{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plot` function is the primary vehicle for visualizing x-y data. At a minimum, the `plot` function requires the following keywords:\n", "\n", "\n", "Other optional keywords are described in Keyword Arguments." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "st = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SubstrateTarget WavelengthBoost LevelTemperature [C]DieVoltageI SetI [A]
0Si4500.225(1,1)0.00.00.0
1Si4500.225(1,1)0.10.00.0
2Si4500.225(1,1)0.20.00.0
3Si4500.225(1,1)0.30.00.0
4Si4500.225(1,1)0.40.00.0
\n", "
" ], "text/plain": [ " Substrate Target Wavelength Boost Level Temperature [C] Die Voltage \\\n", "0 Si 450 0.2 25 (1,1) 0.0 \n", "1 Si 450 0.2 25 (1,1) 0.1 \n", "2 Si 450 0.2 25 (1,1) 0.2 \n", "3 Si 450 0.2 25 (1,1) 0.3 \n", "4 Si 450 0.2 25 (1,1) 0.4 \n", "\n", " I Set I [A] \n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ts = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_ts.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Only needs to be run once)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## XY Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple XY plot with no lines or legend" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=False, inline=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add a legend by the column \"Die\"" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \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, if present). To disable this and order the legend based on the order in which the group was 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', show=SHOW, sort=False,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Log scale" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Log-scaled axes can be enabled through the kwargs \"ax_scale\". Valid options:\n", "" ] }, { "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', show=SHOW, 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:" ] }, { "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, x='Die', y='I [A]', show=SHOW, \n", " 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": [ "Similarly, a DataFrame containing time series data can be plotted:" ] }, { "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 x|y plots" ] }, { "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, 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": [ "### Shared y-axis (twin_y)" ] }, { "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', 'I [A]'], y='Voltage', legend='Die', twin_y=True, show=SHOW, \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": "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=['Boost Level', 'I [A]'], legend='Die', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x only" ] }, { "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=['Boost Level', 'I [A]'], y='Voltage', legend='Die', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Both" ] }, { "cell_type": "code", "execution_count": 16, "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', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a unique plot for each unique value of the \"row\" column in the specified DataFrame. Plots are arranged row by row in a single column. Each row contains a label indicating the unique value of the \"row\" column." ] }, { "cell_type": "code", "execution_count": 17, "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', row='Boost Level', show=SHOW, 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": [ "Create a unique plot for each unique value of the \"col\" column in the specified DataFrame. Plots are arranged in a single row, column by column. Each column contains a label indicating the unique value of the \"col\" column." ] }, { "cell_type": "code", "execution_count": 18, "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', show=SHOW, 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": [ "Remove \"Temperature [C]\" from the DataFrame subset and make a grid of plots for each unique combination of \"row\" and \"col\" values. Both \"row\" and \"col\" labels are included." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', show=SHOW, \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 x column plot. For wrap plots, the row and column labels are condensed into a single label above each plot window and the spacing between plots is eliminated (by default; can be overriden). The x and y sizes of the grid are determined by the square root of the total number of plot windows. x and y axes ranges are shared." ] }, { "cell_type": "code", "execution_count": 20, "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'], show=SHOW, \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": [ "### Horizontal and 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 \"hlines\" are horizontal, \"vlines\" are vertical, \"ax\" lines are applied to the primary axis, and \"ax2\" lines are applied to a secondary axis, if it exists. The value of these keywords is:\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 (won't appear in legend without this unless item 1 is a name of a DataFrame column)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Explicitly defined horizontal and vertical lines:" ] }, { "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]', title='IV Data', lines=False, show=SHOW, 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], ax_vlines=[0, (1, '#00FF00')])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Horizontal line using the first value of a `DataFrame` column:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Open'] = 0\n", "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " ax_hlines=[('Open', '#FF0000', '--', 3, 1), 1.2], ax_vlines=[0, (1, '#00FF00')])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curve fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add a polynomial line of fit of some degree to the plot with the keyword `fit` with an option to display the fit equation and R^2 value:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=4, fit_eqn=True, fit_rsq=True, fit_font_size=9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can disable the legend using `legend=False`:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " fit=4, fit_eqn=True, fit_rsq=True, fit_font_size=9, legend=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also constrain the region of interest for the fit by supplying a start and stop value to either the `fit_range_x` or `fit_range_y` keywords:" ] }, { "cell_type": "code", "execution_count": 25, "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, show=SHOW, \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": [ "We can also add a line of fit for each item in a legend:" ] }, { "cell_type": "code", "execution_count": 26, "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, show=SHOW, 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": [ "If we legend and group by the same value and select a single color for the fit line, the legend will collapse to show only one instance of \"Fit\":" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "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, show=SHOW, wrap='Die', 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_color='#555555', ax_size=[250, 250])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than drawing connecting lines between all points, you can draw a line through a representative statistic of the data, such as the \"median\" value of the points, using the `stat` keyword (any stats that can be applied to a pandas `groupby` object can be used). For cases where the x-values are not identical for all data sets, use the keyword `stat_val` and specify an alternative x-axis to use for the statistical calculation (the actual plotted x-axis will be whatever is specified for the `x` keyword).\n", "\n", "First consider a plot of Voltage vs I [A]. Because the actual measured current values vary from the current set point value from measurement to measurement, the x-values for each data set are not identical. The `stat` line thus computes the median value for each x value where there may only be a single data point. The result is ugly and useful." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', lines=False, show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " stat='median')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead, add the column name for the column containing the set point value of I [A] to the keyword `stat_val`:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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aU8nh0loOFFZSVO6hsrbBbBcbGU5KgoNByVFMHn50SjrZdfqmpPsyBbSISAgyDIPqusZW54SLyj2UVnqCpqQH9IumX1w4Zw6MJTXBYS7Q0pR099JPX0SkF/M2+ALBW3Fs4Q43xRUec5cliyWw8UNqgpMxZ8SbIZyS4CQjPRWr1UJ5eXk3fxI5ngJaRKSH8/kNjlR5ghZmtYyKK2qOTklHO8NIS3QyMCmKScMTmxdrOUmOdxAe1vaUtNWq88U9VcgF9MKFC/nqq6/45z//+S/bXnXVVfz9739vdXzixIls2rSpC3onItI2wzCoqW9sNR1dVO6mpOLolHR4mJVUl4OUBCfTxyST6moZDTuIdoZ386eQzhRSAf3CCy/w/PPPM3PmzJNqv2PHDs4991wWLlwYdDwx8eSvkRMRaQ9vg4/iiuAQbtnYwZySBhKbp6RHDYnj/Amp5nlhV6wdq1ZJ9wkhEdA+n4+HH36YBx988KSf4/F4yMvL48Ybb+T666/vus6JSJ/j9xscqT62cMfRMpbHT0mnJjjp38/J+GEJ5irpFJfzhFPS0nf0+oD2eDxMnTqVbdu2ceONN/LBBx+c1PNycnLw+/2MGDGii3soIp3J7fW1KtUInFT5xs5kGAY17qbA6Ld5UVbLIq2SCg9NvsCUdJjNEqgfneDg7NFJx5Sx1JT06eL2+li3vZCa+kbwe0/L96MzhERAV1dXs2zZMubPn8+QIUNO6nk7duwAYOTIkQDU1tYSHR3dVd0UkQ7yNvhYvjafT7YXmzWcAQKX41rMc7QQ2KN3xpiUoA0QTvl9G32UmFPSwSul64+Zkk6IjSA1wcGI9DjOG5dKaqKTVJeDhLgITUl3kxN9Zzrz+9GVen1Ax8bG8tVXXxEW1r6P0hLQ//M//8Nf/vIXKioqSEtL42c/+xk//vGPu6KrInKKvA0+Hn1tJ3kFtQAkuxwkxzvYnV/VPFI1CLdZGD44juLywE5FqzcXsq+whruuHfUvfwn7/QZl1d6ghVllNXspKK2jtNJttotyhJGaENjUYXxmgrk4K8XlwB7ec3/R90XHf2fSEiMZmBzNgcLqdn8/ukuvD2ir1YrV2v5zNS0BvXfvXpYsWYLH4+GPf/wjd9xxB9XV1dx3332d3VUROUXL1+aTV1BLlCOMhZdlkp3h4tXV+9mxrxKH3YphgLfRT4rLyX9cM4JteRU8tyKXvIJalq/NZ8HsoQDNq6SDF2cFdlY6bkra5WBQahznju9PnBNzWjomUlPSvcXx35lZkzOwWCyUlZWd8PvR0/T6gD5V1113HTNnzuTuu+8268YuWLCAc845h1//+tcsWrSIfv36dXMvRcTt9fHJ9mIAFl6WydjMhKBjiy4fhgE8uXw3n2wvYe7ZA0iIjWDWuBRWfn6YNVuKyDtcTUmllzpPk/m6ibF2UhKcZKXHMXNcqlm8IzE2AqvVQkJCAoAKePRCbX1nWn7PWywWxmYmcPNlmeZ35qpz03vkOek+G9Btrdy2Wq0sXLiQzz77jHXr1jF37txvfA2Xy4XL5Trh436/H8MwTvh4y8i/5RdBqNLnDC2n+3Ou216Ip8FPWmKkOQpqOZYU7yQ8wsnXBdVEhNvwNPi44+mjNQwslkCRj0hnBFeOHciApCgGJEWTlhj1L6c19ffZe7X1nTn+c5432cWyNfkUldWTf6SJs8Z0znaSx75XW9pzOrbPBvSJJCcnA4FFYyLS/WrqA/sJx8dE8P6Gg3xdUMWWPaUAlFa6efQvW0iIjcBht+Ft9PGtiQOYPWUwA5KieOr1rWzaXcKsCQO5cGp6d34MOY1avjMDk6NPuLOWxWJhYFI0RWX1Zvuepk8GtNvtZtq0aZx99tk888wzQY/t3r0bgKFDO35Owu12U19ff8LH+8oUmj5naOnqz1lT30h+SR35xXXkl9SxN78agF37K9i1v4L+iU5iI8MoKof4aDsP/tsYYqPs/GzJFgBGpEeTGgdN3lryiwLPxe9td3/199mL+b0AHCiqpqysDIul9SkLwzA69P04kcjISKKiojrltfpkQDudTux2O6+++iq/+MUvGDhwIABVVVU8+eSTZGZmMmXKlH/5OhUVFTQ1Nf3LdiLSmt8wOFLpNYO45b8thTzs4VYGJUcxamgc63YeoclncNu3hzEpqx9ur4///H8bqaxtYH9RHQZ1lFR6cNht5nXRW/MqWh2TvmHUkHgcdislFR625VUwNrP19H1XfT/q6+u/cWBWU1Nz0q/VJwK6uLiY999/n+zsbLKzswF4+umnOeecc5g+fTq33347fr+fpUuXUlxczLvvvntKK8NFpG2NTX4OH6knv7iOgyV15BfXc7C0zixtGRcVTnpKFGeNSiI9JYr05ChSXA5zI4eI8DBWby7kT6u+JsxmZWyGixljUli9uZBn395Ly1KPGWOScditfJlbzvMrcs1jPXEBkHQdZ4TN/H48tyKXmy/L5LzJLiwWC4ZhsDWvold8P/pEQO/atYsbbriBxYsXmwE9bdo0Vq9ezYMPPsjixYuxWq1MmzaNV155hWnTpnVzj0V6r1p3IwdL6oNGxoVlbnx+AwuQkuAkPSWS7IwBZhjHRdu/8TXnzUxnX2ENeQW1PLl8N8nxDpJdDsJsFrMARZjNQnG5m58t2UJJpQeAjP7RzJupc8990fHfmWVr8hmYFE1+UXWv+X6EXEDv37+/1bFZs2a1uZp65syZrFmz5jT0SiT0GIZBWZXXDOEDzaPjsurAFHV4mJVBSZFkDIjhvPGpDE6JYmBS5CkVhYiw27jr2lHNVaFKKKn0mL9kbc2j7CafwfZ9lQA47DZmjEnu8ZWipOsc/50pKqunqCww9dxbvh8hF9Ai0vmafH4KjrjJL66jpLqQfQVV5B2uMqeoo51hDE6JYsqIfkenqBOcZnh2hgi7jQWzh3LVuek9oha39HzHfmfyjzSpFreI9G71niZzVNxyvvjwkXqz1nVaYiRnDIjj0qkDGNQcxvHR4Se8nKWzOSNsTMpqvSVsW8dEIPCdabnOuTetVldAi/RRhmFQXt0QtIL6YHEdpVWBS1TCbBYGJkUyJC2Kc8cmk54SxcCkKAak9b5fdCK9kQJapA9o8vkpLHM3j4jryG9exNVS+jLKEZiinpCVSHpyFOkpkaQlRnbqFLWItI8CWiTEuL1NgVXULWFcXMfhI/XmZhBJ8RGkJ0dx4eS05jCOwhVjP21T1CJychTQIr2UYRhU1jYEraDOL64PWt08ICmS9OQoZoxpmaKOJNKh/+1FegP9nyrSC/j8BkVl7qDzxfnFddS6A1PUkRE20lOiGHemyxwVpyU6CbOp4I5Ib6WAFulhPA0+DpYcHRHnl9RxqLSexqZAQY5+cYEp6vMnppnnixNjIzRFLRJiFNAi3cQwDKrqGoNGxAdL6igu92AQmKLu389JenIU00b2Iz05ikEpUURpilqkT9D/6SKngd9vUFzhNkfEB4oDlzRVN29z54ywkZ4cxeihLi6dFsnglGjSEp2Eh2mKWqSvUkCLdDJvo49DpfXmCur8kjoOldTT0DxFnRBrJz05ilnjUgJVt1Ki6BenKWoRCaaAlpDm9vrY8lU5uYcD+75mDohl/JkJnVbmr7qugfySeg4U11JcsZ99hdUcLq3FMMBqgbR+kQxOjmLK8H4Maj5fHO0M75T37qncXp/Kbop0AgW0hCRvg49la/bz0dYSs0QlwJotxdiscG52Ct/51pCTLpTvNwxKKjytzhdX1gamqB12K2f0j2dsZj9mTwyMjAf0i+xTU9TeBl/zxgTF5g5TEPjZzBiT0uM3JhDpaRTQEnK8DT5+99ed7CusNY/Zw61gQEOTH58f1nxZzP6iWu65bnSr0Gho9HHoSD0Hi+uDwtjbGAgdV0xginpGdgrpyZGkp0SRFO+gX2KgFnRfLIHpbfDx6Gs7ySsI/MyTXQ7SEpwUlrkpqfSwenMh+wpruOvaUQppkZOkgJaQs3xtvhnOEeFWFl1+JmMzEwDYmlfBkrf34mnws6+ojr9+sI/JI/oF1aIuLHPjN8BigbTEwCrqCcMSzFXUsZGhPUV9KpavzSevoJYoRxgLL8skO8OFxWLBMAy25VXw3Ipc8gpqWb42nwWzh3Z3d0V6BQW0hBS318fH24rN+/9+xTDGZiZgGAallV6amgyyz3CxYXcZAGu3lrB2awn2cCuDkqMYNiiWCyalBapu9YvEHq7R3r/i9vr4ZHvgZ77wskzzH0MAFouFsZkJ3HxZJk8u380n20u46tx0nZMWOQkKaAkpO/dXmlPRSfERJMZF8LeP8lm/s9TcpSk2Mgx7mNVcVb1g9lC+NT4VqzaGOCU791fiafCT7HKQneFqs83YDBfJ8Q5KKj3s3F+prSFFToICWkJKy+5MADX1Tdz/wlYiI2xMGp7IgmGJDEmJIi7azn//7y625lUAEB5mVTh3QMvPPC3BecJLxSwWC2mJTkoqPUF/RyJyYgpoCQm17kY27Snj/Y2F5jG/38+Pvj2M7IyEoNXUhmFQWFZv3ldlro5p+fkVlrsxDKPNkA78zN1B7UXkm+n/FOm1vI0+tuZWsG5nKdu/rsRvGGQNiqWk0kOTz6ChySDMZm11qdPWvApKKgPT3RHhVkYNie+O7oeMUUPicditlFR42JZXEXQOukXgZ+7BYbfp5y1ykhTQ0qv4/AY5+yv5POcIX+wtw9Pg54y0aOafN5ipI/oRF23nL+/vY/XmwEj6mbf2cuvlZzKuOTS+zA2s4m5xTnaKFix1kDPCxowxKazeXMhzK3K5+bJMxh6zintrXgXPr8gFYMaYZP28RU6SAlp6PMMw+Lqgls9zStmwq4zq+kZSExxcPGUA00b1I8XlDGo/b2Y6eQU17Cusxdvo56m/7cHePIpuWRgGMDQ1inkz00/rZwlV82ams6+whryCWp5cvpvkeAdpiUevgwbI6B+tn7dIOyigpccqLKtn3c4jfJ5TSmmll/jocM4a1Y9po5IYnBJ1wgVJEXYb93x3VFAlsWOD2Wa1cG52crsqick3i7DbuOvaUc2VxEooqfSYweyw25gxJlmVxETaSQEtPUpFjZf1OUdYl3OE/OI6nBE2JmUl8m8XJzE8PfakV1tH2G3ceFEG18wa0qW1uOWoCLuNBbOHctW56arFLdIJFNDS7eo8TWzaU8bnO0vZk1+NzWZhXKaLy88eSHaGq0P1rJ0RNs4encTZo5M6scfyTVr+USUiHaOAlm7R0Ohja14Fn+88wravK/D5DUYMjuN7l2YwcVgikboUR0T6OP0WlNPG5zfYfaCKdTtL2by3HE+DjyGpUVwzazBTRvQjPtre3V0UEekxFNDSpQzDYG9+BR99WcDaLYeormskxeXgoslpTBuVRGqC81+/iIhIH6SAli5RWObm85xSPs85QkmFB1dMBNNGBFZgD0k98QpsEREJUEBLp6moaWDDrsBlUfuLAiuwJw5L5LZ5YxmT0Y+qyoru7qKISK+hgJYOqW9ZgZ1zhN0HqrDZLGRnuJgzbSDZGfHYw20kJLQu/SgiIt9MAS3t1tjkZ2tuBZ/nlLI1rwKfz2D44Dj+7ZIMJmVpBbaISGfQb1I5KX6/wa78Kj7feYTNe8twewMrsOfNDKzAdsVoBbaISGdSQPcBFTUNvLexgOr6RmIjw7lwcv+TClTDMNhfVMfnO0tZv+sIVXWNJMc7mD0pjWkj+5GWGGm2dXt9qh4lItKJFNAhrLqugceW5XCwpD7o+D82FDAoOZI7vzOS2KjWQV1U7ubznCOszymlqNxDbGQ4U0b046xR/RiaFh20Atvb4Guuv1yMp+FovWuH3cqMMSnaHEFE5BQpoENUdV0Ddz/7Bd7GQGjarBaiHGHUeZrw+Q0OltRz97Nf8MiiCcRG2amsbVmBfYR9hbU47DYmDktgwewzGDE4DlsbNbC9DT4efW0neQW1ACS7HKQlHN3BaPXmQvYV1vCbH87AYddXTUSkPfRbM0Q9tizHDOcrpg/k8ukDsVqt+P1+3v70EG99eghvo59f/mkbqYlOdh2owmqxMDbDxSVXDmNshgt7+DdPUS9fm09eQS1RjjAWXpZJ9jF7AG/Lq+C5FbnkFdTy8qrdLLxi9On42CIiIUNR81PnAAAgAElEQVQBHYIqahrMae0rpg/kynOOTjP7/DAoOYq0BAeF5R7Kaxpwxdi56eLACuyok1yB7fb6+GR7MQALL8tkbObRS6ksFgtjMxO4+bJMnly+mw82HWLBRcM78ROKiIQ+BXQIem9jARCY1r58+kAA9hXWsmZLEZv2BFZgD0xyYrGAYcCZA2OZOTalXe+xc38lngY/yS4H2RmuNtuMzXCRHO+gpNLD1q9KyRoQ0bEPJiLShyigQ1B1fSMAUY4wrFYruw5U8fjrObii7VwwMbACu3+/SH781EZq6hvN9u1R52kCIC3BecKynRaLhbREJyWVHmrqGwEFtIjIyVJAh6DYyHAgEKL7Cqp56m+7yUqP4yfzhhNmC+yt7Pf7qW8O2Zb27dEyFV5Y7sYwjDZD2jAMCsvcAMScwnuIiPRl1u7ugHS+Cyf3BwLbO/7XqzmkJji47cosM5wB3vzkED6/EdS+PUYNicdht1JS4WFbXts1trfmVVBS6cEZEcbYM5NO4ZOIiPRdCugQ5Iqx079fYBvHhiY/wwbFEhEeGOH6/X7e+Cifdz47BMCg5MhTqgLmjLAxY0zgvPVzK3L5MrccwwgEvmEYfJlbzvMrcgE4f9JAlf8UEWkn/dYMQW6vj2MvW35vYyEfbC4i0hFGffN10AAR4Vbu/M7IU36feTPT2VdYQ15BLU8u301yvIO0xKPXQQNk9I/mhku0gltEpL00gg4xTT4/f/j7bsqqG7jr2pEMSg6U4/T5DWrqG81wHpQcaRYpOVURdht3XTuKCyam4bDbAqu1m6e1HXYbF0xM465rR6lIiYjIKdBvzhDiNwyeX5nL3oPV/HT+SIYPjuOh74875VrcJyPCbmPB7KFcdW66anGLiHQiBXSIMAyD1z7Yz4acI/zwyiyGD44zH3PF2PnOt4Z06fs7I2xMykrs0vcQEelLNMUdIv5v/WHe31TI9ReewaThCkoRkd5OAR0CPt5WzPJ/5nP59IF8a0Jqd3dHREQ6gQK6l/syt5w/rcpj5rgUrpwxqLu7IyIinUQB3YvlHq7hmTf3Mu7MBG688IwTltwUEZHeRwHdSx0+Us9//+8uhqRGs+jyYVjb2K9ZRER6LwV0L1RW7eX3y3Jwxdi5Y95wwsP01ygiEmr0m72XqXU38vjrOVgtFv5z/kiV0BQRCVEK6F7E2+jjqb/tprqukZ9+Z2SnFRsREZGeRwHdS/j8Bs++tZcDxXX85JoRpCU6u7tLIiLShTQ/2sO0VZYzPjqcF1Z+xba8Cs6fmEpFTQNur0+lNEVEQpgCuoeormvgsWU5HCypDzr+jw0FhIdZaGwKbHLx/qYi3t9UhMNuZcaYFObNTCfCrqAWEQk1muLuAarrGrj72S/McLZZLcRGhmNt/ttpCed+cXbGZrhIjnfgafCzenMhj762E2+Dr7u6LiIiXUQj6B7gsWU5eBv9AFwxfSCXTx+I1Wrlsdd2snN/ldnOYQ/jJ9eMwDAMtuVV8NyKXPIKalm+Np8Fs4d2V/dFRKQLaATdzcqqPObI+YrpA7nynHSsVitbviozw3lK8+YXh0rrqahpwGKxMDYzgZsvywTgk+0luL0aRYuIhBIFdDd755OvgcC09uXTBwKBKmHPvLUXgOR4B7fMzcTWXCnsvY0F5nOPTnf72Lm/8jT3XEREupICuptV1ngBiHKEYW0+6fx5zhGzdGdaohObzWYWJKmubzSfa7FYzMut6jxNp7PbIiLSxRTQ3Sw+JgIIBKzfHzgPfaikjuR4BwCF5W58Ph/1zQEcGxluPtcwDArL3EAg4EVEJHQooLvZ3BlnAIFCJG9/eggInGsenh6Lw26lpMLD0hW5+PyBldwXTu5vPndrXgUllR4cdhujhsSf/s6LiEiX0bCrmyXGORiUHMnBknre+vQQDY0+jlR5GZIag99v8MEXxWzYVQbAwKRIXDF2DMNga14Fz6/IBWDGmGQVLRERCTEK6B7gzu+M5O5nv8Db6GfVhkIAXl39Ne7jrm/2eJv47//dRWGZm5JKDwAZ/aOZNzP9tPdZRES6lqa4e4DYKDuPLJrAoORI81idx0fzKWminWFEhFs4Ut0QNK19wcQ07rp2lCqJiYiEII2ge4jYKDsPfX8cS9/Zw/avq8jOcJm1uF0xdtzewKVUdZ4mohxhjBoSr2ltEZEQpoDuYY5UNTBqaDwLLzsz6LgzwsakrMRu6pWIiJxumuLuQQzD4FBpPYOSIv91YxERCWkK6B6krNqL2+tjYHJUd3dFRES6mQK6BznUXJN7oEbQIiJ9ngK6BzlUWk9khI2EGHt3d0VERLqZAroHOVhax6DkKCwWS3d3RUREupkCugc5VFKv6W0REQEU0D1GY5OfonI3A5MV0CIiooDuMQqO1OM3YFCSVnCLiIgCusc4WBpYwT1AU9wiIoIqiXW7sioPr3+4ny9zy7GHWVjzRRFJLodKeYqI9HEK6G5SXdfAL19ay/7CmqDjr//zAAD2MAvnjk1l3sx0bYYhItIHaYq7G1TXNXD3s1+0CudjNTQZrN5cyKOv7cR73LaTIiIS+hTQ3eCxZTl4G/3mfac98Ndw69wMrpg+0DxutUBeQS3L1+af9j6KiEj3UkCfZhU1DRxsLukZZg0UJLlk2gAAhqTFcuU56cw9OxDSfiPwnE+2l+D2ahQtItKXKKBPs/c2FgCB0XGT3yAtMRJ7mBV7mJXkeAcAV84YiK05vJ0RNjwNgb2gRUSk71BAn2bV9Y0A2MMDP/qBydFU1TXiirFjbQ5lq9VKpCOwfs8RHlggVudp6obeiohId9Eq7tMsNjIcgIbmc9CHSmqx26KIbj4O4Pf7qW8OZE9jYGo7yqG/KhGRvkQj6NPswsn9gcD55TCrhcKyegrK3EQfE8BvfnIIX/MJaLfXh8NuY9SQ+G7pr4iIdA8F9GnmirEzqLnedlNzCO8vrKWxyYfP5+ONj/J557NDALRsajVjTLKKloiI9DEK6G5w53dGEhF+9EdvADkHqrn50fVmOAMYBmT0j2bezPRu6KWIiHQnBXQ3iI2y88iiCQxJizlhm4hwCxdMTOOua0epkpiISB+klUfdJDbKzpP/MZPSSjc3/+YDhqZGERdtZ9jAWNXiFhERBXR3i2i+jGrOWQOZmJXYzb0REZGeQlPc3ay6rgGAmGMusxIREVFAd7Oa+kBARzk1mSEiIkcpoLuZOYJWQIuIyDEU0N3s6AhaU9wiInKUArqbVdc1EhlhMzfHEBERAQV0t6upbwiqwy0iIgIhGNALFy5k1qxZJ9W2tLSU733ve6SkpBAbG8sVV1zB119/3bUdPE51XQPROv8sIiLHCamAfuGFF3j++edPqq3X6+WSSy7hb3/7G//+7//Ogw8+yKZNmzj33HMpKyvr4p4eVVPfQIzOP4uIyHFCYujm8/l4+OGHefDBB0/6OX/+85/ZvHkz7733HrNnzwbg0ksvZcyYMTz++OM8/PDDXdTbYNV1DbiiQ+KvQUREOlGvH0F7PB4mTJjA4sWLueGGGxgwYMBJPe+1114jIyPDDGeA4cOHc/755/Paa691VXdNFTUNPPfWDvIOVbEnv4p/flmM2+vr8vcVEZHeodcP3TweD9XV1Sxbtoz58+czZMiQk3re5s2bueiii1odnzBhAu+++y4VFRW4XK5O7m1gxPzoX3dy6IjbPFZW3cBL/8jjz//I45zsZK67YKg2yBAR6eN6fUDHxsby1VdfERZ28h+ltraWqqqqNkfbaWlpAOTn53d6QFfXNXD3s1/gbfS3+bgBfLSthAPFdfx8wWiFtIhIH9brp7itVmu7whmgpqYGgMjIyFaPOZ1OAOrq6jreueM8tizHDOfwMAv/ee1YAP79ijO5/Oyj/1g4UFzH8rX5nf7+IiLSe/T6gD4Vfn8gJC2WExcHsVo790dTUdPAwZJ68/5tV2aROSgwQo+NsvPtcwcz9+yB5uMfbyvSOWkRkT6s109xn4qYmBgA3G53q8dajrW0+SYul+sbp8H9fj+GYQDw9roc83hqgpNZkzPIPVQNQP+URBISYvn+5fH83+eH8fkNvI0G+UeaOGtM0sl/sB6q5R87CQkJ3dyTrqXPGVr0OUPL6fqcFovlGwd47Znx7ZMj6NjYWOLj4yksLGz1WEFBAQD9+/fv1PesrPGatwelxGCxWPA3h3dLmU+r1Ur0MddE19Q3dmofRESk9+iTI2iA8ePH88UXX7Q6vmXLFjIzMztlgZjb7aa+PjCtHRFmmMf3F1ZRVlaG3x8I5qqqKqLCG/H7/dS4G46+gN9LeXl5h/vR3Vr+xRoKn+Wb6HOGFn3O0HK6PmdkZCRRUVGd8lp9NqCvvvpqfvSjH7F69WouuOACAHbv3s0HH3zAz372s5N6jYqKCpqamk6q7YWT+/OPDYHReWmll215FaQkBb4wLafC3/zkEM2nx4kItzBqSHw7PpGIiHS3+vp6c2DWlpZFyiejT0xxFxcX88orr7Bt2zbz2M0338zw4cOZN28eDz/8ME888QTnn38+/fv354477uj0Prhi7AxKPrpq/P+9uYecfYGSon6/wRsfHeCdzw6Zj5+TnYozQpdZiYj0VX0ioHft2sUNN9zAG2+8YR6LiIjggw8+4JJLLuGRRx7hV7/6FZMnT+bDDz+kX79+XdKPO78zkojwwI+8scng5X/sAeC+F7byzmeHzXaDU6KYNzO9S/ogIiK9Q8hNce/fv7/VsVmzZpmrqY/Vv39//vrXv56GXgXERtl5ZNGEVpXEWlhAlcRERAQIwYDu6WKj7Pzq5vFU1DTwv2sPsW5HEWcOiOHsMclMHdFP09oiIgL0kSnunsgVY+ey6UMB+P6cTGaNS1E4i4iISQEtIiLSAymgu5FB4Lz4N1QcFRGRPkoB3QNYUEKLiEgwBXQ3amNhuYiICKCA7hk0gBYRkeN0ymVWXq+Xbdu24fF46N+/PxkZGZ3xsiIiIn1Wh0fQjz32GMnJyUybNo1Zs2aRlZUFwBNPPIHH4+lwB0NZyxS3BtAiInK8DgX0Cy+8wN13301NTQ2GYZh/AH7+859z8cUX4/P5OqWjoUwBLSIix+tQQD/55JNYLBbmzJnDmjVrzOOVlZUAfPzxxzz99NMd62GIKixz8+p7uwF4cVUuhWWtS3+KiEjf1aGA3rt3LwBLlixhxowZ5vH4+HieeeYZDMPgpZde6lgPQ0xppZvbn9zAvc9tYfeBwD9kcg5Uc+9zW7j9yQ2UViqoRUSkgwEdHR0NgN1ub/XYvHnzAMjNze3IW4SU0ko39yzZQq277T2ka91N3LNki0JaREQ6FtDZ2dkA/P73v8dyXDmsll2lwsK0H0eLh17abi4Mmzoikfu/NwmA390yjqkjEoHAwrGHXtreXV0UEZEeokMB/YMf/ADDMHjkkUe46KKLzONvvfUWN9xwAxaLhbPOOqvDnQwFhWVuc+Q8dUQii67IwmYLbI5hC7Ox6IospgwPhHStu0nnpEVE+rgOBfSCBQuYP38+hmHw4YcfmqPoq666im3btmG1WvnFL37RKR3t7V5fs9+8vfCyTIBWe1TfMjezzfYiItL3dPg66FdffZXFixcTHR0ddKmVy+XilVdeYfr06Z3Rz16vpr4RgDCrxRw5t2g5OWCz2bBZLUHtRUSkb+rwCWKr1crixYu56667WLduHcXFxSQlJTF9+nQiIyM7o48hISYyHIAmv4HP52sV0gA+nw+f3whqLyIifVOHAvr73/8+U6ZMYcqUKWRnZ3P++ed3Vr9CzvzzhvBlbgUAz63IZdEVWUcriTUPoZe+kxvUXkRE+q4OBfSf/vQn8zrniIgIxo0bx5QpU5g8eTJTpkzhzDPP7JROhoK0RCfRzjBq3U2s31WGYexh9tQhQGDk/Mybe9iwuwyAaGcYaYnObuytiIh0tw4FdGJiImVlgVDxeDysX7+e9evXm4+7XC6mTZvGeeedx7x58xg8eHDHetvLPXDTGO5ZsgXDgA27y8xAvuvZL802FkugnYiI9G0dWiRWWlrKgw8+aN632WxBC8XKy8tZtWoVd999N5mZmdx///0d7W+vlhTv5He3jifa2fa/i6KdYfzu1vEkxWv0LCLS13UooP/85z/zy1/+kjlz5lBQUEBDQwO7d+/mJz/5CVarlbCwMKxWK4YRWBj1m9/8hr/85S+d1fdeKSneydN3TOE3C8czbFAcAKOHxvGbheN5+o4pCmcREQE6GNC/+c1vAFi6dCmpqakADBs2jMcff5z/+q//wu/38/e//53333+fSZMmYRgGzz33XMd7HQLSEp3MP38YADfPOVPnnEVEJEiHAvrQoUMAlJeXt3rs5ptvxu/388QTT3D++eebi8lycnI68pYiIiJ9QocCetSoUQDcdNNNHDhwIOixrVu3AvD5558DMGjQIODoVpQCZh0xbQgtIiLH6dAq7h//+MfccMMNbNmyhTPPPJOLL76YiRMnUlZWxssvvwxASkoKPp+P559/Hji6A5YcpXwWEZHjdSigFyxYwPr16/nDH/5AU1MTK1euZOXKlUCgzrTFYuGmm25i48aN/Od//icWi4WxY8d2SsdDwfG1uEVERFp0uBb3U089xTvvvMO3vvWtoMusnE4n9957L7/4xS/Iy8sz2992220dfcvQY9EYWkREgnXKZs1z5sxhzpw5eL1eCgoKsNlsDBo0KGiP6Llz53Ldddcxb968znhLERGRkNYpAV1ZWUlkZCQREREMHTq01eMLFixgwYIFnfFWIcWsxd293RARkR6oQwFdXl7O1VdfzUcffYTVaiUrK4uzzjqLadOmMX78eAYMGEB+fj6TJ0/urP6GJM1wi4jI8ToU0Pfccw9r164FAhs+5OTksGvXLv74xz+abSwWC01NTR3rZYgy0CIxERFpW4cWia1atQqLxcLs2bO57rrrAIJqcbf8kdYKy9ws/zCwveTSt/dSWObu5h6JiEhP0qERdElJCQB//etfiY6OZtmyZfzpT3+itraWBx54ALfbzcMPP9wpHQ0VpZVuHnppO7Xuo7MK2/dVsf25LUQ7w3jgpjGqxy0iIh0bQffr1w8IbDVpt9tJTU2lurqaW2+91Qxqn8/XKR0NBaWVbu5ZsiUonI9V627iniVbKK3UaFpEpK/rUECPHj0agH/7t3+jsbGR1NRUs7TnueeeC8CSJUs62MXQ8dBL282V21NHJHLndeMAePL2iUwdkQgEVnY/9NL27uqiiIj0EB0K6Ntvvx3DMPjwww8JCwsjIyOD5cuX8+abb/LUU08BkJ+f3ykd7e0Ky9zmyHnqiEQWXZGF1Rr48YfZbCy6IospwwMhXetu0jlpEZE+rkMBPXfuXB555BFSUlLMxWJut5urr76a++67D4vFwogRIzqrr73a62v2m7cXXpbZZptb5h49fmx7ERHpezpc6vPOO+9k27ZtANx4441ccMEF5urtqKgoHnvssQ53MhTU1DcCEGa1YLPZ2mxjs9mwWS1B7UVEpG/q0CruCy+8kClTpvDrX/8agPDwcN577z3WrVtHcXEx06ZNIzU1tVM62tvFRIYD0OQ38Pl8zXXLA4+1FCrx+Xz4/EZQexER6ZvaNYIuKChg7ty5PPjgg6xatYrVq1fz29/+Fr/fH9TurLPOYs6cOaxbt47CwsJO7XBvNf+8Iebt51bkttlm6TtHjx/bXkRE+p52jaD79+9PVlYWv/rVr4KOL1iwIKjEZ3h4OD6fj6uvvprU1FQKCgo6tdO9UVqik2hnGLXuJtbvKsMw9jB97EAAfD4/z7y5hw27ywCIdoaRlqhroUVE+rJ2T3EvXryYl19+mdLSUnO3qtdff53XX38dALvdzrhx43A4HABUVFR0Ynd7twduGsM9S7ZgGLBhd5kZyLc/tclsY7EE2omISN/W7kViMTExrF27lscff9ws43lsWU+v18uGDRv46KOPsFgsDBw4sNM73VslxTv53a3jiXa2/e+iaGcYv7t1vCqJiYjIqS0SGz58OMOHD+fee+/F6/VSVFTEpk2bWL9+PevXr2fjxo1UVFRgtVq59957O7vPvVpSvJOn75hCYZmbF/4vj7zD1WRnxHPtt4ZqWltEREztCui9e/cybNgw835tbS07d+4kOTmZSy+9lEsvvdR8rLCwkMjISOLi4jqvtyEkLdHJledm8Pu/buGHV2QRYW/70isREemb2hXQw4cPJy4ujokTJzJ58mTzT1vS0tI6pYOhzNznS/tBi4jIcdo9xV1VVcWaNWtYs2aNeSw5OTkosCdPnkxiYmKndjQUtZzDVz6LiMjx2hXQd9xxB5s2bWLLli3U19ebx4uLi1m5ciUrV640jw0ePJjJkyczZcoUfvrTn3Zej0VERPqAdgX0E088AYDf72fnzp1s3LiRjRs3smHDBnbs2EFj49HylPv37+fAgQMsX75cAf0vtFyuJiIi0uKUVnFbrVbGjBnDmDFj+P73vw+A1+vlyy+/NEN748aN7Nmzp1M7KyIi0ld0qBb3sSIiIpg6dSpTp041j9XU1LB58+bOeouQYxj/uo2IiPRNnRLQ//jHP/jHP/5BdXU1gwYNYu7cuUyaNImYmBhmzZrVGW8RkpTPIiJyIh0KaMMwuO6668wyny1+/etfc9VVV/HCCy8QGxvboQ72BToFLSIix+vQftDPPPMMy5YtCyr12fLnjTfe4NJLLw1aOCbH0Ry3iIicQIcC+sUXX8RisXDhhReya9cuDh06xDvvvMOsWbMwDIN169axZMmSzuprSCksc/P2J/sA+H9v7KawzN3NPRIRkZ6kQ1Pcu3btAmDJkiUMHjwYCGxJOWfOHG688UZeeeUVXnnlFX70ox91vKchorTSzUMvbafW3WQe+zKvki/zthDtDOOBm8ZoswwREenYCLqlElZ0dHSrx1r2jG4JcQmE8z1LtgSF87Fq3U3cs2QLpZUaTYuI9HUdCughQ4YAtDmNHRYWGJz7fL6OvEVIeeil7eZp56kjEvnhVaMBWPrTKUwdESiNahiBdiIi0rd1KKDnzJmDYRg88MAD/PSnP2X//v1AYJer//iP/wDgjDPO6HAnQ0FhmdscOU8dkciiK7Kw2QI/fluYjUVXZDFleCCka91NOictItLHtSugc3Jygu7feeedJCUlYRgG//3f/01GRgYulwuXy8Xf/vY3LBYL8+fP79QO91avr9lv3l54WWabbW6Ze/T4se1FRKTvaVdAjx07lltuuYXCwkIgsIvV//3f/5GammpeXlVVVYXP58MwDCZNmsRdd93VJR3vbWrqA5ebhVkt2GyBvZ9bprtbLoO22WzYrJag9iIi0je1K6B9Ph8vvPACZ555JosXL6auro6JEyeyZ88ennjiCS677DImTJjAt771LR599FHWrl1LREREV/W9V4mJDAegyW+Y5+WPvwza5/Ph8xtB7UVEpG9qV0BfeeWVGIZBfX09v/71r8nIyOCZZ57B6XRyxx138Pbbb7Np0yZWr17NT3/6UxwOR1f1u9eZf94Q8/ZzK3KDHmvZzWrpO7ltthcRkb6nXQH9xhtv8Omnn3L22WdjGAYlJSX86Ec/YtSoUbz55ptd1ceQkJboJNoZWNm+flcZz7y5B58vsGjM5/PxzJt72LC7DIBoZxhpiboWWkSkL2v3Ku6zzjqLTz75hDfeeIPhw4djGAZ79+7l6quv5pxzzuHzzz/vin6GhAduGmPW3d6wu4xn3wwsurv50fVmOFssgXYiItK3nfJlVldeeSU7duzg2WefJS0tDcMw+Oyzz5g+fTrXXHMNX331VWf2MyQkxTv53a3jzZH08aKdYfzu1vGqJCYiIh27DtpqtXLLLbfw1Vdf8ctf/pLo6Ghzo4zRo0dz++23c+TIkc7qa0hIinfy9B1T+M3C8QxJiwFgXKaL3ywcz9N3TFE4i4gI0MGAbhEZGcn9999PXl4et912G2FhYTQ2NvI///M/ZGa2fc1vX5eW6OSSs4ZgtcAd80bonLOIiATp0GYZLb7++mt27tzJzp07qaqqIikpicLCQgzDoKampjPeIiQZBtoMWkRE2tSugD42iHNycti5cye7d+/G4/G0amtor2MREZFT1q6AzszMNK/ZbdFWECcmJjJmzBiys7PJzs7uWA9DmoHGzyIi0pZ2T3EfG8h2u53hw4eTnZ0dFMhpaWmd2slQpUkGERE5kXYF9CWXXGKGcHZ2NllZWea2knJqdApaRETa0q50XblyZVf1o0/SAFpERE6kUy6zko7QEFpERFpTQHcnw9AUt4iItEkB3U0Ky9y8+/kBGpv8PLl8F4Vl7u7ukoiI9CBa4XWalVa6eeil7dS6m8xjX+ZW8GVuBdHOMB64aYzKfYqIiEbQp1NppZt7lmwJCudj1bqbuGfJFkorNZoWEenrFNCn0UMvbTevfZ46IpHvzRmOPdzK83dNZeqIRCBwbfRDL23vxl6KiEhPoIA+TQrL3ObIeeqIRBZdkYXNZsWCBZvNxqIrspgyPBDSte4mnZMWEenjFNCnyetr9pu3F17W9g5ft8w9evzY9iIi0vcooE+TmvpGAMKsgREzBKazj73MymazYbNagtqLiEjfpIA+TWIiwwFo8hv4fD6gdS1un8+Hz28EtRcRkb5JAX2azD9viHn7uRW5bbZZ+s7R48e2FxGRvkfXQZ8maYlOop1h1LqbWL+rDMPYw4ih/bBYLPh8Ppa+k8uG3WUARDvDSEvUtdAiIn2ZRtCn0QM3jTHPOW/YXcZLq/bg9jZx86PrzXC2WALtRESkb1NAn0ZJ8U5+d+t4op1tT1xEO8P43a3jVUlMREQ0xX26JcU7efqOKRSWuXnmra84VFrL2AwX888bomltERExaQTdTdISnZw/eRCREWHcMW+EwllERIIooLvR8ZdZiYiItFBAdzdtCC0iIm1QQHcrA8WziIi0RQHdjTTFLSIiJ6KA7maa4RYRkS8NGYIAACAASURBVLYooLuRBtAiInIiIRHQ+/bt46qrriIhIYGEhARuvPFGSktL/+XzJkyYgMViafVn3rx5p6HXIiIiJ9brC5WUlZVx3nnn0dDQwD333ENTUxOPPvoo27ZtY8OGDdjt9jaf5/f72bVrF1dddRXf/va3gx4bPHjw6eg6GGDRHLeIiLSh1wf0448/zqFDh9i+fTsjRowAYOrUqcyePZuXXnqJhQsXtvm83NxcPB4P3/72t7n++utPZ5dNhia5RUTkBHr9FPdrr73GrFmzzHAGuOCCC8jKyuK111474fN27NgBEPS806mwzM0/Nx+irr6BJ5fvorDM3S39EBGRnqlXj6ArKir4+uuv2zxnPGHCBFauXHnC5+7YsQOLxcLw4cMxDIP6+nqioqK6srsAlFa6eeil7dS6m8xjX+ZW8GVuBdHOMB64aYw2yxARkd49gj58+DAAAwYMaPVYWloa1dXVVFVVtfncHTt2EBcXx+23305sbCzR0dFkZGR846i7o0or3dyzZEtQOB+r1t3EPUu2UFqp0bSISF/XqwO6pqYGgMjIyFaPOZ2BUWhdXV2bz92xYweVlZW43W5efvllXnjhBaKjo/nud7/Lyy+/3CX9feil7WZxkqkjErn2gkzioyN4/q6pTB2RCASKlzz00vYueX8REek9evUUt9/vB755JbTV2va/QX74wx8SFhbGokWLzGPf/e53GT16NHfddRfXXXcdNput0/paWOY2R85TRySy6Ios3v/iCAA2m41FV2RhGHvYsLuMWncThWVu7XAlItKH9eqAjomJAeD/t3f3wU2V+dvAr9OTtiS0JW0pWCqlLbClamELWNa3QRR8WcC6tTIw1gLjIszO7lRXpT8Ei8I+++NFkR1kO4CziK4z6vPsWgVlV2FQdkEpQrWgbZdaWEcaMSQt9CXF5vR+/qg5NCTF9jQvJ8n1mWEmnnOf9HsT7JXvycl9HA7PU8Kuba4xV/rtb3/rsc1oNOLhhx/Gc889h6+++gq5ublX/fmJiYlITEzsc393dzfEjy1zxbtH1e1lJfmQZRmSZIMkAUlJSQCA/1mYj8IVewEAlYeasHLRjVf9+aHC9SbJNc9wxXmGF84zvARqnpIk9dkYAoDB0P/YDelT3Onp6QAAi8Xisa+pqQlms3nAF36NGDECANDW1jb4Anu50HYJAGCQJbUzv3ItblmWYZAlt/FERBSZQrqDNpvNyMzMxPHjxz32VVdXY+rUqV6PO336NGbPno2HHnoIK1eudNtXV1cHAMjMzBx0fQ6HAx0dHQAAY0xP8DoVAavVClmW1e7abrcDABRFgVMR6njX9lDnescaLvPpC+cZXjjP8BKoeZpMJp99IyikO2gAeOCBB7Bv3z41WAFg3759qK+vx/z5870eM2bMGNhsNuzYsUO90AwAvvnmG7zyyiuYMWMGrrnmmp/82c3NzbBarX3+cYUzAMybkaE+3rGnwevzbd99eXvv8UREFBo6OjqumgvNzc39fq6Q7qABYPny5Xj11Vdx55134oknnkBnZyc2bNiAvLw8dYWwxsZGHD58GDfffDOysrIQFRWFrVu34sEHH8Qtt9yCX//617hw4QK2bt0Kg8GArVu3+rzO1GQj4owGtDmcOFJrgxD1GJM6DJLU0zlv392AqjobACDOaOAFYkREES7kO+iUlBQcPHgQkyZNQnl5OTZv3oyCggLs3bsXsbGxAICDBw/i4YcfxsGDB9XjioqK8Pe//x1DhgzB8uXLsWnTJtx00004fPiw31YXK1+Yq95esqrOhv97oBH2i5fw641H1HCWpJ5xREQU2SQhrrxUiX5Kc3Mz9u3bhylTpvR5lXhfvK0k5hKuK4nxM67wwnmGF84zsFpbW3Hs2DHMnDnzqt8CAsLgFHeoSTEbsaU0HxabA1sr6/Gd3YHcTDPmzcjgaW0iIlKF/CnuUJWabMQtE9NgjotFaVEOw5mIiNwwoIOMt4MmIiJvGNBBJoEJTUREnhjQQcTr84iIqC8M6CDjKW4iIvKGV3EH0az8dORfNxIAO2kiInLHDjqIRiaZ8LP0q38PjoiIIhMDmoiISIcY0ERERDrEgCYiItIhXiQWJBabAxXvHsWFtkswxkhc6pOIiNwwoAOsr5tlfN7QHLY3yyAiooHjKe4AsrY4ULat2i2cDfLlL0K3OZwo21YNa4sjGOUREZGOsIMOoDW7TsC1eNi0nGSUleRDlmVYrVbs2NOAI7U2CNEzbktpfnCLJSKioGIHHSAWm0PtnKflJGNZQTZkWQYAyLKMZQXZyJ+QDKCnk7bY2EUTEUUyBnSAvHXgjPp4yZxxXsc8Ovfy9t7jiYgo8jCgA6S1owsAYIiS1M75SrIsQ46S3MYTEVFkYkAHSLwpGgDg7BZQFMXrGEVRoHQLt/FERBSZGNABMm9Ghvp4x54Gr2O27768vfd4IiKKPAzoAElNNiLO2HPR/JFaGyoq69VOWlEUVFTWo6rOBgCIMxq4aAkRUYTj16wCqHxhLsq2VUMIoKrOhsIVe2GQJTiVy7eblKSecUREFNnYQQdQitmI9Uvz1E4agFs4xxkNWL80jyuJERERO+hASzEbsaU0HxabA5WHmrgWNxERecWADpLUZCNWLroRAGC324NcDRER6Q1PcRMREekQA5qIiEiHGNBEREQ6xIAmIiLSIQY0ERGRDjGgiYiIdIgBTUREpEMMaCIiIh1iQBMREekQVxILEovNgYp3j3KpTyIi8ooBHWDWFgfW7DqBNofTbfvnDc2IMxpQvjCXN8sgIiKe4g4ka4sDZduq3cLZIEvq4zaHE2XbqmFtcQSjPCIi0hF20AG0ZtcJiB/vLjktJxllJfmQZRlWqxU79jTgSK0NQvSM21KaH9xiiYgoqNhBB4jF5lA752k5yVhWkA1ZlgEAsixjWUE28ickA+jppC02dtFERJGMAR0gbx04oz5eMmec1zGPzr28vfd4IiKKPAzoAGnt6AIAGKIktXO+kizLkKMkt/FERBSZGNABEm+KBgA4uwUURfE6RlEUKN3CbTwREUUmBnSAzJuRoT7esafB65jtuy9v7z2eiIgiDwM6QFKTjYgz9lw0f6TWhorKerWTVhQFFZX1qKqzAQDijAYuWkJEFOH4NasAKl+Yi7Jt1RACqKqzoXDFXhhkCU5FqGMkqWccERFFNnbQAZRiNmL90jy1kwbgFs5xRgPWL83jSmJERMQOOtBSzEZsKc2HxeZA5aEmrsVNREReMaCDJDXZiJWLbgQA2O32IFdDRER6w1PcREREOsSAJiIi0iEGNBERkQ4xoImIiHSIAU1ERKRDDGgiIiIdYkATERHpEAOaiIhIh7hQSZBYbA5UvHuUK4kREZFXDOgAs7Y4sGbXCbQ5nG7bP29oRpzRgPKFuVyLm4iIeIo7kKwtDpRtq3YLZ4MsqY/bHE6UbauGtcURjPKIiEhH2EEH0JpdJyB+vHnVtJxklJXkQ5ZlWK1W7NjTgCO1NgjRM25LaX5wiyUioqBiBx0gFptD7Zyn5SRjWUE2ZFkGAMiyjGUF2cifkAygp5O22NhFExFFMgZ0gLx14Iz6eMmccV7HPDr38vbe44mIKPIwoAOktaMLAGCIktTO+UqyLEOOktzGExFRZGJAB0i8KRoA4OwWUBTF6xhFUaB0C7fxREQUmRjQATJvRob6eMeeBq9jtu++vL33eCIiijwM6ABJTTYizthz0fyRWhsqKuvVTlpRFFRU1qOqzgYAiDMauGgJEVGE49esAqh8YS7KtlVDCKCqzobCFXthkCU4FaGOkaSecUREFNnYQQdQitmI9Uvz1E4agFs4xxkNWL80jyuJERERO+hASzEbsaU0HxabA5WHmrgWNxERecWADpLUZCNWLroRAGC324NcDRER6Q1PcRMREekQA5qIiEiHGNBEREQ6xIAmIiLSIQY0ERGRDjGgiYiIdIgBTUREpEMMaCIiIh1iQBMREekQVxILEovNgYp3j3KpTyIi8ooBHWDWFgfW7DqBNofTbfvnDc2IMxpQvjCXN8sgIiKe4g4ka4sDZduq3cLZIEvq4zaHE2XbqmFtcQSjPCIi0hF20AG0ZtcJiB/vLjktJxllJfmQZRlWqxU79jTgSK0NQvSM21KaH9xiiYgoqNhBB4jF5lA752k5yVhWkA1ZlgEAsixjWUE28ickA+jppC02dtFERJGMAR0gbx04oz5eMmec1zGPzr28vfd4IiKKPAzoAGnt6AIAGKIktXO+kizLkKMkt/FERBSZGNABEm+KBgA4uwUURfE6RlEUKN3CbTwREUUmBnSAzJuRoT7esafB65jtuy9v7z2eiIgiDwM6QFKTjYgz9lw0f6TWhorKerWTVhQFFZX1qKqzAQDijAYuWkJEFOH4NasAKl+Yi7Jt1RACqKqzoXDFXhhkCU5FqGMkqWccERFFNnbQAZRiNmL90jy1kwbgFs5xRgPWL83jSmJERMQOOtBSzEZsKc2HxeZA5aEmrsVNREReMaCDJDXZiJWLbgQA2O32IFdDRER6w1PcREREOsSAJiIi0iEGNBERkQ4xoImIiHSIAU1ERKRDDGgiIiIdCouAPn36NAoLC5GUlISkpCSUlJTAarX67TgiIiJ/C/nvQdtsNsyYMQM//PADysrK4HQ6sXHjRtTU1KCqqgoxMTE+PY6IiCgQQj6gN23ahG+//RYnTpxATk4OAGDatGmYNWsWdu3ahSVLlvj0OCIiokAI+VPcb7zxBm6//XY1ZAFg5syZyM7OxhtvvOHz43zFYnPg/7xyFMtf+jf+9P9qYbE5/P4ziYgodIR0B93c3IzGxkYUFRV57Js8eTLee+89nx7nC9YWB9bsOoE2h9Nt++cNzYgzGlC+MJc3yyAiotDuoM+ePQsASEtL89iXmpqKixcv4sKFCz47brCsLQ6Ubat2C2eDLKmP2xxOlG2rhrWF3TQRUaQL6YBubW0FAJhMJo99RmNPF9re3u6z4wZrza4TED/eXXJaTjL+/r/34m//OxsvPzUN03KSAQBC9IwjIqLIFtIB3d3dDQCQJKnPMVFRnlPUetxgWGwOtXOelpOMZQXZkGUZACDLMpYVZCN/Qk9Itzmc/EyaiCjChfRn0PHx8QAAh8MzzFzbXGN8cdyVEhMTkZiY2Of+7u5uiB9b5op3j6rby0ryIcuy+iYgKSkJAPA/C/NRuGIvAKDyUJN6O8pQd+U8wxXnGV44z/ASqHlKknTVBs9g6H/shnQHnZ6eDgCwWCwe+5qammA2mzF06FCfHTcYF9ouAej5zNnVOV9JlmX1M2nXeCIiikwh3UGbzWZkZmbi+PHjHvuqq6sxdepUnx43UA6HAx0dHQAAY0xP8DoVAavVClmW1XdydrsdAKAoCpyKUMe7toe6K+cZrjjP8MJ5hpdAzdNkMvmswQvpDhoAHnjgAezbtw91dXXqtn379qG+vh7z58/3+XG9NTc3w2q19vnHFc4AMG9Ghvp4x54Gr8+3fffl7b3HExFRaOjo6LhqLjQ3N/f7uUI+oJcvX46kpCTceeed2LRpE/74xz+iqKgIeXl5KC4uBgA0Njbir3/9KxobGwd0nC+lJhsRZ+w5YXGk1oaKynooigKgp3OuqKxHVZ0NABBnNCA1md+FJiKKZCF9ihsAUlJScPDgQTz++OMoLy+HyWRCQUEBNmzYgNjYWADAwYMHsXjxYuzcuRNZWVn9Ps7XyhfmomxbNYQAqupsKFyxFwZZUk9rA4Ak9YwjIqLIFvIBDQDZ2dl4//33+9y/aNEiLFq0aMDH+VqK2Yj1S/PcVhLrHc5cSYyIiFzCIqBDSYrZiC2l+bDYHKg81IQLbZdgjJEwb0YGT2sTEZGKAR0kqclG9XvO4X71JBERDVzIXyRGREQUjhjQQSRJEiRJ8romeDjhPMML5xleOE/9YkAHUVRUFKKiony+apnecJ7hhfMML5ynfjGgiYiIdIgBTUREpEMMaCIiIh1iQBMREekQA5qIiEiHGNBEREQ6xJXENHDdhar37SS1MBgu//W3trYO6rn0jPMML5xneOE8A8uVG64cuRoGtAbt7e0AgNra2iBXQkREoai9vR3Dhw+/6hhJCCGuOoI8dHZ24ty5cxg6dChkWQ52OUREFCIURUF7eztGjhyJIUOGXHUsA5qIiEiHeJEYERGRDjGgiYiIdIgBTUREpEMMaCIiIh1iQPvJ6dOnUVhYiKSkJCQlJaGkpARWq9VvxwWL1nr/+c9/4rbbboPJZEJcXBxmzpyJTz/9NAAVa+OL16WmpgYxMTF49tln/VOkD2idp9VqxZIlSzBy5EgkJCRg+vTpOHz4cAAq1kbrPI8dO4ZZs2Zh6NChSEhIwNy5c1FfXx+AigdvyZIluP322/s11mq1YvHixerrWVBQgMbGRv8W6CMDmWdVVRXuueceJCQkwGg04qabbsL777/v3wIHQpDPnT9/XowZM0akpqaKdevWiT/84Q9i2LBhYtKkSeLSpUs+Py5YtNZ74MABIUmSuOGGG8SmTZvEhg0bREZGhoiJiRGffvppAGfQP754Xbq6ukReXp4AIFavXu3fgjXSOs+LFy+KCRMmiISEBLF69WqxefNmMW7cODFkyBBRU1MTwBn0j9Z51tXVibi4ODFixAixbt06sW7dOpGSkiKGDx8uzp49G8AZDNzLL78sAIjp06f/5NjOzk4xZcoUER8fL1avXi1eeOEFMWrUKJGWlibOnz/v/2IHYSDzrKurE0ajUaSnp4t169aJzZs3i0mTJglJksTf/vY3/xfbDwxoP3j66aeFLMviq6++Urd9+OGHAoDYvn27z48LFq31Tpw4UaSnp4v29nZ123fffScSExPFnXfe6deatfDF67JmzRoRExOj64AezL9bSZLExx9/rG6zWCzCaDSK4uJiv9ashdZ5Llu2TAAQx48fV7dVVVUJAOLJJ5/0a81aOZ1O8dxzzwlJkvodXNu3bxcAxAcffKBuq62tFQaDQTz99NN+rFY7LfO87777RHx8vGhqalK3dXR0iLFjx4qxY8f6sdr+Y0D7QVZWltegyc7OFnfccYfPjwsWLfXa7XYhSZLXX2j333+/MJlMPq9zsAb7utTU1IiYmBixdu1aXQe0lnl2d3eLtLQ0MWfOHI99W7du1eUbS62v51133SWGDx/usT05OVncfffdPq3RFxwOh5g4caIAIEpKSkRaWlq/guuOO+7wGlB33323yMrK8kOlg6Nlnt3d3SIxMVEUFRV57HvssccEAPH999/7qeL+42fQPtbc3IzGxkZMmTLFY9/kyZPx2Wef+fS4YNFab0JCAurr6/H444977Dt//rzberl6MNjXxel0YvHixZg5cyaKi4v9VeagaZ3nmTNncPbsWcyaNQsAIIRAW1sbAOA3v/kNlixZ4r+iNRjM6zl+/HjY7Xa3z6rtdjtaWlpwzTXX+KXewejs7MTFixfx5ptvYteuXf3+f+vYsWN9/v00NjaiubnZ16UOipZ5SpKEY8eOYePGjR77zp8/DwC6+F3EgPaxs2fPAgDS0tI89qWmpuLixYu4cOGCz44LFq31yrKM8ePHY9SoUW7ba2pqcOjQIdxyyy3+KVijwb4u69evx6lTp7Bt2za/1egLWud56tQpAMDIkSNRVlaGxMRExMfHY9y4cdi9e7d/i9ZgMK/n8uXLMXr0aCxYsAA1NTU4ceIEFixYgOjoaPzud7/za91aJCQk4NSpU5g3b16/j2lra8OFCxf6/PsBgG+++cZnNfqClnkCQGZmJjIyMty2nTt3Dm+//TZycnKQmJjowyq1YUD7mOsuKSaTyWOf0WgEcPlmG744Llh8WW9bWxtKSkoAACtWrPBRhb4xmHl++eWXWLNmDZ5//nlce+21/ivSB7TOs6WlBQDwzDPPYPfu3di8eTNeffVVmEwm3H///di3b58fqx64wbye6enpWLFiBT7++GNMmjQJEydOxP79+/H666977TiDLSoqasBdYKj9HgK0zdMbp9OJkpIStLe3Y+XKlT6obPCC38OHme7ubgA9p1D6EhXl+b5I63HB4qt6Ozo6MHfuXHzxxRdYtWoVbrvtNp/V6Ata56koChYvXoxbb71Vd6d5vdE6z0uXLgHoOXX8n//8R+065s6di7Fjx2LFihWYOXOmHyrWZjD/bsvLy7F27VpMnz4djz76KJxOJ/785z9j/vz5eOutt3D//ff7peZACrXfQ76iKApKSkrwwQcfoLi4GA899FCwSwLAgPa5+Ph4AIDD4fDY59rmGuOL44LFF/U2Nzdj9uzZ+OSTT/DII49g7dq1vi90kLTOc+PGjfjiiy/w73//W/1My/XZXUdHB86fP49hw4YhOjraX6UPiNZ5Dh06FABQWFjodkrQbDbjvvvuw65du9Da2qqbf7ta59nS0oINGzZgypQp2L9/v3oXuwULFmDq1KlYunQp7r33XsTGxvqxev8Ltd9DvtDZ2Yn58+fjnXfewT333IO//OUvwS5JFX5vhYIsPT0dAGCxWDz2NTU1wWw2q7/UfHFcsAy23u+//x633347PvnkEyxduhQ7duzwW62DoXWe//jHP/DDDz8gPz8fKSkpSElJweTJkwH0hHdKSgoOHTrk3+IHQOs8XZ9VjhgxwmPfiBEjIITQ1SlRrfM8deoULl26hAULFrjdYjY6OhrFxcX4/vvvw+L+8AkJCTCbzX3+/QDwuH4klLW3t2POnDl45513MGfOHFRWVurmTTPADtrnzGYzMjMzcfz4cY991dXVmDp1qk+PC5bB1Nva2oq77roLNTU1ePzxx7Fp0yZ/ljooWuf5wgsveFzteu7cORQXF+Phhx9GSUkJJk2a5JeatdA6zxtuuAGxsbH48ssvPfadPn0aQ4YMQUpKis/r1UrrPF2dsfByd15FUQBcPj0c6vLy8vr8+xk3bpwuLp7yBafTiQceeAD79+/Hgw8+iNdff11X4QyAK4n5w5NPPikMBoOora1Vt7kWQnj55Zd9flywaK23uLhYABClpaWBKHPQfPW6nD59Wtffg9Y6zwcffFBER0eLkydPqtsaGxtFbGys1++ZBpuWeTqdTjFq1Chx/fXXC4fDoW7v7OwU1113nRg+fLj44Ycf/F77YIwZM6Zf34N+6aWXBADx4YcfqttcC5WsWrXKjxX6Rn/nuWrVKgFAFBYWCqfT6f/CNJCE8PKWkAbFarXihhtugMFgwBNPPIHOzk5s2LABWVlZ+OSTTxAbG4vGxkYcPnwYN998M7Kysvp9nJ5omefJkyeRm5uLYcOGYfPmzV6vvtTb94W1vp5XOnPmDDIzM7F69WpdrsetdZ5nzpxBfn4+AKC0tBQxMTH405/+hLa2Nhw9ehTjx48P5rQ8aJ3n22+/jaKiIlx//fV45JFHoCgKXnnlFZw8eRKvvfaabi4s6ktGRgYyMjLw0UcfqdvOnTuHDz/8EBMnTsTEiRMB9Fz49/Of/xwWiwVPPfUUTCYTnn/+eRgMBhw7dgzDhw8P0gz6pz/zPH/+PEaPHg1FUbB582YkJCR4PM+vfvWr4H+sGOx3COGqrq5O3HvvvWLo0KEiJSVFlJSUiO+++07dv3PnTgFA7Ny5c0DH6c1A57l161YB4Kp/9Ejr69mb3jtoIbTP8+uvvxZFRUVi2LBhIiEhQfzyl79066j1Rus89+/fL6ZPny5MJpMwmUzi1ltvFXv37g1w9dp46ywPHDjg9d/k2bNnxfz580VCQoJITEwUBQUFoqGhIXDFDkJ/5vnee+/95O+h06dPB7z2K7GDJiIi0iFexU1ERKRDDGgiIiIdYkATERHpEAOaiIhIhxjQREREOsSAJiIi0iEGNBERkQ4xoImIiHSIAU1ERKRDDGgiIiIdYkATERHpEAOaiDw888wzkCQJkiThjTfeuOrYF154QR3r+uPt/tA7d+50G1NXV+cx5tChQx7P9eKLL/psXkShhAFNRB6OHj2qPr7xxhuvOvazzz5z+++EhATk5OS4bWtvb8eqVavcttXW1no8V1VVlce2n/r5ROGKAU1EHlyhm5iYiLFjx151rCvMi4qK0NXVBbvdjqgo918tGzZsQFNTk9u2r776yuO5SktL0dXVhcceewwAIMsy8vLyNM+DKJQxoInIzddffw2bzQbgp7tXu92Or7/+Wh1rMBggy7LbmLNnz+L5558HAMyePRuJiYkAvHfQUVFRMBgMOH78OADguuuuw9ChQwc3IaIQxYAmIje9TzMP5PT2lClTvI55+umn0dHRgZiYGLz44osYN24cAO8dNAB0d3ejurq6Xz+fKJwxoInIzUA+f3aNlSTJa0AfP34cr732GgDgsccew/jx49WArq+vhxDC45j6+nq0trb26+cThTMGNBG5GUgH7QrosWPHwmw2e+z//e9/DyEErrnmGvUiMVdAd3R04L///a/HMb27cgY0RTIGNBGpFEVRTy+npaVh1KhRVx3vCuipU6d67Hv77bfx8ccfAwDWr1+P+Ph4AJcDGvB+mtsV0LGxscjNzdUwC6LwwIAmItWXX36Jjo4OAD/dvVosFvXK7CsDuqurC2VlZQCAa6+9FqNHj8ZHH32Ejz76CC0tLeo4bxeKuQJ60qRJiImJ0T4ZohBnCHYBRKQfAzm93XvslQH90ksv4dSpUwCAb7/9FnfccYfX57iyg1YUBZ9//rnX5ySKNOygiUilZYESSZLcvqtst9uxdu3afv28Kzvo2trafnfwROGOAU1Eqqt1xVdyhfnPfvYzJCQkqNufe+45NDc3AwBee+01CCE8/tx8880APAOaF4gRXcaAJiIAQGdnJ06ePAmg50Iu14IifXGFae8gP3XqFCoqKgD0fC/6oYce8nrshAkTAAAtLS2wWCwezxkXF+exXChRpGFAExEAoLq6Gk6nE8BPd6+NjY3qamO9A/qpp55CV1cXgMs30fCmd/j2GLkcMwAAAO5JREFU/hzaFdCTJ0/2WC6UKNJIwttKAUREV/Hmm29i/vz5AIB//etfuPXWWwf9nE6nE/Hx8ejs7MQTTzyhLg9KFKn4FpWIBsz1+XNUVBRyc3PVzlsLIQScTidqamrQ2dkJgJ8/EwEMaCLSwBXQ3d3dMJvNGD16tObnevbZZxEdHe22VCgDmogBTUQD1N3drd5tyuUXv/iF5uc7cuSI238nJSUhKytL8/MRhQt+Bk1ERKRD7KCJiIh0iAFNRESkQwxoIiIiHWJAExER6RADmoiISIcY0ERERDrEgCYiItIhBjQREZEOMaCJiIh06P8DdbkpHDZWs4cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='I [A]', y='Voltage', title='IV Data', lines=False, show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " stat='median', stat_val='I Set')" ] }, { "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": 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=['Boost Level', 'I [A]'], show=SHOW, 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": [ "It is possible to display confidence intervals on a data set. By default these are shown as partially transparent filled regions around a curve. The actual confidence interval to display is set by the `conf_int` keyword. Allowed values are any interval between 0 and 1 or the special value `range` which plots a region from the min to the max value of the data at a given point. The example below shows a 95% confidence interval:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', lines=False, show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25',\n", " conf_int=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add a reference line to the plot using the keyword `ref_line`. The value of this keyword is: (1) an equation applied to an existing DataFrame column; or (2) a simple int or float. This value is used to create a new column in the DataFrame that is plotted vs the value of `x`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### y=x reference" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', title='IV Data', show=SHOW, 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": 33, "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', show=SHOW, 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'], 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 the fit equation calculated above and add the fit line 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": 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='Voltage', y='I [A]', title='IV Data', show=SHOW, 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)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "764px", "left": "0px", "right": "1161px", "top": "119px", "width": "212px" }, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }