{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides examples of how to set data ranges for a plot via keyword arguments. Options include:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "st = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df_box = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Default limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When no limits are specified, fivecentplots will attempt to choose reasonable axis limits automatically. This is done by subtracting or adding a percentage of the total data range to the minimum or maximum limit, respectively. Consider the following example:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xmin=0.0, xmax=1.6\n", "ymin=0.0, ymax=1.255\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si')&(df['Target Wavelength']==450)&(df['Boost Level']==0.2)&(df['Temperature [C]']==25)]\n", "print('xmin=%s, xmax=%s' % (sub['Voltage'].min(), sub['Voltage'].max()))\n", "print('ymin=%s, ymax=%s' % (sub['I [A]'].min(), sub['I [A]'].max()))\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the actual `x` data range goes from 0 to 1.6 but the x-limits on the plot go from -0.08 to 1.68 or 5% beyond the x-range. By default, fivecentplots uses a 5% buffer on non-specified axis limits. For a log-scaled axis, the data range is calculated as `np.log10(max_val) - np.log10(min_val)` to ensure an effective 5% buffer on the linear-scale of the plot window. This percentage can be customized by keyword argument or in the theme file by setting `ax_limit_padding` to a percentage value divided by 100. Additionally, the padding limit can be set differently for each axis by including the axis name and min/max target in the keyword (such as `ax_limit_padding_x_min`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explicit limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In many cases we want to plot data over a specific data range. This is accomplished by passing set limit values as keywords in the plot command. The following axis can be specified:\n", " \n", "Each axis has a `min` or a `max` value that can be specified. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Primary axes only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take the plot from above and zoom in to exclude most of the region where the current begins to grow exponentially. We can do this by only specifying an `xmax` limit:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that although we only specified a single limit, the y-axis range has been auto-scaled to more clearly show the data that is included in the x-axis range on interest. This scaling is controlled by the keyword `auto_scale` which is enabled by default. Without auto-scaling the plot would look as follows:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2, auto_scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can accomplish the same thing with `auto_scale=True` if we specify the y-axis range explictly (note that we are including the `ax_limit_padding` of 0.05 to match exactly):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2, ymin=-0.06275, ymax=1.31775)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Secondary y-axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now condsider the case of a secondary y-axis:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now add limits to the shared x-axis:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " xmin=1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we have a shared x-axis in this case we see that both the primary and the seconday y-axis scale together when auto-scaling is enabled. As before we can disable auto-scaling if desired to treat the primary and secondary axes separately:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " xmax=1.2, auto_scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A similar auto-scaling effect will happen if we specify a y-limit (or a y2-limit). Again this is because the x-axis is shared and the auto-scaling algorithm filters the rows in the DataFrame based on our limits. Since both the primary `y` and the secondary `y` are columns in the same DataFrame, auto-scaling impacts both. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ymin=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple values on same axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly consider the non-twinned case with more than one value assigned to a given 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=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here a y-limit is applied to both all the data on the y-axis so auto-scaling affects both curves:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ymin=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: auto-scaling is not active for boxplots, contours, and heatmaps." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistical limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots allows you to set axis limits based on some quantile percentage of the actual data or the inter-quartile range of the data. This is most useful when working with boxplots that contain outliers which we do not want to skew y-axis range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quantiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quantile ranges are added to the standard min/max keywords as strings with the form: \"<quantile>q\".
\n", "Consider the plot below in which the boxplot for sample 2 has an outlier. The default limit will cover the entire span of the data so the `ymax` value is above this outlier." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously we could manually set a `ymax` value to exclude this outlier, but in the case of automated plot generation we likely do not know the outlier exists in advance. Instead we can specify a 95% quantile limit to exclude tail points in the distribution. For boxplots, if the `range_lines` option is enabled, we can still visualize that there is an outlier in the data set that exceeds the y-axis range (see `here `_)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiQAAAHLCAYAAAD4CYO6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xl4lOW9//H3LNkmC0k0mBAJEJSQyCYRUKonUAHFIotQ1AoICrhQZWkRz2nLUSvaluMSWcpPtCi1LW21BRUBRRRwRZAkQEiwZQlkYU0gyZBktt8fMVMxbCGTPDPJ53VduarPMvMNjeEz930/39vk8Xg8iIiIiBjIbHQBIiIiIgokIiIiYjgFEhERETGcAomIiIgYToFEREREDKdAIiIiIoZTIBERERHDKZCIiIiI4axGF+BPqqqqOHz4MOHh4VgsFqPLERGRAOFyuaisrOSKK64gNDTU6HICkgLJdxw+fJgtW7YYXYaIiASovn370qFDB6PLCEgKJN8RHh4OQGpqKjabzeBqREQkUNjtdnbv3u39e0QaToHkO+qmaWw2G5GRkQZXIyIigUbT/ZdOi1pFRETEcAokIiIiYjgFEhERETGcAomIiIgYToFEREREDKdAIiISgBwOB8XFxTgcDqNLEfEJBRIRkQDk8XhwOBx4PB6jSxHxCQUSERERMZwCiYiIiBhOgUREREQMp0AiIiIihlMgEREREcMpkIiIiIjhFEhERAKQxWIhKipKu8tKi2E1ugAREWk4i8VCdHS00WWI+IxGSERERMRwCiQiIiJiOAUSERERMZwCiYiIiBhOgUREREQMp0AiIiIihguIQJKTk0NwcDBPPPHEBa/dt28fd9xxB7GxscTGxjJhwgSOHj3a9EWKiDQjt9tNTU0Nbrfb6FJEfMLv+5A4nU4mTpyIw+G44LXHjx9n4MCB1NTUMGfOHJxOJ/PnzycnJ4ctW7YQHBzcDBWLiDQ9p9NJSUkJ8fHx+t0mLYLfB5Jnn32WXbt2XdS1zz//PIcOHWLHjh2kpqYC0K9fPwYPHszrr7/OlClTmrJUERERuUR+PWWzY8cOnn76aX71q19d1PUrVqxgwIAB3jACMGjQIFJSUlixYkVTlSkiIiKN5LeBxOl0MmnSJAYPHsy4ceMueH1paSl79+4lPT293rnevXuzbdu2pihTREREfMBvp2x++9vf8s0337By5UqcTucFry8sLAQgMTGx3rmEhAROnjzJyZMnadOmjc9rlaZRXVSE48hRgtrGEdKundHliIhIE/LLQLJr1y6eeuopFi5cyJVXXsn+/fsveE95eTkANput3rmwsDAAKisrFUgCgLO8guKXX8G+O897zJbalYSpk7FGRhhYmYiINBW/m7JxuVxMnDiRG2+8sUGLUD0eDwAmk+mc15zvnPgPbxixmAlJag8WM/bdeRQvfdXo0kREpIn43QhJ3WO6n3zyCceOHQNq14cA2O12jh07RmxsLGbzmVkqIqL2k/Pp06frvWbdsaioqIuqISYmhpiYmHOed7vd3gAUyNxuN1VVVUaXcYaqQ4XfhhELXZ5+grD27TldcJA9v3oCe+5uOH6c0LNMyxkpNDS03s+jSFOz2+2UlJQQFRV11pFh8S2TyXTe/86tVr/76zTg+N2f4Nq1a6mpqaFv3771zs2fP5/58+ezb98+OnbseMa5pKQkAIqLi+vdV1RURHR0NOHh4U1Sc6Cqqqpiz549RpfB0aNHcblcAFj3FxAOuKLb8NW+fVTn5RESEkJEdBssx0/w9Ycf4eyY5L3XYrEQFxdnUOW1unTpor8QpNmFhoaSkpJCSEiI0aWI+ITfBZLnnnvOOyJS5/Dhw4wbN47x48czYcIE4uPj690XHR1Np06d+Prrr+ud2759O9ddd53Pajx9+jR2u91nr2cUt9t91j/L5vbdGmquuILC99djKS0jLa4t/z51ks6RURSWlgHQpV8fghMSjCr1rOx2u9+NNEnrcbZRYfE9m82mD7VNzO8Cydke261b1JqcnMygQYPOee/o0aN58cUXycvLo2vXrgCsX7+e/Px8Zs+efdE1lJaWXtSTPYHObDb7XYfH4A4dsKV2xb47j8Lf/I7g2FgKT5wAtxtbWioRHToYXaKItEJ2u/28H0TrHqyQSxewE9979+7ljTfeYO/evd5jjz32GLGxsdx88808//zzPPPMM4wZM4b09PSL6mUi/iFh6mRsaangcmM+egxctWEkYcr9RpcmIiJNxO9GSC7Wpk2bmDRpEsuWLSM5ORmAuLg4Nm3axMyZM5k7dy42m42RI0cyf/58zbMGEGtkBO1nTafiwAH2fPkVXfr10ciIiEgLFxCBpGPHjvWeapk4cSITJ06sd21KSgrvvfdeM1UmTSk4IQFnxyS/WzMiIiK+F7BTNiIiItJyKJCIiIiI4RRIREQCkMvloqyszNvDRyTQKZCIiAQgl8vFqVOnFEikxVAgEREREcMpkIjfslgsWK1WLBaL0aWIiEgTUyARv2WxWAgKClIgERFpBRRIRERExHAKJCIiImI4BRIRERExnAKJiEgAMplMBAUFYTKZjC5FxCcCYi8bERE5U1BQEAna50laEI2QiIiIiOEUSMRvud1u75eIiLRsCiTit5xOJ9XV1TidTqNLERGRJqZAIiIiIoZTIBERERHDKZCIiIiI4RRIRERExHAKJCIiAcjhcFBcXIzD4TC6FBGfUCAREQlAHo8Hh8OBx+MxuhQRn1AgEREREcMpkIjfslqthISEYLVqhwMRkZZOgUT8ltls9n6JiEjLpt/0IiIiYjgFEhERETGcAomIiIgYToFERCQAWSwWoqKisFgsRpci4hN6fEFEJABZLBaio6ONLkPEZzRCIiIiIoZTIBG/5XK5cDgcuFwuo0sREZEmpkAifsvlcuF0OhVIRERaAQUSERERMZwCiYiIiBhOgUREREQMp0AiIhKA3G43NTU1uN1uo0sR8QkFEhGRAOR0OikpKcHpdBpdiohPKJCIiIiI4RRIxG+ZTCbvl4iItGwKJOK3goKCCA0NJSgoyOhSRESkiSmQiIiIiOH8OpBs2LCBG2+8kcjISBITE5kxYwYVFRUXvK9v375nDPfXfY0ZM6YZqhYREZGG8tvdfjds2MDgwYNJT0/nN7/5DQcPHiQzM5OtW7eyadMmzOazZymPx0Nubi4jR45k9OjRZ5zr0KFDc5QuIiIiDeS3gWT27NkkJSWxceNGwsLCAEhKSmLatGmsW7eOoUOHnvW+/fv3U1lZyYgRIxg3blxzliwiIiKXyC+nbKqqqoiLi2PKlCneMAKQkZEBQE5Ozjnv3bVrFwCpqalNW6SIiIGsVivx8fFYrX77uVKkQfzyJzk0NJS1a9fWO56VlQXUjpScy/cDSWVlJeHh4U1QpYiIccxmM8HBwUaXIeIzfjlC8n0HDhzgtdde49FHH6Vbt26MGjXqnNfu3LmTyMhIZs2aRWRkJBEREXTu3JkVK1Y0Y8VyPtVFRVRkZVNdVNSs94qIiP/yyxGS7zpx4gQdO3YEwGazsWDBAkJDQ895/a5duygvL6esrIzly5dTVlZGZmYmd999Nw6Hg/HjxzdT5fJ9zvIKil9+BfvuPO8xW2pXEqZOxhoZUe96h8NBVVUVDocDU1V1g+4VEZHA4vcjJCaTiRUrVrB8+XLS0tIYNGgQb7311jmvnzp1KgsXLuTNN99k1KhRTJo0ic8//5zk5GRmz56Ny+Vqxurlu7yBwmImJKk9WMzYd+dRvPTVs17v8Xi8Xw29V0REAovfj5DExMRw5513AjBmzBi6devGzJkz6z3SW+fBBx+sdywsLIzx48fz5JNPkpubS/fu3S/4njExMec873a78Xg8DfguxF5wEPvuPEwWC93/77eEd0iicv8Bdsx+HHvubkIr7djaX3nmPXY7AMGnyht8r4iIL5lMpnO2mwC0uNgH/H6E5LvCwsIYNmwYBw8e5NixYw26t23btgAX1VhNfK+q5DAAYUntCe9Quyg5vGMHwpLa154vLjnnvdWHj1zyvSIiEhj8MtLl5eVx66238thjj/Hwww+fca68vByTyURISEi9+woLCxkyZAh33nknc+fOrfeaAJ06dWp0fadPn/Z+epeLU22rXfdjLyigOGcHIVcmUnXwEPaCAu/5EydOnHFPTU0NAI4IW4PvFRHxJZvNpic2m5hfBpKrrrqKkydPsmTJEiZPnux9tO3AgQO8+eabZGRkEBkZWe++xMREysrKWLp0KTNmzCAqKgqAgoICXnvtNQYOHEh8fPwF37+0tBSn0+nbb6qVC2nXDltqV+y789j/63mEtEukuqgQXG5saamEtGt3znuDExIu+V6RlsrlclFeXk5kZCQWi8Xoclo8u91+3g+i5eXlzVhNy+SXUzZWq5UFCxawY8cOMjIyWLRoEU899RR9+vTBbDazYMECAPbu3csbb7zB3r17vfcuWrSIQ4cO0b9/fzIzM3n66afp27cvVquVRYsWGfUtCZAwdTK2tFRwuak+eNAbKBKm3N+k94q0RC6Xi1OnTmmhvrQYfjlCAjBu3DiCg4P57W9/y6xZswgPD+fmm29m3rx5dOnSBYBNmzYxadIkli1bRnJyMgAjR45k5cqVPPPMM8yZM4ewsDAGDBjAs88+S9euXY38llo9a2QE7WdNp7qoCMeRowS1jbvo0Y3G3CsiIv7P5NHjIl6lpaWsX7+e9PT0s04JSfNyuVxkZ2fTs2dPDUmLfE9NTQ0lJSXEx8erY6sfKC8vZ9u2bQwaNOi8T2nKufnllI0IgMViISgoSGFERKQVUCARERERwymQiIiIiOEUSERERMRwCiQiIgHIZDIRFBSEyWQyuhQRn/Dbx36l5cjPz7/kXgkul4vc3NxLutdisZCSknJJ94r4u6CgIBISEowuQ8RnFEikyblcLjIyMpr9fTdu3Njs7ykiIpdGUzYiIiJiOAUSERERMZwCiYiIiBhOgUREREQMp0AiIiIihtNTNhJw7AUHOV1cQlhCPLak9kaXIyIiPqBAIgHDceoU+f/3AmXZOd5j0T17kPLzmQRFRRlYmUjzczgcHDt2jMsvv5ygoCCjyxFpNE3ZSMCoCyMmi4Xw5E6YLBbKsnPIf+5Fo0sTaXYejweHw4HH4zG6FBGf0AiJBITKggJvGOn1/HzCO3agcv9+smY9RllWNvaCg5q+EREJYBohkYBQVXwYAFtSEuEdOwAQ3rEjtqQkAE4XlxhWm4iINJ4CiQSEsIR4AOwFBVTuPwBA5f792AsKzjgvIiKBSVM2EhBsSe2J7tmDsuwcsmbNxpaUhL2gAI/LRXSvnpquEREJcBohkYCR8vOZRPfqicflonLfPm8YSfnZDKNLExGRRtIIiQSMoKgouj05V31IRERaIAUSCTi2pPYKItLqWSwWoqKisFgsRpci4hMKJCIiAchisRAdHW10GSI+o0AifkdTMiIirY8CifgNtYYXEWm99JSN+A21hhcRab00QiJ+Qa3hRURaN42QiF9Qa3gRkdZNgUT8glrDi4i0bpqyEb+g1vAiDeN2u3E6nVitVsxmfbaUwKefYvEbag0vcvGcTiclJSU4nU6jSxHxCY2QiN9Qa3gRkdZLgUT8jlrDi4i0PpqyEREREcMpkIiIiIjhFEhERETEcAokIiIiYjgFEhERETGcAomISACyWq3Ex8djtephSWkZ9JMsIhKAzGYzwcHBRpch4jN+PUKyYcMGbrzxRiIjI0lMTGTGjBlUVFRc8L59+/Zxxx13EBsbS2xsLBMmTODo0aPNULGIiIhcCr8dIdmwYQODBw8mPT2d3/zmNxw8eJDMzEy2bt3Kpk2bzrl3w/Hjxxk4cCA1NTXMmTMHp9PJ/PnzycnJYcuWLfpEISIi4of8NpDMnj2bpKQkNm7cSFhYGABJSUlMmzaNdevWMXTo0LPe9/zzz3Po0CF27NhBamoqAP369WPw4MG8/vrrTJkypdm+BxEREbk4fjllU1VVRVxcHFOmTPGGEYCMjAwAcnJyznnvihUrGDBggDeMAAwaNIiUlBRWrFjRdEWLiIjIJfPLEZLQ0FDWrl1b73hWVhZQO1JyNqWlpezdu5cxY8bUO9e7d2/ee+893xYqIiIiPuGXgeT7Dhw4wEcffcTPfvYzunXrxqhRo856XWFhIQCJiYn1ziUkJHDy5ElOnjxJmzZtmrRe8Q3t+isi0nr4fSA5ceIEHTt2BMBms7FgwQJCQ0PPem15ebn3uu+rm/qprKxUIPFzjlOnyP+/FyjL/s/UXHTPHqT8fCZBUVEGVibiP1wuF+Xl5URGRmKxWIwuR6TR/HINyXeZTCZWrFjB8uXLSUtLY9CgQbz11ltnvdbj8XjvOd/riX+rCyMmi4Xw5E6YLBbKsnPIf+5Fo0sT8Rsul4tTp07hcrmMLkXEJ/x+hCQmJoY777wTgDFjxtCtWzdmzpzJ6NGj610bEREBwOnTp+udqzsWdRGfsGNiYoiJiTnnebfb7Q0/cgEOO1GV+6Do4kalKouO1IYRs5le/30/4YlXUHnoMFnPvkJZVjb2bR9gS4i7qNeKqtxHbGRvCKo/YiYS6Ox2OyUlJURFRZ11VFh8y2QynbPdBKCOuT4QUH+CYWFhDBs2jJdeeoljx45x+eWXn3G+brFrcXFxvXuLioqIjo4mPDy8WWqVbx37hmu3TIctF3d51cnLgV7YQk4SvnosAOGALaQflacjOf3Gg9jaHLuo17oWcPXoAQk9L6l0ERFpPn4ZSPLy8rj11lt57LHHePjhh884V15ejslkIiQkpN590dHRdOrUia+//rreue3bt3Pdddf5pL7Tp09jt9t98lotnvlyCq57gfTevS/q8rDio/DUEuzVbaj80d+8IyT27FcAN2HjlsBFjpBs+/prksyXw4kTjfgGRPxTTU0NAKdOnaKqqsrgalo+m82mD7RNzC8DyVVXXcXJkydZsmQJkydP9nZXPXDgAG+++SYZGRlERkae9d7Ro0fz4osvkpeXR9euXQFYv349+fn5zJ49+6Lev7S0FKfT6ZtvprULCqMisjO063VRl9vaQXTPzyjLziHr2VexJSVhLyjA43YT3asntvTBF/3WFd+chKCwC18oInIBdrv9vB9E6x6qkEvnl4tarVYrCxYsYMeOHWRkZLBo0SKeeuop+vTpg9lsZsGCBQDs3buXN954g71793rvfeyxx4iNjeXmm2/m+eef55lnnmHMmDGkp6czbtw4o74laYCUn88kuldPPC4Xlfv24XG5iO7Vk5SfzTC6NBERaSJ+OUICMG7cOIKDg/ntb3/LrFmzCA8P5+abb2bevHl06dIFgE2bNjFp0iSWLVtGcnIyAHFxcWzatImZM2cyd+5cbDYbI0eOZP78+Wed5hH/ExQVRbcn56oPiYhIK+K3gQRg7NixjB079pznJ06cyMSJE+sdT0lJUVfWFsCW1F5BROQcTCYTQUFBamUgLYZfBxIRETm7oKAgEhISjC5DxGf8cg2JCMDOnTvZs2eP0WWIiEgz0AiJ+K3NmzeTlZXFjTfeyB133KFH7kREWjCNkIjfeuCBB7j77rvZunUrTzzxBF999ZU65IqItFAKJOK3zGYzAwYM4IknnqBz58688sorLFy4kOPHjxtdmoiI+JgCifi9mJgYHnzwQR566CEOHTrEE088wQcffKBNxUREWhCtIZGA0atXL1JSUli1ahVvvfUWW7ZsYdy4cXTo0MHo0kREpJE0QiIBJSwsjLvuuos5c+bgdrt59tln+fvf/669PEREApwCiQSkTp068T//8z+MGjWKjRs38uSTT7Jjxw6jyxJpNg6Hg+LiYhwOh9GliPiEAokELIvFwi233ML//u//csUVV7Bw4UJefvllTp48aXRpIk3O4/HgcDj05Jm0GAokEvDi4uKYPn069913H/n5+TzxxBNs3rxZv6hFRAKIFrVKi2AymejXrx/XXHMNb775Jm+88QZxcXHExcXRtm1bo8sTEZEL0AiJtCgRERFMnDiRmTNncvr0aRYtWsSHH36I0+k0ujQRETkPjZBIi9S1a1duu+02Dh8+zMaNG9mxYwcjRoygU6dORpcmIiJnoRESabGsViuDBw9m2rRphIWF8eqrr/LPf/6T06dPG12aiIh8jwKJtHhXXHEFU6ZMYfjw4ezcuZMXX3yRnJwcLXoVEfEjCiTSKpjNZvr27cv06dPp2LEjf/vb31i+fDmlpaVGlyZySSwWC1FRUVgsFqNLEfEJBRJpVaKiorj77ru55557OHz4MC+99BKffPKJ9sWRgGOxWIiOjlYgkRZDi1qlVUpNTSU5OZn169ezbt06srOzGTlyJImJiUaXJiLSKmmERFqtkJAQfvSjH/HAAw/g8XhYsmQJ7733HtXV1UaXJiLS6iiQSKt35ZVX8tBDDzFkyBC++uorXnrpJfLz840uS0SkVVEgEaF2Pv6mm27ikUceIS4ujj/+8Y+sWLGC8vJyo0sTEWkVFEhEviM2NpZ7772XH//4x+zbt4/MzEy++uor3G630aWJiLRoWtQq8j0mk4mePXty9dVXs3btWlatWsX27dsZOXKk9sUREWkiGiEROQebzcYdd9zBfffdR2VlJYsWLWL9+vU4HA6jSxPB7XZTU1Oj0TtpMRRIRC4gOTmZn/70p9x0001s3ryZRYsWsXfvXqPLklbO6XRSUlKijSOlxVAgEbkIQUFBDBo0iGnTpmGz2fjDH/7AP/7xD+x2u9GliYi0CAokIg3Qtm1bJk+ezPDhw8nNzSUzM5Ps7GztiyMi0kiNDiR5eXmMHz+ezp07k5iYSN++fQH45ptvGl2ciD/67r44nTp14u9//zvLly/nxIkTRpcmIhKwGhVIsrOz6du3L3/+85/Zt28fxcXFbNu2DYD+/fvzwgsv+KRIEX8UGRnJXXfdxbhx4zhy5AgLFixg8+bN2hdHROQSNCqQ/OIXv6CiooKYmBimTJniPV5WVsbx48eZPXs2H3/8cWNrFPFrXbt25dFHH6VPnz68//77LFmyhEOHDhldlohIQGlUIPnkk08wmUy8/fbbLF682Hs8Ojqa8ePH43a7ee655xpdpIi/CwkJ4bbbbuPBBx8E4P/9v//H6tWrtS+OiMhFalQgqevH0KNHj3rnnn76aQC+/PLLxryFSEBJTEzkwQcf5JZbbmHr1q289NJL5OXlGV2WiIjfa1Qg6dixIwCbNm2qd85mswFQUVHRmLcQCTgWi4Ubb7yRRx55hLZt2/LGG2/wl7/8RfviiE9ZrVbi4+OxWtVwW1qGRgWS4cOH4/F4uPfee/njH/94xrl58+YBcPXVVzfmLUQCVmxsLBMmTODHP/4x+/fvJzMzky1btqizpviE2WwmODgYs1ndG6RlaFS0fvzxx1m+fDnFxcXcf//9mEwmoHYNSXl5OSaTiUmTJvmkUAl89oKDnC4uISwhHltSe6PLaRbf3Rdn3bp1vP3222RlZTFixAiuuOIKo8sTEfEbjQokbdq04eOPP2b48OHk5+d7j586dQqAUaNGMX369MZVKIHv9Gl2zn2Ssuwc76Honj1I+flMgqKiDCys+dhsNkaNGkWvXr1YtWoVixcv5qabbiIjI4OgoCCjyxMRMVyjJx+vvvpqcnJy+Nvf/sb69es5fPgwcXFx3H777YwZM8YXNUqAM69eS1nBQUwWC7YOSdgPFFCWnUP+cy/S7cm5RpfXrDp16sS0adPYtGkTmzZtYseOHYwYMYLk5GSjSxMRMVSjAsmWLVu49tprCQoK4p577uGee+7xVV3SQlQXFmH6Noz0en4+4R07ULl/P1mzHqMsKxt7wcFWM31TJygoiJtvvpnu3buzatUq/vCHP9C7d29uvfVW72JwEZHWplGB5Prrryc4OJiePXvSt29f+vbtS79+/ejSpYuv6pMA5zh6FABbUhLhHTsAEN6xI7akJCr37eN0cUmrCyR12rZty/3338+2bdtYt24d+fn5DB06lJ49e3rXY4mItBaNnrKpqalh69atbN261dscrU2bNvTp08cbUm6//fZGFyqBKahtHAD2ggIq9x/wjpDYCwoACEuIN7I8w5nNZvr06UPXrl1ZvXo1b775JllZWQwfPpzY2FijyxMRaTaNbh0/ePBg2rRpg8fj8X6VlZWxfv16nnnmGUaNGnXJr79u3TpuuukmbDYbERERDBo0iC+++OKC9/Xt2xeTyVTvS2taml9Iu3Z4ktrjcbnImjWb7TN+Ttasx/C4XET36tlqR0e+r25fnPHjx3P06FHtiyMX5HK5KCsr08+ItBiNGiH59a9/7f3nPXv2sGXLFj755BPeeustjh8/3qjCNm7cyNChQ7nmmmuYN28eTqeTxYsXk5GRwebNm727Cn+fx+MhNzeXkSNHMnr06DPOdejQoVE1yaVx/+hWLvt8C2VZ2VTu2wdAdK+epPxshsGV+Z+UlBQeffRRPvzwQ95//32ys7MZOXIkV155pdGliZ9xuVycOnUKm82GxWIxuhyRRjN5PB6Pr1/05MmTjB8/ns8++4zXXnuNYcOGNfg1rr32Wk6cOMHu3bu9C/0OHz5Mamoq6enpfPDBB2e9b9++fSQnJ7Ns2TImTpzYoPcsLS1l/fr1pKenExkZ2eCa5exyc3PJyMho9j4kGzduJC0trcnfp6kUFhaycuVKSkpKuP766xk0aBAhISFGlyV+oqamhpKSEuLj4wkODja6nFavvLycbdu2MWjQIGJiYowuJyA1SYu/Nm3asGLFCkJCQtiyZUuD7y8tLSU7O5uxY8ee8dTBFVdcQUZGBp999tk57921axcAqampDS9cmpQtqT2X9eujaZqL9P19cTIzM9m9e7fRZYmINIlGBZKBAwcyZ84c3nrrLQ4ePHjGOZvNRnp6On//+98b/LpRUVHk5+czc+bMeueOHTt23r0bvh9IKisrG/z+Iv6ibl+cRx99lPj4eP70pz/xl7/8xdt8UESkpWjUGpKNGzeesbFe27Zt6dOnD+np6dhsNj788MNL2rfDYrGcdQ+cnJwcPv30U2655ZZz3rtz504iIyOZNWsWf/3rX6moqCA5OZl58+Zx1113NbgW8Z3W2DqNv2iJAAAgAElEQVTeV2JiYhg/fjw7d+7k3XffJTMzkyFDhtCnTx/tZSIiLUKjAkloaChVVVXefz98+DCrV69m9erVQO0C006dOjWuwm9VVFQwYcIEoHYPnXPZtWsX5eXllJWVsXz5csrKysjMzOTuu+/G4XAwfvx4n9QjDaDW8T5hMpno3r07nTt3Zt26dbzzzjtkZ2drXxwRaREa9dHq1KlTbN26lUWLFjFhwgRSUlIAvI//WiwW5s5tfGtwu93O8OHDyc7O5vHHHycjI+Oc106dOpWFCxfy5ptvMmrUKCZNmsTnn39OcnIys2fP1iNyBjCvXktZdg4mi4Xw5E6YLBZv63hpuLp9ce6//37sdjuLFi3igw8+wOFwGF2aiMgla9AIya5du0hLS/N2kbRarfTu3ZvevXvz0EMPAbVP2Gzfvp0jR45w7bXXnnXqpSHKysoYNmwYn376Kffddx/z5s077/UPPvhgvWNhYWGMHz+eJ598ktzcXLp3737e14iJiTnvKmm3200TPJzUItkLDhrWOt5isbTo5mKxsbH06NGDdevW8f7775Obm8tPfvIT7wcDadmqqqooKysjOjqa0NBQo8tp8Uwm03mnR8+3tlEuToP+BLt3705ERAS9e/emT58+3q/vTsu0adOGAQMG+KS4I0eOcMstt5CVlcXUqVNZsmTJJbfUbtu2LVA79SPNp6rkMKDW8U0lKCiIYcOGkZ6ezl/+8hcyMzO5/vrrueOOO4iIiDC6PGlCoaGhdO3a1egyRHymwZGuoqKCzZs3s3nzZu+x2NhYrrvuOvr27esNKY2d0y4vL/eGkZkzZ/L8889f8J7CwkKGDBnCnXfeWW+qKC8vD8Ana1pOnz6N3W5v9Ou0BtW22k9uRrSOd7lcnDhxosle35+EhIQwYcIE7744OTk53HbbbdoXR8RHbDYb4eHhRpfRojWoMdrs2bPZunUr27ZtqzfS8P1feomJid79bObMmdPgwiZMmMAf//hHpk+fzosvXvxag8TERMxmM7t27SLq2wWTBQUFdOvWjeuuu44NGzac8141RmsaeU/N807b2JKSsBcUeFvHd3uy8WuMziXQG6NdqvLyct577z127NhB586dGT58OJdddpnRZYm0aGqM1niX1KnV4/Gwe/dutmzZwldffcVXX31FTk4ONTU1Z774tyGloQtJd+/eTVpaGtHR0bzwwgtnnZsbN24ce/fu5bPPPqN///4kJycDsHLlSkaNGsU111zDlClTKC8vZ+HChdTU1PDpp5+et2GaAknTyN22zds6vk5d6/imfMqmtQaSOvn5+bzzzjtUVFTwwx/+kB/84AdqMS7SRBRIGu+SVuGYTCbS0tJIS0vztmevqakhOzvbG1K2bNlCfn7+JRW1ceNGoHZB66RJk856zbhx49i0aROTJk1i2bJl3kAycuRIVq5cyTPPPMOcOXMICwtjwIABPPvss5pvNUpYGN2enKs+JM0sJSWFjh07smHDBj744ANycnIYMWIE7dvrz15E/E+T7GVTpy4x+mqRa1PTCEnTqNvLprm19hGS7yosLGTVqlUUFxfTr18/Bg0apCczRHxIIySN1+jnlEpKSvj444+JiIigV69eZ+xKGhkZGTBhRKQlS0xM5IEHHuCLL75g/fr15Obmcvvtt2vPJxHxG40KJF9//TVDhgyhtLTUe6xdu3bccMMNpKenk5iYyP79+/nlL3/Z6EJFpHEsFgs/+MEPSEtL45133uFPf/oTaWlpDBs2zLsAXETEKI2asrnttttYu3Zt/Rf93hM3gdIdVVM2TUNTNv7H4/Gwc+dOVq9ejcPh0L44AcjhcHDs2DEuv/xygoKCjC6n1dOUTeM16rfPl19+iclkYu7cuSxZsgSoHRquax2vbqYi/qluX5zp06fTvXt33nnnHZYuXUpJSYnRpclF8ng8OBwO/Z6VFqNRgaSyshKAOXPmMHXqVEJDQ1myZAn/+te/6Nu3LxEREXzyySc+KVREfC8sLIyRI0cyefJkqqqqWLx4sfbFERFDNGoNSUJCAgUFBXzzzTf06NGDhIQEdu/ezY9+9COWLl1Kz549+fOf/8wNN9zgq3olAFksFu+j3A1VU1NDcHDwJb+vXJyOHTsybdo0Nm3axMaNG9m5cyfDhw+nc+fORpcmIq1Eo9aQjB8/nj/96U8kJibyr3/9i5tvvpnIyEjWrFnDyZMniYmJIT4+nqKiIl/W3GS0hsT/7Nix44KbIYpvHT16lFWrVrF//3569erF0KFD1TLbD9XU1FBSUkJ8fPwlh3bxHa0habwGTdls3779jH9//PHHsdlsHDlyhJCQEFJTU3n//ff56U9/yj333AP8Z1pHRAJDXFwc9913HyNHjiQvL4/MzEy2b9+utQoi0qQaFEj69OnDvffey8GDBwG45pprWLNmDf/1X/8FwOjRo/F4PPz+979nzZo1mEwm7zkRCRxms5nrrruOGTNmcNVVV/HWW2+xbNkyjh8/bnRpItJCNSiQuN1u3njjDVJSUnj88cc5efIkN910Ex988AEAt956K0899RQhISF4PB569+7NwoULm6RwEWl6ERERjB07lgkTJnDixAkWLFjAxo0bA+ZRfhEJHA0KJHfddRcAVVVVzJ8/n86dO5OZmYnT6fRe88tf/pKKigqOHz/OV199RYcOHXxbsYg0uy5duvDoo49y/fXXs379ehYvXuwdKRVjWCwWoqKitHhbWowGBZI///nPbNmyhYEDB+LxeDhx4gSzZs0iJSWFv/3tb/95UbNZi3pEWpjg4GBuvfVWHnroISwWCy+//DLvvPMOVVVVRpfWKlksFqKjoxVIpMVocB+S9PR0PvzwQ1avXk337t3xeDzs27ePu+++m+uvv57Nmzc3RZ3SilQXFVGRlU11gDyd1dq0a9eOBx54gKFDh7J9+3ZeeuklcnNzjS5LRAJcox779Xg8vPbaa/zv//4vhw4d8raMv/322/nNb35D165dfVZoc9Bjv8ZylldQ/PIr2HfneY+5rkzkqpmPEtymjYGVybmUlpby7rvvkp+fT2pqKsOGDaON/r+SVkiP/TZeozq1mkwmJk2axDfffMMzzzxDVFQUHo+Hd955hx49evDQQw9x+PBhX9UqLZw3jFjMhCS1B7MZy6FCipf+wejS5BxiYmIYN24cd911FwcPHuSll17iiy++wO12G12aiAQYn+ykFRISwuOPP86///1vpk+fTlBQEE6nk5dffpkuXbr44i2khasuLPKGkY6/+gUd5/6CxMdn4zGZqMrL1/SNHzOZTHTr1o3p06fTo0cP3n33XV5++WXtiyMiDdLoQOJ2u8nPz+ef//wnixcvpqSkhMsuuwyTyYTH46GiosIXdUoL5zh6FICQdomEXJkIQPCVibhja4c+HUeOGlabXJywsDBGjBjB5MmTqa6uZvHixbz//vvaF0dELkqD9rLJz88nNzeXXbt2sWvXLnJzc9mzZw81NTX1rlVXR2mIoLZxAFQXFVJ9qJCQKxOpOVSI+UTpGefF/9Xti7N582Y+/vhj7744V111ldGliYgfa1AgSU1N9S5crXO24NG2bVt69Ojh/RK5kJB27bCldsW+O4/9v55HSLtEqgsLMXk8hHZNIaRdO6NLlAawWq0MHDiQbt26sWrVKl577TXti+Njbrcbp9OJ1WrFbPbJ7LuIoRq82+93A0jd/jXfDR89evSgbdu2Pi1SWoeEqZMpXvoq9tzdVH/bdMuR2I6k++41uDK5VHFxcdx///18/fXXrF27lj179nDrrbdy7bXX1vtwIw3jdDq1uZ60KA0KJLfddtsZwSMlJUVNecRnrJERtJ81neqioto1IzHR5B4+jCUiwujSpBFMJhPp6emkpKTw3nvv8Y9//IOsrCxGjBjBZZddZnR5IuInGhRI3n333aaqQ8QrpF07Qtq1w+FwYDpyRJ+kW4i6fXF69erF22+/zYIFCxgwYAA33ngjVmuDB2tFpIXRxKP4raCgIEJDQwkKCjK6FPGh7+6Ls2HDBn7/+99TUFBgdFkiYjAFEgkIaiffsnx3Xxyr1crSpUu1L45IK6dxUvFvp09z8LkXz2gnb0vtSsLUyVgjtbYk0CUkJPDAAw/wxRdfsH79enJzc7n99ttJS0szujQRaWYaIRG/Zl3z/pnt5C1m7LvzKF76qtGliY+YzWb69+/Po48+Srt27fjzn//Mn/70J06ePGl0aSLSjBRIxG9VFxZhPnjojHbyHX75P7WhJHe3pm9amOjo6DP2xcnMzOTzzz/XvjgirYQCifits7WTD21/JSHtav9Z7eRbnu/ui9OrVy9Wr16tfXHOwWq1Eh8fryeUpMVQIBG/9f128gBVBw9RXVR4xnlpecLCwhg+fDhTpkyhpqaGxYsXs27durNuU9Famc1mgoOD1aVVWgxFa/FbIe3a4W5/JeaDh/7TTr6oEFxubGmpaiffCnTo0IGHH36YzZs3s3HjRnbu3MmIESO0L45IC6RoLX7L4XBQOTCDsNSu4HLXtpP/NowkTLnf6PKkmdTti/PTn/6U6OhoXnvtNf7+979TWVlpdGki4kMaIRG/5fF4cIeGEP/Iw3iOHcNx5ChBbeM0MtJKXX755dx3331n7IszdOhQ7Ysj0kIokEhAqGsnL63bd/fFWbNmDf/4xz/Yvn07I0aM4PLLLze6PBFpBE3ZiEjAiYiI4Mc//jH33nsvZWVlLFy4kI8//hin02l0aSJyiRRIxFBqCS+NcfXVV/PII49www03sGHDBhYvXqx9cUQClKZsxBDO8gqKX35FLeGl0YKDg7nlllvo0aMHK1euZOnSpfTp04chQ4YQGhpqdHlNxuVyUV5eTmRkJBaLxehyRBpNIyRiCG8YUUt48ZG6fXFuu+02srKyyMzMZNeuXXg8HqNLaxIul4tTp07hcrmMLkXEJzRC0oq53W5D5txrioprw4jZTOLjjxGc2I6aQ4UU/mY+9tzdVBw4QHBCAg6HA8D7v/7KarWqOZWfMJvN3HDDDaSmpvLuu+/yl7/8ha5duzJs2DCio6ONLk9EzkOBpBVzOp2GtOR2ffMNAKa2cZywmDm6Ywcul4uImGgsx0+w58uvcHZMAqC6uppdu3ad87UsFgtxccZ2bI2Pjyc4ONjQGuRM0dHR3HPPPeTm5vLuu+/y0ksvMXjwYPr166fwKOKnFEhasbq9MJpbjcdDIeA5cpRYl5v47t1rR0hKywDo0q8PwQkJzV7XpdJeIv7JZDJxzTXX0LlzZ95//33ee+89srKyGDlyJAkB9PMl0lroN2krVrcXRnML7tABW2pX7LvzKPzN7/7TEt5d24U1okOHZq9JWq7Q0FCGDx9Or169WLlyJb///e/5wQ9+wMCBAzWyJeJH/Hrsct26ddx0003YbDYiIiIYNGgQX3zxxQXv27dvH3fccQexsbHExsYyYcIEjh7VzrD+JGHqZGxpqWoJL80mKSmJhx9+mB/+8Id8/vnnLFiwgG++nT4UEeP57QjJxo0bGTp0KNdccw3z5s3D6XSyePFiMjIy2Lx5M3379j3rfcePH2fgwIHU1NQwZ84cnE4n8+fPJycnhy1btugTkZ+wRkbQftZ0qouK1BJemo3VamXAgAF069aNVatW8frrr9OzZ0+GDh1KRIQeNxcxkt8GkhkzZtC+fXu+/PJLbDYbABMmTCA1NZVf/OIXfPDBB2e97/nnn+fQoUPs2LGD1NRUAPr168fgwYN5/fXXmTJlSrN9D3JhagkvRqjbF2f79u2sWbOGPXv2cOutt9K7d++A2RfHZDIRFBQUMPWKXIhfTtmUlpaSnZ3N2LFjvWEE4IorriAjI4PPPvvsnPeuWLGCAQMGeMMIwKBBg0hJSWHFihVNWreIBA6TyUTv3r2ZMWMGXbp04Z///Cd/+MMfOHbsmNGlXZSgoCASEhIICgoyuhQRn/DLQBIVFUV+fj4zZ86sd+7YsWPnfKqhtLSUvXv3kp6eXu9c79692bZtm89rFZHAFh4ezo9//GMmTpzo3Rfno48+0r44Is3MLwOJxWLh6quvpt33hvJzcnL49NNP6d+//1nvKywsBCAxMbHeuYSEBE6ePMnJkyd9X7CIBLyrrrqKRx55hP79+/PRRx+xePFiDhw4YHRZIq2GXwaSs6moqGDChAkAPP7442e9pry8HOCMaZ46YWFhAFRWVjZRhSIS6IKDgxkyZAgPPfQQwcHBLF26lLfffpvTp08bXZpIi+e3i1q/y263M3z4cLKzs/nv//5vMjIyznpd3Z4V51vkdTELwGJiYoiJiTnnebfb3WL3xxARiI2NJTU1lU2bNrFq1Sry8vIYO3Ys1157rRaRtlImk+m8XX7VILHx/H6EpKysjCFDhvDRRx9x3333MW/evHNeW/fY3tk+zdQdi4qKappCRaRFMZvNDBgwgF/96ld07NiRV155hd///vecOHHC6NJEWiS/jnRHjhzhlltuISsri6lTp7JkyZLzfjpJSqrd/6S4uLjeuaKiIqKjowkPD290XadPn8Zutzf6dUQkMIwdO5Zu3brxzjvv8NRTTzFo0CCuv/567YvTithsNp/8/SHn5reBpLy83BtGZs6cyfPPP3/Be6Kjo+nUqRNff/11vXPbt2/nuuuuu6j3Li0t1Qp7ETlDWloaycnJfPDBB6xZs4bs7GxGjBhRb/G9tEx2u/28H0Tr1jDKpfPbeD9t2jSysrKYPn36RYWROqNHj2b9+vXk5eV5j61fv578/HzuuuuupihVRFqJ0NBQbr/9dqZMmYLT6WTJkiWsXbuWmpqaZq/F4XBQXFyMw+Fo9vcWaQomjx+uzty9ezdpaWlER0fzwgsvnHWx0Lhx49i7dy+fffYZ/fv3Jzk5GYCjR4/SrVs3rFYrP/vZz6iqquJ3v/sdV111FZ9++ikhISHnfN/S0lLWr19Peno6kZGRTfb9iUjgczqdfPrpp3z00UdEREQwfPhwunTp0mzvX1NTQ0lJCfHx8doSww+Ul5ezbds2Bg0adN6HIuTc/HLKZuPGjUDtgtZJkyad9Zpx48axadMmJk2axLJly7yBJC4ujk2bNjFz5kzmzp2LzWZj5MiRzJ8//7xhRESkIaxWKxkZGVxzzTW8/fbbLF++nB49enDbbbdpXxyRS+CXIyRG0QiJiFwKj8dDVlYWa9aswePxcMstt5Cent6kjwhrhMS/aISk8fxyhEREJJCYTCauvfZaunTpwpo1a1i5ciVZWVmMGDGCuLg4o8sTCQh+u6hVRCTQhIeHM2bMGCZOnMipU6dYuHAhGzZs0FN7IhdBgURExMfq9sX5wQ9+wMcff8yiRYvYv3+/0WWJ+DUFEhGRJhAUFMSQIUN4+OGHCQkJ4ZVXXmHlypXaF0fkHBRIRESaUHx8PFOnTmXYsGHs2LGDzMxMdu7c2ej9sCwWC1FRUVgsFh9VKmIsLWoVEWliZrOZ66+/ntTUVFavXs2KFStISUlh2LBhl/xEhsViITo62seVihhHIyQiIs2kTZs2/OQnP+EnP/kJRUVFLFiwgM8++wy32210aSKG0wiJiEgzq9sXZ/369axZs4asrCxGjhypfXGkVdMIiYiIAUJDQxk2bBhTp07F5XKxZMkS1qxZY8i+OCL+QIFERMRA7du35+GHH+bmm2/myy+/5KWXXmLPnj1GlyXS7BRIREQMZrFYyMjI4JFHHuGyyy5j+fLl/PWvf6WiosLo0kSajQKJiIifuOyyy5g4cSKjR4/m3//+Ny+++CJbt27VoldpFbSoVUTEj3x3X5y1a9eec18ct9uN0+nEarViNuuzpQQ+/RSLiPih8PBwRo8ezaRJkygvL6+3L47T6aSkpET75EiLoUAiIuLHOnfuzE9/+lNuvPFG7YsjLZoCiYiInwsKCmLw4ME8/PDDhIaG8sorr/Duu+9SXV1tdGkiPqNAIiISIOLj45kyZQq33347O3fuZP369UaXJOIzWtQqIhJAzGYz/fr1o3Pnzhw6dMjockR8RiMkIiIBKCoqitjYWKPLEPEZBRIRERExnAKJiIiIGE6BREQkAFmtVuLj47FatRRQWgb9JIuIBCCz2UxwcLDRZYj4jEZIRERExHAKJCIiImI4BRIRERExnAKJiIiIGE6BRERERAynQCIiIiKGUyAREQlALpeLsrIyXC6X0aWI+IQCiYhIAHK5XJw6dUqBRFoMBRIRERExnAKJiIiIGE6BRERERAynvWxERFqA6qIiHEeOEtQ2jpB27YwuR6TBFEhERAKYq6KCg8uWY9+d5z1mS+1KwtTJWCMjDKxMpGE0ZSMiEsCO/OH12jBiMROS1B4sZuy78yhe+qrRpYk0iEZIREQCkMlkwnyilMq8fLCY6firXxByZSJVBw9x4OlnsOfuprqoSNM3EjAUSERE/NiePXuorq4+67nqvDwiAXdsLHtKT0DpCQCssbGYjx5j//ZsUhRIJEAokIiI+LEuXbqc89yO47UBxHziBF1iYv8zQnKi9njHa3s2S40ivhAwa0imTp3KgAEDLuravn37YjKZ6n2NGTOmaYsUEWlOl8ViS+0KLjf7fz2P/U/O48DTz4DLjS0tVdM1ElACYoTk1VdfZenSpWRkZFzwWo/HQ25uLiNHjmT06NFnnOvQoUNTlSgiYoiEqZMpXvpq7ZqRgwcBsKWlkjDlfoMrE2kYvw4kLpeLefPm8cQTT1z0Pfv376eyspIRI0Ywbty4pitORMQPWCMjaD9ruvqQSMDz20BSVVVFv379yMnJYcKECXz44YcXdd+uXbsASE1NbcryRET8Ski7dgoiEtD8dg1JVVUVp06d4q9//Suvv/46VuvFZafvB5LKysomq1FERER8w28DSVRUFN988w1jx45t0H07d+4kMjKSWbNmERkZSUREBJ07d2bFihVNVKmISPOoLiqiIiub6qKi8x4TCUR+O2VjNpsxmxuel3bt2kV5eTllZWUsX76csrIyMjMzufvuu3E4HIwfP74JqhURaTrO8gqKX37ljPbwoVd1xlxZyf7iEu8xtYyXQOa3geRSTZ06FZfLxbRp07zH7rrrLrp168bs2bP5yU9+gsViMbBCEZGG8YYRi5mQxESqCwup+te/a3+Bm82EXFl7rK5lfPtZ040uWaTBWlwgefDBB+sdCwsLY/z48Tz55JPk5ubSvXv3875GTEwMMTEx5zzvdrvxeDyNrlVE5ELsBQex787DZLHQ/f9+S3iHJI5/8SV7fvccAB0fnUbCf91E5f4D7Jj9OPbc3YRW2rG1v9LgylsWk8l03lH7i13nKOfWav4E27ZtC0BFRYXBlYiI/MdXX32F0+k89wX/+jcAnstiySkqhKJC7zGAvfv2sz/o21/ll8XCkaNkf/wxXNX5vO9rtVrp06dPY8sX8ZkWFUgKCwsZMmQId955J3Pnzj3jXF5e7dxrp06dGv0+p0+fxm63N/p1RESqq6vP2/TRntSBr//5NqbjJ+h1ZXvCO3bgmNVK3WqSa9JSuez6flTu30/W8RN4gN4//CG2pPbnfd+NGzdy4tsW83JhNpuN8PBwo8to0VpUIElMTKSsrIylS5cyY8YMoqKiACgoKOC1115j4MCBxMfHX/B1SktLz/+JRUSkmdiS2hPdswdl2TlkzZqNLSkJe0GB93ze757zHvO4XET36nnBMCINZ7fbz/tBtLy8vBmraZn89rHfi7F3717eeOMN9u7d6z22aNEiDh06RP/+/cnMzOTpp5+mb9++WK1WFi1aZGC1IiKXJuXnM4nu1ROPy0Xlvn14XC6iul1DVLdrzjgW3asnKT+bYXS5IpckoEdINm3axKRJk1i2bBnJyckAjBw5kpUrV/LMM88wZ84cwsLCGDBgAM8++yxdu3Y1uGIRkYYLioqi25NzsRcc5HRxCWEJ8d5RkLMdEwlEARNI9u/fX+/YxIkTmThxYr3jI0aMYMSIEU1flIhIM7Ilta8XOs52TCQQBfSUjYiIiLQMCiQiIiJiOAUSERERMZwCiYiIiBhOgUREREQMp0AiIiIihlMgEREREcMpkIiIiIjhFEhERETEcAokIiIiYjgFEhERETGcAomIiIgYLmA21xMRkVoXs8OvdgGWQKNAIiISIBynTpH/fy9Qlp3jPRbdswcpP59JUFTURV8j4o80ZSMiEiDqgobJYiE8uRMmi4Wy7Bzyn3uxQdeI+CONkIiIGMVxmojyf0NRmwteWll0pDZomM30+u/7CU+8gspDh8l69hXKsrKxb/sAj8dzwWtsCXEAte/r6ARBYU39XYpcFAUSERGDWMv+TfrWmbD1wtdWnbwc6IUt5CThq8cCEA7YQvpReTqS0288+O2V57/G1uYYAOlAafJKnHHdfP1tiVwSBRIREYM4ozuz7boXSO/d+4LXhhUfhaeWYK9uQ+WP/uYd/bBnvwK4CRu3pPbCC13z7QjJtq+/Jim6c9N9cyINpEAiImKUoDAqIjtDu14XvNTWDqJ7fkZZdg5Zz76KLSkJe0EBHreb6F49saUPBi7uGoCKb05qukb8iha1iogEiJSfzyS6V088LheV+/bhcbmI7tWTlJ/NaNA1Iv5IIyQiIgEiKCqKbk/OPW+PkYu5RsQfKZCIiAQYW1L7C4aMi7lGxJ9oykZEREQMpxESEZEAVDclU0dTMxLoFEhERALI2VrD11GLeAlkmrIREQkg5wojgFrES0BTIBERCRCVBQW1YcRc+6vbZLHQdc7PMVkstReYzbUt4gsOGlilyKVRIBERCRBVxYcBCLn8cgBsSUlc3v8GbElJtcfjao9/d22JSKBQIBERCRBhCfEAVB+r3Y/GXlDAsc8+x15QUHv86LEzrhMJJAokIiIBwpbUnuiePcDtBsDjcpH32//D43LVXlDXIl5P20gAUiAREQkgda3hz0Yt4iWQ6bFfEZEA8v3W8HXUh0QCnQKJiEgAUmt4aYv7OnoAABWCSURBVGkUSEREDGSxWNi4ceMl3VtTU0NwcPAlv6+IP1EgERExUEpKSr1j1UVFOI4cJahtHCHt2p3z3h07dpCWltaU5Yk0GwUSERE/4SyvoPjlV7DvzvMes6V2JWHqZKyREQZWJtL09JSNiIif8IYRi5mQpPZgMWPfnUfx0leNLk2kyWmERETED1QXFnnDSMdf/YKQKxOpOniIA08/gz13N9VFReedvhEJdBohERHxA46jRwEIaZdIyJWJAIS2v5KQdrX/7Dhy1LDaRJqDAomIiB8IahsHQHVRIdWHCgGoOniI6qLCM86LtFSashER8QMh7dphS+2KfXce+389j5B2ibVhxOXGlpaq6Rpp8QJmhGTq1KkMGDDgoq7dt28fd9xxB7GxscTGxjJhwgSOHtVwp4j4t4Spk7GlpYLLTfXBg94wkjDl/nrXOhwOqqqqcDgcBlQq4nsBMULy6quvsnTpUjIyMi547fHjxxk4cCA1NTXMmTMHp9PJ/PnzycnJYcuWLZfcREhEpKlZIyNoP2v6RfUh8Xg83i+RlsCvA4nL5WLevHn/v717D4rqvvs4/oZl5aZyVxFRghbFKwqK45gSU/0jTsX7mPyRpnGaSWirMbG3iYmJM6bNpNEmmnYa25mW6VDFW55qLRExINpo5EExqAQv4MYABnFXQGAJsDx/+LBxBQwocBbzef0l55w957s72ZzP/s7vfA9vvPFGl1+zefNmvvzySwoLC4mNjQUgMTGRefPmkZqaynPPPddL1YqI9Azv4cN1iUa+c9z2ko3dbmfatGm8/vrrPP3000RERHTpdTt27OCxxx5zhhGAuXPnMnbsWHbs2NFb5YqIiMgDcOtAUlNTQ3p6OqmpqXh5fftgjs1mo6SkhPj4+Hbrpk2bRn5+fm+UKiLSYxrLy7lVcIbG8vJ7blP3WSGeNlsfVibSu9z2ks3gwYO5ePFil4JIm7Ky27fHdTSaEh4eTnV1NdXV1QQEBPRYnSIiPaErbePv3mYQUFF4nojnn1Nreen33HaExNPTs1thBKC2thYAPz+/dut8fX0BqKure/DiRER6WFfaxt+5zYDIEbR6eGD/vFit5eWh4LYjJPejbba5h4dHp9vca12boKAggoKCOl3vcDg0s13kIedwOLDb7X1yLPuXZf8fNEzEbHwD38hIGr64yoXX3qD+fBHcuAGtuGzjERbG/2Z8xKD/2efcxqeLc+36ko+PD56ebvvbt8s8PDzu+T66+wNa2nuoPsGBA28PWTY0NLRb17Zs8ODBfVqTiPRPdrudCxcu9MmxWopvH8cjLJSrDQ1w4Zu/W699xanD2QD4Ay2BAeSVlkJpKY0D/fELDMR0w8qpw9k0R4102a/JZCIszNgOrzExMR2OWovc7aEKJCNH3v4yVlRUtFtXXl5OYGAg/v7+D3ychoYG6uvrH3g/IuK+HA4Hw4YN65Njfd3aShnQWnmd4BYHAyKG8/WXZZT9//NrYhKnA1CWmYXJdpPxYUO+2cZ207nNgPDwPqm3O+rr6/tspKk3+fn59cj5Qzr3UAWSwMBAHnnkEU6dOtVu3enTp0lISOjSfmw2G83NzT1dnoj0I56enn3WSHHAqFHOtvFlb739Tdt4x+1OrQNHjQLo0jbSO+rr6+/5Q7RtDqPcv/5/Ye8uS5cuJSsri88//2amelZWFsXFxTz55JMGViYi0rmutI3vTmt5kf7Go7WfzM6MiooiKiqKnJwc57KSkhI++eQTZs2aRXR0NADXr19n4sSJeHl5sXbtWux2O2+//TZjxozhv//9L97e3p0ew2azkZWVRXx8PIMGDerttyQi0k5X2sZ3ZRvpW7W1teTn5zN37tx73hQhnevXIyS5ubk8/fTT5ObmOpeFhYWRm5vLlClTWL9+Pe+++y6LFi0iIyPjnmFERMQdeA8fzsC4KfcMGl3ZRqS/6TcjJH1BIyQiInI/NELy4Pr1CImIiIg8HBRIRERExHAKJCIiImI4BRIRERExnAKJiIiIGE6BRERERAynQCIiIiKGUyARERERwymQiIiIiOEUSERERMRwCiQiIiJiOAUSERERMZwCiYiIiBhOgUREREQMp0AiIiIihlMgEREREcMpkIiIiIjhFEhERETEcAokIiIiYjgFEhERETGcAomIiIgYToFEREREDKdAIiIiIoZTIBERERHDKZCIiIiI4RRIRERExHBeRhfgTlpaWgC4ceMG9fX1Blcj4n4cDgeenvodI3K3hoYG4JvziHSfAskdbDYbAFeuXDG2EBER6ZdsNhuhoaFGl9EvKZDcYfDgwQDExsYyaNAgg6sRcS9VVVWUlJQwYcIE/P39jS5HxK3U1tZSVFTkPI9I9ymQ3GHAgAEAREREEBQUZHA1Iu6npKSE8PBwfT9E7mKz2SgqKnKeR7qqqamJw4cPk5eXR2VlJZ6engwZMoSEhAQef/xxzGZzL1V8/1555RVCQkJYu3Ztj+5XgURERMQALS0tbNmyhZKSEmbOnMmjjz6Kw+Hg4sWLfPjhh5w5c4aXXnrJLUNJb1AgEbdms9nYsGEDKSkpjB071uhyRAzncDg4evQoR44coaqqikGDBjFlyhQWLFiAr6+v0eVJN+Tn53PhwgWef/55pk2b5lz++OOPc/DgQfbu3csnn3xCUlKSgVX2HU2XF7dltVp57733nLPXRQQyMzPZsWMHkyZNIiUlhXnz5nHixAk++OADWltbjS5PuuHy5csAjB8/vt26xx57DJPJRElJSV+XZRiNkIjbcTgcnDhxgt27dxtdiohbcTgcHDx4kEcffZTFixcDtyfh+/v789e//hWLxUJUVJSxRUqX+fj4AHD06FHmzZvnss7b25stW7bg5fXNaTo/P5/s7GyuXr1KU1MTgYGBxMfHk5yc7Lyss2nTJry9vZk9ezb79+/n2rVrhIWFsWzZMsaMGcPu3bvJz8/HZDIxdepUli9f7pz38sorrzBu3Diio6PJyMigpqaGyMhIFi5c+K0j1JcvX2b//v3OABUdHc3ChQt55JFHuvx5aIRE3E5ZWRlpaWnMnDmTZ5991uhyRNyG3W4nMTGRGTNmuCwfNmwYANevXzeiLLlPiYmJeHl5sXv3bjZs2MC//vUviouLaWpqAnAJI8eOHWPbtm34+fmxZMkSli1bRkhICJmZmezbt89lv1988QWpqanExcWxZMkSbt26xbZt29i6dSs3btxg0aJFjBs3jtzcXA4ePOjy2qKiIrZv3860adNITk6mtraW9957jwsXLnT6Ps6fP8+mTZtoaGggOTmZ+fPnY7Vaeeedd7h48WKXPw+NkIjbCQ4OZuPGjQQFBVFcXGx0OSJuw8/PjyeffLLd8oKCAgCGDx/e1yXJAxg+fDgvvPACqamplJeXU15ezn/+8x+8vb2ZPHkyCxYsYOjQoQAcOnSI6OhoUlJS8PDwACApKYl169Zx7tw5li5d6txvdXU1P/vZz5g8eTIAJpOJ7du309LSwosvvgjA97//fS5dukRRURELFixwvtZqtZKSkkJcXBwAM2fOZP369ezdu5ff/OY37d6Dw+EgLS2NqKgofvGLXzgbJ86ZM4eNGzeSnp7Oq6++2qXPQ4FE3I6/v7/6XIh0UWlpKQcPHmTy5MlEREQYXY5006RJk/jd737HmTNnKCwspKioiOrqavLy8igoKGD16tXExMSwfv16GhsbnWEEbvc+8fPzo7Gx0WWfZrOZCRMmOP9uCzVtIQPAw8ODkJAQbt686fLaYcOGuWw3aNAgEhMTycnJoaampl2flatXr1JVVUVSUlK7DueTJk3i8OHD2Gy2LrUKUCAREemnLl26xB//+EdCQ0N55plnjC5H7pPZbCYhIYGEhATg9iWXzMxM8vLySEtLY8OGDZhMJiwWC3l5eVy7do3Kykpqa2sBCAkJcdmfv78/JpPJ+XfbqMXdDT89PT3bTYQODw9vV9+QIUNobW3FarW2CyRtlwn37NnDnj17Onx/VqtVgURE5GGVl5dHamoqQ4cOZfXq1QwcONDokqQbGhsbycjIYOTIkS63/AKMHDmSn/zkJzQ0NHD27Flu3brF/v37ycnJITIykujoaBITExk9ejTbt293PvakzZ1h5E53jq505s55K20cDgdAh8+xaluXnJxMdHR0h/tsm+P0rcfu0lYiIuI2MjMz2bt3LzExMaSkpKj/SD9kNpud80LuDiRtwsPDOXfuHI2NjeTk5HQ40b+mpqZH6+poYnRbB9m7R2Lgm9EZb29vYmNjXdZduXKFurq6Lnev1V02IiL9SG5uLnv27CE+Pp7Vq1crjPRTnp6eJCQkcOHCBU6cONFufV1dHadOnWLcuHHU1dUB7S+nFBYWUllZ2aNPGL5y5YpL75Oamho+/fRTxo4d2+HcvqioKAICAsjOzsZutzuXNzQ0sG3bNlJTU7v8hHCNkIiI9BPV1dXs3LmTkJAQ5syZwxdffOGyPiwsTA8G7UeWL19OaWkpf/vb3/j000+ZMGECvr6+VFZWcvz4cZqbm3nqqacIDg4mODiYjIwMmpqaCAoKorS0lOPHj2M2m12CwIPy8vJi69at/OAHP8BsNnPkyBFaW1tZtmxZh9ubTCZWrFjBX/7yF958801mz56N2Wzm6NGjWK1WVq5c2eklpHbH7rF3ISIivers2bM0NTVx48YNfv/737db/8wzzzBr1iwDKpP7MXDgQNatW0dWVhZnzpzhwIEDfP311wQEBDB16lTmz59PQEAAAKtWrWLXrl18/PHHtLa2EhYWxooVK2hpaSE9PR2LxcKoUaMeuKbo6GimT5/OgQMHaGho4Hvf+x6LFy9mxIgRnb4mPj4ePz8/MjIyOHDgAB4eHkRERPDTn/7UeetxV3i0qtewk81mIysri7lz5+pppiJ3sVgsnDx5Ut8PkQ48DOeP3nqKb1dpDomIiIgYTpdsOlBRUdHjM5dF+ruqqipA3w+RjrRNPJX7p0Byh7b7qc+dO2dwJSLuS98Pkc61nUek+xRI7tB2a9KMGTPadaMTERHpTE1NDSdPnuzyLa7u6Le//a2hx1cg6cDgwYP77aQkERFxf3//+985fvy4yzIvLy8CAgKYNGkSycnJ9/VML7vdTlNTU7du/26r5YMPPuj28XqSAomIiIhBli9f7mz739TUREVFBbm5uVgsFn71q191a8TFYrHwpz/9iZUrVzJ27NjeKrnXKJCIiIgYJC4ujtDQUJdlQ4cO5Z///Cdnz57tVh+PsrKydk/v7U/678UuEelRNpuNNWvWUFxc7LK8srKS999/nzVr1vDyyy+TlpZGQ0NDp/vZtWsXmzZt6u1yRR5abaMb5eXlBlfStzRCIiJYrVa2bNnSLmjU19ezefNmAgIC+PGPf0xtbS179+6lqqqKF198sd1+Dh06RFZWFjExMX1VushDx2q1ArcfBdAmPz+f7Oxsrl69SlNTE4GBgcTHx5OcnIzZbGb//v38+9//BmDz5s2EhIQ4J6nevHmTffv2UVhYSGNjI8OGDWP+/PnExcW5HPfKlSvs2bOH0tJSfH19mT59OosXL8ZsNvfJ+1YgEfkOczgcnDhxgt27d3e4/siRI9TV1fHqq686r3MHBQWxdetWLl26xJgxY4DbPUp27drFZ599poe9iXRDfX09t27dAqC5uZmKigrS09MZOXIkU6ZMAeDYsWP84x//YMqUKSxZsoSWlhZOnz5NZmYmAEuXLmXq1KlUV1dz9OhRnnjiCaKiooDb/VHeeustbt26xZw5cwgNDeXkyZP8+c9/5oUXXnAJJX/4wx9ITExk+vTpFBYWcvjwYVpbW1mxYkWffBYKJCLfYWVlZaSlpZGUlERsbCzvv/++y/rz588zZswYZxgBGD9+PD4+Ppw9e9YZSHbu3Mn169d56aWX2L9/f5++B5H+7M0332y3zGw2s3btWry8bp+iDx06RHR0NCkpKXh4eACQlJTEunXrOHfuHEuXLmXEiBFER0dz9OhRYmNjnZd9PvroI2w2G7/85S+d39dZs2axYcMGMjIyXALJggULmDt3LgCzZ8/m9ddf5/Tp0wokItL7goOD2bhxI0FBQe3mjsDtrqwJCQkuyzw9PQkNDeWrr75yLlu4cCHDhw93/s9SRLpm5cqVzr5Xzc3NWK1WsrOzeeedd/j5z39ObGws69evp7Gx0eX7VVtbi5+fH42Njffcf2FhISNHjnSGEbgdeFatWtXuUsz06dOd//b09CQyMpKCgoKeeJtdokAi8h3m7+9/z14HDQ0N+Pj4tFvu7e3tMt8kIiKiV+oTediNHj263V028fHxvPbaa+zYsYMNGzZgMpmwWCzk5eVx7do1Kisrqa2tBSAkJOSe+79x44bz0s+dhg4d2m7Z3b1LBgwYQEtLS3ff0n1TIBGRTt3rYeAaDRHpHQMHDiQmJoaCggLq6urYt28fOTk5REZGEh0dTWJiIqNHj2b79u3YbLZ77qs7reyN7jKrQCIinfL19e1wSNhutxMYGGhARSLfDW0/Bux2Ozk5OcycOZNnn33WZZuuPOQyODiY69evt1t+/PhxLl26xFNPPdUzBfcA9SERkU4NHTqUyspKl2UOh4OqqirCw8MNqkrk4VZTU0NxcTGRkZHOpwjf/X0rLCyksrLS5ZJK2wjHnSObEydOxGKxYLFYnMtaWlrIzMzEYrE4J866A/epRETczvjx48nMzKS2ttZ5ffn8+fM0NjYyfvx4g6sT6f8KCgpc7mKzWq0cO3aMxsZGFi1aRHh4OMHBwWRkZNDU1ERQUBClpaUcP34cs9mM3W53vrZtP0eOHKGmpoYZM2bwxBNPcOrUKTZv3sycOXMIDAwkLy+PioqKDnsJGUmBREQ6lZSURHZ2Nu+++y4//OEPqaurY8+ePUycOJHRo0cbXZ5Iv7dr1y7nvz09PfH392fUqFH86Ec/Yty4cQCsWrWKXbt28fHHH9Pa2kpYWBgrVqygpaWF9PR0LBYLo0aNIjY2lvj4eD777DM+//xzpk6dyuDBg/n1r3/Nhx9+SG5uLs3NzYwYMYI1a9Y49+8uPFrvNWvtO8Zms5GVlcXcuXP1tF/5zikuLmbz5s28/PLLLg/mKisrY+fOnVy+fBkfHx/i4uJYtmxZh3ffAM628WvXru2TukXcgc4fD06B5A76D0pERO6Hzh8PTpNaRURExHCaQ9KBrtxKJSIi0kbnjQenQHIHb29vTCYTJ0+eNLoUERHpZ0wmE97e3kaX0W9pDsld6uvrv/XZACIiInfz9vbGz8/P6DL6LQUSERERMZwmtYqIiIjhFEhERETEcAokIiIiYjgFEhERETGcAomIiIgYToFEREREDKdAIiIiIob7P14u40Y+ijGMAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', show=SHOW, ymax='95q')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inter-quartile