFBR0H5OVhzJ4de/yHP8DWrYSvvTYFgYtIMqmKVkRkCMmsqsJsaqJ+5syLHpvxm9+Q8+CD8OMfxzacPIlRUkLU46GmdbWKnN//HiMaxfn4Y4yrroLly3Gys1P8KkQkUUrwRESGCCMcxnf0KE0lJUSzsno91veTn+B75BGYPj22Yfny2ITGBw7gOXeOEb//fWz7gQOxthcvhou0KSKXDiV4IiJDhO/DD8FxLjqpcfZ3v4v3mWdg0SKMT3+6Y0dWFvj9UFMDH33Usb2wUMmdSJpRgiciMgRYwSCZJ04QmDABx+Pp+SDHIfehh8h44QWcT30KY948nEiE2rIyoiNHAmDOmYP/P/4DIxCInWIY1N54I9Hi4o52TA3fFrnUKcETEUlH0Shmc3P706xDh7DdbpoLCzFaWronedEo+ffdh/u113D+8i9h7FiimZnUrliB4/O1H2bn5RFcuJCsTZsACF59NdHRowfkJYlI8ijBExFJN7ZNwfvv4woGu+0q3LoVxzSpmzOHSE5ObGMohP+uuzDffRfni1/EyMmhecwYzt1+O1hWtzaC8+fj3b079njevJS+FBFJDSV4IiJpxl1f32Ny18awbcyWltjjujr8t96K8eGH8OCD4HIRWLiQYG9TnbjdBBYvbn8sIulHCZ6ISJrxnjzZ/jji83VL9kIlJbT4/VjHj1Nw223Q3IzxN3+DY5rU33wz4SlTLvo7msvKkh63iAwcjZQVEUkzntY1YQHMs2e77GsuLKRx6lRc+/dT8OlPQ04OxsqVOG43NffcE1dyB8RWwIhnFQwRuSQpwRMRSTNNI0fiGAbO2bOYmZnt28M5OZybPh3Pli3k33ILzJiBsXw50dxczvzv/40dx8oWIjI06BatiEgqOU7sv4n0hjkO2DaZ//qvOIsWYbndUF2NUVTUfkjU4yEK5D39NO4XXoBPfQpjwgSax43j3B13qDdOZJhRgicikkIZFRUANE+b1q/zjXCYjI8/Jud734P/+A8oLobHHoPO68VGIljBIJbPB/PnQ10dTnExjfPmEdK6sSLDkhK8wdT2zT6VbafiW3uq2k7HmDu3nQp6rwem7VRdw6YmsjZvBiA8ejS4Ov7kOi7XBSckNsJhMqqryaiuxl1XF4tv4UJYvx6CQfB6u7TFoUNw+eWxx5YF8+ZRf+WVhC+7LDWvS0QueUMiwTty5Ahf+cpXeOONNwC46aabeOaZZxgxYkRKzksWo3WeKcaMSXrbifYaDEbb6RgzpOd1TNf3OlVtJ+Uatt5GbWfbFL77LmbrsmGF27Z1Pdw0qZs9m0hubiyGlhYyzpyJJXWtRRTh/Hwap0yhuaCAovJy+PrXcYJBjLb57QDOnYOxYzueNzVBURHhyZP7/1pEJO2lfYJ39uxZli5dSktLC2vWrCESifDUU0+xa9cuysvL8VzgG3J/z0uacBjjd7+L9USsXJncuabCYbI2bgSgefLk9Gg7HWNubTvtrmMav9epej+Scg1tmxFvvQWvvRbrbcvL67Utw7YxAwG8jY3dk7qpU2keMaKjhy8ajf23sLDLuDsAWhPEdhkZ/YtfRIaUtE/wnn32WY4fP87u3bu5vPUWxaJFi7jhhhtYu3Yt999/f1LP65fzv9kDvvfew6ivb38cXLSo6zmmGd9tqAu0bTU0XLptp2PMvbR9SV/HIfZep+T9KC/HaGoCIKu8nNCsWR2HWxaO1xv/LeHXXouNk1u/Hh5/PJbkATQ2dr+teuwYbalZOD+fxssuo7mo6MLryAIEApCdfeH9wWCsB8/vx2hsxGn7/SIy7BiOk8oBRKk3efJkJk6cyIYNG7psnzZtGqWlpfzhD39I6nkAtbW1bNiwgXnz5pHT+VbJhUSjXb/Z5+bCvn0df+wNA6ZOjX0I7NoFS5ZQfe21PS4hNCTaTseY07XtdIx5oN+PaBQ6TTVyvto5c4jEkyhFo4x45RX45jdjyebTT3f04H34IUyY0HHs7t1QUkLDVVfRPHJk16TOcTDr63Hv2YN7507cu3djnj2L+YUvwJ49sWPCYXjhhY5k1TRjvY+GEfudM2ZQHwzSctNNF497CPG3TgNTU1MzyJFcWENDA++//z7Lli2joHOhjEiSpXUPXm1tLZWVldxxxx3d9s2dO5dXX301qeclpPM3+y99CcrKun+o+P2wZAlEo7gaG+P7UEnXttMx5nRtOx1jTmXbndt96CEYN67Xw9uW/IpLUVGswnXzZqitxSksxDhxokty59TUYIwaBUVFNBcU4N6xA8+mTbj27cOqrcWIRjEsC/LzY69v4sTYa28TDuOUl2OcPBlL7ABsG3v3bsyZMzvibu1ZFpHhKa0nOq6qqgKgtLS0276SkhLOnTtHfQ9/5Pp7XkIWLoxNb9B2G6mXHgMsq28fKunYdjrGnK5tp2PMqWy7c7udb3fW10Mk0vXYUIiW83tZbBsrEMBz5gyZx46RfeAA+du2UbhpU3sslJbiVFZiPPFElwIIp7kZIxKJ3a4Fir74RfJefJHMujrcZWWYV12Fcc01OPPn40yZQnT0aMKjRxOcPj0Wb2sCa8yeTbSsDFavhtWriU6bhtmWBObmgmli6/asyLCW1j14DW3jcXy+bvsyWz8MAoEAeef9oevveQnp/M2+c5Xu2bM4OTkY54276fahMtTaTseY07XtdIw5lW13brfzEIsTJzqmGgFobobMTLynTmGQ/hefAAAWeElEQVQ1N8fmmQsGsUIh2kbkObaNHQrBuXM4dXWxnrbjxwEw3G548MGO9hobMRobYdSo9rGATkYGTmkpdn4+kdJSWiZNIjx+PHZWVteYo1F8r7wSu+17ww1QWkr4gQewjh4FIPzlL2MdOxb73f/xH/D1rxO+4Yb43g8RGZLSugfPbh1/YvQyANo0u7/E/p6XsLZv9p0/VH7+864fVK29EEYgMPTbTseY07XtdIy5j22b9fUYLS2Yzc2YDQ1Y1dVYx47hOnCAjN27ydy2jczy8q7tnjkTG8+2fn3X5K6xMVbQAGTv2kXm/v149u3D2rsX9u6FbdugvBxj2zasAwewTpzAai3UAGJjBadP79pD+I//GEvuoL1oo/G66zi7Zg21q1fTcNNNNE+f3j25a1NeDqdPQ+v4YO/Ro+3rxXqPHQPAeeON2DHl5Ti9FWOIyJCX1j14bQUOoVCo2762bT0VQfT3vPMVFBT0OkjWtm0cx4nd9rHtjm/21dWxXoQNG+ALX+g4obExNhh7+nQK//mfYd68i8YAgMeTfm2nY8zp2nY6xtyftn/yE1iw4OLtdv63WFkJ//zP8O1vd+xvbo5Vo4ZCsXFwL78Mo0d3TIZsmrFJir1eyMzEKSyE0lIYPx6rsjI2l15GRtdbyocOwapVHc+bmsDrxVdaii+e9WEjEVi+PPZ44UJoaICaGmi7CxEIxKZQeeSRWCK4fDn+goKuVbvDQNsXc/8grrlrGEavHQSuYXZNZPCk9f9p41oHR588ebLbvhMnTpCfn09WD9+G+3te0hw5Av/yLz1/qLQllsePw8iRF2/LMGDSpPRqOx1jTte20zHmfrZtV1R0JDRt1aVtSZnj4BgGmCbW7NkdbXi98NWvdjxvbIz9tN1GdRycm2/Gue++i8cciUBlZSy5O//vx9SpXZ+HQrHf/b/+18Xb7awtycvNhbq69l5GTDOWhHo8HceIyLCW9tOkTJo0ibKyMtavX99l+7Rp0xg7diz/8z//k9TzoGOalIuVuQcCAYLBYMfUDDU1cOQIjmVhTJ3a8SHQ2IgTCGAUF8c+VAyD+sbG+KY4SMe20zHmdG07HWMeqPfjo49wysowWgsegNjcdV/7WpdT+hTzK6/A734HK1Zc+LiqKvjud+Gxx6i+9db4po3paf6+t94i6/33AWgqKqLxs5/tels23jkHh5BLYZoUn8/XawdBvJ8fIolK6zF4ALfffjsbNmzgwIED7ds2bNhARUUFd911V9LP66y2tpbq6uoL/gSDwa4nRKNQXY0xbVqXb/h2eXnsgwra/yCH+7pAeDq2nY4xp2vb6RhzKtuORmHcuK7JXX09Tufbv63DNfrUbnk5/OY38OijcPhwbN66w4e7Pn76aTh1KnZsvAwjlgh2+glecw3RnByiOTk0fP7zsUmNOx8zzJK7S0UwGOz1c6G2dcUSkVRL+wTv4Ycfxu/3c/311/Pss8/yxBNPcMcddzBnzhxWtH6Lrqys5MUXX6SysrJP5yXVmTOxQdbTprVPkQBAIIC5cGHH802b4MyZvg2QTse20zHmdG07HWNOZdtnzsDWrXB+70leHkZhYcfzf/3Xvse8fHlsrN0DD8SmRwmHY7dS6+pij8eOhUceiR2T6K1Ut5vA4sUEFi9O7pJwIjIkpH2CN2LECDZu3MisWbN47LHHeO6557jllltYv349Ga1rMm7cuJG7776bja3rWMZ7XlKVl8MnPtF1NnuI9Up0/gBZv75v3+zTte10jDld207HmFPZdnl5bExfb6qqYMuWvrVrmlRfey3V3/kO1bfeSvX11xOYM6d9d5Pfz5lFi2L7vvOd2MobCVbrN5eV0dx5EmQRkVZpXWTRpqysjNdee+2C+1etWsWqzhVscZ6XVMuXx5ZU6k0kEvtA6+s3+3RsOx1jTte20zHmVLa9fHlsNYuamliieOhQRzFG2xJoGRlwzz19a7ftNmonwWuuwXvwIAANn/988nvadBtWRC4g7YssBkOf16LtNEDabG4G2yZz61Z8retKNhcUELjhBqIFBR3f6PuxKHvatJ2OMadr2+kY8wC9H21SXayQ0TrOt3natH63IfG5FIosLkZr0cpAGRI9eJe8Tt/s7dZ5qwLXXEPmBx+AYXDuzjv7/83+Am1ntPYaXJJtp2PMvbR9SV/HIfZeJ/P9aBO85hp8rdcwFb1suoUqIoNBCd5gcbtxPvWp9sfJbjuweHF6tZ2OMbe2l3bXMY3f61S9Hym7hqDbqCIyKJTgDaYrrwTA19TUfUqVBKWy1yBVbadjzEBaXsd0fa9T1nYKr6EMnLblJ30+n66jDHtpX0WbzkzLwrSs1Kya0bpGZUqkqu10jJk0vY5p+l6nqu2UXkMZMKZpYpqmrqMISvBEREREhhwleCIiIiJDjBI8ERERkSFGCZ6IiIjIEKMET0RERGSIUYInIiIiMsRoHrx+iEajAAnPs+Rydbz9DQ0NCbUlg0fXMf3pGg4N6XAd2z432j5HRFJFCV4/BAIBAPbv3z/IkYiISDoKBAIUFRUNdhgyhBmO4ziDHUS6aWpq4vTp02RlZWGdt66liIjIhUSjUQKBAMXFxXi93sEOR4YwJXgiIiIiQ4yKLERERESGGCV4IiIiIkOMEjwRERGRIUYJnoiIiMgQowQvRY4cOcJtt92G3+/H7/ezcuVKqqurU3aepEZ/r8fcuXMxDKPbzx133DEAUUtv7r//fpYsWRLXsdXV1dx7770UFxeTm5vLLbfcQmVlZWoDlIvqyzW87bbbevy3OH/+/NQGKTLIVEWbAmfPnmXevHm0tLTwwAMPEIlE/n97dx9TZf3/cfx5ALn3BCFMYIa3YaQE3kWaoSYrnVuZZmpqtrS0pU0LTTcTzZt9E1tatGmZFlbkzGzVzCBlbkalZjpEvBk5Q0QdEYiCKOfz+4Nx1Qnxp3gO2PH12NguPnfnzfXZdfbmc92xYsUKOnbsyC+//IKvr69L+4l7NHc+HA4HQUFBDB8+nJEjRzrVxcTEMHDgwJYIX65i3bp1TJkyheTkZHJzc6/Z9tKlSwwYMICjR48ye/Zs7HY7K1euxGazceDAAcLCwlomaHFyI3MIcPfddxMZGcnUqVOdysPCwhg2bJibohS5BRhxufnz5xtvb29TUFBglWVnZxvArF271uX9xD2aOx9HjhwxgMnMzGyJMOU6XLlyxSxatMjYbDYDmOTk5P+3z9q1aw1gvv/+e6vs8OHDxsfHx8yfP9+N0crVNGcOq6urjZeXl3njjTfcH6DILUanaN0gKyuLQYMGcc8991hlQ4cOJTY2lqysLJf3E/do7nzk5+cDOPWT1lNTU0OvXr1YuHAhEydOJDo6+rr6ZWVl0aVLF1JSUqyy7t278/DDD+t4bGHNncOCggIcDoeORbktKcFzsfLycoqKiujdu3ejul69erF3716X9hP3uJn5yM/Px2az0b17d4wx1qvtpHXU1NRQWVnJ559/zkcffeT0vtJr2bdvX5PzX1RURHl5uatDlSY0dw4b/tmKi4sDoKqqym0xitxqlOC52KlTpwCu+h9mZGQklZWVVFRUuKyfuMfNzEd+fj533HEHM2bMwG63ExwcTJcuXbTq00rsdjvHjh1jzJgx192nqqqKioqKJucf4OTJky6LUa6tOXMIfyd47733HnfeeSdt27YlKiqK1atXuyNMkVuKEjwXO3/+PACBgYGN6gICAgCuuqLT3H7iHjczH/n5+fz1119UV1eTmZnJunXrCA4OZty4cWRmZrovaLkqLy+v617xaaDj8dbSnDmEvxO8o0ePsmbNGj7++GNiY2N5+eWXWbJkiavDFLml3PgRI9fkcDgAsNlsTbbx8mqcVze3n7jHzczHiy++iI+PD9OmTbPKxo0bR48ePUhNTWX8+PF4e3u7NmBxKR2PnmH8+PEkJyczZ84cay6ffvppBg4cyJIlS5g2bRrt2rVr5ShF3EPfUC7Wtm1bAKqrqxvVNZQ1tHFFP3GPm5mPl156ySm5g/pVn4kTJ3LmzBkKCgpcHK24mo5HzzBhwgTmzp3rlKh7eXkxdepULl26RF5eXitGJ+JeSvBc7K677gLg9OnTjepKSkoICQkhKCjIZf3EPdwxHxEREYAu9P4vsNvthISENDn/AFFRUS0dlriIjkW5HSjBc7GQkBA6derEr7/+2qhu//79TT49vbn9xD2aOx+///47cXFxLF26tFFdYWEhAJ06dXJtsOIWiYmJTc5/165dCQ0NbYWo5HpVV1dz3333MX369EZ1OhbldqAEzw1GjRpFTk6O9SUCkJOTw5EjRxg7dqzL+4l7NGc+YmJiKCsr4/3337cu1If6Oy43bNjA4MGDad++vdtjl5s3atQoCgsLycnJscoKCwv54YcfdDz+BwQEBODr68unn35KcXGxVV5RUcGqVavo2rUr/fr1a8UIRdxLrypzg3PnztGjRw98fHx45ZVXqKmp4c0336Rz587k5eXh5+dHUVERP/74I/3796dz587X3U9aTnPncfPmzTz55JP07NmTKVOmUFFRQUZGBrW1tezevVsPXW1lHTt2pGPHjk6vuTpz5gzZ2dnEx8cTHx8P1L+qLCEhgdOnT5OamkpgYCDp6en4+Piwb98+XZzfiq53Dn/66ScGDhxIVFQUM2bMwOFwsHbtWoqLi9m+fTvJycmt9BeItIBWfpOGxyosLDTDhg0zQUFBJjw83EyaNMmUlpZa9evXrzeAWb9+/Q31k5bV3HncsmWL6du3r/Hz8zMhISHm8ccfN4cPH27h6OVqYmJiGr3maufOnQYwCxcudCo/deqUGTt2rLHb7SY0NNQ89thj5vjx4y0XrFzVjcxhbm6uGTRokAkMDDTBwcFm6NChJi8vr+WCFWklWsETERER8TC6Bk9ERETEwyjBExEREfEwSvBEREREPIwSPBEREREPowRPRERExMMowRMRERHxMErwRERERDyMEjwRERERD6MET0RERMTDKMETERER8TBK8EREREQ8jBI8EQ8zfPhwbDYbNpuN48ePN9nuiSeewGaz4e3tTX5+/g19xqxZs6zPKCwsbFR/6tSpG45bRERcRwmeiIeJj4+3tg8dOnTVNnl5eXz55ZcATJ48mR49etzQZ+zZswcAu91ObGysVV5ZWcmrr77K888/f6Nhi4iICynBE/Ew15PgpaamAhAQEMDixYtvaPy6ujr2798PQO/evbHZbAAcPnyYbt26sXLlSnr16tWc0EVExEWU4Il4mH8meAUFBY3qt27dyu7duwGYPXs20dHRNzT+oUOHuHjxIgB9+/a1yrdv387Zs2cBSEpKuuG4RUTEdZTgiXiY2NhYfH19gcYreHV1dcybNw+A8PBw5s6dC8CZM2eYM2cOcXFxBAYGEhQURJ8+fcjIyMDhcDiN0XB6FuoTvLq6OgIDA5k1a5ZVPmLECIYOHWr9/vXXX5OSkkJkZCRt2rQhOjqaKVOmUFZW1ij+Tz75hH79+hEUFERsbCwbNmyw4rXZbEyePLlR+8GDBxMWFoafnx89e/bkgw8+uMG9JiLiYYyIeJz4+HgDGH9/f1NXV2eVr1mzxgAGMO+8844xxpi9e/eaiIgIq/zfP2PGjHEa+4UXXrDqTpw4YQ4cOHDVfq+99poxxpgVK1Y0OfZDDz3kNPaMGTOu2i4tLc3azsjIMMYYc+XKFfPUU081Ofb//vc/d+5iEZFbmhI8EQ80YcIEK9E5duyYMcaYqqoqExkZaQDTrVs3U1tbayorK01UVJQBjM1mM4sXLzZnz541RUVFJiUlxRrj22+/tcZOTEw0gImIiDDGGONwOExpaalTQnj58mXjcDjMuXPnTGRkpLHZbGbIkCHm5MmT5ty5c05jl5WVGWOM+eabb6yyhIQEc+DAAVNcXGyGDx/ulLjt2bPHGGOckr7U1FRTWlpq/vjjD6t9cHCwuXjxYgvveRGRW4NO0Yp4oJ49e1rbDadp33rrLU6fPg3A8uXLadOmDR9++CElJSUAzJw5kwULFhAeHk6nTp1YvXq1NcZ3330HQE1NjfVIlYbr72w2G3v37rXaPvDAA/j4+GCz2WjXrh0lJSVcvnyZbdu20aFDB+x2O+Hh4QB4eXkRGBhoxQfg7e3NF198QXx8PNHR0U6nW/38/IiPj+fChQusXLkSgCFDhrBs2TLCwsJo3769dQNJVVUVBw8edMn+FBH5r/Fp7QBExPX+fSdt//79WbFiBVCfgI0aNQqAnJwcq93MmTOdxmjbtq21XVlZCcBvv/3G5cuXAecbLH7++Wdr+583WNTW1pKZmUl2djbHjx+ntLSU0tJS6urqgPrrBf39/ampqWHXrl0APProo3Tu3Nkao3379vj4+HDlyhUSEhLw9fVl165dnD9/HoAdO3bQpk2bq+6Hmpqaa+8oEREPpQRPxAP9+07aRYsWWQlRQ6IHWKt3drvdKakCrEehAHTo0AFofINFg4YEz9fXl8TERACMMYwYMYLs7Gz8/f0ZPXo0zz77LHa7nUmTJgH1yWZDHFeuXAHqH73yT0ePHrXq+vXrB9TfFHI9oqKirqudiIinUYIn4oGioqIICwujrKyMnTt3cu7cOQBGjhzJgAEDrHYhISFA/enMyspK7HY7UJ+cNZwChfq7YqHpBK+hPCEhAT8/P6D+YcrZ2dkAbNy40Vo1XLNmjdWvYbXP29vbKvv3nbX/bN/wmQ2neAG2bNnCyJEjrd///PNPQkJC8PLSFSgicvvSN6CIh2q4Dq/hGjgfHx+WL1/u1GbYsGEAOBwOnnvuOYqLizlx4gTPPPMMubm5QH1SeP/99wN/J3IxMTFWklVSUkJ5eTkA/v7+VFdXU1tb67TKVlhYSFVVFdu2bWPBggVWecNqX4cOHQgICAAgMzOT3NxcysvLSU9PZ9WqVVb7hhW8AQMGEBoaCkBaWhoHDx6ksrKS9evXExUVRUBAgFOCKiJy22ntuzxExD1mzpzpdPfp9OnTG7W5ePGi6dOnT5OPGklKSjLl5eXGGGMqKiqMzWYzgBk9erQ1Rnl5ufHy8nLqt3nzZlNSUmKCg4MbjRkUFGRtl5SUWOPMnz+/UVubzWa8vb0NYEJDQ43D4bDaf/bZZ40+t+HnwQcfNBcuXHDj3hURubVpBU/EQ/3zOrzg4GDS0tIatQkICGDXrl0sWrSIe++9l4CAAIKDg+nbty9vv/02ubm51mncffv2YYwBnE/PhoSEsHbtWjp37oyvry8REREkJSURGRnJV199RWJiIv7+/nTr1o309HSWLl1q9T158qS1nZaWxuuvv05MTAz+/v4kJyezdetWqz4pKcl6LRrA2LFjyc3N5ZFHHsFutxMYGEh8fDzp6ens2LHDujtXROR2ZDMN39giIq1k48aNAHTp0oU+ffpYd8Xm5OSQkpICwJtvvmk9AkVERK5NK3gi0uo2bdrExIkT6d+/P++++y7nz5/n8OHD1mvVvLy8GD16dCtHKSLy36EVPBFpdVlZWYwbN67J+nnz5rFs2bIWjEhE5L9NCZ6I3BI2bdpERkYGBw4coKqqipCQEOLi4pgyZYr13DwREbk+SvBEREREPIyuwRMRERHxMErwRERERDyMEjwRERERD6MET0RERMTDKMETERER8TBK8EREREQ8jBI8EREREQ+jBE9ERETEwyjBExEREfEw/wfU7gjf98avlgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " colors=['#FF0000', '#FF7777', '#FFAAAA'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also select certain colors from the default color list by index rather than specifying the full hex color code:" ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " colors=[0, 0, 3, 3, 6, 6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Colormap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The color list can also be replaced by a discretized colormap using the keyword `cmap`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " cmap='inferno')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Line styling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot lines do not have a fill or edge so the typical styling parameters like `_fill_color` do not exist. Instead, lines have just a unary styling keywords: `lines_color`, `lines_width`, `lines_style` and `lines_alpha`. In this case, we apply global style settings to all lines in the data set." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " lines_alpha=0.33, lines_style='--', lines_width=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The nomenclature above of `lines_` stems from the fact that plot line properties are contained in the `lines` Element class. However, because this naming scheme may be cumbersome to some users, the non-plural version of these keywords is also supported:\n", "* `lines_color` --> `line_color`\n", "* `lines_width` --> `line_width`\n", "* `lines_style` --> `line_style`\n", "* `lines_alpha` --> `line_alpha`" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " line_alpha=0.33, line_style='--', line_width=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also set line styles for each line, instead of applying them globally:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], markers=False, show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " colors=[0, 0, 1, 1, 2, 2], \n", " lines_width=[3, 1, 3, 1, 3, 1], lines_style=['--', '-'], lines_alpha=[0.6, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Marker colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A data point marker has both an edge and a fill color, each with its own unique value of transparency (or alpha). By default, marker fill is disabled and marker edge color is matched to the line color with no transparency. However, we can override any of these as shown below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Change the marker edge color for all markers:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_edge_color=['#555555'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All a custom fill color:" ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_edge_color=['#555555'], marker_fill_color='#FFFFFF')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the default color scheme with marker fill:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_fill=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add fill alpha:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_fill=True, marker_fill_alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots have color options for the boxes or violins that are drawn behind the markers:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_box = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n", "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], show=SHOW, \n", " box_fill_color=[0, 0, 1, 1, 2, 2], box_fill_alpha=0.3, box_edge_width=0,\n", " marker_edge_color=[0, 0, 1, 1, 2, 2], marker_type=['o', '+'], \n", " box_whisker_color=[0, 0, 1, 1, 2, 2], box_whisker_width=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, histograms have a fill alpha value of 0.5 (unless overriden by the theme file or keyword). This can easily be tailored for a different style. Compare the default plot:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_hist = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n", "fcp.hist(df=df_hist, x='Value', show=SHOW, legend='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "with this one, that employs the `hist_fill_alpha` keyword:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(df=df_hist, x='Value', show=SHOW, legend='Region', hist_fill_alpha=1, colors=['#FF0000', '#00FF11'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The benefit of transparency is clear in order to visualize both distributions simultaneously." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Markers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Marker type" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots comes with a built-in list of marker styles:\n", "\n", ".. image:: _static/images/markers.png" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can specify your own markers by passing a list of marker string names to the `markers` keyword. These string names can be special characters for the selected plotting engine (for example, with `matplotlib` as an engine `'d'` = diamond) or other alpha-numeric values. As with colors, the marker list will loop back on itself if the number of curves exceeds the number of items in the list." ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " markers=['o', 'd'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also remove markers for specific curves in the legend using the keyword `None`:" ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " markers=['o', None, '+', '*', 'B', None])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Marker size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The size of the markers within the plot window are controlled by the `marker_size` keyword. All data sets share the same marker size. Notice that the legend markers do not scale their size with the markers on the plot." ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_size=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The legend marker size can be controlled independently if needed using the keyword `legend_marker_size`:" ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " marker_size=2, legend_marker_size=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fonts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All text elements (plot title, labels, etc.) can be styled via the font attributes associated with the object (see Default Attributes). Please note that the font family \"fantasy\" below looks an awful lot like comic sans which really should be banned globally." ] }, { "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.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " title='My Plot', title_font_style='italic', \n", " label_y_font_size=25, label_y_style='normal',\n", " label_x_font_weight='normal',\n", " tick_labels_major_font='fantasy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Themes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Theme files are used to apply user style preferences to all plots without explicitly stating them in keyword arguments. These `.py` files are populated with dictionaries and lists of style settings. A theme file can be applied globally using the command `fcp.set_theme()`. Once a theme file is selected, a local copy is made in a /.fivecentplots directory. fivecentplots provides both a \"gray\" and and \"white\" theme to get started. You can modify this local file as you wish to get the exact, consistent look you desire.\n", " \n", " \n", "
The theme file consists of three main parts:\n", "\n", "
\n", "1) `fcp_params`: this is a python dictionary that contains any `fcp` keyword argument for which you want to override the default:\n", "\n", " fcp_params = {'ax_edge_color': '#aaaaaa',\n", " 'ax_fill_color': '#eaeaea',\n", " 'ax_size': [400,400], # [width, height]\n", " }\n", " \n", "
2) `colors`: a list of default colors\n", "\n", " colors = ['#000000', '#111111', '#222222']\n", "\n", "
3) `markers`: a list of default markers\n", "\n", " markers = ['+', 'o', 'd', '$']\n", "\n", "
The order of preference for assigning element attributes when plot elements are created is:\n", "\n", "
1) keywords in the function call\n", "\n", "
2) keywords defined in the local theme file\n", "\n", "
3) built-in default values\n", "\n", "
4) when using the matplotlib engine, any rcParam overrides you want to apply" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Themes are stored in a local user directory (in Windows, this means `C:\\Users\\you\\.fivecentplots`). The current theme is copied to a new file called `defaults.py`. All defaults are pulled from this file. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can switch between themes using the prompt displayed after executing the `fcp.set_theme()` command. This will open a list of all built-in themes and any custom themes found in your user directory (these files must have a different name than `defaults.py`). The old theme file will be backed up to `defaults_old.py` while the new theme file will be copied to `defaults.py`. You can also pass the name of a theme file directly to `set_theme` to skip the dialog. However, if you have a custom theme file in your user directory with the same name as one of the master theme files, `set_theme` will always give preference to the built-in themes, not your custom theme." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Note: If you create a good theme that you think others can benefit from, feel free to submit it via the github page for this project." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### White default theme" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Previous theme file found! Renaming to \"defaults_old.py\" and copying new theme...done!\n" ] } ], "source": [ "fcp.set_theme('white')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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i7hSng6P73sRizCIU+O373eWu12UZVeN14R/7odGdKdQfd70PjmxPixvvr/S7RIirzeNn8IKCgvj1118ZPnx4jeq1atWqQjCYlZXFZ599Rrt27codIiyEEKLxKs4/icWYVeX1mi6jOh02zMWZ5Gf/jKlYi6KAty6E0z//n+se/+AWtO6UjEqtqdPYrzWLFi0iOTm50mtTpkyp9ibJ6tTr06cPH3/88RXrr1y58oqTQ7NmzapVIK9SqSq8fH19uemmm3j11VdxOp01brO6PH6aSq1Wo1bXPU612+2MHTsWo9HIzJkz3TAyIYQQDSHn9+9cfy4hHJ2XCafd7CqrbBnVYbdiNeuxmnL/eJUu61pNudisBa77/ALV2Mw+qFT5rjJvbTB+Qc0pyD1GaLNO9fiTuYfJYuN/v+RQZLIR6OfNzW0j8dN5N/g4jh07xrx58/jpp58qXFuwYAFvvPFGtTZJVrfeW2+9xaBBg+jXrx9RUVG1HnddTZgwgccee8z13mg08umnn5KSkoLBYODll1+ul349PsBzB4fDwdixY9m6dSvJycmMHj36ag9JCCFENRXpf3H9uYRofOw/u94HhLQiIKQVmSe3Y/3jmTyrSY+95MKMntpLh84vAq1fBAEhCWj9wtH6RaDxCiF1wVb63XrAda/Gy5fgyHbkZOwh5/d93Hz7XDRe2ob5QWvIYrWz6oujbNt/GrPV4Sr31WoY0KMl4+5uh07bcGHA1KlTGTlyZLln5U+ePMmUKVP4f//v/xEcHFzttqpTr1u3bnTr1o158+bx1ltv1Xn8tdW8eXN69uxZrqx///4cO3aMJUuWMGfOHLy93R9wX/MBnsViYeTIkWzcuJG77rqLd999t9p19+/fz8mTJyu9Fh8fT3x8/BX7vvh/hWeSz9HzyWfo2YIiO2I4/z1+IdeD4edy14rzT1KcfxKNlx8+vmH46MLwjW71x5/D8fENQ+PlV+ny2/lTv9Oj+2HUmgvBUfxNYzh18N+lbxQn1hIHKpu5XL2MjAwyMjIqHWtDbeCzWO3MXLqH46cNAMRE+NM8KoDfs4o5rzfy/3al88sZA/Mm9m6QIO/w4cNs2rSJXbt2lSufPHkyJ06cYMeOHbzwwgvVbq+69ZKTk3n88cf5xz/+QWRkZK3Hf6mVK1fy2GOP8e233zJp0iQOHDhAVFQUTz/9NFOnTq1WG927d2fHjh3k5eXRrFkzt42tzDUd4BmNRu699162b9/uyn9Xkyi6sLAQjaby5y+MRiOnTp2qVjtpaWnV7lM0XvI5ej75DD1VEF50QzFcWKp14oWdYGyEYaU5it0biih9ARfenKqiTTv+lu/w97sQ9NsI5teD6yj7lrAQx+7duyvUtFgsWK3WSlstLCystNzdVn1xlOOnDQT6eTNlVFe6t2uGSqVCURS+P5rF62t+5PhpA6u+OMrE+zrW+3hWr15NTEwMvXv3Llf+0ksvcdNNN9X4+bbq1rv33nt59NFH+eyzz3jiiSdqPO7LcTqdDB8+nClTpjBv3jxWrFhBSkoKnTt35s4777xi/ePHjxMQEFBvy8fXbIBnt9sZNmwY27dv56GHHmL16tU1niINCgoiLCys0mvVncFLS0sjMTER3R/H3wjPI5+j55PP0LOVmPNI/9+/cNpL36s1OkIjO2LITMMHA916j0St8alRm9mntpObYSxX5k1Bufc3drobv+CWFepebgbP4XBUWu5OJouNbftPAzBlVFcS20e7rqlUKhLbRzN5VFfmrPiObfvPMOauG+v9mbwdO3aQmJhYISDr0KFDrdqrbj1/f3/atWvH9u3b3R7gKYrCCy+8wIQJEwC49dZb+fTTT9m0aVO5AM/pdGK32111MjMz+eijj/jPf/7D3//+93rbhX3NBnizZ89my5YtPPDAA6xZs6bKmbjL6dGjB61b1/0sQp1Oh6+v75VvFI2afI6eTz5Dz2MrKebEz+/jtF+YaWvRYeyFZVSc+PkH1fhL1D8oitzLXPcNiCGsWVtUqoqb/Nq2bUvbtm0rrZeens6nn35ao7HU1P9+ycFsdRAT4U/3dpUv/SW2a0ZMuD/n9Ub+90sOvTvF1uuY0tPTK8zeNZSEhIQqH6eqq169ern+rNVqiYyMxGgs/w+DuXPnMnfu3HJlOp2OiRMnMnv27HoZF1wjAV5WVhZfffUVnTp1olOnTuTm5vLaa6/h7e1N//79WbNmTYU6999/P/7+/ldhtEIIIarDYbfy248rsJr1F8rwIyv9C9f78LgetZohiYjrwWfLf8HXVsCDM0ZUuO6jC6k0uGsMikw2AJpHBVT5s6tUKppHBXBeb3TdX58KCgqu2neqv78/BQUFV76xFvz8/Mq9V6vVFVKfPP74467ZQ5VKRWBgIK1ataqXjRUXuyYCvKNHjzJmzBhefPFFOnXqxP79+10PU//lL3+ptM7JkyclwBNCiEYs69R/MRWWXwrVYMJcdOFosYjYxFq1rSgKuYV+3BBgQ+cXUadxNrRAv9LA4ffsYhRFqTTIUxSF37OLy91fnyIiIsjPz7/yjfXAYDAQEXH1PsPY2Fi6d+/e4P02uQCvso0NSUlJKIriej9o0KBy74UQQngeH9/Kn4Eu4xsQg39IxWfkqsNsLMGGF+GRnvcP/ZvbRuKr1XA+18j3R7PKPYNXJu1oFuf1Rny1Xtzc1n27S6vSsmXLKp9LrG8ZGRm1ftbPkzXO+WUhhBDiCiLietCx7z+4qc80Ilv0Qe3li4E+XNd9Ejf1mcaNPf9a62XU7N/zAIiKD3fnkBuEn86bAT1KA9vX1/zI/iOZrkkNRVHYfyST1z/6EYABPVo0SNLjgQMHsmfPnlpNrpw4cYJ9+/bVqt+CggJ+/vln7rrrrlrV92RNbgZPCCHEtcNHFwKAw2ZG6xuBs8gPH99wdHXcLJN54hwAUdfFXeHOxmnc3e345YyB46cNzFnxHTHhf+TByy7NgwdwQ8tQxt3drkHGM2zYMObMmUNaWho9evSoUd25c+eyatWqWgWHX375JT4+PgwZMqTGdT2dBHhCCCE8ntWsL12yrf6Rs5eV87sera2YoBaeGeDptF7Mm9j7j5MsznBeb3QFdr5aLwb0aNGgJ1l06tSJIUOGsHTp0ioDvJ07d1ZavnLlSr799tsq266qHsA777zDxIkTq0xpVl2zZs1i1qxZrvfjx49n/PjxFe679DGxq/k4mAR4QgghPJ7VpMc3qJXb2svLMeHvNOIdGOi2NhuaTuvFxPs6MuauGxvFWbTz58+nT58+vPjii7Ro0aLa9ZYtW8ZNN91U4/6+++47Dh48WGmmjGuBBHhCCCE8msNuxV5ShI8uDHdN4eUX2wnVXkh3UTYTU19JaeuTn8673vPcVUfHjh2ZMWMGKSkpNQq6+vbtW6sz4idPnsySJUuIjq64yeRaIAGeEEIIj1aWB690V23dAzynU6HI5kXr4AunX6SdN6ACEmPrttR3rUtJSalxnRtuuKFWfe3Zs6da91W13OrpJMATQgjh0aymPwI8XRhwus7tFeabcaImvFnp8myJw8knR38HlYrOzULw0UgCCtH4yd9SIYQQHs1qykWt0aLxdk/OuuwzpYeUNWtRmhx3a3oWeRYbeeYStqZnuaUPIeqbBHhCCCE8mtWsR+sX7rbn4zLTM1EpDiLbNMdgKeGLE5mua1+cyCTfUuKWfoSoTxLgCSGE8GhWkx6tr/sSEueeM+BXUoRf81g+O3aWEoeTNqH+tAn1p8Th5NPj59zWlxD1RQI8IYQQHq1sBs9d8vQm/DGRUaKw92zpiRYj2sczon08AHt/13My3+i2/oSoDxLgCSGE8FhOp50SswGtn/sOk883OgnyhXU/l56d2qt5OK1C/GkV4k+vuNJdtOuOZMiZ5qJRkwBPCCGExyoxGwDFbUu0NpsDk8MLY0IUJ/KN+GjU3J0QxZ5D59iy7zTxTi981CpOGIx8f97glj6FqA+SJkUIIYTHKsuBp/ULx3mFe6sjL6cYp1rFkfjSI8oiSlQ8u2AHZqvDdU9Im2B8Wwby8dHfJW2KaLTkb6UQQgiPZTXpUak0+OhC3NJeWYoU1R9B2/HTeZitDrz9vGjRIpiYcH/sjtJQMr/IisVqd0u/14pFixaRnJxc6bUpU6aQlJRU4zarqtenTx8+/vjjK9ZfuXIlCQkJV7zv8OHDjBw5kujoaHx8fIiJiWHEiBEcOHCg3H1JSUm1+jncTQI8IYQQHstq1uPjG4ZK5Z6vs6xTWfjYrIQWlgZuAS2DeCa5C+G3NGP8Q51YMPk2QtuUBpN5xw2s2XrcLf3WJ4fFwu57h7H73mE4LJarNo5jx44xb948FixYUOHaggULeOONN2rc5uXqvfXWWzz99NNkZ2fXuN1L/fzzz/Tq1YucnBz++c9/8tVXX/Haa69x+vRpevXqxb59+1z3pqamkpqaWuc+60oCPCGEEB7Lasp16w7a3PP5+NiKOHhIT0mBFZVGxTGbFZVKRaSvlg3Hz2FXFJppfbBkm9m2/wwmi81t/TdlU6dOZeTIkcTFxbnKTp48yf3338/MmTMJDg6udlvVqdetWze6devGvHnz6jz2119/nbCwML788kuGDx9Ov379GD16NNu3bycyMpK5c+e67m3fvj3t27evc591JQGeEEIIj+XuHHgGgxWTBiwlDnyyrQAczilEURQ27j7hSpsyoVsrYsL9MVvt/O+XHLf131QdPnyYTZs2MXr06HLlkydP5rfffmPHjh3cfPPN1W6vuvWSk5NZvnw5OTl1+4wyM0uTXV+6c9rf35833niD4cOHu8pkiVYIIYSoA0Vxuj0HXoEJNFoNAM0DfV1pUXAqZGlLv9x7NQ+nVWgAzaMCACgyNb4ZPIfFctHLelG5tdy1hrJ69WpiYmLo3bt3ufKXXnqJQ4cO0bdv3xq1V9169957Lw6Hg88++6zGY77YkCFDOHPmDL169WLJkiUcPXrUFew9+OCDjBs3rk7t1wfZRSuEEMIj2axFKE6723LgmYwllCgaogK9oBB+zy7mmRu6sO9sHmjU5Nrs+GjUPHBDLIqi8Ht2MQCBft5u6d+d9o4YXWn5/nGPlnvfZ+MnDTEcduzYQWJiYoXj5Dp06FCr9qpbz9/fn3bt2rF9+3aeeOKJWvUF8OSTT3L+/HkWLlzI008/DUBERAR33nknzzzzDLfcckut264vMoMnhBDCI1lNpTte3bVEq88uAqBrC398tRrO5xo5cdKA10VByd1tognR+ZB2NIvzeiO+Wi9ubhvplv6bsvT0dFq1anVV+k5ISODkyZN1bmfOnDmcO3eOjz76iAkTJhAUFMTq1avp1asXb731lhtG6l4ygyeEEMIjlebAU6H1DXNLe9mnc1BQaNYmnNtD/Nm85ySvrd2Pd5sgdCF+hAXouC0+mN2Hz7B43f9Abef2xHh8tY3vq7TXutWuPzssVtfMXY9V76LRaRt8PAUFBfj7+zd4v1A6i1dQUOCWtkJDQxk1ahSjRo0C4MCBA4wZM4aUlBSSk5MJD3ff4wJ11fj+VgohhBDVYDXp8dYGoda4Z4k0+3Q23o4injv3BQC+3cAJWAGnrTUmAzy2Ib305pvAF/ivFR51vIXOq+GDpsvR6HRVlGurvFafIiIiyM/Pb/B+AQwGAxERtV/GP3v2LImJicydO5cJEyaUu9alSxdeeukl7r//fk6cONGoAjxZohVCCOGR3L3BIjerCD9bYaXXbPZ0bPZ0t/V1rWnZsiUZGRlXpe+MjAxatmxZ6/rR0dF4eXmxZMkSLJVsTDl+/Dg6nY7rr7++LsN0O5nBE0II4ZGsplx8A2Pd1p6hoIQArws7Ypff9yqbfs1h689n6abxo3VcMIF+3nS6LgK1l5PHNkx1W99N3cCBA0lNTUVRlAobLa7kxIkT5OTk0LNnzxr3W1BQwM8//8xzzz1X47plNBoN//rXv7jvvvvo3r07Tz/9NO3atcNkMrF161befvttXnrpJUJDQ2vdR32QAE8IIYRHspr0hER1dEtbilOh0KIiNkDjKtN6afk9vwSnVc2Avq1o3+rCbKHFbq2smUZJo9M12G7ZqgwbNow5c+aQlpZGjx49alR37ty5rFq1qkIOuur48ssv8fHb0IIYAAAgAElEQVTxYciQITWue7HBgwfz3XffsXDhQubNm0dOTg5arZauXbuybt06HnjggTq1Xx8kwBNCCOFx7DYTDrvZbUu0BflmnKgJCfctV55ptGI32olvFuiWfq5VnTp1YsiQISxdurTKAG/nzp2Vlq9cuZJvv/22yrarqgfwzjvvMHHiRMLC6r4Rp2vXrqxZs+aK911uPA1JnsETQgjhcVwpUtyUA68sRUpk7IVlNqvDSbHDgdYJa37+mN2n09zS17Vq/vz5rF+/njNnztSo3rJly7jppptq3N93333HwYMHmTZtWo3rNgUS4AkhhPA4VpMecF8OvOxT2agUBxEtoy+UFZc+UB/h683OU/sosFS+AUNUT8eOHZkxYwYpKSk1qte3b18++uijGvc3efJklixZQnR09JVvboJkiVYIIYTHsZr1aLz98PL2vfLN1ZCdocfXVoRf7M1wurQs01ga4DULcXDaZqNFcJxb+rqW1TS4A7jhhhtq1deePXuqdd/48eMZP358rfpozGQGTwghhMexmnLdNnsHoM8pxs9WhDbqwqkU5wrNOKwO/INNALQIcd+OXSHqmwR4QgghPI7VpHfb83cA+YU2grztqL0vJE0+mVeAzWiiRJNHoE8AWi8tFrsVi92K1YN20YprkyzRCiGE8DhWs56AsDZuactud1BsU9M2qPyJGD+cWwre8G1W6fsx6//qlv6EaAgygyeEEMKjOB0l2KyF6Ny0RJuXawRUhEcGuKU9IRoDmcETQgjhUVw7aN2VIiXrjxQpLcLRanz44MG3OFdkZv63x/DPNHMuYB0Tuo4kqXWvSutrNT5uGYcQ7iQBnhBCCI9iNZcFeG5KkXI6G42jhLCWrVGpVOi8tOjNRlQqbyKDjZxzQJvwlui8tG7pT4iGIAGeEEIIj2I16VGrvfHycc/pEtm/5+FnK8Qv7sIu2bNFZpwlDvwDiyEf4oM9YwetoihYHSU1qqPV+NT4fFjR+EmAJ4QQwqNYTblo/SLcFpTk5ZrwtxehjbyQIuVUnhGb0YY9qIBm/hEeM3tndZTUeDPIBw++1WA/36JFizhw4AAffvghAOnp6UyfPp1du3ZhNBrp0KEDc+bMoX///nXq54cffqBnz578+uuvJCQkuMqXLVvGxo0b2bRp0xXbUKlU/Pe//yUpKanS66dOnaJVq1a89957NcqjN378eFatWlWuzMvLi4iICAYMGMD8+fOJj4+vdntVkQBPCCGER7Ga9W5bngXIL3bQUutEpdG4ys4VmbEb7RQ5c2kRIgmO3eHYsWPMmzePn376CYC8vDz69etHaGgob775JkFBQaxYsYKBAweyY8cO+vXrV6t+Dh48yODBg7Hb7RWuTZgwgdTUVN577z0eeeSROv08dREdHc1nn33mem+z2Th+/DjTpk1jz549HD58GF/fuiXxlgBPCCGER7Ga9IREdXBLW2ZTCVaHmpCQCxslHE6FfJsddYmT88ZM+jfr45a+Gtry+15FW8XMnNVu5bENUxt0PFOnTmXkyJHExZUGzCtXriQrK4t9+/a5ygYOHEjnzp1ZuHBhjQO8kpISFi9ezPPPP19lcKRWq5k+fTrPPvsso0aNQqfT1e2HqiWtVkvPnj3Lld12221otVrGjh3Lxo0bGTlyZJ36kDQpQgghPIbidGC1GNw2g6fPMQIQ0SzIVZZjsqIAoTqFfEuhx55gofXSoqviVVXgV18OHz7Mpk2bGD16tKusefPmTJkyxRXcQWkAdt1113HixIka97F582Zmz57NzJkzWbBgQZX33XPPPZjNZt59990a93ElKpWK1NRUHnvsMcLCwggICODBBx8kKyurWvW7d+8OwOnTp+s8FgnwhBBCeIwSSz4oTrelSMnNKgQgqsVFR5QVmwEIDSo9rULOoK271atXExMTQ+/evV1lw4cP55VXXil3X15eHjt37qRDh5rP0CYmJnLq1ClmzpyJl1fVC5Q6nY6hQ4e6ngN0txkzZuBwOFi7di2vvfYan3/+OZMmTapW3ePHjwPQpk3dk3jLEq0QQgiPYTXlArjtHNrsU9n42E0EtUhwlZ0rNOO0OfENKMLL6EV0YJRb+rqW7dixg8TExMtujHE4HEyYMIHi4mJSUlJq3MfFM4FXkpiYyNq1aykqKiIw0D27sct07NiR9957z/V+//79fPzxxxXuu/gZwcLCQtLS0pgyZQoJCQkMGjSozuNocjN4jz/+eJU7Xi6Vk5PDI488QrNmzQgKCuLee+8lPT29fgcohBCi1qxmPajU+OhC3NJe7rl8/EoK0MXGuMpOGYzYjTbs3gXEBUXjpdZcpgVRHenp6bRq1arK6zabjeTkZDZs2MDixYtdS5WVsdvt5V6KotR4PAkJCTgcDjIyMmpc90p69SqfELt58+YYjcZyZadPn8bb29v1Cg8P56677iIqKooNGzbg5+dX53E0qRm8FStWsHz58mo9mGm1Wrn77rv55ZdfmDJlCkFBQSxatIi+ffty8OBBwsPdt0NLCCGEe1hNerS6UFRuCrry8sz4O4rRXvTf/LOFZuxGG4VhsoPWXQoKCvD396/0msFg4IEHHuDrr7/m7bff5s9//nOV7ZSlJrlYTdOUAK6xFBQU1KhedVwanKnV6gpBaExMDP/5z39c77VaLc2bNyc0NNRt42gSAZ7D4WDevHnMmjWr2nXef/99fvjhB7Zu3codd9wBwKBBg+jYsSOvv/468+bNq6fRCiGEqC13pkhRnAoFJoVoX1CpSxe0nIpCXokNxeog05hJn4SubunrWhcREUF+fn6F8oyMDAYOHMjJkydZs2YNI0aMuGw7sbGxpKWllSu73MxgVQwGg2tcV4OPj89lZyndweMDPIvFwi233MKhQ4cYO3Ys27dvr1a9tWvX0qZNG1dwB3DjjTfSv39/1q5dKwGeEEI0QhZTLoGhrd3SVmGBBYeiIizsQqoMvbkEJxCis5Njt3r0Bgur3Vqra/WhZcuWFZZDCwsLGTBgAJmZmWzdupW+fftesR13BUYZGRloNJoaPbfnaZpEgFdYWMi6desYPnx4uYzVl/PDDz9w5513Vijv2rUrW7ZswWAwuHWqVAghRN0oikKJSY82NtEt7elzigEIj7nwPN+5otIdtMEBZnLAo5doGzrP3eUMHDiQ1NRUFEVxbbR48cUX+eWXX5g1axY+Pj7s27fPdb9Wq6VLly4AHDlyBKvV6nrvDrt376Zv375uedatsfL4AC8oKIhff/31sluiL1VcXExBQUGlkXtMTOmDtmfOnJEATwghGhF7SRFOp81tS7S5mQWoFCeRLS7skj1XZEZxONH6F+Jn8yXM1z2bOa51w4YNY86cOaSlpdGjRw8APvnkEwBmzZpV4RGrli1bcurUKQCeeuopTp065XpfVxaLhZ07dzb5lTqPD/DUajVqdc02AxcVFQEVH4QEXNmvL93xIoQQ4uqymvSAG1OknM7B11aEf/PrXWWnDEZsxXbsoQW08Itz23m3DUWr8eGDB9+qcZ361qlTJ4YMGcLSpUtdAd6ZM2eqVXfr1q107VqzZyHHjx9f5caLdevWodVqa7wx41IJCQkVNk9UtqP30gB25cqVdeq3uppcmpTqcDqdAJf9P25Ng0YhhBD1y1KWA8+NM3h+tkJ0MRdSpPxeYMZuslFgz/HIEyxUKlWVp1dU9WqoIHb+/PmsX7++2oFdmdmzZzNgwAC3jMHhcLBo0SJmzZpV57NeGzuPn8GrjbKkhmazucK1srLqJD7cv38/J0+erPRafHw88fHxl61vsVjK/a/wTPI5ej75DD2DsTATL59ArCUOoOJ/v2v6OeYZrIQ5jDh8dZjNZhRFQW8tQbHYyDHlEON3W6XfE1eSkZFRZX61nJycGrfXVHTs2JEZM2aQkpLCmjVrql1v5MiRtGvXzi1jWL58ObGxsUycONEt7TVm12SAFxQUREhICOfPn69w7dy5c0DpVuwrKSwsRKOpPBeT0Wis9vMCl275Fp5JPkfPJ59h4xbAcdRo2LVr12Xvq87n6HQqFFsh1quE3bt3A2BS1DgIxUcpwqg4yTuZza7fL99XZSwWC1Zr5btUCwsLa9xeU1KbEyo6duzotv4nTpxY7eCuNgmUG5NrMsAD6NKlCz/++GOF8gMHDnDddddVa4NFUFAQYWFhlV6r7gxeWloaiYmJ6HS6y94rGi/5HD2ffIaeIf1/R9D6taJz29sqvV6Tz1GfXcz+r/YSHRPMLbeVtndUXwwHzxAWasMIDOpzJ/4+Nd9lebkZPIfDUeP2hKiNazbAGzZsGE8//TTbtm1zre0fO3aM7du3M23atGq10aNHD1q3rns+Jp1O1+SfBbgWyOfo+eQzbNxsljzCmnW44mdUnc+xuLA06W5U83DXvfqSQhSHgi6gkHBVKBHBtXvWr23btrRt27bSa+np6Xz66ae1aleImrgmdhJkZWXx4YcfcujQIVfZY489xo033siDDz7IvHnzeOONN+jfvz+xsbH89a9/vYqjFUIIcSm7zYzDZnLbDtrczAI0zhLCWjRzlZ02GLGbbNi88j1yg4UQF7smAryjR48yZsyYcv9q0mq1bN++nbvvvptXX32VuXPnkpiYyI4dO67a0SVCCCEqZzX/kSLFTTtos8/k4FdSiN9F+VDPFJiwG20U2HI9+gQLIaAJLtFWtrEhKSmp0oclY2Nja7STRwghxNVhdaVIcc8/wPXZxfjZCvGNLU2RoigKuZYSHOYSDFaDR59gIQRcIzN4QgghPJvVpEfj5YuXt3uOljIUlOCPGa+gIAAKrXZsioK/tjTFiszgCU8nAZ4QQohGz2rWu2151mK2YbGpCAnUuJL8nisuzXcX4FeMWqUmLqjZ5ZoQotGTAE8IIUSjZzXlum95NqcYgPAIf1fZ+WILilPB2zePmMAovDXebulLlLdo0SKSk5Nd79PT0xkxYgSxsbEEBwdz6623sn379jr388MPP+Dt7V3hsa1ly5YxZMiQarWhUqnYuXPnZe8xGo3MmjWL9u3b4+vrS3BwML1792bZsmWuU7Og9HgylUrltvN0q0MCPCGEEI2e1aR32w7asgAvsvmF9s4YjNhNdko0+U1iefa7b9IpMJiqvF5gMPHdN+kNOKLSVGTz5s1jwYIFAOTl5dGvXz+OHj3Km2++ybp164iNjWXgwIF8/fXXte7n4MGDDB48GLvdXuHahAkTOHv2LO+9916t2y+jKApDhw7lnXfe4YknnuDzzz/no48+onv37kycOJEpU6a47h08eDB79+4l5qJj8epbk9tkIYQQomlxOmzYrAVuW6LNOZePj91EUPyFVCin80t30OZrcukbcrNb+rlavvsmnS0bD7N/dzpjn+xNcGj55xYLDCbe/9ceDPrSAPCWvnXP51odU6dOZeTIkcT9sXN55cqVZGVlsW/fPlfZwIED6dy5MwsXLqRfv341ar+kpITFixfz/PPPV5kHUa1WM336dJ599llGjRpVp8Tmu3fv5r///S9btmxh4MCBrvLBgwej0WhYvHgx06ZNIzo6msjISCIjI2vdV23IDJ4QQohGzZUixV058H7PK7eDFiDHbMVhMWOym2gR7Nk58G7sGE1ouB8GfWkgd/FM3sXBXWi4Hzd2jG6QMR0+fJhNmzYxevRoV1nz5s2ZMmWKK7iD0gDsuuuu48SJEzXuY/PmzcyePZuZM2e6Zgkrc88992A2m3n33Xdr3MfFMjMzgcqPNHvqqaeYP3++6xlPWaIVQgghLmE1leXAc98zeH4lBa4Ar6jEjlVR0PmUbrSI9/Al2uBQP8Y+2btCkHdpcFfZ7F59Wb16NTExMfTu3dtVNnz4cF555ZVy9+Xl5bFz5046dOhQ4z4SExM5deoUM2fOxMur6gVKnU7H0KFD+fDDD2vcx8X69etHQEAAI0eOJCUlhZ07d2I2l/4duv7665k6dSrNml29zToS4AkhhGjUrGY9KrUX3trAOrelKAr5RXYC1Fa8AgIAOP/HDlp/3yK0XlqiAtwzU3g1XRrkLX55O4tf3n5VgjuAHTt2kJiY6JrRqozD4WDChAkUFxeTkpJS4z7i4uKqPB/+UomJiezfv5+ioqIa91MmKiqKzZs3ExYWxquvvsrtt99OcHAw/fr1Y+nSpZU+A9iQJMATQgjRqJVtsFCp6v6VVVRowe5UERrs4yo7X2RBURQ0Wj3xQTGo3dBPY1AW5Kk1KpwOBadDQa1RNXhwB6W7ZVu1alXldZvNRnJyMhs2bGDx4sV07969ynvtdnu5V2VLpFeSkJCAw+EgIyOjxnUvdtttt/Hrr7/y9ddfM3PmTHr06MHevXv585//TFJSkmtG72poGn+LhRBCNFnuzIGnzy7dQRsWGeAqO5NvxGGyU6KREyzqS0FBAf7+/pVeMxgMDBw4kHXr1vH222/z5z//ucp2Tp06hbe3d7nXqlWrajyesrEUFBTUuO6l1Go1ffv25aWXXmL37t1kZWXx1FNP8e2337JixYo6t19bsotWCCFEo2Y15RIc2d4tbelzjKgUJ5Etolxlrh20/rm0CL7NLf00BmXP3JXN3AE4HQrv/2tPg8/iRUREkJ+fX6E8IyODgQMHcvLkSdasWcOIESMu205sbCxpaWnlyi43M1gVg8HgGldtjRgxAr1ez7Zt28qVh4aGsnjxYtasWcORI0dq3X5dSYAnhBCi0VIUJyVmg/t20J4zoLMV4R93ITVItsmK3WrC7mtvMjN4lW2oAFxlDR3ktWzZssJyaGFhIQMGDCAzM5OtW7fSt2/fK7bj4+Nz2eXb6srIyECj0ZTbwVtT1113HR9//DH79u2jZ8+e5a6dO3eO4uJiOnbsWNeh1pos0QohhGi0Siz5KIrDfTnwzpZPkWKyOTA7nfh4laYS8fQUKVB5cBcc6lfl7tqGMHDgQPbs2VPuebkXX3yRX375hSlTpuDj48O+fftcrwMHDrjuO3LkSLn37rB792769u2Ln1/tA9znnnuOdu3aMWDAAFJSUvjyyy/55ptvWLJkCX379qVDhw6MHz/efYOuIQnwhBBCNFquFCnuOsVCb8avpBDdHycKlO2g9dUVEqwNJFgX5JZ+rqZjP2VWuVv20iDv2E+ZDTKmYcOGkZubW2559ZNPPgFg1qxZ9OrVq9zr/vvvd9331FNPlXtfVxaLhZ07d/LQQw/VqZ3Q0FD27t3LpEmT+OKLLxg+fDgDBw5k8eLFPPzww3zzzTdVJlxuCLJEK4QQotGymnJBpcbHN7TObTnsToqMDpp72/DyK/3iPV9sAUVBo80htoksz5adTHFjx+hKl2DLgrxjP2U22CkWnTp1YsiQISxdupQePXoAcObMmWrV3bp1K127dq1Rf+PHj69y9mzdunVotVq3zK4FBQXx0ksv8dJLL9V6PPVFZvCEEEI0WlazHh9dCGp13ecjDHojCipCQ7SusowCE3aLA4tK3ySWZ8vc0rf1ZZ+vCw71a7Dgrsz8+fNZv359tQO7MrNnz2bAgAFuGYPD4WDRokXMmjXrqs6uNQQJ8IQQQjRaZTnw3EGfYwQgIvrCMuypPCN2YwlF9vwms8GiserYsSMzZsyocRLjkSNH8tprr7llDMuXLyc2NpaJEye6pb3GTJZohRBCNFpWsx7/4BZuaUufU4zGaSe0+YXjo7JMFuwlJhStQnwTmsFrrGpzQoU7d6JOnDix2sFdbRIoNyYygyeEEKJRUhQFqynXbTN4OWfz8C0pwC+udIOF1e7A6HDirS5GhUoCPNGkyAyeEEKIRsleUozTUYLWr/bJaC+We76gXIqUTKMFAK02n6CACHRe2stVF8KjyAyeEEKIRslq/iNFipty4BkMFvxsBa4UKeeKSgM8lU9Ok9pgIQRIgCeEEKKRcmcOPKvFhsmqEKRV0GhLZ+p+LzTjsNixqHJkg4VociTAE0II0ShZTbl4+QSiccPSadkO2rAwnavsVF4xNlMJZoeRlsFNO8BTFMXjNw2ImpEATwghRKNkNevdtjyrzykGICImxFWWabTgKCkN/Jr6Bou08wa+P2+42sMQDUg2WQghhGiUrCa92zZY6LOL8XGYCWoeDYDN4aTQ7kCjKgS1FzGBUW7ppzEqcTj55OjvoFLRuVkIPhqZ27kWyKcshBCiUbKact02g5dzNg+/kgLXDtqsP3bQevsUEBcUg0atcUs/jdHW9CzyLDbyzCVsTc+62sMRDUQCPCGEEI2Ow27BbjO6bwYvqxDfkkJ8Y0uXYs8V/7GD1juLFiFNd3nWYCnhixOZrvdfnMgk31Jy1cazaNEikpOTq31/RkYGISEh7Ny584r3KorCv//9bzp16kRAQACtW7dm0qRJFBYWuu5ZtmwZQ4YMqVbfKpXqsv2eOnUKlUrFypUrq9VemfHjx6NSqcq9vL29iYmJYcyYMWRkZNSovapIgCeEEKLRcecOWkVRMOSX4GcvQhddeorF2UIzDqsDE1m0aMIbLD47dpYSh5M2of60CfWnxOHk0+PnrspYjh07xrx581iwYEG17j99+jR33HEHBQUF1bp/4cKFPPXUUwwePJgNGzYwdepUVq9ezQMPPODaYDJhwgTOnj3Le++9V+ufwx2io6PZu3ev67Vjxw7mzp3LF198QVJSEmazuc59yDN4QgghGh2rKRcAnRtm8IoLrdgcEOwLam9vAE7mFWM3W7FrbE02B97JfCN7z+YBMKJ9PADzvz3G3t/13N4yklYh/g06nqlTpzJy5Eji4i4fUDudTlatWsVzzz1X7badTicvv/wyEydO5OWXXwZgwIABhIeHM3z4cH744Qe6d++OWq1m+vTpPPvss4waNQqdTneFluuHVqulZ8+e5cpuu+02tFotY8eOZePGjYwcObJOfcgMnhBCiEbHataj9tKh8farc1tlO2jDIy60db7YgqOktLwp5sBTFIV1P5cu9fVqHk6rEH9ahfjTKy4MgHVHMho0bcrhw4fZtGkTo0ePvuK9hw4d4sknn2TcuHF88MEH1Wq/sLCQ5ORkHn744XLlbdu2BeDEiROusnvuuQez2cy7775bg5+gelQqFampqTz22GOEhYUREBDAgw8+SFZW9Z597N69O1A6e1lXEuAJIYRodKwmPVrfcFQqVZ3b0ucUo1KchMeWBjd2p0KBzY6KQvy9fQnzDblCC54n7byBE/lGfDRqHrjhwgzl/TfG4aNRc8JgbNC0KatXryYmJobevXtf8d4WLVrw22+/8frrr+PnV70APyQkhMWLF3PrrbeWK//0008B6NChg6tMp9MxdOhQPvzwwxr8BNU3Y8YMHA4Ha9eu5bXXXuPzzz9n0qRJ1ap7/PhxANq0aVPnccgSrRBCiEbHnTto9dnF6OxG/ONKd9DmGC0ogLePgfiQOLcEkY2JKy0KcHebaEJ0Pq5roTof7m4TzcZfzrH+2NkGS5uyY8cOEhMTq/W7DgsLIywsrM597tmzhwULFnDfffdx0003lbuWmJjI2rVrKSoqIjAwsM59Xaxjx47lnvHbv38/H3/8cYX77Ha768+FhYWkpaUxZcoUEhISGDRoUJ3HITN4QgghGh2rWe+W5+8Acs4ayqVIKdtB6/TKbNIbLBqT9PR0WrVqVa7MbreXezmdTrf1t2vXLgYNGkSbNm1YsWJFhesJCQk4HA637Vi9WK9evcq9b968OUajsVzZ6dOn8fb2dr3Cw8O56667iIqKYsOGDdWeubwcCfCEEEI0Kk6nnRJLgVt20ALoc4rwsxVeCPCKzDhtDsxKdpM8wcJHo2ZYu+ZAxbQoF6dNefCP5dqGUFBQgL9/+U0dFwc43t7ezJkzxy19rV27ljvuuIOWLVuyffv2SmcDy8ZS3R26NXFpcKZWqys87xgTE0NaWprrdejQIfLy8ti3bx+dO3d2yzhkiVYIIUSjUmLOAxS3LNE6HE4Kiuw0sxWijSo9raJ0B60FReVskhssABJjQtlxMpsT+UY+PX6ORzsnAOXTpnSPCW2w8URERJCfn1+uLC0trdz72Ni6B9sLFy4kJSWFvn37snHjRoKDgyu9z2AwuMZ1Nfj4+Lg2VNQXCfCEEEI0Ku7MgZefZ0JRIDhAg9qr9CvvXNEfO2i1NNkUKSqVihE3xZdLiwKUS5vSkM8etmzZssJyqLsDnKVLlzJ16lSGDx/OBx98gI+PT5X3ZmRkoNForpiyxZNJgCeEEKJRsZpyUam98NZVPvtSE64UKVEBADgVBUOJDYUCwv1C8fep+7NOjVVZWpS9Z/NYd+RCcFWWNqUhDRw4kNTUVBRFcUtgabVaOXDgAM2bN6d58+ZkZmYyefJkWrZsyTPPPMOPP/5Y7v42bdoQGRnper9792769u3rlmfdGit5Bk8IIUSjYjXr0fqGoVLV/StKn12MRnEQFlf65Z5rsuIEvLwM18QGi4vTopwwVEyb0lCGDRtGbm5uhWXZ2jp//jy9evVi+fLlAGzevBmz2czp06e57bbb6NWrV7nX559/7qprsVjYuXMnDz30kFvG0ljJDJ4QQohGpSwHnjvos4vxrWQHrUNznhYhXd3SR2N2cVoUqJg2paF06tSJIUOGsHTpUnr06FHteklJSZUmZE5ISGDFihVkZ2cD8Oijj/Loo49Wq81169ah1WoZP358tcdRmYSEhApjq2yss2bNYtasWa73NT27trZkBk8IIUSjYjXr3ZYDL+fcJSlSiswodidWcprs83eXGti6GWE6b8J8fRjYutlVG8f8+fNZv349Z86cqXNbhYWFvPnmmwwYMKBG9RwOB4sWLWLWrFn4+vrWeRyNmQR4QgghGg1Fcbp1Bi8v11guRcqpPCM2S+ks3rWwRAsX0qY0ZFqUynTs2JEZM2aQkpJS57YCAwN5//33a7xRY/ny5cTGxjJx4sQ6j6GxkyVaIYQQjYbNUoCiONC6Icmx1WLHaHbS0lGM9o90GL8XmnCUFFI/FGIAACAASURBVKH2URMXdPVmsxpaYgOmRLkcdwR3ULpL+Oabb65xvYkTJ1Y7uGvIs3rrgwR4QgghGg2r+Y8UKW5Yos3LLd1BGxrkjUqjwako5FltKEo+sYHN8NZ417kPT9HUjmMTV9YklmhPnjzJAw884Dq/buzYseTk5Fyx3g8//MAdd9yBv78/QUFBDB061HXQrxBCiIZXmgNPhY9v3c8i1Wf/kSKlWRAABnMJDkDtlddkExwLUcbjZ/D0ej233347JSUlpKSkYLfbWbhwIYcOHWL//v1VJjo8fvw4SUlJ+Pn58cILLwCwaNEi+vTpw8GDB92SUVsIIUTNWM16fHTBqNV1/3rS5xjxcVoJbl66FFu2g9auPkeL4D51bl+IxszjA7zXX3+d33//nZ9++ol27doBcMstt3DHHXewatUqHn/88UrrvfnmmxQXF/PNN9/QpUsXAP70pz/Ro0cP3njjDRYuXNhgP4MQQohSFlOuW56/A8jNLsTXmo8upiXwxw5ahxM7edfMDlpx7fL4Jdq1a9eSlJTkCu4ABgwYwA033MDatWurrJeenk5ERIQruANITEwkPDycn376qV7HLIQQonLu3EGbe66g3A7a0wYj9rIdtLJEK5o4jw7wDAYD6enpdOvWrcK1rl278v3331dZ9/rrrycvL6/cs3p5eXnk5+cTHR1dL+MVQghRNUVR3JYDT1EU8vLMpTnwYkoDvIwCEw5bET4aHyL93RNECtFYeXSAd/bsWYBKDwuOiYmhsLCQgoKCSutOnTqV+Ph4Ro0axaFDh/jpp58YNWoU3t7ePPPMM/U6biGEEBU5bCacdotbZvCMRVZsdgV/xYRPeBiKopBrseFUDLQIjkXthmPQhGjMPPpveFFREUClhwWXZag2Go2V1m3RogXTp0/n66+/pnPnznTq1Int27ezevXqSmcEhRBC1C+LKRfALc/g6XNK/9sfGqJFpVZTYLVhR0Gl0dPyGluedTpsWEy5lb5sJcUNOpZFixaRnJxc7fszMjIICQlh586dV7xXURT+/e9/06lTJwICAmjdujWTJk2isLDQdc+yZcsYMmRItfpWqVRX7NdoNDJr1izat2+Pr68vwcHB9O7dm2XLluF0Ol33rVy5EpVKxalTp6rVtzt49CaLsl/e5fL7qNWVx7AvvPACc+fOpV+/fjzxxBPY7XZSU1MZOXIk//d//8d9991XL2MWQghROXfmwNPnFAMK4TEhwMU7aM8TH3xTndv3FIrTwdF9b2IxZlV6XaX25sYef8EvqHm9j+XYsWPMmzev2s+5nz59mjvvvLPKlbhLLVy4kBkzZvD3v/+d/v3789tvv/H8889z+PBhvvrqK1QqFRMmTCA1NZX33nuPRx55pC4/DoqiMHToUI4cOcK0adPo1KkTZrOZLVu2MHHiRH7++WfefPNNAAYPHszevXuJ+eNxgYbg0QFeYGAgAGazucK1srKyey6Wn5///9m79/go6zvv/685JTM5HyEJSYBwCiIiZ6ErYgW7rdV6WmtbdLFd1y27e7e2q27rbe8erN1KpfR2t7v9bdtdq96lrWttd8Xa2qpRUUBBQM6QACHnw2Qymczxmuv3R2QgJpBJMkmY5P18PPIgc32v65rPeAl553td3++XRx99lMWLF/PHP/4Rm80GwKc+9SmWLFnCPffcw0c/+lFSU1Mv+P47duygpqam37aysjLKysoueHzg/Yd9z/wpyUnXMfnpGl4cfJ5GbI50QmETwn3/XR/IudexqaEDl9FN6qQC/H4/p9o7MaNRDLODIldhvz83EqW2tpba2tp+2+KZozWRujpqzhvuAMxomHDQOyq13H///dx+++39PlZ1rmg0yhNPPME//MM/xH3uaDTKd77zHe655x6+853vAD0DLvPz87ntttt45513WLJkCVarla985Sv8r//1v/jUpz6F0+kc8ud5/fXXefnll3nxxRe59tprY9uvu+46bDYbjz/+OP/4j/9IUVERhYWFFBYWDvm9hiKpA155eTkADQ0Nfdrq6+vJyckhPT29T9vRo0cJBoN86lOfioU7AIfDwbp167j//vs5ePDggMugdHZ29jr+XD6fL+6u2J07d8a1n1zcdB2Tn67h2ErnIDbsvPbaa8M6z86dOzl2KIgr4OaUN0LNa6+xM5RGJGgCJqcPnKTN2piYovsRCAQIBoP9tp17u3A0tJzeHvs+K38OPs8pjMjZcFtQegVZBZUjXsd7773H//zP/8R1bffu3cvnP/95NmzYwJo1a7juuusGPKazs5N169Zx++2399o+e/ZsAI4fPx5bt/aGG27g7rvv5qc//SkbNmwYwqfp0djY8/9Qf0uabdiwgeLi4tgdxv/8z//krrvuoqamhmnTpg35PQcjqQNeTk4O06dPZ9euXX3adu/efd5FiM/0zPV3UQzDAOh17/x8srKyyMvrf7b1eHvwdu7cydKlS4f1W4SMLV3H5KdreHGo2XOIlNSpLKi8ckjHn3sdD23fTnq4k/mrPkLm3Epe33YMw1tLRkoG1161JsGV93ahHrwzP2NGi7ftSOz73KIFdLadXa0pu/ASyitvGpVlzJ5++mmKi4tZuXLlgPuWl5dz7NgxSktL43r2DnrywOOPP95n+7PPPgvApZdeGtvmdDq5/vrreeqpp4YV8K666ioyMjK4/fbb+eu//ms++tGPsnz5clwuF7NmzeL+++8f8rkTIakDHsAtt9zC5s2bOXToEJWVPb+FvPTSSxw+fJj77ruv32PmzZtHSUkJ//mf/8nf/d3fxf5BDwaDPPnkkxQUFDB//vwB33vZsmVUVFQM+zM4nc7YoBBJXrqOyU/XcGyFA25yCuYM+xqkOFLo9ISYFOokZ/o0Ulwu2oJholE303JLR/waz549O9Zz9EHV1dWx0DEacosX0nr6LQpLr+Dk/l/Gtqdnl1Nx2Tos1v7vQiXan/70J5YuXRpXmDyz7Ohwbdu2je9+97vceOONzJvX+7nLpUuXsmXLFrxeb7+PcsVj0qRJbN26lfXr1/Poo4/y6KOP4nA4WLFiBZ/+9Kf53Oc+h90+djErqUfRQs89/by8PK655ho2bdrEI488wq233srChQtjI3Wqq6t56qmnqK6uBsBms/HP//zPHDx4kGXLlvGDH/yATZs2sXTpUg4ePMjmzZtxOCbOItQiImPNiASJhLwJGUHr6QgQNSHDEsCRk4M3GCZkmmBrZWrOxFrBorzyRuYs3UDzqddj2xyp2aRlleJpPTRqdVRXVzN9+vRe2yKRSK+veO6cxeu1117jYx/7GDNmzOAnP/lJn/Zp06ZhGMZ5e1rjdeWVV3L06FFeffVVHnzwQZYtW8abb77J3/zN37B69eoRfdZzIEkf8AoLC6mqqmLBggV87WtfY/PmzXziE5/ghRdeiN2Kraqq4o477qCqqip23E033cQf/vAH8vLy+OpXv8pDDz1EdnY2W7du5TOf+cxYfRwRkQkpkSNo21t7pkjJy3dhsVjOjqC1NEy4FSyC3a0cfeffY69tdhfZhXNpqd1G9d6nMCL9PyuYaB6Pp88z8Q6Ho9fXN7/5zYS815YtW1i7di1Tp07lj3/8Y7+9gWdqiXeE7oVYrVZWrVrFww8/zOuvv05TUxMbNmzgjTfe6Ddcjpakv0ULMGfOHLZu3Xre9vXr17N+/fo+2z/84Q/z4Q9/eAQrExGReAS73w94CZjk2N3ajQ2D3KKeH+wNXQFM0yRqdlKePXECXjjUxdF3/r3XoIpZi/6KQzvef1bNjGK1pYxKLQUFBXR0dPTa9sFBTSUlw+9d3bhxIw888ACrVq3iN7/5DdnZ2f3u53a7Y3UN1Sc/+Una2tp46aWXem3Pzc3l8ccf5+c//zkHDhwY8vmHa1wEPBERSW7B7lasthTsKRnDPld7WzdpkS7SpvTMOXaqw4cR9ANRyrInxi1aIxLk2K6fxHpGoee5u9rDv429zp+ybFQGWABMnTq1z+3Q8w2EHKof/ehH3H///dx22208+eSTpKScP7zW1tZis9kGnLLlQmbOnMmvfvUr3nrrLa644opebfX19XR1dcX1PP9IUcATEZEx17MGbUFCAkd7kxeX342z5DIATrp9GGEv+c58Uu2j02M11ppOvEx3Z+9A5fOc6vW6oGTpqNVz7bXX8sMf/hDTNBNyjYPBILt376a0tJTS0lIaGxu59957mTp1Kn//93/fZ3aNGTNm9JqH7vXXX2fVqlX9roQVr3/4h3/gueeeY82aNfzt3/4tV199NWlpaezbt4/HHnuMSy+9tN+7h6Ml6Z/BExGR5BfsbkvI7VnoeQbPFe7EVdLTg9fsD2GY7UzPG/nVGi4WKa4Lj0J1ZRSTnjN1lKrpmfGitbU1YXNNNjQ0sGLFCn784x8DsHXrVvx+PydPnuTKK69kxYoVvb6ef/752LGBQIBXXnmFv/iLvxhWDbm5ubz55pt88Ytf5IUXXuC2227j2muv5fHHH+fTn/40VVVVYzoqXz14IiIy5oL+NnInXzbs8xgRE58vQnnYg6ukGF84QiAaBWsLU3NnJKDS5FAwZRlZ+bOJRiP9tqc4c7BYRq+P57LLLuPjH/84P/rRj1i2bFncx61evbrfOWunTZvGT37yE5qbmwH47Gc/y2c/+9m4zvmLX/yC1NTUhPSuZWVl8fDDD/Pwww9fcL/zjQUYSerBExGRMRWNRgj53QnpwQt094SBDFsYe2YmDd4zI2hbmDqBBlhAT4hzphX0+2W1jn7/ziOPPMIzzzzDqVOnBt55AJ2dnWzevJk1awY3abVhGDz22GN8/etfH/dzXirgiYjImAr53YCZkDnw/L6egJdfkI7FYjk7gjbqmXBTpFxs5s+fz1e/+lUeeOCBYZ8rMzOTn/3sZ4MeqPHjH/+YkpIS7rnnnmHXcLHTLVoRERlTiZwDL9BtkkKY7CmTAKj1+DBCAWwWKMoY3cXepa9EhDsAi8Uy4Hrx/bnnnnviDnf93RpOJurBExGRMRXsbsNisZHizBn2uQK+KGnnDLA44fZhRDqZlDYZ2ygtyyVyMVDAExGRMRXsbiXFlTvoh/63V1XjcXf32ubviuLyt+MsLsbj7sZzsJWo2c70PN2elYlFAU9ERMbUmTnwBmN7VTUv/uY9fvav22IhzzRNAt0mrlAn4cwCnvjhNtKPdJDdFKIir2wkShe5aCngiYjImBrKHHiV84vIzU/D3dYdC3ndvhCGYcFuBPmvrafpaO8m4rThyT2tARYy4SjgiYjImDHN6Ps9eIMLeNm5adz5+ZW9Qt7pEz3ri54suJwOtx9XtpPmRQUEHc2UT5AlykTOUMATEZExEw56MaORIc2B98GQ99+/2AeYBG1p5OanUfKRGYRsEVKsdvJcwx/AIZJMFPBERGTMBLtbgaFPkXIm5FltFnpmtbBgweTOz6/kdCiMEe6kOL0oIeufiiQTBTwRERkzPXPgWRK2Di3AmSzX5Atg0EZF/sRZg1bkDAU8EREZM8HuNhypWVhtjiEd73H3PH8XNUwspoHFNIiaFp744Ta6fUFMSwszC8oTXLXIxU8BT0RExsxQBliccSbcudu6yc5xsuLkr1lx8tdkZdjpaO9m0q5WLH6fBljIhKSAJyIiYybY3TqkNWg97m6e+OEbuNu6yclzcdXqMpwRH86Ij5v/YhaurFTsAYNpB2aSbeaNQOUiFzetRSsiImMm2N1GzqT5gz7u0L5GOtr9OMNeLtn1DF07fLG2Uw/+Iwvt6eya8hEgk1OHOiiepJAnE4t68EREZExEwt0YEf+QbtEuX1XBrJYdLKp7EWfE16fdGfGxqO5FZrXsYPmqikSUK5JU1IMnIiJj4uwUKYO/RQtw2//3v2Pf//SxPzJ3x08BuOxH/8K33z5Fs/cAV5anDr9QkSSkHjwRERkTwe42gCFPkWJzOrE5nZg2B81twdj2qCOFdouNUIqHmSXqvZOJSQFPRETGRNDfhs2Rht3hGtZ5Wpq8mD2zHAPQ6g8BYETdTM3VGrQyMSngiYjImAh2tyZkguPGuk7gbMBr6u4JeGbUQ0lm0bDPL5KM9AyeiIiMiWB325CfvztXU4OHdAdkzJlN85qr6QybRI0QmbZ0HDb9mJOJKa4evB/84Ads27YNv98/0vWIiMgEMZxJjs/VWNdJRrCdtOnTADjV0Y0R8VCSod47mbji+tXm3nvvxWKxYLPZuOSSS1i6dGnsa/78+djt+g1JRETiFzVChIOdw75Fa5omTfUepnjqSZu+AoCGriCG2cqsQi1RJhPXoJJZJBJh79697Nu3j5/+tGc4empqKgsWLGDJkiWx0Dd37twRKVZERMaHMyNoncO8Retx+wkGImQE23FNn4ZRcxKPESGKm8rJlyagUpHkNKiA98UvfpFdu3axe/duvF4vAIFAgO3bt7Njx47YfhkZGSxatKhXT9+0adMSWriIiCSvoP/9KVKGeYu2sc4DQJbZxUFHJsfNVEwsRKNuynNKh12nSLIaVMD73ve+h9VqxTRNDh8+zNtvvx37evfdd+nu7gbA6/Xy6quvUlVVFTs2Pz+f5ubmxFYvIiJJKdjdhtXqwJ6SOazzNNV3kmo1yCov4pfVLfiiaQCY0S4K07U8mUxccQW8119/nR07dmC19ozJsFgsVFZWUllZybp16wCIRqMcPHiwV+jbs2cPgUAAgLa2thH6CCIikmyC3a2kpOVjsViGdZ7Geg8ZYQ8Hlq3AHYwAVqJRg2x7OlaLZgKTiSuugLdy5UpWrlx5wX2sVivz5s1j3rx5/OVf/iUAhmGwZ88elixZMvxKRURk3Aj624b9/B1AU52HlHA7b2Wffd7OYrFSlKEBFjKxjeivNzabjQULFozkW4iISBIKdrcNewRtwB+mw+2nobKcMBamZ7uwmlEsFgumY3aCKhVJTiMS8Jqamnj55ZeBnpD30EMPce21147EW4mISJIxowbBgHvYAyya6jsJZjqor5gOwE0zJxN9v63B76SmwzfMSkWS17AmsDt16hQHDhzg4MGDsT8PHjxIR0cHFouFSCQCwDe+8Y2EFCsiIskvFHCDGR12D15jXQee2dkArCjNJzPFDhYr4chpHPZSfnGglgdWzBn2c34iySiugHfkyJFeIe7AgQMcPnw4Nmr2XOcu+CwiIvJBZ+bAG2oPnmmaBI0QO5vbCWanYo8afLg0h9+/exJfvYdI9AQF5WUcd/vYdrqFxcXZpNpSFPRkQokr4FVWVvb6i3G+EGexWFi5ciWVlZWa7FhERPoV9LeBxUqKM3doxxsh7njmS2Sl34aVDLzh3dz3h57J93l/1pVOvxNX6hJ++u4BNr/xK568dRNOe2qCPoHIxW9Qt2hN0yQ3N5eZM2f2+uro6OALX/gC0DOlioiIyAdFjTChoAef5zQpKVkEA+5Ym83uxJGSMYbViYwvgwp4FouFD33oQ3z/+99nxowZse2vvvpqwgsTEZHxw4waHHxrMwFfU2zb/tf/Kfa9xeqgctnfkpYV7+oTBv7gdtJd1+C0L+IvK65la0MzLf4DXF00mbc7JhMxwR/cARiJ/TAiSSCuUbQ/+clPKC4uxjRNnn/+eS699FK++tWv4vNphJKIiAysq6OmV7j7IDMaJhz0Duqc4Ug1IU8Ai83KCdOkK2ojGm2ngylETChMtROOVAPgD4SHVb9Isokr4N11110cOXKEhx56CJfLRTAY5Lvf/S6zZ8/m6aef1sAKERG5oJbT2895ZcFidfRqLyi9gqyCykGf11LTAsCOejdgwTQjHHL3zOBw5+VnJzvee6x10OcWSWZxz4OXlpbGN77xDY4cOcIdd9wBQENDA3feeWds5QoREZH+eNuOnPPKxIye7VHLLryE8sqbhjTKtcgaZcWUnjVnTdPEldIzuf6K0nym5aSdff9u9eDJxDLoiY5LSkp44okn2LlzJ6tWrcI0TU6fPh1r//nPf57QAkVEJPnlFi/EYrWTM+myXtvTs8upuGwdFqst7nOde9eoOWznxjklWOh5TtxmLyTFauHmOSW99stMc/RzJpHxa8grWSxatIhXXnmF//qv/2LmzJmx7evWrWP58uWjOpq2pqaGm2++mby8PPLy8rjzzjtpaWkZ8LiWlhbuvvtuJk+eTFZWFldddRXbtm0bhYpFRCaW8sobmbN0Ax3Ne2PbHKnZpGWV4mk9NKhz+bzB2PfN3jDHa9zYrWd7/9ZOLSDHmcI7h5tj2y6bOfx1b0WSSVwB7+DBg+dtu+mmm9i/fz+PPfYYOTk5mKbJzp07Wb16daJqvKC2tjauvvpq3nrrLR544AG+/OUv89vf/pa1a9cSCoXOe5zX62XVqlX88pe/5POf/zzf+ta3qK+v55prrmHfvn2jUruIyEQR7G7l6Dv/Hntts7vILpxLS+02qvc+hREJXuDo3prqO3u9fuz/7cLb3E006ifVDLO6LI8dBxp5/BfvxvZxOdWDJxNLXNOkzJs3j5ycHNra2vp9RsJut3Pvvfeyfv16vv71r/Nv//ZvsWXKRtqmTZs4ffo0+/bti02uvHz5ctauXcsTTzzB3Xff3e9x//RP/8Thw4d55ZVXWLVqFQCf/OQnqaio4NFHH+XJJ58clfpFRMa7cKiLo+/8O0bEH9s2a9FfcWjH4z0vzChWW0rc52tuPDvadmZ5JsdOeeE9P65iBw5XCl96vIpmtx+sBq6EfQqR5BL3PHgejwfTNC/4EGxubi4/+MEP+Lu/+zvuv//+hBQ4kC1btrB69epeK2esWbOGOXPmsGXLln4DnmmaPPHEE1x33XWxcAdQVFTE9773PRwO/aYnIpIIRiTIsV0/6Vm94n2O1CxqD/829jp/yrJBDbBoquuA9xelqCt8Flfh2bY2gFwU7GTCG9REx5/61KdYunQpixcvZvHixWRlZfW736xZs/j1r3+dkAIvxO12U11dza233tqnbdGiRTz//PP9HnfixAnq6upiIdQ0TXw+HxkZGWzYsGFEaxYRmUiaTrxMd2dtr23hYCfh4NnbrAUlSwd1zsZaN8wceD+RiSzugGeaJs888wzPPPMM0DNaacaMGSxZsiT2tXDhQjIyei81YxgG5eXlrFixInZsotTV1QEwZcqUPm3FxcV0dnbi8XjIzs7u1Xb06FEAJk+ezAMPPMCPfvQjPB4PM2bM4Pvf/z7XX399QusUEZmoUlx5F2x3ZRSTnjM17vOFghE87gg3vZDFDY9/FavLyZd/v4fOwNvcOH0maS0GH1q5Eqerdx9e6iBuAYuMB3EFvO9973u8/fbb7Ny5k+PHjwM9ge/o0aMcO3aMLVu2AD2hb/bs2b1C3/z582loaBiRHj2vt+c5jLS0tD5trvf/cvt8vj4Br6OjA4CHHnoIu93O5s2bsdlsbNy4kRtvvJEXX3yRNWvWJLxeEZGJpmDKMrLyZxONRmir20njiVe4ZMWXYtOipDhzsFjin9ChudGLBQtF6XYysnJo6AoQwU402sbi0o9zrPUwqfZUnPbUkfpIIkkhroD3pS99Kfa92+2Ohb0zX/X19UBP6Dt06BCHDx/m6aefBsBqHfJMLAOKRqMAF3x2o7/3DwZ7Rmu53W6OHDlCbm4uANdffz0zZszgK1/5igKeiEiCpDhzAIiEunBlTMaVMXnI52qq92DBZPL0ngfvajp6lsw0Ix4mZxRwjMPDL1hkHBjUM3jQM5Bi7dq1rF27NratsbGRHTt2xILf22+/TVtbzwO1hjFyizxnZmYC4Pf7+7Sd2XZmn3Olp6cDcPPNN8fCHUBOTg433HADTzzxBF6vt99jz7Vjxw5qamr6bSsrK6OsrOyCxwcCgV5/SnLSdUx+uoajw9dZR4qrsN9/s+N1+mQbaWEPaVPL8Pv9HG3xYIS95DvyCQV7psYa6+tYW1tLbW1tv23xzNEqkgiDDnj9KSoq4oYbbuCGG26IbaupqYn18O3YsYPdu3cn4q16KS/vWWewoaGhT1t9fT05OTmxMHeuM8/sTZo0qU/bpEmTYoMuBgp4nZ2d2Gz9z77u8/k4ceLEQB8BgJ07d8a1n1zcdB2Tn67hSDLJo4FWr4vq5teGfJbjB3xkBNo53mVw9LXX2BPMIhJtJivijF2/sb6OgUAgdqfogzo7O/vdLpJoCQl4/Zk+fTrTp0/ntttuA3ovLZMoOTk5TJ8+nV27dvVp2717N0uWLOn3uEsvvZTU1FT279/fp62mpgan00lhYWE/R/aWlZVFXl7/DxDH24O3c+dOli5ditPpHPD95OKk65j8dA1HXijg5tjOP1A57woy82YP6Rxm1OTtl15icrCd5devw0xz8cwrBzHMRv588Z9xWcGsi+I6XqgHbyTvaomca8QC3gcNZRHpeNxyyy1s3ryZQ4cOUVlZCcBLL73E4cOHue+++/o9Jj09nRtuuIHnnnuO/fv3M2/ePKAn3P32t7/l+uuvP2/P3LmWLVtGRUXFsD+D0+mMDQqR5KXrmPx0DUdO0FsNQE7+VFKcQ/tv3NbSRcSAvHSTzMICajp8mFgwjBYuL5tLitnzI22sr+Ps2bOZPbv/EFtdXc2zzz47yhXJRDRyIyBGyf33309eXh7XXHMNmzZt4pFHHuHWW29l4cKFrFu3Duj5C/XUU09RXV0dO+7RRx8lJyeHq6++mm9/+9ts3LiRK6+8EqfTySOPPDJWH0dEZFzydzVisztxpGYPvPN5nFmirKis585JTYcP04ziiIbJdl74kRqRiSbpA15hYSFVVVUsWLCAr33ta2zevJlPfOITvPDCC6Sm9gyTr6qq4o477qCqqip23LRp03jrrbe46qqr2LhxIw8//DALFizgjTfeYNasWWP1cURExiV/VwOujOJh3c1prOsgxfBTMKtn3rxjbV6McAdT0ksSVabIuBHXLdpf/vKXLF26lOnTp490PUMyZ84ctm7det729evXs379+j7bEBEOQgAAIABJREFUKyoq+NWvfjWClYmICPT04GXkDO9nSH1NCxmBNjJmrATgaFsXEbORS4u1rIXIB8UV8G6//XYsFgu5ubksXbq011dRUdFI1ygiIkksGo0Q8DVTWLpiWOdpavBSEHKTUTGd7nCEjnAEI9rMkqkrE1SpyPgxqKXK2tvb+f3vf8/vf//72PYpU6b0CnxLlizps3KEiIhMXEFfC5hRXBlD7xDo9oXw+aPMTAnjyM7maGvP83iG0UpFXnmiShUZN+IKeA8++CBvv/12rwmMz6irq6Ouro7nnnsutm3mzJksW7aMJ598MrHViohI0vF3NQLgyiwe8jma6j0ATJ7S04FQ4/ZhRsNkWVNIsTmGX6TIOBNXwPvWt74V+766upodO3b0msC4u7u71/5n1qhVwBMREX9XA47UbOyOvuuGx6uxzoPVjFA0qxSAwy2dRCKtzM6ZmqgyRcaVQc+DV1FRQUVFBbfffjvQsx7s/v37e4W+9957T5M5iogI0NODN5zbswD11c1kBN1kzbwc0zSp8fgwzEYWlVYmqEqR8WXYEx1brVbmz5/P/Pnz+dznPgdAMBgckaXJREQk+fi9DeROvmxY52g87SYj2E7GjArcgTCBqIkRbWFB6fUJqlJkfBmRefBSU1O54oorRuLUIiKSRIxIgFDAPazn7yIRg3ZPhBxbkJTcXE50+AAwIx6KMvquKS4i42CiYxERuXj5u5oAhnWLtrWpCxMLk4rSATju7iIa8TMpNXfElsEUSXYKeCIiMmL8XQ2ABWf65CGfo7HOA6ZJycyeXsBDzZ1Eos3MKbw4J98XuRgo4ImIyIgJdDWSmlaAdRhTmdRXN+EKe8mdXUHUNKnzBTDMJpZM1QALkfNRwBMRkRHj9zYMewRtw4k2MkLtZFRU0NgVwAAMo4W5kyoSU6TIOKSAJyIiI8I0zZ4pUoYxwMI0TVrag2RbukkpyKemw4dpmjiiITJTMxJYrcj4ooAnIiIjIhLqIhL2DasHr7PDT8iwUFjgxGKxcKTVSzTSSekwewVFxjsFPBERGRE9AyzAlTH0HrzGup41Z0um90yHcqS1k4jZxGXFM4dfoMg4poAnIiIjwt/ViMVqJzUtf8jnqK9uwm4EmFQ5jbARpTUUxog2s7h8TgIrFRl/FPBERGRE+LsacaVPxmIZ+o+auuNNZAbdZM6cwanObsBCNNLGtNzSxBUqMg4p4ImIyIjwexuGNcACoKXFT2bUS+qkSe8PsDDIsNpwDGPaFZGJQAFPREQSzjSjBLoacQ5jMEQwEMYbtFCYl4LFYuFAkwcj4mZm3tQEVioyPingiYhIwoX87USj4WENsGiq7xlgUVSeB0C1uwvDbGSRnr8TGZACnoiIJJy/qxEY3hq09dXNWEyDKXOn4gtF8EVNIkYL84s0glZkIAp4IiKScP6uRmx2F47UrCGf4/TRetJDHWTPmsEJT3fPRsPD5IyCBFUpMn4p4ImISMKdGWBhsViGfI7mhi4yI504i4s41u4lGg0xKTVzWOcUmSgU8EREJOH8XcNbgzZqRHH7TPKzbFisVg40erT+rMggKOCJiEhCRaMRAt2twwp4bS0+DKwUTcnGNE1qu7oxos0smVqZwEpFxi8FPBERSaiArxnM6LBG0NbXNAFQOrcUdyBMGAsRo5k5hdMTVabIuKaAJyIiCXVmBO1w5sA7faiO1HAXBZUzqenwAZBihshISU9IjSLjnQKeiIgklN/bgMOZg93hGvI5Gk93kBnx4JpSwqFmD4bhozxzUgKrFBnfFPBERCShhjvAAqCt0yAvzcRis3GopRMj2syCklkJqlBk/FPAExGRhAp0NQ4r4HV1BghE7UwuziRqmjQHQhjRZi4vVcATiZcCnoiIJIwR9hMKdAxzgEULAFNmFtPQFSBqsWBE2piaU5qoMkXGPQU8ERFJGL+vZ/SrK3PoAa/2wCls0TAll82g2u3DNE2yrBYcNnuiyhQZ9xTwREQkYfzeBrBYcaYPfUBEw6k2MkJu0srKeK+hA8PwMCuvPIFViox/CngiIpIw/q4GnGkFWK1D721rbQ+R6zSw2u0cc3dimE0snjo7gVWKjH8KeCIikjD+YQ6wCIcNOsMOJhW6CBlROiNRDKOFSybPTGCVIuOfAp6IiCSEaZrvB7yhP3/XeKoNLBZKZkymtrMbLBYshodJ6fkJrFRk/FPAExGRhAgHOzHC3cMaYHFqXw2YUcrmV3C4xYtpGkxKTcdisSSwUpHxTwFPREQSIpCAJcoaqltIC3vJnjGN/Y1uDKONeZMrElWiyIShgCciIgnh72rAanWQ6sob8jmaW/3kOIJYHQ5Oebsxos0snjongVWKTAwKeCIikhD+rkacGUVYLEP70WJGTToCNgrzUvGFIgSwEIk0Myt/eoIrFRn/FPBERCQhhjuCtq3JQ8Rip3haPjUdPgBSCZGe4kpUiSIThgKeiIgMm2lGewLecAZY7K0GoHzeNN5r7CAaDVGeodGzIkOhgCciIsMW7G7DjEaG1YNXd7SBlIifwktmcKjZg2E0s7BsVgKrFJk4FPBERGTY/O+PoB1OwGtu8pFt9WNNSaExEMSINrNgigKeyFCMi4BXU1PDzTffTF5eHnl5edx55520tLQM6hx79+4lJSWFr3/96yNTpIjIOObvasDuSMeekjnkc7R3Q362jXZ/CMNiJWq0UZ49JYFVikwcQ18s8CLR1tbG1VdfTSgU4oEHHiASibBx40b27t3Ljh07SElJGfAckUiE9evXEw6HR6FiEZHx5+wI2qFNSOzz+PDjpLjUxTF3FwBZVgs2qy2RZYpMGEkf8DZt2sTp06fZt28fc+fOBWD58uWsXbuWJ554grvvvnvAc3znO99h//79I12qiMi45fc2kFUw9PnqzgywKL2knJdOuzGMLi4pUO+dyFAl/S3aLVu2sHr16li4A1izZg1z5sxhy5YtAx6/b98+Hn74YR566KGRLFNEZNyKGmGC3a3Dev7u9KE6rNEIpZfN5Ki7EyPazJJyTXAsMlRJHfDcbjfV1dUsXry4T9uiRYt4++23L3h8JBLhrrvuYs2aNaxbt26kyhQRGdcCvmbAHFbAa6r3kIkPa1oa7oiBYbRQOWlG4ooUmWCS+hZtXV0dAFOm9O3GLy4uprOzE4/HQ3Z2dr/Hf/e73+Xo0aM899xzRCKREa1VRGS88nc1AMMbQdvWGSU/w0pDVwAsVizRTgrSchNVosiEk9Q9eF6vF4C0tLQ+bS5Xz8znPp+v32P379/PN7/5Tb73ve9RWlo6ckWKiIxz/q5GUpy52OzOIR0fCYbpNJ1MLs7kULMH0zQpcjqHPGBDRJI84EWjUYAL/iNgtfb9iIZhcNddd/Fnf/ZncQ3CEBGR8/N7G4b3/N171ZgWG1Nml7C33k002sG8Iq0/KzIcSX2LNjOzZ74lv9/fp+3MtjP7nGvjxo3s2bOH119/ndbWVqDneT6A7u5uWltbyc7OxuFwXPD9d+zYQU1NTb9tZWVllJWVXfD4QCDQ609JTrqOyU/XcHi6vQ1kT76833+L41Hz/gjayZeUcWLXSSJGM5dOmjfo810s17G2tpba2tp+2wY7R6vIUCV1wCsvLwegoaGhT1t9fT05OTmkp6f3afvd735HKBRi2bJlfdo2btzIxo0befnll1m9evUF37+zsxObrf85mnw+HydOnBj4QwA7d+6Maz+5uOk6Jj9dw8GzECaPTk7UujlS+9qQzlF76DROI53t+/bQTR6G0UzjoWzaDzcN6XxjfR0DgQDBYLDfts7OzlGuRiaqpA54OTk5TJ8+nV27dvVp2717N0uWLOn3uMceeyzWY3dGU1MT69at44477uDOO+9kwYIFA75/VlYWeXl5/bbF24O3c+dOli5ditM5tGdXZOzpOiY/XcOh83lOcHLvyyxYtApn+tBu0/7H75vIc5mUz1+EZfdJUglyzaoPD/o8F8t1vFAPnmEYo1yNTFRJHfAAbrnlFjZv3syhQ4eorKwE4KWXXuLw4cPcd999/R7T37QqZ3rbKioqWLNmTVzvvWzZMioqKoZW+DmcTmdsUIgkL13H5KdrOHhdrW6wWMnOK8NqHfyPlKhh4Ik4ubTUwaG2bkwzwrTM3GFdh7G+jrNnz2b27Nn9tlVXV/Pss8+OckUyESX1IAuA+++/n7y8PK655ho2bdrEI488wq233srChQtjc9tVV1fz1FNPUV1dPcbVioiML35vA860wiGFO4CWI6cI21KZMmMyB5o6MIw2FpbNSnCVIhNP0ge8wsJCqqqqWLBgAV/72tfYvHkzn/jEJ3jhhRdITU0FoKqqijvuuIOqqqoxrlZEZHzxdzXiyiwe8vGn9vX84l1++Uwa/AEi0WbmFyvgiQxX0t+iBZgzZw5bt249b/v69etZv379Bc8xbdo0TNNMcGUiIuOXaZr4uxqHtQZtQ00rdtNOyqQcIlYb0UgbZdlDD4wi0iPpe/BERGRshIMejIgfV8bQA1lza4DclBDH27oAyLFbsFn7n51AROKngCciIkPi72oEhr5EmWmauEN2CvOd7D7dTjQaZE7+0CdMFpGzFPBERGRI/N4GrLYUUlxDWzO281Q9flsGJdMKOdLmwYg2s3jq0G/3ishZCngiIjIk/q5GXBlFWCxD+1Fyas8xsFiYMm8q7ZEIhtFMZeHwp54SEQU8EREZop6AN/Tn7+qPNWIxo6SW5mNabViiXvLThtYbKCK9KeCJiMigmVGDgK8J5xCfvwNoavKRZQ9xqNULQJEzNVHliUx4CngiIjJoQX8bZjQyrAEW7X4rBTkO9pxuxzC8XFY8NcFVikxcCngiIjJofm8DMPQRtP7mFrpsWRSV5VDT6cWINnN5af/Le4nI4CngiYjIoPm7GrGnZOBIzRzS8XXvHiVqtVNSWYYPC4bRyow89eCJJIoCnoiIDNpwB1jUHakDwFJaABYrToK4HM5ElScy4SngiYjIoPm7GoZ8exagqaETlyXEoTYvphllWlZWAqsTEQU8EREZlKgRItjdNqwBFm1ek/xMK+81ujGibhaVzUxwlSITmwKeiIgMit/XDJi4Mod2izbU7qbTmsnkkmzqu7sxjBbmFSngiSSSAp6IiAzKmRG0zvTJQzq+5cBRQvY0Js0uJmS1Y0bbKM0a+vN8ItKXfawLEBGR5BLoaiTFlY/NPvDExNurqqmcX0R2bhpGIMCbn/wMANaKTxOenIu91UtuYxY2q/obRBJJf6NERGRQ4h1gsb2qmhd/8x4/+9dteNzdvdpsRDnQ0EHhrlYyq/PYXlU9UuWKTEgKeCIiMig9U6QMHPAq5xeRm5+Gu627J+R1+GNtWS6T03+sxhEwcGXbqJw/9BG5ItKXAp6IiMQtEvIRDnbGNcAiOzeNz3x2MTl5Ltxt3Tz1450E7OkE7Ol0RlKx+g3CqRFuvXM+2blpo1C9yMShZ/BERCRu/q5GIP4lyg7c81dcYk9n15SP0OGGN6feBIBpWHCGvaw88SJ1X3ia6b/5rxGrWWQiUg+eiIjEzd/VgMViw5lWGPcxzoiPRXUvYjENohYbUYsNi2mwqO5FnBHfCFYrMnGpB09EROLm72rEmT4Ji9UW1/4rfvE0AJ4OP2899jr+gp7lyNJa/Dx761+yqqKLv1jwkRGrV2SiUg+eiIjELd4BFmfYnE66/FGe/uk7RDDpmJlFx4wsohbIf6+LmfmzsDm1Bq1IoingiYhIXEzT7Al4g1jBwuPuGUHrbusmMDUNw2nHcNnxTM/CEbCw7Rd1faZQEZHhU8ATEZG4hAMdRCMBnHH24J0b7tInpeEuy4q1dZVnEMyM0tHu73eePBEZHgU8ERGJi7+rZ4myeG/RHtrXiLutm9z8NGzz0onabaQFDJxRwGKha3FGbJ68Q/saR7BykYlHgyxERCQu/q5GrLZUUpy5A+5rmiYLVk4hHI1gL8ngJ0d7wuGp/U0AFCwuoduaS/cMg1XLprBg5RRM08RisYzoZxCZKBTwREQkLmcGWMQTwoJGiDue+QIAGZ03YLdNJhQ+gn32qwCEwleR4pjNIVcLb7f+lH95Bp689Qc441jfVkQGplu0IiISF7+3YVADLAAc9grstsmYZhh/cOfZcwV3Ypph7LYiHPaKRJcqMuEp4ImIyIDMqEHA1zyoKVLAhit1OQApJ7r4v1f/b7626ltkZ6ynMHUGH581BQBX6jLAhj8QTnzhIhOUAp6IiAwo0N2CaRqDDHhnFabaKZqUx7YTHYCFeZMmYbf2fkpo77HWBFQqIqCAJyIicTi7Bu1gbtEa+IPbAWguyaTdH2R3awehyHHmFs/kheM95/QHdwAG3m714IkkigKeiIgMyN/ViD0lE3tK+qCOC0eqiXgCRIAf76rBsFkJhQ5xuD2dkBFleo6LcKQagMw0xwhULjIxKeCJiMiAhjLA4oyOY+0AHO3wEYl4mZZdzjuNXgAucZ4dNXvZzILhFyoigAKeiIjEITDINWjPFfaGCDX7AbBYTOwpCwGYlZHGz5/bH9vP5VQPnkiiKOCJiMgFGZEgQX/7oAKeGY3Gvp9VmoP7iJuoEcVmy6KpGzBMXv/dMXwaOSsyIhTwRETkggK+JsAc1ACLzkOHY98/sH4hzkIHvlpPbJv3VAep1igfWVmayFJF5H1ayUJERC6oZwStBVfG5LiPOfTHnfB+Hvz7F74KJWBgIxq9DTAxCn4NBQZVwREpWWTCU8ATEZEL8nsbSE3Lx2pLiWv/aDjMoWNdsYB31tlpU8BIZIki8gEKeCIickH+QQ6waN21h1ZHKX9pLuHyj17G/3ntAP7gWzy06uNMyy0D6Hc929Q4A6SIDEwBT0RELsjf1Uhh6fK499/7h90Ytsks//ACtuypx4KVYleYuZNmjWCVInIuDbIQEZHzCoe6iIS8cQ+wMAIBjtaFKUiPkj8pk30dHkLGcW6cd9UIVyoi51LAExGR8wqcWaIszkmO61/fTqurmMuWT+Plw42YdjsW4wRXlC0ayTJF5AMU8ERE5Lz83gYsVjuprvy49n/31QNgsbJw1Vy2HqnDMNq5dsY8HDZNYiwymsZFwKupqeHmm28mLy+PvLw87rzzTlpaWgY87sUXX+TKK68kLS2NjIwM1qxZw1tvvTUKFYuIJAd/VyPO9ElYrLYB9w13eqlud1Cab6UzauCxQih8kD+fvWoUKhWRcyX9IIu2tjauvvpqQqEQDzzwAJFIhI0bN7J371527NhBSkr/o7JeeeUVPvrRjzJv3jy+/e1vE4lE+OEPf8hVV11FVVUVy5fH/0CxiMh41TOCNr7bs9UvvYHHOYmrVs3h52/XAAaVuankp+WObJEi0kfSB7xNmzZx+vRp9u3bx9y5cwFYvnw5a9eu5YknnuDuu+/u97gvfOELlJWVsX37dtLS0gC48847mTt3Lg8++CAvvfTSqH0GEZGLkWlG8Xc1kjPp0rj23/NWDXaKqFwyjX/53S5CZjU3zVs9skWKSL+S/hbtli1bWL16dSzcAaxZs4Y5c+awZcuWfo9xu93s27eP2267LRbuACZPnsxVV13Fm2++OeJ1i4hc7EKBDqJGMK458ALNLZz0Z1BR6uRPR5rB4SDN2sQlk2aPQqUi8kFJ3YPndruprq7m1ltv7dO2aNEinn/++X6Py8rK4vDhw6Snp/dpa21txW5P6v8sIiIJ4fc2APGNoD3wwhv4U7JZvGY+/3ysDsPm4ZbKRf1OaCwiIy+pe/Dq6uoAmDJlSp+24uJiOjs78Xg8fdpsNhuzZs2ipKSk1/a9e/fyxhtv8KEPfWhkChYRSSL+rkZsdieO1OwB933v3QZc1giOomx8DiuR8FGuqtCzzCJjJakDntfrBeh1m/UMl8sFgM/ni+tcXV1d3HnnnQB85StfSVCFIiLJ68wAi4F64bw1p6gz86mclcXPd/UMrlheUoDL4RydQkWkj6QOeNFoFOh/TcMzrNaBP2J3dzfXX389e/bs4cEHH+TKK69MWI0iIsnK39WAM47n7/a88BZhm5OFay/nuN9HKKzBFSJjLakfNsvMzATA7/f3aTuz7cw+5+N2u7nuuut48803+dznPse3vvWtuN9/x44d1NTU9NtWVlZGWVnZBY8PBAK9/pTkpOuY/HQN+zKjEQK+ZnImL+n339jYfqbJgUNustPy2dbUgcWRQiFech1ZFzxuJFws17G2tpba2tp+2+KZo1UkEZI64JWXlwPQ0NDQp62+vp6cnJx+B1Kc0dzczNq1a9m7dy/33HMP//qv/zqo9+/s7MRm63/yT5/Px4kTJ+I6z86dOwf1vnJx0nVMfrqGZxg4aCOLKEePnyRyvCPWYmLH5Oz8otG6JppthZTlBfnDiVqMtDBzLKm89tprY1E4MPbXMRAIEAwG+23r7Owc5WpkokrqgJeTk8P06dPZtWtXn7bdu3ezZMmS8x7r9Xq59tpr2bt3L/feey+bNm0a9PtnZWWRl5fXb1u8PXg7d+5k6dKlOJ16ViVZ6TomP13Ds8yoQfXuHxLsbgYgk3292i1WB9MW/BWujJ5Baq/8318RtdiY+7EP8dqJJgjv5jMf+QxWy+g/AXSxXMcL9eAZhjHK1chEldQBD+CWW25h8+bNHDp0iMrKSgBeeuklDh8+zH333Xfe4zZs2MCePXv4whe+MKRwB7Bs2TIqKiqGdOy5nE5nbFCIJC9dx+Snawje9mOxcNcfMxrGRgiXy4VpGBw/HaYoN8wLJ1sAg2tnTCU97fx3TkbDWF/H2bNnM3t2//P/VVdX8+yzz45yRTIRJX3Au//++/nZz37GNddcw5e//GUCgQCPPvooCxcuZN26dUDPX6ht27axcuVKKioqeO+993jqqafIzs7m8ssv56mnnupz3jPHiohMJC2nt8e+tznSwDQxImefpSsovYKsgp5fpmvf3E27o4APLylhezhAxDzFdXNuGPWaRaSvpA94hYWFVFVVce+99/K1r32NtLQ0PvGJT/Doo4+SmpoKQFVVFXfddRf/8R//QUVFBVVVVQB4PB7uuuuufs+rgCciE5G37Ujs+/SsMjrbDsdeZxdeQnnlTbGZC3b9aT9WsqjJzcLa2cUMJ2Smjm3vnYj0SPqABzBnzhy2bt163vb169ezfv362OsNGzawYcOGUahMRCS55BYvpLX2TUzT6BXu0rPLqbhsHRZrz8CySCDA8VYrUyebvN7UiJESZN3ClWNVtoh8QFLPgyciIolVXnkjmXmzem1zpGaTllWKp/VQbNvRP+7A58hm0uVTMZxpOGmkIm/qaJcrIuehgCciIjHupn10tp0Ncja7i+zCubTUbqN671MYkZ7pP/ZsqybFDPFyOAAY3HTJnDGqWET6o4AnIiIAhIJeavY93WvbrEV/Revpt3pemFGsthRCHi8nulxUlDhosZgYkZOsnr54DCoWkfMZF8/giYjI8BiRIEd2/gtmNBLblp5dTu3h38Ze509ZhsViYe/WbYTsLlqnF2K1p3BZTjoOm36ciFxM9DdSRERorPkjwe7WXtt8nlO9XheULAVg3+56Mixp7Ip2EzW8rFv4oVGrU0Tio1u0IiJC0N9+wXZXRjHpOVPpamylLpxFfnkauLLItXeQn5Y7SlWKSLzUgyciMsFFwt10th4md/LllMz68373SXHmYLFYeee/3yRqdbB3khMw+MyCy0e3WBGJiwKeiMgE11D9EqYZpazyBhypWRfc98ChdvJsKZxw5WI16lhYsnyUqhSRwVDAExGZwALdrbSceoPiGWsHDHctR07QYmaTOt2OzZ7GnxUXxFa1EJGLi57BExGZwOqOPI89JYPJU1cNuO/bW9/BgsmRfAeG0cZt89V7J3KxUsATEZmgvO5qOpr3MWXWx7DaUi64r2maHD7pJysjiCUtjxJXCJfDOUqVishg6RatiMgEZJpRTh/+LWlZpeQVLxxw/5NvH6TTmoV7GoDB5xZrYmORi5l68EREJqD2xnfp7jxN6ezrsVgG/lHwzkv7sEdDePJzcJjNTM8rHoUqRWSo1IMnIjLBRI0wdUe3kjPpUjLzZgy8fzjC8SaITDGx2dP5aEXmKFQpIsOhHjwRkQmm6WQV4WAnU2ZdF9f+B17eTcDmorYsg6jh5ro5l41whSIyXAp4IiITSDjopbHmT0wq+xDO9MK4jnl32zFsjiBmRgGzsq3YrLYRrlJEhksBT0RkAqk//iIWi5XiGWvj2j/YHeCUJ4XW6Q7A4K+WLhnZAkUkIRTwREQmCL+3gdbT2ymesRa7Iy2uY3Zv3U7Y6qCzKI90SwcFaReeDFlELg4aZCEiMkGcPvI/pKblU1i2csB9TdME4L136ojkO7Ha07l13pSRLlFEEkQ9eCIiE4Cn9RCdbYeZMus6rNa+v9tvr6rG4+6Ovd7Z4KbqcB0NwTRapqdh87lxnBrNikVkONSDJyIyzplRg9OH/5uMnOnkTLq0d5tp8sarR/nTfx9i+2vHuf2vl+JIMXn6tXcByHaFidrzKd/n4ffb9xOJGnzoqllag1bkIqcePBGRca61ficBXxOlc27oE8yCRogfnvwhwVQfHe1+fvD9F/jii8/SnZFNd0Y2Jxd0Urj7NFFflGCqr2dfIzRGn0RE4qWAJyIyjhmRAPXHfkde8SLSs8v63SecGqBmznaCqT5sZiYpzrPz3KU4L8NuZhJM9VEzZzvh1MBolS4iw6BbtCIi41hjzcsYkQBTZn3sgvuFUwME8zMJZmeBzUpKRxCAUE4q7TOyaDrkxVS4E0ka6sETERmnQn43TSdfZfLUq0hx5gy4//LDvyNQnA5AzlEPOUc9AASK07mt840RrVVEEksBT0RknKo79gI2u4ui6VfHtf+uK3omP06v7yLVGybVGya9oQuAd65YE9vPHwgnvlgRSSgFPBGRccjnOUV7wy5KZn4Em9054P4OewWtk0uxGFGyq71YTAN34kS9AAAgAElEQVSLaZB13IvFMGmdXIbDXgHA3mOtI12+iAyTAp6IyDhjmianD/83zowiCqYsi+MIG66UKwDIPNmFJRJgxclfs+LkrynISCXzpBcAV8pywIa3Wz14Ihc7BTwRkXGmo/k9ujpqKJ19PRbLwP/MO4JO7JEUAKJWg6ZFGTgjPpwRH+s+twSXywGAPZyKI+gkM80xovWLyPAp4ImIjCPRaIS6I/9DVv4csgvmDLj/yfdOkOUuJPdoTy+dtzwHV1bm2fM57bRP6Vm3NveYlyx3IZfNLBiZ4kUkYTRNiojIONJSu42gv50ZC+8acN8DVft45rcHaVtyArMRwp4rcWQ7KUjLZvEzT2OxWHhyby3hqInhDeJOfYf2ohO4nOrBE7nYKeCJiIwTkXA3Dcf/QEHpclwZRRfcd+dv3+J3rzRgS+mZCqW96AQ2axcObqKmO8hdv34YsJCZfiMA3datGEUaXCGSLBTwRETGiYbjf8A0o5TM+MgF93vlZ3+k6t0uzIwOji8qgcA7ABjRVkLhI6Q4ZuNyrojtHwofwYgq3IkkEwU8EZFxIOBrobn2DUpmfARHama/+5imydZ//h/eOWHSVdRB29yZpFpsfHXNtynPyQCgIxDmm68dAXp6AG0W+MaVH6Uo++bYeVJtKSP+eURkeBTwRESSUNQIEwp6Yq9PHXwWhyOdnMJLCIe6cKRk9N4/YvDMo//FoTYnrTN9dJfNJcdh8H9WLyEr9ewzdUUZqXxsZjG/OVIPwMdnlTAtf+BVMETk4qKAJyKSZMyowcG3NhPwNfVpO/DmY1isDiqX/S1pWaUAhANB/t/Dz3DCn0H9AoNo/mxmZ1n40oeWYLf2nUzh2orJvHaqBSwWrq2YPOKfR0QSTwFPRCTJdHXU9BvuzjCjYcLBnmlP/B1efvbt56i3ZFF/hRPTlcdHpmbyF5fOPu/xKTYrt8wtxfL+9yKSfBTwRESSTMvp7bHvnRlFBLoae7UXlF5BVkElHaebeHLT72nKyKFxcTZY7fzNwqksmTJpwPdYWpyb8LpFZPQo4ImIJBlv25HY97U+KDynLbvwEsorb6L5cA1P/9ubNBfl0TovH7slxNevupyizLS43sNisSS4ahEZTep7FxFJMrnFC7FYbBw2Z1Jonu29S88up+KydZzasZ//+LftnJ5VSNv8InIcITZ/ZGXc4U5Ekp968ERERpBpmsDwesRM0yRohNjx6lEmT24nEmjivchU5tmOxfaxp2ZjcRTy+/+3he37UmheWESoIIs5mRG+fOWV6pETmWAU8ERERtDOBjcWYGlJ3pCOj4R8NDW+y7eefY2S2ksIpvpwX1rDuvyzgS1gOjjs9rIg+A75hdAyJZ9A7hQ+Vp7GLfPnJuiTiEgyUcAbQ6Zp8v4v9yNybhiZ52hG6tzJWPOZcyfbdUzm/9Yjce6RuoaBUJAXDxwAy//f3r1HR1Weix//7pnJZCaZTCYJCbkYQrglxBDuSEEEVNrCYR2KUKtWKP4KrfZX9KjF2/mpaL20XFxeSteR1qJiW+qx1NaqVVBz8CjKRQwECBcDJSGEpGHI5Db39/dHzIQhCSRhhjDD81kri5m99/vMw37XzDzz7r3frZGfMJSYM65I1RtMHeaqa+N1N3G6phT7yRIcpw7j9vtxJHlJqckhwR/D9TYjsVpzYPt3fNO4IW4TADodnLKd5D9G5TBhwIDQ/6eEEBEhKgq8I0eOcO+991JcXAzA7NmzWb16NampqWFpFypf1DioVOGZEf5CRw36InYk5gyR2Y+Ruq/DFTsUfdh2GDXw3O+j5JPnmOWvA+Dg1uDtNV0MeeN/QnxiNtBa1Nlr9mA/uZuGU4dBKSxJg8jOm4M5JQ/PW/+PivzPWWBJxmpoL+5aTsEk2xeB53ua/XhinRRlyvx1QlzOIr7Aq6urY/r06bjdbu6//368Xi8rV65k9+7dbNu2DaOx8w/t3rYLFbfPz98On8Tli2O+z485xLH/vL8SNI2R/W0hnccqXLEjMee22JHWj5G8r8O1P0LRhy6fmwVv3EVK9UAcSdVkWnTcnNB1jsrvoaHhBM0Nx7FXl9Bg/wqUIiFpEAPyv4MtbUTglmNOrwuAcYl+ks2OoDjmZDBTF3he4nX28n8ghIgmEV/gPfPMM1RWVrJnzx6GD2891+Sqq65ixowZvPLKKyxZsiSk7Xrj7F/2AP/4qga7ywvo2XS0htn5mUHrY/XGbh2G6ir2KacHgHcOH+fbg4PnvOrr2JGY87liX8r9GG37Ohz7471DVfhcdgzAR4cPMv2MOzfoDSbizUndPiScUj2QzIoCUmpyuHLyEeAUAP/0JdNf14hJa3/t/XYT7n2vY0QjIXkIA/LnYksr7PI+sgANpAANXa7/l7JRQypwhBanB5Mltlt5CyGij6ZUuM4eujgGDx5Mbm4umzdvDlqen59PVlYWH3zwQUjbAZSXl/PAAw/wi1/8gkGDBp03R6fXFfTL3mvSkRQ/D4vW+mWllJfGlncwuPxY6lOp7lfB2nnPYTKc/8M5EmNHYs6RGjsSc76Y+8Nv0vHDRBvJOken23uUIm/C/yUpqXvv8//z+/vJPXAVGG3M/Mb/YtZaR95qt3tIHd9+v9cT/0rkj546fjltHv0zRgedi6eUwllby8l9R6g6VEVVxSmO+nx8PqIEa/yNJOg0hpfuoLEhHaXpAdCUD0vCSb4onIzX34yj6b/5af4ypo4aeN68o0lLSwsff/wxU6ZMwWwO5Xh66PT0+0OI3oroETy73U55eTnz58/vsG7MmDG8/fbbIW13Ic78ZX9irMb8mA9J1tpvFI5RB+ggzY7Xb6Gl4TimbnypRGrsSMw5UmNHYs4Xa38woYlkXVmX28ZoGl53Y7fyBfDEOjmS9zmJMTdy2J9Dge4wntJGUse3zz9X40nidU8t7lgniYmFnPjyCEdL/8mRylNUoaPBZMEVl4Anzog3IQPPuCtQOh80lgDQRDxlCaNJqmlAUz4AlKbn1MBs/OgDr9PQ7Ol23kKI6BPRBd7x48cByMrK6rAuIyMDh8NBfX09iYmJIWl3IRxJ1a1fKEYb2WYV/EV1FoOOHn2pRGLsSMw5UmNHYs7hjH1m3BGmfwWWN1f70PU3Bx1GLWnyU5AcfM9W5ffhaqnD2VSDs6kWZ3MtzqYaHI1f3xs2PhOvOZZPPaOxl1q4Zlz7BRCNykyNrh+5iT72Oat4cMMOsMTjsaXh75/R/iIeFzpfMzG6RtKNBrIT49jU6MPduAuTdQpNV1i4osHHyG2vtuZ51UIq00wAuBt3geYjIa59xFAIcfmJ6AKvoaH1XJS4uI6zs7cNzzc1NXUo1Hrb7kKc+ct+qm5n+/IKF/4sC7G69l/bu5yeDl8q0RY7EnOO1NiRmHM4Y58Z9wqt/S4QqqwJU3r7CNhXTj//cDXzraodKKc9UMi5Wk6B8re2wYDbG0eTM5a6liTQn8IcexUAY/d/zMiRJwPx3G4DDXY9hf0PUWDWOOTUU6/zYo1twBajyLLFU5iexqjMLJLNwdOnOL0uig/+N9kH+lNf6MKdGEv81GxMnzYBEDclG3WqEeNpF6l70zma90+KhvTr7q4WQkShiC7w/P7WD9lznQCt03W8iq237S7Y17/sz/xS2X/6Soqy22ej/8pj5P3mRua5vJh78gM8EmNHYs6RGjsSc+5h7O80NxFj9uH3e/G4nbicTpxuJ86WFjxeFy63m2ZPc1Dcw74BFGiHOVaRTu609pc96U/h724diiMc3PM3NF0s9T4Lp31W6tUV2EnEriXSZDCDpoNYUEYPNH4FgAknVw6vISbGF4i5fWcBk7+xGwCdpvAAtxQOYfakod3aFVZ7OiZXPJ6Dp3GP78/Oukb69c9AAV+cah29tBw+jckVj9WejtkkI3hCXM4iusBLSGi92qylpaXDurZlbduEot3Ztm3bxpEjRzpdl52dTXZ26/xWLq8L0Ad+2durjRjT3ByrzKBoRPsX1Ul/Ch/4J6DYyIY//xfD+3d+4veZPEpFXOxIzDlSY0dizr2N/dbf/oui/vZzxlVnxa3f4eYzNSJQeAG4XHpqDcnkma182XCMV45fiznRjM7vRfN50SsvBnzE6e2kxDhIiDPSzxZHSrKF3+324XF9xkyLH3OMNxDTftrC8IKjged73CagkViD6vRz6Gwur4u69Nb2jqRqYjxXYYwZxtuzZwKtH+Ruz0EqBn6O1Z5OXfpRnC0tKIP/vLGjidPpDPq3r1RUVFBRUdHputra2oucjbhcRXSBN+DrWdpPnDjRYV1VVRU2m434+PiQtTubw+FAr9d3uq6pqYmjR48C4FHeoHXl/0zmyNHcTr9UBuhqOAVUNVgxd2Oow6v8tE3FECmxIzHnSI0diTn3Nvbeugzq/f1QCvxKa/3zayj19R9aa9zE9nPiTLEeRhbuDTx3uw2cOm1qPYyq09gLXBnjZmRy24i+BsR8/XeG5mY8Ta2F6wTtJP3POgKQZAs+P3CvoxF00Fh7iI8/Pnre/dH2GdJW5Hld24kx5GLQpwOglIcW13ZUrDOwzSeffkqMFtEf8b22ffv2Pn19p9OJy+XqdJ3Dcf4fOEKEQkS/+202G7m5uXzxxRcd1u3atYtx48aFtN3ZrFYrycmdz6h/9gjey2//jRbX58Sbr6NidCHzdO8FtnV7DHylz6FQf4gCHezFxzUTpnH1iOzz5uDyunjv7QciKnYk5hypsSMx597G/takq7u1P5a8vZ0W1+ekmCczdKSDGF37YdTP9hRxzdjWz4XWw6g+RhXmdzvn3298H2NNLuT/s8vtTjdZMJYOIyZvG9P/bTKx3Zg2RinFZN+koGXvltfxYeVpAEbEx3PjxP/EHNv+g9PYzTkHo4nT6WT79u2MHz8ek8nUZ3mcawTP5/N1ulyIUIvoAg9g3rx5PPvss5SVlZGfnw/A5s2bOXDgAMuWLQt5uzNNmDChW/MYad6vf803VWHxOJiV/D8YtfZRvWLHZL6Z8j8A6DTwAOMKMrs1j9P5Y1/NN1OKL6nYkZhz92Jfev0Yvfv6wvaHobmKWeZiEnXtI2vekx4KRrSfcrGnufXwZk9yttrTqa7I4V27ldoRGobYAfj8rYfk9LpUvK5jWHfqiXVZWs+pM5u7NS8gQBzBF4XNK7Ty5b9KQdO445orQ3rXkEhnMpn6dB68YcOGMWxY5xf9lJeXs3HjxouckbgcRXyBd9999/Hqq69y3XXXce+99+J0OlmxYgWjR4/m1ltvBVrfUJ9++imTJk0KFGTdaRdKMS4TQw6NY8roj0nU2r9UnHV+ipJKA8+PnkghBm+PTpA+d+w9l2TsSMz5/LEvzX6Mzn19Yfvjm65s0mKCT9Ew9I+hH+3n8J06MJyY9L09yvnM8+S8Hh1W4zA0XetnjlIeHJ4vqR3mD5wndyGMeh3zhl+B9vVjIYQ4U8QXeKmpqWzZsoW7776bRx55hLi4OObMmcOKFSuIjW39ZbxlyxZuu+021q1bFyjwutMulKz2dAqyTpGcEHz+hSlFR/oZ95GsOnYF1oSeHVaJxNiRmHOkxo7EnMMZ22pPx+1LADqeg9vmdKOZxpo0rLF1XW5ztli9kfXznwta9taBE7x/tDXGKKuV7097PKhgjNVf2D2vx2ckXVB7IUT0ivgCDyAvL4933nmny/WLFi1i0aJFPW4XSnXpR6lqSedcEyLUeBT7EiqpS+/6/J1oiR2JOUdq7EjMOZyx69KPsq0aPj/pRZl0WMyz0L6+GKHtFmgtzQ3EZ+/v0SibpmkdDrfOyR/AjmoHaBo/mpwf8pG2y+0cOyFE90X8vWj7Qk/vJXjmDc49ztP4/T4+PFLD/359gvQwcwxzR1yBJbEfOl3rF01vbsreWezh8Sb+/cqMSyp2JObcndiXYj9G674Oxf5oc+YoW2GckYXjczuMsl1IIbWt6hQaMD6z8wuyROjIvWiFaBcVI3iXujN/2Zss/QH4t8J0ttbuweVycdOEK0m0nH9alp7E/uzrk68XTun9ydfhih2JOZ8r9qXcj9G2r0O5P9rMyR/A9hP1uFwuFo0f1Os+7IocRhVC9AUp8PqIUa/j34f050BZWcgP24Tz5OtwxY7EnNtiR1o/RvK+Dtf+CFcfghxGFUL0DSnw+tCYNCtNB9zn37AXwjlqEK7YkZgzRGY/Ruq+DlfscPahEEL0Bbm2vg9VVlbicjm7nBDzQmiaFraRg3DFjsScITL7MVL3dbhih7MPxcVTUVGB0yn9KARIgdenKioqcLlc8mEU4aQfI5/0YXSQfhSinRR4QgghhBBRRgo8IYQQQogoIwWeEEIIIUSUkQJPCCGEECLKSIEnhBBCCBFlZB68XnC7W+fLOn78+AXFqa2txeFw4PP5KC8vD0Vqog9IP0Y+6cPoEAn92Pa90fY9IkS4yL1oe+Hjjz/mhRde6Os0hBBCRKilS5cyZcqUvk5DRDEp8HrB4XBQUlJCWloaMTEx528ghBBCAB6Ph5qaGkaOHInVau3rdEQUkwJPCCGEECLKyEUWQgghhBBRRgo8IYQQQogoIwWeEEIIIUSUkQJPCCGEECLKSIEXJkeOHOGGG24gOTmZ5ORkFi5cSG1tbdjaifDobX+MGTMGTdM6/M2fP/8iZC3OZcmSJUybNq1b29bW1nLbbbfRv39/rFYrc+bMuWTnV7uc9KQPb7jhhk7fi+PGjQtvkkL0MbmKNgzq6uoYO3Ysbrebu+66C6/Xy8qVKxk4cCDbtm3DaDSGtJ0Ij972h9/vJz4+nlmzZjF37tygdTk5OTL3VR966aWXWLx4MVOnTqW4uPic27pcLiZPnszBgwe55557sFqtrF69Gk3TKCkpISUl5eIkLYL0pA8Bhg0bRkZGBkuWLAlanpKSwsyZM8OUpRCXACVC7qGHHlJ6vV7t27cvsGzTpk0KUGvXrg15OxEeve2PAwcOKECtX7/+YqQpusHr9arHHntMaZqmADV16tTztlm7dq0C1Pvvvx9Ytn//fmUwGNRDDz0UxmxFZ3rThy0tLUqn06mf//zn4U9QiEuMHKINgw0bNjBt2jSGDx8eWHb99deTl5fHhg0bQt5OhEdv+6O0tBQgqJ3oO06nkzFjxvDoo4+yYMECsrKyutVuw4YNDB48mBkzZgSW5efnc91118n78SLrbR/u27cPv98v70VxWZICL8Tsdjvl5eWMHTu2w7oxY8awY8eOkLYT4XEh/VFaWoqmaeTn56OUoqmpKZypivNwOp04HA7+9Kc/8corr2AwdO8W3Dt37uyy/8vLy7Hb7aFOVXSht33Y9mOroKAAgMbGxrDlKMSlRgq8EGu7kXRnvzAzMjJwOBzU19eHrJ0Ijwvpj9LSUhITE1m6dClWqxWLxcLgwYNl1KePWK1WDh06xI033tjtNo2NjdTX13fZ/wDHjh0LWY7i3HrTh9Be4P36178mOTmZhIQEMjMzef7558ORphCXFCnwQqyhoQGAuLi4DuvMZjNApyM6vW0nwuNC+qO0tJTTp0/T0tLC+vXreemll7BYLNx8882sX78+fEmLTul0um6P+LSR9+OlpTd9CO0F3sGDB3nxxRd59dVXycvL46677uKJJ54IdZpCXFJ6/o4R5+T3+wHQNK3LbXS6jnV1b9uJ8LiQ/vjJT36CwWDg9ttvDyy7+eabKSwsZNmyZdxyyy3o9frQJixCSt6P0eGWW25h6tSp3HfffYG+/P73v8+UKVN44oknuP322+nXr18fZylEeMgnVIglJCQA0NLS0mFd27K2bULRToTHhfTHT3/606DiDlpHfRYsWMDJkyfZt29fiLMVoSbvx+hw6623cv/99wcV6jqdjiVLluByudi6dWsfZidEeEmBF2IDBgwA4MSJEx3WVVVVYbPZiI+PD1k7ER7h6I+0tDRATvSOBFarFZvN1mX/A2RmZl7stESIyHtRXA6kwAsxm81Gbm4uX3zxRYd1u3bt6nL29N62E+HR2/44cuQIBQUFPPnkkx3WlZWVAZCbmxvaZEVYjB49usv+HzJkCElJSX2QleiulpYWRo4cyR133NFhnbwXxeVACrwwmDdvHps3bw58iABs3ryZAwcOcNNNN4W8nQiP3vRHTk4OdXV1/OY3vwmcqA+tV1y+/PLLTJ8+nfT09LDnLi7cvHnzKCsrY/PmzYFlZWVlfPDBB/J+jABmsxmj0cgf/vAHKisrA8vr6+t57rnnGDJkCBMmTOjDDIUIL7lVWRjU1tZSWFiIwWDg3nvvxel0smLFCgYNGsTWrVuJjY2lvLycTz/9lEmTJjFo0KButxMXT2/78Y033uC73/0uI0aMYPHixdTX17NmzRrcbjeffPKJTLraxwYOHMjAgQODbnN18uRJNm3aRFFREUVFRUDrrcpGjRrFiRMnWLZsGXFxcaxatQqDwcDOnTvl5Pw+1N0+/Oyzz5gyZQqZmZksXboUv9/P2rVrqays5L333mPq1Kl99D8Q4iLo4ztpRK2ysjI1c+ZMFR8fr1JTU9XChQtVdXV1YP26desUoNatW9ejduLi6m0/bty4UY0fP17FxsYqm82mvvOd76j9+/df5OxFZ3Jycjrc5uqjjz5SgHr00UeDlh8/flzddNNNymq1qqSkJDVnzhx1+PDhi5es6FRP+rC4uFhNmzZNxcXFKYvFoq6//nq1devWi5esEH1ERvCEEEIIIaKMnIMnhBBCCBFlpMATQgghhIgyUuAJIYQQQkQZKfCEEEIIIaKMFHhCCCGEEFFGCjwhhBBCiCgjBZ4QQgghRJSRAk8IIYQQIspIgSeEEEIIEWWkwBNCCCGEiDJS4AkhhBBCRBkp8ISIMrNmzULTNDRN4/Dhw11ud8MNN6BpGnq9ntLS0h69xt133x14jbKysg7rjx8/3uO8hRBChI4UeEJEmaKiosDjvXv3drrN1q1b+ctf/gLAokWLKCws7NFrbN++HQCr1UpeXl5gucPh4Gc/+xk/+tGPepq2EEKIEJICT4go050Cb9myZQCYzWYef/zxHsX3+Xzs2rULgLFjx6JpGgD79+9n6NChrF69mjFjxvQmdSGEECEiBZ4QUebMAm/fvn0d1r/55pt88sknANxzzz1kZWX1KP7evXtpbm4GYPz48YHl7733HjU1NQBMnDixx3kLIYQIHSnwhIgyeXl5GI1GoOMIns/n48EHHwQgNTWV+++/H4CTJ09y3333UVBQQFxcHPHx8YwbN441a9bg9/uDYrQdnoXWAs/n8xEXF8fdd98dWD579myuv/76wPO33nqLGTNmkJGRQUxMDFlZWSxevJi6uroO+f/+979nwoQJxMfHk5eXx8svvxzIV9M0Fi1a1GH76dOnk5KSQmxsLCNGjOC3v/1tD/eaEEJEGSWEiDpFRUUKUCaTSfl8vsDyF198UQEKUC+88IJSSqkdO3aotLS0wPKz/2688cag2D/+8Y8D644ePapKSko6bffAAw8opZRauXJll7GvueaaoNhLly7tdLvly5cHHq9Zs0YppZTX61Xf+973uoz9y1/+Mpy7WAghLmlS4AkRhW699dZAoXPo0CGllFKNjY0qIyNDAWro0KHK7XYrh8OhMjMzFaA0TVOPP/64qqmpUeXl5WrGjBmBGG+//XYg9ujRoxWg0tLSlFJK+f1+VV1dHVQQejwe5ff7VW1trcrIyFCapqlrr71WHTt2TNXW1gbFrqurU0op9fe//z2wbNSoUaqkpERVVlaqWbNmBRVu27dvV0qpoKJv2bJlqrq6WlVUVAS2t1gsqrm5+SLveSGEuDTIIVohotCIESMCj9sO0z7zzDOcOHECgKeffpqYmBh+97vfUVVVBcCdd97Jww8/TGpqKrm5uTz//POBGP/4xz8AcDqdgSlV2s6/0zSNHTt2BLb9xje+gcFgQNM0+vXrR1VVFR6Ph3fffZfs7GysViupqakA6HQ64uLiAvkB6PV6/vznP1NUVERWVlbQ4dbY2FiKiopoampi9erVAFx77bU89dRTpKSkkJ6eHriApLGxkd27d4dkfwohRKQx9HUCQojQO/tK2kmTJrFy5UqgtQCbN28eAJs3bw5sd+eddwbFSEhICDx2OBwAfPnll3g8HiD4AovPP/888PjMCyzcbjfr169n06ZNHD58mOrqaqqrq/H5fEDr+YImkwmn08mWLVsA+Pa3v82gQYMCMdLT0zEYDHi9XkaNGoXRaGTLli00NDQA8OGHHxITE9PpfnA6nefeUUIIEaWkwBMiCp19Je1jjz0WKIjaCj0gMHpntVqDiiogMBUKQHZ2NtDxAos2bQWe0Whk9OjRACilmD17Nps2bcJkMjF//nxuu+02rFYrCxcuBFqLzbY8vF4v0Dr1ypkOHjwYWDdhwgSg9aKQ7sjMzOzWdkIIEW2kwBMiCmVmZpKSkkJdXR0fffQRtbW1AMydO5fJkycHtrPZbEDr4UyHw4HVagVai7O2Q6DQelUsdF3gtS0fNWoUsbGxQOtkyps2bQLgtddeC4wavvjii4F2baN9er0+sOzsK2vP3L7tNdsO8QJs3LiRuXPnBp6fOnUKm82GTidnoAghLl/yCShElGo7D6/tHDiDwcDTTz8dtM3MmTMB8Pv9/PCHP6SyspKjR4/ygx/8gOLiYqC1KLzqqquA9kIuJycnUGRVVVVht9sBMJlMtLS04Ha7g0bZysrKaGxs5N133+Xhhx8OLG8b7cvOzsZsNgOwfv16iouLsdvtrFq1iueeey6wfdsI3uTJk0lKSgJg+fLl7N69G4fDwbp168jMzMRsNgcVqEIIcdnp66s8hBDhceeddwZdfXrHHXd02Ka5uVmNGzeuy6lGJk6cqOx2u1JKqfr6eqVpmgLU/PnzAzHsdrvS6XRB7d544w1VVVWlLBZLh5jx8fGBx1VVVYE4Dz30UIdtNU1Ter1eASopKUn5/f7A9n/84x87vG7b39VXX6rvP2EAAAG6SURBVK2amprCuHeFEOLSJiN4QkSpM8/Ds1gsLF++vMM2ZrOZLVu28Nhjj3HllVdiNpuxWCyMHz+eZ599luLi4sBh3J07d6KUAoIPz9psNtauXcugQYMwGo2kpaUxceJEMjIy+Otf/8ro0aMxmUwMHTqUVatW8eSTTwbaHjt2LPB4+fLlPPLII+Tk5GAymZg6dSpvvvlmYP3EiRMDt0UDuOmmmyguLuZb3/oWVquVuLg4ioqKWLVqFR9++GHg6lwhhLgcaartE1sIIfrIa6+9BsDgwYMZN25c4KrYzZs3M2PGDABWrFgRmAJFCCHEuckInhCiz73++ussWLCASZMm8atf/YqGhgb2798fuK2aTqdj/vz5fZylEEJEDhnBE0L0uQ0bNnDzzTd3uf7BBx/kqaeeuogZCSFEZJMCTwhxSXj99ddZs2YNJSUlNDY2YrPZKCgoYPHixYF584QQQnSPFHhCCCGEEFFGzsETQgghhIgyUuAJIYQQQkQZKfCEEEIIIaKMFHhCCCGEEFFGCjwhhBBCiCgjBZ4QQgghRJSRAk8IIYQQIspIgSeEEEIIEWWkwBNCCCGEiDL/H4YZSYAZXZ48AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gray default theme" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Previous theme file found! Renaming to \"defaults_old.py\" and copying new theme...done!\n" ] } ], "source": [ "fcp.set_theme('gray')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Custom theme files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Currently, fivecentplots only provides a gray (default) and a white theme. However, users can specify there own preferences for the look and feel of a plot by creating a custom theme file. This file has a ``.py`` extension and consists of four optional setions:\n", "\n", "1) Figure layout defaults: this is a Python ``dict`` called ``fcp_params`` which contains the attributes that define the layout (i.e., ``ax_edge_color`` or ``grid_major_style``)\n", "\n", "2) Color scheme: this is an optional Python ``list`` called ``colors`` containing hex color codes that defines the order of coloring for plots and markers; if blank, the default color scheme is used\n", "\n", "3) Marker scheme: this is an optional Python ``list`` called ``markers`` containing symbols to use as markers (the specific symbols should follow the format of the plotting engine being used); if blank, the default color scheme is used\n", "\n", "4) Plotting engine overrides: plotting-engine specific values; for example we might include ``rcParams`` for ``matplotlib`` fonts:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "rcParams = {'font.cursive': ['Apple Chancery',\n", " 'Textile',\n", " 'Zapf Chancery',\n", " 'Sand',\n", " 'cursive'],\n", " 'font.serif': ['Bitstream Vera Serif',\n", " 'DejaVu Serif',\n", " 'New Century Schoolbook',\n", " 'Century Schoolbook L',\n", " 'Utopia',\n", " 'ITC Bookman',\n", " 'Bookman',\n", " 'Nimbus Roman No9 L',\n", " 'Times New Roman',\n", " 'Times',\n", " 'Palatino',\n", " 'Charter',\n", " 'serif'],\n", " 'agg.path.chunksize': 1000,\n", " }\n", "mpl.rcParams.update(rcParams)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### On the fly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As of version 0.4.0, themes can also be swapped on the fly without globally settting the theme using the ``theme`` keyword. The value of the keyword is the full path to the alternate theme file or the just the name of a theme file.\n", "\n", "In the example below, the default theme is set to gray but we override at the plot call and use the built-in \"white\" theme:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Previous theme file found! Renaming to \"defaults_old.py\" and copying new theme...done!\n" ] }, { "data": { "image/png": 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\n", 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