{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demonstration of `donut_plot_with_subgroups_from_dataframe.py`\n", "\n", "Demonstrating use of `donut_plot_with_subgroups_from_dataframe.py`, see [here](https://github.com/fomightez/donut_plots_with_subgroups) for more information.\n", "\n", "This is a full-featured script that makes a plot similar to [the example from The Python Graph Gallery](https://python-graph-gallery.com/163-donut-plot-with-subgroups/). This script is full-featured **without further need for coding** that allows you to plug in your own data input. \n", "\n", "In addition to this full featured script demonstrated on this page, there is a demonstration notebook that shows the basic coding step to make a plot similar to [the example from The Python Graph Gallery](https://python-graph-gallery.com/163-donut-plot-with-subgroups/) using a dataframe ot tabular text as input. That notebook is [here](demo_basics_from_df.ipynb). In addition to that there are some others, too. Here is a list:\n", "\n", "- [Demonstrate the basics](demo_basics_from_df.ipynb)\n", "- [Demonstrate a full-featured script that plots a summary for the subgroups in addition to the donut plot with subgroups](demo_summary_subgroups.ipynb)\n", "- [Demonstrate a full-featured script that plots a summary for binary data in addition to the donut plot with the binary group broken down by a group](demo_summary_binary.ipynb)\n", "- [Demonstrate using a custom color list](demo_custom_color_list.ipynb)\n", "\n", "\n", "In the current form, these scripts and demonstration notebook work in JupyterLab, too.\n", "\n", "-----\n", "\n", "The two main ways of using the script are covered first featuring several of the options demonstrated in the course of that. Then some features important for adjusting the looks to match your needs, particularly through the use of a 'high-low' list to control shading, are covered. \n", "Plus a text-based alternative is highlighted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparation and displaying USAGE block\n", "\n", "Let's get the script and run 'Help' on it to see the basic USAGE block.\n", "\n", "(If you are running this notebook in the session launched from the repo that includes the script, this step is not necessary. However, it is included because there is no harm in running it here and you may be wanting to run this elsewhere or see how to easily acquire the script. If you are on the actual command line, you'd leave off the exclamation point.)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "file_needed = \"donut_plot_with_subgroups_from_dataframe.py\"\n", "if not os.path.isfile(file_needed):\n", " !curl -OL https://raw.githubusercontent.com/fomightez/donut_plots_with_subgroups/master/donut_plot_with_subgroups_from_dataframe.py" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "usage: donut_plot_with_subgroups_from_dataframe.py [-h] [-li] [-lopg] [-lotg]\n", " [-svg] [-ssn]\n", " [-hll HILOLIST]\n", " [-ac ADVANCE_COLOR]\n", " DF_FILE GROUPS SUBGROUPS\n", "\n", "donut_plot_with_subgroups_from_dataframe.py takes a dataframe, and some\n", "information about columns in the dataframe and makes a donut plot. The inner\n", "ring is a breakdown of the subgroupings per each group in the outer ring of\n", "the plot. **** Script by Wayne Decatur (fomightez @ github) ***\n", "\n", "positional arguments:\n", " DF_FILE Name of file containing the dataframe. Whether it is\n", " in the form of a pickled dataframe, tab-separated\n", " text, or comma-separated text needs to be indicated by\n", " the file extension. So `.pkl`, `.tsv`, or `.csv` for\n", " the file extension.\n", " GROUPS Text indicating column in dataframe to use as main\n", " group data in the outer ring of the plot.\n", " SUBGROUPS Text indicating column in dataframe to use as\n", " subgroupings for the inner ring.\n", "\n", "optional arguments:\n", " -h, --help show this help message and exit\n", " -li, --large_image add this flag to make the image saved larger than the\n", " default of `(7, 8)`\n", " -lopg, --leave_off_percent_in_group\n", " add this flag to not display the percent of the total\n", " for each group.\n", " -lotg, --leave_off_total_in_group\n", " add this flag to not display the total amount for each\n", " group.\n", " -svg, --save_vg add this flag to save as vector graphics\n", " (**RECOMMENDED FOR PUBLICATION***) instead of default\n", " png. Not default or saved alongside `.png` version\n", " normally because not as easy to deal with as typical\n", " image file.\n", " -ssn, --sort_on_subgroup_name\n", " add this flag to sort the subgroups display in the\n", " inner ring based on the subgroup name like in example\n", " at https://python-graph-gallery.com/163-donut-plot-\n", " with-subgroups/.\n", " -hll HILOLIST, --hilolist HILOLIST\n", " This flag is used to specify that you want to control\n", " the order of the subgroups to range from being dark to\n", " light in the degree of color intensity in the plot\n", " because the default result does not suffice. Follow\n", " the flag with an order listing, high intensity to low,\n", " of the subgroup identifiers separated by commas,\n", " without spaces or quotes. For example `-hll\n", " yes,maybe,no`. When the script is run the identifiers\n", " and default order used will be indicated so that\n", " you'll have the identifiers at hand when running\n", " again.\n", " -ac ADVANCE_COLOR, --advance_color ADVANCE_COLOR\n", " **FOR ADVANCED USE.** Allows for advancing the color\n", " palette iterator a specified number of times. The idea\n", " is it allows skipping a specified amount of the\n", " initial colors to help 'customize' the set of colors\n", " in the plot, if needed. Supply the number to advance\n", " after the flag on the command line. For example, `-ac\n", " 4`. If that doesn't allow dialing in a good set of\n", " colors, and you know Python, you can edit the\n", " `list_of_other_good_sequences`\n" ] } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py -h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use the script by calling it from the command line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A dataframe will be used for input data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " group subgroup sub-subgroup\n", "0 A 1 frizzled\n", "1 A 1 lethargic\n", "2 A 1 polythene\n", "3 A 1 epic\n", "4 A 2 frizzled" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "obs = [('A', 1, \"frizzled\"), \n", " ('A', 1, \"lethargic\"), \n", " ('A', 1, \"polythene\"), \n", " ('A', 1, \"epic\"),\n", " ('A', 2, \"frizzled\"), \n", " ('A', 2, \"lethargic\"), \n", " ('A', 2, \"epic\"),\n", " ('A', 3, \"frizzled\"), \n", " ('A', 3, \"lethargic\"),\n", " ('A', 3, \"polythene\"),\n", " ('A', 3, \"epic\"),\n", " ('A', 3, \"bedraggled\"),\n", " ('B', 1, \"frizzled\"), \n", " ('B', 1, \"lethargic\"),\n", " ('B', 1, \"polythene\"),\n", " ('B', 1, \"epic\"),\n", " ('B', 1, \"bedraggled\"),\n", " ('B', 1, \"moombahcored\"),\n", " ('B', 2, \"frizzled\"), \n", " ('B', 2, \"lethargic\"),\n", " ('B', 2, \"polythene\"),\n", " ('B', 2, \"epic\"),\n", " ('B', 2, \"bedraggled\"),\n", " ('C', 1, \"frizzled\"), \n", " ('C', 1, \"lethargic\"),\n", " ('C', 1, \"polythene\"),\n", " ('C', 1, \"epic\"),\n", " ('C', 1, \"bedraggled\"),\n", " ('C', 1, \"moombahcored\"),\n", " ('C', 1, \"zoned\"),\n", " ('C', 1, \"erstaz\"),\n", " ('C', 1, \"mined\"),\n", " ('C', 1, \"liberated\"),\n", " ('C', 2, \"frizzled\"), \n", " ('C', 2, \"lethargic\"),\n", " ('C', 2, \"polythene\"),\n", " ('C', 2, \"epic\"),\n", " ('C', 2, \"bedraggled\"),\n", " ('C', 3, \"frizzled\"), \n", " ('C', 3, \"lethargic\"),\n", " ('C', 3, \"polythene\"),\n", " ('C', 3, \"epic\"),\n", " ('C', 3, \"bedraggled\"),\n", " ('C', 4, \"bedraggled\"),\n", " ('C', 4, \"frizzled\"), \n", " ('C', 4, \"lethargic\"),\n", " ('C', 4, \"polythene\"),\n", " ('C', 4, \"epic\"),\n", " ('C', 5, \"frizzled\"), \n", " ('C', 5, \"lethargic\"),\n", " ('C', 5, \"polythene\"),\n", " ('C', 5, \"epic\"),\n", " ('C', 5, \"bedraggled\"),\n", " ('C', 5, \"moombahcored\")]\n", "labels = ['group', 'subgroup', 'sub-subgroup']\n", "df = pd.DataFrame.from_records(obs, columns=labels)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's save that dataframe as tabular text and also as a Pickled pickled dataframe. The former being human readable and the latter not. (The latter is more efficient at storage though if that is an issue.)\n", "\n", "First to save as tabular text in tab-separated form. You could change it to be comma-separated, CSV, if you choose." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df.to_csv('data.tsv', sep='\\t',index = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to save the pickled dataframe." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df.to_pickle(\"data.pkl\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have files with input data, we have something we can point the script at for running it.\n", "\n", "In addition to providing the data input file name, the text corresponding to the column heading of the groupings and the text corresponding to the column containing the subgroups have to be provided when calling the script." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:** \n", "In [the example from The Python Graph Gallery](https://python-graph-gallery.com/163-donut-plot-with-subgroups/) shown below the ordering of the subgroups is different.\n", "\n", "----\n", "\n", "![plot example](data:image/png;base64,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)\n", "\n", "----\n", "\n", "To get ordering like in the example [here](https://python-graph-gallery.com/163-donut-plot-with-subgroups/), the script can be called with the `--sort_on_subgroup_name` flag." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup --sort_on_subgroup_name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note with the addition of the** `--sort_on_subgroup_name` **the result is like the example in ordering of the subgroups** in the [the example from The Python Graph Gallery](https://python-graph-gallery.com/163-donut-plot-with-subgroups/) shown above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `--large_image` flag can be added to make the plot figure saved larger. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot_larger.png\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup --sort_on_subgroup_name --large_image " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `--leave_off_percent_in_group` and `--leave_off_total_in_group` options can be used to control whether the percent or total show up in the plot labels. \n", "For example, putting both flags will leave both off:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup --leave_off_percent_in_group --leave_off_total_in_group --sort_on_subgroup_name " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `--advance_color` option followed by an integer can be added to the call to the script to advance the colors initially used from the sequential color palette generator. This is meant to try to make it easier to customize the output to a color combination that seems pleasing without needing to edit the code in the script. (If you want to specify your own colors, you can edit the `list_of_other_good_sequences` and run the with `-ac 4`. [Alternatively you can edit the `color_brewer_seq_names` and not advance the color generator, or see [this notebook](demo_custom_color_list.ipynb).])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup --advance_color 5 --sort_on_subgroup_name " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the size of the image file made with the larger setting by adjusting `large_img_size ` under 'USER ADJUSTABLE VALUES' section in the script code. \n", "Additional customization is possible simply editing settings under the 'USER ADJUSTABLE VALUES' section in the script code file.\n", "\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use script in a Jupyter or IPython by calling the main function\n", "\n", "This will demonstrate importing the main function into a Jupyer environment or IPython console.\n", "\n", "Note that it gives you a few more options because it exposes more control as you can set whether to include the subplot titles or adjust after generation the size of the plot, etc..\n", "\n", "First, we'll use the files for the dataframe and tabular text saved earlier in the example. After that will move on to not using files and instead use Python objects that are in the memory of the notebook.\n", "\n", "We will need to import the main function of the script to be active in the running notebook environment. (There is no harm to running it again even if already run in earlier sections.)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from donut_plot_with_subgroups_from_dataframe import donut_plot_with_subgroups_from_dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to try using that with the files from earlier in the demonstration.\n", "\n", "First, we'll use the tab-separated table.\n", "\n", "It is very similar to using the script from the command line. Here, though we have to specify the input type as file or an in-memory dataframe when we call the function. Provide a file name for `df_file` for using a data file as inout. Then specify the colum with the binary data and the column to use in grouping like the following." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donut_plot_with_subgroups_from_dataframe(df_file=\"data.tsv\",groups_col=\"group\",subgroups_col=\"subgroup\", sort_on_subgroup_name=True);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donut_plot_with_subgroups_from_dataframe(df_file=\"data.pkl\",groups_col=\"group\",subgroups_col=\"subgroup\", sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the function can also take an in-memory dataframe directly. Let's next see a demonstration of that. \n", "\n", "To be sure a dataframe is in memory, we'll read in one from the file saved earlier. \n", "You may note that this step is redundant if you are running all these cells in order, and the one made earlier is in memory still; however, I want to be sure all is on the same page before the next steps while emphasizing here the switch from using a file as data to something in the memory of the current notebook." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "df = pd.read_pickle(\"data.pkl\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at the start of that dataframe to verify it is in memory now." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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groupsubgroupsub-subgroup
0A1frizzled
1A1lethargic
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\n", "
" ], "text/plain": [ " group subgroup sub-subgroup\n", "0 A 1 frizzled\n", "1 A 1 lethargic\n", "2 A 1 polythene\n", "3 A 1 epic\n", "4 A 2 frizzled" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = donut_plot_with_subgroups_from_dataframe(df=df, groups_col=\"group\",subgroups_col =\"subgroup\",sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that, similar to how the `--sort_on_subgroup_name` flag was used when calling the script as you would on the command line, `sort_on_subgroup_name=True` was also added when calling the function above to better reflect the style of the [the example from The Python Graph Gallery](https://python-graph-gallery.com/163-donut-plot-with-subgroups/) shown above. The defatult is `sort_on_subgroup_name=False` if no setting for `sort_on_subgroup_name` is specified.\n", "\n", "Additionally, in a parallel to the use of `--leave_off_percent_in_group` or `--leave_off_total_in_group`, the function can be called with `include_percent_in_grp_label=False` or `include_total_in_grp_label=False` or both to control if the percent or total or both are shown in the group label. They default is to show them both if no settings are provided for thises." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The size of the plot can be set a couple of ways when running the script as a function.\n", "\n", "About size, the script is run with `fig=plt.figure(figsize=(14, 4))` set by the 'default' setting `plot_figure_size`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot_figure_size` can be adjusted in the script. \n", "Alternatively, and perhaps easier when working in Jupyter or IPython, the resulting plot can be enlarged after the fact with `x.figure.set_size_inches((28, 9))`.\n", "(Note setting adjusting `plot_figure_size` in the current version of script to give to `fig=plt.figure(figsize=(28, 9))`and restarting kernel and running again will also give that.)\n", "\n", "The adjusted figure can be saved as shown in the example, too." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "#x.figure(figsize=(17, 11)) # Doesn't work\n", "#plt.figure(figsize=(17, 11)) # Doesn't work\n", "x.figure.set_size_inches((20, 14)) #<--see bottom of section at \n", "# https://nbviewer.jupyter.org/github/fomightez/cl_sq_demo-binder/blob/master/notebooks/Demo%20of%20script%20to%20plot%20nt%20imbalance%20for%20sequence%20span.ipynb#Use-script-in-a-Jupyter-notebook\n", "x.figure.savefig(\"larger_gen_demo.png\")\n", "x.figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That way of adjusting size doesn't change settings for all plots. As can be seen by the next cell. However, it changes size of `x` until it is reassigned." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y = donut_plot_with_subgroups_from_dataframe(df=df, groups_col=\"group\",subgroups_col =\"subgroup\",sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An amount of times to advance the color from the starting options can be specified when calling the function using the `advance_color_increments` variable assigned to the amount of steps to advance." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "b = donut_plot_with_subgroups_from_dataframe(df=df, groups_col=\"group\",subgroups_col =\"subgroup\",advance_color_increments=6,sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If trying different numbers for the advancing increments still fails to help you find a color combination you like, then you can specify your own colors. See [this notebook on using custom color lists](demo_custom_color_list.ipynb). \n", "Other options are that you can edit the `list_of_other_good_sequences` and then run the function the with `-ac 4`. (Alternatively you can edit the `color_brewer_seq_names` and not advance the color generator.) To re-import the updated function after editing, the easiest thing to do is restart the kernel in the notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---- \n", "\n", "## Using a 'High-Low List'\n", "\n", "Often you won't quite see the default settings produce the shading intensity you'd like for each subgroup.\n", "\n", "If that is the case you can provide a list of the subgroups specifying the order. Because this is so important, I have made it an entire section. This will demonstrate it from the command line equivalent and then using the script's main function.\n", "\n", "First we need a dataframe that will demonstrate the benefit." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ManufacturerItemIn_Stock
0Jones LLC177887yes
1Jones LLC12387yes
2Jones LLC1772287yes
3Jones LLC19897no
4Jones LLC1187no
\n", "
" ], "text/plain": [ " Manufacturer Item In_Stock\n", "0 Jones LLC 177887 yes\n", "1 Jones LLC 12387 yes\n", "2 Jones LLC 1772287 yes\n", "3 Jones LLC 19897 no\n", "4 Jones LLC 1187 no" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "sales = [('Jones LLC', 177887, 'yes'),\n", " ('Jones LLC', 12387, 'yes'),\n", " ('Jones LLC', 1772287, 'yes'),\n", " ('Jones LLC', 19897, 'no'),\n", " ('Jones LLC', 1187, 'no'),\n", " ('Jones LLC', 1773297, 'maybe'),\n", " ('Alpha Co', 157987, 'yes'),\n", " ('Alpha Co', 158981, 'yes'),\n", " ('Alpha Co', 159983, 'yes'),\n", " ('Alpha Co', 167987, 'yes'),\n", " ('Alpha Co', 158117, 'yes'),\n", " ('Alpha Co', 1999917, 'maybe'),\n", " ('Alpha Co', 193917, 'maybe'),\n", " ('Alpha Co', 1933917, 'maybe'),\n", " ('Alpha Co', 159333, 'no'),\n", " ('Alpha Co', 256521, 'no'),\n", " ('Blue Inc', 111947, 'no')]\n", "labels = ['Manufacturer', 'Item', 'In_Stock']\n", "dfh = pd.DataFrame.from_records(sales, columns=labels)\n", "dfh.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "dfh.to_csv('datahl.tsv', sep='\\t',index = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to run that without a High-Low list." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using 'yes,no,maybe',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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PTb1IRMmRHzcAaDw78lgA61s49koAGbT/sW8Gw0j+9lUbOSOPeqPtdLT8GXbCSIga0lrY558AnhZCFEa2adiOyRqJqa0tAXBco3XHoRWTPBKRHUBvGMkeY4zFJS6RaV8nAUgH8KIQorLhC5FxUq4hogdF8/NEXEtEm2GUplwHo43Jfw/g/JsBTCOisTBKQ26A0YV6ZXM7CCGWEtFjAB4nom4APoAx10xPGNVhWwHcD6O04z0i+hlGY9UTYDQUPqOFeFYC2Asj4fkYACLdpy+A0QC3AkbV2f9Ftt3XkHcJjDYxr0TarPhhzOXTC0a3bESOtRHAMw3a7XwK4HYi2gGjamk4jNmWX28cGBFNipz78siqZQDyiegUGCVo+TjACf4ixx0W+TERgB55HhJC7Ev4ngSwiIhuj7wnp8MoERr7h4P90REwGk93irGJGGOsXZg92VMsLzC6x37RzGu9YFTDTI48FwDOivycF3l+AYz/zAMANsFo3Lpv//GRbdIbrNu332GR5ykwZjKuh5FAPAajrck3rYj9bBhtaWph9GJaC2AGgIwG21wDI7EJRx6vbMVx/wHgvQbPu8NoAF0J46a8FcbNPbXRfofB6M1TCaPB71IAJzXaRgC4r8HzBBi9qopgJD/bYVSt2Rvt54i8v8Mbrb8EwG4YbY8uaeGafve+NxFT46Ww0TZnAdgIIASjpOuM1pwDwPMAnjP7c84LL7zwYubCk0ZGISLKA7ADwCghxHJzo2lbZIwMvB7Gte0wO5620BG/r8bniLyPG2AkNjHxPjLG2MHgNjKsQwmj18/lAHLNjqUdLIpUtbUpIvoMRtVYQ3kAruMkhjEW77hEJgrFcolMLIo06s6LPA0JY6C6tjx+V/zWxbpYCBFsy+MzxlhnxokMY4wxxjotrlpijDHGWKfFiQxjjDHGOi0eR4YxFq0sANyNFieMbuhag0Vv9LzhEoQxBtEfpsZgjMUGTmQYYx0hEcZ8X10ij119Ia1XWNPzAKQSwS0ROSUihyyRQ5HIRgQppOqhkKZrwbCu+VVdD4Y1EBEkAqSGjxJR5GeKrCeJiBSZyGGRbUIIPawLr6qJOl2IagCVElGFVZH22BRpL4BqGAlPCYDCyGPjUaEZY1GIG/syxtpCCoyRkfuHND0/ENb6CIFcRaIcqyKlCkCq9YcDld6wXlYXlEvrAvZyT0gp94RQHwjDH9YRCGvwh3X4wxr8YQ1hre2+m2yKhAS7gkS7ggSb8rufE+2Kluy0hFKd1nCG2yoyE2wWp1W2BsJapaqLnbJEm1xWeUNkhOgdMBKdMrQ8rxhjrINwIsMYay2CMeHoAAD9/SFteEjTR9gUqbdE5CypDfi2VngthZU+Z4UnhHJPCBWeECq9IXhDnatwwyITshNsyE6yIzvRhi5JdrVHisPfJdmuZ7htNqtMckDVyzRdrHPblCWyRKtgTCWyA3+cE4wx1o44kWGMNYVgTDB6pC+kjVc1faTNIvfUhVB21wQCW8u91q3lXkdRlQ+FVX5UeA5movTOy2GR0CXJjrw0J3qnu9SCLLevV7pTdlpliz+sbVMkaYnTKi8B8DOMwQzj6w1irANxIsMYA4x5qUZruhjjCaqT7RZ5uD+kYe2eOvHLrjr3tgoviqr8qPaFzY4zqrmsMnqnu9A304WBOQne/tluLd1ldfjCepEi0SKnVf4CxtxipWbHylis4ESGsfhDAPrCKG2ZoOniGLtF6lpU5fetKK51ri2ps6zbU48qTlrahF2R0CvdiYE5CWJ0XopnYE6CVddFJRH+57Qqn8NIbHabHSdjnRUnMozFhwwAkzxB9TRZoskhVbesKakXv+yqda/bU4+t5V6oOn8XdASJgJ5pTgzrloTRPZLrB3VJtAghagB85bIpC2AkNsUmh8lYp8GJDGOxSQFwREjVTwmq+ulWRcpdU1IXXLytKmFZUQ1KanlYlWhBAPLSnBjaNRGH56XUD+6aYCFQLQEfOazyewC+A8DFY4w1gxMZxmJHKoATPEH1HIssTarwBPVvtlQ6lhZWK+tLPdC4xKXT6JnmxFG9UrVj89O9OUl2JazpC9w25W0AnwOoNzs+xqIJJzKMdW5pAM6qC6hX2hVp8JqSuuC3WyoTfiysRnmc9SSKVekuK8b0SsGx+Rl1BVluW0DVfkq0W94E8CmAPWbHx5jZOJFhrPNJAHBqfUC90qZIhy8rqlE/W7/XtayoBiGNhzCJZS6rjNE9kjG+X7p3dI9kJayJ7Q6r9KYiSW/DGMOGsbjDiQxjnYMNwBRPUJ1ulaVJ6/bUh+avK0v4fnsV/GFOXuKRIhGGdkvE+L7pwYn90oWmi/UJduVpAO8D8JgdH2MdhRMZxqKXAmCCN6hersjSKTsqfdr8tWUJ326tRF1ANTs2FkUsMuGIvBScMiTbM6RLohLW9Dkum/JfAIvAIw2zGMeJDGPRp2tI1a/VhbiurD6ozF+31/X15gop3kbPZQcnxWnBpPwM/bQh2d5kpyWgyPSCVZZeBrDd7NgYaw+cyDAWHQjABE9Q/asi0fgvN5bjw1Wl9sJKn9lxsU6sT4YLJw3MDE7unyk0XWyIVD3NBsAfLBYzOJFhzFxJui4u8Ye1v9YF1OTZK0pcX24sJ18nm2SRRTdFIhzRMwWnDcn2DOqSACHwnN0i/xs8ojCLAZzIMGaOob6QeossSef8VFStv79ij3N1SZ3ZMbE40DXZjnOGdwlO7p8hVF185rYpM2BMbslYp8SJDGMdRwZwVn1AvUsXovcHv+yxzV1bJvNEjMwMbpuMqYOy9GkjuwYUiTa5bcqDAOYA4OJA1qlwIsNY+7MAuMAX0h4qqQ0kvba02P3D9irwQLssGsgSYVzvVFw4ult9dqLdZ1OkR2SJZoJHEGadBCcyjLUfu6aLy0Kqfv/2Sp/jpR+K3L/s4uojFr0GZLtx/qhu3sNyk0kXYqbDIj8MoNTsuBhrCScyjLU9l6rp16i6uGt9qcfy8pKd7nV7+J9b1nlkJdhw3mFdgycMyNB1gecdFnkGgAqz42KsKZzIMNZ2EsOa/mdNF7etLK6VXvmx2LWl3Gt2TIwdtAy3FZce0T1wbH66DuApmyI/CqDG7LgYa4gTGcYOXVJQ1W8DxI1LdlTTaz8WOwur/GbHxFibyU604fIjc/3j+qTqBHrCqkj/BMD1pCwqcCLD2MGzqLq4StX0hxdvr7K8sqTYUVIbMDsmxtpN12Q7po/J9R2Rl6JLEj1slaWnAHCxIzMVJzKMHTgCMNUX0p7dVuFNeXLhdte2Ch4olcWPHqkOXDmmh29kblJYkegBRZaeBcBZPDMFJzKMHZgRnqD6XH1AHfDvhdtdPxVxcwEWv3qnO3H12DzvwJyEeqdVvhrApwD4psI6FCcyjLVOd29Q/acATnp+cZF9/roy4nFgGDOMzE3Crcf29rptykq3TbkSwEazY2LxgxMZxlqWEAhr9wD40we/7FHeWrbL4g/rZsfEWNSRJcIZQ7O1y47IDYHwosMi3wNuEMw6ACcyjDWNNF1cEtb0f3+/vcr63OIiR4UnZHZMjEW9FKcF1x6d5x/bOzVoU6QbJaI3AXD2z9oNJzKM/VEfb1B9s8IbGvTw51tcm/dypwzGDlRBlht/ndTbk5Vg2+GyKZcDWG52TCw2cSLD2G8sIVW/TRfirld+LLa+v7JE5nYwjB08AnD8gExx/bi8ABE+cFmVWwCUmx0Xiy2cyDBmONwX0mZt3uvJevTLra7SuqDZ8TAWM1xWGZcfmRs8cWBm0G6RpwN4z+yYWOzgRIbFuwR/SHtME+KSfy/cbv9qUwWZHRBjsap/thv3Tsn3um3ywkh1E5fOsEPGiQyLZ1P9Ye2V77dVuZ7+doejLqCaHQ9jMc8qS5g+Jjd08uAsf6R05n2zY2KdGycyLB5leIPqTH9YP/YfX2xxriiuNTsexuLOgGw3/m6UznwdKZ3h2bXZQeFEhsWbyYGw9s6na8pcL/2w0xrSuFcoY2axyhKuPCo3NHVQlt9uka8A8IHZMbHOhxMZFi9s/rD2eEjVpz/w2WYHl8IwFj0G5iTg71P6eV1W+X8umzIdXDrDDgAnMiwe5PtC2pw1JXXdHv58i5PbwjAWfayyhKuOyg2eZJTOXABgvtkxsc6BExkWy0jV9CvCunjyue8K7XPWlElmB8QYa9ngLgl4YGqBz6ZILzks8l8B8JDarEWcyLBYleINqW9Ue8Pj75670VVU5Tc7HsZYKyXaFdwzpZ+vf7Z7h8uqnAxgh9kxsejFiQyLReP8Ye2DBev3Jvz3u0JbWOPPOGOd0dnDc7TLj8z12y3ypeCGwKwZnMiwWCIFwtqDqi5ufmjBZsfSwhqz42GMHaL8LDdmnFzgc1rk1xxW+UYAYbNjYtGFExkWK5K8IfXDnVX+w+/6dKOr2sffdYzFCrdNxt+n5PsG5Li3uKzKVAC7zI6JRQ9OZFgs6OcLaV9+tak868lvdtg0numRsZhDAM4f1VW9cFQ3r90inwXgf2bHxKIDJzKss5sSCGvv/mdRoXPuWu6VxFisG94tEQ9MLfBbZOlhmyLNAMA3sTjHiQzrrCik6ncEVf3uO+dscKzdU292PIyxDpLusuLx0wd4MxNsc51W+RIAPF19HONEhnVGTl9Im1VWH5x028frXRUeHmYillgVCcl2BclOC5IdFiQ5FCTaLUiwK3DbZDgsMnQhoGkCmgA0XUATwniMLEFVR6U3hLL6IMrqgqjwhMCTUcQWuyLh3pPyfYO7JKx3WZUTAFSaHRMzBycyrLPJ9YW0L5YWVuc+8sVWB8+V1HkkOxT0zXChR5oT3ZLsyEq0I9Vl0RJsirBbJMmmyJJNkUAEhDWBkKojqOoiqGrCH9bhD2vCH9ZESNUBIshEkCVAIoIsESQiSASSJIJVJrisCrmssuSwyFBkQlgTCGu6UDUhwpouAqouqnwheU9tgLZX+LCxzIMNpfVQ+SPVaRCAa47OC508OKvCYZEnANhsdkys43EiwzqTcYGwNufVH4tds1eUKGYHw5rWNdmO0bnJ6J+TgB6pDi3VaYXLJssWmVAXUEW1L6xXeEJiT11QKvcEpQpvGJXeEKp8IVT7wgi1w7g/skRwWWW4bQoSbDISbAqSHBZkJVhFbopD65Jkl9JdVsltUxBUdfjDmuYJqqK8PihvLPPQ8qIarCmp51KdKDV1UJZ+/bg8j90inwLgW7PjYR2LExnWKehCnB8I6y/dO2+jY/lOnvAxWozKTcIxfdNQkOXWkp1WuG2yDACldUF9R6VPbK3wyTur/Siu9qPcE4r6VpmKREh3W5GVYENWgg3dk+16v0yXyE1xyg6LBE9Q06t9IbF5r1deXlSD77dXIcBFOFFhRPckPDA1329X5OtliV4xOx7WcTiRYVEvqOq3+cPavTd/sM5ZWOkzO5y4lepUcFxBJkb1SBbdUxx6ssMi+8MaNpZ5tFUldXJhlZGwVMXoGD5uq4y8NCd6pTkxINut9st0y2lOC3lCml5SG8Cyohpp3toylHObLdPkpjjwf2cM9Llt8n/sFvl2gAvR4gEnMiyaSf6w9lS1L3zZTe+vdfINomNluK04dUg2jshL1jISbOSwyNLumoC+ancd1pbWSxvLPDGbtLSWTZHQJ8OFITkJYlSPZL1nmlP2hzR9T21ALCuqkeetK0NZPX9uO1KSQ8Gjpw7wdkuxf+OyKmcD4InWYhwnMixa2bwhdXZxlX/SXz9e7/IENbPjiXkSgIn56Th9aLaek+SA2yZLW8u92g87qqV1pfW0rcIHlQcbbJEiEfpmuDC0S6I4rEeS3jvNJQdUTd9V7cdn68ulBevLuDFxB7DIhDsm9/Ufnpe8yWlVxgPg+ugYxokMi0Zub0j9fM3u+uF/n7fRwZM+tp8kh4Kzh3fB+L5pWnaiXdZ0IRSZ6MEFm/HL7rp2aXgbT+RIYjM6N0k/pk8aJTssVFof1L7dUim/v6IEnhAn6O2FANw0oVdwUkHGDqdVPhpAhdkxsfbBiQyLNqm+kPrN4m1VfR/9cqudCwDantMq4cJR3XB8/0wt2WmR/SFNq/GpUp1fpZAqUJDj0l9YUiQt2FBudqgxJzvBhsPzksWEvumiR6pDqvKGtGVFNfLsn3DEL9QAACAASURBVEuwuzZgdngx6ZqxPUInD87e7bTKYwCUmh0Pa3ucyLBokuMLaYvnrS3r9ux3hVazg4klMgGnD83BaUOztZxEu+wPa3qlJyzV+lQ0ThZzkq16uTdIt83ZSOZEGx8SbApG5SZhfN80bXBOolzjD2sLN1fIry8thi/M9U9t6eLR3cLnjuy612EkMzvNjoe1LU5kWLTo5Q9r37+1bFf6W8t28xgxbWRC3zScO7Kr1ivDJWua0Cs9Yarxhaml6jqXTUb3VJt+xss/89xVHcSuSBjTMwVTB2VpealOubjap727okT+ciPXhrSVs4fnaJcdmVvlsMhjAGw1Ox7WdjiRYdGgVyCsLX1ucVHqJ6tL+eZ5iLITrbh6bJ44smeqkImo2hvWq7xhOXAA/+UP7ubGde+tQXENV3d0tEy3FZPy0/UpAzLJIklYU1KHmT/spO089MAhO3lQlnbduLxau0U+GsB6s+NhbYMTGWa2Hv6w9tPzi4vSOYk5NGN7peCqsXla1yS7XOtX9SpvWPIEDq4xac8Mh7Z4R6X8n++K2jhKdiAGZrsxZUCmNqZnilzjV7X3VpTIH/yyx+ywOrXjCjLELRN71dmNKQ1Wmh0PO3ScyDAzdfOHtWUv/7Az4/1f9shmB9MZWSTCJUd0x2lDsjWbIsvl9SG90hOWtENsJZ3qssBhI+2St1bx7yUK2BQJE/uli2nDc2BXJHyzpZKeXVTIowofpHF9UsUdk/t67Bb5eABLzI6HHRpOZJhZcvwhbdnrPxVnvfMzz5t0oFKdFvzl2N766B7JpOpC7K0NSTU+tc2mALDIhIIcF06fuYzHPYkiBGBk9yScO6KL3jPNKa0tqdf//c12aTdXAR6w0T2Scf9J+V67RT4WwFKz42EHjxMZZoYsf0j7adbPu3Pe/GmXxexgOpO8VAdundRbL8hKkLxBTd1bF1K87TRYYEGOSzz3fSF9sYkbnEajHqkOnD0sRxvTM1UuqQ1ozy8ulJcW1pgdVqdyeF4y7jsxv95uNABea3Y87OBwIsM6WrovpC19f2VJ91d+LOYkppX6Zbhw5/F99W4pDqnaG9bL60NSSG3fv90uyTa9zBOgv33K3bCjWbJDwdSBWfqpg7Olal9Y+/fCbTJPrNp6E/qli9sm9a62W+RRALabHQ87cJzIsI6U6gtpP36yurTHC98X8TgxrdAnw4k7J/fVclOdckV9SC+vC0kdNdiu2yaja6pNP5O7YXcKDouE0wZn62cOy5HK64PaE19tk9eU1JsdVqdwyuAs/Zqj8/Y6LPJIACVmx8MODCcyrKMk+0LaD/PXlfX+zyIe7G5/uiTacd9J/dTe6S6lyhvWympDckfPc0QABnVz45p31/Cos52IyyrjzKE5+qmDs6Q9dQHtsS+3yhvLvGaHFfUuGNVVPf+wbsVOqzwKQKXZ8bDW40SGdQSHN6Qu+XJDecGT3+ywmR1MNHNbZdwzpZ8+MjdZqvOramlNUDFzvqNeGQ7t222V8n+/527YnU2CTcE5w3P0EwdkSsXVfu2RL7bKPBZNy649Oi80dVDW5sh0Blyc1UlwIsPam+QNqXOXFdWMv3/+ZofZwUQrRSLcPLGXOL5/JnmDmlZSE5SDUTBMfarbAruFtEtncTfszirZoeDcEV204/Iz5NW76/T752+SeAqE5v3tuD6Bo/uk/uKyKhMAcFFkJ8CJDGtX/pD29I5K3+U3fbDWybNYN23aiC64/MhcEdZ0UVIdlHyh6LnJWGRCfo4Lp724DNETFTsY2Yk2XD82TyvIckvvrSyhV38sNjukqCQRcP9JBf7h3RMXuazKVACq2TGxlnEiw9pNWNP/XOkN/ePKWaucnnbqItyZDchOwINT87UEmyIVVwWo/iBH4W1vBV1c4j/fFdJXm7kbdiwY2T0JN4zLEwD0x77cyj2cmqBIhMdPH+Drl+n+1GmVzwPabIgm1g44kWHt5ZT6gPrOVW+vcpTWBc2OJapYZMJ9J+brh+elSBX1Ia2sLiRH859hl2SbvqfejzvmbuLeSzFCkQinDM7SLxjZVdpW4dX+PnejXOXjgoeG7IqEZ6YN9nZNsv/LbpHvMTse1jxOZFh7GOUPa9/c/ME656Yyj9mxRJXJBRm4ZWIvXdOBnZUBKdgJhs3lbtixK8VpwZVH5mqjeyTL89aWif8sKuQxgxpIdVow88JhvkS7cqlE9J7Z8bCmcSLD2lpeIKyteGjB5pTvt1ebHUvUSHVa8PjpA7QeqU55d3VAVHvVTnPD2NcN+6rZq7GHS9diUkGWG7dN7C0A6LfPWS8XVvrNDilq9M1w4cmzB/kcxozZK8yOh/0RJzKsLaX4QtrKmT/s7PbhKp4Ecp8rxuTi3JFdUedXtZLqoHyoEzqaoVemQ/tmS4X83A87zQ6FtROLTLjosG76SQMzpblcOvM74/qkitsn9610WOQhAHj68SjDiQxrKzZvSP1uwfryIc98y2PFAEBOog1PnT1IS7BbpOLKALXXnEgdIc1tgdVC2mXcDTvm9ctw4fbj+gghhH7HnA1cOhNxyeHdwueM6LrJaZVHA+A3JYpwnTdrE76QNnPN7vpBzy7iJAYAzhiajdcvGQEIwqY93k6dxABAnV9Fmssq8xdG7Ntc7sXVs1fTDzuq8d9pQ3D9uDyzQ4oKry3dZfl5Z01vb0h9C0aNK4sS/L3EDpmq6dNr/eHT7/9sk6MT1pq0KYtMeObsQdq143piZ4Ufu6uDUd0jqbXCmoCmCzGuT6rZobAOENYEZv5YLN85dyPG9UkTb182QuuaZDc7LNM9tGCLY299aHJQ1bkXUxThqiV2qIb7w9riq99e7Syuju/S1iFdE/HIqf11TROiqCLQ4XMjtbcuyTZtd52f7prH3bDjiUUmXHFEd21Sfob83HeFmLOmzOyQTJXmsmDmBcP8SQ7LBQA+MjsexokMOzQp/rC24bEvt2Z+s6Uyrotab5rQU0wdlE1ltUG9vD4ckzd6t11GlxSbfhZ3w45Lo3KT8ddje2N9SZ1++ycbpOgfOKD95Ge58e8zB/rsFnkMgFVmxxPv+AuJHSzJG1LfX7B+b3I8JzFpLgveuWykNmVAFraV+RCrSQwAeAMabIokZSXw5OXxaNnOGlz77moku6x4d/pheveU+K1q2lTmwRNfbXP4Q9p8AAlmxxPvYvZLl7WvQFi7e3dN4PBnFxXGbePew/OS8fZlI4VFMhr0+mN8Ij4BwBvUtFMGZ5sdCjNJpTeMWz5aJ327tVI8f95QTBmYaXZIpvlqUwV9u7Uy1RtSXwM3/jUVVy2xgzGpPqjOufyNXxwV3pDZsZji4tHdcPHh3bG7KiCqfZ1ncLtDlea2QFFIu+Jt7oYd7w7vkYxbJ/bGT4XV+v2fbY7Lf4ptioSXLxzmzUqw/VmW6GWz44lXcfnhY4ekWyCsvX/v3I1xm8Q8cmp//aLR3bB9rw/xlMQAQL1fRYabu2EzYGlRDW74YC36ZLro9YuHaXYl/j4VQVXHXXM2uEKa/jSA/mbHE6/i75PHDoXVG1Lnv/nTLtfKXXVmx9Lh3FYZ71w2QhvaNZE2l/rgC8V2VVJTQpFu2GN7czdsBpTWBfHnD9ZRWX2IZl02Qo/HLtqFVX48u6jQ7gtpcwE4zI4nHnEiw1rNF9L+va6kvves5bsVs2PpaH0ynHhv+mG6wyJjS6mPwlr8VsnW+VV9cn5G/L4B7HeCqo77Ptssfbu1Urxw/hAxonuS2SF1uLlry6Sfd9bk+ELaf8yOJR5xIsNa69iwpl/60IItzni7gx1XkIHnzh2KWp8qdpQH5BgbHuaA1flVuSDLHefvAmtIAHhxSbE8c0kxZpxcgDOGxl+D8Ee/3OrwhbRpAM42O5Z4w4kMa40kf1h7Z8bnWxz1QdXsWDrU9DHd8bfj+mBXVUCU1oa4gSsAT1CDzSJJGW7uhs1+b8HGcnrg8y24YkwP3DqxV1wlu96QhrvnbnQGwtrLAHqaHU884USG7Zc3pL7w9aYK97KiGrND6VB/n9JPTBvRFdv2+lATZ416WyIE4Atq2qmDsswOhUWhVbvrcMtH63Bkr1Q8dfYgLZ5uMpvKPHjlx2KHL6TNAcCZfgeJp88YOzin+UP61GcW7YirVnz/OnOAdlSvVGwu9cEfh41696fWp8pH9Ezp3DNhsnZTXBPA9e+vJZdVplcuGq7FU4emd1eUyBtK63sFwtpDZscSL+Lo48UOQmYgrL16//xNzkCMD/a2DwF44bwhWv+sRCneG/W2pC6gItNt46o21qy6gIpbP9kgeUIqvX7xCM0aR9nMw59vceoCfwIw3OxY4kH8fLLYgSJvUH39k9WljrV76s2OpUMoEuGNS4ar3VMctKXMR7E26WNbCqmRbtg9U8wOhUWxoKrjzrkbpbL6IN68eLjmtMbHLafKF8ZT32y3+0LqbAAWs+OJdfHxqWIHTBfiwhq/Onbmkp1xUc9rUwhvXzZCTXFapS2lPknjJGa/6vyqPrmAu2GzloU1gb9/tlneVunD6xeP0JPs8TF6w+cbymnzXm+XoKrfYXYssY4TGdaU7iFV/++98za64qFqxaZImHXpSM2hyLStzCdxDtM6dX5V7p+dwO8W2y9NF5jxxRZ5TUm9ePXi4XqaKy7+P8IjX2x16ULcDh71t11xIsMak7xBdfas5btt2yp8ZsfS7uyKhLcvG6FZJIm2lfvjfoyYA+EJarBbJCndxSXnbP90ATzx9Tb5x8Jq8fKFQ/WcxNifb7asPogXFhfZvCH1HQDcpqydcCLDfkfTxfSy+uCQt5btivnyXyOJGalLINpR7pd4/tQDs68b9sncDZu1kgDw9KJC+evNFeL584aKzDgYi+iT1aVScXWgt6rpfzY7lljFiQxrKC2s6U88/PkWV6yXTFhlwluXjtAhgMKKgBTjl9tuav2qNCaPu2GzA/PikmJ50bZK/fnzhuqJMd5mRgCYsWCzS9XFQwB6mR1PLOJEhv3KF9L+9fmGcmusVynJBLx+8XBNkSQUVQb4b+AQ1PlVykq0c5E5O2D/XVwkryqpEzMvGKbH+szZu2oCeP2nXVZvUH0TxigPrA3F9qeHHYjDNV2c9eL3RTFdcU0AXrlouOa2Waiw3M+f/0MUUgV0XYgj85LNDoV1MgJGm5miah9evnBYzA+aN/vn3Uq5JzRE08V0s2OJNTH+0WGtJHtD6mtPf7vD7g3Fdi3Bs9MGa+kuK23f6+PqpDZSF1D14wsy+e1kB0wXwIOfb5Fq/GF68fxhMf3lowvgwQWbXaqm/xNAutnxxBJOZBhUXVxdXB3o9uXG8pgu8rzvxH6iV7pL2rbXz12s21CtT5UH5LjjY+hn1ubCmsA98zdJINAz5wyK6WRme4UPCzaUK76Q9ojZscQSTmRYhqrpjz725VaX2YG0p+ljcnFUr1TaWuYjHuyubXmDGhwWWU5xxHajTdZ+/GEdt8/ZKKW5rNI/Tukf00nxy0t22gGcD2CQ2bHECk5k4pw3qD41b91ey47K2G3ge9LATJw7siu27fUjHgb462h6pBv2KYOzzQ6FdWL1QRW3fbKB+me7pWuP7hGzf6h1ARUzfyiyeYLq8+CGv22CE5n4NkYT4tSXl+yM2Qa+I7on4eaJvVFY7ke8THxphlq/Kh3Fs2GzQ1TpC+PueZtwyuBsmpQfu81IPllTJnmC6lAAU82OJRZwIhO/FG9Ife3JhTscvhht4JvptuKRU/uL3dUB4QnG5jVGi3q/xt2wWZvYXunD/y3cLm45tjd6pTnNDqddaLrAP7/e7vKFtOcAxP6ogO2ME5k4pelielGlP+frzRVmh9IurDLhpQuG6bU+Va/2qlx8286Cqg4hhDi8B3fDZofuhx3V9OGqUv1fZw3U3dbYzI+XFdVgY1l9UphH/D1knMjEJ2dY0x9+8pvtMdvA95mzB2sSEXZXB2PzWzAK1flV/QSeDZu1kVk/75bW7qkXz503JGaLU/+9cIdL08V9ADLMjqUz40QmDoU0/cYVxbW2zXu9ZofSLq49uofome6UeMC7jlXnV+WBOQncEIm1mce/2iaruqDHTusfk8lMcbUfn63fq/hC2qNmx9KZ8Rd9/EnWdXHn84uLYrLy+Yi8ZJw5rAvtKPeTyt2sO5QnoMFh5W7YrO2ENIG7522S8rPc8vQxuWaH0y5eWVJsE0KcC2CI2bF0VpzIxJlAWLvju21V8s5qv9mhtLk0lwUPTC0QJdVB4QtxwUBH0wXgD2na1IE8GzZrO1W+MO6dvxlnDsvB4C4JZofT5uqDKl76YafNE1SfNTuWzooTmfiSBeCGl34ocpgdSHt4/ryher1f1au8YW7ca5Janyod1Ss1JqsBmHk2l3vx5vLd+kMnF8TkBJNz15ZJIU0fDmCs2bF0RlwGHEd8Ie2BzzfslfbWh8wOpc3945QC3WmRaUupL/a+5TqROr9GfbKcB9XAWiIgK8GG3BQHshNtcFhkOCyy5rLKYadV1pxWWXNaZOGwynAoEtmMRQYR+UKq6glqel1ARV0gLNf4VWutP2ypD6pUH9TgCarwBFXs9YRQ7Qu39WWzDvDR6lLpsO5J2j/PHKhdN3tNTDXiV3WBF7/f6bh+XN4/3TZltNnxdDacyMSPPIlw8etLd8Xc4HenD83GYbkp0uZSL7hVjLmCqg5AYFT3JCwrrm1yG0Ui5CTa0D3FgdwUh+iT7vLmpTn0DJfVGdJEjarrmy2ytNYqSxWyRPUAPI0Wb6PncFnllAw3UgGkAkgBkKrpIi2o6jmqLjIFRLoESrMqUhchhLK7NhDYXuGzbqv0OYqqfNha4UOsjqcUSx79apv8/LTBuGhUN7yxbJfZ4bSpLzbspSuO7D7AbVMmAFhodjydCQnBX/3xwBtUZ3+4qvSMl5fsjKnkNcNtxaxLR2JnpR/1Ab4RRYPuqTZtU4VXeujzLQQAXRJtGNo1EYflJnt6pztFqtPqDKhauaaLDQ6LvNwiS2sArAewCZHEpB0RjK6uAwEM9IW0EZouRjksUr8avxrcUOaR1pXWuzbv9WBLuRfcXjz6DMxJwANT+uGG99Zga3lsTa0yKT8dN07o9YvbpowA+P+y1uJEJj4M8IXU5efM/NnhjbH/Ot++dIRmlSUUV/F4MdEi2akgM9GqLymsDo7snqTbFCms6uIrt02ZC2AFgM0AAiaH2ZgCYACAUb6QdrQuxDiJKOennTX64m1VzhW7aiOlTdFp14/zseG9f2HiI/MgW34bKPaXmX+HGvThsOueQNnq77Bl7ovwlOyALSkNXUYdj75Tp0NSLACA0pULsWXuS/DuLYZssSGha28Mv3IGbIlpZl1Wsy44rKt+Qv8MTJu5XIriX8sBkwiYdelIb1ai7QwAX5gdT2fBiUwc8ATVz978addxs1eUxNTNfvqYXJwzvIvYuMdL/J+zuawyIdll0ZOcisdukWyqJrZZFek5AP8DsBGd87/LXCHEKZ6gdpHNIg1bt6c+uGhrZcLSohrUBlSzY/sdLRTAV7dPxeDzb0fOYZMAAGG/B1/ddiKGX/EgJIsNK1+8A/3PuQWpfYcjUFWKtbMeRebgseh/1o0I1lbi6ztPQf5p1yF7+ARoQT9qdqxF5pCxUZnISAQ8fuoA3RtUxa0frY+p77WJ/dJx88Req9w2ZTg6599Nh+OGkbEvnwjjP15dGlN/7LkpDpw7siuKKgOcxJhEloA0t0X0y3bW5ee4PJmJ1tecVnmaRJRsVaSBAJ4GsAGd98t4JxE9k2BXDrfKUtbwbknXXHFk7rxXLxwWeOrMgXVnDs3WuyRGR5Mz2WpH11HHo/iHT39dV/LT51AcLmQMPgpbP3sFPY+7EN3HnAxXRjek5R+G/NP/hJ3ffQQhBAK15RCaipwRE+FM74KErr3RfeypUZnEAEZX/xlfbJH6ZyfIxxXE1uSS32ypgD+s9QEwzuxYOouYai/B/sgXUu/8YOUeJZqLxQ/Gv88aqFV5wvAGtZhK0KIdAUh0KEh1Wzxuu2wRAv+TJXoOwOcAYrk7UA2AWW6bMguArXe6a0JOon3a+SO7nlZaH5RnryhJ+H5HNTQTs+ruR5+KxTMugb+6DI6ULOz64VN0O+IkSLKCup0bUVu4Htu/eOPX7YWuQw8HEayrRGK3vkgrGI1FD5yP9AGjkV4wGtkjJsKWkGLa9exPlS+MZxcXihvG98J3W6soECPfcboAXl5S7Lx+XN6jbptyhNnxdAZctRTbsgJhrfDcV3621/qjqyj8UNwysZeYXJCJTXu8xJ/ejiFLhHS3RU1PtIYBbFAk+g+ADwA03TUpfsgApnqC6t81XRR8uLrUtmD9XtljUlu07/9xKbKGjkPW0GPw3YPnY9x978Kd3QMLbhiHPiddjpwRx/5hH0daDiRZgRACNTvWomL9UpSt/g6+8l044i//RWK3fiZcSes9PLVAVzU9pqqYZInw3hUjfSlO6yQAS8yOJ9rJ9913n9kxsHYSVPW7vtpUceTCzZUxU/JWkOXGjRN60Y5yP4W5Tqnd2RQJXZJtge6pdtVpk99XJLpUInoQwEoAQbPjiwICwCarIr1gt8gL+mW60s8cltMrw21Td9X4lfpgRyc0AkXffgAt6ANJMnoffxEAoHztD4AQ6H7UKbC6kn63kGS0MCAiOFKykNZvBLqPPQ0lP86H0HWkF4zq4Gs4MKt219FlR3SXdlT4UFwTbW3ID44QgD+sKYO7JPa1KtKrZscT7TiRiV0uVdPfe/iLLc76KGuYeChevnCYVuNVRY1f5fZd7chplZGbZvdkJ9kCdqv0L0mi8ySiNwDsNTu2KLbHKkvvKZL0Sm6Kg04cmDV0cJeEUIU3ZC3roEEoXVm52DLvJdQWrkOfk65AUvd8AIA9ORObPn4WQlNhdacg7KtD5aafsXvJPKQPOBzV29dg95J5kCw2CF1D1eYV2LVkHrqNmYrEbn07JPaD5QtrqA+o4rqj88T7K0tips3c9kofTRvZNcuqSB8BKDc7nmjGiUyM0nRxzYpdtZM+WlVq3f/WncNfJvYSfTJctLMywElMO7FbJOSm272ZidZamyLdJkl0MRF9CWMQOtY69YpE/1MkejIrwVZ2VM/UoccVZMh764PW3bXtW2IgKVb4yovhLduJIRff82vXaldmNyT3HIjdP87HlnkzseuHOfCUFiK13wgk9xwILeBD8fdzsON/b2HHl2+iZsc69Dz2PPQ45sx2jbetbKvw0VG9UsXoHsni682VMTFFiS4AuyJR30y3yyJLc8yOJ5pxG5nYJPtCWslfP1qXub60vccX6xiZbitmXTYS28p88Idjo1FfNLEqhJxkmy/RroSJcC8RPQeuOmorEoAT/SHt2a0V3tRnvit07WrHKpBlT98Ee3ImBl90Z7udIxplJ9rwn7MG4c45G7FyV2w03Up1WjDrspF+myJ1gdHgnDWB/7ONTWfsrgk4YyWJAYCHT+mv1frCGicxbUuWCN1SbYH8bJc30aE8LknUjYieBCcxbUkHMNdhlfsUZLnve+rMQd7pR+aGHJa2/foNe+tQtmoRytcvRd7EaW167M6gtC6IN5fv1u+e0jdmviSqfGEsLawWmi4uNzuWaMaJTOwhT1C9/7WlxW6zA2krR/dORV6aUy6pCcVMr4RokOJSRP8uLn+y0/KqJFEPieg+tP8UAfEsZJGlJ2yK1Of4goyPXr1gmH9ivzTRVvUgi2dcjFWv3Iv8065FQtfebXTUzuWTNaVSIKzTNWN7mB1Km3nn593OoKrfBqOHHGsCVy3FnnHlnuD8aTN/dsXKb3buNaP1aq9KlZ5wVNR9L1vyHa489yQsXLkDKanROWBYS2yKhNw0u9dmkXbKEl0IY9oA1vEO94W0l/fUBXKf+rbQvbWCmyG1hSFdEnDP8f3E2TOXkS8UG4Uzr1w4rD4vzXk+gLlmxxKNuEQmxtQH1Hve+GmXM1aSmD+P7ykUSYqaJKYzIwKyk6zhftlOr90q3SFLNBicxJhpqdMqD+6Z5rzx0VMKam8e3zOQaI+ZkRJMs7qkHutL6/V7p+THRhYD4O3luxPqA+odZscRrTiRiS1dLTKN/XJjeUzc9FOdFpwyOJuKqwIxcT1mclgkFOS4fOkJ1s8lifpJRE8DiK0ZRDsnXSJ62W6R847qlfrKi+cO8R/WPcnsmDq9/35fJA/tlij1SnOaHUqbWLilAkQYDqDA7FiiEScyMSSk6ld+vbkCgRhpEDvj5ALNE1BVbwuDil0x7UTMuOtm/N+Dd2LckFxMGN4Tb738LELBIB6++xaMHdwdJxw5AHM/fPvXfZ585F6cOmEEDu+XiSlHDcK/Hr4HwYDRi2R3cRGG5yVh3erfF1R88ParGD8sD+HQb+OBrFn5E86ZchRG98vAeSeNw/o1K3+3zy/Ll+KKc6bgiPwsHDc6HzPuuhme+rq2eGsOSEaCReuT5fRaZLpSluhkACUdHgTbnxqHRb7ObVNOuOO4PpVXH9UjqEicvx+s0rog5q/fq917Yr+YSNbDmsDHq0otvpD2F7NjiUacyMQOWdPF9R+vKrWbHUhbGJSTgL6Zbnl3dXC/Ze3zP34XTrcbb3zyNS679hY8fv/tuPnK89CjVx/M+vQbnHzmebj/bzegvKwUAOBwOHHfY8/iw6+W4c4H/w+ff/oBXnrmcQBA1+49cMTRE/Dx7Dd+d45PZr+Bk844Fxbrb8Py/HPG3bjp9vsx69Nv0TU3D3++7Bz4/T4AwJaN63DtRafhmEknYvaC7/HP59/EpnWrcd9fr2+z92h/FInQO9Phy0qyrZckGkJEszrs5OxgLbJb5H6T+qUv/M/Zg7xdk2Liz9kUby3fLae6rPKk/NiYVPKT1aWKLNEFALjIrhFOZGLH5L2eoG1LeWw0GLxnSj99b11ID2v7b+3Tu28Brr35TvTo2QcXXfknpKSmQbFYcMHl1yE3rzeuuvF2quoebgAAIABJREFUCCHwy/IfAQBX3fg3DB91BLp274GjJx6PK67/CxbMef/X451x7qVYMOeDX0tptm/ZhNUrl+H0aRf/7rxX3nAbxhwzCX3yB+CBJ55FIBjAZx+/BwB47fkncfzUM3DxVTegR88+GDx8FO6c8S/877NPUFXR/oN0JthlFHRx+Z1W+SlZopEAtrf7SVlbqXJa5ROzE+23PnXmQN8xvVNjpclbh/KHdbz8Y7G4flzPmCiirvCG8FNRtdB0cZnZsUQbTmRihCeo3vz+yj0JZsfRFo7unYpUp0Uqrw+16vPZt/+gX38mIqSkZaBP/sBf11ksFiQmJaOq0kggvpz3MS49czKOPawPjuyfgyceuAN7Snb9uv34ySfBYrXgqwXGYJofv/sGBg0biT75A3533qEjR//6s9PlRt/8Adi+ZSMAYP2aXzDv49k4sn/Or8ulZ04GABQXtW9OkZloVfPSHdWyRFMkie5AbM9KHauEItFzdos85oZjepZdc1SPoMxVTQfsy03l5A1pdHWMdMf+8Jc9Tn9Yu8HsOKINJzKxIdMiS+O+3lxhdhxt4qYJvbSy2lCrRwZQlN/XPhERFMsf1wldx+oVP+H2Gy7DmHHH4smZs/HO/O9w/a33QA3/dq+3WCyYesZ5+OTdN6GqKuZ99A5Oa1Qasz9C13H6tIsx+7PFvy7vLvgec75difyBQw7oWK1FAHqk2f2ZidatkkRDAHzbLidiHWmVwyIPOLZf+pLHT+3vTXFYzI6nU9EF8PwPRTR1UJZQYuBut2pXHTRdZAMYbHYs0SQGfrVM08UF32+r1Hyhzt+u7dj8dCTaLXKlt326W/+yfCkys7vgqhv/hkFDR6JHzz7Ys3vnH7Y749xLsGzJIrz7xovwejw44eQ/zjmzesWyX3/2+7zYumkDevY1JukrGDQU27ZsRG5e7z8sdrujza9LkQh9s53eBIfyVaQqadd+d2KdRbXTKh+bl+p48tlzBvv7pMdGT5yO8nNxLfZ6QuK6cT3NDuWQCQAL1u+1BMPapWbHEk04ken8yB/Wbvh0bVlMfLvdcExPrawu2G7jNPbo1Qd7S0sw76PZ2LVzB95946XftY/ZJ693XwwfdST+9fA9mHTiqXAnJP5hm5eefhxLvvsaWzdvwL1/vR4WqwUnnno2AOCya2/Gul9+xkN33oSNa1dhZ+E2LPrqMzx4x41tfk0Oi4T8HKfPpkj/kiU6BYCvzU/CzKbbFPmuRLtywSMn9/f3z4qZgbs7xMwlO6XJBRkxUSqzYEO5RQcuBd+/f8VvROc37P/Zu+8wqar7f+Dvc++dO317b7D0uhRRELtY0Sj2RmzRqNHEaKIpttgS/VoSNf6MxEbsoqIoCtgFlSJIkw4Lu+yyvU2/5ZzfH6sYIwrszuyZM3Nez+PzJLLOvIeZvfcz53zOOaZNC1bt7PtlvfE2dWQBvLqmJHLzuyOOOREXXXEt7r/jjzjr+MlYvPAjXHX9TXv82Wnn/BymYfygyfdbv/nj7Xjwrptw3kmHoaZ6Kx5+6hW4PV4AwJDho/DkrHdRv3MHfnHOVJx9wiF4+N7bkZuXH9fX43WqGFjoCasKuVhRyC3o/tImpa7Zbl2ddudJQ8NjSn9YXEt7trKuC/WdMXbtUQN4R+m17a1htIYMB4AjeGdJFvKIAsGFDfvxV7+q/8XTi2uFP4djzhUH2l0Rm7QEzKQosJ9+7O+Y/fJ/MOfjr/b+wxz4XSr65blD34zCfMg7j9SnDoua9rv3vL/Vu6xGHoq8L6pK/Lj5uMFs2oylxBJ8HdPZ40vohQeVvex1aufzzpIMkuKGIfWYpio4f966JuGLmGOG5sHt0NTWIP8iJhwKYsum9Xjhqcdw/iVX8Y6zRxluDf3z3EFVIcdBFjHpaKHLoR79x2MGBg4dIJdn74vV9QE0BQ125WH9eUfptQ82NiuaqpwKIP4NdwLiftOQeuXwhq4Y3dUV452j1646rL/dlMDemP3xt1t/j/NOOgxjJkzCmRdcyjvOD2R5NNYv19WpKOQIAJ/zziNxs9TlUA+97sjKzilD8gQfY+gbTy+pVY4fXsBEv/G1hkxsbgraAH7GO0syEP39TGthwz5/wfpm4bv+JvbPRobLobYkycGQdz7wLyzb3IL7H/vPD5Z285bt1Wh5jqtdUcghkAc+SsBql0M9+FeH9ms/aWSB+MsWE2x5bSfawya7dHIF7yi99taaRn8gal3JO0cykIWMuBSF4IxPt7QK/x5ee2QlTZbRmGSW6dZYWbarS1HIwQC+5p1HShobXA71wEsnlrecMabI4h0m2b2wvE45cYT4Rd/Cra3QNWUygNQ4g6EXhL8JprFJ7WFT3dkR5Z2jV/rnuFHodyZ0pVIq8LlUVOS6QopCjgKwiXceKelUuxzqhPMOKG08YXi+8DfpRPqsuh0OVVEPH5TDO0qvREyKJdvbbcrYObyz8CYLGUFFTfuc9zY0C793zLVHDaDtYdOmcjTmR7l1Bf3z3GFFIScCWMk7j5S0drod6lGXH1wRHl2cEqeVJIRNGeasbaAXT6oQvuBbsL7ZE4xZF/HOwZssZMREKMN5n2xpFXq1ktuhYHRJhtISMIV+HYmkqwQDCjyRb069XcQ7j5T0Nrsc6mm3nDA4UpTh5J0lab2zrkkpyXSpxYL/HS2v7YDLoY4BkNabCslCRkxjI6bt2dYi9gauVxzan8UsakdNueBiTxQCDCz0hBWCGwC8wTuPJIwPnKpy490nDQt7dPkdYU86IhaW7mi3f31kpdBjwVGTYn1DIArgON5ZeJKFjIBiFj3ng43NOu8cvXXcsHza3GXIK+2P6J/nDqsKeU4h5FHeWSSxaKryz0y39uLNxw0Oy0Oz9+y1VQ3qmNJMIvqxBR9vas0IxqyzeefgSfC3MD2ZNr3g402tQh+De9jAHOiaonaG5SKLPSnM1E2PU92gKuQa3lkkMbkd6lWD872rLju4QvyNphJgc3MITYEYvXiS2Euxv6huh0MhJwBI2y+FspARz3BKWc6GxiDvHL3yi8kVVkvAkD2+e+B3qSjw6wFVIScBMHnnkYRlenT15OOG5bceO1RumLcnr6zcpZw4okDov5vGQAxtYRMADuSdhRdZyAjGouyMjza3qiIXAFluDeVZbi0ZjiNINrpG0C/PHVEUcjKABt55JOG1uR3qlCsP6RceWST83plx99m2NrgcqjKmROxVXh9vbnUZFj2Vdw5e5I1EMOGYNW1xdbvQrfZXHNofoZhtm7bI5Vj8EQIMyPeECMHvAXzBO4+UMja4HOqZt54wJJLtFnpGOu4syvDJllb7wonlQo/KfL6tzWHYNG37ZGQhIxa3W1dHr6rr5J2jV44YnEubA7LJ938VZzljmko+Ugh5jHcWKeXM1xTy6G+OqBR7qWMCvLexWR1a6BO6JXpdQwAKISUAynln4UEWMmKZXNMeiUYEXq48pjQDuqoogajwe1HFldepItfriKgKuQSAHKqS4s7lUG8ZXexvPaQym3eUpLKxKYSoRXH88HzeUXqMMmDp9nYbwEm8s/AgCxmBxCx63Bfb2r28c/TGRRPLaUfYlFXMf1EI0C/PFVYUMh1AC+88UsqKunX13N8cURnxO5PrMFTe5q1vYmeMLRb6uvTJllZvV9Q8j3cOHmQhI5CYZf9seW2H0FMyI4v9pD1kCf0a4q002xVVCJkNYC7vLFLK+1xVyMyrDu0X4R0kmXy4uVWpyHGrusCbynxZ0wG3Q50IIO0aocR919JPpktTB369K8A7R48d3D8LikJIKCb0F5+48rtUZHq0LlUhv+KdRUoPbod6w0H9sroOKM/kHSVpNHTFUN8Zo+cdUMo7So8FYzaag0YMwFjeWfqaLGTEcfjm5lBU5JU+Z44voZ1yWmk3QoDyXFdYVcj5ALp455HSRtDtUKdff9SAsNshbwHfemddEzl2WJ7Q16flNR06Y+ww3jn6mvwUCyJq2id8sa1N6I0gRhVnQE4rfacgQzcVQj4C8AHvLFLaeV9XldmXHVwR5R0kWSzc2kby/U41yy1u/9DKnV2uQMw6kXeOviYLGUGYNpu6orZT2PfrwIpMKIQoclqpm0MlKPDrlpxSknjx6Oo1Rw7KjYwqFnszuHgJxCxUt4btM8YW847SY2vqu+BUlYkAhF5Ovr+EvTGmmQJdJSUbm8Q9luDsA0qYXK30ndIcVxgE9wGo4Z1FSlsdLod68Q1TBoY1ebIkAODTLa3KoQNzhb1ONQcNRCyqABjMO0tfkoWMGI5cuysQFflgotElmawjLKeVAMDnVOFzqgGFkHt4Z5HS3hy3piw/fli+wFeX+Fm6o4MUZThVkW+Mq+u6GIBDeefoSyK/X2kjatpHflnTIez479jSDKhyWmm3shxXSFXIVQDkEliJO69Tu+7nB5ZFnAIvPY6X+q4YgjGbHT00j3eUHvuypsMXjFnH887Rl+QnVwCGRQ/d1BQSdux32pgi1hWxZBUDIMujQVNJNYA3eGeRpG8sVwg+OXlkgfwdBfB5dRudOrJQ2O3T19QHQIDDeefoS7KQSX6qW1eHbBK4P2ZsaaYdiMppJQAoznIGVYXcAHkMgZREvE7t9+eOLzU8uvw1/WJ7uzogz8M7Ro/taA1DVUg2gCLeWfqKLGSS35BA1DKDgk7LOFQCv0vTgvJsJWR6NKgK2QFgPu8skvQ/1gF4+7SqIot3EN6+bgjCpSnKgFwxixkGYH1DMAbgEN5Z+oosZJLfARsag8J+e58yJA8mZcwSuVM5TuRojJTMPLp6y7TRRZYrzXtlbMqwsq7LPmu8uMuwv6zp8EdN+0jeOfpKen9iBRA17Ulr6wPCboR39NA8FohYws43x0umW4OmkFoA83hnkaQfsZEx9sGJIwrS/vf18+p2tao0U9jRqS3NIRKz6CTeOfqKLGSSnGHTwzY2BYVt9B1e5KeBqJ32E+/fjMbcCDkaIyUxr1O75exxJdF031dmbUMA2R6HsFv8bmsNw6kpQ3jn6CuykEluituhDt3cFOKdo0c8DhUeXVWDUWG/2MSFR1egqSQA4B3eWSRpL75SCFZMGZKX1gV3Q1cMNmUYXSLmrhctQQMAnADyOUfpE7KQSW5DAjHLDMTELASmjixAzKQ03dtj8jP0sEJwP4C0H7KXkp/Pqd1y7vgSMb89xdH6xqB9zFBx64Da9kgUwGjeOfqCLGSS2/iNAjf6Hj4olwbSfDRGUwgy3JpCCHmadxZJ2kef+JxacJDAS5DjYXltpzq6xC/sBWxDY9AJWchIvIne6Dso38sCUTutP2M5PofNGF4H0M47iyTtI6Yp5MljhuYbvIPwtK4hgDyfU9j+vs3NIVcwZh3EO0dfSOubTLKLWXTyZkF39HVqBE6Hoqb7sQR5fkdMVciDvHNI0v7QNWXm0YNz7XTu+a3ubpglpZku3lF6pLolDMrYAbxz9AVZyCQxh6pU1rSLeRzPwZU5MC3GmLATY73nd6lQCKkFsJx3FknaT5sZsH1cWSbvHNxQBmxtDdnHDRezT6a6NQy3Q+2PNLjPp/wLFJhb15TM5mCMd44emdg/C2HDTuvm1myvI6IQPM47hyT1hFdXHz1uWH5aN/2uqOlUJlRkCnkdCxk2woZtAejPO0uiyUImeVW2h42wqCt+hhf5aSiWvvvHEAAZbo0QQmbxziJJPUEIeeXAiizN7Ujf28TG5hApzHAJehUGqlvDFtKg4Td9P6HJb1BdR1TIbwIAUOh3ImKkb3+Mz6WCMWwGsJN3FknqoWbTpl8c3D+bdw5utreG4XOqwn4h29AY9FLGqnjnSDRZyCSvgdtbw0J2mekqgUKglOa47Mp8FyvMcMCVZt/qsr2OsKrgCd45JKk3fE7tsRNHFAR45+ClNWyCMaB/rpt3lB7Z3hrWQjF7HO8ciSbsFsypLmzYI2vbI07eOXpiQr8sWJSxRdXtar5Pp0V+J63Md6uKApgWs23KSNSkSiBqoSuSeqM2BECmW1MJIa/xziJJvfTWoDyvluNxoC1s8s7CRV1nlE7sl61sbxVv4UVTIAbKWCXvHIkmC5kkZdp0VF1nlHeMHjmwIgvNIcPe3BLSNreEdg/FeBwq8ry6mufVWXGG08rP0NWKXJWYNqU2Zcy0mBqM2egMmxD5mEmfSwVl2KgAdbyzSFIvRSzK5hw2MOfsN9c0puVi7M3NITaqxI+XV/BOsv+aggYcKinlnSPRZCGTpDSF9K/rELOQGVLoo40B4wfzymHTRk1HBDUdEYK67s+ephDkehxKnldHod9pF/qdpDjLp9iUMYsyattUCRuUdEYsRAwxqhu/WzNUBbLJV0oJHl19Y0J51tQ31zSKefBQL21pDqk/G1VoAxCuV6Y5YMCpqTnobiMR4wLaA7KQSU4Ol0PNa+gSc+l1oU+nNTs79+mzZVGGxqCBxqCBrxuDKrB7aobkeXU136vTogwX7ZfnUlWFwLSZbdsMMZOqgaiNQMRKut/ODJcWJYS8zzuHJMXJouFFPgfvELxsb4sg0+0QcjTKsCmipm14nVohgF288ySKLGSSU7+uqBWxKBPyeAKvU1N7M5/OAHRELHRELGxpCe+emnI7lN1TU0V+l52foSvlua7vpqZspgajNrrCJkxO1Y2mEDg0ogP4kk8CSYq7nYwhUJblcu0UdJS4N3a0R+DTVUXUIY3WkGF4nVoFZCEj9bFB9Z1RIbtgXZoCh6qQzmj8GwMjJkVtRxS1HVECdKlAd+GQ8+3UlK97aqooy6dQxmDZ1LIp1HDMJoGIhVAfTE15XSooxRJFhbCHzUnS/6KMLRpR5D8tHQuZsGEjZNgYU5aJr3Z28o6z3xq6YqQix1MBYAnvLIkiC5nkVFbfGRXyvRldkoGQYaGvNvKzKENT0EBT0MC6b6amACDTpSHPq2v5Xp0VZTjtslyX6lAVGDa1bdo9NRWM2OiK89RUhkuLqgreiONDShJ3Pqc2f1xpxnELNjR7eWfhoSEQs4cXeVURC5m6zqgLQDnvHIkk5M0yDeS3BA0h95AZUuBFV9Si4LxHUWfUQmfUwtbWMME3TXoubffUFIr8Tjvfrytl301NUdNmWihqoytioqd7+fldqkUI+TCOL0WSksGi0SV+YXe47a3GrhgrzxZzL5ldnVE9YtqD3A7hepX3mSxkklDUtEvaw6aQn7rybDdChp2UF7yoRbGzM4qd3cvaVQBQye6pKaXA77SLfDoZnOlVKACru7FYiRg26YpaCMV+euxGVQBVJRqAtQl/MZLUt9Z7dY2k634ydZ1RbXihkC2LaAoYMCw6RBYyUp8ybFralYAek75QnOGkgZglzDa+NmNoDhloDhlY3/Td1FSGU0OeV1fzfTor8jvt0hyXqndPTVFqMxazmBqIWugKfzc15dZVUIr1iipkT6Ak/RQateiXI4p8Ryza1s47S59rCsRwSGW2BQHvmU2BGAhBBe8ciSTcm5IOGENRR0TMQibPr9ubW8LCL9XsilnoilnY1vbd1JSze2pK+WZqyirw6UpZjkuxKGUWZbYCoioEX3COLkkJ4XOq744uyZi0aFu7kDuO90ZT0IBH14Rcgt0UjEFXlSLeORJJFjJJiBDkd0TEXPTi1TUSMYVccLVXMYuirjOKus4oVn3zu6MQIMejkzyvrh1UnmW7FbKJd05JSgSFkIXjSjNjANKukGkOGnA5FGFGmv9bZ8SCriledG/RlZTT/r0l5BuT6jRFye4UdETGoRIlnEanXlMGtIQMbGgKggEhAJ/wziRJCbKiKMPpU4Qcl+idlpABl0MV8pVblIFSRgGI2a28D2Qhk4R0lWSIOrWkKYoSTtERmZ+iEMCnqx4AG3hnkaQEiZo2DWR7hJ853m8xi8K0KcqzhVxMiphFTQCZvHMkiixkko8XAIny2pq2FxwqgaoQpGMhk+VywKSsCUD67RgmpQ3TZg35vrSbWQIAtIdNOrRAzJVLEZNakIWM1IfyQoYt5CFLhRndFzgzOVdfJ1SWxwHK2EbeOSQpkRjY9nyfzjsGF11RixX6xSziwoZFIQsZqQ/lB6KWkJ2+5VluxKw0rGIAeB0qVEKqeeeQpERyaurmdC1kQobFMlxiro8JxmxAFjJSH8oTtT+mJMuFiEnFmxOLA4+uUodKdvDOIUmJ5NSUrUV+p5Ajxr0ViFrIcIvZHxSIWQSykJH6kCds2kJ2xxf5nUm7q2+i+Z1alBDSwDuHJCVYTUmmKy0Lma6YpfidYo7IBKKWCiCDd45EkYVM8tFNiwlZyOT7dAS7K/+049VVE4AsZKRUV1vgd6bll5VA1CI+p5jb/HdFLQfkiIzUh3TTpkIWA5luDUFDnOMJ4smra4AsZKTUV5PjdojZ8dpLIcMmbl0VcklmIGbplDFZyEh9RjdsKuT74tRUFhN0NKm33A5FgyxkpNTXrGuK5tSEvET1Stiw4dIUIUejQjELMYvm886RKOn3aUx+ummLWQyoCmEpugP2Xuma4gLQxDuHJCUYjVp2a543/VYuhQwbuqAFXMiwYdksm3eORBHzXUltumFTISdiVZKeVYxTU0AZDMjN8KQ0QCm6vLqQl6heCRs2HKqYBzTYlIGBibnkah/IQib56IYl5tQSISQtCxmHQsAYk0WMlBYYYAp6P+8V06Yg3QcvCod1X5lTtvoU8oaZ4nTTZkJ+4LqnltJT2s6pSWmImVoaFjKUAUTQl00ZA2OykJH6CGVM2FVLiqi/5ZIk7Y+0HJGhjEHQARnQ7q9ZKXu/F3N3nxRmUeY2qZhf7pU0nVqSpHTCAHtwvheMpdeve1mWGwoBxpWJt4q5f44bAFK2R0YWMknGpsxt2WLu8q+mbL0vSdK3PA6SNf3AYjCkVyVDQAhjUG6eWibc69ZVB2HMLErVWkYWMkmGMTgEHZCRJCkNEIK2naHtCFpdYs6z9JBb9aDU05+e/tY1wn1lO7p8Eq4df2Ed7xyJItwbkupUhYQdqpjXB0EHkiRJ2j8aS8PedgJx95dQiAICIuSuxPtCFjJJxqGSgKibLtlUzCZlSZL2i5aOi/QIIcL2BX2zEMPinSNRxLxjpjCFkKhLU4SsnC0q5o7E8SDq/hKS1AOOdByRAYiwfUEKUQAiCxmp70RcDjEPJrNZehYyMYtCJcQHWcxIaYAA2TYV8hLVK91TS0LWMVC7p5ZkISP1mYjLoQr5gbNslpafJ5Puvrz5+CaRpMQjRMmxmMk7BheiFnCKLGSkPhZxa4qQbbM2ZYSk6aZ4UcuOASjinUOSEsxFQJw2E/OG3huEEJhUzFpAU1QQQgzeORJFFjLJJ+p0CHpUvGHDLegx970VMakNWchIqa/AZnaEdwgeNKIhaIaF/Kbm071wqXoD7xyJIguZ5BNxaaqQIzKBqAWfU0u/r2oAQoZFIAsZKfUV2cwSc1iilzTFgfZol5D3zCxnhqEqaivvHIki5JuS4iJOQZdft4dN+JzpucdiMGbrAAp555CkBCsyaXr2xzgU3W6LdvGO0SNZTr8JoJ13jkQR846Z2iJOh5hvS2MgCo+ou/n1UjBmOSljxbxzSFKCFVrUSM197vfCQRysLdLBO0aPZDkzLABtvHMkiph3zNQWcQp6aFFdZwxuhyJm+F4KmzYxbVrJO4ckJRJjrMigpot3Dh40xUEawy28Y/RIptMPyEJG6kNBty5mJVPbFoGuKWk5IhMybFCGgbxzSFIiUdAhFjWEvD71lqY4lIaQmIWMX/cSyEJG6kPNXl3VeYfoiZaQAcoYRO3x6Y22sAFNIUN455CkRGKMjYvSKO8Y+23Zoi8xOucAtLf2vE1EJSqpCzbGMVXf8TrcDshCRupDHbqqOEQc2IhZFDZl8DpU3lH6XCBmgxDiAZDNO4skJQhRiDIwloarr5VvbpXNETFrAbfqdEI2+0p9iBo2DWa6xVz9Y9mMevT0K2QAoDNqRgCM5J1DkhKkjDHK0nEzPE1xgIEhZIpXxLlUJxhgAxBvKG0fyUImCZk268hyi7kwIGZR6uY4IvOPa87Fy/ffgjmP34c/nDQefzx5Al7/592gtHtrnnBXJ/5z1+9wwwljcN3Rw/DItdOxa9umuDx3c9BwAKiKy4NJUvIZHaPRXu8Oe8nPfok7f/dX3HfzgzhkwFE4fPAUPPevF2DEDNx1wz2Y3P8IHDt6Kt56ee7u/+bvtz+Mnx10OiaUTMbxY07Gg7c9hFg0BgCoq6lHVe4EfP3Vuu89z6szX8dhg46GaXy3XHz1l2tw5uHn4YDig3H2URfg65Xrv/ffrFyyCheffDkOLJ2MKSNPwJ2/+yuCXUFoRINNbSriWUt+3QuTmkHeORJJFjJJiDLWnCloIROKWYz3iMyy996Eoqq4/rFXcfZ1f8HHs57Gig/eBgA8+9ffY8e6lbjinhn4/b/fgMPlwqO/vxhGrPdfVhoCMU/Moof0+oEkKQkxxiaErJA3Ho81d9Y8eH1evPDeTPzi2otx758fwG+m/w79B1bgpQ+fwynnnozbrr0TzQ3NAAC3x407Hr4Vby5+FTfd/0e8+/p8zHjgSQBAaUUJDj5yImY//+b3nmP283Nw8tknwaF/dy29/9Z/4Lrbfo2XPngWZf1Kcc151yIS7h5l2bRuM3555tU46oTD8eqnL+HvM+/DhjWbcOuv74CmOBC1YkJuVJqh+2BRW8wNcPaRLGSSECGoz/GIWci0hk3Vp/Pdmbio/yCcfNn1KKwYgPFTTsbgcZOwcflnaKqtxppF7+O8G/+KQWMnonTgMFx0y4OIhoL4csEbvX7e5mAMADu4969AkpKPzeyjIlYoLnPeA4cNwK/+eAX6DazAhVdPR3ZuFhwODdOvPB8VA8px5Y2XgzGGr5asAgBcecPlGDdpLEorSnD4sYfi8usvxbuvz9/9eGdceBreeW3+7lGabRursfrLNTh9+qnfe94rfn8ZDpkyGYNHDMJd//wLYpEY3nl1HgDZ9vnpAAAgAElEQVTgmUeexQnTjsNF1/wc/QZWoGrCaNzywJ/w3lsfoKOlA+2xgHiNi+gekaGMpmx/DACI2YiR4pyasi3PJ+TCJdR1RJShRX4LHIvk0oHDvvf/M/MKEWhvRcOOLSCKgspR43f/mduXgZIBQ7Fr+5ZeP29LyICmKGUA3ADEm0yXpJ+gEDI2Yofj8lhDRg7e/b8JIcjJy8HgEYN2/zuHw4GMrAy0tXQ31y548308968XUFO9E+FQGNSmsO3venWOmnoE7r7xXrz/9oc46cwTMfv5NzF6/MjvPSYAjDnwu5lfj8+DwSMGYevGagDAupXrUVNdi3lvLPjuP2DdU0m11XUs4lSFbP7L0L0AkLLHEwCykElKTk3dUeB3GgCEq2a2t4ZxQEUW15E+Vfv+x5oQAsZ+em47Hl+1KAO6YlYk2+0YC+CLODykJCWLYga4TBqfA5Q1xw9/R7U9/N5SyrBq2RrceNmfceWNl+PGKZPhz/Tj43c/wf23/mP3zzocDpxyzkmY/fwcHD/tWLz1yju4+o9X7lcmSilO//k0XHjVBT/4s7EDx7GlLeuFHJHJdPqhEjVlD4wE5NRSsqovynDGeIfoibX1QWS4kvOMhaJ+g8AoRfXaFbv/XSQUQP22jSiqHPwT/+W+q22PuGzKjo3Lg0lS8jgmbAW5HBa5cslKFBTn48obLseo8SPRb2AF6nfu+sHPnf7zaVi28Eu8/OQshIMhnHj6cT/4mdVfrtn9v8OhCDav34oBQ/oDAIaPGYatG7ahYkD5D/7J8mWTze01CXuNiVTqK7S8Dve6vf+kuJLyhiOhvsDnFLKxbFNzEE5NQTLug1NQXomqw47Fi/fdhC2rlqJu6wbMvOM6uLw+TDj21L0/wD7Y3h7WTZueFZcHk6QkYVPrzC6jw8fjufsN6oemXc14e9Y7qN2+Ey8/NQvvvjb/Bz9XObg/xk0aiwduewjHnjIFvowfxp1x/5P4/KPF2LJ+K2799e1w6A5MPfNEAMCl116MtSvW4o7r/4r1qzegZlstPpn/KW6/7m44VRdZ3rQ24a81ESozy8KEkN7PnScxWcgkp/pcry7ktB9lQNS0abI2K0//033oN3wMHv/D5bj/8mkwo1Fcff8z0J3xOT6mvjMGTVWGQG6MJ6UOlRBlSsDks/DlyBMOx8W//jn+788P4IzDzsUXHy/B1X/a87TR6dNPhWmYOG36tD3++W9v+zXuv+XvOPuoC1CzrQaPvvgPeLxuAMDQkYPxzNtPoL6mHpec/Eucefi5+Mcd/0R+QR4ICEQ9nqDcXwwAKV3IkL31Dkhc6BZl4RMfXaxaVLz357mLxtkbmkPqhqaU3rrgR506sjBQluW+DMArvLNIUhxMMuzYgk1dX/t5B9mbJx96BrOfexNvL5sdt8f0aj4Uusro1NlXCPnFf8EZT5m66sgH0Mk7S6II+cakASNm2S3FmWIeMruzI6rkeR1CTo3Fw9bWsD9m0TN455CkeKCMntxldiT1xSgcDGPL+q14/vEXccEV58X1sZ2qG23RTiGvZzmuTFBGY0jhIgaQhUzSsmy2uSI7qa8dP2pTY5AU+JziDSXFSU17BArB8ZC/X1IKYIyeETA7k3Ou+Bt3/+FenH3UBRh70BicdfHpcX1st+qxt3XuFHKqv9RXiJhtitmlvB/khTZJOTVlVXm2m3eMHllR24lsnucUcNYVsxCzqApgDO8sktRL+YQoA8JWiHeOn3T3o7djRcNiPPjM//1gGXdvuVQ3Wdm0fu8/mIRKfYUgBBt550g0WcgkKZdDXVuZ64nP7lN9bHVdFzRVgUtL349XdVtYp4ydxDuHJPXScSErGBPxjKF4caouZWHdct4xeqTMV0S9mmc17xyJlr53muS3cUCe19z7jyUfCiAUs+wCn5N3FG62toZ102aXID577UkSFza1Lu402pK+yTdRnIoLNrNZc6SNd5Qe6Z9ZGlIVZTPvHIkmC5nktbE40ylsJbCzI6IU+PS0/RpX1xmFTVkhgPF7/WFJSk55hCiHdRkdvHNw49Y8wjb6AkCFv5gixZdeA7KQSWa7dFUhPqeYrSZr6rpISaZL2AtAPKxp6HIZNv0V7xyS1BOMsXMDZqdFkb6/xm7VSze0VYt5EQZQ4MlzQxYyEkcsatLa8iwxG34/3dKGfK8u7AUgHjY0BlWF4FwAHt5ZJGl/UWZf1x5r9fLOwZNH85Klu8RsMcnQfVAIsQGIOS+2H2Qhk8QY2HpRVy6tbwxCUwg86bt4CUHDRmPAoADknjKSaKoAVJZ7+6PQXUp1RdhZ7l5xqi7y6c5lvGP0SKmvEFE7Vgekfqe2LGSSmFfXVlTkuO29/2Ry6oxadr5PuAO842rNri5f1LJ/yzuHJO0PwzZ+s7L1K3tB7TyAETYoYxgG+IfSLD0HJE36152KCxa1WMBM7qXnP6ai+2iCDbxz9AUhN/lJF6pC1g/O94YAZPDO0hPVrWG1LNNFd7RH0rZgrm4L42jkjQAwCGkwVy2lBJ9ClPPXtX+tha0Qaqp3qBo0HFBwoDI0a7hd4ilXO412uzXWokZtIXeI2Cdehw+N4RYGQVcejswbHPM7vB/zztEX0vYGI4jlQwp9ws7NfLKpBZW5HiEvAvFCGbC+KahYNv0l7yyStC8YY+fVh+vs/94Ez4KFJU1f4D+bnlLfqH4NITNCKn2D2OCMkSzHmc9UIuxl6kdlOLLtJbvWCHuPrMofGiOELOGdoy8I+yalia0eh0qyk/Qk6b2Zv6EZXodK0rznF2sbAjoDrgTg451FkvZCNal58+rWlT/6WW2ONmNuzRzliQ2Pk+XNy4hfy6RDM0ejwjvA9mqpseUMAYFH86pzt33EO0qPOBQNZb5CD4CveGfpC7KQSW4sYtqrhhWKef8zbYb2iGlVCNqwHC8dERO1HVHVpuwa3lkkaS/ODJhdOXWhnfv0w2vaVuGFLc+qL25+Ds2RZqXM258OzRzN8l1F1EHE/AIGdJ94bdomre6q4x2lRwZmVSBixWoBiNngs59kIZPkPLr64Ygiv7ANv8trOrSBuR6Ldw7eltS0eyhjfwKQ1stZpaSmGLbxf0sav9jvb05BK4D36xaQpzbMUD6t/4g4FCcbnDkSlb4hdoYjS7gGYb8j097UvkPY1T7DcwaAgHzGO0dfkYVMknOoyuIxZRlB3jl66s3VjSjNcGmKWNexuGsLm9jZEdXkqIyUxM4MmF05taHeHZa8pWszZm19SZ258UlUd1Wrhe4Se1hmFYrdZbZTccUpamL5HVlkwY5Fws6JV+UNDfl0zye8c/QVWcgkv2WD871i/PbvwYbGIEzKWJE/Pfeh+G+Lu0dl/gw5KiMln+7RmKb9H435MQY18Fnjp3hm45PqOzVzYFKbDMgYikH+4TRbz4WSpLcfh6JDU1Rl3vaFvKP02Mi8IRTAUt45+kpyfpKk/9ZIGQKlWcLWMqhrj9j9czzCTo/FS1vYxM7OqGZTdjXvLJL0P84ImoHc2mDvRmN+TH24Hm9uf115av0MrG1bo2TpefawrCqUefrbHjW56nq/loH2aJdlUjFnxH0OD7JdGU4A63hn6SuykBGARemXwwVt+AWAjza3agNy5C79ALB4x+5RGfkXIiULxbCN+xbHcTTmx1BQLG9Zhuc2P6O+uvUldBpdSoVvIBuSMYrlOQuYSvhvbZahZ1lf7FrFP0gPDc2uRMSMbgAgZiXWA7KQEYDfqb0/stgf452jp95a0wCvU1XTfRk20D0qU9cpe2WkpPLNaMyOPn3SdqMd82rnkic3PE4WN35O3KqPDs0chX6+gbZP47MHaPeya5/2+uYFXJ4/HobnDqROTRdz3XgPyUJGAISQpVWlGVHeOXoqELPRFbWsCkEPwIy3z7e3eyljtwIo4J1FSntek5qPft64iOuQ7/qOr/HS1ufV5zfPRH1ol1riqaDDMqtQ6CqhutJ3x5x4NB9MatJtnbV99pzxNiZ/WNCp6p/zztGXZCEjhhXl2W6PyEt/lm7v0Abmyj4ZAGiPmFjXGHQYFn2YdxYpvZnUvKsmsMO3r/vGJFrYCuPj+g/w9MZ/K+/vnA8ChQ3KGI4B/qE0U89O+DJuvyPT3tJeI+yyawAYnjPAgTRq9AVkISOKUNSkO4YXidsn8/LyOpRkulSBa7G4WlLTrlPGTgFwMO8sUtoazRi74rOGT5NyqHRHcDteq56lPr3+CWzu2KTkOYvsYVlVKPFU2C41MZEzHJlk/nZxl13nu7PhUBwWgL6dJ+RMFjKCcGrKGwf2yxJ2RGN7WwQxi9JCuQwbQPeux03BmNuOxV6DPLxV6nuKYceeXdz0uTNiR3hn+UkWLCxu+hz/2fSU+mb1bETMKKn0DcbgjBEsx5nHlDid8+QgDqiKpry97eO4PB4PVfnDELONpQCEHlXaX7KQEYSuKe8cOjBX6O2mV+7sVIYV+CjvHLyVZbpw2fhCuxwhpnQ05jDL/D3vTFJ6oYxe1mUGBq1v/1qoe0BztBFv17ypPLHhcXzVsoJkaNl0WOZolHsrba/WuxHrTD2b1XbtohTiXqIOLT0glOH0zeKdo68J9SFOc5+XZbmcfqe4X96fWVyLwXleReRen97QFGDa8Hz7lKHZcCyZR+iTdxD65hNOMHorgEG880lpo4Ay+4GP6t5Prg1c9tOq1q/w/Jb/qC9veR6t0TalzFu5+5wnrQfnPGU78/HShneEvScSEBxUVKUCmMc7S18T966YfmIRw/5yXHnmIZ9uaeWdpUe2toQRitn2gFyPuqlZ6MGl/TamJAOTS70MdVtBX3kBCLR3XzA7W8E+m6vj4BOfJU73ZKTZkLDU9ww79s8NHev1tpiY15H/1WV24b2d8wgAMihjCMbnH0CHZI5E2ArZbbFmNWB2gu3l18qluqEQBfN3LOqb0AkwJLs/GFgL0qw/BpCFjFD8Lu3VSf2zxn+6pTUpm/P2xadbWtSJlTn2puaQsA11+yPbreFnQ3NtH7FU+vbTBFvX/OB1sy8/UsnISaNZtuM3RNMe4pFTShvTLGaftKxpad+tae5DW7o2YUvXJtWpuHBQwUR1YOYgWurpp7QbrXZ7rEWN0T3vYpGt59FVTRvJ3gqeZDapeKytEXU27xw8CDuMlo4IIQsmVeaIO4ELYOaSncjxONRMV+rX0FMG5bDzRhfAu34x6IzbgK1r9vyDjILO/pcX1PobgAP7NKSUTgaY1Hx2fu07HouZvLMkVIxGsbDhEzyz8Unlndq3YVNKBmQMxUD/MJq1h3OesvQc5am1rwk9531E2YEhl+acwzsHD6l/N0kt610OxSzNcqGuQ8z98drCJhq7YuaIQp/yxY6OlByVGZDjxrGVmVTtagV9/hGC5vq9v87OVtB3/uNWpl70NtGdwwC0Jz6plEachm3M/bJ5qbsp0sg7S5+qD+3EG6GdigIF4/MnKMOzR9glnnK102i322ItqqZoiNoxuq5ti7Bf7DN0H8r8RToAcU+67AVh37g0xWzK5h9YkcU7R688t2ynY0ShP+Vafl2agrNHFdgnDMyE8ulsQmf+TUFz/b4/wOZVYGsXZ7JY5BUgwTt/SWnFpMYju8L1FWvaVqXkl4d9QUHxZfNSPLvpGfX1ba8gYASVfr6BrMJbic/qVgh9L5xQOApRK7YYgLBH2fSG0G9eOvI5tTcnD8gJ8M7RG/PXN4MyxvplC9vq8wMHVWTi0nGFyG3YCPrvv4CtWkR60rfLPnrNia62g5ll3pCAmFIaYoydZdjmBR/WvScPKv1Ga6wV79a+TV7c8iyxGcWM1a/wjtQrh5YeEE7HZdffkoWMeN6vKvXrom+Ru3R7Bxld7Bf+dNYCn45LxxXYE7IIo7MfB5vzhIpwL+pMaoO+/i8vbPsvkLv+Sr03yGLW0/Nq53oMavDOknSGZY2gTaFWqyUq7kwuAcHE4ioC4F3eWXiRhYx4mg2L1VSV+Hnn6JV/LdpOSjJdmsch5ki3AmDq0Dx65og8OFd+TOi/byOo2RifB+9qA537tJsZsTkA8uLzoFIachm28c6Sxs/dLdFm3lmSDgHBqJzRysx1bwjdKzo4ux8AtAGo5hyFG1nICMitK89MGZovZrfvNxoDBpoDhj20wCvcesdh+V78ckIR6xdrAp35N7DP5iqw4zy4tHUt2MqFfhaLzAPgiu+DS2lAMWzjlZ2h2rKv29fK6/welPkqQBmjIu8dAwCTisfYKlHf5J2DJ/kBF5CmKC8fOTiXCT67hJdX1KlVxRm8Y+wzn67i/KoC++gKL8h7L4G98ICC9qaEPR/75A0najaNYLHoK5C/q9J+MKn5UIfRfvSHde+lTiNanFXljKHv7/hC+N+rw8sOCrk0pyxkJOFspQw7x5SKUwTsyZurG6EpBMUCHCR5WGUOLhxbiMztq0Bn3Aq2flkflJEM9K2n3GhrOJoZMblRnrRPLGr9LmJFLn1nx1temwl7zmxCeTUfCj1FyozVL/OO0iuZug8V/mIngE95Z+FJFjKCcuvKU8cME3t6CQAWV7djbGlG0m7yV5rpxGXjC+3R7hijrzwMNu85FbE+PC3YtkBn/dOLcOBSZpl/7LsnlkTEGDvXotadb+14wxOjabkSd5+MyqliG1q3sZAl9iX0yPKJzLCNBQDEfiG9JAsZQWmK8vIRg3Mh+vTS3z/aSsqz3EqWe/8PeUukbw94PHVoTvcBj0/dQVDPqZcuFgF98e8exCK3MNu6kk8ISQAnm9R86q0ds91BU+gdGhLKqToxMmcUeXD5M4JfPYFTBh4d8Onef/HOwZssZMRVTSlqxpZl8s7RK11RG1/t7KQTK7KSZgx8TEkGLj+gmBV31YA+eSfYsvcVUM6DRsEO0Bce9MCIPcgYPZdvGCkJHWlS4+W3d7zpbou18c6S1Mbmjqc7Aw12dddO3lF6pcRbgFJfIQHwHu8svMlCRmAeXX3ymKF5wg8p3vfeVqVftlvNcvNdBZnt1nDhmEL7kEIdbO4zhM36p4pAEu0v0dEM+tI/3DBiTzFGz+IdR0oaR5jUfPvdmrme5mjims9TQfdozGjlH8tnirnvw385rv+hFgN7AUBqH5y1D2QhIzBVIa8cMThP+OmllpCB9bsC9sSKbG4b5O0+4HHjYtAZtwJbVvOK8tNa6kFf/Lsb0chMZpnX8I4jcXeaaRvvzK99x7srvB/HYaSpMTnj7LZIp7WqJU57PnF08oAjY27N9STvHMlAFjJi225TtmNcudjTSwBw7/tb1H7Zbq2vT8WuzHHjlwcU0qEkwOjz94N9+KoKM8mbJJvrQJ+9141I6F5mGndDnsuUliijl8fs2PNzdrzhqQuJPU3SF5yKE6Nyq9THVr0o9AZ4ADA8ZyDcmqsTwJe8syQDWcgIrnt6Kb8Pl9EkRn1nDFtbQtbEfll9Mirj0hScNSrfPnFgJtRP3/jmgMe6vnjq+OhsBf3PPR50tV3LjNiTAIQfKpf2GbGodVvUivzj9epZctfefVSVO9bujAWsj3cu5R2l106sPDyqK44Z6MmBbimIMCb/HgTXL2LYG06dsdRl2mK/lwNy3fjXeWPw8sp6dEYTV88cVJ6JCUUesOp1Nnv/5R6fjXT0v97AiMJsZLqceGLJOiiEYPoBQ3Dv1MlQFIL2cBTXv/UZ3lq3HVHTwuT+xfj7KYdiZFFO/F6M7oJy5tVh5JV8RJyuM5Cmp9+mEcWk5v8LmaHpb+2Y7Q1b4bg86AMX/wPFA4rhyXBj4azPoCgEE085CKf/bhoURUGoM4xZ97yK1R+vgRmzMHDcAJz9pzNRMqg4Ls+faE7FiQuGXITbPnsEn+/6inecXlGJiremPRb1ONwjAWzjnScZyBEZ8e2wKPvqiEG5vHP02rbWCHa0hc2JFYkZlSnw6rhkXIE9IZsw+kYcDngE8MJXm6EpChZefToennYYHl60Gq+s2gIAuPSVD7G0phGvX3Qivvj1mfA4NJz05FuImHF8eUYU9OWHPKjddDSLRT4GIPYuidJP0Q3beK091jZ9dvWsuBUx31o6dxkUVcGNz1+Pc246Gx8++zGWv7sCADDzpmdRvWYHrnrkCvzxpd9DdznwyBWPwoiKcRBlVe5Y2hrpsEQvYgDgoKIq2IxuhixidpOFTArwu7QHzhxXkhIbR9w5b7Ojf44nrr0yuw94HJkH16pPug943BGfZr/hBdm4/fiDMCQ/C2eNGYQjB5biwy07sbm5A2+t247HzjgShw8owejiXMw8dwq6YiZeWLEpLs+9m22BvjHDzTauGMeM6FcABsX3CaQkUGLYxucNkV3Hz9k+25uIk6yLBxbhlF+fjML+hZhwwngMOWgwNizZiMYdTVj90RpM/8t5GDxhEEqHlOKSey5CJBjF0reTv0VDV5wYnTtGuW/ZU8L3xgDASQOOCHkdnkd550gmspBJDXP65bhpRbb4x6rUtEWwoTFox2tfmaHfHvBoNHcf8Ljo7bge8FhV/P2RsJIML5qCEWxoaodCCA7uV7j7zzLdTowqysG6pgQs6WYMbP4LTvbJG/2ZaXwF4JT4P4nEyTEmNdetbl1ZNa9mrjtRxw6UDSn93v/Pys9EoDWAhq0NIArBgDGVu//M7XejdHAJdm3dlZAs8TQmdyxtDLXYy5vW8o7Sa16HGwcVjdYUQmbxzpJMZCGTGkxCyIxTq4rEGOfdi7ve3aT2z/GovRmV+faAxykVXpD3XwJ7/v6EHPDoUL//K0QA0L30nSVyiRFbuVChLz/kY+HgS8w0HgeQEt9C05RqUevuqB19c17N3MzlLcscLIG9nYr2P/3ihGBvPZSEJPeCuW9HY+5d9kRKNMMfXnYgYra5EIDc9fC/yEImRTg15bETRxRQXRX/LW0KGli5s4sdVJHVo+10D/3fAx7X9cUBj983rCAblDF8saNx97/rihpY29CGEYXZiX3yXdvBNix3M037ZdiMLAZQltgnlBKgyLCNRS3Rlmtf2fKipz7Mb0Vd0cAiMMqwbdV3R3REghHUba5H8cAibrn2RVXuWFoXbLTXtMR5OpeTUwYcHfDr3sd450g24t/1pG9VW5StOHxQHFfEcPTX+ZtIZY5HyfHs+xlM3x7wWMXrgMf/Mjg/C6eMrMSvXv8YC6vrsWZXKy588X1kOB04b9yQxD552SCYVZNww8K/4bUt88ZErdg6AKcm9kmlODrKpOa6tW2rD5iz/XVvxI5vU+/+KuxXgDFHV+H521/E5uVbULepDk//YSbcPhcOPGkC12w/xaN5UJUzRrlnyb9TYjSmMqMMlZllNoC5vLMkG1nIpBC/S3vgrPGp0fTbEbHw4cYWdvSgvL2OynQf8JjXfcDjUs4HPP6XJ886CgeWF+K0Z97FwY+8irBpYe4vfga3I4GzPboTxum/pDPXv043tm/Dy5ve1m794kF/W7TjhbAZeR1AXuKeXOolj0XN+2J2bO6C2nezlzUvSehU0v648K7p6D+qHx675nHcc+79MKImfv341dBdOu9oP+rQoiPsDe3VdEN7aizuOXfYSRGFKP+A3GLhB+Q+MqnFETXt5itfWp25o034PfKgEmDOlRPZouo2srkltMefGVOSgcmlXob6bZTNez65zkbiwLroj/Zq2kZuX/Lw976kOFUdF404I3ZcxWExl+a8AsDLkJtpJZMTTGo+vTNYm7Go4RNPvJdWp5sybzmOLTsB57x9HdpjXbzj9FqWMwMvn/z3qFPVKwDIHRD/hxyRSS0mIXg8VZp+bQbM+Gw7OXxADhzq99tcug94LEjeAx45IEeezkJ+v3Lf8n//4Pc6ZhuYseZF502f35/REGp+ImRGFgAo4RBT+r4Sw469FTJDr71XO69owc53ZRHTSypRcWTJFPba5gUsFYoYAJg2aIplUftVyCJmj+SITOqpjBj2umkzlrkMu0e9sknnhYvH2U1BA4u2t6tA9wGPQ3NchK3+3GYL5yT/2Uh9oWIorDOuwI2L7sHWzpqf/FFN0XDekJ+Z0wYea6iK9hdNUR+BHK7ua6rN7Kspo39d27ZaX968zJGoZdXp5qD8SXalfxCmzbkmJXpjHIqG2af8M+LTvQcC+Jp3nmQkR2RST7XN2LJjhuWlTIV601sb1BFFfnVMib/7gEclwOgLD4B9OEsWMQDg9MA87Rfsya9nsb0VMQBgUQvPbpjt+O2nd3rXtm78S8SKbgdwFuThk33lAMM21rRGW/76+rZZ3qVNi2UREydZejZG5Vapt3/xaEoUMQAwpeJgAPgKsoj5UXJEJjUd2RSIvX3e08u9NAXe3kyXhv9MH838bidhH7zC2KpFBPJzu5t16U32V0YD7lras4v3mLzh+NWY6aEsZ+ZWr8N9JYAv4hxR6jYsZsfuAzDl84ZFrk2dG2ThGGen9T/Trgu0ses++WvK7J/03In3B8v8hWcBmMc7S7KSIzKp6ROPrm4/dKD45y9dPKkcr104Cs5liygiIQbbgixivkOmnM0CHpfywIone/wNdFXLelz1wc3eGWteGN0VC74fMsPvABgXx5jpbpRhG68YtrFiZcuKE5/b9IxbFjHxNyRzKMvQM5WbP3swZYqYsfnDke3KaAcwn3eWZCYLmdTEfE7t5ksPLg/yDtJTQwq8eP3no+zpA5ws9IffIPTn69TgX28j5KgzCbzyXEQAQOUIGFWTyO2LHyIRK9qrh6Jg+KD2c3LJezd4Xt709vEBI/RZ0AwvBHAE5JRTTw0PmZFZNrVXt8Vaz3h+80z3ytYVqsUSd7J7unKqTkwuOgwzVs8ioV7+LiST6cNPCbo1112QKwx/kixkUtecPJ/ePr48k3eO/aIpwJ1TB9PHThsK15wXSedZJxDry8UAAPOjBbA2rbeV48+XDQUuD4xTLmH/Xvsiq+7aGbeHjdkGXt8yX/n5/OvdT339yiEtkfa5ITO8Gt0b6snrxd4RAMeEzPD8sBlZ/vqWedPuXPIwyY4UUuYAACAASURBVHXlKcm+nb/IJhceZjWH2+3XtyzgHSVuSn2FGJU3GAohz/LOkuxSZghO+gHq1bVbLplU/s8VtZ0+3mH2xfHD83H95GJGtm9F18U3gdZs/8GNM/C7q9TsOR8yDKoCtqzmETMpmBf8zl7e/DXm71iYkKZGi1pYsGMheX/HIu/BxeNHXTB82nN5ruwuXdUf0RT1GQANiXhegWXb1L44Zhu/7zQCGa9vme/9qPYLErW7m9EbQy32mJxxZGnzYlkMxlmRpxiV/gHaRfP+yDtKXJ0zdGqUgDwKQPxNwRJMNvumNj1i2vXXvfZ17sbG5J1lyvfpuP+kQXaZV1XDD97NjPlv/+RXV+dZF8Bz5W9AZ9wKGKkzjLzPjjuftQ4eil99eOvuG2VfGJY9EFMrj4ocUnKAYlJroc/heQjdDYjpOldCABwUNiO/1hT1jGWNq+03t77nXde25Qc/ODJ3CO6afD2e3zQTMSpX2sWLAgXnDLqAfbBjCR766j8pM+Tlc3jw6s8ejro05wAAyX/EOGeykElxNmW/Xbq9/a4/v7XByzvLnlxzRH+cNjQbxofz7cjD/6eywL5tYJX5wps2CbWCvTMzZZZZ7pNBVTB/djGu//Qu1ATquURway4cWjIBpww4JlDsLbAJIc84Vf0VAEsApMbmRT+OAJgQs40LKKMXBM2wa972j93zdyxUO/ay+drjR99tN0Xr5KhMHE3IO4j29w/CGW/9JqX+Ti8Y9jP7vOEnz/Y5PGfxziICWcikPm/UtBt++cIqX21H8oxejCvLxB1TKmx3sEMJ3fEnYq1duX8PkJuH7FnvMPbBK1xOt+bC44d5+W3ssbUv4IPaz5PiNZf7i3FU2cHW4aUHRbKdGcxmdI7H4X4JwAcAkucD1zsquouXcyij00NmxP1B7WeuhXXLtO370Z8kR2Xiq8RTihPKT8JlC27GDk5FfSJ4HW7MOvmhiMfhPgDAet55RCALmTRgWPTOjza3/O6eBVvcvLN4HArumjqYjin0KNGn/h+NvvSsArtnMxOOI4+F7y/3gD57L9DWGOekyce8/DZ7cWAb7l+RnKf5FnnyMal4HDuybGKgn79Uj9rGIr/ufRvAIgCrIM4UFAEwEsCUgBE81ak6J7VFO6yFdcvcn9Yt0XrTXP34lLvtxshOsqx5SUqNIPQ1t+rB2YPOwxOrX8Wrm1NrZfJlo84yTxt87Gteh/s83llEIQuZ9JAbs2jt9Jkr3C1BfscwnTG2GFdOKGB03Woa/tutKm3o/dSv9+a7mD75UNBn7iYwU+KIqT1iJ17Imisrcc1Ht5GYnfyvM0P3YXzBSFTlDY+OyR9u5jiz9IgdXenV3PNURf0UwEoAbbxzfiMfwFjG2NigGT5CVx2Hh80IWd60Vl3RtNa9umUD9jZttK9G5Q7BnZOvx3ObZsKQozI9QkBwav/TaUOoA9d+dHdKFYTZzgy8eNKDUZfmHAZgB+88opCFTJqImvYDH29uvere9/p+VKY824X7pg608zWqhu65DeanH8b18TNnvWuTzgawuc8k5UhFrw0dD3PqdPz2kzuwMyjmYiGfw4sROYMwKm+IOS5/ZLjUV+SmjEYNam5xKNpXbs31FYB1ADaje0VUvEdvnADKAFQAqDCpNTxiRg/RVccoQoinJlAf2dC21b25Y7u+tmUjmiKtcX7678yY8ld7V6SWfClHZXrkwPyJdHDmMJz+5jWKmWJHO1w7/qLY8f0OfcbjcF3JO4tIZCGTPrKjpl1z5UurfTva+mY1nwLgxmMGsGMHZhHjrdfs8L/+oSKSgOfOykb2a/MZ+/g1sLWLk6J3JG58mTAvu4U9supZfFK3JKVeW64rGxX+EpT7i1GZUR4ZkFVhFHrydI/mchq2GTCp2cQYayZEadBVR71G1C5VUWMAjP/6x/zm4bwAfIZtZJnUyrYZzQRjWYSQUofiKHIomjdghiItkXa7IdSs1gTqPds6a5RtnTUJLVr2pCp3GG6f/Fs8t+kZGDT5R9eSSam3DMeXT8U1H9yJje3VvOPEVaEnFzNP+L+wS9MrATTxziMSuY9M+mhXFXLH1Yf3v+3GN9YnfAXTIQNycPMRZVRr3oXAFVcTe/PGxI2WdLQjcOsNxH/3g2ANO4CW1FmtaF5wvb2wfjk+qVuScqNNrdF2tEbb8VXz1wDg/uYfqERFtjMjM8eVlZnh9A/O1P3I0H1wqg6oisZ0RaMOxWE7VI06FAcFgLAZ0UJWxBG1oiRixRC1o4hYMbRFO9AcaUNHtBMULCn2U1rdugEtkTa7Kncs+bJ5qRyV2UcezYNjy05gL66fi43t1SlV1APAZaPPihDgYcgiZr/JEZn04oqYdu2Nb6zLW1sfSMgTZLo03HvSIHtwjkuN/L8HWeyNVwho36zI9fzhVuY88hjQp+8iKXEq9smXsIayMlzz8W3EpKL0yUr7oipvOG4/+Fo5KrOPCAimVZ5pdUUj7LL3bnbwzhNvFf4SzDj2jqBLc5YB6OSdRzTy20B6iTo15XfXHjkgIbvjXTSxHK/9fBTrv2U5Os8+EbHXX+qzIgYAwvfeQWhnJyUn/lz8ifPhE2AMHkX+suQhWcSkoNUt69ESabNH54xJ9X134uKggkm2V/ORaz+6O+WKGAC4csy5IVVR74IsYnpEFjJpRiHk+eJMZ+OhA3Pi9pjfHvD484FOFvrTtST05+tU1ta3fQff6vzldJWUD1FI1SHiDjX6s2Eefx576Kun2a6QHGVOVY+ufFYdkzdO0RWdd5SkVu7rh5HZo9XrP75HDVmpt1v/0OxKjC8YYTgU7RHeWUQlC5n0Y3t17ZprjqgMKb2cZf7mgEfWfcDjS90HPC77Ij4pe6qrE4Gbrifk6DMICsr4Zukh84Lr7I/qFtNF9V+mXB+A9J2VLevREmmXozI/wav5MKX0WPy/VS+mXHPvt3419vygQ3XcBCDMO4uoZCGTnuZ7dXXt1JGFPR61OH54PuZeUsUmGrtY18VnIjLjYQVGcsz1W0s+Q+zNV5ly+lUMuot3nP3CTr2cNrEoeXzNiynX3Cv90KOrnlWrcsfKUZk9UKDghPKpbHH9KjZ7y3u84yTE2PxhGJzVP6gS5QneWUQmC5n0xHxO7ZrLD6mIuLT9+wjk+3Q8c84I+8aDi2A8cBcCl5+v0JrtiUnZC+EH/0bs/9/efYdHVW19AP6tU6amkJAOCQRC6L33DqKIilIsiA1FBZVP7A17w97Fq1wRbFcREK9UBZHem0AooZcAqTOTzMw5+/vjTLwBgSSQ5CST9T4PT5Izp6wJkzlr9l577xMndGno3TqkKvIyb9YZvuRG0rOr3pX8XBdTLWzM2I7T+dlas8gW3Cpzlt61+upeTReTVrwftC2T41qPynOotgfxv2kE2EWoIu/wrByslYgWDW+TUOI75r096uKbG5oidv0SZF83EMWtUm22nNtHysIRLujy0ZW/+De8Jnz9rsMb6z/DcfdJs6NhFejDzdPkljVbS6oUlHWsF6V9TEc91p5AY+Y/KQlU3XK3C+mT2AnxzuijAL4xO5aqjhOZaizEqkwY2a6WLyrkws3arWqHYs7oZto10ZrIu38M3C88UeJVqk3l9SJr1FCZkhoSdR9SiT/xSvDdMEFbcPBPbeWxDWYHwyrY+hPbkJmfzbUyAY1qNBFNI5rTXQueIZc/WNYdPZNDseGBNqPdTtV+C4J/xfhyx4lM9bZHAt5+oFe9cxaZOVQJb17VUH/j8hRIMz6j7OuvLP0q1WbLykT2mBslat2DqEW3SvnRTgy9Uz+muehfW7/luphq6sPNX3GrDICkkDroEteNHvvjTToSxCP2bmt2XYEsybMALDc7lmDAiUw1Z1Xl59skhue2Swo/Y/vQlnGYNbq5aJqRJnJuHIL8rz6/6FWqzaan70XuxHuJeg8l1GtmdjhnatkN3qQU6dlV70j+IFs3hpXcuhNbkVmQrTWvxrUyUbZo9Ks9EO9vmI71J7abHU65SQ6vjcH1evmcqv0Bs2MJFpzIMI/dIt/xUL8UtyoTEiNs+PqGptq9rSLhef5xyrv/jjJZpdps/nWr4Xr9eUhX3gYkJJsdjiEiFr4+1+C1dZ8iw1NZFoJmZvlw01dyy5ptqmWrTLglHIPrDMG3O/+LWXsWmR1OuXqk/RiXIimPgJciKDO81hIDgJ+dFnn5B8Oa9akfrkjen2ci6+O3AXdwTWvgnfsTpOhY2EePg/71m0DGYROjkeC7/j79v+lLxNrjm6tcl9Kh39Kw/fPV6Pv5SMjq/8Lf8Obv8Ht8aP9EfxxffQC7vtmAvINZsEbYkdCjHlJHtIYU2P/oinSkfbMBrqM5kC0yQutEos1DvWGtUeELtFcKRqtMjtYssgVtOLmu2nzIDFFCMKTuUCxIXy4+2/J9pR5AcKkG1OkqEkPjDyqS/InZsQSTavPHwi7MaVXGpETa4Hr2MbjffEkOtiSmUP7UT1Aw8xshjXwAiIgxLQ79urv1Q75sTN3+Q5VLYgAgvksyhC5wfNX+v7f5XF4cW7kfif1SkbHhEDa+tQR1r2iMHu9egxbju+PY8nTs+GodACA/040Nb/yO2r1T0PO9oej84hWo1au+WU+n0vho03S5VTVqlbHLdlyVPFSsOrJZn7zui6BOYsIsIbiv9ah8p2ofDYD7kcsQJzKsUDqEeMI2YpTL7EDKm/vdyeRdPF9I1/8fEBpR8QG07glv7brS86velbQqWhcjWxXU6lkfhxal/b3tyNI9UB0WxLRLxO7vN6He1c2R2DcVzvgwRDWPR6Ob2+PAvB0QQqDgtBvCryOuSzIcsaEIrROBpP4Nq21rTKG1JzYjqyBHaxYR/LUyFsmKIXWHiu0n9+LZlR8E/b1oXOubPBLJ0wCsNjuWYMNdS+xvZLFMVho0vM0ycHBKZZ8j5lK5XniSKCRMV294kPRprxLc5bMa+D/UjIev11V4dfUHOJWfVTHXLCdJ/VPxx4Oz4Tnpgj3KiYOL0lCrdwokWUL2nlPISjuJPTM3/72/0AV0r4aCTA/C6kYiqmUClt73I6Jb1UJUywTEdakLa3j1TmQA4KPN0+XH2t+NLac3wy+Cc540hVRcWfdqcSj3hHj4j8lBn8S0jmmC7rXauu2KbaLZsQQjEqJSjkhl5mmv5+Uuyb7uMrvICf6FWEM/mKordRJJn/EmwVMui4L/jyTBd/cL+pxDy/Dvv34MijfvZRNnI7ZDEuI61sHS+2ei5wfXIqRWOP47/N9oMLwV4rv+s7DaHhMCSZYghEDWzgxkbDyME2sOwHU0F51fHISw5JomPJPK5fP+r2r7ctNo46n1QfE6KUohBVfUGSJcXp+4I4gnvCtkkVVMHzTZHe2IHAlgjtnxBKOg+yNhl2wNSfJU5yPPBN8ys+eQe+8tkv/gISHd/KhAWNmtCH4u+rBx2v78U5j218yg+btL6p+KQ4vTcGDBTkQ0jkFILWMYf3i9msg7nA1nfNg//kmy8fSJCBGNYpA6sjW6Th4CW6QDR5YF58KApfXJlq/l1lFtJYWCq1bGKltxdfK1eoFfF2MWBH8SAwC3NB3qdai238BJTLkJmjdUVnbI4Ziodux6Su09wOxQKkTu3aMl79o1Qhr1CBCVUD4Xad8XBXG15RdWvy/pQfTmndCjPgqyPDjw6w4k9kv9e3uDEa1wZOke7JyxHrn7M5F3KAtHl+/DX1PXAAAyd55A2ncbkZWWAU9GHo6vPgDPyTyEJNYw66lUKquObUR2Qa7WLLJ50NTKOJUQDE0eLjLzXfotvz4m6dWgN6BeeCKGpvT3OlXHGLNjCWbypEmTzI6BVT4+Ui3LLZ263ljwy08qPME5gqko3+J5JEVFC/W620kc2gPkZpbdyaNrwTd4NF5c/QHScw+V3XkrAUmV4TqaA9eRHLQY3x2SYgzCcsaHoUZqDA79thtp327AoYVpyDuUhZrN4lAjNRp+jw8HF+7E3llbsXfmFmTtykC9Ic1Qd1Bjk59R5XHcfVK6LmUwbT29GXoVn8W+hiUC1yRfK3aeTtfHLX6+WtRmqpKCt3s/7qphDZsgES01O55gxjUy7LxEvucV/5aN43PvH+MwO5aKYh11Bxy33w3958+BPVsv/YSSAu89z+sz9/+OGTtnBWUL6Orn5sFW04kW93YzO5Sg80X/17S9uTtp46kNVfa1E2OPxeVJV2LJoTX6S6s+qbLPo7Tuaz2qYGDd7r85VfvlQBA1w1ZC1eZFxUqPbPanlSbND1mvHFpt/ggLpn0G12vPQRp8G6hZp0t+3tqI8do+93F8s3N20P2t+fIKcHz1AWRsPILkwU3NDicofbrla7lVVFtJoarZiJHoTMLgpKvwY9oCUZ2SmA5xLTAouUeeU7XfCE5iyl3V/OtgFcVLzpBrHfc/utq3ZqVdP3bE7HgqhPeXWdAzTyP0pbcIzjBdrJp/cW/AHS9DQUyc/OKiJxFMdTGF/pgwC768AjS6qS1C65gwH081sOLYBuR687Smkc1pUxVrlUkJTxU94nvRx5u+wQ9p84N6OoeiIqxheKrTPR67YrsOAK89UgG4a4kVSxQUPKrt3vlkzp03OlGNXi9So6YI/+BzIbav1sXiH+RSfbCKS4L/+gfw9Mq3se3UrvILkgW9znGtMbHdGHy1ayr8omos3NoisqXeLrqj9NLqT/DbwVVmh1NhCIQ3ez3qbhxZ/wObYn3Y7HiqiyqV4TNzkNX6uly33i7byJur5jS0F0nfsQ3Zo4YSpbYhuvJWDVIJ/1wUBd5h9+jfpf2icxLDLpXRKuPSmkQ0qxKfIjrGdNHaRLenh5a+Vq2SGAC4LnWglhqRvNemWJ8wO5bqhBMZVhIaOUOus48Z55EbNzM7lgqlHzmMzGGXS4hJIum6cTpUS7HHaCPv13bnHcZ3u+by3xcrE59u+UZuE92OKnOtDIHQO6Gf1rBGI2nswkm0MWOH2SFVqJQadXB7s+vynar9KgDBOSVzJcVvtKyk9pLNfkvoa++7KTTM7FgqVk42soYOknTFLqQbH9IReoG5TrpeAU9ktPzymo+qxWRfrGIsP7oOeV6X1jiiaaV8UdlkGwbXuUpE2WLphrkP0b7s4JpmoDg22YoXut7vtsjqWAB7zY6nuuFEhpXGD2R3fOl89rXgn1jmbN58ZA+7XPal7YZ065NAUsN/7pOQDH+Hvnh+1XvI8Zbzcges2pmy5Ru5bXT7StcqE2uPw/D6NyDDnSOGzXlAyiwI/qVNznZfm1H5oZaQ/0okfWV2LNURJzKsVMjhuF9t3mqf7frR1apeplDexHsk96fvQbrmLlDHgf+bpUyxwHvtWH3Gztn6jsw9JkbIgtWyStgq07Jma/2KOkMw46+5uP+3l6rsau6Xonutduid2DHLqdpvMzuW6ooTGVZaXnKGDLaPGedWmrU0OxZTFHz9JbLH3gxq0wvSdfdqsNjgv+EBbUfOfvHD7l/5b4qVmylbv5PbRrcjmWRT47BIVlyedKXWIrIVJvz+Cqb9NcvUeMwSbY/Eox3u9NgV29UAcsyOp7riN112MdLJZr8p5NX33BRePdfG0XdsQ+bV/SRNVyHd9QI84RHyK2s/NvfuwoLesiNrkOfzmNoqE22LwYiUG4TQFTFszgPS1pPVc2SeIsl4vuv9LkWSXwVQvYZnVTKcyLCLNZtsts9Cnn/DDao2c12dye2G+40XZZ+iwKZY0bNWh0rT5M+C17+2fie3i25vSqtMs8gW+pV1r8ZvB1aLm399RHH5PRUeQ2XxYNvb8hND41daZcsLZsdS3fGEeOxSqMKVtzr/22lNPZ99oJodTIVzOGCbs0j/fMcs7M89Ij3T6V6x/XSaeGPdZ1J1foNn5e/LgZO1v7K2SltPb66QTxEWyYI+tfr7Yx3x8qurptBvh6p3A8R1DQZqtzW7dr9DtbcCkGt2PNUdt8iwS+EjZ8gg2/W3ZFv6DKh2GbHt02na5sw94j9p86Q1x7ZgxM8TKNIaIT7u+6JoGFHP7PBYEPvX1u/kthXUKhNli8Lw+jcICVaM/Pn/qn0S0z62Oe5oPizPodr7gpOYSoETGXapjpHdPsD5xIseuWETs2OpMPb7Hxbu+Bjp+VUf/n0ncfk9uGPBk/Iv+5bSi10m4o5mIzSLVP0aqlj5W3J4Ndy+fK1xRJNy/QDRNKKZGFJ3KH7es4RG/fdhJaugetezJoXG49ku4z02xToYQLrZ8TADdy2xMiF0/VqRkz0te9Q1dnHqpNnhlCulfWdY3ngf4xc/j7Ss/efcp05oAl7p/qBmkVXptXWfEi9VwMpaz1qdML71KHy1ayrKethzuCUcvRP6CYcSgkeWTqbtp3lKgVCLE58PeMkdYQsbr0jK52bHw/5HnjRpktkxsCBARH8BZFG79GhXMPcnC7QgnU8iJAzWz6eLj7d8h+VHN5y3PiHbm4sf0uZL4ZZQuqfljYhzRmubT+6Q/HrVWPSPVX77cw9hcHJfTUCnjPwTZVIrI5OMdtEd9F61+tLqo9swbvFzdMLDCzjLJOP1ng+745xR/7LKlpfMjoediVtkWFki4cqb6Vv154C8Jx+0mx1MebB/M0tbJ2XiyeXvlLg4IdYRhdd6TNRqWMPkN9d/hnUntpZniKwa6VW7E8a1HIWv0i69VaaWszZ6JfTVfZomHlv2przjNM+0X2hi29sKeid1WuFU7f0ABOmntKqLW2RYmSKLZZYUEz8cshTh37guqGqw7BOfEHktmtGDS16RfKVoWXH53Php90KJiHBvy5tEvfAkfXPGX5JX53Xl2KVJzzmEK+v11QS0i26Vsct29KrV198mqp20cP8K8cDvL8snPZllHWqVdU1Kf+261MsOO1V7TwD5ZsfD/imobjSsUvCQ09nfPmpMttq7f9A09ymdu4OGDKVH/3iD3P6Ley/7esfPuOGXBynWEY0p/V5Gt4R2ZRwlq46+2PYfuV10R5Ko9G/njSOaipEpN0GBXdzy62N4Y90XvNhpEW1jmuKuFiNcDtXWFzxzb6XFXUusvLQSHs+y3Afvdvo3rjU7lksTXgP2mfPEB1u+wc/7fi+TWoTB9XpjbIsR4qgrQ3y4eZqUlpVeFqdl1dS0gW9qWzM3Stszt5bo9RlprYk+tfrpNtmBd9Z9Kc0/8Gd5h1jl1A6Jwyf9n/M4VfvlAH43Ox52fpzIsPLUV7jyZufcNcqh7U0zO5aLZvv+Z221fhyTVrxfppN2KCThwba3i95JHWn9ia3alK3fyhmeU2V5CVZN9E3sgrEtbsBXaVOhC/28+ymkokNMR71RRBPptwOrxKtrppB2gf2rq0hbOD7p95w7whY+QZHkT82Oh10YJzKsXAldHylysj/PuXWYXT9+zOxwSs3+2LMiu08P3DrvMfL4C8rlGhHWMDzV6V69aVSK9Mu+3/Svd86R3DwzMCulrwa+qW25QKtM/bAUdI3rgQxPpvb4H2/Jh/Kq3t9jRQi3hOCjfs+6I201XrMplmfNjocVjxMZVu6Et+BB/fSp53JuG+EQWVWniFDt0QfqC69h7MJJSM85XO7XS42oiyc6jtWi7ZHytL9mil/Sf6eynh+EBa9+SV1xV/Pr/9EqUyckGZ3jugqZFPHhhq+lX9KXmBhl5eZU7fig7zOuOEfUxzbF+hDABUNVAScyrEIIj+dV7ejhe3PuvNEJt8vscIoXEQn7j7+KtzdNw7z0ZRW6KmbP2h1wX+tRuoBOH22eTquObazIy7Mq7KvL3tS2nN4gbc/cRrWdiegS1023yXb6cdcCmrL1e7PDq9TsihXv9H7SVTskbrpDtY0FJzFVBicyrKKQcLs/1/amDc8Zd6sDXq/Z8VyQ/Yf/assKDuDF1R9X/BLDAaMaX4URDS8Xp/OzxLQdM6WVRzeAR5SwC+mf1A13NR+JXF+uHqaG05y9v9NHm2aA62AuzCKpeKPXo+764Yk/OVT7KAD8C6tCOJFhFUkWrrwf/ds298t96F4HfJVzHhX70y+JzG4dceu8x6lAMzfhkiDh9ubXYXC9XrpX99H0HT/h94Mryc9dTuwsraObYnSToXrtkDhafGAl3lr/byrNfEfVlSLJeKX7RHeTyPoLHKr9WvCEd1UOJzKsolmEK2+Wf+umHrkP3euAv3K90ap9B0J5+kXctfBpHMg9anY4ZxiWOggjGw7SVFmVv9s1V/yavoTytfIpQGZVA4HQPq4Fbml8rR5pj6CF6cvpg03TwQlMycgk4dku93laxzRZ5lTtVwConJ+u2AVxIsPMUDmTmagY2P/zs5i8fioWHVhRoXUxpdEvqQtub3atVsMWJs/es1CftXeBlOPNMzssVoHsig29a3cW1za4DHbFhrl7fqcpW76Hzj0iJUYgPNnp7vxO8a3WBpYe4E8FVRQnMswslS6Zsf00X1uSl4ZX135mWl1MabSJaYrxrW/SEpwx8sKDf2pz9i7kIbVBrk5oLVxVv7/Ws3ZH+XR+tvZj2gL5+13/NTusKmliu9sLeid23OpU7T0AuM2Oh128MktkiEgAGCaE+E+ZnNBkRNQAwDIAqUKIbLPjKQ4R3QLgi8CPnwghxpbi2N8B9Az82F4IsZaIrgDwIoA2QpRbpWClSWbsz08WJ9u3xO3zn6CqtgZSSngSHmh7i5ZSI0k+4jquz967UPrj8BqYXd/DyoZCMroktMW1KYP0WiGx0vZTe/QPN06XdmcfMDu0KuveVjd6r0jumeZQ7V3ASw9UecUuzkFEU4lIFPl3koh+JqJGFRHgOeJJJ6KJFXCplwB8WJjEEFHds34Phf8uKybe+kQ0k4gyiCiHiL4jotgij1uJaFrgsV1E1O+s48cT0YwSxuwGEA/g4SLH9yCi2UR0OBDvLec4biiADkU3CCHmwih6u7GE174YXnKGXKU0a7k09PUP3FCUcrzU+akDBwM9etGjyyZXuSQGAHZnH8C4xc/JQ366B8sP2aYzfAAAIABJREFUb5BuSL1Km37Z25jQ+jYtNSLZ7PDYRYq2R+KWxtfq0we9jTuajtDWHNsiDfnpHvzfkpc5ibkEY1uM9F6R3POgw2iJ4SQmCBTbIkNEUwHUAjAqsCkBwOsAEoQQjYvsVyEtMkSUDuB9IcTkcrxGIoC9AOoLIQ4EttUFsA/AZQA2Fdn9tBDinB99icgJYDOALQCeCmx+HsbvsJMQQiei8QDuBjAMwCAYSUisEEIE4vgDQAchxIliYr4Fxu8l5KztlwPoBmA9gC8B3COEmHqO4wufX3shxNrAtnEARgsh2l/o2mXAtJYZKTYe1m9ni1fWTsGSQ2sqbV1MaaWEJ+HOFiP0plENKM/nwpy9i7D44HLiWprKzaHY0TGuFQbU6a41jEiW03OOaJ9v+UFeyXMJXTKZJDzcfkx+t1pt9zhVey8AJ82OiZWNkn4ELhBCFHa+HyOitwDMISK7EOIfc6mf66YY2H5GskNEtQC8AWBgYJflAB4QQpR4YZ5AYvMZgEQA18PIsN8RQrxeZJ9wAK8AuBpARCC2SUKIb89z2hEAthYmMWc5VeR3UZyuAJIBtBNCZAZiGQ0gE0AfAAsBNAYwWwixjYj2wkgSowBkAPgwEOcFk5gLEUL8AuCXwLWnlvLw2QDeI6IUIcTui42hBApbZn4KffeznrkP3u2Ap2Km6LdMmaYtPLgCSw6tqRJ1MSW1O/sAHv7jdQkAhjYYgGtS+mk3Nx4qb8rYri088Ke8PmMbPBe5ijcrW3bFho5xrdA/qZvWODJFzizI0VYe3Sg/uewdZHtzg+p1aRaLrOL5Lve7m0WlrgssAskZfRApdVs+EYXCuNFvOVcSU4rzOAD8BiN56QnAC2AigIVE1FgIUZriqwkAnoGRBAwC8C4RLRNCrCAignEjjwBwK4BdABoCsF3gfN0BnG/J5h+JyAYgDcBbxbRAWWHMDln0jpEPY7KlbjASmU0ARhGRHUZCdxTASSIaDsB+rtaTiiKEOEBEx2H8/5RnIgMYycwQJbXx52GfzhiaO/42Z3kvZ2B/5W39uOqndzdMK7aLtSr7MW0+fkybL0fbIzGm+XD5juYjtXBLqLwrc5/226EV8upjm5BZUOnLwIKKkby0RL+kblqTyAZyVkGOtuLoRvmFlR8jw3Oak5cyFKI6MLnnI67E0PgFTtU+Asa9hgWRkiYylxFRYQbrBHAQwOWXeO2RAAjArSLQv0VEdwE4AWAwgO9Kca75Qoj3A9+/R0T3AegLYAWAfgA6A2gqhPgrsM/eYs5XB8DZbbl5MBKtPwH4AQwB8C0RjRZCfHWe86wMHPc6ET0S2PYKABlGLQsAfA6gBYDtMJo6hwMobEEaQETPwKhTOQbgTiHEjmJiL2tHANStoGv5yeEcLSfUPhr2xXfjcu++2aEfK5+5XCxXDoXo3FV6dP4T1WbOjQzPaby0+mMAkGvaauD6RlfIQ1Mu0+5qfr181JWh/35oJa04uoEO5VWu+XOCRbglFK1jmqBPYletWc1UOasgR1t5dJP88qpPcdx9ipOXchBpC8c7vZ90RdlrTLMrtnvBM/YGpZImMksB3Bn4PgLAPQDmE1FHIcTBi7x2WxjdLrlGo8nfHADql/Jcm8/6+QiAmMD3rQEcLZLElIQdZ7aiQAhxEkY3WKG1RBQFo6blnImMECKDiIYB+AjG70wH8DWMehU9sI8PwL1FjyOiKQA+BdAIRutXWxjdZtMAlHe9ytk8MH4fFUWQ3f6IJEvHwj7/7oXccbc6tL1l2xgkJdSGMvFxvLDqYxxzZZTpuauKU/lZeH/jdLy/cbpsky24psEAqW9iJ2146hWy2+cRSw+vEWuOb5J2Zu7l0U8XyaHY0axmKtrGNNPaxjaXIm01KDM/W1tzbIv86uopnLyUs1ohsXi395Nup2p/zaZYnwevnRS0SprIuIvWSBDRHQCyYSQ3T51j/8Ksl4oco561jwSj1WPkOY4/XcK4Cp091ESgBCOyLuAkjIStOKtgdFedlxBiPoD6gaTHL4TIIqJjOE+rEBH1BNAORgHwawDmCiFyiWg6gE+IKFQIkVuK53KpImHU61QosljfgqIeD/vkq89y/+9uu3/LhrI5sSTBMuVL7Zd9S7HsyDq+kQDI17z4esfP+HrHzzIA9E3sREPq9xW9anfUQyxO6ajrhL7xxHax5dQOedupNHDB8LlZJBWNa6agdXRTvUNcS8Q7YqRsb662N+ugNHXbTFp0YAV8up9fcxUgNaIu3uj5qMeu2B5QJHmK2fGw8nWx410FjGTFcZ7HC2988UW2tTprn/UwWhlOCiGyLjKOktgAID5Qd1PSVpkNAJqUYL9WMGpaihVo0QER9YHRWjT77H2IyAqj9Wa0EMJPRBL+l5BZAl8r7I0wUAtUH8b/VYUjSZoBZ8ip0Lc/+SHvqYlO3/Kll3xO+2vv60conz7YNCOo62IuxaKDK7Ho4EoJMOoL+tfpKnVJaC06x7fRwq2hco43T2w5uUPfkLFd3n4qDcfc1a9Vi0CId0YjOTwJKeF1RKvoJnrd8NpyntelH8g5SrN3L6L/7vsDLr+HE5cK1iamCV7oOsHtUG03AvjJ7HhY+StpImMlorjA9xEAxgEIATDnXDsLITxEtBLAI0S0B0bNx8tn7TYdRs3JLCJ6GsABGCOPrgLwcWlGLhVjEYyWkx+IaAKMYt8UAE4hxPle5PMAfEFEihDCD/w92sgHI8nRAVwJo0uosPYFRNQBxhDnm4UQqwPbbgWwA0btT2cA78AoEt55jus+BWCeEGJN4OdlAN4KjDYaDmBbaZM+IgoJPF/ASIqSiKgVjGHjxU1G0QnGtN1/luaaZWwe2R19Qp5/Y777vddDC3767qITEOs1I6C3by89Nu8xaLzoYonk+dyYuXsBZu5eQABkhSR0rdWOeiV2kEemDvZH2GooutBwKPeYtjt7P/ZlH5QP5h7BwbyjQdNyY5UtqBNaC8nhiWgYUU9LjUimBGes5Nf9yPG6/EddJ+Rlh9fLj/wxGafzszlBNlGv2h3Eox3udNkU62AAS8yOh1WMkiYy/fC/lodcGDfmYUKI3y9wzG0whkWvAbAHRo3I3x+phRBuIuoBo6j1exjJzhEYI5nKbLhKYK6WQTBGNH0FIBRGt86kCxz2C4zakIEA5hbZ/iSMQmANRkJ021mFvg4YI6KKtlQ1hJHERQJIhzFb7ltnX5CImsGohynacvUjjBFUvwE4DGD0hZ7rebQLHF/o2cC/fwO4pZhjrwcwvZQjyMrDarLb2znGPbhITkmNdb/1shVa6RIRKSkZ8gMPYdLK93HCfaqcwgx+fqFjyaHVWHJoNRB4/2gcWR/tYpvJjSLr4cp6qVqYJYScqkPy634ccZ3Q9mYfwN7sA/LB3KM4nHcMpwuyoZfbZNEXx6nYEWWPRLSjJqLtkYh1RImk0HgtOSxJjrCFkcvn0bMKcsX+nMPy7D2/4c/D63HcfRK4+FZtVsauSemn39ViZLZNsfbBPwdrsCDGay2dBxGNhZGs9TU7lpI434R4pTi+LorM/UNEMQD+gjEHzr6yivMShQtX3mx/2s52eY+Md4jcEk7KKUmw/bxYn3N8tfho09fc1F9BUsKT0C6uGRrXTEFiSJxWwxoKh2qXLbIKjz8fWQU5+klPpn7cfZJOek7L2d5c5BTkIdubi+yCXLj9Hvh0PzRdg19of38vLlCzSSBYZQtsihV2xQabbIVdscKm2GCXrbCrNkTaaogEZ6we74xGtL2mVMMaRkSEfH+ByPfn63k+tzjlyZYP5x2jdce3Y/WxTcjngudKS5UU/F/bW/N71u5wwqHaeqP4UaksyHAicx5EJMPoNvqgiq215ALwmRDigVIc+18APWC0JBUmMh0AJF9g0kCzKMLtekfPzbkl9747HPrB/cUeYH/nU/1g/XjcvWiSpFWyloDqSJUU1AtPRHJ4bSSGxiMhJAYR1jCEWpyaXbHBKquwyKokk0ISEYgIEkmQQJAlGbrQoQnd+Kpr0IQOmSSosgqFZGhCg1/XoAlNaLom/EKHpvuFT9eEX9eQ482Vj7tP0aHcY9iTdRA7M/fiOLfSVUnR9gi83H2iK94Z/YdTtQ+H0WPAqhlOZIJEYKLCwjWcsoUQJa7ADMywXDjE+qAQotIvZy/8/jtQkP9u7uMT7P41K867n3XETRB3j8ct8x7DSU/5TrDHKoZFssCmWIyWFtloefHqXmTm5yC7IA86TxVSLbSIaogXu03wWGT1ZatseQE8vLra4kSGVWU9hMcz2/3RWyEF/5nxjy4jKTkFtqnf4Mnl72Dt8a1mxMcYKwfXNhigjWk+3G1TrMNgDM5g1RgnMqyqSxYu1yLvkoXxrtees8EbaExSFNh+XqzPPLQMU7Z+zyNJGAsCVtmCR9qP8XSKb3nYodoHguthGC5t0jjGKoN95HS2tPTsOz/83/9xSbUSAQD2d6fo6d7T+Ne2//BrnLEgEOeMxpT+z7s6xrf81aHaW4KTGBbALTIsWJDw+cbD533Fu3SR3dunD0b/+ihO51f6Om3GWDHaxTbDs13u86iS8pRFVt8E18OwIngOBBYsBKnqu1DVVXrvvvM3Z+x05njzeKg1Y1XcjY2v9I9qfJXLplivBvC72fGwyodbZFgwinT5PF9nuE91feLPt5yH806YHQ9jrJTCLCF4rMOd7hbRjfY5VftlAA6ZHROrnDiRYcGKvJpvvCa0Vyav/Zdt0YGVVPwhjLHKoGNcSzzRaaxHlZR/2xXbAzCWSmHsnDiRYcGutceXP2fp4TU131w31VbAM7QyVmnZFRvuaz0qv1dih1y7YhuBM5dXYeycOJFh1UGoy+f5Itfruuy5Fe87t5/eY3Y8jLGzNI9KxaTO4912xfqTQ7XfDaCEa5Cw6o4TGVZdEIDh+f6CT+buW2Kbsvk7a77GrdWMmc0iqRjTfJj3yvp93DbFejOAOWbHxKoWTmRYdRPl8nk+yffnX/bCqo8dG05sNzsexqqtBjXq4Nku97nCraFLnKr9FgAlXlqFsUKcyLDq6gqPv+DfSw6udr63cZrN5fOYHQ9j1YZMEm5qfJXv+kZXFFhkdaxE0gzw3DDsInEiw6qzcLfP845P9w97ZfUUx4qjG8yOh7Gglxgah0md73PFOWtudKqOkeBh1ewScSLDGNDb48+fvvro5hpvrp9qzy7INTsexoKOIskYljpIu7nJ1QWKJD+sSsqH4FYYVgY4kWHM4PD481/RdP2Ot9Z/wfPOMFaGOsQ1x8R2t7scqn1tiOq4A8Bus2NiwYMTGcbO1MHt83y77dTumNfWTHFkeDLNjoexKivBGYMH2o52NauZmu1QbXcCmGt2TCz4cCLD2D9Z8v0FzwCY8M3OX9RvdsxVeKg2YyVnk624uclVvqENBvgkkl6yyOpk8Oy8rJxwIsPY+SW7fO63NV3v/9Hmr23z0v8gnf9eGLugPomdcH+bm92KpMxzqvbxAA6bHRMLbpzIMFa8jnk+98dZ+TkN3lr/b+e641vNjoexSqdeeCIeane7Kyks4ahTtd8G4A+zY2LVAycyjJUMARjq9uW/tyNzb9i76790pufwB03GQi1OjGk+PH9Ana5+RVIeUST5EwCa2XGx6oMTGcZKx+LX/eP8uvbs4oMrlc+2fG87nZ9tdkyMVThVUnBFvV5iTPPh+QR87VDtDwM4ZXZcrPrhRIaxixPh8Rc8R8AdM3b8rHy78xeFV9Zm1YFMMi6r203c0XyYR5XUtSEWx/0ANpodF6u+OJFh7NLUy/O639GE1uejTV/bF+z/kzShmx0TY2VOIkLfpC64q8UIl022bguxOCYAWG52XIxxIsNY2eic53W/59V9jb/cNtP+S/pS8mo+s2Ni7JJJROhZuwPGthjpcqqOtEAC87vZcTFWiBMZxspW5zyv6zmAun6zc67lp90L5Tyf2+yYGCs1mWT0TeqE25sPczkVe3qIxfEggPngZQVYJcOJDGPlo0mez/2MTPKQOXsWS9/u/MVyKj/L7JgYK5YqKbisbndxa9Ohbots+SvE4ngUwGJwAsMqKU5kGCtfdTz+/EclSKMXH1xJX/0123Y477jZMTH2D3bFisuTe+k3N7k6XyJaF2pxPgbgT7PjYqw4nMgwVjGiCjTvBAjct/b4Vpq67UdnWtZ+s2NiDHXCEjA0ZUDBwLrdhF/3LwmxOJ8AsM7suBgrKU5kGKtYIX7df5dP9z+elplu+XL7rJB1x7dBcKs9q0AyyehWqy1GNrw8Nzm8tiCiD62y5SMAB8yOjbHS4kSGMXNYANyU53U/7tN9cbP2LLLO3btEyfCcNjsuFsSi7RG4sn4f/zUp/X0AdoRanK8CmAmAJ0FiVRYnMoyZr43bl3+PLEnX7zi9V/sxbUHo8iPr4dP9ZsfFgkSbmCYYljrI1Sa2iaTp+gyHansbAC8axoICJzKMVR52ANfmel0PSCQ1/XXfUmnO3t8svKYTuxghqgMD63YXIxoOcjlV+0m7Yn9NIvoKQK7ZsTFWljiRYaxyql+gee8UQow54jqh/JA2P3TxgZXw+PPNjotVYhZJRYe4FhhQt6u7Y1xLyaf75oVYnJNhjD7iN3sWlDiRYaxyUwAMzPW67rNIao8/Dq8Vc/b+Zt9ycid0/ttlMJKX9nHNMaBOV1en+FZKge7dGmYJ+RzAfwCcMDs+xsobJzKMVR2xft0/Ot9fcJdEUsKfR9aL3w+utq89vhW8YGX1YpFUtItrhgF1urk7xbeUvbpve4jq/Ewi+hHAMbPjY6wicSLDWNVUVwgxJNfnutkmW5tvythRsOjAitAVRzciu4BLIIKRKiloF9scA+p2dXeObyV7dd9fIarzXxLRDwCOmh0fY2bhRIaxqi8SwOW5XtdNVtnSMz3nkHfh/hWhfx5ZR4fzuGehKgtRHWgV3Ri9kzq6uya0kb26b0eR5OWI2fGx0iOingCmAGgshNDMjqcsENFUAKMDP14vhPimFMcWJiEuIURIYNvrAGxCiPElOgcnMowFFRuAvi6fZ4RM0lVZBTm06MBK+x+H1yq7MvdxXU0lZ5OtaBbVAO1im/s6J7TyJDhjbB5//oZQi3MGGclLpR/CFripRQkhBpsdy/kUFyMRpQN4Xwgx+QLnGApgHIA2AFQAewHMBvCOEOK8nyCIaDWAD4QQ/w783BPAywAaAnAA2A/gs6LXJqJbAHxxjtPZhRDnHAFARNEAvgLQHEBNGPVSswE8LoTIDuxTF8CXANrCmM35ZiFEepFz/ABgnhDi0/M9n8B+UwHUAjAKQFbRmIioA4AXAXSGUXC+BcAQIcTJwONxAEYAeLFIIhMNYA+AVkKIvRe6NmAUEjLGgkc+gLlO1T4XgBSnRHe8LnXgtVen9B2ukBK7I3Nv/tpjW0I2n9wl/XV6D7yaz+x4qzVFktE4sj7axjbVOse3zqsXnujw+PN32FXbLFVSFgBYpcohBWbHyc5ERC8CeBTAOwCeBnAQQH0AdwC4G8Cz5zmuC4BGAL4rsjkPwLswbvBuAF0BfEJEbiHEh0X2cweu8bfzJTEBOozJDh8HcBJACoAPYLQGDQ/s8waM5Ph2AC8AmAzgukCsVwOIDuxfEgVCiDPqs4ioI4B5AF4HMAHGxIvNAPz9xiOEOEZE2Wc9rwwimg/jd/lQcRfmRIax4KUDWGGVLSussmUigJiW0Y26NoxI7j1M9/W3K7b6B3KOeNYc22rflLFD3XpqF3K9LrNjDmoSEeqHJ6FtbFPROaF1buPI+rYCzXvAIqlzrYrlVwDLVDkkz+w4ywoRSQCeAHAngBgAuwA8KYSYFXi8LoB9MG6eY2HcxNMB3C+EWFDkPE1g3Ax7APAAWARgQuGNk4iaA3gbQHsAEoxP8w8IIX4rh+fUAUZy8KAQ4s0iD+0HsJiIalzg8BsALBJCeAo3CCHW4cy1rfYFWnu6AyiayIizE4ULEUKcAvBx0fiI6EMAjxXZ1hjA/wkh0gKtKpMDzzEMRpJzhbi0bpu3YLQ+vVhk264SHjsbwEvgRIYxVsQJADNtinWmDVYAcNavkdSxTlitHoOSe1zmUKytTuVnedcf365uOLHdtvnkThx3nzI55KpLJgm1Q+OQUqMOGtSo428a1cCVUiPJqgn9lATpV4dq+wXAEousBvMv+X4YN6KxANYCuAnAj0TUVgixsch+Lwb2uwfAkwC+IaI6Qog8IooHsBTAvwBMhNGN8yKAWUTUWQihA5gBYBOADgD8MLpTymvSpRsBuAC8d64HhRBZFzi2O85sjfkHImoNoAuASWc9ZCei/QBkABsBPCWE2FDCmEFECQCGAlhSZPMmAP0CrR8DAGwObH8FwFQhxI6Snv8c14uB0Z00g4iWAUgFsBPAJCHEohKcYjWAWkRUXwix50I7ciLDWPXlArBYkeTF4daQSQCUOGd0y8vr9ezWrXbbQRZJ7ezT/cr+nCO+tMx0+57sg5b9OYexP+cIcrxB02hQJuyKDfXDE5ESUQcNI5I9TWrW9yY4Yx1e3XvKr2ubQlTHMlmSN8L45F2dRhhNBDBZCDEj8PPTRNQjsP2mIvu9JYSYAwBE9DiAmwG0ArAMRvfCJiHEI4U7E9HNAE4DaAfjhlcncJ3CG+/u8ntKaABgjxDiYvpl6+A8RdpEdAhGV44C4FkhRNHWlJ0AboOReITCSBD/JKKWQoi0C12QiL4GcBWMmcN/BnBrkYcnAvgERivYZgB3Bbq/ugPoTUTTYSQjKwGMFULklOK51gt8fRZGkroBwDAA8wKJ7KZiji/8PdWF0cJ2XpzIMMYK+WHcaNeFWULeAUA2WOs0i2rQpFlUg8Z5Xlc7XYiWNsWa7NN94mDuMW9a5n7rnuwDtvTswziQewSn87OLuUTV5lBsiHVEIc4Zjfo1EkXTmil5DSLqUg1rqNXty98nkbQ6xOJYCeMT82ZVVqrtWPhA90QCjFmFi1oG4PKztm0u8n3hDSwm8LUtgB5EdK7suT6MROZNAJ8R0WgY3U4/XEprQjHoEo614/wtRd0BhADoBOBVItonhJgGAEKIFQBW/B0A0XIYr7HxAO4r5poTYCQTqTCKit8GcFfgvIcB/F3wTEQWAL8GHn8UxntCKoCpAJ5CCbp5ipACXz8RQnwe+H4DEfWG0UJ3dzHHF3a/2Yu7ECcyjLHzETA+qaUD+CXE4izcThZZTWgUWa9Jo8h6jV0+dxu/rrW2Kdb6uhDK4bxj+fuyD6lHXRn2DPdpOunJROG/rIJciEo6U75MMqLtEYhx1ESsoyaiHTVRKyTGUysk1hvrjKJIa7hNkiQU+L0nNKEdtCnWlVbZshbGDWVXmDWEV/ksubNfBEWLPwURAf+7EUoA5sJoPTjb8cAxkwKtB4MADATwDBGNLXIDLUu7AHQnIosQorQzUZ4EEHGuB4QQ+wLfbiGiWBhdS9POs69GRGthtA5dUKCu5hiAHUR0GsAfRPSCEOLgOXZ/FMBSIcRyInofRveVP9Cq81xx1zpLYcvj9rO2bweQVILjIwNfM4rbkRMZxlhpCRgjHQ4DWOBUHUUfi06pUadJSo06qbrQa7t9+fU1odWVSEqwSGq0Isn2PJ87P8eb588qyMXp/Cz5lCfbcjo/y5JVkItcbx68mh9+3Q+/0ODX/fDp/jO++nUt8L329zZd6LDKFtgVW+CfFTbFesbPhd87VJvuVO1+p+rwh6pOLdZZU4+2R6oOxW4t0LzZPt13BEC6XbHtssjqXgAHYIxKOQAgU7UolTMTq2SEEDlEdARGAW/Rmohu+OfN7ULWwxhls/9C3TmBLpY0AO8S0UcwRhCVRyIzA0YryDgYLUFnIKIaF6iT2QCgSQmuIQFGIdu5kJHptYDR1VQahcnhP85NRI1gzAXTusi+auB7C4zanNJIh9G61vCs7akwRmgVp3B0U7H7ciLDGCtLGTCKCZdIJCHE4jj7cWu4NTQu3BoanRgaHw0gCkC0X/fH5vu9iZrQooXxJmsh483TQiCViCwEqESkECRVIlKISJEgycb3kqTpmtcvtAJdaB5N6G4hRJ4A8gjIJVCOLMnZqqRkWmQ1G8aQ1zwYK0EfgpGoHHFINr8xFQ8rI68DeI6I0mB0W94EowulTSnO8QGAMQC+JaJXYbzG6sFIbh6E0f0xGcD3MG6esTCSpVXFnDeMiFqdtS2ryDwqCed4/JAQYhURvQbgdSKqDeAHGK+hZBjDmHfjPMOvYQxFvr3oBiIaD2Pk1s7ApsIaog+L7PMMjDqVNABhMBKpFijSPUNE4wCME0I0Cvw8GMb8MetgvNabwvj/WCmEOKOGKJAYfQpjBFNhHcwyAGOJ6K/AdZad5zmdU6Bl7XUAzxLRZhhJ3HAYXWfjSnCK7gD+EEK4i9uRExnGWEUqgDFMdX/RjYqkIMRyaW9HkqxA5be0ykCCkVwAxvwooQBeg5Fg7ARwbQkKPf8mhDhCRF1h1Hf8CiPTPABgPozXE2B010wFEA/gFIyi1nN1RRXVHcbNtagfEJhHBUZtyYSzHh8PY6K8RwJdO/fCSEwUGMnILJw5ZPpsX8Gof2kqhNgW2CYDeBVGUasfRmHrozhz6HQNGIlGHIDsQNw9hBCri+wThTNbP/Jh1KI0hvHh4CCMeWVeOUdcdwLIKBwWHzAJRtfWWhh1TpMu8LzOSQjxNhFZYQzlrglgG4BBJfz/vx7AMyW5Ds/syxhjrMwEhvLuEUIUV8xZLRHRKwCihRC3F7tzFXGpszkHZi5+v8jMvlfAaD1qIYQotvZMKm4HxhhjrDhEFEVEVwHoCWBBcftXYy8B2EtEpa05qewuI6I8Irq2NAcFRqN9fNZmJ4BbS5LEANwiwxhjrAwQ0WIYo2imAnj6EmeEZVVIYPK7sMCPx4QQJZ5oiohSAt/qJVlX6Zzn4NcaY4wxxqoq7lpijDHGWJXFiQxjjDHGqixOZBhjjDFWZXEiwxhjjLH04siRAAAAbElEQVQqixMZxhhjjFVZnMgwxhhjrMriRIYxxhhjVRYnMowxxhirsjiRYYwxxliVxYkMY4wxxqosTmQYY4wxVmVxIsMYY4yxKosTGcYYY4xVWZzIMMYYY6zK4kSGMcYYY1UWJzKMMcYYq7L+H/8v17FdnQicAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py datahl.tsv Manufacturer In_Stock" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that just because of the way the subgroup categories occured in the defining of the dataframe 'maybe' is last in the intensity coloring. Although one would probably want 'no' the least intensely shaded.\n", "\n", "This can be fix with the addition of a 'high-low' list." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py datahl.tsv Manufacturer In_Stock --hilolist yes,maybe,no" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that now the 'no' subgroup is the lightest shading in all the groups. \n", "It is important not to place spaces between the commas in the list you provide on the command line.\n", "\n", "To do the same with the main function of the script, you provide a Python list as `hilolist`:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Plot figure object returned." ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from donut_plot_with_subgroups_from_dataframe import donut_plot_with_subgroups_from_dataframe\n", "h = donut_plot_with_subgroups_from_dataframe(df=dfh, groups_col=\"Manufacturer\",subgroups_col=\"In_Stock\",hilolist=[\"yes\", \"maybe\", \"no\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that 'no' subroup is the latest in all the groups with the 'hilolist' provided. \n", "Feel free to remove assigning the 'hilolist' and calling the main function to verify it reverts. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----\n", "\n", "## Changing the plot title\n", "\n", "You'll probably want to make the plot title better reflect your data or delete it. Because sending text from the command line is fraught with issues, I am going to show you ways to specifically edit the script so you can use it form the command line. This will be covered first. \n", "\n", "The situation is easier if you are using importing and calling the main function of the script. That will be covered second.\n", "\n", "**Using the script at the command line or equivalent**\n", "\n", "I'll provide two ways to do this. The first for advanced command line users and one for those concerned about editing a complex command that has the potential to erase a file. \n", "If you are comfortable with using complex commands on the command line you could edit the text `NEW TITLE GOES HERE` the following line to change the title." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "!sed -i 's/BREAKDOWN/NEW TITLE GOES HERE/g' donut_plot_with_subgroups_from_dataframe.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The change can be undone with the following:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "!sed -i 's/NEW TITLE GOES HERE/BREAKDOWN/g' donut_plot_with_subgroups_from_dataframe.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you aren't comfortable with editing that complex command, the following makess a function that can be called with the new title." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "script_name = \"donut_plot_with_subgroups_from_dataframe.py\"\n", "def change_original_title(s):\n", " '''\n", " Change the plot title to the provided text.\n", " '''\n", " with open(script_name, 'r') as thefile:\n", " script=thefile.read()\n", " script = script.replace('BREAKDOWN', s)\n", " with open(script_name, 'w') as output_file:\n", " output_file.write(script)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to use it. Call the function, placing the new title between the quotes, like so:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "change_original_title(\"NEW TITLE GOES HERE\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You could use the command in the form `change_original_title('NEW TITLE GOES HERE')` if you needed to provide double-quotes as part of the title.\n", "\n", "To verify that worked:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup -ssn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can provide a space between the quotes or nothing to make no title display.\n", "\n", "The problem with this approach is that you can only use those solutions once as they are written. And the restore command I provided above only works when changing to `NEW TITLE GOES HERE` which is probably now what you want to use. You may be better off editing the script directly or restore the line `plot_title = \"BREAKDOWN\"` back under 'USER ADJUSTABLE VALUES' in the script if you have to change it more than once from the command line.\n", "\n", "**Calling the main function of the script**\n", "\n", "More flexibility is available when importing the main function of the script. Here are a couple of examples:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from donut_plot_with_subgroups_from_dataframe import donut_plot_with_subgroups_from_dataframe\n", "m = donut_plot_with_subgroups_from_dataframe(df=df, groups_col=\"group\",subgroups_col =\"subgroup\",plot_title = \"Changed From Function once\",sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this doesn't change the default. We can run the script, and we'll see the original default still." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Look into adding use of the `--hilolist` option to specify the order.\n", "\n", "\n", "Plot image saved to: donut_plot.png\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run donut_plot_with_subgroups_from_dataframe.py data.tsv group subgroup --sort_on_subgroup_name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And calling the function with an assignment for `plot_title` has the advantage that we can keep changing the title now." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donut_plot_with_subgroups_from_dataframe(df=df, groups_col=\"group\",subgroups_col =\"subgroup\",plot_title = \"Changed From Function again\",sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To remove the title call the function with `include_title=False`. What `plot_title` is assigned doesn't matter if `include_title` is set to False." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Note: No list to specify high to low intensity coloring provided, and so using '1,2,3,4,5',\n", "where leftmost identifer corresponds to most intense and rightmost is least.\n", "Provide a Python list as `hilolist` when calling the function to specify the order of intensity.\n", "\n", "Plot figure object returned." ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donut_plot_with_subgroups_from_dataframe(df=df, groups_col=\"group\",subgroups_col =\"subgroup\",include_title=False,sort_on_subgroup_name=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "\n", "## Alternative: Data table form\n", " \n", "In the case of the examples seen here, the groupings and subgroups are not too many that information would be too heard to track in text form. And so I'll point out the alternative could just be to show this in text form in a dataframe.\n", "\n", "I have a script available [here](https://github.com/fomightez/text_mining) that makes nice summary from the same type of data as the donut plots use and I'll demonstrate it in this section using the data used in the section 'Using a 'High-Low List' above, again.\n", "\n", "(As always, the dataframe that is made isn't as nicely rendered statically via Github [unlike the donut plots], but is via [nbviewer.org](https://nbviewer.jupyter.org/).)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Summary dataframe saved as a text table easily opened in\n", "different software; file named: `summary_datahl.tsv`. This version meant for presenation only.\n", "\n", "Summary dataframe saved in pickled form for ease of use within\n", "Python; file named: `summary_datahl.pkl`. This version meant for\n", "presentation only.\n", "\n", "\n", "**Also saving data table as forms easier to handle for subsequent steps:**\n", "Summary dataframe saved as a text table easily opened in\n", "different software; file named: `summary_basic_datahl.tsv`\n", "\n", "Summary dataframe saved in pickled form for ease of use within\n", "Python; file named: `summary_basic_datahl.pkl`. This will retain the column headers/names formatting best." ] }, { "data": { "text/html": [ "
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[n]yesmaybeno
ALL17.047.06% [8]29.41% [5]23.53% [4]
Alpha Co10.050.00% [5]30.00% [3]20.00% [2]
Blue Inc1.00.00% [0]0.00% [0]100.00% [1]
Jones LLC6.050.00% [3]33.33% [2]16.67% [1]
\n", "
" ], "text/plain": [ " [n] yes maybe no\n", "ALL 17.0 47.06% [8] 29.41% [5] 23.53% [4]\n", "Alpha Co 10.0 50.00% [5] 30.00% [3] 20.00% [2]\n", "Blue Inc 1.0 0.00% [0] 0.00% [0] 100.00% [1]\n", "Jones LLC 6.0 50.00% [3] 33.33% [2] 16.67% [1]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "file_needed = \"df_subgroups_states2summary_df.py\"\n", "if not os.path.isfile(file_needed):\n", " !curl -OL https://raw.githubusercontent.com/fomightez/text_mining/master/df_subgroups_states2summary_df.py\n", "%run df_subgroups_states2summary_df.py datahl.tsv Manufacturer In_Stock --bracket_counts\n", "bc = pd.read_pickle(\"summary_datahl.pkl\")\n", "bc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Note there are many more alternatives this script can produce depending on the arguments when the script is called or the main function used, see [here](https://github.com/fomightez/text_mining) for a link to a demo of that script for more about that.)\n", "\n", "That data table an alternative/complement to the donut plot produced above and to make comparison easier I'll reshow that plot in the cell below:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h.figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you'd like to better understand how the underlying code for this script works, see [the next one](demo_basics_from_df.ipynb) in this series. \n", "If you'd like some options for additional scripts/functions that generate plots that feature summary plots in addition to a plot with subgroups, check out each of the following two notebooks: \n", "\n", "- [Demonstrate a full-featured script that plots a summary for the subgroups in addition to the donut plot with subgroups](demo_summary_subgroups.ipynb)\n", "- [Demonstrate a full-featured script that plots a summary for binary data in addition to the donut plot with the binary group broken down by a group](demo_summary_binary.ipynb)\n", "\n", "----\n", "\n", "\n", "----" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }