{ "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", "st = 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
\n", "
" ], "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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'], \\\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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ocn3Lli188803XHHFFeHuphBCiLNE9bvRVO9pShyf+q1rfaoPX0UR5Y5fMEbZaJN1DOeRjTiPfBcsozNEYba2DKa3EY1j7ty53HHHHTXee+SRR+q8IfVkt9xyS7Xj+3bt2kX79u2x2+1nfD4nJ+eMy9qysrJCPiJw8eLF6HS6Ki+DwUBSUhJDhgzhm2++Cam+UET8EJler0evb3iMW1ZWxtixYwGYPHlyg+sTQgjROPxeZ/C/jaYY0LnOOPWr+r0oHjuK14biseHz2ALvPTb8vhMjjy0y9PjcgV+VeoMZAJ3OiN5gQVXKMZhiz+ZHaxLK3T5+/PkYpeU+4qwmLr04DWuUqdH7sWPHDvLy8ti6dWu1e3PnzmXevHkMGDCgzvWpqsqkSZNYsWIFd955Z5V7HTt2ZPjw4TzwwAO89dZbDe57Q3z44Yekp6cDgT4fPnyYWbNmcdVVV5Gfn0+PHqGd710XER8chkN5eTk33HADP/30E1OmTAnpD5cQQohzy3/SVK/JEg/aYSAQAGqaH7/fQ4XjVxRPZSBoR1VcwWd0ejMmSzJGSyKWmEyMlkSMliTQx7PklS30veAQbXr0rCyM3hSD3+vA73USFW9Fp4v4SbgauT0KSz7Zweeb9lHhOZGyJ9piYHDvdtx5bWeiLI0XRuTm5jJ69Ogqs3579+7lkUceYeXKlSQkJNS5ri1btvDnP/+Z/Px8oqOjaywzefJk2rRpw0MPPUTPnj0b3P/6uuyyy6otmevZsycXXnghCxYs4PXXXw97m+d9cGi32xk6dCjffPMNf/zjH3n66afr/GxSUhJJSUm13ldVFU3Tar1fOeKZnJxc9w6LJke+x8gn32FkqzB78bnt+P0V7Pu/5SgeJz5vaZUUMwZTDJboZKxxLTC36IwlOgWLNQVLdCoGk7XG6eGDBUdJSiwlpWUCsXGB3coxCVm4HAVgCbxPSEmt8oxOpzvtbFakrGl3exSeWLiBXftsAKSnxtC6RSyFR8o4VOzif7/aw8/7bTx9zxWNEiBu27aNVatWVZtKffjhh9m9ezdr165l+vTpda5v7NixxMbGsnHjRm644YYay7Rq1YqrrrqKZ555hvfff79B/T9VTk4OF110ER06dODVV1/l6NGjXH755bzwwgv07t37jM9nZWWRmprKvn37wtqvSpHxp/QsOXr0KNdccw0//vgjEyZM4PXXX5f1I0IIEWGiY1thsiSw96fFVJQdwhrfGmtCFlGxLYiOaYU1oS1GU82jQ7XRNJWju7diMKgktApsOjEYo3C7jgTLmC2JYf0cTcmST3awa5+NOKuJSbf1pFfnwPpKTdP4fscR5r33A7v22VjyyQ7uubH7We/PO++8Q3p6On379q1y/amnnqJr164h/+5eunQp3bufud8jR47k/vvvp6ysjNjY8C4h+OCDD+jcuTPz589HVVUeffRRbr75ZgoKCjAYTr+7vri4mKKiIi688MKw9qnSeRsclpaWBgPDhx9+mHnz5oW9jYqKCsrLy2u9XzlKUVJSEva2ReOR7zHyyXcY2VTVh6fsAD6vk5iEtkQlXYrBFIfidVBa6sSnc6HTVYRUp89dTNHBwxhUH8RYKCstBarugjar8VT4qv6ZsVqtNWbCiCTlbh+fbwqMSE26rSfZXVoF7+l0OrK7tOLh23oya9F3fL5pP2P+q9NZX4O4du1asrOzqwWB3bp1q1d9dQkMAbKzs/H5fHz11Vdce+219WqrNj6fj08//ZT4+HggEJfceeed/Pjjj1x++eXBcn6/H0UJbKhyu938/PPP5Obmotfrueeee8Lap0rnbXA4ceJEfvzxRx588MF6B4Y2my34hQkhhGh8murH6zqIpvrxeZzEJLTHYs3A4yqsLFGvNYE6vQlXmQeLvwKDtfqoo85gQW+Iqna9vLz8tIMCpaWnptlpen78+RgVHj/pqTH06tyyxjLZnVuSnhLDoWIXP/58jCt6ZNRYLlz27NlzTjKJVK7127t3b9jr7tq1azAwBGjdujUALperSrmLLrqoxn698847dQ5yQ3VeBId79uxhw4YNXHHFFVxwwQXs2LGDpUuXkpiYyKWXXsrbb79d7ZnatsoLIYRoGjRNxVN+CE31oapeNFXBYk3B5y4KljGY409TQ+2M5ngOHYzD6lWIimtX7b5Ob2q2y5BKy30AtG4RW+tn1Ol0tG4Ry6FiV7D82eRwOM7JiGxlmw6HI+x1n3wIB5xY+6yqapXrK1euDO5WNplMpKamkpmZGfb+nOy8CA6//PJL7rrrLt58800uuOAC1q9fDwQ2o9x11101PiPBoRBCNG2Kx4bmdwOg+soA0Bss+I5fAzCYajv27vQ0TcPpMZEWbQymsDlfxFkDU8SFR8vQNK3GAFHTNAqPllUpfzalpqbWKedguNlstmD750r37t3rdMBHODW7/fcFBQWsW7euyrVx48ahaVowAeW9996LpmmnfQkhhGjadPoTQYnfF5iKM1lOjBTWNvVbF+4KBR8mkpLq93wku/TiNKItBg4Vufh+x5Eay+TvOMKhYhfRFiOXXnz2T4lp164dBw4cOOvtnKqwsDDY/vmk2QWHQgghzg9GczyWuHZYYtui0xkxGK3Ep3bCEts28IppXe+pX9vhwDRiYnrdc+c1F9YoE4N7B4Khee/9wKbth4ODJpqmsWn7Yea9+wMAg3u3bZSE2EOGDGHDhg31GrzZvn07mzdvrle7X3/9NVarlf79+9fr+Uh1XkwrCyGEaJ70x0cP/UopFmsqBoM5LNPAxfuOAZDStkWD64pEd17bmZ/329i1z8asRd+RnnI8z+HRQJ5DgI7tkrjz2s6N0p+bb76ZWbNmsWnTJvr06RPSs/fffz8FBQUUFBSE3O4nn3zC0KFDa02U3VxJcCiEECLi+Tw2YuLCF8iVHHZi8ZVhzQz/0WSRIMpi5Ol7rjh+Qsp+DhW7gkFhtMXI4N5tG/WElB49ejB06FAWLlxYa3B46pKySqtXrz7tCSe1BY379u1j9erV5Ofnh9rdM7ZRU19zcnKqjIyOGzcu5POYw0WCQyGEEBFP8dgxtwjfKJbD5iZGdWGIjeychQ0RZTFyz43dGfNfnZrE2cp5eXlceeWVzJw5k7Zt29b5uTlz5jBw4MCQ23v++ecZOXIkl112WcjPRjoJDoUQQkQ01e9FVVxYolPCVqfTpZFk9p+54HnAGmU663kM66J79+5MnTqV3Nxc3nvvvTo/N3z4cDp3Du0fDjt37mTlypX1XqsY6SQ4FEIIEdEUbyDFiSU6PGdjq6qGSzGRFXviCDOnN3DgQbxZfm2eS7m5uSE/U59E0Z06darzucW1TWdHMvlTLoQQIqIpnkBwaLaGJxddmdODqtOTmBJIUqxqGkcrAsFhrMmAvpkmvxaikqSyEUIIEdEUjw2d3ozRFJ71gbZDgTQ2SRmJAJR4FBRVQ1E1SjxyZKpo/iQ4FEIIEdEUjx2jJTFsx9kV7y9Cp/lJatsCn6pR7D4REBa7FXyqHJQgmjcJDoUQQkQ0xWvDaE4MW322o6VYvaVY0ltyrMKHpkG0UU+0UY+mwbGKs3+WsBDnkgSHQgghIprv+MhhuDjsHqxaOV6TBac3sGO5RbSJFtGB9C1Or58KRQ1be0I0NRIcCiGEiFia6sfvdWKyJIWtTmcFxEf5OXp8hDDebAiOHMabAzuYj8rooWjGZLeyEEKIiKV4HYAWtpFDxeenwm/CnGKlQlHR6SDZYsRR5kXxa1h0oKFRoag4vYqkthHNkvypFkIIEbEqcxwazeEZOXTY3Gg6HVp6EqqmoVX4+aXEzYFSD3EmA3FmA+WahmY2YNBJahvRPMm0shBCiIileOyg02Mwx4WlvpKDgWAzNiWWwyUVlJR68Ksa3x4r46BXwWw04Fc1HC4vB4vLUWXncqOaO3cud9xxR433HnnkEXJyckKu85Zbbql2hvGuXbto3749drv9jM/n5OQwc+bMM5ZbvHgxV1xxBfHx8VitVrp27cr06dMpLS0NlikoKECn07F48eIQP0V4SXAohBAiYimewE5lnS48v85KCksw+T1YYuJwe/2UaxppKdH44810ahNPh7bxxCZY0Ot1mP0aR0rcYWm3KfO73Xw9/Ga+Hn4zfve5+7w7duwgLy+POXPmVLs3d+5c5s2bF1J9qqry0EMPsWLFimr3OnbsyPDhw3nggQfq3d+TPfnkk0yYMIGcnByWL1/OypUrGTNmDK+88gqDBg3C5wusYU1PT+fbb7/l+uuvD0u79SXTykIIISKWEuadyvZjZUT5nGhRsZhVHcmJFg4rgR3LKWYDxyp8RFuMtEmJxufwUlLqoVVKNAa9TC2fbbm5uYwePZqMjBPnPO/du5dHHnmElStXkpCQUOe6tmzZwp///Gfy8/OJjo6usczkyZNp06YNDz30ED179qx3v71eL88++yyPPfYYTz/9dPD64MGD6dy5MzfeeCP/+Mc/GDlyJBaLhb59+9a7rXCRkUMhhBARK9w5Du0OHya8aAYjaVEmrBYTv7m8aJrG+u8PB1PbXJBkDU4xl5XLzuWzbdu2baxatYrRo0dXuf7www/zyy+/sHbtWi699NI61zd27Fj8fj8bN26kRYsWNZZp1aoVV111Fc8880yD+u5wOKioqEBVq6c/uu6663j66ae54IILgKYzrSwjh0IIISKSpmkoHgcxKeELDss8OtKiAv8dF2UgymygxO3D7/ETlxQ4a7kytU2UWY9X8aP4m9+6w5Onj/1uT43/DWCIimqU/rzzzjukp6dXG1V76qmn6Nq1a8in4yxdupTu3bufsdzIkSO5//77KSsrIzY2NqQ2KqWlpdGnTx+ee+45Dh48yE033cSVV15JamoqJpOJqVOn1qves0mCQyGEEBHJ7ytD05Sw5Th0V/jwakYSEgLJrj1elTbRJoorFFSPn/g4EzodpB1Phu32BkaCjIbmN6X87a2313h9051/rPL+yn9WX693Nqxdu5bs7OxqQWC3bt3qVV9dAkOA7OxsfD4fX331Fddee2292gL44IMPGDt2LG+99RZvvfUWOp2Orl27MmLECB566CGSksKXpzMcZFpZCCFERFI8NoCwrTm0FVcAkNEiBoNeh8fnp6LCR6nPj9/tJyneQkqUEZNeh8Plxav4Meh1xFpNYWlf1G7Pnj20b9++0dvNysoCAmsbG6J169asXbuW//u//+P555/nuuuuY9++fcyaNYsuXbrwyy+/hKG34SMjh0IIISLSiRyHYQoOfwsEm8ltkimPNXHM4ebng07KPT6MfhWrWU+iWY+tzM3+Iy5UTSMlNqpZbkbpt/yd4H/73Z7giGHvJX/HEGVp9P44HA5iYmIavd3KNh0OR1jq69KlC126dOGRRx7B5/Px5ptvMnHiRKZMmcIHH3wQljbCQYJDIYQQEUnx2DGY4tDpw/OrrOSgDbOvjH0JGgYKOeav4GiZB4/LRbQKuw56+VlVUfyB6eQoswED0WRqF6MPUyqdpqK2tYSGKEujrTM8WWpqap1yDoabzWYLtl9fL730Ek899RT79u3DarUGr5tMJiZMmMDHH3/M9u3bG9zXcGpef5qFEEKcNxSPLbxpbIrKsfqcGBIS0Ot1tEqORjPpAR2xBg2/T0Hxq+j1OhJiTLRKjkbfDEcNm6J27dpx4MCBRm+3sLAw2H59denShaKiIubPn1/tnt/vZ/fu3XVeA9lYZORQCCFERFI8dkzWmtOQ1IezVCFW70FvDPxq7JJ6EQdcdkwlNnomRZHdNhWj4fgaQ53GzpLdYWtbnN6QIUNYsGABmqaFvDN5+/bteDweLrvsspDb/frrr7FarfTv3z/kZytdffXV3HbbbUyZMoUtW7Zw8803k5aWRmFhIa+//jqFhYW8//779a7/bJCRQyGEEBHJF8Ych5qmUeo1EGc9EXgYdHp+K/OhVqh0yEwgLTGapLgoTAYDhmY2jXw6hqgorvznCq7854pzMqUMcPPNN1NUVMSmTZtCfvb+++/npptuqle7n3zyCUOHDq2PuDo/AAAgAElEQVQ1UXZdvf3227z++uscOHCAu+++m0GDBvHYY49xwQUX8MMPP9CpU6cG1R9uMnIohBAi4viVCjS/J2zTymVOLyp6EpOqbrY45lZQXArpKQ0LDkTD9OjRg6FDh7Jw4UL69OlTY5l169bVeH316tWnPeGkoKCgxuv79u1j9erV5Ofnh9rdavR6PRMmTGDChAmnLZeVlYWmnfu8mefPP32EEEI0G4onsDkhXDkObcXlACS1ig9e8/pVylUNk19l5b5PyD+8JSxtifrJy8tjxYoV7N+/P6Tn5syZw8CBA0Nu7/nnn2fkyJH1mo6OdDJyKIQQIuIo3uM5DsOWxqYEneYnMTOV0uPXitwK6CDZbOC7Q5tpZa3/jlXRcN27d2fq1Knk5uby3nvv1fm54cOH07lz55Da2rlzJytXrmTz5s2hdrNZkOBQCCFExFE8dvSGaPTG8KyBKznoINpXSlT6BXA8PDxaETgzOTXWy2+qQkZsy7C0JeovNzc35GfqsxO4U6dO7Nu3r05la5vOjmQyrSyEECLihD2NTUkFVl8pppPy2R0p9+L3+ImOdwGQKcGhOE9IcCiEECLiKB57WINDp0sl1uhFZzwxoXbA6cbn8uA32YkxWokxWVE1FVVT8Wtq2NoWoqmRaWUhhBARR/HascS2CUtdfkWlXDEQH2Oocv1A2V58nnKOKIUkWuL4v+Kmdf6tEGeLjBwKIYSIKKrqw+8rwximncoOmxvQkZh8Il2NX9Vwqxp6RcPhdZAcHZ62hIgEMnIohBAiolSmsQlXcGg/nsYmOSMBvU5P15QOHC73YjRGEYuTI96v6Zbaka4pHWp8vrmdqyyEBIdCCCEiyokch+FZc1hcWILB7yUuMw0IBHtFbj86nZ7kWDdHgDaxrSQIFOcNCQ6FEEJEFMVrQ6c3oTfGhKU+2xEnVp8Tc6suwWtHyn2oXj/RcS6ogPTY8J3h3JRpmobH7w3pGYvBHPJ5x6Jpk+BQCCFERFE8dozmxLAFJA6bB6tSiik5OXitsNSDz+XDn+IglSQsBnNY2mrqPH4vYz54MKRnlt7yElFGy5kLhsHcuXPZvHkzb7/9NgC//vorU6dO5euvv8blctG9e3eefPJJBg0a1KB2Nm/eTO/evfnll1/IysoKXh87dizdunXj8ccfP+3z69atY+DAgac9Cm/x4sXcdddd7N27t0obZ5KVlVUtB6PFYqF169aMHDmSGTNmENXAM7AlOBRCCBFRwp3jsLRco41JQWc4sVv5SLkPxaXgSi4hI0byGzYFO3bsIC8vj61btwJQXFzMgAEDSElJ4cUXXyQ+Pp6//e1vDBkyhLVr1zJgwIB6tbNt2zauv/56FEWpdm/27Nl069aNYcOGhXzqSjhdd911TJs2Lfje7XbzxRdf8Ne//pWCgoKQTpCpiQSHQgghIorisROdWPPmkFB53Aoe1UB83Ilfh35No9SvovP4Oeo+xu+SLw9LW5HmjRvnYKllRNCjeLj7H6cfPQu33NxcRo8eTUZGBgBLlizh2LFjbNq0iczMTACuvvpqLrnkEp577rmQg0Ov18v8+fOZPn16rSNvGRkZjB49mtzcXFauXNmwD9QAaWlp9O3bt8q1nJwcCgsLefPNN5k3bx7p6en1rl9W1wohhIgYmqaieJ0YzWHaqVxSAUBS6on1iyVuBU0HCWY/Tm/ZeXtsnsVoIaqWV21B49mybds2Vq1axejRo4PXWrduzaRJk4KBIYDBYKBDhw7s3r075DY+/vhjnnzySaZOncqzzz5ba7nbb7+dVatWsW3btpDbOJ1169ah0+lYs2YNQ4YMwWq10qpVK3Jzc/H7/XWqo1evXmiaxv79+xvUFwkOhRBCRAy/1wmoYZtWth8LpLFJyjwRbFaeqRwfE7h3vgaHTck777xDenp6ldGyUaNGMXv27CrlbDYb69evp2vXriG3kZ2dTUFBAU888QRGY+0Tq/369SMzM5N333035Dbq4vbbb6d///7BYHjOnDm88cYbdXp2165dAFx44YUN6oNMKwshhIgYPo8NAFOYchwW/1aCWSnHmnFi9OlIhQ/VpxIV48ToM9AiOiUsbYn6W7t2LdnZ2afdhKSqKuPHj8fpdJ5xw0hNTh6BPJNevXqxZs2akNuoi/HjxwfXE1511VX84x//YNWqVdxzzz3BMpqmVVkTefToUT7++GNef/11br31VlJPOiO8PprdyOGECRPIycmpU9m9e/cyYsQIkpOTSU5OZuzYsRw7duzsdlAIIUS9BXIc6jGY48NSn/1oGVavA3OLE6lqCp1uFJcPv9lJq5g0DHrDaWoQjWHPnj20b9++1vs+n48xY8awYsUKXnrpJXr37l1rWUVRqrxOt6O4NllZWezduzfk5+qiX79+Vd63bt0al8tV5dpbb72FyWQKvjIzM7nvvvsYPnw4CxYsaHAfmtXI4aJFi/jb3/5Wp0WoxcXFDBw4EK/XS25uLoqi8Nxzz7FlyxY2bdqE2Xx+pC0QQohIonhtGM3x6MKUkNrh8BLjL8OYdGKaOrBT2UdZfAkZcTKl3BQ4HA5iYmrOa2m32xkxYgTr169n/vz5TJw4sdZ6CgoKqgWZb775JuPGjQupPzExMTgcjpCeqSur1VrlvV6vR1XVKteGDh3KjBkzANDpdFitVrKysoiOjiYcmkVw6Pf7efrpp5k5c2adn5k3bx6FhYVs3bo1uB29T58+XH311SxZsoTx48efpd4KIYSoL8VjD9t6Q03TKHVDS4uKTh8INlVNw6GoaG6FY+5j9EoPfe2aCL/U1FTsdnu164WFhVx99dXs3buXZcuWMXLkyNPWk5GRQX5+fpVrpxuRrI3NZmvw1G1DpKSk0KtXr7NWf8QHh263mz59+rBlyxbGjh1b5zUAy5YtIycnp0qeosGDB9OxY0eWLVsmwaEQQjRBiseGJbZNWOpylXrxa3oSE0zBa3aPH1UHcWYfJX4vmedxjkOP4qnXvbOhXbt2HDhwoMo1p9PJoEGDOHz4MJ999hn9+/c/Yz1mszksQVVhYSHt2rVrcD1NVbMIDp1OJ8uXL2fUqFF1yjJus9nYs2cPt9xyS7V7PXv25OOPPz4LPRVCCNEQmqaheB3EWLqHpT57iRuAxLTY4LXKncpxMS5KOL93Kjd2HsPTGTJkCAsWLEDTtOCmlBkzZvDzzz8zc+ZMTCYTGzduDJa3WCxcdtllAGzfvh2PxxN831CaprFhwwb+/Oc/h6W+pijig8P4+Hh++eWX0247P9Vvv/0G1LwzKT09HYfDgcPhICEhIWz9FEII0TCq4kJTfWHLcWg7VoZOU0nMOLEb+UiFF82vYrHaidaiSLSEZ+OLaJibb76ZWbNmsWnTJvr06QPAihUrAJg5c2a1ZWXt2rWjoKAAgPvvv5+CgoLg+4bKz8+nqKioxgGm5iLig0O9Xo9eH9rC5NLSUqD6ok8guJjT5XJJcCiEEE2IzxNYcxauNYclB21E+0qJSr8geK2w1IOvTEGJdZJhahm285sjhcVgZuktL4X8zNnWo0cPhg4dysKFC4PBYV0TPa9evZqePXuG1N64ceNq3aSycOFChg8fTpcuXUKq80xt5OTk1Lhzet26dVXehyvIPZ2IDw7ro/KHf7q/9Ofb/yEIIURTpxzPcRi+BNgurD4n5pYn0tgcdnlRyn2UWovpFHvBaZ5unnQ6HVGNfPpJXeXl5XHllVcyc+ZM2rZtW+fn5syZw8CBA8PShwMHDrBixQq++uqrsNTXVJ2XwWFsbGB9SUVFRbV7ldfi4888lZCUlERSUu3TG6qqnjZ/UuWIZ3Jy8hnbEk2XfI+RT77DyOCxuTFZ4klNrXkdYKjfY2mpnyTVRVr79uh0OjRNw67sR3P7KPGU0KHloJD/TOh0utPOZoWyBEpU1b17d6ZOnUpubi7vvfdenZ8bPnx4lc2nDTFlyhRyc3Pp3j08616bqvPyT2nlvzgOHTpU7d7BgwdJTEysNZ+SEEKIc8NTUYI5TKeVKIqfMg9kxeiCM0U2tw8/EGvxYtNU2iZkhKUtET65ubkhPxPOQO7tt9+uU7napogjxXkZHCYmJtK+fXt++OGHavc2b94cttxBFRUVlJeX13q/8l+kJSUlYWlPnBvyPUY++Q4jQ3npEUxRKbV+T6F8j7aicjR0xMebguV/tgdmjqwWJzYg1h8d8p8Jq9Uqgwsi4p2XwSEEdj69+OKL7Ny5k06dOgHw+eefs2vXLh577LE61WGz2aqcbSiEEOLsUTx2ohMuCktdwTQ2LeKC1466fWh+DVO0jURjPFZT6KdNlJeXn3ZQoHJDpBBNWbM7W7kme/bs4e2332bPnj3Ba48//jjJyckMGjSIefPmkZeXxy233MLll1/OHXfccQ57K4QQ4lSq4kb1V4RtM4rtaBkG1Ut8xolTLn4r9aCU+1CMdjLP4/yGQpwXweGXX37JmDFj+PLLL4PX0tLS+PLLL7nkkkuYPn06L774IjfeeCOffPIJFkvT3KklhBDnK8V7PI1NmHIclhyyY/VW3al8sMyL4vJRqtrO6+TXQjS7aeWa8v/Ulq+oY8eOchqKEEJEAF+Y09g4issDaWxaBYJATdOw+fz4K7w4YhxknMfH5glxXowcCiGEiGyKx47OYMFgDH0dYE0cZX5itHIMx1OblflUFCDaFNiUItPK4nwmwaEQQogmT/HYMFnCM6XscSt4FD3xMfpgGpuj7sCZytZoJ3qdnpYxaWFpS4hIJMGhEEKIJk/x2jGawzSlbAvsVE5IigpeO1rhQ1M1TFHFtIhOwaRvdquumoW5c+dW2TT666+/MmrUKDIyMkhISODKK69kzZo1DW5n8+bNmEymakvVxo4dy5w5c874/Lp16+p00tq+ffu4++67adOmDWazmbS0NIYNG8b69eurlBs3bhxZWVmhfIQGkeBQCCFEk6d47BjDNHJoLw5MHSe1Sghe+63Mg1Ku4DM6ZDMK8N2Xe3DYak/J47CV892Xe2q9fzbs2LGDvLy8YHBWXFzMgAED2LlzJy+++CLLly+nZcuWDBkypFpwFYpt27Zx/fXX15iqbvbs2cyePZsdO3bUu/5Khw8fpm/fvvz0008888wzfPbZZ7z22mv4fD6uuuoqPvzww2DZadOm8dFHHzW4zbqSfxoJIYRo0lTVh99XGsY0NqWYlXJiMk5MHR8sDexUdsQV0zu2U1jaiVTffbmHT/+5jU1f72HsfVeQkGStct9hK+et1zZgKw4Ej31+3zhnUOfm5jJ69GgyMgIn1yxZsoRjx46xadMmMjMzAbj66qu55JJLeO655xgwYEBI9Xu9XubPn8/06dOJioqqsUxGRgajR48mNzeXlStXNujz/O1vf8Nut7Nr164qR/bedNNN9OnTh2nTpjFixAgALrzwwga1FSoZORRCCNGk+T0OgLBNK9sOO7H6nJhanEhjU+JVUNwVuP3u837ksFP3ViSlWLEVB4LAk0cQTw4Mk1KsdOreqlH6tG3bNlatWsXo0aOD11q3bs2kSZOCgSGAwWCgQ4cO7N69O+Q2Pv74Y5588kmmTp3Ks88+W2u522+/nVWrVrFt27aQ2zjZ4cOH0el0+P3+KtcNBgPPPPMM99xzT/CaTCsLIYQQJ/FV5jgM17RySQVWryOY49Dl8+MFokyBIOh8T2OTkGRl7H1XVAsQTw0MaxpVPFveeecd0tPT6du3b/DaqFGjmD17dpVyNpuN9evX07Vr15DbyM7OpqCggCeeeAKjsfaJ1X79+pGZmcm7774bchsnGzp0KBUVFfTp04fnn3+ezZs3BwPFq6++mgceeKBB9TeEBIdCCCGaNMVjQ6czYjDFNrguTdNwujRidG4Mx89ArtypHG12YDGYSYkOzwhlJDs1QJz/zBrmP7PmnASGAGvXriU7O/u0mzxUVWX8+PE4nU4ef/zxkNvIzMwMns99Jr169Wrwxpdrr72WV199lSNHjvDYY4/Rs2dPkpOTGTFiBJ999lmD6m4oCQ6FEEI0aYHNKAl12v15Jq4yL35NR3ysIXjtaIUPTdMwRBWTHtMCvU5+NcKJAFFv0KH6NVS/ht6ga/TAEALH4LZv377W+z6fjzFjxrBixQpeeuklevfuXWtZRVGqvDRNC7k/WVlZ7N27N+TnTnX//fdz6NAhPvzwQyZOnEibNm346KOPGDJkCI888kiD668v+RsghBCiSQuksQnXTuVAGpvElBPBzaEyL/5yBZ9Bjs1rqhwOBzHHR3pPZbfbueaaa1i2bBnz589n4sSJtdZTUFCAyWSq8lqyZEnI/YmJicHhcIT8XE2sVis33XQTr7zyCtu2beOXX36hf//+zJs3r8HrGutLgkMhhBBNmuKxhe/YPFsFOk0lKeNEsPlbqQfF5cPpt5336w1PVrnGsHLEsHIE8dRNKo0hNTUVu91e7XphYSH9+vVjw4YNLFu2jD/96U+nrScjI4P8/Pwqr2HDhoXcH5vNRmpqasjPVfL7/WRlZTFjxoxq9y666CJefvllALZv317vNhpCUtkIIYRosjRNRfE6wrYZxXaklChfKZaWJ3YqF3sUFE85SrQix+YdV9PmEyB47a3XNjTq9HK7du04cOBAlWtOp5NBgwZx+PBhPvvsM/r373/GesxmM7169WpwfwoLC2nXrl29nzcYDGRmZvL3v/+dBx54gJSUlCr3d+3aBUC3bt0a1M/6kpFDIYQQTZbfWwqaGr4ch0dKsfqcwZ3KbkXFDZgMLgAyYluc5unzQ227kmvbxdwYhgwZwoYNG6qsD5wxYwY///wzkyZNwmQysXHjxuBr8+bNwXLbt2+v8r6hNE1jw4YN/Nd//VeD6nn55Zex2+307NmTefPm8cUXX/D5558zffp07r77bu699166dOkSpl6HRoJDIYQQTZbitQHhy3Fot3uwek8Eh5U7lS0WO3GmGOLMDd8RHel2bj1c667kUwPEnVsPN0qfbr75ZoqKiti0aVPw2ooVKwCYOXMm/fr1q/K66aabguXuv//+Ku8bKj8/n6KiIm655ZYG1XP55ZezefNmBg8ezCuvvMJ1113HjTfeyKeffsoLL7zAggULwtTj0Mm0shBCiCbL57EDOozmhDOWPRO/X8VVodHG4EV//ASM4E5l8zFaypQycOLEk07dW9U4bVwZIO7cerjRTkfp0aMHQ4cOZeHChfTp0weA/fv31+nZ1atX07Nnz5DaGzduHOPGjavx3sKFCxk+fHhYRvUuuugiFi1adMZyixcvbnBboZCRQyGEEE2W4rFhMMej0xvOXPgMnHYPGjri403Ba4dcXvxuPz59iaw3PEmf319w2vWECUnWRgsMK+Xl5bFixYo6B4WV5syZw8CBA8PShwMHDrBixQr++te/hqW+pkqCQyGEEE2W4rFjCtN6Q3tJBQBJaSeCnkKnB8XlpVR1SBqbJq579+5MnTqV3NzckJ4bPnw4L7zwQlj6MGXKFHJzc+nevXtY6muqZFpZCCFEk6V47VisGWGpy15cgUH1EdfqxM7QIo+C4i0HixybFwlCDQyBsAZyb7/9dp3K5eTk1Cu5dlMhI4dCCCGaJE3Twprj0HbESbTXiaVVYDOK169SoWkYdU506EiXncpCABIcCiGEaKJUpRxN9YUtx6H9mAurz4mpRSAIPOZWADCbHaRGJ2ExmMPSjhCRToJDIYQQTZLiOZ7GJlynozi8WH0OzMeDw6MVgTQ2etMRWW8oxEkkOBRCCNEkKd7AcWnhyHHo9Si4fTriTH70lsAI4eFyL363gltfLOsNhTiJBIdCCCGaJJ/Hjt4Ygz4M0732EjcACYkn6jrg9OAr9+LWyiWNzRlomhbRGyxEaCQ4FEII0SQpHlvY09gkpp04AeWY24ffGzg2TzajnF7+IRvfH7Kd626IRiKpbIQQQjRJiseOKSo5LHXZSyow+yuISU8FwKdquPwaep0Do95Ii+iUM9Rw/vL6VVbsKASdjktaJmI2yLhScyffsBBCiCZJ8drDd6bykVKsXkdwp3KR2wc6MJnstLKmYgjDCSzN1eo9Ryhx+yip8LJ6z5Fz3R3RCCQ4FEII0eSofg+qUh6+HIdFLqK9TswtA2sLK3cqY5Sdyqdjc3v5ZPfh4PtPdh/G7vaes/7MnTuXO+64o87lCwsLSUxMZN26dWcs6/F4yMvLo1OnTsTExNCxY0dmzZqF13vi844dO5Y5c+acsa5169ah0+lOW2bx4sXodDoKCgrOWN/JsrKy0Ol0VV5RUVFcdNFFTJkyBbfbHVJ9NZFpZSGEEE2O4jm+UzkMwaGmaTidCu2UUkxpgWnlI+U+/B4/bt0xMmOb91FoDfHRzt/w+lUuTIoBYLfNxYe7DvLHS7IavS87duwgLy+PrVu31qn8gQMHuOaaa3A4HHUq/+CDD7J06VKmTZtGdnY233//PU8++ST79u1j0aJFAMyePZtu3boxbNgwOnfuXO/P0lDXXXcd06ZNC753u9188cUX/PWvf6WgoID33nuvQfVLcCiEEKLJOZHjsOEJsMvLfCiqjniLit5kAuCA041S4UEx+MiIkc0oNdlrd/HtbyUA3NqlDQB53+zk28JiBrZLo31iTKP2Jzc3l9GjR5ORcfrjFFVV5a233uLRRx+t8w7r4uJi/ud//odnn32Wxx57DIBBgwYBMHnyZGbPnk1aWhoZGRmMHj2a3NxcVq5c2bAP1ABpaWn07du3yrWcnBwKCwt58803mTdvHunp6fWuX6aVhRBCNDmK145Ob0ZviG5wXZU7lROSLMFrxyp8+L1lADKtXANN01j+fwcA6Nc6hfaJMbRPjKFfZmCD0PLtBxo1tc22bdtYtWoVo0ePPmPZLVu2cO+99zJ27FiWLl1ap/qdTif33nsvN9xwQ5XrnTp1AmDPnj3Ba7fffjurVq1i27ZtIXyCM6ucil6zZg1DhgzBarXSqlUrcnNz8fv9daqjV69eaJrG/v37G9QXCQ6FEEI0OT6PHaMl6YzrturCYXOj01QSW8YD4Fc1Sv0a4CDaGEWiJb7BbTQ3+Yds7La7MBv0jOh4YqTupk6ZmA16dttcjZra5p133iE9Pb3aaFlN2rZty6+//sq8efOwWq11qr99+/YsWLCAjh07Vrn+j3/8A5PJxMUXXxy81q9fPzIzM3n33XdD+xB1dPvtt9O/f/9gMDxnzhzeeOONOj27a9cuAC688MIG9UGCQyGEEE2O4rGFcTNKOVGKC0vLwPRxsUdB04HRaCMztmVYAtDmJJi6Brj2wlYkRp1IHJ4UZebaC1sB8MHx9YiNYe3atWRnZ9fpu0pOTqZ169YNbvOjjz5iyZIl3HvvvSQlVV3e0KtXL9asWdPgNmoyfvx4pk2bxlVXXcW8efNo3749q1atqlJG0zQURQm+Dh48yBtvvMHrr7/OrbfeSmpqaoP6IMGhEEKIJkfx2DGFYb0hgO1oII2NuWXVM5U142E5Ni9C7Nmzh/bt21e5dnJwpCgKqhq+QPXDDz/ktttu48orr6xxd3JWVhZ79+4NW3sn69evX5X3rVu3xuVyVbn21ltvYTKZgq/MzEzuu+8+hg8fzoIFCxrcBwkOhRBCNCmaquD3OcOW49BRXIHV5wwGh0cqvKi+wE5lWW9Yndmg5+bOgZG3U1PXnJza5pbjU8yNweFwEBNTdQPMycGRyWRi1qxZYWnrhRdeYOTIkfzud7/jX//6F1FRUdXKxMTE1HkXdKhOnQrX6/XVAt+hQ4eSn59Pfn4+33//Pdu3b8fpdLJ8+XKSkxueOF52KwshhGhSFG/gl244ppX9fpXScj/pPiemlMBUW6HTg1LhRtOpEhzWIjs9ibV7j7LbXjV1zcmpbXqlh2dkty5SU1Ox2+1VruXn51d5f6ZdzGeiaRoPPvgg8+fP57bbbmPx4sWYzTWf622z2Ro8ddsQKSkp9OrV66zVL8GhEEKIJuVEjsOGBx+lDg+apiPOqkNnDJyCcqT8+E5lC5LGphY6nY5bu7apkroGqJLapjHXarZr144DBw5UuRbu4Gjq1KnMnz+fSZMm8fzzz5/28xUWFtKuXbuwtt+USHAohBCiSVE8NtAZMJjiGlyXvSRwWkRicmBqUNU0HIqKhoMkSwJWU8NT5TRXlalrvv2thOXbTwRmlaltGtOQIUNYsGABmqaFJSh1Op1s376dCy+8kLS0NH788UeeffZZsrOzGTlyJN99912V8l26dCE+PrCrXdM0NmzYwJ///OcG96OpkjWHQgghmhSf147RnBCWIMBeXIFBU4hvFViHZTu+U9lgKJEp5To4OXXNblv11DaN5eabb6aoqIhNmzaFpb4ffviBfv368a9//QsIbEDRNI38/Hz69etX7fXDDz8En83Pz6eoqIhbbrklLH1pimTkUAghRJOiHM9xGA724vLjZypX3amsGg6RGXvujj+LFJWpa/7580GgemqbxtKjRw+GDh3KwoUL6dOnT52fy8nJqTFZd05ODtOmTQtuNpk1a1adN7QsXLiQ4cOH06VLlzr3oybjxo1j3LhxZ+zrqedCh3oWc33IyKEQQogmJZw5Du3HyqqksTlS4UNTVDy6ItJlvWGdDLmgJclRJpKjzQy54NyNtubl5bFixYoGn/4BcPDgQT744AOuuOKKkJ47cOAAK1as4K9//WuD+9CUSXAohBCiydA0FcXrwBSmNDb2EjdWnxNTi0AgWOj04HMH1iFmyrRynVSmtmnM1DU16d69O1OnTiU3N7fBdSUnJ7NixQratm0b0nNTpkwhNzeX7t27N7gPTZlMKwshhGgy/L4y0PxhmVb2evxUeDSs/jJMKYE1h4fLvfi9pehMOlrGpDW4jfNFdiOmrTmdcASGAFFRUXTuHPqygrfffrtO5WqbIo4UEhwKIYRoMhRP4LzecEwrO2wVAMTHGNDp9aiahl1R0TQ7La2pmPTyK7Cu5IjB80uzmBFaZ8MAACAASURBVFbeu3cvI0aMIDk5meTkZMaOHcuxY8fO+Nx//vMfrr76amJiYoiPj2fYsGHBQ6uFEEI0vmCOQ3NCg+uqTGOTlBY4ccLh9aMCemOxTCkLcRoR/8+m4uJiBg4ciNfrJTc3F0VReO6559iyZQubNm2qNbv5rl27yMnJwWq1Mn36dADmzp3LlVdeyU8//dTgTOtCCCFCp3jtGEzx6MIwqmcvqcCserC2TAFO7FRW9AfJiO3Z4PqFaK4iPjicN28ehYWFbN26Nbh+oE+fPlx99dUsWbKE8ePH1/jciy++SFlZGV9++SWXXXYZAFdddRW9e/fmhRde4Lnnnmu0zyCEECLA57GFN42Nx35SGhsvml9FwSY5DoU4jYifVl62bBk5OTlVFpYOHjyYjh07smzZslqf27NnD6mpqcHAECA7O5uUlBS2bt16VvsshBCiZoEch2HaqXy0rOpO5VIviuxUFuKMIjo4tNls7Nmzh8svv7zavZ49e/Kf//yn1mc7dOhASUlJlbWJJSUl2O120tPTz0p/hRBC1E7TNBSPDVMYgkNN03DYvVVyHB5yefH7SjHpTSRHhScAFaI5iujg8LfffgMgMzOz2r309HQcDgcOh6PGZx9//HFat27NbbfdxpYtW9i6dSu33XYbZrOZBx544Kz2WwghRHWqvwJN9WIMQ47DCpcPnx9itHKMiYlomobd58ev2ciIaYleF9G//oQ4qyL6b0dpaSkAVqu12r3o6MBh6i6Xq8Zn27Zty9SpU1m/fj2XXHIJPXr0YM2aNbz77rtVppqFEEI0jhNpbBq+5rByp3J8nAmdXk+pz48C6A1FtI6TKeVQqH4f7vKiGl8+b1mj9mXu3LnccccddS5fWFhIYmJitSPoauLxeMjLy6NTp07ExMTQsWNHZs2ahdfrDZYZO3Ysc+bMOWNd69atq1P6n3379nH33XfTpk0bzGYzaWlpDBs2jPXr11cpN27cOLKyss5YX7hE9IaUygSTp/sCars3bdo0nnrqKQYMGMCECRPw+/289tprjBo1ihUrVjBs2LCz0mchhBA1C6axCcO0sr2kAtBISIsF4GiFEmhDf4j0mNCOTDufaaqfHRtfxO06UuN9nd5Ep94Tsca3Put92bFjB3l5eXXeF3DgwAGuueaaWmcQT/Xggw+ydOlSpk2bRnZ2Nt9//z1PPvkk+/btY9GiRQDMnj2bbt26MWzYsHol0T7Z4cOH6du3L61bt+aZZ56hTZs2HDt2jDfeeIOrrrqK999/nxEjRvD/2bvz6Lrq897/7733mXUkHR2NnucJMIOxzVDCTHrTS4kDpCsDcJ3kl1ySrobbywXSZJGVpi1tQi44Q/mttP2lTO1idQolKSQF0uAUlxhiwIAHbMvGg2TrHOkcDWfc0+8PYYGRLR9JR5Ylf15raSHt6TzHG0mPvvv7PF8YzFnuuOOOcb3eaEzp5DAeH/ymLxQKw/Yd3VZXVzdsXzab5f7772f16tU8//zzWJYFwCc+8QnWrFnD5z//ed555x3C4fCIr9/Q0EBDw4n/wvU8b8QO6aY5OHCbTCZHfB05vek+Tn26h6eHcrZEIFhDU/PY5n2//z6W8keIunka5s8hmUwy0JfC9zxcv5flMxdP2L02DGMojuMJBKbWr92B7N4TJoYAvmdjl/pPSSz33HMPn/rUp07aas7zPB599FH+z//5PxWvUtLd3c1f/dVf8a1vfYu77roLgGuuuQaAr3zlK/zFX/wFzc3NzJw5k0996lPcc889PPXUU+N6P3/9139NNptl586dx+QqH/vYx7jooou49957h5LDRYsWjeu1RmtKP1Y+uiZiZ2fnsH0dHR0kEglqamqG7du1axelUolPfvKTQ4khQDAY5NOf/jRHjhxhx44dExe4iIgMUyp0E4o2VuVa3V39REtZIu8WGL6TzeOUioDP3Hr1sa1U6uCvhz6va1yGFYges79p9sXUNS2f8DjefPNNfvrTn/KpT33qpMdu3bqV22+/ndtuu43HHnusouv39fVx++23c8MNNxyzffnywffW3t4+tO3Tn/40P/3pT3nzzTdH8Q6GO3z4MIZh4LruMdsty+LP//zP+Z//838ObdNj5VFIJBIsWLCALVu2DNv36quvsnr16uOed3RE8IM35P3bPM8bd3yFQoF8Pn/C/Uf/cu3p6Rn3a8nk0X2c+nQPTw+5/iMEQvVjvg/vv49dHRlqy73Y8Rp6enrY19OHa/dTE6zBydn05CbmXsdiseMOSkxV/d1vD33e0HYefd3vrSJW33wWc5d/7JQsrfd3f/d3zJgxg4svvvikx86dO5fdu3cze/bsiuYaAixYsICHHnpo2PYnn3ySYDDI0qVLh7ZdcsklzJo1i7//+7/nvvvuq/g9fND111/PQw89xEUXXcQXvvAFrrnmGs4991wsy+K6667juuuuG/O1x2tKjxwC3HTTTTz33HPHjPQ999xz7Ny5k0984hPHPefss89m5syZPPzwwxTf7XkFUCwWefTRR2lqauKcc8456WtnMhlSqdQJP0ZKDEVE5FiDPQ7HX4zieT59/Q6xct9QG5uesovnZSa8v2E+nx/x90Imk5nQ16+2hhkXYJgBWuZexjtv/cPQ9pr6uSw89xYM0xrh7Or5xS9+wZo1aypKRJPJJLNnj38O5I9//GMeeeQRbr/99mFTyI5OSxuPj3zkI/zlX/4lR44c4a677mLVqlUkk0luvPFGnn322XFde7ymfHJ49913k0wmueaaa3jggQe47777uPnmm7nwwguHKpra29t5/PHHh4aFLcviBz/4ATt27GDt2rV897vf5YEHHmD16tXs2LGDDRs2EAwGJ/NtiYicUTy3jOfkqtLjsL+3iO9DDQWsujoGbBcbwEqpUnmU5i5fx7I1X6Jr/38ObQuG64nVzaY3feqmX7W3t7NgwYJjtjmOc8xHNZ74HfUv//IvfPKTn+Syyy47bnXy/Pnz2bt377hf50tf+hKdnZ38y7/8C7//+7/PnDlz+PGPf8yHP/xh7rzzznFff6ymfHLY3NzMxo0bOe+88/j617/Ohg0bWLduHc8888zQ4+ONGzdy6623snHjxqHzPvaxj/Hss8+STCb56le/yr333ktDQwNPP/00n/70pyfr7YiInJGc8ruVylXocZjtHnwiVJ8IYRjGe2sqG4e1bN4olfJpdv3mr4e+tgJR6ptXkDqwifatj+M6pVMSR29v77DH9cFg8JiPb37zm1V5rQcffJCPf/zj/NZv/Rb/9m//RiQSGXZMTU1NxVXQJxOLxfjYxz7GD37wA95880127drFhz70IR544IFxz2scqyk95/CoZcuW8fTTT59w//r161m/fv2w7VdffTVXX331BEYmIiKVeK+NTTV6HBYwcalrrgegq2Dj+z6e36fkcBTs8gC7fvPXuM57HUGWrPp/2LH5+4Nf+B6mFTolsTQ1NZHNZo/Z9vLLLx/z9cmqmE/G933uuOMOvv/97/PJT36Shx9+mFDo+O8vk8nQ1NQ05tdyXZdFixbxP/7H/+CP//iPj9m3ePFivve973HBBRewbdu2iqa5Vdu0SA5FRGRqc0oZDDOIGRi+qMFoZTNFYs4AobZ3l80bKOOWCoDHzJqWcV//TOA6JXZv+f8oFbqHttXUz+XAzvfatzTOWntKilEA5s2bx4EDB47ZdqKi07H66le/yve//33+9//+33znO98Z8b0dPHiQefPmjfm1LMti1qxZ/OhHP+LLX/4yjY3HVunv3DlY+DMZiSEoORQRkdPA0WKUaiQb2XSOWCFDqHVwjtrBgRKu3U8i1EDoFI10TXVH9v0H+b5jk7Fc7/5jvm6aueaUxfPhD3+Yhx56CN/3q/L/SF9fH9u2bWPRokU0Nzfz2muv8a1vfYs1a9bw8Y9/nF//+tfHHH/WWWcN9SL0fZ9NmzbxB3/wB+OK4Xvf+x5XXnklq1at4o477uCCCy7AdV02btzIgw8+yO23385ZZ501rtcYqyk/51BERKY+p5ypynxDgGy6QNR+X6VyycH1e5ijYpSKhaIjNwmPxmdQkxj7yNlo3XTTTaTTaTZv3lyV623ZsoVLLrmEf/u3fwMGC1B83+fll1/mkksuGfbx/pZ5L7/8Mul0mptvvnlcMVx44YW8+uqrXHvttfzgBz/gd37nd1i3bh0///nPefDBB4/bWudU0cihiIhMOruUJZZYNu7rlEsO+YJLzO4l2NJCwfEoAZgpZteObeWVM1HTrLXUNS7F85zj7g9FEhjGqRtfOvfcc7n++uv54Q9/yEUXXVTxeVdeeeVxV0m58soruffee4eKTb75zW9WXNDywx/+kI9+9KNVGdVbvHjx0NJ8I3n44YfH/VqjoeRQREQmle+5uOW+qhSj9KRzAMTNMla8hkMDZQAcI8Ws+Pnjvv6ZJBSpzkhutdx3331cdtllfOMb3xhaIW2sOjo6+Kd/+id+9rOfjeq8AwcO8M///M/86le/Gtfrn+70WFlERCaVU+4F/Kr0OOxJDSaH9Q3hoTY2vu/jeb2qVJ7iVq5cyVe/+lXuueeecV8rmUzyz//8z6NOMv/oj/6Ie+65h5UrV447htOZRg5FRGRSvdfjcPwjh93pHCFsaloHqz87cyXcchETaD7JPDo5/VUjMQSIRCKsWLFi1Oc9/vjjFR13osfZU4VGDkVEZFI5pSwYJlaodtzX6kkNEH3fsnkH+8u4Th9N4UasU7TUm8hUp+RQREQmlVPKEAjVj7rAoS9bxLHdY7Z1H+knVuwh1NqCY7tkskU8v4c5dW3VDFlkWlNyKCIik+poj8PR6MsW6UkXOHxoYChB9H2f7nSOaLkPI9nMgQN9uANlrHKGufWqVBaplJJDERGZVGPpcRirCRIImDiON5Qg5gbKlMseEXuAjBejJ2fjmyblYJeKUURGQcmhiIhMGt/3cUq9BEZZqRwIWrTNih+TIHYd7hvcGavBs0L0eR7l+hAOGWbVKDkUqZSSQxERmTSuPYDvO2PqcfjBBHHXtiOAT7guSiBgMhAP4HglQoZFfXj8xS4iZwolhyIiMmmcUgaA4BiXzjuaIBpAf2+RMDbhRD1ts+J05G1cu4/mSHNV1uMVOVMoORQRkUkz1ONwnA2wfd+jsHcviYFDBOrrAUgXHVy6mVuvSmWR0VByKCIik8YpZbGCtRjm2NZkcGyXw4cGwIdcf5GgncOqr+fQwT7ytotvpJinSmWRUVFyKCIik8YpZcY8ang0MXQcD9fz8Qt5GnMHiTQl6M7ZhPpsPCfLLFUqi4yKkkMREZk0Tik76jY28G5ieLAPp+wQsMAyPAx8auw+Zi6dQb/jYjou0axPS7h5AiIXmb60trKIiEwau5whmlg66vPyOZuB3XuxLINEwmT/7gymAbGIibN/H34qR0NqgIRt4JdMiE5A8CLTlJJDERGZFK5TwHdLY3qsXJeIkIubRMMGAcugv7dIjVkm3NgIQE+xjBfsJx4cPFZEKqfkUEREJoVTGqxUDo6hxyFA20XnDn1+aLNNc2k3kQWtxM5awY5SB93xAmtbFlYlVpEzieYciojIpDja43Ascw4BDNPEME1cD3q6i4QHeoi0teEaJgM+uFYP85MzqxmyyBlByaGIiEwKp5zFtCKYgfE99s2k8/g+ROwBIm2tdBdtMAxcL8OsuHocioyWkkMREZkUg21sxvZI+f3SR/KAT8wsEUo2kCo6APhulraapnFfX+RMo+RQREQmhVPKjntlFIDurhw1lkPdogUk167hSNHBc8vUmFECY2yuLXImqyg5/IM/+AMeffRRtm/fPtHxiIjIGcIpj63H4Qelu3LUlnqoWbgAgAN9JVynl9Zoy7ivLXImquhPqr/8y78cWrQ8Ho+zatUq1qxZM/Qxf/78iYxRRESmGc+zce2BcT9W9n2f7iM5Zvd1UrPwQwAcyZdx/TTzE1o2T2QsRjXe7vs+/f39bNy4kY0bNw5tTyaTrF69+piEsa1Nk4BFROT4jraxGW9y2N9bolz2iJd6iC9ciOv59LseHhkWJc+rRqgiZ5xRJYff//732bJlC6+88grbtm3DdV0Auru7+fd//3f+/d//fejYmTNnHpMsrl69mkRi/I8PRERk6nuvx+H4fi90d+UBqPX6KTW1cCg7gG8YeF6GWbUapBAZi1Elh1/84hcxzcFpisVikVdffZVXXnll6GPnzp14ngfAoUOH6Ojo4F//9V8BMAwDx3GqHL6IiExFTjmDYQYxAzXjuk66K0fIcIjPbOJI0WZ3ZgAA3+0nGamvRqgiZ5yKksPOzk5eeumlocQQIBKJcMkll3DJJZcMbRsYGBgaWTz6sWfPHnzfr37kIiIyZTmlLIFQ/dB89rHqPpKj1umlvGQJZdejK1fCc21qzSimoYYcImNRUXLY2trKRz/60ZMeF4/Hufzyy7n88suHtnV3d9Pc3Dz2CEVEZNqpXo/DHHW5LvKzziMOg8mhl2dGrHX8QYqcoSb8zyrNMxQRkQ+qRo/DUtGhv6+MEXIINDcTC1r05Mv49NNaO7dKkYqceSYkOXznnXd45plnALAsi7/5m7/hc5/73ES8lIiITDG+7+KU+wiExjdy2N2VxwsYGBEINiZpq4nQ7zh4/gBNtS0UHK9KEYucWcbcOt7zPHbt2sX27dvZvn0727ZtY/v27ezcuZN8Pn9MAcpnP/tZPvvZz1YtaBERmbqcch/gjXvksLsrh1NjETci1EdCFB0XHwPXTdMYWUNXwWZebbg6QYucQSpKDrdu3XpMArht2zZ2796NbdvHHKfCExEROZn3ehyOPTn0fI+D6X5CVolwYyOJkMmOw1mcQhmnkCVshcg5DtmSSV3IUnGKyChUlByef/75x1SUnSgJNAyDq6++muXLl7N8+fLqRCgiItPKYHJoEgiNrdWM53u8kd7FjuIRjGCKjtow6Z2vc7DgUsz1EnAs3jy4CyMY4mAsQGvMZ2XTEiWIIhUa9QopM2bMYPHixcd89PT08MUvfhGAZ599dkICFRGRqc33PXzPwS6lsYK1+J7D0aEGw7AwTKvia3muRz5nE/YcitEmAp5Pf8kBq0S9FcP3fPJFB9d1aY4EJ+YNiUxTo0oODcPg7LPP5nvf+94xI4MvvPBC1QMTEZHpw/d9SgMH8b0y5VwnZiBMaWD/+44wCMdnY1qVzREs5Mo4hSJN/QbJ5FLWzEmwY3cay8+ytmUxM+oWcjhbIFfuoHfAg5aJeV8i01FFY+yPPvoos2bNwvd9nn/+ec477zzuvPNO+vv7Jzo+ERGZBjy3iO+VAXDtHFYw/oEjfHyv8lW0ejNFXNumLuDT2ljDAAa9jofnpWmtn00sEmJOY4yQ4dFfcHA9zYkXqVRFyeEtt9zC22+/zR//8R9TU1ODbdts2LCBpUuX8vDDD6sQRURERuSW+4DBEUTXGZ4cWqE6rGDlS+mluwsEcGiJBoiFg+wdKAEGrpslHBycy7iwIUbAMvE8n4G8PfIFRWRIxbNzI5EI9957L2+//Tbr16/HMAyOHDnC5z73OW655ZaJjFFERKY418kD4Lkl8F2s962pbAZqCEZGt5JWf2+JoJ0n2ZKkLmSRLtj4nkPYqCVoBqkLWUQDJqHAYDGl42oQQ6RSoy7damtr40c/+hGvvPIKV111Fb7v09nZObT/scceq2qAIiIy9Q2OFL7X9cJ8d5TQsCKEYq2jWmPZ931yvUVCTh6/qYXmaJBUwcZ1B0hG2jAMaI4OFqGUncGkMGCNbw1nkTPJmOv6zz//fJ5//nmefPJJlixZMrR9/fr1rF69ml/+8pfViK8ie/fu5cYbbySZTJJMJrnttttIpVInPS+VSvH5z3+e1tZW6urquOKKK9i0adMpiFhE5MwSijYTrplFuTA4mGAF4xhGANMK4707qlipfM7GdXwibgE/kaRQsEkXbDy/hzmJNhojAYKmQW+ujON6mKZBPKaKZZFKVZQcbtmyBdd1j7vvhhtu4M033+TBBx+koaEB3/fZsmUL1157bVUDPZHu7m6uuuoqXnrpJe655x7uvPNOnnrqKa677jrK5fIJz+vv7+fyyy/nH/7hH/jiF7/In/zJn9DR0cE111zDG2+8cUpiFxE5U3ieTSnfgVvqwwzUYJpBzGANbrmXcv4Ivl/5UnfpIzkMIBn2MIJBth3qI1dycf0MK1pnkQwH6M2V2X8kB0BtNIBlauRQpFIVJYerV68mkUicsPAkEAhwxx13sHv3br785S8TDAZPWZHKAw88wMGDB3n++ee55557+NrXvsY//dM/8frrr/PII4+c8Lxvfetb7Ny5k5/85Cd84xvf4I477uBXv/oVhmHw7W9/+5TELiJyJvA9l3KuA3wPu9xLIFRPODYTt9x79AiMUTSo7u7KY+HR1hgmGjbpypUo9xUp9mSo9+vYti/Lno4+HM8lErJo0BJ6IqNS8XdjPp8/acKXSCTYsGEDb775JjfccMO4g6vEE088wZVXXsmKFSuGtl177bUsW7aMJ5544rjn+L7Pww8/zH//7/+dyy+/fGh7W1sb3/nOd47ZJiIiY+f7HqV8J743WC3slvsIRJLYxfTQMVaoblTX7D4yQMTuJ9zSTDnSxUH3AK5xgKBRZF/PHvb07+FQ6R36zU7aklFMjRqKjMqommB//OMfZ82aNaxevXpoNPF4lixZwo9//OOqBDiSTCZDe3s7N99887B9q1at4umnnz7uefv27ePQoUPcfffdwLuTm3M54vE4X/rSlyY0ZhGRM4lTyuC7RQBcp4TvlQgEavDe3QZgBWtHdc10Zz/Rcj+hlrmYpkHOADOaozkep7UhRiHiEw0HlBSKjFHFyaHv+zz55JM8+eSTQ9sWLFgwlCiuWbOGCy+8kHj82N5Vrusya9YsLr744mPOrYZDhw4BMGvWrGH7ZsyYQW9vL729vdTXH7t+565duwBoaWnhrrvu4q/+6q/o6+tj0aJFPPjgg/zu7/5uVeMUETlTGeZ7hSCuPfgY2XrfmsqGFca0IhVfzy679PU5LDtS4PylF0E4zD/sOQDmQa5cfAFXLLmAnp6eYedpXWWRylWUHG7YsIGXX36Zl19+mV27dg09Xm5vb2fv3r384z/+IzC4vN6SJUuGEsbVq1dz7rnn0tXVxU9+8pOqB390hZZYLDZsXzQaBSCXyw1LDrPZLAD33nsvwWCQ7373u1iWxf3338+6dev4+c9/fsoKakREprNAqA4zEAXfxy50AyaxhhVDcwwNMziqNjY96Txg0BA3CURjdBVsXMPE81JcOPejmIapRFBknCpKDr/85S8Pfd7X18crr7wylCy+/PLLHDhwABgcXdy5cydvv/02f//3fw+AaU7cN+nRJHWkHyzH21cqlYDBJPHtt9+moaEBgN/93d9l0aJF/NEf/ZGSQxGRKjHfHT20yz0Eo01YgcpHCj8ofSSPgU/T7MFpTQdzgz/PPaeXtvjoGmmLyPGNas4hQF1dHVdffTVXX3310Lauri42b948lCy+8sorpNODk41P1AKnGo4+wi4UCsP2Hd1WVzd8onNNzWDz1RtvvHEoMYTBgpobbriBRx55hIGBgWGPyD+ooaHhmPM/yPO8EYt4jibOyWRyxNeR05vu49Sne3hqpPdkiNfPGte/80D2EDG7l+YVy0gmk3R15nDtfppDTQSswV9pk3kfDcMYcVAkEBj1r12RU64q/5e2tLRw/fXXc/311w9t27dv31CyuHnzZrZs2VKNlzrG3LlzAY5ZoeWojo4OEonEUCL4fkfnKLa0tAzb19LSgu/7FSWHIiJSGd/3KOaOUN9yzriu0/lOmnixh5pF5wGwK92P43WxtGl+FaIUEahScng88+fPZ/78+Xz84x8HmJC+h4lEggULFhw38Xz11VdZvXr1cc8755xzCIfDvPXWW8P27d27l0gkQnPz+B9PFAoF8vkTd/4/+tft8SZPy9Sh+zj16R5OPKeUxXPLOF7NmP+dfd8n1ZVnXqmHcqKernQ3hwslXP8wy5Ln43mDjbQn8z7GYrHjDkqITCWnbHx7NBOOR+Omm25iw4YN7Nixg+XLlwPw3HPPsXPnTu66667jnlNTU8MNN9zAk08+yVtvvcXZZ58NDCaGTz31FOvWrcOyrJO+diaTwXGc6r0ZEZFpqvxuX8NgdOx/ePdmijgeJKIuVk0NBwZK+Bi4boolybnVCnVc8vn8iIMCRwspRU5nU37yw913382jjz7KNddcw5133kmxWOTb3/42F154IbfccgswWFW9adMmLr30UhYuXAjAt7/9bX75y19y1VVXcccddxAKhfjud79LNBrlvvvum8y3JCIy7diFFIYVHnVPw/fr7hpMuhrbBueSH8yV8X2PgFumNqTROpFqmfL1/s3NzWzcuJHzzjuPr3/962zYsIF169bxzDPPEA4PLpm0ceNGbr31VjZu3Dh03vz583nppZe44ooruP/++/nTP/1Tzj//fDZt2jSUQIqISHXYhRShSPO4niKljwwQcgskFswEYF9fEdfO0hYZPn9cRMauopHDv/u7v2Pt2rUsWbJkouMZk2XLlp1wNRSA9evXs379+mHbFy5cONSjUUREJo5dTBGOzx7XNVIHssSL3UTmDU4F2tdXxPEPs7RpXjVCFJF3VZQc3nrrrRiGQX19/dBqKGvXrmXNmjXMnDlzomMUEZEpzPdc7GIP8aYLxnWd7lSe5nKG8Nw5FByPftfH9bo4d8aV1QlURIBRLp+XzWZ5/vnnef7554e2t7W1DSWKR//7wRVJRETkzGWXegBvXMUoxYJNvgR1wRKB2lr29b67XrObZm7tjCpFKiJQYXL4ta99bWhVlA+2COjs7OSpp57iqaeeGtq2ePFi1q5dy2OPPVbdaEVEZMqxCykAQpGxJ4fpI4PFKE0tg4UnBwZK+J5NnABBKzjSqSIyShUlwCfqtgAAIABJREFUh3/yJ38y9Hl7e/sxq6Fs2bJlWNn+rl272L17t5JDERHBLqawgnHMcS2bl8P0HBrntwLQ3lvAcdLMr5lVrTBF5F2jbmWzcOFCFi5cyCc+8QlgcIm4t956ayhh3Lx5M2+++eaELpsnIiJTh11IExzHqCFA6kAP8XKG6PwF+L7PwVwZ1z/MOa0qRhGptnH3OTRNk5UrV7Jy5Uo+97nPAVAsFnnttdfGHZyIiEx95WKKWGLZuK6RPjxAvNRDZN4V9NkuJR9cL8WKlsuqFKWIHDUhfQ4jkQgXX3zxRFxaRESmEM8t4ZZ7xzVy6DoevQMedWaRQH09BwbKAPhOluZoslqhisi7pnwTbBEROX3Z7y6bF4o2jfkame4CPgaNTYNzFvf3l/CcAkmrbsKWZhU5kyk5FBGRCTNYqWwQiDSO+RqpIwPg+zTPG0ww92QLOF4XixJzqhSliLyfkkMREZkw5WKaQLgB0xx7u5n0/gxRu5/4gtl4vs+Rko3rH+HcGVrqVGQiKDkUEZEJYxdSBMfxSBkg1dFLvNxDZN5cUkUHDwPXTbEoqZFDkYmg5FBERCaE7/vYxdS4ml/7vk9P1qGOHIGGBg4OlPB9n4BTJB6MVTFaETlKyaGIiEwIz8njOYVxLZs30FfG9kySiSCGYbC3t4jn9DFjHNcUkZEpORQRkQlxdNm88bSxSXflAGie0wDA3t4Cjn+E5U1qfi0yUZQciojIhCgXUxhGgEA4MeZrpPb3EHCLNCyahe35ZBwP1+vinLb51QtURI6h5FBERCaEXUgRiDRiGGP/VZPa30NtKUNk3jw682UwDDynm9m1M6oYqYi8n5JDERGZEHYxTWiccwO7e8rUev0Emxo5MFDC911qMAia4179VUROQMmhiIhU3WClcppgZOxtbMolh5xtkawzMQyD3T0FXCfD3NqZVYxURD5IyaGIiFSdU87ie/a4KpW7u/IANM6sA+BArojrH2Zl24KqxCgix6fkUEREqm6oUnkcyWHXgQyG79K8eAZ5xyXvGzhuimWNqlQWmUhKDkVEpOrsYhrTimAF4mO+Rte+FDXlLDXz53EoVx7c6GZpijZUKUoROR4lhyIiUnWDy+Y1YxjGmK/RkypQ6/QRbGlmX18RzyuTtGrGdU0ROTklhyIiUnXlYmpcza89zydbMGmIg2Gag8UoborFDVpPWWSiKTkUEZGq8j0Hp9hDMDr2SuVsTwEPk8aWGnzfp7NYxvW6OHeGilFEJpqSQxERqSq72AP4hMYxcpg60ANAy6JWessujmHiuF0sSmjkUGSiKTkUEZGqsotH11Qe+8hhV3uKsD1A/eK5HHy3GCXolYgFo1WJUUROTMmhiIhUlV1IYQVrMQORMV8jfXiAWjtLqK2NPZkCrptjZkRVyiKngpJDERGpqnIxNa7+hgCZAUhEPQzTZE+2gOt1saJ5fnUCFJERKTkUEZGqsgvpcVUq5wfKlPwAjc1RPN+n23FwvS7OalHza5FTQcmhiIhUjeeWcO0+QuMYOUwdzALQMq+JVMHGN0xcJ83s2rZqhSkiI1ByKCIiVTO0bN44Rg4P7+rE8mwal81h/0AJ3/eJAwEzUKUoRWQkSg5FRKRqysU0YBCMJMd8jXRnH/FyhsjMmbzdncd1e5lfO6N6QYrIiJQciohI1diFFIFIEmMco3yZXpdEyMYIWLzTX8T1j7CybX71ghSRESk5FBGRqrGLKULj6G/o2C79ToiGZBjb8xjwwXVTLGlUMYrIqaLkUEREqsL3fezC+NrYpDv6wDBomZOgM2eDYYDTS2MkUcVIRWQkSg5FRKQqXGcAzy2OqxjlyNuHwPdoXTaH9t4ivu/SGAhjGEYVIxWRkSg5FBGRqrALaYBxjRymDmSJ2X3E5s3i7e4crtvN0qTWUxY5lZQciohIVdiFFIYZJBAa+yPg7kyZequEGQzSUSzhel2sbFtQxShF5GSUHIqISFXYxRTBSNOYHwH7vk9vOUiy3iLvuJQNC8fpYkFidpUjFZGRKDkUEZGqGFw2b+yVytn0AK4RoGlWPQcHSgAEvRLRQKRaIYpIBZQciojIuPm+h11Mj2u+4ZEdhwBoXTqTt7sLeF6ZWbG6aoUoIhVScigiIuPmlLL4vjOukcOufWlCToGGJXPZk83jul2c3TK/ekGKSEWUHIqIyLjZxcE1lUPjGDnsThepNfIYwSAp28H1uljRrObXIqfatEgO9+7dy4033kgymSSZTHLbbbeRSqVGdY2tW7cSCoX4xje+MTFBiohMY3YhhRmIYgZqxnyNbNEiWQvZsotnWrhuNzNrWqsYpYhUYuyLX54muru7ueqqqyiXy9xzzz04jsP999/P1q1b2bx5M6FQ6KTXcByH9evXY9v2KYhYRGT6KRfTBCPNY65ULvQXKRoRmlpN3ukvAhDHxzKtaoYpIhWY8snhAw88wMGDB3njjTdYsWIFABdddBHXXXcdjzzyCJ///OdPeo0///M/56233proUEVEpi27kCJSN/Z+hId3HACgZXErG1N5XHeApfUt1QpPREZhyj9WfuKJJ7jyyiuHEkOAa6+9lmXLlvHEE0+c9Pw33niDP/3TP+Xee++dyDBFRKYt33NwShlC4ylGae/C9BxaVsxjX39eza9FJtGUTg4zmQzt7e1ceOGFw/atWrWK3/zmNyOe7zgOn/nMZ7juuuu45ZZbJipMEZFpzS52A/642tikj+SJ+zmMaIQ+H1w3xeIGLZsnMhmm9GPlQ4cGe2LNmjVr2L4ZM2bQ29tLb28v9fX1xz3/W9/6Frt27eLJJ5/EcZwJjVVEZLoqFwYLAMfVADsHDTGPVMEGwwS3l4bw8X92i8jEmtIjh/39/QDEYrFh+6LRKAC5XO6457711lt885vf5Dvf+Q6zZ2tpJhGRsbKLKaxQHaYVHtP5TtmmnyiNzTH2ZAv4vk9TMDTm4hYRGZ8pnRz6vg8w4g+Q4+1zXZf169dz2WWXVVSwIiIiJ2YXUgQjY3+knHr7EL5h0bKgiR2pHJ6XZVly+BMhETk1pvRj5Xg8DkChUBi27+i2urrhSy8dbXXzn//5n6TTaWBw/iJAPp8nnU6TTCYxzZFz54aGBhoaGk643/O8oQT2eI5eP5lMjvg6cnrTfZz6dA/Hp7PcQ0PbqjH/+23fvwWA5b91Po9v3o3jdnHJkvNGfb3T4T4ahjHi745AYEr/2pUzxJQeOZw7dy4AnZ2dw/Z1dHSQSCSoqRnekPVnP/sZ5XKZtWvX0tzcTHNzM6tWrQIGE8fm5mb2798/scGLiEwDjp3HLvUSjY+9WXXngQwxL0+wPk7BN3DdLhYltTKKyGSZ0n/CJBIJFixYwJYtW4bte/XVV1m9evVxz/u///f/Do0UHnXkyBFuueUWbr31Vm677Tba2trGHV+hUCCfz59w/9G/bnt6esb9WjJ5dB+nPt3DsSsODPYnLLmxMf/7pTNl6sMGbx44DIZB0C9R7C9QZPhToZGcDvcxFosdd1BCZCqZ0skhwE033cSGDRvYsWMHy5cvB+C5555j586d3HXXXcc953itb/bt2wfAwoULufbaayt67UwmoypnETmj2YU0YBIMj+1Rrue69LpRlrX6bE/n8H2H2dGpm1zl8/kRBwWOFlKKnM6m9GNlgLvvvptkMsk111zDAw88wH333cfNN9/MhRdeONS7sL29nccff5z29vZJjlZEZHqxiymCkSTGGJe5693XiWOFaZnXyK5MHtft5uwWPVIWmUxTPjlsbm5m48aNnHfeeXz9619nw4YNrFu3jmeeeYZweLCtwsaNG7n11lvZuHHjJEcrIjK9jLdSuXPHYL/aGStmkyrbOF4Xy5uUHIpMpin/WBlg2bJlPP300yfcv379etavXz/iNebPnz9iZbGIiBzL933KxRR141hTOX0wQ8CLYjXW4R4YwCt1M6NGayqLTKYpP3IoIiKTw7X78d3SuJbN68k61AfL7O8vAVBr+lhjfEQtItWh5FBERMbELg72iQ2N8bGy7/tk7RDJRIC3unJ4XomFteo1KTLZlByKiMiY2IUUhhnECo1tDeRcRxcFK07z7AR7+3K4XhcrZ4z9EbWIVIeSQxERGZNyIUUw0jTmNZC7tu8Hw6Bl8Qx6fX+w+XViTpWjFJHRUnIoIiJjYhfT45pv2PVON4bvEZyZxDcD4PbREBnbKKSIVI+SQxERGTXf9waTw3G0senuLlFrldjdO7gSSlNwWjTQEJnylByKiMioOaUM+C6hMY4c+r5PthigodZkeyqH6/azonFmlaMUkbFQcigiIqNmF1IABCNNYzq/nO5hIFBHU1stB/MFXK+Ls7QyishpQcmhiIiMWrmYwgzEsIJjWwc5tWMfnhmgaVELBcPEddPMq5tV5ShFZCyUHIqIyKjZhfHNN0ztHeyRyIwGMC1CXoFIIFyl6ERkPJQciojIqNnFFKHo2B4pA6S7ckQos6e/jO97zIrFqhidiIyHkkMRERkVz7NxSpkxt7HxfZ9MziBR47OzZwDXy7CydW6VoxSRsVJyKCIio+IUuwHG/FjZ7e2l36qjqSVGV7mM66ZY2qjkUOR0oaZSIiIyKuVxVipn3n6HciBGw4IWbN/As7uZUdNSzRBFZBw0cigiIqNiF1MEQglMK3TSY/uyRRzbBcD3PAZe30rqpVfB9yi31GN6kCibmIZ+HYmcLvTdKCIio2IXUgQrKEbpyxbpSRc4fGhgKEEE6MsUsHBp7y8S7C0whwb6ssWJDFlERkHJoYiIjEqlbWxiNUECARPH8d5NED0ABgpQF3bZf7AX3+5lYVMrsZrgRIctIhVScigiIhVznQKuM1BRpXIgaNE6o4aABU7Z4fDBXkr9OXJEiMXD5G0HlwxnL55DIGidguhFpBIqSBERkYqNdtm80o5txF2fVNaj6Pp0H+5lIJyk1cyTzJRwzN1E22fCecmJDFtERkEjhyIiUjG7mALDJBipPJkLWAbNicFfN/0daXzDwI6FIeJRGzQmKlQRGSONHIqISMXsQppguBHDqOwxcM3KcwBwbI/Q7jSpF9/ECQfobGjmYNzj4iaDmmXnTGTIIjJKGjkUEZGKlYupUa2MYpgmrutzpDNH/sABMokWAq1xumwbq6+HpU0LMEz9KhI5neg7UkREKuL7/mAbm1GsjOLY7mClsuPRsa8Tz7KYMbuGYigATh/h/tpj2tyIyORTcigiIhVx7X58r0yogh6HcGxi6LllDhc8AqZHqC5EuS6CaZYxPGtYH0QRmVxKDkVEpCJDlcoVPlbO52wcxyMQMCl0HSATbSM6bx77I424PtQ3Rob6IOZz9kSGLiKjoORQREQqYhdTGGYIK1hX0fHx+hCJxjDx5ghbd3XRawVpaI7RfrgXOzdAzGwlF/CpawgTrz/5UnwicmqoWllERCpSfnfZPMM4efsZz/d4q3sXnuezvT3HHsuBYBonDtlsNy4OvtXEy+l3aI54tLlRVjYv1RrLIqcBfReKiEhF7EKK0CiKUQA6e8v0dmUoWzEWtoaZ3VyDUROGUBczE3V4hklfySfTX5qgqEVktJQciojISfm+i13qGVUbG8f1SefBP+hS313L9WvWEgvMIRicR8KKcsnsBSxvnkPBs+jLO7ieP4HvQEQqpeRQREROyilmwHdH1camWHJwCgVy5SAtcYNEQ4xXDvUDHosT9ZiGSTwaxLJMPM9nIK+iFJHTgZJDERE5qXLxaKVyZW1sAHwf/I5DFIN1tK6cQcn1eGugQNnZw1nNc+kuOgDUB10MY3CkUUQmn5JDERE5KbuQwgzUYAViFZ9jGtDf0YPv+rTNS7DpUC+eZVEu76A2MgPfh6hlYngeMLgGs4hMPlUri4jISdnFNKFRzDcEsAay9PsxGgMuju/zXx39OG4v82oSeH4EgIjv47gepmkQjwUnInQRGSWNHIqIyEmNdtk8gMy2PbiBGPMXNpPqLtLrujjeO5w/Yy0ApuvRlS4AUBsNYJkaORQ5HSg5FBGREXluGaecHd18Q8+j41COGB7zFiXZ3tGPk7Mx8y5mqYkDXTn6M0VczycSsmioDU/gOxCR0VByKCIiI7KL3UDly+YB5HftJmMlaW0Ns2BWDR3Y2M5h5sVnki85hHyPgAmNdSHaklFMjRqKnDY051BEREZkH61UjlQ+crj3P9+kbEWYu7yNZ9rfxK/J4RVeZlbzdXj0EIq4EAnQZxqYKDEUOZ1o5FBEREZkF1IEwg2YZmUFI77jsHd/kbDl0dBcw+tdOTx3gEX1DcyqC9NaZxKPBTVaKHKa0sihiIiMyC6Orhil741tdIXncOGMJDNiCygFwzilTXxsyXXMrZt1wvO0rrLI6UHfiSIiMqJyIT2qYpRdL+7AsUKcfckinn67GwOf5lCe+fVzMA3zhB8icnrQd6OIiJyQa+fxnByhCkcOvVKJfV3QEHVINEbZmS9Sdvfw4QVrJzhSEakWJYciInJCQ8UoFVYqd7/8OunoTJae28Z/vZOFYACcdi5oOXsiwxSRKlJyKCIiJ2QXUmBYBMINFR2/89d7AZPla+fzy4MZXLeHD81cSNDUFHeRqWJaJId79+7lxhtvJJlMkkwmue2220ilUic97+c//zkf+tCHiMVixONxrr32Wl566aVTELGIyNRQLqYJRhoxKpgT6A4MsL8/QlvCY8D3GQhalO3tXDFHj5RFppIp/6dcd3c3V111FeVymXvuuQfHcbj//vvZunUrmzdvJhQKHfe8F154gY985COcffbZ/Nmf/RmO4/DQQw9xxRVX8Ktf/Yq1a/XDTERkNMvmdb64hd5IC6vWzOapHV2Ay4Iag4ZI/cQGKSJVNeWTwwceeICDBw/yxhtvsGLFCgAuuugirrvuOh555BE+//nPH/e8//W//hdz5szh17/+NbFYDIDbbruNFStW8LWvfY1nn332lL0HEZHTke/72MU0scTSio7f+VonFrOYv7KNR17ZT9lv578tvWiCoxSRapvyj5WfeOIJrrzyyqHEEODaa69l2bJlPPHEE8c9J5PJ8Prrr/N7v/d7Q4khQGtrK1dccQWbNm2a8LhFRE53brkP3ytXtDJKububA6V65rZa/NeBPoxgkLDfwZLE/IkPVESqakqPHGYyGdrb27n55puH7Vu1ahVPP/30cc+rq6tj586d1NTUDNuXTqcJBKb0P4uISFWUR1Gp/M4vX6UQquesSxfxt50Z3EA/H5m/AsPQKigiU82UHjk8dOgQALNmDe+4P2PGDHp7e+nt7R22z7IslixZwsyZM4/ZvnXrVl588UUuvfTSiQlYRGQKsQspDCuMFaw96bG7dvQQMWyMllqKoQC2vYuLZ5x3CqIUkWqb0slhf38/wDGPho+KRqMA5HK5iq41MDDAbbfdBsBXvvKVKkUoIjJ12cUUoUjzSUf/CgcP0UEzC+dF+enOwUKUCxrjRALhUxOoiFTVlE4Ofd8HGPEHVyWPNPL5PDfccAOvv/46X/nKV7jiiiuqFqOIyFRlF1IVLZu365dvYFsRll62mHfcMmW7XSuiiExhU3pyXTweB6BQKAzbd3RbXV3diNfIZrNcf/31vPjii3z2s5/lz/7szyp+/YaGBhoaTtwY1vO8oQT2eExzMDdPJpMVv6acfnQfpz7dw+E8z2F/qYfWeZeN+O/i+z579uZJxKLscoOYwTDNxgArZldW4VxNp8N9NAxjKI7j0Zx2mQqm9Mjh3LlzAejs7By2r6Ojg0Qicdyik6O6urq46qqrePHFF/nCF77A3/zN32jytIic8Xzfo9DfCb5HKNKI65aHPjzPOebY7rd20mU1c9bKFp7ffwjX7eb3zl49SZGLSDVM6T9hEokECxYsYMuWLcP2vfrqq6xefeIfUP39/fz2b/82r732Gn/4h3/IAw88UPX4CoUC+Xz+hPuP/nXb09NT9deWU0f3cerTPXyP7/uUBg5Q6N0DQG+2i/7+7PuOMAjHZ2Nag/MJX/7pZjwjSXhZG+XDvVDexvzoeZPyb3k63MdYLDbioITIVDClk0OAm266iQ0bNrBjxw6WL18OwHPPPcfOnTu56667Tnje7//+7/Paa69xxx13jDkxzGQyOI5z8gNFRKYIzy3ie2Ucuw/TimBaH1xlysf3HLDC+K7L3sMuzXUlfn6wBwJw2YwmzAqW2puu8vn8iIMCRwspRU5nUz45vPvuu3n00Ue55ppruPPOOykWi3z729/mwgsv5JZbbgGgvb2dTZs2cemll7Jw4UK2b9/OY489RiKR4Pzzz+fxxx8fdt2j54qInEncct/gf0u9BMINYJjge0P7rVAdVnBwZCz16nYywWYuXpngFVwcez9Xz1MrMJGpbsonh83NzWzcuJE//MM/5Otf/zqxWIx169Zx//33Ew4PPvbYuHEjn/nMZ/jbv/1bFi5cyAsvvAAMFqN85jOfOe51lRyKyJnIdQZHvRy7l2j9kmMSQzNQc8w6y9v/qx2TJPsa6jEdl7mWTU1weGsxEZlapnxyCLBs2bITroYCsH79etavXz/09e23387tt99+CiITEZlarGCccv4wnpPHMIND2w0rQijWOlS055ZKvJMNMavR5r/6Mrhhm3XLz52ssEWkis7ciSEiIjJMKNpMobcdwwwTrhlcRcowAphWGM95by7dwRe3kgvWkzh7Jl40TtDrYG7d8NWqRGTqUXIoIiJDigMHKPTuIJY8C9MMgmFiBmtwy72U80fw333MvOPVDkJ+mU14gMt/mzd7cgMXkapRcigiIgB4rkPmwLNYwVqitQsACMdm4paPrlHvYxgm9kCOg4Va5jRDT9DEtd/h4plnT17gIlJVSg5FRATf9+hPbcYupqhpPBfDMDCsCHYxPXSMFRpccWrPf7xGORCla34zZiDKivoAAXNaTGEXEaZJQYqIiIyPXeimP7WFYLSFcKwNAN8t8v4FQK1gLQBvb+uhhhhvBmL4bjfrlpw3CRGLyETRyKGIiJDP7sRzctQ0Hr/i2LDCmFaEQipDp1tPw8wQRrSeOqObhkj9KY5WRCaSRg5FRM5wrlNgIP0bYsmVxJMrj3uMYQYxDIPtz7+OZ4bZ2hYGXNYtWnxqgxWRCafkUETkDNd3eBO+79Ew8/LjLJd3rD3tORIBm33xBgznIGc1XX6KohSRU0XJoYjIGcwuZehPb6G+7bewgvERj83uPUTaSBCcZ2AFYqyujw81xRaR6UNzDkVEzmDZQ7/ECtRQ27LmpMdu++V2DHx2t0Rw3W5+Z9E5pyBCETnVlByKiJyhBhtev01i5hWDDa9H4Ps+ezsc4rECRixJazBPJBA+RZGKyKmkx8oiImcg3/fJHvoFoVgbsYazTnr84Tfa6bPq6VngAy43L1068UGKyKTQyKGIyBkon9lGOX+YxKyrK5o3uH3THiyvRF9TAwH3CHPrmk9BlCIyGTRyKCJyhvE8m2zHC0TrlxKJzzn58a7LO90WzgwfK1DDFS0aVxCZzvQdLiJyhunvegXXzpGYeUVFx+/btJ2iFePgvFo8N8NVc9XbUGQ6U3IoInIGce0cfUdeorZ5FcFIsqJzdrx6CCtQwo83MS/qYJnWBEcpIpNJyaGIyBmkt/NXGIZJXdulFR1fzpc4OBAlvSAAuHxi+fKJDVBEJp2SQxGRM0S5kGKgeyt1bZdiBaIVnfP2C2/gmEH6ZjQS8XtoiNRMcJQiMtlUkCIicobIHvoPAuEEtU2rKj5n11vdOI1RzEANH5lbN4HRicjpQiOHIiJngEJfO8X+vSRmXolxnDmDfdkiju2+93XZ4XBXL0fsOF3za6CcZVm4sjmKIjK1aeRQRGSa832P7KH/IFwzm2j9kmH7s5k8mXSB3qxJ68xaDNNn35tvc+it/ZRCdbixBEvsfnrSeXx8Eg2xSXgXInKqKDkUEZnmct1bsYtpWpfdNqzhted77Cvtp7/g4PX77OszcOtNuovdHPBypBb4WBmHOa31HCx00lsKcK6/FNPQgyeR6Urf3SIi05jnlsh2/opYw9mEYzOOe4wVMKhtCWCY0NNbZve+MpmeAkU/iBdIYObLlB2PmiYLK3Dy1VREZGpTcigiMo31Hfk1vlsmMfPyEY8zDI+GeCuGmaTWqCdw0CCWj2P59SxKzqWlvo2ubB7P809R5CIyWfRYWURkmnLKffR3vUxtyxoCoZErjdPb91BbyhK0IgQ8CydVINAWoaGcZXFLHcbBfdh+F5nwAtCyyiLTmkYORUSmqWzHCxhWmLrWi0Y8zvN8CmWXPitIPGKR2X4YFwM/EKIt4BMOWhh1g/0N+wsOrkYPRaY1jRyKiExDpVwn+cw2knN+G9MKj3hsoeRQaJmNTxu7fnMIIx+Fxn4wPC5YsphMwKIuGcY+7GF5LgN5m4ZaLaEnMl0pORQRmWZ83yd76BcEI03UNJ570uNdF3rzBu+81UF0wKbYcJhwooZEoEhdTRi77JHNlCgTIOK7OK5GDkWmMz1WFhGZZgq9b1PKHSQx6yqMClrODHT307mrF8fzSbdmSJ+9FMsKcuXcGbTOrMWyDFzHo9Dr4bs+AUsVyyLTmUYORUSmEd9zyR76JZHaBUTrFp70+I4dHbz50mEsI0S2OYDfupzasMG6+T61IQvfMjATYZzOMsGSDWGDeCx4Ct6JiEwWJYciItNIf3oLTrmXpoU3nvTY9s27efa5Q5j1OdIzShjRhdR7Ph+d10pry2Bi2Zkvk7cdXMsnGvdpaAxhmRo5FJnOlByKiEwTrlOg7/Am4o3nEYqO3G9m2/NvsHFzL1agl/1nR7CCrbQaaZqi9fymYx/tKZdgwKC7ZOF6PrWmTTwRoKF25OIWEZn6lByKiEwTfYdfxPc96mdcNuJxv/nxr9m8w8WLZ9izahYBBri0NcbCuhreyThkiz79jgkOuL5PxPJorBlMDE2NGopMe0oORUSmAbvYQ3/qVepnXIYVrDm2bD2GAAAeb0lEQVTuMb7v8+JjG3mjI8RAa5bus5YQMSy+cPYKZtVEAFje6LOnt0i+ONjPMGAZrGiqIRJ4r7BF6yqLTG9KDkVEpiDf9/A9Z+jrzKFfYAZqqGk8D99zMcxj+xB6rsvzP/wFu/vipBbnKMxZQZ1l8+XzFhIPvnds2IKWWIj0uwlgUzRALKhfFSJnEn3Hi4hMMb7vUxo4iO+VASgXUhT79lDbvBY734GNQTg+e6j5tV0s8bOHfsGBcj0d57l4jUtZELX57NlLCBznMXEyHCBbcoc+F5Ezi77rRUSmGM8tDiWGvu8z0L2VQLiBcHz2u0f4g6OKVphSX46f/r8v0Gkm6Lg4gh9N8qHmAL+zYO4Jr28aBi3RwNDnInJmUXIoIjLFuOW+oc/LhcO45Sz1M67AeDeRs0J1WMEaBg5385MfbaarNsnhC+vBDPDpRQnOaUqc9DXq/v/27j1Iiup8+Pi3u+c+szuzsxdYltsKBg1oEhZRY70CiYmx1AoRNWgi8fJq5VK5qIWm/CMELS1/QCzNa/5IjKJRK4Qqq0wlZUxBLMWYpEiBiuEi8uMSWGDvc79293n/WLdl3V3Yyyw7szyfqqkauvs8e/Yczsyzp7tPe+TrQYhzlYx+IYSoMJaZASBVKNDTvpfq4DQ8/joAdFcQt6+e7gPH+POm3XQ01tI5vxaDAj++eAb1Ad9EVl0IUQEkORRCiApjuEMUsp2c6DmGaSmm1iwAQDN8eAJTaH9vP39+7Sjtn2kgObuWKpLcv/ACvC7jDJGFEEKSQyGEqAi2sol1xcE8QiG1n/ZEBznbja9qFml8hDUd23axZ8s/efvdAm1faCRfV0WzN8P/vfizzilnIYQ4E0kOhRBiHCUKvcvNjPYaPsvMko7t598H3iPdlUMzLEL1bmxPE3bKJt6dp9Nupybgo3vXQU4mNY5d3IAZ8bC0Dr523gWl/HWEEOcASQ6FEGKcWLZFezoLQED39LvzV9OMAWsROuXMLNnYfjKxfeSS/8VWFi5vlEB0NrpRQ85MYWFhFOKAzcl0gM79h8hkDYp1HnJem+/MqeGihrqz8WsKISaZSbHM/aFDh7jhhhuIRqNEo1FWrVpFR0fHuJUrlViuSCxXHJfYiYLpzFhUSuxKrDNUZj9WaluPV+xS9aGtbOdl2RYdPYexMkewMkfo6DlINnnEeWWSh7CtvFPWMjOkOt+j/cAfaP3g/9F99K8oZVMz/cs0Lfg+0RlLiM6cQUAz0G0fnkKQJuVnhl2F52A7SVVDripKBxbfmNPA/PromH8fIcS5qeJnDru6uli2bBmFQoEHH3wQ0zRZv349u3btYvv27Xg8npKWKxVbKdrTOQDqUCVdS8xWivZs7xdoyG1UROxKrLMTu8L6saLberzaowR9aCub3V0fkUtauP06miqSTHZTsBQoOK5Bnb/3L3KzoPD4dZrd1ZiZ484MIYA3NIOa6V8hEPmM8xg8W9kAZFI9aB43hq0R8Rj4shpt+4+Sb5qNHXKDnWVBdArFvBp7wwghzlkVnxw+8cQTHDt2jA8++IALL7wQgEsvvZSvfOUrvPDCC9x9990lLTdafR/ufTpzRfIf3znYaRao87n77R/Js0sHi12wrY/fl2fsSqzzULHLvR8nU1uPR3t0ZPPkjd64HWaO2lOeCKJpBobR/+ecTi5pkemx0OIWOVecYrGAnohTVC6oDpHP2fhyRdx2FtvVg7/jX+iahjc0k5oZXyUQPn/I5yKbxSKd+48SUjqufJFsd4Zu2yBVE8FfTFJtKqZX13KkI0bS7ceyFUOctRZCiNPSlFIV/SfmnDlzaG5uZuvWrf22X3DBBTQ1NfG3v/2tpOUAenp62Lp1Ky0tLVRVVZ2xjp+eUUDXOJkG3TCwbUWxkKcp1DujUMzZ+KrczK+bN6wvu6FiF4pFlAJdo+xiV2KdTxe7nPtxsrV1ydtDg0SiG0MH21aYZvFTs3sG5zdegsvlH1add7XtJ3GyiJkNU9RO4PVr1PV0gPLREbLIpLK4sz1kVI7INIOF0xcRjMzDcAecOEopil3ddB84RufhDtpPJjhm6RyuMzFcLgJWCL+u0IsKZehgW0z3a1w4t56Y5mFv7CTB2jBLzltATdW5taZhNNp7Kr27u3uCazK0ZDLJjh07uOqqq6ipqZno6ggxqIqeOezp6eHgwYPceOONA/YtXLiQ1157raTlxuLUGYUet4JCF/5MrPeiT3+I9rQiUFB4DQPbNLBrZqMP4wtpqNieRBcAZlW4LGNXYp2Hil3u/TiZ2rrU7ZFwF9AKadyZFAB5f4h87pO4QO9j6IZJ0wrkjB5iWQuPlqHK6iaYOYStZfEb01DuKAVjJirog+og/uBcOvcc4/j+ExxrT9CmuUn6q8gHqigGvJj1zRRnGSgdCtkjqIKLONUECnn8Zp5psRhzImEaL5hH2tBxh924PDZYeUyrov/uF0JMoIpODltbWwFoamoasK+xsZF4PE48HiccDpek3Fi4/Tpa3MLMhrEyeaLBINM0E7dL45g7TDZtolk2aStJwG2M6AtpsNh1KoNhQKc7UpaxK7HOQ8Uu936cTG1d6vYg200wEGaaBi7DxzF3gFy64MT1eUMDTvMqZWHmYxRz3Zj5boq5Lor5bgrZLjqyKVoTtXi0KXgML76iRlqrR9d9uM0aMhlFe67ACbOTpOXlbb+GHfRTnDoTe9Yp54CLeTQzg0tPUGfoNAW9uEJuijk3bjNCfZWPmT6DSOwoADGPQXfOQuvJ47JMNA1chqxrKIQYnYpODpPJJACBQGDAPr+/dwYhnU4PSPJGW24sDJeGGbCIZ8BLmrCmMy3ix9C8ZHAT80Ehb4JHkSy6h7zuaLixp1R70PBgu8ozdiXWeajY5d6Pk6mtS90eQS1PWDOYFvHj1iNkVYGYz0UhZ1J06bSncqQ6d2EVejBz3RTzXZj5GNA7K6eUi3zRTyrnJZarYW+uimwmiDfrI2PnUZ4Cmu7D1g1sI0XS78cbsWi0bDqsAHjAaySo0m2m+D3Mi9ZwYV0dEW//zyZb2bx34kP+d38KDIuiZaNHQ7iSvQmgHvWjt6UpZotY3UXctTqhwPCvlRRCiFNVdHLYd7nk6Vb+H2zfaMuNhW0rerIWnpCLqLKo1jW64kWwA/jCFj63TqDKx4mEl3TeN6KLyQeL3ZOwUZYbn6c8Y1dinYeKXe79OJnaerDYxxNe0lkPxWIOl947s1cs5CkWixQKOfL5PKZZwLRMCsU8h1MnaI1puMmgGWnSqR7e6y7gducpBg1yXg+6u8CxRA4vedozWfIEiFshYlYNcTWLHsL0aGHSLj9oOvhB+WwK2SNU2yl0T5CAr4CVcaGh0GyLZMpFfVUMrzdA1ta5Mhzm/8w+n/rI8E6zW3mFzzDw6pDVFW2ZPL6P761JWRbuoItcdxplgU8zMHSZORRCjE5FJ4ehUAiAbDY7YF/fturq6pKV+7SamprTXlBs2zZKKWxlo/X4KMbaqHX10BzRySfi7PvoELWhDLSD7rdIGn5aM27wZdmR2E6VzzpjHWyl+Chr0dkVJWp9iOHtpLuoY+X13muPEuUXuxLrPKzYZdiPk7OtTbQEuAJF0nqAtowbw59hf+Ztwr7BTy1rgBswlELLaxjpeqJWkhmuLsykC3fQRqGhMm7cdoGufIR0wcdHeoh9PbPQDQPdNtEsE0OZuLAJGDHqPAmqgx7qIlVMqQ9zIh4mVlPFdK+faleUqKZjtreBcuNqbKTbyhKq9nKouwvTCFJXV0O0euAZjIHtYVOXD+PzB+jO5Ejms3zUo3Es6MVl6GQ7jmMoi2CNRV04xOzmaqLR6IjuDp8MdL339+27MWUiaJrm1GMwLldFf+2Kc0RF/y+dOXMmACdOnBiw7/jx40QiEYLBgaeaRltuLKyPLw53Gxq6HgbLwOs9TMr0AgoMRUIPoLBIFAIcTfkJFu3TxoTeWdCOYoa85SZremkvVqNlIBgqgklZxq7EOldq7Eqs8xljF90oDeysn6QeoKBsujM+VCGE361hK6030UNHoYPqfc/H29rsHrQiqGIVZq6aiCuLXgBN1/C63ISDNdRW64RzcebVzOZL81qYEj3z54GtbHa05jmabcVO2+T9brI+nanh3tO7J1Ue21YkurOYyoOua1QHRraeaijiJhB24enJ8d+4RbaooGihaRD2KGqCPmojvpKuLymEOPdUdHIYiURobm5m586dA/a9++67LFq0qKTlRiqbzZLJZLCVTT6XxggHSbijHEDREInTbMwCoFgVoVsPMCWYJxg7SYoarjzvomEtQ2Erm+3H9nC0K0fIPZ2wrmiwTmJ3tgOg1zWUXexKrPPpYruTMaA8+3GytfWnY08L5qkaZXtUuRqp0zqpUSauZAKAQnguCdWON+SGWIFcPkcqGcdN/rRx+2InEykKPRZ+2yRmFjG8PoL53gW2i0GTTDKPmVLE8oq66TrxeGzYs3uzvI3O++ZGaA4XORbPYdmKer+LGRF/v1PJsZ7YsOJOJuWwlE0gECj55IIQZ1tFJ4cAK1as4Mknn2Tfvn1ccEHvA+a3bt3Khx9+yOrVq0te7lQ9PT2Y5vDukPR7XXg1yMez2IEe8l6cGYX/dTVA/iSpuI1mW+jukV1MPljshureL5zjnvKMXYl1Hip2uffjZGrrkrUHCj11krzPJuc1mBV2o2seDmoJrCKk4nlM243u1kZU52LWxu0O0Z3NknHrHI/b7I9ZuHSNnGah22DkFS7dIDiCxbVh4CLfDQEPKbP3jMTsaq/MFpaJTCZDJpMZcn/fDZFClLOKvyDlgQceIBqN8uUvf5knnniCxx57jBtvvJGWlha+/e1vA3Dw4EFeeuklDh48OKJypaRsMDIaNaqDXD5PwaNhagpLd+P2p7Bsm0KqSCbhJegZ2cXkg8fWsLTyjV2JdR46dnn34+Rq69K0hz+Xw2/lyOZNpw8L5DH8lhM3FfOMuM6+KoNQrYsZc6ppqPaA4SFb00gyPBVTGQTcOnXTvTTN8BMIj+1vc13TaPC7aPC7JDEUQpRUxc8c1tfXs23bNu69915+9rOfEQgEWL58OevXr8fr9QKwbds27rjjDjZu3Mh555037HKlVMzahN15CoUERbfOsXiKrlwKXdfJ5pLoto1hmVjUjHhGYbDYbek4hqZR0MyyjF2JdR4qdrn342Rq61K1h9floWj3DOzDfB7dtsEETRtZXF3TmV97PtR+sq09c/pTv2O9YaTaU/Ef4UKIMjQpPlnmzZt32qea3H777dx+++0jLldKvioD3fYS1r2k8yZdOY1iVe+dzso08Rk23jofYXfViGcUBo0dilAENEVZxq7EOg8Zu8z7cVK1dYnaA6owPEFimTxdaZ10de/1fMVigYjLJDjFTdTlGXGd5dSvEGIyqPhnK0+EkT5bGXovVgdQdrH3TsysScwysCxFwM7TFPHhMjzO+oojmVEYLHZrIodtK+p8rrKMXYl1Hip2uffjZGrrUrZHn/ZMkZ5T+rDUs3uJQu91yTLLN/7K4YaUM5FnK4tKIJ9WZ4nzBWP0nrKeElIY9C5jUUdhTDMKg8VO271dO9bZivGKXYl1Hip2uffjZGrrkrbHxxoCHnSnD0t//Z4khUKISiOfWhNE1zSmBnqX3bAzxZLHbvC7nPeVELsS69wXr9L6sZLberzaY7z6UAghKpEkhxOoxt87W5ElcNqlD0ZjPGcrxit2JdYZKrMfK7Wtxyv2ePahOHv6LjEIBKQfhRiLil/KppLpuo6u67JgaoWTfqx80oeTg/SjEKUhyaEQQgghhHBIciiEEEIIIRySHAohhBBCCIckh0IIIYQQwiHJoRBCCCGEcEhyKIQQQgghHLLO4ShYlgUw5nW0XK5Pmj+ZTI4plpg40o+VT/pwcqiEfuz73uj7HhGiHElyOArpdBqAvXv3TnBNhBBCVKJ0Ok1dXd1EV0OIQWlKKTXRlag0uVyOtrY2gsEghmFMdHWEEEJUCMuySKfTTJkyBZ/PN9HVEWJQkhwKIYQQQgiH3JAihBBCCCEckhwKIYQQQgiHJIdCCCGEEMIhyaEQQgghhHBIcjhODh06xA033EA0GiUajbJq1So6OjrGrZwYH6Ptj8WLF6Np2oDXjTfeeBZqLU7nnnvuYenSpcM6VsZj+RpJP8p4FGJkZJ3DcdDV1cWyZcsoFAo8+OCDmKbJ+vXr2bVrF9u3b8fj8ZS0nBgfo+0PpRR79uxh+fLlrFixot++WbNmnY2qiyE8++yzPPPMMyxZsuSMx8p4LF8j6UcZj0KMghIl99BDDynDMNSePXucbVu2bFGA+s1vflPycmJ8jLY/Dh48qAC1cePGs1BLMRymaaq1a9cqTdMUoJYsWXLGMjIey89o+lHGoxAjJ6eVx8GmTZtYunQpF154obPtqquuYt68eWzatKnk5cT4GG1/7N69G6BfOTFxcrkcCxcuZM2aNdx22200NTUNq5yMx/Iy2n6U8SjEyElyWGI9PT0cPHiQlpaWAfsWLlzIjh07SlpOjI+x9Menv4z6HrcoJkYulyORSPCHP/yBF154od/zd4ci47H8jKYfQcajEKMhyWGJtba2Agz6V21jYyPxeJx4PF6ycmJ8jKU//vOf/1BVVcV9991HVVUVoVCIOXPmyGzTBKmuruajjz7i5ptvHnYZGY/lZzT9CDIehRgNSQ5LLJlMAhAIBAbs8/v9wOB/uY62nBgfY+mP3bt3k0wmicVi/O53v+O5556jqqqKW265hRdffHH8Ki0Gpev6sGeZ+sh4LD+j6UeQ8SjEaMjdyiWmPn5UtaZpQx4z2L7RlhPjYyz9cc8992BZFj/4wQ+cbStXrmTBggWsXr2aW2+9FcMwSlthUVIyHicPGY9CjJzMHJZYKBQCIJvNDtjXt626urpk5cT4GEt/fPe73+33RQS9s0233XYbbW1t7Nmzp8S1FaUm43HykPEoxMhJclhiM2fOBODEiRMD9h0/fpxIJEIwGCxZOTE+xqM/GhoaAEilUmOvoBhXMh4nPxmPQgxNksMSi0QiNDc3s3PnzgH73n33XRYtWlTScmJ8jLY/WltbmT9/Pg8//PCAffv27QOgubm5tJUVJSfjcXKQ8SjE6EhyOA5WrFjB1q1bnQ8fgK1bt/Lhhx+ycuXKkpcT42M0/dHU1EQsFuOZZ54hkUg42//73//y/PPPs2zZMqZOnTrudRdjJ+Ox8sl4FGJ0NNV35bUomY6ODhYsWIDL5eL+++8nl8uxbt065s6dyzvvvIPX6+XgwYP84x//4Itf/CLnnXfesMuJs2e0/fjqq6/yjW98g/nz53P33XeTTCZ5+umnKRQKvPPOO7IY7wSbPXs2s2fP5s0333S2yXisPMPtRxmPQozCRD6eZTLbt2+fuuaaa1QwGFT19fXqO9/5jmpvb3f2b9y4cdBHOp2pnDi7RtuPr776qlq8eLHyer0qEomo5cuXq717957l2ovBzJo1a8Bj12Q8Vp6R9KOMRyFGRmYOhRBCCCGEQ645FEIIIYQQDkkOhRBCCCGEQ5JDIYQQQgjhkORQCCGEEEI4JDkUQgghhBAOSQ6FEEIIIYRDkkMhhBBCCOGQ5FAIIYQQQjgkORRCCCGEEA5JDoUQQgghhEOSQyGEEEII4ZDkUIhJ5tprr0XTNDRNY+/evUMed+utt6JpGrqus2PHjhH9jNWrVzs/44MPPhiwv7W1dcT1FkIIUR4kORRikrn44oud93v27Bn0mB07drBp0yagN0lsaWkZ0c/497//DUAwGOSzn/2ssz2RSLB69WruuuuukVZbCCFEmZDkUIhJ5tTkcPfu3YMe88ADD6CUwuv18uijj44ovm3bzkzjwoULMQwDgL1793L++eezYcMGvvCFL4yy9kIIISaaJIdCTDJnSg7/8pe/8MYbbwDwwx/+kFmzZo0o/t69e0mlUgBccsklzvatW7fS3t4OwGWXXTbiegshhCgPkhwKMcnMmzcPr9cLDDytbNs2Dz74IAA1NTU89NBDAHR0dPDTn/6U+fPnEwgECAaDLFy4kKeeegrLsvrF2L59u/P+kksuwbZtqqqq+NGPfuRsX758OVdccYXz79dee42vfvWrNDY24na7mTZtGnfeeaeTTJ7q97//PZdeeimhUIjzzz+fZ555BoAZM2agaRrf/OY3Bxz/pS99idraWrxeLwsWLODXv/71iNtNCCHEx5QQYtL5/Oc/rwDl8XhUsVh0tj/33HMKUID6xS9+oZRSaufOnWrq1KnO9k+/vv71ryvbtp0Y3/ve95x9Bw4cULt27Rq03E9+8hOllFIbNmwYMvbixYv71fvHP/7xoMetWbPGeb9hwwallFKmaaqVK1cOGXvt2rXj3cxCCDEpSXIoxCS0atUqJ0nas2ePUkqpbDarpk+frgA1e/Zslc/nVSqVcrZpmqZ+/vOfq7a2NnX48GF17bXXOjFeeeUVJ/aiRYsUoKLRqFJKKdu2VXt7u9I0TQHqhhtuUMViUdm2rTo6OtS0adOUpmlq2bJl6ujRo6qzs1N97Wtfc2K3trYqpZT685//7Gy7+OKL1XvvvadaW1vV9ddf3y/p27Ztm1JKqYcfftjZdv/996sTJ06oo0ePOsf7fD4Vj8fPcssLIUTlk9PKQkxCg92x/OSTT3Ls2DEAHnvsMTweD88//7yz7fvf/z5r1qyhoaGBWbNm8fTTTzsxXn/9dQDy+Ty7du0CYNGiRQBomsaOHTtQSgFw+eWX43K50DSNuro6WltbKRaLvP7660yfPp3q6mrq6+ud2MFgEIAnnngCAMMweOWVV/jc5z7HtGnT2LhxI5qmOftaWlrIZDJs2LABgCVLlvD4449TV1fH1KlTndPmuVyOd999t2RtKoQQ5wrXRFdACFF6n74pZenSpTz++ONAb1K3cuVKoPcmkj6nXjMIUF1d7bxPJBIAvP/++xQKBQAWL17s7P/nP//pvD/1ZpRCocCLL77Ili1bOHDgACdPnuTkyZPOdYzNzc2Ew2FyuRzbtm0D4Oqrr2bu3LlOjNraWgKBAOl02rkm8s0333Tq9NZbb+F2uwdth1wud/qGEkIIMYAkh0JMQp9ODh955BHi8TgA69evd2bijh8/DkAgEOAzn/lMvxg7d+503s+YMQMYeDNKn3/9618AuN1uZ81EpRTXXXcdW7ZswefzsWLFCu644w5qamr41re+BfTOMvbVwzRNgAHL4Bw5coR0Og18kpC2tbUNqx2mTZs2rOOEEEJ8QpJDISahKVOm0NDQQHt7O2+//TZdXV0AXHfddSxdutQ5LhwOA5DNZonFYkQiEWdf32lbgOuvvx74ZPFr6J8c9m2/6KKL8Pv9QO9s4pYtWwB44YUXuPnmmwF49tlnnXJ9yWHfWokAnZ2d/X6XU+887ksOTz0tvXnzZm666Sbn393d3UQiEXRdrpoRQojRkE9PISapvtnDEydOUCgUMAyD//mf/+l3zNVXXw30zvLdeeedHD16lMOHD3PXXXfx17/+FYBrrrmGK6+8Evhk5rCpqYnGxkagd9avp6cHAL/fTzabJZ/P95vd61sb8fXXX3eWzwGcWcYZM2Y4SeXLL7/MG2+8QSwW46mnnmLdunXO8X3J4eWXX05tbS0AjzzyCLt27SKZTPLiiy/S1NSE3+/nscceG3MbCiHEOWmCb4gRQoyT++67r99dvnffffeAYzKZjHP38WCvlpYW1dnZqZRSKh6PO3ckL1++3IkRi8WUYRj9yr388svq+PHjKhQKDYgZDAad90eOHHHiPPTQQ4PWoS92MBhUpmk6x2/evHnAz+17XX755SqZTI5j6wohxOQlM4dCTFKnXncYDAZZu3btgGP8fj/btm1j7dq1LFiwgEAgQCgUoqWlhQ0bNvD3v//dmaE79Y7kU08ph8Nhfvvb3zJnzhw8Hg/19fVcccUVNDY28sc//pGFCxfi8/mYO3cu69at6zd7efjwYef92rVrWbNmDbNnz8bn83HllVfypz/9CZer9+qXyy67rN/p55tuuom33nqLa665hnA4jN/v56KLLmLdunW8+eabhEKh0jSkEEKcYzTV92kvhBAT5KWXXkIpxZw5c1i0aBEejweAbdu2sWTJEgAeffTRfqekhRBCjA+ZORRCTLjNmzezatUqrrjiCn75y1+STCbZu3cvq1evBnrXUjz1phMhhBDjR2YOhRATbtOmTdxyyy1D7r/33nudRbKFEEKML0kOhRBlYfPmzfzqV7/i/fffJ5VKEYlEmDdvHnfddRd33nnnRFdPCCHOGZIcCiGEEEIIh1xzKIQQQgghHJIcCiGEEEIIhySHQgghhBDCIcmhEEIIIYRwSHIohBBCCCEckhwKIYQQQgiHJIdCCCGEEMIhyaEQQgghhHBIciiEEEIIIRz/HznVFEGVO/s3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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'], \\\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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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'], \\\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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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'], \\\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'], \\\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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eeYbExES8vCpP+mfNmkXTpk2ZMWMG3bt3d7r9ddWtW7cKU+a6d+9Oq1atWLt2LevWrVO8zls+OczOzmbYsGF89913PPbYYyxevLjWzwYEBBAQEFDlfavVis1mq/L+tR7PwMDA2jdYNDjyHl2fvMObwy/Gc+z65QBX8tNJzzeQV1Jgv9fI3YcQn2DC/ELoGtGJUB89oT56Qnz0NHL3RlXJ6SdZvyaRDgS1blHrnw2VSlXtaJbMaa+bkydPsmPHjgpDqc899xy//fYb+/btY968ebWON3HiRHx8fDh8+DAPPPBApWVCQ0MZOHAgr732Gp999plT7f+j6OhoWrduTZs2bXj77bdJT0+nR48erFq1il69etX4fGRkJMHBwZw/f17Rdl1zS/+Upqenc/fdd3Ps2DEmT57MunXrKv0HQgghRMP3r7P7OJXxM93COtEzvAsh1xJA72C83XU1B/iDtJ+TAWjcOlLZhtaDwiJztfc9tBo0mqqTWovFSrHZUm0Mnae2Tm2rjY8++oiwsDD69OlT7vqrr75Kx44dHf7dvXnzZjp37lxjuTFjxjB16lTy8/Px8fFxqI6afP7557Rv3541a9ZgtVp54YUXGDVqFMnJyWg0mmqfzczMxGAw0KpVK0XbdM0tmxzm5eXZE8PnnnuOlStXKl6HyWSisLCwyvvX/hI1Go2K1y1uHHmPrk/e4c0hNT+DnuG3M7rln/930QbF+UUUU+R4vDO/YlW7E+KnrfXPhk6nq3QnjPr2/j//X7X3/9wnktZN/au8f+5yLv8+nFxtjKfHdK1L02pl3759REVFVUgCO3XqVKd4tUkMAaKiojCbzXzzzTfcc889daqrKmazmV27duHr6wuU5SWPPPIIx44do0ePHvZyFouF0tJSoGyHlp9//pm4uDjUajVPPvmkom265pZNDqdNm8axY8eYPn16nRPDrKws+wsTQghRf2w2G2n5GfRtqtzcsOK0NAo8/PDzdq/1M4WFhdV2CuTl5SnRtFtOUlJSvewkcm2u37lz5xSP3bFjR3tiCNCkSRMACgoKypVr3bp1pe366KOPap3kOuqWSA6TkpI4dOgQ/fr1o2XLlpw+fZrNmzfj7+9P165d+fDDDys8U9VSeSGEEA1PgbkQU2kRoT4KnoGcaaCoUYBMN2oAcnJy6qVH9lqdOTk5isf+/SEc8L+5z1artdz17du321cra7VagoODa3XghzNuieTw4MGDPProo3zwwQe0bNmSAwcOAGWLUR599NFKn5HkUAghXEeGqWzYN8QnGKw1FK4Fm82GZ64RW6uWzgcTTgsODq7VnoNKy8rKstdfXzp37lyrAz6UdNMlh8nJyRWuxcbGltt8csqUKUyZMuXGNUoIIcR1ZU8OvfWY8qoe1q0tS34B7qXFaEMbOx2rIXjs/o7V3vfQVr8AokW4b40xrqfmzZtz8eLFG15vSkqKvf5byU2XHAohhLj1GAqN+Hr44KX1xITzyWF+yhUAGjUJczpWQ+DsSmKNRo2umtXM19vQoUNZu3YtNpvN4WH+U6dOUVxcTLdu3Ryu99tvv0Wn03HXXXc5/Kwrc/nj84QQQogMk5EQb+XmG2YmlfVSBUVe37ldonZGjRqFwWDgyJEjDj87depURowYUad6v/zyS4YNG1blRtk3K+k5FEII4fIyTEbC/UIUi5d/KZViN286hPrWXFhcd126dGHYsGGsX7+e3r17V1pm//79lV7fvXt3tSecVDYdDeD8+fPs3r2bxMRER5tbYx2VtTU6OrrcwRl/nBJ3I0nPoRBCCJdnMBkJUXClsjktnRwPP3y8rt/GzsIx8fHxJCQkcOHCBYeeW7ZsGQMGDHC4vtdff50xY8bUaTja1UnPoRBCCJdWVFpMbkl+2UplhaiNGZT43hzzDW8WnTt3Zs6cOcTFxfHJJ5/U+rnhw4fTvn17h+o6c+YM27dv5+jRo44286YgyaEQQgiXZjCVbTei1JxDm9WKZ342NO+iSDyhnLi4OIefqctG0e3atav1ucVVDWe7MhlWFkII4dIMV7exUWoD7FKjEY3NgkeocnMYhXAlkhwKIYRwaRkmIx4ad3w9fBSJl3exbBsb32YyrCxuTZIcCiGEcGkZJiN6r0DFjrnLTE6hFDX6SEkOxa1JkkMhhBAuzWAyEuwVqFi8wkupZLk3IjRIV3NhIW5CkhwKIYRwaRmFyiaHpekZ5Hn64+UhazbFrUmSQyGEEC6r1FqKsSibxjrlkkO3LANmvyDF4gnhaiQ5FEII4bKMRTnYsCnWc2gtKcHDlIs6WLk9E4VwNZIcCiGEcFkZV7ex0SuUHJakp6MCPMNDFYknhCuS5FAIIYTLMhQa0ag0BHj6KRIv90LZNjb+zcIViSeUtWLFCsaPH1/pveeff57o6GiHY44ePbrCGcZnz56lRYsWZGdn1/h8dHQ0CxYsqLHchg0b6NevH76+vuh0Ojp27Mi8efPIy8uzl0lOTkalUrFhwwYHvwplSXIohBDCZWWYjAR5+aNWKfPrLPv8ZYrU7ugjZFi5oTl9+jTx8fEsW7aswr0VK1awcuVKh+JZrVZmzJhBQkJChXtt27Zl+PDhPPvss3Vu7+8tXLiQyZMnEx0dzaeffsr27duZMGECb731FoMGDcJsNgMQFhbGf/7zH+677z5F6q0rWYolhBDCZWWYMhUbUgYwXU7FqPWlXaCXYjGFMuLi4oiJiSE8/H+9uufOneP5559n+/bt+PnVvvf4+PHjPPPMMyQmJuLlVfm7njVrFk2bNmXGjBl07969zu0uKSlh6dKlvPjiiyxevNh+ffDgwbRv354HH3yQL774gjFjxuDh4UGfPn3qXJdSpOdQCCGEy1J6j0OrIZ18nT8e7hrFYgrnnTx5kh07dhATE1Pu+nPPPccvv/zCvn376Nq1a63jTZw4EYvFwuHDh2ncuHGlZUJDQxk4cCCvvfaaU23PycnBZDJhtVor3Lv33ntZvHgxLVu2BBrOsLL0HAohhHBJVpsVgymLO8IV3MYmO5PSJrcrFk8o46OPPiIsLKxCr9qrr75Kx44dHT4dZ/PmzXTu3LnGcmPGjGHq1Knk5+fj41O34xn1ej29e/dm+fLlXL58mREjRnDnnXcSHByMVqtlzpw5dYp7PUlyKIQQwiXlFudjtpai1ymzJ6ElPx93cxFuVfQkuaqiklJS0vPruxkANGnsg6e746nHvn37iIqKqpAEdurUqU7tqE1iCBAVFYXZbOabb77hnnvuqVNdAJ9//jkTJ05k06ZNbNq0CZVKRceOHRk5ciQzZswgICCgzrGvB0kOhRBCuKR0UyYAwV7K/GItTk0DQBdRto1NRqGRL0+ewANv9D6+hPsF0jw4AC8P1xpyTknPZ8aqA/XdDADeeK4/rZv4O/xcUlIS/fr1uw4tql5kZCRQNrfRGU2aNGHfvn2cOnWKL7/8kq+//pqDBw+yaNEi/va3v3Hw4EHatGmjQIuVIcmhEEIIl2QwGVGhIthTmeQw98JlAAKubmOTUZhJcu5FLFYbZINnSiMmdBtCE723IvXdKE0a+/DGc/3ruxlAWVvqIicnB2/vG/99v1ZnTk6OIvE6dOhAhw4deP755zGbzXzwwQdMmzaN2bNn8/nnnytShxIkORRCCOGSMkxG/DwaodVoFYmXc+EyuW46wkPKVr1mFOaUJYZXaW06/H3cFanrRvJ0d6tTb11DEhwcXKs9B5WWlZVlr7+u3nzzTV599VXOnz+PTqezX9dqtUyePJmdO3dy6tQpp9uqJFmtLIQQwiUZCo2KbmNTdCUNo9aXxgGeAKTnl09GPFU6vD2lT6U+NG/enIsXL97welNSUuz111WHDh0wGAysWbOmwj2LxcJvv/1W6zmQN4r8lAshhHBJGSYjTRqFKRbPlplBoXcwWjc1NpsNY2FeufuBOl+HV8UKZQwdOpS1a9dis9kcfgenTp2iuLiYbt26OVzvt99+i06n46677nL42WuGDBnCww8/zOzZszl+/DijRo1Cr9eTkpLCunXrSElJ4bPPPqtz/OtBeg6FEEK4pAyTUbHFKDarFfdcI9bAsuFDU2kRhSUl5co09lbmiD7huFGjRmEwGDhy5IjDz06dOpURI0bUqd4vv/ySYcOGVblRdm19+OGHrFu3josXL/LEE08waNAgXnzxRVq2bMmPP/5Iu3btnIqvNOk5FEII4XIKzIWYSosUG1YuzcpCY7XYt7HJKc6jxGyx31ejQd+okSJ1Ccd16dKFYcOGsX79enr37l1pmf3791d6fffu3dWecJKcnFzp9fPnz7N7924SExMdbW4FarWayZMnM3ny5GrLRUZGYrPZqi1zI0jPoRBCCJeTYTICKJYcFl3dxsanSdkwdU5JHsWlVlRWK5rSErRWDwIaeShSl6ib+Ph4EhISuHDhgkPPLVu2jAEDBjhc3+uvv86YMWPqNBzt6qTnUAghhMsxFJYlh0odnZdz/jIW1AQ1CwFA56bjtqAmZBsuU2RIJTA3G3XOLnJbNMW3V5QidQrHdO7cmTlz5hAXF8cnn3xS6+eGDx9O+/btHarrzJkzbN++naNHjzrazJuCJIdCCCFcTobJiLdWh07r3Fywa/IuXiZL24iWQWX78DXzDaNZ17JexNJSM0XZWWhyCxSpS9RdXFycw8/UZSVwu3btOH/+fK3KVjWc7cokORRCCOFyMkzKbmNTkpZGlrsvev+KQ8dublp8ghtD3be6E8KlyJxDIYQQLseg4EplAFWmAZNPAG4a+bUohPxfIIQQwuUo2XNoNZtxL8iBIOkaFAIkORRCCOFiSiwl5BTnodcFKRLPnJ6BCnAPDVEknhCuTpJDIYQQLsVgunrerUI9h8VXt7Fp1CRckXhCuDpJDoUQQrgUpfc4zD5/iSK1Fn2EMj2RQrg6SQ6FEEK4FIPJiLtai6+7jyLxClKuYNT6EhKkA+BcZjoXM3IpLCptEKdVCHGjSXIohBDCpaQXGgnWBaJSqRSJZ05PJ9vdjyBfD4otJfzj56/5+9F/8G7Cm6z/ZB3//edeTL/+htVsVqQ+UXcrVqxg/Pjx9s9//fVXxo4dS3h4OH5+ftx5553s3bvX6XqOHj2KVqutcLTexIkTWbZsWY3P79+/v8afzw0bNqBSqao8vq8qkZGRqFSqch+enp60bt2a2bNnU1RU5FC8ysg+h0IIIVyKQeE9DtVZmRQHd0CjVpFZmEdJqRW1tZRSVQkWWwkeyefIyUpFHx4OWq1i9QrHnD59mvj4eE6cOAFAZmYm/fv3JygoiDfeeANfX1/effddhg4dyr59++jfv3+d6jl58iT33XcfpaWlFe4tWbKETp06cf/99zt86oqS7r33XubOnWv/vKioiK+//ppXXnmF5ORkh06QqYwkh0IIIVyKwWSki16ZX8yWggK0xYWorm5jk1ucR4nZirq0rJfQ06zGU6tB7eGO2stTkTpF3cTFxRETE0N4eNnCoY0bN5KRkcGRI0eIiIgAYMiQIdx+++0sX77c4eSwpKSENWvWMG/ePDw9K3/X4eHhxMTEEBcXx/bt2537gpyg1+vp06dPuWvR0dGkpKTwwQcfsHLlSsLCwuocX4aVhRBCuAyL1UJmUbZiPYclaekAeIaFAmA05WIutaKxJ4ca3N00uPn7KzaMXR9KC03Vftgslmqft1ksNca4nk6ePMmOHTuIiYmxX2vSpAkzZ860J4YAGo2GNm3a8Ntvvzlcx86dO1m4cCFz5sxh6dKlVZYbN24cO3bs4OTJkw7XUZ1rQ9F79+5l6NCh6HQ6QkNDiYuLw1LD+7mmZ8+e2Gw2Lly44FRbpOdQCCGEy8gqzsFqsyqWHBZdSQXAr1lZL0tafjYAaktZcuhVosbdR41bgL8i9dWX5A0bq70fOnQIPq1bVXm/4Fwyqbv3VBuj9dQpdWpbbXz00UeEhYWV6y0bO3YsY8eOLVcuKyuLAwcOMHDgQIfriIqKIjk5mcDAQDZs2FBlub59+xIREcHHH39MfHy8w/XUZNy4cUybNo1Zs2axY8dOWTTMAAAgAElEQVQOli1bRsuWLXnyySdrfPbs2bMAtGpV9busDUkOhRBCuIz0wqvb2OiUSQ5zzl8mT+NF4xA/AAwFuQD2YeVGVjdUKhVu/q6dHLq6ffv2ERUVVW3vrdVqZdKkSeTm5vLSSy85XMfveyBr0rNnT0UWvlRm0qRJ9vmEAwcO5IsvvmDHjh3lkkObzVZuTmR6ejo7d+5k3bp1PPTQQwQHO3faz003rDx58mSio6NrVfbcuXOMHDmSwMBAAgMDmThxIhkZGde3gUIIIerMYDKiVqkJ8PBTJF7h5VSM7n6EBHhhtpjJLS4AbKgtZb94fW1lC1BcvefQ1SUlJdGiRYsq75vNZiZMmEBCQgJvvvkmvXr1qrJsaWlpuY+6bFcUGRnJuXPnHH6uNvr27Vvu8yZNmlBQUFDu2qZNm9BqtfaPiIgInnrqKYYPH87atWudbsNN1XP43nvv8e6779ZqEmpmZiYDBgygpKSEuLg4SktLWb58OcePH+fIkSO4u7vfgBYLIYRwRIbJSJCnPxq1RpF4lox0sj38CPB1J6soG4sVNKWlqAAV4MfV5FB6DutVTk4O3t7eld7Lzs5m5MiRHDhwgDVr1jBt2rQq4yQnJ1dIMj/44ANiY2Mdao+3tzc5OTkOPVNbOp2u3OdqtRqr1Vru2rBhw5g/fz4AKpUKnU5HZGQkXl5eirThpkgOLRYLixcvZsGCBbV+ZuXKlaSkpHDixAn7cvTevXszZMgQNm7cyKRJk65Ta4UQQtSVwWRU7Ng8m9WKJjsTc5OWqFUqgrwCmNZ7BIbsdC6d+41so5GgRl5o1TbULr6FTWTsI9Xe13hU3yHi3SKyxhjXU3BwMNnZ2RWup6SkMGTIEM6dO8eWLVsYM2ZMtXHCw8NJTEwsd626HsmqZGVlOT1064ygoCB69ux53eK7fHJYVFRE7969OX78OBMnTqz1HIAtW7YQHR1dbp+iwYMH07ZtW7Zs2SLJoRBCNEAZhZm09o9UJFZpdjYaSylqfWP7NQ+NOxFBTYgIaqJIHQ2Fm865HiWVRuN0DGc0b96cixcvlruWm5vLoEGDSE1NZc+ePdx11101xnF3d1ckqUpJSaF58+ZOx2moXH7OYVFREbm5uXz66ads3LgRN7ea892srCySkpLo0aNHhXvdu3fnhx9+uB5NFUII4QSbzYbBlKXYYpRr29h4hYUoEk9cP0OHDuXQoUPl5gfOnz+fn3/+mZkzZ6LVajl8+LD94+jRo/Zyp06dKve5s2w2G4cOHeLPf/6zYjEbGpfvOfT19eWXX36pVVJ4zaVLl4DKVyaFhYWRk5NDTk4Ofn7KTHgWQgjhvNySfEqsZsWGlU2XrmBBRUDTUEXiietn1KhRLFq0iCNHjtC7d28AEhISAFiwYEGFaWXNmze3H0s3depUkpOTHT6mriqJiYkYDAZGjx6tSLyGyOWTQ7VajVrtWAdoXl4eUHHSJ2CfzFlQUCDJoRBCNCAZpqvb2CiUHOZevEy2thEhwZUvdBANR5cuXRg2bBjr16+3J4e13eh59+7ddO/e3aH6YmNjq1yksn79eoYPH06HDh0cillTHdHR0ZWunN6/f3+5z5VKcqvj8sPKdXHtm1/dfkmuvBO+EELcjDIKMwEI9gpQJJ7pShpGrS8hAfU3l07UXnx8PAkJCQ6f/rFs2TIGDBigSBsuXrxIQkICr7zyiiLxGiqX7zmsCx8fHwBMporH/Vy75uvrW2OcgIAAAgKq/kfKarVWu3/StR7PwEDlDpAXN568R9cn79A15F82EeDpR6i+8mFgh99jpoFczzBaNgtRrENApVJVO5rlyBQoUV7nzp2ZM2cOcXFxfPLJJ7V+bvjw4eUWnzpj9uzZxMXF0blzZ0XiNVS35E9ps2bNALhy5UqFe5cvX8bf37/K/ZSEEELUj7R8AyE+ymwfYjWb0eRmYW19u4wUuZC4uDiHn1Eykfvwww9rVa6qIWJXcUsmh/7+/rRo0YIff/yxwr2jR48qtneQyWSisLCwyvvX/ro1Go2K1Cfqh7xH1yfv0DVczkkl1Ftf5Xty5D0WX76CymZDHRyM0Wjkm/PHOJaUTmNTEQE6P8L0zejYrhlqjWObbet0OulcEC7vlkwOoWzl0xtvvMGZM2do164dAF999RVnz57lxRdfrFWMrKyscmcbCiGEuH4yTEY6B7dVJFZJWhoA3uFlQ9TJOVcwmA0U51wmJduK6eQxGh9rTMCggbiH1n6rm8LCwmo7Ba4tiBSiIbslFqQkJSXx4YcfkpSUZL/20ksvERgYyKBBg1i5ciXx8fGMHj2aHj16MH78+HpsrRBCiD8qNJsoMBcqtlLZdDmVYpWWoPBgLFYL2aY8VFYLKlvZMWW+Vi02ixWNj/QCilvPLZEcHjx4kAkTJnDw4EH7Nb1ez8GDB7n99tuZN28eb7zxBg8++CBffvklHh4e9dhaIYQQf2S4uo1NsEIbYOdevIzR3ZeQIC/ySgooLrWiKTXb7/uhRaV1Qy1DxOIWdNMNK1e2/09V+xW1bduWnTt3Xv9GCSGEcIrSexwWp6Zj1Daie6AXWSXplJgtqC1lyaF7qQpvNw1u/v6yWEXckm6JnkMhhBCuLcNkxMvNE29txcML6sSQQZ6XP4283MguzqXE/L+eQ0+zBndtWXIoxK1IkkMhhBANXkahEb1XkCKxLIWFuBUVYA0MRqVSkZ6Xg82GvefQq0SNu1aNNkCSQ3FrkuRQCCFEg2cwGdErdDJKSVo6ANqQslXIGQU5gM2eHHpb3NCo1dJz2ACtWLGi3KLRX3/9lbFjxxIeHo6fnx933nkne/fudbqeo0ePotVqK0xVmzhxIsuWLavx+f3799dqSsL58+d54oknaNq0Ke7u7uj1eu6//34OHDhQrlxsbCyRkZGOfAlOkeRQCCFEg5dhMiq2GKUktWwbm0ZNyraxaRfcnNuDmxLk7otWoyEALQBu0nPYoJw+fZr4+Hh7cpaZmUn//v05c+YMb7zxBp9++ikhISEMHTq0QnLliJMnT3LfffdVulXdkiVLWLJkCadPn65z/GtSU1Pp06cPP/30E6+99hp79uzhnXfewWw2M3DgQLZu3WovO3fuXLZt2+Z0nbV10y1IEUIIcXMpsZjJLs5VbDFK4eUr5Gm8aBxSlvx1D2tH97B20H0AVquV0vwCbHm5qGXnigYlLi6OmJgYwsPDAdi4cSMZGRkcOXKEiIgIAIYMGcLtt9/O8uXL6d+/v0PxS0pKWLNmDfPmzcPT07PSMuHh4cTExBAXF8f27dud+nreffddsrOzOXv2bLkje0eMGEHv3r2ZO3cuI0eOBKBVq1ZO1eUo6TkUQgjRoGWasgAIVig5zE9JJUvrS0hAxQRArVbj7tsIj6vJhmgYTp48yY4dO4iJibFfa9KkCTNnzrQnhgAajYY2bdrw22+/OVzHzp07WbhwIXPmzGHp0qVVlhs3bhw7duzg5MmTDtfxe6mpqahUKiwWS7nrGo2G1157jSeffNJ+TYaVhRBCiN+5to1NY4UWpJSkppHp7ktIoJci8cT199FHHxEWFkafPn3s18aOHcuSJUvKlcvKyuLAgQN07NjR4TqioqJITk7mr3/9K25uVQ+s9u3bl4iICD7++GOH6/i9YcOGYTKZ6N27N6+//jpHjx61J4pDhgzh2WefdSq+MyQ5FEII0aAZTEa0ajd8PXycjmWz2VBnGSjQ+ePtKTOrXMW+ffuIioqqdpGH1Wpl0qRJ5Obm8tJLLzlcR0REhP187pr07NnT6YUv99xzD2+//TZpaWm8+OKLdO/encDAQEaOHMmePXuciu0s+T9DCCFEg5ZhMhLsFYBa5Xx/Rml2NupSMwTpFWiZa7AUF2NKuVTfzQDAq0kEmjrM5UxKSqJfv35V3jebzcTGxpKQkMBbb71Fr169qiz7x4UmGo3G4c3OIyMj+e677xx6pjJTp04lNjaWXbt2sXfvXvbv38+2bdvYtm0bM2fOZMWKFU7XUReSHAohhGjQDCajYvMNr61U9ri6jc2twJRyiWMzX6zvZgDQdeVyfFq1dPi5nJwcvKs4yjA7O5uRI0dy4MAB1qxZw7Rp06qMk5ycTIsWLcpd++CDDyo9Ra063t7e5OTkOPRMVXQ6HSNGjGDEiBFA2fY8jz32GCtXruTRRx+lU6dOitTjCEkOhRBCNGgZhUY6BbdVJJY5LR0rKnyb3jrJoVeTCLquXF7fzQDK2lIXwcHBZGdnV7iekpLCkCFDOHfuHFu2bGHMmDHVxgkPDycxMbHctT8mi7WRlZVFcHCww89dY7FYaNWqFY888ggLFy4sd69169asXr2abt26cerUKUkOhRBCiN+z2qxkFmUrto1NwaUrZGt9CAn2Ib+kgNOXDPhrvNAH+uHr7Y76JjxLWePhUafeuoakefPmXLx4sdy13NxcBg0aRGpqKnv27OGuu+6qMY67uzs9e/Z0uj0pKSk0b968zs9rNBoiIiJ4//33efbZZwkKKr/Y6uzZswD1khiCJIdCCCEasKyiHCw2i2IbYBekXMGo9aVjgCfncy+x87cjeGal415Sip/ZlyHNOhF6e3u0QcqsjBbKGDp0KGvXrsVms9nnB86fP5+ff/6ZBQsWoNVqOXz4sL28h4cH3bp1A+DUqVMUFxfbP3eWzWbj0KFDPPPMM07FWb16NdHR0XTv3p3p06fTrVs3LBYLBw8eZNWqVUyZMoUOHToo0mZHSXIohBCiwbq2jY1SPYelGekY3UMJCfDiSGouVqsNjcWMVWXFrTgfzp/D0rqZJIcNzKhRo1i0aBFHjhyhd+/eACQkJACwYMECFixYUK588+bN7UffTZ06leTk5ApH4dVVYmIiBoOB0aNHOxWnR48eHD16lNdee4233nqLK1euoNFo6NixI6tWreLxxx9XpL11IcmhEEKIBiuj0IhapSbQ08/pWLbSUtQ5WRRGtMfLQ0N6fjYqqwWV1QqAzuyG1kslZyo3QF26dGHYsGGsX7/enhxeuHChVs/u3r2b7t27O1RfbGxslYtU1q9fz/DhwxXp1WvdujXvvfdejeU2bNjgdF2OkH0OhRBCNFgZJiMBHn64qZ3vyyjJMKCy2VAH6bHZbGSactFYzPb7vjY3VBoNGh/n91MUyouPjychIaHWSeE1y5YtY8CAAYq04eLFiyQkJPDKK68oEq+hkuRQCCFEg2UwGdErNN/QnFa2jY1XeCiFpSZMJWbUv9vzzs+mxc3fH5VafjU2RJ07d2bOnDnExcU59Nzw4cNZtWqVIm2YPXs2cXFxdO7cWZF4DZUMKwshhGiwDCYjkX5NFYlVnJpGidqNgLAgcorzKDZbUFtKANBYwUftJkPKDZyjiSGgaCL34Ycf1qpcdHQ0NptNsXpvNPnzSAghRINks9nIMBkV3cbGqPUlJFBHTnEeJaVWNFd7Dj3NGjy1GtwCJDkUQpJDIYQQDVJeSQHFlhLFkkPT5dSryaEnBSVFuKlV9jmHXiVq3LUa6TkUAhlWFkII0UBd28ZGqaPzLBkZGD1a0jjAk6baTnRp3BZj+iWupF3GlmnCG7X0HAqBJIdCCCEaKIM9OQxwOpbFZEJTmE+xPhAPrQYAd42W0LBIQsMinY4vxM1EhpWFEEI0SBkmI77uPni6eTgdy5yWDoBGr3c6lhA3O0kOhRBCNEgZpkzF5huWXN3GRhcRpkg8IW5mkhwKIYRokAyFWYrNNyxOTaNA40lwY+dPWhHiZifJoRBCiAZJ0W1sUq6QqfUjJMBLkXhC3MwkORRCCNHgmEqLyDcXEKzQ6ShFqWkY3RsRGuipSDxRP1asWMH48eNrXT4lJQV/f3/2799fY9ni4mLi4+Np164d3t7etG3blkWLFlFSUmIvM3HiRJYtW1ZjrP3796NSqaots2HDBlQqFcnJyTXG+73IyEhUKlW5D09PT1q3bs3s2bMpKipyKF5lZLWyEEKIBufaSmUleg5tNhs2QwZZfp3Q+3titdlQ1/CLWzQ8p0+fJj4+nhMnTtSq/MWLF7n77rvJycmpVfnp06ezefNm5s6dS1RUFP/9739ZuHAh58+f57333gNgyZIldOrUifvvv5/27dvX+Wtx1r333svcuXPtnxcVFfH111/zyiuvkJyczCeffOJUfEkOhRBCNDgZhcolh5acHNTmEsx+wVgw837ibsxX8gi0qPHzDaZT87Y0axGOyk3jdF3i+omLiyMmJobw8PBqy1mtVjZt2sQLL7xQ6yPsMjMz+dvf/sbSpUt58cUXARg0aBAAs2bNYsmSJej1esLDw4mJiSEuLo7t27c79wU5Qa/X06dPn3LXoqOjSUlJ4YMPPmDlypWEhdV98ZUMKwshhGhwDCYjnhoPvLU6p2OVpJatVNY21pNbkk9OcT4F5jSuFJ3jbFoief/eRX4te6NclclcVO2HxWqp9nmL1VJjjOvp5MmT7Nixg5iYmBrLHj9+nClTpjBx4kQ2b95cq/i5ublMmTKFBx54oNz1du3aAZCUlGS/Nm7cOHbs2MHJkycd+Apqdm0oeu/evQwdOhSdTkdoaChxcXFYLNW/n2t69uyJzWbjwoULTrVFeg6FEEI0OBmmLPS6wBrnbdVGSVo6VlT4hIeWnalstuJRWnZsnqdZjYfW7aY/Nm/TsYRq7w9udSetAptXeT85O4Wvfvu22hhPRo2rU9tq46OPPiIsLKxCb1llmjVrxq+//kqTJk1qNdcQoEWLFqxdu7bC9S+++AKtVsttt91mv9a3b18iIiL4+OOPiY+Pr/XXUFvjxo1j2rRpzJo1ix07drBs2TJatmzJk08+WeOzZ8+eBaBVq1ZOtUGSQyGEEA1OhilTwW1sUsnR+tA42BujyUCpuRSvqz1lXmYN7lo1Wjk2r0Hbt28fUVFRtfpjITAwkMBA5392tm3bxsaNG3n66acJCCh/Sk/Pnj3Zu3ev03VUZtKkSfb5hAMHDuSLL75gx44d5ZJDm81GaWmp/fP09HR27tzJunXreOihhwgODnaqDTKsLIQQosExKLmNzaVUMrW+hAR6kZaXjfpqryGAZ4kad3c3NL6+itQlro+kpCRatGhR7lppaWm5D6vVqlh9W7du5eGHH+bOO++sdHVyZGQk586dU6y+3+vbt2+5z5s0aUJBQUG5a5s2bUKr1do/IiIieOqppxg+fHilPaCOkuRQCCFEg2K2lpJVlKvc6SipaWRpfQkJ8MRQmIPG8r/k0NfqhtbfD5Vafh02ZDk5OXh7e5e79vvkSKvVsmjRIkXqWrVqFWPGjOGOO+7gX//6F56eFbc/8vb2rvUqaEfpdOXn2arV6gqJ77Bhw0hMTCQxMZH//ve/nDp1itzcXD799FNFek1lWFkIIUSDYjRlYcOmyLCyrdQC2Uayglrh66Mmr7iwXM+hr0170883BJjYdVS199012mrvR/o3qTHG9RQcHEx2dna5a4mJieU+r2kVc01sNhvTp09nzZo1PPzww2zYsAF3d/dKy2ZlZTk9dOuMoKAgevbsed3iS3IohBCiQckwZQGgV2ADbLPBgMpqxRIYTKGlgBKz1d5zqAL8VNpbYr6hl9a5zb81ag1e6vrb6qd58+ZcvHix3DWlk6M5c+awZs0aZs6cyeuvv17t/MaUlBSaN696AY+rk+RQCCFEg5JhysRN7Ya/h/PzAEvSyraxcQ9pjM7Ni+gW3bhS5EZ2npFSUyE695t/pfLNYOjQoaxduxabzabICvbc3FxOnTpFq1at0Ov1HDt2jKVLlxIVFcWYMWP4/vvvy5Xv0KEDvlfnpdpsNg4dOsQzzzzjdDsaKkkOhRBCNCgZhUaCPP1Rq5yfB1iSmoZZ7YZ/mB6d1ouoJu2gSdnedTabDaupCLV79UOqov6NGjWKRYsWceTIEXr37u10vB9//JEBAwbwwQcfEBsby9atW7HZbCQmJlZYEALw9ddfEx0dDZQNZxsMBkaPHu10OxoqSQ6FEEI0KEquVC5OTcN4daXyH6lUKjS6itdFw9OlSxeGDRvG+vXrHUoOo6OjKz0lJTo6mrlz59oXmyxatKjWC1rWr1/P8OHD6dChQ63bUZnY2FhiY2NrbOsf92p09CzmupDlWUIIIRqUDJNRsT0OCy+nYtQ2qjQ5FK4lPj6ehIQEp0//ALh8+TKff/45/fr1c+i5ixcvkpCQwCuvvOJ0GxoySQ6FEEI0GFablcyrp6MowZx2tecwwLkFGaL+de7cmTlz5hAXF+d0rMDAQBISEmjWrJlDz82ePZu4uDg6d+7sdBsaMhlWFkII0WBkF+dSarOg9wpyOpa1qAhVfh7ZoX4E+Xoo0DpR35RIDAE8PT1p3769w899+OGHtSpX1RCxq5CeQyGEEA1GRqERAL1XQA0la1aSll72H0F61GrnV7gKcau4KZLDc+fOMXLkSPt5ihMnTiQjI6PG53744QeGDBmCt7c3vr6+3H///fZDq4UQQtx4BpMRFSoClUgOU8u2sfEIDXE6lhC3EpcfVs7MzGTAgAGUlJQQFxdHaWkpy5cv5/jx4xw5cqTK3c3Pnj1LdHQ0Op2OefPmAbBixQruvPNOfvrpJ6d3WhdCCOG4DJORAE9ftGrnfz2VpKVhcvMiKMSfsxkXuJSSjd7Lh7CQUPx9PXHT3BT9I0IozuWTw5UrV5KSksKJEyfs8wd69+7NkCFD2LhxI5MmTar0uTfeeIP8/HwOHjxIt27dABg4cCC9evVi1apVLF++/IZ9DUIIIcpkmIyKzDeEsm1sDG6NCAnw5MjlH7l4PgmPwjxUqGhZEMKQO/vi3b6dInUJcTNx+T+btmzZQnR0dLmJpYMHD6Zt27Zs2bKlyueSkpIIDg62J4YAUVFRBAUFceLEievaZiGEEJUzKLmNzaUrGLW+BPu7k12Ubz9T2YYNvyIT1sJCReoR4mbj0slhVlYWSUlJ9OjRo8K97t2788MPP1T5bJs2bTAajeXmJhqNRrKzswkLC7su7RVCCFE1m81GRqFRkcUoNpsNS0YGRndfvBtZKDZb0VhK7ff90MqxeUJUwaWTw0uXLgEQERFR4V5YWBg5OTnk5ORU+uxLL71EkyZNePjhhzl+/DgnTpzg4Ycfxt3dnWefffa6tlsIIURFBeZCiizFivQcWnJzUZUUk+vph0pbTElJKeqryaF7qQpvjRtuAZIcClEZl04O8/LyANDpdBXueXmV7YZfUFBQ6bPNmjVjzpw5HDhwgNtvv50uXbqwd+9ePv7443JDzUIIIW6MDNPVbWwU2AD72jY26mA9OcV5WIqK7fe8zBrc3TW4+fo5XY+4sVasWMH48eNrXT4lJQV/f/8KR9BVpri4mPj4eNq1a4e3tzdt27Zl0aJFlJSU2MtMnDiRZcuW1Rhr//79qFQ1b590/vx5nnjiCZo2bYq7uzt6vZ7777+fAwcOlCsXGxtLZGRkjfGU4tLJ4bUNJqt7AVXdmzt3LlOmTOGOO+7go48+YtOmTfTq1YuxY8fyz3/+87q0VwghRNWuJYdK9ByWpKZiQ4VXaGPS87NRXZ1vCOBZosYr0A+Vm8bpesSNc/r0aeLj42uVnEHZUXdDhw6tcgTxj6ZPn87ixYuJjY1l+/btPPbYYyxZsoSnnnrKXmbJkiUsWbKE06dP1+lr+L3U1FT69OnDTz/9xGuvvcaePXt45513MJvNDBw4kK1bt9rLzp07l23btjldZ2259GplHx8fAEwmU4V71675+vpWuJednc3y5cvp2bMne/fuRaMp+wfiL3/5C1FRUUyaNInz58/j4VH9jvoBAQEEBFQ9N8ZqtVa7Q7paXZabBwYqM/la1A95j65P3mHDUJBqwtfDh4jGddtK7PfvMTcnlzyPRjRrqifXnIHWarF3FvjaPAhq2uS6vG+VSmVvR2Xc3Fz61269iouLIyYmpsat5qxWK5s2beKFF16o9SklmZmZ/O1vf2Pp0qW8+OKLAAwaNAiAWbNmsWTJEvR6PeHh4cTExBAXF8f27dud+nreffddsrOzOXv2bLlcZcSIEfTu3Zu5c+cycuRIAFq1auVUXY5y6Z7Da2ciXrlypcK9y5cv4+/vj7e3d4V7v/zyC8XFxTz88MP2xBBAq9Uybtw40tLSOHPmzPVruBBCiArS8g2EeOsViVV46TIGjQ9hQTo0ag2eKivXBpL80eIeJH8IuJKTJ0+yY8cOYmJiaix7/PhxpkyZwsSJE9m8eXOt4ufm5jJlyhQeeOCBctfbtSvb6igpKcl+bdy4cezYsYOTJ0868BVUlJqaikqlwmKxlLuu0Wh47bXXePLJJ+3XbvSwskv/CePv70+LFi348ccfK9w7evQoPXv2rPS5az2Cf3whv79mtVqdbp/JZKKwmq0Srv3VajQana5L1B95j65P3mHDkJJ9hSAv/zq/h9+/x9zzF8nUBtHK08aIpn/C0rIf2VnppKVdxi/PRnGjRtflfet0uko7JYRzPvroI8LCwujTp0+NZZs1a8avv/5KkyZNajXXEKBFixasXbu2wvUvvvgCrVbLbbfdZr/Wt29fIiIi+Pjjj4mPj6/11/BHw4YNY+3atfTu3ZvJkyczaNAgunTpgkajYciQIQwZMqTOsZ3l0skhwKhRo3jjjTc4c+aMPcP/6quvOHv2rL1r+I86duxIeHg4GzZs4JlnnsHT0xOAoqIiNm3aRHBwMJ06daqx7qysLEpLS2ssJ4QQomYGk5F2gc4Pn9ksFqyZBoxBkYQElP37rtG4ERQcTlDw9T39qrCwsNpOgWsLKW+k4tISLuWm3vB6KxPhG4qHW+Unl1Vn3759REVF1WqRx7WjdJ21bds2Nm7cyNNPP11hCtm1aWnOuOeee3j77beZPXu2PV/x9fVl0KBBPPXUU5IcOuOll15i06ZNDBo0iOeff56ioiKWLVtGjx497CuakpKSOHToEP369aNly5ZoNBreeustRo8eTa9evXj88XS7a0gAACAASURBVMexWCy8//77nDlzhs2bN6PVauv5KxNCiFtHUWkxuSX56BVYjGI2ZKKyWsn38sfXW/4tv5SbStzuuvdwKWnp0Dm0DGzm8HNJSUn069ev3LU/ds6o1epq53s6YuvWrcTExHDnnXdWugAmMjKS7777zul6pk6dSmxsLLt27WLv3r3s37+fbdu2sW3bNmbOnMmKFSucrqMuXD451Ov1HDx4kOeee4558+ah0+l48MEHWb58uX34+ODBgzz66KN88MEHtGzZEiib8Llnzx4WLVrEnDlzgLKNs3fu3Mmf//znevt6hBDiVmQwZQEKrVROSwNA0zikVj1NN7sI31CWDp1T380AytpSFzk5ORWG6//YiTN//nwWLFhQ16bZrVq1ihdeeIHo6Gi++OIL++ji73l7e9d6FXRNdDodI0aMYMSIEQD8+uuvPPbYY6xcuZJHH320ViOZSnP55BCgbdu27Ny5s8r7sbGxxMbGVrg+cOBABg4ceB1bJoQQojYM1/Y4VGQbmzRK1W40ClHmjGZX5+HmXqfeuoYkODiY7OzsctcSExPLfV7TKuaa2Gw2pk+fzpo1a3j44YfZsGED7u6VD4FnZWURHBxc57osFgutWrXikUceYeHCheXutW7dmtWrV9OtWzdOnTolyaEQQohbU4bJiIfGnUbuzi/mKElLJ9vdl5CgigckCNfUvHlzLl68WO5aVYtO62rOnDmsWbOGmTNn8vrrr1fb65ySkkLz5s3rXJdGoyEiIoL333+fZ599lqCg8n/InD17FqBeEkOQ5FAIIUQDkGEyovcKVGQYuPhKKhlujQgNqDgcKFzT0KFDWbt2LTabTZGfkdzcXE6dOkWrVq3Q6/UcO3aMpUuXEhUVxZgxY/j+++/Lle/QoYN9L0KbzcahQ4d45plnnGrD6tWriY6Opnv37kyfPp1u3bphsVg4ePAgq1atYsqUKXTo0MGpOurKpfc5FEIIcXMwmIyKzDcEKEpNw6j1pXGAJ6ZiS603QhYN16hRozAYDBw5ckSReD/++CN9+/blX//6F1C2AMVms5GYmEjfvn0rfPx+y7zExEQMBgOjR492qg09evTg6NGjDB48mLfeeot7772XBx98kF27drFq1apKt9a5UaTnUAghRL3LKDTSrXFHp+NYTEWQm0NWY1+yVSls/eoIftkF6Dx80fuE0bdzZ/wjQhRosbiRunTpwrBhw1i/fj29e/eu9XPR0dGV/nEQHR3N3Llz7YtNFi1axKJFi2oVc/369QwfPlyRXr3WrVvz3nvv1Vhuw4YNTtflCOk5FEIIUa9KraUYi7IVWYxSdPXErEJvf/LNBVjMBfx/9u48vK3qzh//+2rfLEvybseO7djZNxIngbRkIylQUkgJpUx/JA0w8IXpt6VtviFdpnRvp4QyYbbODC1laWfSmdJSmCbQJAyYJg1ZnN3OaiexLVveZFv7du/vD8cixpssXdmW/X49j5+m99xz9ZEO1/r4nHvO8QjdaA02oPXKSfhPnkz4NWhs/OhHP8Jrr72Ga9euJXwtu92O3/72t/2WxxlOfX09XnvtNXz/+99POIbxjMkhERGNqQ5/FyRIyDIknhz67D3JoTonB62eLigioWiZMayEIdM6WFUa5+bNm4dvfOMb2L59e8LXstlseO2116Lb8Mbq61//OrZv34558+YlHMN4xmFlIiIaU60yLmPjt9sRUOtgyUlHu68BivCHyWGaqILKyuQwlcmRGAKATqfDrFmzRlzvV7/6VUznDTacnSrYc0hERGOqzdsBpaCEVZee8LV8djs61GbYLAr4AgEoIh/uomGBBiqLJeHXIJromBwSEdGYavW1I0NngUJI/CvJ02BHqzINprQIQr4Aehc9UYoCjEolVJbEE1CiiY7JIRERjalWX4cszxtKkgR/UxM6NGboDCFE/IFomT6kgC7dDIWaey0TDYfJIRERjSm51jgMdXVB8vnQoTZDVPqAUDBapgsqYMySZx1FoomOE1KIiGjMiJKINp8TH8uXYzJKz0xlf5oNiwpmwOoT4Gi+hk63E5aACGM291omigWTQyIiGjPdATdCYliWnkOfvQkSAF1uNmy6dNjmLgHmLomWp/LsUaLRxGFlIiIaMy2+dgDyLWPj1ZmRlWEasFyOPXmJJgMmh0RENGbafB0QICBTn/j6g95r9WhVm5Fj08sQGdHkxeSQiIjGTKuvA+naNKiVic8idtddgV1lRY5VJ0NkRJMXk0MiIhozbd4OWYaUwy4Xwk4nWjRMDokSxeSQiIjGTKtMy9gE6hsAAA6tjcPKRAlickhERGNGrgWwA/X1EFVqCLYM6DRKGSIjmry4lA0REY0JT8gLX9gvy7ByoL4R7rQs5OUYsOf0YShb3cjMzENe/hRkWoxQq9gXQhQrJodERDQmWn0dAGRaxqa+Ho0qC/LzlDjbdBpCWwvQDChOC1grzcC8Bz+d8GsQTRb8U4qIiMZEq7cnOUz0mUMxFEKwqRlXkYaMTCAcuGHbvJAAvZb9IEQjweSQiIjGRJuvA0aVHgZ1YhNIgvYmQBTRorVBZwwDwRv3VFZyT2WiEWJySEREY6JnMkri+x0H6ushAeg2ZcAveqCIhKJl+pACppzMhF+DaDJhckhERGOizdchy84o/voGeI1WFE3JRIvLCUX4w+QwLaKC1mZJ+DWIJpOYksMvfvGLeOWVV1BTU5PseIiIaJJo9cmzAHagvgEtGium5uvhcnXixh2U06GBypJ4Ako0mcT0lO4///M/RzcsN5lMWLRoEZYsWRL9KS4uTmaMREQ0wQQjQXQFXAlPRpEkCf76BlzTz8TMHCXsDb5omSABabo0KLSaRMMlmlRGNIVLkiS4XC5UVlaisrIyetxms6GioqJPwpibmyt7sERENDG0+ZwAkPAzh+H2dkg+HxwWK9bmGNHQkoZ2ZRtCYhi6oAKGTE5GIRqpESWH//iP/4iqqiocPXoU1dXViEQiAID29nb86U9/wp/+9Kfoufn5+X2SxYqKClgsfO6DiIjkW+PQf33bPKchAzdNLUFF6WNoa2uDx+1EZ2sLbDp+7xCN1IiSwyeeeAIKRc9jin6/H8ePH8fRo0ejP+fPn4coigCAxsZG2O12/OEPfwAACIKAcDgsc/hERJSK2nwd0CjUMGtMCV0nUN+AoEYPa34mlMqe7yeFQoE0cwbSzInPhCaajGJKDpuamnDo0KFoYggAOp0Ot9xyC2655ZboMbfbHe1Z7P25fPkyJEmSP3IiIkpZLd6emcq9z7PHK1Bfj3adDcV5aTJFRkQxJYc5OTm45557hj3PZDJhxYoVWLFiRfRYe3s7srKy4o+QiIgmnDaZ1jj0X2tAvSIHU3OMMkRFRMAorHPI5wyJiOijetY4TOx5w4jXi3B7OxxaG5NDIhklZcPJq1evorq6GnfeeSeUSiV+/vOf49ChQ8l4KSIiSjERMYJ2f2fCk1ECDY0AgHa9DQVZBjlCIyIkkByKooiLFy+ipqYGNTU1qK6uRk1NDc6fPw+v19tnAsrDDz+Mhx9+WLagiYgodXX4uyBKYsI9h4H6BogKJfT5uVApueEXkVxiSg5PnTrVJwGsrq7GpUuXEAqF+pzHiSdERDQcuZaxCdTXo1NvRVFeOrp9PqDLB0uaTo4QiSa1mJLDhQsX9plRNlgSKAgC1qxZg5kzZ2LmzJnyREhERBNKm68DCkEBmy49oev4rjWgQZmOqblG/L56L5wXzkELA3RKE8rMJfj4uo9DUCplippo8hjxDil5eXkoKyvr89PR0YEnnngCALB3796kBEpERBNDq68DGToLlIr4EzcpHEHQbofDchMWZGtx5pITIkT44IY37ELkcgC4fcXwFyKifkaUHAqCgDlz5uAf/uEf+vQMvvfee7IHRkREE5McM5WDjmYgHEabzgZDWgghnz9aJkiA2ZSR8BqKRJNVTE/wvvLKKygoKIAkSdi/fz8WLFiArVu3wuVyJTs+IiKaYFq97bJMRgEAZX4+ukNdEP3BaJk+qIQxg7ujEMUrpuTwwQcfxIULF/Dd734XRqMRoVAIO3fuxPTp0/HSSy9xIgoREcVEkiS0+ZzINiS+p7Jbm4b8ggy0eDogBj9MDk0BJUzZTA6J4hXz3H+dTodvfetbuHDhArZs2QJBEOBwOPDII4/gwQcfTGaMREQ0QXQH3QiKoYR7Dv3X6tGksmBqrhGNXW1QRD5cPcMYUMKSx+SQKF4jXhgqNzcXL774Io4ePYrVq1dDkiQ0NTVFy1999VVZAyQioolDjmVsJEmC71o9HBorcrNUcHY7IdwwgmWJaKDPYnJIFK+4Vw1duHAh9u/fj9dffx3l5eXR41u2bEFFRQXeffddOeKLSV1dHe69917YbDbYbDZs3rwZra2tw9ZrbW3Fo48+ipycHJjNZqxcuRIHDx4chYiJiCYnh7cNAgRk6q1xXyPS1Q14PGjR2WBMCyLi/XAyilISYDGmQ6HjeodE8YopOayqqkIkEhmw7O6778aZM2fw93//97BarZAkCVVVVVi7dq2sgQ6mvb0dq1evxqFDh7B9+3Zs3boVb7zxBtatW4fgDc+gfJTL5cKKFSvwX//1X3jiiSfw/e9/H3a7HbfddhtOnz49KrETEU02TW4HMvVWaJSauK/hr6/v+UdOHoot+Xjolvtw56Lbsah4AaalFcJWWiRTtESTU0xL2VRUVMBoNKK7u3vApQFUKhWefPJJfP7zn8d3vvMd/OxnP4tunZdszz33HBoaGnD69GnMmjULALBs2TKsW7cOL7/8Mh599NEB6/3kJz/B+fPn8e6772LFip61sD772c+itLQUzzzzDIfHiYiSoNHtQL4pJ6FrBOobEFRqkFmUB0EQYDZZMHvmInzc1jNU3dHRIUeoRJNWzMPKXq932FnJFosFO3fuxJkzZ3D33XcnHFwsdu3ahVWrVkUTQwBYu3YtZsyYgV27dg1YR5IkvPTSS7jrrruiiSHQ8zzls88+2+cYERHJp8nTgnxjYsmh/1o9HBoLpuaZZIqKiG40okWwP/OZz2DJkiWoqKhARUUFLBbLgOeVl5fj97//vSwBDsXpdKK2thb33Xdfv7JFixZh9+7dA9a7cuUKGhsb8dRTTwHoSRY9Hg9MJhP+5m/+JqkxExFNVq6gB91BNwoS7Dn0XLmGFo0Ni3OMMkVGRDeKuedQkiS8/vrr+OY3v4nbb78dGRkZKCsrwwMPPIBnn30W7733Htxud796kUgEubm52LBhg6yBA0BjYyMAoKCgoF9ZXl4eurq60NXV1a/s4sWLAIDs7Gxs27YNFosFaWlpKCsrw5tvvil7nEREBNjdDgBIaFhZDAQgtrXBobWhKIc9h0TJEFPP4c6dO3HkyBEcOXIEFy9ejA4v19bWoq6uDv/93/8NoGd7vfLy8mjPYkVFBebPn4+WlpakJF29O7QYDIZ+ZXq9HgDg8XiQnt53c/fOzk4AwLe+9S2o1Wo8//zzUCqV2LFjBzZs2IC333571CbUEBFNFnaPAyqFKqFlbAKNdgiQEMnKhV4b/97MRDS4mJLDL33pS9F/d3d34+jRo9Fk8ciRI6i/PnNMkiScP38eFy5cwH/8x38AABSKuFfLGVZvkjrU/pkDlQUCAQA9SeKFCxdgtfYsqfCpT30K06ZNw9e//nUmh0REMrO7Hcg1ZEKpiD+pC9TXQ4QA89RCGSMjohuN6JlDADCbzVizZg3WrFkTPdbS0oLDhw9Hk8WjR4+ira0NAAZdAkcOJlPPkILP5+tX1nvMbDb3KzMae55Tuffee6OJIdAzoebuu+/Gyy+/DLfbHb3+YKxWa5/6HyWK4pCTeHoTZ5stsZ0CaGyxHVMf23B0OPztKLYVJvQ5O1ta0aFNx4zyPFit1j4dAOOhHQVBGLJTRKUa8dcu0aiT5b/S7OxsrF+/HuvXr48eu3LlSjRZPHz4MKqqquR4qT6KinrWsrpxh5ZedrsdFoslmgjeqPcZxezs7H5l2dnZkCQppuSQiIhiI0oiGrqbsLRgYULX6bxYC4faihlZEna++UuoHG5kZ0xB0ZRSzJkzC5Y0vUwRE01eSfsTpri4GMXFxfjMZz4DAMMugxMPi8WCkpKSARPP48ePo6KiYsB6c+fOhVarxdmzZ/uV1dXVQafTISsrK+H4fD4fvF7voOU2rsk1IbAdUx/bMPnafE74wwFYFWlxf86SKCJQXw+HeS7KhA60dDRCEehGs70eF65+AHXNUlR8fuOYtqPBYBiwU4IolYxa//ZQzwUmYuPGjdi5cyfOnTuHmTNnAgD27duH8+fPY9u2bQPWMRqNuPvuu/H666/j7NmzmDNnDoCexPCNN97Ahg0boFQO/0yM0+kctcW+iYhSWe9M5bwEZiqHWlshhIII2nLQFeqCFPhw2zxjQAlrYW7CcSbK6/UO2SnQO5GSaDxL+YcfnnrqKbzyyiu47bbbsHXrVvj9fjzzzDNYvHgxHnzwQQA9s6oPHjyI5cuXo7S0FADwzDPP4N1338Xq1avx5JNPQqPR4Pnnn4der8ePfvSjsXxLREQTjt3jgF6lg1Xb/znwWAXqGwAAhqmFaOhsgSIcipYZA0pkl05JOE4iGsE6h+NVVlYWKisrsWDBAjz99NPYuXMnNmzYgD179kCr1QIAKisrsWnTJlRWVkbrFRcX49ChQ1i5ciV27NiBH/zgB1i4cCEOHjwYTSCJiEgedrcD+cachEaRfNfq4VbpkV1kQ3tnK4QbHleyiRoYchNbXJuIesTUc/jrX/8aS5cuRXl5ebLjicuMGTMG3Q0FALZs2YItW7b0O15aWhpdo5GIiJLH7nZgmmVqQtdw1V6DQ2OFLSOCy1c+XKVCkACrwQqlTpdomESEGJPDTZs2QRAEpKeno6KiAkuWLMHSpUuxZMkS5OfnJztGIiJKYWExjGZvG26dsjSh6wQbGtCiKUKmMYCw14/eJ8MNQSVM7DUkkk3MzxxKkoTOzk7s378f+/fvjx7Pzc2NJoq9//vRHUmIiGjycnjbIEoi8o3xJ3ARtxsKdze8xVnoCnVBCAaiZcaAEpZCJodEcokpOfzmN78Z3RXlo0sENDU14Y033sAbb7wRPVZWVoalS5fi1VdflTdaIiJKOXZ3CwCgIIGZyv7rk1G0hYWYaSuBkN8Oh9OBDr8T6WE1LAVjP1OZaKKIKTn8/ve/H/13bW1tn91Qqqqq+k3bv3jxIi5dusTkkIiIYHc7YNGaYVDHv0B14Fo9QoISWaUFKEzPReGtPZsuiKKIiMcNlZGbFhDJZcRL2ZSWlqK0tBQPPPAAgJ4b8+zZs9GE8fDhwzhz5kxSt80jIqLUYfc4kG/svyPVSHTVXkWrxoqpeWl9jisUCijS4l8eh4j6S3idQ4VCgXnz5mHevHl45JFHAAB+vx8nTpxIODgiIkp9drcDN2XPSegavmsNcGitWJTLHkKiZEvKOoc6nQ4333xzMi5NREQpxB8OoN3fifwEnjcUQyEo2lrgNmci3aSRMToiGkjKL4JNRETjV5OnZzJKIjOVg03NECQRqnzugEI0GpgcEhFR0jS6HRAgINeYFfc1/NfqIQGwlhXJFxgRDYrJIRERJY3d7UCWwQaNUh33Nbprr8KpTkPhlAwZIyOiwTA5JCKipLF7HChIYEgZANxXrqFFY4Ok78Drf9qLI1Vn4Gh3IyJKw1cmohFLeLYyERHRQCRJgt3twMopyxK6Bpqb0GmdDX9nLerbj+FyG6CoETDFk4V77t8IjcUiY9RExJ5DIiJKClfQA3fIm9BM5XCHE8qgH0JePlo7WyBc7ywUBQmWgA8qvUGmaImoF5NDIiJKCrvHAQAJJYeB+noAgLo0AwFP3924bAYbFFoubUMkNyaHRESUFI1uB9QKFbL0triv0XX5KnwKDYz5WoR9vuhxXUiB9Fzup0yUDEwOiYgoKexuB3KN2VAI8X/VdNVehUNrAzR+KILB6HGTXwnLFCaHRMnACSlERJQUdo8DBQkMKQNAxN4Ip6EAAV87FJFw9HhaWA1zQWL7NRPRwNhzSEREshMlEU3uFuQZ40/gIj4fNK5OhHNz4Oxu71Nmk7RQW62JhklEA2BySEREsmv3dSIohhLqOQw0NAIAdMV5KNBYoFNrIQiAIAE2Sw4EpVKucInoBhxWJiIi2TV6mgEkNlO5+/JVRKBAYVk5ls27FZIkodvVgeaGa8jVcbcUomRhckhERLJrcrfAoNIjXZMW9zWcl66gTZOO6QXpAABBEJBuzkD6bCaGRMnEYWUiIpJdo9uBfFMOBEGI+xrBhka06zOQbdXJGBkRDYfJIRERyc7uTmymshSJQN3hQDgrF4oEEkwiGjkmh0REJKuQGEaLrz2hmcpBhwNKMQJd4RQZIyOiWDA5JCIiWTk8rRAlMaGew+7aawCAzBklcoVFRDHihBQiIpKV3dMCAAn1HLafr0O3yoCi4iy5wiKiGLHnkIiIZGV3O2DVpsOg1sd9DV99A1p1NnR722Fv6UI4IsoYIRENhT2HREQkq96ZyolQtjahu3A6/nh2NxQdHdBKBpi1ViyftgTTFs2SKVIiGgh7DomISFZNHgfyTfEPKYe7uqANeBEutCLi80MSAL/Ci06fHUJzs4yREtFAmBwSEZFsfGE/OvxdyDcmPhklnGOCIhSMHjcGlLAU5SUcIxENjckhERHJxu7umYySyEzl1nO1CAgqBHVhKCLh6HFzSI20/Ph7JIkoNnzmkIiIZGN3O6AQFMgxxj/L2HO1Hu16K3wBZ5/jGYIOKosl0RCJaBjsOSQiItnYPQ5k6zOgViTQ99BshzMnAyGft8/hjPQcCAp+bRElG+8yIiKSjd2d2GQUMRiE3u2Ev8AK0R+IHtcHFbAW5MoRIhENg8khERHJQpKk68lh/M8buq82QAEJYnYa1JFQ9LgxqIStkJNRiEYDnzkkIiJZdAVd8IR9CSWHzdW1ECFgxdxVyM5Yg/r6OtQ3X4OhIwhdDndLIRoNTA6JiEgWvTOVE1nGxlV3FX6NGUvzLVCrFJg18ybMmnmTXCESUQw4rExERLKwux3QKNTI1FvjvobYZIfbnAW1il9PRGOFdx8REcnC7nEgz5QNhRDfV4skitB3tgA5fLaQaCwxOSQiIlnY3Y6EhpR9jlaoIyGYSqbKGBURjRSTQyIiSpgoiWjytCQ0GaXp7GUAQM6sErnCIqI4MDkkIqKEtfmcCIlh5BvjX+PQeekK3Eodikq5niHRWOJsZSIiSlijuxkAEuo5DDU2wm/KlCskIorThOg5rKurw7333gubzQabzYbNmzejtbV1RNc4deoUNBoNvvOd7yQnSCKiCczudsCkNsCsMcV9DW2HA1fLzPi33/4LXt71Et586y2cOHkeYiQiY6RENJyU7zlsb2/H6tWrEQwGsX37doTDYezYsQOnTp3C4cOHodFohr1GOBzGli1bEAqFhj2XiIj6s3takGfMgSAIcdUPdLtgDLjhtmkRjHSgTXKjraMJvqs1mFO4BQpb/MvjENHIpHxy+Nxzz6GhoQGnT5/GrFmzAADLli3DunXr8PLLL+PRRx8d9ho//vGPcfbs2WSHSkQ0YdndDsyylcVf/2wtJAB+nQjB8+FxG/RQWdITD5CIYpbyw8q7du3CqlWrookhAKxduxYzZszArl27hq1/+vRp/OAHP8C3vvWtZIZJRDRhhSIhtHjbE3resP1CHbr0KkSEvkPIWek5EBQp/1VFlFJS+o5zOp2ora3F4sWL+5UtWrQIx44dG7J+OBzGQw89hHXr1uHBBx9MVphERBNas7cVEiTkm+Kfqeyvb4A90woEg9FjmrCAzPx8OUIkohFI6eSwsbERAFBQUNCvLC8vD11dXejq6hq0/k9+8hNcvHgR//qv/5q0GImIJrpGtwMAkJfAMjaq1mY4M81Q3vDstymogqWQy9oQjbaUTg5dLhcAwGAw9CvT6/UAAI/H068MAM6ePYvvfe97ePbZZzFlypTkBUlENMHZ3S2w6SzQq3Rx1Q8HQzB7OuCxaCBIYvS4JayGLptL2xCNtpRODiVJAoAhZ8cNVBaJRLBlyxZ8/OMfj2nCChERDc7ucST0vKH93FVAEOHTSX2OZ2jMUBqNiYZHRCOU0rOVTaae9bR8Pl+/st5jZrO5X1nvUjd//vOf0dbWBqDn+UUA8Hq9aGtrg81mg2KYh6CtVius1sGXVxBFMZrADqT3+jabbcjXofGN7Zj62IaJafa24tapS+P+/E7XNUIF4P5l69Fgr0Njmx0dvg6UZE0b0TXHQzsKgjDkd4dKldJfuzRJpPR/pUVFRQCApqamfmV2ux0WiwXGAf7qfOuttxAMBrF06dJ+ZTt27MCOHTtQV1eH4uJi2WMmIppI3EEvOnydKEyPf+JI9+U6aDVmfGz+Uiya3/N7WRRFICIOU5OIkiGlk0OLxYKSkhJUVVX1Kzt+/DgqKioGrPfTn/402lPYy+Fw4MEHH8SmTZuwefNm5OYm/hC0z+eD1+sdtLz3r9uOjo6EX4vGDtsx9bEN43fJeQUAkA5j3J+faG+Az5qd8Oc/HtrRYDAM2ClBlEpSOjkEgI0bN2Lnzp04d+4cZs6cCQDYt28fzp8/j23btg1YZ6Clb65cuQIAKC0txdq1a2N6bafTiXA4HF/gREQTgN3TAoWgQI4hvokjEVFEmqsVvtKbZY5sbHi93iE7BXonUhKNZyk9IQUAnnrqKdhsNtx222147rnn8KMf/Qj33XcfFi9eHF27sLa2Fr/61a9QW1s7xtESEU0sjW4HcgyZUCni62tornNAHwkgvWyqzJERUbxSPjnMyspCZWUlFixYgKeffho7d+7Ehg0bsGfPHmi1WgBAZWUlNm3ahMrKyjGOlohoYrG7HShIYKZyc81lAED+nGlyhURECUr5YWUAmDFjBnbv3j1o+ZYtW7Bly5Yhr1Fck5uoSgAAIABJREFUXDzkzGIiIupLkiTYPQ7Mzoh/T+Xu2mtQKzVIz49/AW0iklfK9xwSEdHY6Ax0wxf2J9RzKDU1wpOePeR6tUQ0uiZEzyEREY0+u6cFAJBvim91B0mSYOhqwYU52Wj54/8gL2cqiopLkGUzQqlgskg0VpgcEhFRXOxuB7RKDWy69LjqtzR3QQs3mq02tHadxqWu0xDOC1hrWYz5d62TOVoiihWHlYmIKC6N7mbkGbOhEOL7KmmsroXLqARuGFJWSkDGADtbEdHoYXJIRERxafK0JPS8ofPyVXQalVDgw8mApoAStqI8OcIjojgxOSQiohGLiBE0eVqRZ4w/OYw0NqDNaoRww0IRlogGmqwsGSIkongxOSQiohFr9XUgLIbj7jmUJAmaDge6zNo+xzM0aVAa9HKESERxYnJIREQjZnc7AAD5pvjWJ2zv9EMndCKsUvY5nmPjkDLRWGNySEREI2b3OJCmNiJNY4qr/rWaq/AZ0Gd9Q21YQE7hFLlCJKI4MTkkIqIRs7tbkJ/AZJSOi1egCUmYkpYDvVoHQQDSgmqYuFMK0ZjjOodERDRidrcDczKnx10/2FCPTL8eD9zz15AkCS63E57mFqgzMmSMkojiweSQiIhGJBgJotXXEXfPoSRJULU5EMrs2VlFEASY02wwp9nkDJOI4sRhZSIiGpFmTyskSCiIcxmbTncINm87dHy+kGhcYs8hERGNSOP1mcq5xvjWI7xa24y0iA+m6cUyRkVEcmHPIRERjYjd04JMvRU6lXb4kwfQer4OAJA5vUTOsIhIJkwOiYhoROxuB/IT2BnFe7UeYaUammzuhEI0HjE5JCKiEbG7HQktY6NsaULAmg1Bwa8govGIdyYREcXMHfKiK+iKOzns9gShD7WjI9OMxuZOhMKizBESUaI4IYWIiGIW3TbPGN9i1XX1TgTMPpzP7MCpd34GrahHjjoHn77rbihNRjlDJaI4MTkkIqKY2d0OKAUlcgyZcdU/d+wiYBQgKVWQAPgVPkguB6DkQBbReMG7kYiIYmb3tCDXmAmlQjniuqGwiO7qGnSaVJBuqG/TmKHU6+UMk4gSwOSQiIhilshM5dO1TpR4auEzGABBiB7PzciTKzwikgGTQyIiiokkSQnNVD5zqAZqjQui+sP1EVURAbn53CmFaDxhckhERDFxBrrgjwTiSg59gTAUZ07Ama6DeMMSNuawCmn58S+LQ0TyY3JIREQxaYzOVB55Mld1rg0zuy7DWZAN4YbjVlEDdYZNpgiJSA5MDomIKCZNbgd0Si1suvQR17144CRMER8iGWbcuPZ1psEGQcWFM4jGE96RREQUk0aPA3mmbAiCMPzJN+jyBGG6eAqRdBseWf9/4PG60NhYi2tN1zDNUpycYIkobkwOiYgoJna3AyXmwhHXO3q6GTPcV2G98xMQBAEmoxkzpi/EjOkLkxAlESWKw8pERDSsiBiBw9MW12SUhgNHoJHCyLz1liRERkRyY3JIRETDavG2IyxFRpwctnT6kXm1GuH8ImiyspIUHRHJickhERENy+6Jb0/lY8euoNRrR/aK5ckIi4iSgMkhERENy+52wKwxwaQxxlxHkiS0HTwMCAJsN1ckMToikhOTQyIiGlZjHDujNLR6Udh8HlLZTChNpiRFRkRyY3JIRETDavK0oGCEyWHVwXPIC7Sj5aZS7NtfifbWriRFR0Ry4lI2REQ0pEAkiDafc0Q7o4iSBO/RIwhotTgiOCE4TqPmrb8gRzMFS2/6GIqnFycvYCJKCHsOiYhoSE2eFkiQRjSsfLG+C9PaLsKxoBwhdycEAEGliPrINbj/UgkpHElewESUECaHREQ0JLvbAQEC8oyxL0VTXXkS6WEPrhZZoPF7o8etATUKZ8+GoFImI1QikgGTQyIiGpLd7UCm3gqNUhPT+eGICPHkMbTbzHAEXRAkMVo2LWKEccb0ZIVKRDJgckhEREOye1pGNKR89mIryrrqUD+/BGq/J3pcHREwo7AcKrM5GWESkUyYHBIR0ZDsbseIJqNcevcI1AjhWroCynAoerwwqId17qxkhEhEMmJySEREg3IFPegOumNexiYQjEB37hSuFucgEvT1KZtpyIUmPz8ZYRKRjJgcEhHRoOzu69vmxZgcnjjdgBJ3A6bNW4pbShfCYOgZQrYFNCicPw+CICQtViKSB9c5JCKiQdk9DqgUKmTpbTGd3/DeIcyGhNKVt2K62YxbF65AbeMlBC43wFBWluRoiUgOE6LnsK6uDvfeey9sNhtsNhs2b96M1tbWYeu9/fbbuPXWW2EwGGAymbB27VocOnRoFCImIkoNdncLcg2ZUCqGX3rG7QvBWnsGgaKy6KQThaBA2ZTpmLNyDRTa2GY7E9HYSvmew/b2dqxevRrBYBDbt29HOBzGjh07cOrUKRw+fBgazcC/jN577z3ceeedmDNnDn74wx8iHA7jX/7lX7By5Uq8//77WLp06Si/EyKi8cc+gj2Vqz64iAJ/K9JXfTLJURFRMqV8cvjcc8+hoaEBp0+fxqxZPbPgli1bhnXr1uHll1/Go48+OmC9L3/5yygsLMQHH3wAg8EAANi8eTNmzZqFb37zm9i7d++ovQciovFIlETYPQ4syI5thnH7nw8hQ6lG9rLFSY6MiJIp5YeVd+3ahVWrVkUTQwBYu3YtZsyYgV27dg1Yx+l04uTJk7j//vujiSEA5OTkYOXKlTh48GDS4yYiGu+c/i4EIkEUxLCMTVuXH7mNNQhPn8PhY6IUl9I9h06nE7W1tbjvvvv6lS1atAi7d+8esJ7ZbMb58+dhNBr7lbW1tUGlSumPhYhIFo3XZyrnxTCsfKryFApCLmSvvTXZYRFRkqV0z2FjYyMAoKCgoF9ZXl4eurq60NXV1a9MqVSivLwc+R9Zb+vUqVM4cOAAli9fnpyAiYhSiN3jgF6lg1U7/I4m7g8Ow603QjedM5KJUl1KJ4culwsA+gwN99Lr9QAAj8fTr2wgbrcbmzdvBgB87WtfkylCIqLU1bszynBrEzY4XMhvu4jKRRa8+pt/wZ43/4jmpvZRipKI5JbSyaEkSQAw5C+uWBZc9Xq9uPvuu3Hy5El87Wtfw8qVK2WLkYgoVfXMVM4e9rzq/YfhskQQ0Sjh0vhR7TqF/9r3czhOnBqFKIlIbin9cJ3JZAIA+Hy+fmW9x8zDbPDe2dmJ9evX48CBA3j44Yfxwx/+MObXt1qtsFqtg5aLohhNYAeiUPTk5jZbbIvL0vjEdkx9bMP+wmIYDm8b7pi+esjPRZIkiCeqUDvFHP0cAcAGDUpmz4JuFD/T8dCOgiD0+Rw+is+0UypI6Z7DoqIiAEBTU1O/MrvdDovFMuCkk14tLS1YvXo1Dhw4gMceeww///nPubUTERGAJlcLIpKIwvSh90I+d6EJFv9VdFp0fY7PSi+ENmf4XkciGn9S+k8Yi8WCkpISVFVV9Ss7fvw4KioqBq3rcrlw++2348SJE/jKV76C5557Tvb4fD4fvF7voOW9f912dHTI/to0etiOqY9t2F918wUAQJqoH/JzOf67txDIUgIKZXSkRCsqMH3mAjidzlGJtdd4aEeDwTBkpwRRKkjp5BAANm7ciJ07d+LcuXOYOXMmAGDfvn04f/48tm3bNmi9L3zhCzhx4gSefPLJuBNDp9OJcDgcV10iovHM7nHAojXDoNYPek5ElKA4dwJXZ5mAG4ZSp8IMU2npaIQ57ni93iE7BXonUhKNZymfHD711FN45ZVXcNttt2Hr1q3w+/145plnsHjxYjz44IMAgNraWhw8eBDLly9HaWkpampq8Oqrr8JisWDhwoX41a9+1e+6vXWJiCajnpnKQw8L15y+CrW2DWFtZp/jC6YtgKAafi9mIhqfUj45zMrKQmVlJb7yla/g6aefhsFgwIYNG7Bjxw5otVoAQGVlJR566CH88pe/RGlpKd577z0APZNRHnrooQGvy+SQiCYzu9uBm7LnDHlOw/4/I6JVQaE3InJ9FCU7rEXBvPmjESIRJUnKJ4cAMGPGjEF3QwGALVu2YMuWLdH///jjj+Pxxx8fhciIiFJPh78L7f5O5A+xM0ogGIb58hmo8kux5tOP4UTNUZypO42Z6jwor68kQUSpaUIkh0REJJ83Lu+FSW3EgqxZg55z5i/VyAh0Qr/qM9Crdbhl/sdx87yPQRLFUYyUiJIhpZeyISIieV3tbsTh5pP4VOlt0Kt0g57X9udD8Kv1KLx5YfSYIAhQKPmsIVGqY3JIREQAeha0fu3iW8gzZmF5/qJBz/N4Asi8VoPgjPkQmAwSTThMDomICABwsq0Glzqv4N7yO6FUDJ70nX7nKEwRH6au+/goRkdEo4XJIRERISyG8fuLb2OWrQxzMsqHPNf9wWG4DFZkzS4bpeiIaDQxOSQiIlQ2HEGbz4l7y28f8ryOdhdyHJeB+Tdxu1GiCYrJIRHRJOcJebG77n+xPH8xCky5Q557/I/v4eoUBfw5Fni9wVGKkIhGE5eyISKa5PbUvYeIFMH60jXDnuusOwJ7ngEh1zGc+e/TKMqYjjtuvwMKtXoUIiWi0cCeQyKiSazF2473Gj7AJ6beinRt2pDnNtQ2w5fWjbBaAwDwqINwuq9wxjLRBMPkkIhoEnv90p+QpjHitqLlw557dM9b6DYqIaq10WPzps6DoOBXCdFEwjuaiGiSuuS8ghOt1bhn2jpolJohz5UkCb7uGoQV6mgyqBdUmL1w2WiESkSjiMkhEdEkJEoifnvxLRSlFWBJ7vxhzz916Axc6WGEb+g1LLNMhUqvT2aYRDQGmBwSEU1CRx2ncc3ViI3ld0AhDP9VcO7A2wgqFZA0PT2MggBULBh+KJqIUg+TQyKiSSYYCeEPl/ZiQdYslFuLhz0/HArDp3QgrFRDQM/ahrkaG2z5U5IcKRGNBSaHRESTzDv1B9EVdOHTZUMveN3r0sFTmHPFg1xrGdSanmHlBeULkxkiEY0hrnNIRDSJdAfcePtKJVZNWYZsQ0ZMdVre/wv0ISPu//QWhMUwzl06iZnTmBwSTVTsOSQimkT+p3Y/lIISd5asiun8gNcPy7Vz8M+cD4VCAY1Kg/kzl0DJRa+JJiwmh0REk4Td7cAB+zF8smQVjGpDTHXO7TsErRhC8boVSY6OiMYLJodERJPE7y6+hUy9FSumLI25juuDw2gzZaNw1tQkRkZE4wmTQyKiSeBs+0VUd1zCp8tuh0oR2+Pm7rZO2Bx1kObdlOToiGg8YXJIRDTBRcQIfnfxLZRZpmJB1qyY651/+30AwPQ7bk1WaEQ0DjE5JCKa4P7SVIUmTws2lt8JQRBiqmO3t8J/7AM4MqYiuyAzyRES0XjC5JCIaALzhwN48/J+LM1dgKnmgpjrHXrnLZwu96OuQMKf3/kz3G5/EqMkovGEySER0QT29tVK+CMB3D1tXcx1XG4/2jovIqIQ0JEh4YPm9/HOgTeSGCURjSdcBJuIaILq8HfinWsHcVvRx2DTpcdc7+ShIwhq/Agr1BCEng3z5szhotdEkwV7DomIJqg/XN4LvUqHT0yNfUJJwONF47HdECQRYbUOAGAwmlFSUJasMIlonGFySEQ0AV3pbsCR5lNYX3obdCptTHU87Z2o+tvvwZkWglebBlzfBWVO0VwoBH5dEE0WHFYmIppgJEnCaxfeQr4xG8vzF8VUx9vShhM//jHOFwtwGdOgUGsAAEq1CjfNXpzMcIlonOGfgkREE8yJ1mpc7rqKe8vviKnHz3mlAee++3cQRQmdFms0MQSA0inlMGlNyQyXiMYZJodERBNIWAzj9Ut/wuyMcszOKB/2/OYzF3Ht756FHyrkPf5V3HbTXQAAQQAyC/KxatHaZIdMROMMh5WJiCaQ9xoOo83nxP+Z/7lhz71y8DhcL72ILr0VZf/vS8gvzAQwBU5XK9o0Ltyx8A6Y1IbkB01E4wqTQyKiCcIT8mJP3bv4WEEF8k05Q55bs+d9iL/7T7SlF2Dh178Ea0ZatGzl8rUQJRFKhTLZIRPROMTkkIhogthd9y4iUgTrS9YMeo4oSTj5mz3Q73sDzTnTccs3vgCDse9sZkEQoBSYGBJNVkwOiYgmAIe3De81fID1pWtgHmQCSVenB/t+9jzyWhvRUXITVjz1CNRqfg0QUV/8rUBENAG8fulPsGjTsKZw+YDlDVcdqPzNP6HT5kNjpg2f+sQdTAyJaECcrUxElOIuOOtwsrUG90xbB41S3a/8TNU57P3d8+hM98GvNiBkNGDPwd+hs8s1BtES0XjH5JCIKIWJkojXLr6FqeYCLM6Z16dMkiS8v7cSBw6+BK8hCJ/WCEmnBwD4lSFcbasdi5CJaJzjmAIRUQo70nwK9S47vrr4r/sseB2OiNj929+jvuMwoI7Ar0sDri9urdJq8Ylld2DWlNljFTYRjWNMDomIUlQwEsQfLu/FTVmzUWaZ2qfswN7/xdXODyAoJAT0ZkDVM9xsMKZhw8qNyLPkjUXIRJQCmBwSEaUgb8iH/6l9B66gBxvKbu9TduHkZej/sAe5hRKuFVoAZc+v+ixbHu5ddR9MOm6HR0SDY3JIRJQiPCEvTrWeQ1XLGZzrqIUoibirdDWyDLboOScqT0H69YtQaPVY8//9X/z+8B/QFe5C2ZRZuOtj66FS8Nc+EQ2NvyWIiMYxd8iLU601qGo5i3MdlyFJEqZZinBv+R24KXs2LFpz9NwDb/4FaW/+B/zmDMz/269CZzHjvvQHcK7+ApbNXQZBEMbwnRBRqmBySEQ0zrhDXpxsqUZVy1mcd9ZeTwin4r7yO7HwIwkh0DMred+v9yH/3d/Dk1OERX/7JFT6nlnJFosNN1tuHou3QUQpakIkh3V1ddi6dSveffddAMD69evx05/+FFlZWUmpR0QkN3fQgxOtNahqOYMLzjpIkoQySzE+M/2TWJg1G+natH51AoEA/IEg3n91L6Yd3wtv6Sws/n+PQ6nRjME7IKKJIuWTw/b2dqxevRrBYBDbt29HOBzGjh07cOrUKRw+fBiaQX5JxluPiEgurqAHJ1t7egh7E8JyazHun34XFmbNHnAbvEAwBIejGQ32azh5+SiE9i6sOmlHYP5SLPq/WyAouHwtESUm5ZPD5557Dg0NDTh9+jRmzZoFAFi2bBnWrVuHl19+GY8++qis9YiIEuEKunGipaeH8GLnFUiShOnWEnx2+noszJ6FNE3/hPDd9/8XtU2X4A66EIh4ATEMQYxAJYah0YRw6qYSfOZvHuIzhUQkC0GSJGmsg0jEtGnTUFJSgn379vU5PnPmTBQUFGD//v2y1gMAp9OJffv2YfHixUhL6z/UEyubrWeGYUdHR9zXoLHHdkx9yW7D7oAbJ1qrexJC5xUIgoCy9GJMTytHRsiCBWXTodP2jFZIkoT2Tj/sl+1oq62Hr74R7eHz6LQGoJQi6E3/JACioERYo4Oo0WHxlGVYtWJNUuJPFalwL7pcLhw7dgxr166F1Wod63CIBpTSPYdOpxO1tbW47777+pUtWrQIu3fvlrUeEdFQ3CEvHJ42tHjb4Lj+0+xpRYu3HQBgE9NR6s+BziMg0uREDd6HJIbRUTUXKqcfkqMZuq52WAOd0EphFAAIK9SQCkxwKpQIKTWQlCpICiUkhQK4nipqBA3y86eM3RsnogklpZPDxsZGAEBBQUG/sry8PHR1daGrqwvp6emy1COiySciSvD6gnC7XXB5PHC7u+HwtKIt0AFnqAsBdRiCSQGHtw2ekBcAIECAVZeOHEMmZlpLITV1Q+8FVGEXBLETITEChRiB7npPoOnSfli6BfjSMoDCAghTlsA8rQgZZUVQ26yIVJ/B+VN/7BOXCioYVAZkmrKx4ubbkGGzDRA9EdHIpXRy6HK5AAAGg6Ffmf76Mg4ej6dfkhdvvWQ4ceo42tsHHwLJzMhE4ZTCQcu9Hg/OX7ow5GuUl02HyWgctLzRbkdLq2PQco1agzmz5wz5GtXnqhEIBAYt5/v4EN9Hj3jfhyiJkEQRoigiNycXRYVTB6ndM0pw5PgHkCQRIq7XkyRI139EScSty1ZHhyN7SZIEd8gDh6cNbx78I1oibQipJISUIkJKqbfDDgIAnVeJgkAWyn02mNwZMHVGYHKGoPZ6ofDXQh08i+5ZEYTUPZUkCIgICogKJcIKDaBUofPWJfj4p+4f9JnBooJClDWUw2bOQHZGDvJy82FOtwz52RERxSulk8PexyWHegh7oLJ46yXDW395E66Qa9DyMuuMIb/E2zra8M7Zt4Z8jTSTGWXTpg1afvzMEZxvqx60XC/ohv0SrzyxFx7RO2g538eH+D56yPE+yttmonBKESJSBGExgrAYRliKIBgOIRQO4WrDVRxpPQpJkCBBgiTghv/t+fGcjuCDxir4Qj7YO5vRHu5Cp+BGUBHpeREtoA5L0AQlpPlEaIMStCER2qAIVQQwe0UsPdsMCYBfqUVQrUdIo4eo0yNiy4JoMCKouQq/VoCkVF6fTfzh7xeFAgirxCF/51isVtxzR//HYIiIkiGlk0OTqWdWn8/n61fWe8xsNvcri7feR1mt1iEfKBZFEUPN9/npC3+HalMzpCHy0MbIMRx449ig5ZIABG1DJ7L/Wv0iFGcHLw8rgcgQ1xAkD55645tDvkYwXeD7AN/HjZL1PiThw59aHMNb71QNeQ1kDl3cHjwFpb0nAUx3R5DhiqC0OwKTRwGDT41uo4CmbAmSIEASlIAgQFIoEFErENEI6DLoMPNn22C2WaBUKwd8jbpf/BhS2AWTSo90fTpsaRnIzshGQW4BsrILYDTxERY5KK4v4/PRnuDRJAhCNI6BqFQp/bVLk0RK/1daVFQEAGhqaupXZrfbYbFYYBxg2CveenIrzS3D1cYGhJXioOeYQlqkC4N/cQSlEFrVnUO+TlbQAo1i8HUbu8RuuDWDD0EqRQG54tALgzv87Xwf4Pu4UfLehwBBAgQJSA/qkKvJhVJQQCkooYISSoUKSoUSKoUSfr8X1cEL0fOFj9QXBODj2SswJW8qlCoVjFYzLDk2mKxmKFU9id4bu3+Phrq/9NQUAIWggFpQQaNQQ6PUwKA1wpqTMeT7+Ov7H4fekAalMqV/5RLRJJHSv6ksFgtKSkpQVdW/5+D48eOoqKiQtd5I+Xw+eL2DD4l9+lP3oe6Fy+gOdg16TlnmdHxy3d2Dltc31OP37/9myDjW37IRpcUlg5a//c4enHcM3gWkV+jx6Ge/MORr/OK//hWeoHvQ8on8Pm5cPiOV38eNxvP7iCZ4EFCaU45Prv3UoPVb29rQ9o4LggAIUEAQhJ4fCFAIAiAImDJ/JubNnQugpw0jkNDV/eE9OW/WfJQWlcBoNMKgN0GpUvfrGYpl6ZRgV/ew51BixsNSNgaDYVQ6F4iSKeXXOdy2bRt27tyJ06dPY+bMmQCAffv2Yd26dfj5z3+ORx55RNZ6ANc5pL7YjqmPbTgxpEI7cp1DSgUpnxy2trZi7ty5UKlU2Lp1K/x+P5555hmUlZXhwIED0Gq1qK2txcGDB7F8+XKUlpbGXG8wTA7pRmzH1Mc2nBhSoR2ZHFIqSPlNOLOyslBZWYkFCxbg6aefxs6dO7Fhwwbs2bMnmuBVVlZi06ZNqKysHFE9IiIioskmpZ857DVjxowhdzXZsmULtmzZMuJ6RERERJNNyvccEhEREZF8mBwSERERURSTQyIiIiKKYnI4hnrXXBtoj2dKHWzH1Mc2nBjYjkTyYHI4hhQKBRQKBRdMTXFsx9THNpwY2I5E8mBySERERERRTA6JiIiIKIrJIRERERFFMTkkIiIioigmh0REREQUxeSQiIiIiKImxN7Koy0SiQAAvF5vQtdRqT78+F0uV0LXorHDdkx9bMOJIRXasfd7o/d7hGg8YnIYB4/HAwCoqakZ40iIiCgVeTweZGZmjnUYRAMSJEmSxjqIVOP3++FwOGA0GqFUKsc6HCIiShGRSAQejwc5OTnQ6XRjHQ7RgJgcEhEREVEUJ6QQERERURSTQyIiIiKKYnJIRERERFFMDomIiIgoislhktTV1eHee++FzWaDzWbD5s2b0dramrR6lBzxtsfSpUshCEK/n/vuu28UoqahPPbYY1i1alVM5/J+HL9G0o68H4lGhuscJkF7eztWr16NYDCI7du3IxwOY8eOHTh16hQOHz4MjUYjaz1KjnjbQ5IkVFdXY8OGDdi4cWOfsqlTp45G6DSIX/ziF3jhhRewcuXKYc/l/Th+jaQdeT8SxUEi2X3jG9+QlEqlVF1dHT22d+9eCYD07//+77LXo+SItz1qa2slANIvf/nLUYiSYhEOh6Xvfve7kiAIEgBp5cqVw9bh/Tj+xNOOvB+JRo7Dykmwa9curFq1CrNmzYoeW7t2LWbMmIFdu3bJXo+SI972OHv2LAD0qUdjx+/3Y9GiRfj2t7+NTZs2oaCgIKZ6vB/Hl3jbkfcj0cgxOZSZ0+lEbW0tFi9e3K9s0aJFOHbsmKz1KDkSaY+Pfhn1brdIY8Pv96O7uxu/+c1v8PLLL/fZf3cwvB/Hn3jaEeD9SBQPJocya2xsBIAB/6rNy8tDV1cXurq6ZKtHyZFIe5w5cwZpaWn46le/irS0NJhMJkybNo29TWPEbDbj4sWLuP/++2Ouw/tx/ImnHQHej0TxYHIoM5fLBQAwGAz9yvR6PYCB/3KNtx4lRyLtcfbsWbhcLnR2duKVV17Biy++iLS0NPzVX/0VXn311eQFTQNSKBQx9zL14v04/sTTjgDvR6J4cLayzKTrW1ULgjDoOQOVxVuPkiOR9njssccQiUTwhS98IXrsgQcewNy5c7Ft2zZ87nOfg1KplDdgkhXvx4mD9yPRyLHnUGYmkwkA4PP5+pX1HjObzbLVo+RIpD0ef/zxPl9EQE9v06ZNm+BwOFBdXS3yqZREAAAKI0lEQVRztCQ33o8TB+9HopFjciizoqIiAEBTU1O/MrvdDovFAqPRKFs9So5ktEd2djYAwO12Jx4gJRXvx4mP9yPR4JgcysxisaCkpARVVVX9yo4fP46KigpZ61FyxNsejY2NmDNnDr73ve/1Kzt37hwAoKSkRN5gSXa8HycG3o9E8WFymAQbN27Evn37or98AGDfvn04f/48HnjgAdnrUXLE0x4FBQXo7OzECy+8gO7u7ujxa9eu4aWXXsLq1auRm5ub9NgpcbwfUx/vR6L4CFLvk9ckm9bWVsydOxcqlQpbt26F3+/HM888g7KyMhw4cABarRa1tbU4ePAgli9fjtLS0pjr0eiJtx1ff/11fPrTn8acOXPw6KOPwuVy4Z/+6Z8QDAZx4MABLsY7xoqLi1FcXIx33303eoz3Y+qJtR15PxLFYSy3Z5nIzp07J915552S0WiUsrKypM9//vNSS0tLtPyXv/zlgFs6DVePRle87fj6669LS5culbRarWSxWKQNGzZINTU1oxw9DWTq1Kn9tl3j/Zh6RtKOvB+JRoY9h0REREQUxWcOiYiIiCiKySERERERRTE5JCIiIqIoJodEREREFMXkkIiIiIiimBwSERERURSTQyIiIiKKYnJIRERERFFMDomIiIgoiskhEREREUUxOSQiIiKiKCaHRBPMXXfdBUEQIAgCampqBj3vc5/7HARBgEKhwLFjx0b0Gtu2bYu+xunTp/uVNzY2jjhuIiIaH5gcEk0w8+fPj/67urp6wHOOHTuGXbt2AehJEhcvXjyi1zhy5AgAwGg0Yvbs2dHj3d3d2LZtGx555JGRhk1EROMEk0OiCebG5PDs2bMDnvPUU09BkiRotVr88Ic/HNH1RVGM9jQuWrQISqUSAFBTU4Py8nI8++yzuOmmm+KMnoiIxhqTQ6IJZrjkcM+ePXjnnXcAAF/84hcxderUEV2/pqYGbrcbALBkyZLo8X379qGlpQUAcPPNN484biIiGh+YHBJNMDNmzIBWqwXQf1hZFEVs374dAGC1WvGNb3wDANDa2oqvfe1rmDNnDgwGA4xGIxYtWoTnn38ekUikzzUOHz4c/feSJUsgiiLS0tLwpS99KXp8w4YN+NjHPhb9/7t378YnPvEJ5OXlQa1WIz8/Hw8//HA0mbzRf/7nf2LZsmUwmUwoLy/HCy+8AAAoLCyEIAj47Gc/2+/8NWvWICMjA1qtFnPnzsW//du/jfhzIyKi6yQimnAWLlwoAZA0Go0UCoWix1988UUJgARA+ulPfypJkiRVVVVJubm50eMf/bnnnnskURSj13jiiSeiZZcuXZJOnTo1YL0vf/nLkiRJ0rPPPjvotZcuXdon7ieffHLA87797W9H//3ss89KkiRJ4XBYeuCBBwa99ne/+91kf8xERBMSk0OiCWjz5s3RJKm6ulqSJEny+XzSlClTJABScXGxFAgEJLfbHT0mCIL0ne98R3I4HNKVK1eku+66K3qN1157LXrtioqK/7+duwmJevvjOP6eOyrzII7lQ6lJhVKbLGgkEkFtZYJCFEYRBClt2lW0aSMmiU0SFbUrKkyIgRZRiwkhdApq04Nu2rRQbNTMaqbJZ/H8FzIn59r/crk3r/fa5wUDv/n9zpw5cxbDl+8532MAs3btWmOMMfPz82Z0dNQ4HA4DmP3795vZ2VkzPz9vPn78aPLz843D4TB79uwxg4ODZmxszOzdu9f2HYlEjDHGPHr0yN7bvn27efPmjYlEIqauri4p6AuHw8YYY86dO2fvnT592gwPD5vBwUHb3uVymVgs9g/PvIjIf5+WlUVWoR9VLF++fJn3798D0NraSlpaGrdv37b3Tpw4QVNTE7m5uWzcuJFr167ZPkKhEADT09P09fUBUFpaCoDD4eDly5cYYwAoKysjJSUFh8NBdnY2kUiE2dlZQqEQGzZsICMjg5ycHNu31+sF4NKlSwA4nU7u37/Pjh07yM/P59atWzgcDvvM7/czMTFBe3s7AJWVlbS1tZGdnc369evtsvnU1BSvX7/+aXMqIvKrSFnpAYjIz/f7opSqqira2tqAhaDu0KFDwEIRScLiPYMAGRkZ9vrr168A9Pb2MjMzA8CuXbvs8+fPn9vrxcUoMzMzdHR00NXVxbt37xgZGWFkZMTuY9y8eTM+n4+pqSnC4TAA1dXVFBcX2z6ysrLweDyMj4/bPZHd3d12TD09PaSmpv5wHqampv54okREZAkFhyKr0O+Dw5aWFmKxGAAXL160mbihoSEAPB4PW7ZsSerj1atX9rqwsBBYWoyS8OLFCwBSU1PtmYnGGGpra+nq6sLlcnHgwAGOHTvGmjVrOHLkCLCQZUyMY25uDmDJMTgDAwOMj48D3wPSDx8+/Kl5yM/P/1PtRETkOwWHIqvQunXryM3NZXR0lKdPn/Lp0ycAamtrqaqqsu18Ph8Ak5OTRKNRMjMz7bPEsi1AXV0d8P3wa0gODhP3S0pKcLvdwEI2saurC4A7d+5w8OBBAG7evGk/lwgOE2clAoyNjSX9lsWVx4ngcPGydDAYpL6+3r7//PkzmZmZ/Pabds2IiPwV+vcUWaUS2cPh4WFmZmZwOp1cuHAhqU11dTWwkOVraGhgcHCQ/v5+Ghsbefz4MQA1NTVUVFQA3zOHBQUF5OXlAQtZvy9fvgDgdruZnJxkeno6KbuXOBsxFArZ43MAm2UsLCy0QWVnZydPnjwhGo1y5coVAoGAbZ8IDsvKysjKygKgpaWFvr4+4vE4HR0dFBQU4Ha7aW1t/dtzKCLyS1rhghgRWSanTp1KqvI9fvz4kjYTExO2+vhHL7/fb8bGxowxxsRiMVuRvG/fPttHNBo1Tqcz6XOdnZ1maGjIpKenL+nT6/Xa64GBAdvP2bNnfziGRN9er9fMzc3Z9sFgcMn3Jl5lZWUmHo8v4+yKiKxeyhyKrFKL9x16vV6am5uXtHG73YTDYZqbm9m2bRsej4f09HT8fj/t7e08e/bMZugWVyQvXlL2+XzcuHGDoqIi0tLSyMnJoby8nLy8PB48eMDOnTtxuVwUFxcTCASSspf9/f32urm5maamJjZt2oTL5aKiooKHDx+SkrKw+2X37t1Jy8/19fX09PRQU1ODz+fD7XZTUlJCIBCgu7ub9PT0nzORIiK/GIdJ/NuLiKyQu3fvYoyhqKiI0tJS0tLSAAiHw1RWVgJw/vz5pCVpERFZHsocisiKCwaDHD16lPLycq5evUo8Huft27ecOXMGWDhLcXHRiYiILB9lDkVkxd27d4/Dhw//3+cnT560h2SLiMjyUnAoIv8KwWCQ69ev09vby7dv38jMzGTr1q00NjbS0NCw0sMTEfllKDgUEREREUt7DkVERETEUnAoIiIiIpaCQxERERGxFByKiIiIiKXgUEREREQsBYciIiIiYik4FBERERFLwaGIiIiIWAoORURERMT6H0LGLMjM0tRmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], markers=False, \\\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'], \\\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'], \\\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'], \\\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'], \\\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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Kp1HzM3DgQH322Wd64403NGXKlDwjZcnJyRowYECeEvp///d/kqSGDRsWaX/5YcQMAAA4ZMGCBcrIyCjw/l0xMTF69913NXfu3HznL1myROHh4eratavWr1+vmTNnauLEiXlOXxakQoUKioiI0IwZM1S5cmWFhIRo5cqVmjZtmiQpMTGx0K/lP//5jz788EP16NFDLVu21JYtW3LNb9KkiapWraqHHnpI48ePl6+vr5o0aaKNGzdq0qRJGjRokOrWrVvo/RWEYgYAgBulpmUW2/3PmzdP9erVK/Adj61atVL16tX17rvv5nud1ssvv6z169drzpw5qlq1qmbOnKmhQ4cWKcOyZcv0xBNPaODAgfL391fdunX1xRdf6Mknn9TGjRv1z3/+s1DbWbp0qSTp888/1+eff55n/pEjRxQREaHZs2frpptu0jvvvKNffvlFVapU0fjx4/X0008XKXdBKGYAALiBv6+3ygT52++6705lgvzl71v0G83++OOPV5xvsVh0+PDhAuffeOON9tOA+Tl69GieaQMHDsz1/MxGjRpp/fr1RcqW3/ILFizQggULClwnh5+fn5577jk999xzV13WERQzAADcIDDAV/e1r+X2UiZll0RnHscE16GYAQDgJoEBvhQi5EIxAwAA11VERIRLbsZaEnG7DAAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBPcxAwDATTISE5WVmubuGPLy95NPIR8cjmuLYgYAgBtkJCbqtyWfKP38eXdHkW9wsKr06V3kchYVFaUNGzbkmlamTBk1bdpUL774otq0aePKmB6BYgYAgBtkpaYp/fx5efn7y9vf3205MlNTlX7+fPbInQOjZk2aNNGsWbOyt5WZqVOnTuntt99Wp06dtGPHDtWrV8/VkUs0ihkAAG7k7e8v74AAt2bISk11eN3g4GC1bNky17QOHTooLCxMH3zwgWJjY52N51G4+B8AALiU1WpVqVKlZLFY3B2l2GHEDAAAOMxmsykjI8P+/2fOnNG0adOUmpqqhx56yM3pih+KGQAAcNg333wjX1/fPNNfeeUV1alTxw2JijeKGQAAcFjTpk01Z84cSdkjZvHx8VqxYoWee+45JSYmasKECW5OWLxQzAAAgMNKly6tyMjIXNM6duyoixcvavLkyRo2bJgqVKjgpnTFDxf/AwAAl4uMjFRGRoaOHDni7ijFCsUMAAC43LZt2+Tt7a2bbrrJ3VGKFU5lAgAAh50/f15btmyxf56amqrPP/9c77//voYMGaKwsDA3pit+KGYAALhRphM3dzVh/99//71uu+02++elSpVSjRo1NHHiRI0cOdLZeB6HYgYAgBt4+fvJNzj4r8chubec+QYHy8vfr8jrrV+/3vVhPBzFDAAAN/AJDFSVPr2zn1HpZl7+fkV+gDmuDYoZAABu4hMY6NCDw1Fy8a5MAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAEMUi2IWFxcnPz8/vfTSS+6OAgAAcM0YX8wyMjI0cOBApaenuzsKAADANWV8MXv11Ve1b98+d8cAAAC45owuZnv27NGECRM0duxYd0cBAAC45owtZhkZGXrwwQfVoUMHRUdHuzsOAADANefj7gAFmTx5sg4dOqRly5YpIyPD3XEAAACuOSNHzPbt26fx48drypQpqly5srvjAAAAXBfGFbPMzEwNHDhQrVq10uDBg90dBwAA4Lox7lRmbGys4uLi9O233+r06dOSpPj4eElSUlKSTp8+rdDQUHl5XblThoSEKCQkRJKUHBiYZ77NZpPNZnMoY2hoqEPrmcIacDrX5xaL5a/pAXmW9fXxzfV5QD7LFEVxP3aFlfPv01Ne7/XAMXU9TzumFovlir87fHyM+5UID2Tcv8KVK1cqLS1NzZs3zzMvNjZWsbGxOnLkiCIiIq5/uCtYvPqgw+uW2b7OofXq1yiX7/Qq993rcBYAKE5+++jjQi9rsVjsf4jmJzk5WQqyuiIW4DDjitnUqVPtI2Q5Tpw4oejoaPXv318xMTGqWLGi0/tJT093+Ka1Z8+ezTMtKTnZ4SzWDMdyJBewz/zyXeryrDkjZfm9hsuzFbTPwrpatpIiZwTCU17v9cAxdb2ScEyL8jPJ19dXfn5+1zAN4Dzjitmtt96aZ9rRo0clSTfddJPat29fqO3Ex8fb382ZmJjosnwAgOLpan+Qp6WmMmIGtzPu4n8AAABPRTEDAAAwhHGnMvMTERHh8DsoAQAAigtGzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxhdDFbt26dWrVqpdKlS6tSpUp68skndfHiRXfHAgAAuCaMLWbr1q1Thw4dlJaWpkmTJql///6aM2eOOnfurKysLHfHAwAAcDkfdwcoyMiRI1W1alVt2LBBAQEBkqSqVavqscce06pVq9SlSxc3JwQAAHAtI0fMUlJSFBYWpsGDB9tLmSS1adNGkhQXF+euaAAAANeMkSNmpUqV0sqVK/NM37Vrl6TskTMAAICSxshidrlffvlFX3/9tUaMGKH69evrnnvucXckAAAAlzO+mJ09e1YRERGSJKvVqunTp6tUqVLuDQUAAHANGHmN2aUsFosWL16sBQsWqG7dumrfvr2WLl3q7lgAAAAu5/SI2VtvvaVvvvlGn3zyiSQpIyNDW7duVWhoqG655RanA4aEhOi+++6TJPXu3Vv169fX8OHD1atXr6uuFxISIklKDgzMM99ms8lmszmUKTQ0NM80a8Bph7YlSb4+vg6td+kbIy6VX75LXZ7VYrH8NT3v9i7PVtA+C+tq2UoKL6/sv3k85fVeDxxT1ysJxzSxCD+TLBaL/eddfnKOB+BOThWzf//733ryySdVvnx5SVJycrI6duyozZs3S5KGDBmi2bNnO5/yLwEBAerWrZveeustnT592r5fID+LVx90eN2+HWo5tc+cH/6Olv+icDQrzPHbRx+7dHtV7rvXpdsDcP04VcxmzpwpSfLz81NmZqZmzZqlTZs22ee/88476tixY5Ev1t+/f786d+6sZ555Ro8++miueRcuXJDFYpG/v78z0ZWenq709HSH1j179myeaUnJyQ5nsWY4liO5gH3ml+9Sl2fNGSnL7zVcnq2gfRbW1bK5kjNfE0dz5uzzSsfU1a7nMXWnnFGdkvh6nf2+ulxhj1FJOKZFOXa+vr7y8/O7hmkA5zk1bnvw4EFZLBZ9/PHH8vb21sKFC2WxWNS6dWu1bNlSNptN06dPL/J2a9asqXPnzuntt99WWlqaffovv/yiTz75RG3atFHp0qWvuI34+HidOnVKp06dUmJiYp4PR0sZAKB4Sk9Pz/f3Qc5HynX4Qwq4GqdGzM6fPy9Jaty4sf744w/FxcXJYrFo3rx5SklJUb169XTgwIGih/Lx0fTp09W/f3+1adNG0dHROnPmjGbMmCEvLy+Hyh4AAIDpnCpmFSpU0LFjx/Trr79q3bp1krJLWvXq1e3Dy/Hx8Q5tOzo6Wn5+fpo8ebKeeuopBQYGql27dpo4caJq1eKaGgAAUPI4VcxatWqlJUuW6M4777Rf+9WvXz9J0t69eyVllzdH9enTR3369HEmIgAAQLHh1DVmo0aNkq+vr44fP66LFy8qODhYDz30kA4cOKB+/frJYrGocePGrsoKAABQojlVzBo3bqx169apW7du6tatm9asWaPQ0FCdOHFChw8fliQ99thjLgkKAABQ0jl1KnPt2rVq1qyZPv/881zTa9euLT8/P73yyivq0KGDUwEBAAA8RZGK2cmTJ3XgwAE1a9ZMpUqVUocOHeTt7a20tLRcd1MODw/XTz/9pMqVK7s8MAAAQElVpFOZ5cuX1+OPP67g4GDdeuutkqSsrCzt27cvz7LlypVTnTp19NRTT7kmKQAAQAlXpBEzLy8vTZs2Te3atdOuXbvso2SNGjVScHCwmjVrppYtW6pFixby8vLSwYMH9fvvv+v111+/JuEBAABKkiJfY9a2bVs9/vjj+vDDD+2P8bDZbDp37pzWrl2rtWvX5lqex18AAAAUjkPvynzrrbd06tQp+wOahw0bphYtWsjX11c2m83+IUmtW7d2XVoAAIASzKl3Zb766qvavn273njjDVksFqWlpWnnzp3avn279u7dq+DgYI0aNcpVWQEAAEo0p4rZ5aXLz89PLVu2VMuWLZ0KBQAA4ImcKmaS9MMPP2jnzp0KDw9X06ZNVa5cOVfkAgAA8DhOFbP3339f//jHP5SVlWWfVr16dbVo0cL+0aRJE94AAAAAUAhOFbMJEyYoMzMz17TDhw/ryJEjWrx4saTs05vJycnO7AYAAMAjOFXM/vzzT1ksFj388MNq2LChdu7cqS1btmj//v32d2WmpaW5JCgAAEBJ51Qxq127tuLi4jR16lQFBQXZp587d05bt27Vd999py1btjgdEgAAwBM4dB+zHEOHDpXNZtPXX3+da3qZMmXUsWNHvfjii1qxYoVTAQEAADyFU8WsQoUKqlevnoYMGaK4uDhXZQIAAPBITp3K7NWrlywWi2w2m5o1a6bOnTurU6dOuv3229WwYUP7szQBAABwdU7fxyznIv/09HQtX75cy5cvlyRZrVY1a9ZMt912myZOnOjsbgAAAEo8p05lLl++XGPHjlWnTp0UEhKS6zmZiYmJWr9+vSZNmuSqrAAAACWaUyNmXbt2VdeuXe2f//TTT9q2bZu2bt2qbdu2adeuXdwuAwAAoJCcKmY2my3XdWQ1a9ZUzZo1df/990vKPr25e/du5xICAAB4CKeKWZkyZdS0aVO1aNFCzZs3V/PmzVWlShX7fF9fX0VGRjodEgAAwBM4VcwuXryojRs3auPGjfZp4eHhat68ub2sNWvWTMHBwU4HBQAAKOmcKma33367vv/+eyUlJdmn/fnnn/riiy/0xRdfSJK8vLyUnp7uXEoAAAAP4FQx27hxozIzM7V37177Bf/ffvutDh48aF8mKyvL6ZAAAACewOn7mHl7e6tRo0Zq1KiRhgwZIim7sA0aNEhnz57VsGHDnA4JAADgCZy6j1lB7rjjDq1atUopKSmqWLHitdgFAABAieNUMRs3bpxWrFihM2fO5JlXvXp1RUVFad68ec7sAgAAwGM4dSpz3Lhx9vuYRURE2N+Feeutt8pqtWrXrl1KSEhwSVAAAICSzmXPyjxy5IiOHj2qJUuW5JoXFhbm7C4AAAA8gtPvyty6dav949dff82zzAMPPODMLgAAADyG0/cxu/322+2fnzhxQlu3btXOnTt18uRJRUZGauDAgc5mBAAA8AhOn8q8VHh4uHr06KEePXq4crMAAAAewelilpqaqtmzZ2vlypU6f/68qlSpoh49eqhfv37y8romd+MAAAAokZwqZikpKbrzzju1detW+7StW7fqk08+0ZQpU/TMkreTAAAa3klEQVTZZ58pIiLC2YwAAAAewakhrddee01btmyRzWaTr6+vgoKCZLPZZLPZtHv3bnXs2FEXLlxwVVYAAIASzalitmTJElksFg0aNEgXLlzQuXPndOjQIQ0ePFiS9PPPP+uNN95wSVAAAICSzqlidvjwYUnSK6+8Il9fX0lSjRo1NGfOHI0ZM0Y2m01Lly51PiUAAIAHcKqY+fhkX6KWlpaWZ97jjz8uKXvUDAAAAFfnVDG7+eabJUmvvvpqnnk515Z5e3s7swsAAACP4VQx69Wrl2w2m2bPnq27775ba9as0ZkzZ7Rnzx4NGjRIklS7dm2XBAUAACjpnLpdxrBhwzR//nwdOnRIy5cv1/Lly3PNt1gs6t+/v1MBAQAAPIVTI2ZBQUFavXq1mjZtar9NxqUf3bt3t19rBgAAgCtzaMQsISFBS5cuVbdu3VS1alX997//1VdffaU1a9bo2LFjKlOmjDp16qS///3vrs4LAABQYhW5mK1YsULR0dFKSEjQ2rVrFR4eLknq2rWrunbtqpkzZ6patWrq1q2by8MCAACUZEU6lXngwAH16tVL8fHxkqTjx4/nWWbZsmW6++67NWDAAGVkZLgmJQAAgAco0ojZa6+9ppSUFPn7+2vEiBG644478ixz6NAh2Ww2LVq0SF5eXpo3b57LwgIAAJRkRRoxW7t2rSwWi+bOnasJEyaocuXKeZaZPn26GjVqJJvNpgULFujrr792WVgAAICSrEjFLOfUZffu3Qtcpnv37tq0aZNatGghSZozZ44T8QAAADxHkYpZqVKlJEnnzp274nJWq1WxsbGy2WzatGmT4+kAAAA8SJGKWd26dSVJixcvvuqyDRo0kCSdPHnSgVgAAACep0jF7J577pHNZtPLL7+s9evXX3HZ//73v5KkwMBAh8MBAAB4kiIVs6FDh+qGG25QUlKSOnXqpKFDh2rfvn15ltu1a5cGDx4si8WiRo0auSwsAABASVak22UEBwfr008/VVRUlFJTUzV37lzNnTtXN954o26++WYFBQXpl19+0b59+5SVlSWLxWJ/mDkAAACurMh3/m/RooW+/vprDRgwQIcOHZIkHTt2TMeOHbMvY7PZJEn33XefoqOjXRQVAACgZHPoIeYtW7bU7t279c477ygqKkp+fn72B5dLUv369TV79mz9+9//dmlYAACAksyhh5hL2bfOePjhh/Xwww9Lkk6dOqXExESVL19eQUFBLgsIAADgKRwuZpcLCwtTWFiYqzYHAADgcRw6lQkAAADXo5gBAAAYgmIGAABgCKOL2apVq3THHXfIarUqKChI7du315YtW9wdCwAA4Jowtpht2LBBXbp0UUJCgiZOnKgXX3xRP//8s9q0aaNt27a5Ox4AAIDLuexdma725JNPqkqVKtq6dausVqskKSYmRrfccouee+45rV692s0JAQAAXMvIEbP4+Hjt3r1bffr0sZcySQoPD1ebNm20efNmN6YDAAC4NowcMQsODtaBAwcUGBiYZ97p06fl42NkbAAAAKcY2XC8vb11880355keFxenTZs2qVOnTm5IBQAAcG0ZeSozPxcvXlRMTIwk6dlnn3VzGgAAANcrFsUsKSlJPXr00O7du/Xss8+qTZs27o4EAADgckaeyrxUQkKCunXrpk2bNumhhx7SxIkTC7VeSEiIQkJCJEnJ+VyrZrPZZLPZHMoUGhqaZ5o14LRD25IkXx9fh9YLCAjId3p++S51eVaLxfLX9LzbuzxbQfssrKtlcyVnviaO5szZ55WOqatdz2PqTl5e2X9HlsTXm+jifyeFPUYl4ZgW5dhZLBb792Z+co4H4E5GF7OTJ0+qU6dO2rVrl4YMGaK33377it9UOXb97qXz3/yigFInJEnBP53Ku1A+nax+jXKFyvXbRx/nmVbm5zOFWhdFt3j1wQLnldm+ruB5DuzrXLM7HVjr+ijotf52drdD26ty373OxIEHye9nnqP4dwdcmbHF7MKFC/ZSNnz4cL3++usu3X5mVpaysjJzTUtOTnZ4e+kZ6c5GKrKC8p49e/aK6yVdtl7OqM7l0yXJetnrcuYYFSZbfvLLlePyfM7K2ZcjOS9d/0rH1FEFvVZHvyaOvkZ3yRnVKW65C8PZ76vLFfYYFfaYujKfq79+Rcnm6+srPz8/l+4fcDVji9ljjz2mXbt26YknnnColKUkJysrK0uSFJB+/UsTAMAs6enpSr/C74O01FQpyFrgfOB6MLKY/fjjj1q4cKHKli2rxo0ba9GiRXmWiY6OdkMyAACAa8fIYrZhwwZJ2Rf+P/jgg/kuQzEDAAAljZFvQRk6dKj9XZMFfQAAAJQ0RhYzAAAAT0QxAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADFFsitmQIUMUFRXl7hgAAADXTLEoZu+9957mzp3r7hgAAADXlNHFLDMzU+PHj9fgwYPdHQUAAOCa83F3gIKkpKSoRYsWiouLU0xMjNauXevuSAAAANeUsSNmKSkpOn/+vD766CPNnz9fPj7GdkgAAACXMLbtBAcH69ChQxQyAADgMYxtPV5eXvLyMnZADwAAwOVoPgAAAIYwdsTMWaUCAhRQqpQkydfXN+8CtryTAgICHN6fr0+Sw+s6qqC8oaGhV1zPGnA61+cWi+Wv6Xm35+uT+9g5c4wKky0/l+e91OX5nJVzDBzJmb1+dtYrHVNHFfRaHf2aOPoa3SVnBL245S6MRBf+O5EKf4wKe0xdmc/VX7+iZLNYLPbvzfxwlgYmKLHFzJP99tHHV5xf5uczuSfk/JzKp6xebu/l6xZS/RrlJF09W37y5L2GymxfJ0n67exux9bPyVqEY+pOi1cfvK7769uhVqGXvfzfSs4vVJut6Ae1yn33FnkdyfHjU5TX6Wkc+RkAeBKPLWaZWVnKysrMNS05Odnh7aVnpDsbqcgczXt51pyRmGv5Gjzt2F6PY5rD0axnz55VkhNfF0f3WViXv66ckUFHXm9R9nspR49PUffnzPeHM/vPGb262vKuzucuvr6+8vPzc3cM4IpKbDFLSU5WVlaWJCkg/fr/YgcAmCU9PV3pV/h9kJaaKgVZr2MiIC9OqAMAABiCYgYAAGCIYnMq8+jRo+6OAAAAcE0xYgYAAGAIihkAAIAhKGYAAACGoJgBAAAYgmIGAABgCIoZAACAIShmAAAAhqCYAQAAGIJiBgAAYAiKGQAAgCEoZgAAAIagmAEAABiCYgYAAGAIihkAAIAhKGYAAACGoJgBAAAYgmIGAABgCIoZAACAIShmAAAAhqCYAQAAGIJiBgAAYAiKGQAAgCEoZgAAAIagmAEAABiCYgYAAGAIihkAAIAhKGYAAACGoJgBAAAYgmIGAABgCIoZAACAIShmAAAAhqCYAQAAGIJiBgAAYAiKGQAAgCEoZgAAAIagmAEAABiCYgYAAGAIihkAAIAhKGYAAACGoJgBAAAYgmIGAABgCIoZAACAIShmAAAAhqCYAQAAGIJiBgAAYAiKGQAAgCEoZgAAAIagmAEAABiCYgYAAGAIihkAAIAhKGYAAACGoJgBAAAYgmIGAABgCIoZAACAIShmAAAAhqCYAQAAGIJiBgAAYAiKGQAAgCEoZgAAAIagmAEAABiCYgYAAGAIo4vZkSNH9Pe//12hoaEKDQ1VTEyMTp065e5YJZaXl7e7I5Q4HFPXsVgsslgs8vX1dXeUEiPnmFqtVndHAfAXH3cHKMiZM2fUtm1bpaWladSoUcrIyFBsbKzi4uK0bds2+fn5uTtiyWHJ/o+3t5eysjLdm6Wk4Ji6nMWSfVD9/PyUnp7u5jQlg5dX9t/mgYGBSkpKcnMaAJLBxez111/X77//rj179uiWW26RJLVo0UIdOnTQ/PnzNXjwYDcnBAAAcC1jT2UuXrxYUVFR9lImSe3bt1ft2rW1ePFiNyYDAAC4NowsZvHx8Tp8+LBuvfXWPPOaNm2qHTt2uCEVAADAtWVkMfvjjz8kSZUqVcoz74YbbtC5c+d07ty56x0LAADgmjKymF24cEGS8n2nUEBAgCQpMTHxumYCAAC41owsZjabTdL/3oWVnyvNAwAAKI6MfFdmUFCQJCk5OTnPvJxpwcHB+a6bmZl9awKLl5f9reD5lbjs7mfLNa24VT1X5c3IyHDRlgrmacf2ehzTHI5mtVgs1/3rUpQ/qC5f8tKfB0XN7egfcs4c2+uxH2f3Hx8fX6h1itv3b4H+um9bgbP/+p2R83sEcAeLLWd4yiAJCQkKCQnRmDFjNHHixFzz+vXrp5UrV+b6gXKpX375Rdu2bbseMQEAJVDz5s1VrVo1d8eAhzJyxKxs2bKqXr26du7cmWfe999/r8jIyALXDQ8PV/PmzRUYGChvb+66DgAonMzMTCUmJio8PNzdUeDBjCxmktSrVy9NmzZN+/fvV506dSRJa9as0YEDBzRy5MgC1ytVqhR/6QAAHFK+fHl3R4CHM/JUpiSdOnVK9evXl4+Pj0aMGKGUlBS99tprqlmzpjZt2iR/f393RwQAAHApY4uZJB04cEDDhw/XN998I6vVqq5duyo2NlZhYWHujgYAAOByRhczAAAAT2LkfcwAAAA8EcXMg61atUp33HGHrFargoKC1L59e23ZssXdsUqMuLg4+fn56aWXXnJ3lGLt1KlTGjx4sMLDwxUcHKw2bdpo8+bN7o5V7O3YsUMdOnRQYGCggoOD1b17dx04cMDdsQCPZ+y7MnFtbdiwQV26dFG9evU0ceJEZWRkaNasWWrTpo02btyo5s2buztisZaRkaGBAwcqPT3d3VGKtQsXLqh169Y6duyYhg8frpCQEM2YMUPt2rXTtm3b1KBBA3dHLJYOHDigqKgoWa1WvfDCC5KkqVOnqlWrVtq9e7duvPFGNycEPJgNHqlx48a2qlWr2hITE+3T/vzzT1tISIitffv2bkxWMowfP97m5+dnk2R78cUX3R2n2HruuedsFovFtmHDBvu048eP2wICAmzR0dFuTFa8DR061CbJtnPnTvu0bdu22STZnn76aTcmA8CpTA8UHx+v3bt3q0+fPrkeFB8eHs5pIhfYs2ePJkyYoLFjx7o7SrFms9n0wQcf6K677lLr1q3t0ytWrKgpU6bkmoaiOXz4sMqXL68mTZrYpzVr1kzlypXTnj173JgMAMXMAwUHB9tvRXK506dPy8eHM9yOysjI0IMPPqgOHTooOjra3XGKtaNHj+qPP/5Qhw4dJGUXtYsXL0qSHn30UQ0ePNid8Yq1m2++WWfPntWpU6fs086ePauEhATdcMMNbkwGgGLmgby9vXXzzTfnuY4kLi5OmzZt0t/+9jc3JSv+Jk+erEOHDuntt992d5Ri79ChQ5KkChUqaOTIkSpbtqxKly6tmjVr6osvvnBzuuLtmWeeUeXKldWvXz/FxcVpz5496tevn/z8/DRs2DB3xwM8GkMjkCRdvHhRMTExkqRnn33WzWmKp3379mn8+PGaMWOGKleurKNHj7o7UrGWkJAgSRo7dqx8fX315ptvytvbW7GxserZs6dWrVql9u3buzll8VS1alWNGTNGjz/+uBo1aiQp+w+2Tz75JNfpTQDXH8UMSkpKUo8ePbR7926NHj1abdq0cXekYiczM1MDBw5Uq1atOMXmIqmpqZKyC9rBgwcVEhIiSerevbtq1Kih0aNHU8wcNHbsWE2YMEFt2rTRkCFDlJmZqdmzZ6tPnz5aunSpunfv7u6IgMeimHm4hIQEdevWTZs2bdJDDz2kiRMnujtSsRQbG6u4uDh9++23On36tKTsN1lI2cX39OnTCg0NlZcXVw8UVmBgoCTp73//u72USVLZsmXVo0cPzZ8/XxcvXlRQUJC7IhZLCQkJio2NVWRkpNauXStvb29JUt++fdWsWTMNHjxYv/zyC88jBtyE3xIe7OTJk2rbtq02bdqkIUOG6N1335XFYnF3rGJp5cqVSktLU/PmzRUWFqawsDA1bdpUkuzPd/3111/dnLJ4qVSpkqTsa8wuV6FChVxvBkDhHTp0SKmpqerXr5+9lEmSr6+vHnjgAZ04cUL79+93Y0LAszFi5qEuXLigTp06adeuXRo+fLhef/11d0cq1qZOnWofIctx4sQJRUdHq3///oqJiVHFihXdlK54ql+/vvz9/bVv3748844cOaJSpUopLCzMDcmKt5yRsMzMzDzzcqZlZWVd10wA/oeHmHuomJgYLVy4UE888YSmTZvm7jgl0tGjR1W9enW9+OKLPJbJQX369NGyZcv0/fffq169epKyS9ktt9yinj17avHixW5OWPxkZmaqatWqKlu2rHbs2KFSpUpJklJSUtS0aVOdOnVKx44dk6+vr5uTAp6JETMP9OOPP2rhwoUqW7asGjdurEWLFuVZhntwwQSvvfaa1q9fr7Zt2+qJJ56Qn5+f3nzzTQUEBOiVV15xd7xiydvbWzNmzFDv3r3VvHlzDRo0SJmZmXr//fe1f/9+LVy4kFIGuBHFzANt2LBBUvZFwA8++GC+y1DMYIKIiAht2bJFo0aNUmxsrGw2m+644w7Fxsbqpptucne8Yuuee+7R6tWrNX78eI0ZM0aS1LRpU3311Vfq3Lmzm9MBno1TmQAAAIbgXZkAAACGoJgBAAAYgmIGAABgCIoZAACAIShmAAAAhqCYAQAAGIJiBgAAYAiKGQAAgCEoZgAAAIagmAEAABiCYgYAAGAIihlgmLvuuksWi0UWi0U//vhjgcvdf//9slgs8vLy0o4dOwq9/ZEjR9q3v2fPHldEBgC4CMUMMEzDhg3t///DDz/ku8yOHTu0ePFiSdkF7dZbby309rdv3y5JCgwMVN26dZ1ICgBwNYoZYJhLi9m+ffvyXeaZZ56RzWaTv7+/Jk6cWOhtZ2Vl2UfXmjZtKm9vb+fCAgBcimIGGOZqxWzFihVat26dJOmf//ynqlWrVuht//jjj7p48aIkqVmzZk4mBQC4GsUMMEzt2rXl7+8vKe+pzKysLI0aNUqSFBISojFjxkiS9u7dq/79+ysiIkL+/v4KDQ1Vly5d8lx7tm3bNvv/5xSz9PR0Wa1WWSwWtWnTJtfyY8eOtV+PtmXLFvv0hIQEjR49WnXr1pXValWZMmV01113adeuXS46CgDgmXzcHQBAbj4+Prrlllu0a9cuHTx4UBkZGfLxyf5WnT9/vv2C/eeff14hISHauHGjunTposTERPs20tLStHLlSm3dulV79+7VjTfeKOl/15dJ/ytmcXFxSk5OliQ1b948V5atW7dKknx9fdWkSRNJ0qFDhxQVFaVjx47Zl0tOTtZXX32lDRs2aNu2bVy7BgAOYsQMMFDO6cy0tDQdOnRIkpSSkqIXXnhBkhQREaHHH39ckjRu3Dilpqbqhhtu0M6dO3Xx4kX7cvHx8Vq/fr19uznFLDQ0VDVq1JD0v/Il5S5mNpvNvnyjRo3k7++vtLQ09ejRQ8eOHVNoaKg+//xznTt3Ths3blRoaKgSExOLdM0bACA3ihlgoPzemTlt2jT9/vvvkqRXXnlFfn5+kqQ1a9YoLS1NP//8s5o0aSKr1apKlSrZ1w8KCpIkpaamKi4uTpIUGRlpn19QMTt48KASEhJyTf/444+1f/9+SVJsbKy6dOkiq9Wqli1bqlevXpKkzZs3u+IQAIBH4lQmYKDL3wAQFRWlSZMmScouVX379rXPX7lypZYuXaoffvhBx48f1/Hjx5WSkmKf37hxY0nS7t27lZaWJil3AcspZhUqVMj1RoJLr0fLWX716tX2aYMGDdKgQYPyZL903wCAomHEDDDQ5cXs5Zdf1rlz5yRlj1RZLBZJ0oQJE9SlSxe9++67CgoK0tChQ7VkyRL7iNmNN96oqlWrSsr/wv+EhAQdPHgw17Qc3377rf3/W7RoIUk6ceLEVbPnXM8GACg6RswAA4WHh6tChQo6efKkNm7cqDNnzkiSunXrpqioKElSZmam/XquRx55RLNmzZIk/fzzz/rjjz8kSbfddpt9m/ld+P/999/LZrNJUq6b1CYkJGjp0qWSpDJlyqh27dqSpLCwMElS6dKllZCQIC+v7L/tsrKylJCQoNDQUBceBQDwPIyYAYbKGTU7fvy40tLS5O3trcmTJ9vnnzt3zn7a8OjRo0pISNCePXv0wAMP2Je5tGzljJhVqlRJN9xwgyTp5MmT9vlWq1WSlJSUpJiYGHsZbNasmX2Ernv37pKkCxcuaMSIETp9+rR+++03PfjggypXrpzKlSunAwcOuPZAAIAHoZgBhrr0dKYkPfTQQ7luQxEaGmovXitWrFBISIgaNmyovXv32pfJOaV5/vx5e2G69JRlkyZN7Hf/HzdunLp3766aNWvmOo156fVovXv3Vs+ePSVlvxkhLCxMVatW1YIFC2SxWDR69Gj76BoAoOgoZoChLi1mgYGBGjduXJ5lPv74Y3Xt2lVBQUEKDw/XI488olWrVtnnHz16VFL2szVzTlleWsxq1aqluXPnKiIiQpmZmTp48KAefPBBffDBB/ZlLi1mFotFn3zyiaZOnar69evL399f5cqVU5cuXbR69Wo9/fTTrnr5AOCRLLacn9YAAABwK0bMAAAADEExAwAAMATFDAAAwBAUMwAAAENQzAAAAAxBMQMAADAExQwAAMAQFDMAAABDUMwAAAAMQTEDAAAwBMUMAADAEBQzAAAAQ1DMAAAADPH/6FOWZlrVvMEAAAAASUVORK5CYII=\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", "text/plain": [ "" ] }, "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'], \\\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'], \\\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'], \\\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'], \\\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'], \\\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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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\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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