range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In some cases we may want to set a limit based on the inter-quartile range of the data set (i.e., the delta between the 25% and 75% quantiles). This can also help to deal with outlier data. The value supplied to the range keyword(s) is a string of the form: \"<factor>*iqr\", where \"factor\" is a float value to be multiplied to the inter-quartile range." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiQAAAHLCAYAAAD4CYO6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlYlOehPv57NkYGBgFFQRQRFURREAQVNYAsxta4RI9ZRKsm+jM138SlxvS0sUmqJqnRaFzqiUk0antoG09s05gIiIqoEUVZwqYVld0VZBmW2X5/WKcx7DDDOzPcn+viSnyXmXu8FG+e532fV6TX6/UgIiIiEpBY6ABERERELCREREQkOBYSIiIiEhwLCREREQmOhYSIiIgEx0JCREREgmMhISIiIsGxkBAREZHgpEIHMCf19fW4ffs27OzsIJFIhI5DREQWQqvVora2Fv3790evXr2EjmORWEh+5Pbt20hNTRU6BhERWaiQkBAMHjxY6BgWiYXkR+zs7AAAvr6+UCgUAqchIiJLoVKpkJuba/h3hDqOheRHHk/TKBQKKJVKgdMQEZGl4XR/5/GiViIiIhIcCwkREREJjoWEiIiIBMdCQkRERIJjISEiskBqtRplZWVQq9VCRyEyChYSIiILpNfroVarodfrhY5CZBQsJERERCQ4FhIiIiISHAsJERERCY6FhIiIiATHQkJERESCYyEhIiIiwbGQEBFZIIlEAgcHBz7MjawGn/ZLRGSBJBIJHB0dhY5BZDQcISEiIiLBsZAQERGR4FhIiIiISHAsJERERCQ4FhIiIiISHAsJERERCY6FhIjIAul0OjQ2NkKn0wkdhcgoWEiIiCyQRqNBeXk5NBqN0FGIjIKFhIiIiATHQkJERESCYyEhIiIiwVlEIcnMzISNjQ3efvvtNo8NCQmBSCRq8jVv3jzTByUiIqJOMfuH62k0GixevBhqtbrNY/V6PXJycjB79mzMnTv3iX2DBw82VUQiIiLqIrMvJO+99x6ys7PbdezNmzdRW1uLWbNmITY21sTJiIiIyFjMesomKysLGzduxFtvvdWu4x8XF19fX1PGIiIiIiMz20Ki0WiwZMkSREdHt3u046eFpLa21mT5iIiEJJVK4erqCqnU7Ae6idrFbAvJBx98gGvXrmHv3r3tPueHH36AUqnEmjVroFQqYW9vj6FDhyIuLs6ESYmIup9YLIaNjQ3EYrP9Nk7UIWb5Jzk7OxvvvvsuPvzwQwwcOLBD51VXV6OyshIHDx7E559/DqVSiRdeeAGHDh0yYWIiIiLqCrMb69NqtVi8eDEmT56MZcuWdejc5cuXQ6vVYuXKlYZtzz//PPz8/LBu3Tq8+OKLkEgkxo5MREREXWR2hWTLli3IzMxESkoK7t27BwCoqKgAAKhUKty7dw/Ozs7NDlOuWLGiyTZbW1ssXLgQ77zzDnJycjB69Og2Mzg5OcHJyanF/TqdDnq9vr0fiYiILJxIJGp1eozX8nSd2U3ZfPfdd2hsbERISAhcXFzg4uKCwMBAAI/KiouLCwoLCzv0mv369QMA1NTUGD0vERERdZ3ZVbqtW7caRkQeu337NmJjY7Fw4UIsWrQIrq6uTc4rKSlBTEwMnnvuOWzYsOGJfXl5eQCAIUOGGCVjXV0dVCqVUV6LiIjMn0KhgJ2dndAxrJrZFZKgoKAm227evAkA8PLyQlRUVLPnubu7o7KyEvv27cOqVavg4OAAACgsLMSBAwcQERHRbJFpTkVFBR/pTUREBiqVqtUfRKurq7sxjXUyuymb9iooKMDhw4dRUFBg2LZ7924UFxcjNDQUO3bswMaNGxESEgKpVIrdu3cLmJaIyLi0Wi0qKyuh1WqFjkJkFBZbSJKTk7Fw4UIkJycbts2ePRtHjx6FnZ0d1q9fj61bt2LixIk4d+4cV28lIqui1WpRVVXFQkJWQ6Tn7SIGFRUVSExMRFBQEJRKpdBxiIha1NjYiPLycri6usLGxkboOD1edXU10tLSEBUV1epdmtQyix0hISIiIuvBQkJERESCYyEhIiIiwbGQEBERkeBYSIiIiEhwLCRERBZIJBJBJpNBJBIJHYXIKMxupVYiImqbTCaDm5ub0DGIjIYjJERERCQ4FhIiIiISHAsJERERCY6FhIiIiATHQkJERESCYyEhIiIiwbGQEBERkeBYSIiILJBarUZZWRnUarXQUYiMgoWEiMgC6fV6qNVq6PV6oaMQGQULCREREQmOhYSIiIgEx0JCREREgmMhISIiIsGxkBAREZHgWEiIiIhIcCwkREQWSCKRwMHBARKJROgoREYhFToAERF1nEQigaOjo9AxiIyGIyREREQkOBYSIiIiEhwLCREREQmOhYSIiIgEx0JCREREgmMhISIiIsGxkBARWSCdTofGxkbodDqhoxAZBQsJEZEF0mg0KC8vh0ajEToKkVFYRCHJzMyEjY0N3n777TaPvXHjBp599lk4OzvD2dkZixYtwt27d00fkoiIiDrN7Fdq1Wg0WLx4MdRqdZvH3r9/HxEREWhsbMT69euh0WiwZcsWZGZmIjU1FTY2Nt2QmIiIiDrK7AvJe++9h+zs7HYdu23bNhQXFyMrKwu+vr4AgPHjxyM6OhpffPEFli1bZsqoRERE1ElmPWWTlZWFjRs34q233mrX8XFxcQgPDzeUEQCIioqCj48P4uLiTBWTiIiIushsC4lGo8GSJUsQHR2N2NjYNo+vqKhAQUEBgoKCmuwLDAxEWlqaKWISERGREZjtlM0HH3yAa9eu4ejRo+26irykpAQA4O7u3mSfm5sbHj58iIcPH6J3795Gz0qm0VBaCvWdu5D1c4F8wACh4xARkQmZZSHJzs7Gu+++i127dmHgwIG4efNmm+dUV1cDABQKRZN9tra2AIDa2loWEgugqa5B2SefQpWbZ9im8B0Bt+UvQ6q0FzAZERGZitlN2Wi1WixevBiTJ0/u0EWoer0eACASiVo8prV9ZD4MZUQihtxjECARQ5Wbh7J9nwkdjchsSKVSuLq6Qio1y58riTrM7P4kP75NNyUlBffu3QPw6PoQAFCpVLh37x6cnZ0hFj/ZpeztH/3kXFdX1+Q1H29zcHBoVwYnJyc4OTm1uF+n0xkKkCXT6XSor68XOsYT6otL/l1GJPDe+DZsBw1CXWERrr71NlQ5ucD9++jVzLSckHr16tXkzyMRWReRSNTq33MWw64zu9/B7777Do2NjQgJCWmyb8uWLdiyZQtu3LgBT0/PJ/Z5eHgAAMrKypqcV1paCkdHR9jZ2Zkks6Wqr6/H1atXhY6Bu3fvQqvVAgCkNwthB0Dr2BsXb9xAQ14e5HI57B17Q3L/AS6fOAmNp4fhXIlEAhcXF4GSP+Lt7d3sVCEREbWf2RWSrVu3GkZEHrt9+zZiY2OxcOFCLFq0CK6urk3Oc3R0xJAhQ3D58uUm+65cuYJx48YZLWNdXR1UKpXRXk8oOp2u2d/L7vbjDI39+6MkPhGSikqMdOmH61UPMVTpgJKKSgCA9/hg2Li5CRW1WSqVyuxGmojIuBQKBX+oNTGzKyTN3bb7+KJWLy8vREVFtXju3LlzsX37duTl5WHEiBEAgMTEROTn52PdunXtzlBRUdEjng8hFovNbvVam8GDofAdAVVuHkre/wNsnJ1R8uABoNNBMdIX9oMHCx2RiHoglUrV6g+ij2+soM6z2InvgoICHD58GAUFBYZtb7zxBpydnREZGYlt27Zh8+bNmDdvHoKCgtq1lgmZB7flL0Mx0hfQ6iC+ew/QPiojbsteEjoaERGZiNmNkLRXcnIylixZgv3798PLywsA4OLiguTkZKxevRobNmyAQqHA7NmzsWXLFsjlcoETU3tJlfYYtOZ11Ny6hasXLsJ7fDBHRoiIrJxFFBJPT88md7UsXrwYixcvbnKsj48Pjh071k3JyJRs3Nyg8fQwu2tGiIjI+Cx2yoaIqCfTarWorKw03KFGZOlYSIiILJBWq0VVVRULCVkNFhIiIiISHAsJERERCY6FhIiIiATHQkJmSyQSGb6IiMi6sZCQ2ZLJZOjVqxdkMpnQUYiIyMRYSIiIiEhwLCRERBZIJBJBJpNxSpOshkWs1EpERE+SyWRw4yrGZEU4QkJERESCYyEhIiIiwbGQEBERkeBYSIiIiEhwLCRkttRqNerr66FWq4WOQkREJsZCQmZLr9cbvoiIyLqxkBAREZHgWEiIiCyQWq1GWVkZpzTJarCQEBFZIL1eD7VazSlNshosJERERCQ4FhIiIiISHAsJERERCY6FhMyWRCKBVCqFRCIROgoREZkYCwmZLYlEAplMxkJCRNQDsJAQERGR4FhIiIgskEQigYODA0cQyWpIhQ5AREQdJ5FI4OjoKHQMIqPhCAkREREJjoWEiIiIBMdCQkRERIJjISGzpdPpDF9ERGTdWEjIbGk0GjQ0NECj0QgdhYiITMysC0lSUhImT54MpVIJd3d3rFq1CjU1NW2eFxISApFI1ORr3rx53ZCaiIiIOspsb/tNSkpCdHQ0goKC8P7776OoqAg7duzApUuXkJycDLG4+S6l1+uRk5OD2bNnY+7cuU/sGzx4cHdEJyIyOZ1OB41GA6lU2uL3QyJLYraFZN26dfDw8MDp06dha2sLAPDw8MDKlStx/PhxTJ8+vdnzbt68idraWsyaNQuxsbHdGZmIqNtoNBqUl5fD1dUVNjY2Qsch6jKzrNX19fVwcXHBsmXLDGUEAMLCwgAAmZmZLZ6bnZ0NAPD19TVtSCIiIjIasxwh6dWrF7777rsm29PT0wE8GilpyU8LSW1tLezs7EyQkoiIiIzFLEdIfurWrVs4cOAAXnvtNfj5+WHOnDktHvvDDz9AqVRizZo1UCqVsLe3x9ChQxEXF9eNiakzGkpLUZOegYbSUqMcR0RElsMsR0h+7MGDB/D09AQAKBQK7Ny5E7169Wrx+OzsbFRXV6OyshIHDx5EZWUlduzYgRdeeAFqtRoLFy7spuTUXprqGpR98ilUuXmGbQrfEei7ZFG7jnNb/jKkSvtuy0tERMZn9iMkIpEIcXFxOHjwIEaOHImoqCgcOXKkxeOXL1+OXbt24csvv8ScOXOwZMkSnD9/Hl5eXli3bh20Wm03pqf2MJQMiRhyj0GARAxVbh7u7T8IuVwOqVTa6nFl+z4T+BMQEVFXmf0IiZOTE5577jkAwLx58+Dn54fVq1c3uaX3sRUrVjTZZmtri4ULF+Kdd95BTk4ORo8e3eZ7Ojk5tbhfp9NBr9d34FNQS1SFRVDl5kEkkWD0hx/AbrAHam/eQta6N6HKzYN8fDD69u3b+nE5uehVq4Ji0EChPw5Rt1GpVCgvL4eDgwMUCoXQcayeSCRq9fbqxz84UeeZ/QjJj9na2mLGjBkoKirCvXv3OnRuv379AKBdC6tR96kvvw0AsPUYBLvBjy5WtvMcDFuPQY8OqKxs13H1ZeXdGZuIiIzMLCtdXl4enn76abzxxhv45S9/+cS+6upqiEQiyOXyJueVlJQgJiYGzz33HDZs2NDkNQFgyJAhXc5XV1cHlUrV5dchoEHx6HogVWEhyjKzIB/ojvqiYqgKCwEAant7PHjwoM3jGhS98ODBA2E+BJEAdDodXF1doVKpUF9fL3Qcq6dQKHjHpomJ9GY496DRaODi4oJBgwbh0qVLhkV/bt26hdGjRyMoKAgnT55s9lx3d3eIxWJkZ2fDwcEBAFBYWAg/Pz+MGzcOSUlJLb5vRUUFEhMTERQUBKVSafwPRs0q2rr9P9eGDHBHQ2kJoNVBMdIXldFTDVNsrR03aM3rAn8KIurJqqurkZaWhqioqFan/KllZjllI5VKsXPnTmRlZSEsLAy7d+/Gu+++i+DgYIjFYuzcuRMAUFBQgMOHD6OgoMBw7u7du1FcXIzQ0FDs2LEDGzduREhICKRSKXbv3i3UR6JWuC1/GYqRvoBWh4aiIkPJcFv2UqeOIyIiy2OWUzYAEBsbCxsbG3zwwQdYs2YN7OzsEBkZiU2bNsHb2xsAkJycjCVLlmD//v3w8vICAMyePRtHjx7F5s2bsX79etja2iI8PBzvvfceRowYIeRHohZIlfYYtOZ1NJSWQn3nLmT9XCAfMKDTxxERkeUxyykboXDKxvxkZWW1eVcUEZHQOGXTdWY5ZUMEAFqtFmq1mmvHEBH1ACwkZLa0Wi00Gg0LCRFRD8BCQkRERIIz24tayXrk5+d3apRDr9dDKpXi2rVrEIlEHT5fIpHAx8enw+cRWQKtVovq6moolUpIJBKh4xB1GQsJmZxWq0VYWFi3v+/p06e7/T2JuotWq0VVVRUUCgULCVkFTtkQERGR4FhIiIiISHAsJERERCQ4XkNCZk1VWIS6snLYurlC8fgJwEREZHVYSMgsqauqkP/hR6jMyDRsc/QfA59frYbs3w9NJCIi68EpGzJLj8uISCKBndcQiCQSVGZkIn/rdqGjERGRCXCEhMxObWGhoYwEbNsCO8/BqL15E+lr3kBlegZUhUWcvqEeTyQSQSaTdWqNHiJzxBESMjv1ZbcBAAoPD9h5DgYA2Hl6QuHhAQCoKysXLBuRuZDJZHBzc4NMJhM6CpFRsJCQ2bF1cwUAqAoLUXvzFgCg9uZNqAoLn9hPRETWg1M2ZHYUHoPg6D8GlRmZSF+zDgoPD6gKC6HXauEY4M/pGiIiK8QREjJLPr9aDccAf+i1WtTeuGEoIz5rVwkdjYiITIAjJGSWZA4O8HtnA9chISLqIVhIyKwpPAaxiBAR9QAsJGRWOCJCRNQzsZCQWeDKrEREPRsvaiWzwJVZiTpGrVajrKwMarVa6ChERsEREhIcV2Yl6ji9Xg+1Wg29Xi90FCKj4AgJCY4rsxIREQsJCY4rsxIREadsSHBcmZWIiDhCQmaBK7MSEfVsHCEhs8CVWYmIejYWEjIrXJmViKhn4pQNEZEFkkgkcHBwgEQiEToKkVFwhISIyAJJJBI4OjoKHYPIaDhCQkRERIJjISEiIiLBmXUhSUpKwuTJk6FUKuHu7o5Vq1ahpqamzfNu3LiBZ599Fs7OznB2dsaiRYtw9+7dbkhMREREnWG215AkJSUhOjoaQUFBeP/991FUVIQdO3bg0qVLSE5OhljcfJe6f/8+IiIi0NjYiPXr10Oj0WDLli3IzMxEamoqbGxsuvmTEBERUVvMtpCsW7cOHh4eOH36NGxtbQEAHh4eWLlyJY4fP47p06c3e962bdtQXFyMrKws+Pr6AgDGjx+P6OhofPHFF1i2bFm3fQYiIiJqH7Ocsqmvr4eLiwuWLVtmKCMAEBYWBgDIzMxs8dy4uDiEh4cbyggAREVFwcfHB3FxcaYLTURERJ1mliMkvXr1wnfffddke3p6OoBHIyXNqaioQEFBAebNm9dkX2BgII4dO2bcoEREAtHpdNBoNJBKpS1OYRNZEov4U3zr1i0cOHAAr732Gvz8/DBnzpxmjyspKQEAuLu7N9nn5uaGhw8f4uHDhybNSsJQFRbh/oWLUBUWCR2FqFtoNBqUl5dDo9EIHYXIKMxyhOTHHjx4AE9PTwCAQqHAzp070atXr2aPra6uNhz3U4+nfmpra9G7d2/ThKVup66qQv6HH6Ey4z/TeI7+Y+Dzq9UCpiIioo4y+xESkUiEuLg4HDx4ECNHjkRUVBSOHDnS7LF6vd5wTmuvR9bjcRkRSSSw8xoCkUSCyoxM5G/dLnQ0IiLqALMfIXFycsJzzz0HAJg3bx78/PywevVqzJ07t8mx9vb2AIC6urom+x5vc3BwaNd7Ojk5tbhfp9MZyg+1Qa2CQ+0NoNT4o1K1pXcelRGxGAG/fgl27v1RW3wb6e99isr0DNh7O8F5fCAgazpiRmTpVCoVysvL4eDg0OyoMBmXSCRq9VodqdTs/zk1e13+HczLy8OmTZtw7tw51NfXw93dHampqbh27RqGDx9ujIwGtra2mDFjBj7++GPcu3cPffv2fWL/44tdy8rKmpxbWloKR0dH2NnZGTUTteHeNYxNfR1INf5L1z/sCyAACvlD2H0zHwBgB0AhH4/aOiU8L20HwiYBbv7Gf3MiIjKqLhWSjIwMTJkyBbW1tYYRg/LycgBAaGgo/vu//xurV3d8Lj8vLw9PP/003njjDfzyl798Yl91dTVEIhHkcnmT8xwdHTFkyBBcvny5yb4rV65g3LhxHc7SnLq6OqhUKqO8ltUT90XhuI8QFBho9Je2LbsLvLsXqobeqP35Xw0jJKqMTwHoUBD4GjzFfYEHD4z+3kRCa2xsBABUVVWhvr5e4DTWT6FQ8AdaE+tSIfnNb36DmpoaODs7Y+7cudi3bx8AoLKyEvfv38e6deswduxYhIeHd+h1hw0bhocPH2Lv3r14+eWXDaur3rp1C19++SXCwsKgVCqbPXfu3LnYvn078vLyMGLECABAYmIi8vPzsW7duna9f0VFBa9cNxaZLWqUQ4EBAUZ/acUAwNH/HCozMpH+3mdQeHhAVVgIvU4HxwB/3PcIAGS2bb8QEVEbVCpVqz+IPr6pgjqvSxe1pqSkQCQS4R//+Af27Nlj2O7o6IiFCxdCp9Nh69atHX5dqVSKnTt3IisrC2FhYdi9ezfeffddBAcHQywWY+fOnQCAgoICHD58GAUFBYZz33jjDTg7OyMyMhLbtm3D5s2bMW/ePAQFBSE2NrYrH5fMkM+vVsMxwB96rRa1N25Ar9XCMcAfPmtXCR2NiIg6oEsjJGq1GgAwZsyYJvs2btyIQ4cO4cKFC5167djYWNjY2OCDDz7AmjVrYGdnh8jISGzatAne3t4AgOTkZCxZsgT79++Hl5cXAMDFxQXJyclYvXo1NmzYAIVCgdmzZ2PLli3NTvOQZZM5OMDvnQ1QFRahrqwctm6uUHgMEjoWkclJpVK4urryYkqyGl36k+zp6Ym8vDwkJydj2rRpT+x7fNV3e57O25L58+dj/vz5Le5fvHgxFi9e3GS7j48PV2W1Avn5+bC1tW1xZd4fU3gMYhGhHkUsFvNhoWRVujRlM3PmTOj1evziF7/AoUOHnti3adMmADD6nTbUcyQkJGDTpk3Yt28fbt++LXQcIiIyoS4VkjfffBNubm64f/8+XnrpJcOiY46OjtixYwdEIhGWLFlilKDU87zyyitYtGgRrl+/jrfffht/+tOfUFlZKXQsIiIygS5N2fTu3RunTp3CzJkzkZ+fb9heVVUFAJgzZw5ef/31riWkHksikWDSpEkICQnBqVOn8O233+L8+fOIjIxETEwMb8EjIrIiXb4aavjw4cjMzMRf//pXJCYm4vbt23BxccEzzzzT7FN3iTpKJpMhOjoakydPRnx8PBITEw3XLU2dOpXz6EREVqBLhSQ1NRVjx46FTCbDggULsGDBAmPlImrC1tYWs2bNQkREBL755hv84x//QFJSEmbMmIFJkyZBIpEIHZGIiDqpS4VkwoQJsLGxgb+/P0JCQhASEoLx48cbbsslMgUHBwe88MILiIqKwtdff40///nPSEhIwMyZMxEUFNTq8yaIiMg8dXnKprGxEZcuXcKlS5cMi6P17t0bwcHBhpLyzDPPdDko0U+5uLhg6dKliImJwdGjR/Hpp5/i+PHjmDNnDkaOHCl0PCKT0mq1qK6uhlKp5OggWYUuLx2fmpqKixcvPnH3Q2VlJRITE5GYmAiRSMRl2MmkBg4ciFdffRXXrl3DV199hY8//hje3t7w9PQUOhqRyWi1WlRVVUGhULCQkFXoUiH5/e9/b/j/q1evIjU1FSkpKThy5Aju37/f5XBEHTF8+HCsW7cOWVlZ+OqrrxAfH4/i4mJERUWhX79+QscjIqJWGG2y3dvbG7Gxsdi7dy/+9a9/YcaMGXB2dsbf//53Y70FUZtEIhHGjBmDt956CxMnTkRpaSl27tyJ//u//+MaJkREZswkV//17t0bcXFxkMvlSE1NNcVbELVKLBZjyJAhWLVqFX7+858jPz8fH330EY4dO4ba2lqh4xER0U90qZBERERg/fr1OHLkCIqKip7Yp1AoEBQUhL/97W9dCkjUFVKpFBMmTMCaNWsQHh6OtLQ0bNu2DUlJSWhoaBA6HhER/VuXriE5ffo0kpOTDb/u168fgoODERQUBIVCgRMnTkCn03U5JFFXyeVyREREICQkBMnJyUhOTsaFCxcQHh6O4OBgPjGViEhgXfou3KtXL9TX1xt+ffv2bXzzzTf45ptvAAB6vR5DhgzpWkIiI7Kzs8P06dMxceJEJCUl4dixYzh79iwiIyPh7+/PNUyIiATSpUJSVVWFzMxMXLhwwfB19epV6PV6AI+eRbJhwwajBCUyJkdHRzz77LOYPHkyEhMTceTIEaSkpCA6Oho+Pj6GB0USmSuRSASZTMY/q2Q1OlRIsrOzMXLkSMNfAKlUisDAQAQGBuKVV14BADx8+BBXrlzBnTt3MHbsWAwfPtz4qYmMpF+/fnjxxRdRXFyM48eP4/Dhw/Dw8EBMTAzXMSGzJpPJ4ObmJnQMIqPpUCEZPXo07O3tERgYiODgYMPXj6dlevfujfDwcGPnJDKpgQMHYunSpbh+/Tri4+Px6aefwtvbG9HR0fymT0TUDTo8ZVNTU4MzZ87gzJkzhm3Ozs4YN24cQkJCDCWlf//+Rg1KZGoikQjDhg2Dl5cXcnJykJCQgD179mD06NGIjIxEnz59hI5IRGS1OlRI1q5di0uXLiEtLQ01NTWG7ffv30d8fDzi4+MN29zd3Q3Ps1m/fr3xEhOZmFgshp+fH3x9fXH58mUkJSVhx44dCA4ORnh4OJRKpdARiYisjkj/+ArUDtDr9cjNzTU8x+bixYvIzMxEY2Pjky/+72tNtFqtcdKaWEVFBRITExEUFMR/dIwoJycHYWFh3f6+p0+fNspD9hobG3HhwgWcPn0aWq0WoaGhmDJlCnr16mWElERkDaqrq5GWloaoqCg4OTkJHccideouG5FIhJEjR2LkyJFYvHgxgEfftDMyMgwlJTU1Ffn5+cbMSiQIGxsbTJkyBePGjcOZM2dw7tw5pKamIiwsDOPHj4dMJhM6IhGRxTPaalA2NjaG60cee9wYiayBra0p2MUrAAAgAElEQVQtYmJiMHHiRJw8eRLx8fE4d+4cpk6dirFjx/KJq0REXdDlQlJeXo5Tp07B3t4eAQEBGDhwoGGfUqnkHTdkdZRKJWbOnIlJkybhxIkTOHr0KFJSUhAVFYVRo0ZxXQgiok7oUiG5fPkyYmJiUFFRYdg2YMAATJw4EUFBQXB3d8fNmzfx29/+tstBicxNnz59MH/+fEyePBkJCQmIi4uDu7s7oqOjMWzYMKHjkZVTq9W4d+8e+vbty2lDsgpdKiS//e1v8eDBgye2lZSU4MiRIzhy5MgTxxFZqwEDBuAXv/gFCgoKkJCQgAMHDmDo0KGIjo5+YsSQyJj0ej3UajU6cV8CkVnq0oM7Lly4AJFIhA0bNmDv3r0AHt3uq9frDV9EPYWXlxeWL1+OBQsWoLq6Gnv37sX//u//4u7du0JHIyIye10qJLW1tQCA9evXY/ny5ejVqxf27t2Lf/3rXwgJCYG9vT1SUlKMEpTIEohEIvj6+uLVV1/Fs88+i+LiYuzcuRNfffUVHj58KHQ8IiKz1aVC8nhJ7WvXrhl+nZubCy8vL+zbtw81NTX485//3PWU1COoCotw/8JFqAqLhI7SZWKxGIGBgVi9ejWefvpp5Obm4qOPPsJ3330HlUoldDwiIrPTpUIyefJk6PV6/PznP0dDQwPc3Nxw4sQJAICHhwcAPHEtCVFz1FVV+GHDO7j8/1Yhd/P7uPz/VuGHDe9AXVUldLQuk0qlCA0Nxdq1a/HUU08hNTUVW7duxalTp5osJEhE1JN1qJBcuXLliV+/+eabUCgUuHPnDuRyOXx9fREfH49XX30VCxYsAPCfaR2iluR/+BEqMzIhkkhg5zUEIokElRmZyN+6XehoRiOXyzF16lSsXbsWQUFBOHnyJLZt24bvv/8eGo1G6HhERILrUCEJDg7GL37xCxQVPRpSHzVqFL799ls89dRTAIC5c+dCr9fjj3/8I7799luIRCLDPqLm1BYWGspIwLYtGPvRhwjY9odHpSQ9wyqmb37Mzs4OP/vZz7Bq1SoMHz4c33zzDXbs2IGMjAzodDqh4xERCaZDhUSn0+Hw4cPw8fHBm2++iYcPH2LKlClISEgAADz99NN49913IZfLodfrERgYiF27dpkkOFmH+rLbAACFhwfsPAcDAOw8PaH495RfXVm5YNlMycnJCXPnzsWrr74KV1dX/O1vf8OePXuQn5/Pu9OoXSQSCRwcHLhCMFmNDhWS559/HgBQX1+PLVu2YOjQodixY8cTQ86//e1vUVNTg/v37+PixYsYPHhwp8MdP34cU6ZMgUKhgL29PaKiovD999+3eV5ISAhEIlGTr3nz5nU6C5mGrZsrAEBVWIjam7cAALU3b0JVWPjEfmvVv39/LFiwwHCX2qFDh/Dpp5/i1q1bQkcjMyeRSODo6MhCQlajw0/7TUtLwxtvvIGTJ08+egGRCJ6ennjvvfcwf/58owU7ffo0IiIiMGrUKCxduhQajQZ79uxBaWkpzpw5g5CQkGbP0+v1UCqViI6Oxty5c5/YN3jwYEyZMqXF9+TTfk2jraf9/rDhHcO0jcLDA6rCQui1WjgG+MPvnQ2dfl9jPe23u+j1ely7dg0JCQkoKyvDiBEjEBUVBVdX6y5lRNaAT/vtug4Xkse+/fZbvPnmm8jKynr0QiIRgoODsWXLllb/0W+vsWPH4sGDB8jNzYVCoQAA3L59G76+vggKCjJME/3UjRs34OXlhf379xueRNxeLCSm0VYhUVdVIX/rdlSmZxi2OQb4w2ftKsgcHDr9vpZWSB7T6XTIyspCYmIiKisr4e/vj6lTp8LZ2VnoaETUAhaSruv00vHTp0/H008/jQMHDuB3v/sdiouLcfHiRYSHh+OZZ57B+++/jxEjRnTqtSsqKpCRkYG1a9caygjwaHg7LCwM8fHxLZ6bnZ0NAPD19e3Ue1P3kzk4wO+dDVAVFqGurBy2bq5QeAwSOpZgxGIx/P39MWrUKKSlpeHkyZPIyspCcHAwwsPDYW9vL3REIiKj69I6JCKRCEuWLMG1a9ewefNmODg4QK/X4+uvv8aYMWPwyiuv4Pbt2x1+XQcHB+Tn52P16tVN9t27dw9Sacs96qeFhLcdWw6FxyD0GR8MAFazQFpXSKVSjB8/HmvWrMHUqVORnp6Obdu24cSJE6ivrxc6HhGRUXWpkDwml8vx5ptv4vr163j99dchk8mg0WjwySefwNvbu8OvJ5FIMHz4cAwYMOCJ7ZmZmTh79ixCQ0NbPPeHH36AUqnEmjVroFQqYW9vj6FDhyIuLq7DOah7WfMCaV1hY2ODsLAwrFmzBuPHj8eZM2ewbds2nD17Fmq1Wuh4RERG0eVCotPpkJ+fj6+++gp79uxBeXk5+vTpA5FIBL1ej5qaGmPkRE1NDRYtWgTg0YJsLcnOzkZ1dTUqKytx8OBBfP7551AqlXjhhRdw6NAho2Qh0+gJC6R1hUKhwLRp07BmzRqMHDkSx48fx/bt25GWlgatVit0PCKiLunQNST5+fnIyclBdnY2srOzkZOTg6tXrza7BLYx11JQqVSYOXMmMjIy8Otf/7rVCySXL18OrVaLlStXGrY9//zz8PPzw7p16/Diiy+2eZuck5NTqxcl6XQ6rhXRAe25LfGnC6TZeQ5G7c2bSF/zhmGBtI5eVyKRSKzyQlBnZ2csXboUP//5z/H111/jq6++wvnz5zFz5kz4+/tDJBIJHZG6gU6nQ0NDA+RyOcRiowx2UytEIlGrv8+tXUpA7dOh30FfX98m3+ya+4e5X79+GDNmjOGrKyorKzFjxgycPXsWS5cuxaZNm1o9fsWKFU222draYuHChXjnnXeQk5OD0aNHdykTGV9rC6TV3riBurLyHn2ha3P69++Pl19+GYWFhfj73/+OTz75BJ6enpg9e3anpkrJstTX1+Pq1avw9vZ+4uJ/IkvV4Ur34wLy+Pk1Py4fY8aMQb9+/YwS7s6dO5g2bRrS09OxfPly7N27t9M//T3OZIwppLq6Oj6xtQPaM53w0wXSHo+QdGWBNK1WiwcPHnT4PEtjb2+PBQsW4Pr164iPj8f27dsxfPhwREdHN7kOi6zH45HpqqoqXuTcDRQKBezs7ISOYdU6VEh+9rOfPVE8fHx8TLZKYHV1taGMrF69Gtu2bWvznJKSEsTExOC5557Dhg1PLqiVl5cHABgyZEibr1NRUcEHnnUzhccgOPqPQWVGJtLXrGuyQBpHR9o2dOhQrFixAjk5OUhMTMSePXswevRoREZGom/fvkLHI7JoKpWq1R9Eq6uruzGNdepQIfnnP/9pqhxNrFy5Eunp6Xj99dfbVUYAwN3dHZWVldi3bx9WrVoFh38vqlVYWIgDBw4gIiKCq16aMZ9frTYskFZ74waA/yyQRu0jEokwatQojBgxAunp6Thx4gQ+/vhjBAUFISIiwvB3gojI3JjlVTi5ubk4dOgQHB0dERAQgMOHDzc5JjY2FgUFBTh37hxCQ0Ph5eUFANi9ezfmzJmD0NBQLFu2DNXV1di1axekUil2797d3R+FOoALpBmPRCJBUFAQxowZg9TUVJw6dQrp6emYMGECnnrqKdja2godkYjoCWZZSE6fPg3g0QWtS5YsafaY2NhYJCcnY8mSJdi/f7+hkMyePRtHjx7F5s2bsX79etja2iI8PBzvvfdep1eOpe6l8BjEImIkMpkMkyZNQlBQEFJSUnD27FlcvHgRU6ZMwcSJE2FjYyN0RCIiAF14lo014rNsTKOtZ9mYiqU+y8aUampqcOrUKVy8eBEKhQIREREICgriE2MtUGNjI8rLy+Hq6spiaQb4LJuuM8sREiIyDXt7e8yYMQOhoaE4ceIEvv76a5w9exZRUVEYNWoU17MgIsGwkBD1QM7Ozviv//ovTJkyBQkJCfjLX/4CNzc3xMTEYNiwYVxczQJIpVK4urpyQS6yGvxxiKgHc3V1xcKFC/Hyyy9DJpPhiy++wOeff46iop79YENLIBaLYWNjw1Etshqs1mRyEonEcKFyRzU2NnZ6fpzXRbSfp6cnli1bhqtXryI+Ph7/8z//A19fX0RHRxttoUMiotawkJDJ+fj4dPrcrKwsXpjaTUQiEXx8fDB8+HBkZmbixIkT2LlzJwICAhAZGQlHR0ehIxKRFWMhIaIniMViBAQEwM/PD5cuXcLJkyeRmZmJ8ePHIywsjMtnE5FJsJCQ2dJqtVCr1dBqtZx+EYBUKsWECRMwduxYnDt3DikpKUhLS8OkSZMwadIkyOVyoSMSkRVhISGzpdVqodFoWEgEJpfLERERgZCQECQnJyM5ORkXLlxAeHg4goODeZcHERkFv5OQxWooLYX6zl3I+rlAzqfampydnR2mT5+OiRMn4uTJkzh27BjOnj2LyMhI+Pv7824PIuoSFhKyOJrqGpR98ilUuXmGbQrfEXBb/jKkSnsBk/UMjo6OmDNnDiZNmoTExEQcOXIEZ86cQXR0NEaMGME1TLqJVqtFdXU1lEolRxDJKvBHGrI4hjIiEUPuMQiQiKHKzUPZvs+Ejtaj9OvXDy+++CJWrFgBOzs7/OlPf8Inn3yCG/9+UjOZllarRVVVFbRardBRiIyCIyRkURpKSg1lxPOt30A+0B31RcW4tXEzVDm5aCgt5fRNNxs4cCCWLl2K69evIz4+Hp999hm8vb0RHR0NNzc3oeMRkYXgCAlZFPXduwAA+QB3yAe6AwB6DRoI+YBH/6++c1ewbD2ZSCTCsGHDsGLFCjz//PO4f/8+du/ejb/+9a+4f/++0PGIyAJwhIQsiqyfCwCgobQEDcUlhhGShtKSJ/aTMMRiMfz8/ODr64vLly8jKSkJO3bsQHBwMMLDw/kUbSJqEQsJmS2RSGT4ekw+YAAUviOgys3Dzd9vgnyA+6MyotVBMdKX0zVmQiKRIDg4GAEBAfj++++RnJyMy5cvIzQ0FJMnT4atra3QEYnIzHDKhsyWTCZDr169IJPJntjutvxlKEb6AlodGoqKDGXEbdlLAiWllshkMkyZMgVr1qxBaGgozp07h23btuHMmTNQq9VCxyMiM8IRErI4UqU9Bq15neuQWBBbW1tER0djwoQJOHnyJBISEnD+/HlMnToVY8eO5W2rRMRCQuajowVDPmAAi4iFUSqVmDlzJiZNmoQTJ07g6NGjSElJQVRUFEaNGsU1TDpAJBJBJpPx94ysBgsJCa61hc7IOvXp0wfz58/HlClTkJCQgLi4OLi7uyM6OhrDhg0TOp5FkMlkvK2arAqvISHBcaGznsvNzQ2LFi3CSy+9BLFYjAMHDuDzzz9HcXGx0NGIqJtxhIQE1dZCZwgMEDoidYMhQ4Zg+fLlyMvLQ0JCAvbu3YtRo0YhKioKLi68lZuoJ2AhIUG1ttBZQ1ERRA8fChmPupFIJIKvry98fHyQnp6OEydO4OOPP0ZgYCAiIiLg6OgodEQiMiEWEhJUWwud6Xv3FjIeCUAsFiMwMBBjxoxBamoqTp8+jYyMDIwfPx5hYWFQKBRCRyQiE2AhIUG1ttCZre8IVNkpoFarm6xFQtZPKpUiNDQUQUFBOHv2LFJSUnDp0iVMmTIFEydOhFwuFzoiERkRL2olwbW00JnLkkXQ6/XQ6/VCRyQByeVyTJ06FWvXrkVQUBBOnjyJjz76CN9//z00Go3Q8YjISDhCQoJraaGzxsZGoaORGbGzs8PPfvYzTJw4EUlJSfjmm29w9uxZREZGYsyYMRCL+fMVkSVjISGzwYXOqD2cnJwwd+5cTJ48GYmJifjyyy+RkpKC6OhoeHt795iFwtRqNe7du4e+fftySpOsAgsJWRQuF0+P9e/fHwsWLEBhYSHi4+Nx6NAhDB48GDExMRg8eLDQ8UxOr9dDrVZzSpOsBgsJWYTWVnOVKu0FTEZC8/DwwEsvvYRr164hISEB+/btw4gRIxAVFQVXV1eh4xFRO3HSlSwCV3Ol1ohEInh7e+OVV17B/PnzcefOHezevRtffvklHjx4IHQ8ImoHjpD0YDqdzqzvUnj8eHpVYdGjMiIWw/3NN2DjPgCNxSUoeX8LVDm5qLl1CzYCPtNDKpXygkozIRaLMWbMGIwaNQppaWlISkpCVlYWgoODER4eDnt7jqYRmSuzLiTHjx/Hxo0bkZaWBrFYjAkTJmDjxo2YMGFCq+fduHEDa9euxalTpwAAM2bMwNatW7kE9U9oNBqUl5cLHQN3796FVqttdl9DQwMKLl+BHQCtkyNy7t4B7t4BANg7OUJy/wHuXr0GiYAXMrq6usLGxkaw96emJBIJQkJCEBAQgPPnz+PMmTO4fPkyQkNDMXnyZPTq1UvoiET0E2ZbSE6fPo3p06dj1KhR2LRpEzQaDfbs2YOwsDCcOXMGISEhzZ53//59REREoLGxEevXr4dGo8GWLVuQmZmJ1NRU/sPxI1Kp1Czm2NvK0FhWhpL4REgqKjHSpd9/RkgqKgEALt7DYSPg55BKzfavUY9nY2ODsLAwBAcH48yZM0hJSUFqairCwsIQEhLCu1OIzIjZfiddtWoVBg0ahAsXLhiWil60aBF8fX3xm9/8BgkJCc2et23bNhQXFyMrKwu+vr4AgPHjxyM6OhpffPEFli1b1m2fwdyJxWKLKGg2gwcbVnMtef8P/1nNVfdoATX7HnBHBXWNQqHAtGnTMHHiRJw8eRLHjx/HuXPnMHXqVAQEBEAikQgdkajHM8uJ74qKCmRkZGD+/PlPPLeif//+CAsLw7lz51o8Ny4uDuHh4YYyAgBRUVHw8fFBXFycSXOT6bS0mqvbspeEjkYWxMHBAbNmzcJrr72GQYMG4auvvsKuXbuQk5NjcbfPSiQSODg4sEyR1TDLERIHBwfk5+fDzs6uyb579+61OEReUVGBgoICzJs3r8m+wMBAHDt2zOhZqXu0tJorUWf07dsXzz//PEpKSpCQkIA///nPGDhwIGJiYuDl5SV0vHaRSCR8AjJZFbMsJBKJBMOHD2+yPTMzE2fPnsW0adOaPa+k5NETYt3d3Zvsc3Nzw8OHD/Hw4UP05hNkLRZXcyVjcnd3x+LFi3H9+nUkJCTg888/x7BhwxAdHd3s9xEiMh2zLCTNqampwaJFiwAAb775ZrPHVFdXA0Czjye3tbUFANTW1rKQENEThg4dCi8vL+Tm5iIhIQF//OMf4efnh6ioKPTt21foeEQ9gkUUEpVKhZkzZyIjIwO//vWvERYW1uxxj+eAW3uWRU95zgURdYxIJMLIkSPh4+OD9PR0nDhxAh9//DGCgoIQEREBBwcHoSMSWTWzLySVlZWYMWMGzp49i6VLl2LTpk0tHvt40aO6urom+x5va883FScnJzg5ObW4X6fTWdwFcETUftHR0QgPD0dycjK+++47pKenIyIiAjExMc2OwJL1E4lErS6AyNv/u86sfwfv3LmDadOmIT09HcuXL8fevXtbHeHw8PAAAJSVlTXZV1paCkdHx2YvlCUi+imZTIbIyEiEhoYiMTERSUlJOHPmDGJiYhAREWERt8wTWRKzLSTV1dWGMrJ69Wps27atzXMcHR0xZMgQXL58ucm+K1euYNy4cUbJVldXB5VKZZTXIiLzN2nSJPj7++PUqVP45z//iaSkJERERCAoKIi33fYQCoWCP9CamNkWkpUrVyI9PR2vv/56u8rIY3PnzsX27duRl5eHESNGAAASExORn5+PdevWtes1KioqzPoZL0TU/ezt7TFjxgyEhoYiKSkJX3/9NVJSUhAVFQU/P79uf57R42dR8VlK3UOlUrX6g+jjmyqo80R6M7wYIjc3FyNHjoSjoyM++uijZufmYmNjUVBQgHPnziE0NNSwdsDdu3fh5+cHqVSKtWvXor6+Hn/4wx8wbNgwnD17FnK5vMX3raioQGJiIoKCgqBUKk32+YjI8pWXlyMhIQH5+flwc3NDdHQ0hg8f3m0Xzjc2NqK8vJzPUjIT1dXVSEtLQ1RUVKvXIFLLzHKE5PTp0wAeXdC6ZMmSZo+JjY1FcnIylixZgv379xsKiYuLC5KTk7F69Wps2LABCoUCs2fPxpYtW1otI0REHeHq6oqFCxfi1q1biI+Px8GDB+Hp6Ylp06Zh0KBBQscjsjhmOUIiFI6QEFFn6PV6XL16FfHx8bh9+zZ8fX0RFRWF/v37m+w9OUJiXjhC0nVmOUJCRGRJRCIRfHx8MHz4cGRmZuLEiRPYtWsXAgICMHXqVP4DRdQOLCREREYiFosREBAAPz8/XLp0CSdPnkRmZibGjx+PsLAw3qVB1AoWEiIiI5NKpZgwYQLGjh2L8+fP48yZM7h06RImT56MSZMm8Xo2omawkBARmYhcLkd4eDhCQkJw+vRpJCcn48KFCwgPD0dwcDBX9yT6Ef5tICIyMYVCgenTp2PixIk4efIkjh07hrNnzyIyMhL+/v5cR4QIAP8WEBF1E0dHR8yZMwevvfYa3N3dceTIEezatQu5ubkdfj6WVCqFq6srR1nIavBPMhFRN3NxccELL7yA4uJixMfH409/+hMGDRqEmJgYDBkypF2vIRaLebsvWRWOkBARCWTgwIFYunQpFi9eDK1Wi88++wwHDx5s9gGhRNaOIyRERAIbNmwYhg4diuzsbCQmJmL37t0YM2YMIiMj0adPH6HjEXULFhIiIjMgEong5+cHX19fXLlyBUlJSdixYwfGjRuHiIgIrh5NVo+FhIjIjEgkEowbNw7+/v74/vvvkZycjCtXriA0NBSTJ0+Gra2t0BGJTIKFhIjIDMlkMkyZMgXjxo1DSkoKzp07h9TUVDz11FOYMGECZDKZ0BGJjIqFhIjIjNna2iI6OhoTJkzAqVOnkJCQgPPnzyMiIgKBgYGQSCRCRyQyCt5lQ0RkAZRKJZ555hm8/vrr8PT0xN///nd88cUX0Gq1QkcjMgqOkBARWZA+ffpg/vz5mDBhAkpLS6HVajlKQlaBhYSIyAK5uroKHYHIqDhlQ0RERIJjISEiIiLBsZAQERGR4FhIiIiISHAsJERERCQ4FhIiIgskEokgk8kgEomEjkJkFLztl4jIAslkMri5uQkdg8hoOEJCREREgmMhISIiIsGxkBAREZHgWEiIiIhIcCwkREREJDjeZUNEZGUaSkuhvnMXsn4ukA8YIHQconZhISEishKa6hqUffIpVLl5hm0K3xFwW/4ypEp7AZMRtY1TNkREFkitVqOsrAxqtdqwzVBGJGLIPQYBEjFUuXko2/eZgEmJ2ocjJEREFkiv10OtVkOv1wMAGkpKDWXE863fQD7QHfVFxbi1cTNUObloKC3l9A2ZNYspJMuXL8fVq1dx6tSpNo8NCQnBxYsXm2yfO3cuvvzySxOkIyIyjatXr6KhoaHJdp1Oh6qqKlRUVEAsFkNUcAMyADpnZ1yteABUPIBcLod8gDsaioqgvnOXhYTMmkUUks8++wz79u1DWFhYm8fq9Xrk5ORg9uzZmDt37hP7Bg8ebKqIREQm4e3t3ez2xsZGpKenw9fXFzY2Nmjo0wc3vz4G8YMH8HZy/s8ISWkJAEDWz6U7YxN1mFkXEq1Wi02bNuHtt99u9zk3b95EbW0tZs2ahdjYWNOFIyIyI/IBA6DwHQFVbh5u/n7To5GR0hJAq4NipC9HR8jsme1FrfX19QgMDMTvfvc7LFy4EO7u7u06Lzs7GwDg6+trynhERGbHbfnLUIz0BbQ6NBQVGcqI27KXhI5G1CazHSGpr69HVVUV/vKXv2D+/Pnw9PRs13k/LSS1tbWws7MzVUwiIrMhVdpj0JrXuQ4JWSSzHSFxcHDAtWvXMH/+/A6d98MPP0CpVGLNmjVQKpWwt7fH0KFDERcXZ6KkRESmV52egbtfHUV1ekabx8oHDIB9gD/LCFkUsx0hEYvFEIs73peys7NRXV2NyspKHDx4EJWVldixYwdeeOEFqNVqLFy40ARpiYhMo6HsNgrf/wC6WpVhm9hOgYFv/ApSqRQSiUTAdETGY7aFpLOWL18OrVaLlStXGrY9//zz8PPzw7p16/Diiy/yLzARWYwflxGRTAa9Wg1drQrFf9gK2cuL+f2MrIbVFZIVK1Y02WZra4uFCxfinXfeQU5ODkaPHt3qazg5OcHJyanF/TqdzrAYERGRqTy4cNFQRoavW4u+E8fj3rnzuPbhR9DV1kJ2qxDO7VgOgbpOJBK1OmovlVrdP6fdrsf8Dvbr1w8AUFNTI3ASIqL/uHjxIjQaTfM7z5x99F+pFNegw7Xz5wHRo19Do4GmuATnz5/v1PtKpVIEBwd3LjSRCVhVISkpKUFMTAyee+45bNiw4Yl9eXmPHjY1ZMiQLr9PXV0dVCpV2wcSEbWhoaGhxUUf78vkyP0+FdBoMEIsQd/Qibh39hzy/l1gxsTEoM/4zpWK06dP48GDB53O3dMoFAresWliVlVI3N3dUVlZiX379mHVqlVwcHAAABQWFuLAgQOIiIiAq6trm69TUVHR8k8sRETdpM/4YEjt7aGpqUHeBx9CbGMDXWMjgEe3+Ha2jFDHqVSqVn8Qra6u7sY01slsb/ttj4KCAhw+fBgFBQWGbbt370ZxcTFCQ0OxY8cObNy4ESEhIZBKpdi9e7eAaYmIOm7MHzZDqrQHgCfKyJgPNgsZi8joLHqEJDk5GUuWLMH+/fvh5eUFAJg9ezaOHj2KzZs3Y/369bC1tUV4eDjee+89jBgxQuDEREQdo3B3x4TDX+D+hYuovnoNSu/hHBkhq2QxheTmzZtNti1evBiLFy9usn3WrFmYNWuW6UMREXWTPuODWUTIqln0lA0RERFZBxYSIiIiEhwLCREREQmOhYSIiIgEx0JCREREgmMhISIiIsGxkBAREZHgWEiIiIhIcCwkREREJDiLWamViIgeURUWoa6sHLZujx4W+vj/FR6DBE5G1HksJEREFkJdVYX8D//3/vYAABgxSURBVD9CZUZms/sd/cfA51erIfv3k86JLAmnbIiILMTjMiKSSCC27WXYLrG1hUgiQWVGJvK3bhcwIVHncYSEiEgo6jrYV18HSnu3eWht6Z1HZUQshs/Lc5D3P18CYhGgB7R1dRjx//0X8vcdQWV6BlRpCVC4ubT6evbV1wH1EEBma6xPQ9QlLCRERAKRVl5H0KXVwKW2j61/2BdAABTyhxAl/BZAAOzkVQCA2jolRAm/gUI+FLV1StQdXgFF73utvl4QgAqvo9C4+HX5cxAZAwsJEZFANI5DkTbuIwQFBrZ5rG3ZXeDdvVA19IY+ehPwP39DbYMDoAcAPfTRm6DadwSADraxe4E2RkjSLl+Gh+NQo3wOImNgISEiEorMFjXKocD/3969B0dV3n8cf2c3yyYbIDdCSEJCDBiSKBBIMIyjjSj8oVMuchnqTEerP2ulLQpStSNKy/zAdoqkira/ijqWaSkgF6dQmxKDXKcgGa4BYrjkAiahuS1JSLJLspvfH2lWlgQM17OLn9eMM/Cc3bPfzbjsJ8/znO+JTf/Wh9piIWzUvzv3iXy4EVNQEG6HAwBzcBDFH26kw+0mLH0UtoyJ33q+CycbtFwjPkWbWkVE/MTwX8wjLH0UHS6XJ4wAuFoddLhchKWPYvj8uQZWKHL9NEMiIuInLP37c++ihepDInckBRIRET9xaRCJzBrrday16hyAQon4LQUSEREf11NDtLBRI0n6ybOUvP9ht3E1RxN/pD0kIiI+7tKGaCFJd3maoB155bUex9UcTfyRZkhERHxY85kzntCRnrOUkMQhNJeVcXDey7RfuAAmk9f4oZde6WyOduaslm/Er2iGRETEhzmq/gOALSGBkMQhAIQkJmKNGgCAdcAAr3FbQgLwzZ4SEX+hQCIi4sO6rqRpOXOG5rJyAJrLynDWdHZiddbWeo23nDnj9TwRf6ElGxERH2ZLiCds1EjOHz7CoZdexpaQ0Bk63G4C+/al/cIFr/GufiRarhF/oxkSEREfd2lDtObSUk/oGPm7N3scV3M08UeaIRER8XE9NUTrmgG50riIv1EgERExkNlsZseOHT0frKuD8w0QFgqRkd+Ml5ZAaQkXL16kT58+3cZ7+7oivkSBRETEQMOHD+821t50gaoVH9JS9JVnzJaaQsxzzxLYr69nrLCwkLS0tNtSp8itpj0kIiI+xhNGzCasCfFgNtFS9BVVH3xkdGkit4xmSEREfIizotITRhLfWIB1cByOs19TvvhNWo4X4aysxBoba3SZIjedZkhERHxIW00NANbYOKyD4wAIih+MNbbzz23VNYbVJnIr+U0gee6553jooYd69djS0lKmTZtGREQEERERPPnkk9TU6EMsIr7PMjAKAGdlBc6vKwBwnP0aZ2WF13GRO41fLNl89NFHfPDBB2RnZ3/rY+vq6hg/fjwXL17k1Vdfpb29naVLl3LkyBH27dvnvSNdRMTHWGNjsaWm0FL0FWX/uwRrbFxnGHG5saWlepZr2tracDgctLW1YbFYDK5a5Mb5dCBxuVwsWbKEX//6171+Tk5ODl9//TWFhYWkpqYCkJWVxcSJE1m5ciU//vGPb1G1IiI3R8xzz1L1wUede0bOngXAlpZKzI//x/OYjo4Oz38idwKfDSQOh4OsrCyOHDnCk08+ydatW3v1vDVr1vDQQw95wgjAhAkTGD58OGvWrFEgERGfF9ivL/EvvYizspK26hosA6O0kVXueD67h8ThcNDY2MjatWtZuXIlgYHfnp3sdjslJSVkZGR0OzZmzBj2799/K0oVEbklrLGx9E0fpTAi3wk+O0PSv39/Tp482asg0qWionPTV1xcXLdjMTExNDQ00NDQQGho6E2rU0TECBerqggsO8PF6Gj6DBkCoBkV8Ws+G0hMJhMm07VN4DQ1NQFgs9m6HQsODgagublZgURE/NalXVxDgIq8fILvHgYBAbSeOOl5XE+dXUV8mc8u2VyPrs1dAQEBV3zM1Y6JiPg6TxdXkwlXZCSYTLSePNUZRtTZVfyYz86QXI++fTt/E2htbe12rGusf//+33qe8PBwwsPDr3jc7XZrZ7vIHc7tduNwOIwuw4vj64r/dnE1k/jGaxyurCDFbKHq/94HIHHOzwjNzKD1zFlOvPFrWo4XQV0dQT0sY98uQUFB1zzb7YsCAgKu+j6uZXuB9OyO+gkmJCQAUFVV1e1YZWUlYWFhhISE3O6yRMQPORwOTpw4YXQZ1NTU4HK5AAgsO0MI4AoL5XBlBU6nk1NVnWMAx44X0d7SDEDfsFDMdfWUHjiIubnZmOKB5OTkHpfRRS53RwWSsLAw7rrrLg4cONDt2MGDB8nMzLwpr9Pa2kpLS8tNOZeI+Ca3282gQYOMLsOrhovR0VTk5WO2nyctaiB94mJpPniY6v8evytxCCHpo7j4dQUV9vMARCXfTR8D30dLS4vPzTRdD5vNpl9ob7E7KpAATJ8+nbfffpuvvvqKlJQUAPLz8ykuLubll1/u1Tnsdjvt7e23skwR8XEmk8nnOjv3GTLE08W14re/+6aL639Vf/TxN2Puzs6uff97BY7cmJaWlqv+Itp1UYVcP79e2CspKeGvf/0rJSUlnrFXXnmFiIgIHnnkEXJycnjzzTeZMWMGGRkZ/PCHPzSwWhGRGxfz3LPY0lLB5e7s4upyE5x8N8HJyV5jl3d2FfF1fj1DsnPnTp5++mk+/vhjkpKSAIiKimLnzp3MmzePhQsXYrPZmDp1KkuXLsVqtRpcsYjIjblaF1f1IRF/FtChy0U87HY7+fn5ZGRk0K9fP6PLERERP9HU1MT+/fuZMGHCVa/SlCvz6yUbERERuTMokIiIiIjhFEhERETEcAokIiIiYjgFEhERETGcAomIiIgYToFEREREDKdAIiIiIoZTIBERERHDKZCIiIiI4RRIRERExHAKJCIiImI4BRIRERExnAKJiIiIGE6BRERERAynQCIiIiKGUyARERERwymQiIiIiOEUSERERMRwCiQiIiJiOAUSERERMZwCiYiIiBhOgUREREQMp0AiIiIihlMgEREREcMpkIiIiIjhFEhERETEcAokIiIiYrhAowvwJS6XC4C6ujpaWloMrkbE97jdbkwm/R4jcrnW1lbgm+8RuXYKJJew2+0AlJWVGVuIiIj4JbvdzoABA4wuwy8pkFyif//+AKSmptKvXz+DqxHxLbW1tZSUlHDPPfcQEhJidDkiPqWpqYmioiLP94hcOwWSS/Tp0weAuLg4wsPDDa5GxPeUlJQQExOjz4fIZex2O0VFRZ7vkd5qa2tj69atFBQUUF1djclkYuDAgWRmZvLwww9jsVhuUcXX77XXXiMyMpL58+ff1PMqkIiIiBjA5XKxfPlySkpKGDduHA8++CBut5uTJ0/y6aefcvjwYebNm+eToeRWUCARn2a321m0aBGzZ89m+PDhRpcjYji3282uXbvYsWMHtbW19OvXj1GjRjFp0iSCg4ONLk+uwf79+zlx4gQ/+clPGDNmjGf84YcfZsuWLWzcuJF///vfZGdnG1jl7aPt8uKz6uvreeeddzy710UE8vLyWLNmDSNGjGD27NlMnDiRvXv38v7779PR0WF0eXINTp8+DUBaWlq3Yw899BBms5mSkpLbXZZhNEMiPsftdrN3717Wr19vdCkiPsXtdrNlyxYefPBBHn/8caBzE35ISAgffvgh5eXlJCYmGluk9FpQUBAAu3btYuLEiV7HrFYry5cvJzDwm6/p/fv3s23bNs6ePUtbWxthYWFkZGQwefJkz7LOsmXLsFqtPPDAA2zevJlz584RFRXFjBkzGDZsGOvXr2f//v2YzWZGjx7NzJkzPfteXnvtNVJSUkhKSiI3N5fGxkbi4+OZMmXKt85Qnz59ms2bN3sCVFJSElOmTOGuu+7q9c9DMyTicyoqKli1ahXjxo3j6aefNrocEZ/hcDjIysrivvvu8xofNGgQADU1NUaUJdcpKyuLwMBA1q9fz6JFi/j73/9OcXExbW1tAF5hZPfu3axYsQKbzca0adOYMWMGkZGR5OXlsWnTJq/znjlzhpUrV5Kens60adO4cOECK1as4N1336Wuro6pU6eSkpLCzp072bJli9dzi4qKWL16NWPGjGHy5Mk0NTXxzjvvcOLEiSu+j+PHj7Ns2TJaW1uZPHkyjz32GPX19bz11lucPHmy1z8PzZCIz4mIiGDx4sWEh4dTXFxsdDkiPsNms/GDH/yg2/ihQ4cAiI2Nvd0lyQ2IjY3l+eefZ+XKlVRWVlJZWck///lPrFYrI0eOZNKkSURHRwPw+eefk5SUxOzZswkICAAgOzubBQsWcOzYMaZPn+45b0NDAz/72c8YOXIkAGazmdWrV+NyuXjxxRcB+N73vsepU6coKipi0qRJnufW19cze/Zs0tPTARg3bhwLFy5k48aN/PKXv+z2HtxuN6tWrSIxMZFf/OIXnsaJ48ePZ/Hixaxdu5bXX3+9Vz8PBRLxOSEhIepzIdJLpaWlbNmyhZEjRxIXF2d0OXKNRowYwW9+8xsOHz5MYWEhRUVFNDQ0UFBQwKFDh3jhhRdITk5m4cKFOJ1OTxiBzt4nNpsNp9PpdU6LxcI999zj+XtXqOkKGQABAQFERkZy/vx5r+cOGjTI63H9+vUjKyuL7du309jY2K3PytmzZ6mtrSU7O7tbh/MRI0awdetW7HZ7r1oFKJCIiPipU6dO8Yc//IEBAwbw1FNPGV2OXCeLxUJmZiaZmZlA55JLXl4eBQUFrFq1ikWLFmE2mykvL6egoIBz585RXV1NU1MTAJGRkV7nCwkJwWw2e/7eNWtxecNPk8nUbSN0TExMt/oGDhxIR0cH9fX13QJJ1zLhhg0b2LBhQ4/vr76+XoFEROROVVBQwMqVK4mOjuaFF16gb9++Rpck18DpdJKbm0tCQoLXJb8ACQkJPPvss7S2tnL06FEuXLjA5s2b2b59O/Hx8SQlJZGVlcXQoUNZvXq157YnXS4NI5e6dHblSi7dt9LF7XYD9Hgfq65jkydPJikpqcdzdu1x+tbX7tWjRETEZ+Tl5bFx40aSk5OZPXu2+o/4IYvF4tkXcnkg6RITE8OxY8dwOp1s3769x43+jY2NN7WunjZGd3WQvXwmBr6ZnbFaraSmpnodKysro7m5udfda3WVjYiIH9m5cycbNmwgIyODF154QWHET5lMJjIzMzlx4gR79+7tdry5uZkDBw6QkpJCc3Mz0H05pbCwkOrq6pt6h+GysjKv3ieNjY18+eWXDB8+vMe9fYmJiYSGhrJt2zYcDodnvLW1lRUrVrBy5cpe3yFcMyQiIn6ioaGBTz75hMjISMaPH8+ZM2e8jkdFRenGoH5k5syZlJaW8vHHH/Pll19yzz33EBwcTHV1NXv27KG9vZ0nnniCiIgIIiIiyM3Npa2tjfDwcEpLS9mzZw8Wi8UrCNyowMBA3n33XR555BEsFgs7duygo6ODGTNm9Ph4s9nMrFmz+OCDD1iyZAkPPPAAFouFXbt2UV9fzzPPPHPFJaRur33T3oWIiNxSR48epa2tjbq6OpYuXdrt+FNPPcX9999vQGVyPfr27cuCBQvIz8/n8OHDfPbZZ1y8eJHQ0FBGjx7NY489RmhoKABz5sxh3bp1fPHFF3R0dBAVFcWsWbNwuVysXbuW8vJyhgwZcsM1JSUlMXbsWD777DNaW1u5++67efzxxxk8ePAVn5ORkYHNZiM3N5fPPvuMgIAA4uLi+OlPf+q59Lg3AjrUa9jDbreTn5/PhAkTdDdTkcuUl5ezb98+fT5EenAnfH/cqrv49pb2kIiIiIjhtGTTg6qqqpu+c1nE39XW1gL6fIj0pGvjqVw/BZJLdF1PfezYMYMrEfFd+nyIXFnX94hcOwWSS3RdmnTfffd160YnIiJyJY2Njezbt6/Xl7j6ojfffNPQ11cg6UH//v39dlOSiIj4vj//+c/s2bPHaywwMJDQ0FBGjBjB5MmTr+ueXg6Hg7a2tmu6/Lurlvfff/+aX+9mUiARERExyMyZMz1t/9va2qiqqmLnzp2Ul5fzyiuvXNOMS3l5OX/84x955plnGD58+K0q+ZZRIBERETFIeno6AwYM8BqLjo7mb3/7G0ePHr2mPh4VFRXd7t7rT/x3sUtEbiq73c7cuXMpLi72Gq+urua9995j7ty5vPTSS6xatYrW1tYrnmfdunUsW7bsVpcrcsfqmt2orKw0uJLbSzMkIkJ9fT3Lly/vFjRaWlrIyckhNDSUH/3oRzQ1NbFx40Zqa2t58cUXu53n888/Jz8/n+Tk5NtVusgdp76+Hui8FUCX/fv3s23bNs6ePUtbWxthYWFkZGQwefJkLBYLmzdv5h//+AcAOTk5REZGejapnj9/nk2bNlFYWIjT6WTQoEE89thjpKene71uWVkZGzZsoLS0lODgYMaOHcvjjz+OxWK5Le9bgUTkO8ztdrN3717Wr1/f4/EdO3bQ3NzM66+/7lnnDg8P59133+XUqVMMGzYM6OxRsm7dOo4cOaKbvYlcg5aWFi5cuABAe3s7VVVVrF27loSEBEaNGgXA7t27+ctf/sKoUaOYNm0aLpeLgwcPkpeXB8D06dMZPXo0DQ0N7Nq1i0cffZTExESgsz/Kb3/7Wy5cuMD48eMZMGAA+/bt409/+hPPP/+8Vyj5/e9/T1ZWFmPHjqWwsJCtW7fS0dHBrFmzbsvPQoFE5DusoqKCVatWkZ2dTWpqKu+9957X8ePHjzNs2DBPGAFIS0sjKCiIo0ePegLJJ598Qk1NDfPmzWPz5s239T2I+LMlS5Z0G7NYLMyfP5/AwM6v6M8//5ykpCRmz55NQEAAANnZ2SxYsIBjx44xffp0Bg8eTFJSErt27SI1NdWz7POvf/0Lu93Oyy+/7Pm83n///SxatIjc3FyvQDJp0iQmTJgAwAMPPMCvfvUrDh48qEAiIrdeREQEixcvJjw8vNveEejsypqZmek1ZjKZGDBgAP/5z388Y1OmTCE2Ntbzj6WI9M4zzzzj6XvV3t5OfX0927Zt46233uLnP/85qampLFy4EKfT6fX5ampqwmaz4XQ6r3r+wsJCEhISPGEEOgPPnDlzui3FjB071vNnk8lEfHw8hw4duhlvs1cUSES+w0JCQq7a66C1tZWgoKBu41ar1Wu/SVxc3C2pT+RON3To0G5X2WRkZPDGG2+wZs0aFi1ahNlspry8nIKCAs6dO0d1dTVNTU0AREZGXvX8dXV1nqWfS0VHR3cbu7x3SZ8+fXC5XNf6lq6bAomIXNHVbgau2RCRW6Nv374kJydz6NAhmpub2bRpE9u3byc+Pp6kpCSysrIYOnQoq1evxm63X/Vc19LK3uguswokInJFwcHBPU4JOxwOwsLCDKhI5Luh65cBh8PB9u3bGTduHE8//bTXY3pzk8uIiAhqamq6je/Zs4dTp07xxBNP3JyCbwL1IRGRK4qOjqa6utprzO12U1tbS0xMjEFVidzZGhsbKS4uJj4+3nMX4cs/b4WFhVRXV3stqXTNcFw6s3nvvfdSXl5OeXm5Z8zlcpGXl0d5ebln46wv8J1KRMTnpKWlkZeXR1NTk2d9+fjx4zidTtLS0gyuTsT/HTp0yOsqtvr6enbv3o3T6WTq1KnExMQQERFBbm4ubW1thIeHU1payp49e7BYLDgcDs9zu86zY8cOGhsbue+++3j00Uc5cOAAOTk5jB8/nrCwMAoKCqiqquqxl5CRFEhE5Iqys7PZtm0bb7/9Nt///vdpbm5mw4YN3HvvvQwdOtTo8kT83rp16zx/NplMhISEMGTIEJ588klSUlIAmDNnDuvWreOLL76go6ODqKgoZs2ahcvlYu3atZSXlzNkyBBSU1PJyMjgyJEjfPXVV4wePZr+/fvz6quv8umnn7Jz507a29sZPHgwc+fO9ZzfVwR0XG3X2neM3W4nPz+fCRMm6G6/8p1TXFxMTk4OL730kteNuSoqKvjkk084ffo0QUFBpKenM2PGjB6vvgE8bePnz59/W+oW8QX6/rhxCiSX0P9QIiJyPfT9ceO0qVVEREQMpz0kPejNpVQiIiJd9L1x4xRILmG1WjGbzezbt8/oUkRExM+YzWasVqvRZfgt7SG5TEtLy7feG0BERORyVqsVm81mdBl+S4FEREREDKdNrSIiImI4BRIRERExnAKJiIiIGE6BRERERAynQCIiIiKGUyARERERwymQiIiIiOH+Hxd/45zYBnriAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', show=SHOW, \n", " ymin='1.5*iqr', ymax='1.5*iqr')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Axes sharing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Axes sharing applies when using `row`, `col`, or `wrap` grouping to split the plot into multiple subplots. The boolean keywords of interest are:\n", "
    \n", "
  • `share_x`
  • \n", "
  • `share_x2`
  • \n", "
  • `share_y`
  • \n", "
  • `share_y2`
  • \n", "
  • `share_z`
  • \n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, gridded plots share axes ranges (and tick labels) for all axes. Because axes are shared, the tick labels and axis labels only appear on the outermost subplots." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Sharing can be disabled by setting the `share_` keyword for one or more of the axes to `False`. Notice that tick labels are added automatically and the spacing between plots is adjusted. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], share_x=False, share_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also force shared axes to display their own tick labels and/or axis labels using the keywords `separate_ticks` and `separate_labels`." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], separate_ticks=True, separate_labels=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: for `wrap` plots based on column values, axis sharing is forced to `True` and cannot be overriden." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share rows" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For `row` plots, we can opt to share both the x- and y-axis range uniquely across each row of subplots via the `share_row` keyword:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], share_row=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly for `cow` plots, we can opt to share the both the x- and y-axis range uniquely across each column of subplots via the `share_col` keyword:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], share_col=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.4" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "toc_cell": false, "toc_position": { "height": "830px", "left": "0px", "right": "1161px", "top": "119px", "width": "212px" }, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }