{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data wrangling and visualization with pandas, seaborn, and matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lesson preamble\n", "\n", "### Learning Objectives\n", "\n", "- Produce scatter plots, line plots, and histograms using `seaborn` and `matplotlib`.\n", "- Understand how to graphically explore relationships between variables.\n", "- Apply grids for faceting in `seaborn`.\n", "- Set universal plot settings.\n", "- Use `seaborn` grids with `matplotlib` functions\n", "\n", "### Lesson outline\n", "\n", "- Data visualization with `matplotlib` and `seaborn` (10 min)\n", " - Visualizing one quantitative variable with multiple categorical variables (50 min)\n", " - Visualizing the relationship of two quantitative variable with multiple categorical variables (40min)\n", " - Using any plotting function with `seaborn` grids (20 min)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Setup by importing the same data as in previous lecture\n", "import pandas as pd\n", "\n", "surveys = pd.read_csv(\"https://ndownloader.figshare.com/files/2292169\")\n", "# or surveys = pd.read_csv(\"surveys.csv\") if you saved it on your computer" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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record_idmonthdayyearplot_idspecies_idsexhindfoot_lengthweightgenusspeciestaxaplot_type
0171619772NLM32.0NaNNeotomaalbigulaRodentControl
17281919772NLM31.0NaNNeotomaalbigulaRodentControl
222491319772NLNaNNaNNaNNeotomaalbigulaRodentControl
3266101619772NLNaNNaNNaNNeotomaalbigulaRodentControl
4349111219772NLNaNNaNNaNNeotomaalbigulaRodentControl
\n", "
" ], "text/plain": [ " record_id month day year plot_id species_id sex hindfoot_length \\\n", "0 1 7 16 1977 2 NL M 32.0 \n", "1 72 8 19 1977 2 NL M 31.0 \n", "2 224 9 13 1977 2 NL NaN NaN \n", "3 266 10 16 1977 2 NL NaN NaN \n", "4 349 11 12 1977 2 NL NaN NaN \n", "\n", " weight genus species taxa plot_type \n", "0 NaN Neotoma albigula Rodent Control \n", "1 NaN Neotoma albigula Rodent Control \n", "2 NaN Neotoma albigula Rodent Control \n", "3 NaN Neotoma albigula Rodent Control \n", "4 NaN Neotoma albigula Rodent Control " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data visualization in `matplotlib` and `seaborn`\n", "\n", "There are many plotting packages in Python, making it possible to create diverse visualizations such as interactive web graphics, 3D animations, statistical visualizations, and map-based plots. A Google search for \"[Python graph gallery](https://python-graph-gallery.com/all-charts/)\" or \"[Seaborn graph gallery](https://seaborn.pydata.org/examples/)\" will turn up lots of examples of the diversity of plots that can be made.\n", "\n", "Here, we will focus on two of the most useful for researchers: `matplotlib`, which is a robust, detail-oriented, low level plotting interface, and `seaborn`, which provides high level functions on top of `matplotlib` and allows the plotting calls to be expressed more in terms what is being explored in the underlying data rather than what graphical elements to add to the plot.\n", "\n", "Instead of instructing the computer to \"go through a data frame and plot any observations of speciesX in blue, any observations of speciesY in red, etc\", the `seaborn` syntax is more similar to saying \"color the data by species\". Thanks to this functional way of interfacing with data, only minimal changes are required if the underlying data change or to switch the type of plot used for the visualization. It provides a language that facilitates thinking about data in ways that are conducive for exploratory analysis and allows for the creation of publication quality plots with minimal adjustments and tweaking.\n", "\n", "The concepts of plotting with `seaborn` were introduced briefly already in the first lecture. To make a plot of the number of observations for each species, first import the library and then use the `countplot()` function. Before the first plot is created, the line `%matplotlib inline` is used to specify that all plots should show up in the notebook instead of in a separate window." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CB9henegWUbVee7/Z9M3fLy5pFdvHAd8hziCHFwecFqlarM3XI3dPkyRJOorO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\nMzPraB4Izcyso/0/3HCHFzcBvq4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.countplot(y='species', data=surveys)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a lot of species... for convenience when introducing the following the plotting concept, the number of species will be limited to the four most abundant. To do this, the `value_counts()` method can be used to find out how observations belong to each species. We could also get the same information using `surveys.groupby('species').size()`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "merriami 10596\n", "penicillatus 3123\n", "ordii 3027\n", "baileyi 2891\n", "megalotis 2609\n", "spectabilis 2504\n", "torridus 2249\n", "flavus 1597\n", "eremicus 1299\n", "albigula 1252\n", "leucogaster 1006\n", "maniculatus 899\n", "harrisi 437\n", "bilineata 303\n", "spilosoma 248\n", "hispidus 179\n", "sp. 86\n", "audubonii 75\n", "fulvescens 75\n", "brunneicapillus 50\n", "taylori 46\n", "ochrognathus 43\n", "fulviventer 43\n", "chlorurus 39\n", "leucopus 36\n", "squamata 16\n", "melanocorys 13\n", "intermedius 9\n", "montanus 8\n", "gramineus 8\n", "undulatus 5\n", "fuscus 5\n", "leucophrys 2\n", "savannarum 2\n", "tigris 1\n", "uniparens 1\n", "scutalatus 1\n", "tereticaudus 1\n", "viridis 1\n", "clarki 1\n", "Name: species, dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys['species'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top four species names could be manually typed in to filter the surveys data frame." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19637, 13)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.loc[(surveys['species'] == 'merriami') |\n", " (surveys['species'] == 'penicillatus') |\n", " (surveys['species'] == 'ordii') |\n", " (surveys['species'] == 'baileyi')].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing this number with the number of rows in the original data frame shows that it was filtered successfully." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(34786, 13)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, it is rather tedious to type out the species names by hand and to do one comparison per species. Instead, the names of the most abundand species can be extract by using `nlargest()` and returning only the index (row names) of the top observations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['merriami', 'penicillatus', 'ordii', 'baileyi'], dtype='object')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "most_common_species = (\n", " surveys['species']\n", " .value_counts()\n", " .nlargest(4)\n", " .index\n", ")\n", "most_common_species" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A subset can now be created from the data frame, including only those rows where the column 'species' matches any of the names in the `most_common_species` variable. `pandas` has a special `isin()` method for comparing a data frame column to an array-like object of names such as the index extracted above." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19637, 13)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.loc[surveys['species'].isin(most_common_species)].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of observations is the same as with the manual filtering above, but this method is more succinct.\n", "\n", "To facilitate plotting, any NA values will be dropped before assigning the resulting data frame to a new variable name." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(18289, 13)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common = surveys.loc[surveys['species'].isin(most_common_species)].dropna()\n", "surveys_common.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This abbreviated data frame can now be used for plotting." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's more manageable! The text is a little small, which can be changed with the `set_context()` function from `seaborn`, using a number above `1` for the fontscale parameter. The context parameter changes the size of object in the plots, such as the line widths, and will be left as the default `notebook` for now.\n", "\n", "These option changes will apply to all plots made from now on. Think of it as changing a value in the options menu of a graphical software. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(context='notebook', font_scale=1.4)\n", "sns.countplot(y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a vertical plot, change `y` to `x`. With long label names, horizontal plots can be easier to read." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(x='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing one quantitative variable across multiple categorical variables\n", "\n", "`seaborn` can do much more advanced visualizations than counting observations. Next, the relationship between one quantitative and one categorical valuable will be explored while stratifying the data based on its remaining categorical variables. To start, let's visualize summary statistics of the weight variable distribution for these fours species with a boxplot." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Fb6Pvdtwdv05Ird5FdN0yKZ3G3TcBm4DLzey7wCeBUQmcuc7khjq7S94CAWpphsq0NJMy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\nIhJAgVNERCSAAqeIiEiA/wf/osCqGkhUEQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='weight', y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The width of each box can be changed to make it look more appealing." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D3a8ws9nAWqDG3fO+JNzY2OgbNmwoaLuU2qmnnkpvby8A1dXV7Nq1i76+PgCq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\niEgABU4REZEACpwiIiIBFDhFREQC/D8O2XO9bKFgUgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='weight', y='species', data=surveys_common, width=0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The syntax is very similar to that of `countplot()`, but instead of just supplying one variable and asking `seaborn` to count the observations of that variable, the xy-variables are the categorical groups (the species) and the measurement of interest (the weight).\n", "\n", "The aim of a box plot is to display a few statistics from the underlying distribution of one quantitative variable between the values of one categorical variable (the y-axis). The inclusion of multiple distribution statistics facilitates the comparison of more than just the mean + standard deviation (or another single measure of central tendency and variation). The `seaborn` box plots are so-called Tukey box plots by default, which means that the graphical elements correspond to the following statistics:\n", "\n", "- The lines of the box represent the 25th, 50th (median), and 75th quantile in the data. These divide the data into four quartiles (0-25, 25-50, 50-75, 75-100).\n", "- The whiskers represent 1.5 * the interquartile range (the distance between the 25th and 75th quantile).\n", "- The flyers mark all individual observations that are outside the whiskers, which could be referred to as \"outliers\" (although there are many definitions of what could constitutes an outlier).\n", "\n", "Most of these plot elements are configurable and could be set to represent different distribution statistics.\n", "\n", "Another useful visualization for comparing distributions is the `violinplot`. Again, the syntax is the same as before, just change the plot name." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qC8dH64k5CkwatFIZ04cJEyZw2+23U1BQwP/sTeGxA4Ehfb2tNT6+W5ZJQ4eH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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot (x='weight', y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Think of this plot as a smoothened version of the underlying histogram, that is then mirrored to give the violin-like shape. Where the violin is wider, there are more observations. The inner part is a boxplot with the median marked as a white dot. Comparisons with histograms and other distribution visualizations will be talked more about later in the workshop, but it is good to already keep in mind that although violinplots are great medium to large data sets, it can be misleading to use a smoothened distribution when there are very few observations, and it is probably better to show the individual data points instead of, or in addition to, the distribution plot.\n", "\n", "The colors of the violins can be changed with the `palette` keyword." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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icXXx6u8fpmz3P5kxYwaPPvqohKYQ44Sp4FRKxSulvq6U+ptSao9SqjAw/dOB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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot (x='weight', y='species', data=surveys_common, palette='Blues')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `color` parameter can be used to set all violins in the same color." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XvIJXvOIVOt+sUipuzlPuqeVjJU25Z9e5c+d48MEHGRsb49prr2X9+vVz7sQT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\nRMAgTgAYxAkAgzgBYBAnAAwBbQltvgnQkcgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot (x='weight', y='species', data=surveys_common, color='lightgrey')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example for when a violin plot can be more informative than a box plot is to detect multimodal distributions, which could indicate that multiple values from an underlying confounding variable has been grouped together. This can be observed when comparing the weight of all animals in each type of trap used to catch them (the `plot_type` column)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kTXeveV1cTDpc2AL8TtKNEVGoILWSDh+V4/Ec2175OZKGkg5rXVZolN/LK4ArJF0C3EtK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\nfVt+zAcOLTrzqSd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m9erVrF69urNa09f3Qjn6M89AcqVm3S3Oj0Mk3RURy3ppexxwBvB9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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='weight', y='plot_type', data=surveys_common)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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r6j9WErPn/p0mKyuL22+/nQ0bNrBp0yY2btw4bcLm71/Mn/IaPzNJjj9Jts8t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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x='weight', y='plot_type', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the violin plot, it appears that there could be multiple distributions grouped together within each type of trap. There seems to be one distribution centered around 20 grams for all traps and one distribution centered around 45 grams (or 30 grams for Long-term krat exclosure). These observations could indeed be from the same distribution, but often when there are multiple bumps like this, it is a good idea to explore other variables in the data set, and see if there is a confounding variable contributing to the multimodality of the violin plot.\n", "\n", "Since there appear to be 2-3 bumps in the distributions, it would be good to find a categorical variable in the data frame that has around the same number of unique values. The `pandas` method `nunique()` can count the number of unique values within each variable." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa 1\n", "sex 2\n", "genus 2\n", "species_id 4\n", "species 4\n", "plot_type 5\n", "month 12\n", "plot_id 24\n", "year 26\n", "day 31\n", "hindfoot_length 40\n", "weight 69\n", "record_id 18289\n", "dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.nunique().sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few candidate variables that have a suitable number of unique values. A very effective approach for exploring multiple categorical variables in a data set is to plot so-called \"small multiples\" of the data, where the same type of plot is used for different subsets of the data. These plots are drawn in rows and columns forming a grid pattern, and can be referred to as a \"lattice\", \"facet\", or \"trellis\" plot.\n", "\n", "Visualizing categorical variables in this manner is a key step in exploratory data analysis, and thus `seaborn` has a dedicated plot function for this, called `factorplot()` (categorical variables are sometimes referred to as \"factors\"). This plot can be used to plot the same violin plot as before, and easily spread the variables across the rows and columns, e.g. for the variable `sex`." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PLitUnn76ad566y3OTPZyyynl9QqKKgyB9zI8LN4XhghMnjyZCy64gISEBDIy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='sex',\n", " kind='violin')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sorting by the sex of the animal is probably not the most clever approach here since, the same sex from different species might very well have different weights. Let's try faceting the `genus` variable on separate rows." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dYxIcwzDqvRUrVvDVV1/RLczFTd0qNYACm8C4fjlMWx/Ou+++y8CBA5viYwCj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\nFsfnRORLYCLGbywOCBaRMK9Is7NKOqmqxjiWwY6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zKE7glBgh5V1cVQt1wiutwFlAKZL+\nqerNPldusdQB7EDhG6rK3LlzWbx4MU0xkSgNSjGAeByLzirMY15wUBDXjR/PuHHjCAoKqphGVx1W\n4FQyGzZs4MknniA5JYVRwPmncQsUZQWwBmjerBlzXnqJiIiI8mpqdaY4gdOvNBUVtdB3qQSOxWI5\nPexAUTKqyssvv8zHH39Mc4zTZv0yDiA5KBsxFp1UoFHDhtxy662MGjWqNjl2WoFTSWRmZjJ//nw+\n+OAD3KpcDvQtp8v/rSN0GjVsyN/nzKFDhw7lUm81psL7rRU4FkslYgeK4vF4PLzyyit8/PHHNMPk\nESmruPEmE2UdJnFXNtC+XTvumDKFc889F5EK/52taKzAqQQ2bdrE32fP5mBUFI0xziAR5Xzpv0dZ\nBoTUr8+zs2Zx5pm12sujxIsnIr2BwZi1qBKAtaq63ecTWIFjsVQedqAomqysLJ5//nmWL19OM4zl\npqAz8elyHGUV8DNmrr1fv35MmTKFrl27lut5KhkrcCqQ2NhY/vGPf7By5UoEk7RvOBBYQZd9C8on\ngMvt5t6pUxkzZkxtEOGFUdwUVQDwLnA15quag4n6FuATYLyqZpZ0gjqdHaumIyL3i8iBqm5HRSEi\nN4lISlW3w1LxREdHc88997B8+XLaYFbYK29xAyYXyViEO4HOmPDzyZMn8+STT9rsspaTSElJ4e23\n3+b68eNZuXIlrYHbgdFIhYkbgLMQJgL+ubm8+OKLTJ8+naioqAo7XzXlGWAUcAfQWFUDgSbAFGCk\ns79Eas0kdHXFccye6LzNxUSaLQUeUdWEqmpXUYhIO2A/cLaqFvvIJiJFmf+mqOob5dw0Sy0kIyOD\nxYsXs2DBAjIyMuiDSXLhX8FGiRYINwJ7UZYDK1eu5JtvvmHMmDHccMMNNG1aYpJUSy0lMjKSpUuX\n8tlnn5GamkoIZqTtC7gq3lgGQAeEO1EWA9999x0//PADQ4cOZeTIkfTv35+AAJ/y3NVkrgNmquqb\neRuc8fKfIhIMTAPuL6kSK3AqhxXADZjr3QOTMygccxNrOpMxSZm8SaqKhlQEIhKgqllV3Y7aRGZm\nJjt37mTt2rV89dVXHD9+nCCMLfpMTDK0yqIjwu0ovwIrcnNZsmQJS5cu5bLLLuPaa6+lVatWldYW\nS+WSm5tLQkICMTExREZGsmfPHn7etIn9Bw4AUB8YgZmSCqjEPplHOMLNTtqDbz0eVq9ezerVq6lX\nrx4DBgzgvPPO47zzzqNJkyaV3rZKoAnwaxH7fnH2l4gVOJVDpqoecf6PEpFFwE3eBUSkLTAXuNjZ\n9DVwj6pGeZV5ELgPCAEWA/sKnkhEbgYeADoAkZjEjHNV1ePsV4yldQQwGpNA6TFVXehUsd/5+5Mz\n7/utql5YzGdL9PpsBdsyD/P7MEBV00XEjQloSVLVy5wyrYAXMGbHIGAPZp2R1UXUebvz+do6n+85\nVX2rwP5pzv4UYBNwqarmONa0Jnnndso/AVyjqr2c9wswX561mGRSAUAzZ074/4DrMQ5vvwKP2sSW\np5KTk0NCQgJxcXHExMQQExNDbGwsMTExREVFcTDyIDm5OQAEA0OBQUBQgUEkF+V4ObctDHAXOI8L\noTfQA2UL8E12Np988gmfLlnCeeefz+jRoxk4cCCBgYHl3BpLRaKqxMfHc/DgQQ4ePEhUVBSHDh0i\nNjaWo0ePknDsWP5yH3n4AV2BPkB3ircklmf/LKxfghH7vYFeKAcxPzq7MzJYt24d69atQ0To1asX\nQ4cOZfDgwbVJkP8G/BlYXsi+Pzv7S8QKnEpGRDpgBvNsr20uTOrpdGCYs/lVYImInK2qKiLjgKcx\ng+5qzE1+CDjmVc9k4CmnzCagF/CWc65XvZrxGPAwMB3j7jBfRNaoaiQwEJMQdiSwFbO4alm5B5OJ\n8kXgL8AMjOtDH6e99YFvgVjMzMQhoHdRlYnIlc7nmIrp+JcAr4vIEVX9XEQGAK9hpgTXYaxkF5Wh\n3UMxVqiRnHCE+xfQERgPRGHE4efO/dlahnNUK1SV9PR0kpOTSUpKIiEhgaNHj+YLlJiYGI4ePUpi\nQgLpGRl4PB7cbjcBAQHUCwzE7edn6khLIyU1laKCFwKAFpilgTtjVLhfEYPIcczSwcURGBhI06ZN\niYuLIzOzRJ9D7sNkKS0MN0J/4CyU7cAPqqxfv57169dTr149+vXrR69evejcuTNt2rShadOm+Pv7\nl3hOS/mjqqSmppKYmEhCQgLx8fHExsYSGxtLdHQ00dHRHDp0iPT09FOO9cMIijaYJ8UGQGNMv2xF\n0f2xIOXZP4vrl2CETlvMU9soIB5lN7BTlV+2b2f79u28+uqrtG7dml69etGhQwdatmxJo0aNCA0N\npX79+gQHBxMUFITb7fbp81UxfwMWOg/AH3Iik/G1mEtwgy+V2CiqCsaxCEwAMgA3UM/ZdZ+qznHK\njAD+B3RU1QPOtg7A78CfVHWFiHwH/Kqqk73qXgF0UtV2zvtIYIaqvuNV5l7gNlXt4bxXYJaqTnfe\n+2G+q7ep6sIy+OBkYHyLvDkvL5RPRM7GROfOwgiqy1X1S2ffZMxvRHtVPVpI/TcBr6pqiPN+PbBb\nVScVuL6dVHWwiFyFESIRqppcSH0L8M2Cc6lTR6azrSPmiaGdIwLzjl0CHFbVO4u7Tt5UdjRKcnIy\nM2fO5OefC82DVSrqYywugRjVpxj1mwN4nDIpznZXgZd4/e8rucApN9GLwMBApk6dyujRo1m2bBlz\n5swpUeSEYr6EpWlDFuYJwVNC2TweeOABxowZU4qznDa1Morq3//+N/PmzSvTsf4YM2tjjDk2728j\n4H0oF8tLefbP0vZLbzyceFr2ACXL/MrlhhtuYPLkyYXtKrbfish4zEP9GV6b/8D45rzry7ltFFXl\nsAY4C2MdeQVYBrzstb87ZqA8kLdBVfdhHJJ7eJX5vkC9+e9FpCnmoeSfIpKS98IIi44FjtvmdZ4c\nzJIbzcr42R5wPpv3a7dX/T9hPN5nAm/miRuHvsC2wsRNEXTHiCVv1nHiGn2N+QLsF5F3RWSiiJRl\naelfCoQg9sN8GXcUuLaXcuq1PQUReUJEVET08OHDJRUvV5KSkk5b3PhhLC09vF49MTejp/M+7/9g\njJXGv8DLj/L/sWnatCmjR48GYPTo0RXiGOzmxGfwVUWUh5isDlRlvwX4/vuCP3e+0YiT+2reqy1S\nIZF5RVEZ/RPM98of893rRiWo3VKyfn3Bn2zfUNX3VLUDxnB1FtBWVTv4Km7ATlFVFmmq+rvz/z0i\nshoz4D/hw7G+mtjyxo87gO9KKJtd4H3eQ3dZOOL12U5BjCPPYMwDT0cRES1/s6ECqGqyk+L7AoyP\n0XTgb8400mHMA07B739hcwypBd67nHOczanX7lQbeMHGqT6Bc68HDBhQqSbTiIgIvv76azIyMgDj\nWJmdnU1WVhZZWVmkp6eTkZFBWloaqampJCcnc/z48ZOmqI5ER7MvPf1Uhy8fcWGeUBtgBp9mGCUe\nQfHTAQlosVMAcXFxLFu2LP8JOS4ursS2TAYa+jAEpDoZkDdhrFJgFvDs3LkznTp1ok2bNrRo0YKG\nDRsSGhpKcHAwgYGBuN1uwsLCSqy/JlCV/RbgtddeIzU1ldzc3JP6a1paWn4/zZtOzZ+iiokhTqBg\nQgAAIABJREFUNi6OY55T7W0hKI0w/bAtpk96T1GVVvyUZ//0tV96k4iyE+OXE4n5gYoHgoKCaN++\nPa1ataJhw4aEhYURHBycP02V939QUBD16tUjICAAPz8/RAQRyZ9e9ng85OTk5L+ys7PJzc3F4/Hg\n8Xjyy7tcLvz8/E55uVwuROS0V0lX1UMY94VSYwVO1fAk8KWIvOkMvDuBViLSrsAUVStgh3PMTozD\n7nyves7N+0dVY0TkMGaa6z+n0bY8n5vymqi9D2MBuQBjubqbE9arzcANItLERyvOTow/qrfdejAn\nrlGeRWoVsEpEHsf491wGvImxVJ1VoM6C7wtjM0YYtSjK+bk6ExgYeNoOsikpKcTFxZGUlER6ejq5\nubm43e78uv38/PB4PGRkZJCUlJQ/4OQ5GMfGxhIVF0ekl7YNxDj2ngu0KsNzZ2ZmJnPmzGHhwoU+\n++CUxHEn4/FGjJKtFxjIJRdeyIUXXkjfvn1P+8fa4jtlFYs5OTnExMRw6NChfOfifEfjmBgiCxE/\nYARQW4yTcXdOdXovLeXdPz2Oo/FuTCRGjLNdROjduzeDBg1i4MCBtG/fHperZk/OiMi/SiqiqjeV\nVI8VOFWAqn4jIjuAR4E7MWHk24B3ReSvTrFXMAlXVznv5wL/EZGfMJFI1wDn4OVkDDwOvCIiiRgx\n4Y8RF61V9VkfmxeLsUpc4iQRzFDV4sK+w0WkRYFtKaqaIiJnYqanxqvqdyJyJzBPRFaq6q/Aexhn\n509F5GGMSu8FJBchJF4A/isimzBOxiMxUU1XAYjIZZgpozWY6zIM86C20zl+FfCgiExyylyFEUzF\nZtFS1T0i8i6wQESmYe5LI+BCYJ+qLi7u+NpASEgIISEhp1VHTk4O0dHR7N27l61bt7Ju3To2x8Sw\nGeiJMoqTF9QMw6jjYsnMhFIkQStquExFWQv8iPEpat6sGX8eN45LL72U+vXr+1y/perx8/OjdevW\ntG7dmoEDB560Lycnh/j4eOLi4oiPj+fo0aPExsYSGRnJ7t272XH0KDuAz4E+KIOBpkUInfLsn8XJ\nuFSUHzHWxDzfIX9/f87p149BgwYxePDg2hgqnucW4E1DoCVmyYZCI3cLYp2MK5jCHFud7eMxDrFd\nVPUPJ0z8ZUwWcDCi5+4CYeLTMRFEwcBnGCF/U56TsVPmOoxfTA+MUPkV46j7gbNfgT+r6kdexxxw\nyrzovL8VE2nVGrP2x4VFfLaiOs8zGOewjcCGAk7B72CiqAaqaqaIRACzMRFRAZgHlKmOCLwJLydj\n5/g7MAmezsD42+SHiYvIYEwodx/nGu0FZqvqv7yOfwITJh+MSQWeiHF8PilMvJD75Y+JArsRM7ty\nDBNt9qSqbiriOpxCXU55XxCPx8NPP/3Ev/71L3bs2EE9TChdz0r0IshC+Q7jyJUJNGvalIk33cTI\nkSNrUoRUrXQyrmxUlYMHD7JmzRqWLl3KoUOHEIyJ92JMFuzKxIOyAViJieSoX78+Q4cOZciQIfTr\n14+goKBKbU8FUOoLKiI9MH7iU1V1VYnlrcCxWCqPujBQlBaPx8PSpUt55eWXycjM5CKMaawiE/7l\nomzGmPSSgbCwMG688UbGjh1bE7PEWoFTzng8HtauXcv8+fPZv38//pzI1+RrGPnpkI7yX0zoZmhI\nCBNvuonLLrustk2RlulCisifMSsB9C2prJ2islgsVYrL5WLMmDH07NmThx9+mFVHjpAGjEbLXeQo\nym/AV5i52MCAAG649lrGjx9vp6Is+bhcrvzkeV9++SVv/vOfrEhKYgtwOUr7ChQ5x1D+g3EYPuec\nc3j44Ydp3LhxhZ2vBpKJcZUqEWvBsVgqkbr2JFxajh49yv3338++ffsYiPEOLy+RcxjlK0z6b5cI\no0aP5pZbbqkN/gvWglPBJCcnM2/ePD755BNUlXOAP1H+SzgcccRNMjB+/HgmT55cUxLzlYXiVhPv\nX8jmAKALJgI5VlXPL/EEVuBYLJVHXR8ofCExMZH7pk7l9717OQeTbOh0RM4xlJWcSP40cOBApkyZ\nQseOJaYwqilYgVNJ7Nixg+dmzWL/gQM0x0Q4lDa8uyiiHHGTDvz1r3/l6quvLpd6qzHFCZxcTuQT\nLVhuGzBOVfeUeAIrcCyWysMOFL6RmJjIvffey759+zgbY8kp7UrOySjfYjzdc4HOnTszZcoUBgwY\nUP4NrlqswKlEMjMzee2111iyZAn1MevCtDzNW3AAZSGQLcJDDz/MqFGjyqOp1Z3iBM4FhWwOx+Q3\nawtcr6ophZQ5uR4rcCyWysMOFL7jbcnpgVlt3JcpgVSU9cAPmFw2rVq25NbJk7noootqfH6QIrAC\npwpYvHgxc+fOpZ4qk4AWZbwNu1A+BNTt5rHHHmPYsGElHlNLKKuT8f8BbWweHIvFUmMJDw9n7ssv\n88gjj7B161bigCtQzijidzHeyReSl6SvSePGTLzpJi699FL8/OxPnaV8ueqqqwgKCuLZZ5/lP8Bk\ntNTTVRtQvgACAgJ4+plnOOeccyqkrbWMb4CPfSlov/UWi6XaEhoayuzZs3njjTf46KOPeBtoh9IN\nY6/OxURD7eVEtsamTZty3XXXMWbMmNPO4GyxFMeoUaNITU3l5Zdfzhc5wT6InFyU/2GsjA3Cwnju\n+efp0aNHSYfVeZzFocdh8peViBU4FoulWhMQEMA999zDsGHDmD9/Pps2beJAgTIul4v+ffty6aWX\nMnTo0JqUpM9Sw7nmmmuIiYnhww8/ZCFwE1rsVGqSk+PmD6B9u3Y8O2sWrVq1qqzm1ghEpLCVVgOA\ndpiMxnf6Uo8VOBaLpUbQu3dv5syZQ2xsLNu3byc+Ph5/f39atWpFjx49CA0ty8LxFsvpM2XKFOLj\n41mxYgULgetRAguIHEXZDnyBiZQaNmwYDz30UG1L3ldeRHKqj04G8D/gv6q6xZdKrMCxWCw1imbN\nmjF8+PCSC1oslYTL5WL69OlkZ2fz7bff8gZ5/mImzvkPYDWwH7OA67S77uLyyy9HpHKXf6gpqOq1\n5VGPFTgWi8VisZwm/v7+PP7447zxxhssWrSIeUAQ4MGk3gWTmfjee++ldevWVdfQGo6IuIExqrqk\npLJW4FgsFovFUg74+flx1113MXToUBYvXszvv/+Oy+Wie/fuXHrppfTu3buqm1htEZHVwO1FJfAT\nkTOAycDNmFXFS8z5YAWOxWKxWCzlSO/eva2YKT3nAN2AfIHjRE1dDtyGSfIXDSwA5vtSoRU4FovF\nYrFYqpqvgAUi8hKwDLgKY61pBCzFCJ1lWorsxFbgWCwWi8ViqWquBx4F7gWecLatwSzLcKgsFdbK\nvOUWi8VisVhqDqqapqqPAK2AG4FvgSHATyIyS0Q6l7ZOK3AsFovFYrFUC1Q1Q1UXquowoCvG5+ZG\nYLeIfCMiN4hIPV/qsgLHYrFYLBZLtUNVf3esOhEYH5wkYB7G2bhErA+OxWKxWCyWaouqejBJoL8Q\nkeYY5+MSsRYci8VisVgs1QYRCRCRsML2qWqMqs7ypR4rcCwWi8VisVQnXgaW570RkeYi8q2IJIvI\nShHxaXVSK3AsFovFYrFUJ4YA73i9fxpoCzyMyWL8d18qsT44FovFYrFYqhNnALu93o8FHlPVf4hI\nDPCqL5VYgWOxWGokqsr333/PsmXLiIyMJDw8nMGDBzNmzBiCgoKqunmWOk5UVBTfffcdu3fvJiEh\ngYCAACIiIujfvz9nn302fn52+C2GDMANICJ9gcbA186+GKCBL5XYK2yxWGoccXFxPPvss2zcuBGA\nAHcgBw4cYMuWLXz00Uc8+uij9OnTp4pbaamL/PLLL8yfPz+/bxZk0aJFNG7cmAkTJnDFFVdYoVM4\nm4A7RWQP8BDwu6r+7uxrAxzxpRIpxbIOFovlNBkwYIAW9cNn8Y2ff/6Zxx9/nKSkJFqEtaNPm6E0\nCGpKVk46u478xJ6YjbhcwrRp07jsssuqurmVgVT0CWy/LZnjx4/zyiuv8NVXXwHQNLQN7Rr3pGlo\nBEEBoeR6ckhMiyUqYQ8H4n8hJzebdu3aMX36dLp3717Fra8Siuy3IjIQ42QcBuQCE1T1Q2ff6wCq\nemeJJ7ACx2KpPOxAUXZUlU8++YSXX34ZFM5sM4xOzfoicvLvZOzxSL7f+xmZOelMmjSJiRMnnlKm\nlmEFThWzZcsWnnzySeLj42kY3Jyz2l5E09CIIstnZKfxy6G17Ivbhsvl4qabbuKGG27A7XZXYqur\nnGL7rYi0xKwwvktVd5XpBFbgWCyVhx0oykZOTg5z587l008/pZ5/MOd3vIImxQwgyRkJrNnzX1Iz\nk7j66qu5++67cblqbdCoFThVhKqyePFiXnnlFVShZ6tBdGs5EJf41tdij0eyYf8y0rKSOfPMM5k5\ncybNmjWr4FZXGyq839bab7zFYqkdJCUlMW3aND799FPCg5syvPsNxYobgNB6Dbmo23gaBDXh448/\n5umnnyY7O7uSWmypC+Tm5jJ37lzmzp1LgDuIC7teS49W5/osbgCahbXlTz1vonXDzmzdupWbb76Z\ntWvXVmCr6xZW4FgslmrL/v37uf2229m8eTOtwzszrNt46gcWmuD0FIICQriw2/+jcf1WrFixgvvv\nv5/jx49XcIstdYHs7GyeeuopFi9eTIOgJgzvPqHYKaniCPCrx/kdr6DfGReTlprOjBkzeOGFF0hL\nSyvnVtc9rMCxWCzVkpUrV3L77bdzOPow3Vuex/mdrsDfHVCqOgL9ghjadRytwzuxefNmJk+ezK5d\nZZrOt1gAyMzMZMaMGaxevZomIREM63adz6K7KESETs36cnH3CTQIasLnn3/OzTffzKZNm8qp1XUT\n64NjsVQi1pehZNLS0njttdf4/PPP8XMHcHa7kbRp1PW06lRVfj28nh2Hv8ftdnPjjTcyYcIE/P39\ny6nVVYr1wakk0tPTeeSRR9i0aRMtGrTn/I5X4Ocu3z6U68nh10PfsfvIBhRl5MiR3HHHHTRq1Khc\nz1MNqPB+awWOxVKJ2IGieDZs2MDs2bOJjo4mPLgp53YYQ1hQ43Kr/0jSAX468CXpWSm0O6Md9027\nj7POOqvc6q8irMCpBJKTk3n44YfZvn07rcI7cV7HMbhdFZfD5ljqETYe+IrEtFiCg4OZOHEiV111\nFYGBgRV2zkrGChyLpTZhB4rCiYyM5I033mDdunWIuOjafAA9Ww+qkAEkKyeT7VFr2Bu3FVAuvfRS\npkyZQljY6U0zVCFW4FQwMTExPPjgg+zfv5+2jbozsP0oXK6KD+n2qIe9sVv49fB6snIyaN68Obfc\ncgsjRoyoDSHlVuBYKh4RWQA0UdVqlRWturbrdKjrA0VBYmJiWLBgAV9++SUej4cmIa3pe8ZwGgY3\nr/Bzx6ccZuOB5SSlxxEeHs7dd9/NxRdfXBNz5liBU4Fs3LiRp558isSkRDo168dZbYeVKlKqPMjK\nyWDH4e/5PXYzHs2lTZs2XH/99Vx88cUEBJTOL60aYQVOTUBEmgJPAqMxK50mAr8As1T16+KOLed2\nfAP8oqp3lfK4BVRDIVFd23U61OWBwpv4+HgWLlzIp59+Rk5ONmH1GtMrYjCtwztXqsDweHLZHbOR\nHYe/I9eTw1lnncXdd99N586dK60N5YAVOBXAsWPHmDdvHp9//jkiLs4qIrFkZZKaeZwdh7/nQPwv\nqHoIDQ1l+PDhDBkyhD59+tS06asKv5B2EYzy4WMgGLgF+B1oBgzFLBBmqcGISICqZlV1O2oDqsre\nvXv57LPP+HLZl2RmZVI/sAH92pxP28Y9Tnkq9qiH9Kzkcjl3UEBooU/dLpeb7i3PoU2jrmyJXMWW\nLVu49dZbGT58ODfeeCPt2rUrl/NbagaJiYls27aNtWvXsmrVKrKzswkLaszAdqNoFNKy0GPKs596\nU1ifrR8YxtntL6Fnq/P4PXYzB+J/YcmSJSxZsgR/f3+6d+9O79696dWrF7169aJBA5/WpKy1WAvO\naSIi4UACMEJVVxRT7gCwAOiEWfo9BXhRVV/0KtMAeMHZHwT8DExT1Y1eZc4F/oZJYZ2DWZRsgrNt\nYoHTtgcOAm8CFwEtgCjgLefcHqfOBUAT4AfgbqA+8F/gTlVNL+Yz9XDaewGQDqwEpqrqERGpB2wE\nflLVm53yrYBtwHOq+kJxn0dVDxe04IhIIPAccB1mNdktwP2qus7Z7w/MBq7BiMtY4F1VfdjrHrxa\n4Jp/g5fVy+s+tQWuAr5W1T+LSGun7kucQ78D7lXV34q6PoVRU5+EVZWsrCzS09NJTk4mOTmZlJQU\nMjIyyMnJyS8nIng8HnJzc8nKyiItLY2EhAQOHz7Mjh07iImJASA4IIxuLQfSvkkf3EX4MqRmJrF0\n25vFtiswMJCmTZsSFxdHZmZmkeUu7XMb9QNL/rE/krSfbVFrSEyLBWDAgAGMGDGCs88+myZNmpR4\nfBVhLTgFSE9P5+jRo8THx5OUlERycjLp6elkZmaSmZlJVlYWGRkZpKWlkZycTEJCAkeij5CQmJBf\nR0hgOF1anE2HJr2L9bfxpZ+C7301D1/6rEc9xCUfJDpxH7HJkSSlxaGcGNPbtGlD9+7d6dChA23a\ntKFJkyaEhYURGBiYv8iniOB2uwkICMDf378yLVTWglMDSHFel4vIOlXNKKbsfZgB+ilgGPCKiOxT\n1cVietVSIAm4DDiGESyrRKSrqkaLyJnAauAdp64MYAjmPv4V6ALsAh5xzheHyXV0CBjnvB+IETzx\nwDyvtg3FiJThQGtgvtPWewr7IM46IWucOu4H/IFngE9F5DxVzRCR8cAGEVkGfAT8B9gKvOjUUdzn\nKYznnc8xCdjnHPM/EemsqtFOW68E/h9wAIgAyhJffB/wNDDANFOCnXZ+h7lOWc5nXiEi3VW1xmXk\nWrduHQsWLCA3N5fCHnJyc3NJS0sjIyODrKwssrKyCi1XWtwuP/xcJqx2V/QGdkVvKLKsx+jvIgkM\nDGTq1KmMHj2aZcuWMWfOnCIHjpU73yuV30SgXxDZuVls3Lgxf1Vot9tN27ZtATMoiEj+Ncn7P29w\nGDVqFFdffXVtcAStNhw4cIDXXnuNo0ePnnStVTX/Png8Ho4dO0ZycuktKoLgFj9cLjdulx8e9bAr\n+kd2Rf9Y7HEl9VMoXV/No7R9Fkxyy1xPLh7NJdeTw8GDBzl48KDPx/v5+REaEkpoWCh+fn4nXec8\nChNAIsK4ceO45JJLqpUPm7XglAMicjXGKhIMbAbWA/9V1R+9yhwAflPVEV7b3ga6qepgEbkI+Axo\n6m01EZEtwHuq+ryIvAt0UNXzimjHN/jggyMis4ABqnqx834BxmoUoaopzrYJGPHSSFVTC6njKWCQ\nqg732tYQI8zOUdUNzrZ7gccwVpGJQB9VPeTsK+nzLMCx4IhIfYyl7FZV/Y+z3w3sAd5X1UdF5GWg\nJ3CxFtKxS2HB2a6qY7zKTAKmA13y6nXOHQtMUdVFhbXf6/gngMcBWrZsyeHDh4srXuFkZWUxcuTI\nkywvZcXfHYjb5Ycg+U+OWTkZzg8jCC5EXLhdfqWOiPKoh4zslCL3R0RE8N577+W/Hz9+PFFRUYWW\nrecfUibH0BxPNlk5RRoxi+Xtt9+mS5cuZTq2lFTIiFLd+u0DDzzAjz8WLzYKw98daESIKoggGHGa\n/1dcTt8o22UsqZ9C6fpqHmXtsyej5HhyyM3NJldP//teEosXLy6NpdNacGoCqvqxiCzFWB/OA0YC\n00Rkhqr+zavo9wUO/R4zDQLQHyOQ4goo4HpAR+f/vsAnpW2fiNwB3AqcgZn68gf+KFBsW5648Wpb\ngHPubYVU2x+4QEQK+2Z3BPIezecClwNTgXF54sahNJ+no9Pu9XkbVDVXRL4HejibFgBfA3tEZDmw\nDPgybyquFBS0xffHTPclF7g3wZy4N0Wiqk8AT4Ax9ZeyLeVOQEAAs2fP5qOPPjrp6TePnJwcUlNT\nSU1NPcmkn/fXm+zcTLJzC38SNdV6QCHHk4XL5aZpSARtG3WnTaNuJSZIK8n0HxcXx7Jly/KfiuPi\n4oosO7z7eJ+mqMA4Hv9xbCd7jvxEWpZZ2sHlchEREUHz5s3zo1a8LTh57/O44IIL6NSpk0/nq65U\nt347bdo0/v3vf5OUlHSKZSGvH6ekpBAXF0dc3FFycszaYyf1z2I+RaBfEKH1GtGwfgtaNGhP89C2\nPoWC+zJFVZq+mkdp+mweaVnJxKcc4mjyIY6mHCIxPQ5ff/4CAgIIDg4mNDSUsLAwwsLC8heoLWih\n9CZv3+jRo6vdNK4VOOWEMzX1tfN6yrHOPCEiL/ropOoCYjAiqSBlXkBHRK4FXsJMqXzn1PUXzFTO\n6eDCTKndX8i+GK//m2AESC7G/6giUABV/VlE2mH8ZIYD/wa2isgIR+R4OPWpobBRtqDFyoXx9/l/\nhZQ9VvZmVx19+/alb9++pT4uJyeHlJSUfD+cjIyM/Gku7ymDnJycfB+cxMREDh06xM6dO/n999+J\nOf4H26K+pUvzAXRq3q/Uyy/kkZmZyZw5c1i4cKHPfg3FoapEJexme9RaUjITcbvdDBs2jBEjRtCv\nXz+Cg4NPq37L6dGiRQseeughn8qqKklJScTHx5OYmEhKSgppaWn5Qj3vleeDc+zYMY4cOcKhQ0YY\n/BaziXr+9encvD+dm/U77WzF5d1X88jJzeJI0n4OJ+0jLvkgqZlJ+fv8/Pzo3r0b3bp1o2PHjkRE\nRNC0adN8Hxy3250/1ZonZGobVuBUHDsw17cexmcD4NwCZc4Fdjr//ww0Bzyquq+IOjdjnIWLIgso\n+MgxGPhRVV/N2yAihVkdeotIfa/pqHOd+vYWca6fMf4wf6hqccs0z8NElv0FeF9Elqtq3gIrJX0e\nb/Y67RmU1yZnmug8IN/2q6rJGH+fj5wprh8wwmoPxgcpPxTCcYTu5rSjOH7GODYfVdVEH9tbK/Hz\n8yM8PJzw8PAyHR8dHc0XX3zBJ598wvZDa/ktdhPdWpxLx2ZnnjKFFRQQyqV9bvOt4hKy2AcFhBa7\nPzEtjp//WMHRlCj8/PwYO3Ys119/Pc2bV3w+Hkv5IyJl6qeZmZn8+uuvrF27lv/9738mIWTsFs5u\nP5LmYWcUekyp+imU2Fe96y2KpPSj/Bazichju8jJNcNLaGgo5/c/nz59+tCrVy+6du1a08LGyx3r\ng3OaiEhjTMTRfMxUTjLGOfUVjC/HCKfcAUzXfhYzAF8IvApcr6ofOU7Ga4Bw4EGMs3ALzHTXClVd\nKyJnYQbs/wCvccIpd7mqRorIm5jplKsxjs/HMMLibxgx8jvGCnE/kKCq7Zy2LXCOWYZxgG7lfJ5P\ni/LncSKitgDrMM7IcUAH5zzTVDXZmRp7DjhTVQ847bsA6KeqaT58ngWcHEX1EnAtJhx/P2baazzQ\n2XHCvg+IdtqVjYkIuwlo6ZzvWYyD8rVOe2cAlwLvFPDBKeink+dbdQTjTxQJtAGuAN4oTSRVTYtG\nqShSUlJYtGgRiz5cRFp6GsEBofRsNYgzmvSs1CRqOZ5sdhz6jt0xG1H1MGTIEKZMmUJERNlWhq4i\nbBRVBZCSksI777zDhx9+iMej9Go9iO4tz61SJ9qk9KP8emg9UQl7AGjerDl/uuRPDB48mK5du9Y0\nS4z1wakBpGAG6b9iLAWBmKil9zCRON78HeiDGVhTgcdU9SMAVVURGe0c8xYml04MxufkP06ZLSJy\nMUaw/ABkYvxFljr1v4iZltmB8bVpD/wTOMtpj2By9szGDPTefAv8iokWCnbKPVjUh3bCuAdhBNv/\nMJaqSGA5kCkiXZ3zTFHVA85h92KsIXOA2334PAXJs0//CyMENwMjnQgqMOLyAaAzZtpqMzDKK8rp\nWaAd8Cnmvj2DEXPF4oijC4BZGDHbADiMuVYJxR1rKZyQkBAmTZrEVVddxbvvvssnn3zCTwf+x56Y\nTfQ742Kahla8wDiStJ9Nf6wgNTORFi1aMHXqVM47r1B/d0sdJCQkhClTpjB06FAee+wxfjm0juSM\nYwxoN7LI1AYVRXpWCr8cWseBo7+gKN26dWPChAkMGjTIRuoVg7XgVBKFWQYsdY+6+CTsC7Gxscyb\nN48vv/wSgA5N+3Bmm2Fl9s8pjozsVLZEriby2E5cLhfjxo3j5ptvJigoqNzPVUlYC04Fk5CQwPSH\np7Nj5w5aNujAeZ0uz093UJHkenLYfeQndkX/SI4nm3bt2nH77bdz/vnnV6tw7DJil2qoLViBYwE7\nUJTEjh07eP7559m3bx8hgeGc23EMjeq3KLf6o47tZtMfX5OZk0737t25//77a9qyDIVhBU4lkJ6e\nzsyZM9mwYQPNQtsyuPOV+FWAAM8j5vgfbDqwnJTMRMLDGzJ58q2MHj26NllsKrzf1qgJO4vFUrvp\n0aMHb775Jtdddx0pmYms2vke++IKy1JQOjyeXH7+YwXf7f0MXB7uvvtuXn/99dogbiyVRFBQEH/7\n298YMmQIscmRrNnzEVk55RMN5U12bhYbDyzn292LSMs6zjXXXMN7773LmDFjapO4qRSsBcdiqUTs\nk7Dv/Pjjjzz15FMkpyTTqVlfzmozzKe8JAXJysnku71LiD0eSfv27Xnqqac444zCI2JqKNaCU4nk\n5OTwzDPPsHLlSsKDm3FBl2uo51+/XOqOTznMD/uWkpqZSPv27Zk+fTrdunUrl7qrIdaCY7FY6ibn\nnHMOb739Fh06dOD32M2s+e0jMkuZVTg9K4XVu94n9ngkgwcP5h//+EdtEzeWSsbPz49HH32UMWPG\nkJgWy8qd73E8/fTSYXnUw87DP7Bq13ukZSUxfvx43nrrrdosbioFK3AsFku1pVWrVrz++usMGjSI\n2OORrNr5LsfT4306NiUjkVW73icpPY6xY8fyf//3fzZZn6VccLvd3H///UycOJHUzET39Gg/AAAg\nAElEQVRW7lxIdGJR6cuKJz0rhTV7/sv2Q2tp1KgRL730EnfccUd+xmxL2bECx2KxVGuCg4N55pln\nuP7660nOSGDlzneJTtpf7DGJabGs2vUeqZmJTJw4kalTp1r/BUu5IiLccsstzJgxA1we1v72MVsP\nfkOux/c1nw4l/MbyXxcQezyS888/n3/9619lyjBuKRzrg2OxVCLWl+H0WL58Oc899xzZ2Tn0aj2I\nbi3POSUx4OHE3/lx31Kyc7O45557uOaaa6qotZWG9cGpYnbv3s0TTzzBoUOHCK3XkDPbDKNlgw5F\nhnKnZiax9eC3RCXsxt/fnzvvvJOrrrqqNoR+lwYbJm6x1CbsQHH67Ny5k5mPziQ2LpbG9VvRO2II\nTUIjSMs8zq4jP7IvbhuBAYE8MuMRhg0bVtXNrQyswKkGpKen89Zbb7H448V41EN4UFPOaNKTpqFt\nCAoIITc3h6T0OA4e201Uwm486qFnz5489NBDtGvXrqqbXxVYgWOx1CbsQFE+JCYmMmfOHFavXg2A\nIKizVHS7du3+P3t3Hh9VdT5+/HNmkkw2QgIJJBDWACHsmxVFpSqKUmzr3qr9Ki4FCy4oanFFWxSX\nilZ/fq0r4tLWuvZrsSAuVESqgCKrKLLIJiFA9m3mPr8/zg2EMElmsps879crryT3nnvumZmT3Oee\n7XLHHXe0pSngGuC0IN999x0vvPACS5YswXGCP8m7W7duXHrppYwbN+7H9niFhqQBjlKtiV4oGtZX\nX33Fu+++y7Zt20hMTOTEE09k3LhxREY2/iqzLYgGOC3Q/v37Wb58OZs2beLAgQNERUWRnp7OiBEj\nGDRoUFvrjgpGAxylWhO9UKhGoAGO+jHSdXCUUkoppcKlAY5SSimlWh0NcJRSSinV6miAo5RSSqlW\nRwMcpZRSSrU6OotKqSZkjMkGttWQpAuwq4mK09q1lfdyn4ic0ZgnCKHeQtt5v5tCW3gvG7/eaoCj\nVMthjBERafMLZDQEfS+blr7fDUffy4ahXVRKKaWUanU0wFFKKaVUq6MBjlIty93NXYBWRN/LpqXv\nd8PR97IB6BgcpZRSSrU62oKjlFJKqVZHAxyllFJKtToa4CillFKq1dEARymllFKtjgY4SimllGp1\nNMBRSimlVKujAY5SSimlWh0NcJRSSinV6miAo5RSSqlWRwMcpZRSSrU6GuAopZRSqtXRAEcppZRS\nrY4GOEoppZRqdTTAUUoppVSrowGOUkoppVodDXCUUkop1epogKOUUkqpVkcDHKWUUkq1OhrgKKWU\nUqrV0QBHqSZ0xhlnCKBf+tWQX41O661+NcJXo9MAR6kmtG/fvuYuglJh03qrfow0wFFKKaVUq6MB\njlJKKaVaHQ1wlFJKKdXqaICjlFJKqVZHAxyllFJKtToRzV0ApVTTy8nJYdGiRWzcuBHHcejVqxfj\nxo2je/fuzV00pZRqEBrgKNWGiAj/+Mc/ePrppyktLT20fcmSJbzwwguMHz+eadOmkZCQ0IylVKp6\n69ev54MPPqCgoIABAwZw+umnEx0d3dzFUi2QEWmS9XaUUsCoUaNkxYoVzXJuv9/P/fffz8KFC5HI\nGMq6DCOQ1AOMB0/ebqJ2r8ZTtJ/k5GRmz55NVlZWs5RThc009gmas95W8Pv9PP7447zxxhtHbE9N\nS+MP99xDZmZmM5VM1VGj11sdg6NUG+A4Dvfddx8LFy4kEN+J4kFn408diPjikahYAskZFA/6JWXp\nI9m3bx/XXHMtn376aXMXWynA1t/Zs2fzxhtv4MQkUZI5nqLB51KeOpg9u3czbdo0vvzyy+Yupmph\nNMBRqg14+umnee+99wjEd6Kk/xlIVOzRiYyH8q7DKel3GmX+ALfeeitLlixp+sIqVcWzzz7L+++/\nTyC+M8UDf04gsRsSm0RZj2Mp6TuO0rJyfv/737N58+bmLqpqQTTAUaqVW7x4MS+//DJOdAIl/U4H\nb1SN6QNJPSjOPIMAHmbNmsV//vOfJiqpUkf79NNPefHFF5HoBEoyTwNv5BH7Ax16UpIxlqKiIm6+\n+RZycnKaqaSqpdEAR6lWbPPmzcyZcz94IynpdxpEhjYY00lIpThzPAE83HXXXRrkqGaRk5PD7Hvv\nBY+Xkj6nQkTw+hvomEFZ+iiys/dy6623UlJSEva5RITS0lJ0XGrroQGOUq1Ufn4+t912G2VlpZT0\nHovEJIV1vNMuleJ+h4OcxYsXN1JJlTqaiHD//feTl5tLabdjcOI61pi+vMtQypP7smHDBmbNmkV5\neXmt+W/YsIGnn36aq6++mtNPP53TTjuN008/nenTp7N48WICgUBDviTVxHQWlVJNqKlmowQCAWbO\nnMny5csp6zKU8m7H1DkvT/4eYr5ehHHKueqqq7j44osxptEnQKjQtcpZVG+++SZz584lkNCVkv5n\nQCh1zgkQ/fUivHk7GT16NHfeeSfx8fFHJMnOzubdd9/l3XffZefOnXaj8RCISYSIGEx5EZ7iAwD0\n69ePW265hb59+zb0y1NNUG81wFGqCTXVheLxxx/n1Vdfxd8+ndLM08HUr7HWU5hD9KZFmLJCRo0a\nxfXXX6+LArYcrS7A+fbbb5k8ZQrljqFo8DlIVFzoBwf8+L5ZTETuDpKTkznnnHPo1q0bP/zwA8uX\nL2flqlWI44AnAn9SD/wdehFo3/WIsT2mJI+oHauIyPkWr9fLlVdeya9+9Su8Xm8jvNo2SwMcpVoi\nY8xHwFoRmRbOcU1xoXjllVd48skncWISKR5wFkT4Gibj8iJ8331MxMHvMcbDT35yDCNGjCA1NRVj\nDHl5eezbt4+9e/eSk5NDYWEhfr+fqKgo2rVrR3JyMp07dyYtLY20tDQ6depEUlKSXjTqr1UFOAcP\nHmTKlCns2rWLkn6n2bWawiUOkTu/IGr3V+Ac2c0UiEvBn9IPf8cMiKh5wL334A58W/6DKSti6NCh\nzJw5ky5duoRfHhWMBjiq9TPGdAZuBSYC6cA+4CvgMRFZ0EDnmAcki8jEBsrvI1pYgCMizJ8/n2ef\nfRaJiqN4wETE166hT4L3wDYid63GW5hdc1pjbMuRU/04Bo/HQ0JCexIS2hETE0NkZCQRERFERETg\n8/mIj4+nY8eOdO3alV69etG3b198vgYK2FqPVhPgFBUVceONN7Ju3TrKugyjvNuo+mXoL8GbuxNT\nVoRExuC0S0V88bUfV1l5Cb4tHxNxYBtRUT5+85tLuOCCC4iJialf2VSj11t9VINqVsaYnsAnQD4w\nE1iNHfx+KvAk0KT9IMaYSBGpeXRiC5Sfn8/cuXNZvHgxEhVPcdaZwYMbcTBlhfU6lxPXkdK+p2BK\nC/EU7Qd/sd3hiUIio5GoOCQyGjwRNsgRgUCZTVJWhCnNx1OajykrxJQVsr+khAOFezEBP0jApq+G\n1+ulb9++DB06lKFDhzJ48GDat29fr9ejWobs7Gxuu+02Nm7ciL9jBuXpIw/vrEe9deI7VfpNMKX5\ntR4jUXGHu3UjoyntOw5/znfI9uU8++yzvPba65x77jn87Gc/IyUlpU7lUo1PW3BUszLGLACGApki\nUlBlX6KIHDTGdAceBca5u94DrhWRHW66WcB5wB+B2UAn4H3gShHZ5+6/q8qpTwa2AluAi4CrgOOA\nm0TkcWPMOcDdQD9gLzbYulfcP5iW0oJTVFTEggULmD9/PgcPHiQQ34nSvuOCL+QHmNJ8Yr/8e415\n+nw+UlJSyM7OPuJ5VfUu67ALQ2tREgFxwPFj/KXuoM9cPEX78RTsxVuUY/e70tPT6d+/P3379iUj\nI4OePXuSkpLSlgZC/6hbcEpLS1mwYAHPPPMM+fn5lCf3paz3iUeMG2vqelttXfWXEblnDVF71kGg\nDGMMWVlZjBw5kv79+5ORkUFqaioej05QDoF2UanWyxjTAdsddbuI3FtNGg+wEigGrnU3P45tfTxG\nRMQNYGZgA5+7gDjgb8C/RWSyMSYeeBboAPzGzWM/0AUb4Gxzj18JlAOdgc+wAdPLwDHAX4CZIvKY\nW66PaOQAR0Tw+/2Ul5czffp0srOzcRwHx3Hw+/2UlZVRVlZ2OL03CqllET/EwVNeVO1un8/H9OnT\nmTBhAgsWLGDu3LkNFuQ4kbH1HuxsCTgORgLgBOz3KowxeL3eI74SExO54YYbaNeuHXFxcURHR+Pz\n+Q51i3k8nh9rUPSjCHD8fj/FxcXk5eWRnZ3NnDlz2L9//xFrz4jXh1RZyM/uaNp6W3tdFYzjh4A/\naP2rWvcq6lblOmaMOeLn5ORkHn744SPqYyunAY5qvYwxPwH+C5wjIm9Wk+Y04N9Ahohsdbf1Br4F\nTheRxW6A83ugs4jkumluAyaJSB/393lUGYPjdo9tAWaIyJ8qbX8ZSBORUyptm4VtEUp3f/+IEAOc\nyi1IaWlp7Nq166g0t99+e50W0xMMeCPdi0II/y9quVCkp6fzyiuvHPr9oosuYseOHWGXK5iGC3CC\nEAcjjm3ZEQckgKnn/7bjjz+eOXPmNFABG1WjXChCqbeheO6555g3b161+wXcOhxFtS+lietteHVV\nME6gUt1z62IDmj9/Pj179mzQPFsAHYOjWrVQKngWsKsiuAEQke+MMbuAAUDF6nPbKoIb1y5sV1Uo\nqt6aZgH/qrJtKXCXMSZBRPJCzLeivLOAWWDvhIOlSU9PDyfLQ4zHiz+xG+Wpg3Diax8LUFtTf3Z2\nNgsWLDh0J5ydXctA4jCUDDyr4Qc9A6asEE/hPtuFVbQfT/FBPCW5uJfOOmvr0+BDqbeh6NSp5j9D\ng8HfLo3yrsOqjJeplKaJ623IdVXE1r38PXgL92GKD+AtyTuiC7W+unXrRlxcGNPk1SEa4Kjm9A32\nKpQFBG3BqUXlf7pVBwYLoa/UHc7oxUZp8pwyZQpTpkyp+cQiFBcXs3fvXrZt28a6detYunQpO3Zs\nJiJnM/6OfSjtObra5exDUVpayty5c3nppZcafAxOgxDBFO/Hm7cHb/4evAV7jxp8GhMbS4/MfnTr\n1o2uXbuSmppKSkoKHTp0IDExkXbt2hEVVUtXnmowEydOZOLEw5MXRYTc3Fy2bt3K2rVrWbJkCV9/\n/TURB7dT3nkAZd1/Ygeoh6Gp660pPkjk3g1E5HyHKS8+tD3K56N775507dqVtLQ0UlJSSE5OJikp\n6Yiu0aioKCIiIoiMjPyxdov+KGiAo5qNiOw3xiwEphlj/hxskDGwAehijOlZpYuqC7A+jNOVAaEu\nuLIBGFNl2wnADhGpfQpGIzHGEBsbS8+ePenZsydjx47l6quvZsWKFfzlL0+xadPXePN3U9LvNJy4\n5KB5SFQcRcMurPE8RcABgOBZ1Fm1i7U5jh2w6ZTbn6VifI0f4y/DlBdhSnLxFubgLdx3aEYWQFJS\nEgOOGUb//v3p168fvXv3plOnTnrRaMGMMSQmJjJs2DCGDRvGJZdcwhdffMHDD89l27b1eIr224fC\nVlqjpqnrbXV11RTnEvX950Qc2ApAQvv2nDDmZEaMGEFWVhZdu3ZtC2NnfjQ0wFHNbSp2mvgKY8wd\n2PVvDHaW00ygh7vtZWPMde4xjwGrgA/COM9W4ExjTCaQA+TWkPZPwOfuGIRXsIOMb8Su1dOiGGM4\n5hi74N5LL73Ec889R8yGf1HcbzxOQmqQAzwN003kBPDm7cJTkO3ewYodIBoVi0TFI1ExiNdnxzGI\nnQ3lKcjGU1qAKc23U8XLCmzw4i+r9XQV0tPTGTRoEEOHDmXIkCGkp6drMNMKDB8+nGeeeZp7772X\nDz/8kOhNCynpf+bhlpyGqrd15QSI3PUlUbtWgzj079+fiy66iBNOOIGICL2MtlT6yahm5Y6nGYEN\nHu4HumIDkLXAdHeW1C+APwMfuoctBq6R8EbIPw38FDveJp7D08SDlWmVMeZ87DTxW4EfgDnY2Vst\nktfr5dJLL6VHjx7cfffdxGxaSHH/CSGNywmL4ydy91oi96zF+MN/YnNl8fHxpKR2JTExkfj4+EML\n/UVGRuL1eomOjj600F+XLl3o1asX7do140VONSqfz8edd94JwIcffojvu48pzfhpaM+gqoancB/e\nA9uOWOgvkJAGntBXzzZF+4ne/BGeov2kdOrENdOmMXbsWA2sfwR0FpVSTagpVoT9z3/+wx133IlE\nRFE08BcNdufrKczBt/lDPMUHSUhI4IwzzmDkyJF07twZj8dzaPpv5Uc1BAIBIiMjgz6qQQdONpgf\nxTTxUJWWlnL99dezbt06Snscjz91QPiZ+EvxbVlKxP4tR+2SiGj8yRmUp2QisR2qz0McIvasx7fj\nc3ACnHXWWUydOpXY2OBrTKmw6TRxpVqTprpQVDyJ2YntYJ9HFWxtkTB4D2wj+tsPwfFz7rnncuWV\nV2qA0nK0qgAH7KyoSZdfTl5+gQ3SawpEqjBlRURvXICn+CADBw7k4osvPvSwzU8//ZTF779P7sGD\nAARiOxLo0ItAYjpObAf30SIO3twdRO78Am9hNgnt2/P7W27hhBNOaKyX21ZpgKNUa9KUF4qHH36Y\nt956C3/HjHo19Xv3fUv0d0vwRUVxxx13cNJJJzVsQVV9tboAB+CTTz5h5syZOLFJFA/8ZWjdSv5S\nYta/g6f4AOeddx5Tp0496mGufr+fZcuW8e6777J8+XICAXehPo8XiYi2Xa/u89PGjRvHtGnT6NAh\n9ABLhUzXwVFK1c0111zDt99+y9q1awnEp+BPHRR2HhHZ3+D7bglx8fE8+MADDBoUfh5K1cWYMWP4\n+c9/zj//+U+ivv+csh6jaz7ACRC9afGh4Oaaa64JOk4mIiKCk046iZNOOon8/Hw+/fRTVq1axXff\nfUdubi4JCXYg+4QJE+jbt28jvToVKnc1+xQgWyS8BYa0BUepJtTUd8L79u3jiiuu4MDBgxT3PxMn\noUvIx3r3fUv05iXEx8czd+7DZGZmNmJJVT20yhYcgOLiYq644kp27PiekszxBBK7BU8oQtSWj4nM\n3sRJJ53EPffco9O1W74j6q37SJ1IETng/n4WcDswHNsY4we+AGaLyD9DOYHWAKVaseTkZO655x68\nHg8x33yAKalpdvxhEdmbiN68hLi4WA1uVLOJiYnhrrvuJCIigujNH2FKgi8iHrnrSyKzN9G3Xz9u\nu+02DW5+nF7BfTSIMeZK4G3sIqwzgIvd7wXAW8aY34aSodYCpVq5oUOHcuONN4K/hJiN/8aUFlSf\nWISI3V/h++4/xMXHMXfuXA1uVLPKzMzkhhtusONrvq5Sf0WI3PklUTtW0qlTJ+6fM4eYmJjmK6yq\nj59weCmQW4F5InKKiPxZRP7qfj8VeA777MFaaYCjVBswceJEJk2ahCnNJ2bDO3gK9x2dyF+Kb/NH\n+LZ/RocOHXn8scfo379/0xdWqSomTpzIpZdeiinJI3bdW0TsXoM3Zwu+TYuI2rGC5ORkHnnkEZKT\nG3j5bdWUkoCKJrpU4G/VpPu7u79WOshYqTZi0qRJREZG8tRTTxGz7p+Up2QSSOqOGA/e/D1E/bAB\n/CVkZWXxhz/8odaHJCrVlC6//HI6dOjAE088Adv/e2j78OHDueOOOzS4+fHLwY63+RBYiX2Y8qIg\n6QYC/w2y/Sga4CjVhlxyySX06dOHuXMfYffuDUTu3XBoX2xsLL+5YjIXXnihLj+vWhxjDGeffTZj\nx45l2bJl5OfnM2DAAIYMGaKrCrcO/wRuNcZswz6m51n3c30N2At0As4FpgBnh5KhzqJSqgk112yU\nqsrLy1mxYgUbN24kEAiQkZHB6NGjdfzCj1OrnUWlWrWqs6jaA28CY919UjWNS7CxS61DbPQ2Tak2\nKDIykuOOO47jjjuuuYuilFKISC5wijFmODAMaE89xwlrgKOUUkqpFkFEvsCud1NvGuAopZRSqkUy\nxvQHOmBXMv4mnGN1mrhSSimlWhRjzNnugOP1wFLga2PMd8aYX4aahwY4SimllGoxjDE/xa6D8xrw\nO+zA4rOB5cBrxpgzQslHu6iUUkop1ZLchl3J+EZjzAjsbKp3RORtY0wRcAfw79oy0RYcpZRSSrUk\nPwHeqWbfP7CzrGqlAY5SSimlWhIPkF/NvmSgJNRMlFJKKaVaiu1AjyrbjDHmJ8C9wFuhZKIBjlJK\nKaVaksXA6ZV+F2AfdpDxeuCGUDLRQcZKKaWUakn+CPR0f94LPIpt1flMRJaFmokGOEoppZRqMUQk\nG8h2f95BiC02VWmAo5RSSqkWwxgztrY0IrKktjQa4CillFKqJfmAw08Ur1D1yeL6NHGllFJK/agc\nE2RbEnbg8TnAlFAy0QBHKaWUUi2GiKyqZtf7xphS4DLg/dry0QBHqTZKRFi1ahUfffQR27dvx+v1\n0rdvX0477TT69OnT3MVTSqlgPgKuDyWhBjhKtUFbt27lgQceYO3atUdsX7FiBX/961858cQTueaa\na0hNTW2mEioVXH5+PqtXr+bgwYOkp6czePBgvF5vcxdLNZ3TgYOhJNQAR6k2ZuHChTz04IOUlpUx\nMqWMM7uX0qe9H78D6/ZH8s62aD7++GNWrPic6667njPPPBNjqo7vU6ppOY7D66+/zrPPPENRcfGh\n7ampqVx11VWMGzeuzvU0EAiwbNkyVq1aRW5uLmlpaYwZM4asrCyt+83AGPN8kM1RwABgKPCHkPIR\nkdpTKaUaxKhRo2TFihXNcm4R4fnnn2fevHnERghXDSjkmE7lQdLBx7ujeHFTLMV+w8knn8yMGTNo\n165dM5RahaDRr8DNWW8B/H4/c+bMYdGiRcRHCuPSS0iJcfg2N4Klu32UOzBmzBhmzpxJQkJCWHmv\nWbOGBx64n23bth+1b9CgQUyZMoUhQ4Y01EtRh1Vbb40xq4PsLwF2AK+JyCshnUADHKWaTnNdKBzH\n4dFHH+XNN9+kU4zDjGH5dIlzajwmu9jDE2vj+CY3guSOHbn2uusYO3as3tG2PK06wHEch9mzZ/Pe\ne+/Rp72f6UMLaB91+Lq1t9jDM+tjWX8gks6dOnH3PfcwYMCAkPJ98cUXef655xARTupSyk+7lJLk\nE7YXePloZxSr9kUBMH78eKZOnUpiYmKjvc42qNHrrQY4SjWh5rhQ+P1+7r//fhYuXEi3+AC3DM8n\n0Rfa333AgXe2RfPmlhj8DvTr14+zzjqLESNGkJaWRkSE9nK3AK06wHnyySd55ZVX6Nvezy0j8okO\nMtzGEXh7SzRvfBeDN8LLVVf9lgsvvBCPJ/hSKbm5udx77718+umndIx2+N2gAjITA0el+zbXy7yN\nsWzNj6B9+wSuueZaTjvtNA3yG4YGOEq1Jk19oSgtLWXWrFl88sknZCT4uWl4AfGR4f/N7y708I/N\nMXyeHUXlfxk+n73D9fsDiAher5f4uDgSk5Lo1KkTqampdOrUiaSkJOLj4w8FRH6/n/LycgKBAB6P\nh6ioKBISEkhJSSE1NZXIyMgGef1tRKsNcN59913uu+8+UmMd7hqVR7uomuvumpwInlwXT26ZISsr\niylTpjBs2LBDAYnf7+eDDz7giSf+H/v3H2Bwh3J+N6iwxnwDDiz83sfr38VSGoDRo0dz44030rlz\n5wZ9rW1QjfXWGJMJnAt0A6Kr7haRy2o9gQY4qqUyxswDkkVkYnOXpaE05YXiwIED3Hrrraxbt46B\nHcq5fkgBMfVscMkpMazMjuK7XC/7SjyUOvZ/VIT7ryogUOQ35JZ5KPbX7brr8Xjo0aMHmZmZDBky\nhBEjRtClS5f6Fbx1a5UBzsqVK7npphn4jJ+7j8kjNbbmLtUKuWWGF7+OZfkPNvju2qULmf374zgO\na9esYV9ODpEeOKd3ET/rUYonxHdvb5GH5zbGsnZ/JNHR0UyaNInzzz9fWzHrrqYxOBcCLwOlwPdA\nWdUkIjK41hM0d4DTki9ixpitwOMi8lBzl6UyY8xHwFoRmVZp21XA/wOuEZG/1CPvy7CvOb6WdD8F\nPqxmd5aIbKxrGSqdYx4ttG7UVVNdKNatW8edd95BdvY+jk8t5aoBRUTWurB5wyryQ06Jh/0lnkMB\nT8D9dxNhwOsRvMauxV4aMBSUG3JKPOwp8vJ9gZeSwOH/f+np6Rx//PGccMIJDBo0SC8qR2p1Ac76\n9eu58YYbKC0p4pbh+WQl+cPO49tcL+9uj+arnMhDwXZ8pDC6cykTupfSKcSAqbKKAfivfBNLQbmh\ne/fuXH311Rx//PHabRW+mgKcDcBa4DIRKazrCfS/RBMwxkSJSNUItCHznwncBVwkIq81cRkGAvur\nbMtuhPM0i8b+7BpaaWkp8+fP5+WXX0Ych/Mzivl5zxKa439vbATExjt0iw//QuII7Cz0sPFAJGv3\nR7Bu9/e8+uqrvPrqq7Rv357Ro0czevRoRo4cqQM/W5nPPvuMO++4g5KSYqYOKqhTcAPQp32AawYX\nEnAgr9z+ASRGSb3+FoyBk7qUMTy5nNc2x/DB99uZOXMmAwcO5H/+53849thjqx33o8LSDXuzXufg\nBn4ELTjGmO7Ao8A4d9N7wLXuI9QxxswCzgP+CMwGOmGXcL5SRPa5aSKAB7HLOwvwHBALDBCRn1Zz\n3o+AI55oKiLG3Xc8cB/2eRkHgH8Ct4hIXqVjNwCFwKXAVhE5xhgjwO+AM4DTsFPeJgPfAM8CJ7g/\nX17DUtWHWnCAa4CHgN8CZ4vI4ippgpXhBvd9yMAulvQuMENEDlbTKnO3iMwKUoaKtCkV73OV/dHA\nCuBzEZnkbusCfAXcLyIPuttGA/cCxwJ+YCVwiYjsqlo3jDE+4H7g10B74Eu37Evd/ZHAn7D1oSOw\nF3hZRH7v7t9KlRa5qq1hbpp5QHfsM0/eE5HzjTFd3bzHu4cuA64XkW+qvvaaNNadcElJCQsXLuTF\nF+ezd282HaMdJg8oZECH6i8OAQf2lzb/P+MOPgdvLcUod2D9/ghWZkexal8kByA25xYAACAASURB\nVCuVu0ePHvTv359evXqRnp5OamoqnTt3JiEhoa3cVbeKFpyioiJeeOEF/va3v+E1wtUDCzi285HL\nGDRHna2pfu4osGPTVmbb7rBu3dI588wJnHzyyXTt2rUJS/mjVFMLzgfY6eBP1OcELboFxxjjAd4G\nioGT3c2PA28ZY46Rw9FZT+BC4GwgDvgbNtiZ7O6fgb2oX4kNDH4HXAx8UcPpzwFWY4Oh/61UpsHA\nImyLyZVAB+ARN915lY6/BHgKOJEjP8jb3fLMAO52y/ol8AQ2YHkEe4GtbeGFCOB54GfAKSLyeZA0\nwcrgYJe5/g7oATzmfv0G96KNDTgy3PQFtZQjKBEpMcZcBHxmjFkAvAbMx76nDwEYY4Zig6QXgRuw\n6xycSPX18gHgAuByt/w3AP82xvQVkd3Atdg68CtgK5AOZNah+DdgA+ZRtpgm1i3nMmzQW4b9/BYb\nY7JEpKgO56gXv9/Pzp072bhxIytWrGDpxx9TWGS7oSb2KOGXvYqJruWve3+ph+mftA/pfD6fj5SU\nFLKzsyktLW2AV3DY3DG5pMTU3MoT6YGhyX6GJvu5TGBbvpevciJZfyCCzTu2sm3btqOOiY6OJjU1\nldTUVLp06UJaWhppaWl07tyZ5ORkEhMTdQXcZpaXl8eGDRtYtmwZixYtorCwkJQYh2mDCshof/Ss\npnDqbFV1rcM11c/0eIfpQwvZll/Cu9t9/HfnDp566imeeuop0tLSyMrKomfPnnTu3JkOHTqQkJBA\nXFwcMTExREdHExMTo92twU0GXjXGHAD+LSIH6pJJS39nT8Ve6DNEZCuAe9H81t1X0WIRge2ry3XT\nPAVMqpTPddhWg9fd/ddjW1GqJSL7jTEBIF9E9lTadRPwdxH5U8UGY8zVwBfGmE4istfdvEVEbgyS\n9XwR+at73L3Y1oiFIvK2u+0B4ENjTHKwlpFKJgFeYISIfFVNmqPKICKPVPp1qzHmZuBtY8ylIlJm\njMm1yY54zTXZWuUu+aCIpLvn+soY83vgL8BxwHBgSKXA9GbgSxH5baXjg47dMcbEAVdjW+b+5W6b\nApwCTMUGjj2ATcDH7jm2Y4OScC0RkQcqnftybIA4qaLsxpjJ2BaiicCrdThHjXbu3Mmdd97JN9+E\n1kDkQYiJEGK8sPyHSJb/UPsspECIPUc+n4/p06czYcIEFixYwNy5cxs0yLnn8/haW3BqEh/pEBNh\nCDh2kHNADI5AeWkx27ZuYevWrfUq37nnnsu1117bVlqDGsXevXu56667WLduXbVpDEJshOCI8Nia\nuKBpQq2zVdWnDodTPxMiHUodKAsY9uzexe7du+tW4B+xu+66i1NPPbW+2VRcB14Ggv7tiUitn0rz\nt0/XLAvYVRHcAIjId8Au7JLNFbZVBDeuXdiuKowx7YFU4LNKeUjl340xFxtjCip9nVhDmUYCl1RO\nD3zi7suolG5lNcdXDkZ+cL+vCbKtUw1lwD3nAWC223UTzFFlMMacYox5zxizwxiTD7yBXQK7rg8d\nOhkYVumr6nv3KLaFajowRUR2Vto3HPggxPNkAJEcfq8RkQDwKYfrwjy3DJuMMf/PGPMztxUwXFXb\n4kcCvYD8Sp95LpDEkZ95UMaYWcYYMcbIrl27QirApk2bQg5uTKXgxmMavss5JSWFCRMmADBhwgRS\nUlIa/Bz15TVClNd9H6p8RXkEQ93fl3/9618UV3o0QFtRl3pbnS1bttQY3ADERAjR3sbpb2uqOmyM\nEF2pHkY0wt9jS/fee+81RDYzsI0JM2r4qlVLb8GpSeWaU3W9eSG84O2fwH8r/b6zuoRuvs8Ac4Ps\nq3xcdYOjKpdVathWW/nXY7tk3gfeNMacLSJVb0mOKIMxpgfwL+Bp4E4gBxgB/BUb5NTFllpampKx\nAUgAaKxHVAuAiKwyxvTEjpM5FXgBWG2MOU1EHGz3XNX/n8GaOqp+dh5skParIGmrDrA+unB2DNMs\nsGMZaksPcPLJJ5OZmUleXt6hbY7jUFxcTG5uLnv37mX79u1s3LiRzZs3U+gXSgJwQlopZ/cuJjm6\n9tNkF4fW3J+dnc2CBQsO3f1mZzfsGPI7jymotYsqmGI/bDoYwTe5EWzL97Kz0Mu+Ei9ONS89Obkj\nqalppKamkpycTFJSEu3btyc+Pp7Y2Fiio6MPdRcYY6hoaOzatSuxsbF1fn0/VnWpt9U59thj+dvf\n/kZeXh6O41BUVER2djbff/89GzZs4KvVqyny+3EEzu5dxJndg0/fDrXOHnVcPepwqPVze76XD3ZG\n8d8ffOSXHy58XGwsnVNT6dChA+3atSM+Pv5QF1XFV8XvsbGxxMTEEBUVdWiwcuW6WFnl7RU/V7R0\nNOTY2qqtJ1XPU/XcffrU/9+8iAS7voatpQc4G4AuxpielbqoegNdsBf4WolIrjFmD3ZA8AduHsb9\nfY+bJh/ID3J4GbYbqLJVwEAR+TbsV9PARGStO9j3A2w30y9FpKSGQ0ZhA5npbusHxpiqg7uDveb6\neBbbpTgV+KsxZpGIVLQsfYHtYgrFZrdsY9yfMcZ4sV1fh55L4n6WrwGvuYOUl2MDq03Y2V1pFWnd\ngdD9qXksFtjP/NfAPhEJ6Sm2DaFLly4hrf+Sk5PDhx9+yJtvvsGS73ewbI+PX/YqZmKPknp1/VQo\nLS1l7ty5vPTSS40yBicce4o8rMqOZFV2JN/kRh6adg6QmNieARndSEtLO7TIYOfOnUlLs0GNz1dd\nQ6dqCjXV54KCAhYsWMD8+fP56zewdn8k0wYVEleHRSmDacw6vPFABG9tiWbtfnuvlJSUxC9OOolR\no0YxYMAAkpOTtXszTMaYfkAfEVlQaVsitsX8axEJaWxoSwlwEowxw6psO4gdY/MV8LIx5jp3+2PY\nC06oXRtgu0luNsZswgZGk7EXuto6SLcCJxpjXgJK3ZaK+4HlxpgnsWNL8rEXybNEZHK1OTUSEdlg\njBmLHQT7f8aYn4tIde3p32BbI643xrwBjMYOKq5sKxBtjDkNe+EvqmUQbSd3llpl+93xPFOwg3KH\nishWN+B42Rgzws3zQex7+RR2DZ+KQcaLROSIJ9+JSKEx5n+B+40x+4At2G6vztgB2rgzxHZjW1vK\ngYuAPOxsNbB15nJjzD+xwc5thPY38DK2SfRtY8yd2LE93YBfAE+GO5OqoXXs2JHzzjuPc845h0WL\nFvHkk//LPzbDF/siuWZwAR2rac3p4HOYOyY36L7g9tpRTg2sg6/6u2O/A5vzvHy5L5IvsqPYUWhj\nb2MM/fv3Z9SoUQwePJj+/fvrdPEfsfj4eC644ALGjx/P7NmzWb58OfetiueW4QVHrDIcfp2tKvw6\nXF393Fno4a/fxPCl+7yq4cOHc/755zN69GgdOFx/f8C2ri8AMMaMwsYD7YBcY8xEEal1fGVL+RRO\n5Oi76NdF5DxjzC+AP3N4+vJi7Pz4cEL7h7BjTJ7HdmfMA97EXhxrcic2iNkM+LDT6r8yxpyEnWWz\nBNva8Z2bX7MQkU1ukPMB8K8grTIV6b5yA8VbsOVfhr1w/71SmmVu8PZX7FTru3GbqasRrGP9NGPM\n99hp1VdXGkN1PTY4nQtMFpEvjTHjsLO2lmNXrVyB7UYL5hb3+/NAIrbOnOHOoAIbbN4E9MV+zl8A\nZ1YK0O7Dzrh7Gzs7bDa2NbBGIlLkfuZzgH9gp6jvwtbJOo3ubwwej4czzjiDMWPG8PDDD/P+++9z\n+2ftmT4kn35BnrPj9VCnrqHGIALFAbsw4O5CL9sLvGzOtd1PFQv+RUVFcfzxozjxxBM5/vjjSUpK\nauZSq4bWvn175syZw0MPPcQ777zDQ1/Gc+vIfHxum3K4dXZzrg2OdxfZDLrFBzi2c1nIqyIHU+KH\nN7bEsHB7NAGBYcOG8dvf/pZBgwbVOU91lJ9gr78VZmHHqk7B/h+fzeGZ1dVq9nVwmosx5gtgqYhc\n09xlUW1HU60IKyK88cYbPPbYY3ixDxM8plPVoWp143dgZ6GX/SUeSgJ2UJPH2EXQAgJF5fZRDTkl\nHvaVeNhf6iGvykrGXgORHsHjrmRcFjBHdDdV6N69OyNGjODYY49l5MiRREdXfSSNopWsg1OZ4zjc\nd999LFy4kJEpZVw3pDDkRyqADWxe3hTLptyj7+ENcFxqKRf1LQ75obMVVu+L4LmNceSUeEhLS2Xa\ntGs44YQTtAuqbmpaB6cYe/O6xBgThe3RuUxEXjXGjAf+JiK13uG0lBacRuUOrh2PbXGJBK7CTj+/\nqjnLpVRjMcZw7rnn0q1bN26//Xb+vAau7F/I2K51X5T521wv/94ezZf7Io94jEJtEtq1o2OXDoce\ntikiBAIBysrKcBwHYww+n4+EhASSk5NJT0+nd+/eZGZmardTG+XxeLj55pvJzs5m5apVvPqtw6/6\n1j6Tze/APzbHsGBbNAIcd9xxTJw4kczMTBzH4auvvuLVV19l2aZNfJUTxdUDCxiaXPtKyfllhpc2\nxfDJHh9er5dLLvk1l156qY7rajw5HJ5JPBbbg1LRi1NGiLFLm2jBMcZ0w3a5DMaOQVkP3CEii5q1\nYKrNaY6HFm7YsIGbZswgLz+fS/oVcUb38AZYHii1Dy/8bO/hhxeOGDny0OyiioDFcRwiIiKIi4sj\nyX2aeOfOnYmJiWmMl6UOa3UtOBXy8/OZMmUy33+/g0n9Czk1vfoAfV+J4bGv4tmcF0HXrl255ZZb\nGDas6tBOCAQCvPnmm/zvE09Q7vfzy17FnNO7JGgLkQh8sieKl7+JJb/MkJmZye9//3syMmpdHULV\nrqYWnOexE4H+hF0At0BETnL3XQ1MFZFa+wTbRICjVEvRXBeKLVu2cMP06eTs388vexVzbu/Qnk/1\n3x8ieW5jHIXlhoEDB3LVVVcxfPhwbZJvWVptgAN20curp0whNy+Xq7IKOanL0UHOF9mR/GV9HAXl\nhvHjxzN9+vRap/Z//fXX3HnnHezevYd+ieVc3r+IdPe5aSLw9cEIXt0czaaDkUT7fFx+xRWcd955\nOoC44dQU4KRhx0qOxE4cmSgiX7r7ZgB5IvJUrSfQAEepptPcF4obb7iBXbt3c0JqKZOyig4N3qyq\n2A8vbYplyS4f0T4fv5s6lZ///Of6IMGWqVUHOGCDkRtvuIG8/HzO6FbCL3uXEB8p7Cr08NaWaJbt\n8REZGcl1113HWWedFXIAnpeXx5/+9Cc+/ND2fvRt7yfR5/B9gZc97sDkE088kWnTppGWllZTVip8\ntX5IxpjE+izNoQGOUk2ouS8U+/fvZ+bMmWzYsIH0uACTsgrJrDTDyhFYmR3Jy5ti2VfioU+fPsya\nNYvu3bs3W5lVrVp9gAOwdetWZs6cyc6dOzFAXKRQ4C6oV5+uIxHh008/5eWXX2bdunU4joPPF8Xx\nx4/h/PPP19lRjafR660GOEo1oZZwoSgtLeWJJ57gzTftygYZCX4y2vvxO4Z1+yP4odiL1+vloosu\n4rLLLiMysvbnWqlm1SYCHLB194033mDZsmUcOHCA9PR0Tj/9dMaOHdsgD04tLS0lPz+fpKQkfRBr\n49MAR6nWpKVcKADWrFnD/Pnz+fzzz3EcO/Yg2udj7E9/yiWXXEKPHo2wqp9qDG0mwFGtSqPX27BH\nSxlj2mFHNf8E6A5c7K6mOxn4XERWNXAZlVKNYPDgwTz44IMUFBSwc+dOIiIiSE9P16mvSqlWIawA\nxxgzALtargf7FOehQMUc0P7Y+eoXNWQBlVKNKz4+nszMzOYuhlJKNahwp0Q8AmwEegHncmQT0zLs\ngw+VUkoppZpVuAHOGOBBESnErrBe2Q/Y5z0ppZRSStWLMaa7MeZ5Yx36OdTjww1wSrGPOggmDajP\nY16VUkoppSokA5diY5XKP4ck3ADnI2CG+/CrCuJGVL/FPulbKaWUUqpZhTuL6vfYsTYbsMsoCzAV\n+4yn3sCVDVo6pZRSSqk6CKsFR0Q2YZ8N8TFwIRAAJgKbgJ+IyJYGL6FSSimlVJjCXgdHRLYBlzV8\nUZRSSimlGkadH4tqjEnHDizeJSI7G65ISimllFL1E/ajgY0xvzXGbAe2AcuB7caY792VjJVSSiml\nml24KxnPBGYDfwVew6590xk4H3jCGNNBRO5r8FIqpZRSSoUh3C6qa4E/ichNVba/aYzZ7e7XAEcp\npZRSDUEqfQ/r6eDhdlHFA4uq2fdvd79SSimlVL2IyCoR8YpIQES+qPg51OPDDXD+DZxWzb7TgPfC\nzE8ppZRSqsGF20X1LPAXY0wK8BawF+gEnA2cDEw2xoyoSCwiqxqqoEoppZRSoQo3wFngfr/U/RKO\nfKL4v9zvxt3nrVfplFJKKaXqINwA5xTCHOSjlFJKKdXUwgpwROSjRiqHUkoppVSDCXcdnH8DTwNv\ni4i/cYqklGoqRUVFrFmzhr179xIbG0tWVhZdunRp7mIppVS9hdtF5QH+Duw3xswHnhOR9Q1fLKVU\nYzp48CAvvPAC77zzDqWlpUfsGzZsGFdddRWDBw9uptIp1XREhJUrV/Kf//yH7OxsUlJSGDNmDMcc\ncwweT9iL/asGZow5Djs8pqu7aSfwoYgsq/VYkfCG1BhjugNXYAcZdwM+w7bq/F1ECsPKTKk2ZtSo\nUbJixYpmLcPSpUuZM2cOeXl5EAtOdwcSgFIwuw1mr503cPbZZ/O73/0On8/XrOVVtTK1J6mfllBv\nG8OuXbu4//77+eKLL47al5GRwdSpUxk1alQzlKxNqLHeGmN6AC8Dx3P02F+DfVTUr90HgAfPI9wA\np9LJDTAeuBw4CygHXgWeFpH/1ilTpVq55rxQOI7Dc889x/z588ELzkAH6StHr4a1DzwrPZg8Q58+\nfZg9ezZpaWnNUmYVkjYX4Gzfvp3Vq1cjIgwcOJCMjIyw81i6dCl//OMfKSoqQlIFJ8sN9PPAbDZ4\ntts/jBNOOIGrr76abt26NfCraPOqrbfGmCRgJeAD7gXeBba7x3QHzgRuA0qAESJyIGg+dQ1w3EJ4\ngV8AM4DRQAEQB/wXuFxENtY5c6Vaoea6UJSVlTFnzhwWL14McRA4PgCJNRwQAPOFwbPFQ0L7BP5w\nzx8YPnx4k5VXhaXNBDi5ubk88sgjvP/++0dsHzZsGFOnTiUzM7PWPBzHYd68ecybN88G+iMcpIcc\n/S4eAM+XHsw+g9frZeLEiVx66aUkJyc33Atq22oKcO4FJgEjRWRXNWm6YIOgeSIyM2iaugQ4xpj+\n2G6q3wBJwP8BT2FXMj4R+JObt7btKVVJc1woioqKuO2221i5ciXSUXDGOPa+KARms8HzhQeP8TB5\n8mQuvPBCHZfQ8rSJAGfHjh3MmDGDXbt2IUmC9LZBidlhMHsMxmM4/7zzueKKK4iJiQmaR3Z2Nvfe\ney8rV64MLdAXYCd413ohH3w+H7/5zW/49a9/TWRkZKO8zjakpgBnA/C8iDxQYwbG3ARMEpEBQfeH\nE+AYY67AdkmNBrYAz7iF+KFKupOAD0Qk3EHMSrVqTX2hyMnJ4eZbbuabTd8gXQRntBP+8pv7wPup\nF0pg+PDh3HjjjXTv3r3GQ/Lz81m9ejUbN25kx44d5OXlYYyhffv2pKen07dvXwYNGkRSUlLdX5yq\n0OoDnO3bt3PtddeyP2c/TpaDDKzS4rIXvCu9UACdOnXiiiuu4NRTTyUqKgqw9fHtt9/mpZdesl1S\naYLzEweiQiyAA2aLwbPeAyXQO6M3d915F7169Wrw19qG1BTgFAETaluaxhjzU2CBiMQG3R9mgFMK\nvA08JSKLa0iXBvxWRO4OOXOl2oCmvFBs3bqVm2+5mT279+D0cpARQcbbhKoEPCs8mN0Gj8fDySef\nzCmnnEK/fv2IjY0lPz+fbdu2sXbtWlauXMmGjRsQp/b/Ld27d2fo0KFkZWXRt29funfvXu3dt6pW\nqw5wjghuhrnjxoIJgFlv8GzygAMxsTFk9M7A7/fzzbffEPAHIAqcwQ7SK0iXVCjKwHxlu26jfFHc\nNOMmxo8fX6/X14bVFODkAWeLyPvVpXHTnQq8JSLtgu4PM8BJEZHskA+oI2PMVuBxEXmosc+lWiZj\nTE9sK+ExItL8nf8NpKkuFB9//DGzZ8+mqKgIZ4CDDKjjP/TKBNgFnrV2AHK1DEhHQToJ0lHswM2K\nLrESIB/MfoPZZzA5BqqsqJWYlEhKcgpJSUkkJibSvn17kpKS6NChA8nJyaSkpNC5c2diY4PetLVF\nrTbA2bRpEzNmzODgwYM1BzeVFdquVbPTYAqNrY/tBUl3u7VCbbWpyU7wfu6FcjvbcNq0adplFb6a\nApxlwLsi8ocaMzDmLuBMERkdbH+4XUj/NcacLSKrg5xoEPBPEeldS4FSgLuBCUAacBBYC8wRkUZ/\nGrkx5iNgrYhMqyXdZdggK76xyxQOt0nuQyBFRPa521KwT3o3wBkisrce+W8lhODSfR/HBtn1dxH5\nVV3Pr+qnqKiIJ598krfeessOoDzWQbo30NNVDNAVnC4O7Afzg7EzTgIGiRCIB+kgkAxU978+zn5J\nqiAIOECuDXjIBZNvOFB0gINbDsI3NRcnMTGRbt260aNHDzIyMujXrx/9+vXTae2tgIiwePFiHnzw\nQUpKSnCGO0ifEOtxHMgQQYbI4cnFDR0CdoVAQgDPMg9vvvkm69av4/bbbqdnz54NfKI26xXgdmPM\n49XOkLIzrX4H3FddJuEGOD2pfnhiLHZdnNq87qa9AvgW+zTysUDHMMsSFmNMBBBozHPUcO5IESlv\npLx7AIuAXcAvRCSvCcvwPHBrlW3FDXyOZmOM8WBbOZul3oSjrKyMRYsW8eyzz5KTk4MkuONt2ldz\ngEP9Pqlo7MwTsIHKEYVxv0IRAySBJAXJyw+UHv4yJcaWuRhMoeFA4QEOrj3ImjVrDh3i9XrJzMxk\n6NChDB8+nCFDhmhLz4+IiLBmzRrmz5/PZ599BhEQOC4A6VUS1rf+hiOG4F277cA51cF8Ydj09SYm\nXT6Jc885lwsuuIBOnTo1UeFarb9gw9L+wKfVpMkE/oid4BRUrV1UxphobEBigGzgdGBVlWTRwLXY\nRXd61JBXInAAOK2WMTxbsQOYuwG/BvKAR0XkwUppugOPAuPcTe8B14rIDnf/LOA84CHgDmxw9iZw\nbpXT9RKRrVXO/1NsK0lld4vILGNMFPAH4GKgA7AOuF1EFlY59mfALGAYcA4wyi3Pg9gWrBTsukGT\ngSuBmdj3+QVghog41bw3FfmnYIPDRcDn2Pe+pJYybAAeBo4F2gFfA3eKyDvucR9RpVVGRILe+9TW\nEmaM+Q22ko6oWC7AGHMfcAkwREQOuO/lLPe9TMWuUPmIiPw5WBeVO3j9QWAokIuN8m8RkbJK+x8A\nBmGD2a+xyxWsDdYiV7U1rCINcIGbT39gmHv8JOAmoDd2PYb/xdbJoJ9TdRqyqb+srIwNGzawdOlS\nFi1axIEDB2yrTaaD9JeaBxMXgndB6KONfT4fKSkpZGdnH7XycX0EJgRsq06dMwAKwBw0cABMjsEc\nMIfu3D0eD5mZmQwePJisrCz69OlD165diYhoVfMffrRdVCLCDz/8wMaNG1m9ejXLly9n586ddl8n\nwRnpQLA29DDrbzCh1umQ6uhO8H7phSIwHsOQwUMYPnw4vXv3plu3bqSlpWmgfbRGr7eh/JXfAtzp\n/izAwhrSzqolrwL36+fGmKUVF+RqTAfuwl7QzgT+7B7zqXtn/TY2hj/ZTf848JYx5hg5HLX1Ai4C\nzsfeU34PdAE2crjlIdiYomXA9dgFhipWkCpwvz/vbrsI2IHtavs/97yVu+7uB27EtlLlYwOcnth1\ngyZil51+HdtNtxsbOPbHBj2fuPtqciwwH3gLO6A7WCtD1TJ0wS6YdDv2vbsQeMMYM8QNQs4BVgPP\nYS/gdSYiLxpjzgReMcaMxq5GOQM4vVKT4wvYZQWuA77Avic9g+VnjOnqlv1F4DLsZ/AM9l7uRreF\n7m3gWWzAFAmMIPxWu2hsQDwZWzd2G2OuAu4BrsGuuzAIu3p3ObbeNYpt27bx4osvUlRUBNiLQcVX\ndnY2W7duxe8/PIBFIgQiwWw1mK21/O8IIyzz+XxMnz6dCRMmsGDBAubOndtgQY7nA0/dBz5XQ2LE\nfuoBCDgBNmzYwIYNG45I4/V68Xg8REdHM2TIkEPb7fqlR/vZz37GmDFjGragbUhZWRmvv/46a9as\nOVSHc3Nz2bZtGwUFBUekFa/YK1MBeJZUUznCuq04Wjh1OtQ6KtjxPeIXVq9ezerVR47kMMYcqnfV\n1TOfz3dEfazsxBNPZPz48W1imQZjzKXhJBeRedXtqO1EQ7EtAAZ74fsjsLlKsjJgg4h8WWtJjDkX\ne3GIxV7UPgH+UXn1Y7cF51MR+XWlbd8AL4jIH40xp2HHnGRUtL4YY3pjL+Sni8hitwXnNiC98jT2\n+ozBMcZkYEcG9BSR7ZW2vwXsEpHfVWoVOE9EXq+UZhY2WEwVkVx322vYFpOulVohaixfpfzLsA89\nvaCGNEeUoZr8lgPviMgf3d+3EvoYnOM5ujPiZhF5wk3THhswLcIGqa+IyC3uvr7AJuwAsX8Hyb8n\nlVpwjDGzsS0rmRWtJu5n9BfsWkzRQA7wUxFZEiS/ywitBed5YJSIrKyUbjtwm4i8WGnb9djAMuj6\nC1XOPQsbrJOWlsauXUHXrTrKlClTWL++9ke9SUwdBhA7bpdPCNLT03nllVcO/X7RRRexY8eOME8Y\nnETXY2ZXOPxAOZjgDZIheeutt+jQoUPDlanhNMqdcF3rbTAff/wxt912W7X7xdjgPORBE2HU32DC\nqdN1qqOCrXP++tW5qp566in69+/fYPk1s5oGGVd3Y1pxTOXAxYhI0E+o1urktkqsdk8q2IthTm3H\nuen/B/i/yoOEROR1Y8y/sHfuxwFnYO/AbxOReysd/lWV7HZhu2QAsrABCIQZfgAAIABJREFUxdZK\n+X5njNkFDAAqur92VF2jp5pyrgMqutY+FpEzq0k6AvsGr68SgfuAD6qkDdaeu70iuHH9AGyqCG4q\nbQulA/ct4CxjzLgauvuOKIMxJg77D2situUoEhsYVH2vQ/V3bHdbZYdaxEQk143EPwK+xLYcVRiO\nvQ+r2hVYnSxgeZUuoaXYORF9ROQrY8w8YKEx5n3gfeC1yoFoiPxuWYFDA7i7AX8xxlRu1YogxAuL\niMzCbd0cNWpUyCN+p0+fzhNPPGGfGcXhFhyAwsJC9u61Y8lNsYEYcHq7AzFDmSUSRhN/dnY2CxYs\nOHS3m53dcBMpnVOc+nVRBc0UOAhmr8FkuzO1qow+a9euHR07dsQYc8TddLA7a2MMF154YUsNbhpN\nXettMKNGjeLiiy9m+fLlOI6DiFBeXs6ePXsIBAI2CCgDPOB0dexsp5oW4KtnF1U4dTrkOuouCujZ\n4rHPc6vSyuTxeEhOTiYuLu5QvRORQ3Wu4vdgjDGcccYZ9OnTJ8RX+KOXEmRbEranYyq2lf772jIJ\nqyNaRF4INa2xj3F4HjgGO+6mcj4l2DEz7wH3GGOeAWYZYx6qdLGvOiBWCC2OrlxDQn345wQOz/uo\naeiax83/mCDlq3pcsHMHe03BtoXylzsNG0z8nzHmFyKyKEiaqmV4CBtQzsC2RBVhu7nqOnEyV0S+\nrSXNSdgOg07YCcMhBcdhEgARmWSMeQT7Gn8OzDbG/NIdH+VwdEASbK5PaZXuvoo6NwXbddlkMjMz\nefTRR6vdX7GY3tKlS/nwow8pXlcM32CnhfdpgGnhrtLSUubOnctLL73U4GNw6k2wf3nuTCyTc/TU\n8/T0dIYMGUJWVhYZGRn07NmT+PgWNTmy1YuJiWHy5MlMnjz5iO3l5f+fvTsPj7K6Hjj+PZOVhIQQ\nwr6HHSlGBQRBBZWiCFbFvfXnirVaUQHXVkFEVETQ4q5tAXcUlWpRKyibCsiiIgjIvkNYAiQhCcmc\n3x/3TQghyyRkIzmf55mH5J137tyZXOY9c++59x5h06ZNOTk4CxcuJGldEqwDfxM/mqAuybeUlXqb\n3g2+ZUeXT4iPj+e0006jVatWNGnShIYNGxIXF0dQ0InlDVUXqrovn8P7gJdFJAIYraoDiyqnrDPt\nAv2IXYmrSziBzb/4FWgkIi3yDFE18soqTAZ5AgjNfzfS487DDakJbpgp0J6HsqKq+lcROQL8x5u+\n/3kRj+kFTMketvISyFvhhoqy5fe6S0REzsTls1yGy+N6HZfnA66XxIfLoTpuiCofvwJXiYgvVy9O\nL6++OUOmuXocnxaRz3G73n+JCwYjRCQ610yzhKKeVFV3eT2DrVR1SgD1LDdRUVH06tWLXr16MWTI\nEKZPn86bb71J8o/J6GbFf2YBCZoANbzkyQClksomCty0t+QKu3hld/Nnz6RK83qrUnHJnMmCJB/f\nO9O0aVMSEhI47bTTSEhIsL2DKrGQkBBat25N69atGTBgAFlZWSxatIjJkye74dndkNU9C+rneWAx\n229+Am7ThbVRP27hv99cXs1F/S/immuuseniZWsZx48c5KtcpxKISB3gA1wuz88cTb69H5hV0BTn\nfMz0Hv+2iNztHZuIm92Vd6gor41ANy/HIxnYV8BMmI1AuJfvswxIVdU1IvI2MElEhnnPFwv0Btar\n6kcB1r/UqOq9IpIJfCwiV2TPiCrAGuAyEZmOuyyMwAWVuW0EzhaRt3C9GXsKKS9CRBrkOZahqvtE\npCbwFvCKqn4qIquAZSJyi6r+03svpwJveH/DpbjJoC1y57rk8hIu8fslEXkeN5vpKVxeTaqItMQl\nBv8HNxsrHujM0WTphbgerSdFZAJuJtYdhby23EYAE0UkCZjB0QTmxqpa4BoM5SkiIoJrr72Wiy66\niOeff55Zs2YRNDOIrDOz3GBkXj5ObGjooLcOziFcEBLC0XVwahN4zoLiFmbLtQ4OKV5+RTqFJpOG\nhITQuHHjnHVw2rVrR4cOHYiJKWxsw1RmQUFB9OjRgzPPPJNPPvmEF154AeaBv6s/Z1kC4MTbb2lI\nBd/3PmSf0LRpU/72t7/RsWORKXnmBHiTSf4I7Azk/PKeK5kMLMDNmmmNy13ZhpvuOzrQQlRVReQP\nwD84msMxE7gr1wyqgozDzd5ZiYvNW+Iu6nmf4zsReQV4F7dGz2O48eibcMnLY3EX5H3AIgLPJSl1\nqnqf15MzTUSuwk2hzs9Q3Cyjebhhw+c4PsB5FJe4uw739ymsF+4m75bbt7ieledxvSv3e3X8zQtk\nnheROd7Q1v/hptz/A7c83FZgQgGvcZs3K+sZXO9PEq7dZM+GSwXa4gLoOFwu09u4mWR4Qdcfvcff\nDMzF9S7lF0zlfe43RCQFN038SdygyArKcAZVScXExDBixAi6devGuGfHwbfgPzXAFWADsRt8K9wO\nywUKBq2raH1vJeMoXACU3SNzEDeVew/4Et3ePsc8PDiYuLg4YmNjqVWrFjExMcTExOSsZFyvXj3q\n1atH3bp1q8WMkurI5/Nx+eWX07p1ax548AFSFqXgVz/aIoB2nA6yXpDtXg9f9krGTdUtelkaV73d\nELTQ7c/Wt29fhg8fbluMlCIRye96Ggq0wX2+FzpJKKecouOBkvFycI7gZqTkXTfHmGqpPJe8X7Vq\nFQ88+AD79+3H39bvVnYtaV7OEZBlgm+TCyi6deuWsxdVZGQkhw4dYuPGjTl7UW3Zkif/LwgX4OTp\nkYmNjaVz58507NiRNm3a0Lx5c2JjYy1wKZ6Tdh2cQKxZs4Z7772XQ4cOuZ6cgoIcP8gawferDzJd\nb1DTpk05cuRIzto61ICsU7MCW5I2P1kgKwTfah9BQUH89a9/5fLLLy9w2rcpVGGzqKbnc38a7kvw\nB6pa0OJ/x5ZjAY4x5ae8LxQ7d+5k+PDhbN68GX9zP9qlBFNekyDouyBIgbbt2jJs6DA6dOhQ5PMu\nW7aM1atXH7ebeOPGjWnbti2dOnWiSZMmdnE4cVU6wIE8QU5nP9o2T7C+D3xLfEiSEF0rmv+7/v/o\n379/TjJ5YmIi06ZN44MPPuDIkSP4m/nRM4rRm6MgWwXfch+kQMNGDRnx6AgbkjoxZd5uLcAxphxV\nxIXiwIED3P/A/fy68le0vuLv4S94r6g8ZLPgW+yDLLj++uu56aabqtoqwFVBlQ9wANatW8fw4cPd\nViT1FH8rPwjIFsG3xUXt/fv354477iA6OjrfMrZs2cLoJ0a7/wvRiv8svxtCLcwu8C33IfuFoOAg\nrrziSm666SYbkjpxRbZbEYnG5YKWaJpbsb7LiUgzEcn3o1FEgsVtn5DNj8t1KSxJ1RhTxmrVqsVz\nE56je/fuyC7B943v6LrcBfGD/CT4FvqoEVaDMWPGMHjwYAtuTIVp1aoVr732Gt26dUN2C0HfBxH0\nXRC+LT5atWrFc889x4MPPlhgcANuht2LL7zIoEGDkINC0KwglwWan2TwzfcRNDcI2S+cd955vDnl\nTe644w4LbsqYiMSLyEJcrmWKiEwXt9UTInKliHQLqJzi9OB4qwv2UNVF+dx3BrBIVW2ivzEFqMhv\nwpmZmbzwwgt89NFHEOIlH7fIJy/nAPgWu9khTZo2YcwTY2zaa+VWLXpwclu5ciU//ujW4zzllFPo\n3LlzsYc6v/zyS8Y+M5YjGd6QVXt1K3UdBFkn+Db4wA8JCQnceeedtGvXrgxeSbVWWA7O/3CTRp7E\nJRc/AryrqneLyEPAmap6aVFPUNyvY4W1oDDcxE5jTCUUHBzMPffcQ/v27Rk/YTxpi9PQNYq2UDRK\nkQxBdgiyzW1WecEFFzBs2DAiIyt6Pq4xx+rYseMJ57/069ePNm3aMObJMaxZvcZtoZtLg4YN+Mvt\nf6F3796WJ1b+ugO3qOoHACLixy1QezduFm1As6iKDHBEpD1u+4NsvUUk7+b14bhdotcH8qTGmIpz\n4YUXctppp/HGG28wc+ZMsn4+dsG0Vq1bcdvg2+jRo0cF1dCY8hEfH8+rr7zKvHnzmDNnDomJidSr\nV4+ePXty7rnn2pBsxUni2EV/V+CWZQG3JEitQAoJZLPNEXgbruEmehYUyiYBN6rqfwJ5YmOqo8rW\n1b9v3z6WLl3K7t27iYyMpEOHDrRp08a+sZ5cqt0QlakSChuiehjoB/RT1TQROR23t2IIrifnOlU9\ntagnCCQ8fQ6Y5FVmPW6p/WV5zskAdgawyJ4xphKJjY3lggsuqOhqGGNMbhm4Hpt1IvIRR/eYHAv8\nBRgSSCGB7CZ+AG9lXG85/B15dr82xhhjjCktT+f6OXtLnTTgfGCYqr4RSCHF3U18k4iEisj/AWfj\n9mHah1v2/n0LfIwxxhhzIkprNnZx18GpDyzBDVmdj9u9+3zcejeLRaReaVTKGGOMMeZEFDdF/Fnc\nXsHdc6+FIyJdgY+8+68vveoZY4wxprrxFhX+P6AvbrQoEfgKeEtVMwMpo7i70lwEPJR3oT9V/QG3\nq3P/YpZnjDHGGJNDRCKAecB4oB1wAdAeeA2YLyJFbbABFD/AqYHLucnPPtx6OMYYY4wxJfUoUAcX\n1NzsHesGJOBSY54IpJDiBjhLgLu9jTRzeL/f7d1vjDHGGFNSVwLjVHUHudbLUdWVwEjccjVFKm4O\nzsO4MbD1IvIJsBOoD1zq/du3mOUZY4wxxuTWGFhVwH2bgLhACinuNPF5ItIT+BtwLS7heB8wH3hC\nVZcWpzxjjDHGmDz2cfx2DNk9OVcAqwMppNgbbajqEgLsHjLGGGOMKablwO+A3Fs/3S0iF+BGigYF\nUkhxc3CMMcYYY8rS60CDXL/7gb8DQcDZqjo9kEIC2U28OJtnqqr+oRjnG2MqkKqye/du/H4/DRo0\nsE02zUkjKSmJw4cPW7utglT1Q+BD79cfgVhVPVjccgIZoorm6EZXxpgqYsmSJfzjH/9gw4YNANSv\nX5+bbrqJiy66yC4YptJKSUnh2WefZdasWagqTZs2ZejQoZxxxhkVXTVTBlTVD+QENyLSHnhZVfsU\n9VixDcCNKT9dunTRxYsXV3Q1mD59OuPHjwdV2uG+6awGjgDnn38+Dz74IGFhYRVbSROoMo9GK0u7\nTU9PZ+jQoSxfvpwGuOVtVwGIMHTYMC655JKKraApjgLbrYg0Au4HOgChee6OBk4D5ni/T1LVyfmV\nU+wkYxGJA+4FzgQaAjuABcBzqrqnuOUZY8rX7NmzefbZZ4kE/gQ08T5nDqBMBWbNmsWhQ4cYM2YM\noaF5P1uMqTivvvoqy5cvpxNuKk0QwhaUt1QZN24cISEhXHTRRRVdTXPiXgV6AT8Ah/LcF4QbVco+\nXuAm38XdbLM7sBYYAqQA33r/3g2s8+43xlRSmzZtcoELcANHgxuAWgg3Am2BRYsWMWrUKLKysiqm\nosbksXLlSqZNm0YccBkuuAFoinAzbpn9sWPHsmjRokJKMSeJs4D/U9Xfq+oluW/AMNzoU/axdwsq\npLizqF4AVgJNVfUPqnqbl1TcDPgVmFjCF2OMKWNHjhxh1KhRpKWlcRnQMJ8e4hCEa4CWwNy5c5k4\ncSI2jG0qmt/v57nnnkNV+QMQmqft1kf4IyBZWTz6yCOsXbu2QuppSk0MsL2A+4QA84KLG+CcAjyp\nqkm5D6rqfmAM0KmY5RljysmUKVP47bffOB3oVEjaRgjCdUA94KOPPmLq1KnlVUVj8vXNN9+watUq\nOgEtCmi7zREGAamHD3P/ffexc+fOcq2jKVWPUXCAs9W7v0jFDXB+4/jVBbPFAOuKWZ4xphz89ttv\nvPnmm9QCAslQCEe4HogCXnrpJWbPnl2m9TOmIJmZmbz++usEUfReQJ0QLgL27N3LsKFD2bevoL2h\nTWWmqqNUdYeI+ESkg4j0FJGOIuJT1e2qOiqQcoob4AwHHhORc3MfFJHewAjc2JgxphLJzMzkySef\nxO/3cykueAlEDMKfgBBVHh81iqVLbScWU/4+/fRTtm/fThcgNoC2exbC2cCWrVsZOnQoSUlJRT7G\nVD4iciduEtMKYC7wC7BTRO4KtIziBjjP4npwvhaRfSKyWkT2AbO848+IyM/e7adilm2MKQNTpkxh\n7dq1nA60LuaM4kYI1wL+zEweevBBVqxYUSZ1NCY/qampTPr3vwkFehfjcX1x03zXr1/P0KFDOXDg\nQJnUz5QNEbkV+AcutrgcN6NqkPf78yJyWyDlFHea+BJs0T9jThorV65kypQpAQ9N5ac1wpUoU9PS\nGDZ0KGOfeYbOnTuXZjWNydebb77J/qQkzgNqFiM4F4SLUfzAD2vXMnToUCZMmEB0dHSZ1dWUqqHA\ni6o6JM/xj0VkD3AP8FpRhdhCf8aUo/JcMC05OZlbb7mFHTt2cCMQf4LrwS1H+RAIDgnhkUcf5dxz\nzy3yMaZcVMmF/jZt2sTNN91ERGYmQzh+5lQg/Cif4RZTad2qFeMnTCAmJqa0q2pKprCF/tKAgar6\nVT739QU+VdXwop7ANts0pgry+/2MGTOG7Tt2cDYnHtwA/M6bisuRIzzyyCO8+uqrZGZmnnC5xuSV\nlZXF008/zZHMTPpTsuAGwIcwAOgKrF23jruHDCExMbE0q2rKxm7g9ALuOw3YFUghFuAYUwW9/vrr\nzJ8/n5bAeaVYbluEW4HawNtvv83gW29lyZIltlaOKVWTJ0/ml19+oRPQ8QSDcx/CQKAHsGHjRv5y\n++2sXr26NKppys5k3ISm+0SkmYiEef/eB4wC3gykEBuiOomJyHDgr6raoqLrUhZE5EbgBVWtWdF1\nKS3l0dX/7rvv8vLLL1MHuA2IKIMRjDSUL4HsV9KuXTv69u3LaaedRvPmzW2Lh/JVpYao5syZw6OP\nPkotVf5C6bVfRZkHfAUEBwVx3R//yDXXXEPNmlXm4+VkU9gQVRDwMnAzx3bE+IF/A7erapHLrBd7\nLypTPCIyCbcqPkAWbvGi/wIPewskVioi0gLYAHRV1UI/0USkoOj4L6r6SilXzRRBVfn3v//NpEmT\niMY1urIIbsBNNf8D0AVlNrB69eqcb8U+EWJjY4mpXZuoqCgiIiKIiIggPDycGjVqEBkZSVRUFHXq\n1KFhw4a0aNGC8PAih9NNNfD9998z6rHHCFHlWkq3/QrCOUAjlI+zspgyZQpTp06lZ8+eJCQk0K5d\nO1q2bGmbzFYCXvBym4g8AfQE6gD7gG9VdWOg5ViAUz5mAtfj3u+OwD9xCyNeW5GVKiWDgc/yHKsy\nczJFJFRVC9zMrbJISkrimWeeYd68edQGbgRq53NxyEI5WArPF43bC6ixl5eTjLIG2ALsUeXA3r1s\n3ru34F3wcvGJEN+qFQkJCXTt2pWEhARq1KhRCrU0J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+JW6L8CuAEXp87FLfz6R+/fOd7x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\nNqzI8yqpSteD8/rrr+cEAQURhOCgUIJ9oUVe7PNrtxXTZpUsfxZ+zcSvf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='sex',\n", " row='genus', kind='violin', margin_titles=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are certainly differences in weight between the two genera, but it appears that the data still is not split into unimodal distributions. A likely explanation could be that there are multiple species within each genus and the weight is species-dependent. Let's check how many species there are per genus and how many observations there are in each." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus species \n", "Chaetodipus baileyi 2803\n", " penicillatus 2969\n", "Dipodomys merriami 9727\n", " ordii 2790\n", "dtype: int64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.groupby(['genus', 'species']).size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are two species within each genus. If the mean weights for those species are different, it could indeed explain the additional bump in the Chaetodipus distributions above." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus species \n", "Chaetodipus baileyi 31.739922\n", " penicillatus 17.187942\n", "Dipodomys merriami 43.136013\n", " ordii 48.867384\n", "Name: weight, dtype: float64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.groupby(['genus', 'species'])['weight'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A factor plot with the column variable set to `'species'` instead of `'genus'` might be able to separate the distributions." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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I7k6tna/BnJvNnYvmg7uJ2fYFeN0MHTqUM888k2OPPZbc3FwJEoqO6vZ5M9J5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\nv7mQkATQQCAGEgEXI+CNdfGGCGLTOth2L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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common,\n", " col='species', kind='violin')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks pretty good! The plot can be made more appealing by having two columns per row and making each plot a bit wider." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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J3DAfCfkYMWIEd911F9nZ2S1dLPWTgz6AAAgGg0ydOpXFixcTyhxCsO8xtT+Z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ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='species', \n", " col_wrap=2, kind='violin', aspect=1.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is great, much of the variation in the weight data can be explained by the species observed. The only species where there still appears to be multimodal distributions (and thus *possibly* a confounding variable, is within \"baileyi\" (and potentially \"ordii\"), especially for the \"Spectab exclosure\". The \"sex\" variable was used in a previous plot, but it was never explored within tin each species. It is common with sexual dimorphism within a species, and this could include weight differences." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NgXP1bnZc8LOrzMeFJvuOuIgwefJkbr75ZubMmcP1119PYmJin+VL9ZhO8w0U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kFDQwO1tbWcPn2ampoaqqurqaqqoq6ujvjrp/YkYKTkYabmY6QWoBNSz9+ZtlDhrstWVnvcUv8N\nSFdPK57GY3hbKnGF7PFPbreb+fPns2zZMhYvXsy8efNIS0u7bGUU/ZpSAVJPTw/Hjx+noqKCQ4cO\n8c4775ybtVG5iKQVYmSXYqQVgcs1YnWndx1xdTfjbajA13QcTDsFr7S0lOuvv55Vq1ZRUlKCyyWP\nixSTmgRI/ZAASYhRNJ4aKWPJsiwMw8CyrNgr/loUfR9dZhjGBS/TNC/YTimFUgqXy4XL5Yp9H10W\nXdc0TSKRCKFQiGAwSFdXF+3t7bS0tNDU1ER9fT11dWeprz+LaZoXlF97EjAD6ViJmZiJ2ZjJOWh/\n6oBpcyrUQfI7vxzS5+P3+8nJyaGhoYFQKDSkbTqX3IP2pwy+ojM2w9NajaftNO6uJuDcZzht2jRK\nSkooLi6moKCAadOmkZOTQ0ZGBikpKZKKdHlMugBJa01HR0fsBkN1dTWVlZUcO3aM6lOn0JZ1bl2P\nHyMlHyOtECNjBnjOn557sLoz1PrSbx0xDTytVXibjuFpPwPaLltqWhpLFi9m4cKFlJaWMnPmTLKy\nslCXMT1WiFEmf8z9kABJiFE0mQIky7L49re/zcsvvzzWRbksNMoOeJQLlEIrl/O9i4v6n6ItXJHu\nQVfz+/089NBDrF+/ng0bNvDoo48OKUiyvIkXmYKkwTJR2gTLsu/Wc+n/F6ZPn843vvENiouLL3lf\nU8CEDJCOHj3K5z73OVpaWoa8zbl65Ua7XKDcg//dDlB3hlNfhlZHNFgGyjLtuqCtftf83Oc+x/r1\n6wfZnxDjmgRI/ZC+YyHERQmHw2zatGmsizHiNKCVG1wecHnQLg/a5bXfKzeX+/9JTk5OrNG1fv16\ncnJyLuvxQDnn6UW7nXMegbEe0V4DMXmdOHFieMGR24/2+CHub+1SxxWNfH1R5+q9J8EOqvpRXl5+\niccSQoxXkishhLgoCQkJvPDCC3TGPc/HsixM08QwDMLhMJFI5Lzvo6/4FDnTNGPpdFHR91rr2P6i\n20QiEUzTjG0f3S6a9hKfWhf/NX7f8Sl2PT09dHd3n5diF4lEQNupdfHhkOVLwkpIw0pIxwqkYyZm\nYgUywT34pXSoKXYNDQ1s2LAhdke8IW7ih4F0z79jaCl2YKfZBVtxt9Xgaa/F3VmPcsZgROXk5FBQ\nUEBeXh7Z2dlkZmaSkpJCcnIygUCAhIQEfD4fXq8Xj8eD2+3G7XbHUhl9Ph8pKUMsj5iQbr31Vlat\nWhWr033Vp2iKXVVVFdXV1RjOQ12VCSiFGciwn/+Vko+ROr3PKe8HqjvDqS8D1hEzjKelCm/zSTwd\ntWDZ9d/lclFSWhpLscvPz4/VhYKCguF9YEKICUNS7IQYRZMpxW6y0lrT1tZGXV0ddXV11NbWxiZp\nOH36NI2NjedvEGvk5WKm5DnPNUq4YL9jPgZJa1w9zXiaKvG2nMQV6ogtKigoYNGiRcyfP5/S0lJm\nzZpFYmL/d87FiJuQKXbDZRgGVVVVHDlyJPY6evQo4bATnCsXRup0IlklGBnFdg8Tl3EMkta4O8/i\nbajA21IFlh28zZw5k9WrV1NWVsbChQsJBAKXfvJCjE+SYtcPCZAESqmfAtla6zvHuizxxmu5LsV4\naKSIS9Pd3U11dTUnTpzg2LFjHD58mCNHjti9Tg4zMct+EGxaIWbStBGdias//c5iZ4TwNh3D23AE\nd4+dDpWQkMDKlStZtWoVy5cvH4U0PjGIKREg9SUSiXDkyBF27tzJli1bOHr0KADa7TwMNqsEKykb\nNYTxe4OJ1hEV6cHTdBxfwxFcwVYAphcUsO6227jppptkqm8xlUiA1A8JkEaAUioH+AqwHsgHWoH9\nwDe11n8axXL8Gdivtf7/hrndTxmHgch4LdelGK+NFHFpwuEwhw8fpry8nD179rBv/35MJ5VIu30Y\nqfmYaYUYaYV2I20UuLoa8dUfwttcCZaJ2+1m9erVrF27llWrVsnDYseXKRsg9VZdXc0rr7zCH/7w\nB5qamgA7tdVIn4GRPgMzJW94D4mNMg08rdV4m47jaT8NWuPxeLj++uu56667WLZsmcxOJ6Yi+aPv\nhwRII0AptQlIBP4PcAyYBtwAnNZaPzeK5fgzEiCNdBl8Wuvw4GsOzURppIhL093dTXl5OTt27GD7\n9u2cOXMmtswMZGCkFdq9S8nTLq6x1x/TwNNyAl/9odhDMKdPn8673/1ubrvtNjIyMkbuWGIkSYDU\ni2ma7Nmzh1dffZUtW96is9NOCdVuH5GMYozsUszk3AGn1o+l0DUexdtyEky7l7e0tJR169Zx8803\nk56ePgpnI8S4JQFSPyRAukRKqXSgBVirtX51gPVOAj8FrgDeC3QC39FafydunTTg287yALAH+IzW\nelfcOquArwMrAQPYDdzv/OzDvQ47CzgF/Ai4CcgDTgM/do5tOfv8KZANbAM+CSQBvwT+t9a6Z4Bz\nWuCU93qgB3gN+LTWuk4plQDsAnZqrf/GWX868A7wLa31twc6H611be8ASSnlB74FfABIA8qBz2qt\n33SWe4F/Bd4PZAH1wDNa68/H/Q4e6/WZ/5m4oDLu9zQDeB/wJ631PUqpAmfftzmbvgU8rLU+2t/n\n05eJ1kgRl05rzenTp9m2bRs7duygvLz8XDqey4ORkmsPUE/Jw0rMGn7ApDWurga8jcfwNleizDBK\nKVatWsV73/terr76annY5fgnAdIADMNg3759vPnmm2zctIlGZyIGKyGNSNYVRDJm2g9mVsqeEryn\nxZ5woel4bKxdbm4ua9euZe3atTL1vBDnSIDUD5nF7tJ1Oq93K6Xe1FoHB1j377Eb+F8FbgT+XSlV\nqbV+Qdl9+y8BbcCdQDN2wPO6Umqu1vqMUmop8AbwM2dfQeBd2L/Hh4A5wGHgC87xGrCncq8B7nXe\nr8AOmJqAn8SV7QbsIOdmoAD4L6esn+rrRJRS+cAmZx+fBbzAPwO/VUqt1loHlVIfBHYopTYAvwKe\nAt4GvuPsY6Dz6cu/OOfxEaDS2eYVpVSp1vqMU9a/AO4DTgKFwNx+9jWQvwf+CVhuF1MlOuV8C/tz\nCjvn/KpSar7W+tKT48WkpZSiqKiIoqIi7rnnHoLBIOXl5ezcuZNdu3ZRVVWFp60GP4DLjZmYhZmU\njRnIxAqko/2p9tTI0TvlloEr1IGrqwl3Rx3e9tOosP0nmJmZxfr1t3PnnXeSl5c3ZucsxEjyeDxc\neeWVXHnllXziE5+gvLycDRs2sHHjRlw1u/HX7Ea7vWi3D5cRik224PP5uWHtWtavX8/SpUvlRoEQ\nYsikB2kEKKXuxu6VSQT2AluAX2qtt8etcxI4qrVeG/ezJ4B5WuvrlFI3Ab8DcuJ7bZRS5cCzWut/\nUUo9A8zWWq/upxx/ZggpdkqpbwLLtda3OO9/it1rVai17nR+dj928JOptb5gZLlS6qvAtVrrm+N+\nloEd2K3UWu9wfvYw8CXsXpkPA0u01jXOssHO56c4PUhKqSTsnroHtdZPOcvdwBHg51rrf1RK/Ruw\nELhF9/GHPYwepH1a67vi1vkI8AgwJ7pf59j1wMe11r/oq/xx238Z+L8A+fn51NbWDrS6mGTC4TBV\nVVXU1NRQV1dHW1tbbNauQCCAz+ejq6uL5uZmTpw4QWVl5XlTngN2cOTygNaxxl9UcnIK1157DTfd\ndBNlZWV4PHLfawK6LHdxJ+u1R2vN22+/zauvvsrOnTtpaW7GtCzcbjdpaWksXryYa6+9ltWrV8ts\njEIMTHqQ+iH/SUeA1vrXSqmXsHs/VgPrgM8opb6otf563Kpbe226FTuNC6AMO8Bq6DVQNAEocb6/\nEvjNcMunlPpfwINAMXbqnheo6rXaO9HgKK5sPufY7/Sx2zLgeqVUZx/LSoAdzvePAu8GPg3cGw2O\nHMM5nxKn3FuiP9Bam0qprcAC50c/Bf4EHFFK/RHYALwcTSUcht55KGXY6YodvX43iZz73fRLa/1l\n4Mtgp7kMsyxigjl79iz79u1j3759HDx4kMrKSkzTHNK2KcnJrFixghkzZpCcnEx7eztnzpyhtbWV\ncNhOnUtOTiYvL4+SkhIWLFjAnDlzcLtHcByTmDQm27XHsixef/11nn76aU6ePAmA16XJSrCImNAU\nctPQ0MDOHTtYsGABPp9vbAsshJiwJEAaIU5q3Z+c11ed3qEvK6W+M8RB/i7gLHaQ1Vv7xZZLKfWX\nwPexU8Lecvb1CexUtEvhwk4J/Gwfy87GfZ+NHcCY2OOvLgcNoLXeo5SaiT1O6Gbgv4G3lVJrnSDJ\n4sK7Jd4+9te7x8yFPd7pvj7Wbb74YovJ4OzZs+zZs4fy8nLKy8s5e/bcn7/XBTOTI8xINslPMslJ\nMEn1aXwuu60aNBVtYRdnu12c6vJwvM1k27ZtbNu2DYC5c+dy0003cfPNN5OdnT0m5yfEeLB3714e\ne+wxjh8/jkvB6twQ1+cHmZtu4HEy51pDik1nEnj5lOaxxx7j1Vf/xOc//wgzZ84c07ILISYeCZAu\nn4PYn28C9pgVgFW91lkFHHK+3wPkApbWurKffe7FnmyhP2Gg963k64DtWuvHoj9QSvXV67FYKZUU\nl063ytnf8X6OtQd7PFCV1jrSzzpgp+kdww7Kfq6U+qPWevcQzyfecac810bL5KS5rQaeja6kte7A\nHu/0KydFbxt2YHYEewxWfnRdZyKJeU45BrIHe2KIRq116xDLKyapUChEeXk527ZtY9fOnZw6fTq2\nLNmruSo7wtz0CHPSDIpTzjXehqqxx8U7zV52Nfg4eKSCiooKfvjDxykrW87atWu57rrrJG1ITBl1\ndXX84Ac/YOPGjQBcmxfifbO6yQlcmBiQ7te8e2YPa6YHefZoEm8druBvH3yQv/7wh7nvvvvwevu6\nHyaEEBeSAOkSKaWysGd8+y/sVLQO7MH9nwNe01rH9/6sUko9gt2AXwP8NfBXzrJXsdPHfquU+hz2\nZAt52Ol6r2qtN2PPGLdNKfUj4D84N6nBH7XW1dgTE6xwelE6sXs3jgAPKKVuxw5U7sOeaKCl16l4\ngP9yxhZNB74J/Liv8UeO/wD+FnheKfUt7OBjNnbQ9BmtdYeT2ncDsFRrfdIJWJ5RSl3lTGww2PnE\naK27lFI/AL6llGoETmCn7eUC/+n8Lv4eOIPd2xMBPojdYxZtwb4OfEQp9TunvF9kaHXgGeyest8q\npb4EVANFwHuAx4c7k52YeNrb29m6dStbtmxhx/btBEMhABLcmiuzIyzIiDA/I0JhkonrEjO6swMW\nNxWEuKkgREdYsb3ex1t1fnbu3MnOnTtJ8PtZfc013HDDDaxYsUKCJTEpdXZ28txzz/GLXzxPOByh\nJDXCh+Z0MTt18HTVVJ/mfy3sZMW0EE9WpPCTn/yEP7zyCn/zkY+wZs0aSUkVQgxKAqRL14ndS/EQ\ndk+FH3vWuGexZ0KL911gCXbDvAv4ktb6VwBaa62UWu9s82PsZymdxQ6annLWKVdK3YI9LfY2IIQ9\nXuYlZ//fwU4rO4g91mgW8ENgmVMeBfwae7rqj/Qq20bgAPZsbYnOep/r76SdabivBb4BvILdU1YN\n/BEIKaXmOsf5uNb6pLPZw9i9Md8D/m4I59Pb/3G+PgmkY/f8rHNmsAM7OP0HoBQ77W4vcHvcLHPf\nAGYCv8X+vf0zdjA4IK11t1Lqeuyg8ZfYU4zXYn9WvQNNMUnU1tbGgqLy8vLYxAm5AZMbi8Isyw5T\nmjb8HqLhSPFpbikMcUthiLpuF2/V+dl61uSNN97gjTfewOvxsHTZMpYvX86VV17JFVdcIY0/MaHV\n19fzu9/9jv/5n9/Q2dlFht/ib+Z3sTovPOybD1flRJib3sILJwK8VlPD1772NZ544sfceedd3HLL\nLeTm5l6ekxBCTHgyi90o6WsGNTH1TORnkUx2TU1N7N+/n71797J7167zUudmp0Yoyw5TlhNmepId\nKJkWNIdGZ9rgTL+F2zmU1lDd6WZ3g489jT6qO8/d5woEEpg/fwFz586ltLSUkjIJ2ZUAACAASURB\nVJISCgoKZGa78W/KPgcpHA5TWVnJ22+/zbZt2ygvL0drTYpXc/uMbtYWBvGoi69r0bpzttvFhuoA\nW+oSCDvZeQsXLuT666/n2muvpbCwcATPSogJQ2ax64cESKNEAiQB47eRMtkZhkFPTw/d3d20t7fT\n0tJCfX09NTU1VFdXc/ToEerrG2Lr+92ahRkRlmbZPUUZ/guvkw09Lj6zNWPYZfH7/eTk5NDQ0EDI\nSdUbzL+ubulzzAVAS0hxqMXLoRYvR9o8nOk+PxjyeNwUFBRSWFhIQUEB06dPJz8/n9zcXKZNmyYp\neuPDpA+QTNOkrq6OkydPcvLkydiU9tXVVRjGubS50rQI1+WFuCYvhN/pDB2srg1Up3rXnW5Dsf2s\nj+31fg61eInW7KKiIsrKyli8eDFXXHGF3FgQU4UESP2QAGmUSIAkYOwbKSPJsiz27NlDV5c9TE0p\nRfR6Ev1ea0381OiRSIRQKEQoFCIcDse+hsNhIpEIkUgEwzAwTTP2siwr9oq+j/9qGEZsm9raWgzD\nfk5Q9PhDodB4XPaUwV4XeJRGDfJvw7SgJTy8dDa/389DDz3E+vXr2bBhA48++uiQgqQMnxnrQRqM\npcHQCtMCw1KYGkwNup//g0opXC5X7BUIBLjxxhtJSEjA7/fj8/nwer34fD48Hg9erxe3243b7T7v\nd9vXfuM//77WHcrvx+fzcfXVV0/2xuqECZCCwSC7du06b+r6+N9jMBikq6srdiOioaGBuro6ampq\nYs//ilJo3Ao8LvC47Nkd+0qjG6iuDVanBqo7loawqdDYdSZknju4y6XIzMwiMzOTlJQUkpKSSEpK\nIjExkcTERAKBAH6/H4/HE0trjb9WRVNyo/UqWnei6/euD9H3g9UJn8/H8uXLZcIJMVIkQOqHBEhC\njKLJFCA98cQTPP3002NdjGGwG2MuZQdAbhe4FbhV342ywVxMgFRYWHjeZ3b//fdzOi6Vrz/DCZD6\nY2kwtRMwWRCxFIb92ONL2/EouPXWW/nCF74w1sW4nCZMgPTwww9TXl5+UdvmBkxWTAtRkmpQmGzy\nw4PJtAwhdW6gujZYnRpK3cnwWzxyZTsnOjwcbvGwrd7Pqc7xG5CvXbuWL37xi2NdDDE5jP9/AGNk\n/F4BhBDj2g033MDrr79ObW3tWBdliM71pkRQBJQmw2+Sn2gyI9lkZopBSapBkndoN40uJsWuoaGB\nDRs2xO52NzQ0DL4R8I9l7f2m2PUnbEJtt5vaLjdnut2c7XZztsdNfY+bHnPi/E9MSkpi/fr1Y10M\n4Xjf+9530QHS2R43L1Ylkp1gUZBkMCfNoCjZYGaKQV6i1e+NioHq2mB1arC6Y1hwuNXLL48ncqjV\nS3WnB2sc3zeW+iDE6JAeJCFG0WTqQRppvdPleqfTxafZ9X5Ft4t/RVP2oql8vVN/6uvrqa2tJRgM\nxsqggBnJBgsyIyzJDJ/3EMrexssYJLB7h053uTnS6qGy3cOJDnssUu+GntfrJT8/n7y8PPLy8sjJ\nySE7O5usrCzS09NJS0sjOTmZQCCAyzU6E1AIYAL1IA1HJBKhsbGRuro6Tp06RVVVVWz8UXPz+c/Y\nTvZqFmSEWZ4T5qrsML64DqORHIME9s2Dfc1edtT7KW/y0WPYH7/X46F0zhxKS0spKioiNzeX9PR0\nUlNTSU5OJjExkYSEhAFTS4WYYOSPuR8SIAkxiiRAGl8sy6K+vp5jx45x+PBh9u3bx8EDB4g445gS\nPJrFGWGuygmzLCtyXu/SWM1iF9UWVpQ3+tjX7OVgi4/OyLn/c4FAAiUlV1BSUkJxcTHFxcUUFhaS\nk5Mjgc/4NCkDpIG0tbVRWVlJZWUlFRUVvF1eztn6egASPZqbCoKsK+oh1acvqa7F153TnW5erUlg\n21k/3U5QlJuby3XXXceqVatYsmQJfr9/RM5PiAlCAqR+SIAkxCgab40UcaFgMMi+ffvYtm0bW7du\njaUQuhXMSw9zVU6EK7PCZA8z5W0ktIUVO+r97Djr40jbuRm4cqdNY9mVV7JkyRIWLlzIjBkzJBCa\nWKZcgNSb1poTJ07w6quvsuGll2hta8Pv1txe1MP6GT0kXMKAgJouN784nsjeRh8AWVlZrF27lhtv\nvJE5c+ZIj5CYyuSPvx8SIAkxisZ7I0WcT2tNVVUVmzdv5s0336SioiK2rDDJYElWhEWZEUrTIrEp\niUdayIQ9DT621PnZ3+LD0vaMV4sXL47d+S4qKpJG3sQ25QOkeKFQiJdeeomnn/4Zzc0tZPgt/rKk\ni9W54UFnl4wXNuE3JxJ5+VQAS9vPPfrABz7A6tWr5YHKQtjkH0c/JEASYhRNpEaKuFB9fT1bt25l\ny5YtlJfvJRyOAPY0xSWpEeal268r0oxLCpgiFux3xkjsbvARdCZVmDdvHmvXrmXNmjVkZWWNxCmJ\n8UECpD50d3fz85//nOeee45IxL4R8VelXcxONQfd9libhx8fSuZMt5u8vFw++clPcc0118iNBCHO\nJxWiHxIgCTGKJmIjRfQtmoq3a9cu9uzZw7Fjx2LPMHErKE6JcEWqwexUgxnJJnmJZr8TPgQNONXl\n4Xibh0OtXg62eGPPZMnLy+OWW27h1ltvZcaMGaN1emJ0SYA0gDNnzvCf//mfbN68GYCynBB3zAhS\nkmpc0KPUHlb85kQir9ckoIG7776bBx98kEAgMPoFF2L8kwCpHxIgCTGKJnIjRQyso6ODd955h3fe\neYd9+/ZRUVFx3sM0FZDhN0n12Q/EBAiairawi7bw+ZFTUVERq1ev5oYbbmDBggVy13vykwBpCPbu\n3cuPfvQjDh06BMD0RIPFWRGmBSwMC463e9jb6CdiwYwZRXzmM59l6dKlY1xqIcY1+efSDwmQhBhF\nk6GRIoYmFApx5MgRKioqqKys5PTp05ytq6O1rTWWmpcYCJCekUFubi6zZs1i7ty5LFmyhLy8vDEu\nvRhlEiANkdaaPXv28Nvf/pZt27bG6lJUYWEB73//Pdxxxx14vd4xKqUQE4YESP2QB8UKIcRl4Pf7\nWbx4MYsXL+5zudZaeoaEGCalFGVlZZSVlREMBjl27BgNDQ14PB5mzJjBjBkzpF4JIS6ZBEhCCDEG\npBEnxKVJSEhg0aJFY10MIcQkJAGSEEIIIYQQU9ju3bsVkA6kjHVZRkFzWVlZ50AryBgkIUaRUqoB\nqOpj0XSgdpSLM1bkXCenqXSuMLLn26i1XjdC++qTXHsAOdfJaiqdK1yGa8++fftSsrOz/z0lJWW+\nx+OZ9FM+hkKhjsbGxi+VlJS81t86EiAJMQ4opbTWekrkXMm5Tk5T6Vxh8pzvZDmPoZBznZym0rnC\nyJ/v7t271fTp05/My8tbNJVSvxsbG09VVVW9v6ysrM8Hq/XzVA4hhBBCCCHEJJeekpIyfyoFRwCB\nQKAQ6PeJ6xIgCSGEEEIIMTWlTIW0ut7cbrcfSOhvuQRIQowPXxnrAowiOdfJaSqdK0ye850s5zEU\ncq6T01Q6V5h65zsmZAySEEIIIYQQU9Du3btnLFy48PcJCQnhsS7LaAoGg74DBw7cWVZWVt3XculB\nEkIIIYQQQgiHBEhCCCGEEEII4ZAASQghhBBCCCEcEiAJIYQQQgghRszXv/71nKKiokVJSUlXZmdn\nL7333nuLAerq6tz33ntvcV5e3pKMjIyl69evn33q1CkPQFVVlTc7O3vpo48+Gpt++4EHHihatGjR\n/J6enlGdh9wzmgcTQgghhBBCTF779u3zf+1rXyvctGnToauvvjrY0tLi2r59e6JlWdxxxx1XlJSU\nBA8cOHDA5/Ppj370o0X33nvv7K1btx4pLi6OPPnkk5X33XffFatXr+7ev39/wm9+85usHTt2HAwE\nAqM6q5wESEIIIYQQQogR4fV6tdZalZeXB0pKSsKZmZnWunXrOjdt2pS4f//+pM2bNx9JTEzUAN/7\n3vdqCgsLlx4/ftxbUlISueuuuzo++clPnnn/+99f0tLS4vnhD394Yu7cuaM+w56k2AkhhBBCCCFG\nxLx588JPPPFE5VNPPZVdXFy8ZMmSJfOeeOKJjGPHjvkjkYjKzc1dmpKSsiwlJWXZvHnzFvl8Pl1Z\nWemLbv/www83NDQ0eGfMmBH64Ac/2DYW5yABkhBCCCGEEGLE3H///a2bN28+2tzcXP6pT33q7N/9\n3d/NnjlzZtjv91stLS3lHR0dsVcoFNqzdu3aLgDLsrjvvvtmXXPNNe0tLS2er371q9PGovwSIAkh\nhBBCCCFGxNtvv+1//vnn09ra2lxer5eMjAxTa01hYWFkwYIF3R/+8Idn1NXVuQFqa2s9P/rRjzKi\n2z7yyCN5J0+eTPjVr3514plnnjn+zW9+s+C1115LGu1zkABJCCGEEEIIMSJCoZDrW9/6Vn5hYeGS\n5OTkKx955JHCH/zgByfmzJkT3rBhwzGXy0VZWdmCpKSkK1euXDnvz3/+cwrAiy++mPLYY4/lP//8\n88czMjKsG2+8sfuLX/xizf333z87GlCNFqX1qE4KIYQQQgghhBgHdu/ePWPhwoW/T0hIGPWJEMZS\nMBj0HThw4M6ysrLqvpZLD5IQQgghhBBCOCRAEkIIIYQQQgiHBEhCCCGEEEII4ZAASQghhBBCCCEc\nEiAJIYQQQgghhEMCJCGEGIRS6s9Kqd+PdTnGmlJKK6U+G/f+p0qp/XHv1zjrLB+bEgoxsUy0a4tS\n6gGnjmePwL5mOvt6f9zPLtvnMdE+azG2PGNdACGEmAD+N2COdSHGoa8B8Q/w2wOsBg6NTXGEmHCm\n8rXlDPb14sgoHW8qf9ZimCRAEkKIQWitD451GUaDUiqgte4Z6vpa6+O93rcD20a8YEJMUlPl2tIX\nrXWIUbxeTOXPWgyfpNgJIcYdpdR8pdRLSqkmpVS3UuqoUur/xi3/qVJqv1LqNqXUPqVUUCm1Wym1\nuo993a+UKnfWqVNKfVcp5e+1ToFS6iml1FmlVI9S6rBS6qG45RekZiil5iqlXlBKtThl/JNSamGv\ndR5wytetlGpWSm1VSl03cp9U/5RSi5RSLyulOpVS7UqpF5VSpb3W0Uqpzyul/lkpVQu0xy37G6VU\npfN5bOp9bs46kmInJhS5toyY2UqpV53jn1RKfbRX+VYqpX6rlKpVSnUppd5RSv1tr3UuSLHry2Cf\nh3OcLX1s90GllKmUKnTeS4qdGDLpQRJCjEcvAg3AR4FWoAQo7bVOPvA48GVnnUeAPyilrtBa1wMo\npT4FfBf4N+BzwGzg69hpYX/nrJMFbHX2+Y/AcedYJf0VTik1E3gLqAAeBMLAZ4E3lFKlWus2pdS7\ngCeB7wAvAwnAciBzoBNXSrkBNdA6gNZa95sqopQqAjYDVcADzv6+AmxWSi3WWjfErf4pYDfwMcDn\nbH878F/A08AzwCLgfwYpkxATgVxbBjbgtSXO88CPgW8DHwSeUErVaq1fdpYXAzucdbqAVcC/K6V8\nWuv/GML+o2WeySCfB/Aj4PdKqbla64q4zT8K/EFrfXqoxxMiSgIkIcS4ouzBvyXAp7XWLzo//nMf\nq2YC92itX3e22wScAj4NPKKUSgH+CfhXrfX/idt/K/C0UuobWuuTwN8D04B5znuA1wcp5pexe1tu\njqakKaX+DFQCn3SOuxJo1lr/Q9x2GwbZL9iNqOJB1tkIrBlg+aexg5210WBIKbXVKd8nnPJHtQHv\n0VpbcT/7EvCW1vpDzvtXlFIW8K9DKL8Q45JcW0bk2hL1M631153v/6CUugL7uvEygNb6F9EVlVIK\n+4ZNDnbwOOQAiaF9Hi9j/34+ih2sopSaDdwI3DOMY4k4H7j/wwtbWlu9o3W8jPT0yM+f/u8Dw9nm\n7rvvnvnCCy9k3XPPPY2/+MUvquKXffzjHy94/PHH89asWdP2xhtvHBtueSRAEkKMN03YPR/fcO7A\nvqa1PtXHem3RBgyA1rpFKfU6duMB7MG/KcDzSqn4a91rgBu4CjgJ3Ay8HteAGYpbgV8Akbh992Df\nLV7hvN8DZCql/hu7F2aL1rprCPu+C/APsk7HIMvfhX1OsZ4irfVpJw3lXb3WfSk+OHLuMi/HaWjE\n+RUSIImJTa4tl35tifpNr/e/Br6plHJrrU2lVAZ2cPMeoBD7cwEIDXH/UYN+HlprSyn1E+DjSqkv\naK0N4CNAI/C7YR5POFpaW70N8+92D77mCDn064vaLC8vL/zSSy9ltre3n0pNTbUAIpEIv/rVr7Ly\n8/PDF1scGYMkhBhXtNYa+5/iQeDfgWonz//mXqs2XLAxnMVOjwH7biXY6WORuFe98/MZztcsoHaY\nxcwBHuq13wh2A2SGcx6vA/cD84FXgEal1LNKqZw+93jOQaB8kNdgd8MygLo+fn6WC9NwzvZxbh7O\nfU79rSfEhCLXlhG5tkT1dX3wAtHpv38K/BV2GuKtwNXAYwweoPU26Ofh+Ilz7DudmzwPAE9prSPD\nPJ6YYObNm9dTXFwcfPLJJzOiP3v++efTfT6fXrVq1VAD/gtID5IQYtzRWh8B7nXuGK4Cvgr8Tik1\nQ2vd5KzWV2MgF3vqWIBm5+vdQHUf60bvHDcB04dZxGbgJeA/+1gWmwVOa/0M8IxSKhP7H/p3sRtm\n9w2w75FIg2nG/ix6y+Xc5xIrZq/3DYCBnRrUe1shJjS5toxYit00oCbufS524NKolEoA7gQ+o7X+\nt+gKSqkPD2G/vQ318zitlHoZO80uAhRgB01iCvjQhz7U+NRTT2U/9NBDTQBPPvlk1gc+8IHGEydO\nDDcgj5EASQgxbjmpEm8qpf4JO32lGLvRAZCmlLopbpxABnATdiMB7IG9XUCR1vqFAQ7zKvBZp4HU\nV2OnL38CFgN7hzKgWWvdDPy3c6d62SCrj0QazJvAx5RSWdFGn1KqALgG+MYgZTWVUruB9wPfi1s0\n4ExTQkwkcm3p11DvuP8FsDfu/d3Abuf6kYydoRRLp3OCpruHuO94w/k8foSd+peBPYZSnsc2RTz4\n4IPNX/nKV4r27dvnT0tLMzdv3pz2+OOPn/r85z8/3BsUMRIgCSHGFaXUEuy7oc9j3/FMxh4PU4ud\nIhLVDPxEKfVloAX4AnZvyPcBnNme/hH4ljPN6xvYMyDNwr67+QlndqPvAX8NbHIaS8exZ6SaEz8A\nu5cvATuBPymlfoR9ZzkXOwCp0Fr/QCn1FeyUjz9jp58swM7Hf2Kg89da7xv8UxrU94C/Af6olPpn\n7MbKl7E/p6EMkP4a9qxQP8OeyW4R8PERKJcQY0auLSNybYn6kFIqiJ1m+EGnfHc4x2lTSu3EntCi\nCTtQ+gwQvIjjDPp5xK27wVl+LXZPkpgicnJyzLVr17Y8/vjj2enp6eaKFSs6SktLL3r8EUiAJIQY\nf+qwGyyfx05P6QC2AH+rtY7/B3sG+AfsqW6vAA4A67TWsbEyWuvvK6VOY/9z/gR26thJ7FmPWpx1\nmpRS12L3rHwLSHTW6SulI7rfSqXUCuxA4t+ANKfcW7EDCrCnuH0Yu+clDTsd5d+xU3ouK631KaXU\n9dhT8D6F3bjbCLyv1xTf/W3/klLqQeypie/BbgT9BfDO5Su1EJedXFtGzgewpzX//7HHI31Max0/\nk94HsadK/y/sqdIfxw6U/mU4Bxni5xFd11RK/Q47KP1F732Jye2jH/1o48c+9rFZiYmJ1he/+MWa\nwbcYmLLHLAohxMShlPopsFxrvWisyyKEmDzk2jJxKaVcwBHsmQM/NtblmSh27949Y+HChb9PSEg4\nr8dl3Z3vWTaas9jlHPq1+crvf1s+nG3uvvvumc3NzZ433njjmGVZFBUVLe7q6nKfOXPm7UAgoOOX\n9942GAz6Dhw4cGdZWVmf6a/SgySEEEIIISYkpZQPWIo9xmkWdk+TmGJcLhf79+8/oLUmEAhccu+P\nBEhCCCGEEGKimo6ddtgIfEprvX+MyzMpZKSnRy722UQXfbxL3UdGhjX4WkMjKXZCCCGEEEJMQf2l\n2E12g6XYyYNihRBCCCGEEMIhAZIQQgghhBBCOGQMkhCjaN26dfqVV14Z62IIIcYXdbkPINceIUQf\nLvu1Z6KSHiQhRlFjY+NYF0EIMQXJtUcIIYZOAiQhhBBCCCGEcEiAJIQQQgghhBAOGYMkhBCTREdH\nB2+//TYHDhzg+PHj1NTU0NbWTjgcwufzk5aWyvTp05k1axbz5s1jyZIlZGdnj3WxhRBCiHFFAiQh\nhJigtNZUV1fz5ptv8tZbb3Hw4CG0PvecPO1JwPIGwOunxzToONtETU0NO3fujK1TXFzMihUrWLVq\nFUuWLMHr9Y7FqQghhBDjhgRIQggxgUQiEfbv38/WrVvZsuUtampOO0sURnIOZmoBZkouZmI2eHwX\n7sAI4+5pxt1Zj7ujjqpTNVRV/ZJf/vKXBAKJrFhxNatXr2blypVkZGSM6rkJIYQQ44EESEIIMY5Z\nlkVlZSXl5eXs2bOHPXv3EuzpsRe6PEQyijHSZ2CkF4EnYfAdenyYKXmYKXmQvwQsE3dHHZ62U1it\np9i4cSMbN25EKcWcOXNYsWIFV199NQsWLMDjkX8ZQgghJj/5byeEEONId3c3FRUVHDhwgP3797Nv\n/366Ojtjyy1/Ksa0mRjpRXaQ47rEy7jLjZlWgJlWQKhoJa5gG+7WU3jaTlNx5CgVFRX87Gc/IxBI\nZNmypVx11VVcddVVzJo1C5dL5vkRIqq7u5va2lrOnDnD2bNnaWpqoqWlhfb2dnp6egiHw5imiVIK\nj8eD3+8nEAiQmJhIcnIyycnJpKamkpKSQnJycuxrUlISiYmJJCQkyE0KMWo++qH7Fra2to5aznV6\nenrkJz977sBwtrn77rtnvvDCC1m9f75ly5aD11xzTc+llEdqmhBCjIFwOMzZs2c5deoUVVVVHD9+\nnKNHj1JdXY3WOrae5U/BzC7FSMnDTMlH+5MvX6GUwgqkYwXSieQvBjOMp/0M7vYarLZatm7dytat\nWwFITU1l2bJlsdfMmTMlYBKTXkdHB3V1ddTU1MRep06d4vTp07S0tAy8sXKBUqA1xI0VHI5oYOX1\nevF6vbjdblwuF0qp2MvlcuFyuXC73fh8PhISEkhMTCQ1NZW0tDSysrLIzs4mNzeXvLw80tPTUUqe\nFyrO19ra6v3e1TXu0Trep3cOvk5fVq9e3f7cc8+diP9Zfn6+canlkQBJCCFGgGEYtLe309bWFnu1\nt7df8LPm5mYaGxtpaWk5LxAC0C4PZmIWViALKzETMykL7Q3Er4EKdVzW89C+JLshB+D2YWQUY2QU\nEwJUqBN3xxk87Wdo7TjDpk2b2LRpE2AHTIsXL2bx4sUsWLCAOXPmkJAwhJQ/IcYBy7Job2+nsbGR\npqYmGhsbY6+GhgYaGhqoq6ujq6urj60Vlj8JK2U6li8B7U1G+xKxvIlojx/t9oHbc65egRMkabAi\nKDOCMg2UFUIZYZQZATMMRgRlhZ1lEbAimJZJyDBREQMIn9sPoNCABueyorQFlknsB/1ISEhg+vTp\n5OfnU1BQQH5+Pvn5+eTm5pKbm0tiYuJIfMRCXBZ+v1/PmDHjkgOi3iRAEkJMKYZhEAwGCYVCsbSX\n6PtwONzvKxgMEgwG6e7upquri66uLjo6OmIBUN8Npz643FjeRKzkXLQ/BcufipWQhpmYCUDyvl9B\nV+OInKvf7ycnJ4eGhgZCodCQtulccg/an9LnMu1PxvCXYmSXgraDNU9HHe6OM7R2nGXLli1s2bLF\nPk2Xi+LiYkpLS5k9ezbFxcUUFRWRm5srM+WJy8YwDHp6es57xdfXjo4O2traaG1tpaWlhZaWFpqb\nm2lubsY0zX73q91eLF8SOq0Iy5+M5dRdnZCK5U8BlxsV6iD5nV9edNlj9bVx6PV1KDoX3Y32+lFG\nCFckiIp0o8LduMKdqFAHZqiT41WnqKys7HP7pORkcrKzyc7OJisri6ysLDIyMsjMzCQjI4P09HTS\n0tJIS0uTFEAxachfshBiUIZh8Oabb9LW1nZZ9h+JRIhEIoTD4dhXwzCIRCIYhoFhGJimiWVZWJaF\n1jr2ir43TTP2im4bH9yEQiGCoRCmMbI3mjTKTpuJps9E36PQvd7HvmqNK9QJoU7cnInb2cWl3fTF\n7/fz0EMPsX79ejZs2MCjjz46pEZX4qGXzr/TPQyWNxG0ibIsTG1y4sQJTpw4ccF60fSfaCpQNC0o\nmiIUlZyczF/+5V8O+fgpKSlcf/310kgbJ8LhMBs3bqS7u3tY2z3//PN0dHScV8+H+roY5+qwO1aX\nz9Xdc/VamQaqpwVXTz+pdJdQfy+2vg5FYsXLg9Zp7fajXT7AAm2hommAWtPZ1UVnZycnT54c9Fjx\ndbmvuh1fx5VSw67jUenp6Vx77bVS1wWbN29OS0xMvDL6fvny5Z2bNm06eqn7lb8sIcSgnnzySZ55\n5pmxLsaIiialnB+8nP8zrZz3sZ/HvY9uN07l5OSwfv16ANavX8+zzz7L6dOnB9nqEimX3bh02mIa\nHRtvoSwDLBOFjgW6g2lvb+d73/vesIpw991388lPfvJiSi9G2Pe//302bNgwJsc+r34rF9FgR6s+\nbliMA2NSX3tTCnCDcveZlHeuPtupfEpbThDlBFUQu1k1VBdTx6MeeOABHnjggYvaVkwey5cv73ji\niSeqou+TkpJG5E6jBEhCiEGtXbuW7du3c+zYsbEuyoixm0Xn8vf7ahHY8ZAL7fKAy4N2edBur/Py\ngTO+QHsS7LEG0a9e56s7AYYxccGlpujEa2hoYMOGDbE70g0NDUParnv+Hf2m2A2JZeLqbsLd1Yi7\nu8n+PtjmjIW4vIqLi7n99tsv+3HE0Lz73e+mvLyc2traUT/2efU7rmdHuTxY0brqDaC9ASyP/VX7\nAmivM3bIlzjsGSIvpf5ebH0dimHXactChTtxhbvivnajIt24wt0oowdXzTwDrwAAIABJREFUpGdE\ne7yHa968edx8881jdnwxfgQCAWvRokUjl5PqkABJCDGomTNn8sQTT4x1Mc67OxmfamdZ1oApdqFQ\n6FyanTOWKH4MUvRrdN34beN/3t3TQ3d3N8GOoc8eagdQPrQ7wQ6cvAGnAZZkj2NISD1/YoQREgqF\nePTRR3n22WeHNQZp2Iww7s6z9rOUOs/i7mr8f+zdeXgcWX3o/e+prt5b3dpamzfJlrfxMl7k8ToD\nM8x4GEM2AiGXwAPkJuHyJjBcSMjN++YGyHMTXpLw5E4gZGNueEkYCAwMQ0DMAPYYGDOLx7vl3bIk\na7HUUmtpqdeqOu8f1d1aLMmSrM32+TxPu62q6urTrT6t+tX5nV+NOnByuVxU167Kz0HKTf4Oh8MU\nFxfjdrvnpl3Kglu3bh3PPPPMrO4zk8mQTCZJJBKj7sf269zy3JzBeDw+qmhKX38/6XjPpM8ldXc+\nWLJcfqQrgOUKIN0Be/6R0zti5Pn2zFt/BXv+oJFEpAbRUjG0dAyRjNn/T8XQ0kNMVNjB6XRSXFxM\ncfFyiouLKSwspKioKD8HKXfLlS0PBAIqDU65I6lPraIod4zc9UMWmmmaxOPxfJGGgYEB+vr68pXr\n+vr68stHrs/EJyi+oDkwPYWY3mJSS7ZheouxPKFpjT6NZxDoASie+mOkyz/5BmbGDoZiN3AMdOCI\n95A7mNI0jVW1q9iwYQPr169n7dq1LFu2DIdj3irFKne5XHnrgoLbGOXEPtmSSCTo7e2lp6cnX6gh\nV8Wup6cnX70u3j/BnCNNx3QXYHlCWJ4glquAxMo3Y7kDSN097ZMeg0CPlBAyEWY6e8tkK93lKtmZ\n9k2adqAjJTByJCdXxc6ePyQsE3fLawgrY1fIM5KTjv6UlJRQWVlNVVVVvopdWVkZpaWlhMNhAoGA\nKgmu3BMW/khDUe5AQojDwFkp5R8sdFuU+edwOCgoKKCgoICqqqopPSZ3QJY7COvq6qKjoyN/HaSm\npiYyI89oazqGvxQzUI5ZUIEZKAPHAlR/s0wcQxEcA+3oA+2jRogcus59mzZy//33s2XLFu677z5V\nEli5Iwgh8Pl8+Hw+lixZMum28Xicrq4uOjs7uXHjRv46SO3t7bS2tpIc7/pHQsNyepG6N5tu6wTN\nQX7Ok7TAsoMeYWaDl2xQNFepa263m8KiQkpKVuSvg1RZWUlFRUW+zLca0VVyCgsLMzO9NtFMn2/+\nnu3WVICkLDghRDnwfwNvB5YC3cBp4AtSylmZ4SuE+ApQKqV8+2zsT1Gma+QB2dKlS29abxgGzc3N\nXLhwgQsXLtDQ0MC1a9fQYzeg4xQIgekLY4SqMINLMAPhWU/Ly7c1NYje34qjvxU91mGfxQaEprF2\n7Rq2b9/O1q1b2bhxo7rWkXLX8/l8VFdXU11dfdM6KSU9PT20trbS2tpKW1sbN27coLOzk+7ubvr6\n+kjH05PuX9d1AoEAwWBZ/sRLIBDI3/v9fnw+H16vF4/Hk79QrK7ro6pBwugqcrnRNo/Hg9/vV+X1\nlWl5+t++0bDQbbiVb3/7201ztW8VICkLSghRDRwBYsCfAKcADXgL8I/A8nluj1NKuajOYij3Bl3X\nWbVqFatWreJtb3sbALFYjHPnznHq1ClOnTrF+fPncQx1QftJpO7GCC7FKFqOEVp6e6NL0kIb6kbv\na0Hvu45jRBnjJUuWsGPHDurq6tiyZQuBQOB2X6qi3DWEEJRmrxG0ZcuWcbfJzYtKpVJYloUQAofD\ngdvtxuv1qsBFURYhFSApC+1L2fs6KeXgiOXnhRD/DiCEWA48BTyaXfdj4KNSytbs+k8D7wT+F/AX\nQBlwEPgdKWV3dv37s9vmZp4+DDQB14D3AL8L7Ab+CPiiEOIdwGeANUAXdrD2l3KmF9pQlBkoKChg\n586d7Ny5E4ChoSFOnDjBa6+9xiuvvkp35CrO6FUQGkawEiO0DCO4BOkJTj55XEpEeghHrAO9vx19\noA1hJAF7jseWHTvYvXs3u3btmnIKoaIo43O73Sp1TVHuMCpAUhaMEKIYeCvwp2OCIwCklH1CCA14\nHkhgBzUAXwS+K4TYMSJgqQbeDfwa4Ae+gR0sfQj4G2A99lT192W3jwK5I7/PAn8I/FcgI4TYDnwL\nO+D6GrAD+CdgAPjCbLx2RZkJv9/Pvn372LdvH1JKrly5wssvv8yRI0e4cuUKen8bAFL3YPpLsNwh\nu3Ke5kBYJiKTREsN4IhHEZnhi3eWlJSwc+cj7Nmzh23btql5RIpyG5LJJM3NzbS3t9Pb24uUksLC\nQqqrq6mpqcmnwymKsnipAElZSLXYM1bPT7LNW4DNwCopZROAEOI9wJXsup9kt9OBD0gp+7Pb/DPw\nQQAp5aAQIgGkpJQ3cjseUYnnC1LKZ0cs/xzwUynlp7KLLgkhVgN/zAwCpOwI1qcAKisrp/twRRmX\nEIIVK1ZQXFzMww8/TFtbG2fOnOHChQs0NTXR19cGtI372JKSEtav38b999/Ptm3bWLlypapMdRdS\n3z1zz7IsmpqaOHfuHOfOneP8+fM0NzdhWeMnGxSGQjz8yCP86q/+KitWrJjn1iqKMlUqQFIW0lSO\nyNYD7bngCEBK2SiEaAfuYzhAas4FR1nt2Kl2U/HGOM/5gzHLXgY+JYQISikHprjfXHs/DXwaoK6u\nTqXoKdNimiatra1cvXqVxsbG/ETwrq5O+vun/lEUgmzVvSWsWLGC2tpa1qxZw9KlS1VwdJdS3z1z\no7u7myNHjvD6669z6tRJBgeH8uvcDkltgcHygEmFzyTkshAC+tMaTQMOTkYlzz33HM899xx79+7l\n/e9/P2vWrFnAV6MoxAzDSAD31PUYTNNMAcmJ1qsASVlIl7Gv2LAeeG4Gjx/5B39sYQWJXexhKoZu\nvcm4z6kosy4SidDQ0JA/G3358mWSydHf4S5NUuKxqCq0KHBZBJwStyZxahItG+uYEtKWIGkI4oZg\nIK3Rm+rj0sUYFy5c4MUXXwTAqeusv+8+duzYwa5du6itrVUBk6KMkU6n+elPf0p9fT0nT54kl91d\n5jXZUpFhdchgVchgic/EMclfHsMa4kS3i/oWD0eOHOHIkSPs3buX973vfaxbt26eXo2ijNIXi8XO\n+/3+jffSd38ikWgle6nA8agASVkwUsqoEOJF4A+EEH83dh6SEKIQO/2uSghRPSLFbiX2/KFz03i6\nNFM/O3Ie2Dtm2T6gVUoZm8ZzKsqkTNOksbGRs2fP2rczZ+js6sqvF8ASv0F1hX1GemnApMpnUui2\n8oHQdBkWdCU0mmM6jTGdi31Ozpw+zenTp3n66acpLS1l79697Nmzhy1btqjJ5co9bWBggO9+97s8\n99xz9Gavd7Q2lGFHWZqtpWnC3ulds0jXYEdZmrpwmoZeJ89d8+YDpa1bt/KOd7yD3bt3L4oLYiv3\nhu3bt8szZ858BPhCQUHBel3XvQvdprmWSqVi/f39X9y+fbs50TaqByoL7fexy3y/IYT4n9jXPxLY\nBRn+BFiRXfY1IcST2cd8ATgOHJrG8zQBTwgh1mKfMeifZNvPA0ez+fvPYBdp+AT2tZoUZcYGBgY4\nf/48586ds0eJGhqIJxL59QVOydbSDLVB+4x0dYGBZ5a/pXUNqvwWVf40uyvs67MMZgRno05Odrs4\nHY3w/PPP8/zzz+Nxu9mydSs7duxg69atVFdXqwnmyj2hq6uLZ599lu9973skk0l8uuSJ5UkeqUpS\n7rv9C7kKARuLM2woynCuV+c/m72cOHGCEydOUFxcxKOPPsYjjzzC2rVr1YiuMuc2bdoUO3bs2AeB\nQqBgodszD6Lbt2+/qTjYSEJVLVYWmhCiEjv4eBuwBDuAOQv8k5Ty29ky33+HXZQB7HlHHxlb5ltK\nuXHEPj8AfFFKGcj+HMauSLcbCDC6zPcOKeWoeUgjynyvBToZU+ZbCHEYOCul/IPpvNa6ujr5xhtj\npzwpdxvDMOjo6KC5uZnGxkauXr3K5UuXaO/oGLVdpc9kdcgOhtaEMlT4rEmrc88H04LL/Tonelyc\n7HbRER8eeC0IBFi7bh1r1qxh5cqVVFdXs2TJErzeu/6E41yb89+6+u65NcMwOHbsGPX19fz85z/H\nsiyK3BZvXZbgzVVJvHN8Srl10MGhNg+vdLkZytgfifKyMvbs3cvOnTvZvHmzqjCpzDYVfU9ABUiK\nMo/UQcqdT0pJPB6nu7s7f+vq6qKrq4sbN27Q3t7OjRs3MM3RI/cBp6Q6kGFlyGBV0KA2aFDgkpgW\nRFMLOypT7LYmnDfRndRoiDq52Kdzud9JZ+LmTNXi4mIqKiooLy8nHA5TWlpKSUkJxcXFlJSUUFJS\ngs/nU2fCJ6YCpHlimiaJRILBwUH6+/vp6uri+vXrXLhwgePHj+ULLiwPGOxfmmRPRQp9TN+Yiz47\nsg9mLDjT4+S1Ljcne1wkDPvjoWkaq1atYvXq1dTU1LBkyRLKy8spLS0lGAyq/qXMhPrQTEAFSIoy\nj9RBytRYloVlWZimiWmaGIYx6pbJZMhkMvn/j7zPPUZKiWXdnAqTO4gQQiClREqZf0wmkyGVSpFO\np4nH48TjcWKxGLFYjP7+fvr6+ohGo6TT6QnbHnRZhD0mlT77tjRgssxvUuIZf3QoktD4xCtFt/V+\nud1uwuEwkUiEVCo17cd/fnfvlOdSDGUEzTEHrUM67XEHnXGNroSDaMqBOcmfE7fblQ2a7MCpqKiI\n4uJiCgsLCYVChEIhAoEAgUAAn8+H1+vF6XTeKwd9KkC6Tclkkp6eHnp6evInLLq6uohEIvT09NDb\n20tsYGBUSutYJR6LrSVp9lSkWBU0JhzNnU6fnWrfnKgPGhZc6tdpiDq50OekKeYkM05Xdeo6RcVF\nFBWN7luFhYUEg0GCwWC+b/l8PjweDx6PB5fLpeY73dvuiS/YmVABkqLMo/k8SOnu7ubP//zPOX36\n9Lw8391PomHPHdByNySOET87hJx2ipxpQW965tVV3W43Tz75JAcOHKC+vp6nnnpq2kFSkWvyyltT\nIQFLgiVF9j57Y/TPchH8PS4rK+Ozn/0sq1atWuim5Nz1AdKXv/xl/v3f/31BnlvXACmR2G+0Jux7\nIWS234Ku2X15KqbaZ6fTN6faB6UEUwpMaVeqHNnfwP5+ylgL38cAHn30UT75yU/icrkWuinKxBbH\nh2URUrNtFeUudf36dRUc3SaBxCEkLk3idUg8usSr2//3Ouz/e3SJyyHRtekHR7MhHA5z4MABAA4c\nOEA4HJ7/RmD/lXUIcGoS9wTvlVeXeBwWTiERC1gxv6uri4aGhgV7/nuNYRjU19fP+/P6dIvNxWke\nW5Kg0G0N99kxn0+3Y+rB0XTMRd8U2WDOne1XHoeVfz2FbovHlibZXpqmzDthca5585Of/IT+/snq\nISnK4qXGVRXlLrV161aeffZZBgYG8tfskFLmU8smu88Z+/NEy0c+PvdzLm3NsiwMw8jf55ZPdMul\n1k0lxS6XVpdOp/MpcrnHjUyxG9nesa8nl86X23c6nSaRSJBIJEgmk/kztROdaHNqkmK3RYnHosRj\nEvZYlHtNKv0mFV7zllXobjfFLhKJUF9fnz9LHYlEpr2PP90+MO1yxYYFnQkHXQmNzoSDnqRGT1Ij\nmtLoSznoT2uTptwBBIPBUWlABQUFo1LsvF4vLpcLl8uF0+lE1/VRN03TcDgc+fvc73a8z7MQAsuy\nEELg9Xqpqqqa9vukzIyu63zta1+jo6ODkVkrI38/I787Rq4faWRKbC4dduR8omg0Opxi19lJTzTK\n6ajG6ejk7St2W6woMFhXmGFraZqKW1Spm2qfnU7fvFUf7EsJLvQ5udKvc33QTm/tT48+xz2YgfqW\n4YIpHrebUDaFNde3/H7/TSl2TqcTp9OJw+HI3zRNQwiBEAJN0/I3h8OR738OhwOn05mvbDk2fbm0\ntJRQKHTL90lRFiOVYqco82ih01yU6TFNk6GhIQYGBhgYGMjPQcrdIpFIvkhD7hopY4U9JssCJisK\n7LLdq4IGQdfw9+6dMAfJtKBl0MHlfifXYjpNMQc34vq4AZCuOygpKR1VqCFXrCF3X1RURFFRkZr7\nMOyuT7FbCIZh0N3dTTQapa+vj/7+foaGhojH4/mgKhKJ0NLcTHfP8PUiVxYYPLwkye7yFK5xMunm\nYw6SlNAY0zkWcXGy20nr0HBfEUJQUVHBkiVLKCsrIxwO5/tZbn5fUVGRqi6pTIVKsZuACpAUZR7d\niwcp94pUKkVnZycdHR20tbXR0tJCS0sLjY1X6esbnWYS9pisDhnUhjKsChr4dDnjC7/OhvGq2HUn\nNU51OzkTdXG+z5mvpAXg9Xqorq6hurqapUuXsmTJEioqKigrK6OwsFBdK2n6VIC0wCKRCG+88QaH\nDx/m6NHXsSxJgUvy2JIEjy5NEnAOHyvNZRW7jrjGyx1uXun00J20n8PlcnL//VvYtm0bGzdupLa2\nVgU/ymxRAdIEVICkKPNIHaTcm3p6erh06RIXL17k/PnznD93joFYLL/e45DUhjKsCRmsDmVYGTTm\n/JorY1kSmmIOjne7ONHt4vrgcAOqqqrYunUrmzZtYv369SxbtkwFQbNLBUiLSFdXV/Ziyd9lcHAI\nj0Pypqok+5cmp52KOhWWhFM9Tl687uVcrxMAn9fLvgcf5KGHHqKurg6PxzPrz6soqABpQipAUpR5\npA5SFLDnUly/fp2zZ89y9uxZzpw+zfXW1vx6ASwN2Ol4NQUGNUGDJX4T5yzGJFLao0QX+3Qaeu2R\nooHsnAanrrN12zb27NnDAw88oObrzD0VIC1C8Xic//zP/+Rb3/oW3d3dCGBzSZoHK1PcX5LGPfPi\nk4AdGL3e5eL5Ji9t2RS6rVu38va3v519+/bhdrtv/0UoyuRUgDQBFSApyjxSBynKRPr6+jh79iwN\nDQ00NDRw8eIFUqnh6y1pAiq8Rrb4g10QoshtUeCU+J12VSuXli2iLew0oIwlSJiChCHoT2v0pTQ6\nExodcQfNMSexzPDfxqKiIh544AH27t1LXV0dPp9v/t+Ee5cKkBaxTCbDSy+9xHe+8x0uXLgAgNsh\nWV+YYUNxhrWFGZb5p14q37TswOh7zXZgpGkajz32GO9+97tZuXLlHL4SRbmJCpAmoAIkRZlH6iBF\nmSrDMLh27RoXL17k0qVLNDY2cq2xkaF4fFb2X1FRwZo1a9i8eTNbtmxh5cqVKm1u4agA6Q7R2NjI\nwYMHefnln9Pc3JJf7nZIarJFWGqCBssDBmHP8Nw+S9qFTk50u/h5hz2/SNM09u/fz/ve9z6WLFmy\nQK9IucepAGkCKkBSlHmkDlKU2yGlpLe3l7a2Nrq6uuju7s5X2EulUqRSqXwpZF3XcTqd+Hw+AoEA\nhYWFlJSUUFlZydKlSwkEAgv9cpRhKkC6A3V2dnLy5EnOnDlDQ0MDTU1No0qTawIKnBYCiGWGy957\n3G7e+sQTvOtd71KBkbLQVIA0AVVjVVEU5Q4hhMiX8lUUZWGVl5fz+OOP8/jjjwMwNDSUH/G9du0a\nbW1t9Pf3Y5omS4qKWLFiBduyc/tUCquiLG4qQFIURVEURblNfr+fbdu2sW3btoVuiqIot0klnCuK\noiiKoiiKomSpAElRFEVRFEVRFCVLBUiKoiiKoiiKoihZKkBSFEVRFEVRFEXJUgGSoiiKoiiKoihK\nlgqQFEVRFEVRFEVRslSZb0VRlEUuGo3S0tJCR0cHvb29DA0Nkclk0DQNt9tNMBjMXwR22bJl6hor\niqIoinIbVICkKIqyiEgpaWpq4o033uDUqVM0NDTQ29s7rX1UVVWxfv16NmzYwJYtW6ipqUEIdcF0\nRVEURZkKFSApiqIsMMuyaGho4PDhw7z88st0dnYOr3P5MQuXY3kLke4CLKcPHC6k5gBpISwDYSQR\n6QRaagAt0UdbVw/t7Qc5ePAgAEXFxTywYwe7d+/mgQceUCNMiqIoijIJFSApiqIsACklV65c4eDB\ngxw8eIhIpMte7nBhFNdghJZiFlQi3YGZ7ByRGsAR60Qf6CAaa+fFF1/kxRdfRNd16urq2LdvH/v2\n7aOwsHCWX5miKIqi3NmElHKh26Ao94y6ujr5xhtvLHQzlAXU3NzMSy+9xKFDh2hpaQGyQVHRCjJF\n1ZjBKtAcs/ukUqLFe9D7WtB7W3AkogAIobF58yYefPBB9u7dS2Vl5ew+rzJVc57/qL57Zs/Q0BBN\nTU1cv36djo4Ourq6iEajDA4OkkgkME0TAF3Xcbvd+Hw+/H4/gUCAQCCA3+/H7/fj8XhwuVzouo4Q\nAikllmWRyWTyt3Q6jWEYmKaJZVkACCHQdR2Xy5XffyAQoKCggGAwSGFhIQUFBSqtVpkK9SGZgAqQ\nFGUeqYOUe49hGJw9e5bXXnuNI0eO5IMiNAeZ0DKMkpUYoWWzHxRNQiQH0PuacfY24xjsyi+vrq5m\n165d7Nixg40bN+J2u+etTfc4FSAtQlJKuru7uXLlCpcvX+bSpUtcuXKFGzdujP8AoSE1HUS2QHA2\nBRZpzV+jsxy6TnFxMaUlJYTDYcLhMOXl5ZSVlVFRUUFlZSXBYFAFUYr6AExABUiKMo/UQcrdTUpJ\nJBLh6tWrXLhwgYaGBs6ePUsymbQ30HQywSo7ha5wOTicY3ZgIdJDc9M2l3/4wG0EkY7bI0t919Fj\n7WANn/1ev349GzduZO3atdTW1lJZWYnDMX+B3D1EBUgLKJVKEYlEaG9vp62tjZaWFpqamrja2MhA\nf/+obaXuwfQVY3mLsDwhLHcAKTSk7rVPcowXcFgWwkyDmUGYaXveoJkBy0BIC6Q5vK3QAM2eYyhE\n9l7L7je3b2mn0VomWCbCyoCZASNt799IoZlphJFAyyQmDNB8Ph9VVVVUVVVRWVlJZWUlFRUVlJeX\nEw6H8fv9KoC6+6lf8ATUHCRFUe5KlmWRTqdJp9NkMhkMwxiVqmJZFlJKcieJxp4syq2zLCv/2Nz+\nEokEg4ODDAwM0NvbS3d3N52dnbS1tZNIxEftx/QUYpbVYISWYBZUgWPir12RHiJw+ltTen1ut5tw\nOEwkEiGVSt1y+8HN70K6C25aLl0+MmXryJStA9PAMXgDvb8NM3aDM2fOcubMmfy2LpeLqqoqKioq\nKCsro6ioiFAoRCAQwOv14na7cTqdOJ1OHA4HmqaNujkcDhwOB06nc1SKUC7FSFFmyjRN4vE48Xic\noaGhm26Dg4MMDQ0Ri8WIxWL09/cTjUaJRqMMDAyMu0/LXYBZuALLX2IHRb4SpNM3KggSqdiU++yt\nTLdPTybf36XMFnEZQksPIlKDaOlBtFSMWCrGlcYmrly5Mu4+PB4PxcXFFBYWEgwG8+mBXq8Xj8eT\nTxF0u914PB68Xm/+lksr9Pv9uN1u1b+VO44aQVKUeaTO4k7uwoULfP3rX8cwjFEBy3h/XKWUpNNp\nksnkqFsimSSVTGIYxnw2HTQd011gn1X2FdsHVP4ypNOD9/z30dLxW+9DWmiZW2/ndrt58sknOXDg\nAPX19Tz11FO3PKCynL5xR5Am3N7lI7HmcRxD3WhD3TgSUbREH1oqZp8Nn0X29Zw8eL2emw60nE7n\nLR9fWlrKe9/7XsrKyma1XfPonh1BymQyfPe73+XkyZM3nazI9fuxxynpdJpz586RTqftkxjSHlGZ\nruyzDI/QCA0pcj9rTOnXMsU+eysz6dOTmVZ/l1b2/bMQUo74OTtSxe0fJwoh0DQNIcSo20gul4tN\nmzaNesytPgtCCN7xjnewffv2227jPUpFrhNQI0iKoiwan/nMZ+jo6FjoZtxEAmg60uFC6m6k04fl\n8iM9QUxvIZavFOn0jp9eMwfC4TAHDhwA4MCBAzzzzDO0trbO/hM5nJjBSsxgJZkRi0UmgRbvwRGP\nIpL9aOk4IhO3z1SbGTvtZxoHVZZlkUjEbxp9mw4pJZ/4xCdm/HhlYRw9epS///u/n/X9Dgc/YjjY\nGRUAjUxZW3jz1qfHI7TsW+EYt9fK3L+54AmZDaSGg6iR9+O9q1LKfPGKiaRSKX7xi19Mu/mvvPIK\n9fX1eDyeaT9WUSaiAiRFURaNT37ykzz99NMkEon8GcaRZxBHVnEC8ilwqVSKRCJhjx6lUkhrdidF\nC7DnC1gGZOKQuPnCrdLpzY4gFdrzE/wlmL5ScOgk1r99as8zxXSdSCRCfX19/mxzJBK55WPi6982\nbordpCwLLRG1R5ESUbREv32tpXQcZuGs8lh2qo4Xn89O4cmdcR75GRhvZLGqqorf/M3fnPX2KHNv\n+/btvP/97+fIkSP536+UcsLfe+7/mUzGTp+Lx0kmEjftN/sNMeKgfuRyQHNg6R77ZIfTh3T7sVwF\nWB57FFi6C6Y0AjNbKXYz6dOTmVZ/Nw20dMxOv0vF0NJDiPSQfdIjk0Azkggjze30eV3X8fsD+P0+\nvF5vfvl4o0Q5uc9Bbp1lWTf9XdA0jfe+970qOFJmnUqxU5R5tFjTXO4muYOnVCp10xwk0zQxDCM/\n/yh3n3vc2P3k1pummS+7m0wm83OQYrHYqDlInZ2d+SAOAKFh+kowgpWYoaWYgbJJD7qmc7A1W3OQ\nRr9oC20wgj7QjiN2A30oAtboVMVwOExlZSXhcJiioiKCwSAFBQX5eQm5+UW5OUdCiPx8pNwcpNz8\nI6fTidvtzt80beopgHeZezbFbjaMN/8oHo/n5x3l/p/rswMDA/T399Pb20u0txdzvHRczYHpCWF5\nizF9JdkTHiU3FVZZ9HOQwD65k47fNAcpdxOZmwPMnGAoRFG2bHhBQUF+DlJu3lGu7+bmJOVSYwOB\nwKjy5qoi5qK1eIZRFxkVICmLlhDiK0CplHJqp9/vAHfzQYpiz6dobW3l6tWrXLx4kbNnz3Lx4sV8\n0CR1N0ZoGZniaszgkptLey9AFTuMNHp/q13JbqANYdgHZkIIampAzGvtAAAgAElEQVRq2LBhA+vW\nraO2tpbly5ePOvurzBoVIC0QKSV9fX10dnZy48YNWltb81XsmpqaSKdHz7ez3EFMX1G2il0hljsA\nCKTunjzFNlvJLl/NLjcina0amZ9DlZsLpWkgspXshGPEnKjsdtJCyGwVOzNjV7LLV7FLIkwjW8Uu\nnu/TY2maRnl5OZWVlflKdrkqdmVlZRQXF6PrKtHoLqcCpAks+Cd/MR8ECyGagC9KKf9modsykhDi\nMHBWSvkHI5b9LvD3wEeklP90G/v+APZrDtxiuzcDL02wer2U8sJM26Aodyqn00lNTQ01NTU8+uij\nAMTjcU6ePMmrr77KL37xC7q7r+DsuYJ0uMgUVWOUrMQsqMhPDJ92GtwMiEwie9HYZvSB9nwKUjhc\nxq5dO9mxYwdbtmwhGAzOeVsUZSEJISgqKqKoqIh169aNWmeaJq2trVy+fHnULdbbDL3NY3dkz1HU\nnNlgRuavgyTMzIJcC8nr9VFaWUZZWRnhcDh/DaTcdZDC4bAKgBRlAqpnzAMhhEtKObtln0bv/0+A\nTwHvkVI+O89t2ABExyy7veTpRWSuf3fK3c/n87Fnzx727NnDxz72Mc6fP8/hw4d56aWX6O6+hKv7\nEtLpI1NcTaaoBitQNifFHkSy377WUW8z+mAXuTPRtbW17Nu3j3379rFq1SpVjldRshwOBytWrGDF\nihX5Ex5SSnp6erh27RotLS20t7cTiUSIRqMMDg4SjycwTANNCHRdx+12j0o1KygoyP+cK5OdS0UF\n8mnAuZTe3M00TUzTzFeDczgcuFyufFqb3+8nGAwSCoUIhUIUFRWpeTmKchsWfYAkhFgOPAU8ml30\nY+CjUsrW7PpPA+8E/hfwF0AZcBD4HSlld3YbHfhr4APYRwX/B/AB90kp3zzB8x4GVgB/LYT4awAp\npciu2wN8FtgB9ALfA/5YSjkw4rHngSHg/UATsEMIIYH/C3gr8BjQCnwIuAw8DezL/v+3pZTHp/De\nCOBvgN8D3i6l/MmY9o/Xho9n34dVQB/wQ+APpZR92VGhf80+Ppd7+Rkp5acnaUZX7n0e0zYP8AZw\nVEr5weyyKuA08Dkp5V9nl+0C/hLYCRjAMeC9Usr2cfbpBj4H/BcgBJzMtv3l7Hon8Hnsz0MJ0AV8\nTUr5P7LrmxgzIjh2NC67zVeA5cA7sD9v7xJCLMnu+/HsQ38BfExKeXmS90ZRRtE0jQ0bNrBhwwY+\n/OEPc+rUKQ4dOsRLLx1msPMcrs5zdrBUuBQztBSjoBL0meXui0wCR6wTR6wdvb8dLWVf60UIwYaN\nG3jooYd48MEHqaysnM2XqCh3NSEEpaWllJaWsmPHjoVujqIoc2RRB0hCCA14HkgAD2cXfxH4rhBi\nhxyeQFUNvBv4NcAPfAM7WPpQdv0fYgcFvwOcxQ5Sfgs4McnTvwM4hR1M/cOINm0CfoQ9YvM7QDHw\nv7PbvXPE498L/DPwIKNzPP80254/BD6TbetJ4EvAR7L7+gqweZK2gf27+1fgbcAjUsqj42wzXhss\n4GNAI3YA+IXs7X1kD/qxA5ZV2e0Hb9GOcUkpk0KI9wCvCyHqgWeBr2K/p38DIIS4HztN79+AjwPJ\nbFsn+lz+FfAbwG9n2/9x4AUhxGopZQfwUezPwG9iB4RLgbUzaP7HsQPuOruZwpdt5y+ANwFp7N/f\nT4QQ66WUt38RDOWeo2kaW7duZevWrXz0ox/l2LFj/PSnP+XIkSMMRC5B5BJAtox4iT3nwV2AdHqz\nqTwOu9SuZSCMlH0hyNQAWqIPRzyKlh7uul6vj+379rF79252795NcXHxQr1sRVEURVn0FnWABLwF\nO1BYJaVsAsgedF/JrsuNmOjAB6SU/dlt/hn44Ij9PIk9avHt7PqPYY/iTEhKGRVCmEBMSnljxKo/\nAv5DSvn53AIhxIeBE0KIMillV3bxNSnleBfl+KqU8uvZx/0l9mjIi1LK57PL/gp4SQhROt7IzAgf\nBBzANinl6Qm2uakNUsr/PeLHJiHEJ4HnhRDvl1KmhRD99majXvNkmsak5PRJKZdmn+u0EOJ/AP8E\n7Aa2AptHBLafBE5KKX9vxOPHnbskhPADH8YeGfxBdtl/Ax4Bfh878FwBXAJ+nn2OFuygZrp+KqX8\nqxHP/dvYAeYHc20XQnwIe4Tq7cA3Z/AcipLndDrZtWsXu3btwjRNzp8/zxtvvMGpU6c4f/48yZ6r\n09qf2+2muLKSoqIiysrKqKqqorCwEJ/PRyQSyVeaUhRl9hmGwaVLlzh37hyRSAQpJaFQiJqaGu67\n7z4KCwsXuomKotzCYg+Q1gPtueAIQErZKIRoB+5jOEBqzgVHWe3YqXYIIUJABfD6iH1IIcTrwLLs\nNr+FfRCf84SU8ucTtGk7UCuEePeIZbkIYRX2QTPYqWLjGRnMdGbvz4yzrAyYLEA6AmwC/kII8U4p\n5Xhlam5qgxDiEeBPsN/bEHaQ5cJ+j25Ka5uCh7HTDHPGXgnuKeCXgf8O/IaUsm3Euq3Ac1N8nlWA\nE/t1AyClNIUQr2B/FsAeefsxcEkI8SOgHvihlNOeHTu21NN2oAaIjQkGfQyPtE0omwb6KUClMym3\n5HA42LhxIxs3bgTsOQnt7e00Nzdz48YN+vr6GBwcJJFI0NPTk78NDAzk95FKpejo6KCjo4Nz587d\n9BxCCJYvX86GDRu4//77qauro6SkZN5eozI/1HfP/IpEInznO9/hhRdeoLf35mul5axevZrdu3ez\nZ88e1q5dq+b9KcoitNgDpMmMrE+eGWfddC6o8T3gtRE/t020YXa/Xwb+dpx1Ix83Ua3ekW2Vkyy7\nVfvPYaeUHQSeE0L82jhB0qg2CCFWAD8A/gX4M6AH2AZ8HTtImolrtxjpKsUOYEygdobPcSsSQEp5\nXAhRjT1P6C3A/wecEkI8lg2SLG4uaenkZmN/dxp2GuR4V6IcW6Di5sbZc7g+DXap3VttrygjORwO\nli1bxrJly0ilUrzyyiscOnSIV199hXTa/urw6pKNRRlWFJhU+EyK3RZ+p4WugSUhZQpiGY1oUuNG\n3MH1IQfNrU00NzdTX18PwJo1a3jooYd485vfzNKlSxfyJSuzRH33zI+uri7+7d/+jR/+sB7DMPE7\nJW+uSrGuMEPYa6EJ6E8JWgZ1LvQ5uXjFrob31a9+ldKSEnbt3s3OnTvZvn07Pp9voV+Ooigs/gDp\nPFAlhKgekWK3EqjCDhBuSUrZL4S4gV1Q4VB2HyL7843sNjEgNs7D09gjLCMdBzZIKa9M+9XMMinl\n2WxhhUPYaXK/KqVMTvKQOuxA6L9LKU0AIcTY8urjvebb8TR2SuTvA18XQvxISpkb2TqBnSI3FVez\nbdub/T9CCAd26t4zuY2yv8tngWezJeRfxQ7MLmFX18ufRs0WkljH5HPRwP6d/xegW0rZN8X2Ksqs\nkFJy/vx5XnjhBQ4dOsjgoB2/V/lM6qpSbCnJsDJooE3zJLQloWXQwbleJ6d7nFy8fIlLly7x5S9/\nmXXr1rF//37e8pa3EAqF5uBVKcqdr6enh2eeeYbvPf88GcOg3Gvy9toEu8tTuMb5K7otnAESJAw4\nE3VxotvF6Z5uvv/97/P9738fXXewefP97Nq1i927d7Ns2bJ5f02KotgWS4AUFEJsGbOsDzuF7jTw\nNSHEk9nlX8A+YD00jf0/BXxSCHEJO7D6EPaBcsctHtcEPCiE+HcglR0p+RzwqhDiH7HT8mLYB9m/\nJKX80IR7miNSyvNCiDdhFxH4TyHEL0spJ7os9mXs0ZCPCSG+A+zCLsowUhPgEUI8hh04xG9RhKAs\nWyVwpGh2PtN/wy5qcL+UsikbsHxNCLEtu8+/xn4v/xn7Gk65Ig0/klK2jHmdQ0KIfwA+J4ToBq5h\np+2VYxe4IFuhrwN7tCcDvAcYwK4WCPZn5reFEN/DDpb+H6bWB76GXZTheSHEn2HPbVoG/Arwj6qS\nnTIXWltbOXToED/+8Y+5fv06AIUuiwPLU+ypSLE8MDabdXo0AdUFJtUFJgeWJxnKCI53u3i108XZ\nCxe4cOEC//ClL7F33z6eeOIJ6urqcDhm89yJotyZWltbefbZZ/nBD35AJpOh1GPxa6vj7ClP4ZhC\n7opXhwfK0jxQlsaScHVA51SPk9M9Lo4fP87x48f50pe+xLJly9i7dy979uxhw4YNqv8pyjxaLAHS\ng9x8Fv/bUsp3CiF+Bfg7hi9K+hPsi6FOJ13gb7Dn2PwrdjrWV7DnvpTf4nF/hh0EXQXcgMgWHngI\nu8rZT7FHWxqZ+lyaWSelvJQNkg4BPxhnVCi33elsoPnH2O3/BfaB/3+M2OYX2eDv69ilsj9DNkVj\nAg3jLHtMCHEduyz2h0fMIfsYdnD7t8CHpJQnhRCPYlfNexVIYc//+cEEz/XH2ft/BQqxPzNvzVaw\nAztY/SNgNfbv+QT2fLJcgPdZ7IqHz2NX5/sL7NHISUkp49nf+f8LfAt77lY79mdy4kRzRZkG0zS5\ndOkSr732Gi+//DJXrtiD1E4NdpWl2FuZYmNRZkoHYDPhd0oerEzxYGWKvpTglU43P+twc/jwYQ4f\nPkxpaSmPP/44jz32GNXV1XPTCEVZpHLprfX19Rw9ehQpJaUei19aGefByhT6DPulJmB1yGB1yOCd\nKxP0pQSnelyc7HFytr2Fb3zjOt/4xjcIhYLs3Lkrn4qnCj0oytwS04sz7h5CiBPAy1LKjyx0W5R7\nR11dnXzjjbE1IJR7jZSSSCRCY2NjvtrV2bNn8ulzDgEbitPsLEtTF07j1Rfme1pKaBzQ+VmHm1e7\n3CQMO49v5cqVvOlNb2LPnj3U1taqSea3b87fQPXdMz2JRIJr167R0NDAyZMnOfbGGyRT9jTf1aEM\njy1NsiOcnrMTFgBpExp6nZzodnGy20VfevjJVq5cyebNm9m8eTMbN26krKxs7hqi3M3Ul/cE7okA\nKVuc4HHsER8n8LvAHwA7pZTqL4Yyb9RByt1PSkk8Hqe3t5doNEo0GiUSiRCJRLhx4wYdHR20tl4n\nkRg9XbDMa7K+MMOmkgwbizP4JgiKTAuiqdk9Kit2W7c80EubcLzbxSudbs5EXRjZ2pBFRUVs3bqV\nDRs2sGbNGmpqaggEArPavnuACpDmiZSSwcHBfN+MRqOjqkF2dXXR0dFBJBIZ9bhKn0ldOMXu8jRL\nR6S3zkV/zBnZLy0J1wcdnO5x0tDr5Eq/k7Q1/LEpLSlh/X33sW7dOmpra1m5ciWlpaXq5IVyK+oD\nMoF7JUBahp0ytgl7Ds454H9KKX+0oA1T7jnqIGV+SSnJZDIkk0ni8TjxeJxEIkE8HmdoaCj//2Qy\nSSKRIJ1Ok8lkMAwD0zSxLIvcd6SUMn8zTRPTNMlkMqRSqfx+YrEYAwP9GMbE84NcmqTca1LpN1nq\nN1lRYFBTYFDontp3cSSh8YlXiibdxu12Ew6HiUQipFLjXQFgtM/v7iXsnXo1/LghONXt5FSPi4Ze\nJ/3p0QeIRYWFVFRWUlpaSlFREcFgkEAggN/vx+fz4fF48je3252/z91cLte9dmCnAqQpMAyDZDKZ\n768j+/TQ0NCo/p27DQ0NEYvFiMVi9PX10dfbS8YwJnwOARS5Lcq9JssCdt9cU2hM2D9u1R+n2xdH\nmqxfGhZci+lc6tO5MqBzpf/mfujzeqmsqqK8vJzi4mJCoRCBQCDfB3N9zel05m+6rqPrOg6HA4fD\ngaZpo/6v63p+O6fTea/107uR+gVO4J4IkBRlsbgbDlIWIykln/rUp/jZz362IM+va+B1SHy6RcBp\nEXBKgi6LkEtS6LI42OYmbmg4hJx2tbmxTAt60xNP1na73Tz55JMcOHCA+vp6nnrqqVsemBW5zCmn\nChW5Lf7n9uFrLkkJNxIajQM6zTGdtiEHnQkH0ZQjP8o0mz71qU/x8MMPz/6OF9Y9EyAtXF+VaNhz\nfjQBQoCGzP9s3+xtpnPMP1l/nElfHGk6/RLAlGBYYtS9aV/afOo7WYR+/dd/nY98RM2GmCN39odj\nDs1h9qyiKMr8aW1tvfVGs8ylSYrcJuVegzKvXea33GuNvveZODVmJTiainA4zIEDBwA4cOAA4XB4\nTp9PCChxW5R7LSp89uut8JqEPROfpb8d0egtLz2mLGKmadLWNtmlBmefQOIQ4NDs+X2akDiEzP9s\n3+xtZnNAZL77okbu9Q2/HoeA0ZeNvPPM9+dFUWDxVLFTFEWZMSEETz/9NIZh5FPk0uk06XSaZDJJ\nKpWaNB1nZIpdOp3GMAwsy8I0h1PlpJT5lDvLsvLPlUqliCUS3BiKj9p+PB6HJOwxKfOZVPlMlvhN\nVhSYVPrMKQdPt0rpiUQi1NfX589aj51LMZ4/3T4wrRQ7KeFazGGn2EWdNMacN40WBQsKqKmxU+xG\npvb4/f58eo/X682n2LlcrlFpP7nUn1wqz8g0H+XOpes6Tz/99ITrLcvK9y/TNDEM46b+nEgk8reR\n6XTjpdgNDg4yODhIbGCAeCJ3BYzxO5uu2aM2pR472F8aMKkpMKguMCasUjdZf5xJXxzpVv1yIC24\n1O/kSr/O1X6dpkGdlDn6tXk8HpaOk2KX63e51Lpcf3M4HPk0u7Hpdbl1I/tl7nEul2tUep6i3OlU\ngKQoyl1BCJH/Y78QpJQkEglisRj9/f35Ig09PT10d3fnizS0t7dxPZLk2IjHenVJbTDD+qIMm4oz\nLA+YMz6TnUqleOqpp3jmmWdmNO9h4tcHTTEHr3S6eb3LnZ+YrmmC2trVbNy4MV+kYdmyZfh8vll5\nXuXeomlafq7LbEulUvT19dHb20tPT8+oQg3d3d309PQQiXRxvifK+b7h7xG3Q7K+MMP2sF1V0u+c\n2ojMbPfFoYygoddJQ9TJhT4nHfHhQETTBNXVNfkiDTU1NaxYsYKioiI1T0hRZmDac5CEEAXAR4AH\ngOXAb2UvVvoh4KiU8vjsN1NR7g6LZR6AsnCklESjUZqbm2lsbOTy5cuca2jg+ogUwWK3RV04xQNl\naWpDxqjRpfmuYteXEhy54eblG27ahuyDVr/fn7+A5fbt2ykoKJjV9tyD7pk5SHeCVCpFW1sbV65c\n4dy5c5w4cYLm5mbAvi7ZA2VJHluaZGXQnPMqdl0JjePZMt+XB5xY2UM2r9fDxo2b8mW+165dq05K\nKDOhoucJTCtAEkLch30xUg14BXg7sENKeVwI8bdAuZTyPXPSUkW5C6iDFGUi0WiU48eP8+qrr/Lq\nq6/kr4lU6rHYU5HkwYoU5b45qHowDsOCUz1Oft7h4WSPC0uCU9fZs3cv+/fvZ8eOHbhcrnlpyz1C\nBUiLXHt7O4cOHeKHP6ynra0dgPWFGX6lOs76ImPW5i6ZFlwZ0DnR7eJ4t4sb2VEiIQT33XcfDzzw\nAHV1daxdu3ZORtmUe44KkCYw3QDpR4ALeBuQAtJAXTZAehfwV1LKmjlpqaLcBdRBijIVhmFw/Phx\nDh48yM9+9tP8NZNWhzLsq7BHlqaa5jNVloSrAzqvdrp4tctDLG3/3aytreXAgQM8+uijBIPBWX1O\nJU8FSHcIy7I4duwY3/zmNzl69CgA6woz/PrKOGsLZ1aYZCAtON1jl80/2+tiKGN/HDxuN3U7drB3\n7152795NYWHhrL0ORclSAdIEphsgDQG/IaX8gRDCAWQYDpAeAl6UUnrnqK2KcsdTBynKdCWTSX72\ns5/xwgsvcOLECaSU6BpsKrbnQ9xfkibomlmwFDcE53t1Tve4ONnjojebKlQYCvGWRx/lrW99K6tX\nr57Nl6OMTwVId6Dz58/zla98hddeew2AjUVpfrk6wdrCyUeUpITrQw6OR1yc7HHSODA836m8rIyd\nu3axe/dutm3bhtvtnuuXodzbVIA0gemOz6aAiWZAVwL9t9ccRVEUZSSPx8P+/fvZv38/nZ2d/OQn\nP+HgwYOcaGzkRLed5rY8YLA6ZLA8YFDpMyn2WPh1iVOTWBKSpiCW0YgmNW4kHFwfdHAtptM6qOcL\nAAcLCnjrw3t5+OGH2b59u0rfUZRbWL9+PZ/73OdoaGjgy1/+MidOnOBsr4tlAYM95SnWF2UIeyyE\ngP60RkvMwYU+J6ejLnqS9skIh8PBli2b2LVrF7t27WLFihWqqIKiLALTHUH6DlAGPAKY2CNI24GT\nwE+ADinle+egnYpyV1BncZXZ0tLSwssvv8zrr79OQ0MDmUxmWo93uVysX7+e+++/n7q6Ou677z4V\nFC0cNYJ0Fzh79izf/OY3OXLkyKQl/wMBPzt37mLPnj088MADqsiJspBUND6B6QZIa4BfYI8UPQ88\nCfwrsAlYCTwgpbw2B+1UlLuCOkhR5kI6naaxsZGrV6/S1tZGT08Pg4ODpNNpNE3D6/USCoUoLS2l\nqqqKmpoali9frgKixUMFSHeRvr4+jh49SkNDA93d3UgpCYVC1NTUsHHjRlavXq36nrJYqABpAjMp\n870C+AzwGBAGosCPgT9TwZGiTE4dpCiKMg4VICmKshBUgDSBaZ/CkFI2Ax+Y/aYoiqIoiqIoiqIs\nrBmP8QohlmIXZmiXUrbNXpMURVEURVEURVEWxrQv/yyE+D0hRAvQDLwKtAghrgshPjTrrVMURVEU\nRVEURZlH0xpBEkL8CfAXwNeBZ4FOoBx4F/AlIUSxlPKzs95KRVEURVEURVGUeTDdFLuPAp+XUv7R\nmOXPCSE6sutVgKQoiqIoiqIoyh1pugFSAPjRBOteAH7v9pqjKIqi3K5UKkVvby+Dg4MkEgkymQxC\nCFwuF36/n5KSEgKBgLogpaIoiqKMY7oB0gvY5b1/PM66iZYriqIos8g0TTo6OmhpaeH69et0dHTQ\n0dFBZ2cnkUiEoaGhW+7D7/dTXV3NunXr2LRpE9u2bSMYDM5D6xVFURRlcZtugPQ08E9CiDDwXaAL\nKAN+DXgY+JAQYltuYynl8dlqqKIoyr3INE2uXbvGuXPnuHjxIpcvX6apqYl0On3TttLhwnL5kcEQ\nUvcidTfSoYPI1uOxTISZRkvHGUjFaDh3joaGBr797W8jhMbmzZt46KGHePOb30xJSck8v1JFURRF\nWRymdaFYIYQ1ZpFk9EWmcjsTgJRSOm6veYpyd1EXa1RuxbIsLl++zLFjxzh58iRnzpwlkYgPb6A5\nMD2FWN5CLE8hlieE5SnAcheAwzXNJzNwDPXgiHWg97fiGOwCQAiNHTvqeOKJJ9i7dy8u1zT3q0yX\nulCsoigLQeVZT2C6I0iPMBwEKYqiKLOgu7ubo0eP8vrrr3Ps2DEGBgby6yxPEKN0NVagDNNfiuUp\nAm3aV2gYn6ZjFpRjFpSTrtqCyMTRo004e67w+uuv8/rrr1NQUMD+/ft54oknqK2tnZ3nVZR7lJSS\noaEhYrEYiUQC0zQBcDqdeL1eAoEAPp9PzQ9UlAU2rREkRVFujzqLqwAkEgnOnDnDsWPHOHr0KI2N\njfl1lsuPEazCDFZhFlQiXb4FaaOW6MPZfQlnz1VEJgHA6tWr2b9/P4888ohKwZtdagTpLiKlJBqN\ncu3aNVpaWmhpaaG1tZUbN27Q1dU1bnrsSLquU1xcTGlpKWVlZYTD4fx9SUkJJSUlFBYW4vV6VSCl\n3C71AZrAdFPsXgD+BXheSmnMWasU5S6lDlLuTT09PZw/f56GhgbOnDnD+QsXMI3sV6jmwAiUY4SW\nYoaWYnlCsJgOeiwLvf86evdlnP2tIC2E0Niy5X4efPBB9u7dS3l5+UK38k6nAqQ7UDqdprOzk7a2\nNlpbW2lubqa5uZnGxmsMDsZu2l7qHnuOoNOH1F1IzTk8GmxZCCuDMNIII4HIJNAyCZBjZzYMczqd\nBAIBAoEAXq8Xj8eD2+3G5XLlb7qu43Q6Ry3LbZe793q9+Hw+vF4vfr8fn8+H3+9H16ebZKTcgRbR\nH5vFZboB0o+w0+yiwFeB/yOlPDdHbVOUu446SLl7maZJd3c37e3ttLW10dzcTFNTE1euXKG3t3d4\nQyEwfSUYBZXZUaJy0MY5EJEWIn3ranSzRbr8w8UcJiAyCfToNZzRxvx8JYAVK1ZQV1fHli1b2LBh\nA8XFxXPd3LuNCpDmiGEYpFIpMpkMmUwGwzAwTRPTNLEsa9S9YRj57VKpFMlkkng8ztDQEIODg/T3\n99Pb20s0GiUSidDb28t4x1CWK4DpDmF5gkhPEMudmyM4zYBDSoSRRKQTaJk4wkhAOoFmJBFmCmGk\nEGYGYaURpgnSnKV3zeZ2uwkEAgSDQYLBIKFQiMLCQgoLCykuLs6PZpWWllJcXKwCqjuTCpAmMO0U\nOyHEcuC/Au8HlgGvY48q/YeUcv7+mivKHehePUiZbbkDmXQ6fdMtd4CTTqcxDCN/QCSlHHUwI4RA\n0zQcDseoe03T8mkrlmVhWdaoA6bc/IGBgQH6+vryB0vd3d35+QQjWS4/pq8Ey1+K6Q9jBsrA4bzl\naxSpGIHT35r2e+N2uwmHw0QiEVKp1JQfN7j5XUh3wZS3F+kh9L4W9L7r6LEbYA0nFZSVlbF69WpW\nrlzJ8uXLWbJkCeXl5RQVFaHN1vypu4sKkCYgpSQejxOLxfL9Lnfr7+9nYGAgvzwWizE4OMjQ0BDx\neJxEIoFlTTwCM2PCgeXy2aNB2eDH8gSRmhPf5Zlf7WSmfXc6EjUP2d8/lomwDLAyCDN3n7GXGWk7\n6DLSCDN7MyZvj9A0SoqLCYfD+VsugCoqKqKoqIhQKEQoFMLtds/Ja1NmRAVIE5jxHCRhH0E8Dvw2\n8EtABvgm8C9SytdmrYWKche5Uw9Spquvr48vfOELHD58eNLtpJQ35dDnlk20TgJyLg56boNE2Glx\nQgMhkGh26ozQmPHfH2mhZeK33m4Et9vNk08+yYEDB6ivr+epp56a8oGW5fTdcgRpYtJOEZImWCZg\nISb42zIyQBpv/kRdXR0f//jH77W0vbsqQDp79iyf+9znaF1mdjsAACAASURBVG9vH3d97rhjvN+/\nlPK2gprsnkekqYoRd+O9zWLMf8WodTK3TIjR9+M++fT7bM7/z96bx8d51ff+7/M8s2gWSaNltFu7\n1wQTL6mzJ8RxEkwCFGhvoZcC3S+3NG3ZelsK6UI34N4GUlpuKZSw/G5bmkASjEkIISZkcezEjuNd\nsmVJliWNltE2+zzn98d5ZjTaJVuLbZ336/W8ZuZZzzwzZ+Z8z/f7/Xwvpe8uhIvv59K+udIO+5Oq\nj0s5vk5KxCXqeJnmzOLHs31vADZt2sTHP/5xamtrL6kNqwxtIM3ARU/lSfVNfRr4f8BrgB/4ZeAF\nIcQLQogNi9NEjUZzpfHSSy/xzDPPZENZZloyoS3TrZtp20oaR2ooIJDCRBpOpOnGcniQTntx5CFN\nt5qhFSbL/d8TDAbZvXs3ALt37yYYDC7TlQUYJtJ0IZ0eLE8xsdobSPmnGjkZr9x0n286nebll1/m\n2WefXaZ2a5aCr33ta3R0dMza72f6/OdrHElACgNpOFT9L4cby+lR+T2Z/pj73GH3zymLe3wx3eo7\nnF2cYDhVCKwwL23CYw5Wru/Ol5xJIMMBhlPdI4db3Uf7PltOj7qPhgN5EYbYXP8XM31v0uk0R44c\n4dFHH12C965ZjVxUwKht/PwG8H6gCHgCuBdlMN0KfAH4FrB9cZqp0WiuJO666y4Mw+DcuXNZbxAw\n5bllWdnZwMzr3DyATM5AJmQu8zo3nC4ej6vXySQJO9dgqVAtlSrW3473FzlbLZfXzjcoUPWJPAEs\nbzHS6V2w8MLFhNiFQiH27NmTnYUOhULzPjay8W0LCrHLIi2MsT4cwxcwR7sxR0MYiVHM9v7sLqbD\nQVmwjGBQ5SoUFhbi9XoxTXPKd6O8vJx77rln4e3QXDZ8+tOf5oknniAWi03xBmc+78y63N8EUMIH\n0WiUaDTK2NhYNv8nE2KX8aoIsL0W1vjr6TBMpKGKJUth5DxmPEJGduCf2Z49xnDYEyFOJaqQMaqc\nHqTLi3R4JvTriw2LhUvruwthQf3cStu5TgmVC5WKI5JR9TwZRSQjGImIekxGbG/S9LjcbgJ2iF1+\nfn5WDMLj8eB2u7OeI8MwJkQRANN+h6bbXlRUxNve9rZLuDsazTgLFWn4DVRI3Q3AWeCrwNellD2T\n9rsN+ImUUmfsaTQ5rJYQu5VESjnBsMrNQcqdnc7kG2XyjzJLZtAGTEjezs1ByiRsZ3KQ+vr66Onp\nobu7m76+vimJ29KRRzqTg5RfTtoXnDMP6bLOQUoncQx14hg8h2P4/IT8hOrqajZs2MDatWtpaGig\ntraWsrKyWUNnNFdXiN1SEo/HZ8xDys1ByhhZ8Xg8O4mSyUlMpdJY1lQv9oJD+4SB5fJj5RWoHCSH\nG/f51y76vS1HDlK8bCMYDjv/KIVIp3JykZI5og9JO1x2dkzTpKSkZIIUeWlpaTYHqbi4mOLiYrze\nlSlXoJkTHWI3Aws1YL4MfB+4R0r541n2Ow385cU2SgjRBjwspfz8xZ5Dc2UjhKhHGeHXSymv/H91\nzbIhhMjK2a4E8Xicrq4u2tvbaWtro7W1lVOnTtHd3YljqNNupEHKV6pU7AqqSfuDU/ICpMvH6OZf\nWvD1R4F+gAUKyUmXb44dLMyhTpz9rTjDHVlRhtJgkBt27GDbtm28+c1v1gp2miUlY0QsRQhaZnIl\n46GORqNEIhEikQijo6MMDw8zMDCQFWbp7e2l68IFhoc6YWjSuRyucSW7jFfZ5VXeZGP6yYJs3w1Y\nWS+NkYxkvTUiobw3RsabYy3cW+7uPT7jtry8PLw+Lz5fIT6fD5/PR35+Pvn5+RQUFBAIBCgsLKSo\nqChr+BQWFmrhFc1VyUINpBop5Zx+XynlBeDPp9smhAja23YDlUAYeAP4Wynlxcu/zBMhxE+BN6SU\nvzfHfh9EGWn+pW7TQhBC3AE8CwSllH32uiCwFzUTcK+UsnfmM8x5/jbmYZza9/H2aTb9u5TyVy72\n+hrNlY7b7aahoYGGhgZuv328i4TD4WwdpEOHDnHy5Ckco73QdQhpulRx2MJqUgXVSLdfhfxcTMjb\nIqMKxp7G2d+SLRhbXV3NnXfeyW233UZzc7MuVqm5KrjYyZXR0VE6Oztpb2/n7NmztLW1cbatje4L\nF2Bs6pApm7tjOMcnRmR6vA5SeuZCssIwCBQWUlRUNiFcbbo6SE6nM1sDyel0Ttjm8Xiyj5ljtaGj\n0YyzUAPpZSHEL0opD0/eIIS4FnhcStk4xzn+C/CicphagDLUQHtJy7ILIRzA4hYJmP+1nVLKJUmM\nEELUAU8BXcA7pJTDy9iGrwN/MmlddJGvsWIIoTJypVzk4hKaVUkgEODmm2/m5ptvBmBkZIRDhw7x\nyiuvsH//frq723AOtgFg5RUqgym/knR+BdKZt7yNTSdwDrTh7DuVrXeUn5/Pzre9k3vuuYcNGzZo\no0ijsfH7/WzYsIENGyZqU0WjUdrb2+no6KCzs5Pu7m56e3sZGBhgZGSEaDRKKp1GAA6HA6/fi89X\nSiAQyEpkZ8LWMo+BQEDXG9JoloGF9rJ6YCYBey+qLtKMCCECKBGHXVLKZ+zV54BXptk9TwjxFeC9\nwDDwkJTycznnqgUeAu6yVz0N/L6UstPe/iDwHuDzwJ/ZbX8MZYzdLoT4n/ZxDVLKtkntvAM1+EcI\nkUkm+HMp5YNCCBcqfPBXUUEsR4FPSSl/lHPss8DbgAeB64B3CSG22+35HMqDFkTJov8O8JvA/7Lv\n4TeAj0k5S/ns8XZuQhlHrwDvlVLG5mjDceB/AzuAfOAk8Gkp5ZP2cT8F6oDPCSE+ByClnG0UFJFS\nds/QtvcDXwG2SilP2Ov+BvjvwGYp5aB9Lx9E3csK4DzwD1LKL85wzttQ9+/NqICG7wCflFImcrb/\nPXAtyhg+Cfy6lPKN6TyCk71xmX1Qaox/D2yw790bQogPAR8HGoF24J9Q38nLS29ac8WQn5/Prbfe\nyq233oqUks7OTvbv38+BAwd47bXXiPUeBzscJp1XiOUvU3lM3hIsT9G8aiktiHQKx/B5HANncIbb\nVYK2EGy//np2797NzTffvGJhixrNlYjH42H9+vWsX79+pZui0WgWyJwGkhAiDzVwzwyUC4QQk4PM\n84B3obwYszFqL28XQjyfGdDPwB8Cn0ENiN8KfNE+5kV7Zv/7KG/FW+z9Hwa+J4S4Xo5nSDcA7wN+\nCUgAHUAVcIJxz8d0IYMvAH8A/DXQlNN2UIZTk33eTlSo4BP2dXM9a38HfBTlJRtBKfrVA+8A7gOq\nUd60SuACcDdqQP4fwM/tbbOxA3gE+B7w2zN4OSa3oQr4IfAp1L37b8CjQojNthHzLuAw8DWUAXDR\nSCm/KYR4K/AdIcQNwE3Ax4C7pZSD9m7fQBnMD6Ck4qtR92gKQohqu+3fBD6I+gy+CljAR20P4feB\nf0UZXE5gKwv3GuahDOrfQX03Lgghfgv4C+AjwEGUAfYvqNpfDy/w/BrNFIQQrFmzhjVr1vDud7+b\nZDLJ8ePHOXToEK+//jpHjx4l2ncaZ9/p7DGqOGUgmyBuufxItx/L5QNzHoZMKo4ZGcAcC2GOXLCL\nvaruUl1dwz333M0999yz2uoRaTQajUYzLw/SJ4FP288l8KNZ9n1wthNJKVP2LP2/AL8thHgNZQz8\n5zTFZZ+SUmYGn18SQvw+sBN40X7cDDRlvD9CiPehDIGdQEZAwgW8P1dlTwiRYBbPh93OhBBiSD0d\n308I0YTyaNVLKdvt1Q8LIe5CDag/nHsvpJRP5RwLYAIfklIOobwSe1EerWrbC3JcCPFzlNE3l4H0\nKPB9KeVvzLLPhDagBvy5RtxnhRD3ozxbfyWlHBBCpIGR2e5PDr9tf565fEJK+WX7+f+wr/cwysj9\n31LKZwGEEGuBXwHeKqXca+9/BvjZDNf6MMoA/7DttTkuhPhj4CtCiD9DGTYB4AkpZat9zIl5vIfJ\nmMDvSSkPZlbY5/+ElPK79qqzQoi/tdukDSTNouN0Otm8eTObN28GVG2Qc+fOcfLkSVpaWmhtbaWt\nrY1wuGNKcjgAhgPLmWfXdcnJc7DSiHRCJX6nJqpk1dfXc9NNN3H77bezbt06HUKn0VwEvb297N+/\nn5MnT9Lf349hGJSXl7Nhwwauv/56AoHASjdRo9HMg/kYSN8D2lAepK8BfwW0TtonARyXUh6a62RS\nyv8SQvwA5Tm4EVU/6aNCiD+VUv51zq6vTzq0C5WvBLAR6MoNjZNSnhFCdAGbGDeQOidLkE+HEOIo\nKrQM4GdSyrfOsOtW1H04Nmnw4AZ+Mmnf6ZTX2m3jKEMPcCoTIpazroy5+R5wvxDirlkUBSe0QQjh\nQ3nl7kN5rpwow2LyvZ4v/85UMY6sR05KOSSE+ADwU+AQynOVYQvK+zPfipAbgZcmhbQ9jzKCm6WU\nrwsh/g34kRDiGeAZ4Ls5hux8SdltBbICGGtQhliuV83BPOUx7XDPzwBUVlYusDkajZLSbWxspLFx\nYorn8PAwnZ2ddHV1ceHCBXp6eujr66Ovr49wOMzo6CixyLijXgiB1+ulpKqcqqoq6urqWL9+PZs3\nb6a0tHS535ZmidG/PctDMplk3759PP744xw+PCVFO4thCLZu3cauXbu45ZZb8PnmUI7UaDQrxpwG\nkh02dhiy+ThPSin7Zz9KIYT4NdSM/mDueju07ml7+QshxFeBB4UQn88xFiYLCkhgPhIruQVIxubT\nTlSYXCagfzaRAcM+//XTtG/ycdNde7r3NN26+RQM+T2UMfKEEOIdkzxFM7Xh8yiD9GMoKfYIKkzv\nYhMLhqSULXPscxsqzK0MKMBWMV1kJICU8kNCiH9Avce3ozxk77TzwyymGjTTJXHEJ4UrZr5zv4sK\nvVx446R8ENu7un379vkXHtOsauLxON3d3VnDp7e3N2v4DA8PMzo6SjQaJZ1KYUkLp8OJy+0mP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qZC6WHv8vdLtdbNiwkWuuuYZrr72WjRs3UlS0eDlSmgWhDaTLnOHhYX7yk5+wd+9eTpw4AagQ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\nrzq/xV8AXditPWngXdgtZkec3WwE3iMiP3f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SSimllFJKKYe2ICmllFJKKaWUQwMkpZRS\nSimllHJogKSUUkoppZRSDg2QlFJKKaWUUsqhAZJSSimllFJKOTRAUkoppZRSSimHBkhKFZGIvE9E\nDohIQkS2isiNxU7TRInIx0TkeRGJiEhYRH4hIsuHbSMi8qCIHBORQRF5UkQuKVaaJ4uTdyMiXy54\nr2zyKiKtIvJt53dNiEiniKwuWF9OeXWLyP8rKJ8HRORvRMRTsE3J5lfrntL7zc6m3OsemD31T7nX\nPaVCAySlikRE7gPWAn8HvA74NfArEZlX1IRN3M3AV4HrgFuBDPC4iNQXbPMR4EPAnwJXAd3AYyJS\nNb1JnTwisgr4Y2DHsFVlkVcRqQWeAQS4C1iGnafugs3KIq+OjwLvB/4MuAi4H3gf8LGCbUoyv1r3\nlN5vdjblXvfArKt/yrbuKSnGGF100aUIC/Ac8NCw9/YCny522iY5n5VAFvgd57UAXcDHC7YJAgPA\ne4ud3vPMYw3wKnAL8CTw5XLLK/bJ9DNnWV82eXXS/kvg28Pe+zbwy1LPr9Y9pfebnSWPZV/3OGmf\nNfVPOdc9pbRoC5JSRSAiPuAKYP2wVeuxr36Wkyrs1upe5/UCoIWCvBtjBoGnKN28/wvwI2PME8Pe\nL6e83g08JyL/KSLdIrJdRD4gIuKsL6e8AmwGbhGRiwBE5GLsVol1zvqSzK/WPaX3m53DbKh7YHbV\nP2VZ95Qaz7k3UUpNgUbADZwY9v4J4A3Tn5wptRbYDmxxXrc4jyPlvX26EjVZROSPgEXA742wupzy\neiF2N49/BD4DXAZ8yVn3ZcorrwCfxT7B7hSRLPbfy781xnzVWV+q+dW6p/R+sxHNoroHZlf9U651\nT0nRAEkpNWVE5B+AG4AbjDHZYqdnsonIUuyuHzcYY9LFTs8UcwEvGGNy/eBfFJHF2H3lvzz6x0rW\nfcDvA+8CdmKfkK0VkQPGmG8UNWXqnLTuKTuzqf7RumcG0C52ShVHD3bf+DnD3p8DHJ/+5Ew+EflH\n4HeBW40x+wtW5fJXDnm/FvuK/E4RyYhIBlgNvM95ftLZrhzy2gV0DnvvFSA3sL+cfleAzwGfN8b8\nhzHmZWPMd4F/4PRA6VLNr9Y95ZH32VT3wOyqf8q17ikpGiApVQTGmBSwFbht2KrbsGeUKmkispbT\nJyi7hq0+gF2J31awfQC4kdLL+0+BFdhX+HLLC8B/OM/3UD55fQZYOuy9JcAh53k5/a4AIexAolCW\n0383SzK/WveU3m82itlU98Dsqn/Ksu4pOcWeJUIXXWbrgt2MngL+EHvK0rVAFJhf7LRNMF9fASLY\ng0pbCpbKgm0+CvQD9wLLsf+oHwOqip3+Scj/kzgzSZVTXrGnkk0DH8ce9/B2J1/vL7e8Onn5FnAE\ne0rhC4B7gDDwhVLPr9Y9pfebjTH/ZVn3OHmZNfVPOdc9pbQUPQG66DKbF+xBpweBJPZV3ZuKnaZJ\nyJMZZXmwYBsBHsTuNpEANgHLi532Scr/8JOUssmr8wf7JScfe7Dv0yFlmtcq4J+wr1APAvuxx3wE\nyiG/WveU3m82hvyXbd3j5GdW1D/lXveUyiLOF62UUkoppZRSs56OQVJKKaWUUkophwZISimllFJK\nKeXQAEkppZRSSimlHBogKaWUUkoppZRDAySllFJKKaWUcmiApJRSSimllFIODZCUUmoaiMi7RcSI\nSOM4P3ez87krx7DdX00slUqpcqN1j1LjpwGSUkpNj0eBa4G+Kdr/zYCepCilhtO6R6lx8hQ7AUop\nNRsYY8JAuNjpUErNLlr3KDV+2oKklFIFRORGp1vJ0oL3vu+8d33Be18Ske3OcxGRD4rILhFJishr\nIvJxEZGC7c/o5iIi7SLyMxGJi8gxEfmEiHxSRKIjJK1WRP5dRAZE5LCIfEpEXM5+HgT+GqhwjmFE\n5MlJ/3KUUlNG6x6lZg5tQVJKqaF+AySAm4DdznurC957puC9J5znXwD+BPg08GvgcuCTgOW8dwbn\nBObnQJvz2ZPAB4Elo6Tr68D3gXuA24H/C+wB/h34V6ADeBdwq7N9ZMw5VkrNBFr3KDVDaICklFIF\njDFJEXkW+yTkIRFZDLQAX3He+7SINADLgU+KyIXA/cAHjDH/7OzmcecK68dE5IvGmNgIh7oT+2Tm\nFmPMkwAi8hhwaJSk/cQY84mC/d8OvA34d2PMERE5AljGmGcn9g0opYpB6x6lZg7tYqeUUmd6CvuK\nLdgnJp3Aj4DrRcQN3AiIs90bnOc/FBFPbgEeB6qBpcN37rgK6M+doIB9goQ9oHok/z3sdSf2lVul\nVPnQukepGUADJKWUOtMmYK6ILMA+WdkEPAd4sa+83gR0OoOfm7BPUsJAumB53tnXvFGO0crIA6e7\nR9m+d9jrFBAYS2aUUiVD6x6lZgDtYqeUUmfagn0SsNpZPmyMSYjI8wXvPeVsewowwA3OZ4Z7dZRj\ndGGf4AzXPIF0K6VKm9Y9Ss0AGiAppdQwxphBEXkBeDf2VdhNzqpNwJuBy4DPOe9tcB6bjDE/G8dh\nngdqROTmgnEAfuCu80x2CvCLiBhjzHnuQylVRFr3KDUzaBc7pZQa2Sbsq7WvGGNyXU+ewh4D4HLW\nY4zZA3wR+I6IPCAit4nIHSLyfhF5/Cz7/xWwDXhYRP5ARN6EPQYgjT0D1Xi9gn3R64MiclXhVMFK\nqZKidY9SRaYBklJKjWzTsEewp9HNAPuMMV0F7/858FHgXuAX2FPivpvTXWHO4FxpfQvwAvDPwDew\nu9c8AvSfR3p/AXzVScdz2FPzKqVKj9Y9ShWZaGuoUkrNDM70vNuAw8aY3yl2epRSs4PWPUoNpWOQ\nlFKqSETkjwE39k0hq4H3ACuBDxUzXUqp8qZ1j1JnpwGSUkoVzyDwl8AF2F2efwvca4zZcLYPKaXU\nBGndo9RZaBc7pZRSSimllHLoJA1KKaWUUkop5dAASSmllFJKKaUcGiAppZRSSimllEMDJKWUUkop\npZRyaICklFJKKaWUUg4NkJRSSimllFLK8f8B5Eo4YbaRGLQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common,\n", " col='species', col_wrap=2, kind='violin', aspect=1.4) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It does indeed appear that there is a difference in mean and distribution between the sexes within the species \"baileyi\". Minor differences between the sexes within other species are also visible now although they were not big enough to show up in the initial violinplot. As a final beautification of this plot, the violins can be split down the middle to reduce clutter." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FhSZIVRhjmDlzJi+++CIhY/B2OQlfl5PAEUErUMCLs3g/roKdxORvh1CAnj17cvfdd5OZ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\nN7F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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common, \n", " col='species', col_wrap=2, kind='violin', aspect=1.4, split=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This clearly delivers the message and is easy to understand. One thing to notice here though is that the `plot_type` variable doesn't look like it has much effect on the weights. \n", "\n", ">#### Challenge\n", ">\n", ">1. Create a violin plot of species vs weight, split down the middle by sex.\n", ">2. (Bonus) add the fifth and sixth most-common species to the plot. \n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A great aspect of the `factorplot()` function is that if there is a change of minds (or hearts) in what type of visualization to use, only minor modifications are needed to completely change the plot appearance. For example, plotting the mean and 95% CI, requires changing a couple of parameters to make the plot look good, but the code is largely identical." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Sc9dIM7O2rqEJ0qPAWZI6FpSF0h22pwEPNlZgZmbWuq3Xq0v9lYD1enVt4khs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common, \n", " col='species', col_wrap=2, kind='point', aspect=1.4, join=False,\n", " dodge=1.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To recap, `factorplot()` facilitates the representation of variables within data as different elements in the plot, such as the rows, column, x-axis positions, and colors. There is a great description on this in the `seaborn` documentation:\n", "\n", "> It is important to choose how variables get mapped to the plot structure such that the most important comparisons are easiest to make. As a general rule, it is easier to compare positions that are closer together, so the ``hue`` variable should be used for the most important comparisons. For secondary comparisons, try to share the quantitative axis (so, use ``col`` for vertical plots and ``row`` for horizontal plots). Note that, although it is possible to make rather complex plots using this function, in many cases you may be better served by created several smaller and more focused plots than by trying to stuff many comparisons into one figure\n", "\n", "We talk more about the advantages and drawbacks of creating complex visualization with `factorplot()` in the second part of the challenge.\n", "\n", ">#### Challenge\n", ">\n", ">1. Explore the same relationship as in the last violin plot, but visualize the results using a boxplot instead of a violinplot. Which variable(s) did you need to change and why?\n", ">2. (Bonus) Create a grid of countplots comparing the number of observations between sexes across months (with months on the x-axis for each plot). Create facets for each species and each plot_type. Is this a good plot for data explorations? What about for publication?\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing two quantitative variable across multiple categorical variables\n", "\n", "In the last section, one quantitative variable was visualized across one or more categorical variables. Here, the relationship between two quantitative variables will be explored while stratifying the data based on its remaining categorical variables. First, reexamine the variables and their data types using the entire `surveys` data frame." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 34786 entries, 0 to 34785\n", "Data columns (total 13 columns):\n", "record_id 34786 non-null int64\n", "month 34786 non-null int64\n", "day 34786 non-null int64\n", "year 34786 non-null int64\n", "plot_id 34786 non-null int64\n", "species_id 34786 non-null object\n", "sex 33038 non-null object\n", "hindfoot_length 31438 non-null float64\n", "weight 32283 non-null float64\n", "genus 34786 non-null object\n", "species 34786 non-null object\n", "taxa 34786 non-null object\n", "plot_type 34786 non-null object\n", "dtypes: float64(2), int64(5), object(6)\n", "memory usage: 3.5+ MB\n" ] } ], "source": [ "surveys.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The only two quantitative continuous variables are \"weight\" and \"hindfoot_length\". Although some of the others are integers, they are all categorical, such as month, day and year.\n", "\n", "A scatter plot is the immediate choice for exploring pairwise relationships between continuous variables. `seaborn` has a convenient scatter plot matrix function, `pairplot()`, for plotting the pairwise relationships between all numerical variables in the data frame." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xz+h0iM11zowiFRK93nlFuqyoPnpl2gamrljw4Il1FZwZmubhlQ4GJ0PsanVS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uJPEGsLrYEnVs7f1fVyiVVTcNTvLz40dYVWglKIZ59ZK0Y9vh9Cgl0gnC7erR5dK/5l1OD3fV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GPhvXdOyD1hOcDntrdMhwNeC1IAzgvmfb/kA79t8/Pm/qDXAqqA4q3pQV8plAUFOMvR3aO1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jKZ7altRX3VNbghp7IR7c7oQhX4OeYBRP7KtA7NYidlUUo8JqgFpg38JiHN9c3pNziXQc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\nwKlPx+EHjBuDjyhZr1YiM4O5USRWMKBzZJIiCCXt+MQCAlNcolm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fD0VivOdR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/iEXq3EBqcedz2T2JBtQLldh7ebh3iFGFYTxIqvrSfI5XJ89927eO6ACy1DE/jk5hyMTyfv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VFWadinX9bgPVb6ZQhzc0h7axCI60phPdEouwz89kRwQjuvvCMcG4oVErsLHcjFAsbdPu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\nv+2cgH8+gc4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FTrsXr1FizGP3mEDCYmAbH7s7nOcTA84AzX/cgRiO5OakyaTEfobwApDv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\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hVDFrLCn/ye57ev7kz9ttozNwGFXMb+g+WGx+F0Mua5fRYEzU59H2xH7OUDzJWQuK1UPq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iIiihB2thEREREREREREUUIp5ESERERERERJaDqrz4b6yQQJSWObCMiIiIiIiIiIooQjmwjIiIi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\nX4htOF4F/E5EzjXGvB5vMhtjGkXkWuCn2M7VEHAX8Irz/7ih34E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Since this plot creates so many graphical elemments, the data set is subsampled to\n", "# avoid waiting for the plot creation to finish. Setting `random_state` makes sure the \n", "# same observations are sampled each time this is run.\n", "surveys_sample = surveys.dropna().sample(1000, random_state=0)\n", "sns.pairplot(surveys_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first glance, the relationship between `record_id` and `year` might look interesting, but it is likely only due to incrementing the `record_id` as more animals are caught over time. Since most variables here are categorical, it would make sense to explore them with the same `factorplot()` as in the previous section. In the following analysis, the focus will be on the relationship between the continuous variables `weight` and `hindfoot_height`, which can be seen to have some clustering of groups of points in the scatter matrix above.\n", "\n", "The corresponding function to `factorplot()` for two continuous variables is called `lmplot()` (for \"linear model plot\")." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MSGuKhi3+aNPx/OYbV7GsOWbk7iqIKWOYhyzmXk9B33u5wgC1Ek5IpDLsO5pgyyN7uPe5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\nQuXIUJhArr2q3gx8CDgf+E9cIef/zD6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xBrMaNRgWKNVy7RuB7cA3sl/5XA9cC1wF7AJu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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', data=surveys)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, it creates a scatter plot between the two variables and fits a regression line. The regression line can be removed for now." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IGdHGcWR0ht64w4/c+SBzWZcN/QlueenFpm0aFTFD2mRqySs5PDLOHfcfZnTaqwufd5WR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\nIVXVAw0453XAJ4Fv4SUFuBP4koi8ILS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3DAMQkT8AXg68XFXz7e6PsRgbkdZZaM8oS3Dt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\npJLUyCCVpEZLqwEFe3YyYyEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length',\n", " data=surveys, fit_reg=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the graph is quite oversaturated and many data points are plotted on top of each other. Compare the number of distinct observations that are visible in the plot with the number in the data frame." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(34786, 13)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no where near that many distinct observations visible in the plot, which means many data points are plotted on top of each other obfuscating what is beneath them. This problem can be ameliorated somewhat by adding transparency (the `alpha` parameter) and reducing the size of each point in the graph (the `s` parameter). More robust ways of dealing with saturated plots include two dimensional histograms such as `hexbin` plots, which will be covered in the next lecture." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XHZaWXWZqPrahs9gM18TiKhSbsWtDKoR4F/BRsnhQZ91mKaX8wf0Y2N3CbjS1\niYrDYMla9UjPDxeYbfgbvtttb7TikKQps/UAQVZTvuuRjlUc6nbEfNPf1CM9N1BgpuZRdyPCJN3E\nI80qgZYdk/GKg21oHaOcjTVn6oxVHX787RP8yTduEiYphiY4N1wkbxuEcY52kCU6EVL0eKTaqkcK\n++OR6tqtPdLTg3kKtsl03SeMU/oLFo+MVwjiTHOuOuZqPaqhYp66F616pL2xuArFZuxqai+E+Fng\nt4FF4A0gXL+PlPID+za6feCwp/awUVPbrkZ8r0Zq6Npq3lDd0CjbBo0gpu2HzDUiJqo2QyWHZTek\nFcSc7Mtj6BrzTZ/FVoAmBIVOaricqVP3I9p+wkjZzip7JhI3Tri80KKcN9FTuG+0RJSkhGFKO0op\n2zrDFYeybXB9xSVMUpJYEknJo2NlijmL1+dq/NFXrvMDbxllsprHiyX9eZ3XZltEUUrBMXDDhCCO\niVPByT6HmzWPnGUwW/MYKNi8NtvADUIeHO/DMQRNPyFIU5bqPloC7SShbFtMt9q8//4RHEvjwlyb\n82MFLsy6PDRSYLDqcGPBJUxTnjxVZcWLeeFmnUfHypQdE6lB0414dbbJe8/1U7StDevlu9djO41U\ncc9wMBqpEOIi8DfAP5JSHotcYUfBkPayVTzoeu10s1rz15ZdGm7Ei1N1okQyWnX4se+awDR0mn5M\nNW/yPecG+I3Pv8FLUw1MQ+OjT0zy4UdGePr1BZZbAZeX2tTdiJen6xQsAz9OOdGf4+ayx5nBAiMV\nh4998BxfuLC4pv7QUw+N8LlX5/nyxUWmVjwm+xzec26QD5wf4jf++g1evNnA1AXnR0qcHihws+Zm\nY15yM/lAShabAUU7M6rvOtPPV64sk7c0Gn7MdM0nilNODuQ4OVDg1ekGM3WfkYpDNWfyvnOD3Kx7\ntPyI6VrAeNWmaJuc6Mvx5YtLFGyD4bK9qZ65/lye7s9TyVvsdG284p7lwDTSUeCPjosRPYpsFQ+6\nXjtdX2u+5BjM1LJ8oQ0vBpHViL8w32KgYFOwjdW40pmG36m/nnJtqb2aL9OLU2ZqmXaara3PlkSW\nOt91O31dmG+v5iwFmG0Eq3lMG15Ey4+pd2o+XZhvM9Mxgm6UcmPZpS9vvjnmhg8yqwc/3wzQNMFS\nK+RG3WOpFULJYrrm0/AjTE1jqu4TJZJ2p/ZR04uJopT5VsBMzSdMUlp+zFJboxkkWIbGUivEMrQt\n9cz153Ka2FeuAAAgAElEQVSk7ODV/R2vjVcobsVuDekXgO8Cnj6AsdwTbBUPul477e6XpHK11vxY\n1aHhRsw1MmNTyZucHy6u8UjPDxcYKzssNUNMQ+PUQGE1X2aapoxVHepuxELLp2AZWIZGtWDSCmLy\nnbr154cLTNU8Li+2EcBo2V7NY1rOmTT9mEqn5tP54QJjVYfFVkhe1znRn6eSsxgsxdmYy86qR5pK\nSd7UoWhxopLjZtEjb2qMVx2oQRSnTFScVY80b+mUcgbVnMlw0e4Y0YggShkomBRtk5GSvVpXais9\nc/25zBnaBo9UxYMq9sItp/ZCiP6etyeAPyJLKPJZ3iwpvoqUcnk/B7hXjtrUHthWI12/37IbEicp\nhqZh6fDGvEvJESy1Ykp5g/NDJQxdWxNrOl13mVrxGKk6FE1z1dPqXacfhDFenNKfN7i+HHCy36bu\np2vq2LtxumY9uaXBjZpPHCcMlGyGS5mO64cx11c8SpZOyTGYa4Vr83T6mQedN7Q127rxsCNFixU3\nZLYR8tBoEUPXuL7ioZGw4qbcP5wnTCCW2XiSJMWLU8bLzpp2BvIG862IkqUzVHY2SCXrz3n3nKh4\nUMUW7J9GKoRI2VhyHLZYcCKl1Df7/LA4ioZ0p/TGoOYtjRem6iw2Q5p+xFDJRtc03n3fAD/w6GhP\nrfpZnr20hJSSvKVzZrC4qQa7vv2uvvrppy+uRg18/KnzGLq2quleXmrTDhJ0ITat276f69B72yo5\nOnSK7fW+7u3DD2M+9dnXefFmA9sQ/NgTk3zksXFlIBV7YV810p/maGZAu+vpjUG91oltBJjvPJEv\nOWamW/bkI+1qm0GcUPcjxiq5LTXA9TGu3XX7wKre2Je31uirALahr9Zt30zX7ba3F92xt63ZRieb\nv22sed3bx1TdX9Vqozg7X0r3VNwpbmlIpZR/cAfGodiE3hjUU/1ZbONiM2S4mOmCuqZlumVvrfqK\nw+XFNo6pkbf0LTXY9e33rtvveqTdEKxefbXrkW5Wt30/16H3tjVatul6ob2ve/uYqDirWq1tCE71\n55Xuqbhj7Db86TLww1LK72yy7VHgz6SUZ/dxfHvmuE3tt4o57Y1tHClaNIJ4Texor0a6Plfmdlrs\n+v7Wr/Xv3WcndYn2cx36ZnkGttM2e7Xa9RqpQnEbHFgcaUqWzf7rm2x7B/CMlNLccYN3gONkSHeq\nMW6lH272HZU/U6G4bfZPI+0Un8v3NFpe9yQfsqWiP0JWuE5xm+xUY9xKP9wuHvVWbSoUittnJyLS\nPwX+Ree1BP5qm30/udcB3cvsVGPcSj/cLh5V5c9UKA6OnYQ/PQ68lcwj/XfA/0hWe76XEHhVSvnt\ngxjkXjhOU3vYXGPsrRHU1Sa30g8300DXf1ehUOyI/Zvadx4sfQdACCGBv5BSLt7+2BTbYejamql3\nb2xod917N36zd7/Npuub6aMKhWL/2ZV7IqX8Q2VE7yy9saFumKzGb+70u5vlM1UoFPvLrgQzIcSL\nbB2cnwJ14Hng96SUr+9xbArWxoZ2173vVOdU+qhCcWfYbfjTHwAfAIaBZ4D5zuv3dF5/E3gnUAW+\nT0r57D6Pd9ccN410M+IkZb7l0/JiTvbnd5Uf8zjWFzqOY1bclRxYGr1ngLcAb5dSzq/2JsQI8P8B\nfw38l8DngH9JZnQV+8C3r9epuREXF9q7igVdr6UedVTcq+I4sts79L8DfqXXiAJIKefIDOcvSCld\n4DeBJ/dniIp7Seu8l45VcfewW0M6BmyV3Ukjm+YDzN1G24ot6GqdwF2vdd5Lx6q4e9jtXfp14FeE\nEN+UUl7tfiiEOAP8CvDVzkdngJv7MsIjyp3U8Qxd40MPj9wTumH3WLuxrwrFcWC3hvRngM8Db3Se\n4C8AQ2S66Rzww539RoB/u1+DPGocho533LTOvfLc1RWlkyqODbuNI30VuA/4b4Bvk4U8fRv4J8A5\nKeVrnf3+Jynlv95Jm0KIfyaEkEKI3+75TAghPimEmBZCeEKILwohHtnNWA8SpeMdLOr8Ko4buxag\npJQ+8Lv70bkQ4p3APwReWLfpE8DPAz8FvE621v9zQogHpJTN/eh7L6j4zINFnV/FceO271AhRJ4s\n69MadlqzSQhRIav/9NPAL/d8LoCPAb8mpfzTzmc/SRan+hPA79/umPeLe0mzPAzU+VUcN3a7sqkC\n/Cvgx4DKFrvttGbTvwX+k5TyC0KIX+75/AxZ2efPdj+QUnpCiC8B7+YIGFI4eM1yfYLl7sOtNI35\n1vUGeUOw5IVULJOxvhyL7ZC8pVPJmwRBQqVoMVw8vsmN7zVNWHG82a1H+r8AHwH+N+AVsqxPu0YI\n8Q+Ac2TB++sZ7fydW/f5HDBxO/0dN/ww5tc/d2G15MfHPniOL11cYnrZ5Q++cpXldoAXSQSgaaAL\nMHUNTQjytk7OMhivOHz0yZN85LGxY2tMFYrjwm4N6YeA/1ZK+b/ebodCiAeAXwXeK6WMbredW/Tx\nSTpywdjY2EF0caBM1f01ReguzLepuRE36h51LyZKJJIsOkimkADdT7LXgpofc22prRI5KxR3gN26\nKgFwfY99vgsYBF4WQsRCiBh4P/CznddLnf3W53wbAWZ30oGU8pNSSiGlFOPj43sc7p1nouIwWMqM\n32DJ4vxwgWre5EQlRyVnYOoi80YBXQNLB0sXOIZGydbJWzpVx+DUQEE9qFEo7gC7/V/2e2RP0rfL\nkn8r/h9gfRaRfw+8QeapXiAzmE8B34DVcifvA35hD/3eMXYarL8+OfN0w+WZC4t8/uUZRioOYRjy\n0s0aP/N/1Djdn2Ou7SIjHzcCCxgugKkLTg6XkRL68zbVvMWJ/gKPjFeo5E3iJAVguR2CgP78wRet\n24699KOSmSiOKrs1pB7wTiHEV8kSk6ys2y6llP9muwaklDWg1vuZEKINLEspX+q8/zTwi0KI18gM\n6z8HWsAf73K8d5zbLWDnhSm/9flXuFHfLGayzd9eWnuqQ+BmG0BypVHf8I2KrXPfSInHJis8NlHh\nuWs1JPDu+wb4gUdHD6VA3l76UclMFEeZ3RrST3X+ngLescl2CWxrSHfRTw74HaAP+BrwoaMQQ3or\nbreA3c1ll4Xm/gWeu1FC04+5seLhmDpumGR91f1DK5C3l35UET/FUWZXhlRKeSAugJTye9e9l2SF\n9D55EP0dJLdbwK7imAyVjC080t2TN3VKjsGJvhznh4s0vBgJjFacQyuQt5d+VJC+4iizq8TOx5H9\nSOy8W21u/f7d93lTo+HH+HFMy4+RAr5+cYmbyy6vzq/guhEvz/jsNZThVBkeOTHIQM7mA4+OUnFM\n2n5MqWAymLewLWODVrof+uNO2lAa6d1zHPcAO07svGtDKoQoAT9HNrU/CfwXUspXhRD/CPiGlPJb\nu2rwgNmrId2rNtf9/lIr5Mpii4Yf8eLNOkGcMFv3OOhl5ALIm4K8bVDN2wwWLU4OFHjvucENWule\nUBrmzlDn6VixY0O6qysohHiY7On6xzqdPE6mZQI8CHx8N+0dB/aaQKP7fT9KmKn7zDUCGkFMw0sI\n70AuDgmEscSNUupexIob0fCiVa10v1CJRnaGOk93J7v9Kfw08BrZMs4fZa3FfpYsRvSuYq+Jhrvf\nd0ydsYrDSNmmbBuUczq7KL102wjAMgR5U6OSM+nLm5Rz5qZa6V5QCZl3hjpPdye7vYrvAf6elLIt\nhFi/pn6ON5d33jXcTgINP4y5stAiSFJafsS1+TajVYufeOckz1xYwnU9vnp5+Y5M6x8ZNnFMgwfG\n+3hsskrdTXlwrIBlGbT8kBSNsmPghzEX5tucHy5QzO3+afhxSDSyX9rkXtq5nfN0HGJ873V2a0gD\nwNxi2xhZOea7jt0k0PDDmF/7y9f40oUFFlohzR5r6ejgJwc1yo1I4KX5CIh4bsrjj74xjQZoInt6\nX8mZ/OjbJqnkTf78xRlWWhEDRYvf/PHHb9uYHtWQpP3SJvejnd2cp+MQ46vY/dT+i8DHhRC9d4Hs\npL77h2TZ8+9ppuo+N1Y83DDBj9ZazTtpRLciBWIJrSBhuR0x3wp4Y77FfCMAYKmVre2/29gvbfJO\na5x3qj+l3e6N26ki+iDwKlk6PQn8Y7JaTY8Bv7SvozuGTFQcTvTlyFs6jrlW/XB2mmDwANEAQ0DR\n1ukvmAwXbe4fLjJctgEYKGZr++829kubvNMa553qT2m3e+N2wp9OAf8D2Vr4IWCZbLnov5BSXtn3\nEe6R/YgjXc92caJXl9v8+Tdu8p2ZZbwwIY58ri0nlG2QEmbbt5l78DYxgJwBD47leOfZUb5zc4Xv\nPjvAQxNVTvblSRGc7MsRJykX5tucHcyt6qZ329RuNxrgdvtutW03ORa6xf36C1vnPujmRyjbBm6U\n7ss12W6MvTlwDV1bkwdit9rpXs/R7bLP7R9cHOlxY78N6Xot6YMPDPH06wsstwJemq7zf3/zJmG6\nb90dGPcP53n8RB+mrq+uvweUTsbt6YW7ybHwmZdmefbSEgJ41339/MCjYxuMzWdemuErl5a3zI+w\n38e1NveDAUiafkLJ0QFB04/3fC4OWoc9gPYPJo5UsVFLmqr71NwIL055daZxLIwowEwtYK4e4IXJ\nakyp0skybuc87PQ7DT9mtu7jhQlumDDbCDbs2/BjZhsBbpisuT57Zbsxrsn9UPeZ7Wjms42A2bp/\ny+PaST8HfX8d5v17SyFECPFnu2hPSil/cA/jOfKsX/M9UXGo5k3SNOWhsTKvTh8PYzpWtRmp2Ji6\nviamVK1nv711/bvJsTBacbi82EYAo2V709wHo2WbKwv6lvkR9vu41uR+qDh0PdLRsk2vR7qXc3HQ\n+RIOMx/DLaf2Qogvkj1U2hFSyg/scUz7ykFqpHlTw41SLA2ur7g0g5hXpxr85+cv8fzUnVRCt6Ys\noFoUnB4t8p6zo9yo+bz9ZB+PTFYIk5RqYW1tp4OItYTda2w7aXeneVW7mmScpBiatqUu2Ysfxlxf\n8ShZOn0Fa4NGuf4e6B5nbz95U2O64VO0Dcq2weXlNq6fcHrQ4cZKyGDBpOCYq3kPesfuhzEvzTRx\ndMFAcfP8CLs9V34Yc3mphZCCM4MFnJ4VIXGSMt/0aQUx42UHN05J4hSpgUghIsUPUk7259fop1vp\nxxoplxe9DXHJ62uR7TdKIz0gDsKQwto19JcWWrw60+CV6TrN4AjEOG2Bo8NjJ/p4cKxEGEuEEPum\nv/Wyld62V93qVhrYZtsBPvPSLF++uMjUisdkn8N7zg1u0CXX99PVMaVMyVsGZwaLDBSt1Ta71/7a\ncpvT/Xn6izYffGCIz706z7OXlkjSlPlGQCuIsXSBpsGFuTaplNiGxmOTFcJY8r77hxgu26tae82N\nyFs6376xwktTDZp+RH9h9/kR1p+L7zk3wG98/g1enGpgGxo/9sQEH3lsfNWArz/ek/0Frq+0cYOY\nVMJCM6DsGAwUbR6brOKGG69nt8/5RsDfvrFA0dYZKjt8/KnzqwUcj5kGf/gaqRBCE0JcFkI8clB9\nHCa9a+hvLLssNH2C+OgaUYAwgbmGz5VFl7oX7av+1stWettedatbaWCbbe9qkg0vouXH1Dv643bj\n6NUx637MTN3Hj5I1bXav/WIzxIvTVb28+72ldshsw8fvvL6+7BHECUGU0vAjam7EUiuk7oVrtHaA\na0ttbqx4eFFCI4hvKz/C+nNxYb7NTN0nilNafsy1ZXeNdrn+eOteyEzNp+7HLLVC5lsBYSqZafhc\nW2pveg26fda9kKVWSJhKFpshUx2N9W7W4A9SRBDAacA+wD4Oja4ek6SSE/15WkHMQjMgTI6uMbV0\nGCk7nBnMr3qk+73mHrbW2/aqW91KA9tq+2jFoZwzafoxlY7+uN04enVMRwryloFj6mva7F77wZJF\nztBW9fLu9yxDkCSSVhBT1o2OR5queqTVvEneklRy1hqtveZGnBoosOKG1N2Ism3cVn6E9efi/HCB\nsYrDYivENjRO9efXaJfrj7eSsxirOplHakMqJZYmGCjanBoorHqkm+msYZwyULSwNMFgyWKi4uzo\n+h1nDmxq31mLHwFPHmZqvYOa2sObeowbBvznb84w1/KYXWnxzOs1DnttkAVMFmFspMxAzubcUJmx\n/jz3Dxc5N1zEjdJtazjthm7MYyxTDJHFoDb8eLV9uLVGup3mmMQpuqGtttWNweztJ29ozLVCRooW\nYcoGPXO+5bPUDJBAX85ECmgFMSXLQDe0TAeUmWdp6hpDRZMriz6DRRPH0JEaq8e20PS5ON9mqR0Q\nJSDThLed6afsmCRJytVllxdurPDOM4P4SYptaBhCEKQpszUfTUItiBgrOZwaKSATGK84uFFKLFOC\nMObSgsflmQbNJOZ99w1S8xPODjpohs70skc1Z3FuuAjA5cUWYZJi6RrDJYuL8x6mlhVGtC2ToaLB\n9eWA4bLBS1NNcqbO45MVwhQars+1pYDHT5QIEzbVSJM4ZaEZsuD6PHGiumG/th+x2A55aKSEoWtc\nWWwTJAm2pnGiP7/menT16u417Y2RXX+fbBWvfQdjnHc8tb97fhIOAUPXSNOYj/7uV5hpHkhl6dsm\nBC634HKrQd4U/M3FFfqLFmOVHH/vyclVfWyvdGMen7m4xI0Vj4mqQ9E2ODtYoL9or+pg260t79Wb\nu5pjJW+SpPCVy0tMrbhM9uV4z7khnnpomOeurrDcCri82MYNExIpWWwFlG1jVZNbf2zfvLqSjXG5\nTZJKltsRcdp9+JSt6FlqZ1PovKWTs3TODBbwo5T3nhtgqu4zWc1zebHJsxcXubHiEcSZE6IBRVvj\ngbEyqYQXpxpEcYqhX+Qt4xVaYULJMcibBtM1l6maT5Sk5EydSs7gLSeqRLHkvecGuLrU5pmLC1xf\n8giz3zp+7wuXGS5ZJBIQ4AYpOUvj+x4eRkPj2UuLLLUj+vImYZzghTFBLCk6Jqf787SCCE3TqHkh\npqYhBEz25+hzbL50cQGBYLRi81PvPkOcyjW6dt7S+Nb1FZ69uEyK5ERfjpGyjSYEjmlQ90O+dnkZ\nUxOcGSzy/Y+M8BcvzhLEKY+Ml3nriQpumK7RrL92eYmvXFomkZKCrXN2oEAlb9E7c+nVjDd7f9T0\nVWVI98hXLq1QO+JaTxhL4jShFcTUvWhVH9uPBCPdmMe6F9Hu6GnNIGasmttxbaX1muNI2cFrBLhB\n3NE2M+1utu6vidudafggIYyzBzvOgL6qyd03VNx0jDU/xo8S2n5MNhlLSDtBKXUvJowSUilxw4SB\nok3Ti5lrBiw2Q0q2wdVFlxU3Ik7enMmlgBelzDUC4iRdrdwaJzBV89B0DU0IVtph9t00JZUQJik1\nL6bWjvCjlLlmwJVFl5V2TNQJoZN0ciN0fjCkFMhUEsTw+mwLS9doBwlhnNLwIoI4RZISpeCFCXNN\nHz9MKeUN6m6MY2kYusbUik/DjvGjFMsQLLVDXp6u88BoOYsbFVCwDK4tu1xZdPE752VqxcfQNSxD\nY6EZ0g5i3CAhZ+vMNny+fbNGq/P/4cayS1/BZKjorNFEuzGyQZzQ8CLGKjm8nj7Xa8abvT9qNbuU\nId0j77qvj6pj4EVHyyPtxTIEpq5TtA0qOXONPrZXujGPlZxJw48ZKFoUbWNVN9xN3GGv5ph5pDbT\ndZ+mH2XaZsVZE7c7VnZWPdIUuUGT22yMVc8gsXR0xAaPVCBowKpHWnYMLF1jpGQTp5meeXowz3TN\npRXEJD0eac7UGCnbpBIW21HHI4WJao5WmFCwdYaKNgIXL0yQMpuKV3IG1YJJFEtGSjbeYJ7pWpum\nH616pLqAoqWv8UhtQ+OB0SIaGnMNHz9OKefe9EiRkpylM1JyVj3SSt5Y9Ugn+hz6HJtryy4CwUDB\n4pHxCnEq1+jap/rzLLUCZmo+KZKJPoeBgpl5pKXMI72+4mJqgtGyw1snq0yt+ARxyon+PKf686se\n6apm3YmRtU2Ngq13rvdaj7RXM97s/VHTV5VGepvEScpCw2e+GXCj1ua5i4vcqHvM1Ru8NhuzmY86\nZMLCAdnbqg5eAroO3/dgP5VintFyjtPDBXKGTsUxsS2dgbzFUNnZsVbZq1mu16kg8/YsDabrPo6t\n4egGZcdY893tdM+ybbxZxyqIKdoGptCQHXUqlinLjRA/SRmtWHz7eoNTA3lmax4jlTy6lvLtGw0e\nn6jgxykjZRvdENTbEUkiiaWk5ka4fsRoJUcKXF1qcaKSpxZFzC77vPVEhblGgBQwt+JyYb7Njzw5\nwY1lj4lqHlOXNDxJkiToukATklduNJEC/Dilv2RxfqTEd67XeOJslemaz7eurvDdpweQQjJQsImS\nFDeI+dKFJao5QTOQjFcdCqbBS1M13nZ6kL6iwXIz5PXZBi9PrfDAWJk4hYmizUwr5PRgnjBOmal5\nWJbB/cNFTg0WmW+6LLdjFhsB3/foMM9fbWDrUCkYPDRZRaRZTOdw0eaV2SY5XeOhyTJSgiDl0ryL\nrgnQIQ5Tzo2WkBKqjklfwWK+5XN9yaWcNznbX8CN0zc16iCm4YZcW3Z5fLJMikYQxnhxuqqh9uYU\n6NVIuzGqvfp3996Kk3RDzOvtxhDvQVc9/DjSu9mQxknKn78wzZ98/TovTzfww4ToCIXjasC77qvy\no287iRsmXF12OdVfWI2D3M6I9mqVJ6o5btS8NXGSXZ2quwa75kZrYinXr6veTvccr+TI21mp6KkV\nDwlMdjJn+VE24bYNwaX5Fu0g5uJ8mzhNiVNwDIFjGbSD7JdJCMEjY2V0TXTCiiL8OCWIYqIENA3y\nloFME1IEuhDEnXs/SSQ5U+BFKd0wYAGUbQ0pNEhTYimJU7AMjTSRCCFJJZRyJpN9Dhdm28RJNuaS\nY3SmwpAzdUxDxxIJN+rRzle27BADcKzshyqVYGhQsg2CRDJcNDk1WGSoZHNzxePqQotWkKBpgpGS\nzXed6uPtp6r82Xemef56HS9KMHSBY2icHS7x+GSVt0yUee5abdu8AJ99ZY7lVrDmPttM0wR2FF/s\nhzGf+qvXN4153YqtYoj3GLd6MA+bhBD/DviVzbI8dbJC/bKU8qcBpJSJEOIMML2bPo4DjU4c3kI7\nJErSI2VEIdPsriz6XJhvMVC0M92x5NxSW1qvVZYcY1WzXK9TzTaC1fVuvft029+J7rlkhiy1AQE1\nL0JIWDJ1lgRYnRu+5cfU/JiWF+PHKRqSJIUwkSRBTBhJdF2QSslM3cexdBpehBsmhGlKnGTng45m\nKKXE0CCUmeHRdUGUSASSsCdyTZLpnpkdzQTLRIKMU9JUooksm5cbpkwtZ1NrTUiiJMv1mkpJIiWa\nEASJJEnifTeiAHFnnGmn8TgFt2PEW0HCdM1HyizPbCtIiNMUUkHdy+JYX55ucqPz8CuVECcSTyY0\nvZgbyy6OqeF1Tkw3/rb3/uleZy9O19xnm2ma3dfAGh12/X05VfdXY16jON2Rpr9VjOqd0lV3KzT8\nFP9/e28eJWla1/l+nneLN/bIPbOy9qquounqBehmb+xhbBCXwUGvzJXjheu5xxGXKyOKo+No4x2X\n43UEhkW9jkdmdGAckBGUQWhkaaERupsueqG7a6/Kyj0zMmOPeLfn/vFEREVGZWZlVq5V9XzOiZMZ\n7/rkmxm//D3f57fAHwPLlcvrB94O/GRrg5Ty4nWPbBeTcS0O9CYYSDrMFOqE4e7zSA/1uxwbTFH1\nQvrTzlVxkMvRrVXmXPuqOMl2fGgzB3ux6i85pjuvejXdsy/htD3SuhciUfVQOz3SgbRDNBNhC5gv\nGwRRhAk4pmimGKoPiiUEI1kX0xCI5u/CCAQNecUjjTtm2yN1hNH2SIUJri2QLPVI43bLI4VASsQy\nHmnCMRjtcal4IUEY4Ziq1qvySAUxy2h6pGLrPFJ7qUeasE0aoSQVM9mTcxlIx/DCiFLNo9wAwxBk\n4zZ9KYc79qQ5O1tirtggiK54pOm4xb5muFyhFqxaF6ClWXf+na2kaa4lvng0664Y87oSK8Wobpeu\nuq6pvRAiAl4hpXxsmX0/DrxfSjm4iePbMFtRRq+lC57LV5iYr7FQVaEn376UZ65YZWqxylTZo8eW\nlAJB3LF42cFeYpbF105P05OO8cJYgYGUhbAMiAShDLFMk6emGu17pVFmoo7q7+KgvCsf6I/Bnn6V\n93ywL4UBLDYCRjIxXnpwkIN9cQ71J9uxiZa4EoLUqXF25ld7ESRsg2IjaOpckj2Z2NVxgM2Y0TCI\nqAVqCjlRrBOF4NqwUI041O+SrwREQvLcWJFqGHDv/l4Sjkm+GpAv1ZEGZGMWhmkQRZJ6INnf49KT\ncDg/V2GhGuBagvlKg8lig7v3ZfjK83PcMZqhXPWpBpKEI3jk1ByvPNjHcI9qn9III87PVkg6BhOL\nNSaKNQ7kUhwZTHJpoU6j7hFgsLfP5ZmLCyRdmzCUSAnlwGc8X+Plh3p5bqJET9Ih7ZjEEzZ7sjG8\nAKpeSL5cJ+FYgGCh2uAVR/r49Mlx0qbJUC7OWKHKvmyc2ZJHsRFw+3AKP5A8ObaoNNmyR8a1yTgW\nj19a4JWHB4jHBONzFc4vVphdrPHDL9uPYRmcHl/k7FyNu0ayFL2AoudhIhhKxTg4mKXq+SRsk7IX\n8tKDWZ44v0g2YeMYgj19Cc5MldjbkwDg3FyV/qRJXyZO0rY41J8kCCO+fWmRyVKN0I+4+0APQtDW\nq2tRyOR8jUzS5raBNK5jLcmZB+VFDqUcip6aPSyXk99aVyh5Ift74limof6WokiFyHXENKtaB1VS\nMYvB9LU1/ZXiUK9V9/UabJ5GKoR4J/DO5ts7gHNAreswF9VZ9H9IKd+29nFuPZtpSDv1oHPzFQpV\nn2cnCiRsg3ogqXkhsyUVXyiEmmYhQQjIxk0iKYhbBjMlj9Ys0jIgG7exDChWfWrrTIwyhPLO7hxN\nk16Jd5QAACAASURBVIw5JGMWF+erHOpPMJB2l+RFd2ucXhDxP5+coO6rOMcHjg/Qm4wRRhHfOr+w\nbC3MVl62yl2vsicXx7UNTk+XmSrWWaj6pGMmUsKxkRTfvrBIuREikaQck2NDKRaqKkWyEUa4zRVb\nQwgyrs2JvRnuGE7zqZMTnJkuU/dDGkGEaahV9d6kWkGXUUip7lML1DRcAD2uQU8yRsWL8MKQehAp\nz1aqrgCJmIUXhjQCiWlAKwltLcW6LAP29yaoNHwWq4Eag1zbuZ3YQg1WStQCD9CTsPAiSDsWM+UG\nfhgRs0z29cZJ2AZPjRcJIvW7NpvjFUA8ZmIAtmnQl4rxE688wBefm+bcbIViIyDjmsyVfQQS2zTp\nTVhIRPP4K/n7D94+yN8/O8Unnxhvxn+muXM0x+MXFwijiOlincv5GgjB/bf1865/foQPfeUccyWP\n3qTNXXtVrGjCMXjqcoF8Rc1SWjn2V/5ultZYffD2QR5+bvq6666utb7qBuJON1UjnQCeaH5/AngB\nmO06xgM+AvzZWm98I9KpB00u1inXA8r1ED+SlGoBoZQ0ArUoIej4kEmoNGvrhZGk01YGkfJwBKzb\niAJtXWui4JN2JYNppQdVfRVnmZ2vMLCMbjVVbDBfblCuBwRhRM0PWaz5eIGk6gdUW7pYM7+705u9\nkruu8sg9X3mp5UZAww+xDIEXREwv1Kl6quiFlEq7m1j0VIhOELa9QFn1sQz1AR+br0EE+bJHzVfx\nkS2jJaWk6gV4oURGkcoquvKI1QpxzVf7paTRoR36zfsj1ZScaH1GMIxU4Y4wkvit8az/10UgaZ8o\nIzWWWiipexFhKPHDiDACP1SxsaZQ9279rltGFKDuRwgpiRwoNgIev5hnqtigEUQ0/JDFKMILIgwB\nQRSyUJU4lokQasEpl/DbsbkX89Ur8Z8LNVzLpOaFlBo+44t1ql6IaQjG8lVOjhWZK6nqZpOFOtmE\nihW9mK8yWagTs66O5+2ssQq079u9bT065nK6aOff6XbGnV7TkEopPw18GtTKKPBbu7GlyHbQqQeN\n5FwKVZ/Zcp2EbRAzlSjf8HxYxiNNOkbbI602wiUeacIxsQyQUXRdHqllCvZk7bZHmkvYJGyDgbS7\nJC+6W+PsTdg8M15se6S5uN32SKcLjWVrYbbyslXuuk9f0sG1lXbphRF+KInbBq5lMNTjMl6oK49U\nSBK2yZ6cw0LVR1YlDdHySFVcYtw22dcX547hNC/MlMhXPGU0OjzShGPhtDxSGRF0eKQJy6Anbrc9\nUglLPVLbxAtV3KlpAOvwSE0DBtIxKg2fsCqv2yO1lvFI46bAjJmkHQsvjIAI2zQYzMRI2AYLNX9Z\nj9S1jbZHmolZ3HugV/0TbQTEbJOMaxJEVzzSng6PtDN/fzTrcqA3Qcq1VPxnT5zbhtIU6gGOJQjC\nqO2R7utNcM++DF87O8dcyWOkeW7VizjQm6BQ9dseaWc873I1Vkez7obqrq61vup2xJ1ed/iTEGIU\n6AXyUsrxTR3VJrJVGmnCNsjXPCbzNeZrPocH4jxxbgFDmIzkHEpewGDS4eTlAiPpOKN9SWKW5Pxs\nDSkkj56a49BgitGeGDHLJumYlOoBz08s8sjpWY71p1nwGvQn41QCj6lCg7v35Eg7Fi/MlLhjNMdA\nKsZUyePO0QwH+pNkYhbTZY++hMV8NVCaVUPFZ+7vSbQ1qVYOfBBGnJsrI4RgXy5OsREwV2kgA4kw\nBf3pGIMplyCMeG6qyFSxzr4el0I1JGYbIKDhRfSnLOYqISnbAENy8lKRl+zPYFs2Dc/ni8/M0AhD\nDg4muW0gjTAMJhYqWJaaao1kYzw3WSYVs3jF4Rz5akCtHlJqhJSqHhfnK8RjFvv6Eowv1njp/iwN\nT/LCTBk/8Jkr+ezrS3BkIEU8poLtnxpfJOFYLFZ8xubL3HWgh4O9cZ6dLOOYgtlSgwP9Sc5OFAkQ\n7O11KdVDLEsQBJJIRnzz/DxDKZd0zObeQzkM0yRumyxUPCaLNeK2hSUMzswWecXhfp68OM9Yvsp9\nB/o4v1ChN24zuVBjvhZw50gay1IhY7m0zcR8jVwqxssP53jmcpmhtIXEQAAX5iskHJMX70njR1Ao\n+5yZLXH3gR4Wyx6LtQDXUplTuZRDue5zfCTD/p4k5brHExcXGe5xKVV80kmby/kqhwdSuKZBoR5C\nFJFN2EtqnAZhxEShyvhijdFcnMGUS7Gh/kslbIOxBfV3e7gv1dZIWxpmb8JpxwsvVLy2Btpdb7Sz\nD1Xnfbu3Xc/ncT29tdbB1sWRCiHeBvw/wIGOzReBX5dSfmxdF9sGtjIg/++emuCTT4xTbfjMlBrU\ngwjTMHjjiUHe8+Bxvnxqtq3/vOJQL2EU8YknLvPcZBHbMBhIO9w+kmW6WGt6GYL9vQnu2ZvhL745\nRqHqAxLHiJiphBhCeWSjOZc7RjMYQrBYDa7So1rj6+wN9PJDPZiGWDGX+XVH+/iDh0/zj6dnqDRC\nDvUneet9+/neFw3we59/nr89OUG9GVydjFk4liDlWG05YyTrcvtIhkv5ChfzNWKWwUv353jswjzj\nC3X8UCrPyTVVcQ8JjSBiIGkxttjACyMEMJpzSTgWFS8kE7c4PVPB95V3aRoCxzIYTMdIuzYX5qvN\ncCbBSM4lG3d49eF+vn52lkv5msoOCtTqedwxODaYJJAwU/IwBJRrAUEU0ZuM8cqjvRzpS3FxocpC\n2eNLz0/TCCSRlAxnYyRtk0TMxrFUemS5HlBqXJkuzpXqzJY9LEPg2ib9KYeL81XCprZgCIFloDxZ\nlEc6nHW573AP52eqzJYa9KccYrapJKPmtTvrkIKKi5wt1vnK6VmKVZ+KF3Dn3hyvu03VIWj1D1su\ndvhamuJ6+kSt1Ltst+bCXydbFkf6NuAvgM8BDwHTwBDwVuAvhBBSSvnxa1zjZ4F/jSqxB/As8B+k\nlJ9t7hfAbwI/BfQA3wR+Vkr57HrGutW0Yklbf/SFWoAQYAjJ+RmVHdOp/1ycr1BrxlR6gSQyIubL\nHpOFGsVGQBColctCzefkWIGFiqcqFNUCDCEJQolETVPLjYALc1Vs0yDt2ivnlzdrTAJczFdJONaK\nucynZiqM5atUfbVAk68oT/DUTIKzMxUagSQMJaEEM4hoBEqbVXGSERUv5OxsmdlygzCUlMKA5yaL\nLFYC/KYWGEQR5Yb6XjR1VICKFyAQgGS65NGXgkojpNII2rGfYSQxm9PimZLXztUOQ4kwoFgPaQQN\nLi9Wm89dneuFIYYwED5cWqjjNLU/L4hoBOqfU7Huc36mSl8yxuRiXdWW9SMCqcrHFWsBtUZEnzCa\nYU4qFrXUzNeXEhaqPl4QERqChq/+KdSaIm7LVbFNAz8MoZkQsFjzeWGiTMULqfsRcxUPpMA01O9P\niCs6Zmdc5GLdZ6ao9NpyPSRf9q6qQ7Bc7PC1NMX16JUr9S5b7tq3AusVDv4t8J+llD/Vtf2/CiH+\nFPg1YFVDClwGfgU4jQp5fDvwN0KIl0kpnwLeA7wbFbP6AvAbwMNCiONSytI6x7tltGJJU66FISR1\nP2x7pIcGExwbTDK+WG3rPwf6koRRxMmxRWbLdWxDrZyOZOMYHR5pNm5zz94MT08UKVR9snGrwyM1\nSDgWqZjFwf7EEo902fzyjt5AB3oTSzzS7ji/Y4NJ9vUmuDBfRkaS3qTDgb4kxwaTHBlM8t2JAhKB\nKcG1jCUeqRUYJB2TIwMpbFNwMV8jYZncPpKh3FBeky8llmGQinV4pIbySOt+2PRIBUNph4RjYQpB\nJm5R9kL85gKWaYh2qbi0a1PzI6SpPNKMa5KNO+zNJbiYqSijFknMACIpcG2D/T1u2zgmYyblmsq3\nz7g2hwYT5FybkZyLaxmcni5BoIx+Jm4pj9Qxl3ikEXQYC7Uo1vJI+1KOysfv8kgtw2x7pLm4zfE9\nKc7PVAnCiP7kFY8UWLYOaS5h4wchg5kYxeaMpTflXFWHYLnY4WtpiuvRK1fqXbZbc+G3mvXGkdaB\nH5JSPrzMvjcAn5FSulefec3r5oFfBf4/VJTAh6SUv93cFwdmgF+SUv7Jeq+91fVIJwpVposN9vXE\nuDBbIxV3ONgbb9dzDKKIsheRcy16ko6qZTlbpu5HvGR/hmItwo0Z2Bjt2o+lRoAUcHqyzL2HsswV\nfS7lq6TiFqNZl2Ij4raBBKV6wHihwWg2Rk/CYSxfxYvAMWBfb0J5l0FAsaY83gDl2Z4YyWCZBqdm\nS1d6COU9Mq5grhKStA160w5hKDk7W2GmUKc/o9IM796XodKQEEUM9rjMFRsgJdMln9cczVENJGem\nytw2mGIkG2e2VOe58SLn8lUO9SU4MpiiHkganq+KWaRsehIWj55dYCDpcOfeDDNljyiEbNyiVPf5\n1vlFDvUnCKUkZpvcMZKm6kdMl+pMF6rMFQNu35Pk+FBW/cxhQL7YoNiIMKTk7FwZKQVHB5L4UYRp\nGuzriVP1Qx6/mOfeA70kbJO5isdtA0lK9YBT02UmizUO9yfoScYZyTjMlH3SjknatZgoNohbyhBP\nFz36Mg7Fss98zefYUIKz01WGe1wWyz6uJfACybn5Kv1JC9s2efbyIvcd7OdFIykVgxtIejMxMo7F\npYUqkVQLlH4k2npjZ566LyMKNR8iyKZsbIyrahfU/Yj9PYklkk8r/nOluq3r0St3Qb3QrWbL6pHO\noUKgrjKkqBjTufVcrJmP/78BKeBRVCzqMPCF1jFSypoQ4hHg1cC6DelW88x4icWqz2zJW9IjqNX/\nxrUtan6IKQQvP9QDCL55Po+UkscuLCzpBRSEEb//+Rd46nKBUiPgztEMJy8vUvVCJhZrjOTipGMW\nB/oSfO7pScqNgPHFOiPZGLOlBpfmK+SrAT0Ji4N9Sb7n2AAX8zWenyxwbq5CI4joSzq8+mgfSME3\nzuWJIjXNNU2DIJS8+kgfr72tn9MzZf74K6e5sFBXK8SWyWtu6+PSQhUk5Cu+qsqUsPjW+QUsQ/Bn\nX7N48Z4Mjmk2q/8k6Uk4/NW3x5kve/SkbH7wzhFK9bDd06cvHeOOkQxPXioggEI9wDQMSvWAhGNw\ncqzAM+MFyo2Au/Zmuf+2flKuQ8qFr5+e5X1fPEPdjxjJxvgvP3kvj18sMF/2OD9fpljz+M5Ygeli\ng7ofYAqDdNzmyECSN9+9h89/d5r5isdffesymbhFGAluH0mBgOcmysQswY++bC8vPzSAZRrkkld8\nhGNxh7oX8AcPn1LxlCmbu0azFKo+f/WtMZIxi8FMjHe9/ihffH6G//HYJc7O1YjbgmJNSQIff2yc\n198+wIuGMvSmYrxoTxaAC/O1JTUKznTUOeiug7AvF+divqpC6ITgFR1/Y9358UEYLblGd30EyzQY\nzKzdD+quM3uturM3M+s1pP8d+A9CiCoq+H5BCJEDfgy1APVHa7mIEOJO4BuoQP4y8C+llE8LIV7d\nPGS665RpYHStgxRCPITSWRkZGVnraetmpfzeljbZCENmSx6OZRCzTC7mlRGqNfW9Ql3VYmydu1D1\nmCzWqTXrZU4XGizY6votLaxcD8gmbCaLdTw/UscJFc9XqSujWKmrfunTpYbqJ1X2qHnKO640Qs7M\nqOl+ww/x/JBKEJJ0LFXXs9TgYr5KvuKRrwY008ypBxFzZY9ASXw4psFMuUGp7lNthMQsA8/3mC42\n6EvG2nnZF+YqzJdVzOFMscHpmTJx22S+7OHYLpOLdRzTWKrl2pZKLMhXGctXqXsh5XrQ7IN0pd/S\nsxOltqaXr/h84+wCpUZI3Q9VnG8jYLFZozOMVOXRqheyUPV58vIis82KT/NlDy+UpBxVb1RKmnne\nrJrnPV6oX4mnXKyTjTcLRJfV73yu5HFqptJ8nj4NP8QPBBUvxLEElYbk7EyFA32pq/LDO2sUdGqQ\n3XUQ0q7Vrsva/TcGS/Pjl6t/cCvqmVvBeg3pv0N5jX8EfEQIETSvIYC/bu5fCy8A9wBZ4EeB/yKE\neGCdY1kRKeVDqMUw7r333i3Lgl+tR1Cr/42bvuKRHuhNAIKpYgPXNkg45hIdK2EbjGRcZosNAlcy\nlI2RillqYcUP6U05pGMq3nMk41JuBO3ScYaAMAxpRJKkazKciTGUjlH3IyoN5T02AkjGTI4OJkEK\nZkoetgl2IDBNA8sQDKZjHOhNsCfj8rUXpik2gqZHatCfchjJxdse6WAqRjZhMVGoYxmCVMxiKBPD\nMc12XvaxQbVyPF/2GMzEuG0wRaketnv69KVjS/K5lZarPNIDvQkWKj6Fmk9KSvqSzpJ87zv2pPnC\nd1Vefm/S5lVHevjWhQJhJBnJuRRrHlMFm4YfIWWEKdQz70nYvGRvjplig/mKR1/KaXukB/sTSzzS\n1fK8R7Mu/WlHxVPm3HYcZV/KwTYN+tMOxwaTXMpX6E3aLNQC4rZaVJNS5f4fGUxeVadgpX5Qy9VB\nyLl2uy6r6Pob686PX67+wa2oZ24F1xVHKoS4C7gfyAF54GtSyqevexBCfBEVQvXbwFng5Z35/EKI\nzwJzUsq3r/faWxVH2p17jqDdf8YxYKLYaPdEb8XjtXoMBTJCRGoVu1APkVFEXzrGYNql7gU8N1Ui\n4ZqMz1cZ7olzabaCIQRSCEazLhfmq9x7KEu1IVXcY6hyzr9+ah4hTIYyDsdHklyYb+CagkzKZqHo\nMTZfxbAEJ/Zm6Y3bPDtZhihitM/l5MUie3pjTOQbvPJIDkOoEnWnpstMLlZ5+ZFeTk1WODGaoj/l\ncm6uxuH+ODUvYixfZaxQ5zVHchiGdVVu81ypyjfOLvCqIz2kYg7jhTp9CWuJ5ji2WCcIQvoyMXrj\nV/rId/Z3H8q47VqqrederDW4OF/nZQey5JLukloIE8U6likoVnwKDZ+0Y2Obgr6Mio+tewGnZirs\n740xVfAoeT63D6WpeRGL9YCcq1qXwMq9hIIwauect3LLHQOmy167d3srx3y+6mMiSSdMHr9Q4I7R\nDPtyiSX1XuFqHbO7rutyXzvjNy3TWDHHfLneWDeJnrkV7Hw90vUghPgSapHpJ5pfPyil/J3mPhe1\n2PTLO73YtFrNw5VqeC4Xw5d2TcJI8ujZeU6OLRJGkuFMjLe8dC+OZTJTbPCpJy9TqDTI13wMBF4Y\nYRvgRxC3BOlEjP/jlfuZKXsMp2J86uQ4MyXV6uLYUIqYbTC+0MAQ8KrDqsDwo2fyVLyAQ/0Jjg2l\naQQSKVVjM9sSPHFhkZhlYBqCt7/6AEMZFxDMlep88onLlBshrm3wisN93DaYbnaMDPnUkxP4QcSJ\n0QzveePxqxY3unXEqhe165kWqh7n5iqUGgGTi7V2b6ZW3GRnLGxL72s98/X0t19bD3tJwjGX7WG/\nWfGS1xrb9cRn3oD94m8Utq75nRCiD/hZlEfai/JIHwE+IqWcX8P5vwd8FhhDFTj6ceAB4AeklFII\n8X7g14QQzwOngF9H6ag7Huy/Ws3DlWp4LhfD14pznG9qnhJYrAecninTl4wxX26Qr6ocdi+IEEIQ\nNmMxI6nyxkt1n3OzFeqBys+eL3t4gUrRnC42MJrxjIYQnJktN+trqr7qc2Uf26iSclVK4kypgWsZ\nKp9aQNWTXM7XkAiQMF9pkK/4CAFeFHFhrsK+ngRThZD5SoNK8zlMFutXxbMupyMOpNwr9Uyb+q4X\nREt6M3Xrza3ntpY6k+vJs+6Mt11Ot+6+10bjJa81tuuJz9zuvHLN1aw3IP8oymj2AV9HGbohlDb6\n00KI75FSnrnGZYaBv2x+LQBPAW+SUn6+uf/3gTjwYa4E5L9hN8SQrlbzcKUansvF8A1nYoSRw/hC\njZRrEUaSnKtaRziWiSEEvQmHgmxQCwzlkXLFI7WFIO3aHB5Itj3SvpTDTKmBIZRm2umRHh1IIYVk\nptggkpL+lM2hgUTbI40iiW0JEvMmlmkQswV7e1W3SFDxj71Ju+2RHuxPtrXd3qTd7po5knGvimdd\nTkeselG7nmmhqvK1S42ARhC2ezN1683det/19Ldf6Xfa1rSX0a2777XReMlrje164jNv5n7xNwrr\njSP9DHAEZdjGO7aPAn8PnJNSvnnTR7kBtloj7dzW0p2iKOCJS4v0JNSigyUEyYTF5Hydh5+b5NzM\nImU/4mhfmlzCodzwyVd9Uo5JvlJjtuhzaCBFtRESGBEyFBzIJRjtT/KNs1OcnqrwhhcPcXg4x/Hh\nNHt7Ehgi4utnF9mXddnblyATU7ojkWpCtlD1OD9bAcNgX4+7pFe7Y6J6+mQszkzXODGaIpKqEEnF\nC7g0X+X4cJLJRZ/hjENPwmlrgJZpMFGsMr3Y4PbhNKm4c9UzKtc8npsqMZSLMZh029pcS18cSjnt\nuNtW/54lsY3L6H3X079ntd9p6x6tflOr9f3ZaJ3L9Y59ufGt1ktLT+s3ja3RSIUQBeAnpZR/vcy+\nHwX+TEqZXfMFt4GtDMhfjnLN4+c+/qSKffQCHFOFPskoZL4abnqF9Ixr8f13DeFadrta/XJ1IL9+\nZo7LC3VGci5p1+JwX/KqPkyduu/nnpnkq6dmePRsHtswODyQ5IP/6h5cx1pVw1vu/XI1J2HD/XR2\njO3WJK/VS+tGenY3GGs2pOt9+gYrVw4L13Pjm5VWjn0jjAhCSd1XsYvFxuYbUYB6EPLcRImxfBWg\nnXffot3TvR5Qrgfkyx6Ti3VqQbSiBtc6Z7roUW2EbR311Ezlmhrecu9bOdw1L2zrnyvpzTcC2z32\n7vjPxbrPXMlr/w5vpGd3s7JeQ/o14N8LIXo7NwohelA66dc2a2A3KscGkwxnYsRMQ/W/aepumZi5\nJf9lXMvk9j1p9vWqVhIr1YHMuhYp16I35TCSc6+KTwTa+lrrnKGM6qmk8ttjHBtMtvW41vHd5y/3\nfjgTa/eKb+mf3de5kXS97R57636uba6qw2t2jvVO7U+gFpts4EvAFGqx6fWoVkKv221VmjZran+t\nntkAlxYqfHeiwORclc8/P4FjmswsFBlbhMZqF78GBpBz4OhgnPF8jfEqHM3C8dEBHjwxwgPHByh6\nAZfmquTiDgf7lCY6VfRU76Rq2MwLl0yXGuQSNqVawG2DSSKMdtxr3BLtGpVBGHFpoYoBLNR8DvXF\nKdSjJfGSnfpcq/dTq+5pZ5zlpXwV1zFw7aX1L1fTJTeDlXTDzdATt1uT7NbhdRzotrCl9Uj3Ar8I\nvBa1qp5HeaLvk1JeXtfFtoHNMKTX6pmddlXFng/8wxlmivV1V03fCK4J/+JlewgDg2cnCqQcg7hr\nMb3YoB6ERJHk7n09DKRjRDLi2fEik8U6wxnVKO7+o/1cLtQo1QImCyqO85WH+9rZRa1ape//0hnm\nSt6ytU87Y0U796+0vTumFkT7Xpul962kY+qYS8062Lw4UiHEb6BK500IIfYDk1LKX9zI6G40rtUz\ne6rY4MxMiXIj2FYjCtAI4dlLRfrSbjMm1WS+4lNrFkOueapJXKtUXbkRUG2EFGsBjTBiptxgcnFp\nHGdnvnurVmkrFnS52qedsaKd+1fa3h1T2yoWvZkxkCvFVuqYS81WsJZ/xb8J7G1+fx54ydYNZ3ey\nnCbWuW04E+OevTlSMWvdovNGiZlwx/4MA2mXlGuRdkz29sXJuDYxyyDjWqRdm329CQ71J0jFLBIx\nk0zcYjAVYzAVYyTn0pt0SLkm2Wad1eGmztqqVdqfVsZmudqnrVjR7v0rbe9+dp332iy9byUd80bW\nZjW7l7W0Y54BfkFK+fHV+trvVjZbI03YKo95seoRSMknH7vI156fQEhYqEgWg/U3RFsrWQtiIcxJ\neOmoy9GhHn705QcYSscoexGuBfVAFS0Owyt1MmWoWgkDXMpXiYRkfF7VFo0wCIMIaYCIQApVDq1V\nN6Clc7Z6Ox3qS17ViwdY0ue8NX1v57wX6qTiFoMpd0V9eSv0xvVopDoOU7MMm9rX/s+Bt6Fy4Peh\nFphWWjuRUsoja735drDZufZ/99QEn3h8jPGFGmP5GtfRQXnTyMQMRnsS3DGaxTZNXnGoF9OAUj1c\nUXtcKfd9pbzuIIyW1TlXY6kGagGyXZl/N2qSWjfVrMCm5tr/FKp26IuB/xuVGtpdL/SWoNWnabEe\nUKgHO2pEASqe6vPTqgF6cb5CIqb6Mq2kPa6U+75STOlC1VtVH12OJRpooQ6Cdq+o3ahJat1Us1HW\n0tfeR7UAQQjxZuC3pZTf2eqB7UZafZpyrkXFtShW/R01pknHoD/pMJSJYZsmB/qSbY+0lcve8khb\nU+iVct9XyutO2Eb7+OX00eVYUlcg69Lpke5GTVLnqms2yq4oo7eVbHaKaN0LePLiAv90dg7TMPn6\n2QmeuFhhK3JLBKqFQNqFVAwGsyn8wKMWGHz/3aMcHcxy78EsXkg7hhO4qj5mt+7X0jNbNUHjlsC0\nDJAgJO18d2DZ+prLsVr/ntZ1drP+uNkaqdZcbwo2VSN9y3ruLKX81HqO32o2WyP9xONj/N7nnqfY\nLH+3HRiCZgdKA5BIBNm4w2tu6+P+owPX1EWXo6WVzhRVu5C+lMNUocHeHpfXHO3nwduH1lx3U2uM\nS9HP46ZhUzXST3a9b9kPscw2AHOtN7/RKNYDTl5epO5vTd78SkQSghDCKMJo9navNAJmCo016aLL\n0dJK/TBSrU0iSbmp/U4VG+uqu6k1xqXo53HrsZZ/k4c6XvejCjJ/CPge4EXNrx9ubn/d1gxzd5Bx\nLe7Zm8O1tyZvfiUMAZYJMcvANgWWIVSXymyMA33Jph66vpjMllZqmwYDmRhDmRgp11L1QDOxZXPw\nV0LHZi5FP49bj+upR3pSSvkby+z7LeClUsof3MTxbZjNntpPFKp861yer52ewQH+6dwsM6WI+jXP\nXhkB7E8AloHrSNxYnB+5Zz9eJDkykGKx7mObgnv2Z7k41yAMA/b2J0nFbNXHvNkTquX1rFWbp0WU\nnQAAGmlJREFU6+wNVA0igjDCMox2jc311vTUmuAV9PO4KdiyViOvB/7TCvv+EZWDf1PSiiH92Dcv\n8ORYAX8Tl+slMOeD3wBRgd5kiOva/Njde/jSC7PUfEnMthjOJNnbk14ypuW0uLVOI13HaocyLRfQ\ntJ5r3co9zZdDP49bi/X+qywA37fCvu9r7r8pacWQThV9wi2Iear5qqtoEEnKXsCzk8VldcruMd2o\nNT01mpuJ9XqkHwR+RwgxiOpjPwMMonrTv42197W/4WjFkA5nbCYLEG2yMY3b4EcGAknKsbhjJHPN\nfj06/lGj2R1cTxm9n0YZzFHafSCZQAXq/9Gmj3CDbLZGOlOqM5avcn6ujIXBp5+8xGKlSrnuk6+C\nCKEhoQYMxeC+2/rYk0sxnHZ5frrIiT055soez4wvcOdQFiyDlx3qI+OaeGHEfNXj+HCa/T3JNemU\nWovTaLaMre1rL4QQqLz7EWASGJO7NLJ/s+qRTi5WeWGqzONn5/js05cYK137x7WA1x7PkrZj7M8m\neNHeLKYpmVr0MQzJ8eEMuYTDvp441SCi4QUs1nzCUGJZSmMbTLt6oUej2Rm2rq89qMokwKXm66Ym\nCCM+c3KcD3/5NGfnaus7F/jKCyvLxqaA0Z44B/sSDKRiPD1eZLHmUfNCXNvktsEUP3bfPn7wrj06\nGF6j2cWs25A2izv/MKpGaXfitZRS/sJmDGy3UKwHnJopk28u6mwmoYRiTRUL8UNJse5T9VQYEkC+\n4nExX9XB8BrNLmddhrSZLvpx1Gr/DOB1HSKBm8qQZlyLY4MpehM2C9XNXRU3BWTiqljIQCrGfNkj\nkpKaJ3Ftk96kw4HexJqC4fWCk0azc6w3IP+7wFng7VLK/JaNahPZiEba0h6rXoNPfOsy//DMBZ6Z\n3XjZ5hiqoOuJIUEYWli2YKHgMTyQwBJQrEbs702QStjsyyV5+eF+hrMufgT7e+JXFQ7Z7GZusPuL\njOw0Wpe+JdiaxSYhRAV4s5Tyi9czqp3geg1pS3u8nK/w4S+dptDY7m5MVzAFDKQdRnMJ7t6f4z1v\nOH7N4srrYTua0d1MaF36lmHNhnS9v/3HUTn3Nz0t7fHcbIWKt3NGFJSWWqgFlBsBk4t1xgsbSUi9\nmu5mdFPN6+sg/+XRiRCabtZrSN8J/JwQ4k1CCHsrBrRbaGmPhweSJJ2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length',\n", " data=surveys, fit_reg=False, \n", " scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatter plot argument are passed as a dictionary here, instead of directly to parameters in the `lmplot()` function. This is a design decision taken in `seaborn` and helps for example to ensure there are no collisions among parameters (the scatter plot function that `seaborn` uses is from matplotlib and takes a lot of arguments, some of which would be inseparable from those for the regression line)\n", "\n", "Based on the hindfoot lengths and the weights, there appears to be 4-5 clusters in this data. Potentially, one of the categorical variables in the data could explain this pattern, as previously. Coloring the data points according to a categorical variable is an easy way to find out if there seems to be correlation. Let's try this with `plot_type`." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eo7HetuKpk9U5GQCLnRAkZE2deiPEMROmThwnky8xF9XYOzxKooVEYULYtknQ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\nZCASmO39xPpSYncBbqmE7k3hGBINbQ9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JUFyR5bVrZr3UJFVFzb0wt9BjvSGuGLqSB58p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\no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1O96qqr6r797W/X9S+3LOug7DAGc7DTW+vf11E+4YiSSHVTgAYpSJPj4rPGF3n5fx/n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\nvn1PuPjii2t+9atfVY4bN67Htm3brEuXL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='plot_type',\n", " data=surveys, fit_reg=False,\n", " scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems like the type of plot the animal was captured on correlates well with\n", "some of these clusters, but there are still many that are quite mixed. Let's try\n", "to do better! This time, the information about the data can provide some clues\n", "to which variable to look at. The plot above suggests that there might be 4-5\n", "clusters, so a variable with 4-5 values is a good guess for what could explain\n", "the observed pattern in the scatter plot." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "record_id 34786\n", "month 12\n", "day 31\n", "year 26\n", "plot_id 24\n", "species_id 48\n", "sex 2\n", "hindfoot_length 56\n", "weight 255\n", "genus 26\n", "species 40\n", "taxa 4\n", "plot_type 5\n", "dtype: int64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are four taxa so that could be a good candidate, let's see which those are." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Rodent', 'Rabbit', 'Bird', 'Reptile'], dtype=object)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys['taxa'].unique() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems reasonable that these taxa contain animals different enough to have\n", "diverse weights and length of their feet. Lets use this categorical variable to\n", "color the scatter plot." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Pb7qhTzmqKw/lvLY4atxjnVmpTrI4d6i5TtRSNQ+b285MVxktuSR0namyx9GJ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\n8vy2hgZ/+e0THJ1wLlBYYl6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7u7875fu+eOaZZ5L33HPP7ne96136P/7jP16W+bfKeV0C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='taxa',\n", " data=surveys, fit_reg=False,\n", " scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only rodents? That was unexpected... Let's check what's going on." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa\n", "Bird 450\n", "Rabbit 75\n", "Reptile 14\n", "Rodent 34247\n", "dtype: int64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby('taxa').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">#### Challenge\n", ">\n", ">Can you think of another command that would give the same information as `surveys.groupby('taxa').size()`?\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are definitely mostly rodents in our data set..." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa\n", "Rodent 31438\n", "dtype: int64" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.dropna(subset=['hindfoot_length']).groupby('taxa').size() # drop any record that is missing the 'hindfoot_length' measurement" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and it turns out that only rodents have had their hindfeet measured!\n", "\n", "Let's remove all animals that did not have their hindfeet or weight measured, including those rodents that did not." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "record_id 30738\n", "month 12\n", "day 31\n", "year 26\n", "plot_id 24\n", "species_id 24\n", "sex 2\n", "hindfoot_length 55\n", "weight 252\n", "genus 9\n", "species 21\n", "taxa 1\n", "plot_type 5\n", "dtype: int64" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_hf_wt = surveys.dropna(subset=['hindfoot_length', 'weight'])\n", "surveys_hf_wt.nunique()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Zfl99HtrtLucrB0Jby1sgCECj0fA33ngj8ZFHHqlNTk7uJSWhYKQiNokNEj6v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\njGiIdkxHzZ0798ihQ4cCjzzyyKAdO3akz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='genus',\n", " data=surveys_hf_wt, fit_reg=False,\n", " scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The legend can be made more manageable, by manually specifying the number of columns and the fontsize to use." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9XZse5lwIjUdxPSx30NQVG+yEZNSIF8s5nBcHjJ+o+WkzhbxkGTS+8+ScOaNr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\nU65CsjG5u5tJCCGEkE5CQ2Mtt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# g is the grid object returned from lmplot()\n", "g = sns.lmplot(x='weight', y='hindfoot_length', hue='genus',\n", " data=surveys_hf_wt, fit_reg=False,\n", " scatter_kws={'s': 12, 'alpha':0.4}, legend=False)\n", "g.add_legend(ncol=2, fontsize=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! There is a clear separation between different species, explaining much of the variance observed in the hindfoot length and weight measurements. It is still a bit messy as it appears there are around 5 clusters, but there are 9 genera in the legend. Let's see if all these genera actually have observations." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus\n", "Baiomys 45\n", "Chaetodipus 5796\n", "Dipodomys 14558\n", "Neotoma 1046\n", "Onychomys 2997\n", "Perognathus 1502\n", "Peromyscus 2074\n", "Reithrodontomys 2512\n", "Sigmodon 208\n", "dtype: int64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_hf_wt.groupby('genus').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears so. To ensure that no data points are obfuscated by others, the same syntax as with `factorplot()` can be used to facet the plot based on categorical variables." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xG2yXcrtnFSwbO7R66TFmYqCdcXMcdCN28J+iB+khW57sqH3tvmdTbXqftotq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\nlw0bNgD+3m8NMxGJRj6/nnx+IFjXEBOR2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='genus',\n", " col='genus', col_wrap=3, size=3.5, data=surveys_hf_wt,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.6},)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this plot it is easy to see the separation of each genus. In some of the subplots multiple clusters are still visible. Since `genus` is already used for the subplot faceting, the data points could be colored according to another variable in the data set, e.g. `species`, to find out what causes these clusters." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E75DJDnLL13+TyuyRlpa3pVDES6OxD1RW7L2tFJE0mXw/U+P38fA9H2PHxa9H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\nT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VFR7okTJ1ZlZ2f3Gz16dN8FCxZEFRUVqQLZR3dBwRshhBBCCCFdxAVLmdJkq1ABgMlW\noaqzlDcJotqaQqFo1LvHGAPnTTv8FAoFtm/fXrRhw4ajAwYMsKxatSoiOTl5wM6dO7Xt2T5BELh/\ne5xOZ6Ogdu3atcXff/99/ogRI0xffvllSHp6+oB169YFtWe7OgMFb4QQQgghhHQRwbpop0ET6QAA\ngybSEaSLcnZ2m3wJgoDbb7/d/M4775QeOnQov0ePHs7Vq1c3jI87f/686tixYw0B59atW3WSJGHg\nwIFN0hjDw8PdkZGRzh07dui9yyRJwoEDB/R+27nKyxsHsfn5+Tr//Q0fPty6cOHCst27dxcOHTq0\nfsWKFQGNnesOaMwbIYQQQgghXYRCVPOfpc8qq7OUK4N0UR0y5q21vvvuO/1//vOfoDvvvPNCbGys\na9euXbqysjKVb9qlWq2Wpk6dmpiTk3PaYrEITz/9dO/Ro0dfaG68GwA88cQT5xcvXhydnJxsHzx4\nsGXRokU9KisrlT169GgIWkePHl338ssvx69evTp4wIABtvfffz+yrKxM2bNnTzsAFBQUqBYvXhw5\nYcKE2t69ezsLCwvVBQUF2mnTplW0/7vSsSh4I4QQQgghpAtRiGoeZox3XH7LjhUaGur+73//a/jL\nX/7So76+XoyOjnY899xz52bOnNlQ2CQuLs5xzz33VGdnZyfV1tYqRowYcWHVqlWnWtrnggULysrK\nypRz5szpDQDZ2dlV48ePryoqKmpIxZwzZ07VoUOHdE8//XQCAEybNq1i7NixtdXV1QoA0Ov10rFj\nxzRTpkzpU1tbqwgPD3dmZ2dXv/baa2Xt9mZ0EtZcPuu1ZMiQIXzv3r2d3QxCupJ2H/h8JehcJaQJ\nOlcJ6R7Yvn374tPS0jZpNJouF3B1pLlz58Zu3LgxtKioKLez29Jd2Ww2VW5u7l1ZWVklza0PuOeN\nMTYcwL0AegLwrxrDOefjA28mIYQQQgghhJBLCSh4Y4zNBPB/ACoBFAG4ru8uEEIIIYQQQkhHCbTn\nbS6A5QBmcM5d7dAeQgghhBBCSDeUk5NzLicn51xnt+NaFuhUAdEAVlPgRgghhBBCCCEdK9DgbQuA\nzPZoCCGEEEIIIYSQll02bZIxFubzdB6A1YwxC4CvAdT4b885r/ZfRgghhBBCCP6k9kEAACAASURB\nVCHk6rRmzFslAN/5BBiAJX7LfIlX2yhCCCGEEEIIIY21Jnh7FC0HaoQQQgghhBBCOsBlgzfO+YoO\naAchhBBCCCGEkEsIqGAJY+wEYyyjhXUDGGMn2qZZhBBCCCGEkGtBYWGhijGWtW3bNl1L22zbtk3H\nGMsqLCxUdWTbuptAq00mAFC3sE4HoNdVtYYQQgghhBDSoYYOHZr80EMPxbfX/vv06eM4derUweHD\nh1va6xjXi9ZUm9RADsyYZ1GQXwVKANAAyAZAk/IRQgghhBBynbHZbEyj0TSpk+FdHh8fT/NEt4HW\n9Ly9AKACwHnIhUv+43nu+zgN4DcAPm6fZhJCCCGEEELa2sSJExP27NljWLVqVSRjLMubuvjVV18Z\nBg4cmKJWqweHh4dnPPbYY71sNpu3MwdDhw5NnjJlSvz06dN7hoaGZgwZMiQFABhjWW+88Ubk2LFj\n+2i12sw5c+bENZc2uXbt2qDExMQ0tVo9OCsrKzkvL0/j267FixeH63S6RvNLb9q0ycgYyyotLVUA\nQFVVlXj33XcnhoWFZajV6sE9e/ZM//3vf9+jfd+xztWaapOfASiG3PO2DMAfABz328YBIJ9zfqBN\nW0cIIYQQQghpN0uXLj194sQJTd++fW3vvPPOGQBwu90sOzs7acKECVUrVqwoLiwsVM+ePTtBEAT+\n5z//+Yz3tZ999ln45MmTKzZv3lzI+cVOt7fffjt23rx5ZxctWnRaEJr2FR07dkw5ZcqUvpMmTap4\n9tlnK/bt26d96aWXAh5+NXfu3NiCggLtunXriuLi4lxHjx5Vnz9/vjXxTbfVmmqTBwEcBADGGAfw\nBee8sr0bRgghhBBCyPXI4bazSmuZMkIb7VSJ6nadsis8PNytVCq5VquVvKmNs2fPjuvRo4dz1apV\nJaIoYvDgwbaKioozv/71r3vn5OScMxqNEgDExcXZfYM5r3HjxlXPnTu3IV7wL0KyaNGiHjExMY7l\ny5efFgQBmZmZtqNHj2refvvt2EDafvr0aXV6erplzJgxFgDo16+f40reg+4koIIlnPOVFLgRQroz\nycXhqJEguWj6SkIIIV2Pw21nq/OXRH9S+GHM6vwl0Q63nV3+VW2rsLBQk5mZaRZFsWHZz372M5PT\n6WR5eXkNxQsHDhzYbAGSIUOGXLIwiWf/Jt9euREjRpgCbeeTTz55ftOmTaHJycn9p0+f3vOLL74w\nBLqP7ibQqQIOM8YOtfA4wBjbyhhbxBhLbq8GE0LIlZJcHJVbnKjc7ETlFicFcIQQQrqcSmuZssZe\noQKAGnuFqsparuzsNvli7GIsqdPppOa2MRgMzS4PhCAI8E3FBACn09kokL3vvvvqTpw4cXjOnDll\nVVVVinvvvTfpnnvuSbjaY3dlgU4VsA9AMIAkyAVMjni+JgEIBVAF4D4APzHGbm7DdhJCyFVz1XO4\n6uQPAlcdh6uegjdCCCFdS4Q22hmqjnQAQKg60hGujXK29zGVSqXkdrsbnicnJ9t++uknve+yzZs3\nG5RKJU9NTbVf7fE8+zdI0sUYb8eOHXrfbXr06OG02WxCdXV1Q7yyf/9+rf++YmJiXLNmzapet25d\n8XvvvVe8fv36cKvV2uG9lR0l0ODtRwCVAHpzzm/nnE/mnN8Oef63SgDfAegL4CcAC9uyoYQQcrUU\nRgZFkPz3XBHEoDBes3/bCSGEdFMqUc2npM4qeyD5qdIpqbPK2nvMGwDEx8c7Dhw4oC8sLFSVlpYq\n5s6de/78+fPKBx98MH7//v2aTz75JPj3v/99z4cffvi8d7zb1XjmmWcqzp07p3rsscd6HTx4UL18\n+fLQlStXNqoSOWrUKLNWq5WeeeaZnkeOHFGvWLEiZNmyZY22efbZZ2NXrVoVcvjwYfX+/fs1n332\nWWjPnj3tWq32mr07G2jw9iKA1zjn530Xcs7LIQdrv+GcWwC8B2BI2zSREELahqBgiBijRMTPlIgY\no4SgoOCNEEJI16MS1TzGEO/oiMANAH7729+WKZVKPmjQoLTY2NgMh8PB1q9fX3TkyBHdsGHD+s+a\nNSth/Pjx1YsXLz7bFsdLSkpy/PWvfz2+ZcuW4KFDh6a9//77UfPnz29U+CQqKsq9dOnSkz/88EPQ\nkCFD0j7++OPIl156qdHx1Wq19Oqrr8YNHTq0/5gxY1JMJpPw2WefHWuLNnZVzD+X9JIbM2YB8CDn\nfF0z6+4B8FfOuY4xNgrAl5xzfZOddLAhQ4bwvXv3dnYzCOlKumTEQucqIU3QuUpI98D27dsXn5aW\ntkmj0Vzz1Q5J+7LZbKrc3Ny7srKySppbH2jP224ArzHGEnwXMsYSAbwG4L+eRYkAmpQNJYQQQggh\nhBByZQKdxO4pAN8CKGKMHQZQASASQDqAcgATPNtFAVjaVo0khBBCCCGEkOtdQMEb5zyfMdYHwKOQ\nx7TFADgA4M8AlnPObZ7t3mrrhhJCCCGEEELI9SzQnjd4ArQP2qEthBBCCCGEEEJaEHDw5sUY0wHQ\n+C/nnFdfVYsIIYQQQgghhDQRUPDGGAsG8DaAeyBP1t0c8WobRQghhBBCCCGksUB73j4EcBeAjwHk\nAaByqIQQQgghhBDSAQIN3sYCmMs5/3N7NIYQQgghhBBCSPMCnefNDqDZCeMIIYQQQgghhLSfQIO3\nPwGY1g7tIIQQQgghhHRjr7zySlRcXFy69/ncuXNjk5KS0lp6TgIXaNqkFcAwxth/AXwDoMZvPeec\nv9smLSOEEEIIIYR0W/Pnzy97/vnny1t6TgIXaPD2R8/X3gCGNrOeAwgoeGOM/RbA6wCWcM6f9ixj\nAOYDmA4gFMAuALM457kBtpcQcp1xu52wWiug1UZCFJWd3RxCCCHkmmO325lareaX2y44OFgKDg5u\n8TkJXEBpk5xz4TKPgKYJYIwNgxygHfJb9TyAXwGYDeBGAOcBfMMYMwayf0LI9cXtduLQkWU4eGQZ\nDh1ZBrfb2dlNIoQQQro8q9XKHn300V7h4eEZarV6cEZGRsp//vMfAwBs2rTJyBjL+sc//hGcnp6e\nqlQqB69fvz4IAObNmxcVERGRodPpMidMmJBgMpkaxQKUNtn2Ah3z1mY8c8atBvAofNIvPb1uzwJ4\nk3O+jnN+BMDDAIwAJndGWwkh3YPVWgGLtQIAYLFWwGqr7OQWEUIIIV3fzJkze27cuDF0yZIlxTt3\n7sxLTU21TpgwIenUqVMNKSwvv/xy3Kuvvnr24MGDR0aNGmX++OOPQ9966624F1544ex///vfvH79\n+tmWLl0a1Zk/x/Ug4OCNMWZkjP2OMfYZY2w/YyzVs3wGY2xwALtaCmAt53yL3/JEANEAvvYu4Jxb\nAWwDcHOg7SWEXD+02kjotJEAAJ02ElpNRCe3iBBCCAmcw+1kp0znVQ63k7X3serq6oS//e1vkfPn\nzz87adKkC4MHD7b97W9/OxUeHu585513Ir3b/e53vzuXnZ1d179/f0dsbKxryZIlURMnTqz6zW9+\nUzlw4ED7W2+9VTZw4EBze7f3ehdQ8MYY6w+gCHLPGAOQAUDrWZ0C4Net3M8TAPoCmNfM6mjPV//B\njOU+6y63/wWMMc4Y4+fOnWvNSwghnaCtz1VRVGLggEeRkf4YBg54lMa8EdJG6HOVkI7jcDvZkvyN\n0UsLv4xZkr8xur0DuPz8fLXL5WJjxowxeZcpFAoMHjzYXFBQ4L3Ox80332zxfd3x48c1w4YNM/ku\nu/HGGxs9J20v0J63RQAKIPeOTYQcwHntADD8cjtgjCVDLlAymXPeLgNSOOcLOOeMc85iY2Pb4xCE\nkDbQHueqKCph0MdQ4EZIG7oePlfdbidqzedorCzpdKXWGmWlvU4FAJX2OlWZtbbTPtDk0Uwyo9Eo\ndVY7yEWBBm8jALzNOTdDrizpq7U9Y8MBRADIZYy5GGMuAKMAzPR8X+XZzj9nNgpAWYDtJYQQQgi5\nJLfbie0Fy/Bj/jJsL6BiR6RzxWhDnRHqIAcARKiDHNHakHb9D5mammpXKpV8y5YtBu8yl8uF/fv3\n61NSUqwtva5Pnz62Xbt2GXyX7dmzR9+ebSWBTxVgB9BS9B8D4EIr9vEZgL1+y5ZDTsd8HcBRyEHa\nzwHsAQDGmAbALQB+E2B7CSGEEEIuqd5WAZOn2JHJWgGTrRLB+phObhW5XqlEJZ+VOq6szFqrjNaG\nOFWi8rIl+a9GUFCQNHXq1IpXX301LjIy0pWUlGR/++23o6qqqpRz586tOHz4sKa5182cObN81qxZ\nie+884557Nix9WvWrAk9dOiQITg42NWe7b3eBRq8fQ/g14yxLwG4Pcu4p0LkdADfXm4HnPNaALW+\nyxhjZgDVnsqSYIwtAvA7xlgB5GBuHgATgDUBtpcQQggh1wnu4uC1EliIAKZo/TAhoyYSBm0kTNYK\nGLSRMFCxI9LJVKKSxxsiHR11vCVLlpwBgJkzZybU19eLqampln/9619FvXv3drYUvD3xxBM1J06c\nUC9cuDDu5ZdfFm677bba6dOnl//jH/8I76h2X48Y560P5hlj/SCPbbsAYAOAZyD3mqUDuAHAUM75\nyYAbwdj3AI40M0n3DDSepPtIoPseMmQI37vXv6OPkOtau1euuhJ0rhLSBJ2rAeAuDudGa0Pwphyn\nDSiAc7udMNkqYdBE0JhZEii2b9+++LS0tE0ajabDAi5ybbLZbKrc3Ny7srKySppbH+gk3UcBZAH4\nAcD9kHvf7oLcO3ZFgZtnv6O9gZvnOfcMjo7hnGs456OuJHAjhBBCyPWB10rgtVKT71tLFJUIpmJH\nhJAuLtC0SXDOTwGY1vZNIYSQzie5OFz1HAojgxDAXXtCSOdiIQJYiHAxbTIk4KlsCSGkyws4eCOE\nkGuV5OKo3OKEq45DEcQQMUZJARwh3QRTMCjHaa9ozBshhHQXlw3eGGOfB7A/zjkffxXtIYSQTuOq\n53DVyeOAXXVyD5wqlC4ACekumIKBRYid3QxCCGk3rel5C0LTOd1IG3BKEiqtdkRo1VAKlN5BSEdp\nKTVSYWRQBLGGnjeFkQI3Qro6yc1hM3FoDAyCKJ+zV1p1khBCurrLBm+c89Ed0I7rjlOSsDK/GJU2\nOyI0ajycmkABHCEd4FKpkYJCfk5j3gjpHiQ3R+FOZ0PwljxcCcZxVVUnCSGkK2u3aIExJjDGTjDG\n0trrGN1ZpdWOSptd/t5mR5WNKssS0hGaS430JSgYVKECBW6EdAM2k9zr5v3eUifBctoFqVqeivZK\nqk4SQkhX1p5dPQxAAgB1Ox6j24rQqhGhkd+aCI0a4RpVJ7eIkOuDNzUSAKVGEtLNaQwMGoN8Dqv1\nDCWHXTia50aVCeASp6qThJBrDlWb7CRKQcDDqQmosjkQrlFRyiQhHYRSIwm5dgiinCppM3NILo6i\n3S5AZDjfV4mQNBHqngpKmSSEXFMoeOtESkFAtE7T2c0g5Lojp0bSBR0h1wJBZNAFMUhuedybzcSh\nCRag7aUAE+k8J4RcWyh4I4QQQki359sLp9FfrDxJCCHXEgreCCGEEHJN8PbCEULItYoGWhFCCCGE\ntDO324la8zm43c7ObgohTXz11VeGjIyMFJ1Ol2k0Ggelp6en7tmzR7N48eJwnU6XuWbNmuCEhIQB\narV68E033dQvLy+PKu11EgreCCGEEELakdvtxPaCZfgxfxm2FyyjAI50KU6nE/fff3/fm266ybRn\nz568bdu2FcyaNatcFEUAgMPhYK+//nrs0qVLT27evDnf7Xaz7OzsvpJE03B0hoCCN8bYMsZYYgvr\nejPGlnmfc87dABIBHL66JhJCCCGEdF/1tgqYrBUAAJO1AiZbZSe3iHR1DreLlZiqVQ63q93zgKur\nq8X6+npx/PjxtWlpafbMzEzbk08+WT148GAbALjdbpaTk1MyduxY84gRI6xr1qw5WVRUpP3888+N\n7d020lSgPW/TAES2sC4CwMO+Czjnpzjn1/TtJackodRshZPuPhBCCCHditvtRHVdCarqTwXUG+ZN\ngXQ4LY2+trQPoyYSBq18+WTQRsKgiWiyr9Yen9Ivr30Ot4styfsh+qP8H2OW5P0Q3d4BXFRUlHvi\nxIlV2dnZ/UaPHt13wYIFUUVFRQ1pkYIgYNSoURbv8379+jkiIyOdR44c0bZnu0jzrqRgCW9heTKA\nqqtoS7fjlCSszC9Gpc2OCI0aD6cm0HxthBBCSDfgdjvxQ97HKCrbDgagT/QI3Nr/CYii8rKv216w\nDHWWctSYTiNEH4da81mEGnohSBeFkSmPNtmHKCoxMuVRmGyVMGgiGtZ792WyVsCgjWz2tc0du7Xb\nk+6pzFqnrLSZVABQaTOpyq31yl6GUEd7HnPt2rXFO3fuLN+0aVPwl19+GfLmm2/GrV69+ph3vSAI\nLV3/kw522UiDMfYUY+wQY+wQ5MBtjfe5z+MogJUAvmnvBncllVY7Km12+XubHVW2dj2vCCGEENJG\n6m0VqDafhstlhdNlRa35TKvSGb0pkE6XDWZbFayOCzDbquBy2y6ZEimKSgTrYxoFW4GmU1L65fUh\nWhvkjNAYHAAQoTE4orTGDulmHT58uHXhwoVlu3fvLhw6dGj9ihUrwgFAkiR8//33eu92RUVFqoqK\nCmVaWpqtI9pFGmtNN9E5APs8Dwag0Oe597EFwG8APNk+zeyaIrRqRGjU8vcaNcI1VHiHkO5CcnE4\naiRILrqZSEh30pq0wZa28V2uU4VApwqBKGqgVGgRou8JgyaiUSqlb1pkxYUTOFm+FwwMTrcDLrcD\nOnUYtKpg6DXhEAQVFKIGoqBEScUBmKyVKKk4AIfT0mIbvOmUEpegEDXQqoIv+fNdKv2SXDtUooLP\n6n9L2ZOpI0tn9b+lTCUq2vWDqqCgQDVz5sy4b775Rn/06FHVxo0bjQUFBdrU1FQbAIiiyOfOnRv/\n7bff6nfs2KGdOnVqQp8+fazjx4+vA4AtW7boEhMT07Zs2aJrz3YS2WXTJjnnGwBsAADGGAD8nnN+\nsp3b1S0oBQEPpyagyuZAuEZFKZOEdBOSi6NyixOuOg5FEEPEGCUEBc0NRUhX15q0wZa28V2uU4d5\ngjAb4iMykdUnG2GGeABoSKUE51ApdAgx9ESN6TRqTCVwSy64JRcEQQGRiRjQ+38wpM+90KqC8EPe\nx7A4LmDZdw9DEJSw2KuhV4fDqI3ApJHvQaXUNdu24f0exJYjH8DhsuDHghVgYDDbq5r9+VpKvyTX\nHpWo4O2dKuml1+ulY8eOaaZMmdKntrZWER4e7szOzq5+7bXXyj766KMwlUrFX3jhhdLHHnsssbS0\nVJWRkWFev379ccFz3Ws2m8Xi4mKN2WwWO6K917uAxrxxzh/xfs8YiwMQBqCac362rRvWXYjcjVBX\nDUQeAZp5gZDuwVXP4aqTb2Q6azmsZ9zQ9hQhKBgkF4ernkNhZA0Bne8yAHDWSAADlCECBX2EdCD/\ntMELljIIggijJrIhkPHfpsZ0GvWmarA6hvr6CjAFUFVfAqfbCqVCC84l2Jz1cLgsOHl+DyrqT8Lp\nSaU0WWshmYNQb3fCwZyQuAMuyQGlqAJnCtSYTkMUFLC7zLC7zKi3VsDmqINSoYPTZYNLYYfZVoXS\nmnwE62PglpxN0h45OFxuGwQmoMZ0BowBKoWuYX2wPqbRe+BNv+xKuIuD10pgIQIY/U3sdnr16uX6\n+uuvj19qm6lTp9ZOnTq1trl1d911Vz3nfF/7tI74C7hgCWNsCoDXAPT2WXYKwDzO+Zo2bFuXJ7md\nOLtvORzmCqj0kYjLegQC3QUjpMtTGBkUQQzOWg5HlYTaPRzmIgnhtyhQ9YOrUY8cgIZeOtHAwCUO\n81G5uqwhRUDkbSoK4AjpIN60QZO1Anp1OA4Wb4TFXt2ol8p3G60qBF/seh299w2GwRaGHsF9UDa8\nCCbbedSYzsAtuaAUNXBKLpyt/AmioIJLssPpssNuNyOidipUluGIAFCv24WqsNUAALfkBhMFhBl7\ny6mWklMOEq2VAGNwuuxgjMHhsiJYF43jZTthddRCrw6HTh3W0GZv2qO3vaGGno163rpDWiR3cTg3\nWhuCN+U4LQVwhLSjgII3T+C2CsBXABYAKAcQBeB+AKsYY5xz/ve2bmRX5TRXwmGW76A5zBVwWiqh\nNnatu2GEkKYEhRyYWc+4UbuHgwkMrjoOW5nU0CPnqpN727zfA4CjSoLk4JCcnl67KnkbVShdqBDS\nEXzTBl2SA/8tXAUAjXqpfLepNp3FqYJ90FlDIEGCwRaBVEMcDvEvYbHXwum2Q4AAq60Kdmc9tOoQ\nCEyBYF0IaiwmqJxxELgGDAw6KRFq/VCYcALBuhhoVUHIumEiRFGJelsFQg29YNRGwuV2wO40Q6sJ\nh8tlxo1970f+mW8BAGZ7FYYnPwxRUDRKe/RNhQTQrdIiea0EXis1+p5FUPYcIe0l0Dy/FwF8zDm/\nk3P+V875fzxf7wSwDMDv2r6JXZdSHwGVXh44rNJHQqnr+nfICCEX0yDVEQxMyWCvc8FpkqDQS2BK\nQHJIcJrcsBQ7YCtzAaIEW7kEhU7ukWMiBxMARSgaUikJIR3DmzYYoottKPYhcjVsZSZU1cjztXm3\niQ1KhVEZCav6AgAGh8EKt5FDrwmDW3JCpdBDpw6BVhMOtdIIgSlg1EYiMiQZTGOFQ3kOEmwAd8MA\nJ4x6LQyaCGjVIYgwJiJYFw1A7hEM0kVBIWpg1PZATFh/aBQaRIemoGf4wEZFRoJ10U2qTgIA98zE\n5FuVsjvM6cZCBLAQocn35NowZ86cKovF8lNnt4NcFGjaZBKAuS2s+yeAB6+uOd2LICoRl/UInJZK\nKHURlDJJSDfgLVbirOVwVEpwWCS4KgEwCSeOS9AkApZjAFyAKdcNpnCDu+TXWk8DQWkCmEKAIpiD\nUZEiQjqNKCoxvN+D2HxgCYK3RuF0/X44jXbYb7fglvTHIHAF2L8Zfln1Io4bdmBn/N9QrToFvpeD\ncw6RKQDG0Df2VhjVoXj0tpWoqi/B0dJtKC7fDYMuGGEpZ+EoPI2+xTdAdT4OLvtNONx/IxguBlu+\nbfn+yJ9gd5mhURoxPPkhBOtiLltkpDUFVrrynG5MwaAcp6Uxb4R0kECvPCoBDGhhXZpn/XVFEJVQ\nG2MocCOkm/AWK5GcHM46DskMQJIfkgNwVQNwAd7rMu72ebEEOKo5JDuHqBDgNl1MrSSEdDyLoxZS\njQtqkw4Sd0Nt1sFaUSMXAvGk8LklJxRmFZywws0ckCQXJO4CZxwSd8Bmr4HTbYVbciJYH416y3m4\n3DaAS3DYAI1NA41LACQFVHUGsDpAYAIs9upG86xZHLVwuq0QmACzvQqioGwItpqb482rpbnbutOc\nbkzBIESIFLgR0gEC7Xn7BMAfGGMWAJ9yzmsYYyEA7oNcxORPbd1AQgi5Gm6bBOsZCYJagssESDY3\nTGckOEshz1zpDc48MZij3G8HvPH3XOIQNABTAoogRmmThHQioyYS+vAwSCoOwaaAQ2uFRgiBWjKC\nuzgkvQuOSjNYqAiXwQbmEgEwiJICRnMEbLp6qBV66NRhDePNQg09UVVfDLfkhM6ghUVrhU3phMol\nwW3gYEHqhjndvPOy1dsqoFOFQK+OQl2NCSo9b7TOtxpmcz+Dt2CJb5GSlpYTQq5vgQZvLwFIhByk\nfcAYc3n2wQCs86wnhJAuwW2TULLcDluZBMnuWShd3T7t5wCmBmLGC9DE0PxwhHQmgSswrHgy7KEm\nuBQulFkLEbZbhZrNJQjqHYW8um9R0Os78DCG+wa/izprBQpPfYeIHTdAY9bDabDhXHQBGOTzWBSV\nGJEyDVZHHYpL96MyLwJKF0dhQgnSI0fAzhIxSD0U58S/wOGqbzQvm14dhfDq+1F/pgB25QVsV/wV\ngsBbnLPNq6W0SprTjRDSnEDnebMDmMgYGwjgFgAhAKoBbOecH26H9hFCyBWzlUlw1nE59fEqgzZf\n3AlYzwK6XhS4EdKZeK0E1DGoNUag3gxNnR4AIJqUMNdVQ2FWgosSzK5qSNyJ6NAknMjfAZ0lCBwS\nVCYttFYDzJqqhmqVFkctbM46SA4NRFcoONyAW48apwtBxlBY6s1wigIEjd+8bLUWiDUmSJIbsBtQ\nW10Lpq275JxtXi3N3dYV53QjhHSugOd5AwDO+SEAh9q4LYQQckXcbies1gpotXJqkreapKB0gTs5\nuKNtj8cUgCaKQ3Jx6nkjpB243U5cMFdA6YqAPlgJDlez6YeS0Q2b1gSxQg1RqYYr2AVcEOFSOaFR\nG+AU7DCrayGKaqiZAacLDsOuNMOqq4fWGgSn1gbJyaHgGoiCEiUVBxChS0CUMxW1ggVuxQWo7T0Q\n7mYIC9bDJQHGYB2swTqYzPUIsceBBTNY3NXQGBUQzTaIFhUkRQ2CQ8IAZyzM7hKoVXKKJSGEXK0r\nmaQ7HMAsyD1vYZB73rYB+IBzXtW2zSOEkEtzu504dGQZLNYK6LSRSE95BNXbAFu5E/WH0XjMWhvh\nDuDceheCBjBE3kapk4S0JbfbiR/yVqAuPxEKdwTi45JQGboGZnt502qMR1fC7OqLzKJ+0HINQtX9\nUamqQY1ghrV+Ny7cVg6hVoTDasOhDzdCZw2DUROOvSmfIlF7E6LykhC7NxVWbR1WnHsUClGNrMJ7\ncIPtTsSIv0RVqgM37JWgsWshmNyQnhChDRfRxzEZJ5bvhFivBA/mCJ4Yg/8cfhsW9/fQhybg50Oe\nRE3BSFjr3bBa9sDeazt2Hl3VZStGEjJx4sSE6upqxZYtW451dlvIpQVUbZIx1hfAYchj20QARz1f\nXwJwyLOeEEI6jNVaAYunIpvFWgFTZTVcdRyOKrRL4OblMsmTdlO1SULaVr2tAqZaC7hdD6fLiprq\nCzBdsABophpjrQX66hCIDsDt5hDMHGqbAM4VUNi1qKsog9Nlhdqsg84au68akAAAIABJREFUCoBD\nbwuDYBHh4BY5rVJyQ2XWgtWLUFsNUNYZ4LA7oXYoEVRuhMamAxME8HoO9QUOQWSwVlyAwqQCYwxC\nnYC6snJY7NWA4IYZx2Ex2WA3M7gkO9xWNQSnsctXjCTkelNYWKhijGVt27ZN19ltCUSgUwXkAKgB\ncAPn/Gec8wc45z8D0AdyD9w7bd3ArsgpSTh14QKOlxbD7rQ3LCs1W+GU2nBgDSHksrTaSOi0kYAk\nQGe/Aaw2CHWlLtjPAvJAN46mUVxzywIj6gFVuEDVJglpY0ZNJAwhOjC1GUqFFqFhwTAEy9dWWmUE\naitNOHFuL9QKPQwhOtSFV8GhdkEQAK5hsCsAhYvDLQBGfTKM6mg49VZYtDVgEOASHYABUIRp4NZL\nULvC4NQ44DbYYdPUw2m0QKFUwaVhcPdicGud4BIHCxIg9BIBAIaoCHBPFiQPBmIT+kOtNIK5RUS6\n+iA2sjc0BgalqIXawAGVmSpGEnINs9lsHXYxEGjwNgrAK5zzs74LPc9fBTC6jdrVZTklCctyj+G3\n3/+Aef89gMWbN8Bkt2JlfjFWFhRjZX4xBXCEdCBRVCI95RHEV86Adtt4nFnJ4S6RJ9DlYA1hGm/4\nl/stC5AWMKQAxiQFIkYpKGWSkDYmikrc0n8abvlFGm75RX/0H6HDLf2n4aa+D8F6rD+2/vswtny5\nH5/+8Dwyb7gLlZFr8M3Id3A2Yh9cDgt6VOkQWRvx/9m78/Aoquxv4N9b1VVdvSfp7uwJgUACSQiE\nsIigKIsbi6jjQvgBoyOgqIxk3GAUURx1RFBAUcEZXAZXXBDecRRhRkUQFUUkIptAQvbOnvRedd8/\nQmLCIgQCScj5PE8eumvrU00qyel76h5EFWYi6tPLkYEFGHPBw+h/242Ii8lAsv0S3KK+gou7T0eU\nOAo23hvmQAa6OC5ATHgfKP0uQ1kvBZVpIsSD21Fs2IMS5z6Id+ghKPV/Nun0Mrr98QKET+iBLpMz\nsS33PThMiRhy8GZcWTwb4noBSQN06DlEjxGj++Oi1JupZJJ0GJqm4cEHH4yIi4tLUxSlX1JSUsqy\nZcvCGtafaMSKMZa5cuXK0IbnBw8elMaNG9c1JCSkr8FgyOjZs2fK2rVrLQ3rFyxY4IiPj0+TJKlf\nfHx82sKFC5t9urFjxw79gAEDkvV6fb9u3bqlrl692mo0GjOWLFlib9hmxowZMQkJCWmKovSLiYnp\nfdttt8W63e7GX8z79u2TRowYkWiz2foaDIaMrl27pi5fvjwUAHr27NkbAIYNG9aLMZY5cODA5Ib9\nFi9ebE9MTEzV6/X9EhIS0h555JFwVf2t8StjLPOJJ55wXnbZZYkGgyFj5syZMWf4tp+ylt7zJuDE\nc7apAM77v2JcHh9yKyvhVTUAAgp9KnYX56PE44c3qKKEc5R5/Yg0Km0dKiGdhubWQS0zQHWfzoga\nR4t+dAUBCAI0P4fqAUS61Ak5LZrK4a3lUMwMgtj8GhRFCaHW+lkWG3ql+esE+CqA0EozqhQjPEUu\n5Oz+Ad5ADcx+HfTVVog+AaLKADDogoDBA1QUqwjLTAOr1GCXzWAKA2oBOd8Ed60Xqo5BqlOgr4iB\nT9FQXlMDvd4AXRWHwaWAyx4EuRee6grItt9mfmQ6Bh7GURt0odZTCqPHCsVthiYHwCtlsBoOo0ME\nIMMm04yRpOP485//HLN27drQZ555JjctLc37v//9zzxr1qwuYWFh6k033VR1Kseorq4Whg0blmy3\n24NvvfXWvvj4eP/333/fmOy99tprIbNnz45/9NFH88aMGVO9du1a2/333x8fFRUVyMrKqlJVFdde\ne213p9MZ+O9//7vL7XYL2dnZcX6/v9kPC5PJpC1fvvxAly5dAtu3bzfcfffd8Xq9Xlu8eHEBAEyb\nNq2L1+tl//nPf3aHhoaqO3fubPyt/b///W/XJZdc0mv16tV7BwwY4Nbr9RwAFi5c6HjyySejn3rq\nqbzBgwfXff/994aZM2cmSJLE58yZU9qw/4IFC6IffPDB/GeffTZPEFo6Hnb6Wpq8bQLwEGPsc855\necNCxlgo6u9729SawbVHDoMe8SEhOFBeAq4FEaUX0c0ZhcO//oJyrw9hih5W+bQm8SSEnCbRgCMt\nATT8XiLWGnenCXrAX8qheetflxDScprKsXtLoDF5Sx4sHZPAAfWJ26Zf/olaTylMPBwDcy6Hrk6G\nX9RhW3x/VFTIMMvluGBXPMIru0LQRAAcnAGCxlEn+6CPMCP3pyB8NRzhtYDdzCGEidAn6cAtgDc/\nAI9ORPWBDGjGcnh9xVBlFyxaIhQtFHKNGTy2FKZw+/Hj0tth1IfBY6oEtwGSaAALEcBCzt0fc+T8\n41dVVuSulSKN5oAsiufs5urq6mphxYoVER9++OGeK664ohYAevbsWf7NN9+YXnjhBeepJm8rVqwI\nc7lc0tdff/1LVFRUEABSUlIa535+9tlnI6+55pryhmQoPT295PvvvzcuXLgwMisrq+rDDz+0Hjx4\nUFm/fv2erl27BgBg4cKFeZdddlnPpq+zYMGCwobHycnJ/kOHDhU999xzEQ3J2+HDh+WxY8dWDB48\n2HPkXBpjiIyMDAKA0+kMxsfHBxuWP/3001Hz5s07fPPNN1c07LNv377Cf/zjH+FNk7exY8eWZ2dn\nn/MbWVuaZdyL+pklDzHGNgIoAhABYDiAAIAprRte+yMJAm5J7Y4r4yMQ9FQgxh6Fcr+GWLMBDoMM\nRRRR7Q/CqKMEjpBzRfUAgB+n2f3klDEDYIwVICgMgsRo5I2Q0+StrR91a3xcx2G0Hpu81XhLUXtk\nQiKhkMEqGOATBeiDQIhPRo3CEBvoB5tfARgDFxlUkaPSmQ9V8qGo/0707jkGxTtDAZGhpLuEkFQR\n+lgdmI5BuMaNXz8ugldSIbrtEJgHPqkQXvN2GPwm1PXtCb9XQI/hXaHTy8eNq85XhsHJUyAKOpj6\n2iHUiPXJG5VUk9PkV1W2LOe7SJfXLTsUo39Gav+ic5XA/fDDD4rP52PXXHNND8Z++x4OBoMsOjr6\nlBvv/PDDD8bk5GRPQ+J2tP379yuTJk1qlvgMGTKk9rPPPgsBgJ9//llxOp3+hsQNAC6++GL30SNc\nK1euDH3uuefCDx06pLjdbkHTNNa0vPH2228vuffee+M3bNhgu/jii6uvv/76yosuush9orgLCgp0\nRUVF8j333NPl3nvv7dKwXFVVxnnz/4L+/fuf8DhnU0ubdO880qA7G8BQACmon6hkBYBnOOeHWz/E\nthXQNLg8PjgMekhHvmEkQUC8zQbYbNDUACwBF5yKhDIfg0PRw67IJzkqIaQ16SwM+jgR3nwNDAJa\nvYJbAJgMKBEMSpQA1Q3orIwmKyHkNClmBsXMGkfeFFPza0lTOWrK/aj1aDBIDngCLrA4QAzVQefV\nUKdjqDUw6CQBfkcN/IWA7DcCAqDZRAhhQbiVSthC9XCEhaKq4bVsAgxxOrAjo3zOaDsQeQCoESBz\nFUwxwKfmQgvZD8VzKSTZBINdhCms+b1qFsUJs8GJWk8pzAYnbMbI3+5n05+Tt5Ccx4rctZLL65YB\nwOV1y8WeWinObGvljqXHp6oqA4C33357X7du3Zq9pizLHAAaEqimyYzP52uVX4hNE8aT2bBhg2nq\n1KndZs2aVTBmzJi8sLAwdfXq1SGPPvpobMM2s2bNco0bN67qgw8+sG3cuNE6YsSInnfeeWfRokWL\nCo53zIbEb8GCBbmXXHJJ7e+9vtlsbpNJLk6avDHG5gJ4mXNewBiLB1DIOc8++6G1vYCm4dVdB+Hy\n+uBQ9JjSK6ExgQMATQ0gf9tK+OtKMcLohJIyAU6Tqdk2hJCzL6h58KN4PxzSLZADEZBhA0P9fS8N\niVz99CW//VJgaDrnZPN1MNePsjkyASVcgs4GaAEBhuj6T9ODNRw6C6PJSgg5TYJYXyrpreNQTM3v\nedNUjl2bvNi/qxSaFoQ+Ih2DRsQixBCJwG4/6ir8qJEZTHaGPldIKNqfjqIL3QjxyYjqI8Mcr4Ot\nqjc8n1dB3mMAXCqSrlLg8+GY15JkGSNG90d5eTlCbKHwexl8zAFBHAqLPgIBr+6YfYD6e/KG9rwF\ntV4XzIqDJiIhrSrSaA44FKO/YeQtwmAOnHyv1pGRkeGRZZkfOHBAHjduXM3xtomKigoAwOHDhxu/\n8b/++utmNxJkZGS4P/jgA3thYaHueKNviYmJ3s2bN5tnzZrVOPr21VdfmRMTEz0AkJKS4i0tLZUP\nHjwoJSQkBADgyy+/NGpNJgX84osvzOHh4f6mpZMLFy48ZgQlMTExcM8997juuece11//+tfIFStW\nhC9atKig4R63YDDYeIHHxcUFnU5nYP/+/fo777yzXfavPpWRt4cB/AdAAYADAAYD+OZsBtVeuDw+\nuLz1rQBcXt8xE5EE6lzw19WXTXB3KeyohSRYjnssQsjZU1G5B2qZBJ1gBBM5mNrwAUrTZO1kidZv\nE5cYHIASoUNIhgQ59NgPY+RQStoIOVOCyI5bKumt5ags80ANAIAO/hoZqleGEBThL9XgEwXIKiB6\nAG8dg98jQGcwo9YACDESdCYBmgfQe02AAPBKrcnkIceSZBkRkZEAAL0BsCC+yboTxy+KEmwmmoiE\ntD5ZFPmM1P5FxZ5aKcJwbu95Cw0N1aZPn1708MMPx3HOMXLkyNrq6mph06ZNZkEQ+D333OMym828\nT58+dQsXLoxKTk72VVRUiHPmzIltepypU6eWP/vss5GjR4/u/vjjjx+Oj4/3//DDDwar1aqNHTu2\nZtasWUU333xztyeeeKJuzJgx1R999JFtzZo1Ya+99tp+ABg/fnx1QkKCNysrK2HhwoWH3W63cM89\n98SJosgbRueSk5O9JSUl8gsvvBA2bNiw2rVr19rWrFkT1jSOm2++OW706NFVKSkp3srKSvGzzz6z\ndu/e3QsAMTExAUVRtH//+9/WHj16+IxGI7fb7eoDDzxQMGfOnPiQkJDg+PHjq/x+P9u6daspPz9f\neuKJJ4rO0X/FCZ3KEFEZ6vu4Ab99WN0pOAx6OJT6+oeGckhNDcBXXYgKTx02lrpxwKtHQFXBjE4U\nakbk1dRRqwBCziFVDUDlDJVsFwK6cmiCG5wHIWp+QA1CH6wDNO3U2wKIgGbwQtVXQTAet1SfEHIW\nKWaGELsBogRADEAw1cEWYgELEaCPEiHqAL/MIIYKcMYLUMyscb+G8sumE4bQ5CGkI5JFkceZbf5z\nmbg1ePbZZwvuvffegqVLl0b269cvdfTo0UkffvhhSGJiYmMZ5T//+c+DAHDRRRf1uuOOO7rMnz+/\nWRsxq9Wq/e9//9sdFRXlv/7667tnZmamPvbYYzENidekSZMqH3/88bwXXnghIiMjI/Wll14K//vf\n/56blZVVBQCiKOL999/f5/f7hWHDhvX605/+1PW+++4rZIxBURQNALKysqqmT59eNGfOnLj+/fun\nbtiwwfrAAw80K4fUNA1/+ctf4jMyMtJGjx6d5HQ6g6tWrToAAJIk4W9/+1veqlWrHAkJCX2uvPLK\n7gCQnZ3tWrx48cG3337bPnDgwNQRI0b0XLlypaNr166+s/eun7pjbr47ZgPGVgKYiPqRtzjUT1Jy\nouA55zzxBOvaRP/+/fl333132vsHNA1lXj/sigyRq8jfthLl1eX4a3U6KlUBoqbiYmEfIrqPwHdl\ndQAHLoxy4OaUrlQ+SdqrdjlsdDrXqqoGsG37C9j58ysAACGowFSXjLS8a2HyOGAOagCXoAoS8g0O\niIINv50+h4YA3CwfHut+BK3lsIfFQ4vPQ0nJDwjKVYiNvQB906dSSRRpK+fNtdpSmspRVebG13tX\nIaArgc3sxNCet0DgOgRLg6j2A7YoETpZqG85cJzySx7k9aNuNHkIOfvYtm3b4lNTU9cpinJO7k3r\njLZs2WK48MILU7744otdvzfpSEfn9XrlnJycMZmZmbnHW38qZZPTAGxB/eQkMwF8BaC49UJs3yRB\naCyV9FUXw19XipxACGpVBs6BIBOxX7Whtqwc3mD923m4zkO93gg5BzyeUpSX72p8rum8EAQPFFUB\nE9zQaUYEBRU6LkDh9S3a6tUXETBBhWouREns6xCtQQghiUAQ8OryAQ2oqT0Mj9cFM5VGEXJOCSID\nM1VB05dABFDrKUWt1wWbKQpSlAT7Udser/yS6RjYCUolCSHt32uvvRZiNpu1lJQU7969e/X33Xdf\nXHJysmfIkCHnbeJ2Kk6avHHOAwCWAwBj7GoAf+Oc/3i2A2trDbNM2vQSqnwBOAx6eFUNe8vqUFAj\nIowHUGKQERSAXwM25BUWIqCYoEBBht2Muqoi+KQoSIKAQJ0LkskBgT69J6RVyXIIFIOj2bJawyF4\npRoYgqEICkFwcGgQ4WFBiFDB0PDHnAZV8CEglwNyACIzwSqkgRl9qKstg85vg8UQD4PiOPaFW0hV\nA/B4SmEwOGkUj5AmGhpwWxQnGHTw1nLoFYDVcJgtjmYzOpoVx3FH05oeo7Wur99rIE4IOTeqq6vF\nuXPnxhYVFclWqzU4aNCgmmXLlp3ThtjtUUtbBXQ9W4G0Jw2zTJZ4vDhc60Gs2QCboKJgxwfoUjIQ\nIys4RkLF16EB/Ctej6DejAAAcMALjg9+LURRfg5iDQKusZWDe8ohm5yIybyZEjhCWomqBvDDjpfw\n64F/N1uuCSoOhxShm9+GAAtCUXUAgoj0Hcau8K9QbdmJgFADJmgIqRkMRQhDdNlE6GUr9CVRCI9N\nQgS/vn52yTITGD+z3nGqGsCOnf+E21MKo8GJ9LRbKIEjBEc3uo5AeOUk+KqB8H0B2M2AECZiyFU3\noy5YBrPigMB1CKz1NCZv0lgDNBZsPIbZUF9aeabX16k2ECeEnF133nlnWXud8bEtnUqrgGtbckDO\n+funH0770DDLpNcbgLeoEtulcngCJQj1pWJslQaDn0OvAUNK/Nht5PjWUV8eafdzlMkMQUHAzoAR\ngYALBb5DiDKb4K8rRcDtgt5C5VeEnClVDaC49EcUFn2Lo+dQkoJ2GPwO6DiHxCUIXABnDLLGYA4a\nUarkw23YDTkQAanKCk0LQlcXCl0wBKrshdflh6SzQKdnUGuBYA0/o9klPZ5SuI8083V7SqkMk5Aj\nmja6rq10w1DlgdGnAFUaVEUAq9Qg1IiwOeqvF82lglfWTwjGKzXwSg1VcimqXX6A2VAbqEBtvgvW\n6EgwHTvte95OtYE4IYS0hVP5SHn1Uc8b/lJix1kGAL9bYM4Ymw3gWgDJqJ/45GsAsznnO5tsw1Df\nomAagFAAWwHcwTnPOYV4z5jDoIdDp4Np2yGk1frhkgV8FBGGeXs9CPNz6Hj9NJ3hQeDR3QF8UBWE\nW5IQFuBwyQLeiJNQIxixjcdilOtjWDx6hCYMhWQ88/IrQjo7VQ1g+08vIzfvC1RU7j9mfUBXBrdS\nDK/OAkUUIHAdABF+MQgNTjgrrkKgZhDABRj88RBVGR77bnBFhKQ6YHAqYEJ94tYajbgNBieMBmfj\nyFtrlGEScj5o1ug6xAgLDPBVA7AJEHXHzhLZ8LwhIeMWhsKvQ8F3XQ0eDKJbdQByuBEBuwe6KxUE\nP/Y2G6U71QTuZA3ECSGkLZ1K8ta0VDIWwCoAa1Cf1BUDiABwPYBxqJ+V8mQuAbAMwLeoTwAfBfAZ\nYyyFc15+ZJv7APwFwB8B7AYwF8B6xlgy5/y4DQNbkyQIuCI0FD/5VNQAcPg1DCkHzEGOIAOkJqmq\nAKBPFUeuWYNHZHD4NYT5gRIF4EzAN1IGks1lcCaPppJJQlqBx1OKmpo8BIN1aDoFSQMuBJEf/jpK\nQ5yQVA5BEyAHLfAJCuw1lwGMQ/HHgoHBECPDpEQjeWRXcHM1pIAdsq3+Om2tRtyiKCE97RZ4vC4Y\nqJkvIY2ObnTNoIO3jkM/Ugar4ceMmDEdgzTW0JiQeeo43FUMBtEOyR+E1cehqQKESg1abvCYUbpT\nnbzk9xqIE0JIWzuVCUsONTxmjC0F8BrnfG6TTfYA+JIxVglgNoAxJzne5U2fM8YmAagCMATA2iOj\nbncDeJJz/t6RbaYAKAGQBeClUzivMxLQNLj1AkS9DswfRJksYLeJoU4ArEEgAEBCfeapAchVgGIZ\nsKqASxZQfuRvM8Y1xKMIQX0UjboR0koMBicsljhUVh0EY0ZwfuykU1wIwiu74A2EA1IJmFAAIagg\ntO4iCJoBfqUEOp0eNlsXKGF6GMMlCDpTs2O0ZiNuUZSoVJKQ4zi60XVjeaL++Ns3nUFSMQOmEIba\ncgEQJQia2jhiJ8TroOUcSeCsHNVSMSzqqU9ocqIZLAkhpK219E784QCWnGDdlwCyTyMGC+oHsCqO\nPO8KIBLApw0bcM49jLEvAFyIs5y8BTQN/9yxD9LGfbB4gvCKDALnGF8UBBhQJ9YncA0/0gUAPesA\nh8qxMFFGkVFEUGAAV2HUqvH/dIPxRXEdHtr6MpIuvJ1G3wg5Q6IooW/vW9Gty+X4YcdLOJi7/pht\nuCYhrPD/YPTZ4NZXoSLiLUSV3QhRM8IcGonQS8MRHd0fuqCpVUbXCCHnniAy9BwiI753/Qibwcia\njdhJYw1Qy/3YXPQqavaWtNqEJoQQ0pZaOtdmFYArTrDuiiPrW2oxgO2o7yUH1CduwLG95IqbrPtd\njLF5jDHOGOMFBQUn36EJl8eH0uIqWD0qOICQAEeUj8MW5DCpAGP1o26NrwXArAKhAQ6LivrEDQCY\nAL9gggYBNYIJe1zFCLhdLYqFkPPd6V6roihBkhS4mvR4ayYQDqPPBgAw+myQvD0gBR0AY+ABwGFJ\nhdFigxwqUOJGyCk4k9+rZ5MgMphDRZhDRYh6AYJDbCy1ZDqGWlMZavwlAH7rFUcIIR1ZS5O3pQCy\nGWOvMcauZowNPvLv6wBmAXiuJQdjjC0CMBTAdZxztYWxnBDnfB7nnHHOWXR0dIv2dRj0CAu3okoR\nADDkKwLyFQFVOoZaHYOfNb/LhgOoFYFymeGAqcnbyTXoNQ8YNFi1OvQIC4cWDEBTA61xioScF87k\nWjUYnIiOGnT8lVIJ3PoqcADV+lp4lf0I6FwQBB0kqwizPezMgyekEzmTa7UtNUyKAqCxVxwhpOOI\niYnpPXfu3Ij2cpz2oKV93p48cm/bXwH8H+pzFwagAPWzQb5wqsdijD0D4CYAl3LOf22yqujIvxEA\ncpssj2iy7qzSRAGrExRIdQGUy/UJmdOnobrAiwvLVFQzICACjAM/WwC3LOGlrjK8OgHgHGAcOqgw\nw4NeoaG4PaU3ULAJBdtfp35vhLSS+vLJ6TiUuwE+X2WzdUwIoDTqDezBQLj0ARhYVxhN69HVOQop\ng66ATi+3UdSEkHPp6ElRqGSSkPNbdnZ29Nq1a0P37t3bbIb6b7/9dpfFYtHaKq7W1OIW5ZzzFwHE\nA0hA/T1oCQDiWpi4LQYwAcBwzvkvR60+gPokbVST7RUAFwHY3NJ4W8rl8eFQdR3cnKNEqb9/LSgw\naIzBGWAQwaAXAIgMQYlBk3TgAmDUGsolGQAGjengYwo0nQLorQh46ifSbOj3Rgg5c6Wu7VBV/3HX\neUQRpQYvuKDCzQyo4gH4dUUI8OpzHCUhpC01TIpCiRshnVd0dHSw0yZvAMDr5XLOtx75l598r3qM\nsecB3Iz6mSMrGGORR77MDccG8CyA+xlj1zLG0gC8AqAWwBunE29LOAx6dLGaoBcF6DQNEV4NOq2+\n+Xa+IqBOB/hEhhodg0sW4BWOzDApH0neOIcADToehAl+dHFEISIsErKpvmxDNjlp5klCWklk+ADo\nZSvYcX6UGbkXRu458tgDu94EiyWO+qwRQk5IUzncVRo09ZT/rCGkwxs4cGDyxIkT46dOnRprs9n6\nhoaG9pk/f364x+NhkyZNirdYLH2joqJ6P//88433HBw4cEAaM2ZMN6vV2tdqtfa95JJLuv/000/N\n5omdPXt2pN1u72MymTL+8Ic/JNxzzz1RMTExvRvWf/7558YhQ4b0CA0N7WM2mzMyMzOTP/vss+ZT\nPx9l79698qhRoxJNJlOGyWTKuOyyyxL3798vAcCSJUvszzzzTNS+ffsUxlgmYyxzyZIlduDYsskF\nCxY4EhIS0vR6fb/Q0NA+Q4cO7REIdIxbm1o62yQYY/EAxqO+55ty1GrOOf/zSQ4x48i/G45a/giA\neUcePwXAAOB5/Nak+7Jz0eMNAJgWhMVfjmvyJNj9DC6Z4Y1YEf+K0fCJUw8RDCoDKiQBVpWhXAKC\n3It432Eosh5OvQnXxYchMm4E4sLCIQkCYjJvRsDtgmR0UMkkIa3EYLBh3FVvIjd/I3b89Cpqan+r\ntBYBDNLKUcPdMCEIg9QFKclZ9Ok7IeS4NJVj95ZAY3Pu5MES9XgjncaaNWvs06ZNK960adOu1atX\nh8ydOzdu/fr1tlGjRlVt2bJl14oVK+yzZs1KGDNmTE1YWJh66aWXJmdmZtauX79+tyzL/Mknn4y4\n/PLLk3bv3p1jsVi05cuXhy5atCj6iSeeyB05cmTNm2++Gfrcc89FWq3WxjkuqqqqxKysrLLBgwfn\nMcbwzDPPhF977bU99uzZ81NkZOQxc2Goqopx48Z1VxRF+/jjj3cDwF133RV/9dVXd9+xY8euW265\npXznzp2G9evX2z7//PPdABAWFnbMcb744gvj7NmzuyxduvTAiBEjasvKysRPP/3Ucjbf39bUouSN\nMXYtgDdRP2JXAuDoeiUO4HeTN875SX8SHhl9m4ffkrlzxuXx4XCFCyYvg8Nff0IOP0dYACjXSyiW\nRGgQ0HC7n/fI34E6LkBhQLTMIAgqYmOSEe/4bXJMQZSgt1CfJ0Jam8FgQ4i1KzgPgEEEhwqAQaeT\nIYpehKgBMMbg81ehuvYgDIY+bR0yIaQd8tZyeGv5b4/rOPV6I21uEshmAAAgAElEQVTGr6qsyO2W\nIo3GgCyKZ30ouHv37p5FixYVAEBqamrxkiVLInU6HX/ooYdKAOCpp54qXLZsWeTGjRvNVVVVAucc\n77777kFBqK98WbVq1SGHw9H37bfftt16660Vy5Yti7juuutc2dnZLgBIT08v+uKLLywHDx5sHPgZ\nN25cs0GZV155JTciIiLk/ffft82YMaP86Bg/+ugj6549eww///zzT8nJyX4AePPNN39NS0vr/dFH\nH1nGjx9fYzabNZ1Oh/j4+ODR+zc4cOCAbDAY1JtuuqkyNDRUA4DBgwd7zvhNPEdaWjb5GOr7r0Vw\nzmM4512P+up2FmI8pxwGPbqEOeFTNJTLAMDhkhmqJRUmrRYCV8HAAa6BcQ048ljWvIhBJZgow6GX\nEBF6Sl0NCCGtIDQkCUZDOMDqf6QxCBBFBSZjBARRBpgIoxIFs9YdWpDKoQghx1LMDIqZ/fbYRIkb\naRt+VWXLcnZGrvj556hlOTsj/ap61r8ZU1JSGpMXQRBgt9uDqampjcv0ej23Wq1qcXGxbtu2bab8\n/Hy92WzOMBqNGUajMcNqtWZUV1eL+/fv1wPAr7/+qgwcOLCu6Wv079+/2fP8/HxdVlZWl4SEhDSL\nxdLXbDZnlJeXS7m5ucedVSwnJ0dxOp2BhsTtSNx+p9MZ2Llzp+FUz3XcuHHVUVFR/m7duvUeN25c\n16VLl9orKipO61ayttDSsskuAGZyzo/Jhs8XkiBgcmp31ASC2BtSjLoqDR5ehn6+XzG8Zj3+Y74M\n1YIZJq0OF7i34nPLcJQYEmHRhyAmZhyuijIjxh4FvaQ/+YsRQlqFKEqIjMiELFugkwwAF8B5AB5v\nBSIjMiAJVnSvuRtVm3SoswbguFSi/m6EkGYEsb5U0lvHoZgYlUySNlPkdktlHq8MAGUer1zs8Uhx\nZvPxZ+dqJTqdrtknm4wxSJJ0zDJN06BpGnr27Ol+6623fsVRnE7nCUe8jjZhwoSuLpdL9+STT+Z1\n797dpygKv+yyy5L8fn+LEynGTv16DQ0N1XJycn7++OOPLZ988ol10aJFkfPnz4/55ptvdiUkJLT7\nG99a+uZ8B6Dr2QikPanyBaAyEUZbOFwmGYrog8ZEVOtCIDENdl4NhakQBQECAFkAVCah2KvBaI2k\nxI2Qc8zjKYXPXwlFCYPfVw2N++H1VaGurgCcc6g1HL5KHzjX4HbVoCz/AKqqc6FS30VCSBOCyGC0\nCpS4kTYVaTQG7AbFDwB2g+KPMBja1S+rfv36uQ8dOqSPjIwMpqWl+Zp+RUREqADQrVs377ffftts\n8pFt27Yd/dw8ffr0kptuuqmqf//+XpvNppaWlp7wxvTU1FRvaWmptHv37saRuZ9//lkuLS2V0tLS\nPAAgy7KmqidvHS1JEsaNG1fz/PPP5+/atetnj8cjrF692tbCt6JNtHTk7XYAbzLGDgP4jHPerr6Z\nWovDoIdD0aMwGITXV4dCzQSLEAZnsBRWtRrVohVmrRa75GRUClbU+nyw+sphEQsQKiW3dfiEdDoG\ngxN6OQR7f/0IqhqA31+L+vtSOTzeMkiCDVJVL5hZIqrVPSjY+joUYwjiYi9C39630iQmhBBC2g1Z\nFPmM1LSiYo9HijAYzsk9by0xbdq08qVLl0ZeeeWV3efNm5efmJjoP3DggPz++++HzJw5s7R3796+\nGTNmFM+cObPrgAED6kaMGFH79ttvh/z444+mphOWJCQkeN966y370KFD62pra4X77rsv9ujRvqau\nvvrq6qSkJM+ECRO6Pfvss7kAMHPmzPiUlBT32LFja44c019YWChv2rTJmJiY6A8JCVENBkOzY775\n5pu2ffv26YcPH17jdDrV//znPxa32y2mpaV5z9Z71ppaOvK2FUAygHUA3Iyx6qO+qlo/xHNPEgRM\n6ZWAqyIN6CVWIlEfQJQiQBfZD+NtVbg+XMW1fYaARWQijlUgMXgQ19T9B1cFvwO8521FKSHtlihK\niIm+ADpRgU5UAPAjJRT1JR6ipENh+JsojV6N4sh3ENRqEQjUoqYmDx4v9V0khBDSvsiiyOPMZn97\nS9wAwGKxaF9++eUvXbp08U2aNCkxPT097dZbb+1aWVmpczgcKgBMmzat4u677y549NFHYwcNGpSS\nk5NjmDRpUqler2/stfbyyy8frKurE4YMGZLyf//3f90mT57siomJOWF5qCAI+Oijj/aFhYUFrrzy\nyuQrr7wy2el0BtasWbOvYeKUKVOmVAwbNqzqqquuSoqOju6zYsWKsKOPExYWpq5bty5k9OjRyenp\n6WlLly6NXLRo0cErrrii9iy8Xa2OtaBFGxhj81D/cfYJcc4fOcOYWlX//v35d999d1r7+gI+PP/f\nNXD5ArDrdbjGUg7N44IoGRE5YDpe35OPfXv+B5OnAJcHv0FUz9GIGzidWgGQ9q5d1gOdybUKAH6/\nG5/978+oqyuFx+M6MuskIAg6KHo7jEY7nI4+KCj8Gh6PC3q9FfGxlyCjz3QaeSPt1Xl5rZ5Nmsob\np/qn0kdyDrFt27bFp6amrlMU5azem9aRjRo1KlFVVbZx48Z9bR1Le+b1euWcnJwxmZmZucdb36Ky\nSc75vFaJqoPQS3rccenVKK4oQkRoJESu4vA3L0D1u+Ha8QamZExBafwNUGr2w2CcAkNIHCVuhLQR\nWTZi5CWLUVG1FyZjDKqq9wMcsNkSUefOR6itB0RRQo/EMdi15234vFVgrMNMLkUIOQnq00ZI+1FT\nUyM8/fTTzrFjx1ZJksTffPPN0A0bNoS88sor+9s6to6uxU26Oxu9pEd8eBcAgK+6EGrACzAB/rpS\nwFuO2JAoIKR/G0dJCAHqE7gIZ30fN7PJ0bi86WNJp4BrKmTZDK+vHB6vC2YT9WAkpKOjPm2EtB+M\nMb5+/Xrb4sWLo3w+H4uPj/ctW7bswOTJkyvbOraO7qTJG2PsIwB/4ZzvPfL493DO+dWtE1r7I5kc\nkE1O+GuLIUpGiPoOMSkNIZ2Oqgbg8ZRClkNQ5y6Ax1sJR1gKZNkIg8EJo8EJt6cURoMTBsVx8gMS\nQtq9hj5tDSNv1KeNkLZjNpv55s2b97R1HOejUxl5swAQjzy24iT3vJ3PBFFCVN//Q97WFxAMuFG4\n/V+IybyZSiUJaUdUNYAdO/+JOncxKqsOoqbmMDQeRIitG0ZdugSybER62i3weF0wKA66342Q8wT1\naSOEdAYnTd4455c2eXzJWY2mA1C9VdCCXrAjpZMBtwt6C5VcEdJeeDylcHtKEQx6UVdXhGDQA8YY\n3O4SVFTtRYSzD0RRolJJQs5D9X3aKGkjhJy/WnzPG2PMBGAEgFgAylGrOef8mdYIrL1qLJ2sK4Vs\nckIyUskVIe2FqgagagEoih2cazCZIqFpQWg8CKMxHKG2Hm0dIiGEEELIaWtR8sYYuwjABwCO6Zlw\nBAdwXidvgighJvNmBNwuSEYHlUwS0k40lEu6PaVQ9GHonXozDIoddZ5CeD1VsIf1hCwb2zpMQggh\nhJDT1tKRt8UA9gGYDuBnznmg9UNq/wRRolJJQtqZhnJJAPD6yiGKOsiyEbKcCNDcQoQQQgg5D7S0\nyVEygIc55z92lsRNUwPwVRdCUzvF6RLSYTXMIgmAZpEkhBBCyHmppcnbLwDsZyOQ9khTA8jfthKH\nt/0T+dtWUgJHSDsmihLS025Bn95/QnraLTSLJCGEENKOZWdnR/fo0SO1NY8ZExPTe+7cuRGtecz2\npqXJ290A7meMpZyNYNqbQJ0LvtpiqH43fLXFCLhdbR0SIeQoqhpAbW0BVDXQOIskJW6EEEJI+/bw\nww8Xffnll7+0ZQxLliyxG43GjLaMoaVOpUn3T2je2y0KwA7GWCGAiqM255zzPq0YX5sSFRt8VXnw\nu8sgG+3UlJuQdqbpJCVGg5NG3AghhJAOwmazaTYb/W3dUqcy8rbtqK91AF4H8Nlx1n1/dsJsG6q3\nCootDmZnTyi2OKi+qrYOiRDSRNNJStyeUni8NDpOCCGEtMTAgQOTJ06cGD916tRYm83WNzQ0tM/8\n+fPDPR4PmzRpUrzFYukbFRXV+/nnn2+cbX7GjBkxCQkJaYqi9IuJiel92223xbrd7sYmiw0lkcuX\nLw+Ni4tLM5lMGSNHjkwsLCzUHb1N01iWLl1qT0pKSpFluZ/dbu9z7bXXJjSsY4xlrly5MrTp9icr\nk5w3b15EUlJSisFgyAgPD0+/8cYbu7hcLhEA1q1bZ/nzn/+c4PF4BMZYJmMsMzs7O/pExx04cGDy\n5MmT4xuev/rqqyFJSUkpiqL0s9lsfQcMGJCcl5fX4jZsLXUqTbr/eLaDaK8kkwOyOeKYnm48qIFX\ne8CsBjBdSytPCSGtpWGSkoaRN5qkhBBCCGm5NWvW2KdNm1a8adOmXatXrw6ZO3du3Pr1622jRo2q\n2rJly64VK1bYZ82alTBmzJiaLl26BEwmk7Z8+fIDXbp0CWzfvt1w9913x+v1em3x4sUFDcfMz8+X\n33333bDVq1fvr6mpESZPntztL3/5S8wbb7xx6HgxLFiwwPHggw/Gz549O//aa6+trKmpET799FPr\nmZyXIAj86aefzktOTvbt27dPnjVrVvytt94a/+GHHx4YOXJk7aOPPpr3+OOPx+zevfsnoH408FSO\nm5ubq7v11lu7zZkzJz8rK6uiurpa+PLLL81nEuupOuvZYUd2vJ5uPKgh+Okv4NVeMKsC3WU9KYEj\npI00TFLi8bpgUBxUMkkIIeS84Fc1VuT2SJFGQ0AWBX7yPc5M9+7dPYsWLSoAgNTU1OIlS5ZE6nQ6\n/tBDD5UAwFNPPVW4bNmyyI0bN5pvvvnmigULFhQ27JucnOw/dOhQ0XPPPRfRNHlTVZW99dZbB+12\nuwoAkyZNKn3zzTdP+Cnr008/Hf2nP/2peN68ecUNy4YMGeI5k/OaO3duSdM4PR7P4aysrO6qqh5Q\nFIXbbDaVMYb4+PhgS46bm5srB4NBNnHixIqkpCQ/AAwYMMB7JrGeKkreTuLonm682gNe7T3y2Fuf\nxIVR419C2krDJCWEEELI+cCvauyFnfsiXR6f7DDo/bendS862wlcSkpKY5IkCALsdnswNTW1cZle\nr+dWq1UtLi7WAcDKlStDn3vuufBDhw4pbrdb0DSNqara7JhRUVH+hsQNAKKjowPl5eXH/ZQ1Pz9f\nV1JSIo0aNaqmNc/ro48+sjz55JOR+/fvN9TW1oqapiEQCLC8vDwpISHhtKeRv+CCC9yDBw+uzsjI\nSB06dGj18OHDqydNmlQRHR3doiTwdNCQUQsxqwHMqhx5rDQ+JoQQQggh5EwVuT2Sy+OTAcDl8cnF\nbu9ZLyvR6XTNkkPGGCRJOmaZpmnYsGGDaerUqd2GDx9e/d577+3dunXrz/fff39+MBhkTbc/0f6n\nizEGzpvnsIFAgJ1gc+zZs0e+4YYbeiQlJXlXrVq1f8uWLT8vXrz4IAD4fL4T7nei12p6fjqdDps2\nbdq7Zs2aPWlpae7XX3/dkZycnLZlyxbDaZxai1Dy1kJMJ0B3Wc/GLyqZJIQQQgghrSXSaAg4DHo/\nADgMen+EUWlXjYa/+OILc3h4uH/BggWFw4YNc/fu3dt36NAh+UyOGRMTEwwPDw+sX7/ecqJtQkND\ngwUFBY2JbF5ens7lcp0wsd28ebMxEAiwl19+OW/kyJF16enpvoKCgmZxyrLMNU07JpELCwsLFBYW\nNh7b7XazX3/9tdmIjSAIGDlyZN3ChQsLd+zYsSs8PDywatWqsKOP1dqobPI0MJ1ApZKEEEIIIaTV\nyaLAb0/rXlTs9koRRuWc3PPWEsnJyd6SkhL5hRdeCBs2bFjt2rVrbWvWrDnjpCU7O7tw7ty5cRER\nEYFrrrmmqra2Vvjkk0+sjzzySDEAXHjhhdUvv/xy+MUXX1wriiKfPXt2rF6vP+FQXq9evXyapmH+\n/PkREyZMqPj888/NL730UnjTbRITE30+n4998MEH1gsuuMBtNps1i8WiXXTRRTVvvfWWY/z48VWR\nkZGBRx55JKppWeiGDRtMn3zyiXX06NFV0dHRwa1btxqLiorkpuWnZwslb4QQQgghhLQjsijwOIvR\n39ZxHE9WVlbVV199VTRnzpw4n88nDB06tPqBBx4oeOCBB+JPvveJ3X///aWyLPPnnnsu4rHHHou1\n2WzqpZde2tina+nSpYcnT56ccMUVVyTb7fbA/PnzD+/fv/+E9y8NGjTIM3/+/LwlS5ZE/v3vf4/J\nyMionT9//uGpU6d2a9hm1KhRdVlZWaW33HJL18rKSt2sWbMKFy1aVDB//vzC3NxcecKECYkGg0HL\nzs4uLC4ubhy1Cw0NVb/++mvzP/7xj/CamhoxMjLSP2vWrIIZM2aUn8l7cCrY0fWc55v+/fvz7777\nrq3DIKQ9+d0677ZC1yohx6BrlZCOgW3bti0+NTV1naIo7TLhIh2H1+uVc3JyxmRmZuYebz3dsEUI\nIYQQQgghHQAlb4QQQgghhBDSAVDyRgghhBBCCCEdACVvhBBCCCGEENIBUPJGCCGEEEIIIR0AJW+E\nEEIIIYQQ0gFQ8kYIIYQQQgghHQAlb4QQQgghhBDSAVDyRgghhBBCCCEdACVvhBBCCCGEdGKqqiIr\nK6tLSEhIX8ZY5rp16ywn2+e6665LuPTSS7ufi/jIb3RtHQAhhBBCCCGk7bzzzju2d9991/7vf/97\nd3Jysi88PFxt65jI8VHyRgghhBBCSCe2d+9evdPpDIwaNaqurWMhv4/KJgkhhBBCCOmkrrvuuoSH\nH344rrCwUGaMZcbExPQeOHBg8uTJk+OP3u5EZZJPP/20w2639wkGg82Wjx07tuvw4cMb93njjTds\nqampvfR6fb+YmJjed911V4zX62UN61999dWQpKSkFEVR+tlstr4DBgxIzsvLaxxsevvtt23p6ek9\nFUXpFxIS0nf48OHd3W43AwCv18tuv/32mIiIiHSDwZCRlpbW67333rM27Ltu3ToLYyxzzZo1lvT0\n9J4N22zatMnYsE1ZWZk4fvz4rmFhYX30en2/2NjY3o8++mj4Gby9rY6SN0IIIYQQQjqp5cuX5919\n992FERERgUOHDv347bff7mrpMaZMmVJRW1srfvjhh43JUlVVlfDZZ5+FZGVllQHAe++9Z502bVq3\nadOmlXz//fc5L7744sG1a9eGzpw5MwYAcnNzdbfeemu3CRMmlP344487P/vss18mTJhQ1nC81atX\nWydOnNj9kksuqf7qq69+Xr9+/S8XX3xxjaqqDABuuOGGhM2bN1teeeWVX7dt25aTlZXluummm7pv\n2bLF0DTWBx98MPZvf/tb/ubNm3eFhIQEJ0+e3FXTNABAdnZ29C+//GJ477339v700087X3zxxYOx\nsbGB03pjzxIqmySEdDpakCNYw6GzMAg6dvIdCCGEkHPIr2qsyO2XIo1yQBYFfjZfy263qxaLRRVF\nkcfHxwdPvsexnE6nOmzYsKp//etf9j/84Q/VALBq1aoQnU7Hs7KyKgHgiSeeiLr99tuL/vznP5cB\nQGpqqq+ysvLw9OnTu7744ouHc3Nz5WAwyCZOnFiRlJTkB4ABAwZ4G17j8ccfj77iiisqlixZUtCw\nrGF9Tk6Oft26dWG7d+/+qUePHn4ASElJKd24caP1+eefdw4ePDi3YZ958+bljx07tgYA5s6dW3D5\n5Zf3PHDggJSYmBjIy8vT9+7d233ppZe6AaAhjvaEkjdCSKeiBTlc/w0gWM2hszI4LpUogSOEENJu\n+FWNvbijILLMG5DtiuS/LT266GwncK1h4sSJZTNmzOhaU1MjWCwW7a233rJfccUVlUajkQNATk6O\n8aeffjI9//zzkQ37cM7h9XqFvLw86YILLnAPHjy4OiMjI3Xo0KHVw4cPr540aVJFdHR0EAB27dpl\nmDhxout4r71161Yj5xx9+vRJbbrc7/ezCy64oKbpsv79+3saHsfHxwcAoLCwUEpMTAzcdtttJVOm\nTElMTk42Dhs2rPrqq6+uHD16dG3rvUtnjpI3QkinEqzhCFbX/w4MVtePwMmhlLwRQghpH4rcfqnM\nG5ABoMwbkIvdfinOopzTESBBEDjnzfPFQCDwu78sb7jhhqq77rqLv/HGGyFjxoyp3rx5s+X999/f\n27Cec86ys7MLJk6cWHH0vtHR0QGdTodNmzbt3bhxo+njjz+2vv76647HHnss5tNPP909ePBgz9H7\nNKWqKhhj2LRp0y5ZlpsFbjKZtKbPm65nrP6UGsomb7jhhuqLLrrop/fff9+6ceNG6/XXX9/jqquu\nqli9evXB33v9c4mSN0JIp6KzMOisrHHkTWehxI0QQkj7EWmUA3ZF8jeMvEUY5XN+z5Xdbg8WFxdL\nTZft2rXLGBsb6zvRPgaDgY8ePbrirbfeCnO5XDqHwxEcPXp046hXSkqKe/fu3UpaWtoJjyEIAkaO\nHFk3cuTIugULFhT26NEjddWqVWGDBw/O79Wrl+e///2v9S9/+csxo2+DBg1yc86Rn58vNZREnq6o\nqKjgHXfcUX7HHXeUr1ixomr69OndPB7PIYPB0C5GP9t18sYYmwHgXgBRAHIA3M05/7JtoyKEdGSC\nrr5Uku55I4QQ0h7JosBvS48uKnb7pYhzcM/b8VxyySXVDz30UPyqVatsaWlp3qVLlzqLioqk30ve\nAGDy5MllY8eOTcrLy9OPHz++XBTFxnV//etfC2688cbud999t3/ixInlOp0O27dvN2zdutX04osv\nHt6wYYPpk08+sY4ePboqOjo6uHXrVmNRUZGckpLiAYD777+/MCsrq/vMmTOjp0yZUs45x//7f//P\nmp2d7UpPT/eNGzeufPr06Qkul+vwoEGD6lwul+6zzz6zJCYm+qZMmVJ5Kud99913R2dmZrr79u3r\nCQQC7MMPPwyNjY31tZfEDWjHyRtj7EYAiwHMALDpyL8fM8ZSOOe5v7szIYT8DkHHqFSSEEJIuyWL\nAj/XpZJNzZw5s2zHjh3GO++8MwEA/vjHP5ZedtllleXl5b+bO1x++eW1ERERgf379yurVq36tem6\n6667rvqdd97Z97e//S3qpZdeihBFEQkJCd6srCwXAISGhqpff/21+R//+Ed4TU2NGBkZ6Z81a1bB\njBkzygHgxhtvrAoGg/sef/zx6BdffDHSZDKpGRkZdffee28pALzzzjsHZ8+eHfXQQw/FFhcXSzab\nTU1PT68bNWrUKY/E6fV67ZFHHonJz8+XZVnmffv2rf3www/3tfDtO6vY0fWs7QVjbCuAHZzzqU2W\n7QWwmnM++1SP079/f/7dd9+djRAJ6ajaZdZC1yohx6BrlZCOgW3bti0+NTV1naK0XcJFzg9er1fO\nyckZk5mZedzBqnbZ540xJgPIBPDpUas+BXDhuY+IEEIIIYQQQtpWu0zeADgAiACKj1peDCDy2M2b\nY4zNY4xxxhgvKCg42eaEkDZC1yohHQNdq4QQ0j601+TtjHDO53HOGeecRUdHt3U4hJAToGuVkI6B\nrlVCCGkf2mvy5gKgAog4ankEgKJzHw4hhBBCCCGEtK12mbxxzv0AtgEYddSqUQA2n/uICCGEEEII\nIaRttdtWAQAWAXidMfYNgK8A3AYgGsCLbRoVIYQQQgghhLSBdpu8cc7fZozZATyI+ibdOwFcxTk/\n1JLjbNu2zcUYO5V9ogF0xruwO+t5A5333Pdxzru3dRBHo2v1pDrreQOd99zpWu2YOut5A5333Pd9\n9913w9s6CNI5tNvkDQA458sALDvDYzhPZTvGGOecd7q7sDvreQOd99wZY+2yuSNdq7+vs5430HnP\nna7VjqmznjfQec+9vV6r5PzULu95I4QQQgghhBDSHCVvhBBCCCGEkFa1bt06C2Mss7Cw8Iwr/Rhj\nmStXrgxtjbg6unZdNnmOPdLWAbSRznreQOc9945+3h09/tPVWc8b6Lzn3tHPu6PHf7o663kDnffc\nO/x5Dxw4MLlnz56e1157LbetYzmeQ4cO/eh0OtW2jqM9oJG3Izjn89o6hrbQWc8b6Lzn3tHPu6PH\nf7o663kDnffcO/p5d/T4T1dnPW+g8557Zz3vc8Hr9TIAiI+PDxoMBrq3EJS8EUIIIYQQ0mldd911\nCd9++6359ddfdzLGMhljmTk5OfobbrihS0xMTG9FUfp16dIl7cEHH4xQ1frBr48//tis0+n65ebm\nNqviu+uuu2KSkpJSTvRar776akhSUlKKLMv9IiMj0++///5ITdMa18fExPTOzs6Ovv766xMsFkvf\na665pitAZZNNUfJGCCGEEEJIJ7V8+fK8vn371v3hD38oO3To0I+HDh36sVu3bv7o6OjAG2+8sf/H\nH3/c+dBDD+UvXrw4asmSJQ4AuPLKK2vj4uJ8y5cvtzccR1VVvPvuu/ZJkya5jvc6X375pfGWW25J\nHD16dOV3332X8/DDDx9eunRp1BNPPBF+VDwRycnJni1btux66qmn8s/u2Xc8dM8bIYQQQggh7Yhf\n5ay4TpMiTEJAFs9uKwK73a5KksQNBoMWHx8fbFj+7LPPNvbsS05O9n///ffGd999N2zWrFkuAJg0\naZLrX//6l+Oxxx4rBoD33nvPWl5erps6dWrZ8V5nwYIFEQMGDKh55plnCgAgPT3dt3fvXmXJkiWR\nf/3rX0saths4cGBNwzHJsWjkjRBCCCGEkHbCr3L20nZ35D92uKNe2u6O9KuctUUcTz31lDMtLa1X\naGhoH6PRmPHyyy9HFBQUyA3rb7vttrLDhw/r169fbwKAlStXOkaNGlUZGRl53IlF9u3bpwwaNKi2\n6bKLL764pqSkRCovL2/MSTIyMurO1jmdDyh5I4QQQgghpJ0ortOkMo8mA0CZR5NL6jTpXMewYsWK\n0IceeiguKyvLtXbt2r3ffPPNz5MmTSoNBAKNiWR0dHRwxG0aeUMAACAASURBVIgRlS+//LKjqKhI\n3LBhQ8if/vSn45ZMngxjv+WnJpNJ+51NOz0qmySEEEIIIaSdiDAJAbtB8Jd5NNluEPzhJiFwtl9T\nkiStYTISANi0aZM5PT29bs6cOaUNyw4cOKA/er+pU6e6Jk+enNi1a1efw+EIXH311dUneo3u3bt7\nt27dam667IsvvrBEREQEQkNDKWE7RZS8EUIIIYQQ0k7IIuPT+xqLSuo0Kfwc3PMGAPHx8f7t27eb\ndu/eLVutVq179+6+1atXO9555x1rr169fK+99lrYt99+a7Zarc1KIsePH19ts9mCixYtir7jjjuK\nRFE84Wvcd999xcOGDeuVnZ0d/cc//rHsq6++Mr300ksRc+bMoUlJWoDKJgkhhBBCCGlHZJHxWKvo\nPxeJGwDMnj27SJIk3rdv39To6Og+V199ddXo0aPLb7311m4XXnhhr0OHDsnTp08/ZhIRQRAwYcIE\nVzAYZLfddtvvlkwOHTrU/c9//nP/unXrQjIzM1MfeeSR2DvvvLNw9uzZJb+3H2mOcU797gghhBBC\nCDld27Zti09NTV2nKIq/rWM51yZOnBh/4MAB/ebNm/e2dSznA6/XK+fk5IzJzMzMPd56KpskhBBC\nCCGEtEhZWZn4ww8/KO+//7595cqVv7Z1PJ0FJW+EEEIIIYSQFrnyyiu7//TTT8YbbrjBddNNN1W1\ndTydBSVvhBBCCCGEkBb55ptvdrd1DJ0RTVhCCCGEEEIIIR0AJW+EEEIIIYQQ0gFQ8kYIIYQQQggh\nHQAlb6RVMMaiGGPPs//P3p3HRVH+cQD/fBd2WZb7kksR4xQQRIyyrLDUsiQPPFLTzNLKzOzOzLL8\nab/qZ5mVlZaaVx4dppaaZolmBaKRoSJeqAnIpaBcezy/P2ZW13U5Vm78vl+vfcHOPPPMM7M7s/Od\n5xiibCKqJKIcIlpKRMHNXK4lRPRPc5aBsWtBRMLkVUVER4joAyJyv8b8fiWijSbvE4joFQvpZhDR\nhfqU/VoR0Vh5ez0bKf8ZRHRLY+TNWHMzO2cIIsonos1EdGM98nu+ocvJGKsfHrCE1RsRhQH4FYAO\nwGwABwB0BPA8gDQiulsI8UfzlZCxVutDACsB2AG4A8CrAEIB9LuGvCYC0Ju8T4B0jM6uXxFbldcB\nXACwu7kLwlgjMZ4zCIAvgBcA/EREUUKIf63MqweA7AYuH2Osnjh4Yw1hOQAVgO6mPw5E9C2APQBW\nE1GoEKKyuQrIWCt10uTGxw4i8gPwGBH5CiFyrMlICHGg4Yt3GRHZALARQlx3D6hlrAUxPWeAiNIA\nnABwF4Cl1mTEN10Za5m42aSViGgCER0nonIi2kFEEZaaFhDRPUS0m4jKiKiIiBYRkavJ/AR5ud5E\ntJyISonoFBG9SUQKk3QWm/2Zr5OIbpGbRZ0jogtElEFEjzfWfjBZ720AugP4wPyunhDiAoBZAAIA\nDDEr+wtE9JrcvLKIiFYRkZs8X0VEZ4loloX1LSCiTJP3dkT0HyI6JjfXPE1ESywsdzsR7ZU/j31E\ndLvZfAURvWKSzxEiesYszQx538YQ0W/yd2C/vO+VRPSe3Ewll4jeICKSl4uVt7mPhXJlEtEC+X8X\nIvqMiP6Vy/AvEX1DRG3+JgsfV3WWLv8NMJ1IUrPlL+XvXwUR/UFEPc3SXGo2SUQzINVCOdDlJla/\nmqWPJKJkeV8fJKIkS/kR0SgiOgSgEsBN8rwoItok77MSItpARCFmyzsR0WJ5fiERzYNUwwizdO5E\n9Ll8TqggolQiuruasgyWy3qRiHYRUZRJGiH/+67JNifI89RE9D+TY+8fInrQbB1L5Ol3EdFf8nf1\ndyIKl7flSyI6T1LT8SdMlhskr8t8++3l79Ur8nt/ks6DefJ2niCiT833B5PwOaPOSuW/SuMEIgoj\noq+I6KS8/w4S0VQy+62pZn9OkNNXysvPMl2OLjd9jiOpyeZFIjpKRPeTZKp8nBUS0XwiUsnLtSOp\nefh48w0gop+I6Cf5fyURvU2Xu2jkEtGPRNSuAfcZYy0aB29WIKL7AXwGqYngQADfA/jOQrqBAH4A\nkAkgCcDTAHoDWG0h288g3RUbBOArANMBjLSyXE7y+i7Kyw4AMB+Acy3LKYjItrZXLatPkP+uq2b+\n92bpjCYBiAQwDsBUAP0BvAsA8p37LwE8RNLdfGN5HQA8AOALk3y+AfAsgEUA7oPURMTBbF0+AD4G\n8D6kz6MKwDp5vxm9C2AmpOYmiXK+c4houlleSkg1jYsADJbz+g7ApwDsIe3/LwC8BukzhRBiH6Qa\nyHGmGZEU+IYC+Fye9B6A+wG8AqCPvF0X0MaPUz6urBIAwABp24zrcwXwG4AbAUyBtA//BbCViDpV\nk8/nkL6n5ZCaRvWA1KzSSAlgFYAVcn5HAawiokCzfOIATAPwBqSmnMeJqAOAnZCabI0F8AiAIAA7\nicjLZNmFAIZCagr6oJz+VdPM5eN/E6TP8VVIx9y/AH4gol5mZekK6diZDmAUAG8A35hcgPeQ/35o\nss175WkrADwJ6RxxP4A/ACwjotFm6/ABMBfAfwGMkNexWl7+NKSbVD8BmE9E3eRlNgDIgdnxL6d1\nBLBEfr9U3obJAO423xfsMj5n1Mg0rw6QvtMXAGw2SeMH4Bik71o/uYwvAHirlnI+BWk//QLpOJkP\nqen1ZxaSL5fXOQhAFoA1AOYA6AbpnDALwARI1wIQQpyF9Dma/052hFRraPydfBnSueptAH3l/49D\n+v1lrUx8fHzYmDFjAmpPyUy1+Tv6DexVADuEEA/L77cQkQHSyREAQEQkv//aJB2IKAvA70TUUwix\nyyTP74QQxh/pbUTUF9KP+nIryhUGwBXAy0KI/fK0n+uw3CIAD9UhHdUwz1/+a7FdvBCihIjOAWhv\nNuusEGL4pRUQdYZ0ofeoPGkBpB+FuwH8KE8bBukE/aW8TB9IAdtIIcRXJnmb/g8A7gB6GfcNEeUA\n2AfpB2EdSYMjPAVgjsln8ZP8Q/wSEb0v1yICUvPQl4UQP8h5lUP6IfMVQtwrp9lKRAMgXZh+a7I9\nHxKRuxCiSJ72KID9QogU+f1NAFYKIb40Kbuli4y2ho+r6inkizZjn7fHAXwshMgzSTMFgAeAMCFE\nLiDdqQbwD6TA6lGYEUKcJqLTAAzVNI1SAZgqhDDW1KUByIN0oTzXJJ0HgJuFEJeOfyJ6T16+jxAi\nX572O6SLxScBzCCicEjH82NCiIVyms2QjkvTc8V9AOIB3CeE+NEk3d+Qag5/MUnrBiDOuG+krwy+\nAxAN4C8hxB/yNPNmZdGQgsInhRDz5clbSGqiOhPAMpN1mJ9LXAEsBvCbEGKaPO1XSIHCUAB7hRA6\nIloM4GEielUIYex3+CiATUKIM/L7m+R9bnrMW/N9vZ7wOaN6b8svo1IAI0xbxgghfoF87Mj7aRek\nm4RvENGLQggBM/KNlNcArBVCGG/0GPf7f4lolhDimMkiHwkhPpaXPQwpwOoLIFoIYQCwmYjuhHSc\nvCcvswDSb2+ESTPvcQCKcfkG8U0AfjI5VoHLv7OMXRfa9B39hiSfuGJxdQ3TN2bvQwAEQrpLbXrH\nbA+AEkgXIqa2mL0/gKsDndoclfP+hIiGW9F8YAaku/W1vRrDT2bvDwBwISJHABBCZEG6q/qISZpH\nAGw0uXC9C0AZpBqCmuSY/JAa1wVc3s83QappMA+UVkOqxYs1mWYAsM3k/eFqtucwgA4m77+CVEs3\nCgCIyBnShYFpLeJeAGNJalIaLf+otml8XNXqbQBaSHfOf4DUbPIZszR9IV2IFZjsFwWki0bz/VJX\nBgBbjW+EEIUAzuLqffi3aeAmuw3AdmPgJi9/GlLt4G3ypJsgXYh+bZJG4OqLsNsAlBoDNzmdAcBa\nALeY1sxDCtBMg1rz47w6xjJZOv47yrUXRubnkquOfyGEFlINjulyCyHV2t0LACQ1obwdl2sTAOn4\nf56IJpJZE0t2GZ8zavWBSfp7INVmrZEDJQCXmgm/QURHAFRAOsfMBeACqTbZknAAnrB8nBCAW82m\nmx4TJyD9/m2Tj18j89/JbZBu8jwil1MB6abuMpO+tHsB3CuXP97sHMCuUXx8fNioUaMCxo8f397F\nxaWrm5tbzMyZM9uVl5fT6NGjA5ycnLr6+vp2+fjjjy+NdpySkmJ/yy23hKrV6m4uLi5dk5KSAgsL\nCy99HklJSYG9evUKnjlzZrt27dpFOzs7dx0yZEhgaWmpwjg/NTXVcdmyZV4kNbONy8zMVOl0Ogwb\nNqyjv79/F7Va3a1jx45Rr776qrdef3m8rdryNm6Tea2ecTnj+02bNjnGxMSEazSaWCcnp65dunTp\nnJqaqm6k3dxgOHirOy9INZX5ZtPPWkgHSBchWrOXM8z6qkC6o2SqCoBVXxwhRDGkZnYlkGqlcolo\nJxHF1rwkTgL4qw6vmhjv5nW0NFMOUlwhNSkyZWm7gSu3fQGARCLyku/U34orgx0PSBdTV90lrGld\nJj8CxnW5yX9zzZYzXgiaDs1ebjbwijGvc2bLXvE5yjV3X+FyMDoS0vfJ9K7uU5CaTj0D6SL9FBE9\nbXmT2gw+rmpmvBBLgHShfwekJoqmvCA1zzLfL5Nw9X6pK/PvOWB5H+bham64+lgypjUeS74AtPI+\nrik/t2rWkQfphoujybS6nFMscQOgkwNUS2UxPf6rW0dtx/8JSMGw8fh/RM7/B5NlhkO6eJ0J4DAR\nZRHRA7WU/XrE54yanRZC7JFfWwCMAXAEV9bGvQ3gRUi/p/0hBbLT5HnVbbM1v5PA1ftTi9qPEwHp\nPDeaiJSQbkwF4Mrf/VmQmi0/COBPAHkk9XvnIK6evv/+ew8nJyfDrl27Dk6ePDn3tdde63D33XcH\nh4aGVvz+++8Hhw0bVvjMM88EZmdnK0tKShT9+/cP0Wg0+uTk5IMrV648kpaW5jhy5MhA0zz37Nnj\nmJGRYb958+bDS5YsObZlyxbX2bNntwOABQsWnOratevFIUOGFGZnZ6dnZ2enBwUFVen1evLz89Ou\nXLnyaHp6+j/Tp0//94MPPvCdN2+eZ13zrgutVovhw4cH33TTTRdSU1MPJCcnH3ryySfzbGxa/leJ\nm03WXT6kofC9zKabf1GMTeImQTqxmDP/galNBaQmSJeQhec8yU3v7iUiNaQLvP9C6hfS3uxOl6mG\naKrxq/z3fkhNmcwlmqWzxreQ+qeMgXTX+gyk/i9GhQB8iYjqEMDVxPiZeeNyMGp8bzq/vhYAmEBE\ncZAu3taZXjAKIc5DCtyeIaIISG355xJRphBis8UcWz8+rmp2WgixR/5/BxF5Q6qd+UwIcUqeXgSp\n1sBSHym9hWkNydJxVwTLd++9cflzzAGgJCI3swDOfLma8jLWSNZXEQBbsybNpmVpyON/FRG1h/T9\n+FIIoTPOlEcPfYSIHoXUL+glACuI6O/GHim0leFzhhWEEIKIDkL6jTYaCuAzIcSlPm5kNoiXBaa/\nk6Ya+jhZDOBNSOV9AECKEOLSQDHyTaU3IDXx7ARgNKSay9OQ+p63GTqdoPMXhNLFkbS2tlSfa5w6\nCQ4OLn/vvffOAEBkZGTevHnzfGxtbcX06dPPAsA777yTM3/+fJ/t27c7FhUV2ZSXlyvWrl173M3N\nzQAAQojsxMTE0H/++ccuKiqqEgAcHBwMy5cvz7a1tUW3bt0q1qxZU7xjxw5nALkeHh56pVIp7O3t\nDQEBAZfOhba2tmLu3LnG5uQICwur2rt3r2bt2rXuzzzzTIFxek1512V7i4qKbEpLS20GDBhwLjIy\nshIAYmNjK+q/JxsfB291JITQE9E+XN3nI8ks6SEApwAEG9t719MpAB2IyEkIYRw16u7qEgshKiC1\nQ/eHdLfKFdWfVGcA+Kg+hRNC7CSiPQCmENEXpsOXkzTAyDRIdxW/ri6PGvKuJKIvIfUNcQfwuUl/\nEUC6S/0SpL4z9ekblgLpQnAYLg9gAPn9RbNp10wIkUZEeyG17+8OaXCF6tIeIKIpAJ4AEIErO5u3\nGXxcWe0FSE3vnoc0+AIg1eiMAXDIpG9mXVQBsGuAmx/mdkG6SeFhvDkh77dbcHlAhBRIgd8QSE0K\njX1vBlvI6wUiusd4A0NONwTAbrPzQV1ocXXNgrHf0zBcefE3DEC2SZBcX+sh3XBaAelm1BeWEsmf\nRRoRvQzpIjscl5uAXvf4nGEd+XiJxJU1lfaQRoc1TVPb4CyZch7DcGXz5mGQjuVdlhaylhAil4jW\nQzrHdYM8oEk1aY8DeFO+4RHREOtvKXQ6QdtTqnxKy4TKSUNVd8archs7gIuIiCg3/q9QKODh4aGL\njIy8NM3Ozk44Ozvr8/LybI8cOWIXGhpabgzcAKB3794XFAoF0tPT1cbgLTg4uNzW9nKo4evrq927\nd6/5oHJXeeedd7yWLl3q+e+//6oqKysVOp2O/Pz8rngMzbXmbeTt7a1PSkoqHDx4cGiPHj1KEhIS\nSkeNGlUcEhLS4h93w8Gbdf4D4HuSOp+vgnSyMA4JbbzzIOSL7tVy8LIRUofhAEgn+g+EEJbuAlbn\nG0h3oRYT0WeQRie8YihdIroPUoDzHaRAyQvAc5A6y1d7N0xuynPCirJU50FINWt/ENFbkC40AiBd\naLYHcLeFJlh1tQDSqIsC0t3JS4QQ24joRwCLiCgI0t1VdwBDhMlgKLURQhSQNEz580RUCalvTi9I\nn+3rQoiL11h2SxZAukDMhllHdiL6DVI/jn8gXWSOgPS9+rUB198S8XFVR0KITCJaBeBRIpophCiA\ndDNgBIBkIvpAXrcHpBsElUII82aWRgch/QZMIaJdAEqEEJnVpLXG+wAehjTwwCxIzfNnQGpG9bG8\nHQeJ6GsA78s1FFmQaqM9zfL6AVKgt4ykIfVPQxqhrjOkUQOtdRDAICLaCenGTKYQ4m8i+gbAe0Sk\nAZABKTi8F1JQ3CCEEFr5O/4ygJ1CCGN/ORCRC6Q+QssgXSTbQDoGSmG51uh6x+eM6gUQ0c3y/+6Q\naqYiIY3qbLQV0vMiD0Fq9jgel5tFVldGPRG9CWngrXxIo6jGQt4nciDVUBZAumF5EWZ92oloHaQb\nqvsgfZ73QOo3tw1tyPkLQllaJlQAUFomVCUXhdLdhRo1qLC1tb0iOCQiKJXKq6YZDNVVIF9OY2Rp\neSFEjTXICxcudJs+fXqH119//dTtt99+0dXVVf/++++327x5s6tputryVigUV92X1Gq1V6z766+/\nPvH777/nbdy40eXHH390/e9//+u/YsWKI0lJSSU1bmQz4z5vVhBCrAfwGKQL++8h3RU1juR23iTd\nt5B+HIIg3WXdCOkHuxBWnqCFEIcgBUdd5HUOg9Q3wtQRSM1IZkJqPvUBgDRc2Uyi0cgXfN0gXWhN\nhXQS/R+kZpRxQojf65n3AUgjix21kCQJwDxIn8smSBey19KU6kVIo9c9BOnzGgbgeSHEzGspdw2M\ndywXW2hC8xukz3oNpAuFzgAGCCEapOavpeLjymozIY0++TQAyBeFPQCkApgN6cLsQwBRAHbXkM8G\nSEN9vwQpQLA03LfV5Jqq2yHdpV8KqRnUCQC3C5NBTCB9xt/IZf4KUjO2mWZ56SENZb4eUq3dd5Bu\nCPUXQvx6DcV7Uv67CdL+ipPfPwjgE0h3+zdAqiUcLYRYdlUO9WM8/s1r3Sog9XN9EtL3cSUADaQb\nX/+CXYHPGTV6CsDv8usrSAO3jBVC/NckzSQA2yHVXC6BtC/MH4tzFSHER5D2ex9I+/IpSMP/N/Rz\n7LZC+h1fa1LLabQLUj+9ZXIZ7gbwkPydaDNcHEnrpJGCNScNVTk7kLa5y2Sqc+fOFYcPH7YvLi6+\nFEds27bN0WAwIDo6us5ND5VKpcF0IBIA2LVrl2N0dPTFV155Jb9nz55lUVFRlcePH7/qGaC18fDw\n0OXl5SlNpx08eFBjnq5Hjx7ls2bNyk1JScmMj48vXbJkiYe162pqXPNmJSHEAkh3hQAAdPnBtX+Z\npdsO6eRYXT6/wkL7dSHEWAvTvsLVw9+TyfxMSD9ezUZuLjmx1oRSWkvbvQSXn3d0CUnPlQqH1EnZ\nUl4VkALGqdXMH1uXMsiB1Kzq1iOnmQGpBsF0WgEsf47VDTTQD1I/pEXmM4QQL0IKIq87fFxdrbq7\nk3K5bM2mnYV0UVVTfglm73WQgoUnzabPgNn3XJ4eWFN+ZvP2Q7ojXlN5SiDdLDHv6/OZWboiSLVy\nj6Aalsoi12aYH+e7cDlgM51eAamG5Lka1jHWwrQ95uuQp99sPk3WD1JwsdYsfSWkGkVWR3zOuFpt\nNRom6c7i6ibKgBTg1pif+X63MH8JLPyWCyEcLUx7GVIwba4npMGIFlpY5n+Qbg63aba2JO6MV+WW\nXBRKZ4em6fNmjQkTJhS9/fbbfsOGDes0a9asM4WFhTaTJk3q2Ldv33PGJpN1ERAQUPXXX385ZGZm\nqpydnQ3t2rXThYaGVn799deea9asce7cuXPl0qVL3VNTUx2dnZ2taiafkJBQMn369IAVK1a4REVF\nVXz44Ydeubm5yvbt21cCwKFDh1Tz5s3zGjRo0LmOHTtqMzMz7Q4dOmQ/duxY88GQWhwO3qwgd042\nPluoBNIDVacBSBZCpDVn2doaIvKA1CzlNUiDiFjdZ64lkYPQEEgdrb8RDdePptXj44q1dUQUBukZ\nYM9AGiiirJmL1KrxOaNtIunZisGQWtCkCCFqajnQ5tnakmjsppLXysnJybBx48asp59+usPtt9/e\nWaVSGfr06XNuwYIFVl3bTJ06NXfMmDGdunbtGllRUaE4dOjQ/ueeey4/PT3d/tFHH71BCIF+/foV\nP/bYY3lfffWVebP6Gk2ePLnw77//1kyaNCkQAMaOHZvft2/fc0VFRbaANODJkSNH1KNGjQo6d+6c\nrYeHh3bw4MFFM2fOrNOAJ82JzNuDsuqR9NDmlZCeUeQGqenFBgAviquHvGb1QERjIdVOHQHwqBAi\nuXlLVD9EtATSM95+BzBcmAzscr3j44q1dSQ9uPtmSP3aRgrrBpZhZvic0TYR0QxIzTf/BjBKtLJR\nVtPS0gIiIyM3qtXqFhlwsdajoqJClZGR0T8uLu6kpfkcvDHGGGOMMVYPHLyxhlJb8MYDljDGGGOM\nMcZYK8DBG2OMMcYYY4y1Am0+eLvnnnsEpGeE8Ytf/JJeLRIfq/zi11WvFomPVX7x66oXY02mzQdv\nBQUFzV0Exlgd8LHKWOvAxypjjDWfNh+8McYYY4wxxlhbwMEbY4wxxhhjjLUCHLwxxhhjjDHGWCvA\nwRtjjDHGGGOMtQIcvDHGGGOMMcauSVJSUmCvXr2Cm7scjaElbhsHb4wxxhhjjLHrVmZmpoqI4pKT\nkzXNXZbacPDGGGOMMcYYazIVFRXU3GVorTh4Y4wxxhhj7DpWXl5O48aN6+Dh4RFjZ2fXLSYmJnzL\nli2Oxvn79u1T33nnncFOTk5dNRpNbNeuXcNTUlLsTfOYOXNmu3bt2kU7Ozt3HTJkSGBpaemlOCM+\nPj5s1KhRARMmTGjv5uYW071793AAyMrKUvXp0yfIwcEh1sHBIbZv375BR48eVZrmO3XqVB8PD48Y\nBweH2CFDhgQ+//zzvv7+/l2M841NG2ta/9dff+0cFxcX5uzs3NXFxaVrz549Q/bu3as2zg8PD+8C\nAHfccUdnIoqLj48Ps2bbxowZE2Ca3ry55aZNmxxjYmLCNRpNrJOTU9cuXbp0Tk1NVeMacPDGGGOM\nMcbYdWzixIntN2zY4Pbxxx+f+P333w907ty5fNCgQSHZ2dnKEydOKO+8884wIhLr168/nJKScuCJ\nJ544q9PpLi2/Z88ex4yMDPvNmzcfXrJkybEtW7a4zp49u53pOtatW+chhMD27dszly5delyv1+P+\n++8PLigoUG7atClz06ZNmXl5ecoBAwYEGwwGAMCCBQvc3nvvPb9p06b9+/vvvx8ICQmp+Oyzz7zN\ny1/b+i9cuKB46qmn8n777beDP/30U6azs7N+4MCBwcYawF9//fUgAHz99ddZ2dnZ6Rs2bDhizbbV\nRKvVYvjw4cE33XTThdTU1APJycmHnnzyyTwbG5u6f0AmbK9pKcYYY4wxxlij0OsElZcIpb0zaW1s\nSTTmukpKShTLly/3ev/997MfeOCB8wCwfPny7E6dOjnNmTPHSwhB9vb2hh9++OGYWq0WABAVFVVp\nmoeDg4Nh+fLl2ba2tujWrVvFmjVrinfs2OEMINeYxt/fv3LhwoWnje+/++4758OHD9sfOHBgf1hY\nWBUAfPXVV8eioqK6rF+/3mngwIGl8+fP905KSip49tlnCwAgOjo6Nzk52enEiRNqa9Y/duzYc6bp\nV61adcLNzS12x44dDnffffcFHx8fHQB4eXnpAgICdNbkXZuioiKb0tJSmwEDBpyLjIysBIDY2NiK\nuixrCde8McYYY4wx1kLodYIOJFf5HNxV5XsgucpHrxON2j/s4MGDdjqdjnr16nXBOE0OVC4eOnTI\n/u+//7bv3r37BWPgZklwcHC5re3lOiFfX19tQUHBFZVE0dHRZabvMzIy1F5eXlpj4AYAERERVV5e\nXtp//vnHHgCOHTumjo+Pv2i6XPfu3a94X5f1Z2Rk2CUmJnbq0KFDlKOjY6yPj0+MwWDA8ePHVTXv\nnbptW028vb31SUlJhYMHDw5NSEgInjFjhndWVlat660OB2+MMcYYY4y1EOUlQllxQagAoOKCUJWX\nCmVtyzQWorrFjUql8orAjoggxJVBp0ajMTT0euu6/sTExODCwkLbDz/8MDs5Ofngn3/+ecDGxkZU\nVVXVuqLa8lYoFEKIK+NarVZ7Rb5ff/31iV9//fXgrbfeeuHHH3907dKlS9Q333zjbNVGGtd3LQsx\nxhhjjDHGGp69M2nVjlQFAGpHqrJ3Im1jrq9z586V08NFvQAAIABJREFUSqVS/PLLL5cGKNHpdNi7\nd69DeHh4eXR0dPmePXscG3qEyMjIyIr8/HxlZmbmpVqoAwcOqPLz85VRUVHlAHDDDTdUpKamOpgu\nl5aW5mCeV01yc3Ntjh8/rp46dWruwIEDS7t161Zx/vx5G71ef2l77OzsBADodDqrt9HDw0OXl5d3\nRYB98ODBqx450KNHj/JZs2blpqSkZMbHx5cuWbLEw9p1AdznjTHGGGOMsRbDxpZExO2q3PJSobR3\navw+b87OzoYHH3ww/4033vD38vLShYSEVL777rvehYWFymeffTbfYDBg2bJlXv37979h+vTpOR4e\nHvrffvvNoUuXLuW33HJL+bWud8CAASWhoaHlI0aMuGHu3LknAWDy5MkBERERZYmJiaUAMHHixLzJ\nkyd3uvHGGy/eddddF1avXu2anp7u4OzsrK/rery8vPSurq66BQsWeHbq1KkqOztb+fLLL3ewsbG5\ntF/9/f21arXa8OOPPzqHhIRUajQa4eHhUad1JCQklEyfPj1gxYoVLlFRURUffvihV25urrJ9+/aV\nAHDo0CHVvHnzvAYNGnSuY8eO2szMTLtDhw7Zjx07Nt+6PSbhmjfGGGOMMcZaEBtbEo5uiqrGDtyM\nPv7449OJiYnFEydODLz55psjDhw4YP/dd99ldezYUdupUyfttm3bDmm1WurXr1/YTTfdFPHpp5+2\nM29OaC2FQoH169cfcXd31/br1y+sX79+YV5eXtrvv//+iEIhhSgTJkwonjJlypk333yz/U033RSR\nkZFhP3r06Hw7O7s6N8G0sbHBl19+eezQoUOauLi4yClTpnScMWPGvyqV6lL5lUolZs2adWrFihWe\ngYGBMf369QuuKU9TkydPLhw6dGjBpEmTAhMSEsKdnJwMffv2vTRAioODg+HIkSPqUaNGBUVFRUVN\nmDAhcPDgwUUzZ86s04An5si8jWZTICJfAP8FcC8AJwDHADwhhNghzycArwOYAMANwJ8AnhRCZFi7\nru7du4s9e/Y0VNEZawta5IMx+Vhl7Cp8rDLWOlBaWlpAZGTkRrVaXVV7clYfffr0CdLr9bR9+/Yj\ntadufSoqKlQZGRn94+LiTlqa3+TNJonIFcBvAHYBuA9APoAbAJw1SfYigOcAjAWQCeA1AFuJKEwI\nUdqkBWaMMcYYY4w1udLSUsX//vc/r8TExPNKpVJ89dVXbj///LPrkiVLjjZ32ZpLc/R5exFAjhBi\njMm048Z/5Fq3KQD+K4T4Rp72EKTgbiSAz5qwrIwxxhhjjLFmQERi69atLh988IFvZWUlBQQEVM6f\nP//4mDFjztW+dNvUHMHbQACbiWg1gF4AzgD4HMDH8jibnQD4APjJuIAQopyIkgHcAg7eGGOMMcYY\na/McHR3F7t27Dzd3OVqS5hiw5AYAEyH1c7sbwAeQ+r89Kc/3kf/mmS2XZzKvRkQ0g4gEEYkzZ87U\nv8SMsUbBxypjrQMfq4wx1jI0R/CmALBXCDFVCLFPCLEYwDxcDt7qTQgxQwhBQgjy8/NrqGwZYw2M\nj1XGWgc+VhljrGVojuAtB8ABs2kHAQTI/xuHzfQ2S+NtMo8xxhhjjDHGrivNEbz9BiDMbFoogGz5\n/+OQgrQ+xplEpAZwG4DdTVFAxhhjjDHGGGtpmiN4ex/AzUQ0jYiCiWgogMkAPgYAedCSuQBeIqLB\nRBQFYAmACwBWNkN5GWOMMcYYY6zZNflok0KIVCIaCGA2gOkATsp/55skeweAPaSAzviQ7r78jDfG\nGGOMMcbY9ao5at4ghPhBCBEjhFALIUKFEPPkGjfjfCF3jvaV09whhPinOcrKGGOMMcZYWxUfHx82\nZsyYgNpTWpaZmakiorjk5GSNpfcNYePGjU5EFJeTk9McjzlrUa77HcAYY4wxxhi7NkFBQVXZ2dnp\nvr6+usZaR+/evS9kZ2ene3t7N9o6WgsO3hhjjDHGGGPXxNbWFgEBAY0aVKnVatHY62gtmqXZJGOM\nMcYYY6xl0Ol0ePjhhzs4Ozt3dXZ27vrYY4+11+v1AID58+e7R0VFdXZwcIh1d3eP6dev3w3Hjx9X\nGpetSzPJtLQ0dUJCQrAxj8TExE4nT560BYBNmzY52tradjO+N3rqqaf8Q0NDIwBuNmmKgzfGGGOM\nMcauY99//72HwWDAjh07Dr333nvZK1eu9Jw5c6Y3AFRVVdH06dPPpKamZnzzzTdZRUVFtkOHDr2h\nrnlnZ2cre/fuHda5c+fynTt3Hty0adPhixcv2vTv3z9Yr9ejX79+Fzp06FC5YMECD+Myer0ea9eu\n9Rg9enRBY2xva3bdR6+MMcYYY4y1JAatIO05oVS6klahJFH7EvXj5eWlXbx48SmFQoHY2NiKw4cP\nqz/55BPvGTNm5E2ZMqXQmC4iIqLq008/PdmtW7fIo0ePKoOCgrS15f3+++97hYeHl3/yySf/Gqet\nXr36eLt27bomJydrevXqVTZ69OiC5cuXe/7nP//JA4BvvvnGuaioyHb8+PGF1ed8feKaN8YYY4wx\nxloIg1bQ2c1VPvlbq3zPbq7yMWgFNfY6Y2NjLygUl8OCW2+99cLZs2eVRUVFil27dmnuuuuuID8/\nvy4ODg6xt956a2cAOHbsmKouef/111+a1NRUR41GE2t8dezYMRoADh8+rAaAxx9/vPD06dN2W7du\ndQCAxYsXe/bp0+ecj4+PvsE3tpXjmjfGGGOMMcZaCO05odSVChUA6EqFSnteKO08qao5yiKEoMTE\nxJCePXuWfPHFF8d9fHx0Z8+etb3nnnvCKisr61QJZDAYKCEh4fzcuXNPm8/z9/fXAoCfn5/urrvu\nOvf55597dunSpeLnn392XbVq1ZGG3p62gIM3xhhjjDHGWgilK2ltnahKVypUtk5UpXShWpsm1te+\nffscDQYDjLVvu3fvdvDy8tIeOHDA7ty5c7bvvvvuv+Hh4VUA8OWXX7pak3dMTEzZ+vXr3UJCQqrs\n7OyqbQI6fvz4gjFjxgR16tSp0tPTUztgwICSem1UG8XNJhljjDHGGGshFEoS7e5R5Xr1VeW0u0eV\n2xR93vLz85WPPPJIh/T0dLvFixe7zZ8/3+fxxx/PCwoKqlKpVGLOnDntDhw4oFq1apXLzJkz/a3J\n+7nnnjtbWlpqk5iYeMP27dsdDhw4oFq3bp3TiBEjOhYXF1+KRQYOHFji4uKie++99/yGDx9eaGNj\n0/Ab2gZw8MYYY4wxxlgLolCSsPNUVDVF4AYAAwYMKNTr9dSzZ8/OTz/9dMcHHnig4LXXXsvz8/PT\nffTRR8c3b97sGhsbGzVr1iy/t99++5Q1eQcGBmp37NhxSKFQiIEDB4Z069YtasqUKR1VKpXB3t7+\n0vYpFAqMGDGiQKfT0eOPP86jTFaDm00yxhhjjDF2nUpJSck0eXvSfP748eOLx48fX2w6TQiRZvw/\nLCysqqb3ANClS5fKzZs3H6utLDk5Ocqbb765JCws7Io+fv379y81z/N6xcEbY4wxxhhjrNkUFhba\n7Nu3T/3tt996LF68uNYg73pmdfBGRD0ADAXQHoDabLYQQgxoiIIxxhhjjDHG2r5+/foF79+/XzNs\n2LCCBx544Hxzl6clsyp4I6KJAD4CUAAgC0CzDFvKGGOMMcYYaxvMmm6yGlhb8/YsgMUAHhNC6Bqh\nPIwxxhhjjDHGLLB2tEkfACs4cGOMMcYYY4yxpmVt8PYLgNjGKAhjjDHGGGOMserV2mySiNxN3r4K\nYAURlQH4CUC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tSE5OdoyIiCgCgJKSEkVWVpZ9YGBgtWV0d3fX5uTkXKplLCsro2PHjqmj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\n6HBpUi6LzxQAFedwOCZKpWMTdSc8T10lRZb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='species',\n", " col='genus', col_wrap=3, size=3.5, data=surveys_hf_wt,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.6})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot clearly shows where different species within the same genus differs in their weight and hindfeet length.\n", "\n", "> #### Challenge\n", "> 1. In the plot we just made, change the marker type for the data points from a circle to another matplotlib [marker of your choice from this list](https://matplotlib.org/api/markers_api.html). Read the `lmplot()` docstring to find out which parameter to use to change the marker.\n", "> 2. (Bonus) Explore the impact of sexual dimorphism on the weight and hindfeet length within each species. Which variables did you chose for the faceting and coloring and why?\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using any plotting function with `seaborn` grids\n", "\n", "A major strength of the `seaborn` library is that it enables exploration of categorical variables through faceting, where the variables of interest are separated into the rows and columns of the plot grid as seen with `factorplot()` and `lmplot()`. These grids are very flexible and can be used with any plotting function, not just those that exist within `seaborn`.\n", "\n", "The `seaborn` function `FacetGrid()` is the foundation for both `factorplot()` and `lmplot()`, and can be used directly with a custom plotting function. To understand how it works, one of the scatter plots made with `lmplot()` can be recreated using the `FacetGrid()` syntax. The first step is to set up the grid." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.FacetGrid(data=surveys_hf_wt, hue='species', size=5)\n", "# `size` specifies the height of the figure and 5 is the \n", "# default value for this parameter in `lmplot()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This empty grid is aware of which data frame will be plotted, but no graphical elements are added until a plotting function is mapped onto the grid. Let's add a scatter plot via the `matplotlib` function `scatter()`." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0naJevqmmxNUZhk98mHpFXZchBFEUYBgWhumQzo3RqNxCCIPq0g2EkBiGUpeK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "g = sns.FacetGrid(data=surveys_hf_wt, hue='species', size=5)\n", "g.map(plt.scatter, 'weight', 'hindfoot_length', s=12, alpha=0.4) # instead of using `scatter_kws`, the scatterplot parameters are passed directly to `.map()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, a line plot will be used to visualize how the number of animals in each species and sex varies over time for the most abundant species. For this exercise, the `surveys_common` data set will be used. As a reminder, this data set was created in the beginning of the lecture and contains only the four most common species. The first step is to compute the number of observations per year for each species and each sex. " ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "year species sex\n", "1977 merriami F 75\n", " M 106\n", " ordii F 10\n", " M 2\n", " penicillatus F 3\n", "1978 merriami F 165\n", " M 171\n", " ordii F 5\n", " M 16\n", " penicillatus F 10\n", " M 13\n", "1979 merriami F 83\n", " M 100\n", " ordii F 13\n", " M 15\n", " penicillatus F 13\n", " M 6\n", "1980 merriami F 153\n", " M 190\n", " ordii F 29\n", " M 34\n", " penicillatus F 13\n", " M 2\n", "1981 merriami F 173\n", " M 221\n", " ordii F 52\n", " M 28\n", " penicillatus F 11\n", " M 6\n", "1982 merriami F 226\n", " ... \n", "1999 merriami F 143\n", " M 204\n", " ordii F 29\n", " M 54\n", " penicillatus F 85\n", " M 80\n", "2000 baileyi F 295\n", " M 250\n", " merriami F 84\n", " M 145\n", " ordii F 26\n", " M 60\n", " penicillatus F 175\n", " M 193\n", "2001 baileyi F 290\n", " M 230\n", " merriami F 142\n", " M 150\n", " ordii F 31\n", " M 46\n", " penicillatus F 117\n", " M 141\n", "2002 baileyi F 549\n", " M 319\n", " merriami F 135\n", " M 167\n", " ordii F 101\n", " M 142\n", " penicillatus F 193\n", " M 182\n", "Length: 170, dtype: int64" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.groupby(['year', 'species', 'sex']).size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good. Create a data frame of the output, rename the size column and assign the resulting data frame to a new variable." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " year species sex size\n", "0 1977 merriami F 75\n", "1 1977 merriami M 106\n", "2 1977 ordii F 10\n", "3 1977 ordii M 2\n", "4 1977 penicillatus F 3" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "species_per_year = (\n", " surveys_common\n", " .groupby(['year', 'species', 'sex'])\n", " .size()\n", " .reset_index()\n", " .rename(columns={0: 'size'}) # Leave this out to see that the returned column has the name '0'\n", ")\n", "species_per_year.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Longitudinal data such as the above is good to visualize as a line plot with years on the x-axis and the quantitative variable on the y-axis. Since there is no dedicated lineplot function in `seaborn`, `FacetGrid()` will be used with a the `matplotlib` function `plot()`. (side note: the next version of `seaborn` (0.9) will have a dedicated function for relational scatter and line plots, but the `FacetGrid()` syntax is still very useful to know, and can be used with other plots such as heatmaps, histograms, and density plots.)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kn1TkVVESmvv/uYMLH17FU6sOnLTt3UNVQMdpZ5xZfFdy5mDqmn1UN7bFPT2TV8It2DwJ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\niqIoSlxRQ6MoiqLElf8PLeinyOSCr3QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=species_per_year, aspect=2) # `aspect` controls the width of the plot\n", "g.map(plt.plot, 'year', 'size')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, this does not give the expected result because the species are plotted separately in each year, and the line connects all observations, even across species. `seaborn` needs to be instructed to draw separate lines for each species, which can be done by modifying the hue parameter." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fMMwDhgNPAj3Qbd+6WZIkkdymliaGtGThU8FMf6w1b/TzZmyXFgwMdKJDC2vc\nbExrNbO8JowNlLzRz5vtU3rQ1dOG3RdSGfD1fpYdvFKW6CPuRi47zl2ltaslIZ6293S94BbWuFip\n2H7uKgnp+VzNKmBJ6GWWHrhS63O525kxuLUTZ5OyOBxz5y2Yr2Wr6zSzmLmxAVfScvl88/kalW9l\nb0YPbzuOXE7n5D1OEmxoAwOdWPdSCI4WKr7YdpH3fz9zz3nW3xvkx/GP+mNlcufWrVIh8Xj7isOu\nAwIc6eRuza7zqfwTW7NlcLfKLUn3alaSUEYQ7kZtAvrbgCOwCTAHPi733GjgYHUnkGX5YVmWl8my\nfFaW5Qh027HaU9JdL+kG96YAs2RZ/l2W5bPARHSt/7ElZayA54B3ZVneJcvyiZLztAH61+L1CA3I\n096cX5/vyuwRbTBQKvhs03mGLTzI+eQsfjpwBa0Mz/fwvOfxXoVCYkhbF7ILitkX9W8u7hlbL7D9\nbO0nib3QsxUAi0LvPLNZkmDx/pgaZyOrrdGd3PB3tuTXYwlsv8MQQHkv9y6p+wPcSi/V2tWKP197\niCBXK347nsjEn47dcxa3mi5tHNahYkCXJImpg/0B7tj7k6MuRlvF+yHvyGEklQqTtjXv/heEW9Um\n9etFWZa9APuSNLCXyj39FvDuXVzfoqQOpU0GD8AJ2FnuuvlAKLpWPUAwYHhLmQTgQrkywgNAkiRG\ndXRjz9u9eLydC6cTM3lkQRg/H47DxUrFI0HOernOrbndg1taY2KoZPKaU7VurbZza0ZnDxtCo65z\nIaXqXEqPtHYm9kYe2+7ipqEmjAwULBjTDmMDBVM3nKnRLOsQT1vaNrdi5/nURrFxjaOlirUvduXh\nQEcOX77BsIWH6iVFr5+TJf7OlhUeC25pzaBAJ07GZ1Q6tp+jLqbrzD1M23TutueK09JQR1/CNDi4\nwoYsglBbd7N96m19jbIsR8iyfDezbeYDp4DS/QJLd6BJvaVcarnnnAANkHaHMsIDxM7cmHlj2pdl\ndwN45iEPDO9iVnplAl0s8bQz4+JV3aQlXycLvhvbgSKNlkk/Hyf+Rl6tzvdSL90GMUvu0Ep/oadu\nvP37ffc2xlus0XI+OYtVR+N4d91p3lmn205BArwdLfj4UX8y8op4+7fTVbb+SkmSxEu9WiHLsERP\na6cbmqmRAd8/FcxLvVpxOS2XJxYe5MjlOw+H6MPwkla6idG/79F3B/miVEjM3h5J0S1r/jPzi8hR\nF/Prsfg9i4kPAAAgAElEQVTbNoYpW64mutuFe9Rgu6RJkvQ10B0YLsty3c0euv260yRJkiVJkpOT\nG9ee2dV9oN/vynd4junspr/zSlKFmwWAPn4OTH+sNTdyC3l6ee26a3v7OODtYM6m08mVTugD3Xj7\nI62dOZecRVj0rfeeVUvNKmD72at8se0CoxcfJmjaTh5ZEMZHG8+yLjyR1KwCQjxtGdJG93rGdW1J\nXz8HDlxK46eD1c8LGBjohKedGRtOJuptPXdDUygkpg72Y/bwNuQUFDN+6VHi02t3k1ZbE7u5M39M\nOwYF/tuL1MrenDGd3LiclsuaKvIVFGlklh2MrfBY7hFde8b0loQyqy+s5udzP+u34uWcTTvLh2Ef\nciO/7m+A7lflN0qZPXu2/bfffmsLMGXKFJc//vjj7pbXNKAG2ZxFkqS5wBigjyzL5ZsKpX1VjuiS\n1lDu56vlyigBO+D6LWXCqru2LMvTgGmgW4de+9rfn377J4GP/oigfQtrBgY40t/fEfcHLNVnaVfl\noEAnva/h/k9bF+bvia7w2LiuLUlIz2Nx6GVe/CWcFc91xtig+kmACoXE8z09eW/9GX46cIWPhwRU\nWu7l3q3YEpHCwn2X6OljX2mZ3JJW24n4m5yKzyC5XJCVJPBxsKCdWzPatWhG+xbN8HawqLBBjSRJ\nzB7RhkHzQpm9PZKQVrYEulS9PlupkHihpydTN0Tw08ErfPiIf7Wvty7E38jjWnYBBUVaCoo0FBRr\nKCjSkl+kQV2k0T1W8nNOQc1m8o/q5IabjSkvrQwnM78IK5O6a68YKhU81u72nCST+3uz8WQS83dH\nM6y9K2bG/37EWqmzyTYyY/XReF7t41U2AS/vyFEUlpao/Ctut73s3DKu5l7F0cyRQe6D9Fr/oylH\neX3v6+QX59PbrTcD3e+8Xr8x0Gq1yLKMUln53/h7771XFk/mzZv3QLb26j2gS5I0H90kuj6yLN+6\nv+wVdAF7APBPSXkVupnspWP04UBRSZnVJWWaA/7Aobqu//3q4tVsijQyx66kc+xKOv/bcgEvB3MG\nlAT39m7N7jmfeV17o583X+2I5P3BftUXriUvB3MCnC05f8u49/uD/Ei4mcfWiKu8v/4Mc0e3q9FE\nvMfauTBnZyS/Hovn9X7elc6Obu1qRQ9vO8Ki0zgRf5MOLW7Pzf37iUT+t+UCoBt66O/vSPsWzWjv\n1oyg5lY1urGxMzfmq5FteWbZP0xec4pNr3W/4+qEJzq48vWuKFYdiePV3l5YmdbvuuWzSZkM+eZA\nrY9zszGttkxIK1s2vtKNSSuOY2ZU/+0VBwsVz/fwZP6eaH4Iu8yU/j7Iskzhb2tYtf3/2Ojdi6UB\nj7LqaByv9PaiMDGRosRELAb0R7ol0JQO1Uw/NJ0guyBczWud1KxSe+P38u7+dynU6nql5Ea0Rce0\nadMcV61aZQcwfvz466NHj854+OGHfdq3b58TERFhtnXr1uht27ZZzJ0719nCwkITGBiYV5p//a23\n3nIxNzfXTJ8+PXX48OHuQ4YMyXzmmWceqCUh9fqOlyTpO3Qz0h8HbkqSVDrmnSPLco4sy7IkSfOA\nDyVJughEoZtNn0NJ8JZlOVOSpKXAbEmSrgE3gK+BM8Du+nw996Plz3TiWpaanedTOXDpOt/vi+H7\nfTHYmRvTz8+BAQGOPORl19DVrNSrfbyY1MOjRq3kuzG0ncttAV2hkPh6VDtSMo/wx6lkWtiY1mgD\nFmMDJc885MGsbRfLPpwr83LvVoRFp7FoXwxLJnS87fmCIt1o09ej2vJEe9e7ntXfx9eBp7u5s/xQ\nLF9su8D0x1pXWdbYQMlz3T34YttFVh6N49U+lde9rlwv2bUuxNOWkFa2qAwVqAyVqAyUqIyUqAxK\nfjZUojJUYFLyfXPrmqXd9rQ3Z9ebvSjWNkzu+ud7erLqaBxLQi8ztr0zxV/PouD3DSgBf6NCLIwN\nWHYwlmcf8iD/cGl3e+Xj5xIS2UXZvBf6HssHLcdQcW83X5tiNvHJwU8wUhoxwG0Au+J23dP5KrW4\npy85qfqd3WfuWMiLoXdc6B8WFma6evVq2/Dw8AuyLBMcHOzfr1+/7Pj4eOOlS5de6devX2xcXJzh\nrFmzXMLDwy/Y2NhounXr5tu6deu6HZ+pR/V9C/tKyb97bnn8M0q6wYHZgAnwHWCNbv37QFmWy6dh\nmoJuDfvakrJ7gAn1ORZ/v7IzN6a3rwOjOrmRX6jhwKU0dp9PZc/FVNYeT2Dt8QRUhgpa2tyf3fF1\nFcxB16petD8GL3vzCo+rDJX8OKEjTyw8xIK9l2huY8qojtWP4Y/t0oJv915i2cFYnute+Y1IiKct\n7dyasfN8KtGp2VWmFbUyMbznJXpTB/txOOYGKw7H0cvHnn7+jneu+9+XWHbwCs9190Bl+G/d/zyV\nxJnETD56xL9Oe3V6+tiXLaXTN6VCQqlomLQU5sYGTO7nzddrDxP55FPYxUcjNW+OnJiIkVLB2K4t\nWLz/MhtPJtGzLH/77QFdlmVczF1oY9+GbVe2sfDUQiZ3mHzX9VpzcQ0zjs7AwsiChf0WojJQ0c6+\nHb7WD94OgpXZt2+f+SOPPJJhaWmpBXj00Udv/v333xbOzs6F/fr1ywUIDQ0169q1a7aLi0sxwLBh\nw9KjoqL0u6l9A6rXgC7LcrWfDrKun2ka/wb4ysqo0SWeeV1fdatLsizz2q8nae1iVWcfYJUxMVIy\nIMCRAQGOaLQypxIy2HU+ld0XUolM1d0flR/ja+ycrUw4/lH/SvOw25obs/yZTgz7/hAfbojAxcqE\n7t537smwVBkytksLloRe5o+TSYzu1OK2MpIk8XLvVrz4SziL9l9mzqi6W2esMlQy/8l2DP32IO+t\nP8P2KT2r3NTGQmXIuK4t+X5fDOvDExnXtWXZc6uOxnPsSjq+ThY1urGpD/9c/QcXcxe9dTvXtcdV\nGXiFzqdZXiaKgYMxee55ckcPA+DZhzxYdiCWH/bHEHzkCAb29hh5elY4/mjKUa7lXyPEOYT/dv0v\nEdcjWBqxlC7OXejqXLvZ8LIss/TsUuafmI+typbFAxbja6ML4n42+h/eqq4lXd+q2ga1MWqwWe5N\nSaFGy5YzKXy5/WKDZelSKiSCW1ozdbAfu9/qxd/v9Oa7sR1um/3d2N1pgxZPe3OWjO+IQpJ4eWU4\nkVerz839zEPuGCgkloRernKVwQB/R7wczPnzVBJJVcyK1xc/J0umDvLjRm4h764/fcclc8885I6R\ngYIloZcr3Vr1i60XuJnb8PttXM64zLM7nmV++Hy9nrdIW8S5G+dYc3ENHx34iKlhUynW3vv2rBkb\n/yBp4kSs8rP5IXAI8zqNRTL+98bK0VLFE+1d0VyJQXPjBqYhXSv0zhRri5l1bBYSEpODJ2NuZM7s\nnrNRSko+CPugVrPSZVlmbvhc5p+Yj7OZMz8P/rksmK84HIv71C1sOfNg7sJ3qz59+uRs3bq1WXZ2\ntiIrK0uxdetW6z59+lT4I+7Zs2fu0aNHLa5evapUq9XSxo0b727T+fuUCOj1YN7uf2dXf7Ah4rY1\nqg3Bw86MR9s4V+hqFaCzhw1fjWxDtrqYZ5Ydo6Dozv9XzlYmDG3nQsz1XPZevFZpGYVCt/67WCvz\nQzUZ5vTh6W7u9PSxZ1/kdVYcjquynIOFihHBzYlPz2NbJdnmbuYVMXtH9Y2t9NxC/jyVVGf7ra+N\nXAtAfvHd3wzJskxKTgo7Ynfw1T9fMWHbBEJWhzBm8xhmHJ3BXzF/seXyFuKyqv59lSpMTCR91SpS\nPvuM4rR/lyTKxcWkfvEFKR98gKRS4bZkEVf6Pc62c6mcS86scI7ne3rSLk2Xm8v0lvztv0X+xqWM\nSwzzHkagrW4biyD7IN7o8AZp+Wl8fPBjtHL1v2uNVsNnhz9j2blluFu6s2LwClpatqz2uAdV9+7d\n88aOHXujQ4cO/sHBwf7jx4+/bmdnV2EYtmXLlkXvv/9+cteuXf07duzo5+Pj0zjWbpZoOv2tDWTh\nvkt8vy8GTzszPO3N2H3hGj+GXanXrnehdh5r50rizXy+qkEwA10SmQ0nklgcGkMz08rnAg1t68LX\nOyNZ8088b/TzLtsspS4oFBL/N6INg+aHMWPrBe6UnuCFHp6sORbPov0xDGnjXKGl6OtowZp/4hnZ\nsXmlM/RLrToSx5xdUew8l8q8Me30lhAIIK8oj79i/qr1cYWaQk5dO8WZtDNEXI/gTNoZ0vL/Db4K\nSYGPtQ9BdkG0sW/Dvovr2XPjNBTePj9KW1hI/vHj5OwPJScsjMLL/96UqQICsB45kuKbN0l66y3y\nDh/BqFUr3BZ+h1HLlnzQPJ1Riw+zeP9lZpY7p5eDOQPydWvVo1396Fzy+M2Cm3x76lssDC14vX3F\nEcWJgRM5mnKUA0kHWHl+JRMCJ1T5+os0RXx44EO2x27H38afRQMWYaOyqbJ8YzFt2rTUadOmVUhM\nFh0dXSE93+TJk29Mnjz5tm6Or7/+umyp2u+//x5bZ5WsQyKg16FfjsQxe3skLlYqfpnUBTMjJf2/\n3s/8PVE8GuRMC9vql+HUVFrJzGFBP17p3YqE9LwqE4SU5+dkSW9fXYvY2ary+TVGBgom9fBk+ubz\nLD8Uy1sDfPRd5QocLFV8ObwNz684fsdy7nZmDA5yZsuZFMKi0yqsl//fE60Zuegwn/xxlj9ffajK\n4YqCkl3ltkSkoJVlFjzZXm9BfcuVLeQU1T5N7Zv73iQ0MbTsZwcTB/q36E8b+zYE2QURYBuAqeG/\nf39njy8GoOjCX+AQRFFKCjmhYeSEhpJ7+DByni7QSyYmmPfti8LEhKwtW0ArUxAVReKrr1GUkIB5\n3764zP4Spblu4mVnDxv6+ztwOrzizaFcXIxnUiRJZnasvphH55Jh8W9Pfkt2YTbvdXoPW5OKGxMp\nJAX/6/4/Rvw1grkn5hLsFFzWggfdionEm3k4NVPyXug7hCWF0cGhA9/2+xYLowcuR4pwF0SXex3Z\neDKR//55FjtzI1ZO6oJrMxOamRrxyZAACoq0fPRHxD1v+wi6rsT/2xHJX6eTcW1mgpeDefUHCdWS\nJInPH2/NmE5ut+2uVZkXeuomNaXcIfvamM5uWJsa8vOhWHLU9z5WW50BAY481eX2iXq3erlX5Zu2\ndHK3YURwc84lZ7HySPVd0c5WKradvcprq0/c8+5noHtvr7m45q6OTclNQaVU8XXvr9k1Yhd7Ru1h\nbp+5PNP6GTo6dawQzAHcJVP842X2LV1N1KOPcKlPX65++ik5e/Zg6OCAzcQJuC39EZ+jR3Bb+B3m\nvXsDkBMWSuyYJylKSMDulZdp/u03ZcG81PuD/Lh1sUDB+fNIebkkewSy9+I1Iq9mczH9Iuui1uFp\n5ckYvzGoi3UBOjOvqGw4w87EjpndZ1KsLea9/e+RW/Rv7vrZ2yPpP28nIcueJCwpDE+zYD4OniuC\neRMiWuh1YNf5VN5ZdwYLYwNWPNsFz3LLpIa2deH3E0mERl3nz1PJNQoWVZFlmc83X+Cng1dwtzVl\n5aQuYkxcjwyVCmYNb1OjsiGetrRpbsWZxMwqy5gaGfB0Nw/m7o5izbF4JvXwrLKsvnz8aACxN3Lp\n4lH1NrStXa3o7mXHgUtpnE7IqPDcB4P92HU+lTk7o3gkyPmO+4V/ObwN3++LYce5VF5dfYLvxnbA\nyODu2wynr58m6mYU3Vy6cSi59jmjjJRGDGg5oEZlHz5cRPB2XU9DvsEVVN06Yd/3Ycx79sCoRdU3\nRTm79yCZmuI6fz6WD1eebc3b0UKXqnfHv4+Vbpfa6uHeEAOL9l8i3XIeMjLvd34fQ4UhIxYf4njc\nv5NoVYYKzI0NsVAZYGk5gHh2MWT1W7RTvYy5sQFhl2MxbfEDqJIoymrD6QtPMOD4YVramtLD247u\nXvaEtLItS4Jkm3mO15QbMc+yBPSzEZLQsEQLXc8OXkrj1dUnMFIqWPZMZwJcKu7KJEkSMx5vjcpQ\nweebz9/1LGKNVubDjbr0nd4O5vz2YgjNrfXXhS/UjiRJZa30O5nYrSWmRkp+CLuMurju0yaYGClZ\nNakrb/TzvmO5qrZWtTU35r1BvmSri8sy2lXF1EjJT093olsrW3adT+WVVeH39BrXROpa56N9R9/1\nOWqqOFM3ZBXZq4Bnpyh54eE4Ugd3qDKYl+6KZujqivuvq6sM5qWe6+EBUBZMS/O3d3piAN4O5my9\nvI0T107Qx60P3Vx0m0YmZeRjaqRkYIAj3VrZ4uNogaXKgBx1MTcT+6LJb04ah9gUs4lfjsSRIv2F\n0iSJoZ5PsHnM93z+WFsGBDiSnlPIyiPxvLQynPbTd/LEwoN8vTMSTcI/vGO4DvOsS5VXWnjgiBa6\nHp2Iv6kbs5Thh4kdCW5Z+UQiNxtT3uzvwxfbLjJz6wW+Glm7tcnFGi3vrDvNH6eSCXSx5JfnutTp\nJCuhZgYFOuFmY0JCen6FfOvlNTM1YmznFvx44Ap/nEyq5xpWrVsrW4Jcrdh+7ipOt7TCx3RqwW/H\nE/nrdDKjO7ndMdOgiZGSpRM78fyK4+y+cI1XVp5g4bgOtU4YdCP/Bjtjd+Jh5UEnp061OvZoylFS\nclIwUtb+b2KwrQHqzJvMMFTw7I5nWdB3QaXXN+/ZA6fPp2PRvz8G1tWvfLI3NyYT8HY0R6tWk3/i\nJMa+vhjZ2fJ0dxdmntmKAgPe7VhxF2o7c+NKMwwCxGa0YfSWUahabOKrkOGsjDLl6DWYEvw69qaW\neNlbMj7EnWKNltOJGYRFpxEWncaphAxOxmcwXnmTofWb9VeoY6KFricXUrJ4+qdjqIu1fDO2fbVJ\nSZ7r7kGAsyXrwhM5FFPz3bjUxRpeXX2CP04l06FFM1Y/31UE8/uEgVLBd2M78OXwIMzvkLDnuR4e\nGColFu+/zH2wghGouLXqrfMAlApdr5JCgk/+PFttq9vESMmPEzvSw9uOPRev8dIv4WUpbmtq46WN\nFGmLGO07GomaZasr0hYxL3wez+98noLiAl5t92qtrglA62GMzs5htkVbCjQFvLTrJfbG772tmMLE\nBOuRI2sUzG+Vf/IUslpdlh0uTbkdhWEmmps9sTSo+Q7Q7s1a8GnIfynQ5LPw/DTMqxgNMVAqCG5p\nw5T+Pvz+cjdO/ncAS8YH08VDN+tdzLtpPERA14MrabmMX3qMrIJivhrRhocDq/+jNFAq+GJYEAoJ\nPtp4tkYfeAVFGl5YEc6Oc6mEeNryy3NdKt0UpEnR1P3kstpo07xZpRnjynO2MuGJ9q5cTsst22Hu\nfjCotRPuVay8aO1qxYQQdy5fz+XHsOq3aVUZKvlhQkd6+tjzd+R1XlpZ86Cu0WpYF7kOEwMThrYa\nWqNjErISmLB1AkvPLqW5RXNWDF7BKN9RNTq2As/eYOHCoIt7+a7HbJQKJW/ue5ON0Rtrf64qlG2X\nGtKVxOxEVpxfjpnShpzUXqw8Wv3kw/Ie8XyEx70e50L6BfYl7KvRMZYqQwYGOpVtwWtlIjpqywsN\nDTV9+umn75gisVevXl5paWlKAFNT0/YAkZGRRt7e3oF3Oi4yMtJo0aJFdbZ+UAT0e5Sckc+4H4+S\nlqNm+mOBDOvQvMbHtnVrxoQQd66k5bLw7zuPY+Woi3l62TH2R12nj689y57p1KTStlYq9iDMcoOI\n9Q1dk1p7sVcrJAlO3TIJrSHptlatOj/CWwN9sDM3ZsGeaBJqsN+4ylDJkvHB9CpJcvNCDVvqB5IO\nkJybzCMej1Q7Q1uWZTbFbGLEphGcvXGWoa2Gsu4/6wiyD6r2OpVSGECn56Awh25XY/hx4I9YGFnw\n30P/ZdnZZXd3zlvkHTkKSiWmHTsy5/gcCrWFvNvpbSyMzVh28EqtezM+6PwB7pbuaMRWFnrRs2fP\nvOXLl99xver+/fsv3Zq0piaio6ON165dKwL6/SgtR824pUdJysjn3Yd9mRDiXutzvPOwL85WKr7f\nH0N0auWpRjPzihi/9ChHLqczuLUTi8d3FLPZAW5cgqI8+PM1SD1Xffm7ETYHwr4GPSwxLK+VvTmD\natCTU9+GdXDFztwYo0rWkVuqDPlkiD/qYi2fbarZ71tlqGTx+GD6+NoTGnWd51ccR11NwCqdDDfG\nb8wdy2UXZjM1bCofHvgQSZKY1WMWM7rPwMzwHjceCn4alMZwbDFtbFvz86CfcTR15Ovwr/k6/Ot7\nWm6qycklPyICk6Ag/sk+y+743bR3aM8wn/8wrmtL0nIK+f1EYq3OaWpoyle9vrrnndgedJGRkUYe\nHh6BQ4cO9fD09AwcNGiQZ3Z2tiIsLMy0U6dOvoGBgf7du3f3jouLMwTo3Lmz78svv+waFBTk7+7u\n3nr79u3mAJs3b7bo00e3BWFmZqZixIgR7j4+PgE+Pj4By5cvbwbg6uoalJKSUmWLKjIy0ig4ONg3\nICDAPyAgwH/Xrl1mAB999JHr8ePHzf3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8cHCCoU9Lmb54SEbrB76XencZbvdt9p3eR0xy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\nGAwGg6EZ8P8ljnYcANltpQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=species_per_year, hue='species', aspect=2)\n", "g.map(plt.plot, 'year', 'size')\n", "g.add_legend(fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`FacetGrid()` can facet variables onto columns and rows just like `factorplot()` and `lmplot()`. Use this to make a time series plot for each species." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HdSPDGNqpPkM71wNgnKYv+A1jDMM/WciLv67zeturzrS9uj8s1tk4lFJKecereXSNMRnG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\nysu/LIyMJGbYMGJGjyJ29GhiRo8metAgzcttuSb3hx0y0TWzKKAU+LZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=species_per_year, col='species', hue='species',\n", " col_wrap=2, size=2.5, aspect=2)\n", "g.map(plt.plot, 'year', 'size')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line can be split line in each plot by the sex of each individual measured." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Fys7xrHeaiFPlBjg/ujX7JYftcO/07Ww8HsHSx7rTXJ0y3f/VWhW8zLmJOGFa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=species_per_year, col='species', hue='sex',\n", " col_wrap=2, size=2.5, aspect=2)\n", "g.map(plt.plot, 'year', 'size')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here it would be helpful to add a legend and clean up the subplot titles." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YExDK3weD+ffYZZKtNuztFF892JD+jdNJcbJZYct4U52oeCl4dKG56S1YJHgX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=species_per_year, col='species', hue='sex',\n", " col_wrap=2, size=2.5, aspect=2)\n", "g.map(plt.plot, 'year', 'size')\n", "g.add_legend(fontsize=10)\n", "g.set_titles('{col_name}', y=0.9) #`y` adjusts the relative y-position of the title" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">#### Challenge 3 (optional)\n", ">\n", ">1. Calculate the mean weight per year of all species together and plot it in a line plot.\n", ">2. Calculate the mean weight per year for each species individually and plot it in a line plot with one facet per species." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }