{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# boxplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section describes various options available for boxplots in **fivecentplots**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the full API https://endangeredoxen.github.io/fivecentplots/0.6.0/api/boxplot.html#boxplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some fake boxplot data with no real meaning:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BatchSampleRegionValueID
01011Alpha1233.5ID701223A
11011Alpha1230.0ID7700-1222B
21011Alpha1233.3ID701223A
31011Alpha1233.2ID7700-1222B
41011Alpha1234.0ID701223A
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" ], "text/plain": [ " Batch Sample Region Value ID\n", "0 101 1 Alpha123 3.5 ID701223A\n", "1 101 1 Alpha123 0.0 ID7700-1222B\n", "2 101 1 Alpha123 3.3 ID701223A\n", "3 101 1 Alpha123 3.2 ID7700-1222B\n", "4 101 1 Alpha123 4.0 ID701223A" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the most powerful features of JMP is its variability chart, which partitions data into separate boxplots based on one or more grouping criteria. fivecentplots achieves this characteristic via the keyword `groups`. The value of this keyword is one or more column names from the `DataFrame` that differentiate the `y` values being plotted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using our fake dataset, we first plot our data grouped by a single column named \"Batch\". Because our dataset has 3 unique values in the \"Batch\" column, we get three boxplots, each with a descriptive label." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([101, 106, 103])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.Batch.unique()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups='Batch')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can dive deeper into the dataset by specifying a list of column names for `groups`. In this example we use columns \"Batch\" and \"Sample\" for which there are 7 unique groups. Notice that the order of the values passed to `groups` determines the grouping hierarchy, with the first grouping column values on the bottom of the plot.\n", "\n", ".. note:: The labels in the white rectangles under the plot area are styled via keywords prefixed with `box_group_label`, while the `DataFrame` column name strings to the side of the plot area are styled via keywords prefixed with `box_group_title`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Batch Sample\n", "0 101 1\n", "10 101 2\n", "22 106 1\n", "31 106 2\n", "41 103 1\n", "50 103 2\n", "60 103 3" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['Batch', 'Sample']].drop_duplicates()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the group values are sorted alphanumerically. To preserve the order of the input DataFrame, add the keyword `sort=False`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], sort=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### No groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If not `groups` are specified, no grouping labels are added to the boxplot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', tick_labels_minor=True, grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Box elements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Several descriptive elements are available within the boxplot to better visualize the dataset. These features are illustrated below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dividers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, when multiple `groups` are specified gray divider lines are drawn between the bottom-level groups. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These divider lines can be disabled or styled using the appropriate keywords.\n", "\n", "Disabled:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_divider=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Styled:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'],\n", " box_divider_color='#d42269', box_divider_width=10, box_divider_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Whiskers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"whiskers\" on a boxplot span from Q1 to the minimum value on the lower end and Q3 to the maximum on the upper end, excluding outliers. Outliers are defined as any points that are below (Q1 - 1.5 * IQR) on the lower end and above Q3 to (Q3 + 1.5 * IQR) on the upper end. In the example below, notice that the first and second boxes each have an outlier point outside of the blue whisker lines. Whisker lines can be styled using the keywords prefixed by `box_whisker`. \n", "\n", ".. note:: \n", "1. The horizontal \"cap\" at the end of the whisker lines shares the same style as the whiskers themselves. Default behavior is a solid gray line 0.5 pixel in width\n", "2. The dashed lines that span to the outlier points are controlled by `box_range_lines` described in the next section\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], box_whisker_color='#0000FF', box_whisker_width=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whiskers can be disabled (be careful with the lack of plurality in the prefix!) but beware that if the range lines are still enabled you will see similar lines and horizontal caps." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_whisker=False, box_range_lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Range lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Outlier points by definition fall outside of the box whiskers, but with range lines we can span the entire range of the data (from absolute minimum to absolute maximum). This is particularly useful to indicate when there are outlier data points that fall outside of the limits of the visible y-axis. These range lines are enabled by default but can be disabled or styled through keywords with the prefix `box_range_lines`.\n", "\n", "Default behavior is a dashed gray line 0.5 pixel in width:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_whisker=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we disable range lines and leave whiskers enabled we get this:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_range_lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Styled:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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jRP1a8n5tSsuuqqoUFhb6NI7mcrvdmpyzsf8OFRUVLRRN+xJwiUmfPn0AWL9+Pamp31c93LhxIwDdu3e/7DEKCwux2+0tE6AQQggh6hRwicmQIUO47rrr+O1vf0tRURGjRo0iKyuLJ598kmHDhjF37lytQxRCCCFEHQJyuvAHH3zAb3/7W/75z396Z+P87Gc/Y+3atRgMAZeLCSGEEAEjIH9Lm0wmnnrqKZ566imtQxFCCCFEIwRki4kQQggh2iZJTIQQQgjhNwKyK0cIX8mf8kyNx1Fv3Y6hW1ytzz0//xUsswcRcuvEWveXv7YK66fbvY/j1jziu0CFqIXcY6ItksREiHqolT+YNl5PXQi10oHqqLvegupwX3o8IYQQNUhXjhBCCCH8hrSYCNFMruJiSrdupyK0ALXwFCEuN4qh9df2EKI+9jNnKc/YicfhIKRvKkG9e1123TAhtCCJiRDNULYjgzNvvoPqckEI2A5vpOKZHJLu+w2GsFCtwxMCgPNLl1Gw5HPv48KvlxM6eCCJd/wSRWo7CT8jXTlCNJGruMSblFi6d8NcGY6iN2LPOUne/z7WOjwhAKg8fMSblIT070f4mNEoBgPlu/dQuGKVxtEJcSlJTIRootLtO6qSkq5d6Pzwg4SWJRDbJw2oaknxyHpLwg+UbtoMQPiY0ST93z10/PlPiV9wMwAlm7ZoGZoQtZI2PCEawbH9GK7j+VU/Z54AQK8Lwf7tflS7EyXPUfVEtxvrqu/QB4Wg6HWYJ6XWcUQhmufgwYP1rr6rO3MWBSg2GSjat69qo9OBHnCUlLCvelsj6PV6evfu3bSAhbgMSUyEaITyf64Ga9XS9K4wO3SBisP7UVafwWA1UrJ/B8SCzqGj/OmvUFBQgs3ESWIiWojb7SYtLa3O/acKCjlx5CjBh47Q9/rrMUZGcPjlVykEovul0q+e19YlPT29GRELUT9JTIRoImOZCX2lEXewk/LuRTX2WfJCUZAZD0J7CTOmkbv0a2xnzrLznv/zblf0epJvuF67wISog4wxEaKJFBRCT0RiKrKAp2qbzqEn+FQ45uIgbYMT4gJjWBgDn/kD0SOGg67qIz8kpTv9Hn+U8NQ+GkcnxKWkxUSIZtB5dIScjiA4NxxVp6K4FWkpEX7H0qEDfR/7f7htNlSXC0OoTGUX/ksSEyF8QFEVFLckJMK/6S0WrUMQ4rIkMRGiHkqwucZjVfU0/Vgm/SXHE0IIUZMkJkLU44ers+ZPeYa6l/GrX+hd0wm9a3rzgxKimVS3G1tePoaQYIzh4VqHI0QNkpgIIUQ7cnblKnI+/BhHYSEoClHDhtLjjl9ijovVOjQhAElMhGiUH7agCNGW5H27liOv/hMAxWBAdbko2pHB3sefZMhLf0Vvlq5GoT2ZLiyEEO2Aqqqc/HgRAIlzrmLM//7L0L//DWNUJLbcMxRs3KxxhEJUkcRECCHaAY/djjU3F4DkG65HZzQSnJxE3ITxAJQfPapleEJ4SWIihBDtgM5oRB8cDEDpgQNA1SDYsoOHATBFRWkWmxAXkzEmQgjRDih6PQlTJ5P75VIO/OWvxIwcTuXpXCpPZKMYDMSnTdQ6RCEASUyEEKLd6PLjH1F58hTFu7/zjinRmUz0uu9emZUj/IYkJkII0U7oLRb6Pfl7Svftp+zAQQyhIcSMGYMxPEzr0ITwksRENFn+lGdqPI5663YM3eJqfe75+a9gmT2IkFtrby4uf20V1k+3ex/LtFwhWoaiKET060tEv75ahyJErSQxEU2mVtp/sKHumqhqpQPV4a57v8N96fH8UOnCxah2Z6Neo5iNhD8xr4UiEkKIwCKJiRCNYE8/0OgEStbHEUKIhpPpwqLFeewOrEFFFBxI59RLr1Ccvg6Ps3GtDkIIIdoHaTERLcpjs5Hz3AvYwwugBOwlZ6nIzKJ063aS7rsXndGodYhCCCH8iLSYiBZVuOob7Nk5KB4dEZ0HE3vdXHQWC9ZDhynZsFHr8IQQQvgZSUxEiyrftRuA4LJYQjv2JuaKmcRcfWXVvp27tQtMCCGEX5LERLQo1e0BQFG/v9UUk+nCvrpn6QghhGifJDERLSp0QD8AKsMKsBaepHTrds5/tRSAkAH9tQxNCCGEH5LBr6JFRc2cTtmOnTgLCig8vAkObwLA1CmRyEltb20Oc1qfJtUxEUII0TCSmAifKfz5G2C99Jd2sF7BFheMM7Sq/oep1IJ5n5PzK55FCTa3qSqvUihNCCFaliQmosXp3DqCz4YBsh6HEEKI+skYEyGEEEL4DWkxEU32w1Lrqupp+rFMeindLoQQQhIT0XQ/HBuSP+UZ6l7Gr36hd00n9K7pzQ9KCCFEmyZdOUIIIYTwG5KYCCGEEMJvSGIihBBCCL8hY0yEz4Q/Ptdbgr6hFH3byo3zpzyDWmlv1GvaWq0WIYTQkiQmwmfMk1K1DkEIIUQb17a+rgohhBAioEliIoQQQgi/IYmJEEIIIfyGJCZCCCGE8BuSmAghhBDCb0hiIoQQQgi/IdOFhc/Y1+5vUh2TtjTNuD3UahFCCC1JYiJ8pvSpJU0rPtaGEpO2lEQ1VP6UZ2o8jnrrdgzd4mp97vn5r2CZPYiQWyfWur/8tVVYP93ufSyF5YQQjSWJiRDt3CXJpFr3GtFqpQPV4a57v8Pd6ORUCCEuJm3MQohGUz0eHGfP4Tx/XutQhBABRlpMhBCNYi08Sd4jv8dZUJWUWLp2IeGWBVi6dNY4MiFEIJAWEyFEgzmNlRQe3oSz4DyK0Qg6HbYT2Zz860s4i4q0Dk8IEQCkxUQI0WDWkKrkI2zkCDr89BY8VhunXnoF+8mTlKSvx4xJ4wiFEG2dtJgIIRrMZaga2Bo1fSo6kwlDRDgRE8YBYMs5qWVoQogAIS0mQjRCe6jVUh+dR49b78Z66DBB3bqiqirWQ4cAMERGQqG28Qkh2j5JTITPtIeaFe2hVkt9LNYIKoz55H+yiIp9+/FUVGA7kQ1AxIRxuD4/oHGEQoi2TrpyhBANZrZGEByfAkBl1r6qpESvJ37BzQR166ptcEKIgCAtJkKIS+RPeabOliHzGjCYY3CGOFBUMJaZcf6/NeQHb8QyZ2grRyqECDQB22KyZcsWJk+eTEhICAkJCdx6663k5eVpHZYQAUFvN2ApDMZcFIzOpdc6HCFEAAnIxCQjI4PJkycTGhrKkiVL+POf/8zKlSu59tprtQ5NCCGEEPUIyK6chx56iCFDhvD555+j01XlXuHh4fzmN7/h+PHjdOvWTeMIhfAfSrD5BxuUph/LpL/0eEII0QgBl5icP3+etWvX8t5773mTEoB58+Yxb948DSMTwj/5cjZV6F3TCb1rus+OJ4RofwKuK2fPnj14PB7i4uJYsGABYWFhhIaG8pOf/ITi4mKtwxNCCCFEPQKuxSQ/Px+A2267jSuuuILPPvuMw4cP8//+3//j2LFjrF+/HqUZTdWibqULF6PanY16jWI2Ev5E22nJag+1WoQQQksBl5g4HA4Ahg0bxptvvgnA1KlTiYyM5Oabb2bVqlXMmDGj3mNER0cTHh5e536Px4Oqqr4LOkAUrDuIp8LWqNfoQixER0f7NA6j0QhAREQEYWFhPj12e1GgKDT2DlcUxefvZXvQ3PtVr2/9WVF6vb5V3+u2co3V76VonoBLTKr/Y1911VU1ts+aNQuAXbt2XTYxEaK96/jnHzep9L4QQjRXwCUmPXv2BMBur1kcyums6mIICgpq9jmsViuVlZXNPk6gaUorkqqqFBb6doGV6vempKTE+76LRhqe3KSX+fq9bA+ae7+63W5fh9Sgc7bme91WrrGioqKFomlfAi4xSU1NpWvXrvzvf//j7rvv9o4n+eKLLwCYMGHCZY9RWFh4SWIjhBBCiJYXcG2viqLw3HPPsXnzZm666SZWr17Nyy+/zP/93/9x3XXXMWTIEK1DFEIIIUQdAi4xAbj++uv54osvOH78OFdddRXPPvssd9xxB++//77WoQkhhBCiHgHXlVPtqquuumQArBBCCCH8W8AmJqL1mdP6NKmOSVvSHmq1CCGEliQxET7THn752tMPoFY2bmC0rB0jhBANJ4mJEOIS9rX7m1THxDwptYUiEkK0F5KYCCEuUfrUkia1DMVJYiKEaKaAnJUjhBBCiLZJEhMhhBBC+A1JTIQQQgjhNyQxEUIIIYTfkMGvQjRCe6jVIoQQWpLERPhM/pRnmjaTY80jLRSR77WHWi1CCKEl6coRQgghhN+QFhMhxCXaUiuWECKwSIuJEEIIIfyGJCZCCCGE8BuSmAghhBDCb0hiIoQQQgi/IYmJED7kLCzElpODx+7QOhQhhGiTZFaO8Jnwx+eiuj2Neo2ib1u5cV21WjxGNxWdSnGFXkhI3AqWgmAs+SHogi0yy0UIIRrIZ4nJyZMnsdlsJCYmEhIS4qvDijbE3E6XvFcVlbKuRXjMblBBcSuoBhVbQgWKRyHIatE6RCGEaDOanZj85z//4dFHH+X06dMAKIqCy+Xi/fff50c/+hGKojQ7SCH8mTPMjsfsRnEphB2LRufQY4+txNqhHFtsJZaTUVqH2GilCxc3qfS+VMYVQjRXsxKTxYsXc+utt9a67/bbb2fJkiV8+umnzTmFEH7PbXEBoLcacYU40OuMmM8HY+1Qjmr0oOob173lD+zpB5q0vIAQQjRXszr4n332WQBGjx7Nf//7X+/2wsJCbDYbS5Ys4e23325ehEL4OVVRAXCFOajsVEZZj0LKuhVW7fSA4mlb42iEEEJLzfrEzMzMRFEU/vOf/zB//nzv9ujoaP7617+iqipvvPFGs4MUwl+pOg+OKOv3GzyACu7gqlYUc1EQiirdmUII0VDN6soxm83Y7XZiYmIu2Xfbbbdx//33s3///uacQgi/5oiwoxpUFKcOVfHU/B+lguVcKMjYVyGazmkltOwo5Ea06mlDy46CsxsYg1r1vKKZiUnfvn3ZsmUL77zzDvfee2+NfQUFBQCoqtqcUwjR6g4ePIjb7a51n/t3E+CiW1qftQf9/r24enbDPXg4ujOnwW5Dv3sHigL5D4yHkGDy9+2r95x6vZ7evXv78jKECAiG4qMM23Ef7Gj4a5yqDqvHiFU1EaWvxKTU/v+5PsOAou6f4Yrr3+jXiuZpVmKyYMECNm/ezIMPPsiePXu82zMyMnjggQdQFIVhw4Y1O0jRNtjX7m9SHRN/m2bsdrtJS0tr0HMLNnbgwP69WIryGTQ7DXN8PLlfLeX47h0YwsIY+/Ob0Bku/98sPT29uWELERBUVcXhcGCz2ar+lJs4mfw4iZ2SsdodVNrsWG0OrDYHlfbqn+1U2hxY7VU/O13fJyIP/3we3ZISGh1Hxs6ddI5M8eWliQZqVmJyxx138PHHH7Nu3Tr+/e9/e6cGjxw50vucBx54oHkRijaj9KklTZrJEedniUljRI8cgSWxI7bcM+y4426MYWE4S0oA6DTnqgYlJUIEEo/H831SUc8fq9WK3W7HarXW2G632/F4avuCcwidTkdwcDDBwcEEBQURFBREcEQEUR0u/Hzx9gs/d0hOhqDGd8eUHy6RbhyNNOtTU6fTsWzZMu6++27ee++9GjeTyWTiT3/6E1deeWWzgxTCX+mMRvovfJzDf/s7JZlZOEtK0FksdJpzFUnXt92aHua0Pk2qYyLaPqfTidVqpbKyEqvVWuPn6r+PHDlCVlZWrYmG3V73lxOj0YjFYiEoKAiz2UxQUBBhYWHExcVhsVi82ywWS40/OTk5TJ06FaPRKLWx2oFmf50LCgrirbfe4sknn2TNmjWcO3eOuLg4Zs6cSWJioi9iFMKvWeLjGfDHp7CdPYuzpJSg5CQMwcFah9UsUigtsJ08eZLly5dTWVl5SQLicrlqfY2iKN7WCLfbTWRkJBaLhaioqBqJxg+Tiov/6PX6JsVbUFCAyWRqziWLNqRZiclf/vIXRo4cyYgRI0hOTq6z2JoQ7YGlQwcsHTpoHYYQl7Vy5UoOHjxIz549iY6OvqT74+Kfq/82m83odFUVJtLT0+nbt6/GVyECVbMSk4cffhhFUdDpdPTp04eRI0cyatQoRo4cycCBA703sRBCCP/gdDrZs2cPM2bMkK524Zea3ZWjqiput5t9+/axb98+3n33XaCqi2fIkCGMGjWK559/vrmnEUII4QPVY0OGDh2qdShC1KpZTRqrV6/mj3/8I9dccw0dOnRAVVXvn8rKSjZu3MiLL77oq1iFEEI0U0ZGBomJiXTs2FHrUISoVbNaTKZMmcKUKVO8j0+dOsWGDRt48803WbNmDUFBQVJgTQgh/ER1N860adO0DkWIOvm0yEJSUhI33XQTN910E08//TTPPPMM27dv9+UphB+LW/OI1iEIIeqxb98+bDabFL4Ufq1ZXTlOZ911Dh577DF69OghXTlCCOEndu7cSceOHaWUg/BrzWoxCQ8PZ+DAgYwcOdL75+L1PhISEli+fHmzgxRCtK78Kc80rYqvtJr5LafTye7du5k6darWoQhRr2YlJna7nR07drBjxw5ee+01AMLCwhgyZAjBwcF88803WCyytKoQQmjtwIED0o0j2oRmD37dsWMHpaWl3m2lpaWsW7fO+7h/f1mZUQghtJaRkUGHDh2kG0f4vWYlJqtXr0ZVVQ4cOMDWrVu9fzIzM3G5XCQnJ/Pqq6/6KlYhhBBN4HK5+O6775g0aZKsNSP8XqMSk1dffZWRI0cyePBgjMaqBbsURSE1NZXU1FR++tOfAlV9mUVFRcTHx/s8YCGEEI1z4MABKisrpRtHtAmNSkzuueceFEXBaDQyYMAARowY4f3Tr18/byZuNBolKRFCCD+RkZFBQkICnTp10joUIS6r0V05qqricDjYuXMnO3fu5PXXXwcgODiYoUOH1khWunfv7vOAhf8qXbgY1V73FPLaKGajrGQrRAtyu93s3r2btLQ06cYRbUKjEpOvvvqK7du3s23bNrZv305BQYF3X0VFBRs2bGDDhg3ebVFRUYwYMYJly5b5LmLht+zpB5o0xVQI0XL2799fazeOLT+fvG++xZ6fT3DnZOInT8YYHqZRlEJ8r1GJyezZs5k9e7b38YkTJ9i+fbs3Wdm5cyfl5eXe/YWFhaxcudJ30QohWkX443NR3Z5GvUbRy2ri/mjnzp3Ex8eTlJTk3Va4I4MDf34ej8Ph3Xby0yX0X/g4od27aRGmEF7NmpXTtWtXunbtyg033ABUdfPs27evRqvKnj17fBKoEKL1mCelah2C8IHqbpwJEyZ4u3HcdjuHXnwZj8NBWO/eRA4eSMHGTVhPnebwy68y+MXnpMtHaMqna+UoikK/fv3o16+fd4aO46KMXAghhA85rYSWHYXciFp3Hzx6koqKCoZ1DoXc3QAU7dyPq7wcc3QEA+65Dp1eT+KwZLY98jcqjh/HunM1wR3j6j1taNlRcHYDY5Cvr0iI5icmy5cv57PPPiM0NJTBgwczZswYUlJSvPtNJlNzTyGEXys/cpTTX3xFRXY25thYOl4xk+jhgTctU3W7KVqbTtGqb3CXlqEzmwkbNYLYq69EHxKidXjtkqH4KMN23Ac7at+fUTyCWH0CyV9cDxcaQdznOwL9MNtPoHuranV4gwoGJuDEjOt/t0FIae0HvGAYUNT9M1xxUkBT+F6zEpOPPvqIBQsWoKpqje2xsbEMHTqUTp06kZ2dzapVq5oVpBD+qnD7Dvb/6S+objcAlSeyKdqRQdef/Jik6+ZqHJ3vqKpK7j/foHzXd95tboeD4tVrqNi9hy6P/T/0oZKctDZXZAoZw19k2NChl+xzezzsev49xo9ORZn2oHd7eF4hPPEqpRVRnEl9geh+PTizbgfO3ZvQB5kJ+fViMBnrPW/Gzp10jkyp9zlCNFWzEpMXXngBj+fSAXL5+fmsXLkSVVWlr1IELNXt5ujr/0J1u4kaMYwOM6ZTvGs3Z75eTvb7HxI/ZRKmqCitw/SJyqx93qREMZkIHz2KisxMXIVFOAsKKFy1mri512gcZTtkDKI8LAUSB1+y69D+/VRYbQxLuwISu3i3ByVCwoyDnFu5mqMffM3Ri16TfNNN6LuOuOxpyw+XSDeOaDHNSkyysrJQFIUVK1aQnJxMamoqV111FXv37iU7OxtACq21I+a0Pk2qY9JWVeScxJ5fgN5ioc+D96M3m4kZOYKyQ4cpP3KUop27SJg6ReswfaJ8z17vz3HXzSVq6mRsJ0+RvfDpqv3f7ZHExM9kZGQQExND586dL9nX445fYklI4OyyFdgLCghKSiJp3jUBc7+Kts0ng1/HjRtHUFAQ4eHh/PjHP+aGG27g9ttv5+OPP2bNmjW+OIVoA6RQWhVv12ZAtRZedC3V16d6LtobSNfa9lXPxhkzZkytrdaKXk/y9fNIvn6etGwLv9OswgPJyckA3gJqHTp08LaiLFy4kPLych555JHmRymEHwrpnIw5Ph63zcaBZ5+jYPMWjrz2OhVHj6EYDEQNHaJ1iE1mX7sf2zdZ3j8mT7h3X/4nizn1x79x6rm/ebdZIjpiX7tfi1BFLQ4fPkxZWVmD1saRpET4m0a1mOzatYshQ77/sL322mv585//zPz58ykrKyMpKYnPP/+chQsX4nK5APj22299G7EQfkLR60m543b2P/NninbuomjnLu++LrcswBQZqV1wl3Hw4EHcFwbs1sZtPw8Xj2mPCUHfKRn96ZOobhcVx79PQjyhYeSndCXfXoB+3746j6nX6+ndu7cvwheXUd2N06VLl8s/WQg/06jEZMSIESxYsICnn36a5ORkHnjgARYtWsTp06exWCwMGTKEF154gUGDBlFUVASA2Swlx0Xgih42lNRHfseZpV/jOF+EOSGejrNm+H1ridvtJi0trVGv8dw8h5yPPiFvzVpcFRXog4KIT5tI8o3XYWjAdOH09PSmhisawePxsGvXLkaPHi2tIaJNalRXjsfj4b///S+9e/fm4YcfxmAwsGHDBh58sGoq2s9+9jP0ej2ZmZmcOnUKwFsVVohA4yguJmvh0+x76o8UZeyi8vRpzHGxRAwcoHVoPle8Zy877/4/Tn2yCMf58xiCguj+i5/R7Wc/aVBSIlpPY7pxhPBHjUpMbrrpJgBsNhvPPfccKSkpfPjhhzz22GMA9O3bl5UrVzJt2jQGDhzI/fffz/PPP+/7qIXQmOrxsO+pZ6q6bxQFU1QUqtPJma++5sS//6t1eD5VeeoU+/7wDLazZ9FZLOhDgnEUFXHw+RcpyczSOjzxAxkZGURFRdG1a1etQxGiSRqVmHzwwQds27aNyZMno6oqhYWF/Pa3v6VPnz58/PHHAEyaNIkVK1awe/dunnvuOSwWS4sELoSWSvZmUn70KHqLhaEvv8iId/5F93vuAuDsshW4Kis1jtB3zixdhsfhIKJ/P0a9+yaj3nub2AnjQFU5/dkXWocnLlLdjTN06FDpxhFtVqOnCw8bNoxvvvmGZcuW8fDDD7N3716OHTvGzTffzAsvvMBzzz3HhAkTWiJWIVreZdYeqVaxdysAEb27EGw4z5blm3j3szXcZNBjcDiw7l1HWHKHBp/Wn9ceqcg5CUD81Cnog6ri6zBzBgXrN1J58qSWoYkfOHLkCKWlpdKNI9q0JtcxueKKK5g1axbvvvsuTzzxBKdOnWL79u1MmjSJq6++mmeffZY+ffr4Mlbh5/KnPINaaW/Ua5RgM3Fr/GdK+eXWHqlmLo4DBlGWtYeSV9/ik8JZDFZLMbh0eIAX3n6PsWFHGRt8nBDd5Rey9Oe1R8yxsQAU79pF/OQ0FEXxzkAyXdgn/EN1N063bt20DkWIJmtWgTVFUfjZz37Gj370I1588UX+/Oc/U1JSwpdffsnXX3/Nz3/+c5588kkSEhJ8Fa8QLaq+tUcuFu1yY37879iLStl9aDJjdA46Oo2ouAnum0JSp3g+2xfJ59bhjOzfk0kj+9O5nhVb/XntkY6zZpC/Np38dRuoyM5BZzJTfvhw1b4rZmocnahW3Y0zfPhwdLpmlagSQlM+qfxqNpt5+OGH+eUvf8kf/vAH/vGPf+BwOHjjjTf44IMPKCkp8cVphGh59aw9cjEd0PfJJ9iz8I9QWEgHqsp+RAwcQOrvHmR4aAg3lJayYcMG1q1bx8bdB+jWrRuTJk1i2LBhGI01S/H789oj4al9SLnzVxx/6x0qs3OqNup0JN94PbHjxmobnPA6evQoJSUlDL1MUi2Ev2t2YuLxeDh8+DD79u0jKyuLs2fPEhMTw9mzZ1FVlfLycl/EKYTfCercmfRe3QktiGDe9BmEpXQntEeKd9BheHg4s2fPZubMmezdu5e1a9fyzjvv8MknnzB+/HgmTpxITEyMxlfRMB1nzSByyGByPvwI29mzhHTpTNy4sTLA0o9kZGQQGRlJ9+7dtQ5FiGZpVGJy8OBBbwKSlZXFvn37OHToEA7HpX3o3vVCNDZv3jx27tzJiRMnWu2c+VOeqfE46q3bMXSrvRn//PxXsMweRMitE2vdX/7aKqyfbvc+9qfxGO3dpk2bOH7iBA888ACJPXvW+Ty9Xs/gwYMZPHgwZ8+eJT09nfT0dFasWMHAgQOZNGmS3/x/qYvtXB6Zjz2BPS8PgLL9Bzi7YhU97vwlHWbO0Dg6cfFsHOnGEW1doxKT1NTUS74h1faBGh8fz8CBA71/tPLf//6XJUuWtHpZ5ksGgNbzS0etdKA66i4NrjrcjR5QKlpeRUUFixcvZvTo0fSsJyn5oQ4dOjB//nyuvfZatm7dSnp6On/7298ICwujpKSEIUOGEBTkf106R994E3teHua4WOKnTqlaPXlHBkdff5OooUMxx8kgWC0dO3aM4uJimY0jAkKju3IuTkTMZjOpqak1kpCBAwcSHx/v0yCbIjc3l3vvvZekpCStQxEB6PPPP8ftdjNvXtNWVDabzUycOJEJEyZw9OhRPv74Y5YvX86qVasYNGgQo0aNomPHjj6Oumlc5RUUZewEoN+Tvyc4KQlVVdnz8KOUHThIwabNdLrmao2jbN8yMjKIiIiQbhwREBqVmMyePbtGAtK7d2/0en1LxdYsv/jFL5gxYwYWi4W1a9dqHU6tPA4H1uAiSjNXUbBwI8F9U4meMR1DRPjlXyw0k52dzbp167jhhhuIiKi/3snlKIpCjx49GDduHMnJyezYsYPt27ezY8cOOnfuzKhRo+jXrx8Gg0/GqTeJ2273tvod+9fbOAoLCU5ORn+heKLbatUsNlH1ZbF6gVXpxhGBoFGfdl999VVLxeFTb775JhkZGWRlZfHAAw9oHU6tPE4np158GWtYAVQAFYXYT56ibHsGXR55CIMfr0xbl/DH56K6PY16jaJvWx+kHo+HDz74gMTERCZNmuTTY4eFhTF58mQmTpzIgQMH2LJlC5988gnLli1j+PDhjBgxotmJENDgInLVTKqKISQIV4WV4t3fAVCZ831htYiOZsjdfdnj+HMRubasoKCAoqIi6cYRAUO7r2EtJDs7m9/+9re88847xPpx8afSLduwHj6C4tER0X0IQTOGULDkc5z5+ZxfuoyEBTdrHWKjmSelah1Ci9u0aRMnLgx4banWQr1eT79+/ejXrx95eXls27aNzZs3s27dOvr06cOoUaPo3r17k2fENLSIXDWn04SrYjy1rWChKG7CvrkVvr384F1/LiLXluXk5BAeHk6PHj20DkUInwioxERVVW677TZmz57Ndddd1+TjREdHEx5ed3eKx+OpdxZF3g8eR0REYI6Orvmc/QcACLJGE9t1AHGzZhARF8uBPz5L5d4soi8832mxcHFDefQPjiMuVV0jJCIigrCwsEa/vq6Eo7y8vEkDXht6ztre2+joaPr06cONN97Itm3bSE9P55133iEhIYGJEycyevToxg+WDRvOrpF/Y8jgwQ16evHWPZD5OZa4KIyhwZRl52IMDcZVaUN1QeXsDwntfPnxMLt272Zg9+FgDG5cvAGuOferx+Ph5MmTjBgxolW7ceq6X1vyfK2tKdf4w/pEomkCKjF59dVX2bNnD3v37sXlcgHfD9Z1uVzodDrN+mAPDXkQT4XN+7g8uRgiwFNu5fzfl3H+78twhNmgC7hyCznQ6x50IRYibhijSbziUtUDXpuT9DaVxWLxDpY9fPgw69atY9GiRXzxxReMHDmStLQ0EhMTG3YwYzAV4T0uW0TOK6qqQKI+NIKBLz6Poii47Xa2/eQ23C43xPeGxMsPuqw4Vi5JiY9lZ2dTWVkp3TgioARUYvLpp59SUFBQ62wGo9HIE088wZNPPtns81itViobsXpsSUnJJS0sxjIzzgg7tthKFI+C4tZhi68qRmcsrRpUqKoqNputxusKCwubGX3gq35vSkpKcDqdjX69233p9O0TJ06wfv16brzxxnpb05rK7XY3+L2NjY1l3rx5TJs2zTtYdv369XTt2pVRo0bRt2/fy37DrO0a6xI1ZDCKwUDF8RMcfuU1oocN4eyqb3DbbJjj4wlp4HT8xlxje9Kc+3XTpk1YLBaft+BdTmu/l425X315zsZeY0VFRQtF074EVGLy+uuvU1ZWVmPbwoULycjI4IsvvmjwN8rCwkLsdt/WDvlhYTTV5ebU316hcv8BrB2/r45rjI8j6YUHMVz45Vf20nKfxiEar3rAa6dOnUhLS9M6HK/w8HCmTJlCWloa+/fvZ8uWLXz00UeEhYV5B8v6IokyRkTQ7ac/4dibb5P3zRryvlkDgGIwkHLH7Sh+OjMv0KmqSlZWFklJSTIbRwSUgEpMevfufcm2mJgYTCYTw4cP1yCiuikGPUm/uZvTP1qIM0lBHx9GcL++RE2ehD40ROvwxEU2bNhAdnY2Dz74oF9Oj9fr9fTv35/+/ftz7tw5tm7dysaNG0lPTyc1NZVRo0bRrVu3ZpWPT7z6SoK7dObMshXY8wsI6ZJM4tVXEtK1q+8uRDTK6dOnKS4ulrVxRMAJqMSkrVEMBizWSCJThxJ6+2StwxG1KC8v57PPPmPMmDFtYtZDQkICc+bMYcaMGezevZutW7fy9ttvEx8fz6hRoxg8eDBms7lJx44cOIDIgQN8HLFoqszMTEJCQvyioKUQvhTwicm7776rdQjthn3t/ibVMfHnacZLlizB4/E0ucKrViwWC6NHj2bUqFEcO3aMbdu2sXTpUlauXMngwYP9eiq9uDxVVcnMzKRv377SjSMCTsAnJlpQgn/wjbSeJnQl2IRiqrt7QDHpLz2enyp9akmj1/VRgs3E+Wlicvz4cTZu3Mj8+fNbZMBra1AUhZSUFFJSUigpKfFWlS0vL+fIkSNMmjSJQYMG+WUXlahbbm4uxcXF9OvXr9ZFVIVoyyQxaQGNWQE45qN76t0fetd0Qu+a3tyQRCNVD3hNSkryqwGvzREREcG0adOYNGkSK1euJC8vj9dff53IyEgmTpzI+PHjfVNZVrS4zMxMgoOD6datGwcPHtQ6HCF8ShITIWqxYcMGcnJyeOihhwKuqdxgMNC1a1duvfVWTp48SXp6OsuXL+err75i6NChTJo0iR49ejRrsKxoORd340hLlwhEkpgI8QM2m43ly5czduxYUlJStA6nRSUnJ/PjH/+YefPmsXnzZtLT03n++ee9LUUjR47EcmGxPuEfzpw5Q1FREf369dM6FCFahCQmraR04WJUe+OKJylmI+FPtK1Bl4Hgu++qFqqbO3euxpG0nuDgYKZOncrkyZM5ePAga9eu5YMPPmDRokWMHTuWtLQ0OnTooHWYgqpunKCgILp3v3y1XSHaIklMWok9/UCTBoaK1nXy5EmOHj3KzTff3OABr/b8As6u/gbbmbMEJXYkYfpUzDExLRxpy9DpdKSmppKamkphYSHr1q1jw4YNrFmzhtTUVO9gWenm0UZ1UTXpxhGBTBITIS7weDx8+eWXREVFMXHixAa9pvi7Pez747N4LqoUfHrJ5/R9/BEi2nhTe3R0NNdeey1XXnklO3fuZO3atfzjH//gpptuYvJkqbujhbNnz3L+/HmuuuoqrUMRosUE1qg+IZph+/bt5ObmNnilVo/LxaGXXsFjtxPWqyddbllAaI8U3DYbh158GVWD9T1agtFoZNSoUfzud79j9OjRrFixwrtIpmhd0o0j2gNpMRE+05hp0v6moqKCVatWMWzYsAYXHyvN2oejsBBjRDgD/vgUOpOJxKtms/3nv8KeX0DpgYNE9OvbwpG3rlmzZrF161a2bNnC+PHjtQ6nXamejZOamirdOCKgSWLSilRUHFFW7JE2VL0HfaUBnVuPK8SBqlMxlpuwFISgc8mHTmtbsWIFiqIwY8YMsrOzG/Qa94WVn912B7vuewBLxw50vHI2htBQXOXl3v2BpGPHjgwZMoQVK1YwZswY+QXZis6dO8f58+e58sortQ5FiBYlXTmtREWlIqmUyk5luEOceCxunNF27HGVuINdeCxu7LFWSlMKcRsDowugrcjJyWHnzp1Mnz6dkJCGL6BozT0DgMdmw3rqNEXbM9j35B+wnT2LzmQirFfrLkXfWq644gry8vLIyMjQOpR2JTMzE4vFIt04IuBJYtJKXBY7zkgbqBB0NhRzfrB3n86mJyQ7Ap1Nj2r0YIsv1zDS9qV6wGtiYmKjVqB2VVo5+dEnde5PvOZqjGFhvgjR73Tu3Jl+/fqxbNkyPJ7GrY0kmubibhyDQRq6RWCTxKSVeHpXJSJBQR2IGDgCJSn0+30WN6HDBxHZoWrlVme0G/OUvpjT+mgSa3uybds2zp49y5w5cxpV4bV0/37cViumuFhS7vglQUlJKAYDyoWujfDUwH7vZs+eTW5uLnv37tU6lHYhLy+PgoIC+vfvr3UoQrQ4Sb1biXlcbyqWn8AwKJmI2+dT+eY72LbkVe1UFMKfugHrocMUvrgbXVgQEc/M1zbgdqC8vJzVq1czbNgwkpKSvNv1ej3p6em1vsZ98jyooJw9gxGwl1ewP68MRqeBx4Px689Q3Fa++3Yz6r4TVS9SQJ9cf12TtjZWo0ePHvTo0YOvv/6agQMHSl2TFlbdjRPolYiFAElMWk3okEEULl9B2bYd5EdHowsO8u4zxsdTumUbhUu/9j5XtLzqAa/Tp9dcJLF37951vib/7mdQK+2oikpJbwWsVkLeWYyp1IIj3IYzwo7iUoj7ZyaKmgVcWEG5Dc9Yqsvs2bN5+eWXOXDgAKmp/rlCdKDIzMykT58+0o0j2gXpymklQSndiUibCKpK4bIVFK9Z693nPHeOc+/9B2fBeYyxscReLcWTWlpOTg67du1q9IDXaoqqEHwmDFRwRtipSC7BGWEHFYLPhKOogd+C0LdvXzp37syyZcu0DiWgnTt3jvz8fOnGEe2GpN+tKOHHNxOS2puSTVvwVFZi7tYVQ1gY5bu+Q3U5CR00kKhpU9CHhl7+YH6orawH5Ha7+fLLL+nUqVOjBrzCpbVarMdPULxmLY68PEzx8UROmURQt64+jNZ/KYrCFVdcweuvv87Ro0elm6GFZGVlYTab6dGjh9ahCNEqJDHxkYMHD+JuSKXP4CCYVlXOu+LgIZTlK1EqKwGwFRWRp9dBSsOmA+r1+nq7HVpbW1kPaPv27Zw9e5Zf/epXjRrwWpugbl0J+vlPfRNYGzR48GA6duzIsmXLuPvuu7UOJyBJN45ob+RO9xG3201aWlqDn1+6/wB7Xvo7eDwYwkJRPSru8goMXy1j0PPPEtqAWgV1DdAUdatrwKtoGp1Ox6xZs3jnnXc4efIkycnJWocUUPLy8sjLy7tkHJQQgUzGmGjk9BdfgcdDzNgxjHznTUa9+yZRw4aiut3kfvm11uEFrIsrvArfGDFiBDExMSxfvlzrUAJOZmamdOOIdkcSEw2oqkr5kSMAWBLiUT0edCYTCVOrunisp05pGV7AOnHiBLt27WLGjBkEBwdf/gUC27k8cpcuI3fp11jPnK31OXq9npkzZ5KRkcG5c+daOcLAlpWVRe/evTEajVqHIkSrkcSklTlLy9jzu0ex5+UDcHrJ52z/xR2U7NvP+W07ADDHxWkZYkByu9189dVXJCUlMWzYMK3DaRNyPv6UHXf8mmNvvMmxN94i4867OfGf91FV9ZLnjh07lvDwcFasWKFBpIEpPz+fc+fOyWwc0e5IYtLKjr7+L8oOHkS56BuQq7SUvY8+Tv7aqjEjHWfP0iq8gLVt2zbOnTvH1Vdf3ewBr+1BYcZOct7/EDwewvv1JWJAf1BVTn26mPObNl/yfKPRyPTp09m8eTOFhYUaRBx4MjMzMZlM9OwZmGsuCVEX+YRuRc6yMgoufKgP/NPTdLvtVqgeae/xoOj1pNzxSyL699MwysBTVlbG6tWrGTFiBJ06ddI6nDbh7IpVQFWSPPCZPzDg6YUkzbu2xr4fmjBhAkFBQdJq4iPSjSPaK5mV04qcJaXg8aAzmwlN6U5Yzx7ET57Evj/8ibJDh0i+8Xo6XjFT6zCbzJzWp0l1TFraihUr0Ov1TJs2rdnHaiu1WprLWVQEQHi/vt5t4f36wuLPcFzY90MWi4WpU6eybNkyrrzySsLDw1sl1kBUUFDA2bNnmTx5couex1FcwrnV31Bx4gTm2FgSpk0lOEmSd6EtSUxakSU+Dn1ICO6KCnK/+prEq2Zjzy+gMicHgLA+/lOTpCn88Zfv8ePH2b17N9dee61PBry2lVotzRXSrRtlhw5zZtkKogYPAp2O3K++9u6ry6RJk1i5ciWrV69m3jz/ux/aiupunF69erXYOcqPHSfz8SdxlX2/mvnpz7+k932/IW7i+BY7rxCXI105rUhnMtHpmqsBOP7WO2y++RZ2//ZB3DYboT17EjlwgMYRBhaPx+Md8Dp06FCtw2lTEudcic5kojQzi623/pytt/yM4l27UQwGOl17dZ2vCwkJIS0tjfT0dCoqKlox4sCSlZVFr169WqwbR1VVDr/yKq6ycoK7dKbrT35M5OBB4PFw+NV/4CqX905oRxKTVpZ8w3V0vnk++pBgPDYb6HTEjB1Dv8cfQZFBmT61Y8cO8vLyZMBrEwQnJdHvyccI7tIZ1eVCdbkISupEv98/ctnif9OmTcPtdrN27drWCTbAnD9/njNnzrTobBxb7hkqjh1HMRgY8IcnSbpuLv2eeIygpE54bDYKd2S02LmFuBzpymlFbrud3C+Xcn7rNkyRkYQOHUqn664ltJ6mcdE0VquV9evXy4DXZojo148hf3sB+7lzqCpYOiSgKJdfnDA8PJxx48bxzTffMHXqVCwWSytEGzgyMzMxGo0t2o3jtld1R+rMJvQXFrFUdDpMUVFYT53GY7e12LmFuBz5GtlKPE4nWU/+gez/vE/FseNYT+eSv34DWU8+jU2KUvncnj170Ol0Phnw2p4pioKlQweCOnZoUFJSbebMmd7kUDROdTeOyWRqsXMEJydhjAjHXVHJ8TffofLUKXKXfk3J3kwAIqR2itCQJCatJH/9Rkr37UcfHEyPX99J6iMPE9w5GWdxMTn/+1jr8AJKTk4OOTk5TJkyRSq8aiQ6OprRo0ezatUqnM7GzWJqzwoLC8nNzW3xomo6o5EuP14AwJlly9n5699w7I23AOgwczpBnRJb9PxC1Ee6cnzBaSW07CjkRtT5lKIN3wCQOGkYHfrHAmC4bjJ7X/w3Rdu2Qe7uRp82tOwoOLuBMahJYQcit9vNihUriI6OZuDAgVqH067NmjWLzZs3s3nzZiZOnKh1OG1CVlYWRqOxVVYN7zBjGoawUE4t+ozK7GxMsTF0nDWDxKuubPFzC1EfSUx8wFB8lGE77oMddT9HOdEP6Ihnx3/gzBMAeEpjgCEotiJ4o+ErE1cbBhR1/wxXnDS7VtuyZQsFBQVMnTq1UV0PDeWvtVr8UUJCAsOGDWPFihWMGzdO63DahMzMzBbvxrlY7JjRxI4Z3SrnEqKhJDHxAVdkChnDX2RYPVNSY3buI/9fi8gtTEE/6laMYSGcWr4RKCF67Fi4+elGnzdj5046R6Y0I3Lfyp/yTJNqfMStecQn5y8tLWXNmjUMHTqUqKgonxzzh/yxVos/mzVrFk8//TTbt2/XOhS/V1xczOnTpyWJE+2eJCa+YAyiPCwFEgfX+ZSYhAFE7zlJ4dZt5HyZ7t1u6diBzj+/CyIjG33a8sMl0o1zkeXLl2MwGJg4cSKnZIVmv5CcnMyAAQNYvnw5kyZN0jocv3bgwAEMBkOrdOMI4c9k8GsrUfR6Un/3AD1/czdRw4YQ0b8fXRbczODn/4ypCUmJqOnYsWPs2bOHmTNnEhQkyZo/ueKKKzhz5owki5dx4MABevXqhdnc9ioFC+FL0mLSihS9noQpk0mY0rLrX7Q3brebr776is6dOzN48GBsNqnB4E9SUlLo3bs3WVlZzJgxo0XG/rR1FRUV5ObmSjeOEEiLiQgAmzdvJj8/Xyq8+rErrriCwsJCjhw5onUofunUqVPo9Xr69OmjdShCaE4+xUWbVj3gddSoUXTs2FHrcEQd+vTpQ0xMjJSpr8OpU6dISUmRbhwhkMREtHHLli3DaDQydepUrUMR9VAUhX79+pGdnc2JEye0DsevlJaWUlhYKK0lQlwgiYlos44dO8bevXtlwGsb0alTJxISEkhPT7/8k9uRAwcOoNPp6Nmzp9ahCOEXZPCrhlRV5Y033qBnz55MmjSpzY+PCH98Lqrb06jXKPqmXbPb7ebLL7/0DnhtLVrXamnLFEVh4sSJfPLJJ+Tm5pKYKGXPAfbv309CQoJ04whxgSQmGnK5XISGhvLRRx+xdetWfvzjH5OcnKx1WE1mnpTaaufavHkzBQUF3HXXXW0+oWtPBgwYwJo1a0hPT+fmm2/WOhzNlZSUcPr0aUaOHKl1KEL4DflE15DRaGTBggX89uc/J/l4Nuse+B3LH/09pSel3kN9SkpKWLNmDaNHj9Z0wKvL4qSyYynlycXYYivw6BvXWtQe6XQ6JkyYwL59+8jLy9M6HM1lZWWh0+mk9UiIi0hiorGiXbs5/9yLdD2XTxebndDMfey65//YteQzrUPzW8uXL8dkMjFlyhTNYrBHVVLWoxB7jBVnhB1rh3JKe5zHbXZpFlNbMXjwYMLCwli3bp3WoWguMzOT7t27YzS2z/WUhKiNJCYa8jidHPrbK3gcDsL7ptL1Z7diSemOXlXJ+/f7vPHPf1JSUqJ1mH7l6NGjmg949RjcVCaWAWAsMRN0NhSdXY9q9FDZsVSTmNoSg8HA+PHj2bNnD4WFhVqHo5nS0lJycnJkNo4QPyCJiYZK9+3HWVSMMSKC/k89QdK1cxjyp6cxhIUR4vFwfs9eHn/8cdLT0/F4pJvA5XLx1Vdf0aVLl1Yd8PpDjnA7KKCvNBJyMgJLQQhhJ6oWDXSFOvHo3ZrF1lYMHz4ci8XChg0btA5FM1lZWej1enr16qV1KEL4FRn8qiG3vWp2h85i5vCr/6Rs/wF0QRbv/lsXLOCbY0f54IMP2Lx5M7fccgudOnXSKlzNbd68mfPnzzN//nxty5rr1Kq/XDoUquJQXDrwADpQdYDkJvUymUyMHTuWtWvXMnnyZMLCwrQOqdVlZmaSkpKCxWK5/JOFaEekxURD4X36oBgM2M/lkf/tWmxnz1J5/ASusjJQFOL69+OWW27hgQcewGaz8fTTT7N48WIcDofWobe64uJivv32W0aPHk2HDh00jcVQbgLAGWbHHlWJ2+ykslMp6EBn16Nzyn+rhhg9ejQGg6FdtpqUlZWRk5NDv379tA5FCL8jLSYaMoaHYY6Pw5Z75tKdqkrpgUPEjBpBz549eeyxx1ixYgVff/01GRkZ/OhHP2r9gC/DvnZ/k+qYNGSasT8MeIXva7W4N62gMvsQlZ3KauyPnjqDkJ/2qLGtqbVaAp3FYmHUqFFs3ryZtLQ0goODtQ6p1WRlZaEoCqmprTfFXoi2QhITDamqiu1c1ZTJoE6dcBQWYknsiCE0jJLvvqNo505iRo0AqgYMXnnllQwfPpz333+fl19+mS5dutC5c2dCQ0O1vAyv0qeWNK342GUSkyNHjpCZmcn111+vebN3dRKVlNaHwlWrKdmwEXdJKeYunYmZPYuQfn01ja+tGTt2LJs2bWLz5s3talmB6m6c4OBgKisrtQ5HCL8iiYnGdHo9Hrebnr+5m/DeVYPgDr/yKiWAotdf8vyEhATuu+8+tm7dygcffMBLL73EzJkzGTZsWEAWGrt4wOugQYO0DsdLMeiJuWImMVfM1DqUNi0kJIQRI0awefNmxo8f3y6qn5aVlZGdnc21116rdShC+KXA+03WhiiKQszoUQAcevFvnFm+khPv/Ydza9YCePfV9rrRo0dz5ZVX0rdvXz7//HPefPNNzp0711qht5qNGzdSWFjI1Vdfre2AV9Fixo0bh9PpZNu2bVqH0ir27dsn3ThC1ENaTDTW5ScLKMnah+3MWY7+43Xv9oRpU4kY0L/e11osFubNm8fgwYP54osveO211xg/fjyTJk0KiIJNxcXFrF271i8GvAYavV7f6ovp6WtpAQSIiIhgyJAhbNy4kdGjRwfEvVuf6qJq7WlMjRCNIYmJxixxcQx58Tlyly6jcEcGOqOJjrNmEDdpYoNbCLp3787dd9/NunXrSE9PJzMzk6uvvpoePXpc/sV+bNmyZZjNZs0HvAai3r17ax1CDRMmTCAjI4OMjAxGjx6tdTgtpry8nBMnTnDNNddoHQq2c3lYc3OxJMQTJCXxhR+RxMRHLvcN1H3yPKi171POncWQsRnlwiC40iNH2PftRjy9+qBPjqn3nNUMBgNTpkxhwIABfP7557z77rsMGjSI2bNnExIS0rSL0tDhw4fJysrihhtu0HzAq2h5MTExDBgwgPXr1zNixIg6W1faOn/oxnFVVnL45Vc5v3mLd1vkkMH0vu9ejBERmsUlRDVJTHzkct9A8+9+ptYZK26Ti9Ie50EHiksBVQFcGL7LIHRlNp2+fLpRccTFxfHzn/+cnTt3snz5cg4dOsSsWbMYOnRomxmj4XK5WLp0KV27dmXgwIFahyNaSVpaGq+88grfffcdQ4cO1TqcFpGZmUm3bt00/bLgTUoUhaBOiVhzz1C8azcH/vJXBvzxKc3iEqKaJCYas0dZQQeGCiOhJ6JABWuHMuyxVmwRZZc/QC0URWHYsGH06dOHZcuWsWTJEnbt2sU111xDXFycj6/A96oHvN58881+l0y1ZK2W9i4hIYHU1FTWrVvH4MGDA26WWUVFBcePH2fOnDmaxWDLy/MmJQP/9DThqX2oOJHN7vsfoiQzi/Jjxwjt3l2z+IQASUw0peo8uEKrqrjqbAZQQUHBVByEPdaK2+hs1vFDQkK4/vrrGTJkCF988QV///vfmThxIhMnTmyRAYZxax5p9jGqB7yOGTOGhIQEH0TlWy1Vq6UtUFUV2/ETVB48hM5sImzoUAyRvm36T0tL45///CdZWVkMGDDAp8fW2r59+wDo21e7WjfWC8UcgxI7Ep5atXhgSNcuhPZIoezAQaynciUxEZqTxEQjzhAHFcnFqIaqgSeOGCuuIAdh2dE4wy+soeP0zduTkpLC3XffTXp6OuvWrWPv3r3MmTOH7n74AfT1119jsVj8ZsBr/pRnajxW1aYvplj+2iqsn273PvZFItdaVJeLM2++TdmOnd5teR99SsKCm4icOMFn50lKSiIlJYX09HT69+/vdy1mzdFS3Tj1jW+7ZGxbeRkmoPL0Gb595S3UyCgoL8N4+AgKkLlrH2pOXr1j26rPKURLkcREA6rO401KFIcO1egBBTzBbkp6FYC+6pPEUuq7hc2MRiPTpk1j4MCBfP7557z99tsMGTKEWbNm+c3g2EOHDrFv3z5uvPFGvym0dUnrSFDTW5pUh7vRrS1ayZ9Sc0yUNa4cW0IFqGAsNeMxenAHOzn33vtYf78cvd1Q1TLkg2QrLS2Nt99+m0OHDvnd7KGmqu7Gueqqq3x+7Pr+jWob21bWxYQrzIFx5dfobUbcFifoQF9pIPLlXeiCLW0qaRaBJ7A6cdsIR7gd1aCis+uJOBxLSE4EuC98M9Sr4AHLuRBM5b6vcxAfH8/Pf/5zrr32Wvbv38/f/vY3du3aharWMWWolVQPeO3WrVvANeEHAkeUFYDg0+GEnowk7FgUxlITKBfGSflQt27d6Ny5M2vXrtX8vvSV/fv3o6qqpt041UJORWAoN4IO3MHfJyWhOZHe1bKF0JK0mLQSc1ofVHvVmBFXRQ5UlGIKj8YyuR8WIMTjIq9gA6ASHT0UU4cIFHPLFJrS6XQMHz6cPn368PXXX7No0SJ27drFnDlziI2NbZFzXs6GDRsoKipiwYIFbar5XlVUHJFWnKEOFI+CqcSCodwUcB/wHkNVF5ahsuqeVFDQW004wx2ohqZ3b9VGURTS0tL4z3/+w/Hjx/2yy7GxMjMz6dq1q1+sa6Vz6wg7EY3L4sRjcqNz6tFbDQF3z1ZzVVrJW/MtJVn70AcFEZ82gYiBA9rU50x7E3CJicfj4Y033uC1117j2LFjxMfHc80117Bw4ULCw8M1iyv8iXnenw37D1D215ewU4rp5yOwdO1C4crVsEhFFxJCzJ9+hq4Vql+GhoZy44031hgcm5aWxoQJEzAYWu/WKCoqIj09nbFjxxIfH99q520uj85Debci3EEu7zZHlA1TkYXg0+EB9UGvtxpxhzixxVUQnBuOx+DBEWm9sM/390qvXr3o2LEj6enpbT4xqays5NixY1x55ZVah1KDwWYEW2BX2XUUFbH3kcex5uZ6t+V9s4bEa66m+20/1S4wUa+A68r5y1/+wt13382VV17JZ599xgMPPMC///1vrrvuOr9pFg7u3QtLSndUu52cP/2Fw7/+DQWLlgAQPXN6qyQlF+vZsyf33HMPY8eO5dtvv+XVV1/lxIkTrXb+6gGvkydPbrVz+oItvgJ3kAvFpWA5F4K5IAjUquSkerZVoAjKrxqH5IiyUZyaR2nvAjxmN4pTh6koyOfnq241OXr0KKdOnfL58VuTP3XjtDfZ//0Aa24upuhoutyygA4zp4OikPv5l5TuP6B1eKIOAZWYeDwe/vznP/OrX/2KP/3pT0ybNo277rqL1157jdWrV5ORkaF1iAAoOh1J9/6asFEjQK9DdbnQh4YQe91cojVardZkMjFjxgzuuusuLBYLb775JkuWLGnxJdkPHTrE/v37mT17tt8MeG0oR7gNqBp3EZQfSvDZcMyFVb+kHRE2LUPzOWO5mZCcCHQOvfdTw1BuIux4FDpPy3yM9O3bl9jY2FZf08fXMjMz6dKlC2FhvhvMLi5PVVUKNmwCoPf9/0fy9fPocdcdxKVNBKBg4yYtwxP1CKiunNLSUm655Rbmz59fY3ufPlXz9Y8ePcrw4cO1CO0S+pAQEm//Oe4FP8JdXo4xOgqlFbtP6tKhQwduv/12duzYwcqVKzlw4ABXXHEFgwYNumyfbOnCxd5xNA3hwsMXuiN0796d/v3rX7DQX0S/9UsM3au6m0r/7wHc5eXE/OOXBPVIoeDqv2IeFI/91F7M0/sSf8cvNY62+TwGN7a4CpyhjqoZOcVmTCUWdC49OnfLfq/R6XRMnDiRxYsXc/bs2Ta5kGNlZSVHjx5l9uzZmpz/4rFtDdVSY9tam6u8HLe9akbSoRdfJnrUCJKum4fpQu0djyOwWjUDifa/CX0oMjKSl19++ZLtn332GQD9+vVr5YguTx8chD7Y903hzaHT6Rg5ciSpqaksXbqUTz/91Ds4Niam7voG9vQDjZoOu62bh9JuKj+56qo2ORAtuE9vynZkkPfxp8TfeD0OczkVZ3Oq9gXAkvYeg5vSlMKq6ewX2C2VuMIchB2LbpUYBg0axDfffMO6deu48cYbW+WcvlTdjaPVZ8/FY9vaE1ellb2PPg4Xuu/tBQWcWbqM/HXr8bjcAEQMlNl//iqgEpPabN26lWeffZarr766zXwr9xdhYWHcdNNNHDx4kC+//JJXXnmFyZMnM27cuGYPji21qGzvqjLkjKFNDXi9WMycq6jI2oft2HFynn0OIgEXmJOTCR8zSuvwmiX88bkUbF2DergAQ1gkUUPGo7qcFGasw40V5ZbehPceXOM1it73LSh6vZ4JEyawdOlSpk6dWm9i7I+ysrLo3LmzdOO0srMrVlKZnYMhLAx3ZSWquyoZcZWVAxDeN5WY0W37/2ggC+jEZOPGjVx11VV069aNd955p8Gvi46OrncGj8fj8ZuBtK1hzJgxDB06lKVLl/LNN9+QmZnJj370I1JSUmo8r0BR6lpA+RLrenmwOGHUKRPR0b799l1dbj8iIqLZvxDyfvA4IiICc3W80dFE/PmPnProU0r27MVTbCW8S296PvMAhlqK1jktFi6u+OHr6/apeeM4s/p/APS451dEDR8GQO6XCWS/829UtYzEG3xX8bU+06ZNY926dWzbto0FCxa0yjl9obobZ968efW+1768XwNVYyvNFu/aDUDnm28kPLUPOf/7hOLv9uCx2TCEhdHvicfQXebLlV6vb/T/0ZZY6qM9CqjBrxf76KOPmDZtGp07d+abb75pc9+0/I3ZbGbevHk8/PDDmM1m/vrXv/LBBx80aXDs8RiVY/Ew8ZAOk6ftdeFcLDgpiV73/x8j3nuLmMIUYnuMqDUpaYt0+qoPbrft+4G8bmvVz605HspkMjFlyhS2bNlCUVFRq523ufbs2YPb7WbIkCFah9LuKIaqRMZttRHavTt9H/kdKb+6HQBTdBR6i0XL8MRlBGSLyfPPP89DDz3EpEmTWLJkCRERvl1ozGq1NvoX8g9LfDeEr0p8+1JwcDC33XYb27ZtY9WqVezevZsrr7yS/v37N6gVyaVTSe/tIfk89MgDNVilsLDQpzFWvzclJSU4nc1bCPGHSkpKMBTWPnvI4/FgtVrrvB6breZMHV9ft68FDRqA9fRpjv3rbYpPncZjt1O4bDkA5gH9WzX+AQMGsHz5cr766iu/qwdSl61bt9K5c2c8Hk+9/1Yteb8GCveFrpiGihk9mqKMXZz8ZBGq243ObObUp4sBiB07psHnbOw9XlFR0ajni9oFXGLy+uuv8+CDDzJ//nz+/e9/YzKZGn2MwsJC7Pa2saaJFnQ6HaNHj6Zv374sXbqUjz76iJ07dzLO7CH8MvlaRheVcgvM2a1rEwXIlOAfJCH1DNJVgk0oprqbnBWT/tLj+bHoWTOp2JuF/eRJ8j/+1Ls9ZEB/wkeNaNVYzGYzY8aMYcOGDUyaNMlv1neqi81m48iRI8ycqc30//YufsokCjZtpnjXbnI++J93e2hKColzrtYwMtEQAZWYnD17lvvuu4+uXbty9913s3Pnzhr7U1JSiIuL0yi6wBMeHs7NN9/MgQMH+PLLL/nvYBujjikMzlHQq5f+Ai8JUtnRVWVItkJ0pf8nJdC4FYBjPrqn3v2hd00n9K7pzQ2p1eiDg+j88AOUrN9AReY+FIOe0KFDCR81AkWD1WXHjBnDxo0b2bRpE9On+/e/4/79+3G73X45E7A90BkM9H3s/5G/dh3nt2xF9biJGjqUhOlT0bexekntUUAlJl9//TVWq5UTJ04wYcKlA/PeeecdfvrTn7Z+YAGuT58+dOvWjWV/fJ1NPfI41MPMDLUTidRchHCDcoJgbIzv0gtTl6rhTYFSMyFQ6cxmoqZNJWraVK1DITg4mBEjRrBlyxYmTJiAxY/HCWRlZZGcnOzzbmTRcDqDgYRpU0iYNkXrUEQjBVRictttt3HbbbdpHUa7ZDabufapexmZm8tnn33GB2eOMXLkSKZPn47FYuHAgQMc/e9ebrrpJuJk2rZoovHjx7N161a2bNnCpEmTtA6nVjabjcOHDzNjxgytQwmYsW2ifQmoxERoLzExkTvuuIOtW7eyatUq9u3bx6xZs1i9ejUpKSnStN1G2NfuR3U3btVgRa/DPKllC8uFhYUxdOhQNm3axNixY5s0hqylHThwQLpxhGgGSUyEz+l0OsaMGeOtHPvJJ5+g1+v5yU9+0iYrvLZHpU8tado37RZOTKCq1WTHjh3s2LGDsWPHtvj5Gqu6GycyMlLrUIRokyQxES0mMjKSBQsWcODAATwejww89lP5U56p8TjqrdubfKzy11Zh/XS793FLdAlER0czcOBANmzYwMiRI5tdhdiXqrtxpk2bpnUoQrRZ/vM/OsCFPz63SU3jgaB6EUXhny5pGWlGVWPV4W50S0tTTJw4ke+++47du3f7zcKcAAcPHsTlckk3jhDNIIlJK2npvnch2pP4+Hj69u3LunXrGDJkSKNLlreUrKwskpKSiIqK0joUIdqswPhKLvyau7KSwhUrOf3qPzjz9rtU7D+gdUiikdxGN9aEMso7F1PZsRS32aV1SKSlpVFYWEhmZqbWoQBgt9s5dOiQtJYI0UzSYiJalLOwkJw/P4/r/PelnUs3bSH6ipnEXTdXw8hEQ7mCHZR1KQb991089mgrIaciMJVoV0skMTGRnj17sm7dOgYMGIBOp+33rEOHDkk3jhA+IImJ8JnaaiaUJxXjirSjc+gwnw/GbXbjiLZSuGwFzle2Y9SFSs0EP6aiUtGpFPQq+kojpmILzjA7rjAHFYmlGMtMKB7tEoK0tDTefPNNDh48SGqqtt2lmZmZdOrUya9WjW7PY9tE2yWJiWgxKirO8KpEJeRkJAZrVZVXVe/BGWHHEWHDWBaqZYjiMtwWFx6zG9wKYSciUTw6zIVBlPY8j8fsxhnqwFSqXatJ165d6dKlC+np6fTp00ez6egOh4NDhw4xZYp/VRkNlLFter2e9PT0Ove7T56Hxo7ZVkCfXPeq8/4ybqk9ksREtBiX2ekdxVSWXIRO1eHRebyL96lK02d/iJZV3YplPXqMsj/9BX1kKPEbFnL+mhexzBmK7dwWbCeyCVs4j4gxo7yvK3tpeavHOmnSJN577z2OHj1Kjx49Wv38UDUbx+l0toluHNXjoXhtOiXrN+EuL8PSpQvRV8wkKKW71qHVqXfv3vXuz7+79gq3LosTW1wFrmAnOrcOU5EF8/lgFBSpcOvHJDERLcIV5KS8W9H3G0wqHqqWLlcvfLVR9Y1rYhatz9w5GX1oCO6yMs69/yEYbJSezsJ2Kht0OoJ799I6RHr06EFiYiLp6emaJSZZWVkkJib6VTdOXc6+829KN2/xPi4vKqZ8716S7r2bkH59NYzMt1zBDsq6Fnm/HLmNHqwdy3EFOwk5GdEG1jZvvyQxaSX+WuK7pVgTykEHOqsej8VNbZ8Czgg7nhJ36wcnGkxnNBI771rO/ft9StLXQwxw6iQA0TOmY4zWflqsoiikpaXx4YcfkpOTQ+fOnVv1/A6Hg4MHD/rt2j0Xs53IrkpKdDribrgOS9cuFC5bQcWeveR9vIiuT6YGTHXmyg5Vn0GGchOWvBDcFhfWDmU4I+y4Cp2YVP9dBLK9k8SklfhziW9fU1FxhTgAsOSHUNm5FKpzMh3oKwx49CqqxY0rqOWLcYnmiZw4AUN4OIUrVmE7eAxDaAQxN15F+Dj/KQefmppKXFwc6enp3HLLLa167kOHDuF0OunfBhanrMjMAiB0yCCip1etGG1O7MiR/3sAx+nTuEtKMUS2vRWRf9gl47HZKLr7/wDo8s+nMFxYHuDM2+9SumkLprtGyqxAPyaJiWiUgwcP4nbX3srh/t2EqgFoqgfj4o9QVA8l8/pi3LEF1WzCk9AB/akcHEN6oDt1EqWygqJ5/SjZt6/O8+n1+sv2L4uWFzp4EKGDB1Fw9V+xjBlK6PhxWodUg06nY+LEiSxatIgzZ87QsWPHVjt3ZmYmHTt2JCam7oGU/kK5UL7fU2n1bvPYbN5qv4ohQAZ86nSgKKCquCut3sTEY626bsWPljEQl5J3RzSK2+0mLS3tss87cPYEBRs3E3bqOK6QEFwVFehP5QAQqYOyygr0IcGMufeX6C11N6nWNxJfiIsNHDiQNWvWkJ6ezk033dQq56yejTNx4sRWOV9zhQ4ZTP6iJVTuP8DZd/+NuUsXiteuAyCody/0oYExS05nMhEyoD8Ve/aS+9o/iZw6GfupXMp3fQdA6NAhGkco6iOJiWgRXX/6E0oPHMJ29twl+8oOHACdjh533lFvUiJahxJs/sGGuscYKMEmFFPd36oVk/7S47USvV7PhAkT+PLLL8nPz2+VRSMPHz6Mw+Hw226c2sa2RQ4YTfGezZRs2AQbNgGgM1mI7D4c2zdZbXps28Xi599ATnY2jrPnyHv/f97t0bNnYUlO0jAycTmSmIgWYYqOJumGeRRs3IRqd2IID0PR6XA7HAR1SKDDrJmEduuqdZiCxq0AHPPRPfXuD71rOqF3TW9uSE02ZMgQvv32W9avX8+8efNa/HyZmZl06NCB2NjYFj9XU9Q2tk0BQkOicERa8Rg8GKxGzIVB2HZ+g422O7bth0wJ8XR94jGK09djO3oMXUgIEWNHB9TMo0AliYnwuYItWzn4/IuoTqd3mzk+noHP/hFzjP9PpxRtl9FoZPz48axYsYLJkye36GJ6TqeTgwcPMmHChBY7R2PlT3mmxmNVrX0moLHChLHCVO+xyl9bhfXT7d7HbbHmhyE8nNirr9Q6DNFIUntY+JTt3DkOPPucNympHmRmz8tj76O/R1WlqJpoWcOHD8dsNrNx48YWPY8/duOolfYaf5p1LIfbZ8cSojEkMRE+dWrJ594R/gP++BRjP/0fCTOmAWA7c5byw0e0DE+0A2azmbFjx7Jjxw7Ky8tb7DyZmZkkJCS0ylgWIdoT6cppJW2xGfQSTiuhZUcht+46BxWHqqb+6owGSrevpSwjHcX6fQVYa9ZmwkIrGnzK0LKj4OwGxqCmxy3andGjR7NhwwY2btzIzJkzfX786m6cceP8a9p0Q6ioOMPsuINc6Jw6jCUWdBouxOgLpQsXo9qdl3/iRRSzkfAnWn4ckmg8SUxEgxmKjzJsx32wo/b9brcee/YYwILH6SL7szWXPEefvhC+K2jwOYcBRd0/wxXnP83lwv8FBQUxcuRItm7dysSJEwkK8m1ie+TIEex2u1914zSEx+CmvEsx7iDX9xs7lBOaE4GxQpvZVL5gTz/QpAKWwj9JYiIazBWZQsbwFxk2dGit+098vAKHa1u9x8i1zCPmlwsafM6MnTvpHJnSqDiFABg3bhybN29m8+bNPl/1NzMzk/j4eOLj43163JZWmViGO8iF4lIwlplxBTnxWNxUdC4h4mAsShtvORGBQRIT0XDGIMrDUiBx8CW7VI+HvK1/BSBq5AiKtm2vsV8XZMFjtVGy/xh2czLmBlbJLD9cIt04oklCQ0MZPnw4mzdvZty4cZjNvvmG7HK5OHDgQJvrxvHoPTjDqloVwo5HobcbURWV0h7n8ZjdOMLtmIvl/5rQnqTHwidUlwt3ZSUAYb2qVngN7tqFoAuFjAyhYShGIwDOklJtghTtzvjx47Hb7Wzfvv3yT26g6m6cfv36+eyYLSX6rV8Sv2Uh8VsWEr3o16CAYjLR4dun0cWFE3LbZILHDgQg5L5pxG9ZGBjj4USbJomJ8AmdyURwl6pVXSuOHAOgMjsH68lTADjy871TiD3Oxg1SE6KpIiMjGTx4MBs2bMDpo/suMzOTuLg4EhISfHK81mKIiUEfGoLqcFD49XJUVOyleVTszQTA0q2bxhEKUUW6ckSj6PV67/o17pzzNfYpHTtjzM7h/JatqIByYdqwSlW1yWq7n/0rrikXZkoooE+OwVNUgVpm+/48nWO85xOiOSZOnMiuXbvYtWsXI0eObNaxqrtxxowZ46PoWo/OaCT6ipnkf7KYgs++gHhgf9X0/aBePQnq2UPbAIW4QBIT0SgXr/Sbd9sTNXcGGbGbwrElVOAxXViBWK1aekVxKVVlr+Mq0RUWEPf0CnSuqnVV4tY8QtlLy7H+b7P3UPFbFrbG5Yh2IDY2lv79+7Nu3TqGDRvWrGT36NGj2Gy2Njcbp1rUjOmg01O4bAXu0lJQdISPHU38/BtQ6lkjSYjWJIlJK2kP8+xVVFSjB9WjghvQg75CT8jpSOxRVhwR30/nc5mdmFzSGiJax8SJE3n11VfZs2cPQ4Y0fWXZzMxMYmNj29xsnGqKohA9fSpRUyaRN+85gq4YRvjPtFvbyFfMaX2a9Pkq/JMkJq0k0OfZq6hUdDiPM8RWY7s7xE1Z9yJUY801Oyo6l6I7psdI27lG0XZ17NiR3r17s27dOgYNGoRO1/jhdS6Xi/379zN69Og237qg6PXoPUZ0+sD4FdCWvsCJy5PBr8InXCGOqqTEA8Gnwwg7GoXi1IFCzaREBZ1ND3oVW0LDK8AK0VxpaWnk5+ezf//+Jr3+2LFjft+NowSba/yhngRKCTahmOputVRM+prHEqKVBEa6LDTnDHUAYCqxYC4KBiDsaBSlfS4MkHWDodKEJT8ExaNQ1qMQZ6gdGl4EVohm6dy5M926dSM9PZ2+ffs2utUjMzOTmJgYv56N05ipvjEf3VPv/tC7phN6V9vv5hFtj7SYCJ9Q1KoPedOU3t/XTfjfXd79ZnsYCdPm0mnNn4j8560A6EKCpGaCaFWTJk0iNzeXw4cPN+p1breb/fv3079//zbfjSOEv5MWE+ETxlIztvgKynd9x9l//xdzYiJFa7717rcHlVGcvRPHSjdFq74BIGx47aXthWgp3bt3JykpifT0dHr16tXg1x07dgyr1erX3ThCBAppMRE+YbAZiRw7EYCSdRvI+9/HOPPy0UeEEzZyBChQcfYw+R9/iquoCGNCPLHXztE4atHeKIpCWloa2dnZnDhxosGvq+7G6dChQ8sFJ4QApMVE+FDMpGmEjhlK6aYtuCsqCErpTsTECehDQ2DFKVw9jOiSIgnu3YuICePQ+3jFVyEaonfv3iQkJJCenk7Xrl0v+3y3282+ffsYMWKEdOMI0QokMWkl7WWefUhqH0JS+1yy3eQIJbzHUEJvn6xBVEJ8T6fTMXHiRD755BNOnz5Np06d6n3+8ePHpRtHiFYkiUkrkXn2QviPAQMGsGbNGtLT0/nRj35U73MzMzOJioqiY8eOrRSdaKz8Kc80qU6UDL73TzLGRDSZ1EwQbZVOp2PChAns27ePvLy8Op9X3Y0js3GEaD3SYiKaTGomiLZs8ODBrFmzhnXr1nH99dfX+pzjx49TWVkp3ThCtCJJTIQQAS9/yjM1Hke9dTuGbnGMHz+e5cuXM2XKFKKjowE4P/8VLLMHEXLrRLKysoiMjCQxMdH72vLXVmH9dLv3sXQHCOFb0pUjhAh4aqW9xh9UFYDhw4cTFBTEhg0bLnquA9XhrrMbR3W4ax5LCOFTkpgIIdotk8nE2LFjycjIoLS0tMa+EydOUFFRId04QrQy6coRQrRro0aNIuPbb9n/zzeIL6/AEXcWZccJKg6F0CUs5LLTiYUQviWJiRCiXVNzz3DF2QJ0rrM4AHSgup0EFxUzoaiY0i3biBgzSuswhWg3JDFpJTLPXgj/o6oq5/7zATqXCxVQADwK6FTv43P/eZ/w0SNlurAfC398Lqrb06jXKHoZyeCvJDERQgQmpxVD8VEALNGFNXYZSg5iyM/Dcb4E+8mTQFUS4lQUEhxhnI6wE2Sv+iKhOhw4M1YT3KWqwJqJk6gXHc+Qn1nj2K7IFDDKcgutyTwpVesQhA9JYiKECEiG4qNEfXwtAFFX/mDnpmUAVNqCgbGAB9DhBrL7HkCfXT2upKrdRL90IVGxZ6uOZQQuPt7Hy2ocuujGz3DFyYBZIZpKEhMhREByRaaQMfxFhg0dWudzgjwezL//O/bCEgAsqorhWCIG1AvPqOq+OZo3hPDbfkFwh9h6z5mxcyedI1N8Er8Q7ZUkJkKIwGQMojwsBRIH1/kUBeh2++0c+MtfvbVNfvihaIyKxFlUTM6aPfR54Lf1nrL8cIl04wjRTDL6RwjRrsWOHUP/PzxJ5JDB3vWeVMAQEU73239O6u8eBKD4u73aBSlEOyItJkKIgKXX60lPT8edc77Gdl1cGJ6CMrw9NgAp/dCfL0GfcxxPj95UDh7OgSIbyhcrMQJOp4s1/10MRj043N+fo3NMjfMJIZpHEhMhRMDq3bs3AHm3PVFje/hfbqLsz19fMoXfEWanogvoDx8keMtJdC4dtthKVANYTkLMn9ejS47GffCM9zXxWxa2/IUI0Y5IYtJKZJ69EP6k9pokxjITpiILjigb9thK73a9zYAlLwQsoOiknom/sa/d36TPV5lm7J8kMWkl8h9ACP9hSIqudbuCguVsKIpThzvYCW4FY4UZc1EQilqVkBgHdcG1P7c1wxWXUfrUkjoLWKqKiivEgaqAscKI4qn6wqcEm4mTz2W/JImJEEIAKiq2+ApssRXeaQGKU4elMNiblAjt5U95psbjqLdur/O59ggr1sQyVP2FwUQeCDobhqUwGIDy11Zh/XS79/lSads/SGIihBCAI8qKLb4CAJ3NgKr3oBo9lHcpJuJwLDqnDGz1B5e0jKhqrc9zBTmpTCoFBXQOHagKHrMba2IZeocek8eM6nA3eqkQ0fJkEIMQQgC2mKoxJZZzoUQciSHiUCz6SiPowB5l1Tg60Vj26EpQwFhiJvxQLOGHYzAVVtWYqX6vhX+SFhMhRLv0w2b74jvuBhdY9DEE/3w0obdPxvD1cgoWf4bx6n7E334bAGUvLdciXNEAqqLiCLfhtrhwBjsAMJWaUS4MdjaVmHFEW/GY3PUdRmhMEhMhhACMCfE4Tudit5QRrKp4bDbKMnYCYOqQoHF04nLcRjflXYvwmGsmHbboSowlFgAckTYA9HbplvNnkpgIIQQQPX0qZ9/9D9bQQhzfLUV96Cs8lZUoZjMR48dqHZ64jMqkEjxmN4pTh6nUjDPUgcfsxh3iorh3PgoKqrFqSrH5fLDG0Yr6SGLSSmSevRD+LXzcWFzFJRQs+RK3vWoQrDE2hg63/RRjVJTG0Yn6uA0uXCFOUCHsWDR6px5VUSnpnY9qUMGooqKiuBWCzoRhrDCD5CZ+SxKTVlLfPPu6yDx7IVqPoijEXDUb9xuZ6CYkE3ztCIJSuqPoZI6Av4t841ZKnv4T+rBQOqz7A8qFNY8qbvktTkMlUdOnEjJwAEHdu6Mzm7yvk/FC/ilgE5OVK1fy6KOPkpWVRUJCAr/+9a+5//77vTdsS2rMPPvLkXn2QrQunarHEtmB4J49tA5FNJCpQwI6iwV3eTmFy1cSNW0KlVn7cJqqZt+EjxmNpXOyxlGKhgrIxGTLli1cddVVzJ8/nz/84Q9s2LCBhx56CJfLxcMPP9zi52/oPPsGHUvm2QvRbEqw+Qcb6v6CogSbUEx1D45UTPpLjyc0pbNYiJo5nfOff0nBoiUULFpStUMBS1QnSUramIBMTJ544gmGDBnCf/7zHwBmzZqF0+nkmWee4Te/+Q1BQUEaRyiEaE2NaWmM+eieeveH3jWd0LumNzck4WMxV81GZzZTuGIV7pISFLMZc2EQ0SNGax2aaKSA6zy12+2sXbuWuXPn1th+/fXXU1ZWxoYNGzSK7HsqKrbYCkp6FlDcJ4+yrkXeOfdCCCEaT1EUomdMI+W5P5Hy4nP0/NtfCSmPQ9EF5PfvgBZwicmxY8dwOBz06tWrxvYePar6iw8ePKhFWF4qKhXJJVg7lOMxu1ENKq5QB+XdinCGSpeNEEI0h6LTYQgLQzFIQtJWBdw7V1JSAkB4eHiN7WFhYQCUlpa2ekwXcwc5cUbYQYXg3DD0ViO2uAqcEXYqO5QRfsTkrVIohBCiJhkvFPgCLjHxeOqvFaJrwNS/6OjoSxKbH55DrWdAa94PHkdERFCsKKiAM7Sqy8ZYasZcVDWRPuR0OMXh+XgsblSDB8VV9R9JURQsFgsXr9IRHV37cu3ie0ajEaj6d69OSIXwV3K/Nk707ucb/txVT9S//7H58Nj85obkVf1eiuYJuK6ciIgIAMrKympsr24pqd7f2nrteo4+h14h4aF5AASN60GfQ69gSIgk4mcTqW4k6bn1L/Q59Ap9Dr1Cr13PaRKrEEIIoZWAazFJSUlBr9dz5MiRGturH6emNr9gmdVqpbKy4atTlpSUYCisai7Up/YGRaE0M4vMZ/+C23Keou9WAhDcN5UypwMKC72vtdlsNY5VeNE+Ubvq96akpASn06lxNELUT+7XwFFRUaF1CAEh4FpMLBYLEydOZPHixTW6WxYtWkRERAQjR4687DEKCwvJz8+v809jkpIfMsbGEnfDdQCUbdtBZVgBLlsZ+ohwEn7kuyZFIYQQoi0KuBYTgMcee4xp06Zx4403ctttt7Fp0yaee+45nn32WYKDtV8gIXrGNIJ6pFCycTPWFRlYeqYQ99ufYAgL1To0IYQQQlMB12ICMGXKFBYtWsTBgwe59tpref/993nuued46KGHtA7NK6h7Nzrc8iPCShIJS0yVpEQIIYQgQFtMAObOnXtJkTUhhBBC+LeATUy0JPPshRBCiKaRxKQFyLocQgghRNME5BgTIYQQQrRNkpgIIYQQwm9IYiKEEEIIvyGJiRBCCCH8hiQmQgghhPAbkpgIIYQQwm9IYiKEEEIIvyGJiRBCCCH8hiQmQgghhPAbUvn1Ih6PB4Di4mKsVqvG0bQcVVVR6imT39bZ7XbsdjtFRUVUVlZqHU6LCvT3EgL/GtvL/Rro7yNUvZfw/e8S0TSSmFykuLgYgMOHD2sbiPAJeR9FWyL3a+AoLi4mMjJS6zDaLElMLhIeHg7A4MGDCQkJ0TiallFUVMS+ffsYOnQoQUFBWofTItrDNUL7uE65xsDQHq4RoKKigt27d3t/l4imkcTkIgZD1T9HQkJCwN9YcXFxco0Boj1cp1xjYAj0aywtLQW+/10imkYGvwohhBDCb0haJ4QQQmjI6XTyzTffsH37dvLy8tDpdMTHxzNs2DCmTp2K0WjUOsRLPPLII8TExHD//ff7/NiSmAghhBAacbvdvPzyyxw7dozRo0czYcIEPB4Phw8f5rPPPmPPnj3cd999fpmctBRJTPxAUVERCxcu5M4776R3795ah+MzHo+H9evXk56eTkFBAWFhYQwaNIirr746IAfAyfvYdnk8HlavXs369espKioiISGBGTNmMGrUKK1DazFyv/qHjIwMDh06xK9+9SuGDh3q3T5lyhRWrFjB4sWL2bRpE2lpaRpG2bokMdFYYWEhL7/8ckDWTVm5ciWff/45M2bMoE+fPpw7d44vvviC3NxcfvOb3wRUTQN5H9u2L774gpUrVzJnzhy6dOlCZmYmb7/9NoqiMHLkSK3D8zm5X/3H0aNHAejbt+8l+yZNmsTnn3/OsWPHJDERLc/j8bBlyxY+/fRTrUNpER6PhxUrVjBhwgTmzp0LQGpqKiEhIbz55ptkZ2fTtWtXbYP0AXkf2/776HA4WLNmDVOmTGHWrFlA1TXm5OSwZs2agEpM5H71v/vVYrEAsH79eqZPn15jn9ls5uWXX64xyycjI4Nvv/2WkydP4nQ6iYyMZNiwYcyZM8fb3fPXv/4Vs9nM+PHj+fLLLzl79ixxcXFcf/319OjRg08//ZSMjAz0ej1DhgzhhhtuwGQyAVVjR/r06UP37t1ZtmwZpaWlJCcnc80111y2Ze3o0aN8+eWXHDt2DIDu3btzzTXX0K1bt0b9m8isHI2cPn2a999/n9GjR/Ozn/1M63B8zmazMWrUqEs+1Dt06ABAfn6+FmH5nLyPbf99NBgMPPTQQ5f8UtDr9bhcLo2iahlyv/rf/Tpq1CgMBgOffvopCxcu5PPPP+fgwYM4nU6g5tTjDRs28MYbbxAcHMy8efO4/vrriYmJYeXKlXzxxRc1jpuTk8N7773H4MGDmTdvHuXl5bzxxhu88sornD9/nmuvvZY+ffqwbt06VqxYUeO1+/fv58MPP2To0KHMmTOHsrIy/va3v3Ho0KE6r2Pfvn389a9/xWq1MmfOHGbPnk1hYSHPP/98o4sHSouJRqKjo3n66aeJiori4MGDWofjc8HBwdx0002XbN+9ezcAiYmJrRxRy5D3se2/jzqdjqSkJKCqbHpZWRmbNm3iwIEDLFiwQOPofEvuV/+7XxMTE7njjjt47733yM3NJTc3l6+//hqz2czAgQO5+uqrSUhIAGDVqlV0796dO++809sllZaWxqOPPkpWVhbXXXed97glJSX8+te/ZuDAgUBVov3hhx/idrv5zW9+A8DEiRM5cuQI+/fv5+qrr/a+trCwkDvvvJPBgwcDMHr0aB5//HEWL17Mww8/fMk1eDwe3n//fbp27coDDzyATlfV5jF58mSefvppPvroIx577LEG/5tIYqKRkJCQgK0uW5fjx4+zYsUKBg4cSKdOnbQOxyfkfQyM97Ha9u3beeuttwAYMGBAwA1+lfvVP+/XAQMG8Kc//YnvvvuOvXv3sn//fkpKSti+fTu7d+/m3nvvpVevXjz++OPY7fYa42TKysoIDg72rtNTzWg00q9fP+/j6uSmOtkAUBSFmJgY73Is1Tp06FDjeWFhYYwaNYq1a9dSWlp6SZG8kydPUlBQQFpa2iXrPQ0YMIBvvvmGoqIioqKiGvTvIYmJaBVHjhzh1VdfJTY2lltvvVXrcEQTBfr72K1bN+6//35Onz7NF198wcsvv8z999/vdwMmRcO0pfvVaDQyfPhwhg8fDlR1xaxcuZLt27fz/vvvs3DhQvR6PdnZ2Wzfvp2zZ8+Sl5dHWVkZADExMTWOFxISgl6v9z6ubsUICwur8TydToeqqjW2dezY8ZL44uPjUVWVwsLCSxKT6i6yRYsWsWjRolqvr7CwUBIT4T+2b9/Oe++9R0JCAvfeey+hoaFahySaoD28j3FxccTFxdGrVy8sFgvvvvsuhw8fplevXlqHJhqpLdyvdrudZcuW0blz5xpThQE6d+7ML37xC6xWK5mZmZSXl/Pll1+ydu1akpOT6d69O6NGjSIlJYUPP/yQoqKiGq+/OCm5WEOS7NpK6levmFyd4NS2b86cOXTv3r3WY1aP82kISUxEi1q5ciWLFy+mV69e3HnnnX5ZR0BcXiC/j2VlZWRmZtKvX78a3wQ7d+4MVPXVi7alrdyvRqPRO27kh4lJtY4dO5KVlYXdbmft2rW1DlyuXqPHV2obJFxdkfaHLTPwfWuN2WwmNTW1xr4TJ05QUVHhnfXTEDIrR7SYdevWsWjRIoYNG8a9997rtx8Oon6B/j46nU7effddNm7cWGP7vn37APx2XIKoXVu6X3U6HcOHD+fQoUNs2bLlkv0VFRXs3LmTPn36UFFRAVzazbJ3717y8vJwu90+i+vEiRPeKb9Qlfhs3bqV3r171zpGqWvXrkRERPDtt99is9m8261WK2+88QbvvfderS0tdZEWE9EiSkpK+Pjjj4mJiWHy5Mnk5OTU2B8XF3dJX6fwP+3hfYyOjmbcuHEsXboUvV5PcnIyR44cYfny5YwbN84vZ3KI2rXF+/WGG27g+PHjvPPOO2zdupV+/foRFBREXl4emzdvxuVycfPNNxMdHU10dDTLli3D6XQSFRXF8ePH2bx5M0ajsUZC0FwGg4FXXnnFu05Peno6qqpy/fXX1/p8vV7P/Pnz+de//sUf//hHxo8fj9FoZP369RQWFnLbbbfV2bVU6/l9dSFCXCwzMxOn08n58+d57rnnLtl/6623MnbsWA0iE43RXt7HH/3oR8TGxno/SKOiopgzZ84ltU2Ef2uL92toaCiPPvooq1ev5rvvvmPp0qU4HA4iIiIYMmQIs2fPJiIiAoB77rmHTz75hDVr1qCqKnFxccyfPx+3281HH31EdnY2Xbp0aXZM3bt3Z8SIESxduhSr1UrPnj2ZO3eud1p9bYYNG0ZwcDDLli1j6dKlKIpCp06duOuuu7xTlhtKUX84HLcdKy0tZcWKFcycOfOSUceBIjc3l40bN8o1BoD2cJ1yjYGhPVwjBMbvkJZcNbihZIyJEEIIIfyGdOXUIj8/n/Lycq3DaBHVU8rkGtu+9nCdco2BoT1cIxCQiyJqQRKTi3g8HhRFYefOnVqH0uIC/Rrby/sIgf9eQuBfY3u5X9vDNSqK4q3rIZpGEpOLVFfAGz9+fLsr2xxI8vPz2blzp7yPok2Q+zVwVFRUsGHDhkZNjfU3zzzzjNYhSGJSm5CQkDY7cEngbSqW91G0BXK/ClFT203rhBBCCBFwpMVECCGE0MC7777L5s2ba2wzGAxEREQwYMAA5syZ06TuPZvNhtPpbFQxuepYXn/99Uafz9ckMRFCCCE0dMMNN3gXGXQ6nZw5c4Z169aRnZ3NQw891KgxK9nZ2bz22mvcdttt9O7du6VCblGSmASYoqIiFi5cyJ133lnjpszLy+Pjjz/myJEj6HQ6hg0bxrx58+pcR+KTTz4hJydH0yI7onU1597Jzc1l8eLFHD16FEVRGDBgAPPmzfNWrBSBrTn3jtPp5KuvvmLr1q2Ul5eTkJDAFVdcwfDhw7W4FE0MHjyY2NjYGtsSEhL44IMPyMzMbFTl1NOnT1NcXOzjCFuXjDEJIIWFhfztb3+7ZC59ZWUlL7zwAmVlZfz0pz9l7ty57NixgzfeeKPW46xatYrVq1e3RsjCTzTn3ikuLuaFF16goqKC2267jQULFnDs2DFeeuklny4sJvxTcz933n77bdauXcsVV1zBr3/9a5KSknjzzTfJzMxszcvwO9UJXm5ursaRtD5pMQkAHo+HLVu28Omnn9a6Pz09nYqKCh577DFvc2FUVBSvvPIKR44coUePHgAUFBTwySefsGfPHr9ekVP4ji/unfXr12O1Wvn1r3/tfU5oaCgvvPACBw4coF+/fq12PaL1+OLeOXz4MDt37uSee+6hf//+APTp04f8/HyysrK829qjwsJCoGrhwWoZGRl8++23nDx5EqfTSWRkJMOGDWPOnDkYjUa+/PJLvvrqKwBeeOEFYmJivNN/i4uL+eKLL9i7dy92u50OHTowe/ZsBg8eXOO8J06cYNGiRRw/fpygoCBGjBjB3LlzMRqNrXPhSItJQDh9+jTvv/8+o0eP5mc/+9kl+/ft20ePHj28Hw4Affv2xWKx1PhW8vHHH5OXl8d9991HcnJyq8QutOWLe2fSpEk8+OCDNZ5jMFR953E6nS18BUIrvrh3du7cSVxcXI0ERFEUHnroIebPn9/yF+EnKisrKS8vp7y8nOLiYvbv389HH31E586dGTRoEAAbNmzgjTfeIDg4mHnz5nH99dcTExPDypUr+eKLLwAYMmQIEyZMAOCKK67gxhtvBKrqqzz77LNs27aN0aNHc91112E0GvnnP//J7t27a8Ty4osv0rFjR2688Ua6du3KN998w+LFi1vvHwNpMQkI0dHRPP3000RFRXHw4MFL9p85c+aS/lqdTkdsbCznzp3zbrvmmmtITExEUZQWj1n4B1/cO2FhYd7R/06nk5MnT/Lhhx8SFxdH3759W/4ihCZ8ce+cPHmSxMREtm3bxtKlS8nLyyM+Pp65c+de8k0+kP3xj3+8ZJvRaOT+++/3JvmrVq2ie/fu3Hnnnd7P6LS0NB599FGysrK47rrrSEpKonv37qxfv57U1FRvd9Dy5cspKiriwQcf9LaQjx07loULF7Js2bIa/9ZXX30106ZNA2D8+PE88cQT7Nq1q1UTRUlMAkBISEi9U8qsVisWi+WS7WazuUa/cKdOnVokPuG/fHXvVPvDH/7AuXPnMBqN3HnnnZhMJp/GK/yHL+6d8vJy8vLyyMnJ4ZprriEiIoL09HT++c9/cvfdd7ebrpzbbrvNW1zP5XJRWFjIt99+y/PPP8/dd99Namoqjz/+OHa7vcYXx7KyMoKDg7Hb7fUef+/evXTu3NmblEBV4nPPPfdc0kUzYsQI7886nY7k5ORLWlVamiQm7YCqqnXuk9YRUZ/G3js333wzqqqyZs0a/v73v3P33XfLGJN2qiH3jsvloqSkhEcffZTOnTsDVWNM/vCHP7B06dJ2k5ikpKRcMitn2LBh/P73v+d///sfCxcuRK/Xk52dzfbt2zl79ix5eXmUlZUBEBMTU+/xz58/7+0SulhCQsIl235Y+8RkMrX6IHYZY9IOBAUF1ZpR22w2GeQq6tXYeyc1NZW+ffty5513EhcXx4oVK1ojTOGHGnLvWCwWIiIivEkJVH1L79OnDydPnmy1WP1RaGgovXr14uzZs1RUVPDhhx/y0ksvkZOTQ1JSEldffTW///3va7SC1KUxiwr6wzo/0mLSDiQkJJCXl1djm8fjoaCggCFDhmgUlWgLGnLvHDx4EIfDwYABA7zP0ev1dOrUidOnT7dqvMJ/NOTeiY+Pp7CwEFVVa7TAud3uVp0F4q+qW51sNhtr166tdaBxaWnpZY8THR1Nfn7+Jds3b97MkSNHuPnmm30TsI9onxqJFte3b18OHz7sbfaDqhHzdrtdBieKejXk3tmyZQvvvPMONpvN+xybzcaxY8dISkpq9ZiFf2jIvdO/f38qKirYv3+/9zkul4usrCx69uzZ6jH7k9LSUg4ePEhycjIVFRUAdOzYscZz9u7dS15eXo2uluoWj4u70vr37092djbZ2dnebW63m5UrV5Kdne0dYOsv/Csa0SLS0tL49ttveemll7jqqquoqKhg0aJF9O/fn5SUFK3DE36sIffOjBkzyMjI4NVXX2XGjBk4nU5WrFiBzWbjqquu0vgKhFYacu+MGjWKb7/9lrfeeou5c+cSGRnJmjVrKC4u5le/+pXGV9B6du/eXWNadWFhIRs2bMBut3PttdfSsWNHoqOjWbZsGU6nk6ioqP/fzh2zpg6FYRx/rLUIUnHpUBEzCe0ognsncRe65RuIQYR+C7+B7uoQN3ERFKRDwcHJTVx0zxRKjJ0st5fSK7Rcj/b/mzKFN5wX8oTz5mi5XOr5+VmxWOzDR8H+PuPxWJ7nqVgsqlwuazabqdls6uHhQalUSi8vL9psNqrVav/9ef+FYPILXF9fq16vq9vtqtVqKR6Pq1AoqFKpHLs0GO6Q3rm9vVWj0ZDrumq32wrDULlcTrZtK51OH7F6HNMhvRONRuU4jvr9vvr9vnzfVzableM4H+ZOzl2v13u/vri4UCKRkGVZsm1bd3d3kqRqtaper6fRaKTdbqebmxs9Pj5qu92q0+lotVrJsizd39+rUChoPp9rsVgon88rmUzq6elJrutqMpkoCAJlMhk5jvN+f5NEdl+NTv8ynudpOByqVCq9/7qF07NerzWdTllHnAT69XzwDvkZzJgAAABjsJXzif2gEU7T/vAm1hGngH49H6zhz2Ar5w++72swGCgIgmOXgm+KRCJfHvAEmIR+PR+Xl5cql8ufnnqLwxBM/uL7vl5fX49dBr4pDEMjDgoCDkG/no+rqytCyTcRTAAAgDGI6AAAwBgEEwAAYAyCCQAAMAbBBAAAGINgAgAAjEEwAQAAxiCYAAAAYxBMAACAMd4AKCQkk+5xoj8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_whisker=False,\n", " box_range_lines_color='#d42269', box_range_lines_width=10, box_range_lines_style='-.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Markers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comment on box_ prefix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jitter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To improve visibility of the actual data points in the boxplots, fivecentplots automatically jitters the data points (i.e., adds some random noise along the x-axis). This can be disabled using the keyword `jitter`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], jitter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More grouping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots also support legends for another level of data visualization:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], legend='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note:: If there are a lot of legend items, the position of the legend will be automatically adjusted to avoid rendering over the box group titles" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Row'] = [int(f) for f in df.index / 4]\n", "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], legend='Row')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Column plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "boxplots can also be broken into subplots based on \"row\" and/or \"col\" values or \"wrap\" keywords. In each case, a column name in the `DataFrame` is supplied as the keyword value." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], col='Region', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plots" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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07t3bJYLQ5TrLHDlyBLPZjFar5fbbb8ff3x8/Pz/+8Ic/UFJSYu/yhBDCKURERKBQKNi2bZs1BAEqKirYtm0bFosFrVZrxwptx+WCsG6OvAULFuDt7c3KlSt5/fXXWb16NdOnT5epw4QQognq5hquqqpqcF3dNleZj9jlmkZramoASExMtE71M27cOIKCgrj11lv5+eefmThx4hX3ERISQkBAwGWvN5vNEqjXoO6PJTAwEH9/fztXI1qbvP4tpyWDqLS0lJCQEHr06NFgAd6EhAQAdDpdiz1+a3K5IKz7Q5s+fXq97ZMnTwbg8OHDVw1CIYRwd6mpqQwePJj+/fsTEhJCeno6AO3atSMuLg7AJc4PggsGYefOnQGorq6ut91gMADg7e3d7MeoqqqisrKy2ftxF3XPlU6ns74Own3I699yLj13Z2sHDhygS5cuhISEEBcXZw0/qB1KUVxczIEDB1rs8VuTy50jjI+Pp3379nzzzTf1mi9XrVoFwIgRI666j6KiIuuaXI39uHIIms1mampqMJvN9i5FCGFHRqORpUuXcu7cuQYr058/f55vv/3WZb7YuNwRoUKh4LXXXuPmm2/mlltu4e677+b48eM89dRTzJkzh759+9q7RIdmNBrJyckhMjISDw8Pe5cjhLCjqqoqVq5cSUBAgHVWroKCApfrge9yQQhw0003sWrVKp5//nmmT59OSEgI99xzDy+++KK9SxNCCKdTWlp6TatROBuXDEKo7Szz2w4zQgghmmbIkCFNut2ePXtauJKW57JBKIQQ4voNHjy4SesLShAKIYRwWe4yXlqCUAghRANLly5tsE2tVhMaGsrgwYMpKCiw9sZ3dhKEQgghGsjKymp0e3p6OqWlpcycOZN+/fq5xNJ2LjeOUAghRMvKz8/HYrFY1yp0djY7IszIyECv1xMdHY2vr6+tditamVqtJjIyErVaGguEEA15eXkxePBgAJf5rG/2p92SJUt46qmnrIfRCoUCo9HIl19+yW233dakXkfCcSiVShlIL4Tg4YcfbrBNoVDU+0yvW6zX2TWraXT58uXccccdZGZm1pt+B+Duu+9m7ty5NilSCCFE61IoFCiVSmv41QXgpZ/1rjLXaLOOCF955RWgdrzJAw88wO9+9zugdq5OvV7PihUr+Pjjj1mwYEHzKxVCCNFqMjIyGm3RM5vNVFRUcOzYMTIyMuxQme01KwhTUlJQKBQsWbKE9u3bW4MwJCSEN954g8cee4wPPvhAglDYlLmmBoVShUKtsncpQrisZcuW2buEVtOsIPT09KS6uprQ0NAG1y1YsIDHHnuMEydONOchhLCqTD1F/vKV6M+cBZUK/8S+aOfOQRMcbO/ShHB5dWu9lpWVNXrZmTXrHGFd19lPPvmkwXUFBQWA+8xMIFpW1ekzZCz8v9oQBDCZKNt/kIxX38BUVWXf4oRwcb6+vtx1113cfffdjV52ds0Kwttvvx2LxcJf//pX7rrrLuv2Q4cOcdddd6FQKEhMTGx2kUIU/rgGTCZ8e/Uk7tWXafvUk6iCAjHkF6Db6fwDeoUQ9tOsptF77rmHpUuXsn37dj7//HPridWBAwdab/P44483r0LRqkwmE2VlZfj7+6NS2e8cnNlsxmg0Wi9Xnj4DQOC0KdRU6ylcvhJTiQ6AguUrMauUBAwf1ui+1Go1SqXMHSGEaFyzglCpVLJ27VoeeOABPvvss3qrmnt4ePDyyy8zbdq0ZhcpWo/JZKK0tBQfHx+7BmHdAsHWutRqlMDp3bvxSkpGWVZuvc5iMFD41bdkXMzG0KUTKpUKrVZrvV4WGRZCXEmzB9R7e3vz0Ucf8eyzz7J582Zyc3PRarVMmjSJ6OhoW9Qo3FDdDDd1ioYPRbduAz4794DJhEKjxmKoPWL07teHqqRkAk+cpM3cOQ26fMssOUKIK2nWJ8Srr77KwIEDGTBgALGxsdxxxx22qku4sdTUVEwmU/2NnTuiPBaDIiMTwBqClX17YxyQiDopGUNuHmdOpoKm4dtapVLRtWvXFq9dCOF8mhWETz75pHX2gW7dujFw4EAGDRrEwIED6dWrl5yXEdfFZDIxatSoBtstY8ZwatG75G/dhkdoCN2f/ht+cXEU7NnLSUDl68uwsWNQNPK+27ZtWytULoRwRs1uM7JYLJhMJo4fP87x48f59NNPgdom0759+zJo0CBef/315j6MEChUKtr/7jYKdu6iprCIU28uwisqiuJDSQBEThjXaAgKIcSVNOtTY+PGjfzrX//ihhtuIDIyst4cdJWVlezatYs333zTVrUKgac2jK6PP4LS05PKCxkU7duPxWgkuH8ibW+7xd7lCSGcULOOCMeOHcvYsWOtlzMzM9m5cyeLFy9m8+bNeHt7y4B6YXNhQwYTmNCDwr37MFZUEhDfDf8unWWlEyFaiMFg4NixY9a/sd9ednY27U4XExPDLbfcwi233MKLL77ISy+95DKzk7sLhUKBRqNx+De4xt+fyAnj7V2GEC4rLi6Oc+fOYbFYqKmpYcOGDdbrfnvZ2TWradRgMFz2uqeffppOnTpJ06iT0Wg0REVFodFo7F2KEMKObrjhBv70pz8xYsQIgoKC7F1Oi2rWEWFAQAC9evVi4MCB1p9Lu6hHRESwbt26ZhcphBCi9fn6+jJgwAAGDBhAZmYmR48e5dSpUw2HNzm5ZgVhdXU1Bw8e5ODBg7z33ntA7Yzkffv2xcfHh02bNuHl5WWTQoUQQrSetLQ0OnbsaB0GFxMTQ0xMDGPHjuXkyZMcPXqUvLw8O1dpG83uLHPw4EFKS0ut20pLS9m+fbv1ckJCQnMeQgghhB38+OOPeHl5ER8fz+jRo4Ha4XKenp707t2b3r17k5eXR0pKCidOnKC6utq+BTdDs4Jw48aNWCwWTp48yb59+6w/KSkpGI1GYmNjeffdd21Vq3AHhir8ys7AxUCb7tav7AwYOoDG26b7FcKV6fV6Dh8+bA3CjIwMwsLC8Pau/TsKDw9n7NixjBw5ktOnT3P06FGnXLX+moLw3XffZeDAgfTp08famUKhUBAfH098fDx33nknUNuJpri4mPDwcJsXLFybuuQMiQcfgYO23W8iUBy3EqNWWiiEuF4HDhwgPT2ddu3aER8fT6dOndBoNNYpDLt168bChQvtXeY1u6YgfPDBB63d63v27Gk9iTpgwAB69Ohh7XKv0WgkBMV1MQZ15FD/N0ns18+m+z2UlETboI423acQ7io9PZ309HSio6OZNGmS0/cqveam0boxJUlJSSQlJfHf//4XAB8fH/r161cvHOPi4mxesHBxGm/K/TtCdB+b7rY8TSfNokLYQEBAgLUVMCQkxLq9blYxZ3RNQfjjjz9y4MAB9u/fz4EDBygoKLBeV1FRwc6dO9m5c6d1W3BwMAMGDGDt2rW2q1i0KIPBQEFBAWFhYTKWUAhRz/jx4wkICLC2/tUFX0VFBSkpKRw9etSe5V23awrCqVOnMnXqVOvl8+fPc+DAAWs4JiUlUV7+vwVTi4qKXGr2AXdgsVgwGAxO+81OCGE7oaGh9O7d23o5MDCw3pzS6enpHDlyhDNnztixyuZrVq/R9u3b0759e+bOnQvUfogeP3683lHjkSNHbFKoEEKI1jNv3jzatGljvdzY0V9ZWZm9yrMpm841qlAo6NGjBz169LD2IK2pqbHlQwg3V3I0hcxlyyk/fQZNYAAR48cRPXM6Sgddhb4mJ4eC1T9RefwkCrUa/8S+hE6fhsrP196lCXFF0dHRwP/O/Z0/f54jR45w9uxZO1dme83+9Fi3bh0rV67Ez8+PPn36MGTIEDp2/F/vPA8Pj+Y+hBAAFO4/wImXXwWzGQBjeTnnP1tC+ZmzdPvro3aurqGanFzSX3oVc2WldVvxxs1UnDhJu7//P5SennasToirKysrsx79XXray9U0Kwi//fZbbr/99gbnk8LCwujXrx9t2rQhPT2dn3/+uVlFCmGxWDj/6edgNhM2bAgxN82m7NRpzvz3Qwp27qLshhn4d+ls7zLrKfxpDebKSjzbtSX8lpsxV1SQ8/mX1GRdRLdrN8Fjx9i7RCEua+XKlZw7d87eZbSKZgXhwoULMf/67fxS+fn5bNiwAYvF4vDL+QjnUFNYRFXWRVAq6fTA/ah9vPGLi6Mk+RcK9+yl5JcjdgtCs9mM0WhssL3i+AkAgmfdgLpdWwACxo6meOUqyo+dwHf4sAb3UavV1rkdhbAndwlBaGYQ1i3MuH79emJjY4mPj2f69OkcPXqU9PR0ABlYL2xC6fHrUA6zGWNZGWqf2kWfDTrdr9fbrwneaDSSk5NjvZyfn4/JZMLPbEEFnElJwVhZQXV1NYFnzuAJlJSXk52cjEqlQqvVWu8bGRkppxOEQ3j00es73eDyM8tczrBhw/D29iYgIIDf/e53zJ07l7vvvpulS5eyefNmWzyEaCUqlYqAgABUKpW9S6lHExBAYK+e6I4c5djzLxI5cTxlp05TevwEKJWEDhlkt9rUajWRkZHWy3X/Lzp/Ad2Gjfjv2Y+/lzeFZ8+iPpEKQMy4Mfj26d3ovoRwBHUtetcylMpZWwCb9VcXGxvLqVOnWLt2LbNnzyYyMpJjx45x880389xzz/Hxxx/z97//nRUrVtiqXtHCVCqVw06X1PHPd3H0qWeoyszi3MefWbd3WHAHXnZseVAqlY0exWlnTEOfeorq9Avoflxj/WNTenmh8fSSIz/h0DIyMpw22K7VNQXh4cOH6du3r/XyjTfeyL///W/mzZtHWVkZMTEx/PDDDzz33HPWcyZbtmyxbcXCbfnExNBv0UJyNmysHT4RFEjEuLEO10mmjsrbm6g/zif9hX9hMRixAAqlErNeT9Z7/6HtE4/j3VGmIRSOadmyZfYuodVc01n5AQMGcMcdd1iX2Xj88cfp1KkTHh4eeHl50bdvX44ePUrv3r0ZMWIEAJ7SRVzYkCYwkNi5c4j/2xN0uvfPDhuCdXQ7dmIxGPHq0B7D3QvovGghvr17gclM0XrpTS2EI7imI0Kz2cwXX3zBd999x1/+8hf+9re/sXPnTuvq9PPnz+f//u//SElJsbYr1806I4StnTt3jqCgIIKDg+1dymXpL9R+aQwaPZJSH2+UXl6ETBhHxS9HqL7gfOu2Cdc1ZMiQ67rfnj17bFxJ67umILzlllv49ttv0ev1vPbaayxevJh//OMfPP300wB0796dDRs28PLLL5Obm8uECRN44YUXWqRw4d5SUlJ4++23AWjXrh29e/emV69exMTEtOp5jdTUVEwm02WvV1Db7HLxwEEqhwzi+PHjKPbsQwnUeGg4fvx4g/vUre0mRGsaPHjwdf3tuF0QfvXVVzz22GM88cQTbNmyhaKiIh599FHefvttXnrpJW6++WZGjx5tXc3YEcyePZukpCTOnz9v71KEjZSWlvLZZ5/RvXt3hgwZQnJyMhs2bGDVqlWEhobSq1cvevfuTZcuXVq896vJZGLUqFGXvb4kOISUfzyLMuU4USU6PEJC0B2pnaG/y02ziWjkvtu2bWuxeoW4ksZ6iF5rz1FndM29RhMTE9m0aRNr167lySef5OjRo5w9e5Zbb72VhQsX8tprr1nPD9rbF198wYoVK2jXrp29SxE2YrFY+Pzzz7FYLNx5550EBgYycOBAjEYjp06d4pdffiE5OZktW7bg7e1NQkICvXr1ssuctxaLhaKDh0ChAIuFqswsqjKzAIiaPpVwmVlGOJClS5fWu6xWq5kwYQI+Pj4cPnyYjIwMTCYTUVFRDBw4EJ1O5zIjAq57+MSUKVOYPHkyn376Kc888wyZmZkcOHCA0aNHM2PGDF555RW6detmy1qvycWLF/nLX/5CTEyM3WpwRnWzpDjqDCfbt2/n6NGj3H///QQGBlq3q9VqunfvTvfu3bnlllvIzMzkl19+4ZdffuGjjz5CoVCQlJREfHw83bp1a5Xzijnr1nPxh9UA+HZoT3VBIcayMlAqiZoy2W26pgvnkJWVVe/yyJEjCQgIYNOmTfzyyy/W7RkZGZSXlzNp0iQGDBjgEiMDmjWOUKFQMH/+fG677TbefPNN/v3vf6PT6Vi9ejVr1qzhj3/8I88++ywRERG2qrfJ7rrrLiZOnIiXlxdbt25t9ccH0KdfoOLYcRRqNX59++ChDbNLHdeibpYUR5zhJDs7m++++45Ro0bRq1evy95OoVAQGxtLbGws06dPp7i4mO+//56SkhLWrVvHTz/9REREhDUUo6Ojry/0DVX4lZ2Bi4GNXp29aiUA2oEJeEeE4Rnci7y9v6A7lU7uiq/oMGdCo/fzKzsDhg6g8b72moSwke7duwNYRwlcKjs7G4AuXbpIENbx9PTkySef5E9/+hMvvPAC//nPf6ipqeGDDz7gq6++QvfrNFitZfHixRw6dIhjx47x+OOPt+pjA1jMZnI+XULp7v+dRM7/7nvCZt9I6JRJrV6PKzAYDHz00UeEhYVx0003XdN9g4OD6dy5M927d0ev13P69GlOnjzJvn372Lp1K/7+/nTt2pX4+Hji4uLQaDRN2q+65AyJBx+Bg41fr88eDajJ359i3aZUGgE1+oM/QOGLjd4vESiOW4lRm3BNv6cQtlT3Rbhdu3YUFRXVuy4urnb8q6sMj2t2EJrNZtLS0jh+/DjHjh0jJyeH0NBQcnJysFgsrb50R3p6Oo8++iiffPIJYWH2OQIr2bq9NgQVCvz69MJcpafyZCoF36/Au2McPg4+9s0R/fDDD2RnZ/Pkk08260jVy8uLhIQEEhISMJlMXLhwgZMnT3LixAkOHjyIh4cHnTp1olu3bnTt2hVf38uvG2gM6sih/m+S2K9f4zd4+N9QXYNSoya0Xzy6U+nUFJcC4D14DtzwTqN3O5SURNugjo1eJ0Rryc7OJjY2llGjRhEeHk5ubi4Wi4U2bdrQtWtXFAoFubm59i7TJq4pCFNTU62Bd+zYMY4fP86pU6ca7Yhgj15GFouFBQsWMHXqVObMmXPd+wkJCSEgIOCy15vNZuvvZzab0ev19a4v21V7JBh92y1ofz0CvPDfDynesYvyPXsJ6dWz0f16eXnZ/bxcZWUlOTk5BAQE4OPjY5N91h1hBQYG4u/vf9Xb/7an54kTJ/j555+56aabiI2Nva4aVCoVISEhDbZrtVoSExOxWCzk5ORw5MgRjhw5Yu0EEBcXR69evejVq1ejTfypQV0guk+D7ZWZmZira/8uzAYjJSfTMVb9733i0z2x0fsBVJ0tJySiTaPXOaNrff1F0zW19eJ67Ny5k5tvvhmVSmVdcL2OxWLBbDazc+fOFnv81nRNQRgfH9/gBH9jgRceHm798LjSuRxbe/fddzly5AhHjx61TvFWV5/RaESpVNo8aPR6PadOnaq3raqoEIACDw3Fv15n9PcDQHcxu8Ht63Tp0sVm4eMqysvL+eSTT4iPj2fcuHEt9jgKhYKoqCiioqKYNGkSpaWlHD16lKNHj/Ljjz+yYsUKIiIi6NmzJ7169SIuLg6lUolarW7wYaDT6VBkZhEAmD09wAIGXe2RoEWlQmEykXTwEDW6ElQqVb1OPyATbwvHkJ2dzfLlyxk/fnyD+YfLysrYuHFjgw42zuqa/+IuDT5PT0/i4+PrhV6vXr3stvTSsmXLKCgoICoqqsF1Go2GZ555hmeffbbZj1NVVUXlr6uOm83meisPAOR2aE/lkRTUhw6jTeiBWa8n95fasWMBXToT/Jvb16msrGxwdNna6o7uS0tLbVZL3XOl0+kwGAxXvX3dAHWLxcKSJUswGo3ceeedzfoSYzKZGpznuJr4+Hji4+Opqanh7NmznDhxgj179rBx40Z8fHys5xU7duzY4FyJqXs5ZzZsQlldQ/jtt6KMjKDg2DGM6zcCkDB+HJ7RDd+nda61Vkd2ra+/aLqKiooW3X9GRgaffPIJWq2WoKAgFAoFOp3OZZpE61xTEE6dOrVe4HXt2tWhluv573//S1lZWb1tzz33HIcOHWLVqlVER0c3aT9FRUVUV1c36baNrTwQNm0qF44dp/LIUdIffxJ+/fKg8vMldNwY1A7WG9NR7dq1i+TkZO699167rojh4eFBt27d6NatG2azmaysLE6cOMHJkyc5fPgwarWauLg44uPj6dq1a+0yVn5+BI0ZRfHPm8j78mtQKuHXRaz9EvteMQSFcDT5+fnk5+fbu4wWc01B+OOPP7ZUHTbR2LRUoaGheHh40L9//1arw7tjHDEP3k/e0mXUXKztZuzduRMRt9+K2kGXOHIkKpWK1atXs3btWjp16oROp2t0thWLxYJOpyMwMPCqY/Js9YVNqVRah2ZMnDiRwsJCTp48ycmTJ1m9ejU//PADbdq0qQ3O4UMJ0Wgo2bINc1UVCg8NgcOGop17/eevhWgt7jT3qJyMaCG+CT1o36M7xuISFGoV6it0vnEkdYvM2vM8VceOHfnggw8IDg7mtttuu2wv0ZqaGpKTk+ncubPdxjyGhoYybNgwhg0bRmVlJadOneLkyZPs2LGDTZs2ERQURPcJY+jSJoZ28d3QyDlg4STcae5Rlw/CTz/91G6PrVAo0IQ47soIjbncIrOtafPmzeTk5PDnP//5irWoVCrUarXDNM/7+PjQp08f+vTpg9Fo5Ny5c5w8eZKUEyfYvX8/N5hvYMCAAfYuU4gmu9be/846W5LLB6FwLmfPnmXHjh1MmDCBNm2uPIRApVKh0WgcJggvpVar6dy5M507d2b69OlkZ2fb9TynENfqt3OPQu37WqvVMmDAAKqqqti0aRPmX899OzMJQuEwqqqqWLZsGe3bt2f48OH2LsdmFApFkztqCeEoLjc0Ij09neLiYmbOnEl0dDT79u1r5cpsz/FmVXZBBoOB7Oxs6Tp+BRaLhR9++IGamhrmzJlj94kFhBCXV1BQAEDPno1PDuJs5NOmFVgsFgwGg8uv6dUchw8fJiUlhRtvvFGaEIVwYJ6entZe+K4yAYg0jbYgi9mMWa+/4grmAgoLC/nxxx/p168fCQmuOdG0oy9vJcRvPfLII1ft/OIqEz9IELYAi9FE/vIVlGzeiuXXqd7w96fi9lvw6J9o3+IcjMlk4rvvvsPPz49p06bZu5wW48jLWwlxJVdqydq7d28rVtJyJAhbQM6nn1O69zcnkMvKyHv/QzQPavDr3Xrzr14rk8lEWVkZ/v7+rdIbc8uWLVy8eJG7777bZZZ0EcIVZGRkNDq3tNlspqysjJSUFOu6hM5OgtDGanJyrSGo8PAg6u4FVKSdRrehdo7J/BWrHD4IS0tL8fHxafEgPH/+PNu2bWPs2LHXtaqE2Wy2/khzoxC2tWzZMnuX0Grk08PGqs6ctf4/aORw/Pv2IfiGGfDrunY1mZmYG1m2yt3o9XqWLVtG27ZtGTVq1HXtw2g0Ul1dbV1pRAhhWwqFgrCwsCsuS+cK5IiwGVJTUxt0hKnKysTv1//nHj/B6V27UFTpCa6sREHtMjx79+8HpRKVStVgfTaVStXonKmuZvXq1VRVVfHHP/5RjuaEcED+/v7Mnj2b0NBQAI4cOcLGjbUtWzfddBOHDx/mzJkz9izRZiQIm8FkMjU4mjEPGcL+3fswlpfjcTGbqFVrMJaXY/71hHPE2NGMmDXrsvtsbHJpV5OcnMwvv/zC3LlzCQ52rinohHAXI0eOJCQkxNpZplevXqSlpZGbm2udeH7FihWcP3/evoXagATh9TJU4Vd2Bi7WX1RVCXT7440ce/drLEYTNYWF1usUahURvWLgYvJld+tXdgYMHUDj3UKF21dRURGrV6+md+/e9O7d297lCCEuIzY2FoVCQWFhIZmZmfTs2ZPOnTtTUFBASUkJwcHB9O/fX4LQnalLzpB48BE42PC6ICAmNI6M3DgAFAoTFosCixFS/+8D+nXfjVrV+NjCRKA4biVGreuNpzObzSxbtgxvb29mzJhh73KEEFdQtwLN2rVrycvLw8/Pj6ioKCoqKli7di233nqrtdnU2UkQXidjUEcO9X+TxH79GlxnMVvI+dtbQDkd5k4kfFBPCpNOcn7VFmrKoaDn60QOb3g/gENJSbQN6tiyxdvJ7t27ycjI4K677sLLy8ve5bQqR1jeSohrUVJSQnh4uPUcfkZGBiNGjEClUlFZWQngMn/H8ld5vTTelPt3hOg+Da4ylZdjKC0HQBEUy4G/v12vp2he0hkib17Q6G7L03R2bRZVKBRoNBqbL6dSWFjIjh07GD16NO3atbPpvp2BIyxvJcS1OHbsGFqtlqFDh7J27Vqys7NRKpXExMRYz+3XuEgPeAnCFqDy9kbt74exrJyzH34EgHebaPR5+VgMBkpPnKRgz17Chgy2c6UNaTQaoqKibLrP6upq9u3bR3R0NKNHj7bpvoUQLSMsLAyA9u3bc++991q3z5kzx/r/vLy8Vq+rJUi/9RagUKmImjLZelnt50dNaRkWgwGFRgNA9pp19iqv1W3YsIHq6mpmzpxp00H6arUaT09PaW50Q+bqanR79lL44xrKDiX9bypDYTMJCQkoFAosFstlfw4dOmTvMm1CPkGaQaVSNRjuUFZWVju20MeLYC8vlHo9xvLaZlKTrw9VPRPw27ufovPn+fHHHxsdR+hKjh49ytGjRxkwYIDNh0oolUrrj3Af+vQLZP7fO5hKS63bNBHhxDz8Fzy0YXaszLWYTCaysrKoqKioN9+o2WxGr9dz9uzZy65Z6GwkCJvhagPfc86lo9u2A4/oaIJmTMU/IYG8JV9SBgTGdaD7oEGtU6idlJSU8MMPPxAfH++W5wWF7VlMJrLeex9TaSnq0BB8unShIuUYhtw8cj76hLZP/tXeJbqM999/32XOAV6NBGELCh47htJde6i5eJG8T5dQoFZhrqgEhYLgCePtXV6Lqhsq4enpyeTJk8nMzLR3ScLJ1C1ddanK4ycwFhah9POlzd//H0pvbwIKi8h85nmqTp+hPCMDj4iIBvuS5a+unbuEIEgQtijPNtG0eeBecj7/EmNREeZqUAUEED5vLj5du9i7vBa1Y8cO0tPTWbBgAd7erjk5gGhZdUtX1cnPz0d54iQ+QI2fH0dSUwGo1usJ8/ZGWVFBatJhTFGRqFQqtFqt9b6y/JXt9e/fHz8/P7KyskhLS7N3Oc0iQdjCfBN6EPP8P8lO/oWQ4GD8O8ahcPHOHVlZWWzatIkRI0bQoUMH65gjd9bay1u5grqxl3UiIyOpCQ0ja+sO1Ll5dFFrUHfuRNqKlSgrKlCo1XQfOQLVrxPc/3ZfwrYUCgV9+/YlPj6e9PR0pz6ClHdHK1AolSijo/CKjHT5EKyurmbp0qVERUUxduxYe5fjMFpzeStX0djYS4/27fDr15fypMPkvvdfUCrxMZsBCBozGm+Zu7bVJCcn07t3bwICAhg3bhxr1661d0nXTRrNRT0Gg4Hs7GwMBsN13X/NmjWUlpYyd+5c+RYuWkTUH+cTNHpk7VAksxmLhwdBUyahvenyk9mLa+fv73/FHy8vL3bs2IHFYiE+Pp7Ro0fbfCKO1iKfVK2gpKTE3iU0mcViwWAw1Osu3VTHjh3j0KFD3HjjjdbBuC3JZDJhMBgwmUxylOVGlJ4eRPzuNrRz51BVVMSx8+eJS0xEIe8Bm7rrrruaHGwWi4V+/foRFxfHxx9/3MKV2Z4cEbaw8vJy3nvvPVavXs25c+euK2CcQWlpKStXrqR79+4kJia2ymOaTCaMRmODNSGFe1B6euIVHo7a01O+CLWQKw2mv/Sn7rZBQUH2Lfg6yRFhC/Px8WHOnDls2rSJJUuW0K5dO8aMGUPHjh2dthnht+qGSqjVam688UaX+b2E41OpVGg0GgnCFnDs2DG3+VuWIGxhSqWSHj160KVLF86ePcvWrVv59NNPiY2NZcyYMXTu3Nnp32y7d+/m7NmzzJ8/Hx8fH3uXI4SwgQ0bNti7hFYjQdgKlEolnp6exMfH061bN06fPs3mzZv5/PPPadOmDWPGjKFr165OGYgXL17k559/Zvjw4XTs6JrLRwkhXJsEYStTKBR07tyZTp06cebMGbZs2cIXX3xBVFQUY8aMoVu3bk4zA0ZNTQ3fffcd4eHhjB/v2jPlNFdLLW8lhGg+CUI7USgUdOrUiY4dO3Lu3Dm2bNnCV199RWRkJKNHj6Z79+4OH4jr1q2juLiY++67T4ZKXEVLLG8lREsaN24cFy5cuOKsMRqNhujoaLKyshpMh+dM5NPLzhQKBXFxccTFxXH+/Hm2bNnCN998Q3h4OKNHjyYhIaFVA1GlUhEQEHDVzgcnT55k//79zJgxg/Dw8FaqTgjRWnr16kXv3r0pKSlh3bp1XLx4scFtQkNDmT17NgaDgW3btnH06FE7VNp8jn3I4Wbat2/P/Pnz+dOf/kRgYCBLly5l0aJFJCcnt9oQAZVKRVBQ0BWDsKysjOXLl9OtWzcGDhzYKnU1RqFQWH+EEC0jMDCQuXPn0q1btwbX+fn5AbVHhhMmTCA6Orq1y7MJCUIH1LZtW+644w7uueceQkNDWbZsGYsWLSIpKcnuY+bMZjPLly9HqVQya9Ysu4aQRqPBy8sLza+LHQv3YzabrT+i5SiVSqZMmUL37t3rbc/NzWXr1q2U/7rm6oABA+xRXrNJEDqwmJgYfv/733PfffcRHh7O8uXLeeuttzh48KDd2uP37t1LWloas2fPxreRyY2FaE1Go5Hq6mqnPj/l6NLT063/nzRpUr11WMvKyjh8+DDr1q3DYrEQ0cgSWM5AgrAVmEwmSkpKrvtoLjo6mttvv53777+f6OhoVq5cyVtvvcX+/ftb9QMgJyeH9evXM2TIELp0ce1lpIQQtdavX8/Bgwetl6dMmULnzp3r3aaiogLAaZdck84yrcBWKw9ERUVx6623WpsjVq9ezdatWxk5ciSJiYkt2kRoMBj47rvvCAsLY+LEiS32OEIIx6JQKNixYwdqtZo+ffqgVCqZNm0a+/fv5/DhwwAMGTIEqD1CdEYShE4oIiKCefPmMWbMGLZt28ZPP/3Etm3bGDlyJP3792+RQNywYQOFhYXcc889ck5OCDe0ZcsWFAoFvXv3RqlUMnjwYAYPHlzvNqdOnbJTdc0jQejEwsPDmTt3rjUQ165dy7Zt2xgxYgQDBgyw2Yrcp06dYs+ePUybNq3eQqmi6QwGAwUFBYSFhckXiSZITU1t0qkEi8WC0WgkLS3tqh23VCpVvfNb4tpt3ryZ4uJiRowY0aB1Kzc3l71799qpsuaRIHQBYWFhzJkzh9GjR7N9+3bWr1/P9u3bGT58OAMHDsTT07PJ+zKbzRiNRtRqNUqlkvLycpYvX07nzp0bfPsTTdec5a3ckclkYtSoUVe9ncVkQpdyjOqCAnzbtcOv0+Wn+du2bZstS3R5GRkZKBSKBl9IDh8+TFpaGj179iQiIgKLxcKFCxc4cuSI3Xu1Xy8JQhcSGhrKrFmzGDVqFNu3b2fjxo3s2LGDoUOHMnjwYLy8vK66D6PRSE5ODpGRkWg0GlasWIHFYmH27NkyXk84lMrMTE689G+qsv430DuwV0/i/9/jqH8d3yau37Jlyy57XXl5OXv27GnFalqW9Bp1QSEhIdx444088sgj9OzZky1btvDGG2+wefNmqqqqmryf/fv3k5qayqxZs/D392/Biq+PwWBAr9djMBjsXYpoZRaTieMvvkxV1kVUvr4E9kxAoVajO3KUtHfft3d5LiUkJOSKp0QCAgJasZqWIUeELiwoKIgZM2YwatQoduzYwfbt29m9ezdDhgxhyJAhV1wyKT8/n7Vr1zJo0KBGZ5RwBL9dGNQRGXWllB1KwlBWhik4CIuTjrNyNMXJv6DPzkHt70fiu4vQBAZSlnaaXx7/fxTu2UtNUTEeIcH2LtPp1Z1eOX78OOvWrWv0Nr/73e+orq5m69atnDlzppUrtA0JwlZg75UHAgICmDZtGiNHjmTnzp3s3LmT3bt3M3jwYIYOHdpgYLzJZOKHH34gODiYSZMm2aVmV1C6bz85n3yO5ZKxnrkHDxFz/30oPW3TkcldVeflA+DfpTOawMDa/3fuhCYoCENJCdWFhRKEzdShQwfrTDF+l2lq9vf3x9PTEy8vL2bOnMl3331HZmZma5ZpE9I02grqVh6wd29Bf39/pkyZwmOPPcaAAQPYvXs3b7zxBuvXr7dOkQRw4MAB8vPzufnmm23W89Td1OTnk/3xp1iMRjzbtcU3sR+oVFQdP0nBqtX2Ls/p+bSNAUCXcpzKCxkAFOzZh6GkBIVajVekHHk3V2JiIlDbG3T79u2N3kav17NhwwZKS0sBGDRoUKvVZ0sud0RoNpv54IMPeO+99zh79izh4eHccMMNPPfccy7Rlm0Lfn5+TJ48mREjRrBr1y727t3L3r17GThwIOHh4Rw5coQJEyY43LJBxtJSSnfvpSYvH48ILd79E+1dEvC/nraXKt6xC0xmvDp3IvKhBzCaTBg6dqBm6ffoduwicOb0RlsI6nrriisL6N4dv86dKU9LI+mhR/EMDaE6vwCAiPFj0TjAOW1zTQ1l+w9Sde4cKj8/AocMwsOJhh+FhoaiUCjYsmULeXl5QO0Y5tmzZ1NaWso333yDwWDg2LFjFBcXM2/ePKcdXuVyQfjqq6/y9NNP89e//pVx48Zx6tQp/vGPf5CSksKGDRuk5+MlfH19mThxIsOHD2f37t3s2bOH6upq2rRp43BDJSrTTpO16F3Ml3T2Uf64FtXEcXasqlZdT9tL1eTm1l6nDSP31w8RZZvamfnNlZXkXLyIopFZhiIjI+UovAkUCgXdn36SU2+9TcnhZKrzC1CoVISPG0PcXQvsXR7GkhIyXn+Tmpxc67aiNeuI+P1tBI0cYcfKmq5u2FV1dbV1m8FgwMvLC29vbzp06MDp06cBrF/enPVLnEsFodls5t///jd//vOfefnllwEYP348oaGh3HLLLRw6dIj+/fvbuUrH4+Pjw/jx4xk2bBiHDx+2fhN0FBaTiezFH2OuqsKjTRv8+vSiPPkXarIu4rN5K5YJ4+1an1qtbvBNuKxbNwoOHcZy/AQh48aiDg2haMt29IAmOpqoNm0uuy/RNB5BQSQ8+w/0ublUFxTi3aYNHkGB9i4LgLxvllKTk4sqMIDAIYPRZ2RSeew4uV98jW+P7mhCQ+1d4lWVlJQQFhbG4MGDWbt2LRaLxXrO0GKxMHXqVE6ePElNTQ3x8fEoFArrkaOzcam/utLSUn7/+98zb968etvrej2eOXNGgvAKvL29GTx4sHVAvT1d2txYdSoNY2ERSl8foh57GKWXJ/7jxnDhqWdQlpVTcSoNRbfLzxjS0s2NSqWywVFc8NAh6DZsxJCfT9YLL4FKCabapYK0M6fJUZ8NeUVE4GXn3riXvl/N1dWUJSUDEHHfn1Go1Riq9Ch9fDBXVlLw8yZCZ9942X05SvP4iRMnGD58OF27dqVjx46YzWY8PDzQ6XRUV1ej1WpJSEgA/teDW2aWcQBBQUEsWrSowfaVK1cC0KNHj1auyPk09qFuD5c2N5qyswEweHhw5OQJ6238PDxQVVVx/tQpjPr/NZmqVCq0Wq31sj2aG5WeHsQ+/gi5X35NxdEUMJlRh4YQduNM/B3k3KawnUvfr5bKSvh1fcS0vfvx2bodxSVDfHSbtpCtVmFsGws4xvu1MQcPHiQuLo7o6GhUKhUqlQqLxcKhQ4dIS0tjxowZ1n4ElZWVbNy4sd6STc7EpYKwMfv27eOVV15hxowZ1m8vwvFd2txo9PYh47vlqIpL6FBYjG//flTsP0iRTgdqFfFjRqO6QucIex3dakJDiPnL/ZjKKzBX61EHB6NwgG/6ruTQoUP06NGjSbMmtaRL368Wi4WsiAgMubn47tgFFgseMW2oyc4BkwmFxULAnn3ETpva6Hlie7fG1LFYLHz//fcMHDiQjh07YjQaOX78OL/88gsA33zzDcHBwSiVSoqKihx6PO/VOMYz3kJ27drF9OnT6dChA5988kmT7xcSEnLFHqZms9mpX/TWVjdsJDAw8PpmqImMxDhjGtk/rKbo+xUUfb/CelX0jOm0+c3aaA4nJMTeFdjV9bz+TVmurLS0lE8++QQvLy+mTZvGiBEjrhgiKpWKkFZ6LTz+cDunXlsIvzaX1mRmAWCMjMCzogKTrhSfEh2BPbpfaTdX1dJDsoxGI7t372b37t2NXl9cXNyij99aXDYIv/32W+688066dOnCunXrCLXjyWm9Xs/58+dp37693b+5Oqt2v78dj5BgslevoaagAM9wLVHTpxE5bYq9SxN2EhAQwPPPP8/q1av59ttv2bRpEzfccAOJiYmteo7twIEDjS+QPXgg7N1f+38PDywJ3dF170bIqp9QAMd/OQKlukb3qVarrR1TRMtzySB8/fXXeeKJJxg9ejQrVqwgMNC2PcmqqqqorKxs8u1ramrQ6/WUlJQ4RNt/a6t7rnQ6XbPmBfUaNpQOw4ZiMZmsTUqu8o3UlV3P69/UVQxCQkK44447GD9+PCtXrmTx4sVs2LCBOXPmNJga0GQyUVRUdG3FN0F1dXWjK2UYevfmQFIy5poaoqdORjt8GHlbt5FdWobKy4sBc2aj9ml8Rfdt27Y1qda6leFF87hcEP73v//lr3/9K/PmzePzzz+/ruApKiqqN3ZGOJbGzqsIF2Kowq/sDFxs+hfYNgq4f9YwTvXrwPKNe3nzzTfp3jGW2eMHExsZBlC7T0MH0DQePram8fen7S03c/7zL7i4chUXV66yXtf2d7deNgRF63OpIMzJyeGRRx6hffv2PPDAAyQlJdW7vmPHjvV6ZwkhHI+65AyJBx+Bg9d+3y7A/7PA4aAYVp7vxb/+e4GB3unM9DtKorqC4riVGLWt12kuZs4sPCPCubj6J/Q5uXhHRxE9czphQxxrwgp351JBuGbNGqqqqjh//jwjRjScveGTTz7hzjvvbP3CnIjJZKKsrAx/f/8mdVgQwtaMQR051P9NEvv1u677K4B+QG+TiV2HT7J620EOFcUR3y6cGR5RXH7NlZahHT4M7fBhrfyo4lq4VBAuWLCABQvsP72SMzOZTJSWluLj4yNBKOxD4025f0eI7tOs3aiAkbGJDJp0Exs3bmTNmjWcWvQeI0eOZMiQIW55vl40zqWCUAghfsvT05Np06ahVqvJzs5m8+bN7N27l3HjxtG3b1/5widkGSYhhHuoG2/40EMP0aFDB1auXMk777zDiRMnZFywm5MgbAUqlYqAgAD55imEAwgJCeHmm2/mvvvuIyAggC+//JIPP/zQaacHE80nQdgKVCoVQUFBEoRCOJDo6Gjmz5/PnXfeicFg4MMPP+TLL7902hUUxPWTc4SiAXNBAVUlOpRt26J2kGVthGiMSa+n/PQZFBoN/p06XtcY006dOhEXF8fRo0f5+eefefvtt+nXrx/jxo2z2WLe+rw89Nk5eEXaf6UM0ZAEobAyFBeT/cFHVKedJgdAqSRw6GDCb78VZQvPaSjEtcpeu47zS77EVFE7c41nuJbOD9xHUO9e17wvpVJJ79696dGjB/v372fr1q0cOXKEIUOGMGLECLy9r2/wu7GigrS336Vwzz7rtpCBA+jy0AOo/fyua5/C9qRpVABgMZvJWvQu+rTToFSi1mrBbEa3czf5335n7/KEqKdw337OvP8hpopKPIKDUfn6UJ2Xz/EXX6YqO+e696tWqxk6dCiPPvooQ4cOZc+ePSxcuJBdu3Y1Pp/oVZx66+3aEFQo8IqOAoWCov0HSF341nXXKGxPglAAUHkyleqMTJTeXnR44Vk6vvwC0fffA4Bu525MMqehcCBZv05XFjVlMgM+/oCBH39IQPd4zDU15Kxb3+z9e3l5MWHCBB555BF69OjB+vXreeutt0hOTsb861qDV1OVnU3R/gOgVNLr3y/R/z/v0Pu1V0CppPjQYSovZDS7TmEb0jQqAKj5dVFRn65d8IgIB8C/bx+Uvr6YKyowFBai8vW1Z4lCWFVl1S5rFD5uDAqlEpWXF9oRwyk9foLKX6+zhYCAAG688UaGDRvGzz//zLJly9i5cycTJ06kc+fOKIz6y86LWnX0FAA+UWEE+FfCxWT8fcEvJoLyC9lUpuzCR92twf2g9edFdXcShG7s1KlT1snFFeXlaICyk6fYu3kzvlotiqyLaCoqsCgUpBcV0bVtW/sWLMSvPMMjMOhKKdq3H//OnbCYTBQdqJ2c1Cs83OaPp9Vque2227hw4QLr16/n888/Jy4ujqkDO112XlTPKl9gCFVZOVQumoKPVyVV1d5UZAwGVHhtfRz2lzX6eInQ6vOiujMJwlZgNpsxGo2o1epWXSftUqmpqY0ubWMd0hHXAUtQIIoSHUFLl4O/HxSXAGDp0gmzhwfHjx9vcN+uXbu2dOlCNBA9fQqn3kwj47vvKTxwEFNlJdV5+ShUKiInT2yxx23bti133XUXqampbNiwgXe+2UBc9H3MnzOZ8JD6R4W+QOCbS9CdOs/htBH4t4um/EI2FouRgI6x+D70NCgUjT7OoaQk2gZ1bLHfQ9QnQdgKjEYjOTk5REZG2m1+Q5PJ1OiaaZeq7NyF4y/8C31OrjUEAbwKikjoEIdP29h6t9+2bVtLlCoEKpXqKu8vC4ohg1DsO0Dl+dqB8BZPT0wTxnLw3Dk4d67RfdqCQqGgW7dudO7cmeTkZNatW8cz737DyJEjmTZtWr0hF12fas/JV16j9MRJSs/UnhP079KZrk8+gSI05LKPUZ6mk2bRViRBKKy820Sj9PQEQOXrS2CPeMpPn6WmsJCTr71B30VvorjMN1ghbKlJLQ09elB1wwxO/ryR9p07E9gzwfr+bQ0qlYrExEQ0Gg0Gg4F169axZ88eJk6cyPjx4/Hy8sIjKIieL79I+ekzVF3MxjsyAr8uneXvyMFIEAoMZWXkbdmGLuUYlekXUHh6kvje23gEBWLQ6Tj4p/uovJBB2ak0Arp2sXe5QmAsK6d09x702dkoamrwat+uVUPwUmq1mnHjxjFixAjWrl3L2rVr2bp1K9OnT2fEiBGoVCr8O3fCv3Mnu9Qnrk6C0M2Vnz1LyjMvYCwttW6z1NRQmZ6OR1AvNIGBeEVFUnHuPIaSEvsVKsSvqs6eI/OttzFX1g6k9wYyjqQQ89AD+NgxbHx9fbnpppsYM2YMq1at4ptvvmHTpk3ceOON9OvXT44CHZiMI3QHhqpfu3gn1/uxZB3m1KuvYiwtxTsilKhR/Wtvb7Fw4uVXMJ07QMHqr6g4dx4U4OtbVe/+tV28q+z1Wwk3ZDGbyf7wY8yVlXhERxM4aSKm0BAsej3ZH36EpZEOYa0tNDSU+fPn89RTTxEeHs4HH3zAK6+8Qmpqqr1LE5chR4RuQF1yptEu3hWV/lRmD0KpNNEr/Hs0pUZqAntSqIvAVFXNnodfpna9bwgPvojXspn17i9dvEVLquttfSn9mbMY8vNRensT9dhDmNRqLkRHELz0e4xFxZQeP4F3I8339uixHRsby4MPPkhqairLly9n4cKF/OEPf2DYMFmt3tFIELoBY1BHDvV/k8R+/eptN51Kh9TP0QQGo753IyVp6RSlfA3UffjUhmBQj450+vPfQFP/7SJdvEVLquttXSc/Px/F+XR8AYOHhiO/HmFVm80YPD1RVVRy5sQJjFWVqFQqtFqt9b727LHdtWtXnnzySZKSkoiPj7dLDeLKJAjdgcabcv+OEN2n3mbfwM4oPb+luriUjB1p5G7cjMXwv2/gft26UH7yFGVnL2LW9kDpU787t3TxFi1JrVYTGRlpvRwZGYmpQwcyft6MSldK+/xC/AYOoOJQEkVFxaBU0m3MaNSBDWd5Uavt+1GnUChITEy0aw3i8iQIW0HdH7Q9/xgvNy5LkdgX5e69XPj623rbLeFadKNHoszJxVSiY9eXX0KXzg32KURLUSqVDY/iQkIInjieojXrKF7xA8UrfrBeFTxuLD6XHAUK0VQShK2g0T/oVna5cVmW+HiKY2PJX7YcLulooMjLx2v5Dyj8/Kgp0RETGUlA9+6tVa4QlxU26wbUAQEUb9yEoaAQdUgIwePGEDxhnL1LE05KgtDNKRQKFCplvRA0RkXiWV6BIS+/doNSiU83mUpNOAaFQkHw+LEEjx+LxWS6rsV4hbiUBKEbaawXHkBZ8i8A+PTrQ2VSMursHC7thB44cTxmHx9qamqs2+w5b6oQdSQEhS1IELqRxnrhmUwmfErL0ACFGg3myRPQJB9BXViE0mDA7OPNhdg2ZB096jC98IQQwpYkCN1IY73wAEp1ZRR++x2+R1IImj4V5fixFP+4BlOJjuDhw+jYt2+j+xJCCFcgn2Zu5HKddkJGj6TyUBJVp89Q9N331u0ekRFop05BJUd+QggXJkEoUGo0xDz6ECXbdlCedBiL2YxvQg+Cx46WVemFEC5PgrAVmEwmysrK8Pf3d9ixd0oPD0ImjCNEuqALIdyMdPtrBSaTidLS0kZXiBdCCGFfEoRCCCHcmgShEEIItyZBKIQQwq1JEAohhHBrEoRCCCHcmgShEEIItyZB2AoUCgUajQaFQmHvUoQQQvyGDKhvBRqNhqioKHuXIYQQohFyRCiEEMKtSRAKIYRwa9I0KoQQLcSk15O/bTvlZ86hCQ4iYswovC5ZCk04BglCIYRoAfrcPI7+4xmqc/Os2zK/+54uDz+IduQIO1YmfkuaRoUQogWcef8DqnPz8AgNJWbOLAITemAxmUh7+z0MOp29yxOXkCAUQggbM+h0FCcdBsArKgKLyUTH++7Bt0MHzDU1FOzea+cKxaWkaVQIIZpBpVKxbdu2etsUScnWo4zSlOOUphwn88c1GEJD8ADSUlI45eN1xX2K1iNB2AoMBgMFBQWEhYWh0WjsXY4Qwoa6du1a77JZr+fMex9g/vWyd5fOWAwG9OfOo/n1fGH74cPw7tSxlSsVl+OyTaMbNmxgwIAB+Pj40KFDB15//XUsFotdarFYLBgMBrs9vhCiZZnNZmpqaqipqUF35ChmvR6lnx8AVafS0J87D4AC8OjQHmVsjPX2v/0xm82XfyDRIlzyiHDv3r1Mnz6defPm8cILL7Bz506eeOIJjEYjTz75pL3LE0K4GKPRSE5OTu3/CwoAMHh6UD1oNJ6Hf0FVVIyF2iAsiu9K/i+/WO+rUqnQarXWy5GRkXh4eLRm+W7PJYPwmWeeoW/fvixZsgSAyZMnYzAYeOmll3jooYfw9va2c4VCCFeiVquJ/HV8oNHbh4yVq1EVFhGl8cD3rgWU7tpN+a49KH186DFxAsorBJ1a7ZIfyw7N5ZpGq6ur2bp1K7Nmzaq3/aabbqKsrIydO3e2Wi0Vx46T8fqbpP/1SfT/+QDdlm1YpNlDCJejVCrx8PDAw8MDH20YodOmAKBbt4GLr75B+a49AGjn3IiXn5/1to39KJUu97Hs8Fzuq8fZs2epqamhS5cu9bZ36tQJgNTUVCZMmNDidZQeOEj2Bx9B3XnBikqKvvseU24ukX/4XYs/vhDCfkJnTkcTHk7Jlq0YCgrxiIokZMJ4/Pr0sndpohEuF4S6XweqBgQE1Nvu7+8PQGlpaYvXYDGbyf9uOVgsBAwZhN/okeQfOoxhw0Z023cSPH4sntHRLV6HEMI+FAoFgUMGEThkkL1LEU3gckF4tR5XTWl2CAkJaRCkv32Muh6gZrMZvV5f73r9xYsYi4pQeHjQ7u4/UmM2U6zRoMm6SOWx49SknSEwLq7Bfr28vFyyWaRuyEhgYKD1C4lwH/L6txwZjmUbLheEgYGBAJSVldXbXnckWHe9rej1ek6dOlVvm7mk9qjUYjCQlpKCws8Pi8WCvqgIgPziIop/cx+ALl264OPjY9P6hBBCXJnLBWHHjh1RqVScPn263va6y/Hx8c1+jKqqKiorK4HaI8LI384mHxlJVru21KRfwPztMvyGDEKfdgZLdg6oVUSNGI6qkW/GlZWVDY4uXUHdc6XT6TAYDHauRrQ2ef1bTkVFhb1LcAkuF4ReXl6MHDmS5cuX8/jjj6NQKAD4/vvvCQwMZODAgVfdR1FREdXV1U16vLreYr8VdcfvyXjjLWqyLlK0bEXtRoWCiNtuwTs0tOm/kBBCiBblckEI8PTTTzN+/HhuvvlmFixYwO7du3nttdd45ZVXWq3p0attLB2e+ycl23dQnZGBOiiIwOHD8GrXtlUeXwghRNO4ZBCOHTuW77//nmeeeYYbb7yRNm3a8Nprr/HYY4+1ah3qoEDCZk5v1ccUQghxbVwyCAFmzZrVYFC9EEK4s5CQEHuX4JBcNgiFEELUN3/+fHuX4JBcb9CaEEIIcQ0kCIUQQrg1aRq9RN2sNCUlJVRVVdm5mquzWCzW4SGOrLq6murqaoqLi61jyhyZszyv4By1yuvfcuqGeckahs0jQXiJkpISANLS0uxbiIuS59W9yevfckpKSggKCrJ3GU5LgvASdfOL9unTB19fXztXc2XFxcUcP36cfv36Ofz6ilJry3CWWp2lTnCuWqF2Zpnk5OQrzo0srk6C8BJ1C2JGREQ4zRtLq9VKrS1AarU9Z6kTnKfWujmUZTHf5pHOMkIIIdyaBKEQQgi3JsfTQgjhZgwGA5s2beLAgQPk5eWhVCoJDw8nMTGRcePGOeQ6h3//+98JDQ1tkakyJQhbSXFxMc899xz33nsvXbt2tXc59ZjNZnbs2MG2bdsoKCjA39+f3r17M2PGDIfuMODIzyk41/NqNpvZuHEjO3bsoLi4mIiICCZOnMigQY69wrq8B66dyWRi0aJFnD17lsGDBzNixAjMZjNpaWmsXLmSI0eO8MgjjzhkGLYUCcJWUFRUxKJFixx2bOKGDRv44YcfmDhxIt26dSM3N5dVq1Zx8eJFHnroIYccU+Xozyk41/O6atUqNmzYwMyZM2nXrh0pKSl8/PHHKBSKJi1dZg/yHrg+hw4d4tSpU/z5z3+mX79+1u1jx45l/fr1LF++nN27dzNq1KhWr81eJAhbkNlsZu/evSxbtszepVyW2Wxm/fr1jBgxwjpJeXx8PL6+vixevJj09HTat29v3yIv4QzPKTjX81pTU8PmzZsZO3YskydPBmprvXDhAps3b3a4IJT3QPOcOXMGgO7duze4bvTo0fzwww+cPXtWglDYRlZWFl9++SWjRo0iPj6ed955x94lNaDX6xk0aBD9+/evtz0yMhKA/Px8h/nABud4TsG5nle1Ws0TTzyBv79/ve0qlcohj7bkPdA8Xl5eAOzYsYMJEybUu87T05NFixbVG45x6NAhtmzZQkZGBgaDgaCgIBITE5k5c6a1+fSNN97A09OT4cOHs3r1anJyctBqtdx000106tSJZcuWcejQIVQqFX379mXu3LnWBc3//ve/061bN+Li4li7di2lpaXExsZyww03XLW5+8yZM6xevZqzZ88CEBcXxw033ECHDh2u6TmRIGxBISEhvPjiiwQHB5Oammrvchrl4+PDLbfc0mB7cnIyANHR0a1c0ZU5w3MKzvW8KpVKYmJigNrpxcrKyti9ezcnT57k9ttvt3N1Dcl7oHkGDRrExo0bWbZsGbt376ZPnz7WINJoNPVCcOfOnSxZsoTevXsze/ZsTCYThw8fZsOGDQDMmTPHetsLFy7w2WefMXbsWHx8fFi7di0ffPABsbGxeHh4cOONN5KWlsb27dsJCAhgxowZ1vueOHGCffv2MXbsWAICAti+fTv/93//x8MPP0yXLl0a/T2OHz/OO++8Q2xsLDNnzsRoNLJ7925ef/11Hn74YTp37tzk50SCsAX5+vo6/Aw1jTl37hzr16+nV69etGnTxt7l1OOszyk49vNa58CBA3z00UcA9OzZ0yE7y8h7oHmio6O55557+Oyzz7h48SIXL15kzZo1eHp60qtXL2bMmEFERAQAP//8M3Fxcdx7773W85mjRo3iqaee4tixY/WCUKfTcf/999OrVy+gtkXh66+/xmQy8dBDDwEwcuRITp8+zYkTJ+oFYVFREffeey99+vQBYPDgwfzzn/9k+fLlPPnkkw1+B7PZzJdffkn79u15/PHHUSprRwKOGTOGF198kW+//Zann366yc+JjCMU9Zw+fZpFixYRFhbGHXfcYe9yXIazPK8dOnTgscce45ZbbuHMmTMsWrQIi8Vi77JcgiO9B3r27MnLL7/M3XffzeDBgwkMDKS6upoDBw7wwgsvcOrUKQD++c9/8uCDD9br1FNWVoaPj491wu86Go2GHj16WC/XhWlduAEoFApCQ0PR6XT17hsZGVnvdv7+/gwaNIjz589bZ8+5VEZGBgUFBfTp04fKykrKy8spLy/HYDDQs2dPMjIyKC4ubvLzIUeEwurAgQN89tlnRERE8Je//AU/Pz97l+QSnOl51Wq1aLVaunTpgpeXF59++ilpaWmXbZ4STeOI7wGNRkP//v2t5zAvXLjAhg0bOHDgAF9++SXPPfccKpWK9PR0Dhw4QE5ODnl5eZSVlQEQGhpab3++vr6oVCrr5bqjtN+ee1YqlQ2+XEVFRTWoLzw8HIvFQlFRUYPp7vLz8wH4/vvv+f777xv9/YqKiggODr7q8wAShOJXGzZsYPny5XTp0oV7773X4ca5OStneF7LyspISUmhR48e9T5w2rZtC9Dg27u4No70Hqiurmbt2rW0bdu23tAJqH2977rrLqqqqkhJSaG8vJzVq1ezdetWYmNjiYuLY9CgQXTs2JGvv/66wRHXpSF4qaYMEWlsrtS6paXqArWx62bOnElcXFyj+6zrlNQUEoSC7du38/3339O/f3/mz58vE/jaiLM8rwaDgU8//ZQbb7yRKVOmWLcfP34cwGHPZzoDR3sPaDQa63m/3wZhnaioKI4dO0Z1dTVbt25l8ODBzJ8/v95tGmuubI66I7xL1c1489sjT/jf0ainpyfx8fH1rjt//jwVFRXWXqlN4Zh/maLV6HQ6li5dSmhoKGPGjOHChQv1rtdqtQ2aNsTVOdPzGhISwrBhw/jpp59QqVTExsZy+vRp1q1bx7Bhwxyqh6szccT3gFKppH///uzdu5e9e/cyePDgetdXVFSQlJREt27dqKioABo2Wx49epS8vDybrn94/vx5zp49az26Ky0tZd++fXTt2rXRjlHt27cnMDCQLVu2MHz4cOuQkKqqKj744AOMRiMvv/xykx9fgtDNpaSkYDAYKCws5LXXXmtw/R133MHQoUPtUJlzc7bn9bbbbiMsLIwdO3ZYz63MnDmzwTgz0XSO+h6YO3cu586d45NPPmHfvn306NEDb29v8vLy2LNnD0ajkVtvvZWQkBBCQkJYu3YtBoOB4OBgzp07x549e9BoNOj1epvVpFarefvtt63znG7btg2LxcJNN93U6O1VKhXz5s3jww8/5F//+hfDhw9Ho9FY378LFiy4bFNto49vq19EXFnXrl3573//a+8yGhg2bBjDhg2zdxnXxVGfU3C+51WtVjN16lSmTp1q71KuibwHrp2fnx9PPfUUGzdu5JdffuGnn36ipqaGwMBA+vbty9SpUwkMDATgwQcf5LvvvmPz5s1YLBa0Wi3z5s3DZDLx7bffkp6eTrt27ZpdU1xcHAMGDOCnn36iqqqKzp07M2vWLOv41sYkJiZaxyv+9NNPKBQK2rRpw3333WcdwtFUEoRCCOFmPD09mTZtGtOmTbvi7aKjo61jAH9r7Nix1v83tiLE5b6kXG71iJEjRzJy5MjL1vLSSy812BYfH9/gHOH1kCBsRH5+PuXl5fYu44rqemxJrbYltdqes9QJzlUr4JBT4DkjCcJLmM1mFAoFSUlJ9i6lyZylVnleW44z1Cqvf8tRKBTW4QTi+kgQXqJuoOfw4cOddgonR5Sfn09SUpI8r25KXv+WU1FRwc6dOxsdayeaToKwEb6+vg1mMhDXr66JSZ5X9ySvv7iSxs79tTb5GiGEEMKtSRAKIYRwa9I0KoQQbuLTTz9lz5499bap1WoCAwPp2bMnM2fOvK7zuHq9HoPBcE0z5dTV4gjjQCUIHVRxcTHPPfcc9957b71VmvPy8li6dCmnT59GqVSSmJjI7NmzLzuR73fffceFCxcuO3ZHNF9zXquLFy+yfPlyzpw5g0KhoGfPnsyePds6oFnYXnNeL4PBwI8//si+ffsoLy8nIiKCKVOmNFiF3tHNnTvXugKGwWAgOzub7du3k56ezhNPPHFNnW/S09N57733WLBgwVVXlHdUEoQOqKioiEWLFjUYI1RZWcnChQsJDAzkzjvvpKysjOXLl1NQUNDooNeff/6ZjRs3yhI6Lag5r1VJSQkLFy5Eq9WyYMECampqWLlyJW+99RZPP/30NU0RJZqmuX9bH3/8McePH2f27NmEh4ezd+9eFi9ejJeXFwkJCa3961y3Pn36EBYWVm9bREQEX331FSkpKdc0M0tWVhYlJSU2rrB1SRA6ELPZzN69e1m2bFmj12/bto2Kigqefvpp67e54OBg3n77bU6fPk2nTp0AKCgo4LvvvuPIkSMOueyPK7DFa7Vjxw6qqqq4//77rbfx8/Nj4cKFnDx5st4ip6J5bPF6paWlkZSUxIMPPmgNvW7dupGfn8+xY8ecKggbU3c0d/HixWueoszZSRA6kKysLL788ktGjRpFfHw877zzTr3rjx8/TqdOneot6tm9e3e8vLxISUmxBuHSpUvJz8/nkUceYfXq1a36O7gLW7xWo0ePpmfPnvVuU7dMj8FgaJ1fxE3Y4vVKSkpCq9XWCzyFQsETTzzRar9HSyoqKgJqV8Woc+jQIbZs2UJGRgYGg4GgoCASExOZOXMmGo2G1atX8+OPPwKwcOFCQkNDrcMhSkpKWLVqFUePHqW6uprIyEimTp1abyV6qF154vvvv+fcuXN4e3szYMAAZs2ahUajaZ1fHAlChxISEsKLL75IcHAwqampDa7Pzs5ucC5CqVQSFhZGbm6uddsNN9xAdHR0kxbEFNfHFq+Vv7+/tXOBwWAgIyODr7/+Gq1WS/fu3Vv+l3Ajtni9MjIyiI6OZv/+/fz000/k5eURHh7OrFmzGny4O7rKykrr+E6j0Uh2djbffvstbdu2pXfv3gDs3LmTJUuW0Lt3b2bPno3JZOLw4cNs2LABgDlz5tC3b190Oh07duxgypQptG/fHqgd6P/KK69QXl7OmDFjCAsLY//+/bz//vvcc8899Z6vN998k0GDBjFgwACOHj3Kpk2bsFgszJs3r9WeDwlCB+Lr63vFHltVVVXWdbcu5enpWe+chyyk2vJs9VrVeeGFF8jNzUWj0XDvvfde06Ki4ups8XqVl5eTl5fHhQsXuOGGGwgMDGTbtm28//77PPDAA07VNPqvf/2rwTaNRsNjjz1mbZWoW8D33nvvtX6pHjVqFE899RTHjh1jzpw5xMTEEBcXx44dO4iPj7c2r65bt47i4mL++te/Wluqhg4dynPPPcfatWvrBeGMGTMYP348AMOHD+eZZ57h8OHDEoSicRaL5bLXydGfY7nW1+rWW2/FYrGwefNm3nnnHR544AE5R9iKmvJ6GY1GdDodTz31FG3btgVqzxG+8MIL/PTTT04VhAsWLLDO8mM0GikqKmLLli28/vrrPPDAA8THx/PPf/6T6urqeu/XsrIyfHx8qK6uvuL+jx49Stu2ba0hCLVB++CDDzZo8hwwYID1/0qlktjYWJKTk23wWzadBKET8fb2bvQNqNfrbbpatGi+a32t6paS6dq1K8899xzr16+XIGxFTXm9vLy8CAwMtIYg1H5wd+vWjR07drRWqTbRsWPHBr1GExMT+cc//sE333zDc889h0qlIj09nQMHDpCTk0NeXh5lZWUAhIaGXnH/hYWF1ibWS0VERDTY9tuxhx4eHphMpmv9lZpFZpZxIhEREeTl5dXbZjabKSgoICoqyk5VicY05bVKTU3l6NGj9W6jUqlo06aN03dHdzZNeb3Cw8MxGo0Njh5NJlOrduxoKX5+fnTp0oWcnBwqKir4+uuveeutt7hw4QIxMTHMmDGDf/zjH/WO8i7nWlbDcIQJw+1fgWiy7t27k5aWZv1WBrW93aqrq6VzhYNpymu1d+9ePvnkE/R6vfU2er2es2fPXnFlbmF7TXm9EhISqKio4MSJE9bbGI1Gjh07RufOnVu95pZQF/J6vZ6tW7cyePBgnn76aW677TZGjRpFTEwMpaWlV91PSEgI+fn5Dbbv2bOHJUuWYDQabV57c0gQOpFRo0ah0Wh46623OHz4MDt37uSjjz4iISGBjh072rs8cYmmvFYTJ07EaDTy7rvvcvToUZKSknjzzTfR6/VMnz7dzr+Be2nK6zVo0CDatm3LRx99xM6dO0lJSeG9996jpKTEJV6v0tJSUlNTiY2NpaKiAqBBS9PRo0fJy8ur13RZd0R36ZFyQkIC6enppKenW7eZTCY2bNhAenq6tUOOo3CsasQV+fv78+ijj7J06VI++ugjvLy8SExM5KabbrJ3aeI3mvJaRUVF8fjjj7NixQo+/vhjzGYznTt35g9/+APR0dF2rN79NOX1UqlUPPzww6xcuZKVK1ei1+tp27YtDz/8cL3zhs4gOTm53pjJoqIidu7cSXV1NTfeeCNRUVGEhISwdu1aDAYDwcHBnDt3jj179qDRaOq1YtTtZ9u2bZSWljJw4ECmTJlCUlISCxcuZMyYMQQFBXHgwAGys7MbnQXL3hSWK3WXcjOlpaWsX7+eSZMmybppNnTx4kV27dolz6ubkte/5VzrZ1Zjk24rlUp8fX1p164dEyZMoFu3bkDt6/bdd99x/vx5LBYLWq2W4cOHYzKZ+Pbbb/n73/9Ou3btMJlMfPTRRxw5cgSNRsOrr76KRqOhqKiIFStWcOzYMYxGIzExMcycOdO6/8tNum2PybglCC8hQdgy5IPQvcnr33LkM8s2pGm0EXXt48I26gYky/PqnuT1bznynNqGHBFeQq/Xs3btWofr0eQKFArFFQctC9cmr3/LUavVTJkypdGZcUTTSBD+hl6vp6amxt5luByz2ewQ44WEfcjr33I8PDwkBJtJglAIIYRbk69oQggh3JoEoRBCCLcmQSiEEMKtSRAKIYRwaxKEQggh3JoEoRBCCLcmQSiEEMKtSRAKIYRwaxKEQggh3JoEoRBCCLcmQSiEEMKtSRAKIYRwaxKEQggh3JoEoRBCCLcmQSiEEMKtSRAKIYRwaxKEQggh3JoEoRBCCLcmQSiEEMKtSRAKIYRwaxKEQggh3JoEoRBCCLcmQSiEEMKtOW0QZmZmEhQUxNatW+ttP336NDNmzCAoKIiwsDDuvfdeSktL7VOkEEIIh6e2dwHXIyMjg0mTJqHT6eptLykpYezYsURGRvLZZ5+Rl5fHE088wblz51i3bp2dqhVCCOHInCoIzWYzn3/+OY8//jgWi6XB9f/5z38oLCwkKSmJsLAwAGJiYpg6dSq7du1i2LBhrV2yEEIIB+dUTaNHjhzhnnvu4Q9/+ANLlixpcP369esZMWKENQQBJk6ciL+/P2vWrGnNUoUQQjgJpzoibNu2LadPnyYmJqbBuUGAEydOMG/evHrbVCoVHTp0IDU19ar7r6mpoaCgAB8fH5RKp/qOIIRwQ2azmcrKSsLCwvDw8LB3OU7LqYIwJCSEkJCQy16v0+kICAhosN3f379JHWYKCgrYtWtXs2oUQojWNmzYMKKjo696uzfeeKMVqmnoscces8vjNpVTBeHVmM3my17XlCM8Hx8foPZN5efnd12PIxqqqKggJSWFhIQEfH197V2OaGXy+reciooKdu/ebf3sEtfHpYIwMDCQsrKyBttLS0tp06bNVe9fF5Z+fn6NHlnWMZvNjXbWEZenUqnw9fXF39/f3qUIO5DXv2XJqZzmcakg7Nq1K6dPn663zWQyce7cOWbPnm2zx6mqqqKystJm+3N1dc+VTqfDYDDYuRrR2uT1bzkVFRX2LsEluFQQTpw4kVdffZX8/Hy0Wi0AGzZsoLy8nIkTJzZ5P0VFRVRXV7dUmUIIIRyISx1P33vvvXh7ezNhwgRWrFjB4sWLuf3225kyZQpDhw61d3lCCCEckEsFoVarZcuWLYSFhXH77bfz1FNPMXfuXL799lt7lyaEEMJBOW3T6OjRoxvtsJKQkMDGjRvtUJEQQghn5FJHhEIIIcS1kiAUQjglY1k51RcvYq6psXcpTWYxGqm+mI3xNwsGCPty2qZRIYR7MpaVk/vFl5QnJYPFgtLbm+CJ4wmdNgWFg46ns1gslGzaQuGPazCVlwPg06M7kX/4HZrQy8+WJVqHY75rhBCiERazmaxF71B+6DBYLCg8PTFXVVH4w2oKf1pr7/IuS7d9J3nfLMVUXo7i1zlBK48dJ2PhW5hlbKXdSRAKIZxG5clU9OfOo/D0pN0//k7nt99EO28uAMUbNjpkqJhqaihYtRqA4MkT6fz2m3R48TlUAQEYcvMoO5hk5wqFBKEQwiGZzWZqamrq/VSeOw+AT494lFGRGIxGfEcMQ+HhgbmqisrsnAb3qampafH5gRurtaamhqJduznz+JOYdLWT/pfs2EXx/gMQEoxv3z4AVJ5Pb9VaRUNyjlAI4ZCMRiM5OTnWy/n5+ShLSvABytJOc/HgQVCrMWVdJKSmBotCwYnz57DkZKNSqayzSwFERka26DJFjdVKVha+q9agACxQ+29FBXkff8a5/Dy8jx1DBeRXVmC45L4tXatoSIJQCOGQ1Go1kZGR1suRkZGYu3Qh48BBKCsndOWPeLSLpSLlGAB+ffsQN3jwZffV2rXm7TtABeCb2A+lny9l23bUBqLFgv+GTVj01Sg0GjrNnIE6MKDevkTrkmdcCOGQlEplwyMjDw/a3H8vF999H2NREcaiIhSAV1wHov5wOyo7HUk1VqsxLx+AoKGD8enWFWN+AVXHTwBg0Vej9PIi6k9/xEcb1ur1ivokCIUQTsWncyfi/v0S5cm/UF1YyIWaatpPmYzK09Mu9aSmpmIymRpsV3p6ogAyNm/FolZhmTAWs06HR9ZFzBHhmG6axQW1Co4fb3BflUpF165dW6F6ARKEQggnpPT0IGDQAGpqajAlJ6NQKOxWi8lkYtSoUQ22lwQFk/LP51AeO45XURFYLOhzcgHo/dADBPbocdl9btu2rcXqFQ1Jr1EhhGgBQb170fGeP6H09ESfnYM+JxeVlxed7r/3iiEoWp8cEQohRAuJmjIJ7cjh6H7t0BPYMwG1j4+dqxK/JUEohBAtoOLCBfK3bMNQXo5/l85oR46w23lMcWUShEIIYWMXf1rL2Q8/gl+XisvdsJGsFT/Q88Xn8QgJtnN14rfkHKEQQtiQPieHs4s/BouF4P6JxNw0G01wEFVZFzn70Sf2Lk80Qo4IhRDiehmq8Cs7AxcDrZvy1+0Es5nAru3pvmAKCoWCsE4hJL+ymMLdezCdP4DKQ3PF3fqVnQFDB9B4t/RvIJAgFEI4MbVajaenp91mY1GXnCHx4CNw8H/bTBc7Ah3wKtiF4sPFAHgZ1cBoLGYzlsWTQW284n4TgeK4lRi1CS1Wu/gfCUIhhNNSKpXWH3swBnXkUP83SezXz7otICUN3v2G/PL2hAx6BN824aSv3gqk4BOtRXXvRrjKuMdDSUm0DerYorWL/5EgFEKI66Xxpty/I0T3sW4KjuhJwLajlKYc48T7S63bLUCFhw96ZRTeUZEN93WJ8jSdNIu2IuksI4QQNqRQqejx9N+ImjENxSVNtgpAcT6d5Mf+SsX5dPsVKBqQIBRCCBtTeXsTOqA/FqMRM5AR157OTzyOX+dOmCoqOf/ZEnuXKC4hTaNCCNECMrfvACBPG8asl/+Fl5cX/u1iSbr/IYqTf8FsNKKUJZccgrwKQgjRDCqVqsEk2RUVFeQcOEAXICwkhH379mGxWCg/f54gwGKxsGP7dlCpLrtP0XokCIUQohl+u1xSeXk5ixcvJiAwgC66MtSn0gjt3AllWCg523YC4NerJzE9e9qjXNEICUIhhNMymUwYDAZMJpNDHEXp9Xo+++wz9Ho9v7vvXow/rkG3czeFP64BQAUo/XwJnzvbvoWKeiQIhRBOy2QyYTQaHSIIDQYDX3zxBcXFxdx1112EhYVh+cPv8ImPp3TPXowVFZT6+9P5lrl4hIfbtVZRnwShEEI0k8lk4ptvviErK4v58+cTGVk7TlChVBIwaAABgwYAcPToUbwlBB2ODJ8QQohmMJvNLF++nNOnT3PbbbfRtm1be5ckrpEEoRBCXCeLxcJPP/3EkSNHmDt3Lp07d7Z3SeI6SBAKIcR12rRpE/v27eOGG24gIUEmyHZWEoRCCHEddu3axdatW5k0aRL9+/e3dzmiGSQIhRDiGiUlJbF27VpGjhzJiBEj7F2OaCbpNSqEcCpmg4GKlGOYKypRt41FoVCguMqyRrZ0/PhxVqxYQf/+/ZkwYUKrPa5oORKEQginUXkylYv/XYyprMy6zbdrZ9R9+7bK4585c4Zvv/2WHj16MHPmzFYNYNFypGlUCOEUjGXlZL3zH0xlZaiDg/Du0hkUClSpaRT8sLrFHz8zM5Mvv/ySuLg4brrppmteDNhgMKDX6zEYDC1UobheEoRCCKdQtm8fZr0ejzZt6PDSC7R94jGi7l4AQMm2HVjM5hZ77Ly8PD777DMiIyO59dZbUV/HqhEWi8X6IxyLNI0KIRxOamoqJpOp3jbFqTSUgD5cy8m0tNqNGjUqwFxZyYlffgFPz8vuU6VSNZgguymKior45JNPCAwM5Pe//z0eHh7XvA/h2CQIhRAOx2QyMWrUqHrbcmoMnE5Kxjszk14JPfEICSbz+xWkAx6hoQwYPx7FFZorf7tUUlOUlZXx6aef4uHhwZ133om3t/c170M4PglCIYRT0A4fxoWvl1KdX8DBP92L2t8PQ3EJAG1mzbxiCF6PqqoqPvvsMwwGA3/605/w8/O75n3U5OSg27239rxmbAx4ytGkI5IgFEI4BZW3NwnPP8Opt96mPC0NQ3EJKi8v2sy+kejp02z6WDU1NSxZsgSdTsfdd99NcHDwNe9Dt3M3OZ8tgUvOCfr5+2Ps2BGPXyflFo5BglAI4TR8YtrQ5/VXqMzMwlhejk/btqh9bNtcaTQa+frrr8nJyWHBggWEX8dqEYbiYnKWfAkWCz49uuPVri263XuhpITCb5fh89ADNq1ZNI8EoRDC6fjEtGmR/ZrNZpYtW8bZs2f5wx/+QExMTJPvZzQarZd1+w6AyYRnh/aE3/dnFAoFmt49yX35NSpTjlFVUoLKx6fRfanV6msemiGaR4JQCCGoHd6watUqjh8/zi233ELHjh2bfF+j0UhOTo71ckl6Op5AmUpJ3i+/1G40GAhQKFBYLKQcPozF1xeo7c2q1Wqt942MjJSeqa1MglAIIYANGzZw8OBBZs+eTffu3a/pvmq12roYL0DgsKHkHDiE5/kLxJgteLRrR8nadZRbLKi1YfQaMuSynXuuZ4yiaB6XPf7+8MMP6dGjB76+vsTHx/Puu+/KQFYhRKO2b9/Ojh07mDp1Kv369bvm+yuVSjw8PKw/AT2649OjOxajkbzFn5D5j2cp370XAO2sG/H08qp3+0t/pFm09bnkM7548WL+9Kc/MW7cOFatWsW8efN48MEHWbhwob1LE0I4mAMHDrBhwwbGjBnD0KFDbbJPhUJBm/vuIWTyRFS/DrvwbNeW6PvvIWCgLNnkaFzyGPzjjz9m+PDhLFq0CIBx48aRmprKO++8w2OPPWbn6oQQjuLo0aOsWrWKwYMHM3bsWJvuW+npgfam2Whvmo3FbLb5OEdhOy75yuj1egICAuptCw0NpbCw0E4VCSEcTVpaGsuWLaNXr15MnTq1RVeSkBB0bC756jz00EOsX7+eL774Ap1Ox/r16/nss8/4/e9/b+/ShBAO4MKFC3z11Vd06tSJ2bNny3k5N+eSTaO33norW7durRd8kyZN4q233rJfUUIIh5CTk8Pnn39OmzZtuOWWW1CpVPYuSdiZSwbhDTfcwM6dO3n11VcZOHAgR48e5dlnn2Xu3LmsWLHiqk0gISEhDZpWL2U2m6UH6jXQaDQABAYG4u/vb+dqRGu7nte/JcJJpVJhNBr5/PPP0Wq1PPjgg04/iXbdcyuax+WCcPfu3axbt44PP/yQu+66C4BRo0YRFxfHtGnT+Omnn5g+fbqdqxRCtLbKykrefvttvL29eeCBB5w+BIXtuFwQpqenAzBs2LB620eOHAnAsWPHmh2EVVVVVFZWNmsf7qTuudLpdLI6txu6ntf/t2sRNld5eTkbN24EYP78+RgMBoqKimz6GPZQUVFh7xJcgssFYbdu3QDYsWMH8fHx1u27du0CIC4u7qr7KCoqorq6umUKFEK0Kr1ez9tvv41er+eee+4hKCjI3iUJB+NyQdi3b1/mzJnDo48+SnFxMYMGDeLYsWM8++yzJCYmMmvWLHuXKIRoJQaDgffee4+cnBzGjBlTb05PIeq4ZJ/hr776ikcffZT333/f2lt0/vz5bN26VebxE8JNmEwmFi9ezNmzZ7n//vsJCQmxd0nCQblkKnh4ePD888/z/PPP27sUIYQdmM1mlixZwpEjR7jvvvvo0qUL2dnZ9i5LOCiXPCIUQrgvi8XCsmXL2Lt3L/Pnz6dnz572Lkk4OJc8IhSuy2wwUHnsBKbyMrw6tMezTcss0Cqcg0mvp/jQYUz6KgJ7dMcrMpI1a9awadMmbrvtNgYOHGjvEoUTkCAUTqPq9Bmy/vMBJp3Ous0vsR9Rf7wTpSxk6nYK9x3g1P+9jemSIQSmXgmszs3mhhtvZNSoUXasTjgTaRoVTsFUWUXm2+9h0ulQBQbi3bULKBSUH0qiYPlKe5cnWpk+N5eTr76OqaICz4hwAuJrh02pjqQws00sU6ZMsXOFwpnIEaFwSGazGaPRaL1cuncv5ooKNOHhRP/9CZQeHlT8coS8/y6mZMcuAmdMQ3GZ6abUarVMquxMDFX4lZ2Bi4GXvUnuqi1YjEYCOrel50O/5+iZCxzIymRAaTnhGekosn9pcB+/sjNg6AAamVFG1CdBKByS0WgkJyfHetlwIQMAc0w0eb/OCGIJC639t7qanPR0FL8ugPpbkZGReEjTqdNQl5wh8eAjcPDyt9Gf7wFEEVS+hbT3VvNB0Sj6+hVAqRfV+YXwQcNm0USgOG4lRm1Ci9UunJMEoXBIarWayMhI6+Xyzp3I37kbTp8lzMMDVXAwpVu2ogeUfn5EduiA4jITNcvYUediDOrIof5vktiv32Vv47t+F/krN5Nt7M+yUk86tg9nlE8Xci7uxycmCv60rcF9DiUl0TaoY0uWLpyUfEIIh6RUKusdxQUNHEDJj2sw5BeQ8czzqPz8rZ1mQiaOx1MmUHYdGm/K/TtCdJ/L3iRidgcyN+7HkF/MdIUCz9JKckpLAWgz95ZG71ueppNmUdEoOXEinIJSoyHm0Yfw7tQRTGZMOh0KDw8CJ08kaOJ4e5cnWpkmMJCQe+6mWK1CZbFgLC1F5etL3F0LCB890t7lCScjR4TCaXhotbR98q/U5OZiKq9AERZKnk6HyWxGllZ1P1lGA+siwnjpscdRGI34tm+HytPT3mUJJyRHhMLpeERE4N0xDqU0h7qt8rNnqVy5iknlVRRu3YYmwF9CUFw3CUIhhFPJ27qd5Mf+H4HnLxCiK+Xiqh85/JdHKTly1N6lCSclQSiEcBrGykrO/Oe/YDaT4emBcvJEArrHY66pIe2d97DYeEFf4R4kCIUQTqPk8C+Y9HqUoSFsDfKn4+wb6fHM06i8vanOzaPi3Hl7lyickHSWEUI4HJVKxbZt9ccClpWVoTqVhj9QVl2N2tufPXv2oLBYCLZYUALbNm/GeCwFlUqFv79/g30K0RgJQiGEw+natWuj241du3Fm5258yysYERRIv8godDt2odPrUfn50n/6NJSXmWpPiMuRplEhhNNQBwUSMrV2Qu2YzItcePlVdDt3AaC9abaEoLguckQonFbdNGwyhZp7UY0Yxs7t2xjm64+6shKVVkvo5IkE9O5l79KEk5JPEOG0fjsNm3APWVlZnPP2Yt4Tj+Hh4UFOTg5el8xLK8S1kqZRIYRTyczMJCgoCL/LrDYixLWSIBRCOJXMzExiYmLsXYZwIRKEQginYTKZuHjxogShsCkJQiGE08jLy8NgMEgQCpuSIBRCOI3MzEyUSiXR0dH2LkW4EAlCIYTTyMzMJCIiQnoLC5uSIBROy2QyUVJSgkkmWnYbmZmZtGnTxnpZoVCg0WhQKBR2rEo4OwlC4bRMJhOlpaUShG6iurqavLw8YmNjrds0Gg1RUVFoZEYZ0QwShEIIp3Dx4kUsFot0lBE2J0EohHAKmZmZeHh4oNVq7V2KcDEShEIIp1B3flCplI8tYVvyjhJCOIWMjAxpFhUtQoJQCOHwSktLKS0tlSAULUKCUAjh8DIzMwEkCEWLkCAUTkvGkLmPzMxM/P39CQwMtHcpwgVJEAqnJWPI3MflVpwwGAxkZ2djMBjsUJVwFRKEQgiHZjabycrKajQILRYLBoMBi8Vih8qEq5AgFEI4tIKCAqqrq+X8oGgxEoRCCIeWmZmJQqGoN8eoELYkQSiEcGiZmZlotVq8vLzsXYpwUWp7FyCEOzDqSina8DOVx0+i0KjxT+xL0JjRKGU5oav67YoTQtiaBKEQLcxYUkL6S//GWFRs3aY/e47y5CPEPvYwCrX8GV6OwWAgJyeH/v3727sUtzNp0qTrut/69ettXEnLk79AIVpY4Y9rMBYVo9FqCZt1A+bKSvK/X05V2mlK9+4jcPgwe5fosLKzszGbzdJRxg66d+9+XWN0JQiFaEUGg4GCggLCwsLsOpbQbDZjNBove33ZkaMAhNw8B68e3QEI0OkoWf0TpYd/wXvgAOtt1Wq1TCp9iczMTNRqNREREY1er1KpCAgIQKVStXJl7uFah6U46+QWEoTCaTnKGDKj0UhOTo71cn5+fr3Fgv1rDCiB1BMnUBhqAPDMysKL2jk0LZfcNzIyEg85b2iVmZlJdHT0ZYNOpVIRFBTUukW5icWLFzfY5uvry6233opCoeDDDz+0bvfx8eG2225rzfJsSoJQiGZSq9VERkZaL1/6f4DCU6cp3bqdgP0HCY2IQFFdQ/Gx41iAyBHD8b/k9mo5X1hPRkYG8fHx9i7DLZWVlTXYdmnLy6XXm83mVqmppbhsG8zevXsZM2YMvr6+REREcMcdd5CXl2fvsoQLUiqVeHh4XPZHO3M6am0YyvIKir9eStHylViqa/DpHk/I0CH1bivNov9TUVFBcXGxnB90IF27drV3CS3CJb9+Hjp0iDFjxjB+/HhWrFjBxYsX+dvf/kZaWhq7d++2d3nCzagDAmj79/9H6tff4l9YhFKjwS+xH0EjhqFQy7mty5EVJxyHQqFgyJAhDBo0yLpNqVRajwTrzg3a+zTF9XLJIHziiSfo27cvP/zwg/UbdkBAAA899BDnzp2jQ4cOdq5QuBuNvz+WIYNo17OnvUtxGpmZmfj4+BAcHGzvUtxaSEgIkydPJjIysl7Q+fv7o9PpgNpzhMAVO405MpcLwsLCQrZu3cpnn31Wr5lp9uzZzJ49246VCSGuRd2KE87aE9EVDBw4kCFDhlg7K5WWllJcXEy7du0YP348O3bsQKlUMmrUKADKy8vtWe51c7kgPHLkCGazGa1Wy+23386qVauwWCzMnj2bRYsWSQ8zIZyAxWIhMzOTIUOG2LsUt3XrrbcSFRUF1L4eFRUVrFixgvDwcNq1a2f9uVR6ero9Sm02lzszn5+fD8CCBQvw9vZm5cqVvP7666xevZrp06c7bRu2aEjGkLmuoqIiqqqqrnp+0Gw2U1NT4/S9Fh1RXe9ni8XCmTNnWLJkCUVFRZw8eZJz585hsVjq/RQXF7N37147V319XO6IsKamdpxWYmKidRzMuHHjCAoK4tZbb+Xnn39m4sSJV9xHSEgIAQEBl73ebDZLoF6Dui7XgYGB+Pv723TfWq3WpvtrSRqNhpCQEHuX0equ5/U/c+YMAAkJCfj5+V32dpWVlZw6dYouXbpYz1O5k5aeSKK8vJwtW7aQlpZWb/vKlStJSEigbdu2qNVqcnJySE5Otn7+OhuXC8K6P7Tp06fX2z558mQADh8+fNUgFELY1/nz59FqtVcMQdGykpOT2blzJwaDgdDQUIKDg1EoFBQXF1NQUEBKSgopKSn2LtMmXC4IO3fuDEB1dXW97QaDAQBvb+9mP0ZVVRWVlZXN3o+7qHuudDqd9XVwRwaDgaKiInuX0equ5/U/ffo0UVFRV32+6o5ASktL0ev1zSvUCVVUVLTYvrds2UKbNm0YO3Zsg5aXgoIC1q9fT25ubos9fmtyuXOE8fHxtG/fnm+++aZe8+WqVasAGDFixFX3UVRURH5+/mV/JATFtTKZTBgMhnpTr4nGGY1GsrOziY2NtXcpbi00NJQ5c+ag1WobnA8MDQ1l7ty5LjO0xeWCUKFQ8Nprr7Fnzx5uueUWNm7cyKJFi3j44YeZM2cOffv2tXeJwg2ZTCaMRqMEYRPk5uZiNBplIL2dDR48GJVKhV6vZ9euXUDt5+uhQ4eoqqrCw8ODYcNcY+UUlwtCgJtuuolVq1Zx7tw5pk+fziuvvMI999zDl19+ae/ShBBXkZmZiUqlajBnq2hddWM4N23axP79+63bk5KS+Pnnn7FYLC5z1O5y5wjrTJ8+vUGHGSGE48vMzCQyMtKuS2sJ8PT0BKi3skqdwsJCoOV7rbYWlzwiFO5BxpC5proZZYR91fWFiI6ObnBd3UD60tLSVq2ppUgQCqdVtw6gs85vKBrS6/Xk5+c3OQjrlsCS5ats78KFC1gsFiZPnlyv1+jkyZMZO3YsCoWCEydO2LFC25EgFEI4jGtdcaJuCSxZvsr29u3bR1VVFQqFot4com3btgVq14o8ePCgvcqzKfkaJYRwGJmZmXh5eREaGmrvUtyeTqdj6dKlDB06lKqqKqD2dERBQQHHjh0jOTnZZWbYkiAUohUoFArrj7i8zMxM2rRpI0d4DqKoqIgff/wRgPfff5/q6mqXPCdvsyDMyMhAr9cTHR2Nr6+vrXYrhEvQaDR4eXm5TC+7llC34kRiYqK9SxG/ERYWRlBQEEqlEp1O5zIzytRpdhAuWbKEp556iqysLKD2m6/RaOTLL7/ktttuk2/AQogm0el0lJeXS49ROxo6dCj9+vVj/fr1pKWl0a5dO0aNGkVYWFi925WVlbFp0ybOnj1rp0ptq1ntD8uXL+eOO+4gMzOz3vQ7AHfffTdz5861SZFCCNd3rR1lhG0lJCQwaNAgPDw8KCsrIzY2llmzZhEWFtZgijU/Pz9mzpzpMq9Vs4LwlVdeAWqn4vniiy+s24uKitDr9axYsYKPP/64eRUKIdxCZmZmiyzVJZqmR48e1v+XlZUxbNgwFAoFZrOZ1NRUtm7dypYtW0hNTcVisaBUKhk6dKgdK7adZgVhSkoKCoWCJUuWMG/ePOv2kJAQ3njjDSwWCx988EGzixSiMTKGzLVcz0B6k8lESUmJzOFqA6GhoSgUCn7++WcqKioIDw9HoVCwc+dO1qxZw+HDh0lOTmbNmjXs2LEDi8XiMtPgNSsI66bgaayr84IFCwBcZsClcDwyhsx1mEwmsrKyrnnuSpPJRGlpqQShDXh4eACQnp4O/G8pu7pFki9Vd27QVZZVa9YnSPfu3QH45JNPGlxXUFAA4DLjTIQQLSc/Px+DwUCbNm3sXYrbqpuhycfHB4Djx48DjU+xFhERAcCpU6daqbqW1awgvP3227FYLPz1r3/lrrvusm4/dOgQd911FwqFQrpCCyGuKjMzE4VC0eiHrmgdJSUlAAwZMoSoqChSU1MpLCxkzJgxJCYmotVq0Wq19O3bl7Fjx5KTk8P27dvtW7SNNOvkyj333MPSpUvZvn07n3/+uXWoxMCBA623efzxx5tXoRAuwGAwoNfrMRgMMpawERkZGURERFhPt4jWl5qailarpUOHDnTo0KHedaNGjWpw+6ioKB588EEWLlzYWiW2mGYdESqVStauXcv8+fNRKBT1utdqNBpef/11pk2bZqtahXBavx1eJOrLysqSZlE7O3ToEGfPnm0wVOJKP66i2d3tvL29+eijj3j22WfZvHkzubm5aLVaJk2aJM0cQoirqqmpITc3l8GDB9u7FLdmNpv54Ycf0Gq1REZG4uXlhUqlsndZraJZQfjqq68ycOBABgwYQGxsLHfccYet6hJCuImsrCwsFovLDM52dvn5+eTn59u7jFbVrCB88sknUSgUKJVKunXrxsCBAxk0aBADBw6kV69e0q1dtCiTyURZWRn+/v5u883VFWVlZeHh4UF4ePg131ehUKDRaGQqR9EszW4atVgsmEwmjh8/zvHjx/n000+B2ibTvn37MmjQIF5//fXmPowQDdSNIfPx8ZEgdGIZGRlER0df1xdnjUZDVFRUC1QlLh0JcCWLFy/G29ub22+/3XrZ2TQrCDdu3Mi+ffvYv38/+/fvJzs723pdZWUlu3btYvfu3RKEQojLyszMpGfPnvYuQ/yGv7//FY+0LRaL9XqlUnnV2zuyZgXh2LFjGTt2rPVyZmYmO3fuZPHixWzevBlvb2+X6lkkhLCtsrIydDqdnB90QKWlpU2+rdlsprS01D2D8LdiYmK45ZZbuOWWW3jxxRd56aWXOHDggC0fQginpFKpUKvV0oT7G7LihOP66KOPmnzbqqqqa7q9o2lWb5YrzTP39NNP06lTJ958883mPIQQLkGlUqHRaCQIfyMzMxM/Pz8CAwPtXYpwY806IgwICKBXr14MHDjQ+tO1a1fr9REREaxbt67ZRQohXFPdihPO2qTmDhISEkhISCAkJASlUkl+fj7JycmkpqbauzSbaVYQVldXc/DgQQ7+//buOzyqMm38+Hdaeu8EQkmAJHRIAkFqQkep9nX3VSyr7Np13aK7Lj93dXd1sRdcEV3biwqigEgEQkhohgQkCRBCQkImhfQ+M5n2+wMzL0MCpsxkSp7Pdc2lOWfmnHvOGeaepx87xltvvQVcamCdPHkyHh4e7N27Fzc3N4sEKgiCczEYDJSVlTFz5kxbhyJcxeLFi02LK3T09xg8eDCDBw8mIiKCPXv22DI8i+lT1WhycjLe3t5mU+40NTVx4MABU0lw3LhxFglUEK4kxpA5ttraWtRqtWgftFOjRo0iNjYWo9GITqejpqaGmpoadDodRqORCRMmMGrUKFuHaRF9Hj5hNBo5c+YMR48eNT1yc3PR6XRERETw5ptvWipWQTAjxpA5to6OMn2ZY1Sr1VJTU0NQUJCYzNzCOoa0VFVVsW3bNlpbWwHw9PRk5cqVhIaGMnHiRAoKCmwZpkX0KBG++eabTJ06lUmTJpk+dBKJhNjYWGJjY7nrrruASx/O+vr6Xs0UIQjCwKBUKgkODsbd3b3XxzAajWi1WjFMywpCQ0ORSCSkpaWZkiBAa2sraWlp3HzzzQQHB9swQsvpUSJ86KGHTNVR48ePJyEhwfQYO3asqYpKoVCIJCgIwjUplUqx4oQd6yjsqFSqTvs6tjlLKbzHVaNGo5H29nays7PJzs5mw4YNwKVVjadMmWKWHCMjIy0esCA4IoPBYHqIOXgv1RpVVlYyZcoUW4ciXEVTUxMBAQGMHTu20wK8HX0/GhsbbRGaxfUoEe7YsYPMzEx++OEHMjMzqampMe1rbW0lIyODjIwM0zZ/f38SEhLYtWuX5SIWBAek0+nQaDTodDpcXFxsHY7NVVZWotfr+9RRRlNeTt3e/WiUSmojhhCQnIRruGgztpT8/HwSExOJj48nICCAkpISAIYNG2Yq5DhD+yD0MBEuXbqUpUuXmv4uLi4mMzPTlByzs7NpaWkx7a+rqyMlJcVy0QqC4BSUSiVyuZzQ0NBevb75+AnK3/kP6PUANBUW0ZxxiPC1v8Zr4gRLhjpgZWZmMnr0aAICAoiMjDSr4TMajdTX1zvNzGF96jU6fPhwhg8fzs033wxcujinTp0yKzWePHnSIoEKguA8SktLGTRoEHJ5z7+CDFotFz/8GPR63GNj0EWOQFZYhPpMPpUffkzUv55H0ovjCuZ0Oh2ff/45ixYtYsSIEWb7iouL+e677645u5gjseinRSKRMHbsWMaOHWvqQdre3m7JUwiCw1EVFlG7OwWv8yVUHjpKwLwkvMYP7PG1ZWVljB49+prPMRgM6HS6TtvbTp1G39KCzNeHgPvupq6hgYDkuVT89W/om5poOn0G92jzY8vlctE22wsqlYpt27bh4+Nj6gBZU1NDQ0ODbQOzsD4nwu+++45t27bh5eXFpEmTmD59OlFRUab9oj1EsBZHGEPWfCyL8g3vgdGIDFDV11OWm0fwLTcRsHC+rcOziba2Nmpra3+2fVCn01FZWdlpu/6nvgkGmYza+nokEgm1DQ0YZZcSXV11NTJfH7PXhIWFie+iPmhqaurRahSOpk+JcPPmzdxxxx2dxvAEBQUxZcoUBg8eTElJCd9//32fghSErtj7GDKjTsfFzzaD0YjH5IlUh4YQ1tpGc/pBarZuw2d6InJvL1uH2e+6u+KEXC4nLCys03a9jw+lW7ZhrKvH5eBhPOOm0JqZhbqhEYmrC4PipiC9Ymxib6pgB7rp06d363mHDx+2ciTW16dPx/r16zEYDJ22V1dXk5KSYrZwoyAMNOqSC+gbm5B6ehKy5k4qcnMJnDgRTdF52svKaTt9Gp+pCbYOs98plUrc3d0JCAi45vOkUmnXpTgXF4JWLqf6iy007dtP0779pl3Bq1bgJlaysIjExMRufX8P+ESYl5eHRCJh9+7dREREEBsbyw033EBOTo6pq60YWC84s/z8fPQ/9VzspKISGaDX6ThXcA6dTse5ggJkKhUSLrWTKU95dnqZTCYzW8XF2VhixYmARQtQBAZQvzeV9qpqXEJD8J+fjPeUyRaMVLDX2hZLs0h9wYwZM3B3d8fHx4df/vKX3Hzzzdx33318/vnn7Nu3zxKnEAQzBq0Wox30WNPr9cyZM6fLfUa9nsyUPbTX1hF8+CjjkpOoO3aMqrp6pC4uJP7iduRenatG09LSrB22zRiNRpRKJdOmTevzsbzj4/COj7NAVEJXPv/8807b5HI5gYGBJCYmUlNTwzfffGODyCyvT92oIiIiAEwD5sPCwkylxHXr1tHS0sKf/vSnvkcpCD/RlJWhfOV1Cn7zMMWPPonmk/+lvazc1mF1SSKTEXX/r5HIZNQfy+LMv16i6qdqvBFr7uwyCTq7+vp62traxIoTDqCsrKzTo6SkhOzsbFJSUhgyZIjTzAzUo0R4/Phxs79XrlyJ0Wjk1ltvNS2n8vXXXwOYuj2npqZaKFRhoNPW1HDhn/+mNTcPjEYwGjEUFlGx/lXaq2t+/gA2EDgtgYkv/oOQ5Ll4jRpJ0IzpjPvbOgYtXWzr0Gyiux1lBPtWXV2N0Wg0rVXo6HqUCBMSErjzzjspLS0F4Mknn2TkyJG4uLjg5ubG5MmTycnJYeLEicyaNQsAV1dXy0ctDEh1KXsxtLXhOnQow597luZbbsQQHIxBpaL+e/tdINQrKpLRjzzEpJf+ScxTT+I3gMcQKpVK/P398fTs3DYqOAY3NzcSExMBnOY+9qiN0GAw8PHHH/PFF1/w8MMP88c//pGMjAzT6vRr1qzh1VdfJTc319TI2jHrjCD0laqwEIDApYsobW1l24E0hmo1zAFa8s/Su8m6hP7U0VFGsH+PPvpop20SicSsk1N9fX0/RmQ9PUqEt912G5s3b0atVvPiiy/y3nvv8ec//5lnnnkGgDFjxpCSksILL7zAxYsXWbBgAc8995xVAhecV1c9MZubm/HQanEBCo7+QKq6DV9fX0a666ChGWV1Nfs3biQqKgp3d3e8vb3NXu/sPTEdgV6vp7y83LRygWDfOpLelT1HL/97QM41+umnn/LEE0/w1FNPkZqaSl1dHY8//jivv/46zz//PLfccgtz585l7ty5Vgq351avXk12djbFxcW2DkXopqv1xLzo4UXBq6/j+WMOsS4KYmJi0BbkAOA9fRrlxeepqKhg8eLFTJ8+3WwMmjP3xHQU1dXV6HQ6USJ0EKWlpV0OcTEYDLS2tpKXl2dqJnN0PR4+ERcXx969e9m1axd/+MMfyMnJoaioiNtvv53169fz4osvmtoHbe3jjz/mq6++YtiwYbYORbCAkLmzaczNpWpvKlFqDdoTP17anjyXUQ/9luktLezatYvt27eTmprKDTfcwIwZM5DJZDaOXAAoLy9HKpUyaJBYKskRfPnll7YOod/0evjEkiVLOHHiBBs3bmTIkCEYjUYyMzOZO3cuK1eu5MyZM5aMs8fKy8t5+OGHxa9PJyKRSjEsnM93Ab64zLyOwatWMP755xj18INIpFJ8fHy49dZbWbduHdHR0XzyySesW7eO7OzsATMw2J6Vl5cTFhZmt/PCCtfm7e1t1uRw5d+OrE/jCCUSCWvWrKGgoIDnn38eHx8fjEYj27dvZ8KECaxdu5aLFy9aKtYeuffee1m4cCHz5s2zyfkF69i5cyfuI6NIePJxRtz1P/iOHdOp+iY4OJh77rmHp59+msDAQDZs2EBKSgpFRUU2ilqAS4lQ/DB1TJ6entx7773cd999Xf7t6CyyLomrqyt/+MMfKCws5JFHHkGhUKDT6Xj33Xd/dqkVa3jvvffIysrijTfe6PdzC9Zz9uxZzp49yw033NCt6bmGDh3KI488wmOPPYbRaOT999/nv//9LxUVFf0QrXC5jpVCRCIU7FGfp1gzGAwUFBRw6tQp8vLyqKysJDAwkMrKSoxGo9mK9f2hpKSExx9/nE2bNhEUFNSv5xasa8eOHURERDBhQs9WII+JiWHRokUYjUa+//573nrrLSZMmMD8+fPx9/e3UrTC5Tq62YtEKNijHiXC/Px8U8LLy8vj1KlTnD17tsvFd23RJmM0Grn77rtZunQpN954Y6+PExAQgI+Pz1X3GwwG0ebUAx1tQr6+vt1qU+iqc0tBQQH5+fmsXbu2V5M1y+Vypk+fzowZMzh48CDffvstr776KrNmzWLx4sW9buuwRkccmUz2syszOBKFQkFtbS2urq6MHj1aLJBrQaK91TJ6lAhjY2M7fQl1lRBCQkKYMGGC6dFf3nzzTU6ePElOTo5pireO+HQ6HVKpVPwjdFA7duxgyJAhTJw4sU/HkclkzJ49m2nTprFv3z6+//57Dh8+zIIFC0hOThYzIVlJXV0dQ4YMEf/+BLvU46rRyxOfq6srsbGxZklvwoQJNlt66csvv6SmpqbL7tkKhYJnn32Wv/71r30+j0qloq2trc/HGSg6rlVjYyPabqwYceVg+nPnznHmzBnuv//+Xi/do9frqaurM9s2bdo0xo0bR1paGt9++y2pqakkJSURHx/f7ZLeVZdg6oOuYnVkbW1t1NXVMWXKFKd6X/agtbXV1iE4hR4lwqVLl5olvOjoaLsao7Vhwwaam5vNtq1bt46srCy++eYbwsPDu3Wcuro6NBqNNUIUemHHjh0MHjyYSZMmWfzYnp6eLF26lOnTp7N371527NjBoUOHmD9/PuPGjRMLS1tAU1MTarVajB8U7FaPEuGOHTusFYdFdDWFVmBgIC4uLsTHx9sgIqGvCgsLOX36NL/+9a+tWq3m7+/PTTfdxMyZM/n+++/ZvHkzGRkZLFy4kKioKKuddyAoL7+0TNbgwYNtHIkgdE1U2At2bceOHYSHhzN5cv+sPB4WFsavfvUr7rnnHiQSCZs2beKDDz4wfZkLPVdeXo67uzteA3D9RcExWGSFenv2wQcf2DoEoZfOnz/PqVOnuO+++/q9k8WIESO4//77OX36NCkpKWZDLpypR2d/KC8vF9fMwWm1WtOi61397eicPhEKjmvHjh0MGjTIZqtgSyQSxowZQ3R0NMePH2fv3r28+uqrJCQkMHfuXFHC6QaDwUBlZaVY+cPBtbe3k5KSctW/HZ1IhIJdOn/+PLm5udx7770273Ivk8mIj49nwoQJHD58mPT0dLKzs5k5cyaBgYE2jc3eVVdX097eLkqEDqi3Y2uv7LDoCEQiFOzSzp07CQsLIy4uzmx7ffZxyr/dhaaqGo8hgwlfvgyfmP4pbbi4uDBnzhwSEhI4cOAABw4cQCaTIZPJmDVrFnK5+Od0pY6lfEQidDz33ntvr6o+169fb4VorEv8yxXsTm1tLTk5Odxzzz1mpcGy7Ts4/94m099tJReoOXyU6CceJXjmjH6Lz8PDg8WLF5OYmMjWrVvZvHkze/bsYcWKFcTHx9u8BGtPlEolQUFB4keCA+vJLFqO2mYoPp2C3cnNzSU0NNRsyIu2qZniDz8GIGzRAgKmJnBxbyq1hw5T9J/3CZw2FWk/Tzfl5+dHYmIiv/rVr9i2bRsbN24kJSWF1atXM2bMmH6NxV6VlZV1e/yuYJ/Onj1rmqlLLpczevRoJBIJeXl5pud0bHdUIhEKdqX8QhFlZWWsWTUPaeVJ0/aGrDyMWi0eg4KIWjENbXMrtRI1SEDb0MDpZ58m6valuAX6dXlcr+ZC0I4AhbvFYw4PD+c3v/kN586dY+vWrbz66qvExMSwatUqhg8fbvHzOYr29nYuXrxolYkQhP6TlpZmWjzB09PTlPB2795tes7l2x2RSISCXdm/ZzchsiYSDv8ajvxflYykPgSYgLGuBO1b8zl5dirqdg/T/vq8Qn7860tMiv4BV5fOswLFAfWR29AFj7Na7CNHjuR3v/sdJ0+e5KuvvuKFF14gLi6OFStWEBoaarXz2qvy8nIMBgPh4eE0NTXZOhxBuCqRCAW7UVFRwamiMuZOmoRsxe/N9vm1qpD+8RVUGk/yGm5F3X4RqUKOQatD7umOwtsDVWUtyuDHibp1cadjZ2VnM9TP+jPESCQSJk6cyPjx4zl8+DDbt2/nr3/9K7NmzWL16tW4ublZPQZ7oVQqUSgUBAcHi0ToJK7W/t3RNuioq/KIRCjYjdTUVAIDAwmLmQrhk8z2yYER9zRR+M67tCovAmDQ6pDIZIx65GEwGjn9wr9oOFfR6bUALQWNVqkWvRqpVMqMGTNISEhg//79bN++HRcXF2666aZ+i8HWlEol4eHhovOQgzIajUgkErP7d/myT25ubqjVauBSj2qwziT0/UEkQsEuVFZWcurUKVavXo1CoSAtLa3zkzzc4ObVSHd+h6StDWNwMM0zEslVq5CczEUKtLVrunytrSaHd3FxYeHChahUKvbs2cPChQuvudalM1EqlYwdO9bWYQi9pNPpcHFxMSvRX17FHx8fT0ZGBoBpub2OxOhoRCIU7EJqair+/v5MnDjx2klrzBgaPb2o/OC/SBsacC25QJBWR2PGIQxA8KyZBNphj8358+eb1j/sy6LRjqKlpYWGhgaxIr0Da2hoICQkhPnz5+Pv749UKiU+Ph6JRILRaGTq1KmmBNhR5V9WVmbLkHtN1FkINldZWUleXh5z587tVsnNZ/o0vCZNxKjV4nL8R+p37sKgVuM+ehT+85L6IeKe8/T0JCkpibS0NIeceaOnlEolgEiEDuz06dMYjUY8PT2ZPXs2M2fOxM3Njerqag4dOoTRaMTV1RVXV1eMRiNqtZpDhw7ZOuxeESVCweb279+Pv79/t7vZS2Qywn9zPw0/ZKLcn4a/rx/eEyfgMzUBidx+1se80uWlwtWrV9s6HKtSKpV4enri5+eHSqWydThCL2RlZRESEkJMTIxpW8ccoxcvXqSxsZHx48fj4eFBZWUlhw8fdthOUSIRCjZ18eJFcnNzWblyZY/a8SRSKZ5TJqOSSoieNMnUWG9vjAYDLYVF6FUqvCIjSUpKIjU1lYULFzr1pN1KpZIhQ4Y47EwjwiW7du3i+PHjhIeHo9VqKSgoMLUDnjlzhjNnztg4QssQiVCwqdTUVPz8/Jxy0HXLuULyX34VlfJSu4nUxYXxNywl1Wjk+++/Z9WqVTaO0DoMBgNKpZIZM/pv2jvBeiorK6msrLR1GFYl2ggFm6mqqiIvL485c+Y43VyU2qZmcv/6/1Apy5C6ueEaEoyhvZ3KrdtYHBZOamqqabYOZ1NXV4darRbtg4LDEIlQsJnU1FR8fHz6bfX5/lSVuh9dcwvuQ4YwdeMG4t99m2F33A5AUPEFjEYje/bssXGU1lFaWgqIjjKC43Cun+GCw6iqqiI3N5dly5Y5bmlQq7o0h2m5b6ddqrOX5kkNGjccedM5aIKQcaGUAO1VVcxZkUTq3j0sGB+Gp7v5bDPWnBe1P5SVlREUFIS7u2PGLww8DvoNJDi6/fv34+3t3afV5yUSielhC/KGQuKOPQbHOu9zrRwGjKIu7VuGVPw/ZFIDtdVDgBhcFGoWnv9/7G9fxt63nmC5d67Za/tjXlRr6ugoIwiOQiRCK9K3ttJ8LBtdUxNuw4biOW4sEjHdFNXV1eTk5HDDDTf0qTSoUChwc3Mzm/apP+n8osiKf5m4LpJ5aGMLymffpFXlw7Hzy3D186FFWQFA+A3X47Pw78zZfYi9xz2Y96v1eLq7ml7bX/OiWoNOp6OiosIpOz8JzkskQitpzc2j/J3/YLhsyiG34cMY8uhDyJy423x3dJQGr1x93uEo3GnxjupyblOXcIh9xpez61+lvb4ebVMrSKUMWrKIwb9aAzIZC1ePIC3rafadqmLZsmWm1/b3vKiWVFlZiV6vFyVCwaGIRGgF+tZWUxJ0CR+E29ChtJz4EXVxCRc/3Uz4r++xdYg2U1NTw8mTJ7n++usdt22wm/wmjCf+P2/TmJOLrq0Nn+hoXIODTPt9fX2ZPXs2e/fuZd68eXh4eFzjaI6htLQUmUxGWFiYrUMRhG4T9XR9ZDAYaG9vN3vUH83EoFajGBRG+B+fIvB/7iDs4d8C0HwsC3VjY6fXtLe3YzAYbPxurG///v14eXk5fmmwm6QKBf5TJhM8c4ZZEuywaNEidDod+/bts0F0lqdUKhk0aJDT/8gRnIv4tPaRTqczG2xaXV2N/OxZ3IBWT09+zMkBQKNSESyRIDEYyDl2DKO3NzKZjODgYNNrw8LC7HaGFEuoq6vj5MmTLFmyxGbtevbG19eXWbNmmUqFjt7TUqlUMmrUKFuHIQg9IhJhH8nlcrNqoLCwMNqkMi4ey8ZVqWSYrx/SQWEUfvwpEqMRmY83E667DkkX04k5+6/oQ4cO4eHhQXx8vK1DsSuLFi3iwIED7Nu3j+uvv97W4fRaW1sbtbW1JCXZ58TngnA1zv3N2w+kUmmnUpxi4gQaRwxHfb6YihfXg1SK20/VnoFLF+Pq4L/6e6OlpYWcnBxRGuyCn58fM2fOZM+ePSQnJ9s6nF7rWIJHdJQRHI1oI7QCiVTKkEcexHtaAsikYDBgcHcn4KbV+M1z3C+6vjh9+jQeHh4kJCTYOhS7tHjxYtrb20lNTbV1KL2mVCpxc3MjMDDQ1qEIQo+IEqGVyLy8CL/vHvS//AXqhkbySoqJmjJlQM7G39DQQElJCcnJyRYtDWq1WtRqNVqt1uFLmf7+/syYMYM9e/awdOlSW4fTK2LFCcFRiRKhlcnc3VEEBsAAHkh/6NAhXFxc+jSLTFeMRqPp4QwWL16MWq3m7Nmztg6lx4xGo5hRRnBYA/fbuR/ZeiowW6qvr+fkyZNER0c7fKnN2gICApgxYwZnzpxBo9HYOpweaWhooLW1VSRCwSGJRNgPbD0VmC2lpaXh5uZGVJRjThnW35YsWYJWq+WHH36wdSg9olQqAdFRRnBMoo3QCowGAw37D9CQlo6uvh7XIYORxIyG8eNtHVq/amho4Pjx48yePdviQ0NUReep/mYH3gXnKP3qG3yvm07A4oVIHfzHRkBAAJGRkWRkZDBt2jSHGVeqVCrx8/PDa4BPHyg4JlEitIKqzzZT9en/0l5WhqGtDdXZAhTf7KTx0BFbh9avDhw4gKurq8VnkWk7W0Dpv/6NKjcPqUaDrrqG2q+3U/bG2xidYHaeMWPGoFKpHKpUWFpaSkREhK3DEIReEYnQwtovVtGQmgZA8M03MuzPf8LnukQAqrdsxajT2zK8ftPQ0EBWVhYzZsyweKmmestXGHU63MeOoWXVcoL+55dIXBS05Z2i7dRpi57LFry8vJg8eTLp6em0t7fbOpyfpdfrqaioENWigsMSidDC2s7kA+A+aiS6hkZKX3qZpkNHMAL6xiY05eW2DbCfpKen4+LiQmJiYq9e39Ucru3t7ahbWlAXFgHge8uN6IODcIubjNfUS+MTm3LynGIO1zlz5qBSqcjMzLR1KD+rqqoKrVbL4MGDbR2KIPSKaCPsg/z8fPR68xKepLoKKdBWXIKq4Nz/bf/pv+dT9mC8btpVjymTyYiOjrZCtP2nsbGRY8eOkZSUhKurK21tbT0+RldzuOr1etDr8ZFIkBiNFPz4Ixpvb/Ly8vAoVaIAqupqKc/Jcfg5XAMCApg0aRLp6ekkJCTYdfylpaVIpVLCw8NtHYog9IpIhH2g1+uZM2eO2TbtlCn8sHc/aLUgkRCSnER5VjbyhgYAXM6cYervHkd6lc4jaWlpVo7a+vpaGoSu53DtcDH7R9qOn8A/LYOhs2ehrTxHS8kFAKKWLMZlyOBOx3JEc+fO5cSJExw7dozrrrvO1uFclVKpJDQ01K6TtSBci2N+Q9gDrQqv5kIo9zXbrAACJ46m5lgeGI1U7d2HHGiXSnCRSNA1NKLJScM9tOtpqLyaC0E7wmEXZm1qauLYsWPMmTMHNze3Xh+nqzlcO4TddgsXLlxAV1tH/Vdfm7YHLrser8gRvT6nvQkICGDixIkcOHCAhIQEux1+o1QqGTZsmK3DEIReE4mwl+QNhcQdewyOdd7nVxtODWOQy9rx8WpA4aYi1TiYMVWXLrf0i9vApetOEHFAfeQ2dMHjrBi99aSnpyOXy5k+fbrVzqEIDGD4s8/QmH4QVWERMg8PfK5LxGO08y3/M3fuXH788UeOHTtm1WvaWxqNhurqambMmGHrUASh10Qi7CWdXxRZ8S8T18W0YYGtKoqefhWdBrQBk3EZOojxx3LRo6ZMIacw4k/84vpZKLqossvKzmaon2MOPm9ubiYzM5PZs2f3qTTYHTIPDwIWLbDqOexBYGAgEyZM4MCBA8THx9tdqbCsrAyj0Sh6jAoOTSTC3lK40+IdBeGTOu8CRj8mJf/fL9N8vozm82WmfYPd3dmTdYqXGtQ88MAD+Pv7m722paDRYatF+6M0OBB1lAqzsrL61O5qDUqlEhcXF7POSYLgaMTwCSsJmj6NEWvuNP0t9/JC5u4OTc0saGxBU1PD888/T2FhoQ2jtJzm5mZ++OEHpk+f7vCrrNuboKAgU6lQp9PZOhwzSqWSwYMHIx3Ak8oLjk98eq2oKnU/AOErlhH/n7eJeuA+3EJDMba384ux4wkJCeHf//436enptg3UAjIyMpDJZHbdu9GRzZ07l+bmZrKysmwdihmx4oTgDEQitCKV8lKVqGtgIJn33M/Zl19DffEiAE2Zx3j00UeZOXMmH3/8MZ9++qnd/drvrpaWFlEatLLg4GDGjx9PWlqa3XxOmpqaaGpqEolQcHiijbAPZDLZNcf9ST09kahUFG36EInRiNHHG9RqJO1a1OUVHH57A4Mnjmfq1Kmkp6dz6tSpTuMSHUFGRgZSqVSUBq1s7ty5vP7662RnZzN16lRbh2NacULMMSo4OqcrERoMBt555x0mTJiAl5cXkZGRPPbYYzQ1NVn8XNHR0cTExDBy5MguH8GL5gNcSoIKOXKpFEm71rRIr+vpfEaOHMnixYu58847UalUpKSkUFZWdq3T2pWWlhaOHj1KYmIiHh4etg7HqYWEhDBu3Di7KRUqlUq8vb3x8fGxdSiC0CdOlwj/9a9/8eCDD3L99dezbds2nnzySf773/9y4403WmUl846pwDoeOTk5nDhxghMnTlDo4Y7e99KAe4lWh76hEYOrK22Jl37Nt9dUm16nUCi499578fHx4T//+Q/Hjx+3eKzWcPDgQSQSiRhH1k+SkpJoamqyi8+HWHFCcBZOVTVqMBj45z//yf33388LL7wAwPz58wkMDOS2224jKyuL+Ph4i57zWlOBAdQry2nYtRt5UCD+K5bhPnYMDV/voAlwGzzY7PlyuZx77rmH7du3s2XLFioqKli0aBEymcyiMVtKa2urKA32s5CQEMaOHUtaWhqTJ0+22fRxBoOB8vJyZs+ebZPzC4IlOVUibGpq4le/+hW33nqr2faYmBgACgsLLZ4IrzUVGEBA0lyaUtPQ1dRS89GnSF1d0Tc3AxC4eGGn10qlUlatWkV4eDjffvstlZWV3HbbbXaZaA4ePAggSoM/o72hkap9qagrK3ELCyMkOQkXP9+ff+FVJCUl8frrr3PixAmLf567q6amBo1GIzrKCE7BqapG/fz8eO211zp9MW/btg2AsWPH9ntMigB/hjz2MC5hl4ZN6JubkXp4EHLH7XjHdZ6VBkAikZCYmMhdd91FZWUlb731FhUVFf0c+bW1tbVx5MgRpk2bhqenp63DsVtNZ/LJ+s2DFH/4EZW7v6f4w4/IWvsgTafP9PqYoaGhjB07lv3793da/aS/lJaWIpFIxNJLglNwqkTYlaNHj/KPf/yDZcuWMW6cbebvdI+KZPhzf2XYs88w9I9PEfXSP/BP+vneoZGRkaxduxZ3d3feffddcnJy+iHa7jl48CBGo5GZM2faOhS7ZdTryf/3K+hb2/AYNpSIm2/EY/gw9G1t5K9/BWMfklhSUhINDQ2cOHHCcgH3QFlZGcHBwVafSk8Q+oNTVY1e6eDBg9xwww2MGDGCTZs2dft1AQEB1+wJZzAYetfxJrDrFSd+Lpbf//73fPzxx2zevJmGhgaWLVtm05k8OtoG58yZ063OEh3zY/r6+uLt7W3t8PrVtdpvm87ko6mqQubpycR/Po/M3Z0hN64i894H0FRV03T6DL7jOtdSyGQyAgICrnney9crTE5O7vd25IqKCqKion42TnDu+29r9jb3rKNy2kS4efNm7rrrLkaPHs13331HYC+SkL1wcXFhzZo1REREsG3bNpRKJWvWrLFZu+G+ffswGAwsWOD8k17/HLlcTkZGRtc7C4sA0Lu6cjgri8bGRnx9fcHVBVog59gxaKjv8pjdsXTpUp5//nnTZAb9pb29nbKyMtE2LDgNp0yEL730Ek899RRz587lq6++uvTlY0EqlapXq673VVxcHD4+PmzevJkXXniBO+64g5CQkH6NQaVSsW/fPhISEtBqtdTV1f3sazquVWNjI1qt1toh9quoqKuvFKIbNIjCr3dAXR3BxSW0+/oQXFJKdW0dyGREzZyJ3LfrmofuXFcPDw9iY2PZuXMnI0eO7LdSYUlJCQaDgYCAgAF//22ttbXV1iE4BadrI9ywYQO/+93vuOWWW/juu+96lQTr6uqorq6+6sMWSbDDqFGjWLt2LTKZjA0bNnD69Ol+Pf+hQ4cwGAzMmjWrX8/riOQ+PgQsuDSpQvUXW3F57wOqP/8SAP/5yVdNgj2RlJREXV0dJ0+e7POxukupVCKXywkNDe23cwqCNTlVibCyspLHHnuM4cOH8+CDD5KdnW22PyoqyimWiwkMDOT+++9ny5YtfPLJJyQnJzN37lyrtxuqVCoOHz5MQkICXl5eVj2XswhavQK5nw/1e/ahralFERSI37xk/OclWeT44eHhxMTEsH//fiZMmNAvpUKlUkl4eLjdjm8VhJ5yqkT47bffolKpKC4u7rLEsmnTJu66667+D8wKXF1due2220hLS2Pv3r1UVFRw00034erqarVzHj58GJ1OJ0qDPSCRSvGfPw+vObM5kZ3NpClTLN7BISkpibfffpucnBwmTZpk0WN3RalUEhsba/XzCEJ/caqq0bvvvhuj0XjVh7MkwQ5SqZSkpCR++ctfUlRUxIYNG6itrbXKudRqNYcOHSIhIUH0/OsFo9GIUSKxyjR/gwcPJjo6mv3792MwGCx+/Mu1trZSX18vBtILTsWpEuFAFRMTwwMPPIDBYODtt9/m7NmzFj+HKA3at+TkZGpqaqw+1rRjxQmRCAVnIhKhkwgODub+++9n6NChfPTRRxw4cKBXpQ+j0YhBo8F4WcmiozQYHx8vVhroC4Ph0rW1Uqlw9OjRVi8VKpVKPDw88Pf3t9o5BKG/OVUb4UDn7u7OL3/5S/bu3UtKSgoVFRWsWrXqmnOhdjAajTTs20/d7u/R1dUh8/LCL2kOgdcv5ciRI7S3t4sJlnvJoNFQu+UrfNIPUqLV4hIWSsD1S/GdPs2i50lOTuadd94hNzeXCRMmWPTYHZRKJREREUgkEqscXxBsQZQInYxUKmXBggXcdtttnDlzhnfffZf6+s6Dtq9Uu+Nbqj7bjO6ncWH6lhZqt++k/IMPOXjwoCgN9pLRaKTsrQ007duP5KcxdO2VF6ncuImGA1cZiN9LQ4YMYdSoUVYrFRqNRpRKpZhfVHA6IhE6qXHjxnH//fej0Wh4++23KSwsvOpz9SoVdd+lABBww/VE/PEpQn91BwAtR37Apa1NlAZ7SXWukLa8U0jkcloXzmfov57Hf34yALXfbO/TfKNdSU5Opqqqiry8PIseF6C2thaVSiXaBwWnIxKhEwsLC2Pt2rWEhYXx4YeXSnYajYb29nazR+v5YowaDRIXBXW7dlH6wr+o+vwLpD+VAOMGhePu7m72Gmv3TnQkBoOh0zXteLTk5wPgNm4suuFDMbi64rvsepDL0DU00lZZadHrGhERwciRI0lNTbX4PRIdZQRnJdoInZyHhwd33nknKSkp7Nq1i8LCQmbOnIlcLqe6uhq9Xo+0rh5vwNh+qerOKJeBph2jph0Adz8/cnJyzCYjCAsL61bb40Cg0+morKw0/d1xXQEUtbV4AC0XLqAZP4a8vDykDQ146/QYgTPniwm+rFRoieuanJzMu+++y6lTpyy64kpZWRmBgYF2uTamIPSFSIQDgEwmY8mSJYSFhfH111/T0tLCLbfcwvjx4wHQlJVT3vFcHx80kSNwLS5B39CAEZi4YD7yK3oJ2mpldHskl8sJCwsz/X35/+tHjqT0SCayunoiDh7BdfgwWrOy0QMeY8cQOTWh07H6aujQoURFRZGamsqYMWMsNuNQaWmpKA0KTklUjQ4gkydP5r777qO1tZX33nuPiooKXFxcMFRevPQEmQx9UxPyEz+akqAEoL4BFxcXs4ctl4GyN1KptNP16Xi4BwQw6J67kMjlaIrO07RvP/rGJhQhwQy685dWu65JSUlcvHjRYnPR6nQ6KioqRCIUnJL4WT9A5Ofnm6rr5s2bR3p6Ohs3biQuLo5RLq7IAKNcjnHGdDTV1ZwvKyOmqQUJUFxTA6c6d+qQyWRER0f37xtxQN7xcbiNGEHTkaPoGptwGzYU74Q4pFasWh4+fDiRkZGkpqYSGxvb5wRbWVmJXq8XiVBwSiIRDhB6vZ45c+aY/p43bx5ffPEF+/fvx33mLEaFhtB+sQp51nEMQQFENbciBXzGxDJh1couj5mWltY/wTsBRWAAgdcv6ddzJiUlsXHjRs6cOcOYMWP6dCylUolMJjOr9hUEZyES4QAll8u5/fbbiYiI4PtNHxDe0IwC0Le2Im9tRQ64DR7M6McfsXWoQi+NGDGCESNGmEqFfRkEr1QqCQsLEyuiC05JNPQMcNMmTGRhiwqFTodaJqPd24uOCcACpyXg5gTLVg1kSUlJVFRUcObMmT4dR6lUimpRwWmJEuFAoFXh1VwI5Z0XKa7e9wNGtRrXsECO+3ljUFYxalAQPhU1XPzuO4bPG4vkKu1LXs2FoB0BCndrvwOhlyIjIxk+fDipqanExMT0qlSoUqmoqakxq1oXBGciEuEAIG8oJO7YY3Cs8z61chQwDFlDMZMrf1peqaUNAF2bGv07C5DLdV0eNw6oj9yGLthyY9UEy0tKSmLTpk3k5+cTExPT49eXlZUBYiC94LxEIhwAdH5RZMW/TNyUKZ32eRw8Dh/voE19KQn6jRuJuqoOddWlOUcbZ71N4PjRXR43KzuboX5R1gtcsIjIyEiGDRtGamoq0dHRPS4VKpVK3NzcCAwMtFKEgmBbIhEOBAp3WryjIHxSp13BN0RT+L/fYdTpQCqlrbyO9p8m3gaoOl5M4KJbujxsS0GjqBZ1ABKJhKSkJD744APOnj3b4yEvHRNti7GjgrMSiXCAkMlkVx3uIPXwQNLUBAYD7XV1l8YTDhuKtLCImpILV32dTCazZsiCBUVFRTF06FBSU1MZPXp0t0uFHStOxMXFWTlCQbAdkQgHiGuVAspjY2g++gNuUZH4LFrAuZoagn84hgYIGBNLSB/HoAm211Eq/PDDDykoKGD06K6ru6/U0NBAS0uLaB8UnJpIhAIBixbQkpWNurAI9Vsb8AE0AFIpEjc3DGo1Ujc3G0cp9NXIkSOJiIggNTWVUaNGdatUKDrKCAOBqPQXcBsawZBHH8JlyBULrhoM1O34lpLn/4m+pcU2wQkW01EqLC0t5dy5c916jVKpxNfXF29vbytHJwi2IxKhAIBHTDRBK5cDYJRI8J0/j+Cbb0Tm60N7eQU123faOELBEkaNGsWQIUNITU3FaDT+7PNLS0uJiIjoh8gEwXZEIhxArrWAbHt7O02ZWQC0jx2D97KleCXNIegXtwHQfCxbLMzrBDpKhRcuXKCwsPCaz9Xr9ZSXl4tqUcHpiTbCAeRaC8gCuFdX4wJo5TLy8vIAkFVexAvQadRmrxUL8zqu0aNHM3jwYFJTU4mKirpqW2FVVRVarVYkQsHpiUQ4gFxrAVmA5jYVNUXn8Tl7jsApk5F5e1N34iTtgNe4cYRc9nyxMK/j6igVfvzxxxQVFREV1fWkCEqlEolEQnh4eD9HKAj9S3ybDSAdC8hejf+M62jJOIS6uITq9z/8v9d5eBCycpkoATqR6OhowsPDTaXCriiVSkJDQ8V9F5yeaCMUTKQKBRFPPkbA9UtQhIYg9/fDZ3oiw57+PS5iHTqn0lEqLC4upqioqMvniBUnhIFClAgFM1I3N4JXrSB41QpbhyJYWUxMDIMGDSI1NZXIyEizfRqNhqqqKqZPn26j6ASh/4gSoSAMUB2lwvPnz3P+/HmzfeXl5RiNRlEiFAYEkQgFYQCLjY0lLCyM1NRUs+1KpRIXFxdCQkJsFJkg9B+RCAVhAOsoFRYVFVFcXIzRaERbW0vN6dPEeHiirbyIUYwZFZycaCMUhAEuNjaW0NBQjn39DcbaetrLK+iYZr34L+uQenoSdvedeE+cYNM4BcFaRIlQEAY4qVRK0sSJxOacor28otN+Q2sr5W+8jaqw696lguDoRCIUBIHA8xfMqocapVIUI4b/3wajkdpvv+vvsAShX4iqUUEYCLQq5A2FGAxGs2n1AHQtbbT8cNR8m0JOYPxIKs8XgwQwgrroHMbyE6bnyGQypFIJOr8oULhb/z0IgpWIRCgIA4C8oRD/z1d22m40wsmCeAwaP7PtgZp2mrZ/BXjDT4tUuOkqCfnqpk7HqL9lG7rgcZYPWhD6iUiEgjAA6PyiyIp/mbgpU8y2NxcpaT6xCYlMilFv3ju0TW2+BuGgm+6A614025aVnc1Qv66naBMERyESoSAMBAp3WryjIHyS2WbVqToAfMaOxWdMLKWbv7hUTLxCyLxkQm+8E65YqaKloFFUiwoOTyRCQRggZDIZaWlpZttURYV4AfWnz1AcOxpuXInrqVN4nMoHQB05HPXE8dT6+3N2585OK9XLZLL+Cl8QrEYkQkEYIKKjozttM8bEUHwih/ayMgK27cB1cDjq88UAuAwfxujf/w6JSHaCkxPDJwRhAJNIpQx+cC2uEUMwajSoi86bqkbbi0soee55dA2NNo5SEKxLJEJBGOBcgoOI+P3vkLpfauuTBfgjmzAOqbs7GmUZlf/92MYRCoJ1iapRQRhADAYDOp2u0/aW7OMYVCrkAQGE/vEp6pqb8GnXcvEfL9J6Moe26hrkvj5mr5HL5Uil4re04PhEIhSEAUSn01FZWdl5e5kSAENQIHXNTQA0KuTg6goaDVXFxUhDzVeiCAsLE6vXC05BJEJBGEDkcjlhYWGdtqvHjaNi9x6M54vxbW7BLXIETalpqDUaJG5uhMXGIL0i6cnl4utDcA5OW6+RkpJCQkICHh4ejBgxgpdeegljF+OjBGEgkUqluLi4dHp4x0TjERONUaul8uXXKH70Ceq2bgMgYNEC3Ly8Or1GVIsKzsIpP8lHjhzhhhtuICYmhq1bt3LHHXfw1FNP8c9//tPWoQmCXZJIJIT/5gF8rpuORC4HvQGZlydBq1cSeP0SW4cnCFbllHUbzz77LJMnT+ajjz4CYPHixWi1Wp5//nkeeeQR3N3FTBiCcCWZhzuD7r6T0F/cir6lBbmf36WkKAhOzulKhBqNhv3797Nq1Sqz7TfddBPNzc1kZGTYKDJBcAxSNzcUQUEiCQoDhtMlwqKiItrb2xk9erTZ9pEjRwKQn59vi7AEQRAEO+V0ibCx8dIsGD4+5mOeOuZIbGpq6veYBEEQBPvldHUfBoPhmvu709MtICCgUyK98hyiB2r3KRQKAHx9fTtN2iw4P3H/rafj2gp943QlQl9fXwCam5vNtneUBDv2C4IgCAI4YYkwKioKmUzGuXPnzLZ3/B0bG9vnc6hUKtra2vp8nIGi41o1Njai1WptHI3Q38T9t57W1lZbh+AUnC4Rurm5MXv2bLZu3cqTTz6J5KeFRLds2YKvry9Tp0792WPU1dWh0WisHaogCIJgB5wuEQI888wzzJ8/n1tuuYW7776bQ4cO8eKLL/KPf/wDDw8PW4cnCIIg2BGnayMESE5OZsuWLeTn57Ny5Uo++eQTXnzxRZ566ilbhyYIgiDYGacsEQKsWrWq06B6QRCEgSwgIMDWIdglp02EgiAIgrk1a9bYOgS75JRVo4IgCILQXSIRCoIgCAOaqBq9TMesNA0NDahUKhtH8/OMRqNpeIg902g0aDQa6uvrHWL8paNcV3CMWMX9t56OYV4/N6OWcG0iEV6moaEBgIKCAtsG4qTEdR3YxP23noaGBvz8/GwdhsMSifAyHfOLTpo0CU9PTxtHc2319fWcOnWKKVOm2P36iiJW63CUWB0lTnCsWOHSzDInTpy45tzIws8TifAy8p/WXwsNDXWYD1ZwcLCI1QpErJbnKHGC48TaMYeyXKwd2Seis4wgCIIwoIlEKAiCIAxoojwtCIIwwGi1Wvbu3UtmZiZVVVVIpVJCQkKIi4tj3rx5drnO4Z/+9CcCAwN54oknLH5skQj7SX19PevWrWPt2rVER0fbOhwzBoOB9PR00tLSqKmpwdvbm4kTJ7Js2TK77jBgz9cUHOu6GgwG9uzZQ3p6OvX19YSGhrJw4UKmTZtm69CuSXwGek6v1/Paa69RVFREYmIis2bNwmAwUFBQwLZt2zh58iSPPfaYXSZDaxGJsB/U1dXx2muv2e3YxJSUFL7++msWLlxITEwMFy9e5JtvvqG8vJxHHnnELsdU2fs1Bce6rt988w0pKSksX76cYcOGkZuby/vvv49EIunW0mW2ID4DvZOVlcXZs2e5//77mTJliml7cnIyu3fvZuvWrRw6dIg5c+b0e2y2IhKhFRkMBo4cOcKXX35p61CuymAwsHv3bmbNmmWapDw2NhZPT0/ee+89SkpKGD58uG2DvIwjXFNwrOva3t7Ovn37SE5OZvHixcClWC9cuMC+ffvsLhGKz0DfFBYWAjBmzJhO++bOncvXX39NUVGRSISCZZSVlfHJJ58wZ84cYmNjeeONN2wdUidqtZpp06YRHx9vtj0sLAyA6upqu/nCBse4puBY11Uul/PUU0/h7e1ttl0mk9llaUt8BvrGzc0NgPT0dBYsWGC2z9XVlddee81sOEZWVhapqamUlpai1Wrx8/MjLi6O5cuXm6pP//3vf+Pq6srMmTPZvn07lZWVBAcHc9NNNzFy5Ei+/PJLsrKykMlkTJ48mZtvvhkXFxfgUttfTEwMkZGR7Nq1i6amJiIiIlixYsXPVncXFhayfft2ioqKAIiMjGTFihWMGDGiR9dEJEIrCggI4G9/+xv+/v7k5+fbOpwueXh4cNttt3XafuLECQDCw8P7OaJrc4RrCo51XaVSKUOGDAEuTS/W3NzMoUOHOHPmDHfccYeNo+tMfAb6Ztq0aezZs4cvv/ySQ4cOMWnSJFMiUigUZkkwIyODjz76iIkTJ7J69Wr0ej3Hjx8nJSUFgBtvvNH03AsXLvDhhx+SnJyMh4cHu3bt4t133yUiIgIXFxdWrlxJQUEBBw4cwMfHh2XLlplee/r0aY4ePUpycjI+Pj4cOHCAV199lUcffZTRo0d3+T5OnTrFG2+8QUREBMuXL0en03Ho0CFeeuklHn30UUaNGtXtayISoRV5enra/Qw1XTl//jy7d+9mwoQJDB482NbhmHHUawr2fV07ZGZmsnHjRgDGjx9vl51lxGegb8LDw3nggQf48MMPKS8vp7y8nG+//RZXV1cmTJjAsmXLCA0NBeD7778nMjKStWvXmtoz58yZw9NPP01eXp5ZImxsbOS3v/0tEyZMAC7VKHz22Wfo9XoeeeQRAGbPns25c+c4ffq0WSKsq6tj7dq1TJo0CYDExET+8pe/sHXrVv7whz90eg8Gg4FPPvmE4cOH8+STTyKVXhoJmJSUxN/+9jc2b97MM8880+1rIsYRCmbOnTvHa6+9RlBQEHfeeaetw3EajnJdR4wYwRNPPMFtt91GYWEhr732Gkaj0dZhOQV7+gyMHz+eF154gfvuu4/ExER8fX3RaDRkZmby3HPPcfbsWQD+8pe/8NBDD5l16mlubsbDw8M04XcHhULB2LFjTX93JNOO5AYgkUgIDAyksbHR7LVhYWFmz/P29mbatGkUFxebZs+5XGlpKTU1NUyaNIm2tjZaWlpoaWlBq9Uyfvx4SktLqa+v7/b1ECVCwSQzM5MPP/yQ0NBQHn74Yby8vGwdklNwpOsaHBxMcHAwo0ePxs3NjQ8++ICCgoKrVk8J3WOPnwGFQkF8fLypDfPChQukpKSQmZnJJ598wrp165DJZJSUlJCZmUllZSVVVVU0NzcDEBgYaHY8T09PZDKZ6e+OUtqVbc9SqbTTj6tBgwZ1ii8kJASj0UhdXV2n6e6qq6sB2LJlC1u2bOny/dXV1eHv7/+z1wFEIhR+kpKSwtatWxk9ejRr1661u3FujsoRrmtzczO5ubmMHTvW7Atn6NChAJ1+vQs9Y0+fAY1Gw65duxg6dKjZ0Am4dL/vvfdeVCoVubm5tLS0sH37dvbv309ERASRkZFMmzaNqKgoPvvss04lrsuT4OW6M0Skq7lSO5aW6kioXe1bvnw5kZGRXR6zo1NSd4hEKHDgwAG2bNlCfHw8a9asERP4WoijXFetVssHH3zAypUrWbJkiWn7qVOnAOy2PdMR2NtnQKFQmNr9rkyEHQYNGkReXh4ajYb9+/eTmJjImjVrzJ7TVXVlX3SU8C7XMePNlSVP+L/SqKurK7GxsWb7iouLaW1tNfVK7Q77/Jcp9JvGxkY+//xzAgMDSUpK4sKFC2b7g4ODO1VtCD/Pka5rQEAAM2bMYOfOnchkMiIiIjh37hzfffcdM2bMsKsero7EHj8DUqmU+Ph4jhw5wpEjR0hMTDTb39raSnZ2NjExMbS2tgKdqy1zcnKoqqqy6PqHxcXFFBUVmUp3TU1NHD16lOjo6C47Rg0fPhxfX19SU1OZOXOmaUiISqXi3XffRafT8cILL3T7/CIRDnC5ublotVpqa2t58cUXO+2/8847ue6662wQmWNztOv6i1/8gqCgINLT001tK8uXL+80zkzoPnv9DNx8882cP3+eTZs2cfToUcaOHYu7uztVVVUcPnwYnU7H7bffTkBAAAEBAezatQutVou/vz/nz5/n8OHDKBQK1Gq1xWKSy+W8/vrrpnlO09LSMBqN3HTTTV0+XyaTceutt/Kf//yHv//978ycOROFQmH6/N59991Xrart8vyWeiPCtUVHR7NhwwZbh9HJjBkzmDFjhq3D6BV7vabgeNdVLpezdOlSli5dautQekR8BnrOy8uLp59+mj179vDjjz+yc+dO2tvb8fX1ZfLkySxduhRfX18AHnroIb744gv27duH0WgkODiYW2+9Fb1ez+bNmykpKWHYsGF9jikyMpKEhAR27tyJSqVi1KhRrFq1yjS+tStxcXGm8Yo7d+5EIpEwePBgfvOb35iGcHSXSISCIAgDjKurK9dffz3XX3/9NZ8XHh5uGgN4peTkZNP/d7UixNV+pFxt9YjZs2cze/bsq8by/PPPd9oWGxvbqY2wN0Qi7EJ1dTUtLS22DuOaOnpsiVgtS8RqeY4SJzhWrIBdToHniEQivIzBYEAikZCdnW3rULrNUWIV19V6HCFWcf+tRyKRmIYTCL0jEuFlOgZ6zpw502GncLJH1dXVZGdni+s6QIn7bz2tra1kZGR0OdZO6D6RCLvg6enZaSYDofc6qpjEdR2YxP0XrqWrtr/+Jn5GCIIgCAOaSISCIAjCgCaqRgVBEAaIDz74gMOHD5ttk8vl+Pr6Mn78eJYvX96rdly1Wo1Wq+3RTDkdsdjDOFCRCO1UfX0969atY+3atWarNFdVVfH5559z7tw5pFIpcXFxrF69+qoT+X7xxRdcuHDhqmN3hL7ry70qLy9n69atFBYWIpFIGD9+PKtXrzYNaBYsry/3S6vVsmPHDo4ePUpLSwuhoaEsWbKk0yr09u7mm282rYCh1WqpqKjgwIEDlJSU8NRTT/Wo801JSQlvvfUWd99998+uKG+vRCK0Q3V1dbz22mudxgi1tbWxfv16fH19ueuuu2hubmbr1q3U1NR0Oej1+++/Z8+ePWIJHSvqy71qaGhg/fr1BAcHc/fdd9Pe3s62bdt45ZVXeOaZZ3o0RZTQPX39t/X+++9z6tQpVq9eTUhICEeOHOG9997Dzc2NcePG9ffb6bVJkyYRFBRkti00NJRPP/2U3NzcHs3MUlZWRkNDg4Uj7F8iEdoRg8HAkSNH+PLLL7vcn5aWRmtrK88884zp15y/vz+vv/46586dY+TIkQDU1NTwxRdfcPLkSbtc9scZWOJepaeno1Kp+O1vf2t6jpeXF+vXr+fMmTNmi5wKfWOJ+1VQUEB2djYPPfSQKenFxMRQXV1NXl6eQyXCrnSU5srLy3s8RZmjE4nQjpSVlfHJJ58wZ84cYmNjeeONN8z2nzp1ipEjR5ot6jlmzBjc3NzIzc01JcLPP/+c6upqHnvsMbZv396v72GgsMS9mjt3LuPHjzd7TscyPVqttn/eyABhifuVnZ1NcHCwWcKTSCQ89dRT/fY+rKmurg64tCpGh6ysLFJTUyktLUWr1eLn50dcXBzLly9HoVCwfft2duzYAcD69esJDAw0DYdoaGjgm2++IScnB41GQ1hYGEuXLjVbiR4urTyxZcsWzp8/j7u7OwkJCaxatQqFQtE/bxyRCO1KQEAAf/vb3/D39yc/P7/T/oqKik5tEVKplKCgIC5evGjatmLFCsLDw7u1IKbQO5a4V97e3qbOBVqtltLSUj777DOCg4MZM2aM9d/EAGKJ+1VaWkp4eDg//PADO3fupKqqipCQEFatWtXpy93etbW1mcZ36nQ6Kioq2Lx5M0OHDmXixIkAZGRk8NFHHzFx4kRWr16NXq/n+PHjpKSkAHDjjTcyefJkGhsbSU9PZ8mSJQwfPhy4NND/H//4By0tLSQlJREUFMQPP/zAO++8wwMPPGB2vV5++WWmTZtGQkICOTk57N27F6PRyK233tpv10MkQjvi6el5zR5bKpXKtO7W5VxdXc3aPMRCqtZnqXvV4bnnnuPixYsoFArWrl3bo0VFhZ9nifvV0tJCVVUVFy5cYMWKFfj6+pKWlsY777zDgw8+6FBVo3//+987bVMoFDzxxBOmWomOBXzXrl1r+lE9Z84cnn76afLy8rjxxhsZMmQIkZGRpKenExsba6pe/e6776ivr+d3v/udqabquuuuY926dezatcssES5btoz58+cDMHPmTJ599lmOHz8uEqHQNaPReNV9ovRnX3p6r26//XaMRiP79u3jjTfe4MEHHxRthP2oO/dLp9PR2NjI008/zdChQ4FLbYTPPfccO3fudKhEePfdd5tm+dHpdNTV1ZGamspLL73Egw8+SGxsLH/5y1/QaDRmn9fm5mY8PDzQaDTXPH5OTg5Dhw41JUG4lGgfeuihTlWeCQkJpv+XSqVERERw4sQJC7zL7hOJ0IG4u7t3+QFUq9UWXS1a6Lue3quOpWSio6NZt24du3fvFomwH3Xnfrm5ueHr62tKgnDpizsmJob09PT+CtUioqKiOvUajYuL489//jP/+7//y7p165DJZJSUlJCZmUllZSVVVVU0NzcDEBgYeM3j19bWmqpYLxcaGtpp25VjD11cXNDr9T19S30iZpZxIKGhoVRVVZltMxgM1NTUMGjQIBtFJXSlO/cqPz+fnJwcs+fIZDIGDx7s8N3RHU137ldISAg6na5T6VGv1/drxw5r8fLyYvTo0VRWVtLa2spnn33GK6+8woULFxgyZAjLli3jz3/+s1kp72p6shqGPUwYbvsIhG4bM2YMBQUFpl9lcKm3m0ajEZ0r7Ex37tWRI0fYtGkTarXa9By1Wk1RUdE1V+YWLK8792vcuHG0trZy+vRp03N0Oh15eXmMGjWq32O2ho4kr1ar2b9/P4mJiTzzzDP84he/YM6cOQwZMoSmpqafPU5AQADV1dWdth8+fJiPPvoInU5n8dj7QiRCBzJnzhwUCgWvvPIKx48fJyMjg40bNzJu3DiioqJsHZ5wme7cq4ULF6LT6XjzzTfJyckhOzubl19+GbVazQ033GDjdzCwdOd+TZs2jaFDh7Jx40YyMjLIzc3lrbfeoqGhwSnuV1NTE/n5+URERNDa2grQqaYpJyeHqqoqs6rLjhLd5SXlcePGUVJSQklJiWmbXq8nJSWFkpISU4cce2Ff0QjX5O3tzeOPP87nn3/Oxo0bcXNzIy4ujptuusnWoQlX6M69GjRoEE8++SRfffUV77//PgaDgVGjRvE///M/hIeH2zD6gac790smk/Hoo4+ybds2tm3bhlqtZujQoTz66KNm7YaO4MSJE2ZjJuvq6sjIyECj0bBy5UoGDRpEQEAAu3btQqvV4u/vz/nz5zl8+DAKhcKsFqPjOGlpaTQ1NTF16lSWLFlCdnY269evJykpCT8/PzIzM6moqOhyFixbkxiv1V1qgGlqamL37t0sWrRIrJtmQeXl5Rw8eFBc1wFK3H/r6el3VleTbkulUjw9PRk2bBgLFiwgJiYGuHTfvvjiC4qLizEajQQHBzNz5kz0ej2bN2/mT3/6E8OGDUOv17Nx40ZOnjyJQqHgX//6FwqFgrq6Or766ivy8vLQ6XQMGTKE5cuXm45/tUm3bTEZt0iElxGJ0DrEF+HAJu6/9YjvLMsQVaNd6KgfFyyjY0CyuK4Dk7j/1iOuqWWIEuFl1Go1u3btsrseTc5AIpFcc9Cy4NzE/bceuVzOkiVLupwZR+gekQivoFaraW9vt3UYTsdgMNjFeCHBNsT9tx4XFxeRBPtIJEJBEARhQBM/0QRBEIQBTSRCQRAEYUATiVAQBEEY0EQiFARBEAY0kQgFQRCEAU0kQkEQBGFAE4lQEARBGNBEIhQEQRAGtP8PFRMwOV91srsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], row='Region', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plots" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Sample', 'Region'], wrap='Batch', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can wrap multiple `y` column values and create a unique subplot for each column:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a new y column\n", "df['Value*2'] = 2*df['Value']\n", "\n", "# Plot\n", "fcp.boxplot(df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y',\n", " ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or if we disable y-axis range sharing:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y',\n", " ax_size=[300, 300], share_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grand Mean/Median" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"grand mean\" or \"grand median\" is the mean/median value for the entire data set in a given plot window. By default, the \"grand mean\" line is a dashed gray line and the \"grand median\" is a dashed blue line. Individual line color, styles, and widths can be controlled via the typically-named keywords prefixed by `box_grand_mean` or `box_grand_median`." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], grand_mean=True, grand_median=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Both long form and short form keywords are available: i.e., `box_grand_mean_ATTRIBUTE` or `grand_mean_ATTRIBUTE`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], grand_mean=True,\n", " grand_mean_style=':', grand_mean_color='#FF0000', box_grand_mean_width=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group means that correspond to the first level of grouping (i.e., same as the vertical divider lines). By default, the mean values are depicted with horizontal dashed magenta lines. Style are controlled by ``box_group_means_ATTRIBUTE`` or ``group_means_ATTRIBUTE``." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], group_means=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean Diamonds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``box_mean_diamonds`` or ``mean_diamonds`` keyword allows you to overlay a diamond on the box which shows vertically the span of the data for a given confidence interval (default = 95%) and a horizontal line for the mean value of each group. Using default parameters the diamonds are green (like the program that inspired them :) )" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], mean_diamonds=True, conf_coeff=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to displaying boxes with a median line and interquartile ranges, a connecting line can be drawn between boxes at some statistical value. By default, the line connects the mean value of the distribution for each box, but other `DataFrame` stat values can be selected. The stat line accepts the typical styling keywords of any line object with the prefix `box_stat_line` (i.e., `box_stat_line_color` or `box_stat_line_width`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mean" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='mean')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Median" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='median')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Std dev" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='std')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Quantile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To define a quantile, use the convention \"q{number between 0-100}\":" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='q95')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Violins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot distributions with violin plots that show kernel density estimates of the data. By default, these violin plots also contain a small boxes with whiskers to indicate Q1, Q3, 1.5 * IQR, and the median of the distribution (the white point). Discrete data points are disabled by default but can be turned on with the keyword `violin_markers=True` (default box style shamelessly appropriated from `seaborn`)." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], violin=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the style of the violin density profiles and the associated boxplot using keywords starting with `violin`: " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], violin=True,\n", " violin_fill_color='#eaef1a', violin_fill_alpha=1, violin_edge_color='#555555', violin_edge_width=2,\n", " violin_box_color='#ffffff', violin_whisker_color='#ff0000',\n", " violin_median_marker='+', violin_median_color='#00ffff', violin_median_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. warning:: Standard box styling attributes are ignored when adding the violin plot in order to maintain different default settings for regular box plots and violin plots in the same theme file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can disable the box overlay on the violin plot as follows:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], violin=True, violin_box_on=False, violin_markers=True, jitter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notch-style boxes can also be created using the `notch` keyword:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], notch=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Size Considerations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on the number of group labels in a boxplot, it is possible that the box group labels will be squished together and become unreadable. **fivecentplots** offers three options to deal with this:\n", "\n", "1) Auto-rotation of long labels (by default)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df2 = df.copy()\n", "df2['Identification is a longer way to say ID'] = df['ID'] * 2\n", "fcp.boxplot(df2, y='Value', groups=['Batch', 'Identification is a longer way to say ID', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2) Manual increase of `ax_size` parameter:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Default:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " df2 = df.copy()\n", " df2.Value *= 2\n", " df2.loc[df2.Sample == 1, 'Sample'] = 4\n", " df2.loc[df2.Sample == 2, 'Sample'] = 5\n", " df2.loc[df2.Sample == 3, 'Sample'] = 6\n", " df3 = df.copy()\n", " df3.Value *= 3\n", " df3.loc[df3.Sample == 1, 'Sample'] = 7\n", " df3.loc[df3.Sample == 2, 'Sample'] = 8\n", " df3.loc[df3.Sample == 3, 'Sample'] = 9\n", " df4 = df.copy()\n", " df4.Value *= 4\n", " df4.loc[df4.Sample == 1, 'Sample'] = 10\n", " df4.loc[df4.Sample == 2, 'Sample'] = 11\n", " df4 = pd.concat([df4, df3, df2, df])\n", " fcp.boxplot(df4, y='Value', groups=['Batch', 'ID', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* With twice the width:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " fcp.boxplot(df4, y='Value', groups=['Batch', 'ID', 'Sample'], ax_size=[800, 400])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3) auto-width scaling. This feature is new with **fivecentplots** v0.5.0 and still experimental so your mileage may vary. To enable this, set `ax_scale='auto'`:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " fcp.boxplot(df4, y='Value', groups=['Batch', 'ID', 'Sample'], ax_size='auto')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or auto-scaling with vertical labels:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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