From debd5380dea2aecfaa60e4e5f2d9836163fe4d1d Mon Sep 17 00:00:00 2001 From: Joris Van den Bossche Date: Wed, 11 Sep 2019 08:48:46 +0200 Subject: [PATCH 1/2] Add 4_plotting.ipynb from master --- notebooks/4_plotting.ipynb | 512 +++++++++++++++++++++++++++++++++++++ 1 file changed, 512 insertions(+) create mode 100644 notebooks/4_plotting.ipynb diff --git a/notebooks/4_plotting.ipynb b/notebooks/4_plotting.ipynb new file mode 100644 index 0000000..459483f --- /dev/null +++ b/notebooks/4_plotting.ipynb @@ -0,0 +1,512 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Objectives\n", + "\n", + "- Apply the plot method to an appropriate selection of columns of a dataframe\n", + "- Create a line plot and a scatter plot \n", + "- Know how to find the different plot method types\n", + "- Check the datatype of a plot operation output (i.e. a matplotlib object)\n", + "\n", + "Content to cover\n", + "\n", + "- df[....].plot)\n", + "- df.plot() & df.plot.scatter(...)\n", + "- type() -> matplotlib Figure & ax + redirect to matplotlib\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this tutorial, air quality data about $NO_2$ is used, made available by [openaq](https://openaq.org) and using the [py-openaq](http://dhhagan.github.io/py-openaq/index.html) package. The `air_quality_no2.csv` data set provides $NO_2$ values for the measurement stations _FR04014_, _BETR801_ and _London Westminster_ in respectively Paris, Antwerp and London." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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station_antwerpstation_parisstation_london
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2019-04-04 03:00:0037.544.520.0
2019-04-04 04:00:0031.544.820.0
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2019-04-04 06:00:00NaN53.619.0
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" + ], + "text/plain": [ + " station_antwerp station_paris station_london\n", + "datetime \n", + "2019-04-04 03:00:00 37.5 44.5 20.0\n", + "2019-04-04 04:00:00 31.5 44.8 20.0\n", + "2019-04-04 05:00:00 NaN 35.7 19.0\n", + "2019-04-04 06:00:00 NaN 53.6 19.0\n", + "2019-04-04 07:00:00 NaN 63.2 32.0" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "air_quality = pd.read_csv(\"../data/air_quality_no2.csv\", \n", + " index_col=0, parse_dates=True)\n", + "air_quality.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "__Note__: the usage of the `index_col` and `parse_dates` parameters of the `read_csv` function to define the first (0th) column as index of the resulting DataFrame and convert the dates in the column to datetime objects, respectively.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting comes out of the box" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](../schemas/04_plot_overview.svg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I'm want a quick visual check of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With a DataFrame, Pandas creates by default one line plot for each of the columns with numeric data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I'm want to plot a specific column of the data table" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality[\"station_paris\"].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To plot a specific column, use the selection method of the [subset data tutorial](./3_subset_data.ipynb) in combination with the `plot` method. Hence, the `plot` method works on Series (a single column of the DataFrame) as well." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want to compare the $N02$ values measured in London and Paris" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality.plot.scatter(x=\"station_london\", \n", + " y=\"station_paris\", \n", + " alpha=0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apart from the default `line` plot when using the `plot` function, a number of alternatives are available as well to plot data. Let's use some standard Python to get an overview of the available plot methods:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['area',\n", + " 'bar',\n", + " 'barh',\n", + " 'box',\n", + " 'density',\n", + " 'hexbin',\n", + " 'hist',\n", + " 'kde',\n", + " 'line',\n", + " 'pie',\n", + " 'scatter']" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[method_name for method_name in dir(air_quality.plot) if not method_name.startswith(\"_\") ]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "__Note__: in many development environments as well as ipython and jupyter notebook, use the TAB button to get an overview of the available methods, for example `air_quality.plot.` + TAB.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One of the options is `box`, which refers to a [boxplot](https://en.wikipedia.org/wiki/Box_plot). Hence, also the `box` method is applicable on the air quality example data:" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "air_quality.plot.box()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__To user guide:__ For an introduction to the other plot methods, see :ref:`visualization.other`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want each of the columns in a separate subplot" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "axs = air_quality.plot.area(figsize=(12, 4), subplots=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A number of builtin options are available in each of the Pandas plot functions that are worthwhile have a look" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__To api guide:__ Some mote formatting options of the Pandas plot functionalities are explained in :ref:`visualization.formatting`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> I want to further customize, extend or save the resulting plot" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax_1 = plt.subplots(figsize=(12, 4))\n", + "air_quality.plot.area(ax=ax_1)\n", + "ax_1.set_ylabel(\"NO$_2$ concentration\")\n", + "fig.savefig(\"no2_concentrations.png\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each of the plot objects created by Pandas are a [Matplotlib](https://matplotlib.org/) object. As Matplotlib provides plenty of options to customize plots, making the link between both explicit enables all the power of Matplotlib to the plot. This strategy is applied in this example:\n", + "\n", + " fig, ax_1 = plt.subplots(figsize=(12, 4)) # Create an empty Matplotlib Figure and Axes\n", + " air_quality.plot.area(ax=ax_1) # Use Pandas to put the area plot on the prepared Figure/Axes\n", + " ax_1.set_ylabel(\"NO$_2$ concentration\") # Do any Matplotlib customization you like\n", + " fig.savefig(\"no2_concentrations.png\") # Save the Figure/Axes using the existing Matplotlib method." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## REMEMBER\n", + "\n", + "- The `.plot` methods are applicable on both Series and DataFrames\n", + "- By default, each of the columns is plotted as a different element (line, boxplot,...)\n", + "- Any plot created by Pandas is a Matplotlib object." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__To user guide:__ Further details about indexing is provided in :ref:`visualization`" + ] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From bf0604681cb41e11f79bf4b98d23880839077eea Mon Sep 17 00:00:00 2001 From: stijnvanhoey Date: Mon, 7 Oct 2019 18:48:21 +0200 Subject: [PATCH 2/2] update from master --- notebooks/4_plotting.ipynb | 159 +++++++++++++++++-------------------- 1 file changed, 72 insertions(+), 87 deletions(-) diff --git a/notebooks/4_plotting.ipynb b/notebooks/4_plotting.ipynb index 459483f..741cdb5 100644 --- a/notebooks/4_plotting.ipynb +++ b/notebooks/4_plotting.ipynb @@ -1,31 +1,12 @@ { "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Objectives\n", - "\n", - "- Apply the plot method to an appropriate selection of columns of a dataframe\n", - "- Create a line plot and a scatter plot \n", - "- Know how to find the different plot method types\n", - "- Check the datatype of a plot operation output (i.e. a matplotlib object)\n", - "\n", - "Content to cover\n", - "\n", - "- df[....].plot)\n", - "- df.plot() & df.plot.scatter(...)\n", - "- type() -> matplotlib Figure & ax + redirect to matplotlib\n" - ] - }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", - "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] @@ -34,12 +15,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For this tutorial, air quality data about $NO_2$ is used, made available by [openaq](https://openaq.org) and using the [py-openaq](http://dhhagan.github.io/py-openaq/index.html) package. The `air_quality_no2.csv` data set provides $NO_2$ values for the measurement stations _FR04014_, _BETR801_ and _London Westminster_ in respectively Paris, Antwerp and London." + "
\n", + " \n", + "For this tutorial, air quality data about $NO_2$ is used, made available by [openaq](https://openaq.org) and using the [py-openaq](http://dhhagan.github.io/py-openaq/index.html) package. The `air_quality_no2.csv` data set provides $NO_2$ values for the measurement stations _FR04014_, _BETR801_ and _London Westminster_ in respectively Paris, Antwerp and London.\n", + "\n", + "
" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -76,34 +61,34 @@ " \n", " \n", " \n", - " 2019-04-04 03:00:00\n", - " 37.5\n", - " 44.5\n", - " 20.0\n", + " 2019-05-07 02:00:00\n", + " NaN\n", + " NaN\n", + " 23.0\n", " \n", " \n", - " 2019-04-04 04:00:00\n", - " 31.5\n", - " 44.8\n", - " 20.0\n", + " 2019-05-07 03:00:00\n", + " 50.5\n", + " 25.0\n", + " 19.0\n", " \n", " \n", - " 2019-04-04 05:00:00\n", - " NaN\n", - " 35.7\n", + " 2019-05-07 04:00:00\n", + " 45.0\n", + " 27.7\n", " 19.0\n", " \n", " \n", - " 2019-04-04 06:00:00\n", + " 2019-05-07 05:00:00\n", " NaN\n", - " 53.6\n", - " 19.0\n", + " 50.4\n", + " 16.0\n", " \n", " \n", - " 2019-04-04 07:00:00\n", + " 2019-05-07 06:00:00\n", + " NaN\n", + " 61.9\n", " NaN\n", - " 63.2\n", - " 32.0\n", " \n", " \n", "\n", @@ -112,14 +97,14 @@ "text/plain": [ " station_antwerp station_paris station_london\n", "datetime \n", - "2019-04-04 03:00:00 37.5 44.5 20.0\n", - "2019-04-04 04:00:00 31.5 44.8 20.0\n", - "2019-04-04 05:00:00 NaN 35.7 19.0\n", - "2019-04-04 06:00:00 NaN 53.6 19.0\n", - "2019-04-04 07:00:00 NaN 63.2 32.0" + "2019-05-07 02:00:00 NaN NaN 23.0\n", + "2019-05-07 03:00:00 50.5 25.0 19.0\n", + "2019-05-07 04:00:00 45.0 27.7 19.0\n", + "2019-05-07 05:00:00 NaN 50.4 16.0\n", + "2019-05-07 06:00:00 NaN 61.9 NaN" ] }, - "execution_count": 24, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -145,7 +130,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Plotting comes out of the box" + "## How to create plots in pandas?" ] }, { @@ -159,27 +144,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> I'm want a quick visual check of the data" + "> I want a quick visual check of the data." ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -205,27 +190,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> I'm want to plot a specific column of the data table" + "> I'm want to plot a specific column of the data table." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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i3Ou5qFiamB1cuRwFtXmkKJbxc+5xJ2e3o/9IK5qUxsQGHxeFIvONx0YpBvnOslmbvZLx4onIqlOW1BD3Ws4iTmi43JlzmZx7aZTMvZ6EQ7bx58grDiJWi2XCOXd3Uiao06ylG7Hb9x7AA7PSe5i2ZwrZWqw7r48liOuS9F2pxJRjp1K446xJqXsli6K8u64UqSHu9eDcs5LM3eXca/jtQFlE7sj5WSqxmm9DPe9c/3cmDO8XSKsaoKrxJt4qFpMrwl5fYgcxe2Luqtjv1ButrlDlFjLFUsnPuUd04yV/exmTv31/1cvDHTyblLZXhWGrVnyf9BD3OsjcReUR0HhrGU5Ed/zWfbjizjfqVgYAOGrnEQCAYf2CB2XFDhymMoVM0JS63USjsbW3gE09eQDJPHubES7nXkpmY35/jXZbTS9zT5j+7leXYtr9c5x3HQap9Tj32vPuWUmBSg32UGXMk3n//aXFNf2uTEj5RC4oBpKyORT3xEWR/y5noUzbPN7v6oex9/cfAiBw7i0mluHV4X5LNufuPW5Ul3jjqEEFqBBJacmX//4qbnjiXedd+15LydwJdeLcBeUR0CCFqjBtGAPWb+ury3flQxD6itwuPZi2nIVWtUhElqmC79USvYKS2S1Zk9D2jd35WOl4dVzfj5IsMozXJ4Uqy92blahzVFJ+j7i3HOde+7yzshMTd+xJ+PFyJkGgMLCJ2tottSPu5974HP7+4iLlM75jiDJx5Pj9U/MDdeXXWYsEa5n47ZFWsYwIN/xAg8sRBy/MX4t9rnoI099aGfsdMex1OYSpN6a1VVzw8XPOAeOrmm/9UD5t4HWvlklqeoh7HWXuRddapjyZu2/7Wj5tB2PxOa1y8Pz8dbhckuXz8ia1dPi/x+bhqXfWKPPKCMQ9kcy9CUimLMJLM15dbMcqen7+2si0vDoZVw9VKouoxDWljQtehA/sMaqq+dYLat+PmO8q8qgE6SHutfRQlTj1oqRQTdqYfnvgpGURfqN+gZK82PX29zhxVylvdO2xucfvXMGT5TJWWZy7nE8awdfA9JP2ypS+xTIttqptjMDLkIIYZmXBZ0GWcG7zudhy1jK1nOGeWMYxhXSJfXkKVb9SNOnq7N+21f1YM5dzZ+KllERdJn6ak5tO4Nz5IQVJatMMYhnu8NYEjHtZ4G1vOzEF70eh2rwJJ4hWkzZ4NZwUW0vmTjWWuWsUqlaZHmHV4txLrH5mmPJnksrcAaBbJu5uzB7y4rgnkrlzJW96qXszce5JwEVirpy3TEaj2pZmJYFhaEaIY/mdlVsSvVvtU6hSQdwJVJfDOrjDRkna+qmIS5jXpGzOmKws/qtq2bRGfldy6+aKMLW1jBryQsAv123tw12vLNXmF124Mt6pEzzOvXmITZw+8Lyz7f/FUnnhB6rddZ6Oo8oZ1wniKXun/fqZRO9WmwSmgrgDNd6ay5x7IHBY8JWwgzQqicEhLmJ9BebGlq81ZM66r1AMlMdLG3NiC+m2OvVIEtVPPtM2jUhDMK24KE9BbdevkDqZe3NS90p2odVuy4rOUG0WeDJ3v7WMFRIVMqyZxWeJOXch/Xm/fz7ZyxVALqbLucdIG5YnUfk6CE/mnl4C6sYhanA5kuCmp9/Dd07ZXflsc08eezkOWoC3GJdKDGsEs9xGydx5fk1L3MtsD8aqL5ysiHMnosFEdDsRzSGit4joECIaSkQPE9E7zv8hcfKqi8zdUsvcVR8fOaBdm18zHiQgy/PCrFviVo+xINFLMtlDmj81cNunCWhNHHq4fKM/fj9fWAslhm/c/rov3YTL78Wz7/rNX2VUW6zoKVSrmm3qUa61UhgqFcv8AsADjLFdAewD4C0AlwOYzhibDGC6cx2JetBL8cAKIm8AqQjcuCFd2nyYIFerhHOvJYIOR85/SP+V5Ykrb2UBWXQS/qM57NyTpd/SW8CGOnkdlwOZI+bVk8VPL7y3DgDw9xfDw2JUezy7Ypkmpe7ltkexTCeyMJRN3IloIIAjAdwMAIyxPsbYBgCnAbjFSXYLgNPj5Fefk5js62KJgSBaDNj3J1x+L8698Tn7nZBe8pkzJpW514lPlYsvE/OwGB66qsvTTcW5J3JiagJTSCavhhE49Jrp2PcHD9esPBy3vbgIU3/4cGJuT7ZC4f0vO9zEPRi82rvYZhfLlG3+WEqXQnVHAKsB/JGIXiGim4ioH4DtGGPLAcD5PzIqo3rFlvEO67A5TpXM9/n5NscStoqKz5KbUSZLXy4Cg8wl5vb2z+Pkk+kb5HTyHCynH+tF20slhl888g42bovvFeyKs2Km39RTnVN0onDFnW9gzZa+xONJZohdsYzksRxXGlUra5k0M+6be/KYt2qz8lm57VGQQi5XA5UQ9yyA/QD8ljE2BcBWxBTBAAARXUxEM4hoRiWV+sPT7+ETN70QmobnLnPuOjv31xZvwHtrtmrz88e9Lt9appaQvyKekBRlyplM5i5zgsnrV682eXzuKlz3yFxcec+s2O+4JqQp3V4ktebRccQy5+4R2XAqWyvOvRLT05cWrMPPHwoeH1kp3ly2CaUSwydufhHH//xJZZpyx0ktOPdKrGWWAFjCGOOU9XbYxH0lEY1mjC0notEAlCcxMMZuBHAjAHSN3ZnpGqVUYvjIb57BF4+djBN23y7w/Af/fTOyoLJ5lc256601ouxTK3JiSpi+XARs0p0v9xZKkrWPSqEaU+bu6C7834mPetuOc8etJOansq4ibUhKXGVZtqxgD+Qb0UVVd2KqgkL17Bts0eplJ+5SjSIBsE8NO+VXT+OiIybitcV6M+lyW8OWuaeEc2eMrQCwmIh4Cx4H4E0A9wA437l3PoC7Y+Wnud+dL+K1JRtx6W2vxCrXZ/70Ej7qdK6ctxjPnUDac0WTFDa9ClX19bqtfVIc9gq+gaBYJlFUSCGfeiLJmuLteGpTlkohEuU4i6VMjHl/yWIZl4OOoO7VN4Xk+rF0yWVWbbatjH7/1Huh6codJ4VS9Y8srNTO/UsA/kpEbQDmA7gA9oLxTyK6EMAiAGfHyUirxHP6uLcQzm3ZXCTh0TmKjYIrcxecmCKsZcLgG9CVrAw1hFwlXubNPYXI49Riy9ydRbKsl1F/O/c4n5FN+/iOJ6W0PXnkQc2iH8glZrbvF4VqLhOXDy5fLJMqJybG2KsApioeHZckH4LeisSzxw7Po1BiyGXUA8KzlvHOUCUEXbCVZXPS9OSL6O4rYki/tgo9VBMlLxtyufi1fBByxXbuFXHujZnAYd+V46u4Tj4pZd3FxShOawYXfRZ6P4qBrjbD2ajwA4wxrN7ci5EDO5TP4xL3cncyhVIpVdYyVYWuYnEbS45YqMqb90/BlblHR4XkY+zTf3wRU662Tdz8Mut45XPTJ0teNgLtxolUSVaoKoh7grgiaTWFXLahGzc88a6yfmGEI8jZplyhmlD/E1j0tfMuHpFtlfADv33iXRz44+lYuFZtSKEi7mp9VXnfrwXnnh7irrsfs8JhHITSFFKUucf4BDeRtL+VbEKpylJrBBWqNmTFjbI4ujLKDjAsKOctJ7JdLdrkoj/PwLT752Dxum7vOzHe0wVHSyltT+whGli8XLGTerw8MXc1np0X7qVaTXDRfzWIe5IF+Ym3VwMAlm3oUT5XSQXUPiL+m/98aTFOul5tWSOiyFIWfqCa0PVDXFOvsFWPP/GZQpLHdSZdMaM439B3GyVzF8Rb4qOkcXX86ViQc3f+b+zOR57S49mQV79NNji27CKNcA1AEilUme9/2iBy7rHEMtK1TmHM76/c1IuPhZgaV1/mHk8cFAdJzESjUvJqWr7xFD13vnHH65izQm0TL+KYnz2euvADVYS6YnH7JyyZdxKTXd2CZOce1qYqCwS/h2oyRCmOq4VA+AHnf0kO7arkPuJ+Q+XE5L18y7MLIt9P8r0kUHlYxllE5LKEhUZOAxKf9iNVRHc8Yuwdc5XbhZvXJjGTveXZBXj6neDugodQSALdZ1WLWBLv7jhITfiBakPXKPEHWTBdvljC8o3d7iETbmyZUgmW4KFazzNU73x5ifJ+3G3o8/PXhuoXOHRWEcUS88XGkQfUyk09uOvVpZo8GT536ww8NHuFex2ILSPk96P73govo/Q/Cm8u24RVm9TbZhlFl7gH2zVMoSqOhZcXrcfNT7/n3I9ZyBrhv68vUxIwURwZZwjJ48I9blFjIhmFWljLJBHJlEoMV94zG5+4Obi7+HiEc6MPEdVQhbJWendX0B69ea8zl6zfVnY+HKkg7vZhHepncU+HUQ2yhWu34pBrHsXDb9qnwWfEkL9UnkKPBWTWyTpTZycbZzgvWLMV5974PL7972gPS91kLTHZWcKf7lM3v4jbZ6oXoN58CQ/OXomLb53pvhm0loksmvflhPL5D/3yKRz+k8dipeWyW59+JMZ3xCQzFqzTPKk/rnt4Lm57cVHgfvLTk/zpRdHZrqMGeKli796qL5ZJIpLZ8Vv3VeW7fB7rPh1XeVpJa2zt80JXHH5tvHEehlQQd/uYvWCz3PDEu/jAddHKCADKVuVcm+wYIYcfSEKgS8zf0dUa23G4Fd75by7fFJlWR2SLJX9tZUX08o3d0EFlaRGUuSeQc5bRdp6XaQGfvWWGlsNxj49TNUSotUxl4sFagTF1pMQwsczmnjzmrPCPFR3nDgDtWcsl8HHrW/UzVBW7wXqAt4vSTwbxRTCV0IPuKh/ckw7iDnWjTLt/TuxATKrGF8MNAIJC1RlAcc5QlYdZMWBKGF6uVxdvwD2vLQtPpPqQAlnX2ifauDhIiB1iF7HzCKuO5MQIVcjfJJPdK0fyGfHIW6vwyFsrMe3+OcrnvM+TmgrqRG46ov/svDXuzrCW0HG0YcT90398CSdd/5SUjz+Ne1A64zuxaPNgEUmI2RtLNkZa9zDmiU/riS29Np353ZPzlc/VMncFN68ZZXHaMy9PsAqRHuJe4fuqhuaTgbeZ58QEX2yZJHJD+6xJ7zqKUz3918/ECp0QZyuakQ4bCUPQ5M2GrFBNQozlRYVz7pceN1m4l5xzL4f7syJEapwLUhGT0KZmyp/aMn7sphdw0Z9nBLOpkyzaF35AejZz4fpAWeTx6p3I5RdLVFvm/ty7a/Hh/3saf3hGLZZ08ytFi2XeXLYJ/4nDMCVAXwRhVY0jVc11zRFnjKfKQ7WaqLReqtctQYEKeBxBoVQCIRNL5i7PpwDnm6DcW3v1u5A43pq+8AkRCJq2CZxsgp2HiCDnDp9JqRxxMgqVDGZLErnJ4JPVx7nH+J5I/CoJEFdigMZhuiyUWDBIG7+vgihLF62a5OTeWbr+dPHFMvESLl5ni8+izALlReyWZxdg+2FdOGYXL3L4h35p70ZO2Xt0vELGQNSOQvU4iRmxPfZk4wN/6ioz7mni3Cuj7qrO4TJKzuiKB2KLYhmbKKm/LxPdgFgmQRn/+sJC7bPufBFX3j0L67b2aZ1GdLG3VdA549iecME840BW3tmXfmcwuR/Ddi2uUKYMIh+Xw1SJLcJkunHFMpt68phw+b0h+VSZcy+xaM5deC5yomHMiBhegYFFLpoy4lYzdjgDaRG78p7ZuOCPL2nSxvt2HEQppuOG6dC1WxyZfXLleDhSQdwJqFguo2oXNzCYK3P3Rg1BJBDxB0oxYCcev+CbI/QHtzy3EPtd/TA+dtMLeFvB4bgR/BSFXbR2Gxat3RZI65ZTuF8uRxpcQO0ttCjektUBofoGlrwMHCQsKGHgxG/a/XNwx8tqE09fkTQZyrfnr9bH+wcqJ+6zlm7EJ29+weXA7Z2AgrhriYm6j+Vy8WiEDH7OvVaBw6KjTLLYR+xVcwGNUmOpibuKYqvfj3MoTrXPo02PWMb5v6knj5xlobMtk/B9f8Ns7M67crmiirgTfJx7XGeQpApVEe3Z+Gvp4nXbMGZwBwZ05Nx7vIiqsh7508cAAAumnawsFxPeVU32lxetjyxf4ECHkiSWQbIJV06oAg4vomd4Ot5WNzzxbqx8xezEyVuJF3M5+OYdr2P2sk14e8Vm7DVukEP0gul8gcNEhy2fL4O+MKITE2PCohmznNVwMgTsQ3fs/FhshWpSB64wRIXc5U0YNQD9KOcAACAASURBVPf1CtXgPZ1DWbWQHuLuVHTv7z+EMYM68OwV+sCS67f2YUi/Nt+9pRu68cCsFe71Plc95P5WEXdRnGBz7pqGDdhxs7JFSG0JiPtnHSUdJ9b824CtVe8rlHD/rOU4dZ8xai/aAHFnbh4q2+8zfvMsAGBAu35IqA4AIZDLaQVt6MPBpP9JENeqQ1WeMNKhUzZXm7g/OHsFDt5xGAZ15pTP+fuiDJzXeYugu1mzpVf5TbG8l/z1FTz1zmq8/cMPBsrFF2x7XNdOocqTqRYowDt052MHbQ8iwtsrNmP7ofpD6sU8q4EowhrbWkbHuccQy7wvAoct26j3Qrz71aWYcvXDeG3xBsxettG9/8W/vYJrdGZxTqNlJc4dgjghbrsWZGuZBP1RzsK8fGM31joT2DXvKzFc/8hcfPnvr+KRt9R2ubrof/LOI8mAkk21fNt453pjd/B8Ut3E8Tj35A0TNxZ/YiWVkF1BsQiGvhqT01+6oRufu3WmTx+xtbeAw6Y9ihfmr5WL4ebN67znlQ+69//nLy8rvy++/8hbK9FbKDm7NvW4kKNAxh4XCbsuKlvGGLr7CvjA9U/isn++Gpp2c2/8s3CjEE3cg/dUb2iJuyJ1FOdeqcVVOog72Y2ikjPL4PEivnnH6zj5l0+799dt7dO+wxtNVEjZTkxCmriciixzT+QAlbyzDrnmUez/w0fsbzmvF0oMK5wFUEVM7W/5r9147oHyy+n0kJ0sOKfH2/WBWSvw4/uCC6y8KDw6ZyV6C0XlVjcu+DcXr9c7XQF8MfN/IDTkr+9dv8VJFOJy+jx8xBNzV+NV58i2OSs2YemGbkx7YI7zPT+xLTK1QlVXdtX3l23o1jIYpRLQmy96nHvMRTHumBaD9oWhWGLY6oyzsOPsAOBfM9Se1OUgygJNVc9eRWA8XXvE4dzlMkSZZ0YhFcSdYA/M1Zt7o5K6cuE4kdY4eINnM37OXbQM0HWKyomJxxsBkhGmSnddotclz2rxum1qG1zpY55VhF6uHIUtkiknl9FymvPf19XKU3HQvrxoPT7zJzscryeWSd4w/JvzVm0JTVdiLNFpReI46BFifcQpYzn+A6c75/WSICIUwRWQOmsZEVE7srVb+7T9vXRDN+av2YqXF21w8lKne2j2Cryz0pt7cevJ6xGVXMyvX4iIEIgbSyc+05Y0n8OmPRo4IU6XSxyHJ7kMqsUjCVJB3AG78bIxDIPbs2pF68gB7dp3VJy7P3CYXwEVhkKJ4d7Xl7vX1ZWShYP3vUisfjH9HbyjIHABzt253tJbwCV/fTlwPw5kax8+ONsctmzNFvXuKS8M0rVOmsXrut0JU86iJ+pPevJF94xLGYVScOEOG2ViUnERD7Zn+DZ7w7a+wGIYBkvSIYgy90OumY5NPQVYRLHMYMX3AU8cubE7X7Gi9OJbZ+IEISRI7N1oiE/JTU95XqFifsP76+c04Bez6hDbUCJSd6O+/8P/+oPj6cUy0XnKZYgTIDAM6SHuiHeUlU4puc/4wdp3lNYy8If8LTdAWSIFYoWsu26gquKrBEP+etdibJok5e+WBxuzic+oQfbRZCsEXcnp+45xf+eFPT4XdWQtL1hcOeIq0aLioj/PwIE/mq5MVyoFzTPvelVvnqkrSVTfbdyW903so376OA69Rl0mFWQdAu8viwjLnXa1KJyb04ll+Jzp7ivEXkhjn8aVUDavyveH93oEkjG4itQDJgwJzXI7zZF4IlZv6dXuKEWUo1AFVDvH+GIZnievZ4Bzz7cI5w6mPu1Ehi5FWFwGl7iLMncp5K9WLCN7qAaUHuHlFVGJpdPiddt8Crj5azw767wiHEHgjo6jCIgB9JAJC4NNfDpylvPcI/4ZwSxC/AbfdWQylMgUUidmGtiRxVOKULgcso4h6Xfk7+lw6d9fCXxHFxdJ1cauiLDEy+GkFRJbFgWYkP13UBNAldK/WEogpojZZLH9Q1wFS1R+tuI4Y1Fk3nH69YI/voQv/u0Vn1WRsnxlKFQBBMUy2nmmmKPOLTegYety7slc12WEEndBOSXu5Fw5YKjMPeih6kcSwhE7aQDf+vcbWLrBUx6KyibVwIy7wwgqXvXolQYb9ybk8mKxHOImTPy2uNAmUajK5fRCGAtlV2Qkh4uIQpJttYilIcrKJPA49yCIgtzdFGHH6rPWURSmUCrFHq1qYqQnUFEQQ06HoejoFiyK3k3nC9Efn+voB6LKGdV3ukVRZqz0Oz99nl60Wv/zhsvciShDRK8Q0X+d64lE9AIRvUNE/yCitqg8ALVoRKUw0SlRwo50Ewc655BEQs9YfOsAlVIxLioJsRAWl0blgCGWa9XmHqzVWBOt3NSDK+58IzQvDrmNGfOLt/zE3RtaxRJDX6GEB2atcIOeZS3yec1GQbdYid8UJxofJ5+7daZvUYxCXM5LPFMXCFpRJUUc4pchCizk/tg53v2VwqEmoqVUfGIcvKey3ohvD8/LEg7G7B2KRRTImzGGuSs3u32bjzFpve9WtvLqOHvOVOaLJcxbtUVvLaO659zUhXxIA+f+ZQCiVuFaANcxxiYDWA/gwqgM+GEdcgMmibsURty5KIDIizfjt5bRD1J5MfnG7a/7rpMMmUo4u7DQBVGc+4E/mq4VXbyxdKPvEIiw7ak82Bhsrt094Ur4pqjsYswOAPU/f5mJux2v4YxFnvJQ+0V1fXie8n1xYRK77dVF4SZ1vnxjykyvfcBv8lliLLZSXtXEskWPStmcL5YCDJD/sHbv91k3PBcYuwWFWagOcro5KzYp51hs4l4K1odD1IVxsYxFFNh93PbiYpx43ZNuHvkEnG2U2GWqRrzllUt9n/fbD/7zJo7/+RNYtUkt/glzgvIdIiSgp5EydyIaB+BkADc51wTgWAC3O0luAXB6nLwYgiEAVKZfutgUfSFhcIsucSeXWyf4Ze5Rnc/fW7TOr7xMJHOvgLqHbdFUpn7lMpFhZoMBmTtjPn8B8VV5wvKDRmYvtR3PsplkClU5iYrTFTl3ceyo20f9Ta0deEQZWYw0Yd/mY8MTFQa/+/un3gvsMJNECC0UWWwGQ073/x6aqyTuScUyquRB4k5Kmftb0iE1SUxco8JkTxrZH4Bn+XXN/W9prXhEcLrx+FzbmXBbn5oJUytU7f8Zxc4XaDznfj2AbwDgvT4MwAbGGK/hEgBjVS8S0cVENIOIZhSKBUc0EoO4a8Uy+obY5jhFELyGFGXFDNGDVGdjnMSqoJKob2E6BXHg6g48jouw98TJPeHye20uRWhHsf9Ezr1YYq7FBl8g7Mkbr6z3vLYMu373Ad89/imRoIttJPZXMjfxeJx78HjB+GKZMM49SoEvn5TlD2IX/t1iqRR7vKp2SpWIZbxxGZ6+xDxjB7Huby3fFDCVVpXnpQXqQ7HjWsPkSyUwxvC7J+ZLVjzhYhnOZesijir1FdwiSgjfIeK/ry/DOb97rmwru7KJOxGdAmAVY2ymeFuRVFkyxtiNjLGpjLGp2WwWDAoFiqj8jJDRhHlzbe7Ju3m4MnfnmUXhCtWo78uvTbj8XnznrjcC6UqKxSsJZOI+VIitI2rsb5+52PleBTIgXRkktvHFBet8nLvYf35uzFtU+QKRIU/mzhjDhMvvxWdvUYd2vVYRVkI14H3cmeh9HEPh7OarvKsXC7nPS3quX4ayPLJYxvkv9/vWXj8TI9Y56vMF2YMtDIqdkso0L26dXeV5RDp+WIcotgOAb//7jYBdu4ob/+wtwYNTgGgunzezSjwMhIhlnDJwLlt08BKhep1XT8e5z1i4Hi+8tw7rt5UXZqESzv0wAKcS0QIAf4ctjrkewGAi4q5l4wDEOjJF1agqHwWtKWSI5pxnKwa54issV9zouGr+Pf2KHLz3l+eDBxnHEf2EQd4SD+nyAk6Jsrlv3vEGXlqwribOVbrY6LxNxbYgiXPmxJ4vwhnLCmzVdXFyVFA15Zdue9ndFlsRxF3X3+VySXZ8ovK4YrE88rm/MlGSF9giY9jck1cqS1Xe1XFrp4p7UhHnHkbdhXt8rFhEvrqPHdKFrOQHo9rN6vxgouae2Hcq02JdPT+41ygAnk26zodCLZaxb+pl7vaCoXPQi0LZxJ0xdgVjbBxjbAKAcwE8yhj7OIDHAJzlJDsfwN0xc1QoVP1OR0CIWCam554nc/fyK7HoSa1bVMTpErDFFuoTtoDEQSDcrnApy+a29BZqwrmruB+L1IuwGJdFJO4cGUstV44LVX+9tGA97nRitmfKFsvY/2XvyKgy2mKZ4P0N2/qwbINelMLhimWkcsgETFYi9hVK2Ov7D+G7d88KiFzk8L0qb10A6K9w8w94TzoWTwHE7DrZOUuE/2AR7yAdkTP/z2vLApy7igjnNF6rUSF9RV2aygpHtzYM7rR30JHH9IWMQR1x57GcVmqUtFGohZ37NwFcRkTzYMvgb456gRDNuRP5OW4ZYdYyXh6CuID/c+yto5hqrcxdeE8uf14KPFVNsYz4LZWytQa0PZCnRVwxHWwbceItXLstQNzF9owqq5w9Y/p4MTxtlEI1Sixzwu7bSd8EZixY50boDOanzvOIax/DodMeDaQNvB8Qyzicu0TAZILGCcCdLy+JIXNXm0KquF25LvliKVGgrEA6p35xDsXgDINMZOU5qArFoIsoG8W5z3DOmwXUVjg65k/HsJ0xxa9qVKUKcO5SXtvynLjXmXMXwRh7nDF2ivN7PmPsQMbYJMbY2YyxWMsOg0KuKfyOMotUEfcP7zMGgwXxBUFYJJx7XOau63xvUYkoABRbaGEiVsq5y5PaT9yDyuRqH9CsAo/PozpcQeRkPnfrzGD7Urh5XBiKpWgRV0ZQvhUVHF5UGGL54JISYzjrhufcCJ0ydHqbzQr/hDDOnbsHuBYuEoGTF3lXzEUUiK/ktgDPq6gWy6g8w+V0xRLDlPGDsdfYQRg7uFOoiyJDBeLamzMG11omsJNXmHbGRZK0SrGMbrxo7sunSR37s8fx4OwVvnu8jz3vZKZ8HiegorIMZb1VA9gEVv+8HIXq5JH9MWlEfyETQSzjEnkKtXTwFoFozl0eQGKnlFh1D8AN49w3dee1505WEyoumUNeXOS4NIx5BCSpMrtQio70KC44ao5T/R6npTJxjyINa7b0xTcLDFGoyqaQMqEJEHenbhaRUrwCeBxh0bEE4eBmfyrOPXB4M7OPvxvQkfX1R3wLoXgLebHk2bnLuxbZDFqe86USw8cO2l6bb1yoZPm613UMm8zw9BZK2CSF5/bEMjwv9TcayrlXAwzVPyA2Y5E/zC88hxvLJUwOodHJYN13/ejnHAPoc6KRBoVollVirCKxjAyxrWSZ+z9eWqzkGKsN22SNlAuvTPB7pFjwa7f04ecPzy3ru5t7CrjmvrdC04icU5KdjY5zjzM0j/jJY9GJoCYUYogMETKBkxc1vmgSBRcgnhcnbAVJLMM59jZFwD65jLwcMkcttuOaLb2+09B8+XGxTAzdhUUEywruWoJtIxF3xnyGBiI4wX50zkrseeWDAXv0XUcNCKSV81aWV2PCmlHshnRe1lwso6MPOseoKKSHuDO/Ek4GX7XjiEc4chnyRZoUbdt5fra1jH5llw9N4OAdIr4lc1ljBnnbV1YCNnTrDxRJCnEgyCZqG2KaTsly8KSwZe5qzl3Oe6tE3F9Z7Mk4kypUf/XoO9pwCkudwztEzknl6afrb36/PecPLS0SmiThDMK+obrnKVQ5QQ4Xy7y+xHYKE4OUHbzjUAzqzClFeaJYhFufZBVn38l94gZ8s0gSN3ppPvOnl/A/f5npmh6f87vn3LNrebpoqxU4sWVUnLsfcv2WbujG0/PWKvPl3/3Zg3OxpbcQOOD83kuPwC/PmwJAPV7kIfr7T0315Stz6qpwxPKawbNUhe8QsbLe1jLVBkOE2MJpqyR0IGtZ/qP14BEdty8o3AHF7YCAtQffPgucu8JMjaPEGB6cvTJ+4SMg5i1zprpBcuHhE33XcQ8i1iHjcO2qczFlHYgcG0fleKWDvB1ftkE/2FWneak8/UrM9n84bNqjmLnQ22EVNZy7KLc/TFKQxsHxP3/CLYcywJnGzl1uxzDDAVGGqzqhS+bc+dyQx7aYl1c+T7ZfkCyhOLjFCS/jC++twzTHR6HoLlYxOHfL/k4+Qub+xNzVvusTrnvSDai3wzD/+av8uzmnX2WRTsYidDjPnn03GKpDpg+jB3VgQHvWrZfchiqGJxA6IkKhytH0nDsQ3JaoSE8S0UY2Q74AVmL4AQ4xvowKvL3lsqg4d5nTEHcicYIcJYFIbGROQ7dQyR5+usOK46JQYj7HMBFfPn6yT/Emy70LkvlbEojEWIZKjt+jsX54Y8lGLN3QjZ8++LZXFqcwHRLnLhOapJi3aguWOLsK1SR2ibtsERKipNfh2XfV3OvNT7+Hp+d5hIuP4axF+NtnDwrNk49tyyLfTlG1WKjaO25USC6WIVJbw4iQj9bki0pHzsITXz8GAzo8HQSfL+3ObkVlEcMJ/12vLlWUy3/N41SVNJy7alesU5jqFKocqzb3lGUgkQriTgQ8OXc1FguHTmi10yF1PG7XkThmlxHuddayfKFnCVA4MUVx7syXnsPj3L178kQUx2algfdliMQywLlr6pKTqHmlnLsYnlXG6EGd+NnZ+7jX/37FP2FEzimKc5c57zCPPTEU8IEThirf5889t2//fUDBuVdBX8JFKnJWorWWJ5ax/8sELozgxXFR+uMzC9zfnBhnLMKhk4aHvjd/zVZc9/BcZC3yKcfFecPFO/JZu4A3n6NivBSZE4zOosB80plBy+DEUgy2J4qVAPUi2eks6CqxjCwOy1iORY/EfYvPZegOwM5GcO75IivLSzUdxN0Z0r96dJ57L9Cxzv+wlb9fexanC/alWacD3DwELtOVyjgeqrrFxFtd/fc9wiiKF/S26CIx4yfNVIK+Ygln7T8OgCqgl/qdOAMwCYqM+cxLZYRlL4oXogjnBs0h4Cpw4sEYw+TtbEuph98MisPyxZKSY9LJ3MNi+8QFDxcdVKz5FarPzluDFY6FRJS1DMf4oZ3K+2HgSr+4w+AX098JiB/EqvBHusUUiOcpmnGtZcprc1V13KM2LV6eYDm62jhxD5ZftvaSzTXlNlTJ3FX9DuidmESUYzGTCuKugs7GNWx7ks34HWqyGfKJDERrGc+MD3j87dX43t2zlXnyr8kETOVyH2qLLnADd37hUG0dkmDi8H4AgoMxbvhi2Z07KRizM9XtAFSyXA7ZByAMSURxnPgx6M1XAWBTT14wQQuWpaMGnDtf0OT6/Pm5Bfj2v2cBsAnTx256wX0WUKhqyrH/9kPcsfinCw6IVR6VIjUKcl/7Apc5/4ulILMkWuzI2Fc4cKRQZK5CNcrOXQdVv/N25Iykqj85cZ88sn/gmbwbscgfX18e63wXIAfQExEVOEzEqjJs3VNL3Aulkm/76p4CHzLHcpblG3w8RoWQiTtAvP+EJeu78bYm4A8fsXFk7rKJmErpefq+YzC4U22ulRSduYzyXE295Y//WmUClxQ6axmE3Af8HGg1CCcHJx7c01GHjd15t3xbewuuaZzWWiaGrDsKOrHMVf950/0tMxEBzl2jUBXbetyQTuzoLPxhKGfnJr8j1sVzvGIBHRNnylQE7FXhVLFCqeTEK4qnX1BBNey8sN/2tcovpj2bccsvQ2agPM4dmLV0Y8BgoNNZKEQfgmAsfvu/LnCYiKbl3HWdoZJBha1uNqfuXecyVkAs41rLcNPKmGWUCRXvED/n7g2YvmLJx71wru3QScMr5pg52nMWshlLOfDiIJetTCwDcPNS/z1+8EEY7RAnUJxY6XHhEtASC5XR9hU8sczclVuw+/ceBODFDJdl7lGxSeKALxBhk1gucTD8gIa4CydbKTNSgC/uvDz3fPEwPPrVo0LfCRJ376vcZK9QLAXKrRPLBHQKjhOTbJWTBJwTPnO/cb58AbiH1qjakZtN9wi+AxzyYsBt8ddt7cUpv3o6sBBx5qCf4Fgm72Z427mcu6K6XClcjpdqKoi7CgVpa8cbOpRzz1h+sYwli2X8x+wB0YSwyBgemLUiQMA8sUxQXgsAd72y1DeAOHcd5xDwuOjIZpCzyM37w/uMAaA3l5PrmqsW5y5M+Mkj++OWzxwIID5nGBUXKJl3oSNzR3DROWzSMF+eMvOweN02XOOY7gXDD8QuQkjZHJFRyGImlzkYbkD9rr+pKdYCz8UQXJ6897jBGDM4XHYfpoRnAgEPWI4x9cImy7K5WIYUdu4q8Zxq98nrHiYSUe3E+NzkZfKdCSC9n7FsceQ6jaIzq6QPyqTKk8w4OnMZDOrMNS/nroI8+Qg2EQhzdJIVqLYppPfcfxKTjSj6Uywx/M9fZmK5FJDI5dyFe+Lq/c073sC/Zixxr/tc4l69Jpc59/MOGG9/SzOK5HlZFbGMZC0zcXg/l1uJu4PYFHKEYFJ4BNT+vmixc9kJO7u/VXJh0fkrl7HcRaoS3HbRwe7vz//1ZQDhC4Vs0y+LCHRKxn/OWOILahan5eet3gLA3rm470W8KMuWVQQ3r1g4dWIZWZadL5ZcS5Qw6zOOfccPxk/O3Nt3j5dQ9BKV81LNkazLuXP5vAedKaSOMeH0IV9kOH63kXb5tXbu9rWKibGIsN3A9tYi7tc/MtcfcZEx7Pyd+/H7p97TvpORxDJZywpy7l5wGedfeZy0yhRS7hwxDnNvLYh7NoNcxuPc+eDsdYi9HDNEvh4hBZoqBzwOCIcv3EP1NimxUXDl2rYlz0l7jnKfieVUBR8TPYgtIhy18whUCqXDUpgYSmozldhCBy67V4nKVFAtvlELsmwFoipOsVTyi2s29bhtLbf5Colo5YvcdyJYdxVjl8uqw1/IZS3KoZOVYhk7PWeWCiXmhhCR+4xz7qrQFoDNeAH2LoCbC2vt3BUKVVE3OHJAh1KhKp/KJSO1xP22Fxf7ruMcFpuzLB9nkbXIdy0qWPndcgmQykM1EKJUEd8kiVgmqmztWQtZy3IHCSesvYUSRg3swPdO2d2X/pS9R7u/F0w7Gf3a1IGmkkA8ixbwE4dKTS054igHOVyxDLPbXwymJVqH/GvmEkyf4z8c5Gv/es1LWyXxmYqQJ3FI0UWBjILurGERnzh4h8C9KN8H+bFKX5Iv+ndFB/14ursIyIsB3xEft6vD3ZZKrrWMbBmkshSyfVnUZRbvB5zBFBw3Hx8irTn7hufsckvv8zLqOHeunO0rlFxdn45zd+3chW9wCyKLCOOHduGdlVt8u5yN2/I45JpwT+nUEvdyIJs+ZjN+6xmLVKaQ5U1iV+Yu3JNDy4rfTiqWueCwCdh73ODQNNsP7fIRIS5mKZQYcll/W3z1hJ0D367UQxUAQP56itxSuW0rI1m4VoFzlz4vTvZH56zCjU/O9z0fOaDD/V0ti6YkcW0AxeEcIUSJB6+TQYjHtMh6BcR4T7RsAdQL1edunYlrH3jbd+8/r9knFK3c1OPzO+D1HTXIbvv12/LoLRSVdu4qkRSDfpxlQ4i7akxxxqtXaacfJO5EdgA8FTpyli+tRaRQqHrPAW9cTP/qUThml5Hud0/fdwy29BZw7xvL3Xe11n1iGSNTNBFyEjGXrWcyFgWIernMZVYhlgnT7nMX97i2xVd+eA905sLTjhzY7iPYIqG3lcteWssK8nJxuLsoiEpq/h33d5WIe7HEMLgrh49rwrmKWL+tD2u29IKxYP2idhLH7+Yd0DFIE10wKdYrApyFrVWyJzMnaL84d18AdrwWjjCrqyhx4+GThuNURwEvvxf2qswgiHURm/eOl5f40nHR4ba+Ii768wzXdJArNsVwDw/OXqmUuatMI5+cuzqgB+DlF0OPyAuqagdERAEPXMDmkuW4UPyTcloOsT4u5x7oeC5z9xP3HYZ2uQtvX6GEAycOxY4j+uG2F73jOz/6u+eU3/WVMTJFE8G2jpGufcRGNIW0UbbM3VWoeh0mD8ZtwjaKRzFsc8wPPzrVM9M6UTr1h2NIV5vyPkdnLuNXIAuDuS1jBRY2mZaXS3tPFsQ7JMnc/Tul8vKXUSwxnLj7dvj0oRMi0+aLDFN/+Aj6iqWgV3FEgbjo7LGvHe1uq+/4/KH4oCC3T4oehUw2zClLluFy4seJqhgQTCfeIYpetq8+fU/XFltGmGimS3pH5GiTLOac4+Wcu7yLIFKFOw5XXnK4YkqRcw/4C6jbLpsJLir/nLE4kM5mFPX1FYl71vG/CYplvLwA0UuZ3PdtsQ7hvAO2x8yF65WB8XRIBXGvhAaIJy1lM5aPm8kKTk0WccsO+zoQHTIhPDdm7x4fQF88ZhIABGJG8zIBwI8/shfe+P6JePgrR+KX503Br86bgm+ctIsv7c7bDQi8L4JzGhw5mXOHn+jKU75czvrM/bwQDwQCCaNI3D1UTyxTQsayEiujA74JFuG5K47Vpu/Jl9C/Pet6/gLA/jsMwehByV37dWAs6OAjQuYo+TWv+wBHh7Bg2smhEVIjrV5IT8TD+k22sBKLkKS/N/faixTnxvliymFz7pKISkOQ5TWbpDkOBJWxOn8BOf4SoOfydbUdNbDDt1hxJjMglnFDF5B07Yl1ep1vn7n/OLRlLB/3HoVUEPcwN/UwjBzQjumXHeVe2/HbvbxGDepwO5j/59/iliPlEiCujBKVHHzF5zFf5Bjm4nezGQsDOnKYvN0AdOQy+PA+Y9xAVxxfPHYSfnLW3oE8AI/T8Ytl/CIasWqqapavTPbHyPeJZaqsUO3JF7FmSx+KpZIbtS8u5PrJprIytvTmlXLoSqohE+DeQik0iJz8jG/V3fFqkbKMIghBTvXcA8b7oiQSSDvvkuhiCsUS/vrCQnznrjcSjSeug/qxc+hKuyCCnDi8n61QjTioBLAVj8Fwu/b/DZPKKgAAIABJREFUMJm7boFVKdI3bAuK1kQRr4xfnjfFz7lnvCBjyzZ04x5H/1CSdhg6zh0AhvZrwwf2HIV/v7JUGftGhXQQd6GV5JNUDg+JVteWtXyii6zE3Q3pygVWcbnjy5m3u44agL3GDgLg5865fLQta6EtYyk16aojzdzyS1xRLmPho1PHK9PyLbVPzu7j4v0OXarBWO7ClpPMHQPiH+FZpeCKuH/OWBKwNBJjktx9yWG4+Mgdfc9V8YDCbPs3dRcCoX7tfBIX24UsOunNqw+a5pC5xLwrlrELURACnoVBJl6jB3X6QjBzObAKYfnL5HXphm58+9+z8JfnFyUaT7wNeDA1sV++fNxkX14n7WGLxVRimb9ffHDgu67MXTxH16Gkz1xu79zEXcDrSzbg83+ZiYVrtyp3h++t2Rq4x88yUCFj+RWqGccku1gCzvzts7j0tldsPwtuLeN8s1Tyyq5awM87cDw2dudx/6zlgWcqlE3ciWg8ET1GRG8R0Wwi+rJzfygRPUxE7zj/h0TlNXqQZ6Wwflsew/t7BPtLx07CBYdNUL7XlvWbPs5YuE46eclzYuJbUP6fp0uyBeWwiNDlmBFe9s/XMNfRXHPuIGuRjxOJkyd/LwyHTRqG/XfwNyffRlrk3wGpZO5y7uXSLLGNuSWA+B3xGcer3zsBp+0bVODpsHpzLxhjrhXFN0/a1dd2AzuyPoXg0H5tGCRZuMjNmbUIgxV6jE8dYu/CNvXoOHd1S+n6a9dRA3DpcZMBBIlhT6EY6pErc+6yTDpfZG4by/FvOFTy6owFzJHktTqxzDbFjlOFHYf3w5ZeL22SHY68wPUXdhU5aexmJftzwPbR+NMFB6Ajl4E8pTxjiSDnPnZwJ4Z05XximRUbe3D/rBXY3FNQEvetvcH2aM9aWoMEiwgdgpgp5zhTlkrMNf3MF0vugiOaQvIyq/r2kB2HYcKwLtz2QlAHoCxHrFRqFAB8lTG2G4CDAVxCRLsDuBzAdMbYZADTnetQyNzeGsG8KJuxtARRvt+bLwW2Va7M3ZWxO8TdmSxhzEaHhkBnJPtpPpE4557NWEoOEFCvyBxRMuVDdxruKvdO33es8y27AlnL8g21nCSWUSmAylUmB0wqNQpVsS8Gd7UF+uu4XUfiqW8cE8h/7srNOOBHj+Avzy/EPa/anPuBE4f4dj1XnbYHPnmIZ6dtWRTg7GWirCPSvK+29hbUBFPTTLwdBnZkcYagh7j2zL1xhhN6WhbL9OSLWscXQKFQLfll7qKieHCIRc+hOw3zXat2MeWIzZYIZy4MH9DuMxtMwrnzBW7HEf1w8t6jffMil/GXjf8WLVbO3G8cjnbMBXX9LN4VLVVyGcu3C3CPyrNIKZZR7RgsS32OAc9HnP/c4UlUqOaLJfeaf5OH0AbgWxw4iAjnHrg9XlygP6zGV8ZYqRRgjC1njL3s/N4M4C0AYwGcBuAWJ9ktAE5Pkq+s0MhlSCvKUMUnlwkIJ+qy6WNOIvYqDO+v9uDcfmiXj/BzEYl4IICOiIeJZaIm237bD/EUUDlPds/zFQe5zf0IhFaRd7niBpGIZqyguSlHp0Qo5QV10sj+GC/FtmeMYb7jFv/0vDX410zbpK4tk/EtKvK1RfDF8geCNFnHafO+2txbUC7oOqLF+/LjB++An390X196VdRQwN6Wh4llZLFyXrKWAbwx/ftPTVVaEBEIPzhtTzz2taMFs0Dyi2UQXyci7qzFUAXtWcsnRkoynu53bLY3bMtjcGfOV5acNJZVOwmx6HEWFZFA5zIW/v3KUry8aL3zzOOgVWNEt9PSmUHK81+lUC0Ijl4qzl3HWHJ9XhxUReZORBMATAHwAoDtGGPLAXsBADBS887FRDSDiGasXu0/C3HvcYPc31lLz7mriHvgKDm+ipP/HU8so67TjiP64esf2EX5bPzQLt+iwDvCPacxQ1rOPYy4R3mvDu/f5m4n+SLIF6kAcZe+I3P2QPmKQpHQyIuI2CdyG/B+5AzMuCFBK5TXlmx0Cdymbk+fkc34J57cjhYRRg7owIJpJ7uxPALn3mral5dzS09BuSjrFgXdGMpmPGWlLHNfs6UvlHOXwTljcaHku6OJw/vh+6fuoXyvLWth4vB+vjJyW3kgqCsJw03nT/XtTADg5vOnoj1r+cRISQwj7nRO5soXS4Ex1J7xi1u3KGIPifRc7h8VrRc5943defTkSzjjN88C8J9lqto9v+YcQi5jsyYmUsYh5ny8Z53otAHO3SXujsit4EkeZOshDh3DqULFxJ2I+gO4A8D/MsY2xX2PMXYjY2wqY2zqiBFeDI98qYR/fu4Q9zqMc5dX7J23GxDoHN3pQ5z4iXnsNnqg+/vLx03GQI2XYv92f8PzzhG3d7qVN1TmHiGWac9mXNEPryevT1vG8rGqbTLnngkqgMp1YvIT96D4R5VOxNn7j8NHpozFWfsHlcWn//oZfMEJsPXcfO8s0F7H3pdDHhNiGfh35fpyoigyD4DHuW/pVStUdfVoy/Dtv/9DuYz+ABMA2KaQ4erAuXzRJj2KiJI0DgB7nIuEwQ4bQdhhWBeuPXMvZT4XHTER3zhpF+w+emBgrq3flkebzLnHq5KLpRu6USqxQPRWm3P30m3pDRJRMX1Xe1b5TFxWRR2EnB9/JhtkREFnTslFtrxt5q7Y7DvYA7A9j91FhXvGOgsdoOfcAeChrxwJwFawhqEi4k5EOdiE/a+MsTud2yuJaLTzfDSAVbr3VWDMz/G1ZS0tcZdX7IuP3DEg1pEHJc+Lc7w8i08dsgPuu/RwN117yHc5fnXeFAzpyrmKPJGr5jIzOThXGAHPxZi03Lyys81vCtmWtSQCRxJ3oxA3lNn74g4ja/mtcsK2yPzR5O3647pz9nUJFo8rEoYxgmhALoP8Xd5vOg/Va87wEzMuZ9/WV1Rz7hqO32MQpPSWFdq2GxXHBn54nzHujkMEVyKKcyLJjou3U8Yi3wLR5TAoT3z9GJxzgNrzd3j/dnzh6Ek+f4rDJg3Dibtvhw/ssR3asxnfLiQsrML+OwwJWDMdNu1RbO0rulEgvTL7Pc37tavlzxz9A8Q9WJ6wsolH8IXFFPqrdIi4Lt6VzF3PWbHZFsuInHuh5O30ncHSVyi5/aXb+QM2EzvzO8fjqlP31KYBKrOWIQA3A3iLMfZz4dE9AM53fp8P4O5yvwEAw/q36zl3BVcuH0DBaalLBDN+oijawYsDxo64GN48H95nDF753olu+Yol5oYC5Z0zIsE2Skf4Lz3Wdooa3r/dnezcBJQPxkXrtvlkegGZeyboxFSuvYwq5IFrvy/1yfXn7Iubz5/quycvADd/+oBA2FYRnbkMRg70E3eZCMv6BvuefX3wjkN99/cYMwh/udCbqGJe76zyZMocut2W2w5SfbIC5561CLuOGuCTlW7ozmPXUQN8xy0O6copPZK7XeIumNYlEG6L/hwicR/YER1eQdy58nAMs5dtwo2fmooBHbmAua8qdPM5jinvqEEd+NsLi5TfkfU2Oem4zC8ft3PgHbEFROs6QB2sLSw+kavYtCylExMAfP/DuwfogShzv/Dwifj+h3fHhYdPDBBmO8CfPz59oSSIZSRmib8ThjC66OYV+jQchwH4JIA3iOhV5963AEwD8E8iuhDAIgBnJ8mUy/bO3n8clm7oRr+2jFb+pHLjljlUPuk5V8w7KOcSIzVRastaWhm4TgmbLzJ3cPDJqOI6dNBxDZeduAsuO9GW/1/mBAA71TErFJ2oRFPAXMby1SlrUYCWh3GAH506Dv+csUT5zCeWEQZjX6EUWHBFJWeYGChM1KBSXLVl/O0qvs45JO4q/9Oz9sGqzb0+7nDtVi+EqthOKqKnW+T5e3LRxRPAGIAH/vdILFizFbc7yuGN3Xn0a8sEjoRULe69DjeX8zmOxSfu7kJnUUDBHQXR1JS7vYsx79tzllI5vOuoAa7ZpWvKmbGU4hXAMR0W5nhbxvKZN3a1ZbDX2EF4Y6kn+xYX88Fdbbj+nH3xv/+wyRDnqMX+vue1ZfjleVOU3y9EWMsAQFs2E3gm7ga+K0VgFdHZlrHPXRDaqq/giWV8O+EYnHtcVGIt8zRjjBhjezPG9nX+7mOMrWWMHccYm+z8j2W3s71jNfGzs+zDFX569j7420UHg0gvc5+xcH3gnm67zuVaLnEXOHb7v/8bbVlLu3rq5laxVArYICfpJB3XIGJY/3Z8/9Q93MkgKnWIyLUll8VZWSmQWFg9fnneFPzkrH3UDyFxGtJgLNcrNWyTJNuvAyqZu/ddPuk6HV+E8UO7Av4BR0729DyjhF3Bzz8arLdWLMNl+9KiJcY04mUZLojnNmzLoz2bCYgixEXmKkdR2pMvok3qu6UbwuN4q2XuXnllM0kZR0wejiMmD/cdEff5o3YKpFM56l10xETcd+kR7vX2w+x5ve/2+ginlkU+O/eOXCbg9RzcqfnzOH3KWFx9mtdmqjSqWDylEnNjvYsKVfl73DFRhRs/ub+uagBs09jOnP84TJtzh/Ndv4EC0GDiXm08ctlRmHP1SUoOTm7UD+1l23rLijEgyNW4ClTB2QfwRCCenbjEuWf0yhUdB5ovMo/YOcS3PWtheP92TB7ZH7/+2H7K9+SyJgHfIYiWEIDt1CMSQNUuhO9ajt9tOyyYdrJ7P2pLKD7nk9JdLGPI3FUxUeTFVYToNs8xsFMtZwU8Tixs2zqkn+DZ7PNqDopGwqxiAEWYA8E3g3O2/duzrrf1xu4+tOf8cchluTP3Z+jJl9CeywROvBLxyGVH4pOK2Oxi2Xm/vPWDkyJPmLr1woNw64V++fJOI/u75eRoz1kBM0XL8oc1OGzScNx36RHa8gG2rFmUm48c2O4P+Gch4BSoGmY8FhMXf8jiP5Wuoztf9HHufJ7IQdXs0Cbq8bTjiP7K+xzbD+tCZy7jI+554YzlIV2eKSj3hq1G6I7KT2uoEsImIicmnbkMvnjsJHxkylh8/QO7YmhE1ERAJOb2D360GI9LLceeEcujK5OOfhVKJXeR4ES3LWthxneOjywn4BHg0xN4cl516p7oenAOjnWUkjwOOWN+Ijykqy2wJPHvyYQyimsQdxh8x8Xjjodp+fn3VQc8hC0KKlNEMfY64J/IRdf6Id4EERc+lWexjmPjVi8yZ9+Rs9CezWC7ge14d7Unw//80Tvh6XlrkC8yVw7LMaAj64tXLi44/PsZi1BShL2dNHIA9hk/GLc+vxCAn8HhZePEUhcJMgqcsImiCJWYJ+hQBOw+ZmAgnYj12/p8C3h7NhPwnXhm3lrfOyrRlKzgPvfA7fHG0o04aOIw/Pzht7F2a1/AQ3nV5l7Jzl3NubcrxDLudyNMmLtyGXS2ZbBxjbe45IveUYRtWQuDO3NYu7XPV+9rztgL+20f6eCvRWqIexg4senXnsUlTsRFESMHtPuOofrh6Xt6J5lYnDO3O+uonUfg8bdX47OHT/TloZa560ww1eVctqHHtdHmZVZ5mulARHjluyf4tqhR2H5Yl29HcMhOw3DLcwux19hBPrn0yAHtgQnBFy9ZztwRwblbFmHEgHas3tzrEnr3dPawcA5CjGoZYWIZkWAM79+OsYM7AouxytU8LveTUxBSEXxSy2R15MB2vL1ys9sGfBxykdmNn5zqcwCSrcBE7nRQZ85n1y+W3B/kTq0YFAmMWAdOjOVQvUmhaheVuExu8jgORmu29AUsXvwHwCgsvRT58jLycd6/PYtfnGvL2T+mOQvgmJ89bn/PInS1ZdwQ3vI3O9syoeFIVNh73CC8vmSj67G+cK3n3Xvujc/jB44YKZexXIbnqyd6vjXnHRh9fkEYmoK47zF2IHYa0Q/f+tBuyuePfe1on82peHyYa7XgDP5PHzoBJ+4xyvXW48Q4cN6oJAMVoRLLrNvah0eFY9v4yj+sf/TuQoQoLigHJ+05Gs9cfizGDu70uYoP7dcW2EJzYiLb6+pilgA2AQO8xVDmZl5ZtF67BefETRXjPIwInCIo9nS7INkMFIh/ALhfhxB8x43d74yVnUb0wyOXHYVv3P6673v3XnoE1gmHc+wz3i9n9nk157I+AjawI4es5Z0nKrZHvuhXEF50hJ8xAfzESOSCOdGo9EhFFXeq8gORd2BxFtj1W/vcxYf3mTgGxYVpeP82rNnSp+QhdGKyOBjcaQcZ3Hf8EDw4eyW6HGLObdU7c9HWczL+cfEhrjGAapfz2mJbQdy/PYv1jqK6WmGygRTJ3MMwsCOH6V89Gsftpj7Uol97VhkQChAdWsj9L7phM6aWz7ZnLQzsyOH43bbDdef4lWyq9n9irt+cn3OPunLVErx+44bYIhMi9TaWb+PvfHmp7z4nQk9/8xjXYYIjJ+kq5Ml7bIjN+of2Gu37L0LOh1tqtGUtfOX4ydo8OcRJcdWpe+Czh0/EEZP1EUUB4Dcf3w+/+fh+kadjrREI9kvfPh73fPFwEJEXstVpkxED2rHLKH0MfnGC92/3K1QHdebcMXjMLiN8MfJ5sCleRxWhEImvuEPgZSxXHMPBy3r0Lp4iWsW5B2LYCNc6a5V9xg8GEeFX503BI04I74GSgpXDO1s0mI+n4A7HtDP2CowNburJmTIiYO6PPug+78x5YplJI/0ydp2lV2dbBkMdZk3VZ3e8vCQQquCBmBEf46ApOPdKoIvOyMF0nLuzbb7p/KlYtblH8aYfnTl/U/JQwLpzLuuFV757ghv+Vabvowd1YPnGHt+EBTzXZ7443PH5Q/Du6q34xu2vuwORE0SZmzlxd/2pRZNG9vcpbkXIxH30YFucsdOI/rFM/8TXRw7swHdCTNM4+CKzSNguqyDu4ESnNJcxiMnRiUSqqz0bIO483PV2AzuUBMo1K1QQCk68ZWevIyYPx7xVW1zdSLkgIjz9zWN8DjpqsYyeuMtlGNyVw92XHIYxDjPyYWGHJu4KRMIYdjpZTjMmZZx74PY4ZteROOjH0wP58j6S69GRsw0jrj59TzcEMUcc6Z9OLDa0X5tvfOu84stBU3DulcC1n9UcW8NlfXxAfPWEnTFqYIfPDEzeaqq2TnLndfcF3cYbgSH92lzloyxOuvuSw/CJg7fHrySOSlaK7r/DUNcZy+XcQxTR5UDOh0/ouErRSrazYUpgQO8AU5Ki+kVhqCBy69+e9dVtUGfOndhbegu++vy/s+2dY14QEQTLYv+XLTeu+OBuePgrR7oEtBKMG9LlW6BUxF2mq/4Q0P5n/dqy2GFYPyUxFvVAHTkLpzhHO05wTslatC64ILv+DTF8S+T5umaLrTPSWYrxen/y4B0CXudxxt7wAWpnxrFSv8je05Wg5Yk7JzY6osOVl5wL+9Jxk/HcFccGYpaLUPUl73xuT82djA7eMdymuJ6Qyz1yYAd+ePperljhvkuPwLQz9lIeK2dJMnb+TpSlQFzIE3zXUbaFRRTh5ahEVBklOuMiAvkgmZBT7pToyGXc+EVdbRnfdn5wV84dZ3npQA5OTGRlva8szvgdKuls2rIWJkcc11guROLOvUSDpsjeb5m5CLPX5xZcliNSvP6cfTHrqg+4zJiKV+O6Bh4OOwxdkg6CKzv5Tl+e82FMWpyhJ1p3iTtlOSzCmCoe6djyYhne8NtJ7uscnCsX2zgY99z/jmql5opGvr07aucRWhFEWrH7mIFaszVudsoVc65CtdwANRJEF/IF0052TQh1J1HJKDc2PRC92/jw3mOQL7LAYSN7jBmIu19dhmEJQkyMHdyJt5ZvQj+Jcx/c1YY9ndO9zj1ge9+Ykwn2qEHB7x0xeQQuPXYSLjgsqGytFQZ3tWHi8H647ISd8ZMH5wAI7sDEfpG7aPxQPSHji/sBztGT2YyF/hnLZS76tQdJ17D+7Xj5uye45sBhkMvJ5y/f6ctlDfPujTP2thvo9dmlx03G42/bkXBly7FyjxxVoeWJ+/47DMHHD9oeFx6uHvRcHh22/Zc5JVVfThjeD788b4obx6TVsNvoAfjckTvi4wfZljDH7TYSbyzdqJxk5WCEZLe+04j+mHP1SVXx1IuDsIXYskgZR/szh03EXmMH45AIj08R653zOEf0b3e5Qa6XmTi8n1sOMSAX9/J0rxXy84xFboiKeiFjER772tEAgFufW4jF67oDopdMCHH/1gfV1m8AMGZwJ+665DCMl8JCn7nfOCxauw1fPDZoEg0EF8K44EHN2rN+zv0TB2+Pu19dFjoO49BjHhspaxH2HOM5X3JrnC8dOwmvLNpQVtl1aHni3q89ix99RC/H4rK9MEVGRy6D5684Dtc9PBf/mLFYuw0TY3GkEZWILrIZC1cIpqhfOHoSDpwwFPs5buXnTB2Pt1du1r0eCS76mCAQsnoR9nKRzViJCDsA7DV2EGYuXI99xg9GezaDGz+5PyY6cmQR4u5Q5hr7t1dP6VYtcPGmvKsV9RH82YD2LO778hGBg1pk7Ds+GLKgI5fxjcNq4KpT93BtykVrGQD44el74bun7B5q0hlH5j5qYAdO3ns0Ljh0gm+nyL/31RoszC1P3KPw9Q/sgh2GdeEEjZklx6hBHd5hD1W0Ra0nyo3frkJb1sKhwuHl156lj+oYB0SEf3/hUNdCp1VxxYd2xYWHT3Q5zBP3UFsXiT3Fud//OWon3PDEu6HH6zUKfAcXkFULC5P4KIqw1wP/7+x90JHL4OS9PdNcbokkyvR1gQs54hD3jEU+Z8O7LjkMp//6GXzqkAnJCp0A73vi3q89G1tOyTu8imIxAwFTKnC1bha0ZzOxCJulEGd886Rd8KVjJ6VyR8MPsJHnhj8OfbomzpkKURsPIjdqkFpHp0QZ1dp3/GCfgrgWeN8T9yTgFgnV5IDriZTNLYMQiH0lOuBVS8dRbXDrkz7J21kk7s0w/EYN6sAfP30ApoREsZRRLrNXS8IOvA9MIasJzrk3K5Fs0mK/L1GJ9U8jwGXS3Cfg/EN2CES6bJY6HbPryESe5WnbkXAY4p4APKhQOrvSwKBx4P4O3LTv+6fugXmC+z7QvExRFAxxbwF4Mvd0dmYUmoVzMmg+fMQ5cetkJ6QDEQXGm+rg6lZAWqdVOgV4KYXr6JTSzoxCkxbboAkwaeSASKe9Vh1/aSXuhnNPAC6WaV7OvdElMHg/o1nnTRTSWi9D3JOAK1QbWwoDg6aEd8xiawlm3nfEnYhOIqK3iWgeEV1eq+/UE65UJp19GQkjczdoJFp1+KXV76UmxJ2IMgB+DeCDAHYHcB4RRQfYTjl4SNFWHaQGBrVEWjncSpFWpqlWnPuBAOYxxuYzxvoA/B3AaTX6Vt3Q7NYyBgaNBJ821Yx8aKBHrYj7WACLheslzj0XRHQxEc0gohmrV6+uUTGqC37ILg9D2ozYaUQ/fOHonRpdjKrhjCljcdik9MTMryb2GT+4peo2uLMNw/u342t1jl5ZK3zh6J2w04hg0Le0gGqh3CCiswF8gDH2Wef6kwAOZIx9SZV+6tSpbMaMGVUvh4GBgUErg4hmMsamqp7VinNfAkA8ZWEcgGU1+paBgYGBgYRaEfeXAEwmoolE1AbgXAD31OhbBgYGBgYSauKhyhgrENEXATwIIAPgD4yx2bX4loGBgYFBEDULP8AYuw/AfbXK38DAwMBAD+OhamBgYNCCMMTdwMDAoAVhiLuBgYFBC6Imdu6JC0G0GsDCRpcDwHAAaxpdiCqi1eoThlara6vVJwlare61rM8OjLERqgepIO5pARHN0DkENCNarT5haLW6tlp9kqDV6t6o+hixjIGBgUELwhB3AwMDgxaEIe5+3NjoAlQZrVafMLRaXVutPknQanVvSH2MzN3AwMCgBWE4dwMDA4MWhCHuBgYGBi0IQ9wNDAwMWhCGuDcxiOhYIkrvUTAGoSCiM4hoSKPLYVA50tiX7wvi7hzpdzURdTa6LNUAEX2ciGYCOAZAvtHlqTWI6CIi+g0RtcT5gET0CSJ6HsDhAHoaXZ56wvRl/VCzkL+NBtlHkmcBfBbAN2E3/EMAnmpkuSoBEWUB/C+AbwP4IGPs+QYXqWZw+s8CcBaAbwBYDuAgIlrKGEvVJIoLp06fBnATgEMZYy80tkT1genLxqAlOXciamM28gBeBrAbgN8BuICImvbEYcZYAcA7AP4CYCERtRHRmUQ0psFFqyqIqMPpvyLs/jsIwG8BHAm7L5sSzLY7fgnAbQB6icgiovOJqGnrFAXTl41DyxF3IroSwN+I6NNENJQx9gJjrBv2gBoH4Hgiapp6E9G3iOgg4dZzsIOs3Q97snwEwC1E9G0nfdPUTQUi+g6AB4joS0S0B2PsHcbYOgC3AyAAR6RNthkGIrqKiE4Wbs2DfULZfwG8BuAQAH8gomuc9E3dfyJMXza4LxljLfMH4CsAHgZwHIBbAfwCwGjh+XkA7gawY6PLGqMuowHcAWADgHekZ4cA+DGAcc71ngDWAxjW6HJXWOfPAHgcNnf3AwB3AZggPD8RwC0AjpPeo0aXXVGXobA9E9fDnvg54dk4AN8BsJNzPQm2qGJMo8tt+rJ1+rKVuIQMgCkArmKMTQdwNYBtsGXUAADG2G0ANgE4iogOIKKPN6Sw8bARwL8YY4MBbCCiy4RnL8Gu5xIAYIzNAvAA7NCiTQlHhjkewG+YLb/8CYBZsBcxAABj7CEACwDsRUQnE9Elzv00ullvBXAXY2wIgKUAxP5bBuBaxti7AMAYmwfgWQA71L2UNYDpy3T0ZVMSd2fw+K6ZLdNbCeBC5/Y8AHcC2JWI9heS/xnAb5xnHXUobiTk+gAAY2wbgHudy68A+DYRtTnXJcZYr/Nujoh+BWAg0hETvywIk/pTzvUW2DuvnYjoaCHpAwC+BeD3ANqQUjj986RzeSWAi4hotPOsxGx9EIiok4iuh80dvtmQwlYZpi/T0ZdNSdwBDAZc6xFxMP0OwDgi2p8xVoJj8bddAAAKo0lEQVTNGbwEYF8n/STYHP1fAOzCGLu5zuXWwVcfDsbYZmfhehrAEwBucO6XnPSnwZbBFwGczZrE8oCIdhHlkcLiNg3AjkR0pHO9FsBfYW/hQUQjYHOB/wEwiTF2Xf1KrYdcHw7G2Ban/16C3X9XS+8dDWC6c3kyY2xjzQtbZTi+FqOE62bvS199OJqyLxstF0oo+xoE25zxBem+5fxvg232+A/h2S8BXMg82dmoRtcjRn0IXlC3rPN/OwDrYIte9gCwPWx534RG1yNBfU8A8AKAn/J6CfXl9fyi2B4ALgHwVed3O1KkV4ioDx+TvF4jAMwBMBm2zmRv2LutsY2uR5l1PxTAbNg74Ukt0Jdh9WnKvmx4ARJ2QDuAf8CWgZ3t3BOVGyMAjAHwCBwlB2xt9vmNLnsF9ekQrm8CUIK9G9m90eWPWUcCkIOtVHsHwBnS84zwe7Tz/1HYnN/hTv99vdH1KLc+ALqE6184/fcqgAMaXZcK2iAD4I8APibdt5qpL5PWp9n6smnEMo7CdDCA5wGcA+BXAMAYyzty51/DI37/C6ATNuF8hjF2S2NKrUeM+vwfbFnkjo4N7ScBHA/g/7d3rrFyVWUYfl4uBaTFmhiMhRAqISKCgEWUmyI3US6tARElgEBM0Kjxh42gtCKpQgLiD1EQQ2g0QVAKEbHhJiKlgkIptZLITUi4mCiBhgoUkL7++NYp48lp5+wzZ86e+VhPMkln9po969nr9Nt7r8u3v2n7Q7Zb79MbDw5eJ9rlOtvXA0g6WNKWgMv7HwBLJO1MLDx7EvgecJfti1qo+pg09LkWeL+CY4DjgLNt7+24vR9WtiNOckvLWotTSpfnNABJlzAEbdnBeHyGri0HNp+7pK8BexJ9ylfZtiJ9wG9tHy7pVuBuYhHBy8RI/Ndtv9Cxj61cBh7bplcfSfsCj9le045BMzp877N9RenHvLBsnkP8h3+BmLq6FFgInDeq/abZfm1KK74RevWRtCvwLw9CX2xDOtzvtX2lYiHgDcACYubIq8RJbU15fwHwnSFoywn5DE1btn3rMNaLWNZ7L3AUMXhxDvAeYHtgUSlzBjGQuGLUdzef6vr22WeLqa5vH3zPJe5S5hGDarsRV0pziUA4q+O7w9B+TXyGrv3G4b4NcWJ7DDixlJtBDJruNYRtOV6foWrLQc0tcxgxd/RmSc8Rt0AnAj8GPiVpPyIw3kHMWx8ZpR+ZEjlo9OLz35bq3AujfecCZ9m+UNJttl8CkLSauNqlvB+W9mviM4zt18lo93nAl4k7k9OB6bBhZtfVxMD/MLVlE5+hasuB6nPvmE62EjgGwPb9xKKA2cSgzK3AXxx9XUcAh0ia7WB9G/XeGNl8urEJ3+XAbEkHjgTCwqnEVdPzpexA9RFm82nCJtzvBnYnBhjnA0dJOlaRauBAyvzuQXPP5jMeWg3uZVBxw9zYjmC2HNisY47sQ8TKsBnAQtvnduxmJ9tPTFGVN0k2n2408P0bsZJvVil/vKRVRNfUlzwg8/Oz+TShofvTwBzbPyfWXhxETM09xmXVdNtk85kIrXTLSNqf6GN+WNIVtke6Irbwm5kPHwI+K2m57acUmQ9fsf1aaTg7Voe9tNEfmiKy+XRjAr5PlwHIV8ouHiG6Ne5po/6jyebThAm6b0/M8cb2HZLuHJS7zGw+vTDlV+7ljHkp0b88CzhH0pGwIaUtwFoi7/o04GLFFLOZxAAHtt8YlIOfzacbPfi+A3iulFs9KIEwm08TenT/98h+BuVvN5tPr7TRLbMvMff8l8AiYsDic5JGBi4WAVcTibMWEgd+WXk/cPPVyefTjWy+2XyakM09m09P9L1bRtJHgOdtP1I+ehjYS9Is289K+g+xpH6upDuJfsuzXbKsSToD2Nb22n7XdTxk8+lGNt9sPk3I5p7NZ7Lp25W7pJmSfkcs6jhR0vSy6VFiut9iSUuI1KArge1sP2L787YfVxndLv3QrR/8bD7dyOabzacJ2dyz+fSLvq1QlbQDcDxxsN8LLLO9tGybRkwzepftayR9EviK7aPL9s0Grd8rm083svlm82lCNvdsPv1iUoO7pFOJnOIrbb8oaWvi7mA+sYLvCtvPjvG9c4E1ti+dtMpMAtl8upHNN5tPE7K5Z/OZCnrullHwbkl/AE4DTgYuk/RO2+scD524nRi8OHTUdw+StAI4mHgOYetk8+lGNt9sPk3I5p7NZ6rpKbhL2txx6T8DeMb2YcRS3ueJZw4CYHs5kVhpN0lvl7Rt2fQPYIHtT9h+spe6TAbZfLqRzTebTxOyuWfzaYMJdcsonhh0PpEHeSmRMvME26eV7SJW8J1k+4/ls+nE9KQDiOcLzvGArP7K5tONbL7ZfJqQzT2bT5s0vnKX9DFgBXEr9BjxuKnXgY8rEmCN5GE4Hziv46tHE2feVcCeg3Lws/l0I5tvNp8mZHPP5tM2E5nnvh642PYvACTtA8wmFgVcBsxRTDW6gWiUnctt0TrgcNt3jb3b1sjm041svtl8mpDNPZtPq0ykz30F8CuVxDxEIp6dbC8GNpf01TLVaEfgjZH+Ltu/GdCDn82nG9l8s/k0IZt7Np9WaRzcbb9s+1W/mav5CN7My3A68D5JNxFPFHoANvSTDSTZfLqRzTebTxOyuWfzaZsJpx8oZ1cT+RtuLB+vBb4F7AE8YfsZGI5cyNl8upHNN5tPE7K5Z/Npi16mQq4nngL/HPCBckZdAKy3fffIwR8isvl0I5tvNp8mZHPP5tMKPa1QVSTu+VN5XWX7ysmqWBtk8+lGNt9sPk3I5p7Npw16De47AqcAl9h+ddJq1RLZfLqRzTebTxOyuWfzaYO+JQ6rVCqVSnsM1AOyK5VKpTI51OBeqVQqCanBvVKpVBJSg3ulUqkkpAb3SqVSSUgN7pW0SDpP0jc2sX2epN3HsZ//KyfpfEmHT1Y9K5V+UIN75a3MPKBrcB9dzvZC27f3rVaVyiRQg3slFZK+LelhSbcTD09G0hcl3SdplaQlkt4m6QDgOOAiSQ9K2qW8bpa0QtIySbttpNxiSSeUfT8p6fuS7pF0v6QPSrpF0uOSzuqo1/xSh79K+m4Lh6byFmPCicMqlUFD0hzgJGAf4m/7ASKN7PW2f1bKLALOtP0jSTcCN9m+rmz7PXCW7UclfRj4ie1Dxyg3+qefsr2/pB8Ci4EDga2Bh4DLJR0J7ArsRzzM+UZJH61paiv9pAb3SiYOBm5wPDiZEpQB9ihBfSYwHbhl9BcVj2o7APh1R/Deapy/O/I7q4HpttcCayWtkzQTOLK8VpZy04lgX4N7pW/U4F7Jxlj5NBYD82yvkvQF4JAxymwGrLG99wR+cyT3yfqOf4+834K4Wr/A9k8nsO9KZULUPvdKJu4CPi1pG0kzgGPL5zOAf0raEji5o/zasg3bLwJPSPoMxEMgJO01utwEuQU4o9wdIGkHSdv3sL9KpSs1uFfSYPsB4FrgQWAJsKxsWgD8GbgN+HvHV64B5ktaKWkXIvCfKWkV0V8+dyPlmtbrVuBq4B5Jq4Hr6O1kUal0pWaFrFQqlYTUK/dKpVJJSA3ulUqlkpAa3CuVSiUhNbhXKpVKQmpwr1QqlYTU4F6pVCoJqcG9UqlUEvI/yAOXj5uOO7MAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -244,34 +229,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To plot a specific column, use the selection method of the [subset data tutorial](./3_subset_data.ipynb) in combination with the `plot` method. Hence, the `plot` method works on Series (a single column of the DataFrame) as well." + "To plot a specific column, use the selection method of the [subset data tutorial](./3_subset_data.ipynb) in combination with the `plot` method. Hence, the `plot` method works on both `Series` and `DataFrame`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "> I want to compare the $N02$ values measured in London and Paris" + "> I want to visually compare the $N02$ values measured in London and Paris." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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wzSjYa4WBNfnrZpg2J0bjgGBXV2TpXIwWcpv5tB713EmulNIWQvxr4E+klJ8XQvx0NV8qpXxaCPE3eGmuNvBTPPfRI8A3hBD35V774mo+v9Wp5g7Z3ll5DsJy2vt6C+BKmU5rbTuxWTGCYjdWs/n1i6/btmgQKeHEpQVAEtK1Zedi1GvNNdux+zQX9dwRlhDif8PT8N+Te01f7RdLKf8Q+MOyl88Dr13tZ24Vqg3L6Y1Wr1moRiMEcHmMYC1WTNq0yVhXCvVWEnaNEGjNmA6bv26BsE4yazPYGUYI+OAb97C/L7qktflq5zw347H7NBf1PGW/Cvw68F+klMNCiD3AXzVmWT7V3CGVXl9OcG5mkHYlK6ZYQCUNm0XDoj2kVxV2jRBozdCbqhIdYY2kYXNidAFFCFwp2dsbLWwQ61EImD92XRENq3VpNnyrqX5qPktSypfxCuDyPw8Dn2rEonw8qmX1FL++kuCsZpVsxANSrg0HNaVgxQClwjlkkzAsPnLbfvpjwSXra5Qwb+Z0WIkERO4nkft5/TbLRMZmZtFgdD6D7Ug0VbCzK9wUx94IfKtpdax4JwghHpZS3iWEeIEKKalSyhsbsjKfFalVcG5WkLaaNtwR1qoK53BA3dC4RbOmwyYyNu0hndsP95G1XIK6wkwyW5LRtNbNUlPh5PgiyayFqig4rsuiYa97rUsz0KwWYytQy9n5WO7vdzdyIT71U4/gbFQ305XM92racL3CuVHCfCMtreJzBcsH/PPHa9ou0ZDWkIymRcNGSokivEx4RShIKVk0bHqjazzYJqOZLcZmZ8WzI6UcF0KowBellD+3AWvyqZF6BOdmBHyracMrNQ6sRCOF+UZYWuXxF4ksib+Uuz2qHW89GU0rXnMpCGgqPdFgwdJbNGyQYul7W5xmtRhbgZrOkJTSEUKkhRAxKWW80YvyqY1aBedmBXyracPVGgeuJJwbKcwbOTei+FwFwjonRhcAwe2H+zDt6sHiase7Xte8Pxbk0ECU4Zk0igBXwqGBKP2xYEPOw2aymbG5VqeeM2QALwghjgKp/ItSyo9W/xWfRrOS4NzMgG8jHsxmrm2oRnk7E0V4mnrW8jbP5dwelTav9brmkYDGx+44yJeeGCZtOhRPJNyKtEIBZTNSz1l6JPfHp8lYTgve7IDvcg9mubZ71807GYiFa3qAmzlTpXzzKm9n4kovThPUlVW7PWq55oGwTtKwCepK1Wt+eLCDe9973VUjOBtpMW5V6kmB/WojF+KzPiwnoDYr4FvpwSzXdkdmU/zON5/nxl2xQkVxNaG/kZkq9VorSze+HQzEItx18w4ePn65pJ3JTDK7autqpdqYRcPixGi84Eba0xupes19wemzHDXfGUKIA8B/BV4FhPKvSyn3NmBdPqugmna9nDCvVQhWet9azPdiC8dyXM5MJVEEdEWCCFhW6G9Upkq91kr55nVpLs3vfPMEN+6MEQpoJZZS/jhWo73Xsi6BgEJmmcz97ONTP/XcnV/Ga6PxGeBn8Sqw/TtvGTbKZ542bSbjWb785DAdIX2Jdl1NmNcqBJd732q10GILR0owbZeArnrdZdXq7pHy381bRwAZ0yFtrt9o03qtlfKN7/TUIooQ3sYn4OHjoyW/v5p11rKuRMYmGtK4/XA/WdslqF3JKvMtBp96qWcyXVhK+V1ASCkvSinvxZsk51OBjWp9nf+e+4+e4tiFeTKWN9Ah3046X90cCXiT5YotiFraTK/0vtW2IM+7q9KWw3w6iysl+3rbyNou8Yy5YlrnXTfvLLT6HlvIsGhYfOEHZ9ftXBcEfll77mqT99KmTcb0zn0qa5O1XUzLIaApBHVlxd9fz3WVZJUFNUzb9dM9fVZNXdlNQggFOCOE+E3gMtDXmGW1NhvlMy/+ns6wztmpJM8Mz/KGfb0IwbKCoVaXzXLvW+vAm2IL58fnZvj8Y2cw7XkCmsK//1eHlrjExhfSfPPZyyX+/lgkwBe+f86zoHJWxXqc62qxHE2FibhR4jIaX8jwzWdHsR2XRcMiadiEAgquhAN9UfTc5wBkLLuwoa7GyqwlxuSne/qsJ/XcNf8Obxb1R4H/C8+K+EAjFtXq1JNdsh7fkxfge3siPH5ulsdemSKoKXz8bQcrfl89nVeXE5brsRHm3/voyxNoioIW8Izb7zw/xm2H+gobUX6mwo27OgszFR4+fplfu9ULiRVr1utxrisJ2lv39fDA0TOFzUAgCAUUTlyKc8OOGEM9bXSEdK8H1Vv3EU9bPHx8lPG4Z+m4Ltz/6GlM20FTFKIhre7NtdYNwE/39Fkv6sluegYgZ018VEq52LBVtTj1Zpes5XvyAjygKZyfTTPYEeT1+3oRwONnZ7ntUF/VtNNaOq9WE0q2w7oFjyfjWU5NJOmM6OiqguW4nJpIcmEmxV89PUJEVwlrKooQnJ5cZKAjVPg+hGxYJW2xoNVUeODomaKCuDgged2eHhQBZ6aSDHaGr/Sg0jX2DEU5ONDOZDzLp/7xZS7OpUHCRMKgMxLgnTcMViymWymWVesG4Gct+awH9WQ3HcELXrfnfo4DH5JSHm/Q2lqajcguKRbgEwkD03Z5w74euiIBAMbjmRKhvcQNtkLn1TzV2pOvm3AWXj8nmWsfmf87aTglgeCApmBajufvz/nZ+zvqn7FRD3lBOxG/MhUwadgoAvJ5GwFdxbRcspa7xP8fCWggDM5MpYgGNRxXIoRgIW2Rytp0RgIlm2utyQT+BuCzUdRzl30J+A0p5eMAQohb8TYNvwtsGRuZXZIX4JPxLF/4wVnCutfCs5LQrrfzajHlQmk9/d79HSEOD7RzfiZJ1vZ6CB0eaGdvX6RkIzrQF+WFy3Hm09lCLUUkoHF4sIN77jzA2ILB9s4QvdHQyl9aJyUFcboXbwBJW1DjYH87Jy4teOsKaEvPgxRkLYdExkIiyZgOai5lpPg6+Z1KfZqReu68xfwGASCl/JEQwnc5VaA8u2QlLXutqbKRgMaebRofetOeZYX2ehfWrZffOxLQ+OgdB5a0hyifxBcOanz6F28qqTWYiBslgeNGVV+Xb4p7eiO4rmRkLk0koPLpX7yRgVik4nloD6soisCRElUR6KrAlTCfNomG9MJ1KrZWwO9U6tMcCCmXjIio/EYhPoMXuP46nh/ll4B54H8CSCmfbdAal+XIkSPy2LFjm/HVy/LKeIKHnlpbDcJqWGnDqXVdm8FM0qhoDVQ6pvx5Myy7JHCcytqkLadu7bveosLxhQxff2akZFPLn8fyz5qIG/zht1/k0nway5HoqmAwFuZjP3egZBRp2rS575GTniWR28RXcyw+PrUghDgupTyy4vvq2CS+t8x/SynlptRMNOsmASsLns0SCo0q8lvN5xYL3VqtgeLzJoHHT08R0FTecnAbuqowHs9wz52HGIjV5nZaTWX1fY+cRFcEmqJguy6WK/nku66tmBY81BPhvkdOIgDH9awJCRWvczNv4luBVmkKuRHUuknUk930syt84Qf8/k6lrBRc3KxBKNXWVf4A1fNArcYiWs4aqLUth+W4ywaOKx1X+TEvFweo9Lv5sZ9jCwaulChCsL0ztOzUOC999jS2K9EUUTU92U9dXZnVCvpmbgrZzKznHfgxwN8k6qCZBqGUP0C37u/hR2dna9bs6w24Fv9OWFeXpJHOpbKcnUqWuGPylJ+35QLHtQxGqqdYcKgnkltbikhApT2kk8ranJ9OkbEqf9ZkwuBH52Z50/7eguVRKT05j5+5VJ3VCno/KWD11NOWYyX8Pk51UtyaYjyeIW05m1IZW956Q1cEDzx6mkDOd16tZUeeeltYlP9OUFM8a8D2rIGR2RQnRuN85clh7nvkJM+NzJe0/ig/byHdCxz/7tuvLfSqqnRclY6jeMMBKhYL5n/3s989zb3feYk/+/45TNvrEzWXMr2WItuihANqxc9CCmzHpTMSIBrS6IwE1qVFx1pYbTuVzaTWVjKVWM096uOxntKotuBGDiFEJ/Dfgetzv/sh4BTw18Bu4AJwl5Ryfh3X2HQ0g3uhXJv2tF2Jqng6xHJusHqqt/PvzxenVbIGphczvDy+WKisrtZCvJbztpbBSOXFggFN4dREktfv7WGoO8hLl+PMJLN0tQWRElRFFGo2vvTEMBMJoxDQ7o8F0VSFeMZEVRQcd3N7KbWq22Ut7tlmstpbjfU8Q/VaEp8F/klK+QtCiABe5tTvA9+VUn5KCPEfgP8A/N46rrEp2Wz3QvkDZLsumiJwXBeoXHMB9VdvlwunN+/v4fGzsyQMq2ANKIrCV54cZldXpGIL8S89MVxS/LfceVtJMOQ3rKGeyIrFgvMpE4DOiA6A5bhkLBeZMlEF9Hd4/18pDyQS0GqOSTSaVna7rEXQ55WB8g18OXeoHxfyWM+jf6LWNwohOoC3AB8EkFKagCmE+Hngrbm3fRX4Pltok2iWG698HZW06Y+/7SCPn51lPJ6pKPTrrd6uJJwePzvLPXcewHYoEc4hXavYQjyetjh2YZ77zVN0hPUVNeDlCv5W0qbLfxfg8EA7pu1iOS4Jw6Y9oNIfC6MqgvF4ttBGpCOkMxgLFwTwPXceqCsm0UgqaeNz6erxn2ZirQWcNSZytqyl1SjqacsRBP5XPFdQ4feklP859/dv1vG9e4Fp4MtCiJuA43iB734p5Xju88aFEFumy+xab7xiwQ7VO4iutBFVW0cl981th/pKvjPf/TQS0Oqu3q72ftuhJFW1WBAYpo0rJQf72wE4PjKHIiCkKSsOJspTraVILdp0+e+OzKZ56KmLzKeyWI6L0BSmk1mk9NZU3Eak+BjHFrwiuW3RcOGzy1umbBTl2vilubQX/3liuBD0X+m+3ExlZ7Xu2fw1L9/Ay695K1tajaKeo/42EMcT6Nl1+N7XAL8lpXxaCPFZPNdSTQgh7gbuBhgaGlrjUhrPWm+8creORJa4dfIP9UobUaV1LOe+yf9c6XOHeiJLTH+4MvgHSjeyelwFxYJgIp7m4eOXGZlLM5cyyZgOR09OogjB4YH2mgRt+XGt1redX9eFmRQvjMZJ5Y7TlS6KojLYGax4jNs7Q03jDy/ehOfSWU6MeqnHu7rbrtwPb91Hf0eoLiVjo4+hXoG9Hq3x/U1iZXZKKd++Tt87CoxKKZ/O/fw3eJvEpBBiMGdFDAJTlX5ZSvkg8CB4xXTrtKaGsZYbr1iwe91HFwDB7Yf7SjqIwsqtu8vXkTGdFd03y21wxaZ/fvP6wg/OFtpo51thV5rzvJKrIC8IBmIhDg508Mp4gh+cmiKgKoQCKobp8NJYAstxVjz/q537XU0gdrcFuW57rKSCeldXBF1VK7pDytuLbPZ8h/xmd3YqyVeeGGZXdxsAGdP27odHT1e8H9ai7Gy2q7XWa+4HuJdSz5E/KYS4QUr5wlq/VEo5IYS4JIQ4JKU8BdwBvJz78wHgU7m/v73W72oG1nLjFQv2ZNZGEV5+QNZyiYaubDawcuvu8tbix0fm0FRBd1sARSx136RNm7NTSQzTZluFzy00F0wYhcE/AU0ptNG+/XA/E3Gj6pznWoVFJOCtOxrUsKUka7soqqBNU5hPW+zqrv67q5n7nT/2agKxI6zR0x5ksDNUyFYyHUlH2NvUKrlDmiGLrZhIQGN/X5RQQCu6HxYIaIKh7kjFFuarVXaaxfqoZaNea9xjK1LPkd8KfFAIMYznbhJ47ThW2wX2t4D/kctsOo83M1sBHhZCfBgYAX5xlZ/dVFS68e66eWfJaNFqlHQf1RRc6bUfD+rKks2mnollEwmDpOEQ1AXHLsyhKIIdsfCSltWG5Q37kZJCNXR5K+ywfiX3PN9G23YkF2dTnJtOLjvnuVa2d3ozJAKqQlBXyVoOpuOyvbN6643lBP1KQnu5wVEDsSuprmnTXJIpU80dstlZbOWU3w/5VvO6WnnO+GqUnWby8de6UTfbhr7Z1HP071jPL5ZSPgdU6htyx3p+T7NQfOONL6R5+HhtfYrKN5i9vVEkkplkdomWU8tGdMWvnuQ3v/ZTwrpWeODPTSfR1NIH27MgBCcuLSAESyqay2c7B3WFhZTFdNJgPG5gWA4DsTBBvbLgqdUN0RsN8fG3HXrBt9kAACAASURBVOT+R0+TtpxCGulybcFX0nyXE9orDY6qNVNmI1iLK6eeVvO1aNnla2k2H3+tG3WzbeibSc1nQUp5MZeJ9ObcS49LKZ9vzLK2Jvmb7nOPXa5LsyrXbKBydlOtG1EkoNHdFmJ/X5SxBYNFw0IRgr3b2rCdpcJ1V1cEkHzwjXtK0iRPjiX4i8fPETdspJQspE2khPlMlnBAQ1cVsrZbyAYq76tUrxviHTds55Y93TXPjVirf7na4KhaM2U2gvVw5UQCtbWah+rZYtWaNFZKcLjaffytRj0psB8Dfg3429xLfyWEeFBK+fmGrGyLUo9mVameIc9yAV9YfiPKV0l3RgIMxsIlnUyrua5CulahrfVLvDSWAMB2JWFN4UB/O6qisKsznGu853BxLs3L4wl2dIYLbpnVuiF6o7UPFarHzVdJA642OArWb3TrSqylOWG9rGYsai1NGn0ff2tTz5X6MPA6KWUKQAjxR8CPAX+TqIO1ZtbUQqWNaGrR4Onzs4R0hb8/MVGxSjovQDvCK1enXphJc+JygpCmoKkK88ksC7bLQEeQl8cFYwmDfduiGLaDUASRgFpxjZV8/uspQGqxrpZL8S0fHKWpsJi54l5rpHa8luaEqz2H9bhZVmrSWJ7g4Pv4W5N6rpYAivMNHfymfnVTq1/3L5++SEAVhHUdx3WX1DMsR/lG9OLlBZ65MM+zI/MkMjavGepkX187kYBK2nT4yG37WUhnSwTorft6lv2OZNaCXM8iKSUIAVKiKApv3NdTqNZeNGxet7uLVw3GlmQILRoWz11aKHh09m1ra4gbYjnr6p47D9SU4ps/J//tn06RNh2ytkPSsAtpvrVox9WsgkrDlmqxEtbiTqu1OHM56mnZ7vv4W5d6rtqXgaeFEH+X+/l9wBfXf0lbn+U0q3za6eRChvGEgeVIL8XSdkmbTt3tKKYWDZ65MM+2aICOcIB4epEnz80yFs8Q0FT624NML2b5m2cv0RHSaYsGiWdMHjh6mjft763qc9+7rY3OiE4y68UzXOkS0lW62gJ0RgLcea3K2141wD+8OM6e3ihQqul6m4TNZMIorLuvPVhyHtZL8yyk8lpLU3nz1dCVtPHi66Sp8AffepHhmXQhkD3UHV628KyYalbBIyfG+ExZT6d33LC9pvYZq03XLF5LeU1LPRZrPS3bN5rNrsvYStQTuH5ACPF9vFRYAfyqlPKnjVrYRrIZN1SxZpXXJFOGzd+/ME4yY/LU8ByqArqqsmiYBDSVwVgIKetrR/H0+Vmeu7RAb3so13dIIqVEV72CtGcuzKOIc5ybTvGGfT20BTXUXBdYbZkusL3REL//zsP88T+fxnJcwrrKNT0R4hlPWN39ln0M9UT44dmZEk3Xdl1G5lJoCowtGOzuacttMpKxBYPJhIFhuiUCNV+Mt5rrU/CZm3aufsMrfKu1Gjp/nYanU5yaSNIZ0dFVBctxOTuVAinqKogstgo+cttePnP0NKGiyYT3P3qaW/Z019w+o15XztLizCs1LaZdn8Wa36SK3ZLLzfreKJqhLmMrseJVFEJ0SCkTQohuvPbdF4r+r1tKOde45TWejZ4xXU5ek7Rcl/mUxZGhTnZ2tyGlJGvn23V72TVZ26UrEqjZ7xwJaNywM0YgJ2x0VUFTwJWCrO0wmzLpDHsZOpfmMxy/OMfth/u9VtaKwF6hC2x5tlE+4Ft87MWa7thChgszKZ69uIArJYZplwhdV0ouzWX4/06MFayaS3PpkmK89944SCSo1ZTdVJ7KKyWcuLQASEK6xl0378B24K6bd/Lw8dHltXHh5bzajkRKF8eVJa8vR7XYwdmpJLYrS2YcJLM2YwsGN+7sXLZ9RrGiUI8rp6Q4M1fTAoKs7WLUUIFfTnkqcEjXah4b2wiaqS5jq1DLWfsa8G68nk3Ft0Q+P3BvA9a1Iaz3DVXvhjOTNAqaZLuqE09b/HQ0Tm97kICmIpAMxEJMxg3snFCqJLCX25iK6wsWDcuLGezuZCAW5tiFWQKqCgJu3Bnj2IV5RubSdIT1ZbvAFn9febZRtZTJfF1GZyRAW9CLR8wmTRIZi4CmkDZtbEfy5SeGuTCb4pbd3ViOyysTiUIx3vD0Inf/5XG62nR0RSm4Zqqdg3LhPNTThhDwwTfuwXFkSQxmJWulvyPE9liIF8fihdeu3x6jv2PljaravI39fVE0RZS+rohCgWC19hlrCVCXFGfqCt5tJVGE10AxoClVK64rHVuzpALnaba6jK3AimdNSvnu3N97Gr+cjWU9b6hKweaVHpixBaOgSTquRNcUspaLK725BfNpEyklHWEdx5UkDavu8ZxQqvGnsxbfOTGBYdkYlovtwrELc7gS9vW18fG3HSz42Iu7wFb7vlrabEQCGrbr+fHzWnN7SCcW0bmmN4KuKrw4GkdTFcbjGaYXszxyYozeaJC5lEl/RwhHuvw0V9jWHfECpXnXzHTCrJidVEk4hwKeFfLA0TMlysHDxy+vKNw6wjq90QCOBFV4Py/HybEEX35ymLTpYNrOknkbu7rbCht4MrdBlBcIRgKl7TPWmk1VHsfY0xtBIBiPG5i25A17u6pWXJfTjALZ7720/tRTJ/FdKeUdK73WSqznDZXI2MwsZhmLZ3BduaTNRSW2d4bQFMGiYRHUVNqDGlnLxLQdrh30ZhcIIQopqeWabj2WULHGf+OuLibjWT5lnOTiXCr3DomuKCVB2HI3Rvn3VZsat9yxFp/riK5y73uuYzxu8Lt/c4KuSCCXLZUmbbrMJLOYjiSV9RoIOq4koCk4UhLSVZK52dLfem6s5Bx89runaQ95Ajxp2MwmDYTwruvdb963ZOpcLbUqGcvGdiUBTS009XNcWfX6pk2bzz12emmgu8zf/44btrNvW5QXL8e5fkeMgwNLGywmMnZtLrEaqVScme+/Fc59Zi3PQjMK5HqD+X6Ae2VqiUmE8KbG9QohuriS9toBbG/g2hrOarNDyvFmHRucnVokEtBoD+klbS6q0RsN8Uu37OTzj53DkRJVCH79LXv4X24eYnwhzdefuUTadNAUpaKvdy2FeeGATSyic3vf0mKxWjTHSlPjlrOcit1exVrzrm6vylsRAiG8IUOm47nWNEVBVSRxw2EsnsF2JOAwtpDBcSXRoEY0qFcdM7qtPciLyQWeOj9PJKASDqjceW2S2w71oane8TquRFXEirUqtuNycjxBLKzT3bby9Z2MZysHuil1yVXKbspbcOUVzO+9cYBIUK8pHlPpmhdTrgDs6Y3WVHFd/hnNWChXazDfD3DXRi1X8/8A/h3ehnCcK5tEAvh/GrSuDWOthT75Gy2RsTzNH29QTnGbi2qkTZvh2QzvuWkQxwVVgdF4Fk2Fbz57eUVf71oK86oVi9WqOZZPjdNVpeqEs7ywuu1QX8W2Gv2xIIcGogzPpMnaDrYj0RQI6iqm7ZC1bLK2SyQgMGyJ7XgB9Wu6I/R1BNBUhYW0iaZ4c6TBc9elTZunzs+SNl0sxyGeEdz7nZd45GPd7O4O86ffu7I5f/T2fctaTVMJA9eVuFIuaWNSkVxAOx/YLQR4iwLd+ZhUQFVoD3lNC//vf3iFoy9PgqCkgnlkNsUnv/VSwWorjqHA0jqH1QjA1TwLhwc7uOfOAzW3StkoVgrm+wHu2qklJvFZ4LNCiN/aqi04VlvoU3yjdYZ1zk4t4rpw5JpuhICM5RSG8FT6/LxmPhgrnVhWKXe/kgBeSZNLmzaT8SxffnK4kC1UT7uE5cacFk+N01WlaopmsV8+X7l9487OJef/Y3cc5EtPDDO1mGV8PoOT6wVlOhJVwOyiielAT5vOLbt76GoLMJvMMrZgcMvuTj7/3XNYjouqCHZ2hTFtz12VMl1UAQHVC9LOpiyeOjvLw8dG2dkZLnSU/cYzo7zvNTsLQq7cSutqCxDUVa7fHqM9pC9pY1JOf0eIwwPtnJ9JkrW9FN8DfW0gReF+GFswSGVt4lIWNpGUYeNK6GkLFiqYe9uDJVbbfMosZHxlLGdJncNQT2TVArCWZ6H4vrg4k25JbbwZ4ynNSj11Ep8XQlwPvAoIFb3+UCMW1gqU32g3X9PNj8/NMpc2cV1ZGMJT6eEp75663CSz5UZMVtP+ii2cl8cShRqI5dolpE2bE6MLbO8MVQwGl+flT8TTfO0nlzg9meDURJKbdpamaN5z5wE+/9gZXplIFPz4ScPm03fdtCRTaqgnwr3vvY4LM2l+beIZUqYXg7BcB0VALKKzaFjMp71505OJDC9eXuTzj53h5FjCG2uqawgkSEgYFnMpE4EXZJbgVYYDMykT25X0RL24RUBTmEhkeGE0zuv2Vh5MZNouhwaiIGAxW9vQpI/ecSDXTtzBsl0UhcL9cNfNO3ClIGk6BBRBKKCSNm0sKWkLqli5827aLosZu2C1KQJOTy2iCEE0pPPy+CLldQ6/cPPOqjNA1ioAiy0U8GI+fR3BmpM1ymlUTGClz23GeEqzUk/g+g+Bt+JtEv+A1zr8R8BVu0mU32hhXeXI7i4++MbdfOXJC4R1tdA8r/jhKa94jadNdE0taNrFk8xWypGH5QPMnoWTLNRAVGuXUOwbV4RgMBZkf187Yc3TmovHWubJa7+m47lhArlNIN+H6fxUmqfOz7KQtgq9VBfSFpMJgz290Youke62AEM9EV4ei2M5LkgI6Cq248UgxuIGT5yfIZG2iYV1hqdTTCYMwgGN3bmZFWNxg99/17WA5IXRBeKGjW15Qq0rpPHGfT381VMXC9dtNpllPmXxd8+OcvTkVKEW4703DvKdE+MFS+tjdxxkqCdStVK+0qChe997XclQpvym/zvfPMGBvihhXfGyzLI2AkFHUOOp83MENYWM5W0uadMqWG2uBNNyCGgqSCrWOSwaFmcmk1VngFRb70pUcsGdGF0oZHnVkqxRTKNiArV8brPGU5qRes7ILwA3AT+VUv6qEKIf+O+NWVZrUOlG+9Cb9tAZCbCQNnl5wSjEJ7Z3hgodRIsfNNuRPDsyx56eNgLqlVZYa8mRL26el7XdJTUQ5Q9Dcb1GW1Ajnjb56Uic2aSJogiylkM21xYkbyGFdZUTo3Fu3NXJof52zk0t8s8vTzKQc53t6g5zaX6RuZzmLwAXmEtbjC9k6O8IVa1CHp5JkTavOPtTpsPIXArDcuiNBnndNd08dmqarO3Q3RYAPI12ZC6FKgThgEpY1+iPBbluR4znLs0XYj7X7oixszvCx992kD/+51PMp71ajVuu6WLPtnZeuDRfUovxmz+7j9fv21bSFruc5YRSJHBlKFNA82Inr0x4nXPbAhqd4QBuyOXVQ11oQvDEuVnyt0FQUzjYF+W37zxMPJPl4eOXmU9ncSUc6IsSDWkV6xz29EYJB7SqM0BWI5wrTSmMhjTihk00qBGLBEhlbc5MJZlLmStuPvXGBGrd1Fb63OLP8RsP1kY9ZyUjpXSFELYQogNv/nTLFtKtF5VutJmkwfnplFckl8t0Oj+dwnIczk4ZhQfNclyeH51nLmURUA3GE1nuP3qK33/ntYVU1NXkyHeEvQlxJ0YXCi0v9hfVQABMxI3CeovrNQAiQQ3TcbEcl65QkPG4t9ltiwb48flZQPDa3d0oQvDKuNcJVhWez99xJZbj8PJYgsl4tmRd+erL6cVs1S6wwzMp4mkLVVEQAmzXRQDtYd0TeLrXKkQRpdW+Eu+78f6b9rBKIuO5rFSh4AovQJ1PW93dE+XVQ51MJbJcmksz2BkmbdpLajH+9HvnuPXgtiUWYD3+/+Lr4bgwtpBGVRReHIvjuK5nBVguuiq4drCd/X3tJRln4YDKnm3dHBzoyLn5Mjx8fJSZZLZqnUO1GSCrCdhWm1KYNGw6ghpKLo3btF2ylsOfff/sihXb9cQE6tnUlvvcavETf3NYnnrOzjEhRCfwF3hZTkngJw1Z1SazVj+p7cC+bVEuxzO5KmfBtmiQB46eRggKD1p7WGd60URXBB1hnaRh8eOzs/zHv32Bgc4Qd795X03zmCshCw4eAIGqCPo7QlycSfOF759hNm3RE9H5jZ89sKReI5W1CGoKqiKYTXobRG9bkIzlFmZsI8CVktF57xjjGZtt0QC37O7ix+dmWCy0fMivp/BrRAKq13K7wuQ3pEBVBSFNwXYkjuPiAjdsj3FmapGZpMkLl+OeT1wIDMtBVQSWK0lnHRQFhroj2A5YjsOJUe+9iiIwLJfnL8U5P73It54bozsSZKAjzEwyy/GRBa7f3oHjSoK6d+wB7UqbjEhAWyJcC/7/Co0D88IubXpNDC3XBQRCSCxHInAJaCqKInCk5K4jO9jTG+ULPzhP2rRRFaVgtRQnP0QCXir0wYH2FescymeAQP0B2+WmFGqqwk27OtnWHkQCT52boT2s11SxXWtMoN5NrdrnaioNsVyuBuoJXP9G7p9/LoT4J6BDSnmiMcvaPGrVWlaaxtXTHqS3PYDjgpQuxy8ucGiwnVg4QP5B27MtgpSwLdf99PJChpTp8MLlOC+NJ5hKZHnw/UfqNosTGZv2kM7th/vIWi5B3dNIJxMGn/jb53l5fJF8d++RuTRfu/sN/NKRnXw+lxKqCNjRGcR2PYHmuhJHurSHNFwpcV2wHJdk1iJjuUhpkbVd7994GUSq4gWSFTw3U56AJvj7E+McPTnFYsbGdV28/Bxv8tuebRF0hYKbypWgK14x3qnJRRQBuqrQ2x7EciQ7OsNcmE3RHvRqSWzX5cJsGstxPAvI9TYIgbdBGZbD5x47y1Qiyy27u4gGdW7a2ckzF+aJZ7zvjIV01FzhnyJAU7y6h2LhmjFtjl2Y93owTSYpbxzYEdYKmV2zKZNzU0leM9SJ7UgShslc0mJ4JglAOKDy8LHLdIR19vSE+etnRrFdieNKhrrDFZMfVlPnUNwiJJ8ybLvuspbpSlMKR2bT3ndmLGwX3rC7s2LF9nKZcsspP/VuatU+t54CSr9+opRVVVxLKS+Uv9ZqVOqnX6u2Ucs0rlv39/DAo14gGCkZ7AznNogrD9ov3zKEwjAX51LMpgySWQdd9bJWbMfTei/MJHnV9s660nTz2pRpu0RDV7Sp8YUML44vogvQNAXbcXlxfJHnRuYZnsvw7hsHcV1wpcu/vDzJoungJQtJFjMWs8ksvdEgF2ZSPH56mpmkxfZYkJ5oiKRhMZ4wOD+dxLQdHAmpbKpgQQQUkELQGdaJBDRcV3JhNk00qOJITyt1XK8GIahrKIaDyPmnNEXh3HQKIeBt1w3QHtQJ6goT8Qy37u/lpbE4yayD6Xhtr9tDGsPTaebSWRRVIawpKIpCPG2iKoJdXWEm4hn++aWJQgxlf18bn3jHq3j+0hx/+r1zTCa8NOTdvW185cmLgGf5dIR0AprC8ZEFAppgb2+UsKaWNA58/+uvAShUXAPMJLM8+tIEA51h5pIWAU1wTU8bowtpsrbLYMzr0vvXz4zyur3dqIrCU+dmmE1Z3LQrWFMvpeWUiWLBl2+0qKlKoYCv2mdW0syLLZTCjOxlKrarCd1alJ/VZCFVG7HaCMvlauCqrLiu1k/fclxSWZtrB2NAZW0jfxPpisBVVUAumcY1Gc/yo7Oz3HqgF1VRMCybp8/PEc+YxMKBwoN2/Y4Yv32nVx9waS7NpTmDaFBDSokQAokkmV2mGq8K1bSpCzMpLyNGzfn1FQVsl4uzaWzHpTcaJGu5JAyTRNahPeRlZ0kpMWyXd1zfz9GT0+zoDDGTNFlIZ0mbLn2K587yEFiOZ40oqoLMVU/rqiBrS+ZSFs+OzKMImEtnaQtG6G67EvQ8M5kEJJ2RQK6pocSwHGzbQeCNSc1vfKGAdw5NRxLWvQl5+Wv6B99+AQm4jiTl2Kiq185jMBamMxJAU67EUFTF24j6Y0Het20Xtx7cxvnpFN94ZoTuSLAgVJKGTcKwcr2YXG7Z3eUJ+M4wjnR5z43buWFnjN5oqKS1uCK885M2XSzbiz0oQvG0einoadNxc5uh7XobDXgbJ0DW8jb7WtJYKykTS9uDLxAJarx+bw+KgMfPznLbob66NPPi90YCWlVLBpZXvFZSflabhVT+uY2yXK4GVltxLYFF4E8bt7TGsFw//bRp88JovCBIKmkbXo8mg9H5DFnbZTZl0hGUhWlcANPJXHA6l5EUDWrs3dZGPOMJmOIbNJ8meWEmyfu/+DQJw0aYXlC2M+z93mqo1J8nbXodV/M+eteVBDWFm6/p4odnpgvxgaRh47oyV8fhHZMiwJGCS7MpTk4sYrsSw5ZYjsn0osp82qI3GmRXV5gXRj2BrCuCLN7NkrEkLqDmMqOylgPScwMVBz2/9fwYsymLSEAlEtCYSxpIBAcHO+iPWUs09o5wgN3dEV6ZXERKJ3d3et8RiwRwXclEIks07PXPONgfxXW9NiA7u8LcsrubtqBW0pKkNxrCdjyhXdzGOxrS+Mhb94EUfOofT/J8LjEgbTo4ufkbR09O8f7XX0MwF2CXkkJVd1tA5WeGOjk9mcS0XV69q9M754qXyZTvAmtYjteq3XFRFIWg7v0fQMayqxZnVqOkPXjWRhHCc9spCtGQxng8s6wQrNXdWel9E/HqQ51qPYb1ykJqlOWy1amn4vo/AX+Smy3xB8Br8GZctxTL9dOPhQPs2xYlblhkLKeitqGpcHJ8kWTWRs0J2tmUyfRiBivnR/7yE8OcmlgsyVPvbQ9xz50HsB2W3KCRgMbu3iiHB2OcGF0ohJwPDlTOvKg1qJbXpootp4N9bZyeTIGQBHSVj92+j53dXoZMfo6opgoQYNgSVUhcCUFN0BXReX40Xuh3BIKs47mIHCk51N9OQFNQVQUzayNVWXA3qbngtCthPm0SCWh0RXQOD7SjqQrPXZqnLajREwnQHQkwnzZxHImLYFt7EMP0NPZ8q++8u2MmaZC2HPZua0NVFFKGzeiCN3UvYzoYtkNYV3jDnh6klLw0voiiCGxXcv3OWFVloJqwyGeHefOYBK70/PudEZ2BWLjgFrrnzgOFimvwNoquSIDtnREUReHEJW+mxr6+NgSCmWQWTVX4pVt28vWfXMK0vfjOUFeAkTmvXYmuKHzh++fWNEEuqClX4kqu68UmahCCtbo7y9+3XkK3HnfrWj7Hr59YSl11ElLK/yyEuBW4E7gf+ALwuoasrEFU66ef1+R62oMlwhxK00UXDRuZC+6CF0SNhlR+4cgQf/XUBUbmMl56JvDMhbmSPPXl+tokMjbbO8NcO9jBomHTHtKIZ5ZqXPUG1fKWE1KiIHjV9hhDPRHeecN2rtvewa7uNibiBtGQxu2HvWZ/GdMuNNETQqACHSGNiXgGhEBRZCHlVJDvsWTzxLkZtneGsGyvtUR+aBGAle9hBCAlruvS1xHkxOU4liOZTZp0RXSeu7SQy+7BC5RnvDqG5y7NgxDs6Y2UZOzkM8kuzadzVckCTYHh2UUEXoZQWFfpj4VIZ71WIq70YhCG6VSclwHVhQXA2akkYV3lzQd6mUx4wXFNVUrcQrYDH73jAA8+fo5ExmZHZ5hALqU1pJdOcMtf//yIVE1R0AIKWdsLwmuawqW5DD+zq3NVcxvKj6W3LcjFuTQ/PD29JCax3lk99QjdZsko8usnSqnn6PPO8XcBfy6l/LYQ4t61fLkQQgWOAZellO8WQuwBvgF0A88C/1ZKaa7lO8opv2n39EZwXcnIXJriimeoLJCDmkpAU+mJBgs1CIuGDUjOTqUKXT9Dusp82uSXXzvE9TtiFTM8islvXlJ6fX+qVcnWG1RLZGyGpxZ5ZTJZiHUc7o/y6l1dDMRCzCQNRnIxiXyzv8WMha6p7O0MI3LdWb3eSxqqEAQDXoVt1jKRAqIBjZRhk7FdTNvrQ+RlFOVL6K74KPO40quXeNP+XrK2w6MvTTCdzBINqqSyDhJIKDamA7rM33oy95ml503NuWbAs+w0VWHRcBB42rgiIJm1OX5hnpCucKjfa8OeMKxlZ1SXC4uLM2nu/c5LhdRdIUATgtmUSU80UHAL5a/bfMrMdfD1qul/5bVDhdkb+WuTvycjAW1JHOPMVIK06RKYSzOfsjgxulAS+1qNy2YynuULPzjL/v4oqqLguG4hJrEefZiqVZ6vJHSbLaNovSyXrUA9Z+GyEOL/BX4O+CMhRJBC6dKq+RhwEi8IDvBHwGeklN8QQvw58GE8a2VdKb5pxxcyfP2ZkZIK3+Ua491z54FCx9J8fv+hgSi9US9zqbjrp8i5SqoVYhU/BLVoXKsJqlmOw0vji2iKyGn8Li+NL2I5TkkrDseVXNMdYXtXGATctCPGTCqLgmcxHB5o52eu6eKmXTFeuBz3OqICKl7mjmE7BFWFQwNRxhYyKEIS0lQyuXYYxXUSCIEQgoxp89ORBUzHxXS8k5Z3s+SFu0CiqirX74jR1xEqiR0U1yAoioIiIJ2FdNahO6KB8KrFE4bDd09OkrG8YPNc0qQ9J6jD+lJhkJ85nu9qmv+ukmylRW/WhaZ4W1cibTERzxSsRvACtmFdpT3otTb52k9G+Mhb91VMmz482FHSOdZ0XTKmiwK0B72Cw+mkSdKwCWjKql024YC3MeUz7cBrKjmZMNac1bNS5Xm1z2lU9bXP+lDPGb4LeDvwaSnlghBiEPj3q/1iIcROPKvkvwD3CCEEcDvwK7m3fBW4lwZsEnClp//nHhstacn9ue+eIRrSSJtOxcZ4tkOhY2lxZ9OhnsiSrp+HB9rp7wiVZETleyFVeghW0rhq8e+Wp/aenUoSUBWSWZuU6fUHag9rDM+kS1pxpLJ2oefR7t42RmbTS46xNxrik+96FQ8+fo6ZxSzPXJhHU4SXJZXT8MO6iqoIspYkYSxtYSGBjlyKb9xwMJ0UCC+rRwiKIiNe4FhRXLKWS0BTSvpOFTcwPDeV4sjuLtqDOrNJg0vzadKmgxAC0/a6R4k9awAAIABJREFUwP7Mri6euzTHj87MEMo1yjvY18bIXApNpWA9Vprv8I4bthfmQ7SHNAzTwcplbUVDOgqQdVze9+qdHNnTVQjYzix6m42b2/wypsOiYXNmcrEkbfpLTwzzkdv20x7WCveQN0tbEglqhHSVbe0hLs9nmF406IoGV+0nr3YPIcWaAsxrSR2tRfnJb9yprMXfn5hoGovjaqCeYro08LdFP48D42v47j8Bfhdoz/3cAyxIKfOSZRTYUekXhRB3A3cDDA0NrXoB5TdnQFN4ZWKR1+3pZqg7UrUx3kAsxL3vvW5JncXdb9nL134yUiJYKwmM4l5O5Q9QNY2rlgll5eMyVcUrUosbFiFNQddUpCsxLJfxeBrLdekJXnkwk1lv+lo+6+p3335oyZyAw4Md3Pe+Gzg7leSz/3KGy/NeULU9pGI6kqlFk6ztVUkX+5d0L9sWgLmU55dHSlJZkDlPplfg5202Eq8ZIHjps3NpE4Tgrpt3llh5+RbtJ0bj3H64r5BV5EqJyAXKVQUCGqRNtxBPMm2XZy8luOfh5whpKh9/20Fu2dPtzXfQFNo1lazt8Mf/fJprerwMM9N2GJ23sHNV4PnrogjPCea5lbTcECqTs1MpQrnU3LGFDABdEb3QAnywM0wm15TvfvMUHWGd99w0yPdOTbNoeONlNZVc5bXktXu6+NU37WVvX6QkvlWPZl3NYu2PBZdVQFb6jrWkjq6k/OQ3btNxWUhbvHZ3F9ft6GxoDUO1470arZhNOUohxLuBKSnlcSHEW/MvV3irrPAaUsoHgQcBjhw5UvE9tVB+c+aFUldbAF1VuHmokx+fn6vYGK9S5pCmKvzKa3ctGTOqqVTs5bTc1Lpils6V3lFxlOnnHjvNuakUjpRML2bpbtN5y8E+wqogkXUgV3PRHhAcPTnFfMpCVxR6cpqfpnibV/47y+dAFLsO9vdFCWiCrO1g2LJQMe26bi4ZoJSQ7rmebFeykLGQaRNbehddFPVhCmpKYZ25xDMUAXe/eR8Cydd+MlKoYH7T/l7aglqhRfvIXBpdFeztCXNx3sDJfagAjo/Ec9aFd1MZtuu1IA8FEALuf/Q0/+k915K2HOIZqxCYz1oO9x89TSzs1dG40s1lNlH47HwcZLAzWGLhJLMWM0lvOzEsh752TxAHdBXTcr04Sa4pX76VxeNnZ/ndtx/CdmAinikoHabtpdk++Pi5whjWavM6VjtcqJq7s5Z4wVqymJZztRY3n2wP6SQyNsdHFtizLdqwGoZqx9tscZONYrO2wjcB7xVCvBNvNkUHnmXRKYTQctbETmCsUQu4opnv4Gs/ucREwiCgCg4NRDFtF11VCAc0juzuqhjcrBa3ePj45SUdJzOWvaSX075t0YpTzco1lUpmfPF35JmMZ3lhNE7G9IK+hmUzm5Qspk2SplvyHUlTsrMzjDvUybGRBSzXLXQ8tR3PtP/8Y2c4O7WYE/2S/5bM8uu37WPvtjYiAY3JhDeudXg2U/jcjqCCYQWohKYqONlcQZzjxUAgP+fhyvsst/h3QMnpDiOzaf7xxTEuzqUhl3b6xNkZ3nnDIGFd5YYdHbzj+gEGO8N8/OE4u3siuC5cXkhj2JJE2vIquwXoikB6YydQFa9rbDJrk7Vckoa3WWqqQiJr4rXbCGPaEl1ViIUDZCzHcznlNgdNFVzb34HtyivXKuDFfxQBO7sijM6nSeZSUA/2t3Pi0gJTi15TvluuiRXap+RdmgOxUKFH02Q8y+//3QleHk8Uzs1UIsuf/PKrl1ynz5XN66hGJYu1WqVyLW6ktaaOVtu4iptPOq5E17w6Ei/LkHWvYah2vPfceaBi767ymeVbkU05MinlJ4BPAOQsid+RUv4bIcQ38VqSfwP4APDtRnx/ecW164KeCwa+91X9PH52tqT1957eaMXfX26gT3GmCHjC6KadsULLaomoacxoZyRwpVtqTshUmlKXsbwme3n3Rtr03BXzGZPSLSLnykmZ3LCri2hI41+/ZichTeXvnrvMv7wyjeO6HL8whyNzmU1Zm3MzaU6OJVAVwTU9EYKaypmpdMnnJrIuJ8cXK57zrjadRMbyKrFz2nylWvJ8byEA6YIlvQD5n//wLJdm0+zqaSMW0ZF4cyOGZ5IsGjbnp5McvzifGz6kMp00sRzPyokEFPo6grhxg4zletPchOcCc1yv5YimCHZ0hdndE+GVicVCqmxvVEMVCp0Rz3ywHC8+EtAUesI6r9/TQ1BXkIgSv37SsOmK6MynLVKmTU9bkJRp8fJ4gv72IJ/+xRuJRQL81384yfOXEyVNDovvi0hAI2MlefFygpCuFGIzz1+K89OL85wYXShLulgozOtYDeWbRz1upLWmjlbauPLNJ/MWSkdQI2u5nptPEetew1DteMunRWZMh58MzzGbepmetkBNFlyr0mzb3+8B3xBC3Af8FPjien9BpYpr23F49a5udFXh8bOzVYveyn+/2kCfSj2gLs+nC8KnUr+cShrMl54Y5oNvvIaFtFlo+52v7kVSMqUurOvEwt5cZ8d1CGoqtiuZzzWtU/AKwPJxAdv1WpBEwwFu2BnjD771IuemUkgkWdtlJmXRHfEa3Rm250JKmc7/z957B9mV3fedn3Pzy53R3cgYYAaTh5rAMEwmFSnLlr0W1yWXZMmWqXJY7dqytFpb5XK5ZEmWJa4t2UubWluUZMkyqXWSSImkOAzDGZKTSE4CMMgYdE4v33zO/nHuu/1e4zW6gYkk8KuaAqbx7ut7373v/H7n9/sG/CihEcS8Zf+gBWkvHMsgTAeXf0vAD33Hfn71M6fyKj1Nh8uNmD3BJja5FQCnl9qkCi6strhr76gm3pUc/vJb9vJP/+cL+LHMobBz9YCjkyUMYXB6pU03kpqcJxVFx+Q9t06wWPd5bqHFhbU2pmHwU++7hamqRzdKOTJRQhiC+XqXKFEYhr4/QghsU5//aMklzTyvFeKKvr5OHGQzEEEnSmj4CRdWOyzUA77rjoBbp6tYhsHmqP5KiC9AO0xRaPhyj7uiUGz4EeudGKmk/pnS8yY/unYpl+3iWttIrzZ0dKLs5d4f9W6EYxn8s794B287MvmazAW2u95+t0jHMnjs7Cr1bsTcepe5DZ9//bmX+LUP3vdtuaN4w69IKfUF4AvZ388BD72Wv6/fx2C9rYlaq+2Q5dYipiE4Pl3Jt/tXOz63LB0yt+gpTva8EgwDFhohDxwcpVKwB7DpvYdq6/v2VEZbQcKJhVauqroduxeh2D9a4IWFBjJzLLtnb5W/8c4j/N3//AxRolm2oJejhh9TdGP+xsOHafkpz77cIEwkZB4OSkGcqsx1Th8Xxlq4z4+0hMawSKTCNTUTuxeHJoo8emYVy9S6Tsk2cwtAn8OQ6L0+SHQ7zLMtbp+p4FqbxjemsbnERqnCNrW4oplxNlxby4+DohmmvO+2STzbpGCbnFvzafmauX15wydJFeMljzDWarI9r4eD46Wc7LjUDPiBezf1mmCzr7/eCUkljBRdlFKstUI8x2SmViCIU37tM3og3k9i7PlHbK3Sj0yWKNrasKg3vxkpWOwbKeWS8L0UMygR/8rjzcBA7nl/5GZB07Vtv5+vNLa73n63yLm6z1onYm/No1Z0iFPJqcU2S42Qw5Nv+JL6qse33xXtENWClZOhklSy2Awwhd5WRnHKC/NN4m2q3N7xA5alQ+YW3SgZ8EoIE0mUpExUXOxMtK1fL6dfwrlXqfRURqcqLgVbq5gemShusnsz4tul9S6/8MkTGALOr3ZIU4lp6k6+7nRJal42lBeabGabBl72Jd/ohiy3wgwBZWIZum1iGFDxTGIpaQYZJNU0iNOUFKXRSUMiSiS9/OCZesZwbqXLciskTnTrSKhNuY6t0ZdbBmTG+18/WrQ5tqfKDz+0n2aghcZ7UiGaXyG4c7ZK2bPpRjHtMGW05OCaBjM1lx964AD/6SuXuLjezRfng2MlEFp/KUk1V8My4OjeKj/93bdS8Sz+yX9/gS+eWkah72kqFXEi+ZPnF/N2Q7+jYKOrlXFbGRTYFFrptockawfpplrvVar0omNx63T1CsmWkaLNeMmhm82hNMLKoB3GuRfFq4HEebUZyNeCEOrtsMeKLvtHh9v3vlrR77c+7Hp7n8Pzcw1OLDRzxdt8piauG0Pzpo4bLknAZt2VSg2TFIbG0xumoGQZbHRj9o8NP3ZYpTFsbtGvhWQKDe3sRkmuAjtMRrkd6ORiGnrh6M06pILFuk+cStbaISNFG9cyaPgR51Y0ygegG6c4tsV0xaMZRDxzuc4/+R8v0g5TJsoepgHNMKHimBRtk/m6z0/89tM4pqATprmBD2hrTX0VOuGYht5hmKYuZZebw4nw/Yu8Z1sEvQXSEPmCn8keDbx2WAzfU8AP3b+P22dG+OiXzrDYDHEs8OOUKJv/3L23ilSSS2ttDEPw9iNj1AquRiUJwdGpMs/P19noRnmbZr0TsdGJSPqIeVlXL4+GH7HYClFSLyiuZXB+Tc9l+tsNRcdidsTj4no34zi4LDV9ulFCnEjCRAv4HZkq7lqZdHakwLGpMuudiLGSQyOIaYcJd8xWubDaQSEI44RUwW89dj4XHCx71quCxHm12kjXihB6vVRZd3teRUcrD98xUx3Kifp2jBsuSTT9JN/i17sRG36EkorpqodSiiiVOQx0u9ipsur/Hb1K9cxyi7VOxGo7yqGKsGV24Wkp6h97x2E+9vh5Clm1nkiVqXYKRooOqVQsNnwUuhXR89RWStGJUuYaPu0wQSgYL7u0o4TVdsB01SOKE5bClM+dWKad9a472XknUrvG9RLow0cn8GyTL5xazhYnGz9KaYcpi60gv97+it8zIcg2Yu0+P+ieBAXoVphhgEw3GyO9402GD7T7ox1KfuYTX+fsmp/5XUDFMblzpsZkxWGi7PDxp+dIpURKRTvcoOrZ+SyoFaQ0gwRD6GSQKFhtR/zff3aauQ2fBw+OUPYcWmGsOQyfeQmBnotYQpCKXjtO4mToppMLLZ6fa3DXXi0zP18PODheYKkZEcQpYyWX5WbImdUWtqmFFSfKXkZQ3P5Z6u0y9Vyqe8VcyjIMDk2UMAzBcy83sE2D00ttltshY0WHD9w9sysvitcjrodw93qosl7reRUdi596/7EryKbfjvMIuAGTRP9DV7At7ts3wjOX6rTDGNs0+OnvvvWqQny9uFplNWD603uwDQPbEER95fN2VdJYhpb4na9eZLEZYAihzXY8vYNYbPr82DsOMzvi8eHPns5bVKmUJKmiK5PMnyDD8Aut2BpJSZhoE6Fe1Q2Di3yUSGzLwLM0m7jsWrzz2CRfPrPCdNXjublmtsD3HS/6ZgZ9K3y/ZstAG8nQyCWFTkpKKboZ9nU3I9c/+uY8Z1Z9BJpol6SKVpQiVUqcpvzBk5dxLYOCrdtsLT/mO2/fQ9ExefTMGiXXwjIMCo5mijf9CFNoX4eVVsA355q869gEz15uYBkwVnLY6ISsd2NqBQvLNEGkpFKT9rphymo74rceOw/oz1wYgvOrPnftrTJSdPjCqWXKnslo0cE2BU9eqPP+2zs5fPJqekZBfPW5VDOI+fN3z/JzLz9LK4yRSs+P1toRnTBhpOi8KTwRrmdX8HrMRK7lvPpbUv2E2m/XBAE3YJIoOtaAa5xlCH7+A7dxfHZkgFn8Sn/Hj77tIP/xsfM5/0KhGCttGtj0Bs7bVUnTNS0tfm65yx88eVFzMYY4g/W+QBudECEMyo4W12v4CWnGE+iEKRibDTCjj7wGgy0VwwADRZBorkXZtfCjFFMYoBRBlGIamgDXi2rBzu1GB2Kb+Wm/j9LeEQ+l4PRKZ/iLh4RjbaYf2TffKNk2idTENakUKspaikIvmjO1AgsNn4myw0jRphVEGWxVUcj8K3pWpudWO7T8mIJj8tSFdZJUj4Vbfgx9n1/Dj2j4MeMll5Giw1fOrLHhR8zUPKSSfP1SneMzFTa6MbOZT0mjG/H42TV+5dMnGC25fPD+fbnwXz85slfdFmwzN1W6Y7qqFX0Nkc+l1rsh652IVpBkMFmBHwmCOMmNtN4MngjXuyt4rVVZd3teNyqZ7pUK9H3LRTdKcte499++h3cem+Abcy2OTpVflQTRiwGCWEYecyytodQz/klSjYbpxlqyuhunAyzXD3/2NH/4zMv4ccp83c9f88H799L0tfnM8Zkqf/s9R3j3sQnGSg4HJ0rMjBSyKlm3qiRgC8Vowc2r/pK7OXjuTxJ25jJXci0afsLLGx2evVznztkKk2UXiR5G96MsZXaxFuCYm5lhN0jMpYbPQtPf+YVZCGCs7OQJL5Gb518tao8KCTk/RUuW65lIw9feCYcmyvzo2w/ohJKkSKXP+6kLG3z9Up3D4wX+6v37cWwjZ/oaGbfFsw3Kro1nkcl7KI1mkylPnF9jvqGvpWBbjBZdTEPw/XfNMl5yckLYSitECEXJsWgHEf/wE9/kVz59gl/45AlOZoS5vLp1LVxLs7STVFH0tHChVFre/uX1Ls++3OCPn58nlXqHGKcKxxQ4ljaD6n+uhkU3SlhsBPmw+7WKXlEz7Hnf6TyKji6cXmmCWG0HPHu5zmp7s12603n1zq2XtGdqBYq2ye989eJr/pm9GeKG20n0vnyT5UL+s52cua41eg9UTziw4Ud87sRy7issleLIRDnfMezEcq16di5rXe/EfPzpTQXRQ2MFPv7UZaJUstIKWGuHGFlba0/V4Y6ZGqeWGnQiSSwlTqZ60QlTzGx4bAvNSSjaBqZhQDb/+DvvPUoiJf/qz7T6aTMYPqyerbk0gwSJ3oVcS3QiOZBQdxMFy6BoG3TiwZbZiYUWsVTYAiIJcdYDMwU8eWED19LtRIBnLtWZLLsEccpGN6LuJ8RSe2g0g5j/+vXLxIkkEGmeBEeLNlXXIlF61jFRsbn/4CiPnFyiE0lGCrpdEWTyH6B3XGMlh1v3lLm07iOl5qEIAc9errPSjqh6NqNFFwF5L3xrddtjabdzeXs4v9rm1GKbe/fVmBkpcGapxXonplawMYsOByeK/Oz33ratFDq8/tXxMMfExUbAQr3LJ56Ze03P45PPzvNrnzmlfUcsg5/5ntv4vrtnh57XsDnjjWpresPtJHpfvnpXyy7v1pnrWqK/CgRdqSil+vryPTz77o7v/YkSfOKZy3k1I4B/8/mzOKbBVMVDAN1YkiqFTBX1TsT51Q7tIKXqWjx4eIypaoGya7J3xGNmxGOm6nLvgREKtoFpCoxMssIwBFNVh9kRj0tr3VyYcPMKNuPkYid3nbsKenhoOBY49s6PoW3oGYsAvnxmjTBV7K15HB4vUnZNTFMQS4lSkkRdeY5vPzLGw0cnePTMGhdWuzx9cYP5DO8eZB4YE2UXxzLoRikjJYeyZwOKO2Zq3LdvBM82EYb2p5ZonalawWai7CJTzW63DQ0VbgcJG52IKJb8/pMXtcvcWIGDE9pdb7LiYpt6HtMMNBO95FokqcwXnv7qtmdU9LPfezsfetcRakU747BogqBtGjx8ywTVgsVoyeb4dJm/+96jFOztn+s3qjru7Qourmr49q/86Ql+5g+fJchagq/Feay2A37pUyfY6MYEiWSjG/PPP3niih3FdruV/qQNvGlaeK9HfPtf4ZYYNpPYyn5+pTFMONCxTN53fAopwbU3SVPDjF4OjBeHyzkLNVDNpFKRKpW/Nk61U5wlDCIhCVJYaPoYQvMqNrKE+IG7Z3Atk6curpOkkqNTFVbaEY1uxEjBxrEM9o8Wc22pyYrLC3P1AaKb0Q9h7XMUcm0YNp7YNoSxbaXiGHpHYAo4MFZksRkQZfODVpDQChP2FguaBW2YvGX/KEGccm5Vt3x6p5cqWGoF3LqnykbT57EzK6y1IxzT0PDnNEUCK62IMElxLIFtGhwZL/Lo2TW+dn4N2zQYL9kEidTy6EK38hzLwI9SuolE+gkIg4ItODhR5MX5JrYlsiSrk8Tfetct1LsxZ5Y7rMkQP5aMlxzNaN+y8GynpfTrj8xR9XRymtvo8vSlOu87PsVC3afhJ6ACFusBK39ykvGKu63w32tdHV+NDzEwc7FMDCF4aanFdNV7Tar0cysd6n6cky7TTGjy3Epn10CVN5pU+EbFt/8Vbon+mcRWZ65rueFbjWn6Y+sDBdqYSCkoe5uLfk++wzEFBVszsXvthqFyzlVvIHmYmQjSpfUOIPIK2rUE7VD/PYgVghTXEvzwgwf54+e0ZuJC08ePUkqeRcWzqLgWpiAnoSm0wN5yM+DkfIP2lrZQP1ppYD59ja2jIJK5FezWcB0LW+pheTtK9e6h6lIrujS6Mc0gIV3raqJiWaOE1tu6JWYCok+G5Inz6zxxbh0QfO3cBjKDsJqqb3ckNBtbKW2IdGalzZ6qy337Rkil5JuXm7z/9imkglYQ8+SFdU4ttmhmA2M3Q5h5ts0Hv2M//3zpBGOZonCcSs4sd7AMg41OzJ6yi2kadIKYdT9mpRVQ9uwrFp6dtJTuPzjGY2dWef5yna9frrOn4jFSdDi12GS5taHhsUIMlY24lkHytUpk79TG6lc+aIcJlimI4jQjnspXvUovu+YA6VJb7wrK7i6lmLlxbU1vjKvsi97DOVJwCROpq7MhUghXi+2Mafpj6wN1aa17xaKfpNrhbL6he9WGIdhbK9D0k13JOQMcmypxfq1LmmluWBkxsH+t1t4M2kO56pr89lcv5c5yxyaLLDUDKq7JpfUu33i5jm0a/K8P7uNX/vQUcxs+G0GfdPeQ6E8Y28ltHJsscmale0UOkVuO6YfjBlGie/oVh5/+rmN8+M9O0woTGkGiZb+zq7MMg/VOyCMnl7SyK6CEhtn2wjYM2lGKUIqyZ7LS0vwIle2+DKHbTWGcUvd1IdH0Y0aLVq6+GiWStVaIY5t0ghiBdv5DwP5RLXpoGoLVdkiKbs+lUqGUzOcaiZRMll1OLrX67GQr/MS7jgwINm4XWxf2bqj9LBKpW2aFzH0wzuRHbFMnr2GyEbutjq/XV/1qvINqwaIdJH2aZBqNt9EN8WzrVa/SD02Uc1fFHvz73v01Dm0jhLhdUuxP2jeKt8S375VtE1sfzv4h8m6iX9++V3392mde4sHDY0N3FFsp/f0P1Wo74NxKe8Bn4uxKe6jPRP/Opfc+fpTykS+e4cHD42x0I56+sMFqO8QyB2cHKvvvq+fW+S9Pz1FxLRzLYK0d8tJyN1+8j08WecexPfhxwu985RKuJej0QZR2s0mYqnh0o4i1rm7LKBRv2VdjT7XA6ZXujsebGfqqZ+JjmQa2aTBadEhTmUtE6yE5zFYLLLYC/Gym7lqCkrfpkw1QsGBPzaOz0iEFPUDO/q3352jB5m1Hxnnq4gYl1+K+AyP86fOLdCLJdM0iiFO6YcynX1gkVYpYKt6yr8rhiTIvzLdYaATcMlkmiDWb+s7ZKrMjHs/NNfJru2OmimUIlloBMzUPNzM2Wu9GzI4M74VvXYj6F/b1Tshzcw3uOzDCeMnhxYUml+s+e0cK2nRJCFzLuKpsxHaD5GuRCt96jrttY/XrTHm2xf6xAv/b+45dddB+vVF0rNxVsXeuH3rXLVflp1wtKd5IcNgbLknA4MO50xB5a/Tr28Omo9t8Pdixt7m1dZCkmjE9Xw+0z4QQHJkskaSDD+F83c+RUf07l26k2wNKwd6RIhuTEau9PhObhj49VvJnX1jEjxKcgk2UpHkrpuiYhHHK2TWftx7VD/1aO8S2xDUPol+uBwgBRRv+ygP7eXmjyy2TFZ6+sL6r43vKrwoy1VNJvSP53a9eot6N6RuLINFts3YkEWiV2m4MYZJq/gWwUA+wLQtbGPmOxxSCOLvnJcfIBv4pF1Y7RInMmeYTZZf1TkwjI9u1wgQlBEJpscRnLjVZ68RUXJO6r/22ewiq8bJLxbO0VIPSUNvLGz6/+eg5okQhhP5gr+Ytst1C1K8P9bHHz7N/tAjAO24Z59Eza2x0o8z7ws45I8enK1Q8ayAB9KL3XA4zMBomVd+/4A87x+1mav2FWNNPqHg27zo2kQsmNvx4qOf4qxU9V8WrVf+7TYqv1A/8Wym+/a5oh+g9nO87PpUbvQxT3twuturbb3V0u5aoFiwmKh4ztYIWlpMyM7LZlOsQjsmnX1jEEIJbJjcVRHs7l7yq7Ia8tNSm6lkgQHSTAUMfE+jEeku/1hmcLEcZVwCpmNvwcU2hJad3OYA2xZUtp04M//2Zy/ix5PEza9eUiHvRDTVz3LUErmmQidTiWAZBli06maGSFuTT7Z1UCt56ZJxqweHyeofHz66z1Jc8g75MU3C041w3TEAIDCFoB9pfwjK0wOLbjowzX+9ycqmNIdTA7mytE2Magqpn8c//0l3cMVtlouyx2AioeDbvuXWSjU7E8/NNpJRMVTzKnkaDPXBoDENAN0rxY8172e1CVHQ0odKzrfxZnB0p8uduE3zg7lk8y+BTzy/mC/57b53kV/701LYOdt0o4TceOc251Xa+w/71z53mn/3gndvuvK92jju1sV7pjv56YycNqt3sgm40OOy33xXtEAOSGd61a8H09O1/7TMv6YFbVtn3dhHX6zfsx4Ozit5DuNTUEL3esG3rziVXprzc5Esnl2mGKapvwjxS0Nt/wxS6VTPkPFK5uch/49KG5nLs6tPIjt9m/W+E2btsN6jYxfsqIEwVzy/U84V5YJHvQ1M1sqxmGWRihfr+TJQd9lRd1s9v8jx6ZxTGCUGi8CyDY1NlCpbB50+taFJehkgKkpQg1buVrUgspRQGmoC4f7SUPwe9RfAblzaIU8VaJ2IyW1R6rO71TkQqJQLBR75wdmC3sJuFaOtMoR0kKBSPnFzGMg3+8lv2UnQ1wfCXPnXyigTQ72C31Aw4udiilqHbokRycrHFcjO4YufGAytOAAAgAElEQVSdSKmfyz6Tpa3nuJsh7yvZ0b9WsZth/uuhJ/Vmim/Pq7pK7GZYt9NC/313z3LX3lruDrd/rARcX59yO5hjj8uhJTRUjsoYtnMpOhaWCet+csV67EcZyU0p4nT40t+/yHfidHdU6W3i1fya9yeAimOzwJVkvn0jenAfS81A1jwPxedPrWiNqkRx394qRybLfO38xhXnF6UKpRRjJQ/HMlhqh0xVXB44OIZrG7TCmL9y/z6SVPLU+XWiZPAdJituds/SK3r+DT9iuRVqbapIMl/v8tiZVQwBx6bK/J33HuVjPfvbLXItPeOgnRai3vOz1Az4yBfOUrBNLMNgueXz8//9ee7ZXyNKFM9erjNedvMkcXKxNehgl6G8+kmAoA2P+nfe7SDiyYt1fu0zL1F0TFpBPHD+/ed4tar9le7oX6vYzfpwo8Fhvz2vaoe4WpVzPUOrD96/j1rBucLverd9yq1fpq1cjqJjIaXUQ+ktOxfQSe3McitPEH20hcwpTpJIrZ66UyTZovlahpbV21nMr5cgpIKV9nDV2bofIVD5wBupiBLJ3lHNqF9ph5xe6WBlaAADDe2N00xg0LWIE+1qFyWSKE7xbJOxskOjG/PMxToNP6HmWRyfrnB2tUOSSoJYK/OutiMMEXHXbG1AKnqpEbLQCDk4XkIpOLPcxE8US80Q09AD/p50Sv98q+cP4pgGrWx30JP7/uD9+3I13a3PVCtIWGsFLLUiklSy1AqpeFoapNmNchvVni1T0bHyxLDaDlhpBxyaKHJ53dcueGi/9yOTpXzn7doGj51t4liCA2NFokTL2693QhabAdeihvpKd/SvZexmF/RmgMO+XuiqN/6OvEExrMq5nqHVpbUO/+Dj3+TgeIHzq10ePjqR+12vd670ot4pulHCUiPkC6dWeOuR8XwH4ccJf/XBA9qlzNkcQPbIeJfXupsOFn0CdN2+xNCfPLaLNINS7vb11xMl10Shq9StYWXS3Vtjw9+E4VYKFnGS0o0V9W5MJME1RdaSk4Sp4vK6Rmz1lDueubiet6v6N0p+mGCaBt0wZrkVIpWu8oFBi0oBnmUwUrTxIwkqZqSoWdkCRbVgD55w364izpK0bcC+0QK2aTDfCPAjbTrU8CNMw9BEwJU2Dx0eo2BbFGwTP04zOZZoQI6lV7z0CpZehT9VdqgUHJQKaXQj1tpBphklaYeb4o62KagUzAE4dxCnpKnEcyxs0+Av3Ds7MPdabAa5z4mdoc4SqejGaa4Xtdt4s1fjO80udvua1ypeT3TVm+OOvEniWodWcSp5bq7BajtECKh3Ix47s8oH7p5hoe7z3FyDjz1+Psd973QTeze+6cd849IGnm3iZC2UvbUCB8ZKrDQjfvdrp3MBu3agDWlum6nw1MU1/EQN8BlKrkkzW4xtc1CqfFhs/ef+qv3VCtc2KbkG3TC94r2HJYj+UOh7kKM6sxMMU0WYbso4xBlTuxf9nbb+5CcVpLH2Z3jvrZN88IG9/MnzS5xY0Pd1pubp4XYiObXUZrrqUXF1BezZBu/IjKH6WyU9OYk9VZcXF5pIqW1gy66ZmUhpOY12kPLgwRH+7efPkmTbwKpr8uzlRi6DsqfqsNIK+cOnL1N0zAHS5T/4rmN9rOUCoyWHtW6sFWLjhFjCn51Y1p9roigXLFD6M7MMg0trnRzO7dkmZ1dapAq+89gErmXkJNO8pdUI+cgXz+Q+Jw0/4sX5RtbuFMwptvV6Hlb1vhmq8W/FeL3RVTfvSl9cy9Cq4Wvtp+VWiG0KRosOliGYbwScXm5xfqXDPftH2D9azG/i337PES0ZPYSlPXDjHZMvhwmdKOGWyQpBnHJ2pU2cpvzu1y5iG4KCZdP0I04uttg7WkAquO/AKE+cX8cUoFI9wI0yDKsptNucDGKSPlG/nWK7BOFZgmCnFX2bSJKU1NZOdf1eFNcT4TbyPootCacvM9iZ3AdoEUAFRLHkw3/2ErYhmM7ky9NUstwM2bBiklQzgXuKrA0/Zq2jgbT9DOF+D4jLGz4lx8xIdRKUoh0mBBnK7D997QIvzjc5NlWmVnCI04TPnlhhdsSjYFs0/YgnzneIktOcXWlTdKyBomG+HgwULD3W/OGJEi+v+6RSEieZlpcApESYJkJp+fTlVpTDuaNEYhoGKpUoCbWCMyB8WXQsDk9auc9JM4jxs2RY9qycVT6MtHe1qveNrMa/VeP1RlfdvDt9sduh1TtvGefDn32JbqSZv/vHCrm89njJ4X95yz4+c2Ixx6+XXIsX5hv8yP/7NRBiKEu7/8a3g4TRos2GH9P0YxzL4MhkiY1uzGor4PKGT5JqhnY7iHnk5BK2abDQ0CSt+w+M8pVzaxqeKQC0uGAjiPMFeTcL89VeomGo1zfg7kQpUXYC15MgrienmIbIq/V+hJJrGfhZT6rsmCw0AubqASXXxE8UUZpQEbpdo9AaUKZhkCpFIrXy7mjJ5Qfumeb5y03+4MmLjJVczXxOJRudCNcyME0D1xRM17Rg4nccHmG06BCldb56fp09FRfQmlDzdR+lwI9SHMtgru6z2o5wrYTbpqt50TBatAeKmj0VlycvdmmHdYJEUvUsCo6p5cnbEQngGSLfVR2ZKOVwbs82c9Z+pbDzoLzpJ6x3Av7e738jb08OI+3daJyC1yNeb3TVzbu0JXbaAnejhC+fXePhoxMoBV84tZwtBHoLfvtMhQcOj/KlM6v5TVxth7ww32TfSIFKwR7K0u6/8a5t4NoWU6bB224Z1/IPUjFatDmx0MqJd6mSRLHuh2eFKo5pMFJy8GOtieRaJkGs2zP9C/L145d0tIPrf4dUgkquv4nl9O0Edhth37ZCmEDGueghvgSw3ArpxjLnYlhRSpJpPPV4E1JpzokhBDXP4XvvmqbejfnH/+0F/DilFcS8+9gEU1WPjY5GY5Wy4XiQSD5w1zRfPrPK/tEi3SjJGOQK0zBIUm0NW3SMXEAxTrV0jGfrZLbSCig5FkcmS9imOcCTubje5T3HJjANwSefXySMU4quBj2YhmCy4mqHRFMLOFYLzgCcu+zaHBgr0PCvPiPoVf/Vgh7mX83r+UbjFLwe8XrPc27epSGxE3Sv34/iXccmePTMKuNlhz0Vlx99+yGSFD54/14+/vRc9oWIKTkmlWy4OYylvfXGH54oIhBa5qHHn5CKMEnxY71AK6WH1A8dHsMyDZ66sE6UMbQVirKnF5d6hojZSnp7JWFbYmDhvZbwbINY7rzKbzfE7p8vbDcz6Y0jeodnWoh4Jrz/+B6eudRgqRlgCkGCwjQ2DZMUYCByeZDZES3L/vKGnzOou1HCWjvkFz95krVOhCUUnmMTxilfOr3Kd94+hW3qqj1OtXaTlIpPPb/I5fUuViY14lkGa52Ilze0SKOBwhRGxiDYlBYRQuQXk2Rghn4/kjPLbT722Hn2j5WIU8meisNSK8oLivGixUOHxhFCYGYGStWCdQWcu+CY2wpXbo2is7PX843GKXi94vWc57whd0oIsR/4HWAa/R3/qFLqXwshxoD/AhwCLgAfVEptvBHnuF30zyRMQ+PoLcOg6umF/6NfOjcAWZyuFYjTlB//rSd3ZGkP09HpfwhenG/ix5KKa2OZmshUDxL8MOHARJmZmseTFzbwo0QPhVU6MMTeTYIw2GQTX/FvffMDxzIIr7PdlEi1q57RdjlICd3R2O48GfJzz9TDbKWgGSREaYJhCP05Si2z0SPpWYY+RyODAvVcBcdLDvfurWFbBv/jG3OkSuHHKYlUJICMNGa3G6Yst0JMw2BP1aHs2lxa7+BkhL3Rgs2zL9e5bbpCJ9ISIiNFl1YQcWE9ZU/FRQiBVFLLkEcJqVS4tqGHxoIcygpssq+dTfb1bdNVNrpr2vrUMfmeO6b4/KnVK+Tx++cFrSDWyqjZ87tbns/VvJ7f7Cimb+V4veY5b9SdSoCfVko9I4SoAE8LIT4L/BjwOaXULwshfg74OeD/fK1P5mqy31ujfyYRpZJ6N+ahQ6McnijzyMllQPG+43uIEsnHn76c9V6vztLe+v79cNv+KDgGVdfCj9Mcpz9WsIgVvLzR4eJal/fcOkHFs/nEky+Tcu39e9MQSKmGtqP621VhH470WqGyep6y8+u22yX0n0fJhvYu5ENM0yBKJYHUpkVSwZhnsGekxOWNDn6iGC05VDxFoxtRcAyiRFArOJiGgZSKQxMlhCFYqPuEiaJWcBB9V977SATw4+84RCdM+TefP8NGNyJV8NChUVpBwkTF5Z59NX7g3ln8OGW5GWY+FiYVx2Cu4YMQpKk+p4PjJRTw4KExKp6Na11JPNsq/PfSUpvxsotrmSgl+dMXlnn3rZP57OHRM2s8eHgsnxc4BZtnLzfof36vl+ezNW6imL614w25W0qpBWAh+3tLCHEC2Av8ReC92ct+G/gCr1GS6EHyHj+7wv+TQRC3k/3eetyXz67x0OEx2kHC8/MNFlshs6NJ5ouwaVDf33v9vrtnefDw2K6T0XbCaVNVl+cuN3JBg3v21fip9x3l+bkGQZSwf6zExZUOCHANPaNoXUMDP1VqV6t+wTaJMmjtNiCibUMCu+g27Qp6290G3WSgoZ691pRKNx3rTEMgU8V6IAlWW0TZDsMyDIq2VnD9628/zG8/fo65RpjtoAQVz+Jnv/c2Xpxv8tSljW2RWb3n4Lvvmuadt05wbrnLr37mJE9eWO+7byPcva/GdK3A/tEilmHgxwnrnYgkSrR5lGlwy2SZn/meW/nY4xe3ZTb3IpdomWvwzKU6o0VH+6oHCUvNLpYhKGfEvYWGP4COagdXf35fadxEMX3rxht+14QQh4C3AF8D9mQJBKXUghBi6rX4nZsEpJgvnFphsuywp+oNHSgPk0FebQW5GuxGN845C3rB0PIQw77IE+Wdk0Pvdw5DhPzt9xzh0lpnoG10cqHBT/6np5FKsdqK+PqlOgXHIpGZ3ec1GtSWbEHBNVluXd06srfYbV0jX03yncnOA/Yh6tdAlmD6soxlW5Doa5J9K3svyfQ8JSxT88FTJamVHI5MVQZUSpebIZ5tcnxPhdPLGpbcO96xtPWrlIrfe+Iin39phR9920GOTBW5sNomiGVOdHxpUXtU9Gt3dSMtM35kopzLZyw1QwrOIPR0p6HyZNnDECKX1rBMAUKjpUaKmw54syPeAFhip+f3ZtyY8YY+AUKIMvD/Af+HUqophNjpkN5xHwI+BHDgwIFr+p39C7CUCoWiGSaMlq4Uzxsmv+FYgjPLGrNeK9gkScpyO6LeDfNhs/Z0uLqMwtViq2uXaxmsd0M+d2KZja6uMgV6Dewm2shmtOCy1g5Z7cTM2iaeLYhT6AbXBgNqR4puvLO3cHMIW/rViP5htdG3E9huh7Lbs2j5m9ckhryZQkuIB3HKExe0au2pxRa2aVB0TKTSIoB/9/eeyQx+FLdOlXAdm6cvrGMaIvO2jvEck2NTFZSC3/nqRb73jmm6sWSk6OS7j26UcG6lw0OHx/sgpRF/7/efufLkleD4TJV/8F3HdrUT3VNzuW26zPnVLobQCr/37K2SSJnxLfSAuZ9N3Q+W6D2/N2cHNwPewCQhhLDRCeL3lFL/NfvxkhBiJttFzADLw45VSn0U+CjAAw88cE3Faz8kTwjdYogTPZzsGcbMjnhD5Tf+4Se+ybE9lcwPINELh2vx4ESZn3jXLRzN5ByafsJCvTtURmE3caVrV0qSSs4ud/LiuH+d22hHNLoJQayJUDJVjJdc7S1h5AX0rmI7RNHrFf3tG8cysBWEsaTkCJrR1U/MEjoBxBJsU1fsPaRtfzLpR9/2kwIv133iVGEZcHGtS6MbgRDsGy2SpIqTqy08RwvopVJxuRHyy3/5Vv783Xv491+6gB+nxKnk3UcnNhn6QQxCayH1WNRSDbfOnKo6zNY8npur5zu1u/eOsKfmXpMMQ9Gx+N/ff+sA6ui9t03yhVMrObmyFzuBJW7GzXij0E0C+A/ACaXUh/v+6X8Cfx345ezP//Fq/+6tkLz7D4zwxIUN1johjmnkA+XFxiCb9fRyG0PAVMWl7JmEsWS66jJadHAzdEn/l+rXH5m7JjevXnQjbV6TSAkZDHO1HYJSA17Q/ctlJ5IIIfuIcpKVdkSc6hbItTSBdsPCfi2jf98TxJJUwXjR4r4DozxycuWqV2KaetgLWsBvu7DQyImtMVv1uLTRRSlBwTZxLJNUSe6arRKnkgtrHayMDCmlZmP/x8fOMztS5Bf/0l0YhuAPnrjEWElzAnotmztmqxydKvHc5Uae3e/Zp60z+xd/gFYYo/rG4Qp1XYS0ftSRZcKHP3uaqmczUysM9abYShi9GTejF2/U0/Aw8CPAc0KIb2Q/+0fo5PBxIcTfBC4BP/Rq/+KtkLypWoF//yOHKbn2wDa+P5kopaUXnMyy1Ms8gy+udzENwV97aLCttBOBaGtV+BfumaHoWnSChD96boGmH3NmucN9+2uEsWR+o4ttm5QcG4MAnT50DFs05xqbktpy2GQVKNoG3fjaWlGvR/RzOXoM3rqfcGqxlRPM+lFP/XMLQ4DlGCQ7qN1OVF3iRHtZpzLzty7ZGloqBJ5tYhgCIQRKCoquRbMbISW0wwQQRJm/xIhn45iC//nsAj///bfzoXffMnR2UHRMCq6ZCzYWHPOKxX+h7nNutcv+0QICgWHAQiPk3ErnughpvcW/v+DZ6fgbxbf5Zuw+3ih005fZXOe2xvtf69+/G0hefzIJoiRzziqx2gp4YaGFbcJI0SWIE37vicsstyJGSu5V7RstE86vdAYkxZ97eYMP/e7T1Ao2DT/mgQMjHJ+t8fxcg0dOLjNWcvATCUJgWwamqZE5ZU8vON1IMlqwiKQaqqqqtlkvr3Wg/XpFv0p579RTBRvdKN8pFRwjd6Trv+LvODCKAr5ydh3P0vyHYXnwtukK3SjhmYt1DKGQCvaPFbhz7yhfPLXMRjeiGyZarVaZtAMtmlfJDJx6djmGgG/O1SnYFvtHi7nZTv/soOhYPH+5yfnVDrZhYGef+/nVDk+d3yCIE0ay2ZNlCtJUstAIMA09BC/YBmXXfEWEtN0S2nbb0rqZSG6suGHv8G4gef3J5CtnV/i3nz9LK0hIUsVIwcr1gJRSWKZB0TYH7Bv/42Pnc5399946yYc/e5qmH/PifJO33zKOEPD1yw0MAdWCTSuI+frlBgcyTR1txSlxTN3H7oQxjqXN7cdLWlDw4lqXdX/7ocN2/9LZhbcEvHZy4dvFdmcVJjIbLkPZtelE4RWveWmphWebWEZvN7J59v3XcWa5zVw9wDKgVnQJ44RvvNzEs0ymKi6p1L/PNg1+8t2HuX22RpJKvnxmFTu7F4nU85ONTkxdJDS6EeudgIW6zyeeuTxAToulZLkV5SqwnTBhuRXx8adf5vRSGyE2cC0j14fSfh6aTCeEyVTVuyohbadFe7dGW7tpab2eEtU3480RN2ySuFoM+9I9ebHOW4+M0ehG/OkLS3SjFNsyNTFMCMZKzsA2XiltQerHKQaKP3p2nr0jRUYKNmeW2zx9cZ27Zms5k9a1DGzLIIgkc3WfIE4wTYFlmkxXC3SjhP3jJcJMrdM2DaSUCCGwjawPf53do+2gpgaAGKzuX40w0Iv9tcw/HNPAFHpGMV3zWGpdmSRAULAtKq7Buj/4YRQdQSfS5kTrmaZSIqHRDUlSff0vLrZJpOSe2Rr7x0o0/IjffPQ89+yv5c+ENjjSUh4AMutXbXQlv/wnp7i84XPvvhozI4WcnPYdB0YzIcEUQ4Afp7iWwXS1wIn5BmudGM/WHhueJdhTKyClwjIF+0YLJOnwAfNiQyel//zkpW29q3ux0+55NxpLN8X6bsy4eWe3xIn5Jr/1+CYq5IcfOoBhCJbqXZZaEVIpxssOq5kujgK+Y3+NWsEZaCv9+iMvZRBEPc/wo5TDE2Vs0+D+AyN85dw69UBThWuejW0aFCyTejfmhbkGK+2IqbJD1bMJkxSFxU+97xj/7otnuLDWBaVF/0wBx6ZrtMOYc6vdK67HswXBDqvxdrlFAUbfob1ZgABMYxAldC3x199xgHv2jfD3P/7sro8JY4lhCkyhe/rDYrRgY5uCjUBS8QwsQ7eKEIIHD43z9KUNbMNgouzw0nJHv29fdoxTfZ+euLjBUitgrRPn7m5KKeJEYlmDv1sJCCKJQnFprcN6N+a5uQaVgp2T02zTYKbmsdwKKWUclqmKCyj8RFJyTWZrRQwDLqx1uWO6wmjJJZG6yOhJc/R2v/1y5E+cW9e7WMdEqu39HODqu+fdtKRuivXdmHHzzvZFN0r4jUdOc2a5hQLCJOUrZ9e4e281d/0ar2iikmeb/P3vvJVaweKzJ1ZYaPj59rvlp5xabDNS1It/EKcstUJWmgGzo0UKjsV9+2v81YcO8N3HJ/nooxdYbPjU/Zi3HRpltOzy1bNrrLQjmkGCaRjcPlPRpCgEBhCmKY4pEIYgTFJcy9T8CQEFW9DN4KI11yaIr/SGHhgQ9/28X7tJMbjD6OUE3RLZ+fMcptZqAi8sNDm32sHZhQlS/l62brO5lsXDR8c5OV8fYFsLwHMs2mEMCjxLtwOtgsOGH7HajkBpJdTt+mdBlJIqSFOVOfQpmr72TfBsC9vSLcD+EAgSKbFMQa3o0Mp0m7SoH8iMWn7nbBU51+TIVIlzyx3umK0SJRIp0QVCJuld8yz8JCVqBcRJimEIPvLFMwOs+141bxmCZpBgG4KJsotUaqifw25iWEtqK8/npljfjRk37N0dpte01Az45sv1XOitHSaYQn9BRksOq50YJfRidXxPlbcdmWC65vHWIxMD2/jzq21gcyHVstIWfiJZaPh5r/oPn76MZRr8wg/eiR9Lfvvx86y2Y5baERt+jEwVpq276ZfWu7SDmOfn6nTjVKuUovBMgzCRpJkctG2CZ9t0owiF9mAeFtutzaahET5RqnAMnXTCPk0itcPx/dEb7kqljX5iqSvvr1/UsiJS6tmOVra9+htOlF3COGW1HfIfHj1PmOr3NE2DONFzmyjRalWGIBdgTFKJUjBedlhuBczV/dzDu5+UCIP8kKWGT5RqrsZTFzaQSieNom2ihEAGCUJAtWgTJBLPMjCEYLLsMNcI2OhGjJdsLq37fPGlFSxD8FPvu4W33TLJV86u8BuPnCVMtCNe2RV0M3DEoYmSti2NUk4vt7nvwOgAbPVvvetwXs1H3QjD0OZN2go12+VsR0PfIfpbUtvxfG6K9d14cUPe3X5f3369Jj+SNMMEzzIwDYFAEaeKjW6IAaRKSz4nqW4v+HEy0AboxZ6qd4XO/j37Rvinf+EOWn7KR754hqJjavMaqYUAv+/OaS6u+xQsXSHKVKGEZh0nUg9I/90XzrHe0TIgpqmlo2tFmw9/8D4sU3BivsG//9J5gljr8Nimlplo73JIDWAZIhPDy2Sq+9ab/iRh7aLd1JuROAa89ZYJvnx6FanQiCKp36vgCizDxL8Ky9sEDo6V+Or5NUwj82dIIxIJe2pOJuutODRZ0mJ1psHZ1S5xKkkljJdtbt1T4eJahyBOtadHFF5VRXZmtMhyMySI04yzoouFXnIzTcFo0eJth8d54sIaTT/REu5C8PYjY/zU+47xsccvcHSqgmUYJFLyxMU677x1ks++uIwhFI5pMFq0AMHB8RIFx8CPUqoFG8fSMNyXllpMV728tYMSeTVfdjW0drkZcCHbddy7b2TAz+Fao/ccb8fzuSnWd+PFDXeHV9tB7uvb2zL39JoKjqEr/lgiU0mcanjk186vE8QS2xAYQhAkkhMLLX7jkdND/au309mfKHskaUC9G/P8XIM4VfiRlmP4ypk11jshlqntLpUA14Sqa1MP4qydYeU7hoprZe5lEpBMVUocva/MO45O8NkXl/gPj51jplqk4UeczvrvuwnXNql4FmNFi/mGnsH0op/tvXvLe0AIspyWHSswDI0QSlKhJbmHRMXVu4RQwonFFonUu4dWkOQ7mVRCtWgxU/P4O+89SsWz+KVPnUQqaIUpnSCm6tm0/ETrGSGQfWe/NfH1ZEA6YQoIraIK2IbeXe0d8Si52jp2pR0RJSl3ZgAExzLzez1SdADyPwFeXu/w1IUNvn5pgyhVuY6TY8KPP3yIybLHL/3JCZ66uEGSSNbaUTaTkrlF6p6aO2A0FPR4G4kCoWgFu5DE3SF2mj3cFOu7seKGu9M9Yb6eOqZrG7le09GpMvfsG+HMcotEKhp+jAmYwgAlCRMNQ9VCaS6jRRcBQxEex2eq/Oz33nZFS8sy4cRCk3YYI4RgoxNjmoLxkstaRy86x/ZUOLfcxk8UL2/4SGCqYlPxHGzLwI8kDT9GCO1b/ZuPXsA0BHGi5TsiqWh0YizhY+5Gk7sv3Kxt4lpaETWRim6sZxierfkJikEk1XZSHr0FOE41a7j3/6lS9MRm791bJUgUy621K44PY4kSgqmyzVsOjvLp55dIJdgWyGzjUfP0Z35xrZv7c5xbaePZJnsLDmdXdBI2TY1qMgyouhaL2blUXDPXofJskyDSOyjbhCBJ8WyD8ZKbgRS0x0SYpBRciwcnSvzEuwflWHrVdTdKBvr3l9Y6PDfXoO7HrHQiKq5J0dbe0u0opezaVApmfu61okOcaub8Siug7Nl5a6dXzT91foPPvLDESDYrSFLJudUuF1a73DF7/bDUm7OHm9EfN9xdnx3x8KOE5+tdzahVitGikxOfejuA+brPQiPANjM/42wRXGvHpEoRxl38KGGk6AxUWT2o5EK9yyeembuip9sKEqRUGELr/2ixOUWqFEXHohMltENdKVtCV3HdKKETSQyhIDOxRx9GJ0o5vdTEMg0urnaIFZRsPae4uB7squIvOdplrmCbzI4U6YQx59a6HB0vEaaSlze62nJ0m2n1TgO9StYAABRVSURBVFpPCjiz3MqTRG5cZMBTF+tEyaaFqG1qSY1clkLpCn1PxWOybLPaiQdeP9cIsAzB8T0Veh5IRyZLzNcDulHCeMnFj1IWmxpZ5NoGUSLzc/HjNFeArbgWUkHNM/Wg2tCzIz2bEowVHe7ZO0KlYJNKSTdKqbjabXCrD0jTT/jg/fv4+NOXWe+EPDfX4J79I5RdC9fSelxGxmiseRYFxyBJN8+9FcQUHIsHDpX4iXcduUL2pehYeI6BQLefNOJLG0G1w1e2m7hpFHQz+uMGvusiGywPLqM9zZuTCw1++Def0B7Eff9uGBAnepj71XNrOJbJ/rECfpzw9YsbfOKZywRRwrOX9aKwf7Q40NNFCVzbZLSkK8VOtqMwM2nngq2RTOudCM82ma0VSKTk5XWfcysdhDAoO3pgK6WkE2qzGkMIwlRX6Nib8wJnFzajt0xWOL/awbVM0mxRllKx0AwwxOZ7xX3T6t3IePf/Vssw6FkZWRmyKpKgwoSe+q9C72SirOfTSyhrbX0eY2WXsmdzeLzI186vY5mCA2MlklSy0g6xTL3ATVQ8ZmqFfBbgxyk/9o7D/Ks/O8W5lQ6xlJgG2VxEYJlwbLzEj7zzEI++tMyhiQrtMNF2sEnKfftHcC2D5VZAoiRLzYA4kRgGA8ij4zPVIcrBezEMg489fp79o0XiVDJTLbDUCqgWLGxDcHRq0xd667nHUl2RIHpxZLLESNGmHcb5fGukaHNksrTDndk5bs4ebkYv3qTiDK9dzNcDTNOg4lkUs/67aRrM14P8Ndp43kQh2douLzkmjimyBUwRxAkvzjf5xU+d4Kc/8Q1afoRjanXPl5ZaxKmk5FokqaTpJ+ypuczWPC5vdFlqBtimiSGgGWof7Hv2jeBmi76uMPXfJysuP/7wYSYrLgfGS8zWCnphyRbYVOr5iQIawaY3cr+5z6DmaN/PhYZ2hknK5fUul9Y7utLOBvXDYjeq7v2/rxNtntNI0aGW+X3HkgEYrGkYCKDqmoyXXWqeRZRq/sCRiTK3TVcouDa1gqNnPFJiGIIjkyWSdLMKjqWiFcbEUvE3Hj7MoYki3VCjo9Y7MYmEoi04NlXm4FiBl5sBj5xc5qWlDgt1n9Giw217KmidppRYKn7g3tlMAVZyermFZ5nM1Ao50361HeTw1N7PP/70HLMjHp6t2za2aXD33hqTZQ1uuO/AKB969+Ecarr13K9WwU+UPf7RB44zWnQp2CajRZd/9IHju/Is2U0UHe2hfTNB3Nhxw9390aJNO8OWlzyLIEppBwmjRXvgde0wxTZNqp6JlJINP0FmBDbQveyHDo3x5IV1WkHCmeU2y82QldYKMzWPtU5EJbUGho69nm6lYDFV8VBoyej9Yx4/+Z6jHJks5QKB7zu+wr955CxLTd1O+ZnvuZWHj02wd8TjhXltWCOVXkyjRBKnw6FGtinyczb7BrNmxoyzLYPRsoO7ZtAKM7lxAa4pMAyDOBOy8yzBTK3AhbWudpbryx09eOvWqBRN6l3dzkn6EoEe2MqB41OpB+N/7aH9/PZXLuHaZu7R4FmKH3/4IA8cGgdgqRHykS+eoWCbAxV37/MdVgWfX+kw3wg4OF4iSiRnV/Qg3BSC5cyjY7ZWoOJp/2khoOBa/OoP3ct0rTCgpFrxbM4utzm93GZmpJAPdvud3mBz4JukDLRvCq7Fhz+o33eh7l8BNb2WCv5aHQ9vxs241rjhkoRtmtw5U+HkUptO1uq4c6aCbQ7W2UcmS4wUbDpRimkYuKYgSvUXH1LeemgUz7ZY68TYpqDm2cxv+FpawbYYK6qhQ8fFRkDFs/nOO/YQxhLX1n7FB8ZK+Re86Fj84Fv2885jkwNf/m6UUCs4TFXcLL1oo6SNboQfbTqkwWarR/sj6J1Crejkick0BJ0w4aHDY+wdLfLUhQ0qrsV0rYCSijNrHWbLDkXX5vxKWzN/kwTHBMsyqHo28w0tjdGfIHooJqngwGiJtt/EMDIEU5YotHe3yF+fKp04XAPeemSSb841eW6ukbed7jswwgOHxvMF8/DkplObHw/vmV+BwMm4A4YQlFyLgmPRDVNaYUScSqYqLiXXytBIih97x+GBNs9W6XjHNoliSRhvFgH9Tm9bB77TNe+Kxb8bJfz6I5eHQk2na7tf7HfreHgzbsb1xA2XJKoFi8NTFQ5PlpFSzxgQ4grkxkTZ4x9//+38y0+fIkok1ZECP/meI9w+U6MTxvzRs4ustAKUgsmKl0tM+3FKJ4wz9Ev5iqFjDzkSJZKyd3XkyNYvf9NPKHsW33nHNGGiW2GfO7HMg4fGiFPJHz+3iImi7GpF2UTBRMWhHSTUCjZvOzKOa5v4UcJ33znNp56b5/BEhY2uRv0I9DXEqcQxBIbQiJmio8ldG52YBMGde8ocmajw374xTyJVPmwGQGkE10jR4W++8zD/4tOnCLIE5piCOFXcvW+EsaLF0xfrBHGapTtFteBwx94KP//9d/DRR8/mC+qH3nXLFRX1tfbM+7krhhCMFh0qruTYdJVzyx3u2T+CnS3wnn2lP8hWxM+teyo8+3KdjW6Il7W4tjq9bU1eWxPXTZmLm/GtEDfck9iP3JBIDLE9cuNqW/l794+y1AiRf/IiF9e7mgwmYKbm8fCxSa3ZlF45dHwlyJHeQtWNtFRHo6tRLCNFhzCR7Ck7LLcjIqnwHJOibXB8usKpxTaubfDigq7q99YK3DZd4UunnZyUNVKwqXdj/DhFSsV42eXBw2MoBX/87Dxlz2KmViCIU04vdym42keh4logtMFOIhVTVZeSY3LrnioPH5vg3hcWObvSyUkSh8aL/F/fdwd7ai5fPLXMv/z0S8SpVlz9me+5NU+Mv/CDd++YAK4Frz+Mu/LDD+1nulZksdHl40/PDUirbH3frffNs01+9YfuYbpWHDjHa0leN6GmN+NbIcR2sMZvlXjggQfUU089dc3HvVqa+CcXmvnC00O8VDx7Rxnl6/39n3p2ng9nbHFDCCqeSZioXF00iFJum6kwVnT40bcfwrEEf+/3v07RsfKFKIhT/uAn38ZqK+J3vqqROO0gIZYSNyOE/bnbJnn0zBrLzYDHz67hmHo+INCs7J/7vuP868+dwbMNXMukkZHL3npkjLGik6uR9n8+w1RKh8mjvJZxNUfA3dyPV9tL4eRCM78HN6W3b8brGUKIp5VSD+z4uhs1Sbya0b9wwGvnEdyNEn7hkyewDYFlGARJwpdeWqVgG1imgVSKg2P/f3v3H2RVWcdx/P1hf7IsiLhgARpQJIk/ksiwNAWtQXPCJsvKynEqZ5ocpXQaqpkcmmkap1/qxFim+GNstDJLJq1sjNFqRgWhBPwVg78WUNkBFpcF9te3P57nLoflnrt3l73cu/d8XzMMe5599uz3Oc/d+9zznHO+TxPL4if13DWQ7z+0gdZd++jpPZh++gdLTuUdxzQWjL2zq4cXtu/hipVPU18zhsb68LBZd5/x8DVns3FrOz999GB6k6sXhtxEw30Dzio/Pq4cih0k/BU5Ao7WGsG5OezJzWNDwQGoGSMWvLuFupqwJkVbxwHG1tcceg0kl+iOcJdR7ZiDUxqFYm+qr2XqxCZOmXoML7z5duJC/wTqamqKvrPG0zgU5sfHVTJ/ZY4iA+ewe/v6qB0jBDQXmNMO6STG9GdktSGsNRcu9Dcza8o4evvCrbPGwQv9fmeNc9Utcw/TjWa5i6ed3b1sb99HV69x3cffS3efsb19H53dvYdddN2zr4fxjXUsmjOFs2a1sGjOFMY31vU/vFXs77SYadWQp2hwLkP8L32UyXf3zLknTUmd0x7KLbdD+Z3OuWzwv/ZRKN91hEK3iY5EsjafN3cum/yvPgP8TMA5N1z+bpERfibgnBuOirtwLWmxpBclbZa0rNzxdHb18Eb7/phvaPByV1ixxy1ZL/l1W8d+nm3dTVvH/tQ6lWQ0xOhcIRX10VJSDbAC+BjQCqyRtMrMnitHPAPXBkhbM8Cfki1OscctWa9jfw+GMb6xjq27Onlt5z5qYsLCEyeNZdqxTYfUqaT+SGtHJcXo3GAq7UziTGCzmW0xsy7gfmBJOQLp7Oo5bG2AtDUD7nnyVf90OIi045nvDC1Xr6W5gS1tHbzc1klTfQ2btoVlXyeNq6fjQDebtu2hqb6mv05Lc0PF9EdaOyopRueKUWmDxDTg9cR2ayw7hKSrJK2VtHbHjh0lCaQ/Q2dDONnKLRzUv2bAgPJinzvIqrTjOfC4JeuFTLdijGBnRxcQFiU60NPXv3b3zr1d/XUOdPdVTH+ktaOSYnSuGJU2SORb7+ywx4PN7DYzm29m8ydPnlySQJJPNwP9zxck1wxIlnvmzsLSjufA45as11Ab8lH1GUxqrgegt6+PhtqwOhzApHH1/XUa6sZUTH+ktaOSYnSuGJU2SLQCJyS2pwPbyhHIwKebc08z59YMGFjudw4VlnY801Jyd3aHpUZntTQzs6WJzq5e5k6dQHNDHTv3dtHcUMfcqRPo7Ortr9PWcaBi+iOtHZUUo3PFqKgssJJqgZeA84GtwBrgC2a2Ke1nSp0F9khTS7tDDSclNxzMTtvZ1dOfUDC31Gups+8eiaOVIdi5oRqVWWDNrEfS1cDfgBpgZaEB4mhIe77AnzsYnmKPW1p22qb62kMSCh6N7LtH4mhlCHauVCruFWtmjwCPlDsO55xzlXdNwjnnXAXxQcI551wqHyScc86l8kHCOedcqoq6BXY4JO0AXh3mj7cAbSMYzmjibc+mrLY9q+2G9La/y8wGfRp51A8SR0LS2mLuE65G3nZve5Zktd1w5G336SbnnHOpfJBwzjmXKuuDxG3lDqCMvO3ZlNW2Z7XdcIRtz/Q1Ceecc4Vl/UzCOedcAT5IOOecS5XZQULSYkkvStosaVm54yklSSdIWi3peUmbJF0byydJ+ruk/8X/jy13rKUgqUbSekl/jtszJT0V2/1bSfXljrEUJE2U9ICkF2Lfn5WhPv9mfK1vlHSfpMZq7XdJKyW9JWljoixvPyu4Jb7vPStp3mD7z+QgIakGWAFcCJwMfF7SyeWNqqR6gOvM7H3AAuAbsb3LgMfMbDbwWNyuRtcCzye2bwR+Htu9C/hKWaIqvZuBv5rZHOB0wjGo+j6XNA24BphvZqcQlh34HNXb73cBiweUpfXzhcDs+O8q4NbBdp7JQQI4E9hsZlvMrAu4H1hS5phKxsy2m9m6+PXbhDeLaYQ23x2r3Q1cUp4IS0fSdOATwO1xW8Ai4IFYpVrbPQH4KHAHgJl1mdluMtDnUS0wNi5k1gRsp0r73cyeAHYOKE7r5yXAPRY8CUyU9M5C+8/qIDENeD2x3RrLqp6kGcAZwFPA8Wa2HcJAAkwpX2QlcxPwbaAvbh8H7DaznrhdrX0/C9gB3Bmn2m6XNI4M9LmZbQV+ArxGGBzagWfIRr/npPXzkN/7sjpIKE9Z1d8LLKkZ+AOw1Mz2lDueUpN0MfCWmT2TLM5TtRr7vhaYB9xqZmcAe6nCqaV84vz7EmAmMBUYR5hmGaga+30wQ379Z3WQaAVOSGxPB7aVKZajQlIdYYD4jZk9GIvfzJ1qxv/fKld8JfIR4JOSXiFMKS4inFlMjNMQUL193wq0mtlTcfsBwqBR7X0OcAHwspntMLNu4EHgw2Sj33PS+nnI731ZHSTWALPj3Q71hItaq8ocU8nEefg7gOfN7GeJb60CrohfXwE8dLRjKyUz+46ZTTezGYQ+/oeZXQ6sBi6N1aqu3QBm9gbwuqSTYtH5wHNUeZ9HrwELJDXF136u7VXf7wlp/bwK+HK8y2kB0J6blkqT2SeuJV1E+FRZA6w0sx+WOaSSkXQ28E9gAwfn5r9LuC7xO+BEwh/WZ8xs4AWwqiDpPOB6M7tY0izCmcUkYD3wRTM7UM74SkHS+wkX7OuBLcCVhA+GVd/nkpYDlxHu7FsPfJUw9151/S7pPuA8QkrwN4EbgD+Rp5/joPkLwt1QncCVZra24P6zOkg455wbXFanm5xzzhXBBwnnnHOpfJBwzjmXygcJ55xzqXyQcM45l8oHCeecc6l8kHBVTdJSSU1DrSfpEUkTRzCOuyRdOnjNovb1iqSWkdiXc4PxQcJVu6WELKBDqmdmF8Wsqc5lmg8SrmpIGifpYUn/jYvN3EBI8LZa0upY51ZJa+OCNMtj2TV56vV/Wpf0rbi/jZKWxrIZcSGfX8d9PSppbJFxnh8zs26IC8Y0JH7ncknr4vfmxPLj4v7XS/oViSRtIx2bcwP5IOGqyWJgm5mdHhebuYmQvGyhmS2Mdb5nZvOB04BzJZ1mZrfkqQeApA8Q0ll8iLBg09cknRG/PRtYYWZzgd3ApwcLUFIjYZGYy8zsVEK21q8nqrSZ2TzCYjDXx7IbgH/FbK6rCKkWRjw25/LxQcJVkw3ABZJulHSOmbXnqfNZSesIuXvmElYmLORs4I9mttfMOggZRc+J33vZzP4Tv34GmFFEjCfFn3spbt9NWBwoJ5ehN7m/jwL3ApjZw4RV1UoRm3OHqR28inOjg5m9FD9dXwT8SNKjye9Lmkn4dP5BM9sl6S6gcZDd5su/n5NMDtcLFDOlU2h/yX32cujfZ74kayMdm3OH8TMJVzUkTQU6zexewspk84C3gfGxygTC4jvtko7n0IVokvWSngAuiWmnxwGfImTUHa4XgBmS3hO3vwQ8PsjPPAFcDiDpQuDYEsXm3GH8TMJVk1OBH0vqA7oJc/1nAX+RtN3MFkpaD2wipM7+d+Jnb0vWyxWa2bp4xvF0LLrdzNbHZWCHzMz2S7oS+H1cAGcN8MtBfmw5cF+cJnuckPp5xGNzLh9PFe6ccy6VTzc555xL5dNNzo0gSSsIa2sn3Wxmd5YjHueOlE83OeecS+XTTc4551L5IOGccy6VDxLOOedS+SDhnHMu1f8BG7jjF8+e9YQAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -292,12 +277,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Apart from the default `line` plot when using the `plot` function, a number of alternatives are available as well to plot data. Let's use some standard Python to get an overview of the available plot methods:" + "Apart from the default `line` plot when using the `plot` function, a number of alternatives are available to plot data. Let's use some standard Python to get an overview of the available plot methods:" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -316,7 +301,7 @@ " 'scatter']" ] }, - "execution_count": 31, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -340,27 +325,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "One of the options is `box`, which refers to a [boxplot](https://en.wikipedia.org/wiki/Box_plot). Hence, also the `box` method is applicable on the air quality example data:" + "One of the options is `box`, which refers to a [boxplot](https://en.wikipedia.org/wiki/Box_plot). Also the `box` method is applicable on the air quality example data:" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 41, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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CHOf+deArkvaQmYPfUIDXMDOzEeQyLTMgIh4FHk1u7wUuzcd+zcxsYvwNVTOzFHK4m5mlkMPdzCyF8jLnblaqfvuWRzj2Tm9O+6hdsyWn5591WiXPfvOTOe3DbLwc7pZqx97p5eVbP13UGnL942A2EZ6WMTNLIY/cR5GPt/Xgt/ZmNrkc7qMohbf14Lf2ZjY+npYxM0shh7uZWQo53M3MUsjhbmaWQg53M7MU8tEyZlaSfBhybhzuZlaSfBhybjwtY2aWQg53M7MUcribmaWQw93MLIUc7mZmKeRwNzNLIYe7mVkKOdzNzFLI4W5mlkIOdzOzFPLyA2ZWkt5Tt4bfundNscvgPXUAxV8GYbwc7mZWkt7quNVry+TA4W6pVgqjv3Id+Vl5c7hbqpXC6K9cR35W3hzuoyiFkV+mDvDoz8zGyuE+ilIY+YFHf2Y2Pj4U0swshSYc7pLOl7RdUoek3ZK+nLTPlvRjSS8m17PyV66ZmY1FLiP3E8BXI6IO+Ajwp5I+CKwBtkbEYmBrct/MzCbRhMM9Ig5GxNPJ7beADqAG+Axwb7LZvcDVuRZpZmbjk5c5d0m1wIeBJ4FzIuIgZP4AAO8d5jnXS2qX1H748OF8lGFmZomcw13SmcD3gZsi4s2xPi8i7o6IhohomDdvXq5lmJlZlpwOhZRUSSbY/yEifpA0vyppfkQclDQfeC3XIs1saiqFQ4DPOq2y2CVMyITDXZKADUBHRPyPrIceBK4Fbk2uH8ipQjObkvLx/ZLaNVtK4nsqxZDLyP2jwBeB5yT9Imm7mUyo/5OkZuAV4E9yK9HMzMZrwuEeETsBDfPwlRPdr5mZ5c7fUDUzSyGvLTMG/lCnvBW7/9x3VgwO91H4Q53yluv/u/vOypWnZczMUsjhbmaWQg53M7MUcribmaWQw93MLIUc7mZmKeRwNzNLIYe7mVkKOdzNzFLI4W5mlkIOdzOzFHK4m5mlkMPdzCyFHO5mZinkcDczSyGHu5lZCjnczcxSyGdiygNpuPOEZ21z28iPR0SeqjEzc7jnhYPZzEqNp2XMzFLI4W5mlkIOdzOzFHK4m5mlkMPdzCyFHO5mZinkcDczSyGHu5lZCjnczcxSyOFuZpZCBQl3SX8g6VeS9khaU4jXMDMbjiQkse+2qwZuTzV5D3dJFcB3gGXAB4EmSR/M9+uYmfUH9+BLrtumQSFG7pcCeyJib0QcB/4R+EwBXsfMpriIeNcFoLKy8pS2ysrKEbdPo0KEew3w66z7+5O2U0i6XlK7pPbDhw8XoAyz0Q03mhvqbf1IFyst27dvH/H+VFCIcB/qJ/1dfx4j4u6IaIiIhnnz5hWgDLPRDTWSm8jFSsvSpUtHvD8VFCLc9wPnZ90/DzhQgNcxMxtSb28vM2bM4Kc//SkzZsygt7e32CVNukKE+8+BxZIWSpoBfA54sACvY2b2Lv3vpHp7e2lsbBwI9qn2DivvZ2KKiBOS/h3wI6AC2BgRu/P9OmZmw5lqQT6UgpxmLyJ+CPywEPs2M7PR+RuqZmYp5HA3M0shh7uZWQo53M3MUkil8KmypMPAvmLXUUBzgdeLXYRNiPuuvKW9/y6MiCG/BVoS4Z52ktojoqHYddj4ue/K21TuP0/LmJmlkMPdzCyFHO6T4+5iF2AT5r4rb1O2/zznbmaWQh65m5mlkMPdzCyFHO5mZimU2nCXdJOk08e7naQfSjq7sNWNWE+tpBXFev1yUa79O5ikBZLuL3YdhVQqfSXpHkmfzdO+XpY0Nx/7KpTUhjtwEzDqD9Tg7SLiUxHRWbCqRlcL5DXclZG2vi7X/h0gaXpEHIiIvAROCSv7vipHqfiFl3SGpC2SnpW0S9I3gQXAdknbk23uSk7IvVvSLUnbnw2x3cBfZElfSfa3S9JNSVutpA5Jf5Ps6xFJp41Q2ypJP09q+37/yCQZRXxb0uOS9maNKG4FPibpF5L+PBm9fCh5zjOSvpHc/gtJX0pu//vkNX6Z9W/rr/N/Ak8D50t6W9Idkp6WtFVSWZy8tsT791FJf5X04y5JlybtlyZtzyTX70/ar5P0PUn/G3gkeb1dyWNLJP1z0ve/lLS4QP+lBVPKfTWoziuTvnlO0kZJVVmveUvyO/KcpA8k7XOS/T8j6a/JOld0vmvLm3ydILiYF+CPgb/Jun8W8DIwN6ttdnJdATwKfCi5P3i7l8msR3EJ8BxwBnAmsBv4MJmR9Qngd5Lt/wn4wgi1zcm6/V+A1cnte4DvkfkD+0FgT9L+ceChrOesAf4UmEnmFIY/Stq3A+8HPknmWF4l+3oIuDypsw/4SNa+Avh8cvsbwLpi910K+vfR/tqS//ddye2ZwPTk9ieA7ye3ryNznuH+emuznrM2q39mAKcV+/8+ZX11D/BZoBr4NXBx0v53wE1Zr9n/O/pvge8mt78NfCO5/enkdylvtRXikoqRO5n/3E9Iuk3SxyLi2BDbLJf0NPAMsIRMoI6kEfhfEdEVEW8DPwA+ljz2UkT8Irn9FJmOHE69pJ9Ieg74fPLa/TZHRF9EPA+cM8zzf0ImNBqBLcCZyei/NiJ+RSbcP5n8u54GPgD0j/j2RcTPsvbVB2xKbv99ss9yUMr9C9AGEBE7gJnKzBOfBXwvGZV/i1P7/ccRcWSI/TwB3Czp62QWhHpnlNctRaXeV5AZFL0UES8k9+8l8zvW7wdD7O9yMr8zRMQW4GiBasubgpxmb7JFxAuSLgE+BfylpEeyH5e0EPga8K8i4qike8j89R6JRnisJ+v2SWCkt1v3AFdHxLOSriMzMh9qP8O93s+BBmAv8GMyo4VVZH5Y+p/3lxHx16cUL9UCXSPUBZnRR8kr8f6Fd/8/BvAXwPaI+KOkLx7NenzIfomI+yQ9SWZk+CNJX4qIbaO8dkkpg74abX/Z+zzJqRk51O9LvmvLm1SM3CUtAH4TEX8P3A78LvAW8J5kk5lkfqGOSToHWJb19Oztsu0ArpZ0uqQzgD8iM4oer/cAByVVkhm5j+aUeiLiOJm3kMuBnyU1fC2rlh8BKyWdCSCpRtJ7h9n3NDJvSyHzoe3O8f1TiqPE+xfgmqTORuBYMlo9C/h/yePXjWUnkt4H7I2IbwMPAh+aYD1FUwZ9BfAvQK2kRcn9LwKPjfKcHSS/v5KWAbMKVFvepGLkDvwW8N8l9QG9wI3A7wEPSzoYEUslPUNmPmwv8NOs596dvV1/Y0Q8nYwq/jlp+m5EPJOMwsbjPwFPklmv/jmG/uHN9kvghKRngXsi4ltkfliujIjfSPoJcF7SRkQ8IqkOeEISwNvAF8iMFAbrApZIego4RhJKZaCU+xfgqKTHyQTXyqTtvwH3SvoKMNbR9zXAFyT1AoeA/zyBWoqt1PuKiOiW9G/ITJtNJ/PueP0oT7sFaEumkx4DXilEbfnktWWmEElvR8SZxa4jTSQ9CnwtItqLXYtZtlRMy5iZ2anSMi1TdJK+A3x0UPOdEfG3xahnKB61T9wI/fvxIpRjIyiH38XJ4GkZM7MU8rSMmVkKOdzNzFLI4W5mlkIOdzOzFPr/q5HEU0S7gWkAAAAASUVORK5CYII=\n", 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" ] @@ -386,17 +371,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> I want each of the columns in a separate subplot" + "> I want each of the columns in a separate subplot." ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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D1u9tL1h58mVfe8SyjNcRiWPhlkbEPQ4yiSRDozmZGTFUnYRbDCw9OVihidyRZVuQyuBAcHsS0IBdeOyLFrKhYXeLdQzY1dyNz/75XTy8cLvluN3N64219f4W0iTI9hJCXcAXqI8NbIJsl8IqXC7tne5V1+hPQqMUD4Tl9XiSwZ5+b8PegelXHE8ksXW/dbnyjrc340dPrMSvZq31dA3ZQnPoMNpCN0xYsk8EKOn6y7/TD8hSXHjsy6VyO93X0YtoPIl1ddyfcfM+Llvvftca0GyfiK3ecyCIopL7RA5Q9omBjR+udrqmnbIKW1z7wtdeQqMUdwwA/1x79gnA6hM3kNjW2IW23hiGlKW1/CYztdpsj5YXWckoUhk/YElaBE9ws/GuLPPLBsk1z63C719ep/17sSoiAwn7xEQeFNt6YnhjbT2+8dCHuP+9rYhqrEi9tiw5QU3M8hmvI7GE45hWrBM06mIDGz+GCl3bFhNi+a9hdO0LjVIcC2Hl2FHNana39gSeRD4IxBKkqt5la7iTj5FcH7GgUxwQWSL5FAf4asI0uL+1bh9eXFmr9VMjpTg3PtrZ4ttKnv0dyIaG7mgi5UZ3//xt2gGz12YpbukJJh4lH3/Hbz78IU6+Za62fxRrUyzSxxrQVNa04vvTP0LUg57ihwFFJ2dVfSEWovFDEBqlOIwzBjuJpHpxaH3dwPMrFg1U1X7Lzei7nz9bhXE3ztEqxvKgoRP+IWzzgwK53pMBTlhkIRqWoAldfIK1Tgpb1u2NXYFmTvCT7077CJPvWujLtexyQv5/LJG01IkugM6+k2hbj3+rjLKs0y4De9Boxe5elTWtOV9jIFKkjzWg+dWstVi6owVT5251PTdIS7G4tqxFkU+xA2GsHDvxJFNOhXc1+5tObl97b867y3lFWHlVzffTHxsJAJiznueeXbi50fEagN7S78WS2NLVl1Pmi4HKh9ubMW9jsBsPWLJPBKgAyu9Xd5++eAJT39uaU8q/XNiyX53aSy5roVMBfWXqB/j83+YXtAwA3y75qWU1ruf5tSLg5D7BmDVvsawUf+ufH+K0v76HW2ZvQE+ftR3tas7MWpEr1u3R87fy6k4tdPsLCvIpDh/inezw0E8CtRQL9wnpz0FljsmH0CjFA0FI6AaGvri/Zf/C3xfgogcX+3pNO06DnP1v9e3qpdOEB0uxl8H0tL/OC1xB6IsncN697+O9jYXfZOIHjy3HlU9VBjrxsWafCOw2FqVGJwyf+WgPHpy/DT947KPgCiKhy3QiWwHDYKkLg8z70cyV+PPr1XhfM/H1m0z3CZuskdw0ZH/11Xva0NIVxcylu3Ggx+pDHEsw1Lb6k73IEqCqU4p9UPwGcipPJ0KyWETkiB8yydV9ggLtvJHvjKE/lkPjGveJWABOmzsUOTv9xKkxJmxW3/0d6mVeeVapm2F6nXl2B2xFrG+LYEdTN656KjybTHT0Bmcdt2afCNB9QmorujbVFeHKzao9/u+SpELnOycrYLoqmbN+Hx6Yty2IYimJBunw7YHyUj4EPL9yT7/cL8NSbJM12xvTq24HNG4RLd1RlJVY0wC1dvsTbCcXT+s25sNQE0IDmT8UqbI/WPDHfUJzbWWgXfg6QlEoxct2tOC4m+bg7Q37fCxRJroX6GegnSyIm7uC8zl0UpTiZhmGmANmk0Ypli9hV6RV5xBW+jQKUXNXH8be8BaeWlqT87VZP83G5UmPblUg6B317EQ1Kzdy8XQWkZ8/uwr3zduaSgcWNC3dhfUrPnpUBQBgp2YS7rexQWUpltVb0VYN6BXdzkgcJbbcmH61ccv26Hn4FGdznyBhjKG6vv9iXkJo+Ct6djR1eXJN87I64Yes1ulyqTgmy/3C12BCpBTnXjn/rqoFANz6RrVfxVGie9l+Zs6Qr+VnAIkdp8BGMRBWlPPm0darHpysluJwKEQ6wrhcaQ8YEohNDP48O/f27GUZ2A+s1lf1fUSbLrUn+Q6IaEJdr9nkbnaaYP/iuVX4tcdc3m44pRObvbYeWxu8bX2cK6WmxbUnpk6t5/egZRehOvnAALT16OvG3pRiHg0TC7c04jN/fDvDBSN1X599inX0l1L8yqq9uOjBJZi2qH9Sh4ZPyhY33C3wA1z6r6Xacwxz2umlyfkxXOv6tGp8IJ9iB/JSLM2fBh3Io8ub2efji5UbVJANxtGn2Ow9JeaAqbO8WQOXNB2hHy0iTs8URmHdpQkuFJORfLAM7gFmdpGVJu3EyGzHpXk8ltv7ldFZ4C1WQM21hpTxQta0qH1UOyIxvLluH15eVYduH3I06wJM++IJXPv8alzwQLCxBQLdYOh3yj1l9gmbgiv+29qtNwrYxYpXGXzfe1vRF0/ij6+uV/7d2kZ09/bBUtxPusAWc1J11ztbXM70hzAaH8IKYwyz19bnNc4LvclpEzHh9OnlzfhiKdbpC4q2EcasY6FRinXL79kQtCU+Fmd2+W0e90/CyZODIJViZ59i/imeVedqIV9Du3SexXvNR6Be8cRK/MdN+vRxYcqnK2jvVStVflui+iv7hG4CJO5fUpK7pfiZj3bjP26agz0eAqp0k1dLSjZNWdNtXv132QfYj0BJ3WrB1v1djuXwC8MQViSNld9n7c1e7/FkpkwVZ6xy2KnOLpOyfRf7pSwXlut6CMbM5pXoU1WGTx75QXE+VTC8s2E/rn1+Na56sjLna2Tjk+ulzenO6YjE8LuX1nrKEqVTrFV9gdwnHMhrhiKkasD1qxts/VRe5UYe5IYmToNt0rT6igFTp9has09o7pOF8M+ng3ywtQkAsLJGPZCGcZmmVeNP6oeg8OI/6wdeLMWi7vNxn3htDd9l8QaHHetS99NMUrNJyaaTRzEf+qdspdYpc/s71Eqb34g3omtyfhgrLNez3ShXn2V7sfrMXe7q2/JLZykveOmaSDbdSdcWi1UpJq3YO62mC8/75tiVCzqdRCYb9wmdDH9s0U7MqqzDtx9d5n4NXXyRylIcEvdKmRApxfm7TwSdIzGWSGb4svHj2d233cFXWK6HIHfKc7QUS8EugLvjvP277hzXMvkwAFftVifLD+Myjc5n3B8F3v3drKtrw+Q7F6Alj4BO2WKnU3BE3Rt5KMWHHFQOwJrHVka2dOoGCuZhaVwUUddeZEtxru9Jtr72RtXX8JKVYtWeA5i2aIejYjmrshbtDllOxPPqlDS/LcX2yQi3FOfvay7q68w7FuDb/3IfuHUkPVmKvcuSPg/+7cVEoZ+rvTeGL96xACt2tRS0HP2FF90j5T7h4d24bcK1WZMD3lomnb6QeSyMmwGHSCnOX/gG3R9jiaTafcIUfH3xBK55bhV2NOobzqyVtTjltrmYvXav9h4CYf0IAqfsE6IDiAFTp2R4cZ9wU4rljurHAFx3QJ1Tub9mpNF4Eu9tbPBkAeuIqN0n/FCKvbgK/GPBdtQe6MUvnlutv06SOW/1nXBvA2n3CacSOzNqGFeKdWns5FtrfdrkbCla9wne6HV+yfK78WKlUSHXmc6qqQsWlPn5M6vwtzmbU4HGdna3dON3L63D1+5fpL2Gq6XY7+wTHnyKcyEST6ZW2dZ52GFU91RelOJs3Lx0bbG/DWT9paoWeqfIqt2t2NvWi+9O65+c6IUmG9dNL69G19+zsWdkowuQpdiBfJbpUjul+FUYDfEEU7YOMVvb1tCFt9btw5T79cExr5vK8H3vqXOhygOmzt/QDxwtxSmhz5/Vk6U4R19ey45oPlhz9cpM/wjrd6r346qnKvHrf7tnJ+iJ6pTidFlz9bO2bMGtefYRQ8sAANub9JO462etwZfuXKgd7LzsaCcEXz66z8EVXCnWBbd5UVa9BNqJQurakRx06jR5qa5v1670WFaDNMqvF0uxcLGorlcH2Yj76KzrMrp2JvfJXBUe+dqqQDs/cpLE4kntO3Mrk4x1Mqn5bRbl0gUAFtqiGhRhWZALoatqIGSjVHppc35MgnXjgKrPhXEFNzxKcR5101/+ojpLsRDG4p07ZkEw/6Sb4cmNvC9IpdgpJRuzuk/osk/IZXULstKWw6IU5/8eezRKU391PtHxX12tXgmQ0e28JrcN3UAfTyQxbdEObeCDXO1xzbsZNqQUgH4JHwBeX1OPvW29eGNdvbocXgLtfHCfEHlpde1J7nNe/DjdAu10G4DICrfOCrh4WxMuenAJbtGk1JPbeSQP94lUOTT9xotvregWum7qxWfcDYsV3zaI+2WJjsQTWSnFWoVXahd6xdl7maOa1T4v19jfHsGzy3c7nvPtR5fhz69v8FyeoCm05S9Mc43OSExr+PAL3diswsuk1s1w4OVuMZ2MJp/i7Mhn1y1hWQu6Q8QTTONTzMsuW3Z1ApWlBiH132MWS3Fhsk+kgk2Ef6U276D6u/Uc55diCVzyYYDUKpr91PmyCfLRrQTI9a273gsra/G3OZvx45krlX+X/et172C4aSn24ruuc0vxYukX79hJJX5yaQ1ue2Oj9u+p3ZA8TL507SibPMU6pdSLRXrxtmYAwPMr1G4NclkjmrrPRsHTpaKUr6F7HqGg67O2yLnIc+tDTm0kwfyxFEcTyaxiMHQrW14sxdmIKX3ObPffXvnUSvzh1Q14Y616QgoAK2pa8dQyZ8XZD97ZsN9T5oEwZvkpFCfdMhen/WVeoPfIxiDo5dV42aHUjYSHlWWnY4UmREpx7pUjGkbggXaaQUEMOLIC4zao6YSy3Ch11io/cPYptlqKda4HvliK5U7og6VYq2j2k6U4ksVERucKELX4nKqvt6aWb5msy7bhZRMCsWOhF9eSrj71gOjFUuwmuBljuHl2NWZ8uAuNneql/tRqjOYasvzQKYByMdwsdVGdgi+nZNMoo2ISUqpJQeclmFZWuN1ko64dyfJIpzinZKfmFjEfBkm5ru1tzS+f4lg8mVUMhm6i6GV79KyyT3iIxNeVpdHcSfS9jfu93zAH9rX3YmdTl/bvu5q78X/PVOHihz50vVahk/yEyVIM8PEon1SjTZ19jhv4ZKMUe8lC5CUloRte2ryAUrI5kE/dpBpGf1iKlffnN5YHIZ3FUqDTSS2R6QXyKbYH2ukGBy/ZJ9w6lvy8+fj9iveiG/z7a4/1bN5ZT58X9wn1OaKtjTKzMtix5CnWFCmbQLEuTVCg1ZKofn9uE4Vu6Z3pMnJE487KmzxB85J9wu3RdS4Y8rV17zotj3QTX3f3mGyyXHTrLMVSvet2rBN9TtdPLX08x/5pvYb1Wfzyre3L0qdYbylmrudko+ToJ2jelQ8vikM+itcX/r4A5977gbaswgVgZ7N6K3CZfFZ8/SDX4Ncg0bVLL4bA8+59H1PuW4QurQElfz96XZlyVVj1eYqd7xcWQqMU51M5ojMH2R0YY655WCNx9wFTCFo3/0sguyXUbHEa4NIpXPj/dcvR2fiT6rAu1+T+vEKB1y1H++Ga4YVsdlXs8eQ+4eyT6OamA+h3G8zGZ71ToxR7yUAiBlXdK5CXZXVLtNHUapAab5Zi9/YqJle6vu5l8w6dkiqIJdzLKh93G/h0skaeUGndisxr6xRAq3tTju4TLpZiXwLtPLpPpLJtaB7FssKicwnLRinWTtDk6zlfw0t6QD/Givo2tYtUNv7tQeZE94IfG+r4jXZF0EO9igxFlTXqVKPZGJI8WYo9yPNsriGjWhEp9CRKRWiU4nwsBmmf4uA6ZMJuPrXcP9N9olfjYC+WXHUKoGxFykYYZYujT7FQhs2yeMk8oKt6100SLO4T+b8/p8C0/kBWylX15mXjBqv7hM5S7KwkelmedbPgyv1JpxTLkytdHxYKma4c8rVbu6PKc9xcieS2o7OsyrfXCW5xVNdeYh7ejVtwTcLSBjwoxS5yQDcRk6+dq/uEH4Ok/N7tirVfc1W7pdhtLPBkKfbBfULXjrwEfaauoSmH3M50kx7xzryMjTqDgs5KqaLQOk6QhqRskOtb926ysfJqYxyyaPMa24gFi+Egi9UMGW0wtDL7hOfL9huBKMWGYXzNMIwthmFsNwzjBi+/8cNSHOQk1WlGplKKdR2h2xRkWquzB6XJD5x3tGOWc7zkHfSy/KrqtFb3idwFmshO4CVAKkhkPzosnwIAACAASURBVFOVBU9+Xp0PpDyQ6rJpdJgWVU+WYs2ju1nW5AFGNzDK7VhX96IedIqIbB3WK8XO788SaJdH9glx3G1VCNBb+rtNtxhdD7PmIveQ5cKl7eoUAVl+6Nxf3NwnrNlh8rcc2Veo/Fo+jcWZpT/p6kTcTe9TLF1T6xvpvVw6xScb9wldhgF5jNFNxLIxBjR3qjfx0bUdFYVeDg8yY1M2eJGd2Ri92jT52WXZ4ObukK2l2ItsV+ElQ1A2ZepvfFeKDcMoBfAwgAsAfBbA9wzD+Kzb7/KpGyF4gsz9KJQZQ3EL0QjkQahDswwsrDc694X+2uY57rBsKapRPJeXHMS6/uh2jhcLnxfEu9ddw4/cv16wWOcUAtrqHuPikwqgUyNQO3vjGdeT8aIAyoJbJbBk66JOObcKUWflTFcOq6VYJ/xdBL48udJlS/GQfULUp+7v3twnnJUIa/YJDz7FCqXI6i7inn3iQK96shFPyU5NWf2IRpfdJ1Q7IOaRqk9gzz7hZjH0sludHzva6dL2ZeM+oZMTslKsWwnQBYyqaOhQK8U6GaSi0PmXw2Ipll0mdEHK2SiajZpt3+VJl3bSah72MmHRTdbcyuolL76qbfSXsSobDL8VBMMwvgDgFsbYV83/3wgAjLG/634z9Ojj2dGX349jRlXkdM+Gzr7Uy8z1Gm4kGU+WX1ZiZAwOJQbwsYMr0NkXTw3wow4qx3AzD6zM/o5ISgiqyhqJJdBqBhsNLSvB4cOH+PwknPZILGXRUnHMqArUS0n/VWXtiSUsgVGqc7qjidQ2s0ePqshQxGNJhibTQnHosHIcVJ5ZZ15wK6tbOfziQE8spQwfOXIoymwZCEQ7Arh/49GKssrt6OCKstQmGzINHX0pZcOtHQ0pK8FoRTtq6Y6mBpGPHVwBe7KEBGOpgVK0cTsdkXjKEnLIsHIMU7y/fe2RlIXOrazDhpSmtnSWae6KpgYAt3ZUahg46uChGddo642lFInDhg9BRVmmTSCbdjR8SKky0LGpqy+lxKuuEU0k0dzFldSyEgNHjswsq9yOjhgxBOWl1rIypDfl0LWjrr54yidR145c5VE8mbLejx4xJJWxJBvkdjRyaBlGVpRZnqG0xMjbwjik1MCIoWWpdnTUwUNRqlC2613qLJ5kaDTbkU6Gt/fGUn7juvFG3KeivASHDcvse3I7UvU9+RqlJQaOUrQRuc0fPnwIhiras9yO3Mo6YmgZDq7IbCNyWd2uoWvP/UVnJJ5S4oPSBbwgt6NDDipP5YSXkcdgt3o9qLwUhw7LlDXyGOzWjnQyXKY3lsAB83ry+CXLTlVZZXmkK6ssjwRDSkswekQwOo4by/4wZTVLJibajwehFP8PgK8xxq40//+/AM5gjP3Cdt7VAK4GAKO84rTyw8f4Wo4gYclkSps0Skqy0uKSkW6UVAz3v1BZkuhpR+mwUQBsz2MYBgwjNL7mXglLvRYbcjsh/CMs7TUs71eWQdkiy+Cw1Gux4VavYWlHA4mB1Fb9fr8smUxkqzt5xWu9xtsaWKK3I0PXyZwW5o/KCJeheTPGpgGYFsD9Q41hGNMYY1eHoByV8fbGSYUuh1+EpV6LjWJrJ2EhLO212N5vWOq12HCr12JrR/3BQGqrA+n95luvQVgE6wAcK/1/DAD9ljyDjzcKXYAiheqVGEhQew0GqtdgoHr1H6rTYMirXoNQilcCON4wjHGGYQwB8F0AswO4z4CEMUYdIQCoXomBBLXXYKB6DQaqV/+hOg2GfOvVd/cJxljcMIxfAHgXQCmAGYyxar/vQ+TNoHNdIXKC2klxQ++X8ANqR8XNoHm/vgfaEQRBEARBEMRAY8BlGSAIgiAIgiAIvyGlmCAIgiAIghj0kFJMEARBEARBDHpIKSYIgiAIgiAGPaQUEwRBEARBEIOeIHa0y5rRo0ezsWPHFroYBEEQBEEQRJFTVVXVzBg7wn48FErx2LFjUVlZWehiEARBEARBEEWOYRi7VcfJfYIofhgDPnwAaN5W6JIQBEEQBBFSSCkmip/dHwLv/Rl4aBLQvKPQpSEIgiAIIoSQUkwUPyyZ/r7gtsKVgyAIgiCI0BIKn2KCCJTSIenvsoJMDFpisRjq6uoQiUQKXZRBT0VFBcaMGYPy8vJCF4UgiEEOKcVE8ZOIFroERMioq6vDyJEjMXbsWBiGUejiDFoYY2hpaUFdXR3GjRtX6OIQBDHIIfcJoviJ90n/IQWIACKRCA4//HBSiAuMYRg4/PDDyWJPEEQocFWKDcOYYRhGo2EYG6RjhxmG8Z5hGNvMz0PN44ZhGA8ahrHdMIx1hmFMDLLwBOGJuDTgkvsEYUIKcTig90AQRFjwYimeCeBrtmM3AJjPGDsewHzz/wBwAYDjzX9XA3jEn2ISRB7IluJoZ+HKQRAEQRBEaHH1KWaMLTIMY6zt8MUAzja/PwngfQC/N48/xRhjAD4yDOMQwzCOZozt86vABJE1sqW4r6tw5SDCy93HA92N/l1v+JHAbykvNkEQxEAiV5/io4Sia34eaR7/OIBa6bw681gGhmFcbRhGpWEYlU1NTTkWgxgUMJbf72WlOEpKMaHAT4U4x+vdf//96Onpyfq8Cy+8EG1tbVnfLyjq6+vxP//zP4Uuhj/EegtdAoIg+hG/A+1UzmFKjYYxNo0xNokxNumIIzK2nyYIzpPfAP52TH7XiJGlmAg/uSrFc+bMwSGHHBJk0TwTj8dxzDHH4KWXXip0UfJn42zg9o8BuxYXuiQEQfQTuSrFDYZhHA0A5qcwi9QBOFY6bwyA+tyLRwx6dn0AxHry26KZLMVEyOju7sZFF12EU045BePHj8ett96K+vp6nHPOOTjnnHMAAD/72c8wadIknHjiibj55psBAA8++GDGeWPHjkVzczMAYOrUqRg/fjzGjx+P+++/HwBQU1ODE044AVdddRVOPPFETJkyBb29egvo2WefjV/+8pc488wzMX78eKxYsQIAsGLFCpx55pmYMGECzjzzTGzZsgUAMHPmTFx66aX4r//6L0yZMgU1NTUYP348AKC6uhqnn346Tj31VJx88snYtm0AuZSsfoZ/vnFdYctBEES/kWue4tkALgdwh/n5unT8F4ZhvADgDADt5E9M+MKBPcDo43P7rRxoR8uhRAh45513cMwxx+Ctt94CALS3t+OJJ57AwoULMXr0aADA7bffjsMOOwyJRALnnXce1q1bh2uvvRZTp061nCeoqqrCE088geXLl4MxhjPOOANf/vKXceihh2Lbtm14/vnnMX36dHz729/Gyy+/jMsuu0xbvu7ubixduhSLFi3Cj3/8Y2zYsAH/+Z//iUWLFqGsrAzz5s3DTTfdhJdffhkAsGzZMqxbtw6HHXYYampqUtd59NFHcd111+EHP/gBotEoEomEzzUZIJ3m0FVCm4oQxGDBS0q25wEsA/AZwzDqDMP4CbgyfL5hGNsAnG/+HwDmANgJYDuA6QB+HkipieJk7QtAl8YXs3Fj7teVLcXJWO7XIQifOOmkkzBv3jz8/ve/x+LFizFq1KiMc2bNmoWJEydiwoQJqK6uxsaNzn1gyZIl+Na3voXhw4djxIgRuOSSS7B4MV/6HzduHE499VQAwGmnnWZRXFV873vfAwCcddZZ6OjoQFtbG9rb23HppZdi/PjxuP7661FdXZ06//zzz8dhhx2WcZ0vfOEL+Nvf/oY777wTu3fvxkEHHeR431DR18E/hwwvbDkIgug3XJVixtj3GGNHM8bKGWNjGGOPM8ZaGGPnMcaONz9bzXMZY+waxth/MMZOYoxVBv8IPrN7GfD2DUByAFk0ioG+TuDVnwIPnKL+e2ceXjiypZglgc6G3K9FED7w6U9/GlVVVTjppJNw44034rbbbrP8fdeuXbjnnnswf/58rFu3DhdddJHrBhfMISB16NChqe+lpaWIx+OO17LnDjYMA3/6059wzjnnYMOGDXjjjTcs5Rk+XK04fv/738fs2bNx0EEH4atf/SoWLFjgeN9QkRAT6DwDfQmCGDDQjnZ2Ft8DLH8EeOcG93MJ/xDBcLEe9YQknwC5uE2ZWP6o8/m7FgG3jAJad+V+T2JgMfxI93N8vF59fT2GDRuGyy67DL/5zW+watUqjBw5Ep2dPI92R0cHhg8fjlGjRqGhoQFvv/126rfyeTJnnXUWXnvtNfT09KC7uxuvvvoqJk+enFPxX3zxRQDc+jxq1CiMGjUK7e3t+PjHeTKhmTNnerrOzp07cdxxx+Haa6/FN77xDaxbty6n8hSEhDmZtuyISShp3Ax0kKckMfDJ1afYf+b+CTjiBGDC9wtbDqOUf256E7jw7sKWZTCRkAaeSDswzLYUm0+AnH1Qa9nufP6yh/nny1cCV83P/b7EwKGfcwqvX78ev/3tb1FSUoLy8nI88sgjWLZsGS644AIcffTRWLhwISZMmIATTzwRxx13HL74xS+mfnv11VdbzhNMnDgRV1xxBU4//XQAwJVXXokJEya4ukqoOPTQQ3HmmWeio6MDM2bMAAD87ne/w+WXX46pU6fi3HPP9XSdF198Ec888wzKy8vxsY99DH/+85+zLkvBiEf5Z8w9I8igJpkE/nkGMGQkcFNdoUtDEHlhOC259ReTJk1ilV83B6Ub64GhBfThevEyYNMbwLDDgd/tLFw5BhutO4EHJ/Dvv9oMHHw0/36L6Wv5qfOBy3JM8zTrcmDja+n/Hz0B+On7+vOf/C9uLT7sU8C1Vbndkwg1mzZtwgknnFDoYoSSs88+G/fccw8mTZrUb/cM5fv4y5F8sj7iY8BvthS6NOGlaQvwMJ+I4Zb2wpaFIDxiGEYVYyxDyIXPfWL3kgIXwPSlS0QLW4wwsWI6nygESVyqb+HukEymj+WzPXO02/p/t40VhCtHeUXu9yTCC2P5bwhDFDfxaHr1KkHuE450Sm4TCQpkHnC07QH2rS10KUJDeNwnBC3bAXy1cPcXKbuoc3Mi7cCc3/DvQVoB5IFHuDtY8gvnkUot1gs+2TEVoT4XBVu0gZLwdQ/CB5bcB5SdCCSOB0oHb7qta665Bh9++KHl2HXXXYf333+/MAXqTxJx7hZRcXDm35JJ4K3rrecSemR52tMKjDyqcGUhsuf+k/jnb7YBI3yOrRiAhMNSLFttDuwuXDmAtEIUjwBVTxa2LGGgVXIhCXI3OKWlWJqY5OPXF+8F5Gh6e+CdHXEv4V9OFBcf3AWAgQ3ywKCHH34Ya9assfz70Y9+1O/lCNyFr3M/MP0r1kCwhX8F7jgWqFMkSDqwK71xBwAgmXkOkcaiFLcUrhxEfmx4pdAlCAUhUYolodNWaKVYWmqnnYyAqKSMdmjSonU1AbceBjz7ndyXpWVLsXBfkLNQuCmyTth/65arOGlahgzVruXEgCfei4r2nWhp7wpeISMcYYyhpaUFFRUBuiqtfAzYuxJ44mvpY3s+4p9vXp95vn0CTm3EmUhH+nuhx28id2oK7LrasoPHEG2cXdBihGR9WFKKI22FKwZg+p+aS+0HH6M/r2kLMPrTxa84yf64LduBIz6dec7WdwCWALa9wzfgOPV72d9H9uEWExPZhSWeh493LIKUrzjAB7lEzGHp3BwEg8xV3bQVmHkh8OO5wOHHBXcfQsmYVXei7uCPo6m3yPvvAKCiogJjxowJ7gbCDepATfrYiKMyjwl6bWMQC8BSvGMBl0OfOs//a/c3sqW4cSPwmQsKVxYiO2TXoJaAM/AwxvW7gw5V/33vKv45638LGrAZDqVYDqiK5WER9INoN2CUcCUPmgGz8gngzV8C590CTFZYGgYSyQTQ1aCfAMip0HSW4t4D6e9b38lNKZaVXqGIJ6UOm4zyThXrBYYMy+7aiT4+eZENPl5835IB+hJWzQS6m4BnLgGuWxPcfQYjr18DNG8DfjJXe0p5tA3jts8Afvi69hyiH2CMB/mUjwvuHio3KNG3VfEFEduAHISl+Olv8c8/NQ98v/Y+qb6athauHET2yKuonfuDvdc7N/I9IK6vBkYpJsFDRwZ7f4+Ez32i0InS431p668u2O4Dc1fr+bcUvrz5sugeYOoJwF6NYiYvJfY0q8+pX53+3rYnt3LI7hNioJLdHJJJYOk/gL8dDRzI8h7xPmRMcOpWevxdQIiBMNf6IvSsfgaoXa7eTEBWcLqa+q9MhJrljwLTvgysfDy4e5QolOLUypQiE0nGamWA7hO7Fgd37f5CNoqQPBtYyEpxpB2IBTjmLX/E/Jym/ntIsryERCmWhE6hU6ElokgpULJSJsoY67XOqHYv67eiBcKuRfzzrV+p/y67T6iCKGK9wOY3uXUdyN33V2kpltwXWIIvOQLAyz/J7tqqNrXiX/rzxbsOspOWDjHvRduJB4aqLcakLCZ2iyDR/zRs4J/zb3M+Lx8clWJYlTpAYSn22X1CDljeP4B2+NPR2ZD+HhLFhvBISkaaLqMzpgSv0+j6kz11aoEIiVIsKQaFVoqTsbSlWChlrbuAWw8BVj2dVoiFEhgLMCNDf3DQIfxTZwWW3Se6FUrx3ir+zkpMy2euSrEsTMU9E7ZJySHH8u+NG7O7djya6fu9a5E1s4YFoRQH2RYpeCcQZPcrlZCVFaBYPwjhqGbbcoIjXBsibVyW+MGBGmvAjsp9Qu7b8nbuNUuAd2+ynisbbXoPAG/9xjq5yhbZuFDoGBo/kI1E1NYHFnZ31X1rrAGpQdDVoD4uy+t8+leehEMpToZIKZYdz5n5fae5lersX6QTlQtBGR3gW4AKp3e7tUQQdXGf6DI3whBKba4BcRbLTSv/lH16WTI9EclW8OqsF3WaQVgo40HmqnbLlTwYaNrKN4bxk3Zpm1lVHcvtPJ+MJl5IJri7z7+vCPY+YWLxvVwh9SoXZSvui//rTxmEO9es/828h0B2jdonuY7NvEhxQUkpXvBXYOV04Pkc4iZU9y6G1YrOfbnL5qDpPcCD4gc6Kn9fxrirWE9r7tdNycCAjTSyXqXzXZZdNbN1kfSRkCjFcfX3/oYxmx+r2cFbdqSPdQs/ROFOMcCVYrGMr5uZycfbFfvaR22W8lyXz2RlunET/7SkTpN8/7JZzkzEzfMVQZO6zCGqzUP8Rk5jNFiZfi7fGGaXj6mA5JRQKncf2TIX9AY9oh1vKmyKoX5FuEEI/0E3DGkI8ut9VIyy/l8VKGdRiiUXhiEjMs+Vfy4mWnIcRbZY/DiLYHIc7Uq/x7C5gz0+hW9BrTP6DAQaqoF7P8Mnm/KkY98aHlT82Fdyv3bQhgGBPPnT7SgrT6QP7FKf0w+QUqwsh6ksCeVL7lB2ZaaAZn5fEEq9Lndvoi8t8A7szLQE2Jeocx3YZGW62YxgtvgUJ3Ob1Tp1ep1yLazW8UhwOUoH+mRKxeY5PDOLV8TW3X5u7d6xN/1dZUGR+3IyHmwO2qbNwV07jMiDmtf2Lbs2GD4NR3YZpFp9lGNHWiWjh12hBmCRN0Lei0DZ2hXZrxZaLMUD3H2CMWtdhk0pFmPJpjf69769bcCDE4DdH+V/rWYpVVrljPR3kU5Qbr/Z4kUpbtqiX1X1itzOuxq5bLavKsvubAXsF+FRioVALOSWmvagB5VS3GsbaIN0n9iz3JquLghkS6/qXnKnYSxzuc9uKc5mUpNMAtvn8evKHURkBbC4T7D0QGtXZNY8p++0qQFIofzYyy4Qg2gyDtz3WWDpQ/67O8gDY9CbA9Su6J9lzRe+x1MVZm2V8TFXsNwf7eVY+2J60wZBkBlGZKU8yN0g+4O+TmD/BudzhGUcADo8pneyWIp9eheyoaJjv3qirlNM3ZRiIQ9Lh3I59fj52ftgyjK1b4CvGCVipmubiMMJeLw6UMNl2dZ3gfdu9v675f9S56QOipolPGblSZU7TpbIqVBl+eZHCjUvSvHDpwOPnZufAVAePyPtwF3jgOcutZ5jl9011i3o+4twKMUsof7uF8kEsP4l9w47/VyzDEnrpzy42YPN4gFZivdW8UjQl38czPUFckPsU/i32WdzdutbXxcsSk02SnHVDOCZ/+ZLrvKAGO/l7yxhc58QQQGyhbdzP/Daz3inVSl+Tp1e5cKQTFqfoaMemPsHYIbPwQeW5w1QMatfwwfulxza0aY3gdd+nt99ZMU+Wx83vyyEgLU/yhPYZBJ49Wpg2UP687MhEQfW/dt5ZUR239AFlwwUnvsO8OgX1S5UArm+nc6Tkf19dfEkm97kde0Vuc9vftN6XSYF0Yp2J692HeaykU5KKS5Lr3TsW+u9bIC1v/f1Y8T97mX5bYKkImO3UJ/Gb5WxqaMeeOAU4NWfAs99G/jwfr465YWGDcA/v+BP2bwgG1b2LM/vWp2SUiyP0X5sqa3bF0KlK3XnkcJSXjkSOt7O963yUz5nxXS+udX6l3O/Z46ERClOqr/7xdJ/8DRe796o/vv2eVzoC4QrgRCgqQAzwxT8khIYi3AhVznDKhB2LVJna/CKsCxVv5r9bxnzrmilLBWG+jd2oddp28Aj2m31zc1GKIploWUPWZfgAL4MbrcUq9wnZMu1Knpd/EZljVUFueisVQ0buB+hX/vDy/Wqs1j7gbCWbnxNf86LPwDWPAvsWJj7fXZ9IN1Ts/SViAEHFNvA+mkpt1gJpTzF9hUeAICR3WZBLTvSgYHb3gVeuRJ4/rv68+VBK8h37Ae9B5wnM7tNq82qp/XnyL/v8moplvp8tEc9GL/4A17XXt+V3AaW3Acsuiv9f2F1S0gZaWQFrGyoepImyiXKUFKau/Vf7vv9kQEFAPav5xbtf1/u73UzjA4K+d+4GZj5dXXecBVNW3iA6nJb2kzx7tZLE6Rs5HGsp/+27JaVvVl5BpDK7blHXrX2wcVAZzSKKlZG85nw6NKtCfcWwCojhUvI+3/L/Z45Eh6lOJcgKq8It4g1z6v//vJVfCe2FEJQm2VKKU8ssyHGeoEPHwDevB6YfS0/Fo8CT/4X8NAk/v9oD/DGL7lgEiTizrN2Jwtn/RpnH59ZPwTu/pS3QURurKp7xvusgsSenN3e2HXvb90sYO6frMeE4DBKMtOm9XXZrM4sfS+5PPLAJCtmcvnF7+3YXSKSifT1VAPjtLOBl37kfWnYiVg/LaFmI8jqKnO/j+z3plOIPrgLeOBkYMkD1uMJH4M9LIGhtenvlqVGqZ1lYyme8TUeGLhtXrpet8/Tn29Rin1WfvZWebdQJpPWYDI7jAF3jgX+cZq70lA2NPPYgRqu+MgTjxaPfo6WdGkMqHXwwRR12LQVmPM7vVIgy7EOm8VaZCJIxJBqB/L5iSiUskJYt0R7MUpzd6mS79dfmz8J15YtHi2rOh6fAix7OP1/+5iRiAPVr1nb0aY3gJrFfMXKC2K737d/Zz3erch+pAva0pFNzEM+yDI931WimGb1yw+/W61SrJBX+bhP6IwC8vhtWR0w+2ZbLfqbcCjFkQ6kBFEQSrFIGyZy8toZMlz/22TCata3N8R4JN1ZN7zEP0VH7W3lA9La54GqJ4BnJR+a578D3PMpvUuHvLTfY/ONnPZl7i7QWsN9lyzl6ePR7n0dwAYPSw+pxsrUSnqiD5ZBoq2W+0oJq5B9Rql7f69cBSx9MC3wgLRF3ijJtNDGevU+xWBp33P5/qrdlJwsxfKgtm0ecNthaYtqicPWqzWL9H+z3LsPeOH7QK1i9zxZGPkx49eRjcJtHzAZ867MyXXZqbEIiWCXeX/m/r0CPxVGWXDvW5ueeFkUdZb+zMZSLPr1zoXeAslkpVj0F7fJsFemnwv86yz+/ZWf6neJAoDKx4F/TQZWP6v+e5ckr+zPVb/auqIistXIPHAK8M8zrCtjyZg3K549XZqTNVHIqg0v8813Hj5DfZ7T4C2i2hOx9NxILHVvn8/bqGpeIGSRUGKNUls8hmbymUzyd2PxL5f6ii7A2W+0Odk9cmA3n/jWLrfmcbYr9R17uTVafveiH7R7VHDk9tYuBc6qJtvZxi+IMTpo/Mx2YbEUm+2oaavVYj7/Nu5jnW36Oa1SrJBveSnFGhkv9wWL7JE20Ap6+2kb4VCKZYJY3hBCX6f8ZjRgqQzRbsUuWHLgRW9asAuFUN7hp3lr2hdHVha2z+PXmn9r+lgyCSy4nVtdZGVGtp40b09/f/RMnldTtlzKwTBeOojc+HWWYpn2Oh5V++Cp5u+7be9MsW2qjNyRhXJgD7QDeN3YfYrlWaUQuvIx1awypRQrlPW9kmV02T/45wd3muc7WFi9WlT3rQM2vwXMvEBfLsD7UnMuyO1INwEbfiT/rJcmLL1tfMOavx3jTcDLQq9TE9wkT3yWStbi5Y/yiaMfxHuljXW6+QoOkJYBdnIV9PLz6nZjky1bYjL9xNeA2z/mn5yLRYB1LwBv/1Z/TkM1/7Rb3gSycmdZOYry1RERawGksy4I5EGtaz8sVvj1s5xKzrGvyDj5LYpyCstb135ulbTjZH1d8xxXYOO96bKK85+5xDxJ8W6EUmxxn5CeXed6smk2fzdPfzN97M1fStftJ6VY7sO5BLM/cHJ65VNG9B+7fJUNMiljhceAWjmDzLoX0t+VKRazXGWT2/rO94Hp5wWzk5pdZubT32NSWxUThsfOs56z+F7uY/3w6VleW6MUq9x68lnR1CrFHe7nrH1BfTwgwqcUuylVuSCEqF2gA1wgav39DN645Q7f3QSrT7HUYIW1QF4u2fquujMfdBj/XPtc+ljNIu7/NmOKVeA2SDu4TTs7/V00oh3vpY/JAkX219Ehz86ExaSuEph2Dlc47UqDmGlH2iV3A9v7Ssb5LlG3jOLPDwBDR/JP2Uc6Ve/JTEtxpC0zaK+vMz2IbnvXdg2kZ5TyoOiUxk3eyUpMDsT5TgGDqplrrBf415eBFY+lj4lcpsrod0kYdfochJWIpwc+edDQKd/DR1t/C1itxh896n5PWaDVrgT+MhpYboOkEgAAIABJREFU+Zj1HNkibh9EX/0/93t4wd5eVz/NJwM6a4NXX1+5rQDWfrP4XvVvZAWv1xzM6lbyCVfLdvVvskX20dZtBFE+jH/qJgDyu5PljrCMy2WVLXeAdSLa02LVe5xWWwT23eZWPwXMu1V9rlA0ZBm3S7FqIyu8dvZWSvUkpRFb+bhTISVLsVSH8oC+9EH9/QC9q0uin1KYWdKK+rhhiJC19v4sryiI1TyjRK2QxyLcNWnXYvN8qU/KkyaVu4qTT7bKCCDkYTIBPHUxfz/z/6K/Rq7YJ0mrnsw8Z+8qb1ZQVZvLRUGtX81zGrdLcUE6S7FcT4J8VjR1Cq88PtllsXj3m9+UzgneLzyESjG872rXVssd+Ls0WxQDZhox82WqZkUqPyXV38UL6m6ydtRYbzoiNJXCTeoQNUsylWI5tZnsGiGiVCPt1kYvJ7JW+UDKA6Pcyfav5w157h/VyyGW4DWkG+7bv+dWwzevN/8u+2BK57fuNMtpG4DikbTV8fnvcuEkLLpyfQshl0hkvvNIW+aSZKwbKCnj3+vXWK8BcP/B5m3AX48Elv3TLIuD1Ui2Bos24sXHT+XL1V7Hk6nP+XVaCXZK8G9JQScpxW/9hluz8uGfZwD3fpp/l9tek2aSZHHVMd/PbikdTuc+3tectuGV3Vh2vc8/3/p1+pg9nV+zT0qhHVUf/+fn9YOPF0tTV5N1qT4Rz+xP9pUOxkxFRLLwyCs3Xn1uVciDfYvky92oyYss3qlu9UNW8OXBS+ULufQBq7yx54WWByw5lVRvm2ZQtQ1wDdXAkqnq9yhSNcrlUmW5iEX0G/MAapn/1q/05wNSoJ0pfxMx64Rg6YNq9y1RPt0EgeVgtc0FS1pRH5b2RT3ENZZieQxMxYIkgAdOysy40boD2LMMePLr1vMB6/ioVIo1St3T3wJuOzTzuJjoye4k2fole8Fex9ves/4/3gdMPwd49Evu14r2INVPvEzidXXy3Hf5pFysnm2frw/kF+WX79cflmLLypHZh+XV74dO82/nSw3hVIq9Lmkumcod+J/5pv4cufGrZkWOaUaYpFQIa3DcphR3SwMuM5Vk2cq7zqqY9HXxAVIMUMlYuhHLyf7lTiV26RIDjt26Ivvpyi4aHXXAgr/w7Bv2CNieVnNzCkmYiYYrZvnb5/Ey6QaY3UutuxnxwvHnKTvILHPSHHRZ+nnFACM6BItnBvRFOjKXFpNxpN6DELqWTtsJbJvLv4tMI255GMV9xeDlOCEz0vf54G7roC+3I9GJZXcE++xW3hRFHqRXTucp5vKhZTtvcz2tVkW2VaOIyml+xEC/+0OknrdxE1+Wm35upn+7INoNx+XRvk7e5kvNQK2glo1VEebNW4BqjX+rePaWHcDTl6hzYy590LqS0deRaaGyy5FYD39G8Y77OqxLm8KlAQDeuRF4/vv6Z9KVGbAqpTq/UaFE6lLfyQOWZWVBoyzILguyUmrP8CH//s5PAncp0p3pfHGFzLSk+jOPRdqRamsdNss14GwpBtJtPJv0nylLsbSSZF+J67Bl5gHSkx/Zd7qsQrpuwHl9BfK7yTaVl8pQ0OtgaAKs45fcvjrqgb8fk145ATJlrnx+r8YXO/VbjRFjxwL18Wg3sPU9qyVX9d7yoaspvZIpsG/kI1zwvKQ5kyetXmIgVNdkLL1S2Labt7tnLuFZlVR9RdSP7J4Y6eBjldc0eDK68cHuU2wPvAV4f+5u5saIjnpg8xvAkvuzL4NHwqkUe43IFQLVKSm3rGCoOtD29zKPyaQsxdILlb93NVoHhu0LrA2ps8FqFXr6W5lCSfxeTn7f3YxUIxKDWqSdC2NhLRXIik+nza9P+GrulDIzLL6XJ8/e9Kb1eYSCWWYqxUIg6YLnPnyAl92uNMcjVsFmD94RAlMegO0Cr69D7cIgbiUGJ3taJHsaH7e21NfJ61Uuo1ve3O4mYOFfrUqOrNjWLOHlkgdNMQHYtYj7gctCQlgqZGujH9acebfySaNAFv4d+4CXfsKzmMhuKTsXcgHaVpduZx116fpZrnGliHZDHbVvHhPP42TB02FfsndC5c4DZLo9Wc4HMO9mYMd8nhtTDAixXj542ftbpD3TUizyH79+DV+KF+1fPK/dynLAVGC7W4CP/glseQvYt56Xx83HUba4ylZTeYtrGbclWrnt90jtWJdr2GIBtm1sJPedqBnsKyaJLJHZX3WKqXDZkF03hNzskybiKgXPTXEQAV9ZbTQUt33GMreiVSltYnXEEjScSBsevAaWL/gr94HVsWe5XhEErEGQqomEEyolS6yWqVJ3AVbZrgpKXXxP+rvcJhIxq6FDjEGJuFoO2IOxt851n2gsf9TabnWBwQCXATO/nnbt8IJ9EzAgM4DU6V1llKFH2tzMHM9EHIgK1fPIddq13z0jRur9Sr/b9i4Pqn3he9mn79RZuC3xDD368WH9v63nzrtFv/KZJ+FQiu1KiNc0SSkrg8NAKw8IcZt1qnYFFzZOiNmVxfok3a+n1Rw8zGM75ttcChgXwmJgrVsBNJo+wuK5GzbwTt+iSWslhIZucLNE/u9HRqCgnSrTvynlC2lYz7Uv9dmVAkFqe0m7Umzz07aXQXRI+y43sFmKVYObnHwfMO8j3V8oBqLMbpbivs7Mwd/NZ0k8m9jlq/IJq2XgwC5eNyyZLpvwG37++1xpZsn0+xf3l90ymnNcXpeF705T8Ir7iDLE+4Cp/8n9w8WuQqK+dizgzyVbOWXr8Ad3qpfBdempapfzZWUxCGXrD1a7gu8quEjjt2unuzG7zUBEnQ+T/KpXm7l437yeB7TYt1GNtGUO9Cum8T68+hm+FJ9q8+b7102Ea6XE/qtm8tRoIquEW5nl69i/ywi5wZJWhSHex9+LrODL5dQq2VIbk5X97marpae3jW8a8+gXpXNs1md59UfmqW8At43mCknqetLqUIn5jiMdPHZhxgXptmUfP+wZM7zEWthJxq3uP217eF+T21rnPm4llP2ThStVMs770Ts3WWMMvCjF0W5g0d3cB1bHjCnc4KLrh7J1PdvNRlQrBn2SDFQhr6SoXPf6NL6kPS1WJVnInnk3q7eDl9O5bniZy7M3rgNGHasuFwDsmGfNt+/kQtW4iRsWnvy6/hw7qvEy1p1+75EO66TALfAx2gPLSjXAJ1a6cVmVC15uu5EOm1KskMlCZsjvomZx+l2tesq5zHZ0E31xPB41J8gaXW7jbEk/GcLLPPOiQHZADodSbMerpVhYNWI96obNGD9HNB77kq2cW1WHUHZ0wivazRuKCOLbs8y0vNleriw8RQCSuOb+teb2ldIA0dWE9PKBqdgJi7A9cIsl0oNdx14oG5Z8fzGZaDIt00KoiEYnCzqj1N2iYqkbxgcli1+YWKoSllHT8iALQ/sAHOlQ+zCJsibj/Htfl3p2KQIZ3dpSb5vCF1CnuJnHZfeeR7/Io8lXP5M+1l4rWdPM3wirkmxZEUuq4lxZcOW6e5CccqhtDwAj/X7EREteypNThQFmuj3dro0GAJZOrSYT6YBSnMz4KvDo5LQl3WnJulcRACSsLgvMDA97lqsj/eN9vF33NDsoxYr3KpR1WckVy+uiv9mzjfQcyFR6DzrUmmEgtXLArM8hyiYGJdmnb+VjXEa1bM9MtagqM2BdJZOV4soZwGPnc1khK9Fyn3viQq6Ey7JTtgKrBlfAOmG3y117ijU7dmufUx7tZMx6r55WM3OEFOcglK89S/kGNIA5mdYYMQB1PnM3kvHM4MjeVuskoGM/z2P+1q+Aypnm76TVn9d/DnwkcvyKID8PSrE8cXILylXt/Cf8+cU4uFvhIuRE1czMY6JNaZViOatRb6bLn2VXP9mK2WReU0wmzX6kyjJiv5Z4P6uf4tfQKY2ANdeyk7um3Fa8plLUuYaJ4GV7/Tv56nbu531AznCVSPB+p5NzQiYkEzz1ZcsO69jCEvq+LRAGOi8rAV7QpbAU714VMCl34X1rpdU381h3Y/6uhgrCqRR79SkWg0Ayzrepravks2VhyYq0m87bZoOy+y55sRjs+cjsXNIbsmwbKoS6WZUtO9RLBfJv7BtvNG7OtEa116XLLTr9nmVm51AIUuFn2LlfLQxSy34JRRYCm1IsK2Relrvtgt1uKbYreB31fLCWl4X6Oq0W6h6bcEw9hzSIxnr1nVbUt5uluKsxs+7dcFO0O+oz/dRql1t9v4H05Ka7ifuYyhbYHpcAUB0Z1kKp3QpBaFEqxd9FkOgByZ9To7CoUtJFNZMTgA+gYpMLpwlW1YzMY7IsWPM8t4jZg1Oi3Ty48r7x1v7uBaFgyhMB0V5Tqd1s8qinyRTy5iRB/EZ2VdmzjH+KSVxHvXm+GOxb+fvWpS2b/f/0O6bJ7UQe3GQXnjev56tSi6dafysGx71V6cwI8nKvrPjpfIrlurJnMnDbLGbnB2m3LXG+q4wRk+lmSa4ofiP8tOMR5xWJhg36vylhvJyq4EhZMan5IN0GRMS8bMmSN1BJufJ5WDmRN51SpdmU20P9qsz84tFu3pdFWd0UIpmeVnXmhJR/t0Y5khXIWCRzsiSPh7IM76i1xqkIOTrEzKCSobIY6TaRUppKrWOLCtkQoosj2beOL9ML7O4yOnRbv1e/zj/tY0NPi95FLOV6JI2xXftNxVvTb4R7UO1yvrX9P07LDC7dt0ZbfAB8DwRAL4N0466OqMatTegtqtUEWc+JdUur9tLx9bOy93GORRwtzANfKRYK4OY3+FLnjgXcrw9QWLzMoKrmbfx70xZ3ywagGMhVeSzNjpDo4wqAk1C2N6jWHZLAlQLSRNlEpPOaZ/X+Uj2t/GX3tauFgWhI7XX8eVRJ+IWAk+vN045otmcV1nNBSik2z+vcn76HXFb5XfS0qi3uqY5icGWrr0td1yml2EWB7dzP6z4bRcptIOtqzPTbW/0Mjza2XEYEW8aBR860KsK5KsWd+/SDQct2c8ncYTvfRDQttHXtft8afp14X3rws2/3badSofDaadzEfR8fOj3t1iQPFq+Zads69tq2Ub2cf4ol0WzclkVdyMuJdqXYXl99HXofasHG2fxTnlgYJen/dzelJyeqtte602p5tpRZshR3NyKd4UJY76S+t/ktcfP0fQHuliIQ7lyAVfHTrVbICleNzdfSLYBy8d1822ZtG1Mh/NJbnbdWFrIq1gurEcOHXePiEXUaPVn2qKz78vPZd9dLneMiY+VNL3a9D7zwA757qpBtsryuX8V3NP3bMTzLw6qnrfnYAf7+4lE+Yep2Cbr7UBPQJBRxXb9OxpDKP69aFrfs6Cm90wO7rVkIol3Ac9/hBqzSIVAahLa8zV1oVpgb2JQOMeW/gyBIRNP9Tl5plbHrD17z0+uU4kZz0mbPXrR4KncRsxtNOven353cjpxiqIC0YWSh2CKZ8YB7mboVcETIUp0vcLaWYrcJvrwxlw6xWmDvLy98j++0uOpp97Rx618Cbj+Ku15ocFhfKCBeUn+01fLGVToUgE2willQyo9RVCLj+UZFEvLSIf5F/8qDX0aQlGRRUtFpWiuNEpvVVfgRxbjwYUn+vCoh39UoKZUqYWBaO8RsVzUYdTWYuYc7JMGSQ07ASIc+GAjgg23KCiWVVS6TPS2dir4u05rslGzfZYLVtd8c/H3MfdjbygdQozTdLrxs9SmvXGQbIQ7wutjytsOSLOPLUC/92Pk6bn72+9ZwyyzAc+Be/gafyTtZZrwoJs3b+BJj8xbuQ/nZb+rrYe8q4BNmmjR70Eo8Cz+zHjP13/716feVUlbt6YGEO1PUfYvfpk2Zx+T3wpJphaOkTJ2vtk6xEyJgVdJZMl3u1DbIcuo30abMsrfXAR+faFV+WyTZIyvCPS28bCLjjii/UMba93rfwlZcR/DgBODG+uyC3SwyQdFfxfN72W0wW7oaeZuzP0dSt6QuYh9iCrluI9IBDJPSh9VVAYd+Mp0/XK7jlY+lrfPRLuCcP1j7SEN12mL+0cPAwtulIknueFvf4RtHVc0EfqnZAjwW4cHUqvErcoD3E6fJe6xHb5SwbFds28EuZgu42vqO/h5gwDpzd0yxKphNTIGguwkYeZT1mJwlBPCeW1w3MRSKZipVo1mnItj/rV8DVy9Mn/P4+eo0f2JlU9emIu3c51eesNplyV6HdKEAfwddTfqAb7thL5ngk+uPnaQ+XwRz28ss5GgqbZ9DPxGrjfa2aJTwSX7tcu5PftzZwITLgE9/TVphALB7GfDyT/j32o9QYqiNwuG0FC9/lM+GnWYj4oWnZg3SowghIQY3WYiJIBqAK31OfkeecfHhdVO4Yl2ZGx0A6RknS/L0czD0ykXTJimgRjPQxHr4ZhqGoW58XfvNdHFSgFgudDdaBbnYJS7196Z0wI1lgJG+R7tdFA9mZo5oU5dVtIt4n/rvgq7GzA1a8iUZ51bPbK/53p/T33U7ZPV18hzM9tlyWy0PNnLL8e1l6+/mLLYKjfXwray9pApyG6zqVwGzf5H+/4ppequ2CLppq4Ul1RsAIItUW9HO9I50KVeedm6Jk5fZy+TrM2vGjhSSe4TSwmKTAyJln1M76W3P7ActO63W5ZSyak4AZYukfVIorEitO9Jljci7nYnAsASXBeIZ5TKKNuYUtW/HrvzGI8DaZ519zO2016WXgUX7l9/BmmfMFTOXpfNcWHQ3V1689um4ubqnCySUESubAH+ux861ZbaRcuPLVvoNLwP/mKjPJrHR5ocrlDWWSMfKtO3WGw7m/tH8ovLF78hMM2anu1mvVO2tSvvuy0p9R53eyqtb8s7YPc6r3JWey25NBzJlqVi1cjKk1XyoNzoIF4HeNqvSL/qG7Pr26s/UCjGQDpTUrTDEI8CHms1kBDGXFJoAj09p26PuS3aZ9O5N3K1tp2IzHcAa6Cljn8g61a0u8JclYXmXO+Zz3/47x/JVk61z+fhk22DnoDIMhYJwKsU7FnCfLKckzWL5LaUAyv4nEV65KmGxxOZj54vwVAiNbJRtWflNXwAZS0VlynfIadycnsnqrC81S8wNQjSdoaclXWd56MQ4sMuaKSNDuNRKy+KaCUOshwsPJwHX08KVb5ULDEsgtXGLYyL/ptyssm40b81vwtW4ibfhDx9I+5U1VPNd8969kVvaZKH4+jVAw3rzPw5tOrWc7kI27iRdDeDv0aXRZDtJqFmst5bWmoOY8N3VLVm60deZvoaoz879mX6Udhcde9YTfhKyWnFILV07/Gb6OcDdn0obCBjjlnq5LlPpmsx+pvMFBtLWKrtvaiqANSZdg6nlo6jrfNMGHtjj0T0L6bJtn8+/C2Xa3qZmfNWsq3wEmILaj/in1/GisRq4f7zVl1dHygKGtPwVMikRswaNJeOZfXOXJihTzoUNwKo4SCm1bv8Y31yiryu9gsCYtPW6oi4jbVa3GxU9zYrVWpNENJ3RQZ74yhuiZKCRH3YfcTltnhNy21HlJ7ePW7s+4G4adxxr9Q+XcXITE8Hh9n5jj2to2gJsfVt/nW3vgb8TTX00b7VmshJkyHQXWVX9Gk8X6ZTKUlD5BP+Us2oIkkn+jKpxWkzkUyvLeRqn5HaWTAAbX+cZSW4/yrpLK4BRFcbBqkuEUykW7Fmq/1tXg3OUef0q7oTtNrh73T0va/IVyorG4RQ0tu1dq8VBxfPfNRVnTdl629JBGF4jbVW01piBgpr307HXdBVwqKNoNz/HaUBpNaNqde+4q5E/r5N/d8debl3KyqfYIyVS2Y0Sb9veii65fx3wypXcevzEBfzYI2eml87adnMLZ18X8PdjbRH1DoKl3WnQkcjFcp63HmK7QOtO/Za0zZuAOb8DXrnKfHc5CtO+LtPiKQ0yqme3D+p+WCNTm9c4lL11B+/3lWaar/rVXBmRJ1ylQmEyJ4JOmUva6rgS1rHXtu29UIrN5xQuaCpLrlA6dJYbrzRvzc59ArBu+aq7Zm+rt1iRXPBaXtmtwK2dJPrS9S5nsWnZKVnkpL5hfyeOAeOaTtmx11quN64D3v4dtzzvW8cno9EucwVGIT/3VgENG53lZlttWtFT1duBGq4w9bSmy5nN6oOMJbuSysjkwuY3M8cJu+uHCPSKdumzHjjFawBcOezcr5cx618GltxnHtC0m7bdzoYenU6TzaoMkJ4Iqn4nH4v2pFewVfeOtKn9yoF0HXsNYswGecXcyHQtHTlkICrFiZh+ycS+SYWd+bdlZnlQ4qMvqUy2wt4RD6/Jzfle0Neut2D2HpCiUvOol70ruXBQBfMBPKVV3UqXwYKZg5uDIvn+381TNcLvjWut6YxUNKznrhwlAXQF2QrGku6WC/4j8yOeTgnW16HemnbTbJ4eTShXuvrOiRzev5t/fqnDSke29+zcD6wwN2rJx/Ul1s0VBDervr0/uwUWekG4WFisvpr2vs20JopMEXJbkgfvnla+iqbrW7XLgWf+G4AhvS8j3c/EYCeCflQWeFFeeRvvXNi/jiflz+a9qyxgKgIxdvhsfZbZsZAHcsmuZo+fnzkpNEqRMR7odjIE4Fi3cpvvbU1vS/+vyfzeTjRvMSdqquub9dRep3cDE8yYYrpCyllaXMptp6Q8/2G8bbcUmGaiclUU/apxI1+RaNxs5p0XqTddJorVr5guCZrJxJJ7pUmOg1zL24jjw3gn3q2YsAP8+RuqrRMMp0l6rIfrLu/elH95nJDjykx0vTmcgXYpGN9h63ipg9auBF7+sd7fRiAsZ2UVQDzLGZIfZDsrc8TDoG+UcuuI6zbFTL/UHO/lG3rYg0myRbhO6Czb0U4+OJeUuQszJyuvarcoGRGgUeKQazmlUAShFOc5MZJdUO7+D/5ZNlSaXe82A2HE/QrQzmXclH4/sgAIhB9kKiA0R8Q7KivL3tjst98qADBNHe5Zyldv6iqdA7cO7LQux9vplJSOlCWFpd9dMsF98Bbd5SAHGLdi5ouwDmW7oUtJaYHaekAGFAD49w8zNzjoaeaBs0D6favGFZFxJuvJoaQWxCLqibebDCspy+x/hoFUlqe+SjgGmgv3qFQAuXleNs+S85bxtnJ99DBw7h/S/1eulppujSzJsx7UruTlPuNnwORfu6f3nPsnrgiWDlUH13bUmynpSp11CDfZowvIT+FDDM2Gl4BjP8+fSfTJznq+onn2jTypwef/D6g3DW2qtsSSfJc8zyjcSn3GYNkKpACY9PFyVnnVMPUfx18K/I8UhHbXf+SeropwxihFOprd/51i1PdzGtw8dIB8Ffiwk/F8igGmpNxUEoIVFkVNSbltcHXJGKP8TcBUjEoHv+mUBqGQlFW45OjWPJ9Ryrd5d8vactKlppWXcEWeyGbL8VOAbXPhKgtzUYpVilM2ZdVNSMXxnBR1QfDKT+Yty4A/S/ElVU/y1cYgyuTWP137rwv5Ggu8cNChwLizuN+uExWHcEU/ZOP0CQ91dWxqToyyHw+3+wTAE6IL7EnJ3fDkw0mkYAlYLUhBYniwpnsQQL74Dga4LJovFotYKZSKTDIGUojzJEO59WAs6E+FGEZ6ZcTJTUZOu6W7Dj9R8/sEV4jdZOf6fyPU/SZMeLI7aepy21zzi0v/9it7TjbKu5vSlVcWo3yfJwfVxr76kPF8PspYN4U3H4UY8K89ONF7wFSIbakr7VbsSFswq2oBEf6SdjWl/Yrb9vAlfq++k/06aBHZ4dMKhZsQ95QBovCrJXrkshXYPYIoIGY7MEqcB0zXSaKHtm6UeJOdvqSzHAx4kS95yqBQKR2yIlwo2ZqLUsiscRFZW/dDNEnsF6usYcaJyHXNJIVcqo+grdY+EkhPMgzja4ZhbDEMY7thGDfkdzXTrxjITJ1EEG6EbMmGIPLCzQLkh2z06lJHRofwkNMEhVaXMohJK9FZx0CE2bgSBMyljgZmffiuFBuGUQrgYQAXAPgsgO8ZhvHZvC661tyxZvdSD36oBEEQRO4MzMEstOQdt+NhmM7FEtcfS+wDCsOafzeftKTEgCWI9a/TAWxnjO0EAMMwXgBwMQCXTN8ObJoNPHUxTxkTgsBAgiCI4sVDkCGRBfnWZUDKq1sKxUEH41lAys2gf8dUd0SxEoRS/HEA8g4BdQDOsJ9kGMbVAK4GgOHlwKRpqm1RBV0AXJK2DxDaIgyHVBTe96iph+GIYYUvh1+EpV6LjWJrJ2EhLO212N5vWOq12HCrV2s7chrLw86CfrvTQGqrA0lOeK3XvZ1JZeL8IJRiVWkypsqMsWkApgVw/1BjGMY0xpJXh6AclbvbkpMKXQ6/CEu9FhvF1k7CQljaa7G937DUa7HhVq/F1o76g4HUVgfS+823XoMItKsDcKz0/zEA6jXnDkbeKHQBihSqV2IgQe01GKheg4Hq1X+oToMhr3oNQileCeB4wzDGGYYxBMB3AcwO4D4DEsYYdYQAoHolBhLUXoOB6jUYqF79h+o0GPKtV9/dJxhjccMwfgHgXfDdBmYwxqr9vg+RN4POdYXICWonxQ29X8IPqB0VN4Pm/YZim2eCIAiCIAiCKCRh2gaHIAiCIAiCIAoCKcUEQRAEQRDEoIeUYoIgCIIgCGLQ46oUG4YxwzCMRsMwNkjHDjMM4z3DMLaZn4eaxw3DMB40DGO7YRjrDMOYGGThCYIgCIIgCMIPvFiKZwL4mu3YDQDmM8aOBzDf/D8AXADgePPf1QAe8aeYBEEQBEEQBBEcrkoxY2wRgFbb4YsBPGl+fxLAN6XjTzHORwAOMQzjaL8KSxAEQRAEQRBBkGue4qMYY/sAgDG2zzCMI83jHwdQK51XZx7b53Sx0aNHs7Fjx+ZYFIIgCIIgCILwRlVVVTNj7Aj7cb837zAUx5SJkA3DuBrcxQKf+MQnUFlZ6XNRCIIggqc71o3l+5bj3E+cW+iiEARBEB4wDGO36niu2ScahFuE+dloHq8DcKx03hgbNaB+AAAgAElEQVQA9aoLMMamMcYmMcYmHXFEhrJOEAQxILh56c24buF1mL2DdrMnCIIYyOSqFM8GcLn5/XIAr0vHf2hmofg8gHbhZkEQBFGM7O3cCwB4aetLBS4JQRAEkQ+u7hOGYTwP4GwAow3DqANwM4A7AMwyDOMnAPYAuNQ8fQ6ACwFsB9AD4EcBlJkgCCI0lJRw20KCJQpcEoIgCCIfXJVixtj3NH86T3EuA3BNvoUiCIIYKJSYC27JZLLAJSEIIkhisRjq6uoQiUQKXRTCIxUVFRgzZgzKy8s9ne93oB1BEMSgosQwLcUgSzFBFDN1dXUYOXIkxo4dC8NQ5RUgwgRjDC0tLairq8O4ceM8/Ya2eSYIgsiD0pJSAGQpJohiJxKJ4PDDDyeFeIBgGAYOP/zwrCz7pBR7IMmSiCaihS5GqIgmokgki8cy1hvvRU+sp9DFIAYgKUsx+RQTRNFDCvHAItv3RUqxB+5eeTdOe+Y0UppMYskYvvLvr+Ca+cXjPn7xaxfj3H+fi9j/b+/M46worr7/OzOgqBiXmDzR1+RR8zxJjKICRh+NKEbFBVdcIm4hRnEh7qK4RAIucUHFFRUVUWSVbdiHbWCAAWYGmBkYZmX2fd/ufrveP/p2T/e9fbe5985d5nz98LFvd3V1TVd11alT55xy2qNdFCbOSCaXpliwpphhGCaeYZtiP9iddsw7PA8AMCNrBl675LUolyj6lLSVoM3ahp21O9FoasQvj/2l/5tinLoeOXJgblMuRv5qZJRLw8QTiqaYhWKGGViMXjQaLZaWsOX38yE/R9pf04K+b+bMmZg4cSKOPfbYoNLdcMMNmD9/Pk488cS+FNeDCRMm4MYbb8Qdd9wRcl5nnHEGsrKycMopp4ShZIHDmmI/5DTlqMdrjqyJYkmii0Ny4EjHEQBAs7lZPT9119RoFSlsaLXDDaaGKJaEiUdU84kEMidiGMY/4RSIQ8lv5syZMJn8r2S7p1u7dm3YBOJEgYViP7Rb29Vjk8M0YAe+2XmzccuKW5BRm6ETikvaSiL6XLvTjiZTU0Sf0WXvUo9ZKGaChW2KGYbpL3p6ejB27Ficf/75OPfcczFt2jTU1tbiyiuvxJVXXgkAeOyxx3DhhRfinHPOwdSpsuLq448/9kh3xhlnoLlZHs8/+OADnHvuuTj33HMxc+ZMAEB5eTnOPvtsPPzwwzjnnHMwZswYmM3mgMq5efNmDB8+HMOGDcODDz4Iq9WqPnPq1KkYMWIEhg0bhoKCAgBAS0sLxowZg+HDh+ORRx6BHOEXESmbL1go9kOnrdPn74FCfks+AOCN3W/oZrMWZ2TjNU7ePhl/WfIX5DblRuwZ3bZu9bjR1OgjJcN4otgUs1DMMEykWb9+PU477TTk5OTg4MGDePrpp3Haaadh69at2Lp1KwDgzTffRFZWFnJzc7Ft2zbk5ubiySef9EinkJ2djTlz5mDPnj3YvXs3Zs+ejf379wMAiouLMWnSJBw6dAgnnngili5d6reMFosFEyZMwKJFi5CXlweHw4FZs2ap10855RTs27cPjz32GGbMmAEAmDZtGi677DLs378fN998MyorKyNSNn+wUOyHTqteCG6ztEWpJNHl5CEnA5D//mZzs7phgdVhjehzN1duBgAsK14WsWdoNcWbKjdF7DlMYsI2xQzD9BfDhg3Dpk2b8OKLLyI9PR0nnHCCR5rFixdjxIgRGD58OA4dOoT8/Hyfee7YsQO33XYbjjvuOAwdOhTjxo1Deno6AODMM8/EBRdcAAAYOXIkysvL/ZaxsLAQZ555Jn73u98BAP72t79h+/bt6vVx48Z55Ld9+3bcd999AICxY8fipJNOikjZ/MFCsR/cNcMDdXmdIIc1sTgtqOuug+snLE4LyjrKIv58uxS5qBBaTXF9T33EnsMkJqwpZhimv/jd736H7OxsDBs2DC+99BKmT5+uu15WVoYZM2Zg8+bNyM3NxdixY/3G6dWaKrhz9NFHq8fJyclwOBx+y+grP22e7vkZhU8Ld9n8wUKxHzptnapWFBi4mmJlckAg1JvqVa2YgMCtK2+NqNAKRFYj3WbtrVNF+GeYQFE6ctYUMwwTaWpra3Hsscfivvvuw/PPP499+/bh+OOPR1eXvOLZ2dmJ4447DieccAIaGhqwbt069V5tOi2XX345VqxYAZPJhJ6eHixfvhyjRo3qcxn/8Ic/oLy8HCUlss/RDz/8gCuuuMLnPZdffjl+/PFHAMC6devQ1tYWkbL5g0Oy+cHdfGKgaoNaLa0AZCG4rrsOSUiCBFkIkISEFnMLfnXcr4LKc0HBAlz0q4vw2xN/6zUNgSAgYHJELkZ0i7nXRlrA9wyXYdxhTTHDDEx+PuTnYQ/J5o+8vDxMnjwZSUlJGDx4MGbNmoWMjAxcf/31OPXUU7F161YMHz4c55xzDs466yz8+c9/Vu+dOHGiLp3CiBEjMGHCBFx00UUAgIceegjDhw/vsznCkCFDMGfOHNx5551wOBz405/+hEcffdTnPVOnTsX48eMxYsQIXHHFFfjNb34TkbL5g/ypufuDCy+8UGRlZUW7GIY8uvFR7KrdpQpL151xHd69/N0Bt6vNFYuuQKulFcmUDKdwYnDSYJ12eM1ta9BqacUxg47B70/+vd/8LA4L/vTjn5BESch5IMdruvO/Px+SkDDylyPx3fXfheNP8eDjfR9jdt5s9XfuA7mwSTYsOLwAl//6cpx1wlkReS6TGLyy4xWklKZg6OChyLgnI9rFYRgmQhw+fBhnn312tIvBBIlRvRFRthDiQve0bD7hh05bp057uL58PTZVDCxnrC5bl6opVrRhinORgs1pw/3r7scdqwIL2q1EeQh0yTlSUS6ckhOz82brzCYckgO7anbh/ez38UjqIxF5LpM4DE4aDED+NjLrM/3a0zEMwzCxCQvFfmi3tutsigGgqL0oSqWJDg09ns6FDklv0G6TbL3HTpt7cg9K20sDerbq4OeIjFCsbM6infhYnVZsq94GAKg3seMd45tBSbIVmtlhxoMbHsTH+z+OcokYhmEix6RJk3DBBRfo/s2ZMyfaxQoLbFNsQElbCb45+A0eO/8xdFo7kURJOo2m1RnZMGSxhpHNlLv9pFYQbjG34NShp/rM8/v873vzkpxITkr2mT5S77y0w1M4/zL3Sywt7o13+NG+j/DX3/81aJtpZmDgvtrxdd7XeGrEU1EqDcMwkUQIMeDMJ9357LPPol2EgAl25Y41xQasOrIKq4+sxlNbn0KnrdPjAwhEE5pIaB3RvGGy9zrCNZoaUdZRhi2VW7yn1zjOTUmf4jd/rSY6nGh35wNkzXRGrd4u9Ou8rzEuRY6rmFqeipUlKyNSFiY+4agTiU+zuRkrSlZEuxhMlBkyZAhaWlrYRCpOEEKgpaUFQ4YMCfieuNUUmx1mpJSk4Pxfno8/nPyHsOathF0raZfDiXgTiut76nHf2vvwwp9ewJgzxoS1DLGEu+BoRLutdzvsqq4qTN0wFTbJhjW3rcFvfvYbj/TarZvXl683dF402U2qRrrR1BiRGXqLuUUXSQMwjkDRZZPD2Dy37Tk5jRB4fffrSL0jFT8/xr/HMJO4GEWdkITkYXfPxC8vbH8BmfWZOCrpKNxw1g3RLg4TJU4//XRUV1ejqanJf2ImJhgyZAhOP/30gNPHrVD81JankFEna/T23LMHxw4+Nmx5u2/165T0g56ylP/j4R/RYGrAlPQpERGKP8j6AKcedyrGnz0+7HkHQ2VXpYcJiTut5lb1+JP9n6ia3bTqNDzwxwcAyEJuu7UdzeZmNJmbMChpkGqbXN1djV8f/2tdnnPz53qU479/9t+Gz19QsAArSlbgi6u/wElDTgro77JLdiwqXKRzshMQ8uqAKxScN2blzIJNsmF6xnR89JePAnoek5gYfRdZ9Vm46NSLolAaJhLUddcBAFaWrmSheAAzePBgnHnmmdEuBhNB4lYozm7IVo9L2ktw3i/OC1vetT21ut/umiCrwwqzw4zVR1aH7ZnudNo6MeeQbLgebaG4uK3YbxolOgWgf3+LChbh5CEnY0fNDlR1VSG3KRfj/kc2RdA663VaO4Hj3fLUCNoA0GPvMXy2EAJv7XkLgGwPPOUi/+YYAFDbLZfTXfjttnUjiZI86v2JzU+ox8rW0HU9dQE9i0lcJCF5TKLKOstYKE4gFJ8HrZkYwzCJR9wKxScfc7K6JW91V3XYhGKH5EBVZxUG0SA4hPGWgRanBUVtRQGZFfjClzlAVWeVehzNpdiqrirsa9znEYHDnUZzo+H5yq5KvJT+ku5cdmO2RzqjHfFqumvUuMiAp1Bc0laCzIZMDB08VD2nmDl4w+KwYH7BfNz/x/tR010DALpnKM8ZlDTIQyhOq07rTWOTyzLQ7MsZT4yE4uqu6iiWiAk3g0geKpWdPZngCMSZmmFigbg1ejtu0HHqsS+HrmCp7a6FQzh8fsBWp1XVMgKyQBes4f28/HkYtWiUx455CoomEoiudkKZePhjfdn6gPOs6KzwEPIf3fQoLHZ92LXKrkqdYNph7dBdf2XnK3hrz1t4ecfL6rlue7fPZ885OAcfZn+IF7e9qC6Jugu/gexqp9ggR3KnPSY+kITk0WaC+R6Y2EcZD7S+EExg7G/cjwt+uACzDsyKdlFiGqfkxIbyDey4G2XiVii2OC2qLWhqRarqHBcMVV1VmLB+gs4UQwk/5h6HV4vVacUH2R/oznlb2vfGO5nvoMPagR8P/2h4vdvWK9z5E/TCjd1px8HmgwB6nQ61jmhGBBsyzf3D77H3IKU0RRVUHZIDNV01qoYG0G+5LQkJRW298aIVTbaiwfWGounZUrXFMBybQqCTnIEWno/xxMjRjuNbB8eR9iPYVLEJaVVpMflNKf17l73L59jAeKKY332e83mUSxLbzC+Yj+e3PY//7PlPtIsyoIlfodhhUbWNAgJlHWVB3d9sbsZ9a+9DdkM2JqZOVM8r2kijgU6hrrvOQ4PaZg1eKAfg1URDKwh3WjtR3lFuaGIQbrLqszBi3giMXzMeqeWpaLe2+7/JDwRCMiUjmXq171phV+H1Pa9jzNIxcEpOlLaXemjstUuX5Z3lusFJEdr9TU6UMjiFEz/k/+A1nbd6ccfujHydJBIt5sQLZ+Tt72GNT2AIIfBQ6kN4Ju0ZPLHlCczInBF0HpKQUNZRFrF3bnaY1eNAQlR6o9PWGbLZXbyh9TdhvKPIMMuKl0W5JAObuBWKrU6rzh631dKKVksrPj/weUCCyurS1erHapNs6sDmvkRvRL2p3mP5390pzBdawU2rEdaiPb+3fi9uWnETJm+b7JHOKTlDEparu6rx5u43Ud5RDiEE/r7h7+q1KelTsLhwsd88tMKuEQICTuHUTTR8CZ2l7aVqrGCtza7WpGRnzU4A0EWOAOTBa82RNZh1YBYckgNWpxVFbUX4185/4eN9njuNud8fLKw18o4QQl9/ti6MXjwakzZPimKpwo+3CXSwq0cDlS2VW9BkblK/RWU3yWBIKU3BzStuxoys4AXqQNDuqKk1ndOyvHg5ZuXM8jpJ6rB24Jol1+CGZTegy+rb9yGRCIdiZSCgmOIdlXxUyHkJIRJO+dBfxLdQrBFoms3N+DbvW8zKmYVXd76KXbW7dMvr7uyp36MT5pQGGYhQDADuZqeK0xYApFWlYdjcYV6fr505e3MM0wqAypbImys3e6S7d+29uHLRlbA5+ubw9U7mO1hYuBDPbXsOFZ0Vumt2yY7CtsI+5RsK26q3qWHgtLaalZ2VsEt2DJs7DO9mvotkSvaw5bQ4LZiWMQ2f53yOSxdciot+vAjvZb6HFSUrMDtvtrqts0Ig9sO+CFSjPBB5Mf1FXPzjxarTmaIhS69Jj8kl8r7ibfDxNuENhiZTE7ZWbg05n1hmY+VGAL0mUH3Z0l2x9f0x39gcLVS0483+xv0e1yUh4bVdr+HzA59jY8VGwzyyGrJgcphgdpixsnTgbACkNW0MxzeRiOys2Yk1R9YAMF5FDQa7047zvj8P531/HvKb88NRvAFFzAjFR9qP+FyW+jrvawybOwxLCpdAEhLskl0nFLdaWlUBZ23ZWjyy8RHcnnI7pmdM98jLZDchpylHt9SmfLgdtsCE4kFJ+oZ7uPWweqzseDZlu3FoMG2n782bWdt5aO0TtQOwJCQcajmEDlsHdtXtCqjc7ijC/JH2I6rAGKz2NFTB0p2vcr9CakWqx/kdNTt0kxajpVKT3aQudZodZkhCwu663er14nb/4eUCYTAN9lqGeMfutGNi6kTMy58XUj7rytbBIRxqvGlt3e2t2xtS3rGEN01xOHwBJqyfgCe3PonDLYf9J44zLA4LNlZsREmbvEmSE/J77EtEF4tT7lP9+T70BbvTDqdwqn3+8pLlHmnKO8vV4zkH5xjmo9Uw76jZEd5CxjBahdHNK25mDaYB2olUUlJoYllRe68y7q9r/qpuQsYERswIxbesvAXXLr0WgGyz+9SWp3Sevt/kfQMAmL57uqEmodHUiAZTg8f5JUVLcOeqO5Fena6e+zrva3TZunTLFIpA3mxuDij8mbsguKp0lXqsbCTiLYattvzeNMXapVftZiLagVYb9knb8QSD8nyHcGBv/V4P7Wx/osyQLU4LOqwdhs54Wi27UTg7f7bdPfaekE0mAMAuZJOVeBCKv8z5EnMP9W6EYrKb8MzWZ3Ck/Yhh+o0VG5FRl4F3Mt/p8zO17yW1XJ7gaCeAmfWZfc47GrRaWr1qMCV4Rp8A+mYG4E5lVyUA41WieCe1IhXPpj2LwrZCXZ/bly3d/UXoaTG36OyCg8rbtYqo9BtG/brimAzoFSRaarpr1DzyWwaGBs8u2ZHfkq+uyjaZm5DTmOPnruAQQng1aYkXTjnmFPU41DCfRa36FeqntzwdUn4DjZgRioFeT/5DLYewpWoLHtn0iHrtnFPOUY+NOrfNlZu9DrQFrQWYkt6rtU2rSkMSknRLuP/O+Dfskt1QsDbC3Y63xdKChQULAfQ2am9LxIpWA+jtzO1Ou84+VSssawVB7azv24PfqseNPcZxgr2Fi5t7aC5m587WaaQzajP6NosPkwwdiClCu6XXPs2fLbOWwUmD+3SfPwRi23bLZDfh0wOfYkbWDBxskgfuvfV7salyE25ZeQtazC0eqxXba7arx97i7SqrNd7QOhO1WlrRYe3QaYrDpbHvL65YdAXuXn234TVJMp4YfbTvI9y16q4+D3La9+W+MqVN8+qOV8M6ybA5bX0WIAPFKTm9fsvuO4gGgr/QiKMXj8ZtK28LOl/A05zD6rR6mAFsrNioCvZO4TQ046jpqlEnTwPFzra4rRh2ya5rv+E2yXs3811cu/Ra5DblhjXf/kSr4Om2d4cUhlWJoKXA8aGDI6aEYkAebBXhqLitWHWoMtvlTppAqpCo1c60W9t9erl22jphsptgsptQ2l7qoQ0uaS/BazteQ0NPQ5+1f2/ueRNbKreoHZ63ZVVtJ2tymFDTXYMR80Zg+A/D8f2h7wHoNcLaDjSlJEU91g6azRZPj2a7ZMeIH0bgtV2veVybkTUDH+//WKeRbrO2eR18YwEBgc8P9Ib1CcbJTVun4bYD7otmq7/Q2ol/mfslUkpTMC1jmnpu9OLRGLVgFD7b/xmWFy+HEEI3uDy55Un12C7ZMS9/Hio7K3H+9+dj9KLRXm3ZFQ9qRTOmCMYKypJ5PKC0HW8h/Hz1F4dbD+vedyBkN2TjqS1P4bKFl6nnvLX1rPosrCxdicc2PRbUM3xxz5p7MGrhqIgJxkfaj+CCHy7AipIV6jnt5kASpKAnmr6EiLymPACyptZbXHhfKH2kdrz5IucL9VgIoY5TCm9nvu0hTFd2Varfg7KdfLxR3lGO7dXb/Sd0caDxAAC9gkhrzhYqq4+sxrzDspnX7NzZYcu3v+m2detWMHOb+y7gu5uhDj1qqJeUjBExIRRrB5WqripdlIVXdrwCQN8xKVooIw2NLy3gtUuvRVFbESQY7xC3pmwNGnoaQtIkLilcog4mkujt3HfX7Va1C9oOosfRg7zmPPX3e1nvAdBrirUDonZraW3jNwoqrwgeK0pW6AYZ7QCi7egdkiMspgWRRLsbXjBmHr5C7IVKX2b1pe2lGP7D8Ig7QmjNSfY17sMrO17xCAklQcIXuV/gtV2v4ZuD36Cqq0rVrCsa3bruOny6/1O8k/kOxi4fC0CeaI78caRq75pZn6kO9J8d+AxAbx11WDt09vr1pno8nPowXs94PRJ/dsgsL16O21beBpvD5jWKxGcHPsP9a+/3a8dqZD8thMD68vUo7yj3uPbi9hexpUq/IZE3AUpZ2QqH4+IHWR/godSHUNhWCKvT6jWGeqBUdFbgzwv+jGt/uhalbfKEotHUiGfSngGgXy1w/z4PNB0I6lnaOnIfF+5Ze496vLc+eFv2qq4qj3y1NsTt1nZZG+rmINVk7u2ThRCo66nTKR1+Kvop6LJEm5tW3IRJmyep8eS9UdNdg8sWXobZebM93sv26u34z57/YNjcYfjHhn/0qRxCCGyr2qbbLfWEo0/oU17BMP/wfNy16i6/O6cGS7e9W6ctru82jnPukBzYUbPD66SxpK0EBxoP6MZxf7H7GT0xIRRrO0RlMFVosbRgQcEC3fKYYj+kOGZ4y8uddmu72tEbafcEBLrsXSEJxZ22Tl0Hfd/a+1DRWYGHUx/GJQsuwdRdU3UaGLPd7DEwCiGQ35JvKKBanBaUtcvxDBvNjWqaZnMzXtj2gs52WmtqobU5dp9Jap/TF6E4WjbI3uhvwV5rTxgoW6u2wiE5MHHjRP+JQ0Dr+W0kWLm3dW+xm59Je0ZnrqPlswOfoba7Fg9ueBAPbXjIUHPaaGpEh7VDNxndXbcbi4sWe7Vtjiav7XoNJe0l+ObgNx4RaZySE3vr9uKLnC9woOmA36Vwo+8jvyUfk7dNxv3r7tedP9J+RGfCpbRlb8/QbjzkzeygoLUAj296XBVkWswtHhOjFSUrMOfQHOyp26Oe+2jfR8iuz0ZOUw6azc2YtHkStlZtDTjObl5zHjptnajtqcU/UmXh55419+BIh2d9u6/eKM7KgVDfU6+z891QvkE9drfdNdJyOiQHHt30KJ5Pe95wAqSUVzveaJUQWp8PXbk0gk2HtQNmh1nXNynmdvGIosksbS819GdJLU9Fh7UDzeZmjzHZJtkwv2A+AHmSct3S67w6J3pja9VW/HPLP3Xn+kPz/p+9/8Hh1sM6YTwcdNu6dWaI3sw4fzz8Ix7b9Bi+yv3K8PptKbfhYIt+PCrtKDX85hhjYkIo1g6i68rWeVz/MPtDnTYuULtfI9aXB7D9aggyVY+jR9f55Tbn6uKyLiteputEbU4byjrKdMLJ/IL5PoX7nOYcCCFrzJX7ms3NWFe+Do9vfhzN5mY4JIeuk9AOqmvK1ujy085QI+G93d/0t5Del9ioPx/ycwCBRzsJBiEEGnoaIIQwFKaOSup1MHVvZ4oJktZe2O70HZpPG1f6cOthvLNXdtDTCsC13bVYULDAUGDeVLkpkD8rbBS1FeHZtGfVUIe+yG3O9aijhYULVSEP8K7VUXCvg0ZTI2bum6le006Sn932LIDeOlI17RbPdiKE0EVpUbRXkpBQ1VmFhh65n/ww+0Ok16Tj7xv+Drtkx+jFozFu5ThdbPZ/7fyXYdknbJiA+9beh5fSX8L26u14csuTuHLxlX5NzFaVrsL7We+rv1ssLajpqvHou705NWfWZ8LqtMIu2ZFSmoLHNz2OxzY9hufSnkNxWzFsThuazc14Lu05XPPTNToFQFZDlnr8Zc6XuucsL1muKiEaTY3osnVhf+N+7KzZiQ0VG/B/8//PQ3Cu6a7xKGeTuUldwVMEcncbe22EiZoeWXDU9q91PXURjXNuspsi5u8ghIDVacWtK2/FjctuhNWhX6nQjnFafw4jarpr8EH2B0GF4jNK25ddbYNB+y63VW8LqP8IlDZrm65teJt4Kue/zP0yKDPP7w9+H1oBBxAxIRT7W9o2O8y6gcko1BGBwmYP2xdHDwWz3Qyzw6zrRN3j/2p/O4QDRzqO6Br423vfBuBduDvSfgT1PfWwOq2qUKwVgK9cfCVGLRyFmdkz1XPawWhzhd6TXfvsvthT95cQSqCQYzhGgrKOMsPBx9eA5M8xKBRSK1Jx9U9XY0bWDMMwh/42e3HXtB9sOQiH5PD67qu7q3WaCEULpLUTfT/7fY/7FBS7Q2+Ee2DfUL4BGys26uyltWi/pbKOMt073Fq5Vf0+FfytLmkds7ZXb8dVS67S2VW+sfsNCCFQ1VmF0vZSEMhjJcsoqoq7VrPJ3IQ2SxvuXXMvblh+A67+6WrMOTgHu2rlcI013TXqSkCbtU01AVAEGG19ubcBrUYakJUXWptgharOKryy4xW8vONlNJubdfncsOwGj/Te6raupw6jFo7C+NXjVaF+R80OpFakYlzKOIxfMx5pVWm6SYESJrG0vRSrj6yGJCS1r9X2a+9lvocDjQdw1ZKrcNWSq7CubJ2unM+mPasri5FpWpO5CY9slB3BFSHbvR/8qbjXPKKmSxaK3YXgcO9eZrKb8HXe1yjrKMPF8y9WJ1/B0m3rxrcHv/W6EZZDcqh/t0M4sLR4qe66VigOdEzZUrnFfyIXRmHLwm3S4I673OHeD4SCuxDsbfVh6GDZPtgu2fHg+gc9rh+dfDQAz7ZYZ/Jt7hJJ4iFCk5aYEIqDfWlGNjICImyz7lDsTy1OCywOi2G4MAX3OJcFrQVBmWzMOTQHY5aOAdC77Ohe5m57ty7KxdNbn8bO6p3osfegoK3A6wQikra3oSIgYnKzDAGBb/O+1S3bzj00FzevuNlr7G2tQBPMboj+qOmuwfPbngcAfJ//PZYVL/63vFsAACAASURBVPNoW/4mMe5t9+HUh0Egn23D3dEICNyhMb0mHcuKjIWD/JZ8jFk6RufYFCpKnSjhztzR2ku2Wdp0MYKf3CoL0u5Co7/vZt7hedhVs0u3aqRMnFNKUzDv8DzVn8DI/MfdoxzoXWVQ6nfNkTV4fffrONhyUM3jy9wvdXnOOjBLvV9x2g0kEoJdsusm+lPSp+BfO//lsXT+8o6XkVLa6wystDUCqZow7eTKW1u0S3aYHWYUthUahsksaivSOTAOokFqmMTsxmy8lP4Szv/+fJR2lHq0//SadNWe1+wwY0nREt07d7fPbjAZO1/vrd+Lv6//O0o7PB23gcB2wXM377A5bVhfvr5PgoTdacf1y67HR/s+ws0rbgYAryZP/phzaA4+zP7Qq3mXXbLrJsJasxtAL+QF2g+4T7x8oTjea4n0DpLaaCmAbLYTLlrMLbrvwltsYe3fmN2YrdNWOyUnrE6roWbeaGLXH8zMnolL5l8SV1tXx41QnERJqiYjlvdSb7W0wuQw+bVrde9EgxGKdeGLNIOxv2c+sfUJdXafFBtVnzDM3D8Tz297Hl/nfQ1ANqko7yzHhPUTdIPskqIluHnFzTqtiLs5SyjMyNSbcrRYWoKe6Lh/j0r5fQnT3iIzBIq7L4HCN3nfoL6nHp8d+AyFrcYmHEII7Krd5XP59FDLIWTWZ0IIodPCGK0KabWyJocc0s4df0vC7sw9NBffHfpOd077HW8o34CtVfLOdUYmTEZ/m2LrrHz3S4qWYGPFRt1Ojz32Hl3sce1Eed7heShtL1Xz1j7XqK6N+ulpu3oF06VFS3Gg6QCSKVktkzbaglE+inbXH97GCHL950vwcl/hEBBYWbpS118OStancUgOFLYWwmQ3obKz0quZR1ZDFlaWrDTUeGtXZKq7qw3z0E64euw9GDlvJCZvm4zzvz8fcw/N9aoxNGJ79XaPsXFw0uA+2ZMqpjdZDVn4bL/nt6mYtSi4x2ZuNDUGFO9fy/KS5QE7LRsJwOGMljJp0yR1xeBA4wFMWD/BYwLYF2WGXbKjoLVAd87mtKHb3q17X1VdVYbOjO3Wdl06bV6KJttIDmgwNQTtjNtsbsZDGx7Cd4e+w9bKrX3ajXBjxUaYHCZM3TUVu2vDF3UkksSEZBSIuYIkJLXT9rdBQzzgIXhIgTdYIyGHQLqBx+jDsEt21eM7lsOIxSPKJOOjfR8hvTpdXcYq7yzHG7vfACB3ENMzpqOsowyHWg6p9xrZ0feFdks7dtTsCHnCYzRBC8RERntfsGXw9k1rzQzSa9IN06SUpuCRjY9g/JrxhsKJ2WHG3avvxoMbHsTmys06LZaiJe22daOqqwomuykiy7Dd9m5k1GWov5MoSSc0nTzkZJ/32yW7vHultUONe6xoqhSBUDH7cH8H7n2N0jdYnBaMSxmnmrv0hYy6DExMnQi7064zF1Dai3u70WqMkyhJ1e76wtdkX7j+84U3cyHtxMbdTKCiswJ3rLoDF8+/GF32Lp+TIAHh9ZtR6qi4zTgud0FrgbrC+cn+T3TXZmTNwF2r7gpYa2z0DdklO+5efTeazc1B2exWdVWp793Iqau+p15nM13XU6cTmlotrUE7rNslOxYULPA432xu9nCiMzI/CzUCS1VXFSo6K1DbXYvtNduxsWIjbllxC+5fdz+yG7Lx8f6PPcobLK/ueBV3rroT+S35qO6qxhNbnug1w9A0cwGB65Zd5/EtN5obdQ552hUIX46GnbZOdRwKhG5bN+5bex/21O/B+1nv48mtTwbtXKj0qUo7UFbCYp2YEIqDXSrqsnXFfOiw/jZDcB8YvA0UP+T/EPQMnvGPVsv26YFPdctYG8pks4pP9n9iOFCE6rDRamnFpM2TMGrRKFicFgxO7h3A+/Kd9KXtKho7hWAdNu2SHfsb9+vOddo60WnrVN9ZWlWax3113XV4deerAGTTkXn58yAJCdkN2eoSuXbg+O7QdzptqbKseO/ae3HDshtw8fyLA4plG6qds3ufF4hiYFnRMly28DL8c/M/YXfaMStnlmE693evrZckJHlobYNZtjYioy4Dz6Y9i8MthzGIBvlsP940xr4I1WfBW1vU5uv+DK0WFPAUmt3x1qe+suMVPLThIexr3Gf4LUqQUNdTh2ZzM+Yfnu/RP7RYWnQ7S0pCQretG1/lfuXRb3gz1TI7zLhy8ZUYlzLO59+gRRtyToLk4RejRNzR/k2Kg6LVaQ1otdSIso4y3W+b04ZbV9yKq5dcrfOLMdqZtC9CqkJBawFuWHYDblx+o7qzLgCdlt09Sk5f2uXasrUAgHf2voPrl12PtKo0LClaAsCzD5CEpNqEOyUnPjvwGXbW7NQ9V/tOjOzntRj5AHhjT/0eD824t3CG3jYnym/Jh4BQv42itiKPSD6xSExIR8EKxX1R4/cnBIrZXc6K24rjzvA93lA6E0Vbanaa8eSWJ1HWUabryJUB0OQwYdzKcRg2d5ihgFzcVoxhc4d5dURZVrxM5zGvaEzcVw8iSTjsvd0dV5Twgsp7ymnK8fAb+CL3CyRRkppmYeFC/GXxXzBh/QRMy5iG6q5qdZtpJQ9t/5HXkofddbt1g18gW6aH+71qBXVvLC5aDEAWQkfMG+GxDOsNnSDqRUBUVjb6Slp1GpzCaegAFav4mojMy5+n++3tvSkDvreVt731e7Gn3mVv66XJVHVWoaC1wGub0rbfxzc9jksWXIJP9n/iEeM3tSLV5wpNVVeVxxbARmyu2Oyh6X1r91u6NBl1GTozHaB3Q5NQfCTc41NvqtiEDpsczk5rGmYkFDuFs8/jbiBOfj0O/TND6QP2Ne7zOGc0mfz24LcwO8zIashS3682epB73wb4tuE2ipluxKHmQ/4TQTYLu/jHi7GkcInHNWWCo52s3J5ye0D5RpOY6MEazYHbTQFy44xlAlnSixasJY48iqZRO5Aq9qLadqHtBBWzlompE3WTlrKOMlXD82L6i4bP2127u88mD7FEfks+7l97v6p5WFwoC4FagWP4D8MxbO4w3JFyB6o6q7CseBkkIanvsrKrUueU9kXOF/g853NoaTI3qYPb9IzpeDj1Yd312Xn9vzNWoEu/SZSklj2ZksMWjSUcm38AgMMZe46w3vC1mmGTbAFpOoNRMBjF1QeARYWLVHt5I8GozdIGIQRWla7Cztpeh9YWSwuaTE1otbTitpW3qRtT+eLO1Xfi37v+7TON4uOg/duM7JLdy1rWWaaWy9vf4o+Kzgqd5jGlNEXt2zaUb1A3UKnqqjIMnWo0uXw5/WXcuuJW/FT0ky6Ov/tzAzH30I6f7gJ4t60bD6x9AJM2T8Kjmx7FB9kf6MsWhPmKlmZTsxpBBtCbWrZZ27DmiFxf26q2+f0b/pH6D6w5ska1GfdGbU+th6xg1NZXlqyEQzgwffd0dedIBe3mNQqhhNPtL+JSQupr42JiO7pEoqAIo0Y7LvpyGALkCeKU7VNQ3lGODmuH2uEBxna6kpCQ15wXsysTwXKg6QBGzhuJYXOHeV1yBoDCtkLcsNwzxJc7K0vlTSDc312ok8Nwr7Z4W4L0QPS2L6dwxlw0lkSIc67QX5PKtOo0FLUVeW2TTuHENT9dg5d3vAwASEav4PPYpsewqnQVStpLArLjl4SEpcVLfS5jH2w+qLP9BuQdKAMx8bE4LKoZR1/HGq2zYGl7qfqtCQjVbr20vdSwz1tWvMzj/Kojq1DaUYppGdPw+ObHMf+wpw19fU99QN+0Vuh0bx/LS5Zjf9N+bK/ejp01Oz02JPFmV+6PZnMz9jXs8yrwfrL/E5jsJhS2FgY0kZuSPgUPpT7kM02jqdGnb0JNdw2GzR2G4vZitVyPbHxEl8Yoakw8EBMlDtb2yCmcMW9TzDBGmiFvA632/LrydbhpxU24cfmNyG7IVtv6r4//tcd9ZocZJocpbDG6Y41wfOfuA3w4CLfAFKimNpGETkZGEhLWlq31KZRpNWzafqWwrRAzsmYgiZKCahuNPcarsya7CXU9dYaOhevK/TsE5zfnG4YPDIZOWyckIWFaxjTUm+p1fdun+z+FyW5Cg6nBsIxv731bFzNZiVKhFSjfy3rPw/5YuyOiL3zZoe+s2elTU6vV9gbDc9ue87nteZulDYVthZAgBSyElneWqysQLeYWDwHYKISgtn3p/Dtct3bZu3QaaCNNMRC6D02kiQ2h2EdMX4YZqLRb25HVkKUKhkaOJIm+ahIOIdBIgA11xSTcQnHAmmImYQnFrjvYlYu3M403nlAEFqP8Clu872qp8MG+DwLeBtwbLeYWlHWUqY6yWtqsbaqpmTcWFSxSj5XoH1rB2iE5ZPMLF07JiUZTY0DmE76c+Yraijzem/a7Luss65PmVBEuvfVZZocZ1V3V8vOCiCp1+aLLcd7352H04tGqs3KXrQsvbHsBNd01HooWreD8Td436rF2kqZtV02mJsN29G7muwGXMRrEhFDMMIx3lM7JyAM+XLagTHThEIkDm2RKDulbDta23FskAWXTCCOznNzmXPzimF/4zLemqwYt5paQwkI2mZp0Gkd3QVSJluLtmyloK1Bt29WwhW4OulpnwM2Vm+EUTr9Cscd1zby429aNJnOTh/ZaGyatsrMy6MlLICtlAgKVncYbEQVKSmkKdtbsxKULLlVXBNzfuyQkTN42GefNPc+rFjitKk0VnhtNjYbtYFftLoxeNNpr9JxoE7dCcbw5ETFMsCgdotL5G2qKXY4l/D3EN/5CfjGJTagrF+GyLVe2GTfiQNMBv8Jjs6VZ3ikyhMXfHTU7UG/yvlucu62uEUpMcMUswv39Kuftkh3PbXsOgP9VKfc8tH2u+86ECtrdIgN15jN6hr/7vsj9Iui83TGKR+1elvXl632ONUoYOafkRJulDclJxmVqsbTg8wOfY2HBwpDKHAniVihmmETHvfMxEoqtDtducwniaDdQCdcW9QwTCN6W8Us6SrwKxZKQAtpNdkfNjpD6o61VW33a+AayLbkSVtHbVsyKJtqXRtof2v5ZCbHmrr3+Nk/eZrvD2qGLuR4sgUyaQp1YeRNgg2XOwTmyVhySoaY4Cb0hNN/a85bH9WjDQjHDxAlGgpOy5Mqxp+MbFoqZ/kQSEiRJ8hBei9uK/a46BSJ8BbsNunv+SkzevqI4Ju5rNI7aoCz/h7KbqCQk1WwhvTrd8DkbyjdACOGx+UkkCNUpObM+MyyOzQICH+37CIBxW5EgxXQUrLgVinm5mBloGHUkivkERyWIb2IttBqT+Ny+6nZcsegKZNVnAZDtYhtNjSEJtAqh2MiHsjOdwtd5X2POwTnIrjferbHRJEffUDdW6SOTNk+CEMKr859NsmHmvpmqeUUkfQfCIRP5y0ONkQ7fWuXNVZsB+O/XBERY6jucREQoJqLriKiQiEqIaEoknsEwAw0joVgxn2Dim1jWnDCJSUl7CdqsbXh88+MQQiC3KTfaRQorH+37CBIkQ+3npspN2Fmz06stcKCUd5bjisVXwOwwe3V2/Pbgt/g67+uQbX77A38Om2qMdC8b0WgJVOvcY4utzdjCLhQTUTKAzwBcD+CPAMYT0R/D/RyGGWj40hQz8Y0kjAdvhok0ZocZ9T31WFCwAMmUHBORUMKhrVb6S2/aykc3PYouW1fIu0K2Wdp0zzOiwdQQFyZu4VqxSqKkgDXXXfausDwzXEQi4v9FAEqEEEcAgIgWArgFQGhTMoYZ4NiddkzdNVV3LtRQPAzDMOPXjEerpTVmdiDrzyX1cJli+hMoBycNjokJR38QzARgRtYMnHj0iREsTXBQuL3WiegOANcJIR5y/b4fwMVCiH+6pZsIYCIA0NE08uhfHS2gjfxHLi22MDCW9HUtkoThuZJZSko6Nsl3Hv3w9zm6HDTo+EH+DIiMy6E9H46yhiEPp8mJ5GP7YXkqkLJG5p2QX1ViBNqLs9uZlHx8cv9/a5GA3FbGfLXrQPIIV3v1V64IklD1ixjrB2IBgqKy897XB9D+/L3XgMaT/sbbt+r+97pfDyRnpS/2dp/RM9zSByQLBFYa/7KSr7L6ywOu+v3ZIN9/c1/K6e09hYBkkpB0rP9s7U124eh2eCSMhKbYaOD2+FiEEF8B8B0YLwEhoq+EEBNjoBxZ9hb7hdEuR7ggoq9swhb195poEFGWrdmWMO0kVoiV9ppo9Rsr7zXR8PdeE2086Q9iRRYIhHiq31DfayTWSqoB/Frz+3QAnhtpD1xWRbsACQq/Vyae4PYaGfi9RgZ+r+GH32lkCOm9RkIozgTwv0R0JhEdBeBuACkReE5cIoTgDyEC8Htl4glur5GB32tk4PcafvidRoZQ32vYzSeEEA4i+ieADQCSAXwrhDgU7ucwITPgTFeYPsHtJLHh+mXCAbejxGbA1G/YHe0YhmEYhmEYJt6IjfgrDMMwDMMwDBNFWChmGIZhGIZhBjwsFDMMwzAMwzADHhaKExgi+gsRHRftcjAMEz2IaBwRnRTtcjAME7twPyHDQnECQkT3ElE2gCsB9N9+mUxcQUQPE9HnRPTbaJeFCT9EdB8R7QZwGQBLtMvDxCfcTyQ23E/oicSOdkyUIKJBAJ4G8AqA64UQu6NcJCbGICKCPBm+A8ALAOoAXExENUKIAd8hJgKuOp4A4GsAlwoh9kS3REy8wf1E4sP9hDGsKU4ghBAOAMUA5gGoIKKjiOh2IjotykVjYgAiGiJknAD2AbgYwCwAlwM4O6qFY8KGkONsZgJYAMBKRElE9Dci4jpm/ML9xMCA+wljWCiOc4joZSK6WHMqA0AFgHWQO7TbAMwloldc6bnOByBE9CqA9UT0BBGdI4QoFkK0AvgJAAEYxfZk8QsRTSOisZpTJZA3UFoNIAfAJQC+JaL/uNJzP8B4wP1EYsP9hH948444hYhOBfApgKsANAkh/ldz7RIANwH4XAhRTUTnAkgH8D9CiJaoFJiJGkT0IIAHALwIYCyA8wA8LYQod10fA+BeAN8LITZr7iPBHURMQ0QnA3gbwJ0AKgFcKISwu66dDnl5dIEQopSI/gdyPzBSCFEbpSIzMQr3E4kL9xOBM+BmAQlEB4AlQogTAbQT0bOaa5kApgkhqgFACHEQwHoAp/R/MZlo4rIb+zXkCdIeAO8COAjgLSWNECIVQDmAYUQ0logmuc7zQBf79ABYIYQ4CUANAG0/UAvgHSFEKQAIIUoA7ALw3/1eSiam4X4i4eF+IkBYKI4DXB2WDiGECcAa189nALxCREe5fktCCKvr3sFE9AmAn0E2q2AGEJoB6wHX724AHwH4LRGN1iRdD+BlALMBHAUmLnB959tdP6cCeNi1igQhhKTRBh1DRDMBnAwgPyqFZWIW7icSG+4nAoeF4vjgRECNLqEihOhyLV3tALANwBeu85Ir/S2QbYydAO5kr+HEhoh+r7UB00ym3gZwFhFd7vrdAuBHAGNc6X4BWTO0CrKJzYf9V2omUNzrV0EI0e3qBzIh9wOvu903GoCy3D1WCNER8cIyMYsrfv2vNL+5n0gg3OtXgfuJwGCb4hiGiE4AsATACUKIizXnCZBn90Q0SAjhIKL/AnAYwO8A/BeALgASgEGKTRiTmBDRNQDegKwJeMkVhURpJ8mu9vFPAPcr7ci19DlECPE+ER0NYCjbm8cmfuqXhBCSph/4BWR7wJsgm0v1QF7yPl4IUROVP4CJCYjoUsga3mwA013L5NxPJAh+6pf7iQBhTXFsYwHQBuBcIroTkM0hXOFyhKthDwIAIUQDgGUAGgF8B7nzqmaBODEhmcFENB3A55BtwiZrBKZkVzNxENGpQohPAfQQ0dtEdBmAm+H6/oUQVh7oYosg6ldyLYMeBQBCiCbI3uSFkMNoHS2E6BzoA91Ah4iSATwM4E0hxAMagSmJ+4n4J4D65X4iQFgojlFcjfxEALsB/BXAJwAghLC7BstPIc8KzyI5vuD9AK4G8KIQ4k9CiAFpDzRQcHV0dsirAT8JIZYBABGNIqLBAITr9/sAlhLRGQAegqwNeBPAdiHEe1EoOhMAQdbvIgDnuATpGyELMlOEEBe4lkoZ5meQQ6qtJTl+/f2uKANHAQARfQDuJ+KZQOqX+4kA4B3tYgQiehLAMMg2wHOEEE4i6oRs23M1EeUS0WuQA22bABwP4O9CiDbX/YcBXCCEaI/Sn8D0A5p2kimE+AqyHfnbRPQdgJGQB7M2ABuJaC3kb3ys0k4AfEFE3wohbP1eeMYvfazfWzT9QCHkfmBA2gMyMpp2tFsI8Q1kBdhZAM6HHHnACuBG9EYu4n4ijuhj/XI/EQCsKY4BiGgCgHsALAXwNwBTiOgsyIKvslXzQsheowuFEDVCiL8JIdrI5XwnhMhigTixcWsn95IcaN8CYAWAwZBjUN7suj4e8pLYU652kqzkwwNdbBJi/Sr9QDEPdAMbt3b0gKsdmSCH2foGwI9CiLsga4TvgOw09yT3E/FBiPXL/YQfWCiODa6CbDO4HsBzAI4BcBcAM4AbiCgVwJMAtkDWFCk2h0mKjSEzIHBvJ0cDeFQIsQLARCFEgRBCAMiDrE0EoAbXd0alxEwwhFK/3A8wCu7taAiAxwG8BlnRMhSQoxcBmA/ZMZv7ifghlPrlfsIPLBRHEeoNr7Qf8lIHhBBZkGd8ZwK4DEAqgL0uu59rAIwmojMV4/lolJvpX3y0k50AziSiPwshejS3PAB5YtXqSsshZmIYrl8mHPhoRzsA/BHAqQAmA7iOiG5yaRj/DFc8Wm5HsQ3Xb//AQnE/oixNEakh1RShdieAJOqND3kI8q4zxwN4TQjxqiab3wghyvqpyEwUCKKdHIS8G9FprvS3E1EOZNuyxwTHpY5JuH6ZcBBkO6qGvG3v95Dt1C8D8BsANwrXzqdMbMH1Gx3Y0a4fIKJLADwIoJCIvhJCdLrOD3ItZxRDFoT/SkQ7hRBVRHQaALMQwub6OISQd57p8fogJq7pQzupJjlIu9mVRRHk5faMaJSf8Q3XLxMO+tiOfgngfwFACLGFiNJ4pTE24fqNLqwpjjCu2dynkO2BTwPwEhGNAQCNfU8X5EDaRwGYQXLIpRMh7ygEIYSTG3hiE0I7OQlAsytdHgtMsQnXLxMOQmxHTUo+PJ7EJly/0YeF4shzIYCdQogFkHel+i8A40negQ5E9AZkY/gOyIbyJ0Fu8B0A5kalxEw04HaS2HD9MuGA21Fiw/UbZdh8IswQ0f8BaBVCFLlOFQI4n4hOE0LUElE35G0VbyGiNMj2gVOEEKWu+x8EcJzLc5RJULidJDZcv0w44HaU2HD9xh6sKQ4TRHQiEa0BsBHAXUQ01HWpGEAngO+IaCmAX0P2Hv2ZEKJICHGPEKJU8Sx12Q1zA09QuJ0kNly/TDjgdpTYcP3GLsRROsIDEf0/ALdDbtC/B5AuhFjrunYU5NAo/yWEWEhE1wP4pxBirOt6EtsADQy4nSQ2XL9MOOB2lNhw/cYuLBSHABE9AKACwH4hRCcRDYGsfZ8MeR/yr4QQtQb3vQqgXQjxab8WmIkK3E4SG65fJhxwO0psuH7jAzafCBKSOZWItkLekvleALOI6BQhhEUIYQKwCbIB/F/c7r2MiLIBjAKwur/LzvQf3E4SG65fJhxwO0psuH7jDxaKg4CIkoWsWj8eQI0Q4irI2yu2AvhKSSeE2Al5O+Y/ENEJRHSc69IRAP8SQlwrhCjv18Iz/Qa3k8SG65cJB9yOEhuu3/iEzScCgIgGAZgOIBnAWgA/A3CHEOJvrusEeeepu4UQ21znhkIOqXIpgP+GvNsM7yyTwHA7SWy4fplwwO0oseH6jW9YU+wHIroCQDbk5Y0SAK8DsAO4koguAtQ9xacD+Lfm1rGQZ4U5AIZxA09suJ0kNly/TDjgdpTYcP3GPxyn2D8SgBlCiB8AgIiGAzgTcuDsWQBGkhweZTnkhn+Ga6nDAuBqIcT26BSb6We4nSQ2XL9MOOB2lNhw/cY5rCn2TzaAxUSU7Pq9E8BvhBDfAUgmoidc4VFOB+BUbH+EECu5gQ8ouJ0kNly/TDjgdpTYcP3GOSwU+0EIYRJCWIUQTtepa9C7x/jfAZxNRKsBLACwD1BthpgBBLeTxIbrlwkH3I4SG67f+IfNJwLENfMTkPciT3Gd7gLwMoBzAZQJIWoA1WaIGYBwO0lsuH6ZcMDtKLHh+o1fWFMcOBKAwQCaAZznmu39C4AkhNihNHBmwMPtJLHh+mXCAbejxIbrN07hkGxBQET/B2CX698cIcQ3US4SE4NwO0lsuH6ZcMDtKLHh+o1PWCgOAiI6HcD9AD4QQlijXR4mNuF2kthw/TLhgNtRYsP1G5+wUMwwDMMwDMMMeNimmGEYhmEYhhnwsFDMMAzDMAzDDHhYKGYYhmEYhmEGPCwUMwzDMAzDMAMeFooZhmEYhmGYAQ8LxQzDMP0MEf2biJ73cf1WIvpjAPno0hHRdCK6OlzlZBiGGUiwUMwwDBN73ArAr1Dsnk4I8ZoQYlPESsUwDJPAsFDMMAzTDxDRK0RUSESbAPzede5hIsokohwiWkpExxLRpQBuBvAeER0got+6/q0nomwiSieiP3hJ9x0R3eHKu5yI3iKiDCLKIqIRRLSBiEqJ6FFNuSa7ypBLRNOi8GoYhmFigkHRLgDDMEyiQ0QjAdwNYDjkfncfgGwAy4QQs11p3gDwDyHEJ0SUAmC1EOIn17XNAB4VQhQT0cUAPhdC/MUgnfujq4QQlxDRhwC+A/BnAEMAHALwBRGNAfC/AC4CQABSiOhyIcT2iL0MhmGYGIWFYoZhmMgzCsByIYQJAFzCLACc6xKGTwQwFMAG9xuJaCiASwEs0Qi9Rwf4XOU5eQCGCiG6AHQRkYWITgQwxvVvvyvdUMhCMgvFDMMMOFgoZhiG6R+EwbnvANwqhMghogkARhukSQLQLoS4oA/PsvFQHQAAAQhJREFUtLr+L2mOld+DIGuH/yOE+LIPeTMMwyQUbFPMMAwTebYDuI2IjiGi4wHc5Dp/PIA6IhoM4F5N+i7XNQghOgGUEdGdAEAy57un6yMbADzo0kaDiP4fEf0yhPwYhmHiFhaKGYZhIowQYh+ARQAOAFgKIN116V8A9gDYCKBAc8tCAJOJaD8R/RaywPwPIsqBbA98i5d0wZYrFcB8ABlElAfgJ4QmZDMMw8QtJITRih7DMAzDMAzDDBxYU8wwDMMwDMMMeFgoZhiGYRiGYQY8LBQzDMMwDMMwAx4WihmGYRiGYZgBDwvFDMMwDMMwzICHhWKGYRiGYRhmwMNCMcMwDMMwDDPg+f8fcD3jIAWzigAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -415,31 +400,31 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A number of builtin options are available in each of the Pandas plot functions that are worthwhile have a look" + "A number of builtin options are available in each of the Pandas plot functions that are worthwhile to have a look" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "__To api guide:__ Some mote formatting options of the Pandas plot functionalities are explained in :ref:`visualization.formatting`. " + "__To user guide:__ Some more formatting options of the Pandas plot functionalities are explained in :ref:`visualization.formatting`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "> I want to further customize, extend or save the resulting plot" + "> I want to further customize, extend or save the resulting plot." ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -451,9 +436,9 @@ } ], "source": [ - "fig, ax_1 = plt.subplots(figsize=(12, 4))\n", - "air_quality.plot.area(ax=ax_1)\n", - "ax_1.set_ylabel(\"NO$_2$ concentration\")\n", + "fig, axs = plt.subplots(figsize=(12, 4))\n", + "air_quality.plot.area(ax=axs)\n", + "axs.set_ylabel(\"NO$_2$ concentration\")\n", "fig.savefig(\"no2_concentrations.png\")" ] }, @@ -461,12 +446,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Each of the plot objects created by Pandas are a [Matplotlib](https://matplotlib.org/) object. As Matplotlib provides plenty of options to customize plots, making the link between both explicit enables all the power of Matplotlib to the plot. This strategy is applied in this example:\n", + "Each of the plot objects created by pandas are a [matplotlib](https://matplotlib.org/) object. As Matplotlib provides plenty of options to customize plots, making the link between pandas and matplotlib explicit enables all the power of matplotlib to the plot. This strategy is applied in the example:\n", "\n", - " fig, ax_1 = plt.subplots(figsize=(12, 4)) # Create an empty Matplotlib Figure and Axes\n", - " air_quality.plot.area(ax=ax_1) # Use Pandas to put the area plot on the prepared Figure/Axes\n", - " ax_1.set_ylabel(\"NO$_2$ concentration\") # Do any Matplotlib customization you like\n", - " fig.savefig(\"no2_concentrations.png\") # Save the Figure/Axes using the existing Matplotlib method." + " fig, axs = plt.subplots(figsize=(12, 4)) # Create an empty matplotlib Figure and Axes\n", + " air_quality.plot.area(ax=axs) # Use pandas to put the area plot on the prepared Figure/Axes\n", + " axs.set_ylabel(\"NO$_2$ concentration\") # Do any matplotlib customization you like\n", + " fig.savefig(\"no2_concentrations.png\") # Save the Figure/Axes using the existing matplotlib method." ] }, { @@ -477,7 +462,7 @@ "\n", "- The `.plot` methods are applicable on both Series and DataFrames\n", "- By default, each of the columns is plotted as a different element (line, boxplot,...)\n", - "- Any plot created by Pandas is a Matplotlib object." + "- Any plot created by pandas is a matplotlib object." ] }, {