{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section describes various options available for xy plots in **fivecentplots**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the full API https://endangeredoxen.github.io/fivecentplots/0.5.0/api/plot.html#plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use two fake datasets in this tutorial: \n", "\n", "1) make-believe current vs voltage data for a set of diodes [`df`] \n", "\n", "2) a time-series dataset for \"happiness\" data, derived from an undisclosed bodily orifice [`ts`]. " ] }, { "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
5Si4500.225(1,1)0.50.00.0
6Si4500.225(1,1)0.60.00.0
7Si4500.225(1,1)0.70.00.0
8Si4500.225(1,1)0.80.00.0
9Si4500.225(1,1)0.90.00.0
\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", "5 Si 450 0.2 25 (1,1) 0.5 \n", "6 Si 450 0.2 25 (1,1) 0.6 \n", "7 Si 450 0.2 25 (1,1) 0.7 \n", "8 Si 450 0.2 25 (1,1) 0.8 \n", "9 Si 450 0.2 25 (1,1) 0.9 \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 \n", "5 0.0 0.0 \n", "6 0.0 0.0 \n", "7 0.0 0.0 \n", "8 0.0 0.0 \n", "9 0.0 0.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data.csv')\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateHappiness Quotient
01/1/201516.088954
11/2/201518.186724
21/3/201535.744313
31/4/201538.134045
41/5/201546.147279
\n", "
" ], "text/plain": [ " Date Happiness Quotient\n", "0 1/1/2015 16.088954\n", "1 1/2/2015 18.186724\n", "2 1/3/2015 35.744313\n", "3 1/4/2015 38.134045\n", "4 1/5/2015 46.147279" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_ts.csv')\n", "ts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic XY Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple XY plot of current vs voltage is shown below for a sample set of fake diodes." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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/wsPDsWrVKsyfPx979uxBenq6r6tIREQDlN+E6QsvvICcnBxs3boVs2fPBgBce+21SElJwYsvvoiPPvrIxzUkIqKByi/CVBRFfPDBB1iyZIkUpAAQGxuLv/71r1AqlT6sHRERDXR+EaaFhYUoLi7GI488AsAZrkajEUFBQfjtb3/r49oREdFA5xcDkPLy8gAA0dHRePjhhxEWFobg4GCkpaXh22+/9XHtiIhooPOLMK2rqwMAPPnkk/juu+/wyiuv4KOPPoJGo8Fll12GjRs3+raCREQ0oPnFZd7GxkYAzlDNzc1FeHg4AOCSSy5BamoqHn/8cSxcuLDD9wgPD5fKeeJwOCCKYrv7ZTLn9w6dTtfV6vdrbBfP2C6esV08Y7t41tvtIgiCdAxPFIrOR6Rf9Ey1Wi0A4IorrnAJxLCwMCxbtgz79++HwWDwVfWIiGiA84ueaUJCAgDnPdO2oqOjIYoiDAYDgoKCun0Ms9kMk8nU7v7mb0Y1NTXdPkZ/xHbxjO3iGdvFM7aLZ73dLhqNRuqsecsvwjQ9PR0qlQpHjx5121dQUIDAwEBERUV1+B61tbWw2Wy9VUUiIvIzJpOpw06UXq/v9Hv5zWXeZcuWYe3atS6BWlBQgG+++QaXXnop5HK5D2tIREQDmV/0TAHgxRdfxNatWzFv3jzce++9CAgIwCuvvAK1Wo2//OUvvq4eERENYH7RMwWA5ORk7N69G3PmzMFLL72EP//5zxg/fjx+/vlnpKSk+Lp6REQ0gPlNzxQAUlJS8NVXX/m6GkRERC78pmdKRETUVzFMiYiIvMQwJSIi8hLDlIiIyEsMUyIiIi8xTImIiLzEMCUiIvISw5SIiMhLDFMiIiIvMUyJiIi8xDAlIiLyEsOUiIjISwxTIiIiLzFMiYiIvMQwJSIi8hLDlIiIyEsMUyIiIi8xTImIiLzEMCUiIvISw5SIiMhLDFMiIiIvMUyJiIi8xDAlIiLyEsOUiIjISwpfV4CI+r/jxXps3F+K3NN6OBwiEqM1mDchBhOG6iAIgq+rR+Q1hikR9arvdhVh9bZTLtvqC5qQWVCHaaMisXLpUMhkDFTybwxTIuo1B/NqpCCdPjoSy2YNhSpAjo2/nMCGvaX4JasKcTo1Lp2Z6OOaEnmHYUpEvWbdnhIAwMJJsbhxUQp0Oh0AQKdJRlyEGu99n4+N+0tx8fQEKBUcwkH+i2cvEfUKc6MNOacbAAAXTUtw2z8jPRohGiUMZhvyS/TnunpEPYphSkS9otHqAAAIAMKDAtz2y2UCQoOULq8l8lcMUyLqFUFqBdQqOUQARwvr3PbXNDSiuNIEAIgJDzy3lSPqYQxTIuoVCrkMM8dEAwA+21iAqnqLtM/caMP7P+TDIQLDBoUgVqf2VTWJegQHIBFRr1kyPQH7cqpRVmPBY28dwMThRVAFKLD/WDnMjXYoFTJcO3+wr6tJ5DW/6plOnToVgiC4/bvqqqt8XTUi8iA0KACP35iOoYOCYXeI2JtdgR2HSmButCMmPBAPXTsKKfHBvq4mkdf8pmcqiiKysrJw2WWX4corr3TZN3gwv9kS9VVRYYF4YvkYFJYZcLrKBrvDgagQGUYODoWMsx9RP+E3YVpYWAij0YhLL70Uy5cv93V1iKiLkmODMHGU8znTmpoaH9eGqGf5TZgePXoUADBy5Egf14SIzpXKOgu2HixHzql6OERgcIwW8ybEIilG6+uqEbnw2zA1Go3QavkfFFF/teNwBT5Ylw+7Q5S2FZQasPVgOZbOGIQrZiVyknzqM/xmAFJmZiaCg4PxwAMPIDg4GEFBQUhNTcXnn3/u66oRUQ87drIe731/HHaHiOGJIbh96VDcddlwTBkRAQBY+3MRth4s93EtiVr4Vc9Ur9ejrq4OH330Eerq6vDKK6/g+uuvh9VqxYoVK3xdRSLqId//UgwRzsnxVy4dKvVAJ4+IwNqfi/Cf7afw/e5izBkXwxVnqE/wmzBduXIl7HY77rrrLmnbddddh/T0dDz88MO44YYbIJfL2y0fHh6O8PDwdvc7HA6IotjufpnM2YlvnqibnNgunrFdPOtMu5gsVhw5UQcAuHnpGEREuN7OufbCUPywpwRV9Y2oMckwLKn9/679Bc8Xz3q7XQRBkI7hiULR+Yj0m8u8d9xxh0uQAoBarcaKFStQXl6OrKwsH9WMiHqSyWIDAMhkAmJ1Grf9KqUc0eHOGZMMZus5rRtRe/ymZ9qe6GjndGUGg8Gr9zGbzTCZTO3ub/5mxCH9rtgunrFdPOtMu9isdijkAmx2EfsyTyE1wXVShwaTFafLnf+9K4WmftHGPF886+120Wg0PTaQ1S/CtLi4GBdccAGuvfZa/OEPf3DZd+zYMQDAkCFDOnyP2tpa2Gy2XqsjEfWMAKUcU0dG4ufMSvx7cyEevGYk1Crnnyq7Q8S/NxXA7hAxJC4ICZHuPVeizjKZTB12ovT6zi8N6BdhmpCQgLq6Orzzzju47777EBISAgA4deoUPvjgA8ybNw+xsbE+riUR9ZRLZgzCgbwa5Bfr8ehbGZg6IhIBShn2HatGZX0jBAG4cnaSr6tJJPGLMAWA119/HZdffjlmzJiB22+/HXq9HqtWrYJCocDrr7/u6+oRUQ+K1anx0LWj8MaaHFQ3NGFTRpm0T6OS45aL0zB6SJjvKkjUht+E6WWXXYY1a9bgL3/5Cx599FGo1WrMnTsXzz33HEaMGOHr6hFRD0uJD8YLd0zCgbwa5JxqgEMUMThGi2kjI6EKaH/kPpEv+E2YAsCll16KSy+91NfVIKJzRC4TMHl4BCYPj/B1VYg65DePxhAREfVVDFMiIiIvMUyJiIi8xDAlIiLyEsOUiIjISwxTIiIiLzFMiYiIvMQwJSIi8hLDlIiIyEsMUyIiIi8xTImIiLzEMCUiIvISw5SIiMhLDFMiIiIvMUyJiIi8xDAlIiLyEsOUiIjISwxTIiIiLzFMiYiIvMQwJSIi8hLDlIiIyEsMUyIiIi8xTImIiLzEMCUiIvISw5SIiMhLDFMiIiIvMUyJiIi8xDAlIiLyEsOUiIjISwxTIiIiLzFMiYiIvMQwJSIi8hLDlIiIyEsMUyIiIi/5ZZgePnwYAQEBePrpp31dFSIiIv8LU5vNhptvvhlWq9XXVSEiIgLQzTC9++678dFHHyE7O7un63NWzz33HI4ePXrOj0tERNQeRXcKvf766xAEAQAQFBSEiRMnYsqUKdK/5OTknqyj5MiRI/jzn/+MJ598Ek8++WSvHIOIiKiruhWmzURRhF6vx/bt27F9+3Zpu06nw+TJk10CNjY21quK2mw23HLLLVi0aBGWL1/OMCUioj7DqzB97bXXkJGRgX379iErKwt2ux0AUF1djQ0bNmDDhg3Sa+Pj413CdfLkyQgLC+v0sV544QXk5eVhzZo1sNls3lSbiIioR3kVpnfeeSdkMudtV4vFggMHDmDfvn3Sv5ycHDgcDgBAcXExSkpK8PXXXwMABEHodCgePXoUzzzzDFatWoVBgwahsLDQm2oTERH1qG6FaWlpKXbv3i0FKQAEBgbivPPOw3nnnSdtMxgMUs+1+V9+fj5EUez0sex2O26++WbMnDkTt99+e3eqCwAIDw9HeHh4u/sdDkeH9Wr+rDqdrtt16I/YLp6xXTxju3jGdvGst9tFEASXHGtLoeh8RHYrTGNiYnDppZee9XVBQUGYPXs2Zs+eLW2rrq5GVFRUp4/10ksv4fDhw9ixYweqqqoAALW1tQAAk8mEqqoq6HS6DhuEiIioN3l1mbc7unKfFADWrVuHpqYmTJ061W3fSy+9hJdeegkFBQVejyA2m80wmUzt7m/+ZlRTU+PVcfobtotnbBfP2C6esV086+120Wg00Gq1PfJe5yRMT548iaysLCxevBhyuRzvvvsudu/e3amyf/vb36SeaLPy8nIsX74cK1aswE033dSpkcK1tbUcuERERBKTydRhJ0qv13f6vXosTB0OB/Ly8pCdnY3s7GxkZWUhOzsbOTk5MJlMLgOObr31Vtx6662det9Jkya5bWsegJSSkoKFCxf21EcgIiLqlm6F6eHDh10CMysrC8ePH3eb4q8rA42IiIj8VbfCdPz48dIMSED7oSkIAubPn48RI0ZgxIgR3ashERFRH+f1DEhxcXFIS0tz+VdTU4M777wTAPDjjz/2SEVbS05OZq+XiIj6DK/CVBAEjB49Gq+++qpLz3Pbtm1eV4yIiMhfdOvhzI8++ggJCQkQRRGbNm3CuHHj8OCDD3Zp5BMREVF/0a0wXb58OXJzc/HHP/4RWq0WVqsVL7/8MoYNG4YPPviAl2CJiGhA6fa0QYGBgXjyySeRm5uLm2++GYIgoLy8HLfddhuWL1/ek3UkIiLq07yegy82Nhbvvfce9u3bh3nz5kEURZSWlkr7P/74Y28PQURE1Kf12IS248ePx6ZNm7BmzRoMHTpU2n7zzTdj8uTJ2Lp1a08dioiIqE/pVphmZGRIa5e2tWzZMmRmZuIf//gHwsPDIYoiMjIyOFMRERH1W90K0+aFvdsbaKRQKHDvvffi+PHjuOeee6BUKjkoiYiI+q1uX+Y1mUxnDciwsDC8/PLLyMzMxLJly7p7KCIioj7Nq0kbrr76akyZMgWTJ0+WequeDB06FP/73/+8ORQREVGf1e0wFUURa9aswZo1a6RtQ4YMkYJ1ypQpmDRpEoKCglzK2e12JCQkYPr06S5liYiI/FW3wvTll1/G3r17sXfvXuTl5UmXe0+cOIGCggJ89dVXAJzTDQ4dOlQK2MmTJ2Ps2LGoqKjAt99+23Ofgoj8gslig8PhgCiKLotlEPm7boXpPffcI/3c0NCAffv2SeG6d+9enD59GoCz95qTk4Pc3Fx89tlnAACZrMeexiEiPyCKInZmVmLjvlKcLDcCACJDVZg7IQaLJsUhQCn3cQ2JvOf14uAhISGYP38+5s+fL22rqKjAnj17pHDdt28fqqqqAKDdR2qIqP8RRRHvfZ+PHUcqXLZX1Tdi9dZTOJhXiwevHYXAAAYq+Tevw9ST6OhoLF26FEuXLpW2FRYWSuG6Z88eZGRk9MahiagP+elwBXYcqYBMAC6dmYjL5o5AgFKODbvy8OWWkzherMfqrSex/IIUX1eVyCu9EqaeJCcnIzk5GVdffTWA9hcUJ6L+QRRFbNzvnFr08llJWDpjEMKCVQCA2eNiEBYUgH98lY0dRypw5ZwkqFXn7M8RUY/z2Q1MDj4g6t+MFhtOV5gAAHMnxLjtH5MShoiQADRaHThRajjX1SPqURwNRES9wu5oufqk8jDISBAEqM7cK7XbeaWK/BvDlIh6RbBGibAgJQBgX0612/7iKhNKqswQBGBQlOZcV4+oR3UrTD/99FPk5eX1dF2IqB+RCQLmjHNe3v33pgIcO1kvjZUorTbjra9zAQDjUsOhC1H5rJ5EPaFbd/xXrFgBQRAQGhoqzXY0depUTJkyBfHx8T1dRyLyUxdNS8DB47U4WW7EC/8+ivgfC6EKkKOgpAEAEKJR4voFQ3xcSyLveTWdYF1dHTZt2oRNmzZJ22NjY6Vgbf7f0NDQHqksEfmXwAA5Hrl+ND7fXIhdRytRUuWctEEAMDY1HDcsHILo8MAO36Oq3oK8Ij1EUURSjBaDorTnoOZEXdOtMP3d734nzXpUU1Pjsq+0tBTffPMNvvnmG2lbWloapk6dio8//ti72hKR39EEKnDrxWm4Zt5gVDQ4ByaFaxyIDO04ROuNTfho/QkcyK1B6+FJwwaF4KaLUpAQyfus1Hd0K0z/9Kc/ST+fOHHCZbajjIwMmEwml9fn5eXh+PHjDFOiASxIrURSgg4A3L6Et2UwW/H8p5koq7EAAFLigqBUyHC8WI/cogY890kmfrdiDOIi1L1eb6LO8Pop6ZSUFKSkpOC6664DADgcDhw9elQK2D179iAzM5PTCBJRp32/uxhlNRboQgJw75UjkRTjvLRb09CI1/+XgxOlBnyxuRD3XT3SxzUlcurxKUdkMhnGjBmDMWPG4LbbbgMAWCwWHDx4sKcPRUT9kN0h4qfDzrl8b1yYIgUpAOhCVLj9kqF4/O0DOJxfi+qGRkRwJDD1AefkOdPAwEBMnz79XByKiPxcg7EJBrMNggCMTwt32x+rUyM+Ug0RzkdsiPoCTtpARH2KQu78sySKzikJ23I4RBjNzu1KOaclpb6BYUpEfUqQWiFd2t10ZqL81vblVKPeaIU2UIHkuKBzXT0ijximRNSnCIKAC6fEAQC+2VmELzYXoqzGjOqGRvzwSzH+9f1xAMCc8TEe5/wl8gWueUREfc55o6NQUGrAxv1lWLenBOv2lLjsH5MShstnJfqodkTuGKZE1OcIgoAbFg7BiKRQbNxfitzTDRBFIDFGi/kTYnH+mCjp3ipRX8AwJaI+SRAETBoegUnDIyCKIkQ4J88n6ov86qvd5s2bMXPmTAQHByMhIQH33XcfDAYuKkzU3wmCwCClPs1vwnTz5s1YtGgRmpqa8Pzzz2PFihV46623cNFFF8HhcPi6ekTUS0wWG7IK65BZUId6Q5Ovq0Pkkd9c5n344YeRlJSEbdu2Qa12zseZlJSEu+66C+vXr8fixYt9XEMi6knmRhu+2noSOzMr0WR1fmGWCcDEYRG4bkEyZz6iPsUvwtRisSAqKgpXXnmlFKQAMGfOHADA4cOHGaZE50B5rRlbMsqQfbIBdlHE4Ggt5k6IwdBBIT16HEuTHS/++ygKy5xLtkWGqqBUyFBabca+nGrkl+jxuxVjGKjUZ/hFmAYGBmLdunVu25vn+01KSjrHNSIaeHYcrsAH6/Jhd7QsiFZcacLPRyuxYGIsblw0BEIP3ddct6cEhWVGBKkVuOPSYRg1OBSCIOBUuRFvfZOLkmozvthciN9eNrxHjkfkLb+5Z9rayZMn8cEHH+Cee+5Beno6Lr/8cl9Xiahfyz3dgPe+Pw67Q8SowaG489JhuO+qEZg5JgoCgE0ZZVjf5lnQ7nI4RGw7WAYAuGHhEIxODpNCOilGi98sGwYAyMit4T1U6jP8omfaWk1NDZKTkwEAGo0Gr732GgIDO15kmIi88/3uYogApo+KxMpLhkrhNi5Nh8ExQfh0YwHW7SnBwslxXj//WW+0os5ghQBgyogIt/1JMVrE6gJRVmNBUZUJoUEBXh2PqCf4XZgKgoDPP/8cTU1NePXVV7Fw4UJ88cUXuPLKKzssFx4ejvBw9xUomjkcDoii2O5+mcz5B0Kn03Wv4v0U28Wz/tQujVY7jpyoBQCsuDgdERGu8+FePj8M3+4qRr2xCRUNAtJT2//MnWkXWUAjAEAEEBQcCk2g0mW/KIqwnRnAHxYa0i/auD+dLz2pt9tFEATpGJ4oFJ2PSL+7zBseHo5rr70WK1aswPbt2zF48GDcf//9vq4WUb9labSh+TZpXKTWbb9SIUOMzjkw0Gixen28UG0ABkU7A/vHPafd9h/IrURVnQWBAXKkJoR6fTyinuB3PdPW1Go1li5dildffRVVVVWIjIzs9nuZzWaYTKZ29zd/M6qpqen2Mfojtotn/aldbHYHAgNksDQ5sOtgIUYluwaYwWxFQUkDAEAls3b4mTvbLvPGR+PjDQZ89EM2DEYj5oyLgVIhw95jVfhsYyEA4Pz0KFhMelja/8/Wb/Sn86Un9Xa7aDQaaLXuXxC7wy/C9NixY7jooovwyCOP4Le//a3LPr1eD0EQoFJ1PES+trYWNpv72ohE1DGFXIbzRkdhy4FyfLG5EA9fPwpBauelV5vdgU83FsBmF5EUo0VitKZHjjl3fAxyTtdjT3Y1vtxyEl9uOemyPyU+CFfNHdwjx6KBy2QyddiJ0uv1nX4vvwjTtLQ01NfX480338Svf/1rBAQ4BxycPHkSq1evxpw5cxAcHOzjWhL1XxdPT8DeY9U4VWHEI29mYPLwCKiUchzIq0Z1QxMEAbh67uAeezRGJhPwm0uGYURSOTbuL0VJlRkAEB4cgLnjY3Dh1Hguv0Z9il+EqUKhwGuvvYYVK1Zgzpw5WL58Oaqrq7Fq1SrIZDK89tprvq4iUb8WGRqIR28Yjdf/l4uyGjN+Olwh7QtSK3DzRalIHxLWo8eUyQTMmxCLueNjYDDb4BBFBGuUnKOX+iS/CFMAWL58OQICAvDCCy/ggQcegFarxYIFC/Dss89i2LBhvq4eUb83KEqLZ28fj6MFdTh2qgF2uwNJMUGYPFyHgF7sJQqCgGCN8uwvJPIhvwlTALjmmmtwzTXX+LoaRAOWTBAwJiUcY1Laf8yMaCDyu0djiIiI+hqGKRERkZcYpkRERF5imBIREXmJYUpEROQlhikREZGXGKZEREReYpgSERF5iWFKRETkJYYpERGRlximREREXmKYEhERecmvJronooGloNSATftLkXO6AQ5RxOCYIMybEIP0IWE9tnYqUU9gmBJRn/TDL8X4cstJl201DTU4kFeDWWOjcfPiVK5tSn0Gw5SI+pyDx2ukIJ0yIgJzxscgQCHDnuwqbMoow0+HKxCrU+Pi6Qk+rimRE8OUiPqcdb+UAAAWTIzF8gtSpO1DB4UgLkKDjzecwI/7SnDBlDgo5Bz6Qb7Hs5CI+hSTxYac0w0AgCXnufc8Z4+LRpBagTqDFQWlhnNdPSKPGKZE1KdYmuwAAJkAhAUFuO1XyGUIPbO9+bVEvsYwJaI+JVijRGCADA4RyD7Z4La/pqERpVUmAEB0eOC5rh6RRwxTIupTlAoZzhsdBQD4bFMB6gxN0j5Lkx0frMuHQwSGJ4YgJlztq2oSueAAJCLqc5acNwj7c2tQXGnCI29mYFxqOAIUMhzKr4XRYoNCLuDqeYN9XU0iCcOUiM6J6vpGHDlZDLtDRIRWRGK0tt3XRoSo8NgN6Xj721wUlhmxL6da2hcVqsKtS9KQGh98LqpN1CkMUyLqVQ3GJny84QT259ZAFFu2Dx0UjJsuTMGgKM+hGhehxh9+NRbHi/XIPd0AhwgMjtEifUgYZDJO1kB9C8OUiHqN0WLD858dRWm1GQAwNDEMKqUc2YU1yCvS47lPMvHEijFIiNR4LC8IAoYOCsHQQSHnstpEXcYwJaJe88MvxSitNiM8OAD3XjkCE0YlAQDyT5bi9f/lIL/EgM83FeLBa0f5uKZE3uFoXiLqFQ6HiO2HygEANywYgsGxQdK+8GAVbr9kKAQAmQV1qKqz+KiWRD2DYUpEvUJvskJvsgEAxg8Nd9sfE65GQpTz8m7xmcvA7bHZHbDaHD1fSaIewsu8RNQrFIqW7+pGiw2hWtfZjByiCKPFGbZKD/PriqKIX7KrsHF/GfKL9QCA+Ag15k2IxdwJMZyTl/oUno1E1Cu0gQoMiXNe2t24v8xtf0ZuDWr1TVCr5EiND3LZJ4oiPlx3Am99kycFKQCUVJvx6cYC/OPLbPZUqU9hmBJRr1k0OQ4A8N3PRfh8UwGKKgyoqjNj3S/FeHdtHgBgzrgYqALkLuV2HKnAtjP3W7WBLfsCA2RQyAVknazHf7efOkefgujseJmXiHrN9FGRKCwzYMPeUqw/86+10UPCcMXsJJdtoihiw54S6XejpWUye0tTS29068EyXDYz0S2IiXyBPVMi6jWCIODK2UmYMiIC8lYTLQhwTtpw2+IUKBWuf4b0ZhuKqlwHJAWpFQgLUrpsszQ5UFDGJdiob2DPlIh6jdXmwCurjyHrZD0AQKOSQ6GQocFoRV6RHs9/loUnlqdLS6oBgK3VvVClQsDKpcMwcZgOggDkFenxxpoc1ButAJxrnxL1BeyZElGv2bi/FFkn6xEYIMNvlg3FJ09fiI/+cAEevWE0IkNVqKiz4PPNhS5lWs04iBmjozB5RARkMgGCIGBYYgiund8ywb3BzDClvsGvwnT9+vWYNWsWNBoNgoKCsHDhQuzevdvX1SIiD0RRxJYDzlG818xLxvRRUZDLZRAEASOSQnHnpcMAAHuPVaPB2LLMmsFklX4+kFeDEyUto3kr6ixYt6flvqvB3PJaIl/ym8u827Ztw+LFizF69Gg8++yzsNlseOONNzBnzhz89NNPmDp1qq+rSESt6M02VNY1AnD2MNtKiQ9GrC4QZTUWnCw3YkyK81JviLbl3miDyYY/fXQEkaEqyOUCKmosLj3XqDAuDk59g9+E6X333YfExET88ssv0Gics6bcdNNNGDlyJH73u9/hxx9/9HENiQaGemMT8or0sDtEJEVrERdx9gW6HWLH2wWhZXBSWFAAtIEKaUIHAKiqb3QrKxOA0clhXao7UW/xizCtra3FoUOH8OCDD0pBCgAxMTGYM2cONmzY4MPaEQ0MRosNn/5YgD3ZVbC3SscRSSFYcUEK4tus/BKsViAmPBDltRbszKzAwklxLvvzihpQUWuBQi5gcEzLMmyCIGDh5Fh8vaPI5fUywTWUx6aGQxPoF3/CaADwi3umISEhyMnJwf333++2r6qqCgoF/4Mi6k3mRhte+DQTu45Wwu4QMShKg9T4IAgCcOxUA/7ySSZKq00uZQRBwPyJsQCAr7acxPZD5bDa7HA4RBzKr8U/v84FAEwdGYlgjetjLzabe1e2be9WFNvp7hL5gF+kkFwux9ChQ922Hz58GDt37sSFF17og1oRDRzr95bidKUJIVol7r5iBNISggEAVfUW/HNNLk6UGvDvTYV44BrXpdTmT4xFVmE9DuXX4v0f8vHpxgIo5DLpkZb4CDWum5/sUsbhEPHTkQoAzkkfck43oFbvHKCkUckxYZgOO49U4siJOtQZmhAW5DrnL5Ev+EWYemIwGHDTTTcBAB577DEf14ao/3KIIrYddI7KvX5BshSkABAZGoiVy4bi8bcO4MiJOlTWWVwGBSnkMvzfFcOxbk8JNmeUoVbfhCarA2qVHDPHRGPZ+YMQpHbtldYbrWgwWiEIwG1L0iATBFQ1NMLhEBERooJSIUN+sQFlNWYUV5oYptQn+GWYmkwmLFu2DIcOHcLjjz+OOXPmnLVMeHg4wsPdl4Fq5nA4OrxsJJM5r4jrdLquV7gfY7t41p/apcHYhDqD8xGUhdPSEKB0nb5PpwOS4/NRUNKABoscwz185puWROLGi9JRUWeBze5AdLgaKqXnaQDlAc7BRqIIaIJCEaRWIjKyZb/DIcJqd/63GhYW0i/auD+dLz2pt9tFEATpGJ505Rai34VpXV0dli5dip07d+LWW2/Fs88+6+sqEfklk8WG40V1sNkdGBwbjIhQz6NyFfKWkbZGi9UtTEVRhPHM854KRft/mORyGRKinKvDOBztr/gSog1AUkwwTpXr8f3PBdCFqHH0RDUcooiU+FCEBatQXW+BWqVA2qCwzn5cGgDsDhEHcyuRd7oOMpmAUck6jE7RuYwW7y1+FaYVFRW48MILcfDgQaxcuRJvvvlmjzWS2WyGyWRqd3/zN6OampoeOV5/wXbxrC+3S2OTHau3ncKOI+XSxPGCAIxP0+G6BcmI9vDs5pC4IBSUGvDfTcdweZuJ6Q/l16Ki1gyVUoboYLHDz9zZdpk/IRofrNPj0/W5Ltu3ZhRLP88aEwWzsQFmY8ef1x/05fPFl7rSLrmnG/Du2jxUtnmMalCUBncsGyYtRN+aRqOBVqt1294dfhOmer1eCtL7778ff//737tUvra2FjYbpx6jgc1qc+BvX2Yhr8g5q5AuJACBAXKUVJlxIK8G+cV6/G7FGESHuwbqoslxePvbPHz7cxFsDhHzxjuXTdt7rAqrtzmXQps1NhpqVc/8SRkSr3V7FKat1Fb3bmlgKyg14G9fZKHJ5oA2UIHxaeGwOUQczKtBUaUJz3+WiT/8aqzbJB8mk6nDTpRer293X1t+E6Z33XUXDh48iHvvvbfLQUpEThv3lyKvSA+NSo6Vy4ZhbEoYBEFAcZUJb32Ti9MVJny68QTuv9p1VO70UZHIL9ZjU0YZvt9djO93F7vsH54YgqvmDkZP+X5XCRwiEBehhsMhorzWAgAI0SoQGRKIE6UGrP25CFNGRJyTS3jUt63edhJNNgdGDwnD/10+HIFnluVrMFnx9y+ycLLciG9/LsKtF6f1Wh38Ikyzs7Px8ccfIywsDOPHj8cnn3zi9prly5f7oGZE/sNlrtz5yRiX2jIgLyFSgzsvHY4n3jmAI/l1qKqzILLVt3hBEHDjoiEYnhSCH/eVSj3bWJ0a8ybEYN6EWLel1Lqr0WrHvpxqAECAQoaT5S3XcRuMNmhUNijkAk5XmlBUaUJidM9cpiP/VFVvQVZhPQQAN1+YIgUpAIRolLhx0RD85ZNM7M6qwo2LhrQ78M1bfhGm27ZtA+AcfHTLLbd4fA3DlKhj5ka7NFfu1BERbvvjItRIitHiVLkRpypMLmEKOAN1yohITBkRCZvdAYdDdBuM1BOMZps0w9LJciPkMgGjkkMRoJAhs6AOZTUWNPdF6wxNDNMBrurMOR2jC3Q7ZwEgLSEYAQoZmmwO1ButiA4bwGF6xx134I477vB1NYj8mqzV4tzOZz1d94uiiCarc0CS/CydTIVcBvTO3ySXKQIjQwPw6PXp0h9Jo8WG1/5zDDmnGwDAbeYkGngCVc4Tsd5ohdXmcLtC0mC0ounMGrmByt6b9M8vphMkIu8FBsiRHOvsxW07VO62P/d0A8pqzFDIBaTE+25wj0IuoPnRv7AgFXQhLamvDVQgIbLlER61qpcSnfxGUrQWESEBMDfasTmjzG1/8/39tIRghGh7b4IPv+iZElHPWDApDv/67ji+3nEaMpmAeRNioVLKsD+nBp9tLAAATB8V5dMeX4PRiubHUI8X6/HHDw9j1thoBChk+CW7ClmF9dJrK+saERN+9lVrqP+SyQRcODUBn20swBebC1FWY8a0UZGw20VsP1yOPdnO+++Lp8X3aj0YpkQDyPnpUcg51YAdRyrwn22n8J8zj7U0S4rW4voFyb6p3BmqVgNIlAoZTpUb8emPBdI2QXAOTGq0OhDQQ4OeyL8tnBSLshozNmeUYevBcmw96Hrl5ao5SZg4zH2cQE9imBINIIIg4JaLUzF0UDA27nNOXg8AoVol5oyPwUVTE3x+6VQbqEBqQjDyi/WYOSYKKqUcmQV1zhmQ4oIQG6HG6q2nEKJRYkhckE/rSn2DIAhYvmgIJg2LwJYDZSgoNUAmAMMSQzB/UixS4nr/tgXDlGiAkQkCZo+Lwayx0TBabLDbRQRrlC4DlHztoqnxeP1/OdhywLWHUVJlln5eMKnnHsch/ycIzlHfo5JDfXJ8hinRACUIgtuKLX3F8MQQaALlMFnsHvfLZQImDuWk8NR38GsdEfU53+8uhsliR4hGiVHJoQhSK6ANVGDooGDEhAfC7hDx1baTvq4mkYQ9UyLqU2x2B3467Fwc/JbFqRjfpgdaVmPG4287Z2qqrm9ERKjK09sQnVPsmRJRn6I3WWG02CAIwNhU9zWIY3VqxEeqIQIorTG7vwGRDzBMieicsdocaLR6vg/arHlQkSg6Zzxqy+EQYTQ7t/PRGOoreJmXiHqVKIrYc6waG/eV4nixc4L8uAg15o73PEF+kFqJ5FgtCsuM2Liv1G391L051ag3WqENVEgzOhH5GsOUiHqNKIr4eMMJt0dcSqvN+PemQhzIq8H9V490mzD/ginx0vqpFqsdc8bFSDMgfbOzCAAwd0JMr0y0T9QdDFMi6jU/Z1Ziy4FyCAKwZHoCLp07HIEBCqz/OQ//2X4Kx0414D/bTuH6hUNcyk0fFYnCUgM27CvFhr3Of62NSw3HZTMTz+VHIeoQw5SIes2P+5whuOz8RFw0NR6VdWbY7SKmjIyELkSFV/9zDNsPV+CyWUkuMy8JgoDrFiRjxOBQbNxfipxTDXCIIgbHaDFvQizOHxMNeR+aZIKIYUpEvcJosUkLe9cbmnD/qn2wNDkHH8llAiYN1yEsSIk6gxUFpXqMSg5zKS8IAiYM1WFMShhKq01wOJwjeVvP3UvUVzBMiahX2OwO6efmicd1ISoEKOUoqzZhT3a11Lu02UW38labA9/uPI2NGWUwNzpDWCEXMCM9ClfPHdxnZ2+igYnjyomoVwSrlVCdWYxZKRcwdFAwbHYHjGYrhsQFIUSjhN3hDNGESI1LWavNgb98cgTf7iqWghRwhu72QxV48l8HoTdZz92HIToLhikR9Q7BOak+AFjtIvKK9GgwWqE3WVFQakBDqzCUy13vf/53+ykUljkvEWtUclwwOQ5Lz0tAeLBzcec6gxVvfZN7jj4I0dnxMi8R9QqDyQpzk+sEDbE6DVQBcpws07tsP11hRFiQMygdoogtB8oAADHhgfjjLeOk+6SXz0rCy6uzceREHY4W1kNvakKwJuAcfBqijrFnSkS9ovWSbtFhKshlAspqTFKQxukCpf0OR8s90+r6RjRanfdbb7k41WXAkUwm4NdL0qTfM3Jreq3+RF3BnikRdUl1QyNyTzfA4RCRFKNFYrTnWYhaP7kybVQUFkyMRVm9CLtDhE4roqq+EX/7IguAc+rAZs1TBQJAcqz74t/BGiXkMgF2hwiD2X26QSJfYJgSUafoTVZ8tP4E9udWu4RfakIwfnVhiluoNtlaXvTDL8UIUiuwbM4IBChl2Lj7OD79sUDaL7RK3qjwlh7rhj0luOR818kZsgrrpYFLnE6Q+gqGKRGdlcliw/OfZaKkyrlKy5C4IKiUMuQV6ZFfrMdzn2biieXpGBTVEm7BGiXUATKYmxyw2UX8e1MhPt9cCJkgSGHYLKZVgGoDFYjTqVFaY8aanaehC1Fh2qhIyGUCjhbW4/X/5QAAAgNkGNnm2VQiX2GYEtFZrdtTgpIqM8KCAnDvVSOky6+1+ia8sSYHx4v1+PemQjx83WipjFwmYNbYGGzYV4pgtQJyuQx1hibYRRFqlRxalRxVDU0YnhiCWJ3a5XgrLhyCF/+dBYcDePe743j3u+Nudbp8VpI0WpjI1ximRAPQ0cI6bNxXiuyTzkumidFazB0fgxnpUVDIXcclOkQR2w45J124fkGyy33M8OAArLxkKB59MwNZhfWoqLUgulUv8+LzErDnWBXqDK7PhJob7TA32iGXAdfOT3ar38jBYZg/PgqbD1Z6rH9yrBoXTInv7scn6nEczUs0wPzvp1P46+dZOHi8Fo1W5yXYglID3v8hHy+vPgarzeHyeqPZhgajMwwnDNXBIYqorm9ERZ0FNrsDUWGBSIxxXt4tqTK5HkyEy6QLbTkcrjMlNcsqrGk3SAGgsMyMz37M7+xHJup17JkSDSAZuTUtS5idWU80MECOfTnV+HrnaRwtqMPqbSdx/YKWVVxa91S//6UYP2dWoqLWAgAIUiswc0yUNBtR27VJ3/vhuPSYy+AYLQKUCjhEAKIdJ0oMEAG8+XUu/nbXZJdyL31+7Kyf5cf95bhhUWqX24CoN7BnSjSAbNhbAgBYNDkOv7ooFUkxWkSHB+Li6Qn4zSVDAQDbD5W79CbVKjlS4p2Xdtf8dBoVtRbIBOc8uQazDev2lKJW34TAABlS4oOlcja7A5kn6gAAKqUMJ8uNyCuqR35xPfJLDFAqnfc7a/RNOF1hlMrVG8yd/jxfbWHvlPoGhinRANFotSPndAMA4ILJcW77JwzVISJEBUuTA8eLG1z2DYpqmTt3eGII/vCrsXhu5QTMHBMlbdcFq1yWUauss6B50G6j1QG1So5FUxOx9Pxk6EIC0GRtGdF7KL9W+vlfa3Pc6hagkEGjcv9z9f0v5W7biHyBl3mJBojWK7MEa91XXBEEASFaJaobGtFkbbmPKYoijhe1hGvO6QY8/cFht/LltWboTVYEa5zv3XqcbXxEIB5fPgZJCTEAgEtnxOKdb/Ow51i122tzT7ned40JC0B5XROabECQWg6Duf17sES+wp4p0QChVskReiZEDx2vddtf09CIk2UGAEB8ZMujKuZGO0qqnfdIf7NsKEYlh0pLpyVGa7DigiGICVfB7gAKSg1SufAQVatjK1yWTFPIZYhtdYy4iFZTC7ZZja28rkn6mUFKfRV7pkQDhEwQMHtcDL79uQifby5EXIRamrVIb7Li3e+OwyECQwcFIy6i5bKuo9V0R+PTdJg+KgqiKEIUW+bf3XzAeblVbPXa1vdd80sM+PNHh5AYEwZBACpqDThaUC/tl8tavtfHRypwspLTBJJ/YZgSDSAXTY3HvpxqlFab8Yf3DmHooGAEBshx7FQDrDYHVEoZblg4xKWMNlCBqDAVKusasTurEnPHx0IQBDTPl3C6wojiShNkApAU0/IMamCrCeoBIL/EiPwSIzxRq1r+FN2waCie+yy7U58nJVZ99heRXzI32pBzshaCAASr7FAp5Wcv5EN+G6YrV65Ebm4utm7d6uuqEPkNTaACj90wGh+sO4GDeTXIK2pZCi0pWotfLU5xm1xeEATMmxCLL7ecxJdbTiIoUImJw3SQyQScKNXjnW+dsxNNHKaT1hsFnGE6PDFEGvTUHm2gAqkJLaOAFYrO331qsnGB8P7GYLZi9bZT2HW0Urp3r1bJMWtsNC6fleT2Ja2v8Msw/de//oV33nkHc+bM8XVViPxOiDYA91w5ApV1Fhw75ZwBKSlaiyFxQRDamZ5v4aQ4HDpei5zTDXh9TQ5CNEooFTJUNzQCcM6EdN2CIW7l2v7hEwRnOLdeci1AKZPuwQLAqv8c7fRnKari5eD+xGC24i+fZKK02vl4VHiwCg6HiHpjEzbsLcXxIj0euX60y7J8fYVfhandbsezzz6Lp59+2tdVIfJ7UWGBiAoLPPsL4ZyM4YFrRmLNjtPYdrAcDWcmaZDLBEwZEYGr5w6GrtWAI8D5nOnRwjqXbaLoel8VcM7vW1xpQsKZx29qPV8JpgFg9dZTKK02Izw4ALcvHYoZ45MhisDWvfn41/fHcaLUgO92F+OK2Um+rqobvwlTi8WCadOm4fDhw7jpppuwadMmX1eJaEAJUMpxzbxkXDozEacrTLDbHYiP1EiPwrSlN1mlx3GWnBcPq03E8WIj7A4RCZGBSIsPxkcbTgAATlcapTBtK1AJWM5czVXIBZdHfKj/MFls2HXUOYXkyqVDMWJwqHRvfvxQHZZfkII3v87FtoPlWHb+ILc5pH2tb9WmAxaLBQ0NDfjiiy/w4YcfQqHwm+8BRP2KSilHWkIwhieFthukAGBvFXoTh+owOCYIKQmhSE0IRXJsECYMC5cGMbWeCD+qzXrgFiugC1JgUJSaQdqPFVeZ0GRzICwoAMOTQtz2Txqmg0IuoMFklW4v9CV+k0ghISHIy8tjiBL5iQBly3f15z89CmubIPxic6G0yHisruVy8/9dORpPfeh637TGYEONwf3+6PBBnbtMTX1f83J6DlGECNeJPAC4LEjf3r19X/KbnqlMJmOQEvmRYI0SQYHO/2atdhEKuYDp6TGYNzEBmkC5tEC4AOdi482S4kI7fYzHlk/s0TqT7wyK0iAwQI4GoxVHzszp3NrurErY7CLCgwMQ2eb+fF8wYNIpPDwc4eHh7e53OBxuAyNak515qFyn0/V43fwZ28UztotTtE4DQ4nz0RibXcTuTPe5dANVciQPinHpbVw5Lxn/2VLY4XsPjtH0m/bl+eK0cEoi1u4sxHvf5+OOy9MxI9zZUz1wwojPNhYCAJacPwSRkRE9cjxBEKS296QrHbgBE6ZE1HOsNgccoogAhazdS25NVjtOletdtsnODCixO1xnSiooaUBKQkuP9KbF6aiuM2PrAc8T2Q+KCMSrD87vgU9CfcmNF47AsZO1OF5Ujxc/yUCA8hBEUZTW2B03NBKXzU7xcS09Y5ieYTabYTKZ2t3f/I2xpqbmXFXJL7BdPOuP7SKKIvblVOPHfaXSZA+xOjXmjo/B/ImxbmuZ1hmapAFDF0+Px7aDFTBabIDofNRm2shIFJbqUVRlxsniSoSpXefd/dWFqbhmbhJe/ioLuUXO52WiQ5V49Max0IWo+lXb9sfzpbsevGYEvttVhG2HyqE3Oe+ThwcHYN6EWFw0NR76hvqzvEPnaTQaaLXaHnmvAROmtbW1sNn4gDdRd4iiiE9/LMCmjDKX7WU1Zny+uRAZuTV44NqRLlO+qVVyyATnxPUzRkfj0vMTUdYAWG12xIQIUCpkuH/VPgBwmQS/NbVKiceXj+u9D0Z9TmCAHFfOGYxLZybChkAIMgEK0eIysUdPMZlMHXai9Hp9u/vaGjBhSkSuahoakVvUALtdRGK0Fkkx7X9D351VhU0ZZRAALJ6egHkTYqBSyrH3WDVWbzuJ3KIGrN56EjcuarkEp1LKMT5Nh4y8GryxJgd6kxV6s/MLbYBShvgINcyNdkSFqjAkPqidI9NApZDLEK1znhc1NX3vUZi2GKZEA4zBbMVH609gf061y3JnqfFBuOnCVI+h+uO+UgDA0hkJGJYYii0HyuFwiEiK0eLXS9Lw2n9z8NPhClwxO8ll0vrF0+ORkVeDkjPTwzVrsjpQWOa8dLtoSpz0WASRv2KYEg0g5kYbXvjsKIoqnZe2kmO1CAyQI69Ij/wSA577NBNPLE+XlmZrLtO8Tume7Gp8+3Oxy3tqA+UI0SjRYLIiv8SA9CFh0r4DeWe/B7g/pxqLJsf3wKcj8h2/DdPCwkJfV4HI76zfW4qiShNCtUrcc+UIRIcHwm4XYXeIeOubPOQWNeCzjQV49IZ0qUzrkbfltRaoVXJMHh4BlVKGjLwa1DQ0AXAOHrLZHdJrRVHE5gznaNxYnRrnjY5EQZkZNruI+IgAVNZacOB4LXJO62EwWRHUwWxKRH2d34YpEXWNQxSx7aAz3MalheODH/Jx+kwPNVSrxJSREcgrbsCxUw0oqzEjVudcK1QTqECAQoYmmwMRISo8dfNYaRrBa+cn4/X/5eDg8VoAQHxEy/qitfpGWJqcIXvbkjSkJQQjLCwMNgdgaKiDpcmG3/59D0QAu7Iq2Tslv8YwJRogzI121BmaAADbD1W47Ks3WrFxX5kUmsWVJilMHQ4RjjMTmpib7CirMUthWmdoQq2+SXofS1NLz9RgaRk9/+pXR6G3tOwDgNaDM00WjrQn/8YwJRogFK3SSwBwxZwkzJsQC5VShv25Nfh0wwlptG3rZ0ZNjXbpeVGTxYa/fJKJhCgNApUynCg1QBQhPQJT3dAoDWCKCW/ppbYNUgAug59S4t0nNifyJ34zNy8ReUcVIIfqzOTzqQnBWHreIGgDFVDInRMoXDi15TJr64nnA5UyadLxCWnhkMsEFFeakF/iDNIRSSHSIuBqVctzpq2fOT2b9CGdn4+XqC9iz5RogLA02dFodfYQjxfr8emPBZg3IQZqlfN50bW7WkbpllabEX2mZxmglGNsajgO5ddCpZLjr7+diOPFBjgczudTjxbW4dipBoRqlUhLCO5W3bIKqzF6SKT3H5LIRximRAOEw+G6kMPG/aXYuL/UZZtKKUOj1QF7m6uyi6fF43B+LXYfrUKD0Yq542MQGCDH97uLsfOI8/7rRVPjXRZs/nBddqfr9tcvcvH+YwxT8l8MU6IBQq2SIypMhcq6RiyYFIuyGguOnayH3SEiMUqDCcN0+GZnEQQASdEal7LDk0Jxy8WpeO/7fGQV1iOr0HV+1PkTY1wuEwPAjoO1vf2RiPoMhinRACEIAuZNiMWXW05iV2YlVl4yFA9cPQKAgNJqM976JhcAMCY1DJFh7otuHzvV0O57HzvZALvDuWZpM5kAoP1VDYn6FYYp0QCycFIcDuTVIK9Ij5dXH4MuJACBAXKUVDmn+wvRKHHjQvclrjbsLcHPmZUAAE2gHDPHREOjUuDno5WoqLWgpNqM1/57DPdfPUoqM22kGj9luU4jOHVkFAZFafHf7YW99yGJfIBhSjSAKBUyPHjNKKzedgo7jpSfmb0IEARgQpoO1y5IRrSHXunaXUUAgMhQFV74zUTIzjxmc+nMRKz67zHsz63Bkfw6WBptCDwzN+/uNkEKAHuyK7Enu7K3Ph6RzzBMiQaYAKUMwxNDUFhqwPES5xJTESEqDEsMQXhQgNvrDSartK7k8kVDsPdYFX7JroLDIWJ4YihuujAFGbk1EAFsP1yJC6bEAQCs5+wTEfkew5RoABFFEf/eVCitAtOsqr4Rn28uxP7cajxwzSjpuVEAaDC1xOKb3+S6zHJ0KL8O/9l+CjIZYHcABlPLbEgqAWjkPVMaIDhpA9EAsudYNX7cVwoBwOAYLaLDVYgKVWFwjBYqpQx5RXp8uaXQpUxkqEr6uTlINYFyhGqdUwraHaL0KM2gVqvN/PH2lsnyz6bVZElEfok9U6IBpLlHKgI4WW5s2VHfsvjyziOVuGrOYGgCnX8eApRyKBUCrDZnN/O6+YORGK2F3SFCFIGXV2fjzNS9mDxcJ71PjK7zUwT+/d4Z3fxE1Nc1NtlRWmOGACAuQo2ALsyM5U8YpkQDRGOTHfnFeun3MSlhmDs+FoEBcuzPrcbmjDIAQJPNgbxiPcalhp/53S4FKQB8vvlku8c4cqIe49LCpd+vnhePr7aUdFivyCAuDN4fmSw2/O+nU9hxpFJaPUgbqMCssdG4dGaiy62E/oBhSjRAtF6XdMqICNx56TAIgjPIRiWHIilaiw/W5QNwBm+z6vomdFZ+id4lTC+elgyTxY7vdpV7fH1MqBLP3zmlS5+D+j6TxYbnPs2UFqEPUisgioDRYsO6PSXILWrAw9eN7leByjAlGiBaT6gwOEYrBWmz4Uktl2WbbC2DjDQq16EVGpVcWpJNLhNgtLQEb+uJ7ptdNScVV81Jxb/WHsOurBo4HMCQOA0eWz4GSnn/+WNKLf6z/RSKKk0IC1Li1ovTkD4kDKIIHDxeg/e+z8eJEgO+212MK2cn+bqqPYZhSjRAtA7I9XtKMHRQCIYlOgO0ur4R76zNk/a37jGEaF0flzE12tGe4Ynt3ye9bekIPHyT855qTU1N1ypPfsPSZMfPmc75mm+9OA1jUpxXKgQBmDgsAja7iH9+nYttB8tw6fmDXOZz9mcMU6IBQqNSQB0gg7nJAb3ZeRkuIVKNQJUCJ0r00iAiAIhqNYK3Vt/o8j6CAIxMCoFapcDhE7Uu91OzT9YjJb57K8dQ/1BSbYKlyYEQjRLpQ8Lc9k8aHoEApQx6kw1V9Y3SIvT+jmFKNEDIZAJmjo3Bj/tKoVbJ0WR1oLiqZZaiYI0SepMVSdFaaYFvAC5hCQCiCGSd9DxPr9Xmvgg4DUwOUYQIoO3wMlEU++WczQxTIj9mMFux43AFslqt/jJnfCziIjx/2188LQF7j1WhzmCFUiEgNT4YSoUMpyqM0JuskAnANfMHu9xPDQt2nxWpPV15LfVPCZEaqFVyGMw2HMmvxbg0ncv+vceq0WRzIFSrdHmG2d8xTIn81JETtXhjTa702AEAZBXWY/3eUiybMQiXzUp0G2QUHhyAR29Ixz/X5OJUhRG5RS2PyoRolbjlolSMTg5zKdO8oHhnhGiU3fsw1G+olHLMGhONDftK8a/vj+OmC1MxcagODlHEvpxqfLzhBABg7viYfnO/FGCYEvml0xVGvPbfHFhtDiREaTB7bDTUKjn259TgUH4tvvm5CCFaJRZMinMrG6tT4+lbxiKvSI+swjrYHSKSYrSYMFTn8Y+buguPL3TltdR/XTYrCblFDSgsM+L1/+UgMEAGhwg0nfliNjwxBBdPT/BxLXsWw5SojxBFEUaLDXa7iGCNUlqZxZN1v5TAanNgdHIo7rt6pBSCs8bG4LtdRVi97RTW7irGnHa+/QuCgGGJLaN5O9JkbX/0blvF1SaMbNOzpYFHrZLjkevTsXZXEbYfKofB7FwoIUSrxNzxMVgyPaHfzYTEMCXyMVEUsTOzEj/uLcWpCucUfyEaJWaPi8biaQnStH7N7A4Re3OqAQCXz05yC8sLpsRj3Z4S1BmakHtaj1HJoV7Vr97Y+fVfqmrdl12jgUmtkuPquYNx2cxEVNZZIAhAVFhgv7q021r//FREfkIURXy0/gT+9d1xKUgFOFdqWburGH/55AgMZtcwa7LapVGziVEamBvtyCqsx5ETtahpaIRSIUN8hAYAYLR4vxDaidOlZ3/RGev3eZ7piAYupUKG+EgN4iI0/TZIAfZMiXxqT3Y1th4shyAAl81MxPyJzrlyD+TV4LONBSiuMuPTHwvwm2XDpDIqpRyBATJYmhx4+9s8HC2slwYhCQIwZkiYFMyhWu9H176/3jUgQwOBhNhQ2O0ilDIbMk+avD4Gkb/rv18TiPzAxv3OXt+S8wZh2fmJCFIroZDLMGVEJP7vihEAnI8S1Bta5seVyQRMHRkJANifWwNLkx26kADER6ohisDhE3WwNNkRHhyAtEHtT6BwokSPNT+dwldbC3Egt8Zl7t7W2o7lbWh0zr0KAMeKeFmXCGDPlMhnbHYHjp9ZxWXU4FB8+mMBsk/WwWYXkRClwdzxMRgUpUFRpQl5xXpMHh4hlQ1WtzyCog1UYPqoSGhUCuw6WilNxKANVEAmuA9iKq81429fZKGyrvXMRiVQq+S4bUkaJg2LcCvTmigChWXGDl9DNNAwTIl8xNGqJ/jSv4+6TApTXmtBRm4NgtQKt9eKZ57XA5yDPIwWG77f3bLMmVwmwO4QUVRpQkWtBdHhgdK+OkMjnvzXQbdZjQDA3GjHqv/m4L6rRrg8aD8iHjjW8SpqNECIZ+acbPv8MjFMiXwmQClHRIgK1Q2NEOFcBm3+hFhoAhXIOLO+aPMjBa2n92u0OlBea3G+h0IGc5uJ5wUBiAwJQFVDE05VGF3C9J21eR6DtLW3vs3FG/dPl35/9KYZuOX5nzv1me6+IrlTryP/4RBF7M2uxqaMUpwoMQAA0hKCsWBSLCYPj2CwnsEwJepBVXUWbDlYjpzTR2GzOxATHoC542MxIinE4x8dTaAc1Q2ATADqDE3459c5EEUgNEgJtUoBo8UGmQCEB7UMJGr9+Kmnx1ZsdhFVDU1nXtvyYodDRFah5zl1WzM3OnDsVD1GJHX9kZqJw+K7XIb6LodDxDtr87A7q8ple87pBuScbsDMMdG45eJUj7cTBhqGKVEP2XusCm9/mwebvaXnd7LMOWL3/PQo3HpxmstEDA6HiOIziyc7RKCk1aTztfqWkHSIwLFT9dKl1wClHBqVXFoKTSY4X+NJanxLj7amzeovHdl5pNwlTN9/7Oy907/fPaHT70/+YcPeEuzOqoJcJmDJ9ASclx4FANhxpAI/7C7GjiMVGByrxUIPM20NNBzNS9QDCssMeOsbZ5BqAuVS71GjkkMQgJ2Zlfh652mXMlabo90QbMvcav5dhyi2+b39ckWVLQFtNHX+mdPW5Zq9/9gMhLSzWtY/H5iMcG3/WEqLnOwOET+eGW1+w8JkXD47CbE6NWJ1alw1ZzCumZcMAPhxX6m0WPxA5lc904KCAjz44IPYunUrAGDp0qX429/+hqioKN9WjPolh0NEaY0ZNpsDUWGBbjMRtbZ+T4n0aInJ0hJ0rRfS/nFfKS6elgDVmflrA5QyCALQmb9DWlXLsQ0ma6fKAEDWyTqMPrOmpL0Lf/AamzxPIfjKvTM6/R7k30qrTahpaIJKKcOssTFu++eMj8HqbSdRUWtBZZ0FMeED+8uU34RpdXU15s2bh6amJjz66KOw2Wx46aWXcPjwYezZswcBAVz6idzZ7A7sPVbtXPbJakdyXBAWTIxDeAdLhTkcItbvLcEPvxRDb3IOAJLJBEwdEYGr5w6GLsR12ShRbJneryPmRjuyT9Zj/FCdVLfW+RaqVWLRpFioAxXYfbQSecUGad+pSiPGpIafqUvnLyg1NrU8Jerw0IW954qhCNEG4s8fH3HZXlpj6fQxyH8cO1mPTRllyC9xPpKVGh+MBRNjMWKw+/3xpjOzbKlVcigV7uecSimDSimHzW6TJrAfyPwmTP/+97+jqKgIR44cwciRIwEA06ZNw6JFi/Dhhx/i9ttv77Vjt71XlBoE/P7/zv4NvW25ycHAXXd1vdykIOD/+snxRFHErS/sctmWKgN+/0jH5Y6drMML/85y2/7uI+dB3s6E8IVlBjz3Sab0RwEAjhbW47tdxbhgShyuXzDErYxDFPHy6mwcOVHnut0hYndWFQ4er8Gfbh2PyLCWEbI2uwi7vXO9vupW9y0tbUbh1hutWL39dNsiAICSypZZhgSh8z1Mm73lsz/7yVG3/a/+N6/T79WsuqERuacb4Diz2kxitPbshbxQVW9BXpEeoug83qCo3j1eZZ0Fx4udxxscG4SESE2vHq+wzICdWfUARMSEypEaH3TWEbJ5RQ3YnFEmPaecEu/8ktjewgWiKOLLLSexbo/rM077cqqxL6caF02NxzXzXNexjQ4LhFwmoM5gRWGZAcmxQW3qoIfRYkOAQobI0EAMdH4Tpp9//jnmzp0rBSkALFy4EMOHD8fnn3/eK2Ha3oCLfINz3/uPeQ6A9srt03ev3P5+frx8R/fKAcCvX9yFNx6YCnWA66lc3WDBHz843G65DXtLIQjAdfNdA3XTvhK3IG3N0uTAi58fxYt3TJK2dbC4i5t6fctMRgp55wu2HrVr7UIvQK3quZU59CYrPlp/Avtzq1161KkJwfjVhSk9Hqr1xiZ8tP4EDuTWuDyDO2xQCG66KKXHQ65W34SP1ufj0PFal+ONSArBTRemtrvgeneVVpvx7nd50uMmzZJitLjt4jSXx6GaiaKI//50Gmt/LnLZXlXfiD3Z1Vg8LR5Xzx3sFsY/Ha6QgnT2uGicnx4NANiZWYHth5z74iLUmD2u5XJukFqJKSMisDurCu99dxz3XDlC+hJZUWvBh+vyAQDTRkX26Hnmr/xiAFJtbS1OnDiBSZMmue2bOHEi9u/f3+PH/POqsz9X5+mP/H2deB7PU7l7u1muM8//9fdyv/37HrdtD72RcdZy6/eUuvTcAOCzTSfPWq6yrhGl1S09Rbuj8+F2srxl5iB7F66MRYe1XFoO0nT+O3Btq/D2hsliw/OfZWJfjjNIh8QFYURSCOQyAfnFejz3aSaKKntuViSD2YrnP81ExpkgTYkLwvBE5/Fyixrw3CeZKK3uuakMG0xWPPfpERw8E6Sp8c7jyQTg2KkG/OWTI6io7blL31V1Fjz/aSZOlBigkAuYMjIG00bHQKmQ4VS5ES98lulyjjXbdbRKCtIZ6VF4+LrReOT60Zg5xhmOP/xSgp8OV7iUEUVRCtLLZyXilsVp0vJ7tyxOw+WzEgE47/uLbe6rXzk7CSFaJU5XmvDoWxl44bNMPP9pJh57OwMl1WaEBQXgspmJPdYu/swvwrS4uBgAkJDgvphsXFwc6uvrUV9f36PHzHf9sohFScDXLy51e13bP/ZtazE5GB57XG3LtX36b1JQ58q11d7xzhby7R3vbF8qLhjsuV2efb3jcu8/NsPj8f72SvfK/eEsn6+9cre/tFv62dOIxPbKPfHOQennRg89xfmTBuGSme6XkQ+36vVq1e6hGBehRmp8kNtaplsOtvyBfO+zX9zKteeX7JZ7ue31/Dtj3Z4SlFQ5/3g+dfNY/OFXY/HoDel46c5JSEsIhrnRjn9vKuz2+7f1/e5ilNVYoAsJwB9vGYcnfzUWj92YjhfvmIiUuCAYLTZ8sbnnjvftziJU1jUiKlSFP982Hr+/yXm8F+6YiKQYLQxmG77c0nPHW7PjNBpMViRGa/DiHRPx+1um4IlfTcFf75yI1PggmBrtWL3tlEsZURTxwy/Ov4WXzBiE25cOxajkUIwcHIrblrSE4ro2oVhea0FptRkKuYBFk90fYVk0OQ4KuYCSarM0GUizyLBAPH5jOkYkhZx5RMv5fKkoOicZeWJ5utsYgoHKL8JUr3feF9Bo3C/rqNXOSy9GY+/NFfr+YzPwf/+3VPq5K+Wa7yF2tVzzPcueOl5HXzU6Ol7bLxXux/PcLsf1HZfz9DMAZHbQ2eioXOs7jY42PcWOyrVmbnJ9dKSz5Txd5t28vwjf7ihotwwAvPDyLrdtpdVm5JcYPA4Warar2H2bIHTtsvHZtP68DlHEtkPOlWOuX5Dscu8sPDgAKy8ZCgFAVmF9j/Te7A5R6l3duDDF5XKnLkSF2y8ZCgA4nF+L6obOPzvbHqvNgZ2ZzuOtuDAFCVEtf2ciQwPx6yVpAIADeTUuCw50l7nRjl+ynZMg/OrCVIQHt4RRiDYAtyx2Hu9gXg0ajC3Hq6pvRFGlCXKZgIumuk+OsWhyHJQKGUqrzSirafkPqXlFIW2gAmqV+xc4tUoBzZntnkZxx+rUePSGdPz51+Nx68WpuPXiVPzl9gl4+LrRiArjvdJmfnHPtDPzQZ7thn14eDjCw8Pb3e9wONwucTTT6XTSCEqdToevX1yKSx9Z67K/vXKt9cdyfbFdXlu1tsNy/31+Ca547Du3/Y8/2XG51x+ai7v+utVt/y2PuJYDgLAgFRQKAdX1FrfHWJrL5XQxB9prF8D5eI2tnUFQrcv965HpuO3F3R5fJ70+2LVMg7EJDWfu2S6YlgqlwvX+mE4HDIk/jhMlDWholGNEB/Vsfb60p7reDIPZOfPTvKmpbgPMdDogMSYPp8sNMDQpMLSD9+qM0mojzI12KBUyzJqY4nZVQKfTIVaXh7IaE4xWJYZ4ebxTZXrY7CK0aiUmpydBEASXdtHpdIgMO4aqOgsaHSrodM6/Ww2NzutXWrUSg+KjPb53iDYA1fUWBAQGQacLAwAoVEGQyY6g3mhFQ6MCyXGug5QKSxvQYLJCLhOQOjgWIe0s26fT6TBmmMddvaYz54s3Wre9JwpF5yPSL3qmQUHOb8Jms3u3pXlbSIjnUWzU97X3JeZs6ho8r6OpavO3oNHq+m373W8zPZabnOT6+9odJ9BotUMURWQX1uCR13d4LDfRwy2jOkMjqurcg7S16Wnt7+vI6r8sdvldpZRhVHIYxqRGIDK040tukZGR+Ncj09vdPyohAO8/6XrZvvWCzg0epi8URRH6MxNCBHh4hKKrmsPaIQJGs/vx7A4Rhp483pnPZ7c7YG60uR/P7pAWWVcqvT9e83PGlkabtJRda41Wu/T5ml8LABGhztG1DcYmFJS4Twt5ulyP6noLZAIQ1eqZzxBtAKaPjgUAvPHfIy693QZjE974j3Og3vT09oOUzs4veqZJSc6/cqWlpW77SkpKEBYWBq3Wu5GEZrMZJpPnP87PPLMWf/iD8w9MTU2N233Lmpoaj+X+9Ke1Lo+KdLbcM8+sdXk0pa8er6amRvrG2JV2KS4phTqw5Y9+Z8tt2ZOHcWnO5cGsNgdW/tW1h9Vc7qqrZuC7Vu+54un1WHLeIIQHKbH1YDny24yebC535ZUzsLZVuXe+ycJ7a7OhVMikS2Weyt19Y+cngm9d7jdXzcDuto8lDQuH3QEIDgcOnGi5OB+A9tul0epAVmGdx32r7pvqVk4mk0mXcdf/choVdSZcvSAVgWe+hXs6Tmp8EPJLDFi9KRtXzx3ssi8jtwaVdWYEBsgRFdx+PQG4nC/taX4E5lS5Eas3ZuGyWa7fcvZkV6FW3whtoAI6raPD9+oMQRQRH6lGSZUZ/9mcjaXnDXLZ/3NmBfQmK4I1CoQF2r0+nkIUkRCpRnGVGV9tzMKy8xNd2mXD3hJYmuyIDFUhSGl1Od7EYTrsPVaN1746gPuuGoGgM0vxmSw2vPafYwCA8Wk6OJqMqKlpufW1dHoMDuRWIOdkLX79l40Yl+bs7R46XotGqwNqlRxLpsV4/dl6WmfOF29oNBqvs6OZX4RpWFgYhgwZgowM9xGaBw4cwOTJk8/6HrW1tbDZ3L8FdsZ+A1wuJ7bW0b205kdFulqu+dGUvn68jgKko3K/fbn90dcdlXt5dU63yjVaHfjv9lMe953tnrTdIcLuIUi7O5jnbOX259Z63P5Wm3IjQ4Dss89ZD20HszYBwIXTOjcS84Ip8fjn17n4fncxbDYH5k6IgUopx95j1Vizw9m2s8dF98gjEoIg4MIpcXhn7XF8s7MIjVYH5ox3jnTdk12FNTucd8jnjHfWoSeOd8HkeHywLh//3X4K5kY7Zo+LhkImw66sSnyz0zl6dv6EWI+TF3TneBdOjcd73+fjfz+dRp2hCRefL0Auk2HdrgL8uM/ZaVg0Oc7tkvPlsxKRWVCH/GI9Hv5nBsanhUMQBBw8XgNzox2BAXJcPtv9/9O4CA0evX403lmbh+IqM/a0GpiWEKXB7UvSEBfRu8/T9kUmk6ndThTQMl6nM/ziMi8AXHnlldi4cSOOHTsmbdu4cSNycnJw3XXX9fjxeuuPJcuxXFfL/fGGQW7bHvntDJxt6MebD0zrVp08mTIiQhr0smFfKZ545yAefGM/Pt9cCEuTA6OSQ3HVnMFneZfOO290FBZOioUI5+jUx98+gIfe2I8vt5xEk9WBMSlh0ujVnjB7XDTmjI+BKDpHEj/21gE89M/9+M+2U7DaHBifFo6lM9z/f+iumWOiccEU58jaLQfK8fCqnXjg1Z+wYW8pRNFZn4UeRt7GRWjwyPWjERehhqXJjt1ZVdh1tBLmRjtidYF4+LpR7U5qMTg2CH+6bTwevWE0rpqThKvmJOHRG0bjT7eOw+A2EzJQ1wlid29YnWOVlZVIT0+HQqHAgw8+CIvFghdffBFpaWnYuXMnVCrP94pqa2uxceNGTJo0CcHBwV0+bnd7XyzHcj1R7mxhezi/Fu+vyUZdq1uLyxcNwexxMT3Si2rrYF4NftxfipxTDbA7RCRGazBvQixmjY12ubfanq5cthNFERm5Ndi4vxS5Zx7HSIzRYv6EWJw/JqpTx+uK5kXXN+0vQ16R83iDY7WYPzEWM9Kj251py5vjZRXWY+P+UunWQ/KZ441LDe9wUKUoisg+2YDjxc7LE6nxwRiZHNrvlkLr7cu8Z6PX67F//34sXLiwwwGsgB+FKQDk5OTg/vvvx/bt26HRaHDxxRfjpZde6nCie2/DtNlnn/2Mg8XAiw93rQfy+us/I08PvNzFnsuqVT8jzwC80sVy5/p4//63s11eeKhr5d5++2fk1QAvdfF477zjLPfio+fmeO+/7yz3lwe7Vi48PBwOEaiv83zZtqeJoghRhNtlwb52vO7+cRRFESJwzsKi+Znjc3U8X4dGX+Xrdum3YdodPRWmvv4/ta9iu3jGdvGM7eIZ28UzX7dLV8LUb+6ZEhER9VUMUyIiIi8xTDtJEAQIguBxSsOBjO3iGdvFM7aLZ2wXz/ypXRimnSSTySCTyXrsAd/+gu3iGdvFM7aLZ2wXz/ypXRimREREXmKYEhEReYlhSkRE5CWGKRERkZcYpkRERF5imBIREXnJL5Zg84bd7lw+q6Nldjqj9YrrXVmWp79ju3jGdvGM7eIZ28UzX7dLc24050hH+n2YGo3OBXKzs7N9XBMiIvJHRqMRkZGRHb6m3090b7FYUF5eDq1WC7nc+4WEiYhoYLDb7TAajYiJiUFgYMcrCPf7MCUiIuptHIBERETkJYYpERGRlximREREXmKYEhEReYlhSkRE5CWG6RkFBQW44ooroNPpoNPpcNNNN6GysrLXyvmD7n62qVOnSov6tv531VVXnYNan3srV67E3LlzO/Xa/ny+tNWVdunP58z69esxa9YsaDQaBAUFYeHChdi9e/dZy/X3c6W77dJXzxU+GgOguroakyZNQlNTE+69917YbDa89NJLSE5Oxp49exAQENCj5fxBdz+bKIoIDg7GokWLcOWVV7rsGzx4MGbNmnUuqn/O/Otf/8Kvf/1rzJkzB1u3bu3wtf35fGmrK+3Sn8+Zbdu2Yd68eRg9ejRuvfVW2Gw2vPHGGygpKcFPP/2EqVOneizX38+V7rZLnz5XRBKfeOIJUS6Xi1lZWdK2H3/8UQQgvv322z1ezh9097OdOHFCBCC+//7756CWvmOz2cQ//vGPoiAIIgBxzpw5Zy3Tn8+XZt1pl/58zowfP15MSkoSjUajtK2srEwMDw8XFy5c2G65/n6udLdd+vK5wjAVRTElJUVcsGCB2/bhw4eL8+fP7/Fy/qC7n+3bb78VAYi7d+/uzer5lNlsFseOHSsCEG+66SYxISGhU6HRn88XUex+u/TXc6ampkYUBEF86KGH3PZddtllokajabdsfz5XvGmXvnyuDPh7prW1tThx4gQmTZrktm/ixInYv39/j5bzB958tqNHjwIARo4cCaBlbuT+xGKxoKGhAV988QU+/PBDl8m429Ofz5dm3WkXoP+eMyEhIcjJycH999/vtq+qqqrd9unv50p32wXo2+fKgA/T4uJiAEBCQoLbvri4ONTX16O+vr7HyvkDbz5bZmYmgoOD8cADDyA4OBhBQUFITU3F559/3qt1PpdCQkKQl5eHa665ptNl+vP50qw77QL033NGLpdj6NChiI+Pd9l++PBh7Ny5EzNmzPBYrr+fK91tF6BvnysDPkybl/XRaDRu+9RqNQDP3366W84fePPZjh49Cr1ej7q6Onz00Ud47733EBwcjOuvvx4ff/xx71X6HJLJZJ3udTXrz+dLs+60CzAwzplmBoMBN910EwDgscce8/iagXCutNWZdgH69rnS75dgOxvxzGBmQRDafY2nfd0t5w+8+WwrV66E3W7HXXfdJW277rrrkJ6ejocffhg33HDDgFy9pz+fL94aKOeMyWTCsmXLcOjQITz++OOYM2eOx9cNtHOls+0C9O1zZcD3TIOCggAAZrPZbV/ztpCQkB4r5w+8+Wx33HGHy4kOOL9Nr1ixAuXl5cjKyurh2vqH/ny+eGsgnDN1dXW44IILsGXLFtx666149tln233tQDpXutIuQN8+VwZ8zzQpKQkAUFpa6ravpKQEYWFh0Gq1PVbOH/TGZ4uOjgbgvJwzEPXn86W39JdzpqKiAhdeeCEOHjyIlStX4s033+ywZzlQzpWutktH+sK5MuB7pmFhYRgyZAgyMjLc9h04cACTJ0/u0XL+oLufrbi4GKNHj8Yzzzzjtu/YsWMAgCFDhvRsZf1Efz5fvNHfzxm9Xi8Fxv3334+33nrrrIExEM6V7rRLnz9XfPpgTh/x0EMPiQqFQszOzpa2NT8g/e677/Z4OX/Q3c8WHx8vDho0SKyvr5e2nTx5UgwODhbnzZvXq3X2lcGDB3fqecr+fL540tl26c/nzIoVK0QA4r333tulcv39XOluu/Tlc4XTCQKorKxEeno6FAoFHnzwQVgsFrz44otIS0vDzp07oVKpcOLECfz888+YMWMGUlJSOl3OX3W3TdasWYPLL78co0ePxu233w69Xo9Vq1ahqakJO3fulJ4P60+Sk5ORnJzsMm3eQDtfPOlsu/TXcyY7OxujRo1CWFgY/vGPf3gc6bx8+fIBd6540y59+lzxaZT3IceOHRMXL14sarVaMSoqSvzVr34lVlRUSPvff/99j9NYna2cP+tum6xZs0acOnWqqFKpxLCwMPGyyy5z+Ybd33jqgQ3E86WtrrRLfzxn/vnPf4oAOvwnigPvXPG2XfrqucKeKRERkZcG/AAkIiIibzFMiYiIvMQwJSIi8hLDlIiIyEsMUyIiIi8xTImIiLzEMCUiIvISw5SIiMhLDFMiIiIvMUyJiIi8xDAlIiLyEsOUyMeWLFkCQRAgCAKys7Pbfd0NN9wAQRAgk8mwf//+Tr//d999J73/a6+95ra/vr4eRqOxW3UnIieGKZGPjR07Vvo5KyvL42v279+Pzz//HIAzVCdNmtTp99+7d6/089SpU6WfHQ4H3n77baSnp0OpVHa12kTUCsOUyMdah+nRo0c9vuaRRx6BKIpQqVR49tlnu/T+e/bsAQAolUqMHz8eAGC32zFp0iT85je/waBBgxAQENC9yhMRAIYpkc+dLUx/+OEHbN68GQBw9913Y/DgwV16/+ae6ZgxY6RFpbOysnDw4EEAwPTp07tTbSJqhWFK5GPDhw93CbnWHA4HHn30UQBAeHg4nnjiCTQ1NWHVqlWYMWMGQkNDoVKpkJaWhgceeAA1NTUu5QsKClBVVQUAmDJlCgBg8eLFLgH+8ssvQ6lUwmw2AwAyMzOxYsUKJCcnQ6VSQafTYfHixR7v0/7yyy+45JJLEB4ejpiYGDz44INobGzEihUrIAgCYmNj3V5/7bXXIj4+HgEBAUhKSsJDDz0Ek8nkTRMS+Z6PFycnIlEUx48fLwIQAwICRKvVKm1/7733RAAiAPFvf/ubWFtbK06bNk3a1vZfamqqWFFRIZX/4osvpH3vvvuuKIqiGBER4VZu/PjxoiiK4vbt20WtVuvxvcPDw8Xi4mLpvb/88ktRqVS6ve7yyy8Xx44dKwIQly5dKr3+1VdfFWUymcf3nj9/vuhwOHq7mYl6DcOUqA+46aabpGDJysoSRVEUzWazOGjQIBGAmJycLDY2NoqXX3659LorrrhCzM3NFaurq8Xf//730va7775bet+HHnpI2n7o0CFRFEXRarWK48aNEwGIkZGRotVqFe12uyiKorhgwQJRoVCIcXFxYkZGhmgwGMQ//OEP0nt8+umnoiiKYklJiRgSEiICEENDQ8Vvv/1WrK6uFp9++mmXkHzmmWdEURTFrVu3ioIgiADECy64QMzKyhJra2vFp556Snrthg0bzmWTE/UohilRH/DXv/5VCpXVq1eLoiiKzz33nLTts88+E48cOSL9PnbsWNFms7m8R3JysghAHDp0qLRt9uzZIgBRo9FIrzcYDKJcLhcBiEuWLHGri8PhEE0mk/TzW2+9JR3366+/FkVRFJ955hlp2/vvv+9SfsyYMdK+devWiaIoigsXLhQBiEFBQWJNTY1otVpFq9UqNjU1iWq1WgQgPv300z3TmEQ+oPD2MjERea/tIKS5c+fi+eefBwBMnjwZ1113HV599VXpNXfddRfkcrnLewQHBwMAGhoaADjvt2ZkZAAAJk6cKL1+z549sNvtANwHH61btw7/+c9/kJWVhdLSUpSWlsJisUj7m0cDr1+/HgAQGhqKG2+80eU9kpKScOTIEQDOR3Gampqwbds2AIDBYIBOp/PYBq2PQ+RvOACJqA9oG6Z/+tOfUF9fDwB46aWXIAgCSkpKpNdMmDDBpbzRaERubi4AIDExEYBzMJPBYADQMvgIAHbv3i393DpM//znP2Px4sV49913ERQUhDvuuANffvklEhISAADx8fFISkoCAJw6dQoAPD6j2jwiOS0tDeHh4aitrYXVaj1rG8THx5/1NUR9FXumRH1ATEwMoqOjUVFRgZ9++gnV1dUAgKVLl2Lu3LkAnL3AZq2DFQBeffVVNDY2AgAuueQSAK6TNbQO0+btgiBI2+12u/T86p133ok33ngDAJCfn4/i4mIAwHnnnSe9R3Mvt3mkcLMNGzagsLAQQMsEEWFhYVAoFLDZbPjtb3+L119/XXq9Xq9HQECANJqZyF+xZ0rURzT3TktLS9HU1AS5XI4XXnhB2n/hhRdKPz/22GPIyMhAZWUlXnnlFTz11FMAnL27u+++G0DLZA2Aa5hmZmYCAFQqFZqammA2m1FfXy9dZi0sLERdXR2OHDnicgm39axLw4cPBwDk5OTglVdeQX19PX744QcsX75cek1zmKpUKlxwwQUAgI8++gjfffcdDAYDduzYgfHjx0Oj0WDJkiXdbjeiPsHXN22JyOmBBx5wGQl7++23u73mrrvuavexmMjISHHv3r3SaydNmiQ90tJa8/a2x2m7HYDLYzIffvih9B4bNmzwWAeFQiH9vHv3bun1ubm5YmRkpMcycXFx4pEjR3q6OYnOKfZMifqI1vdNtVot/vjHP7q9ZtWqVfjwww8xc+ZMacKGoUOH4v7778eRI0cwefJkAEBjYyMOHz4MANK2Zq+//jqmTJkCjUaD0NBQLFiwAADw1Vdf4eKLL0ZQUBBiYmJw5513SgONAEiXbwFg0aJF+OKLLzBmzBgEBgZi5MiR0kQSAKBWq13u6w4dOhT79+/HLbfcgtjYWAQEBCA5ORn33HMP9u/fj/T0dC9bj8i3BFEURV9Xgoj8x9atW5GXl4eUlBRMmDBBGp1rNpsRGRkJk8mERYsWYcOGDT6uKdG5w54pEXVJRkYGVq5ciYULF2LlypWorq5GaWkp7rnnHmlawGuvvdbHtSQ6t9gzJaIuKSgowOjRo6W5fNuaNm0atm/fzpVoaEBhz5SIumTIkCH46aefcPnllyMmJgZyuRzBwcEYNWoU/vCHP2Dz5s0MUhpw2DMlIiLyEnumREREXmKYEhEReYlhSkRE5CWGKRERkZcYpkRERF5imBIREXmJYUpEROQlhikREZGXGKZEREReYpgSERF56f8BWi0jrAEuzfkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For better visibility, we can subset the data to show only diodes that meet certain criteria. This is accomplished using the `filter` kwarg from fivecentplots:" ] }, { "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, x='Voltage', y='I [A]', title='IV Data', lines=False, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", "

In the example above, we are selecting specific data based on values in four different DataFrame columns (\"Substrate\", \"Target Wavelength\", \"Boost Level\", and \"Temperature\"). This is conveniently achieved using fivecentplots's built-in `filter` tool, which uses an easy, human-readable string to sub-sample a dataset. Alternatively, could also have applied filtering directly to the input DataFrame as shown below, but this feels a bit cumbersome:\n", " \n", "`df_sub = df[(df['Substrate']==\"Si\")&(df['Target Wavelength']==450)&(df['Boost Level']==0.2)&(df['Temperature [C]']==25)]`\n", " \n", "Read more about fivecentplots filtering here.

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our sampled data set actually contains IV data for three different diodes, which are named based on their coordinates on a Si wafer. To easily separate them, we add a legend using the column \"Die\". Because we are now grouping each die individually, we enable the connecting lines between points." ] }, { "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, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the values in the legend are sorted using so-called \"natural\" sorting via the ``natsort`` library. To disable this and order the legend based on the order in which the group was actually found in the dataframe, add the keyword ``sort=False``:" ] }, { "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, x='Voltage', y='I [A]', legend='Die', sort=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axes scales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Log- and other-scaled axes can be enabled through the kwarg ``ax_scale``. Valid options:\n", "
    \n", "
  • x-only: logx | semilogx
  • \n", "
  • y-only: logy | semilogy
  • \n", "
  • both: loglog | log
  • \n", "
  • symlog: symlog
  • \n", "
  • logit: logit
  • \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the legend plot from above, now with log-log axes:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', ax_scale='loglog', legend='Die', xmin=0.9, xmax=2.1, grid_minor=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Categorical labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Categorical DataFrame columns can also be plotted on x and/or y axes. In this example, we take the current values for each of the 3 diodes above at a voltage of 1.5V (using ``filter``) and plot the die location coordinates on the x-axis:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Die', y='I [A]', filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Voltage==1.5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use ``plot`` to visualize time series data. In this example, we use the ``ts`` dataset loaded previously and place the \"Date\" column on the x-axis. For clarity, we disable markers and widen the horizontal size of the plot area." ] }, { "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(ts, x='Date', y='Happiness Quotient', markers=False, ax_size=[1000, 250])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Secondary axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Secondary x- and y-axes can be added to an xy plot using the ``twin_[x|y]`` keyword. We must also provide an additional DataFrame column name for the alternate axes to the kwarg for the axis that is not twinned (i.e., `twin_x` means two column names are required for `y` and `twin_y` means two column names are required for `x`). Lines and markers will be colored to match the axis label. Grid lines default to the primary axis but secondary gridlines can also be enabled as shown below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", "

Note: kwargs related to the primary axes are suffixed with `_x` or `_y`. Keywords related to the secondary axis are suffixed with `_x2` and `_y2`.

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared x-axis (twin_x)" ] }, { "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, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the same plot but with a legend enabled. Note that the legend will describe the value from the ``legend`` column and the value associated with the curve (either the primary or the secondary axis):" ] }, { "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, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the same plot but with secondary gridlines enabled:" ] }, { "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, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die', \n", " grid_major_y2=True, grid_major_y2_style='--', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared y-axis (twin_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also twin the y-axis and plot two different ``x`` columns:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', twin_y=True, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple x & y values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of sharing (or twinning) one independent axis across a primary and secondary dependent axis, we can plot multiple columns of data on the same dependent axis. In this case, all dependent values share the same limits on the plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple y only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we supply a list of column names for keyword ``y``, we can plot both response values on the same axis. The y-axis label is automatically updated to list all column names in use (this can be overridden using keyword ``label_y``). Legend values are automatically updated to designate which response column applies to each curve." ] }, { "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, x='Voltage', y=['Boost Level', 'I [A]'], legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And with a custom `label_y`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], legend='Die', label_y='Data',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same thing with the x-axis:" ] }, { "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, x=['Boost Level', 'I [A]'], y='Voltage', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x and y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add multiple columns to both ``x`` and ``y`` kwargs:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x=['Boost Level', 'I [A]'], y=['Voltage', 'Temperature [C]'], legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As explained in Grouping data, we can group xy plots based on other DataFrame columns to better visualize a dataset. Grouping options include:\n", "\n", "* ``row``: a single column of subplots\n", "* ``column``: a single row of subplots\n", "* ``row`` x ``column``: a 2D grid of subplots based on two different DataFrame columns\n", "* ``wrap``: a 2D grid of subplots wrapped in sequence (based on one or more DataFrame columns)\n", "\n", "These grouped plots share a legend (if enabled) and will share common ranges unless sharing is explicity disabled" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Row plots create multiple subplots in a single column. Each unique value in the DataFrame column provided for keyword ``row`` creates a new row in the subplot grid. Plot order is defined alphabetically from top to bottom. Each row contains a row label indicating the unique value of the ``row`` column. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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ezurVqxkzZgxlZWW1btO5c2cWL17crOm6GktCTQjhUOyTFFedxNiutmXCdvS0ZcuWas+W69KlC4899hgRERHaMqPRSO/evTl16lST9/Hll1/y7LPP8vvf/56VK1fWud0vf/lLtmzZwpEjR5q8j8aQUBNCOBT7zELjx4+vNluJyWRi/PjxKIpCTk6OXuW1Sx999BGdOnVi7Nix2rIFCxbw8ssvV9suLy+P3bt3M3DgwCbvIzo6mrS0NP7whz/UO4vMuHHjiIiIYP369U3eR2PINTUhhENJTEwkPDycyMhI7r77bi5cuICqqnTu3Fm7CTwxMVHXGqueZrSay2r9HcDo6dkm9ezYsYPo6Oh6ny9XWVnJsmXLKCws5IknnmjyPqoe8TVk1KhRrTIgpTYSakIIh5KUlERUVBS9e/fGx8eHXr16aetUVSUlJUX3CYx/XPjLWpfv/5+7qr2e8PmmtiiH06dPM378+DrXV1RUsHTpUjZt2sTrr79e67SEdj8fAGI0Gpv8MNbIyEi+//77JrVpLDn9KIRwOFu2bGHPnj0UFRVp96kVFxezd+9etmzZond57U5BQUGdU5nl5+dzww03sHHjRtauXcuDDz5Y5/ukpaXh5uZW7eef//xnk+vx8fG5Zo8DkiM1IYRDOnDgAAcOHMDDwwNFUbTnrLUH4z7+SPvdai7TjtBG//PvGD092ryekJAQ8vPzayw/e/YsM2bMIDU1lY0bN3L77bfX+z6dO3cmNja22rKoqKgm15OXl0dIyLV5IriEmhDCYQUGBtKhQwcURSErK6vdPAy0rmtlRk+PNruOVlX37t05c+ZMtWWFhYVMmzaNixcv8s033zBx4sQG38fd3Z1Ro0a1uJ6zZ8/SvXv3Fr9PbSTUhBAOx9/fn1mzZtUYnJCWlsbWrVspKSnRqbL2aebMmbz55puoqqpd//rjH//IiRMneOaZZ3Bzc2Pfvn3a9h4eHgwfPhyA5ORkysrKtNctpaoqP/zwAw899FCrvN/PyTU1IYRDcXNzY+HChURERGjX0+w/kZGRLFq0CDc3N73LbFfmzZtHdnY2+/fv15Zt2mQbpPLMM88wbty4aj+33Xabtt0DDzxQ7XVLxcbGkp2dzfz581vtPauSUBNCOJRRo0bh6+uLqqqkpqaye/dudu/eTWpqKqqqEhAQQHR0tN5laoyenkz4fBMTPt+ky6lHgCFDhjB79mzefvttbVlGRkaNLwX2n6pzNm7btg1fX98m7W/p0qXal4yfe/vtt5kzZw4DBgxobnfqJaEmhHAovXv3RlEU4uPj+eyzz4iPj6/2u6qq9O7dW+8y250XX3yRTZs2kZGR0aR2r7zyClOnTm2VGs6cOcOmTZt4/vnnW+X9aiOhJoRwKAEBAQC1TrNkX2bfRlw1ePBgfv/73zd53sU5c+bwl7/8pVVq+N3vfseKFSsYPHhwq7xfbWSgiBDCoVRWVgLg5eVVY519mdVqbdOaHEVzJhJuzQD68MMPW+296iJHakIIh5KZmQnApEmTql3r8fHxYfLkySiKom0jXI8cqQkhHEpCQgJdu3YlPDycu+66i9zcXMD2SBr7RLoHDx7UsUKhJzlSE0I4lFOnTmkDQoxGI2FhYYSFhWE0GlFVlQMHDnDy5Em9yxQ6kSM1IYTD2b17N+fPn2f48OGEhYUBtkfSxMfHc+LECZ2rE3qSUBNCOKSUlBRSUlL0LkO0M3L6UQjhcNzc3BgzZgze3t7asi5dutCrVy+ZTcTFyZGaEMKhmEwm5s+fT6dOnbhw4QIZGRnMnDmTQYMGAVBUVMSGDRsoLi7WuVKhBzlSE0I4lOHDhxMeHg7YZukPCwtj4MCB2hRPfn5+9T4Q05WtXr2amJiYRm9/9uxZAgMD2bVrV4PblpWV8eKLL9KvXz98fHzo27cvzz33HOXl5do2S5Ys4ZVXXmlO6Y0mR2pCCIfSt29fFEUhKSmJw4cPc9111wG2a2znzp1jypQpdOvWTbf6VFWlzFre8IaAh9G9yU+Nbq6jR4/y4osvcvjw4UZtf+bMGW644YZGP87n4Ycf5oMPPuCpp54iOjqauLg4nn32WdLT03nvvfcAePnllxk0aBC33HIL/fv3b3Zf6iOhJoRwKP7+/gDExcWhqirdunVDURSSk5PJyclhypQpdT7l+VpTVZWntq/iePbpRm3fN6Qnz0/7bZsE24oVK1i8eDGdO3eud7vKykref/99fvvb36KqaqPeOycnh//3//4fK1eu5PHHHwdg2rRpADz55JO8/PLLhIaG0rlzZxYvXsyKFSv44osvWtahOsjpRyGEQ7EPBLFarRiNRkJDQ1FVlXPnzmk3Xzf2w7i1lVnLGx1oAMezTzX6qK4ljhw5wpYtW1i8eHGD2yYmJnLfffexZMkSPvjgg0a9f2FhIffddx+33nprteX9+vUD4PTpq38mv/zlL9myZUutc3e2Boc6UtuxYwdPP/00hw4dwt/fn9tvv50//elPTX4sghDCcZWUlODv70/Pnj0pKCjAYDCQk5NDRUUFY8eOBWwfsnp7d+4reJg8al1XZinjns+eaLNaPvroIzp16qT9+dSnW7dunDx5ki5dujTqWhpAVFQUb775Zo3ln332GW5ubvTp00dbNm7cOCIiIli/fj0vvvhio/vQWA4Tajt27GDGjBmMHDmSl19+mTNnzvDXv/6VuLg49uzZg8EgB51CuIKMjAwGDhzI5MmTtWVpaWkYDAb69OmDoijt4v41D5MHnnWEWlvbsWMH0dHRjTrNGRwcTHBwcIv3uXnzZv75z3/y61//mqCgoGrrRo0axfbt21u8j9o4TKg9/vjjdOvWjd27d2szcXfr1o0HH3yQrVu3MmvWLJ0rFEK0hZ9++olevXrh4WELDKvVysGDB7FYLBQVFZGVlcW+fft0rrJ9OX36dI0RoRaLpdprg8HQagcH//73v1m8eDETJkyodbRjZGQk33//favs6+cc4vDGbDYTGhrKsmXLqj1uwv5NLTExUa/ShBBtrKCggPXr13Po0CEOHz7Mxo0btdONn3zyCZ9//rk8euZnCgoKagyecXNzq/bz3HPPtcq+/vKXv3D77bdz3XXX8d///hfPWp727ePj0+hRlU3lEEdqnp6efP311zWW22fi1nP4rhCi7eXn57Njx44aywsLC/Hz8wNsN2ELm5CQEPLz86sti42Nrfa6oVGRDVFVlYcffpi1a9dyxx13sG7dOtzd3WvdNi8vj5CQkBbtry4OEWo/l56ezs6dO1m+fDmDBg3itttu07skIUQ74OPjwz333IOiKKxZs0bvctqN7t27c+bMmWrLRo0a1ar7+P3vf8/atWt57LHH+POf/1zv9buzZ8/SvXv3Vt2/ncOFWm5uLpGRkQB4e3uzdu3aWg9vhRDOKSgoiPHjxxMaGorRaKz24Wn/XVVV7rnnHgA2bdpEXl5em9dZZilr1rprYebMmbz55puoqtoq98QVFhaSnJxMz549CQ0N5eDBg6xcuZLo6Ghuv/12fvrpp2rbDxgwQLu/UFVVfvjhBx566KEW11Ebhws1RVHYuHEj5eXlvPbaa0yfPp2PP/6YefPm6V2aEKINTJs2rd5LDvZ71Pz8/FAUhUmTJvH555+3VXmathyy35B58+bx3HPPsX//fsaMGdPi94uPj2fq1Kn84x//YOnSpfz73/9GVVViY2MZN25cje137tzJlClTANtpz+zsbObPn9/iOmrjcKEWFBTEwoULAZg/fz6DBg3i0UcfbTDUgoKCagwrrcr+D6E1hrI6IvuoJ+m/9L+pFEWpd9Sc/Ybo1mKf97G8vByz2VztRmuDwYCvry+KomgDEUJCQggJCSE7O7tV66iNh9GdviE9OZ59qlHb9w3piYex9utOrWnIkCHMnj2bt99+u0mhNmXKlFpvZJ8yZQpPPfWUdpbsueeea/RAk7fffps5c+YwYMCARtfRFA4XalV5eXkxe/ZsXnvtNbKzs6/ZhUchRPtRWVkJwMaNG2sElY+PD/feey+ANt9gW1IUheen/bZdzv344osvMmHCBJ555pkWD647f/48n376aa0D+Opz5swZNm3axHfffdei/denWaH20EMPER0dTXR09DWblLKqY8eOceONN/LEE0/wwAMPVFtXVFSEoijaPSvNZZ/hOzc3t0Xv46js39Cl/9L/pvL29m7TuRaPHz+On5+fFm5VVVRUkJSU1GZBURtFUdrNTddVDR48mN///vesWLGCDRs2tOi9goOD2bRpU5PD8Xe/+x0rVqxg8ODBLdp/fRS1GZOkGQwG7S+Nr68vI0aM0EIuOjpaG8jRWiwWC6GhoXTt2pW4uDhtmGh6ejqDBw9m5MiR7Ny5s9a2eXl5fPvtt4wcOVIb6lsb+VCT/oP0/1r0v6ioiAMHDjB9+vR6LwGA7dEoeli+fLku+xWtr0WnH1VVpaioiD179rBnzx5teXBwMKNGjaoWdPbz4M0q0mRi7dq13HnnnUyePJmYmBhycnJ4/fXXMRgMrF27tiXdEEII4SRaFGpr164lPj6euLg4kpOTtbv4c3Jy2LZtG9u2bdO27dy5c7WQGzVqFIGBgY3eV0xMDO7u7qxcuZLHHnsMHx8fpk2bxgsvvFBtskwhhBCuq0Whdv/992ujnsxmMwkJCcTFxWk/x48f1857nzt3jvPnz2tDaxVFqTH3WEMWLFjAggULWlKyEEIIJ9asULtw4QL79u2rNozX09OTcePGVbtHobi4WDuSs/+cOnVKt2cdCSGEcG7NCrWOHTsyZ86cBrfz9fVl0qRJTJo0SVuWk5NDaGhoc3YrhBBC1KvNZ+lvynU0IYQQoina5Obr9PR0kpOTmTVrFkajkXfffVeedySEaJZHH320WfehyQTHrqHVQq2yspKUlBSOHj3K0aNHSU5O5ujRoxw/fpzS0tJqA0Puuusu7rrrrtbatRDCBTXl2ryeN2OLttWsUEtMTKwWXMnJyZw8eZKKiopq28mAECHEtZKdnY3ZbNa7DNHONCvUhg0bVu2bT13hpSgK119/Pf369aNfv37Nq1AIIWqxZ88e0tPT9S5DtDMtnlGkU6dO9OrVq9pPbm4u999/PwDffPNNqxQqhBBCNKRFoaYoCgMHDuS1116rdiS2e/fuFhcmhBBCNFWzhvS///77REREoKoq27dvZ+jQoSxfvpyioqLWrk8IIYRotGaFWkxMDCdOnODZZ5/Fx8eHiooKXn31Vfr06cO6detkgIgQQghdNPvma09PT5566ilOnDjB0qVLURSFzMxM7r77bmJiYlqzRiGEEKJRWjyjSHh4OH//+9+Ji4tj6tSpqKrKhQsXtPUffPBBS3chhBCarKwsLl26RHl5454uLVxLq02TNWzYMLZv385nn31G7969teVLly5l1KhR7Nq1q7V2JYRwYR9++CEffvhhtS/PQtg1a/RjfHw8Q4cOxWg01lh36623ctNNN/HGG2/w/PPPk5ubS3x8PNOnT2/yo2aEEKI2RqORoUOH0r9/fwIDAzEYDOTl5XHs2DHi4+O1R14J19OsIzX7Az7rGhBiMpl4+OGHOXnyJL/5zW9wc3OTwSNCiFZhMplYtGgRU6ZMoWPHjri7u2MymQgLC2PSpEncfvvttX7hFq6h2acfS0tLGwyqwMBAXn31VY4cOcKtt97a3F0JIYQmOjqasLAwVFUlLy8PsN0zW1hYiKqqREREMHr0aJ2rFHpp0TW122+/nZdffplvv/2W/Pz8Orfr3bs3mzdvbsmuhBACgD59+qAoCgkJCfzjH//Qlm/YsIHY2FhUVZVp+VxYs2cUUVWVzz77jM8++0xbFhUVxahRoxg1ahTR0dGMHDkSX1/fau2sVisRERGMHTu2WlshhGiMgIAAwDaxelWKopCUlER0dDT+/v56lCbagWaF2quvvkpsbCyxsbGkpKRopyFPnz5Namoq//rXvwDbX7LevXtrQTdq1CiGDBnCpUuX+M9//tN6vRBCuAyLxYLJZMLNza3GOh8fHwDKysrauizRTjQr1H7zm99ovxcWFhIXF6eFXGxsLGfOnAFsR3PHjx/nxIkTrF+/HgCDoc0fti2EcCLZ2dl06dKFmTNnVrus0aNHD4YPH46iKGRkZOhYodBTix8S6u/vz/XXX8/111+vLbt06RL79+/XQi4uLo7s7GzAdvpRCCGaKz4+noiICEJDQzGZrn6ETZ8+HVVVKS8v58cff9SxQqGnVnvydVVhYWHMnj2b2bNna8vS0tK0kNu/fz/x8fHXYtdCCCd38uRJ9u7dy5gxY7QBavZLIFlZWWzbtk0bFSlczzUJtdpERkYSGRnJ7bffDshTsYUQzRcbG0tSUhIAe/fupbS0lMzMTO2MkHBdbRZqP1f1ydlCCNFUpaWlgC3gqvLw8GDAgAEkJCToUZbQmW6hJoQQrSk8PJyhQ4fSt29fTCaThJqLcqihiFu3bmXixIl4e3vj6+vL9OnT2bdvn95lCSF0YjKZGDx4MDExMSxevJiBAwfKFFkurllHah999BGjR4+uNhv/tbZ7925mzZrFwIEDeeGFF7BYLLz55ptMnjyZ7777TqbFEcKFdOjQgaFDhzJgwADc3d0B23V6VVXJyMggOTlZ5wqFXpoVanfeeSeKohAQEKDNHjJ69Giio6Pp3Llza9cIwCOPPELXrl356aef8Pb2BmDJkiX079+fP/zhD3zzzTfXZL9CiPZl4cKFREREAFeDLCcnh+TkZJKTk7VrbcI1tWiarPz8fLZv38727du15eHh4VrA2f9rn9amufLy8jh06BDLly/XAg2gY8eOTJ48mW3btrXo/YUQjsP+xVlVVS5evMj27du5dOmSzlWJ9qJZofaHP/xBm0UkNze32roLFy7wxRdf8MUXX2jLevXqxejRo5v9FGx/f3+OHz+uTYFTVXZ2drUbMIUQzs1qtWI0GlEUhU6dOjFv3jyOHz/OkSNHJNxE80Lt+eef134/ffp0tdlD4uPjaxz+p6SkcPLkyWaHmtForPX6XWJiIt9//z033HBDs95XCOF43n77bQYMGMCQIUMIDg7G09OTYcOGMWzYMLKzs+U0pItr8SFOjx496NGjB4sWLQKgsrKSpKQkLej279/PkSNHWn16rOLiYpYsWQLAk08+2arvLYRov8rKykhISCAhIYGIiAiGDBlC7969MRqNhISEMGnSJCZMmMCrr76qd6lCB61+3s5gMDB48GAGDx7M3XffDYDZbObgwYOtto/S0lJuvfVWDh06xO9+9zsmT57cau8thHAc586d49y5c+zcuVM7egsKCpKJ011Ym1yM8vT0ZOzYsa3yXvn5+cyePZvvv/+eu+66ixdeeKFR7YKCgggKCqpzvX3aruDg4Fap09HYPwSk/9L/plIUpd4QaYtr3mazmfj4eG2y46FDh17zfYr2yaFGWFy6dIkbbriBgwcPcu+99/LWW2/JdFtCuDA3NzcCAwMxGAzk5+dTVlamHb0J1+QwoVZUVKQF2qOPPsqaNWta9f3t97v8fDSnq7B/Q5f+S/+bytvbu9aRyddScHAwEydOpGfPntoyVVVJS0tj+/btFBYWtmk9ov1wmFB78MEHOXjwIA8//HCzAi0vLw+LxVLnelc97SRES5WWltY70rCoqKhV9+fn58fChQvx8vKq8bSPqKgo7rjjDj788ENKSkpadb/CMThEqB09epQPPviAwMBAhg0bxocfflhjm5iYGB0qE0K0tXHjxuHp6YnFYiE5OZnBgwejKArHjh2jV69e+Pj4cN1118mkDC7KIUJt9+7dgG2QyK9+9atat5FQE8I1dO/eHUVR2LlzJ4cPH2bw4MEA7Nmzh9TUVG688UYiIyP1LVLoxiHGvd53333aNa+6foQQrsE+Vd6ZM2dqrDt//jwAXl5ebVqTaD8cItSEEMLu8uXLQO3XwcPDwwHb5AzCNUmoCSEcyvnz51FVlZtuuqlasE2YMIGZM2eiKAonT57UsUKhJwk1IYRD+emnn7BYLLi7u1NeXq4tHzBgACaTiZycHH788UcdKxR6coiBIkIIYZeVlcXmzZuZNGmSdppRVVXKyspITk7m+++/p6KiQucqhV4k1IQQDufs2bOsX78egA0bNlBaWio3XAtAQk0I4eAuXryodwmiHZFQE0I4lOY+P3Hr1q2tXIlojyTUhBAOZcCAAc2ayFxCzTVIqAkhHE5TJ1yQp3m4Dgk1IYRDeffdd/UuQbRjEmpCCIfS2rP+C+cioSaEcFienp7ccsstKIrCJ598UuO1cD0SakIIh2U0GunSpYt2zeznr4XrkWmyhBBCOA0JNSGEEE5DQk0IIYTTkFATQgjhNCTUhBBCOA0JNSGEEE5DhvQLIZrkUp6Z7xIzuZBzGTc3A0N6BDGqbwfcTPIdWehPQk0I0SiVlZX8a89ptu4/j6nSwm9SbTc3vxa1gH/t8eaBuX3pGR4o94gJXUmoCeGCVFWlvPLq06HNljIAyqzl2jJ3g5sWUKqq8tTuN8mrzMRzpG39m9GhAJjYiRlYk/xfumd05YnRy9os2EpKSvjLX/5S52vheiTUhHAxqqqy+sC7nC7IqHe7ngHdeGzkPSiKQpHZTF5lZoPvnV58hvLKCjyM7q1VboM8PDzw8/PD3d0dVVWpqKigsLCQ8vLyhhsLpyOhJoSLKa+saDDQAE4VZGgBdSQ1X1u+7N/ZuFmqP/qlwqTwzi9CWrvUOnl4eDBmzBj69OmDv79/rdvk5eVx/PhxYmNjqaioqHUb4Xwk1IRwYSsnrsDd6E5QUBBgC4JyazkrvltZbbvC0quh4GZRcbP+/J2a9nyzlvDy8uKOO+4gMDAQVVXrfLZaYGAgY8eOpX///mzcuJGSkpI2q1HoR0JNCBfmbnTH48pPRWUFlkoLlyvM2vr0gnOgQKE1X1uW/cQvOfvlLqIPnQOg55pXiE3Lh6x32qTmiRMnEhAQgKqqXLp0iczMTMxmM1arLWmNRiNeXl6EhobSsWNHAgICmDhxIl9//XWb1Cf05bChdu+993LixAl27dqldylCOLw39v+TvRmxNZa/mvB3AFSrAcVoW7Z+fxI+Pc1EH7K9LsPElwcuQbe2qbVHjx4oisI333zD4cOH69120KBBzJgxg6ioqLYpTujOIUPtvffe45133mHy5Ml6lyKEwzuee5q9GbHMGzCLYGMAqPDOkY0A/HbkMnzcvVFVlef2vQZAxZkBBB4LBb4B4Ll/HuLS5Qq82ijU3N1tg1DOnz/f4LYXLlwAwM3N7ZrWJNoPhwo1q9XKCy+8wDPPPKN3KUI4hUq1kn+f3Eqv4EjmD7iZvLy8asP6I/zC8TC6V1uGwUqaTygv91lse325ggA/A2011jA3N5ewsDBmzpzJTz/9RFZWFpcvX8ZisQBXTz927NiRcePGoSgKubm5bVSd0JvDhJrZbGbMmDEkJiayZMkStm/frndJQji82IuHOFN0nt9P+jVl1nLKrOWUW+uPJ6/hO2osa8vB83FxccyaNYtOnToxd+7cRrcRrsGhQq2wsJCPP/6YBQsWEBkZqXdJQji8jce3APDintfr3c7d4EZYoYlL/pZ6t+sZ0A13w7U91Xfs2DHc3NyYNGmSdiqyLuXl5Xz33XccO3bsmtYk2g+HCTV/f39SUlIwmRymZCHaJXeDGz0DunGqETdf2wPqYnwSi/57gdTrZnH9kln1vndbzCZy+PBhjh49So8ePQgPD8ff318LuPLycgoLC7l48SKnT5/WTksK1+AwCWEwGDAYZMJUIVpKURT+d8hinv7hL4wIG8jtfW+udp+anT2gVIuVCx9soNC7I5PvuBkPY/v42LBYLJw4cYITJ07oXYpoR9rH304hRJvalv4dKiq39pyBh9EdT5MHQK3TW53491d4FedSdsd9eHvKR4Zo31zmb2hQUJD2bbQ29lkJgoOD26qkdsV+FCz9d/7+XyrJYdfZn7it/w1EdrKNw6+r/5dzcqnYvpWMiEEsnjcFg6HmqUVFUeo9i9LalwzuvvtuFEVh/fr1lJaWtup7C8fnMqEmhLD55Mh/8HX35uY+1ze4bexf/h/lGBnxwK9qDTQ9+Pv7NxikwnVJqF1hn0POVe9nsX9Dl/47d/8zCs+xNyOWxf3mUFpYSim2I53a+p975BhuyfGcHjaTER296/yz8fb2xsfH59oXf0VhYSFge76bED/nMqGWl5dX7ygoVzjtJFybqqr8++RWwr1DGddpeP3bWq1krPuIfM8QJtxZ92hHgNLS0npPAxYVFTWr3rq89957rfp+wrnI8bsQLiI5J4UTeanc1vsGjAZjvdum//dbPPOzKJ95K8EBXm1UYeN4e3vrXYJox1zmSE0IV1apVrL55FZ6B0YyqEOfere1FBRS/OV/ORnSj5tmjWyjChvvf//3f8nJySEuLo7k5ORatwkMDGTWrFmcPn2a+Ph4eZ6aC3HYI7W0tDSZoV+IRtp3IYHzJZe4rfcNDd4cfXzdx1gqocvCebi71X9Ep5eQkBBuvPFG5s6dW+tkxf7+/oSHh3Pdddfxy1/+UiY0diFypCaEkyu3lvOf09sZ1XEwkf5dqq2rsFQSdzyHczm2Ge9DKnIJPZzA8b6TWDCsS21v126oqkqPHj24/fbb2bRpE2VlZdo6k8mE2WzG09OT4OBgRowYwU8//aRjtaKtOOyRmhCicbZn/EBxeSm39pxebfmR1Hx+++YB/vF5MoPff47B7z/H+p9yeCNqPh2nT26T6a5awj5iOTw8nHnz5lU7Gjt9+jR/+9vfSEhIQFVV+vSp/5SrcB4SakI4saLyYr5J38vkLqMJ8bo6wvfU+SL++ulRCksrCPS9OouIj+Uyl42erN+eTtrFYj1KbrTPPvuM4mJbjfZg+/mN3ocO2Z5kGhgY2NblCZ1IqAnh4FRV1R4b8/Of/5yyPaLphsjqD9Td/N0ZlIpyRnT35bmYAdryifmHGRjhBeVlfL73TJv2o6mys7P517/+RUlJCQCdO3dm/vz5eHp6att06NABkHvaXIlcUxPCgamqyuoD73K6gRn3/1/ieh4beQ+KopBXVE5Saj5Pnt4ApyG9yqMJBxaeYuDuUwCsNCyhsLQCf+/2O8giPz+ff/3rXyxcuBAvLy86d+7MXXfdxfHjx1FVlQEDBqAoChcvXtS7VNFG5EhNCAdWXlnRYKABnCrIoLzSNqw9r7isga1tVCC/qC0f/9k8ubm5fPzxxxQUFKCqKp6engwdOpRhw4bh5uaGqqoySMSFyJGaEE5i5cQVuF+ZZT+14AyvJaxjQZ+b+eTEf6tt53Nlpv1Xey3mhfndubhqFUarbbadnmteodiisOLt+Grbtne5ubl88MEHXHfddQwePBij0XYrwuXLl9m+fTtnz57VuULRVhzjb6wQokHuRnc8jO6oqsqW0zvo4hvOmE7DaoRaWKAn3cJ8yLhUwvqPfmCk4kkwtgEXirs7W/adp1xxo0dnXzoEeOjRlXp98sknADWm5iovL2fnzp3s2bOHDh06oKoq2dnZ2hM4hGuQ049COJmES0mcLsjgF71vxKDU/CeuKAqzx0cAcMCjO//pe4u2bu2/j7M93nb96eax7fM+tXPnznHu3Lk6B39YrVYuXbpEVlaWBJoLkiM1IZxIUXkxHx/fwpCQfvQL7kmZtfZrYpH5aUzNjmNnh5FcKHPj5V5LbCsySlAUWHR9JCP6yCTfwvFIqAnhJFRV5aOjn6OisrjfnDq3K8vK5uK6DwjxDufxRQNJOJlH+qXLKApEdvRi6vBwwoPb1yTGQjSWhJoQTuKH8/EkZh/jV4Nux8PkTpm1nPKfHampFivJa/5GBSYil/0PA6ICGRAV6DLPkxPOT0JNCCfxacqXAPzjyL/q3CbpHx/jkXWenFv+h9H9O7dVaUK0GRkoIoQDcze40SOgW4Pb9QzoRuZPR3D7aQ+n+l7HtFvHtEF1QrQ9OVITwoEpisLgkL6cLsjgoaFL6BHUvdbtKrILOfXHP5Ed0JVpv17Q7icrFqK5JNSEcGBniy6w5fQOZnSfQP+Q3rVuU2m1kvCXt3FDoe+vl+Ht5V7rdkI4Awk1IRxUhbWCdUmfEu4Twuwe02zLLJWkXSymwlJJx2AvOvh7EPvOvwjIPkvpgl/RJSpM56qFuLYk1IRwUF+c3s6l0hxWjL4PRTWweU8GOxIuUnzZNuWVAvQIMjDlUAKZg8YzZeZofQsWog1IqAnhgE7kpbIj4wdu63UDnbw78vrm4ySk5OJWWWGbfR9Y3eMOTuW5cabrTTy5YLjOFQvRNmT0oxAO5rLFzPvJm+gV2J3ru43jx6QsW6CZDPzqpl7adrcWxBFuzqbc4MZH36bpV7AQbUhCTQgH88nx/1JaYWbJgHkYFAM7Ey7iVlnBrdFhRPfw07brnZPC/OgOeGLh1PliMjJLdKxaiLYhpx+FaEdUVdWee1abQ1lH+eniQe7sfxsdvAIBSLtYwuNXHvh56oPq2/tu/oBHgJd7LSHtYjHdOvpcs9qFaA8k1IRoJxr7FGuA788fYGyn4SiKgsHQuHvODHJvmnABEmpCtBONfYo1wOkrT7L2MLrTp4sfq8vvYEBxGjMv7cOI7XErPde8QmaxlefWJQLQp6v/NatdiPZCQk2IdqjqU6wBvj8Xx6cpX7F0wHzWJX+qLS8rqyDkwkmSDKEc8utFxxEDGfH1uwAknbvMR7vPUm5wY0jPQMKCPNu8H0K0NRkoIkQ7ZH+KdXmZwsmLOXx+fCcTI6IZGtZf2ybjxFn2/e5FxiR9xRBTHigKO09cHQzyxuZjZOWXERrowdIbe9W2GyGcjkMdqaWmprJ8+XJ27doFwOzZs1m9ejWhoaH6FiZEKzuWXsDWny5xNL3gypIpZBUFcybgamgVvvYX/BQPvO+5n0fGDOHHpGy2xZ7nZYPtgZ/eHkamDg7j5vFd8Pd206EXQrQ9hwm1nJwcpk6dSnl5OStWrMBisbBq1SoSExPZv38/7u4yn51oXxoayWjnbnCrMcHwXz89ismiVruROuFEHklp2RiH2rYp7tqHsQ/dhYefbUTj+EGhjB8USmFpBRUVlQT4umEyyskY4VocJtTWrFnD2bNnOXz4MP37207BjBkzhhkzZvDPf/6TZcuW6VyhcHaNCSl7QDVlJGPPgG48NvKe6vsCTB0uwmnb6/9bMpj3PjtGRqmK/ZnUY1f8Lx7Gml/m5KhMuDKHCbWNGzcyZcoULdAApk+fTt++fdm4cWOTQ63qB1ReYRk/peRSVlFJgKdKn27+GBSlxjfoqm3OZpVw+nwxAFGdfOkaZvu2XFebSlXlREYhF3Mv42Yy0L9bAMEBHjXaVN1HhaWSI6fzyS8ux9vTxOAegXh7muptU3K5giOp+ZSWWeng58GAqADt23pdbbLyzPx4PBeLtZJgH+gZ4YdST/9VVSXtYjEZmaUYDNCrsx+dQrzr73+lytH0Ai7lm/F0MzIwMgB/X/d66yort3L4dD5Flyvw83JjcI9APNyN9bYpLC4nKa0Ac4WVsEBP+ncPwGCo//9lemYx5w9nUamqhPop9O7qX6P/jQ0pe0A1ZSTjqYIMkrJPsOvsPm1ZeFAFK34xmczYnbYa//ERt6cf5f/1uBVLo95VCNfkEKGWl5fH6dOnmT9/fo11I0aM4Msvv2zS+zX4AZVq+4/9A6rBb955QHIT2+Rc/bXqN/U6ty+EjZea2KYAONvENgAnm9iX3Jr7aLBNdjP6crEZbdKbWFcW2tFR1TaNDalTV4baV1V+aBpWiwFPrDx46mMAXotaQIVJwWv4DgDeTPyQcJ+rM+gvOPgpZ+P+BbYMJ+hsEhjhV+c+5x1CGqxDCFflEKF27tw5ACIiImqs69SpEwUFBRQUFBAQENCo92vqB5SH0b1N2gBN+nZ/rds4U/9b2peqLidcz6DOftyw2zZ0fv2wO7lQUq4F1M9ZLQai+3Rk8aTOZD5hC7UhgxQOJBu1bRaF34T7iSLe97d9c3nnFxJcQjSHQ4RaUVERAN7e3jXWeXnZrjCUlJQ0OtSqUpJn8uBNval85RkAuqx8mQ/3pJPsY7sXqFJVa7QJyriZB2f1IveP/wdAyHN/4o2vT5HTZUu17dQqbfsWzWfJlO6cW/EkAKYnn+H1/6ZQ2X9brXVdTrieW8Z2Z+awENKWPwFA7n1Psm5HKp7Dav/wLD80jWUzeuDz+osAdP/zSrbEXmJb/Nk6P3DdT9zIr2/uhfmFPwLQ+aWXeHd7KmnBm2vdHqBT5q3874weXPq/PwDg/8zzvP7fkxRHVT9itlgrtd+HlS9g0XXdyHh8BQCVjz3N37amoAz8ts7+L5rSkwn9A0l9zNb/80t/y4bvz9TZFzVpOvff0BvDmucA6LZqJRu/z+Cg+ydaPR7G6m0C0m/iNzf3Jufp/9P6/9bWU5wN+7zOvtw6shO3jOzMqStlPL1wEH/97wn7QSGqqmK2lmnbB3pYGTQ4l9gL6XS7sixD2UGw9xAuX3kd/No/MVnBc1ZXzIHmWvtXVYipE+4GuXYmxM85RKjZw6G+R9A39/H0t4zsRJ9Qb05Zba99DQZiJnXn9wdsr09kFDK0Ryil5qtXMmImRxLm7U7RlTYhXu7ETO7OX0/ZXpdcrsDD151T54q0Nksmd8PPYMDtSpueHbyZM6ozm+uYY7ZniDdzoyOoLCvT2ozvGcyx9EIO1tGXKf1DGdk9UOuLl6qwYHxXklOyqp7trBa2vxgbQWSgl9bG32Rk6ZTuPGObhIIzl0ro1cmd3MKrH9JLpkQS7OFG3pU2nX08WDS+K+9esL2usNjCI/FUvtbmjgnd8FKVq/3v5MuMQR35tuZ3BgCGRQQwY3DHav2/fmAYyWkFnKij/zMHd2RAJ1+tL94o3DGhGwf3214nnspnXP9wKixXA+qO67oT6uVO4ZU2bmoFc8YE88aVU9A/HU3G21Ml5dzV/1G9N77KqY+u7jf9iRXcbIQ3F9huLXlsx5+004YAdyd/jNvh6rXevTmLCuN23uxva2O+ZSE9Rg7mt27e/N/f41CBG0eEMPBfrwEQ+vwLbPrxIrHHc/ByN/K7+8c0+++8EM5MUdVaDkXamcTERIYOHcratWv59a9/XW3d8uXLWbNmDcXFxfj41JysNS8vj2+//Zbp06cTFBQEgNlSxp2fPgzAA59kaR+adhVVPqA4H4FHhzNYLvtiDSxtVBtDni9u3oWU5UZApwuNauNeZvugLfcw1Ll9a7VRKw1UXBlC12D/M8PwCLxIeXEwaof8RrUxFbljdDdjzopC6ZKua/+rbm89F4l7x1Ss5Z7gXda4NoVBGP3zsOR0xNQhs1FtohPK8K5Q2T3as9F9WXfbGjxNtoFD/951kn9+eQy3ygqWXxnS/5deiynDhMGg8MQvRzBucKeab9gCBoPtz7CysrKBLWuyzT9Z960Dtf0brMvq1aubvP/WsHz5cl32K1qfQxypdetmO2lz4cKFGuvOnz9PYGBgrYHWGjpZAuhUqlJSbuI4jbve06u8A774c9Hiz3lq1lyb/qWdATjkcbGBLVveplKFw16Na9PVEkhoqYn8ck9Ok9+oNn3MYXhaKjlr8eNSw5trdcG17X9EhR+RRd25bDVwyDutUW1mKIPpbvDgvJeBrWwFwLT0Afzc3Ch6668AdPvjs5wqtsL5vwFw/zOvYzAo7N78GADvDFzImgcn42lQSbjvQQCGv/U6qz5NBGqe5v3FlF50CPDiXztStBupAfpHBrF4Zl+G9JLrbULUxSFCLTAwkKioKOLj42usS0hIYNSoUc1+7x9ufojf/mIYsUvvBmDQ317nUEY2pL0BwLK5swkP8uOypYzlu/8EQFrMY9w4NJxTV6719FzzCt8czgTz+wD87+134uXmQVZBMX+MO2bb0fKn6Rnuq7XpsXol725PA2zX7pbeZrsl4dFdzwPwdr9FPPc/I/EzqVqb7q+s5MV/JQFf1drm32OW8sRt/Um/ct2q55pXyDOr/PH9eGBHrW3ibnmQmEndtX0M+tvr/HDsAlz6fwDcN28eQT7eFJeZeWLvCwBkL1vBhD4dqvV/c+w5YD0A98xfiqfJg/RL+aw8fAQAr/97lu4BXlqbqNUrWfvfFODzWuv656Bf8sz/jMADq9Ym4uWXeHbDEWBbrW22Tl7GQzf3InX51f6n5V+GlNcB+J9bbqB7WABl1nKtTdL8h5g3pmu1/n8Vnw7F6wCYddNEfNw9Ka0oY+seW6gdKvfg1qGdyb1yirHM34N/70mBcNvrgoJ8qqoYuIOHdl25AGc/At7xLARf3SYvL6/agJTB3b0YtHQw57JLKb5sIcjPnY5BtsPr3Nwqw01bSYcOHQAwm82UlpY2qa23t/c1+1IpRFM5RKgBzJs3j1dffZVjx47Rr18/AL799luOHz/O448/3mD7vLw8LBbbdbEya7m2/McTl3hpw34mX/mA2p6cxcd7TsIA2+sgf9spoaqP7fj3/nMUlVYw+EqbTT+dYVviJTyG2V7bHwVivw8L4M2vTzJ7RCe6XWnzzjepxKbl4TW89nqLrSovfXqU2dFhBF9ps/qLY5wpKtNuvv251NzL/HXLCW6+sv13J7LZEnuJy1Bnm93HsqmwqIy70uarQxf59PvTGAbZXtvvi3MzXT299NF36WQXmOl3pc36vRnsTM7S+mK/1hPe4erAnr9+kcItIzvR6Uqbv315iiPni/DqWHtd2WUWXv70KDeNDMPvSps/bz5Gdpmlzr4cOV/I3748xbQr2+9MzuI/By6A7a8L4R1qtvz60CWKSq2MvdLm4x8y+G9chvb/0n6Pn7HK4112Wz5k949cDai41Vqg2bkb3OgZ0I1Tjbz5urZBH4qi0CW0bcLCfvrQx8enyaFWWlpabxv7QC8h2oLDhNoTTzzB+++/z7Rp01i+fDlms5lXXnmFkSNHEhMT0+z39Rq+gyQgyf4Blf2mFmh18Ry2g++A7+xt2Kh9CNZp4DdsKePqByGb8Krn8oLX8B0UAxtzq7bZglfX+tukU+V6WME/oE/dgWZvkwAkaG3e1gKtLm5DtrMD2KHV9XGd4Wxn6bfVNihGa7MZr7C6t/cavoMc4IPsqm2+bLAvx4Hj9u1L1mmBVl+beCDe3sbyj1r/XzY2pOwBpSiKdhN2Vp6Zr/afI+5YDuVXBqn07x7IDdGd6Nc9oNZpsoQQzeMwoRYaGsqePXt49NFHefrpp/H29mbu3LmsWrUKDw+PJr1XUz+g2rJNc77dX6s2ztT/ltZVNaTyCsvYeySLC9mlGI0K/boFMKpfBzzcjNUCSlEUPIzudAlxZ9lN/iydWUlRaQVeHka8PBzmn54QDsUhRj+2hH3k1ciRI/Hz89OW/3wev5CQqxffs7Nt013UN7VSXVrapjmT4LZGG2fvf0N1Nab/zqzqky6ysrJa9b2Lioo4cOCAjH4UbcJlvy7av0Xb2YdTA7VOEltbm+bsp7W3b6020v+G+y+EaP/kuRRCCCGchoSaEEIIp+H0px+tVttUDg0NUzaZrv5RuOIQZOm/9N+utftv/7dn/7coxLXk9ANF0tPT2b9/v95lCOHyRo8eTffu3fUuQzg5pw81s9lMZmYmPj4+GI3GhhsIIVqV1WqlpKSEjh074unpqXc5wsk5fagJIYRwHTJQRAghhNOQUBNCCOE0JNSEEEI4DQk1IYQQTkNCTQghhNOQUBNCCOE0JNSEEEI4DQk1IYQQTkNCTQghhNOQUBNCCOE0JNSEEEI4DQk1IYQQTkNCTQghhNOQUBNCCOE0JNSEEEI4DQk1IYQQTkNCTQghhNOQUBNCCOE0JNSEEEI4DQk1IYQQTkNCTQghhNOQUBNCCOE0JNSEEEI4DQk1IYQQTkNCTQghhNOQUBNCCOE0THoXcK2ZzWYyMzPx8fHBaDTqXY4QLsdqtVJSUkLHjh3x9PTUuxzh5Jw+1DIzM9m/f7/eZQjh8kaPHk337t3r3Wb16tVtVE11y5cv12W/ovU5VKiNHj2a2NjYGsvnzZvHp59+WmsbHx8fAPr374+3t3ed7+3v7w9AYWFhK1TqeKT/0n+4Nv0vLS3l6NGj2r9FIa4lhwk1VVVJTk5m7ty5zJs3r9q6+r792U85ent74+fnV+d2QUFB2n5ckfRf+g/Xtv9y+l+0BYcJtbS0NEpKSpgzZw4xMTF6lyOEEKIdcpjRj0lJSYDtNKIQQghRG4cNtZKSEj3LEUII0Q45TKgdOXIEPz8/HnvsMfz8/PD19aVnz55s3LhR79KEEEK0Ew4TaklJSRQVFZGfn8/777/P3//+d/z8/Ljjjjv44IMP9C5PCCFEO+AwA0XuvfderFYrDz74oLZs0aJFDBo0iMcff5zFixfL6CohhHBxDhNq9913X41lXl5e3HnnnTz77LMkJyczePDgOtsHBQVpw5ZrYx/KHBwc3PJiHZDBYDtol/5L/5tKURStfW1MJof5mBFOwGFOP9YlLCwMgOLiYp0rEUIIoTeH+Ap17tw5Zs6cycKFC3n66aerrTt27BgAUVFRLdqHqqqoqkpubm6L3sdR2b+hS/+l/03l7e0ts4WIdsMhQi0iIoL8/HzeeecdHnnkEW1Kn4yMDNatW8fUqVMJDw+v9z3y8vKwWCx1rnfV005CtFRpaSmlpaV1ri8qKmrDaoSrc4hQA3jjjTe47bbbGD9+PMuWLaOoqIjXX38dk8nEG2+8oXd5Qggh2gGHuaY2d+5cPvvsM3x8fFixYgWrV69m3Lhx/PDDDzLLiBBCCMCBjtQA5syZw5w5c/QuQwghRDvlMEdqQgghREMk1IQQQjgNCTUhhBBOQ0JNCCGE05BQE0II4TQk1IQQQjgNCTUhhBBOQ0JNCCGE05BQE0II4TQk1IQQQjgNCTUhhBBOQ0JNCCGE05BQE0II4TQk1IQQQjgNCTUhhBBOQ0JNCCGE05BQE0II4TQk1IQQQjgNCTUhhBBOQ0JNCCGE05BQE0II4TQk1IQQQjgNCTUhhBBOQ0JNCCGE0zDpXYAQQjTFDTfc0Kx2W7dubeVKRHskoSaEcCgDBgxAUZQmt5NQcw0OefoxMTERd3d3nnnmGb1LEULoRFXVRv8I1+FwR2oWi4WlS5dSUVGhdylCCB1t2LCBkpISALy9vVm8eDGKovDOO+9o29iXC9fhcKH20ksvkZSUpHcZQgidFRcXU1xcDEBlZaW2vKioSPu96nLhGhzq9OPhw4f505/+xFNPPaV3KUIIB9Cca2/CsTlMqFksFn71q18xY8YMYmJi9C5HCNGOGI1G7XeD4erHmj3U5IjNdThMqK1cuZKUlBTeeustvUsRQujIarUC4OHhoS3z8fHRfg8LC9N+Dw4OBpBr8C7EIUItKSmJ5557jj//+c906dJF73KEEDoym80AjBw5EkVRMBgMjBw5Ult/8803M3z4cEaMGMHMmTNRFIWCggK9yhVtrN0PFLFarSxdupQJEyawbNkyvcsRQujs/Pnz9OnTh0GDBtG7d28URcHd3R2LxUJ+fj4dOnRg6tSp1drI4DLX0e5DbdWqVSQmJrJ3716ys7MByMvLA6C0tJTs7GyCg4OrnUevTVBQEEFBQXWut9/LYj9d4Wrsf37Sf+l/U9mPlupiMrXux8y+ffuIiorCZDLh4eGh3Yt26NAhDh06xNy5c6v9W09ISCAhIaFVaxDtV7sPta+//pry8nJGjx5dY92qVatYtWoVqampREZGtn1xQog2l52dzcaNG5kwYQIRERGUl5eTlJTEDz/8gKqqrFu3ji5duuDl5UVmZiaFhYV6lyzaULsPtdWrV2tHZnaZmZnExMRw5513smTJEsLDw1u8H/u3vdzc3Ba/lyOyf0OX/kv/m8rb27vaQI22kJWVxebNm+tcf/bs2TasRrQn7T7Uql4AtktLSwOgR48eTJ8+vVHvk5eXh8ViqXO9q552EqKlSktLKS0trXN91ZuhW5ubmxsBAQEYDAby8vJklKNo/6EmhBA/5+HhwdSpU+nTp492zc5isZCcnMyuXbvq/QIrnJtDDOkXQgg7g8HAggULGDBgAEajUbt0YDQaGTJkCIsWLWpw4JhwXg55pBYZGSkzbwvhooYPH05ISAiqqpKdnc2ZM2cA6Nq1KyEhIYSFhTFixAji4uJ0rlTowSFDTQjhuvr27YuiKBw9epSvvvqq2rpZs2bRr18/+vXrJ6HmouQYXQjhUOyDumoLLfuywMDAtixJtCMSakIIh2KfpLjqJMZ2tS0TrkVCTQjhUOwzC40fP77abCUmk4nx48ejKAo5OTl6lSd0JtfUhBAOJTExkfDwcCIjI7n77ru5cOECqqrSuXNn7SbwxMREnasUepFQE0I4lKSkJKKioujduzc+Pj706tVLW6eqKikpKTKBsQuT049CCIezZcsW9uzZQ1FRkXafWnFxMXv37mXLli16lyd0JEdqQgiHdODAAQ4cOICHhweKomjPWROuTUJNCOGwAgMD6dChA4qikJWVJQ8DFRJqQgjH4+/vz6xZs4iIiKi2PC0tja1bt1JSUqJTZUJvck1NCOFQ3NzcWLhwIREREdr1NPtPZGQkixYtws3NTe8yhU7kSE0I4VBGjRqFr68vqqqSmppKRkYGAN26dSMqKoqAgACio6P54YcfdK5U6EFCTQjhUHr37o2iKBw4cIDdu3dry+Pj45k8eTIjRoygd+/eEmouSk4/CiEcSkBAAABHjhypsc6+zL6NcD0SakIIh1JZWQmAl5dXjXX2ZVartU1rEu2HhJoQwqFkZmYCMGnSJHx9fbXlPj4+TJ48GUVRtG2E65FrakIIh5KQkEDXrl0JDw/nrrvuIjc3F7A9ksY+wfHBgwd1rFDoSY7UhBAO5dSpU8THx6OqKkajkbCwMMLCwjAajaiqyoEDBzh58qTeZQqdyJGaEMLh7N69m/PnzzN8+HDCwsIA2yNp4uPjOXHihM7VCT1JqAkhHFJKSgopKSl6lyHaGTn9KIRwOG5ubowZMwZvb29tWZcuXejVq5fMJuLi5EhNCOFQTCYT8+fPp1OnTly4cIGMjAxmzpzJoEGDACgqKmLDhg0UFxfrXKnQgxypCSEcyvDhwwkPDwdss/SHhYUxcOBAbf5HPz8/xo8fr3OVQi8SakIIh9K3b18URSEpKYnDhw/Tp08fwHaNbdeuXaiqSrdu3XSuUuhFQk0I4VD8/f0BiIuL0wJMURSSk5M5ffo0YLsRW7gmCTUhhEOxDwSxWq0YjUZCQ0NRVZVz585pN1+rqqpniUJHDhVqO3bsYMKECfj5+REREcEjjzwiF4OFcDH2B4D27NmTqKgoDAYDOTk5VFRUMHbsWAAKCwv1LFHoyGFGP+7YsYMZM2YwcuRIXn75Zc6cOcNf//pX4uLi2LNnDwaDQ+WzEKKZMjIyGDhwIJMnT9aWpaWlYTAY6NOnD4qiyP1rLsxhQu3xxx+nW7du7N69W5uJu1u3bjz44INs3bqVWbNm6VyhEKIt/PTTT/Tq1QsPDw/Adhry4MGDWCwWioqKyMrKYt++fTpXKfTiEKFmNpsJDQ1l3rx51R43Yf+mlpiYKKEmhIsoKChg/fr1jBgxAoPBQGJiona68ZNPPpFTjy7OIULN09OTr7/+usZy+0zcMnxXCNeSn5/Pjh07aiwvLCzEz88PsN2ELVyPQ4Taz6Wnp7Nz506WL1/OoEGDuO222/QuSQjRDvj4+HDPPfegKApr1qzRuxyhA4cLtdzcXCIjIwHw9vZm7dq1eHp66luUEKLNBAUFMX78eEJDQzEajSiKoq2z/66qKvfccw8AmzZtIi8vT5daRdtzuCGDiqKwceNG3n//fQYMGMD06dPZtGmT3mUJIdrItGnT6Nu3L8HBwQQEBODv76/92E89Avj5+eHv78+kSZN0rFa0NYc7UgsKCmLhwoUAzJ8/n0GDBvHoo48yb968BtsFBQXVud5+s2ZwcHDrFetA7LdESP+l/02lKEq9t9TYb4huLfZ5H8vLyzGbzdVutDYYDPj6+qIoCgUFBQCEhIQQEhJCdnZ2q9Yh2ieHC7WqvLy8mD17Nq+99hrZ2dmEhIToXZIQ4hqrrKwEYOPGjTWCysfHh3vvvReA9957r81rE/prVqg99NBDREdHEx0dTf/+/Vu7phqOHTvGjTfeyBNPPMEDDzxQbV1RURGKomj3rDSXfYbv3NzcFr2Po7J/Q5f+S/+bytvbu03nWjx+/Dh+fn5auFVVUVFBUlJStetswrU0K9TeeOMN7S+Nr68vI0aM0EIuOjpaG8jRWnr16kVBQQFvvfUW99xzD+7u7oBtFOSnn37K5MmTq51Lr01eXh4Wi6XO9a562kmIliotLaW0tLTO9a09tH779u11risvL2fbtm2tuj/hWFp0+lFVVYqKitizZw979uzRlgcHBzNq1KhqQWc/D96sIk0m1q5dy5133snkyZOJiYkhJyeH119/HYPBwNq1a1vSDSGEEE6iRaG2du1a4uPjiYuLIzk5GavVCkBOTg7btm2r9o2pc+fO1UJu1KhRBAYGNnpfMTExuLu7s3LlSh577DF8fHyYNm0aL7zwgvY8JSGEEK6tRaF2//33a6OezGYzCQkJxMXFaT/Hjx/XznufO3eO8+fP8/nnnwO2EVP1nQ6szYIFC1iwYEFLShZCCOHEmhVqFy5cYN++fdWG8Xp6ejJu3DjGjRunLSsuLtaO5Ow/p06dkmcdCSGEuCaaFWodO3Zkzpw5DW7n6+vLpEmTqt38mJOTQ2hoaHN2K4QQQtSrzWcUacp1NCGEEKIp2uTm6/T0dJKTk5k1axZGo5F3331XnnckhGiWRx99tFn3ockEx66h1UKtsrKSlJQUjh49ytGjR0lOTubo0aMcP36c0tLSagND7rrrLu66667W2rUQwgU15dq83IztOpoVaomJidWCKzk5mZMnT1JRUVFtOxkQIoS4VrKzszGbzXqXIdqZZoXasGHDqn3zqSu8FEXh+uuvp1+/fvTr1695FQohRC327NlDenq63mWIdqbFM4p06tSJXr16VfvJzc3l/vvvB+Cbb75plUKFEEKIhrQo1BRFYeDAgbz22mvVjsR2797d4sKEEEKIpmrWkP7333+fiIgIVFVl+/btDB06lOXLl7f6xKVCCCFEUzQr1GJiYjhx4gTPPvssPj4+VFRU8Oqrr9KnTx/WrVsnA0SEEELootk3X3t6evLUU09x4sQJli5diqIoZGZmcvfddxMTE9OaNQohhBCN0uIZRcLDw/n73/9OXFwcU6dORVVVLly4oK3/4IMPWroLIYTQZGVlcenSJcrLy/UuRbRDrTZN1rBhw9i+fTufffYZvXv31pYvXbqUUaNGsWvXrtbalRDChX344Yd8+OGH1b48C2HXrNGP8fHxDB06FKPRWGPdrbfeyk033cQbb7zB888/T25uLvHx8UyfPr3Jj5oRQojaGI1Ghg4dSv/+/QkMDMRgMJCXl8exY8eIj4/XHnklXE+zjtTsD/isa0CIyWTi4Ycf5uTJk/zmN7/Bzc1NBo8IIVqFyWRi0aJFTJkyhY4dO+Lu7o7JZCIsLIxJkyZx++231/qFW7iGZp9+LC0tbTCoAgMDefXVVzly5Ai33nprc3clhBCa6OhowsLCUFWVvLw8wHbPbGFhIaqqEhERwejRo3WuUuilRdfUbr/9dl5++WW+/fZb8vPz69yud+/ebN68uSW7EkIIAPr06YOiKCQkJPCPf/xDW75hwwZiY2NRVVWm5XNhzZ5RRFVVPvvsMz777DNtWVRUFKNGjWLUqFFER0czcuRIfH19q7WzWq1EREQwduzYam2FEKIxAgICANvE6lUpikJSUhLR0dH4+/vrUZpoB5oVaq+++iqxsbHExsaSkpKinYY8ffo0qamp/Otf/wJsf8l69+6tBd2oUaMYMmQIly5d4j//+U/r9UII4TIsFgsmkwk3N7ca63x8fAAoKytr67JEO9GsUPvNb36j/V5YWEhcXJwWcrGxsZw5cwawHc0dP36cEydOsH79egAMhjZ/2LYQwolkZ2fTpUsXZs6cWe2yRo8ePRg+fDiKopCRkaFjhUJPLX5IqL+/P9dffz3XX3+9tuzSpUvs379fC7m4uDiys7MB2+lHIYRorvj4eCIiIggNDcVkuvoRNn36dFRVpby8nB9//FHHCoWeWu3J11WFhYUxe/ZsZs+erS1LS0vTQm7//v3Ex8dfi10LIZzcyZMn2bt3L2PGjNEGqNkvgWRlZbFt2zZtVKRwPdck1GoTGRlJZGQkt99+OyBPxRZCNF9sbCxJSUkA7N27l9LSUjIzM7UzQsJ1tVmo/VzVJ2cLIURTlZaWAraAq8rDw4MBAwaQkJCgR1lCZ7qFmhBCtKbw8HCGDh1K3759MZlMEmouyqGGIm7dupWJEyfi7e2Nr68v06dPZ9++fXqXJYTQiclkYvDgwcTExLB48WIGDhwoU2S5uGYdqX300UeMHj262mz819ru3buZNWsWAwcO5IUXXsBisfDmm28yefJkvvvuO5kWRwgX0qFDB4YOHcqAAQNwd3cHbNfpVVUlIyOD5ORknSsUemlWqN15550oikJAQIA2e8jo0aOJjo6mc+fOrV0jAI888ghdu3blp59+wtvbG4AlS5bQv39//vCHP/DNN99ck/0KIdqXhQsXEhERAVwNspycHJKTk0lOTtautQnX1KJpsvLz89m+fTvbt2/XloeHh2sBZ/+vfVqb5srLy+PQoUMsX75cCzSAjh07MnnyZLZt29ai9xdCOA77F2dVVbl48SLbt2/n0qVLOlcl2otmhdof/vAHbRaR3NzcausuXLjAF198wRdffKEt69WrF6NHj272U7D9/f05fvy4NgVOVdnZ2dVuwBRCODer1YrRaERRFDp16sS8efM4fvw4R44ckXATzQu1559/Xvv99OnT1WYPiY+Pr3H4n5KSwsmTJ5sdakajsdbrd4mJiXz//ffccMMNzXpfIYTjefvttxkwYABDhgwhODgYT09Phg0bxrBhw8jOzpbTkC6uxYc4PXr0oEePHixatAiAyspKkpKStKDbv38/R44cafXpsYqLi1myZAkATz75ZKu+txCi/SorKyMhIYGEhAQiIiIYMmQIvXv3xmg0EhISwqRJk5gwYQKvvvqq3qUKHbT6eTuDwcDgwYMZPHgwd999NwBms5mDBw+22j5KS0u59dZbOXToEL/73e+YPHlyq723EMJxnDt3jnPnzrFz507t6C0oKEgmTndhbXIxytPTk7Fjx7bKe+Xn5zN79my+//577rrrLl544YVGtQsKCiIoKKjO9fZpu4KDg1ulTkdj/xCQ/kv/m0pRlHpDpC2ueZvNZuLj47XJjocOHXrN9ynaJ4caYXHp0iVuuOEGDh48yL333stbb70l020J4cLc3NwIDAzEYDCQn59PWVmZdvQmXJPDhFpRUZEWaI8++ihr1qxp1fe33+/y89GcrsL+DV36L/1vKm9v71pHJl9LwcHBTJw4kZ49e2rLVFUlLS2N7du3U1hY2Kb1iPbDYULtwQcf5ODBgzz88MPNCrS8vDwsFkud6131tJMQLVVaWlrvSMOioqJW3Z+fnx8LFy7Ey8urxtM+oqKiuOOOO/jwww8pKSlp1f0Kx+AQoXb06FE++OADAgMDGTZsGB9++GGNbWJiYnSoTAjR1saNG4enpycWi4Xk5GQGDx6MoigcO3aMXr164ePjw3XXXSeTMrgohwi13bt3A7ZBIr/61a9q3UZCTQjX0L17dxRFYefOnRw+fJjBgwcDsGfPHlJTU7nxxhuJjIzUt0ihG4cY93rfffdp17zq+hFCuAb7VHlnzpypse78+fMAeHl5tWlNov1wiFATQgi7y5cvA7VfBw8PDwdskzMI1yShJoRoFFVVKbOW1/vTFmdNzp8/j6qq3HTTTdWCbcKECcycORNFUTh58uQ1r0O0Tw5xTU0IoS9VVVl94F1OF2TUu13PgG48NvKea3r/6E8//URUVBTu7u6Ul5drywcMGKA9hubHH3+8ZvsX7ZscqQkhGlReWdFgoAGcKsigvLLimtaSlZXF5s2buXjxonaaUVVVzGYzCQkJrF+/vlrYCdciR2pCiCZZOXEF7kb3asvKreWs+G5lm9Vw9uxZ1q9fD8CGDRsoLS2VG64FIKEmhGgid6M7Hj8LNT1dvHhR7xJEOyKhJoRoluSck0T6R+Dt1rbD55v7/MStW7e2ciWiPZJQE0I0WXFFKW8nrueG7hO5qcfUNt33gAEDmjUQRULNNUioCSGa7Luz+1FRmdglWpf9N/XWAXmah+uQUBNCNElFpYXdZ39iTPgw/Nx923z/7777bpvvUzgOCTUhRJPsv3CIwvJiJkZEU2a1DZ0vt7bdEPrWnvVfOBcJNSFEk3ya8iUAL8f+TedKwNPTk1tuuQVFUfjkk09qvBauR0JNCNEgd4MbPQO6caoRM4q4G9zaqCowGo106dJFu2b289fC9UioCSEapCgKt3RcwMu7ElArDXhi5cFTHwPwWtQCKgwmBnQP5OEpgyRQhK5kmiwhRINUVeW9r06gWtzpGu7Bi3ePws0Kbla4b/YA3I3uJKcWsy8pW+9ShYuTUBNCNCjlbBGXcitwp4zHbumPn9vVIfVDunlz66gw3Cor2HlQZvcQ+pLTj0KIBqVcyAXgsZMfk/n4x2RWWXfqsSfoBSwH1rgv1aE6Ia6SIzUhRINOFqQ2ajujUa6nCX1JqAkh6lVmLSetMgGANT3uwPOPL3IquIe2vueaV/jhlt+wuscdDOgeoFeZQgASakKIBuw7n0C5KZ/+Ub6UG9x45ZPjlJVZtfUf7z3PnqP5VBjcmD6qk46VCiGhJoSoR6VayY4zPzA8bCD/O7sf4cGelFaofNVxvLbN7oO2K2zzJnWjXzc5UhP6koEiQog6JWYfI+tyLksHzifAx52pnSvJOHmIxI5DeLnXEhRgQGQAM6M7M6RnUJvXV1JSwl/+8pc6XwvXI6EmhKjT9vQf6BnQjaiArpSVW2H714xUS7nr4WWUWcFkNOBm0veEj4eHB35+fri7u6OqKhUVFRQWFlJe3nbzUYr2Q0JNCFGrtIKznCpI597BdwDw3ZZ9dC86i++dSzGYTHjp+Onh4eHBmDFj6NOnD/7+/rVuk5eXx/Hjx4mNjaWioqKNKxR6kVATQtTq24zvCfUKZkhoP0ouV2DctZWSoI70mTha17q8vLy44447CAwMRFXVOp+tFhgYyNixY+nfvz8bN26kpKSkjSsVepBQE0LUkHM5j4RLSSzoczMGxcD3m3fRvfQSgXfej2LQ93TjxIkTCQgIQFVVLl26RGZmJmazGavVNiLTaDTi5eVFaGgoHTt2JCAggIkTJ/L111/rWrdoGw4bavfeey8nTpxg165depcihNPZeeZHvEyejO08nIIiM17ff0NxWFf6jBqid2n06NEDRVH45ptvOHz4cL3bDho0iBkzZhAVFdVG1Qm9OeSQ/vfee4933nlH7zKEcEqlFZf5/vwBJnaJxsPozo//2k5YWR6Rv5zfLmbgd3d3B+D8+fMNbnvhwgUA3Nza7nE4Ql8OFWpWq5XnnnuOZcuW6V2KEE7r+/MHsFZamdJlLDl5pQTG7qKoSy86DOyrd2kA5Oba5qGcOXMmPXr0wM/PD5Pp6kkno9GIr68vPXv2ZNasWSiKorURzs9hTj+azWbGjBlDYmIiS5YsYfv27XqXJITTsVZa2XnmR0aFDyHAw48v/76ZnhVFhN/5oN6laeLi4pg1axadOnVi7ty5jW4jXINDhVphYSEff/wxCxYsIDIyUu+ShHBYqqpSXnl1mLvZUgbAvosHyS8rZGJENBczCwk99B3FPQcS0DNSp0prOnbsGG5ubkyaNEk7FVmX8vJyvvvuO44dO9ZG1Qm9OUyo+fv7k5KSUu00gxCi6VRVZfWBdzldkFHnNqvi/h9BJd780nKZ7kvmt2F1jXP48GGOHj1Kjx49CA8Px9/fXwu48vJyCgsLuXjxIqdPn8ZisehcrWhLDpMQBoMBg85DiYVwBuWVFfUGml2eTylFg4biE9E+Jym2WCycOHGCEydO6F2KaEccJtSEEK1v5cQVuBvdCQoK4i8/vEtmcTaPDF/Kk3tfAaDfHXP1LVCIJnKZUAsKCiIoqO4JV+2zEgQHB7dVSe2K/ShY+u/8/bdfPwPoGNIRT5MHF4ovcSgzmfuiYyjKvXq6rlPvnniaPOp9P0VR6j2L0tqXDO6++24URWH9+vWUlpa26nsLxyfn84QQ/Of4twR6+nNd11EkrPuX3uXUy9/fH39/f7kcIWrlMkdqDbHPIeeq97PYj1Ck/87f/zLr1dnrj506z7YDZ/nxpJVQ74m8cu57+p07BdgGXeTl5eFhrH+Eobe3Nz4+Ptey5GoKCwsBqKysbLN9CsfhMqGWl5dX7ygoVzjtJMTPPbPuEKrVBASRWVxJ5qViYrvOwpPG3wdaWlpa72nAoqKiVqj0qvfee69V3084F5cJNSFETapixcP3Ir8+vAOATR2nkObfUeeqhGg+CTUhXEzVR7V4DbeF2Zv9Q68sScKLJB2qahqTycTo0aNxc3Nj9+7dAPTr1w+ArKwscnNz63wkjXBuDhtqaWlpepcghEPKL7RiLQrC6JdX73bWoiCKiirxCGybuhrLZDKxaNEiwsLCuHjxorZ8xIgRhIeHA7Z5YnNzc8nKyiI7O5usrCzS09P1Klm0IYcNNSFE85SarZQfG8Py1A/q3W511I2UjrO2UVWNFx0dTWhoKKqqVhsB6eHhoR2dGQwGQkJCCA0N1davWbOmzWsVbU/GxArhYoL83AEFNyv1/igoBPq2v0e29O7dG0VRSE5O5sMPP9SW7927F7ANTNm/fz8nTpzg0qVLchrSxciRmhAuRnUzY/TPYXWPO+jZ0YsZ+z7CR7XdkN39lZW8/XUaSWn5DOkZhL9P/cP59RAQEABAbGxsteX2SxI+Pj78+OOPVFZW4uPjw7333tvWJQodyZGaEC7mi1Pf4N89g0o3d45lWfiw643auqc/TOZgRgmqmztzJnTVscq62W/N+fltOPYZg4xGY4Oz9wvnJUdqQriQtMKz7L94iMXD5nD6bD77sg0Um7y19fnF5fj7enPvLb2J6uSrY6V1O3PmDL1792bGjBkEBASQk5ODn58fo0ePRlEUSkpKMJvNepcpdCKhJoSLUFWVf6d8TWefMCLMEfjEf0CvLj2onHsHh3KfAmBpB3ei+3XAzdR+T+Ls27ePHj164OXlxeTJk2us//lpSeFaJNSEcBEHs5I5mZ/OA0OXkPLnj+ioKIz49f/gGRToUNOEZWdn8+9//5uZM2dq19fAFtrx8fHEx8dryyorKyksLERRFD1KFTqQUBPCBVgqLXx2chsDO/Qm+9sMumefxDh/MZ5BgXqX1ixnz57lH//4B5GRkQQHB2OxWEhPTyc/P7/adpcvX5ZptVyMhJoQLmD32f1kX87jFx1vwrLzLQoiehF9w0S9y2oRVVVJTU0lNTVV71JEO9J+T5wLIVpFcUUpX6bu5LqIUWT+/SvcsDLw17+SU3LCKUmoCeHkvkrdhaqqdDzmTffMY7jddCs+oR30LkuIa0JCTQgnllmaze6zPzEhZDQBX39Jflh3+t06Te+yhLhm5JqaEA5OVVXKKytqXbcp5WsC3P3w3HQMj8oKuv/6bjntKJyahJoQDkxVVVYfeJfTBRn1bnegbwVd+9+If+ewNqpMCH1IqAnhwMorKxoMNIALoW70niSnHYXzk1ATwknMDb6L3fHZnM+5bFtgsBJhzCZ3SCIAikEuoQvnJ6EmhJPY8M0Z3CwqT57eAMDqHndwztQRL53rEqItyVc3IZyEosCt13XRXk8u3Ie/pVTHioRoexJqQjiJ6UOCyfH8Xns9LDuNu6ZFaK8zcy/rUZYQbUpOPwrhJIb8+3XcrFdfm1BR//4GLAgF4NT5IrqFBtTRWgjnIKEmhJOoMCmAWssyG1VFCKcnoSaEAysuL9Z+f+cXIfVu2z3c51qXI4Tu5JqaEA4q15zPawn/BItHg9u6l4fQo2PgtS9KCJ3JkZoQ7Uh9U15VlXc5n7UH38dabuG2b/L5yWckp3wicKu08JvUTwB4LWoBFQYTPp4mHr9jqEyPJVyChJoQ7URjp7wCMCgGfMvdmfvlBRRTBx64dxrfp5ez/cAFVkctubINjOwVzPwp3QkPlrvVhGuQUBOinWjslFcAlWol8/57FkunQYxavgyThzu3RMCsMZ05m1VKeUUlHYM9CfBxv8ZVC9G+ONQ1tdTUVH7xi18QHBxMcHAwS5YsISsrS++yhGh1Hik3YomdygOfZPHAJ1lYYqdy+cAMyo5Fa9uo425k7O8ewORxNbhMRgOR4b706eovgSZcksMcqeXk5DB16lTKy8tZsWIFFouFVatWkZiYyP79+3F3l3/Aon1p7PUxd4Nbjetd+YVWOvl6a/edRQ/x5odkM5Ulgdo2QxfOkutkQvyMw4TamjVrOHv2LIcPH6Z///4AjBkzhhkzZvDPf/6TZcuW6VyhcHaNCSl7QDXl+ljPgG48NvKeastCvRVWLOjDxYO218cr/8NAbxOnCiY2t3whXILDhNrGjRuZMmWKFmgA06dPp2/fvmzcuLHJoVb1AyqvsIyfUnIpq6gkwFOlTzd/DIpS4xt01TZns0o4fd52j1BUJ1+6htnuAaqrTaWqciKjkIu5l3EzGejfLYDgAI8abaruo8JSyZHT+eQXl+PtaWJwj0C8PU31tim5XMGR1HxKy6x08PNgQFQAJqOh3jZZeWZ+PJ6LxVpJsA/0jPBDqaf/qqqSdrGYjMxSDAbo1dmPTiHe9fe/UuVoegGX8s14uhkZGBmAv697vXWVlVs5fDqfossV+Hm5MbhHIB7uxnrbFBaXk5RWgLnCSligJ/27B2Aw1P//MvViERcOZ2GtVAn1U+jbzb9G/xsbUvaAasr1sVMFGTXCcsnhj7RAA1j2WQ4AFcZPeXN0aKPeVwhX5BChlpeXx+nTp5k/f36NdSNGjODLL79s0vs1+AGVavuP/QOqwW/eeUByE9vkXP216jf1OrcvhI2XmtimADjbxDYAJ5vYl9ya+2iwTXYz+nKxGW3Sm1FXLf//GxtStQXU5YTrodJIoIfK3cm2GfRfi1pAhUnBa/gOwDbwIy3/TIPvL4Son0OE2rlz5wCIiIiosa5Tp04UFBRQUFBAQEDj5rVr6geUh9G9TdoAzfp2f63aOFP/W9qXqi4nXM+o7oFM/vZtAD6NXkp6/mUtoGqoNDJzZFd+MTactIdtobbspn68te2Utsnvtr9EualSe/1Z19FMriwgLOM4AD3XvILBw4M1nx4GPm+wdiFclUOEWlFREQDe3t411nl52e6/KSkpaXSoVaUkz+TBm3pT+cozAHRZ+TIf7kkn2edTACprmTAvKONmHpzVi9w//h8AIc/9iTe+PkVOly3VtlOrtO1bNJ8lU7pzbsWTAJiefIbX/5tCZf9ttdZ1OeF6bhnbnZnDQkhb/gQAufc9ybodqXgOq/3Ds/zQNJbN6IHP6y8C0P3PK9kSe4lt8Wfr/MB1P3Ejv765F+YX/ghA55de4t3tqaQFb651e4BOmbfyvzN6cOn//gCA/zPP8/p/T1IcVf2I2WK9+iE9rHwBi67rRsbjKwCofOxp/rY1BWXgt3X2f9GUnkzoH0jqY7b+n1/6WzZ8f6bOvqhJ07n/ht4Y1jwHQLdVK9n4fQYH3T/R6vEwVm8TmH4Tv7m5N9lP/5/W/7e3neZM6GfVtquwXO3L7WO7MHNIR05ttb1+cl5/3vjqJKeoXYS/iduv60RlWZm27LsTH+AR0El73fdkKaGlQewYYZtJP8O3B0E396Xiz8/a9m9SiD2RQ9KFIrzC69iREMIxQs0eDvWN9GruKLBbRnaiT6g3p66MMvM1GIiZ1J3fH7C9PpFRyNAeoZSaLVqbmMmRhHm7U3SlTYiXOzGTu/PXK59qJZcr8PB159S5Iq3Nksnd8DMYtNFsPTt4M2dUZzaX1F5XzxBv5kZHUFlWprUZ3zOYY+mFHKyjL1P6hzKye6DWFy9VYcH4riSnZFU921ktbH8xNoLIQC+tjb/JyNIp3XnG9rBkzlwqoVcnd3ILr34gL5kSSbCHG3lX2nT28WDR+K68e8H2usJiC4/EU/lamzsmdMNLVa72v5MvMwZ15Ns6JtkdFhHAjMEdq/X/+oFhJKcVcKKO/s8c3JEBnXy1vnijcMeEbhzcb3udeCqfcf3DqwXUouu6E+LlTsGVNp6qldtGh/DalVOQ8Ukp+HsqHD1bqLXp9sFqbR8A6Y+v4AYjvHllNvw//3s1FsUCQVf2kfA+p+Ler1brzV+nUmFM5c0etjb/c/ezGN1M7Nj1PACmwdt5M2O7NsM+P74CgNfwOjovhABAUdX2P3d3YmIiQ4cOZe3atfz617+utm758uWsWbOG4uJifHxqTtial5fHt99+y/Tp0wkKsn3KmC1l3PnpwwA88ElWtcd1AFRU+YDifAQeHc5gueyLNbC0UW0Meb64eRdSlhsBnS40qo17me2DttzDUOf2rdVGrTRQcWWCiQb7nxmGR+BFyouDUTvkN6qNqcgdo7sZc1YUSpf0a9Z/t3Jbmwr3uttU3d56LhL3jqlYyz3Bu6xxbQqDMPrnYcnpiKlDZqPahGaCuwrnrhxRNaYv625bg4fRnWd2ruF4zumaG/9M3w49eGbqY602pN9gsP0ZVlZWNrBlTYqiaO1rU9u/wbqsXr26yftvDcuXL9dlv6L1OcSRWrdu3QC4cOFCjXXnz58nMDCw1kBrDZ0sAXQqVSkpN3Gcxl3v6VXeAV/8uWjx5zw1a65N/9LOABzyuNjAli1vU6nCYa/GtelqCSS01ER+uSenyW9Umz7mMDwtlZy1+HGp4c21uqBpfRlU0gUUSHA/36jtIyz+RJZEcdlq4JB3w8EBMNk0gK4eHlz0N7ATW6hV3ve/eLl7cPkvrwEw4LVXSc4qgZOvArDy3tUYDApLNz8GwJt9FvLX30wj2EMh7i7bKN3h777NUx/EAZ9p+1IUhWemPkaZtRyAC9kl7Eu6SFFJBR0CPLluSDiBfp4AeBjd5R41IWrhEKEWGBhIVFQU8fHxNdYlJCQwatSoZr/3Dzc/xG9/MYzYpXcDMOhvr3MoIxvS3gBg2dzZhAf5cdlSxvLdfwIgLeYxbhwazqkr13p6rnmFbw5ngtl2iul/b78TLzcPsgqK+WPcMduOlj9Nz3BfrU2P1St5d3saYLt2t/Q224fdo1dOP73dbxHP/c9I/Eyq1qb7Kyt58V9JwFe1tvn3mKU8cVt/0q9ct+q55hXyzCp/fD8e2FFrm7hbHiRmUndtH4P+9jo/HLsAl/4fAPfNm0eQjzfFZWae2PsCANnLVjChT4dq/d8cew5YD8A985fiafIg/VI+Kw8fAcDr/56le4CX1iZq9UrW/jcF+6CHn9f1z0G/5Jn/GYEHVq1NxMsv8eyGI4DtOuSS22z/zxKutNk6eRkP3dyL1OVX+5+WfxlSXgfgf2bPpHtYAGXWcm0/R+Y9xPyxXav1/8sD6VCyDoA5N0zBx92TyxVl7Nxju/6XmOPDHRO62QeJUlBhZf3ONOh65XVBPlVdVuH37/3ILaM7Enzlmt5zH8VyIrMIL1uWk5eXV2NASoA73DC8ygU01Uppoe18dSl1nLdupg4dOgBgNpspLS1tUltvb+9r9qVSiKZyiFADmDdvHq+++irHjh2jX79+AHz77bccP36cxx9/vMH2eXl5WCy262L2b8IAP564xEsb9jP5yofN9uQsPt5zEgbYXgf52+4lM1T5Vvzv/ecoKq1g8JU2m346w7bES3gMs702GGzb2u/DAnjz65PMHtGJblfavPNNKrFpeXVeIym2qrz06VFmR4dpH4SrvzjGmaIy6pqaNjX3Mn/dcoKbr2z/3YlstsRe4jLU2Wb3sWwqLCrjrrT56tBFPv3+NIZBttf2++LcTFdPL330XTrZBWb6XWmzfm8GO5OztL7YjyDCO1wd2PPXL1K4ZWQnOl1p87cvT3HkfBFeHWuvK7vMwsufHuWmkWH4XWnz583HyC6z1NmXI+cL+duXp5h2ZfudyVn858AFsP11IbxDzZZbEy9RWGpl/JU2G79P58sDGdr/S/s9fvb/pwDbD57jZFoO86+0eWpdHPkVlXh1rb0ur+E7KAE25nH1Ghmft6sBH/bThz4+Pk0OtdLS0nrb2Ad6CdEWHCbUnnjiCd5//32mTZvG8uXLMZvNvPLKK4wcOZKYmJhmv6/X8B0kAUn2D5vsN7VAq4vnsB18B3ynfUBt1D4E6zTwG7aUUeVDbRNe9Vxe8Bq+g2JgY27VNlvq/OC0t0mnyvWwgn9An7oDzd4mAUjQ2rytBVpd3IZsZwewQ6vr4wYHMFj6bbUNitHabMYrrP66coAPsqu2+bLBvhwHjtu3L1mnBVp9bQ4CB+1trOsa/H/pNXwHl4A3o+x1fVujLneDGz0DunGqkTOKuBvcGtxOCNEwhwm10NBQ9uzZw6OPPsrTTz+Nt7c3c+fOZdWqVXh4NPyQxKoa+4FT9cOmrdo054PwWrVxpv63dV8URdFmFmlIbXM/CiGaxyFGP7aEfeTVyJEj8fPz05b/fB6/kJAQ7ffsbNt0F/VNrVSXlrZpziS4rdHG2fvfUF3Xqv+OIjT06tRbrf3ki6KiIg4cOCCjH0WbcJgjtdamKEq1C/OepqtHez+/YF9Xm+bsp7W3b6020v9r038hRNtyqOepCSGEEPWRUBNCCOE0nP70o9Vqm8qhoWHKJtPVPwpXHIIs/Zf+27V2/+3/9uz/FoW4lpx+oEh6ejr79+/XuwwhXN7o0aPp3r273mUIJ+f0oWY2m8nMzMTHxwej0dhwAyFEq7JarZSUlNCxY0c8PT31Lkc4OacPNSGEEK5DBooIIYRwGhJqQgghnIaEmhBCCKchoSaEEMJpSKgJIYRwGhJqQgghnIaEmhBCCKchoSaEEMJpSKgJIYRwGhJqQgghnIaEmhBCCKchoSaEEMJpSKgJIYRwGhJqQgghnIaEmhBCCKchoSaEEMJpSKgJIYRwGhJqQgghnIaEmhBCCKchoSaEEMJpSKgJIYRwGhJqQgghnIaEmhBCCKchoSaEEMJpSKgJIYRwGhJqQgghnIZJ7wKuNbPZTGZmJj4+PhiNRr3LEcLlWK1WSkpK6NixI56ennqXI5yc04daZmYm+/fv17sMIVze6NGj6d69e73brF69uo2qqW758uW67Fe0PocKtdGjRxMbG1tj+bx58/j0009rbePj4wNA//798fb2rvO9/f39ASgsLGyFSh2P9F/6D9em/6WlpRw9elT7tyjEteQwoaaqKsnJycydO5d58+ZVW1fftz/7KUdvb2/8/Pzq3C4oKEjbjyuS/kv/4dr2X07/i7bgMKGWlpZGSUkJc+bMISYmRu9yhBBCtEMOM/oxKSkJsJ1GFEIIIWrjsKFWUlKiZzlCCCHaIYcJtSNHjuDn58djjz2Gn58fvr6+9OzZk40bN+pdmhAup7KsjOP33Mfxe+6jsqxM73KE0DhMqCUlJVFUVER+fj7vv/8+f//73/Hz8+OOO+7ggw8+0Ls8IYQQ7YDDDBS59957sVqtPPjgg9qyRYsWMWjQIB5//HEWL14so6uEuMbsR2VVj86q/m7w8GjzmoSoymFC7b777quxzMvLizvvvJNnn32W5ORkBg8eXGf7oKAgbdhybexDmYODg1terAMyGGwH7dJ/6X99fvzFghrLTj32hPb7hM831VhvMjnMx4xwAg5z+rEuYWFhABQXF+tciRBCCL05xFeoc+fOMXPmTBYuXMjTTz9dbd2xY8cAiIqKatE+VFVFVVVyc3Nb9D6Oyv4NXfov/a9P7zf+CkBpyknOvboWgEF/ex2/4LrPggjRlhwi1CIiIsjPz+edd97hkUce0ab0ycjIYN26dUydOpXw8PB63yMvLw+LxVLnelc97SREU9ivmZVfuKAtK6u0UlFUZHth/28VRbUsE+JacYhQA3jjjTe47bbbGD9+PMuWLaOoqIjXX38dk8nEG2+8oXd5QrgUc1qG3iUIUSuHuaY2d+5cPvvsM3x8fFixYgWrV69m3Lhx/PDDDzLLiBBtrOzMGQImT6Lvu2/JiEfRrjjMkRrAnDlzmDNnjt5lCOHSKs1myi9cJHjmdL1LEaIGhzlSE0K0D+b0DFBVPCMj9S5FiBok1IQQTWJOTUPx8MC9cye9SxGiBgk1IUSTmNPS8OzWFcUgHx+i/ZG/lUKIJjGnpcupR9FuSagJIRrNUlRERXYOnlGRepciRK0k1IQQjWZOTQPAM6q7voUIUQcJNSFEo5nT0jH6+uAWEqJ3KULUSkJNCNFo5tQ0PCMjURRF71KEqJWEmhCiUVRVvTJIRE49ivZLQk0I0SiW3FysRUUy8lG0axJqQohGkUEiwhFIqAkhGuVyahqm4CBMAQF6lyJEnSTUhBCNIjddC0cgoSaEaJBaWWkLNbnpWrRzEmpCiAaVX7yIWlYmIx9FuyehJoRokDk1HQDP7hJqon2TUBNCNMicloZ7eDhGby+9SxGiXhJqQogGmVPTZCi/cAgSakKIelVWVFB29pyMfBQOQUJNCFGvsrPnUC0WGfkoHIKEmhCiXua0NDAa8OjaRe9ShGiQhJoQol7m1HQ8IrpgcHPTuxQhGiShJoSolzktTU49CochoSaEqFOl2Uz5hYt4ychH4SBMehcghGi/zOkZoKrtauTjDTfc0Kx2W7dubeVKRHskoSaEqJM5NQ3FwwP3zp30LkUzYMCAZj15W0LNNTjk6cfExETc3d155pln9C5FCKdmTkvDs1tXFEP7+6hQVbXRP8J1ONyRmsViYenSpVRUVOhdihBOz5yWju/w4XqXUasNGzZQUlICgLe3N4sXL0ZRFN555x1tG/ty4TocLtReeuklkpKS9C5DCKdnKSqiIjun3Y58LC4upri4GIDKykpteVFRkfZ71eXCNbS/cwr1OHz4MH/605946qmn9C5FCKdnTk0DcOg5H5tz7U04NocJNYvFwq9+9StmzJhBTEyM3uUI4fTMaekYfX1wCwnRu5QGGY1G7XdDlet/9lCTIzbX4TChtnLlSlJSUnjrrbf0LkUIl2BOTcMzMrLdHe1YrVYAPDw8tGU+Pj7a72FhYdrvwcHBAHIN3oU4RKglJSXx3HPP8ec//5kuXWT+OSGuNVVVMaelt8snXZvNZgBGjhyJoigYDAZGjhyprb/55psZPnw4I0aMYObMmSiKQkFBgV7lijbW7geKWK1Wli5dyoQJE1i2bJne5QjhEiy5uViLitrVTdd258+fp0+fPgwaNIjevXujKAru7u5YLBby8/Pp0KEDU6dOrdZGBpe5jnYfaqtWrSIxMZG9e/eSnZ0NQF5eHgClpaVkZ2cTHBxc7Tx6bYKCgggKCqpzvf1eFvvpCldj//OT/kv/AXKOHQcgfPgw3IMC621rP1qqi8nUuh8z+/btIyoqCpPJhIeHh3Yv2qFDhzh06BBz586t9m89ISGBhISEVq1BtF/tPtS+/vprysvLGT16dI11q1atYtWqVaSmphLZDr9RCuGoik+ewj2kQ4OBpofs7Gw2btzIhAkTiIiIoLy8nKSkJH744QdUVWXdunV06dIFLy8vMjMzKSws1Ltk0YbafaitXr1aOzKzy8zMJCYmhjvvvJMlS5YQHh7e4v3Yv+3l5ua2+L0ckf0buvRf+g+Qd/QY7t26NerPw9vbu9pAjbaQlZXF5s2b61x/9uzZNqxGtCftPtSqXgC2S0tLA6BHjx5Mnz69Ue+Tl5eHxWKpc72rnnYS4ufUykrMael0mH1To7YvLS2ltLS0zvVVb4ZubW5ubgQEBGAwGMjLy5NRjqL9h5oQom2VX7yIWlbWLkc+2nl4eDB16lT69OmjXbOzWCwkJyeza9euer/ACufmEEP6hRBtx5yaDoBn9/YZagaDgQULFjBgwACMRqN26cBoNDJkyBAWLVrU4MAx4bwc8kgtMjJSZt4W4hoxp6XhHh6O0dtL71JqNXz4cEJCQlBVlezsbM6cOQNA165dCQkJISwsjBEjRhAXF6dzpUIPDhlqQohrx5ya1q7ne+zbty+KonD06FG++uqrautmzZpFv3796Nevn4Sai5JjdCGEprKigrKz59rlTdd29kFdtYWWfVlgYGBbliTaEQk1IYSm7Ow5VIul3T5uBq5OUlx1EmO72pYJ1yKhJoTQmNPSwGjAo2v7nWPVPrPQ+PHjq81WYjKZGD9+PIqikJOTo1d5QmdyTU0IoTGnpuMR0QWDm5vepdQpMTGR8PBwIiMjufvuu7lw4QKqqtK5c2ftJvDExESdqxR6kVATQmjMaWl49e6tdxn1SkpKIioqit69e+Pj40OvXr20daqqkpKSIhMYuzA5/SiEAMB6+TLlFy7i1Y5HPtpt2bKFPXv2UFRUpN2nVlxczN69e9myZYve5QkdyZGaEAKA4tOpoKrteuRjVQcOHODAgQN4eHigKIr2nDXh2iTUhBAAFKecRPHwwL1zJ71LabTAwEA6dOiAoihkZWXJw0CFhJoQwqbk5Ek8u3VFcYAppvz9/Zk1axYRERHVlqelpbF161ZKSkp0qkzorf3/7RVCtInik6cc4tSjm5sbCxcuJCIiQrueZv+JjIxk0aJFuLXj0Zvi2pIjNSFcXGVZGT/+YgEAgV0iGthaf6NGjcLX1xdVVUlNTSUjIwOAbt26ERUVRUBAANHR0fzwww86Vyr0IKEmhNB4RnbTu4QG9e7dG0VROHDgALt379aWx8fHM3nyZEaMGEHv3r0l1FyUnH4UwkVVlpVpP3ZGX98ay9qbgIAAAI4cOVJjnX2ZfRvheuRITQgXlfLgwzWWnV6+Qvu977tvtWU5jVZZWQmAl1fNR+PYl1mt1jatSbQfcqQmhHAomZmZAEyaNAlfX19tuY+PD5MnT0ZRFG0b4XrkSE0IF9X7jb8CUH7xIunPvwRAzzWvYPDw0LOsBiUkJNC1a1fCw8O56667yM3NBWyPpLFPcHzw4EEdKxR6kiM1IVyUwcMDg4cHZecv1FjWnoPt1KlTxMfHo6oqRqORsLAwwsLCMBqNqKrKgQMHOHnypN5lCp3IkZoQLs6clqF3CU22e/duzp8/z/DhwwkLCwNsj6SJj4/nxIkTOlcn9CShJoSLKzt7luCxo+n7xG+1U3mOICUlhZSUFL3LEO2MnH4UwoWplZWY09LxrfL4Fkfg5ubGmDFj8Pb21pZ16dKFXr16yWwiLk6O1IRwYeUXL6KWleHb23FCzWQyMX/+fDp16sSFCxfIyMhg5syZDBo0CICioiI2bNhAcXGxzpUKPciRmhAuzJyaDoBPjx46V9J4w4cPJzw8HLDN0h8WFsbAgQO1+R/9/PwYP368zlUKvUioCeHCzGlpuIeHY/LxbnjjdqJv374oikJSUhKHDx+mT58+gO0a265du1BVlW7d2v90X+LakFATwoWZU9PwdIAnXVfl7+8PQFxcnBZgiqKQnJzM6dOnAduN2MI1SagJ4aJUi4Wys+cc4nEzVdkHglitVoxGI6Ghoaiqyrlz57Sbr1VV1bNEoSOHCrUdO3YwYcIE/Pz8iIiI4JFHHpGLwUI0U9nZc6gWC55RkXqX0iT2B4D27NmTqKgoDAYDOTk5VFRUMHbsWAAKCwv1LFHoyGFGP+7YsYMZM2YwcuRIXn75Zc6cOcNf//pX4uLi2LNnDwYHeFqvEO3J5dRUMBrw6NpF71KaJCMjg4EDBzJ58mRtWVpaGgaDgT59+qAoity/5sIcJtQef/xxunXrxu7du7WZuLt168aDDz7I1q1bmTVrls4VCuFYzKnpeER0weBg93X99NNP9OrVC48rU3lZrVYOHjyIxWKhqKiIrKws9u3bp3OVQi8OEWpms5nQ0FDmzZtX7XET9m9qiYmJEmpCNJE5LR0vB7o/za6goID169czYsQIDAYDiYmJ2unGTz75RE49ujiHCDVPT0++/vrrGsvtM3HL8F0hmqbSbKb8wgWCZ07Tu5Rmyc/PZ8eOHTWWFxYW4ufnB9huwhauxyFC7efS09PZuXMny5cvZ9CgQdx22216lySEQzGnZ4CqOtzIx4b4+Phwzz33oCgKa9as0bscoQOHC7Xc3Fwir/xD9Pb2Zu3atXh6eupblBAOxpyWhuLhgXvnTnqX0mRBQUGMHz+e0NBQjEYjiqJo6+y/q6rKPffcA8CmTZvIy8vTpVbR9hxuyKCiKGzcuJH333+fAQMGMH36dDZt2qR3WUI4FHNqGp7duqI44KjhadOm0bdvX4KDgwkICMDf31/7sZ96BPDz88Pf359JkybpWK1oaw53pBYUFMTChQsBmD9/PoMGDeLRRx9l3rx5DbYLCgqqc739Zs3g4ODWK9aB2G+JkP67Rv/TMs4QPGaM1t+W9F9RlHpvqbHfEN1a7PM+lpeXYzabq91obTAY8PX1RVEUCgoKAAgJCSEkJITs7OxWrUO0Tw4XalV5eXkxe/ZsXnvtNbKzswkJCdG7JCHavYqCQsouZTnUzPxVVVZWArBx48YaQeXj48O9994LwHvvvdfmtQn9NSvUHnroIaKjo4mOjqZ///6tXVMNx44d48Ybb+SJJ57ggQceqLauqKgIRVG0e1aayz7DtyM9JLE12b+hS/+dv//FiYcBsIR20Prbkv57e3u36VyLx48fx8/PTwu3qioqKkhKSqp2nU24lmaF2htvvKH9pfH19WXEiBFayEVHR2sDOVpLr169KCgo4K233uKee+7B3d0dsI2C/PTTT5k8eXK1c+m1ycvLw2Kx1LneVU47CWFOS8fo64NbK53ZKC0tpbS0tM71rT20fvv27XWuKy8vZ9u2ba26P+FYWnT6UVVVioqK2LNnD3v27NGWBwcHM2rUqGpBZz8P3qwiTSbWrl3LnXfeyeTJk4mJiSEnJ4fXX38dg8HA2rVrW9INIVyKOS0dz8hIOZoRTqlFobZ27Vri4+OJi4sjOTkZq9UKQE5ODtu2bav2jalz587VQm7UqFEEBgY2el8xMTG4u7uzcuVKHnvsMXx8fJg2bRovvPCC9jwlIUT9VFXFnJpG4OSJepcixDXRolC7//77tVFPZrOZhIQE4uLitJ/jx49r573PnTvH+fPn+fzzzwHbiKn6TgfWZsGCBSxYsKAlJQvh0iy5uViLipzupmsh7JoVahcuXGDfvn3VhvF6enoybtw4xo0bpy0rLi7WjuTsP6dOnZJnHQmhE3NqGoDDPRhUiMZqVqh17NiROXPmNLidr68vkyZNqnbzY05ODqGhoc3ZrRCihS6npmEKDsIUEKB3KUJcE20+nUBTrqMJIVqXfZCIEM6qTW6+Tk9PJzk5mVmzZmE0Gnn33XfleUdCtDG1spKy9AyCb3bsxzQ9+uijzRq5KRMcu4ZWC7XKykpSUlI4evQoR48eJTk5maNHj3L8+HFKS0urDQy56667uOuuu1pr10KIRii/eJFKsxnPSOe4ntaUa/Ny+4LraFaoJSYmVguu5ORkTp48SUVFRbXtZECIEO2HOTUdAM/uzhFq2dnZmM1mvcsQ7UyzQm3YsGHVvvnUFV6KonD99dfTr18/+vXr17wKhRCtwpyWhnt4OEZvr4Y3dgB79uwhPT1d7zJEO9PiGUU6depEr169qv3k5uZy//33A/DNN9+0SqFCiJYxp6bJUH7h9FoUaoqiMHDgQF577bVqR2K7d+9ucWFCiNajWiyUnT2H//ixepcixDXVrCH977//PhEREaiqyvbt2xk6dCjLly9v9YlLhRCto+zsOVSLRYbzC6fXrFCLiYnhxIkTPPvss/j4+FBRUcGrr75Knz59WLdunQwQEaKduZyaCkYDHl276F2KENdUs2++9vT05KmnnuLEiRP/v707j4+quh///5olM9n3hIRAEgIBAgQCYXNhERBl0YqIUD9Iba3Ulp+2Ql1a+3WtH7fqR636qXX7oFSharWtVkBQVmVNIJAACSQhLIHse2a/vz8mGRKSkG2SyUzez8eDBzP3nnPuOTOTec+595xzueuuu1CpVFy8eJG7776b5cuXO7OOQohuMuSdRj9oEGovL1dXRYge1e0VRaKionjvvfc4cOAA1113HYqiUFhY6Nj/4YcfdvcQQohu8qSVRIqLiykqKsJkMrm6KqIPctoyWSkpKWzdupUvvviCxMREx/a77rqLiRMnsm3bNmcdSgjRCTaDAVNhIT4eMvJx3bp1rFu3rtmPZyEadWn0Y1paGuPGjUOj0bTYd/PNNzN//nzeeOMNnn76acrKykhLS2POnDmdvtWMEKL7DKcLQFHwHhLv6qo4jUajYdy4cSQlJREcHIxaraa8vJzjx4+TlpbmuOWV6H+61FNrvMFnWwNCtFotv/71rzl58iT3338/Xl5eMnhECBcx5Oej0uvRRUe7uipOodVqWbZsGTNnzmTAgAHodDq0Wi2RkZFMnz6dJUuWtPqDW/QPXT79WFdX126gCg4O5pVXXuHo0aPcfPPNXT2UEKIbDHn5eMcORqXu9Zty9IhJkyYRGRmJoiiUl5cD9jmzVVVVKIpCTEwMkydPdnEthat061O+ZMkSnnvuObZs2UJFRUWb6RITE/n888+7cyghRBcZ8k971KnH4cOHo1KpSE9P5/3333ds//jjj9m/fz+KosiyfP1Yl1cUURSFL774gi+++MKxbciQIUycOJGJEycyadIkUlNT8ff3b5bParUSExPD1KlTm+UVQjifpboac0mpx4x8BAhquMFpRkZGs+0qlYrMzEwmTZpEYGCgK6om+oAuBbVXXnmF/fv3s3//fnJychynIXNzc8nLy+OTTz4B7B+yxMRER6CbOHEiY8eOpaioiH//+9/Oa4UQolWGvHwAj1rz0WKxoNVq8Wplzp2fnx8ARqOxt6sl+oguBbX777/f8biqqooDBw44gtz+/fs5c+YMYO/NnThxguzsbD766CMA1B5yXl8Id2DIP43G3w+v8HBXV8VpSkpKGDRoEHPnzm12WSMhIYHx48ejUqkoKChwYQ2FK3X7JqGBgYHMmjWLWbNmObYVFRWxb98+R5A7cOAAJSUlgP30oxCidzROunbGTTIVRcFkM18xjU7t1eM35ExLSyMmJoaIiAi02ktfYXPmzLHX0WTihx9+6NE6iL7LaXe+bioyMpKFCxeycOFCx7b8/HxHkNu3bx9paWk9cWghRANFUTDk5RM8Y5pTynrp4DvkVl65BzQ0KJbVqT/v0cB28uRJdu3axZQpUxwD1BovgRQXF7N582bHqEjR//RIUGtNfHw88fHxLFmyBJC7YgvR0yxlZVirq50y8tFkM7cb0ABOVRZgspnRa3TdPuaV7N+/n8zMTAB27dpFXV0dFy9edJwREv1XrwW1y/X0KQoh+jvHIBEnj3x8ftrD6C4LWiariYd3Pu/U47Snrq4OsAe4pvR6PaNGjSI9Pb1X6yP6BpcFNSFEz6rPy0cbGoI2yLnD23UaHXqNDrPVjJem76z6HxUVxbhx4xgxYgRarVaCWj/lVkMRN23axLRp0/D19cXf3585c+awZ88eV1dLiD6pJyddW21Wntn3Bt8WuHZAhlarJTk5meXLl3PHHXcwevRoWSKrn+tST+1vf/sbkydPbrYaf0/bvn078+bNY/To0TzzzDNYLBbefPNNZsyYwc6dO2VZHCGaUGw2jKcLCF0wr0fKTy/KpKiulGHBsT1SfnvCwsIYN24co0aNQqeznwpVFAVFUSgoKCArK8sl9RKu16Wgduedd6JSqQgKCnKsHjJ58mQmTZrEwIEDnV1HAH7zm98wePBg9u7di6+vLwArVqwgKSmJRx99lG+++aZHjiuEOzJduIDNYMA73vmTrhVFYWP+DoYHDifat/cXSV66dCkxMTGOuiiKQmlpKVlZWWRlZTmutYn+qVvLZFVUVLB161a2bt3q2B4VFeUIcI3/Ny5r01Xl5eUcPnyYNWvWOAIawIABA5gxYwabN2/uVvlCeBpD3mlQqfCOc35Qe2drGqeyRoBZzy++28WI2CBmTui9yd2NP5wVReHChQts3bqVoqKiXju+6Nu6FNQeffRRxyoiZWVlzfYVFhbyr3/9i3/961+ObcOGDWPy5Mldvgt2YGAgJ06ccCyB01RJSUmzCZhCCPvtZnQDBqDx9XF62Vna/+Az9tLz08DaM04/TJusVisajQaVSkV0dDSLFy/mxIkTHD16VIKb6FpQe/rppx2Pc3Nzm60ekpaW1qL7n5OTw8mTJ7sc1DQaTavX7zIyMti9ezc33HBDl8oVwtPYjEZyVv0agIDJE51Wrk7thbc5AoNX8RXTRXvHoFP37IjIt956i1GjRjF27FhCQ0Px9vYmJSWFlJQUSkpK5DRkP9ftLk5CQgIJCQksW7YMAJvNRmZmpiPQ7du3j6NHjzp9eayamhpWrFgBwCOPPOLUsoXwBM68nlZUYaD8UCqoLcRMOM6jM3+CWnVp8PTajSf5IbOE4GERPT4H1Wg0kp6eTnp6OjExMYwdO5bExEQ0Gg3h4eFMnz6da6+9lldeeaVH6yH6Jqeft1Or1SQnJ5OcnMzdd98NgMFg4NChQ047Rl1dHTfffDOHDx/md7/7HTNmzHBa2UK4I1vDqvS2JqvT66KjHc/Ven23yj9+ugpQofar4uYxU/HRevPZ9tOMGRLMiNgg5kwYzA9HKjh2uqpbx+msc+fOce7cOb777jtH7y0kJEQWTu/HeuVilLe3N1OnTnVKWRUVFSxcuJDdu3fzs5/9jGeeeaZD+UJCQggJCWlzf+OyXaGhoU6pp7tp/BKQ9rtn+3+49fYW2869+rrj8VX/+PsV87fXfr23PVjpdWquHzmd3HPVfPnDOYbFRhAWFoZR8QbAZoOIiIhmeXvjmrfBYCAtLc2x2PG4ceN6/Jiib3KrERZFRUXccMMNHDp0iJUrV/KXv/xFltsSohcEBNkvH5grQ6g3WPlo8wkGRfozfbx9aP33GYUAxEf37s05vby8CA4ORq1WU1FRgdFodPTeRP/kNkGturraEdAeeOABXn75ZaeW3zjf5fLRnP1F4y90ab97tj/xjVcBqD+Vy9mX7Y+HvvyC47Rje+1qr/3p5dvR+PphqfPjD299T15hDb+6ZTgV5WVkFdSyYWs2APOuindGc9oVGhrKtGnTGDp0qGOboijk5+ezdetWqqp69zSo6DvcJqitWrWKQ4cO8etf/7pLAa28vByLxdLmfnc97SQEXLpmVvXD3mbbunstDaDCUMXeC4e47urZbN+mIq+wBoCN+87zyXenKa60X7cbMySYMXHeFBc3HyFZXV3d7To0FRAQwNKlS/Hx8Wlxt48hQ4bw4x//mHXr1lFbW+vU4wr34BZB7dixY3z44YcEBweTkpLCunXrWqRZvny5C2omRN9hra2l6sABp5e7pWA3Oo0Xt6ZMYoCqjL99kw9A7nl7cPPWqZk+dgC3zYxDo+75ywFXXXUV3t7eWCwWsrKySE5ORqVScfz4cYYNG4afnx/XXHONLMrQT7lFUNu+fTtgHyTy05/+tNU0EtREf1e5+wewKQx96QWnrcxfY65j9/kDXDf4Krw1evZklpAQ7c9d84ZyoawenVbN8MGB+Oh776skLi4OlUrFd999x5EjR0hOTgZgx44d5OXlceONNxLv5NvtCPfhFuNe7733Xsc1r7b+CdGfKTYbFdu2EzBxglNvNbPtzB5sisJ1g68i41Q5p87XcOv0WAZH+jFpZDjjhoX2akADHEvlnTnTchmT8+fPA+Dj4/yVVIR7cIugJoS4srqsY5iLigm5bqbTyjRYjGw7s4drBqbi5+XLP3aeYcTgQEbFd28t1+6qr68HWr8OHhUVBdgXZxD9kwQ1ITxAxbbt6AcPwntogtPK3H3+AAarkTlx15B2ooyCi7UsmjbY5dNozp8/j6IozJ8/v1lgu/baa5k7dy4qlYqTJ0+6sIbClSSoCeHmzKWl1Bw+QvB1M5wWcMw2C1sKdjM5ahzBuiA+31XA6IbVQ1xt7969WCwWdDodJpPJsX3UqFFotVpKS0v54QfX3rxUuI4ENSHcXMW2Hai9vQmc4rwb5e4tPESVsYa5cdPYe6yE8yX13DptsNPK747i4mI+//xzLly44DjNqCgKBoOB9PR0Pvroo2bBTvQvbjH6UQjROpvZTOXO3QRdc5VT5qQB2BQb35zeybiIJMK9w/ifXYdIGRZCwsAAp5TvDGfPnuWjjz4C4OOPP6aurk4mXAtAempCuLXqA2lYa2oInum8Rb3TijIpri/jhvjpfH+0mKJyA4umxTqtfGe7cOGCBDThID01IdxYxXfb8B2VhC5qgFPKUxSFzfk7GBk6lIG+0fx5dxqTRoYRO6DlDXpdpav3T9y0aZOTayL6IglqQrgpw+kCDLl5DFx1b6fzKoqCyWa+VJbFvtTVoaIsztZc4Fdjl7P90AXKqk2svrZvXEtrNGrUqC4NiJGg1j9IUBPCTVV8tx1taAj+Y5M7lU9RFF46+A65lQVtpnkzYx2qulCmjl7AwHDf7lbV6Tq74IKrpyGI3iNBTQg3ZK2tpWrfPsIWzEel0XQqr8lmvmJAa6T4ljF/XFRXq9hj3nnnHVdXQfRhEtSEcEOVu39AsdoIuvaabpXz/LSH0Wl0hISE8PLut7lYU8K9o1fw5P6XAIgI8XZGdZ3K2av+C88iox+FcDPOXOdRp9Gh1+i4UFNERtExboyfzvdHyp1U057n7e3NkiVLuP3221t9Lvof6akJ4WYa13mM/tldTimvpt7M/6VtI8AUT5z3cNbuT4fOXaZzGY1Gw6BBgxzXzC5/LvofCWpCuBlnrvO4duMp9mdVYLGGACE8euQQqKw4Zxq3EL1PTj8K4Uacvc7jD5nFWKwKGr2BsCA9NhvY5E5Owo1JUBPCjTh7ncegQDU+SXu5Y5kPU5Mj0OlsBPrL14JwX3L6UQg34ax1Hg0mq+OxKdE+IfnTrP8AoBkH5iZpTWYr+s7NGBDCpeQnmRBuwlnrPJZVWLBWh7SbzlodQkWVtd10QvQl0lMTwk04a51HjVqN6fgUvPQW9GO3cd+YX/Diuhxum5XIzLGhWKw2Vr9xAJNRheZa+d0r3It8YoVwA43rPAZf1/3V+KPDfPD38cJs9GIYV7E7rQY/nQ+3XDscvUbHoRNVmIxqgv11RPbByddCXIkENSHcQFfXeWyNl1ZNfIIFgGOHAth5uIgfTU9ArVax/dBF1n2TC8DMlCi0GvmKEO5FTj8K0UfZjEZyVv3a/sRLS/jCBZ1e57E1ZpuF4qDdBIdNpKLUPuDkw43HWbfxuGM4/+j4IOZPjen2sXpabW0t//M//9Pmc9H/yM8wIdyBE9Z5bLSv8BDV5mqWz7VP3vbz1qIo9vlp4UF6lsyM4zdLkvDSyteDcD/SUxOij7EZjc3+B/BLGYvaW4/NaOzWcH6bYuOb07sYGzGSPWkGwgL1/PfKFLz0/gAoljrUbr7E1MSJE/H39+fcuXPk5OS4ujqil0lQE6KPcZxybKI27RA5afbtI975S5fLTi/KpKi+lBujF/DWiWJ+Nn8oOq2G0CAfAMrK6rtcdl+hUqkYP348SUlJnD59GpPJ5OoqiV4k5xeE6CcURWFT/g5Ghg5lzwELA0K8uXpMpKur5XSHDh2iuroaHx8fZs+e7erqiF7mtj21lStXkp2dzbZt21xdFSGcKvGNVwGwGgzkrnkYgKEvv9Ct044AWWUnOVtzgSWDl/LBqXJ+cXMiGrX7nWoMCAhoN83OnTuZP38+SUlJ1NfXs3379k7fLVu4J7cMau+++y5vv/02M2Z0f86OEH1NY/AynD3XbFt3g9qm/O3EBw5ifxrERPgyOSm8W+W5ys9//vMOL+asKAoTJkwgISGB9957r4drJvoCtzr9aLVaeeqpp7jnnntcXRUhelzdkaNOK+tUxWlOVpxmtO9EjuVXsejawW49IERRlA79a0wbHBzs2gqLXuM2PTWDwcCUKVPIyMhgxYoVbN261dVVEqJH1R7NJGBiKgPv7f6PuE35O4jyi+BQuhdxA7RMGB7qhBq6RmZmptwEVLTJrYJaVVUVGzZs4Pbbbyc+Pt7VVRKix1gqKjDknyZkzqxul3W2+gJHS7OZFX4jX52t4YElSW4dFDZv3uzqKog+zG2CWmBgIDk5OWi1blNlIbqs5vARUKvxGzOm22VtPr2DUO9gjqb7MixGS3JCcPcrKEQf5TbX1NRqtQQ00W/UHM7AJ3EYGn+/bpVTVFfKwYtHGek9ntMX6rl1eqxb99KEaI/bBDUh+gub0Uhd1jH8x43tdllbTu/C38uX44eDGBUXRFJckBNqKETf1W+6PiEhIYSEtH1jxMaRUqGh7nsBvTvUavvvG2m/69tftncfisXCoJnT8e5AfRRFwWhtuWpGeX0lPxSmMyHkGnYUGbh/1URCQ1v/G+hO+1UqlSN/a5x9huXuu+9GpVLx0UcfUVdX59SyhfvrN0FNCHdRtv8APoMH4R0V1W5aRVF4/LuXyS7NbTPN/rIdhI2PZETsQmdW02UCAwPbDaSi/5Kg1qBxXktZWZmrq+ISjb/Qpf2ubb9is1G2/yBB117doboYraYrBrRGddoiLpRcRK/Rtbq/O+339fXFz6971/46o6qqCgCbzdZrxxTuo98EtfLyciwWS5v7+8JpJyHqT+Vira7GP2Vcp/M+P+1hSsstZOZXklWSS54hE+/y0RiGfNsDNb2krq7uiqcBq6urnXq8d99916nlCc/Sb4KaEO6g9nAGmoAAvIfEdzrvW1/kkplb0/BMD0ygXm3BZ4gzayhE3yZBTYg+pOZQBv7jklF14XpRZn4FKpWWiEgLZZaLWMsG4slL+IaFhTF8+HAiIyMJCAjAy8sLALPZTGVlJRcvXiQ7O5uKigrXVlT0KrcNavn5+a6ughBOZbpwEdOFC4QvvqVL+YP8vJg23cbWom9I0U/l4C4V44aFkt2w3+ZBq9TPnDmT8ePHtznnLjIyksTERK655hrS0tLYvn17L9dQuIoMHxKij6g5nIHKywu/UUldyj9qlI2tRRuZM/hastMiuXZsJD+bP9SxP+dMlbOq6lLjxo1j/PjxgH2Al8Vioba2lqqqKqqqqqitrcVqtTqm6aSmppKamurKKote5LY9NSE8Tc3hDHyTRnb5FjPphu+YFj+RirxYak0l3Dg1EpXG6thfXGF0VlVdKiUlBZVKRW5uLjt37qS0tLTVdKGhoUybNo2EhASSk5M5ePBgL9dUuIIENSH6AGtNDfU5Jxlw5x1dLkOlM7Lr/AHQHkA3Hv6Y3nzhXy+tZ5yYCQqyr4qyfft2ysvL20xXVlbGjh07SEhIcOQRns8zPuVCuLmaI0dBUfAf27mlsXIrCrAZ2p8jZqsJISXBPW8KejmDwQDAyJEjr5hOpVIxatQoAOrr63u8XqJvkJ6aEH1AzaEMvIfEow3ueI/iVEUBb2V8RLxvIif2xwAwKMKXRdNi8ffVknGynG8OFmIy25g5biCBfq1PvHY32dnZjB8/nquuuoqUlBSKi4sxGAyOeagajQYfHx8iIiLw8fEBICcnx5VVFr1IgpoQLmYzm6k9mknY/Bs7nOdM9XnePPwhgwMG4lWQjEqxDwI5e9HEnz892SSlmtFDQvnxLM+ZrLZ7924GDBjAwIED8fb2JjY2ttV0jasEFRYWsmvXrl6upXAVCWpCuFj9iWwUoxH/lLEoioLJZr5i+gu1xbyevpYInzDIm8yR/GruXzySiCBvthws5EhuBWaLjYHhPkwfN4DJSeFo1J5zuxmz2cyGDRtISkpi5MiRREVF4e3t3SyNwWDgwoULHD9+nGPHjrmopsIVJKgJ4WI1hzPwCg/HKzqalw6+Q25lQbt5vNRekD+ZEwV1/Pq2JMYMCQbgJzcOvXJGD3Ls2DFHwNJqteh09tOrJpPpikviCc8mQU0IF1IUhZpDGQSkjsesWDoU0ADMNjP55+pYvSSZkXKPNCwWiwQyAUhQE8KljGfOYCkvx++yG4L+MnEV3x0o4fCpMmwK6LRqvMKK8I4+Q52mBID7F49kZKwENCGakqAmhAvVpB9G7eODb2IiJi5NlH717zlYLRoa/0RNJjAVRlFXFIb3hC0ADI0JdEWVhejTJKgJ4UI1hzPwSx6DSqsB66WgZrUpTEgMZcHVUfzj7CcUFBox5KRgtnrOgA8heoJMvhbCRcxlZRgLzuCf0nLCdXyUP6sWjWBf5U7O1JzHtzIJb60OP2/5HSrElUhQE8JFag5ngEaN35jRLfZdOzaSY+Un2XFuH5qLozFWBvG75WOYOtozVgURoqdIUBPCRWoOZeA7fDgaX98W+8wY+CDzH3gbIzGXDGT1skRCg7V4aT3n9jFC9AQ5lyGEC1jr66k7foLIJYtb3f+v0rX2B/oaSPqaZw9/3Yu1E8J9SU9NCBeoy8wCq7XZUH6d2otBvoM6lD8+YDA6tVdPVU8ItyU9NSFcoOZwBrqYGHQRl66RqVQqfpGylD98+iWGQvt6hr56LZEh3pwvrcNktgFw141DmZ48sM27PgvRn0lQE6KXKVYrNRlHCZ45vdl2m2Ljw6x/oIm8gHdpAt5aLypqzOTXGwA1A8P9WDw9jgnDQ11TcSHcgAQ1IXpZ/alcbLW1+F+2isi2M3vJrsjDdGoSD946mmGDAjl1rpqaegshATrio/ykdyZEOySoCdHLag4dRhMUiHd8nGNbYU0Rn5/chOVCHIvGT2BEw/JXwwfLqiFCdIYMFBGiF9kXMD6M/7ixqNT2Pz+LzcK7Rz7BWu/DCN1k5k2NcXEthXBfEtSE6CU2o5Hse36JuagY31FJju1f5X7H+dqL6ApTWbkgCbWcYhSiyySoCeECviOGA5BbWcCm0zuxnE9k1Y2TCfCVYfpCdIcENSG6wGY0cuLn93Li5/diMxrbTWszGrHWGy5tVBTqaqt4b/8GbDVB/Gj4TBIHyfUzIbpLBooI0UGKomCymQGwWU2YNfbtRqsJdcPq+Tq1F1htmIqLMZ4/T+2F85T+68tLhTTkOf7gQwAsA/5zw13Mn9KxSddCiCtzq6CWl5fHmjVr2LZtGwALFy7kpZdeIiIiwrUVEx5PURReOvhO8ztT397wufvhBcemmEpYvKkUrDY+mRNMYYTXpXRtiA/IAKb0QK2F6H/cJqiVlpZy3XXXYTKZePjhh7FYLLz44otkZGSwb98+dDqdq6so3EjTXheAwWI/hWi0mhzbdGovx7wwk83cPKC14VwQhCxdjC4qisLC9R2qS371GUw2M3qNfIaF6C63CWovv/wyZ8+e5ciRIyQl2UeOTZkyheuvv561a9dyzz33uLiGojWXB4/WNA0eHUnflTyXp2/R62rF0KBYVqf+HGtVFZVpaY7t9/yjBC9L89XyzVoVb99qX/IqeMY0+8ZC+3/16bNIiApmyTXRWJ57AoA3JkzDUD0Qn/HftttWIUTHuU1QW79+PTNnznQENIA5c+YwYsQI1q9f3+mg1vSLsLzKyN6cMoxmG0HeCsNjA1GrVM2+CC/Pc7a4ltzzNQAMifZncKQfQJt5bIpCdkEVF8rq8dKqSYoNIjRI3yJP02OYLTaO5lZQUWPC11tLckIwvg03iWwrT229maN5FdQZrYQF6Bk1JAitRn3FPMXlBn44UYbFaiPUD4bGBKC6QvsVRSHnTBX5F2tRq1QkDg4gboB/q8foTPAAOpS+K3ka06tUqg73uk5VFnDqxRex5uRh1qrgtjAAvhy/nHtuGE7lk/8PAPNv/sD735wEtrZajq+Xnt8uSUaPlZyGm1vHhYfgFRLGqXZrIYToDLcIauXl5eTm5nLbbbe12DdhwgT+85//dKq8dr9s8+z/Nf0ivGKeciCrk3lKLz3s0Bd0Fawv6mSeSuBsJ/MAnOxkW441/KPrwaMxwHYkfVfyNKa//BSf5eB0onx13H7kYwA+G/Ejzlm0aFN3AKD29SXirjspGzQETr4JwN23JhPpp6eyoYzAKAuTUoP4oaGz+Gnmd9SYai8dJPAij+96DZNixLQsEm31IJ6bN5fDuSWcKuxQc4UQHeQWQe3cuXMAxMS0XGkhOjqayspKKisrCQoK6lB5nf2y1Wt0vZIHeu5LvSt5utv+purTZxEbqGfJwQ8AeGPoUgxq2jz9Vp8+C73Gi6tHBDPhn68D8ObwpdQrV84TF+zNbfvt9yLLvO0+vs0sQZO8xZFGURTMZeWO5/ef+gwv66UylmX9E7MG3ky1D+4I/fkKyg3VbD2U70jz5/QPMJkqWdnw/E8H38GMF6qGv6adZ/eBTYvax/7caAB1WQg6lZ4wjR8/mTodX28tWo1MshbC2dwiqFVXVwPg28odgn187N8ctbW1HQ5qTamy5rJqfiK2F54AYNDzz7Fux2my/D4FwKa0vNNwSMECVs0bRtnjfwAg/Kk/8sbGU5QO+rJZOqVJ3hHVt7FiZhznHn4EAO0jT/D6VznYkja3Wq/69FncNDWOuSnh5K+xD/8uu/cR/u/bPLxTWv9SNx2ezT3XJ+D3+n8DEPen5/lyfxGb0862GQh02Tfy/y0YhuGZxwEY+OyzvLM1j/zQz1tNDzCo6Efce8NQzv/udwCEPfVHXvsqh8q45j1mo+lStLhpQjQ3pUaTu8/+/A9LR/HSFycw0DofFTyyZBQDA7Wc+od92yOLknju82Nt1ishzJcHfzSS03vsz28eoifOquGDhv1Hn3+NgHNnqLZaYUlIm+U09ciWN1H71GItj0TTkKW6So2/OoEvFk8g2DuQqTpfsGrZZf47APePuRd/Hx3PZfwJAH9bFC8u+hFe2ubTQvcfLwH/DlVDCNFBbhHUGoPDlVYo7+rq5TelRjM8wpdTDd+//mo1y6fH8fuD9ufZBVWMS4igzmBx5Fk+I55IXx3VDXnCfXQsnxHHqw0XSGrrzej9dZw6V+3Is2JGLAFqtaNXMDTMlx9NHMjnTc5SNTU03JdbJsVgMxodea4eGsrx01UcaqMtM5MiSI0LdrTFR1Fx+9WDycopbnq2s1mwvXVqDPHBPo48gVoNd82M44kM+/MzRbUMi9ZRWnkp/Nw5I5YAlcpRrzC1wu2pkbxdYn9ec7EYq0bLnuwSR57hG14h96NLdah5+nF+poE3x9h7REc3fYXVYgb7pUl+lb2B+ic2NLvmVP/fT/ArDbyZYs+z8Y1nUWxWSLbvX7TnfU7vvpS+4Lk/4a/BMaR+XVQwXmPqqbPpAft789at4egsCis/t79Cby0cgFnxB6oAiDFPJGlAOKGRQXxa9J69bqm3Myr20n3QANZ/d9LxeGhM8x9XlfUG3vhnFstmxRESqMdosrLlYCH7c4rwGY8QwoncIqj5+9t/ztbX17fY17gtMPDKqzGEhIQQEmL/qd04fBtg0No/Ob7QAU6tfsg+qbbhi/Ct3Z+hP34GS70/BNvTWJ9/4op5Htv4Ol6+VRjLYiDanubcI79rdprr1OqHiG6S5+FNT9p36O2/5m/54X1ydjVvw6nVD3G1Bg61kSfliz9z6rPm6QGWauDNYZfyKDY1NJwaC/3Lc1dsy8vb1uEVcgFzdSg03Mar8snHqGuSJ+93/w+vJnkePfQ+ar0Rc2E8XtF0yLv6NNB3LG2jTaMt7SdqwqwJIdDblwC8KSQdgAn+NxEfHAC8BsCfb30WswZ+tfFhAH55wyyGDwrHYDHyaUPn9a2vTnDnXC1TR0dRU29m074CNqedwTvFvr/xc9bIZ/y3ZANPpXHZ9kuPQ0JC8NZ28gVwInXD4sqhoZ2/V5tKpXLkb41W6xZfM8JDuMWnLTbWfhfgwsKWV9XPnz9PcHAwfn5+PXLsaEsQ0XUKtSYtJ+jYtathpjD8CeSCJZDzdGwkQFLdQAAO6y90uG5dzWNT4IhPx/LEW8OIrPelwqIjm4oO5ZnCSHzRkq/Rc5p8AI7fPh+dombEevsp2vyfLqWgUg3Yr3ctGXIHGrWG9ac+BGDz7J9xw9UD0Vot8PRzAPg8+Tjf7L0A2M9HPn7N79Co1Dy26xkATt/1EHNTBpJ7328ASH3vrxjVwKZHAfjptNlcPzEBg8XIXZ/bg5qhPJibZqfQ0DHHR6/h42+yHW0ZPKDl+UHz8I28l7+R9/IvbWsMaI30Gh0jwhI4UZrb7us1IixB5qgJ4SRuEdSCg4MZMmQIaWlpLfalp6czceLELpf9/YL7+O2tKey/624Axvzv6xwuKIH8NwC455aFRIUEUG8xsmb7HwHIX76aG8dFOXpCQ19+gW+OXASD/erNL5bciY+XnuLKGh4/cNx+oDWPMTTK35En4aXneWdrPmC/dnfXIvuUhAe2PQ3AWyOX8dRPUgnQKo48cS88z39/kgl83Wqef0y5i4cWJXH6wYcd9So3KDz+QRrwbat5Dty0iuXT4xzHGPO/r/P98UIo+qu9/YtuIcTPl1qTgQd32oPHhZ89yMykiGbt/2zvGcA+2fiOG25Gr9FRWFbN0+nfAzAi4SpGDwwkpyGozUyZyrOfHYOGsT9Xxw0FYH3D+cbjZ03cqg0mNsKLnIb3ymrVkZFfi3ac/XmwV/OP76a084yJC3AsX1VUXcFX6ZeCd2K0nrKysmYTrPcdP8/q/61hzgNPo9WoefT9vRw/W+roRVVUVFCv0aEoCkODYjnVgakDtZU11KlU3D/urmbz54orDJRXGfHWaxgU6edYjV+n9qK8vLytIntFWJh9uoLBYKCurq5TeX19fXvsR6UQneUWQQ1g8eLFvPLKKxw/fpyRI0cCsGXLFk6cOMGDDz7Ybv7y8nIsFvvpqqZfaj9kF/Hsx/uY0fBFuDWrmA07TsIo+/OQQPspoaa3A/nHvnNU15lJbsjz2d4zbM4oQp9if65W29MG+l/69f3mxpMsnBBNbEOet7/JY39+eZvXVGqsCs9+eoyFkyIJbcjz0r+Oc6ba2HjmsIW8snpe/TKbBQ3pd2aX8OX+IuqhzTzbj5dgtihc1ZDn68MX+HR3Luox9ueN8+Ia57oBfLyrgOIKg6P973+bz/cnS1u0pXEeHsDr/8xi1uhwRjfkefbjw5yuqMenjVuHmW1mnvlbOlMTg5jSkOfVDRmYVW1/aC0jN/H8sU2XlqXa82Kz/XqdpkUen/HfUgKsb4x9EeDTyqpWKpWK1ak/dwQpRVGoN1rRqFXNym06T0+lUjXrgQ0K0zEorI3Ku1jj6UM/P79OB7W6uror5mkc6CVEb3CboPbQQw/xwQcfMHv2bNasWYPBYOCFF14gNTWV5cuXd7lcn/HfkglkNn4RlrzpCGht8U75lp3ATseafusdAa1No7/hSyNN1gH8DJ8rDMDzGf8tNcD6sqZ5vsRn8JXznAbebExf+T4MbzugNeZJB9Ided5yBLS26Fu0/5N2BzxokrewHdjuyPNVu/UCOAgcdOT5tkUendqrQz2ohKBY+2LDncgztEkeaBmkvN3mr0eI/sNt/iwjIiLYsWMHDzzwAI899hi+vr7ccsstvPjii+j1nbvA3pUvtd7K05H0vZXHHdp/eQ8q/0INR06WY7RYiQj2YdLIMHy9tS16UE3zAISHXxrNWFJS4qh/V0fVCiFcQ6UorUzE8iDl5eVs2bKF1NRUAgICHNsvXy+wI19qnV1jsCt5emrtw/byuHP7naHpnR6Ki4udVq676Mn2V1dXc/DgQebMmdNiZOjlXnrpJaceu6PWrFnjkuMK53ObnpqztTyVdKm319ZItMvzdOU4zk7vrDzu3H4hhGgkd74WQgjhMSSoCSGE8Bgef/rRarUvfdHeMOWmqx70xyHI0n5pfyNnt7/xb6/xb1GInuTxA0VOnz7Nvn37XF0NIfq9yZMnExcX5+pqCA/n8UHNYDBw8eJF/Pz80GhaTr4VQvQsq9VKbW0tAwYMwNvb29XVER7O44OaEEKI/kMGigghhPAYEtSEEEJ4DAlqQgghPIYENSGEEB6jXwS1vLw8br31VkJDQwkNDWXFihUdWt+uq/n6mq62Y/LkyahUqhb/brvttl6odc9ZuXIlM2fO7FBaT/kMNOpM2z31/ReezeMnX5eWlnLddddhMpl4+OGHsVgsvPjii2RkZLBv3z50utbXGexqvr6mq+1QFIWsrCxuueUWFi9e3GyfO881evfdd3n77beZMWNGu2k95TPQqDNt99T3X/QDiof7/e9/r2g0GiUrK8ux7ZtvvlEA5a9//avT8/U1XW1Hbm6uAijvv/9+L9Sy51ksFuXJJ59UVCqVAigzZsxoN4+nfAa60nZPe/9F/+HxQS0hIUGZPXt2i+0jRoxQZs2a5fR8fU1X2/Hvf/9bAZQ9e/b0ZPV6RX19vTJ27FgFUFasWKHExMR06IvdEz4DXW27J73/on/x6Gtq5eXl5Obmkpqa2mLfhAkTOHjwoFPz9TXdaUdmZiYASUlJANTW1vZMJXuBwWCgqqqKDRs2sHbt2mbrHLbFUz4DXWk7eNb7L/oXjw5q586dAyAmJqbFvujoaCorK6msrHRavr6mO+04evQoAQEBrF69moCAAPz9/Rk6dCjr16/v0Tr3hMDAQHJycrj99ts7nMdTPgNdaTt41vsv+hePDmqNq437+vq22Ofj4wO0/gu0q/n6mu60IzMzk+rqaioqKvjggw947733CAgI4Mc//jEffvhhz1W6B6jV6g73UBp5ymegK20Hz3r/Rf/i0aMflYZlLVUqVZtpWtvX1Xx9TXfasXLlSqxWK6tWrXJsW7ZsGWPGjOHBBx/kjjvu8OgFoj3lM9BV/f39F+7Lo3tq/v7+ANTX17fY17gtMDDQafn6mu6049577232hQb2Hsqdd97JxYsXycrKcnJt+xZP+Qx0VX9//4X78uigFhsbC0BhYWGLfefPnyc4OBg/Pz+n5etreqIdkZGRANTU1HS/gn2Yp3wGnK2/vP/CfXl0UAsODmbIkCGkpaW12Jeens7EiROdmq+v6Wo7zp07x+jRo3nqqada7Dt+/DgAQ4YMcW5l+xhP+Qx0hbz/wp15dFADWLx4MVu2bHH8MQJs2bKFEydOsGzZMqfn62u60o6YmBgqKip4++23qaqqcmwvKCjg//7v/7juuuuIiorq8bq7mqd8BjpL3n/hzjz+JqHFxcWMGTMGrVbLmjVrMBgMvPDCCwwbNozdu3ej1+vJzc3l+++/5+qrryYhIaHD+dxBV9v/xRdfsGjRIkaPHs0999xDdXU1r7/+OiaTid27dzvmL7mj+Ph44uPj2bZtm2ObJ38Gmupo2z35/RcezpUzv3vL8ePHlXnz5il+fn5KRESE8pOf/EQpKipy7H///fdbXRKovXzuoqvt/+KLL5TJkycrer1eCQ4OVm655Rbl2LFjvVx754uLi2uxqoanfwYadabtnvr+C8/m8T01IYQQ/YfHX1MTQgjRf0hQE0II4TEkqAkhhPAYEtSEEEJ4DAlqQgghPIYENSGEEB5DgpoQQgiPIUFNCCGEx5CgJoQQwmNIUBNCCOExJKgJIYTwGBLURLsWLFiASqVCpVJx7NixNtPdcccdqFQq1Go1Bw8e7HD5X331laP8P//5zy32V1ZWUltb26W6CyH6Fwlqol1jx451PM7Kymo1zcGDB1m/fj1gD26pqakdLn///v2Ox5MnT3Y8ttls/PWvf2XMmDF4eXl1ttpCiH5IgppoV9OglpmZ2Wqahx56CEVR0Ov1PPPMM50qf9++fQB4eXmRkpICgNVqJTU1lV/84hcMGjQInU7XtcoLIfoVCWqiXe0Fta+//ppvv/0WgPvuu4+4uLhOld/YU0tOTnbceDMrK4tDhw4BMHXq1K5UWwjRD0lQE+0aMWJEs2DTlM1m4+GHHwYgJCSE3//+95hMJl5//XWuvvpqgoKC0Ov1DBs2jNWrV1NWVtYsf15eHiUlJQBMmjQJgHnz5jULpK+88gpeXl7U19cDcPToUe68807i4+PR6/WEhoYyb968Vq/j7d27l5tuuomQkBAGDBjAmjVrMBqN3HnnnahUKqKiolqkX7p0KQMHDkSn0xEbG8tvf/tb6urquvMSCiF6i4tvUircREpKigIoOp1OMZvNju3vvfeeAiiA8tJLLynl5eXKlClTHNsu/zd06NBmd47esGGDY98777yjKIqihIWFtciXkpKiKIqi7NixQ/Hz82u17JCQEOXcuXOOsv/+978rXl5eLdItWrRIGTt2rAIoCxcudKR/7bXXFLVa3WrZs2bNUmw2W0+/zEKIbpKgJjpkxYoVji/4rKwsRVEUpb6+Xhk0aJACKPHx8YrRaFQWLVrkSHfrrbcq2dnZSmlpqfKHP/zBsf2+++5zlPvb3/7Wsf3w4cOKoiiK2WxWxo0bpwBKeHi4YjabFavVqiiKosyePVvRarVKdHS0kpaWptTU1CiPPfaYo4y//e1viqIoyvnz55XAwEAFUIKCgpR///vfSmlpqfLEE080C1ZPPfWUoiiKsm3bNkWlUimAMnfuXCUrK0spLy9XHn/8cUfazZs39+ZLLoToAglqokP+9Kc/Ob7cP/30U0VRFOXZZ591bPvoo4+UI0eOOJ6PHTtWsVgszcqIj49XACUxMdGxbfr06Qqg+Pr6OtLX1NQoGo1GAZQFCxa0qIvNZlPq6uocj9966y3Hcf/5z38qiqIoTz31lGPb+++/3yx/cnKyY9/GjRsVRVGUOXPmKIDi7++vlJWVKWazWTGbzYrJZFJ8fHwUQHniiSec82IKIXqMtrunL0X/cPlgkZkzZ/Lcc88BMHHiRJYtW8Zrr73mSLNq1So0Gk2zMgICAgCoqqoC7Nfj0tLSAJgwYYIj/b59+7BarUDLQSIbN27ks88+Iysri8LCQgoLCzEYDI79jaMnN23aBEBQUBD/9V//1ayM2NhYjhw5AtinEJhMJrZv3w5ATU0NoaGhrb4GTY8jhOibZKCI6JDLg9rTTz9NZWUlAC+++CIqlYrz58870owfP75Z/traWrKzswEYPHgwYB90UlNTA1waJAKwZ88ex+OmQe2Pf/wj8+bN45133sHf3597772Xv//978TExAAwcOBAYmNjASgoKABodY5b4wjOYcOGERISQnl5OWazud3XYODAge2mEUK4lvTURIcMGDCAyMhIioqK2LlzJ6WlpQAsXLiQmTNnAvZeUaOmAQ7gtddew2g0AnDTTTcBzSddNw1qjdtVKpVju9Vqdcx/++Uvf8mbb74JwKlTpzh37hwAV111laOMxl5f48jKRps3byY/Px+4NNE7ODgYrVaLxWLhV7/6FW+88YYjfXV1NTqdzjH6UwjRt0lPTXRYY2+tsLAQk8mERqPh+eefd+y/4YYbHI8feeQR0tLSKC4u5tVXX+Xxxx8H7L2d++67D7g06RqaB7WjR48CoNfrMZlM1NfXU1lZ6Tj9l5+fT0VFBUeOHGl2arHpKiYjRowA4MSJE7z66qtUVlby9ddfs3z5ckeaxqCm1+uZO3cuAB988AFfffUVNTU17Nq1i5SUFHx9fVmwYEGXXzchRC9y9UU94T5Wr17dbOTgPffc0yLNqlWr2hzOHx4eruzfv9+RNjU11TEUv6nG7Zcf5/LtQLPh/WvXrnWUsXnz5lbroNVqHY/37NnjSJ+dna2Eh4e3mic6Olo5cuSIs19OIUQPkJ6a6LCm19X8/Px48sknW6R5/fXXWbt2Lddee61j4nViYiIPPPAAR44cYeLEiQAYjUYyMjIAHNsavfHGG0yaNAlfX1+CgoKYPXs2AJ988gnz58/H39+fAQMG8Mtf/tIxIARwnFYEuP7669mwYQPJycl4e3uTlJTkmBAO4OPj0+y6X2JiIgcPHuSnP/0pUVFR6HQ64uPjuf/++zl48CBjxozp5qsnhOgNKkVRFFdXQghn2rZtGzk5OSQkJDB+/HjHaMb6+nrCw8Opq6vj+uuvZ/PmzS6uqRDC2aSnJjxOWloaK1euZM6cOaxcuZLS0lIKCwu5//77HctdLV261MW1FEL0BOmpCY+Tl5fH6NGjHWtFXm7KlCns2LFDVv4XwgNJT014nCFDhrBz504WLVrEgAED0Gg0BAQEMGrUKB577DG+/fZbCWhCeCjpqQkhhPAY0lMTQgjhMSSoCSGE8BgS1IQQQngMCWpCCCE8hgQ1IYQQHkOCmhBCCI8hQU0IIYTHkKAmhBDCY0hQE0II4TEkqAkhhPAYEtSEEEJ4jP8fNyvS2UEvfVEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', row='Boost Level', ax_size=[225, 225], \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Column plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Column plots create multiple subplots in a single row. Each unique value in the DataFrame column provided for keyword ``col`` creates a new column in the subplot grid. Plot order is defined alphabetically from left to right. Each column contains a column label indicating the unique value of the ``col`` column. " ] }, { "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, x='Voltage', y='I [A]', legend='Die', col='Boost Level', ax_size=[225, 225], \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row x column grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we provide DataFrame column names for both ``row`` and ``col`` keywords, we create a grid of subplots where each combination of unique values is used to make a subplot." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A wrap plot is an alternate view of the row by column grid. For wrap plots, each subplot contains the unique values or combination of values from one or more DataFrame columns. The actual values plotted are condensed into a single label above each plot window. By default, spacing between plots is removed, unlike the row x column grouping option (this default can be overriden by keyword ``ws_col``). Additionally, the default number of columns in this grid are determined by the square root of the total number of subplot windows. However, the number of columns in a wrap plot can be controlled via keyword ``ncol``. In wrap plots, x and y axes ranges must be shared.\n", "\n", "Default number of columns:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'],\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Custom number of columns:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], ncol=6,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other options" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Several additional options available to enhance data analysis in xy plots are describe below. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Horizontal & vertical lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add horizontal and vertical reference lines to a plot using one or more of the following keywords: `ax_hlines`, `ax_vlines`, `ax2_hlines`, `ax2_vlines` where \"h\" stands for \"horizontal\", \"v\" stands for \"vertical\", \"ax\" stands for primary axes, and \"ax2\" stands for secondary axes (if they exists). The keywords except several different types of inputs:\n", "\n", "* a single float number\n", "\n", "* a list of float numbers\n", "\n", "* or a variable-length list of tuples (only first value is required):\n", " \n", " * item 1 (required) = x or y axis value of the line or the name of a DataFrame column from which the first entry in the column will be used\n", " \n", " * item 2: line color\n", " \n", " * item 3: line style\n", " \n", " * item 4: line width\n", " \n", " * item 5: line alpha\n", " \n", " * item 6: legend text (added automatically is using a DataFrame column name for the value)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we add a single horizontal and vertical line using default styles (determined by the current theme):" ] }, { "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, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=0.63, ax_vlines=1.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we plot multiple horizontal and vertical lines at the same time and use the tuple formulation to style them independently (note one line contains the tuple value for legend name and thus is shown in the legend):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[(0, '#FF0000', '--', 3, 1, 'Open', '#555555', 0.25), 1.2], \n", " ax_vlines=[(0.6, '#0000ff', ':'), (1, '#00FF00')])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot ax_lines using data from a DataFrame column. Below we define a new column and plot the value from the first row as a horizontal line:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Diode Blow Up Point'] = 1.25\n", "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[('Diode Blow Up Point', '#FF0000', '--', 3, 1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For row/col/wrap plots, we can also apply the keyword `ax_[h|v]lines_by_plot=True` to pass a different value to each subplot:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', col='Die', lines=False, legend=True, ax_size=[250, 250],\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[0.2, 0.6, 1.0], ax_hlines_by_plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curve fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots provide automatic curve fitting using kwargs starting with `fit`. The value of fit specifies the degree and style parameters follow the normal pattern but are prefixed by ``fit_``. We can display the fit equation and R^2 values via keywords ``fit_eqn=True`` and ``fit_rsq==True``, respectively. By default, a legend is displayed to designate the style of the fit line (this can be disabled by supplying keyword ``legend=False``)." ] }, { "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, x='Voltage', y='I [A]', title='IV Data', lines=False, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_eqn=True, fit_rsq=True, fit_font_size=9, fit_color='#AABB55')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this fit is garbage, let's make it a polynomial of degree 5. We'll also disable the legend just because:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=5, fit_eqn=True, fit_rsq=True, fit_font_size=9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's return to our linear fit example. After about Voltage = 1.3V, the response looks somewhat linear. We can constrain the region of interest for the fit by supplying a start and stop value to the keywords `fit_range_x` (which selects data points that fall within this range on the x-axis) or `fit_range_y` (which selects data points that fall within this range on the y-axis). The R^2 of this fit looks much better than before." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_eqn=True, fit_rsq=True, fit_font_size=9, fit_range_x=[1.3, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the case of multiple datasets, we can also add a line of fit for each item in a legend by specifying a DataFrame column in the ``legend`` keyword:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_range_x=[1.3, 2], fit_width=2, fit_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fits also work with subplot grouping:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, wrap='Die', ncol=3,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=1, fit_range_x=[1.3, 2], fit_eqn=True, fit_width=2, fit_color='#555555', ax_size=[250, 250])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If lines are enabled in an xy plot, they are drawn from point to point based on the order in which they appear in a DataFrame column. If multiple groups are included in the dataset and not separated by grouping or legending, the lines will circle back on each other (from the end of one group to the start of the next) as shown below:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One option to deal with this is to sort the DataFrame by x-value. Unfortunately, this can result in a very jagged mess as lines are drawn between points with similar x-value but different y-value." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df2 = df.copy()\n", "df2 = df2.sort_values('I [A]')\n", "fcp.plot(df2, x='I [A]', y='Voltage', title='IV Data', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than drawing connecting lines between all points, fivecentplots allows you to select a representative statistic of the data at each value (such as the median) and plot a line based on this value instead. This is accomplished using the `stat` keyword (any stats that can be applied to a pandas `groupby` object are valid). \n", "\n", "First consider a plot of Voltage vs Current with a \"mean\" stat line. The result is clean because the voltage values in our dataset are at fixed and common values between datasets. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, y='I [A]', x='Voltage', title='IV Data', stat='mean', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, if we plot Current vs Voltage, our mean stat line becomes jagged and nasty. This is due to the fact that the current values for each voltage point vary between datasets. This is not any better than just plotting a simple connecting line between points. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', stat='mean',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For cases where the x-values are not identical and have some jitter from one dataset to the next, you can use the keyword `stat_val` and specify an alternative DataFrame column to use for the statistical calculation (the actual plotted x-axis will still be whatever is specified for the `x` keyword). Here we use a column called \"I Set\" which represents the setpoint current while \"I [A]\" represents the actual measured current. We still have some jaggedness in the stat line but it is now representative of the actual dataset and not overwhelmed by minor jitter in the x-values." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', stat='mean', stat_val='I Set',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stat lines also work with multiple DataFrame columns are plotted on a given axis. For example, consider the following with two values on the y-axis:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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HsnbtWmbMmMHbb7992m8hIiLSNJQcPARAYOsYN0fincLCwhgyZEi1RG/x4sX83//9H9dddx0ff/wx+fn5Vfb37NmTIUOGNGSoXsnrv3IUFBRw4YUXsnnzZmbNmsX8+fNdfo6SkhKKi4tPur+y9iA7O9vl55aGo+vo+XQNPVdlE6rdYnHU5HWZ/5xjMEZdrmnunj3g44OlWahj4EVecTGc4n09ODi4xhkdGoqttJRfrroWgHM/+eiUtY+NUU5ODsuWLeOpp57iiiuu4KGHHuLDDz/k1ltvdXdoXsfrE72ZM2eyefNm7rzzTqeTvJycHMrLy10cmYiInKmaRtf6BAS4ZNStNT0TvxbNMdWiubW4uPiUX/ALCgrqHJc3++ijjygvL+faa68lJiaGUaNG8cYbbyjRqwdeleglJSXx888/M3ToUDp37syOHTv44IMPiIiIoF+/fnz44YfVjpkyZYobIhURkcbCmpGBv5Y+a1CLFy/m4osvJiamorn8+uuvZ8qUKY7PcHEdr0r01qxZw/XXX8/ixYvp3Lkzq1evBioGYlx//fU1HqNET0TEc/gEBDgGXriqCd6akUHoOX1cUlZ9spWWHvfYUuNjoNE3427ZsoWNGzdy++23k5ubC8CoUaMICQnhjTfeUKLnYh6b6O3fv7/atunTpzN9+nTH/2+++WZuvvnmhgtKREQ8ilFeTtnhIx5Ro1fZJ+9ECdfdUOX/5/3784YIx2nvvPMOUFGLd2IlzKeffsqCBQtOOdOF1I7HJnoiIiJ1VXbkCNjt+Mc0/kTPG1itVj766CMmTpzI7bffXmVfcnIyN9xwA++99x6zZs1yU4TeR4meiIg0Wdb0DAD8WrV0cySnd+4nHzke20otjpq8QUvexRzoGevx/uc//yErK4ubb76ZESNGVNk3YsQInnnmGd58800lei7UJObRExERqYk1IwNTQAC+ERHuDuW0zIGBx/0EHLc9oMq+xuzdd9+lZcuWjBo1qsb9U6dOZefOnaxataphA/NiSvRERKTJsqZn4N+qpSbRbwAHDx7ku+++44orrsBsNtf4nKlTp2IymXj99dcbODrvpaZbERFpsqwZmeqf56THH3+8VmvQtmnT5rRz0nbs2BG73V7HyOR4SvRERKTJsqZnEBx7trvDqDVzYGCjH11bKT8/n3Xr1tGuXbtqy6Cdyvbt26stiya1p6ZbERFpkmzFJdjy81WjV882bdrEueeeW+vm2BkzZnDuuefWU1RNh2r0RESkSbJmVIy49YQ59DxVXQZV/PTTT64LpAlTjZ6IiDRJZRmeM7WKiLOU6ImISJNkTc/AHB6GOSjI3aGI1BsleiIi0iRZMzLVbCteT4meiIg0SdaMDA3EEK+nRE9ERJocwzCO1uipf554NyV6IiLS5JTn5mJYLPi3inF3KCL1SomeiIg0Odb0o1OrxNRvjZ5WeRB3U6InIiJNTllGJvj44Nciul7PYxhGvZYvcjpK9EREpMmxpqfjF90Ck6/Z3aGI1CsleiIi0uRoahVpKpToiYhIk2NNz1CiJ02CEj0REWlSjPJyyo4c0Rx60iQo0RMRkSbFmnkYDENz6EmToERPRESaFGtG5dQqmkNPvJ8SPRERaVKs6RmYAgIwh4e5OxSReqdET0REmpSyjEz8Y1phMpncHYpIvVOiJyIiTYo1QyNupelQoiciIk2KNT1DI26lyVCiJyIiTYatuBhbQYFq9KTJUKInIiJNhjW9csStEj1pGpToiYhIk2HNyATQHHrSZCjRExGRJqMsIwNzeDg+gYHuDkWkQSjRExGRJkMDMaSpUaInIiJNhqZWkaZGiZ6IiDQJht2O9ehkySJNhRI9ERFpEspzczGsVg3EkCZFiZ6IiDQJjhG3qtGTJkSJnoiINAnW9HQw++DXvIW7QxFpMEr0RESkSSjLyMQ/OhqTr9ndoYg0GCV6IiLSJFjTM/DTiFtpYpToiYhIk2DN0Bx60vQo0RMREa9nLyuj7EiWRtxKk6NET0REvF7Z4cNgGPjHxLg7FJEGpURPRES8nmNqFdXoSROjRE9ERLyeNT0Dn6BAzGFh7g5FpEF5bKI3Y8YMRowYcUbPTU5OZuLEiURFRREVFcW0adM4fPhw/QYoIiKNRtnRNW5NJpO7QxFpUL7uDsAZ77zzDm+99RbDhw8/7XOzsrIYOXIkVquV+++/n/LycubNm8eWLVtISEjA39+/ASIWERF3qphaRc220vR4VKJns9l46qmnePzxx8/4mPnz55OamsrWrVvp0aMHAIMHD2bs2LEsWbKEm266qZ6iFRGRxsKakUlwr57uDkOkwXlM021paSkDBgzgscceY+rUqbRt2/aMjlu6dCkjRoxwJHkAY8aMITY2lqVLl9ZXuCIi0kjYioqwFRRoIIY0SR6V6OXn5/PJJ5+wZMkSfH1PXxmZk5NDUlIScXFx1fYNGDCADRs21EeoIiLSiDhG3GqyZGmCPKbpNiwsjD179pxRglcpLS0NoMbav9atW5OXl0deXh7h4eEui1NERBoXa3oGAP4tVaMnTY/H1Oj5+PjUKskDKCgoACA4OLjavqCgIACKiorqHpyIiDRa1owMfCMj8AkMdHcoIg3OYxI9ZxiGAXDK4fQaai8i4t2s6RVTq4g0RR7TdOuM0NBQAEpKSqrtq9wWdgaTZ0ZGRhIZGXnS/Xa73ZFU1sTHpyKfjoqKOu25pPHSdfR8uobeobbXMeVIFs26n+3S624ymRxx1KS2LVAi9cWra/Tat28PwKFDh6rtO3jwIBEREYSEhDR0WCIi0kAMu53SQ4cIbNPa3aGIuIVXf+WIiIigU6dObNy4sdq+TZs2ER8f75LzlJSUUFxcfNL9ld8is7OzXXI+cQ9dR8+na+gdanMdy7KysVutlDdr5tLrHhwcrIoC8QhenegBXH755SxYsICdO3fSvXt3AFauXMmuXbu47777zqiMnJwcysvL6zNMERGpB9b0dACX99ErLi4+5Rf8ysGAIu7mVU23SUlJfPjhhyQlJTm2zZ49m6ioKEaPHs38+fN5+umnmTRpEnFxcUyZMsWN0YqISH2zZmSC2Yxfi+buDkXELbwq0VuzZg1Tp05lzZo1jm3R0dGsWbOGvn37MmfOHBYsWMCll17K119/TUBAgBujFRGR+mbNyMA/OhqT2ezuUETcwmObbvfv319t2/Tp05k+fXq17bGxsSxfvrz+gxIRkUbFmp6hFTGkSfOqGj0REZHjlWVk4qc1bqUJU6InIiJeyV5WRllWliZLliZNiZ6IiHilsszDYBhqupUmTYmeiIh4JWt6BuD6qVVEPIkSPRER8UrWjAx8goIwhzVzdygibqNET0REvJI1PQP/Vi0xmUzuDkXEbZToiYiIV7JmZOAfE+PuMETcSomeiIh4pbKMDE2tIk2eEj0REfE6tsJCbIVFGnErTZ4SPRER8TrWjExAI25FlOiJiIjXOTa1ippupWlToiciIl7HmpGBb2QkPgEB7g5FxK2U6ImIiNepGHGrZlsRJXoiIuJ1rOmZarYVQYmeiIh4GcNupywzUzV6IijRExERL1Oek4NRVoafRtyK4OvMQeHh4cTFxTFw4EDHT4cOHVwdm4iISK0dG3GrRE/EqUSvoKCA1atXs3r1ase25s2bO5K++Ph4Bg4cSCvdZCIi0sCsGRlgNuPXorm7QxFxO6cSvUomkwm73Q7AkSNH+Oabb/jmm28c+9u2bVul1i8+Pp7w8PC6RSwiInIK1vQM/FtGY/JR7ySROiV6WVlZbNmyhfXr1zt+9u7di2EYAKSmppKWlsayZcscx3Tt2tWR+N155511Cl5ERORE1gwNxBCp5FSid8EFF5CYmEizZs0YNmwYw4YNc+zLz89nw4YNrF+/nsTERNavX8/+/fsd+/fs2cOePXv4+OOPleiJiIjLWdPTCRsY7+4wRBoFpxK945tnTxQWFsbIkSMZOXKkY1t2dnaVWr/ja/hERERcxW61Up6doxo9kaPq1HR7pqKiorjgggu44IILsNls+Pn5NcRpRUSkiSnLPAyGoalVRI5q8J6qJpNJiZ6IiNQLa8bRqVVUoycC1GONntVqZffu3Wzfvp0dO3awfft2PvnkE3x8fBz9+ERERFzJmp6BT3Aw5tBQd4ci0ijUOdErKipix44djmSu8nFycjI2m63GYwICAhg6dGhdTy0iIlKFNSMD/5hWmEwmd4ci0ig4lejdfffdjsQuNTW12v7K6VWOp5tORETqmzU9A/9WLd0dhkij4VSit2DBAkwmU40JXXBwMNHR0fzxxx+YTCbef/99unfvTvfu3escrIiIyKlYMzIJPaePu8MQaTTqvDLGlVdeyQUXXEDXrl3p2rUrrVu3ZvXq1Y7pVa699lqXBCoiInIqtsJC7EVFGoghchynRt02b97cUZv373//m6SkJOLj42ndurVLgxMRETlT1vSKEbeaWkXkGKcSvb179zJr1iz8/PwoLS3l6aefJjY2lk8//dTV8YmIiJwRx9QqLdVHT6SSU4leeHg4L7zwAtu3b+eyyy7DMAxSU1OZPHkyI0eO5LfffnN1nCIiIqdkTc/ANyoKnwB/d4ci0mjUacLkzp078/nnn7Nq1SoGDBiAYRisWbOGWbNmuSo+ERGRM2LNyNSIW5ETuGRljPPPP5/169fz3nvv0aZNGwzDcEynMnr0aDZv3uyK04iIiJyUNT1DAzFETuDSJdCmTZvG7t27eeyxxwgODsYwDFatWkV8fDzTp0935alEREQcDLudssxM/DUQQ6QKpxK9O+64g48//rjGfUFBQTz22GPs3r2b6667DpPJhN1u54MPPqhToCIiIidTlpWNUV6uGj2REziV6C1cuJCpU6dit9tP+pzWrVuzePFiEhMTGT58uNMBioiInE5ZhqZWEamJ0023hmGQn59/2uf179+f//3vf/zrX/9y9lQiIiKnZE3PwOTri1/zKHeHItKo1GlljBYtWtC1a1fi4+MdPwMGDCA4OLjac//85z87Hn/99dcMHjyYqCjdkCIiUnfWjAz8WrbE5OPSruciHs/pRM8wDAzDYPfu3ezZs8fRZ8/Hx4fY2FgGDhzoSP769etHQEAAADabjT/96U/4+PhQXl7umt9CRESaNGt6hqZWEamBU4leTk4O69evJzEx0fGTmpoKVCRy27dvZ8eOHbz//vsVJ/H1pWfPno4aP8CxhJqIiEhdWTMyCRs80N1hiDQ6TiV64eHhjB49mtGjRzu2ZWRkVEn8EhMTycrKAqCsrIzffvuNLVu28O6777omchEREcBusVKena2pVURqUKc+esdr1aoV48ePZ/z48Y5tycnJVRK/jRs3UlhY6KpTioiIYM3MBNDUKiI1qNdeq506deLKK69k3rx5rFq1iry8PH7//XcWL17MLbfcUuvykpOTmThxIlFRUURFRTFt2jQOHz582uM2bNjA2LFjCQkJISwsjEsuuYRdu3Y58yuJiEgjo6lVRE7OZTV6Z8JkMtGzZ0969uzJddddV6tjs7KyGDlyJFarlfvvv5/y8nLmzZvHli1bSEhIwN+/5kWsd+3axYgRIwgODmbOnDkAvPDCC5x33nn89ttvtGnTps6/l4iIuI81PQOfkBB8m4W6OxSRRqdBE726mD9/PqmpqWzdupUePXoAMHjwYMaOHcuSJUu46aabajxuwYIFFBYWsmbNGvr37w/AqFGjGDRoEC+++CLz5s1rsN9BRERcz5qRqRG3IifhMRMOLV26lBEjRjiSPIAxY8YQGxvL0qVLT3pcUlISLVq0cCR5AAMHDqR58+Zs3bq1XmMWEZH6Z83IUP88kZPwiEQvJyeHpKQk4uLiqu0bMGAAGzZsOOmx3bp1Izs7u0pfvuzsbHJzc2ndunW9xCsiIg3DMIyjc+gp0ROpiVOJ3tixY3n44YdZtmwZBw8edHVM1aSlpQHQtm3bavtat25NXl4eeXl5NR47e/Zs2rVrx+TJk9myZQtbt25l8uTJ+Pv7c8cdd9Rr3CIiUr9shYXYi4vVdCtyEk710fv+++/54YcfHP+PiYlh0KBBDBw40PETERHhqhgpKCgAqHFptaCgIACKiooIDw+vtr99+/Y89NBD3HbbbfTt2xcAs9nMZ599VqU5V0REPI81vWLErX9MjJsjEWmc6rQEWqVDhw7xn//8h//85z+ObV26dHEkf4MGDaJ///4EBgbW6Vwmk+mkzznZvkcffZS5c+cyfPhwZsyYgc1m47XXXuPKK6/k888/55JLLnEqJhERcb+yjAwwmfBrGe3uUEQaJacSvb1795KYmEhCQoJjIuTi4uIqz9m3bx/79u1zrIHr6+uLxWJxKsjQ0Ioh8yUlJdX2VW4LCwurti83N5d58+YRHx/P999/j9lsBuDqq69m4MCB3HTTTfzxxx+OdXhPJjIyksjIyJPut9vtp1zSzefoIttRUVGnPI80brqOnk/X0Dscfx0L8vIJaNGCFg1co2cymRxx1MTX12MmtRAv59RfYufOnencuTNXXXUVUJHobNu2rUryt3XrVsrLyx3HHP+4ttq3bw9U1Bye6ODBg0RERBASElJt3549e7BYLEyePNmR5AH4+flx7bXXMnv2bHbu3Olo0hUREc9SknaQwDYaWCdyMi75yuHj40OfPn3o06cPN9xwAwAWi4VNmzY5Er/ExESny4+IiKBTp05s3Lix2r5NmzYRHx9f43GVNXU2m63avsptdrvd6bgqlZSUVKvRPF5l7UF2dnadzyXuo+vo+XQNvcPx17EoNZXg7rENfk2Dg4NrrGAQaWzqrW45ICCAIUOGMGTIEJeUd/nll7NgwQJ27txJ9+7dAVi5ciW7du3ivvvuq/GYXr160aZNG9577z1uv/12Rx/B0tJS3n//fVq0aEHv3r1Pe+6cnJw61UiKiIjrGXY7ZZmH8R9+foOfu7i4+JRf8CsHEYq4m8d0Ipg9ezbvv/8+o0eP5p577qG0tJTnnnuOuLg4pkyZAlRMjvzzzz8zdOhQOnfujNlsZuHChUyaNIlBgwbxl7/8BZvNxrvvvsvOnTv54IMP8PPzc/NvJiIizijLysIoL9dkySKn4BETJgNER0ezZs0a+vbty5w5c1iwYAGXXnopX3/9taOJds2aNUydOpU1a9Y4jrvssstYsWIFUVFRPPTQQzz66KNERkayfPlyrr32Wnf9OiIiUkeOqVU0h57ISXlMjR5AbGwsy5cvP+n+6dOnM3369GrbR40axahRo+oxMhERaWhlGRmYfH3x1ShqkZPymBo9ERGR41kzMvFr1RLTKaY5EWnqdHeIiIhHsqZnqH+eyGnUS6JXVlbGO++84/j/hg0b6uM0IiLShFkzMvBvpURP5FTqJdF7+eWXmTFjBhdddBEvvfQSgwcP5r333quPU4mISBNkKy2lPDtHiZ7IaTid6K1Zs4a7776bRYsWUVpaWmVfUlIShmGwYsUK7r77bux2O0899VSdgxUREQEoPZQOoKZbkdNwatTtsmXLuOKKKxyrSixYsIAffviBs846C4BFixaxb98+vvvuOwACAwP56KOPXBSyiIg0dSUHDwKaWkXkdJyq0XviiSew2Wx0796dtm3bsm/fPsaNG0d5eTnZ2dlMmjSJFStWYDKZALBarfj7+7s0cBERabpKDx7CHBqCOTTU3aGINGpOJXq7d+/GZDLx448/snXrVnr06MH27du59tpr6dWrF1988QWGYRATE0P//v0xDIPXXnvN1bGLiEgTVXLwIH7qnydyWk4lejExMQB8+eWXBAcHM2XKFAzD4LPPPiMjIwPDMBg9ejSbNm3imWeewTAMfvjhB5cGLiIiTVfpwUMaiCFyBpxK9MaNG4dhGFx//fUEBgbyyCOPYDKZMAyDiIgI3nrrLVasWEHLli0ZPHgwAKmpqS4NXEREmibDMChJO6iBGCJnwKlE78knn6R79+4YhuH4qeyP5+vry6WXXup4blpammO7iIhIXdgtFtZdfhW24mItfSZyBpzKvsLDw9m0aROffPIJSUlJdO7cmXHjxjF69Gh+//13xowZw9y5cwkICOChhx4CoGfPni4NXEREmjb/VtHuDkGk0XO6mi0gIIBp06ZV2bZo0SJGjRrFli1bmDBhgmO7yWTiL3/5i/NRiohIk2a3WKr8C2AOC3f83ycgwC1xiTR2Lm1PPe+88/jHP/7BX/7yFwoKChzbp0yZwowZM1x5KhERaUL2zLyz2rbk+x9yPI59+/WGDEfEY7i849ykSZMYOXIky5Yt48iRIwwZMoThw4e7+jQiIiIichr1MkKiefPmaqoVERGX6bboJQDKCwpIfuARADr9fS6+zZq5MyyRRk9DYUVEpNGr7INnP5x1bJu/v/rmiZyGEj0REWn0KgddlB7447htVg3GEDkNJXoiItLo1TgY48FHHI81GEOkZk5NmCwiIiIijZ9TNXqLFi1i0KBB9OvXDz8/P1fHJCIiUkXlYIz9j8+l7PBhALrMf05NtiKn4VSid/vtt2MymfDz86NPnz4MHDjQ8dOrVy/HcmgiIiKu4BMQgN1icSR5lduU6ImcmtN99AzDwGq1snHjRjZu3Mgbb7wBQHBwMAMGDKiS/HXu3NllAYuISNNkSTvo7hBEPI5Tid6XX35JYmIiCQkJJCYmcuTIEce+oqIifvrpJ3766SfHtsjISAYOHMjXX39d94hFRKRJsqSkgI8Pg//xPj7+/mRnZ7s7JJFGz6lEb9y4cYwbN87x//3795OYmOhI/jZu3EhhYaFjf3Z2Nt99913doxURkSar9EAq/q1j8PH3d3coIh7DJdOrdOzYkY4dO3LFFVcAFc2627dvr1Lrt2XLFlecSkREmihLSgqBZ53l7jBEPIrL59EzDIPy8nJ69epFr169mD59OgBWq9XVpxIRkSbCsNuxpKbRLG6Au0MR8Sgum0dv1apVDBs2jICAAAIDA2nZsiUAa9asAcBfVe0iIuIka0YmhtVKQHvV6InUhksSvdWrV3PBBRfw888/U15ejmEYZGVVrEc4fvx4Zs2a5YrTiIhIE2VJSQEg8Kx2bo5ExLO4JNF77LHHKC8vp3Pnzjz11FOO7VlZWRQWFvLyyy/zxRdfuOJUIiLSBFkOpOIbFYk5NNTdoYh4FJckeuvXr8dkMvH5558ze/Zsx/bmzZtz3333YRgGCxcudMWpRESkCSpNSSFAAzFEas0liZ6PT0UxnTp1qrbvnnvuAWDTpk2uOJWIiDRBlpRUNduKOMEliV7Xrl0B+Pe//11tX3l5OaBRtyIi4pzyvDxs+fmq0RNxgkumV7nyyivZvHkzf/3rX9m3b59je1ZWlmMgRu/evV1xKhERaWJKD1QMxAhorxo9kdpySaJ311138eGHH7J9+3aeeOIJTCYTgGOKFZPJxK233uqKU4mISBNjSUnFJygQvxYt3B2KiMdxSdNtYGAg//vf/xg5ciSGYVT7ueOOO5g2bZorTiUiIk2M5UDFQIzKSgQROXMuqdHbs2cP3bp14/vvv+fnn39mxYoVZGRkEB0dzSWXXEJ8fLwrTiMiIk1QaUoqIb17ujsMEY/kkkSvb9++PPjggzzwwAMMHTqUoUOHuqJYERFp4uylpZRlZhJ41oXuDkXEI7mk6ba0tJTHH3+cvn37smrVKlcUKSIigiXtIBiGBmKIOMkliV7//v0xDIOdO3cyevRopk+fzpEjR1xRtIiIeBi7xcKuG29m1403Y7dY6lRW6YEDYPbBv3VrF0Un0rS4bGWMRYsWERUVhWEYfPDBB3Tv3p3Fixe7ongREWmiLCmpBLRpg4+fn7tDEfFILkn0TCYTt9xyC7t37+bGG2/EZDKRnZ3NjTfeyPDhw9m5c6crTiMiIo2Y3WJx/JxqW21UjLhVs62Is1yS6FWKiorizTffJCEhgfPPPx/DMPjxxx/p168fjzzyiCtPJSIijcyemXeyZ+ad7Lv72Jrn++6e7dheW4bNhiXtoFbEEKkDlyZ6AIcPH6agoICrrrqKXr16YTKZsFqtPPPMM3UuOzk5mYkTJxIVFUVUVBTTpk3j8OHDZxTTTTfdRKtWrQgLC2PEiBGsW7euzvGIiEj9sWZkYJSVaY1bkTpwyfQqt9xyC9u3b2fHjh1kZWVV2WcYhitOQVZWFiNHjsRqtXL//fdTXl7OvHnz2LJlCwkJCfj7+9d4XEFBAeeffz4HDx5k1qxZREZGsnDhQkaNGkVCQoKWZhMRcZFui14CKpprK2v1usx/Dp+AAKfKs6SkAqjpVqQOXJLovfHGG5hMpipJnclkomvXrsTHxzt+6mL+/PmkpqaydetWevToAcDgwYMZO3YsS5Ys4aabbqrxuGeffZZdu3axatUqzj//fACuuuoqOnfuzHPPPcf7779fp7hERKRCTQmdT0CA04le6YEUfJtHYQ4JqWtoIk2WSxI9gI4dO1ZJ6uLi4ggLC3NV8SxdupQRI0Y4kjyAMWPGEBsby9KlS2tM9AzD4L333uNPf/qTI8kDiImJ4fnnn8dPo7hERBoty4EUAtU/T6ROXJLoZWVlERkZ6YqiapSTk0NSUhKTJk2qtm/AgAEsX768xuP2799PWloas2dXNCEYhkFRURGhoaHceuut9RaviEhT5hMQQOzbr9epDMMwsKSkEjFqhGuCEmmiXDIYozLJKyws5Mcff2TFihVs27bNFUUDkJaWBkDbtm2r7WvdujV5eXnk5eVV27dnzx4AWrZsyX333UdERATNmjWja9eu/Pe//3VZfCIi4lrlubnYCgvVP0+kjlw26vbJJ5+kVatWjBgxgosuuoi+ffsC8Pe//53i4uI6lV1QUABAcHBwtX1BQUEAFBUVVduXm5sLwKOPPspXX33FSy+9xPvvv09wcDCXXnopK1eurFNcIiJSPyoHYgS2V9OtSF24pOn2zTff5LHHHqtx3+OPP85XX33F//73P3x9nTtd5SAPk8l00ufUtM9ydILO3Nxcdu/e7ah5vOSSS+jSpQsPPvggY8aMcSomERGpP5YDKfgEB+MbFeXuUEQ8mksSvVdeeQWTycQll1zC7NmzOe+884CKBMtkMvHzzz/z8ssvc/fddztVfmhoKAAlJSXV9lVuq2ngR8jRkVoTJ06s0ocwIiKCCRMmsGTJEgoLCx3ln0xkZOQp+yDa7fZTTiPj41NRcRqlNyyPpuvo+XQNPcfhjExCO3eiefPm1fY1hutoMpkccdTE2YoNEVdzSdNtZV+4V199lcGDBzu2R0RE8Oabb2IYRp2mMWnfvj0Ahw4dqrbv4MGDREREOJK641X26WvZsmW1fS1btsQwDAoLC52OS0RE6kdRcjIhHTu4OwwRj+eSrxyhoaHk5OTUOF3JZZddxnXXXcfevXudLj8iIoJOnTqxcePGavs2bdp00jn6evfuTUBAQI0DQ5KTkwkMDCQ6OtrpuCqVlJScsh9i5bfO7OzsOp9L3EfX0fPpGnoGW0kJlvQMjJYta7xWjeE6BgcH11jBINLYuKRGr3LgxfPPP1+tr1xSUhLASVeuOFOXX345K1euZOfOnY5tK1euZNeuXVx99dU1HhMSEsKECRP48ssvqyR7ycnJ/Oc//+HPf/4zZrP5tOfOycnh8OHDJ/2p62ATERE5xpJaMdNCYx5xW1xcfMrPhZycHHeHKAK4KNG78cYbMQyD559/vsrghs8//5wpU6ZgMpkYOnRonc4xe/ZsoqKiGD16NPPnz+fpp59m0qRJxMXFMWXKFKAiqfzwww8dySXAc889R0REBCNHjuSpp55i3rx5DBs2jKCgIJ5++uk6xSQiIq5nSUnB5OtLQOsYd4ci4vFckuhNnjyZq666CsMwWL16taNW78orr+T333/HbDbz8MMP1+kc0dHRrFmzhr59+zJnzhwWLFjApZdeytdff03A0eV11qxZw9SpU1mzZo3juI4dO7Ju3TqGDx/OvHnzmDt3Lv369ePnn3+mc+fOdYpJRERcz3IgFf82rTFpQINInbnsLvroo4/o2bMnL7zwAvn5+Y7tzZs357XXXuPcc8+t8zliY2NPugoGwPTp05k+fXq17Z07d+af//xnnc8vIiL1rzQlhQAtfSbiEi5L9Hx8fHj00Ue59957SUhIICMjg+joaM4991wCAwNddRoREfFiRrkNa9pBws8d4u5QRLyCy+vFg4KCGD58uKuLFRGRJsCano5RXk6AVsQQcQmXLYF2MmvXriU+Pp7bbrutvk8lIiIerjQlBYCAdo13xK2IJ6n3RK+8vJyNGzfy2muv1fepRETEw1kOpOIX3QJzcJC7QxHxCvWe6ImIiJwpiwZiiLiUEj0REWkUDMOgNCW1UU+ULOJpnEr0fvvtN+x2u6tjERGRJqw8Jwd7URGBqtETcRmnRt3279+f4OBg+vXrx8CBAx0/3bp1c3V8IiLSRFgOHB2I0V41eiKu4vT0KiUlJfzyyy/88ssvjm3h4eHExcU5Er9Bgwa5JEgREfF+pSmpmEND8I2MdHcoIl7DqUTvz3/+M+vXryctLa3K9tzcXH744Qd++OEHx7bQ0NC6RSgiIk2C5UDFQIzKZTRFpO6cSvS++OILANLT00lISCAhIYHExETWr19PTk5OlecWFhbWPUoREfF6lpRUQgf0c3cYIl6lTitjxMTEMGHCBCZMmODYtnfvXhITEx3J36ZNmygpKalzoCIi4r1sxcWUHTmiqVVEXMzlS6B17dqVrl27MnnyZABsNhu///47iYmJrj6ViIh4CUtqRVegQA3EEHEplyd6JzKbzfTt25e+ffvW96lERMRDWQ6kYPL1xb9VjLtDEfEqmjBZRETcrvRACv5t22DyNbs7FBGvokRPRETczpKSSmB79c8TcTUleiIi4lZGeTmWgwc1EEOkHrgk0fv+++/Jz893RVEiItLEWA6lg82mNW5F6oFTiV5mZiY//vgjpaWlAIwdO5bmzZtjGIZLgxMREe9XufRZoBI9EZdzKtFr0aIFt912G2FhYcTFxQFgt9vZtm1bteeWlJTQvXt37r777rpFKiIiXsmSkoJfy2h8AgPdHYqI13FqehUfHx8WLFjA6NGj2bx5s2O5mr59+xIWFsbAgQMZMmQIgwcPxsfHh927d5Oamsr8+fNdGryIiHi+0qNLn4mI6zk9j97IkSO57bbb+Pjjj8nOzgbAMAzy8vL4/vvv+f7776s839/fv26RioiI1zEMA0tKKlEXXeDuUES8Up0GY7z88sscPnzY0TfvjjvuYPDgwfj5+WEYhuMH4Pzzz697tCIi4lXKs7Kwl5RoIIZIPXHJyhjPPPMMiYmJvPjii5hMJqxWKxs3biQxMZHff/+dsLAw7r//flecSkREvEhpSiqA5tATqScuSfROTOL8/f0ZMmQIQ4YMcUXxIiLipSwHUjA3a4Y5PNzdoYh4JZdNmLx//37ef/99VxUnIiJNgCUllYCz2jkG9YmIa7kk0duxYwfx8fHMnTvXse21116jW7duDBkyhDVr1rjiNCIi4mVKU1LUP0+kHrmk6Xbu3LlkZ2eTn5+PzWbjhx9+YObMmZhMJvbt28dFF13Eli1b6Nq1qytOJyIiXsBWWER5Vrb654nUI5fU6P3000+YTCaeeuopzGYzixYtAir66vn7+2OxWHjmmWdccSoREfESltSKgRiaQ0+k/rgk0cvIyADgpptuorS0lBUrVmAymVi2bBlLly7FMAx++uknV5xKRES8ROmBFEz+fvjHtHJ3KCJeyyVNt0FBQZSVlQGwatUqSkpKaNmyJRdccAHFxcUApB795iYiIgJHB2K0bYvJx2XjAkXkBC5J9Pr06cPatWu566672L17NyaTicsuuwyTyUReXh4AoaGhrjiViIh4CUtKCoGdO7s7DBGv5pKvUdOnT8cwDD744AN+/fVXAG688UbKysp49NFHAejQoYMrTiUiIl7AXlaG5dAhjbgVqWcuSfRuuOEGbr31VseSZw8++CBxcXF8++23LF68GJPJxNVXX+2KU4mIiBewHjoENrtG3IrUM5c03QIsXLiQv/3tbwA0b94cgNjYWACGDBnCLbfc4qpTiYiIh7McSAGTiYB2bd0diohXc2kP2ObNmzuSPIDOnTvz97//nRUrVhAUFOTKU4mIiAcrPZCKf6uW+AQEuDsUEa/msho9gGXLlvHNN9+Qn5/PWWedxSWXXMLs2bNdeQoREfEClpQUzZ8n0gBckujZ7XYmTZrEv//97yrbn3/+ecaNG8f7779PZGSkK04lIiIezrDbsaSkEtKnt7tDEfF6Lmm6XbhwIcuWLXMMxjj+Z/ny5Vx00UVYrVZXnEpERDxcWVYW9tJSDcQQaQAuSfSWLFmCyWRi/PjxJCcnk5WVxYoVK7jgggswDIP169fz6quvuuJUIiLi4SwHKpc+09QqIvXNJYnerl27AFi0aBEdOnQgMjKS0aNH880333D99ddjGAb/+Mc/XHEqERHxcJaUFMxhYfiGh7s7FBGv55JEzzAMgBpH1s6ZMwc4lgyKiEjTVnogRc22Ig3EJYlep06dAHj99der7TObzUDFgA0RERFLSqqabUUaiEsSvfHjx2MYBo8//jh33nkne/fuBSA/P58777wTqJhTr66Sk5OZOHEiUVFRREVFMW3aNA4fPlyrMrZs2YK/vz+PP/54neMREZHaKS8opDwnR1OriDQQl0yvcu+997JkyRIyMzNZuHAhCxcuJDg4mJKSEgzDwGQyccUVV9TpHFlZWYwcORKr1cr9999PeXk58+bNY8uWLSQkJODv73/aMsrLy5k+fTplZWV1ikVERJxjSa0YiBHYXjV6Ig3BJYleixYtWL58ORMmTCAtLQ2AoqIix/6BAwdy33331ekc8+fPJzU1la1bt9KjRw8ABg8ezNixY1myZAk33XTTact45pln2LZtW53iEBER51kOpGDy98evZUt3hyLSJLhsCbT+/fuza9cuXnnlFS699FIGDRrE2LFjef7551m9ejUBdVzmZunSpYwYMcKR5AGMGTOG2NhYli5detrjt27dyty5c3n00UfrFIeIiDjPkpJKQLu2mHxcugKniJyES5dACw4OZubMmcycOdOVxZKTk0NSUhKTJk2qtm/AgAEsX778lMeXl5dz/fXXM3bsWKZMmaJkT0TETUoPpBB8dld3hyHSZLgs0bNYLLz22mtV1rqdMGECkydPxqeO39wqm4Pbtm1bbV/r1q3Jy8sjLy+P8JPMyfTss8+yZ88eli1bRnl5eZ1iERER59itVqzp6USOHunuUESaDJckeqWlpYwaNYpff/3Vse3XX3/ls88+4/nnn+eLL76gY8eOTpdfUFAAVNQYnqhy7r6ioqIaE71t27bxxBNPsHDhQtq1a8f+/fudjkNERJxnPXgI7HZNrSLSgFzSSeK5555j3bp1GIaBn58foaGhjrVuf/vtNy644AJHsuaMygmZTSbTSZ9T0z6bzcb06dM577zzzmiwhoiI1J/SAylgMhFQQ+uMiNQPl9Toffrpp5hMJm644QZeffVV/Pz82LdvH8899xxvvfUW+/bt48UXX3SsklFboaGhAJSUlFTbV7ktLCys2r7K6Vd++uknjhw5AlT09wMoLi7myJEjREVFnbZpOTIyksjIyJPut9vtjmS0JpXlR0VFnfI80rjpOno+XUP3yj18mKC2bWjROqZO5TSG62gymU752eHr69Iu8CJOc0mNXlJSEgBPP/00fn5+AHTp0oU33niDhx56CMMw+Pzzz50uv3379gAcOnSo2r6DBw8SERFBSEhItX3ffPMNVquVQYMGER0dTXR0NAMGDAAqksDo6GgOHDjgdFwiInLmipP3E9ypo7vDEGlSXPKVw9fXF4vFgtVqrbbvtttu4+mnn2bfvn1Olx8REUGnTp3YuHFjtX2bNm0iPj6+xuNeeOEFRw1epYyMDKZMmcLUqVOZNm0aMTF1+2YJFbWKxcXFJ91f+a0zOzu7zucS99F19Hy6hu5j2O0UJu+nea+edX79G8N1DA4OrrGCQaSxcUmi161bNzZv3swzzzzDwoULq+yr7JtXueatsy6//HIWLFjAzp076d69OwArV65k165dJ52MOS4urtq2ysEYnTt3ZsyYMWd07pycHI3WFRGpg7LDhzEsFgLbe8fSZ8XFxaf8gl+XfukiruSSptvLL78cwzB47bXX+POf/8zKlSvJyspi69at/OUvfwEgNja2TueYPXs2UVFRjB49mvnz5/P0008zadIk4uLimDJlClDRhPzhhx86mpJFRKRxsKRULH2mEbciDcslid4dd9xBt27dMAyDL7/8kgsvvJCWLVvSr18/1q5di8lkYurUqXU6R3R0NGvWrKFv377MmTOHBQsWcOmll/L11187Vt1Ys2YNU6dOZc2aNa74tURExEVKD6TgGxGObw0D50Sk/rik6TY0NJQVK1YwceLEGvvRTZgwgdtuu63O54mNjT3lKhjTp09n+vTppyyjY8eOpxwhKyIirmdJSSXgLO9othXxJC4b/92+fXvWr1/P8uXLWblyJQcPHiQ8PJwLL7yQiRMnuuo0IiLigSwpKYQNPdfdYYg0OS6f6GfcuHGMGzfO1cWKiIiHKs/Ppzw3z2sGYoh4Eqf76P3yyy9cfvnlxMXFcfXVV1dpst24cSMvv/wyn332GaWlpS4JVEREPNOxgRhK9EQamlM1egkJCYwcOZKysjIANm/ezFdffcWqVatITEzktttuc/SDi46O5qOPPmL06NGui1pERDxG6YEUTAEB+EW3cHcoIk2OU4nes88+W21y5OLiYmbNmsWWLVuw2+2O7ZmZmYwfP55t27bRuXPnukUrIiIex5KSSuBZ7TCdZrlJEXE9p+66n3/+GZPJxJw5cygqKmLr1q0MGDCAtWvXkp+fT+vWrXnkkUe47rrrMJvNWK1WXnrpJVfHLiIiHsCSkqL580TcxKkavcplZ+69916CgoLo1asXr7zyCkOHDsVkMvHxxx9z/vnnA9C/f3/uuusuVq1a5bKgRUTEM9gtVqzpGUSOPbOViETEtZyq0avsmxcUFOTYds455zgeDxw40PH4yiuvBCAtLc2pAEVExHNZ0tLAMDTiVsRN6tRhwmQyOR4HBwc7HleuVAHQvHlzAPLz8+tyKhER8UCWlBTw8cG/bRt3hyLSJNUp0bPZbKc/wdHOt2fyXBER8S6lB1Lxbx2Dj5+fu0MRaZLqNGFyWFgYsbGx9O7dm969ezu2H1/TJyIiTZclJYVAzZ8n4jZOJ3qGYWCxWNi6dStbt24FjiV4gwcPZsCAAfTv379K3z0REWk6DLsdS2oazeIGuDsUkSbLqUTv9ddfJzExkYSEBLZv316lWdZkMrFhwwY2bNjgsiBFRMTzlGVmYlitBGgghojbOJXozZgxgxkzZgBQUlLChg0bSExMdCR/SUlJLg1SREQ8T+mBo0uftdMceiLuUqc+elAxxcp5553Heeed59iWnZ1dJfFLTEwkMzOzrqcSEREPYklJwTcyEt9moe4ORaTJqnOiV5OoqCguvPBCLrzwQse21NTU+jiViIg0MnaLhT0z7wQg+LiBeiLS8Bps4cF2qroXEWkS7BaL43FATEs3RiIi9VKjJyIiTU9lgme3WB3b/Fq2cmz3OW4yfRFpGEr0RETEJSqba4+X+Y+PyfzHxwDEvv16Q4ck0uQ1WNOtiIiIiDQsJXoiIiIiXkpNtyIi4hLdFr0EQO4v6zj8YUVzbae/z8W3WTN3hiXSpCnRExERl6gcbFH029Zj2/z9NQhDxI3UdCsiIi5jKy6hePsOx/+V5Im4l2r0RETEZQo3bQK7nc7PPYNfVKS7wxFp8lSjJyIiLpO/LoGgs7spyRNpJJToiYiIS5Tn5lG8cxdhgwe5OxQROUqJnoiIuER+4npMZjPN4vq7OxQROUqJnoiIuETBrwmE9OmFOSTE3aGIyFFK9EREpM6sGRmU7v9DzbYijYwSPRERqbP8XxPxCQwk5Jw+7g5FRI6jRE9EROrEMAzyf00gdEA/fPz93R2OiBxHiZ6IiNSJ5Y8DlGVkqtlWpBFSoiciInWS/2sC5rAwgrvHujsUETmBEj0REXGaYbeTn7CeZgPjMJnN7g5HRE6gRE9ERJxWvGs3trw8NduKNFJK9ERExGn56xLwi44msFNHd4ciIjVQoiciIk6xl5VRuHEjYUMGYTKZ3B2OiNRAiZ6IiDilaMtW7CWlNBs00N2hiMhJKNETERGn5P+aSED79gS0jnF3KCJyEkr0RESk1mzFxRRt2UrYEA3CEGnMlOiJiEitFW7chGGz0WxgnLtDEZFTUKInIiK1lr8ugeDYs/GLjHR3KCJyCh6V6CUnJzNx4kSioqKIiopi2rRpHD58+LTHffvttwwbNozg4GBCQ0MZM2YM69ata4CIRUS8T3luLsW7dtNMc+eJNHq+7g7gTGVlZTFy5EisViv3338/5eXlzJs3jy1btpCQkID/SRbSXr16NRdffDG9evXiqaeeory8nFdffZXhw4fz448/MmiQ3qhERGojP2E9JrOZZnH93R2KiJyGxyR68+fPJzU1la1bt9KjRw8ABg8ezNixY1myZAk33XRTjcfdddddnHXWWfz6668EBwcDMG3aNHr06MHDDz/MihUrGux3EBHxBvm/JhDSpzfmo++pItJ4eUyit3TpUkaMGOFI8gDGjBlDbGwsS5curTHRy8nJ4bfffuOee+5xJHkArVq1Yvjw4Xz33Xf1HndKRiGLv9lPqdVG97OCGdm/tcvK/nX7YX7dcQRfHxNj49vQ7awwl5Rrs9n4z8+pHEgvJizEj4nntyc8tOYa09rKK7TyrzUHyC8qo31MMBOGtsPsovUx96Tks2L9QcrtBoN7tGBwz2iXlAvwv02H2Jmyj0B/M2P6t+CsVqEuKddqs/GvVQfIyC4lKsyfSSM7EuTvmtfjcG4Jy35MobjUxtntw7h4cFuXlAvw295sftySCcCwc1rSt2uUy8pevi6NPSn5BAeauXTYWURHBLmk3BKrjde/2MKR3FKiQs1MHNEefxf97aVkFPLVujQsZXbO6RLh1fe5NT0dyx8HaD7uopM+p77v89XLkym32enfJczl9/mWfbkE+PnwpyFtXXafi7iTyTAMw91BnE5OTg5RUVHMnj2bZ599tsq+a665huXLl5Obm1vtOJvNRlJSEiEhIbRp06bKvmHDhrFlyxby8vJOed6VK1cSFxdHs2bNahVzVl4Jjy3eSlFpeZXtPia4fHgHxg1x/kP3p62ZvPf1Pmz2qpcu0M+HB6b0pkMd3pze+M9u1m0/Um17q8gAnrixn9MfjFabjTlvbyYjx1Jt35CeLfjrhLOdKhfgj4xC/v7h75SW2atsN/uYmH5xF87r09Lpsr/6JZV/rTnACS81IYG+/O36PjQPdz4JeX7pNrbtr/731yEmhEen9nb6g7GoxMoj7/xGbmFZle0mYGx8ayaP6eRUuQBbk3J45fOdlNmqviB+ZhO3X96dPp2d75j/8cpkVqw/xIlvSBGhfsz9S19Cgpz7smGz2Xjyg9/5I72o2r5eHcO59+peTpULTfM+P/Lv/5Kz8nu6vPAcPid0mdF9fkxBQQEbNmxgzJgxRGrAiriRRwzGSEtLA6Bt2+pvmq1btyYvL6/GhM1sNtOtW7dqSd6WLVtYu3YtQ4cOrZd48wqtzH59U5U3/8rVgewG/HPVH3z5c4pTZf+89TDvfLXX8eZ//KJDpWV2Hl+8hYNHip0q+8V/bq/y5n/8ikYZORZmvbzeqXIBZr28vsqb//Flr9t+hBf/ud2pcg8eKebxxVuqvPlXFm2zG7zz1V5+3nr6ATs1+fLnFD5bfezN//iYi0rLmf36JvIKrU6V/fji36okeceX/Ud6EbPf2ORUuVabjVkLN1RJ8irLNoDv1h/ivW/2OlX2zgO5zP90R7UkD6DMZjD/0x3sPJDrVNnvfbOX745L8o5/PXILy5i1cANWm82psme/salKkudzXNnb9ufx+OLfnCq3Kd7nhmGQ/2sCof37V0vyoIHv86NlN+b7XKQx8Iim24KCAoAqza+VgoIqvmkVFRURHh5+2rIKCwuZNm0aAA888IALozxm/j93ON40hvZqwb1TBmI2m/nh17288q+d2A34148pjB96Vq3LXnzch/QN47ow7JxWACz9PplvEw8B8MIn23lhZnytys3KK2HLvlygosbg4al9aNcyhBKrjef+8Tv704sottj4eGVyrWuEPl6ZTLGl4kO6Y0wIs6/pTZC/mdTMIp76YCulZXa27MslO99CVFhArcp+4ZNjHxwXDmzN1aMrYvtxSwbvLt8HVLxmQ/vUvnnnXz9WfEj7mOD2id0ZNbgrNpuNeR8k8sv2I9gNePGfO3j8+r61KnfXgVz+yKhIPJoF+/LotD5ERwSRV2jl6Q+3kplrITvfyqrN6YzoV7sVB1791y5HIta7Uzi3T+qOv9nMnpR8nlu6jXKbwerNmVwztlOta2df/nyX4/EVI47VVi1fl8Y/V/0BwCuf72LRrMG1KtdqtbF6c0UzsK/ZxOyre9HtrDCsNhuvfLaT35PzKLMZvPav3dx5RY/TlFbVqs3pZOdXfEi3jAjg+TuGER4ayK6kNJ58fysFxeX8kVHEnpT8WjeJnnif3zCuC2azmc17sr32Pi9N3k9Z5mFaTbmm2r6GvM9vvaJi7r5/r9rh8vu8X7cobDYb73y1r073uUhj4RE1epWty6daNPtMFtQuLi5mwoQJ/PbbbzzwwAMMHz7cZTEe78DRD/GzooO56ZKzHU1w/bpFMevKig8qw6hoLqiNzXuyKT/6IT51bCfHmz/A1aM70btTRaKbXWDFaq1d7cdbXx77YJl/+0DatQwBIMjfzGPT+xJ4tN/Y6t8yalXu8ccEHi2rsg9au5YhzL/92BqZb/53d63KtVptZBdUfIj37hzhSPIAhp3TimvHVvy/3GaweU92rcr+6pdUKjs13HNlT/p1q+iDZjabmTHhbNq1qPjSUZmw1cZ73yQBFbU0L86Mc/RBCw/159mb4zAfrXL615oDtS57a3JFLWFEqB/3XNXLkcx1OyuMuX/p53je+1/vq1W5h7JKKDn6IT6qf6sqTZLjhrRlRP+Kv8Vii41DWSW1Kvv9747FMvcv/RwJl7/ZzD1X9SIi1A+ALcm5tSoXjr2GZh8Tz94cR3hoIADREUG8ODPOUVP27te1r+Vsivd5QUIi5vAwgrvHVtun+1ykcfKIGr3Q0Iq+KCUl1T9AKreFhZ3623hubi7jx49n7dq13HDDDTz11FNnfP7IyMhT9rGw2+2OZLTkuDfe68f3JCoqCmu5ndTMQgy7mbatWuBjqmja2bQ3j6F9O5xxHGu3H3sT69+jHTkntNxcOaY7v7/1KwCbkoo4u/2Z9wtJO1IKVPRJKS3354QuR/TsFMXGXYexlNnJKa5dTZDlaHNLz05RNRxrJiTQl6LSctKOlNaq7N0H8h2PrxwdW+3YuB7t+GhFMlDx2nVoe+bf9jftrUiYfEzQulVzcooht7TifIbdzEXnduTt/1bUMmTkgn8tBlBU1jA1Dw8k31K9+at9TCjJBwsoKrHV+rW2H61iOrd3m2rH+geG4ufrQ1m5nd2pRbUqe+22Y397Fw/tUu3YPw3twqpNGY7njo5vf8Zl706t+BD18/XBPzC02t/1ub3b8PW6P7DbjVq/HkUlFfdj+5hQcorNVa4hmGkeHsiRvFKy8621Kvv4BOvCIR2rHeuN97lhs5H363oC4gaRW+pXreyGvM+Pv46uvs8rtWsZyg2X9OSJxRVN2UGh4VUGSplMJnx8Tl5X4uvrER+v0gR4xGCM3NxcIiMjeeihh6olaJMnT+abb74hJyfnpMdnZmZy4YUXsnnzZmbMmMHrr79+RjWAlYMxTteZ9vhEz2azMfHBrwG4+dJeXDy0E0kH85m1YM2Z/KoiIo1Sx+KDXH1wJe+1G0d6YAt3h1Pv5t8xjN0Hsnl92TYA/vXMxVUGSJ0u0TvTzw+R+uYRXzkiIiLo1KkTGzdurLZv06ZNxMefvJ9KQUGBI8mbNWsW8+fPd3l8JSUlFBcf+ypo9jFhsxt8+O0uBncPp22LcObfMYy8/Dx+2JjumJbimtEda9Uv6EheCYu+2ANAr07hTBpetZbg5c93knO0ieORqb1qNWrz32tT2LynIlm+/uLOtD9uRJ/NZuPpD7dhNypqAu69uucZlwvw/NLtFJWW42OCh6ZUjetARiGLv65oyuzXLZI//9+Z92ey2WzM/aDiTTiymT93XN69yv7PVv/BtqNNmTMv60aLWoyc25OSzz++3w/A+X1bMrJ/DOFhFU1mefl5PPfxNkosNnxM8Oh155xxuQBLvtnH/qODA+64vDuRzY7V6lX0lar4nVqEBzDzsupNZKfy9IdbKSs38DWbeHhqnyr7tuzN5oufKpoRx8bFMLQWoxStVhvPHI2rXXQwf/lT1yr73/lqL6mHK+6BB6/pVasazp+3ZrJiQzoAE4e1o0+XqlO1PPXBVsptBn6+Jh6a0qemIk5q0Re7OJJXMThg9jW9iGlRUXZefh45BVZe/nwnUNGn7LqLutSq7CeXbMFuQFCAmdmTq47c9cb7vOzz7RiWFsz468gavyg35H1+/L3o6vu8UrCflQ+/reiXavYxVRvwFxwcTEhIyBmfS8RdPCLRA7j88stZsGABO3fupHv3ig/0lStXsmvXLu67776THjdz5kw2b97MnXfe6XSSl5OTQ3l5+emfeNTA7s1Zt/0IhSXl3PFyAjdf2ocu7cJ5c1kyOw9UDCzx9/Vh7MA2pympqo4xoTQLSqagpJxtyXkUl+7j+ou6kFtUxpJvkxxv/l3bhtKl7ekHphzvlkvP5q/zKpqDFn+dxLk9W3DVqI6s/f0wy35KcXQ6v/aCTnSMqd20Dtde0Ik3/7MHuwHPfryDy4adxdBe0Xzyw35+OW703y2Xnl3rAQJd24ayN62QnAIrC7/YxXUXdiYixI/F3+wj+dDRAQ9BvsTH1q6TdseYUD5bfQBruZ01v2WSmVPCXVfHsS81j9eXbXf0VxvUo0WtX4+7JvXgroUVzUGv/Gsno/rHcMnQdqzccIivfz3oeN4tfz671mVfPLgN/1mbRrnN4LmPt3HlyA706RTOhyv2s3lvxQe8jwmuGdu5VuUCtIwMIDPHQurhYt787x5uGNcFww6Lv9nn6JfXMjKAs9vX7m+vY0wo329MPzp4IZWkQ0VMGduRrcl5fPLDH47+ahcPblPr1+OWP5/Nk+9vBeCFpduZOLILl/xfR778MYP/bT7WD+2uST1qPVfkoB4tWLf9CCUWG/M/3c6UMZ3oEBPKe9/s9Zj7/P/ODmfY8lcAeOnsa7EbFfffife53Wpl347fiRo7mhata55qqiHv85mX9yUqLID3v3X9fT79oq78kV7I/E+3U1hS8b4/sHvzascWFxdX+YJ/ospBhCLu5hFNtwCHDx+md+/e+Pr6cs8991BaWspzzz1H165dWbt2LQEBASQlJfHzzz8zdOhQOnfuzI4dO+jZsycRERG8+OKLNfaZmDJlyknPWZd59GYtTKw2j9nx5lzXh04necM8lay8Ema/vqnafE+VAv3NLLwz3qk52FZuOOTo61KTHh3CmD25d63LBXj2H7+z87i+NieaOrYTo+JqP8mszWbjtpfWU3qSTuk+Jnju5v5OzYOVfKiAJ5ZsPen+yFA/5t828KT7T+Wfq/5g+bq0k+4/t2cLZjg559gjb28i7cjJB0TcPjGWAWdX/+A6naISK3ct3OBIvE7kazbx8p2DnJrweePuLF75166T7m/XIpgnb+xX63IB3vzP7iqJxonGDWnLFSPOvA/d8Tz9Pvezl3FP0scAvNB5MmU+fjXe5wXrN3Dw9bfoNPdv+Me0qlZmJd3nx2gePWksPCbRA9i1axezZs1izZo1BAcHM27cOObNm0d0dMW3uPfee4/rr7+exYsXM336dF5//XVuueWWU5Z5ql+/LokewCv/2sHmPTlV3qxbhAdw95U9ad3c+Yl28wqtPPvxtiqjG00miD0rjHuv6lGnGeg378nm3eV7KSg5VoPpZzYxJr41V47s6HS5AJ/+bz8r1x+qMg9bsyBfbhjX1THazRk2m43nP9nBrpR8jr+crZsHcf/kXnVa1eNQVgnzP93uaP6Dig+Vft0iuX1i7ab6ONGPWzJY+v1+x5QUAAF+Pvz5vLPqvIrF4uV7Wfv74SqT7UaE+jHzsli6tnV+ZYXjp+E43vHTaThrb1o+i77YVSVxMvuY+L/e0Vw/ruspjjy9r39N498/pTgGDAAEB5i5enTHKqNaneGR9/m2dN7/bh+WolLu2P9PAF7tciXD4tsx8fwO+ARUnf4kbdFrlOfk0uGRB09btu7zCkr0pLHwqESvodU10atkmIMoLC4j2NfismWAoOKNLzPXir8vdVqhoSZWq42MnBIiw/wJdXJFgpMpLLGSk2+lVWRQrfpynYmsvBKs5dAywt/lr3VxeQChwX6YbLWbPuR0Kl/rFpFBLlv+rFJeoZWC4jJaNg902XJflTKyK16HVlEu/tuz2cjMKqVZsJ/Llt6rFBQUSnpOCUE+Vpf/7WXnWyguLad188BGf5/vuvHmU+6Pffv1Y+cvKmLfPffT4vLLiBo7+ozPUZ/3uc0UhKXMRoCpxOWv9aGsUoIDfWs919+JlOhJY+ExffQ8WfPwIJqHB5GdXbs5nk7HbDbXqcbgVPz9zfW2zmNokOuTx0quTngrmc1mOkRX1IRlZ7s20avP1zo81N/lyVIlVyd4lfzNZsf8bq4WFORPpyB/l9+LAFFhAXVODmpSn/f5mSjYsAnDZiNsYO0mZ67P+zw6suL1yM527YoV5nr82xNxFyV6IiJNTLdFLwFgt1jYd/dsALrMf65aky1UTJIc3D0W34jaDfwQkcbBI1bGEBER1/EJCHD8nGpbWU4Oxbt2EzZ4kDvCFBEXUKInIiI1KkhYj8lsJnRAf3eHIiJOUtOtiEgT5RMQUGXgxYnyf00gpG8fzMHu6yMoInWjGj0REanGcvAQlgMphA1Ss62IJ1OiJyIi1RQkJOITFETIOc5Nki4ijYMSPRERqcIwDPJ/TaBZXH98/PzcHY6I1IESPRERqaI0eT9lh4/QTKNtRTyeEj0REakif10C5vBwgmOdW29ZRBoPJXoiIuJg2GwUJK4nbFA8Jh99RIh4Ot3FIiLiULxjJ7aCAk2SLOIllOiJiIhD/q+J+LVqRUCH9u4ORURcQImeiIgAYLdYKdi4ibAhgzCZTO4OR0RcQImeiIgAULhlC4bFQtigge4ORURcRImeiIgAUPBrAoGdOuLfqqW7QxERF1GiJyIi2AqLKNy6jbDBqs0T8SZK9EREhIING8Fup9nAeHeHIiIupERPRETI/zWB4B7d8Q0Pd3coIuJCSvRERJq4suxsSvbsVbOtiBdSoici0sQVJKzHZDYTOqC/u0MRERfzdXcAIiLiHuX5+ey7ezYAwX16Yw4KcnNEIuJqqtETERFC4we4OwQRqQeq0RMRaWLK8/Mr/i0odGwLbNfOsd03LMwtcYmI6ynRExFpYiqba4934MmnHY9j3369IcMRkXqkplsRERERL6UaPRGRJqbD3+Zw8M23KTtyBCxWxzbfZqFujkxEXE01eiIiTYj18GEOLnoNe2EhbW+71bHdt1kovmFh6p8n4mVUoyci0kSUHkghdcEr+AQF0v6B2fgE+Ls7JBGpZ0r0RESagOKdu0hb+Br+Ma1oe+dt+DZrBmjghYi3U6InIuLlCtZv4NDbiwk6uxttb/0rPoGB7g5JRBqIEj0RES+W88MqMj/+hGaD4ml9/XWYfPW2L9KU6I4XEfFChmGQ9e//kvXlciLHjib6issx+Wj8nUhTo0RPRMTLGDYbGR99TN6an2hx+WVEXXQBJpPJ3WGJiBso0RMR8SJ2q5VDb75D4ZatxFx/HeH/d667QxIRN1KiJyLiJWxFRaQtfI3SP/6g7W23EHpOH3eHJCJupkRPRKQRs1ss7Jl5JwDdFr2ET0BAjc8ry8khdcErlOfmcdY9swjq0rkhwxSRRkqJnoiIh7McSif1xZcBg/b330tAm9buDklEGgkleiIijZDdYqny74mPK2v2SpKSSXt5IeawcNrddTt+UZENG6iINGpK9EREGqHK5trj7bt7tuNx7NuvU7j1dw6+9iaB7c+i7e23Yg4JacgQRcQDKNETEfFAeT+vI/299wk9pzetZ9yIj7/WrRWR6pToiYg0Qt0WvQRUNNdW1uR1mf8cJn9/clf+QPq77xE+7P9oNeUaTGazO0MVkUZMiZ6ISCNU2QevPL/Asc1WUkre19+Ss+J7mo8fR/M/X6KJkEXklDxqPZzk5GQmTpxIVFQUUVFRTJs2jcOHD9fbcSIijUnmJ5+Ss/IHWl5zFS0unaAkT0ROy2Nq9LKyshg5ciRWq5X777+f8vJy5s2bx5YtW0hISMD/JP1TnD1ORORMnelcd7VRnp9fUbbV6thW/Pt2Wk6ZTLP+/epcvog0DR6T6M2fP5/U1FS2bt1Kjx49ABg8eDBjx45lyZIl3HTTTS49TkTEHexlZVgPpfPHE0/VsNNO5gf/IPODfxD79usNH5yIeByPSfSWLl3KiBEjHMkawJgxY4iNjWXp0qUnTdicPU5E5HQq57WzZmU5tlmzsvBv3hzglDV7hmFQnp2DJS0NS2oaltRULKkHsaang91ev4GLSJPhEYleTk4OSUlJTJo0qdq+AQMGsHz5cpceJyLex26x8MvEKwHXNa/WNNfdH3OecDyurHWzl5ZiSTt4NJlLc/zYS0oA8AkKIqBdW4JjuxE5egQB7drhExqKOSiQ8oJC/nisoswOf5uDb7PQOsctIk2HRyR6aWlpALRt27bavtatW5OXl0deXh7h4eEuOc6VrIeP8MuNNwPQ6Zm5+Ee3cGnZyQ8+4lFle2LMlWV72nX05Ne6Pso+fvRqeX4B/tF1T/ROJ23ha1hS0yg7cqRig48P/jGtCGjXlpA+vQlo24aAdu3wjYo8o4EVvs1C8Q0Lq+eoRcSbeESiV1BQ8QYdHBxcbV9QUBAARUVF1RI2Z48TEe/hWEqs7NigBnuZ1bH9lM2r5TZsRUXYCgsr/i0orPL4tOcuKyM0rj8BbdsS0K4t/q1j8PHzq+NvJCJy5jwi0TMMA+CU33hr2ufsca5gPVzxDb4sO8ex7fjHdaml8MSyPTFmTy3bE2N2tmzDMMBux7DbT/jXALsNw24n6b4Hqx13fPNqi0snHEvmCiv/rXhc2bRahcmEOSQEc+jplxs7a9Ydp33O6fiGhWnghYg4zSMSvdDQij4pJTW86VZuC6uhOcPZ404UGRlJZOTJFwq32+2OpLJSZTPf8VLnveB4HBAdfdrznoylhjkAG3vZnhizp5btiTGfSdnm4GCMo8nbsaTOqHZMbeX+sAq/sGb4NmuGf7Nm+LVsiW9YM/yaVWxzPA5rhm+zMHxDgjH5VExBas3NOxr7EX6/vyKh7P3sMwQcTUr9I9RaUB98jr7+UVFRbovBZDI54qiJr69HfLxKE+ARf4nt27cH4NChQ9X2HTx4kIiICEJqWMzb2eMaQovhw5w+Nu2zf3lc2Z4Ys6eW7Ykxn0nZ7a64vCLB8vHB5ONTsexX5WMfH0xmnxP+X7F/59xnTlnuwPfedjrmmhK5gOgWSvBEpNHwiEQvIiKCTp06sXHjxmr7Nm3aRHx8vEuPq62SkhKKi4urbOv0zFygoumpslai3X334BdVUTNYlyauTnEDPK5sT4zZU8v2xJjro+zKur4u85+rKDcrmwNP/R2A9g8/gF/zitqg7Oxsp2OuVDm5MUBubg6+dludy5STq6zJc8W1c1ZwcLDbKgpEasMjEj2Ayy+/nAULFrBz5066d+8OwMqVK9m1axf33Xefy487Xk5ODuXl5bWKt6YPJb+oSJeMIPTEsj0xZk8t2xNjrs+yK0ep2i3HBmOYQ107elX96Jqe4uLial/wj1c5GFDE3TxmrdvZs2cTFRXF6NGjmT9/Pk8//TSTJk0iLi6OKVOmAJCUlMSHH35IUlJSrY4TEe/nE+Bf42MREW9mMk4cRdCI7dq1i1mzZrFmzRqCg4MZN24c8+bNI/poB/D33nuP66+/nsWLFzN9+vQzPu5kcnJyWLlyJXFxcTRr1szpuBtDM4PUna6j59M19A6ecB0LCgrYsGEDY8aMOeVgPpH65jFNtwCxsbGnXM1i+vTpVRK8Mz1ORERExBt5TNOtiIiIiNSOEj0RERERL6VET0RERMRLKdFrACaTCZPJVOOau+I5dB09n66hd9B1FDlzSvQagI+PDz4+Pppc08PpOno+XUPvoOsocuaU6ImIiIh4KSV6IiIiIl5KiZ6IiIiIl1KiJyIiIuKllOiJiIiIeCkleiIiIiJeyqPWum1oNpsNgOLi4jqV4+t77GUuKCioU1niPrqOnk/X0Dt4wnWs/Nyo/BwRcRcleqdQVFQEwI4dO9wciYiIeKKioiJatGjh7jCkCTMZhmG4O4jGqrS0lIyMDEJCQjCbze4OR0REPITNZqOoqIhWrVoRGBjo7nCkCVOiJyIiIuKlNBhDRERExEsp0RMRERHxUkr0RERERLyUEj0RERERL6VEr46Sk5OZOHEiUVFRREVFMW3aNA4fPlxvx0n9cPZ6DBo0CJPJVO1n0qRJDRC1nMqMGTMYMWLEGT1X92PjVZvrqPtRpDrNo1cHWVlZjBw5EqvVyv333095eTnz5s1jy5YtJCQk4O/v79LjpH44ez0Mw2D79u1ceumlXH755VX2dejQoSFCl5N45513eOuttxg+fPhpn6v7sfGqzXXU/ShyEoY47aGHHjLMZrOxfft2x7YVK1YYgPHmm2+6/DipH85ej6SkJAMwFi9e3ABRypkoLy83/va3vxkmk8kAjOHDh5/2GN2PjY8z11H3o0jN1HRbB0uXLmXEiBH06NHDsW3MmDHExsaydOlSlx8n9cPZ67Ft2zaAKseJ+5SWljJgwAAee+wxpk6dStu2bc/oON2PjYuz11H3o0jNlOg5KScnh6SkJOLi4qrtGzBgABs2bHDpcVI/6nI9TvxgqVwyT9yjtLSU/Px8PvnkE5YsWVJlPdST0f3Y+DhzHUH3o8jJKNFzUlpaGkCN3zZbt25NXl4eeXl5LjtO6kddrsfvv/9Os2bNuPvuu2nWrBmhoaF06dJFtUBuEhYWxp49e7jyyivP+Bjdj42PM9cRdD+KnIwSPScVFBQAEBwcXG1fUFAQUPM3SmePk/pRl+uxbds2CgoKyM3N5f333+fdd9+lWbNmTJ48mQ8++KD+gpYa+fj4nHHtTyXdj42PM9cRdD+KnIxG3TrJOLpEsMlkOulzatrn7HFSP+pyPWbMmIHNZmPmzJmObVdffTW9e/fmvvvu45prrsFsNrs2YHEp3Y/eQ/ejSM1Uo+ek0NBQAEpKSqrtq9wWFhbmsuOkftTletx8881VPlSgohZo6tSpZGRksH37dhdHK66m+9F76H4UqZkSPSe1b98egEOHDlXbd/DgQSIiIggJCXHZcVI/6uN6tGzZEoDCwsK6Byj1Svej99P9KE2dEj0nRURE0KlTJzZu3Fht36ZNm4iPj3fpcVI/nL0eaWlp9OrViyeeeKLavp07dwLQqVMn1wYrLqf70TvofhQ5OSV6dXD55ZezcuVKxxsJwMqVK9m1axdXX321y4+T+uHM9Wjbti25ubm89dZb5OfnO7YfOHCA9957j5EjRxITE1PvsUvd6X70fLofRU7OZFT2RpZaO3z4ML1798bX15d77rmH0tJSnnvuObp27cratWsJCAggKSmJn3/+maFDh9K5c+czPk4ajrPXcdmyZVx22WX06tWLm266iYKCAhYuXIjVamXt2rWauNXNOnbsSMeOHVm1apVjm+5Hz3Om11H3o8hJuHNZDm+wc+dO4+KLLzZCQkKM6Oho47rrrjMyMzMd+xcvXlzjsjynO04alrPXcdm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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Boost Level', 'I [A]'], legend=True, stat='median', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Confidence intervals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots can display confidence intervals around a data set. Three different methods are available to calculate these intervals:\n", "\n", "* ``conf_int``: upper and lower bounds based on a single confidence value between 0-1 (typical = 0.95)\n", "* ``perc_int``: upper and lower bounds based on percentiles between 0-1\n", "* ``nq_int``: upper and lower bounds based on values of sigma (where the mean of a distribution is sigma=0)\n", "\n", "By default these intervals are shown as partially transparent filled regions around a curve. These intervals are calculated point-by-point so they are different than confidence bands that are computed from a regression. These intervals are useful mainly for datasets where multiple points exist at each x-value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate this feature we will use a special dataset:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " x y\n", "0 -1.0 -10.715459\n", "1 -1.0 -9.972410\n", "2 -1.0 -30.740532\n", "3 -1.0 -31.368963\n", "4 -1.0 -29.058633" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_interval = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_interval.csv')\n", "df_interval.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we show the 95% confidence interval:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, conf_int=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we show the IQR around each point based on the 25th and 75th percentiles:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, perc_int=[0.25, 0.75])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly we show the +/-2 sigma range of each data point:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, nq_int=[-2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can style the shaded interval region using kwargs that relate to the type of interval. Here is an example for the `nq_int` option:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, nq_int=[-2, 2], \n", " nq_int_fill_color='#FF0000', nq_int_fill_alpha=0.5, nq_int_edge_color='#000000', nq_int_edge_width=3, nq_int_edge_alpha=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Control limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots can display upper and lower control limts for a plot via keywords ``ucl`` and ``lcl`` respectively. This is a convenient way to show what a target values or target ranges for a dataset.\n", "\n", "First we show an example with an upper control limit only. Notice the region outside of the upper limit is shaded to show data points that fail to meet this target." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, ucl=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the case where we have both an upper and a lower control limit. Again, notice that the ranges outside of the limits are shaded. We will also enable a legend to make the meaning of the shaded region obvious." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, ucl=50, lcl=-50, ucl_fill_color='#FF0000', legend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can invert the shading behavior to show points that fall within our target range using the keyword `control_limit_side=\"inside\"` (\"outside\" is used by default). If both ucl and lcl are defined, use kwargs for lcl to style the shaded region):" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df_interval, x='x', y='y', lines=False, ucl=50, lcl=-50, \n", " control_limit_side='inside', lcl_fill_color='#00FF00', lcl_edge_width=2, lcl_edge_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add an arbitrary reference line to the plot using the keyword `ref_line`. The value of this keyword is: (1) the name of one or more columns in the `DataFrame`; or (2) a pandas `Series` with the same number of rows as the `x` column. These data will be plotted against the values for `x` so there must be a matching number of rows." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### y=x reference" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ref_line=df['Voltage'], ref_line_legend_text='y=x', xmin=0, ymin=0, xmax=1.6, ymax=1.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add multiple reference lines to a single plot:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['2*Voltage'] = 2*df['Voltage']\n", "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " xmin=0, ymin=0, xmax=1.6, ymax=1.6, \n", " ref_line=['Voltage', '2*Voltage'], ref_line_legend_text=['y=x', 'y=2*x'], \n", " ref_line_style=['-', '--'], ref_line_color=[5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### More complex calculation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use a 4-factor polynomial fit equation and add it as a reference line (notice that because we are not specifying an exisiting column in the DataFrame as the `ref_line` and we are not specifying `ref_line_legend_text`, the legend defaults to a generic label \"Ref Line\"): " ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ref_line=1.555*df['Voltage']**4-3.451*df['Voltage']**3+2.347*df['Voltage']**2-0.496*df['Voltage']+0.014)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "764px", "left": "0px", "right": "1161px", "top": "119px", "width": "211.989px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }