{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# demonstration of `plot_expression_across_chromosomes.py` script\n", "\n", "Based on [here](https://github.com/fomightez/sequencework/tree/master/plot_expression_across_chromosomes).\n", "\n", "If you'd like an active Jupyter session to run this notebook, launch one by clicking [here](https://mybinder.org/v2/gh/fomightez/cl_seq_demo-binder/master), and then upload this notebook to the session that starts up. \n", "Otherwise, the static version is rendered more nicely via [here](https://nbviewer.jupyter.org/github/fomightez/cl_sq_demo-binder/blob/master/notebooks/demo%20plot_expression_across_chromosomes.ipynb).\n", "\n", "\n", "\n", "----\n", "\n", "
\n", "

If you haven't used one of these notebooks before, they're basically web pages in which you can write, edit, and run live code. They're meant to encourage experimentation, so don't feel nervous. Just try running a few cells and see what happens!.

\n", "\n", "

\n", " Some tips:\n", "

\n", "

\n", "
\n", "\n", "----\n", "\n", "You'll need the current version of the script to run this notebook, and the next cell will get that. (Remember if you want to make things more reproducible when you use the script with your own data, you'll want to edit calls such as this to fetch a specific version of the script. How to do this is touched upon in the comment below [here](https://stackoverflow.com/a/48587645/8508004)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 48390 100 48390 0 0 256k 0 --:--:-- --:--:-- --:--:-- 256k\n" ] } ], "source": [ "!curl -O https://raw.githubusercontent.com/fomightez/sequencework/master/plot_expression_across_chromosomes/plot_expression_across_chromosomes.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display Usage / Help Block" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "usage: plot_expression_across_chromosomes.py [-h] [-cols COLUMNS] [-l]\n", " [-chr CHRS] [-nl] [-nlim] [-s]\n", " [-ed EXP_DESIG] [-bd BASE_DESIG]\n", " [-svg] [-ndh] [-ac ADVANCE_COLOR]\n", " ANNOTATION_FILE DATA_FILE\n", "\n", "plot_expression_across_chromosomes.py plots a ratio of expression values\n", "across chromosomes or scaffolds of a genome to highlight regions of deviation.\n", "Besides the options listed here, there are several `USER ADJUSTABLE VALUES`\n", "inside the script that can be edited for easy customization. A similar plot is\n", "called a Manhattan plot and this implementation borrows the plotting approach\n", "and some of the features from Brent Pedersen's awesome `manhattan-plot.py`\n", "script. **** Script by Wayne Decatur (fomightez @ github) ***\n", "\n", "positional arguments:\n", " ANNOTATION_FILE Name of file containing the genome annotation.\n", " REQUIRED. This is needed to determine the order of\n", " individual data points along the chromosome and how to\n", " display the data across chromosomes or scaffolds.\n", " DATA_FILE Name of file containing the summarized data to plot,\n", " such as mean TPM or RPKM, etc. in tab-delimited form.\n", " REQUIRED. See my script\n", " `plot_expression_across_chromosomes_from_raw.py` if\n", " you want supply the individual `raw` data files with\n", " the level metric for each sample and/or replicate.\n", "\n", "optional arguments:\n", " -h, --help show this help message and exit\n", " -cols COLUMNS, --columns COLUMNS\n", " columns for gene, wild-type (baseline state)\n", " expression value, experimental condition expression\n", " value, in that order. This flag is used to specify the\n", " data in the summary file to be plotted. Separate the\n", " column identifiers by commas, without spaces. Default\n", " is `1,2,3`, where `1` indicates the first column,\n", " i.e., how you'd refer to the columns in natural\n", " language (no zero-indexing).\n", " -l, --lines add this flag to plot the expression level ratio value\n", " as lines extending from the x-axis rather than points\n", " in space. (The resulting aesthetic may resemble a city\n", " skyline for which the `manhattan plot` is named.)\n", " -chr CHRS, --chrs CHRS\n", " use this flag to limit plotting of the data to\n", " particular chromosomes or scaffolds you specify\n", " immediately following this flag. Separate the\n", " chromosome or scaffold identifiers by commas, without\n", " spaces. Example use in a command is `--chrs I,IV,XVI`.\n", " Default when this optional flag is not called is to\n", " plot that data for all chromosomes or scaffolds.\n", " -nl, --no_log add this flag to keep the expression level ratio to be\n", " plotted in the common base 10 instead of converting to\n", " log2.\n", " -nlim, --no_limits add this flag to not impose a limit of above and below\n", " 4 in plot window when converting to log2. The cutoff\n", " can also be adjusted under `user-adjustable settings`\n", " in the script. Issuing this flag has no effect if all\n", " values are within +/- the cutoff interval or\n", " `--no_log` is used.\n", " -s, --smooth add this flag to display a smoothing curve fit to the\n", " data points (LOWESS) on a per chromosome basis. This\n", " option can enhance visualization of deviations\n", " characteristic of aneuploidy and copy number variation\n", " across the genome, both within and between\n", " chromosomes. Additionally, a simplistically-based\n", " assesment will be made for aneuploidy at the\n", " chromosome or scaffold level and a notice will be made\n", " as the program is running if aneuploidy at the\n", " chromosome or scaffold level seems indicated by this\n", " simple metric. Further examination is warranted\n", " regardless of the result this automated assessment.\n", " -ed EXP_DESIG, --exp_desig EXP_DESIG\n", " Allows changing the text used in y-axis label to\n", " reference experimental sample. Following `--exp_desig`\n", " type what you'd like to read there instead of\n", " `experimental`.\n", " -bd BASE_DESIG, --base_desig BASE_DESIG\n", " Allows changing the text used in y-axis label to\n", " reference wild-type or baseline sample. Following\n", " `--base_desig` type what you'd like to read there\n", " instead of `wild-type`.\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 default because\n", " file size can get large due to the large number of\n", " points.\n", " -ndh, --no_data_header\n", " add this flag if there is no data header or no first\n", " line of column names in the data file. Otherwise, it\n", " is assumed there is and any item read as the first\n", " gene identifier from the first line won't be\n", " highlighted as missing from annotation. IMPORTANTLY,\n", " this only affects feedback provided as script is run.\n", " If the first line resembles data, i.e., numbers in\n", " specified columns, it will be automagically parsed as\n", " if data. Remove the header or column labels line from\n", " your summary data file on the off-chance this causes\n", " issues in your resulting plot.\n", " -ac ADVANCE_COLOR, --advance_color ADVANCE_COLOR\n", " **FOR ADVANCED USE.*** Allows for advancing the color\n", " selection iterator the specified number of times. The\n", " idea is it allows the ability to control the color of\n", " the chromosome when specifying a chromosome or\n", " scaffolds to plot so you could make the color match\n", " the one used when all chromsome plotted if needed.\n", " Supply the number to advance after the flag on the\n", " command line. For example, `-ac 4`.\n" ] } ], "source": [ "%run plot_expression_across_chromosomes -h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing for use of the script\n", "\n", "#### Get data/input files.\n", "\n", "Along with expression data, information on the genes' names and locations in form of GTF or GFF is needed to use the `plot_expression_across_chromosomes.py` script. (BED could be possible but not developed as of yet.)\n", "\n", "For convenience, we will generate use a different script to generate mock expression data to be used in this demo. If you are curious of the output produced with real biological data, then you can examine the plots [here](https://github.com/fomightez/sequencework/tree/master/plot_expression_across_chromosomes) because the present version of [the documentation page for `plot_expression_across_chromosomes.py`](https://github.com/fomightez/sequencework/tree/master/plot_expression_across_chromosomes) only features resuls from actual yeast data.)\n", "\n", "#### Get GTF input files\n", "\n", "For the demo notebook, both yeast (*S. cerevisiae*) and human genetic information will be used.\n", "\n", "Both of these genetic information files require FTP use for retrieval and that is not allowed using a Binder session, and so they have been baked into the image that gets spun up when the Jupyter session is launched from [here](https://mybinder.org/v2/gh/fomightez/cl_seq_demo-binder/master). Use the commands in the cell below to move them into the location of the active analysis. In the case of the human data there is also an unpacking step as it is a compressed archive.\n", "\n", "The yeast GTF file retrieval is described [here](https://github.com/fomightez/simulated_data/blob/master/gene_expression/README.md).\n", "\n", "The human GTF data is from [Ensembl](https://ensembl.org/info/data/ftp/index.html). To get the specific version asked about [here](https://github.com/fomightez/sequencework/issues/1) I adjusted the URL obtained from link in the question [here](https://www.biostars.org/p/296933/). Adjust the links and commands accordingly to match your favorite version." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#!curl -OL ftp://ftp.ensembl.org/pub/release-88/gtf/homo_sapiens/Homo_sapiens.GRCh38.88.chr.gtf.gz\n", "# source: ftp://ftp.ensembl.org/pub/release-88/gtf/homo_sapiens/ , to try to address https://github.com/fomightez/sequencework/issues/1\n", "!gunzip -k ../data/Homo_sapiens.GRCh38.88.chr.gtf.gz\n", "!mv ../data/Homo_sapiens.GRCh38.88.chr.gtf .\n", "!mv ../data/R64-1-1genes.gtf ." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should now be able to see `Homo_sapiens.GRCh38.88.chr.gtf` and `R64-1-1genes.gtf` listed among the files in the current working directory when you run the next cell." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'demo get_specified_length_of_end_of_seq_from_FASTA.ipynb'\n", "'Demo of script to get sequence from multiFASTA file when description contains matching text.ipynb'\n", "'Demo of script to get specific subsequence from FASTA file.ipynb'\n", "'demo plot_expression_across_chromosomes.ipynb'\n", " \u001b[0m\u001b[01;34mGSD\u001b[0m/\n", " Homo_sapiens.GRCh38.88.chr.gtf\n", " plot_expression_across_chromosomes.py\n", " R64-1-1genes.gtf\n", "'Use biopython to make valid CLUSTAL formatted MSAs, check sequence of manually edited alignment, and add consensus line.ipynb'\n" ] } ], "source": [ "ls" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Making mock data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the script for generating mock data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 30725 100 30725 0 0 182k 0 --:--:-- --:--:-- --:--:-- 182k\n" ] } ], "source": [ "!curl -OL https://raw.githubusercontent.com/fomightez/simulated_data/master/gene_expression/mock_expression_ratio_generator.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script can use a GTF or GFF file to extract a list of genes and produce crude simulated expression data for them.\n", "\n", "It has two advanced features, both of which this demo will use. They are described briefly here; however, you are referred to the [official documentation](https://github.com/fomightez/simulated_data/blob/master/gene_expression/README.md) for the script for more information.\n", "\n", "The two features to be taken advatange of here are:\n", "\n", "- the ability to specify chromosomes or regions of chromosomes that don't have a expression ratio that averages around 1:1 for baseline vs. experiemental.\n", "\n", "- the mock data generator script can be supplied an optional flag to only use a fraction of the genes. This is helpful when dealing with large genetic information files, like the 1.4 Gb human file. This is simply for convenience here to make the demonstration steps occur in a timely manner. (You would not want to only use a fraction of your own data.) Although for now, we will holding off on generating the human data as it can take some time," ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next cells will generate the mock data in tab-separated tabular text form. We'll do it for yeast alone for now since dealing with the human genetic data is on a much larger scale." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...\n", "Filling in the mock values for each gene...\n", "Mock data saved as: R64-1-1genes_mock_expression_ratios.tsv\n" ] } ], "source": [ "%run mock_expression_ratio_generator.py R64-1-1genes.gtf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make things easier, we'll rename the file to something more convenient by running the next cell." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "!mv R64-1-1genes_mock_expression_ratios.tsv sc_data.tsv #yeast S. cerevisiae" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we are ready to use the script." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic use examples set #1: Using from the command line (or equivalent / similar)\n", "\n", "### Run the script\n", "\n", "We'll use some yeast data for the first few examples. Human will follow." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 38 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above cell and elsewhere in this notebook, `%%bash` cell magic is used to send this to the shell to run as if on the command line. \n", "\n", "You could simply run something like `python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv` if you are working on the command line directly. In fact, the terminal is available from the Jupyter dashboard (or from the JupyterLab launcher) and you can feel free to try running the command below in a terminal in this Jupyter session if you'd like. (The Jupyter dashboard is available in the classic notebook mode by clicking on the Jupyter logo int he upper left corner. If your are in a JupyterLab session, you should have a file navigator panel available and you can click there.)\n", "\n", " python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The script ran because the only things essential are to indicate the genetic information file and the expression data file. As the Usage block describes, the script defaults to thinking the first three columns of your data are your gene names and expression levels. You can specify them using the `--columns` option like the command below. Run that and you seel it works. In fact, it produces the same results." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 38 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll look at the plot produced in a minute, but first let's expand more on the `--columns` option.\n", "\n", "The **`--columns` option is particularly important if your results are differently arranged**. You'd change the provided numbers to match your scheme. For example, `--columns 1,9,4` is what I typically used with DESeq2-generated data as described [here](https://gist.github.com/fomightez/87bbf42b53ba001329785b44e8f652f8) and [here](https://github.com/fomightez/sequencework/tree/master/plot_expression_across_chromosomes).\n", "\n", "Here is an exmaple of trying that. However, note that it will throw an error because there is no data matching that column." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "usage: plot_expression_across_chromosomes.py [-h] [-cols COLUMNS] [-l]\n", " [-chr CHRS] [-nl] [-nlim] [-s]\n", " [-ed EXP_DESIG] [-bd BASE_DESIG]\n", " [-svg] [-ndh] [-ac ADVANCE_COLOR]\n", " ANNOTATION_FILE DATA_FILE\n", "plot_expression_across_chromosomes.py: error: argument DATA_FILE: can't open 'data.tsv': [Errno 2] No such file or directory: 'data.tsv'\n" ] }, { "ename": "CalledProcessError", "evalue": "Command 'b'python plot_expression_across_chromosomes.py R64-1-1genes.gtf data.tsv --columns 1,9,4\\n'' returned non-zero exit status 2.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mCalledProcessError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_cell_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'bash'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'python plot_expression_across_chromosomes.py R64-1-1genes.gtf data.tsv --columns 1,9,4\\n'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/srv/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py\u001b[0m in \u001b[0;36mrun_cell_magic\u001b[0;34m(self, magic_name, line, cell)\u001b[0m\n\u001b[1;32m 2321\u001b[0m \u001b[0mmagic_arg_s\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar_expand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m,\u001b[0m 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returned non-zero exit status 2." ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf data.tsv --columns 1,9,4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So always make sure your data matches what you are indicating are values to use. If you see something like above, that is the first thing to check. While we are broaching the subject of debugging, I'd like to point out that this Jupyter environment is set up to empower you to more easily test things are working. It gets the current version of the script and uses it. And so if things are working here and your data is set up correct, through some tinkering you should be able to get things working. Keep in mind that the GTF files and the data files can be large. You may wish to make sure you aren't exceeding the compuational/memory capacity here (or where you are running this script with your data) by using a fraction of your data to test. Remember, the `mock_expression_ratio_generator.py` allows youto generate mock data from a fraction of your genes.\n", "\n", "Let's look at the plot we generated earlier using the yeast data.\n", "\n", "You could use the Jupyter dashboard or file navigator to find the file `sc_data_across_chr.png` and open it. In fact, if you wanted to download a 'real' result made in a Jupyter environment, you'd also use that route but use the 'download' options. For convenience / encapsulation, we'll use the following code to rename the file from earlier so that it won't be clobbered below and to view the renamed image file directly in this notebook." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr.png early_sc_plot.png\n", "from IPython.display import Image\n", "Image(\"early_sc_plot.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Besides the `--columns` option for designating which columns in the tab-separated input file hold the data, the script has other useful options and the rest of the notebook will be focused on illustrating those while also demonstrating using the script with the large (1.4 Gb) human GTF file.\n", "\n", "First up will be using options to adjust the default y-axis labels.\n", "\n", "#### Specifying text to use in y-axis labels.\n", "\n", "As can be seen in the above image, the script defaults to putting `experimental` and `wild-type` as text in the labels of the y-axis in the plot. Using a couple of options, you can control the text used for both of these. The option `--base_desig` followed by the desired word to use can be used to specify the baseline/ wild-type designation to show in the plot. Similary, for the experimental text using `--exp_desig` followed by text to use in its place.\n", "\n", "The next two cells will run that and then show it in an approach like used earlier. We'll use 'KO' for the knockout and 'WT' for the other. (Note that we also use the shorter form of the `--columns` flag to illustrate shorter forms exist for most flags as detailed in the USAGE block.)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 38 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv -cols 1,2,3 --exp_desig KO --base_desig WT" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr.png designation_example.png\n", "from IPython.display import Image\n", "Image(\"designation_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This next examples shows symbols like the delta sign used for deletions can be used in the y-axis text." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 38 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3 --exp_desig ΔYDR190C --base_desig WT" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr.png symbol_example.png\n", "from IPython.display import Image\n", "Image(\"symbol_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Illustrating the use of 'lines' from the origin and limiting to certain chromosomes\n", "\n", "Using the same input files you can limit the plot to specific chromosomes. The chromosomes can be specified as one or a few of them separated by a comma after the `--chrs` option flag.\n", "\n", "Additionally, instead of points, you can specify with the `--lines` flag that the data points be lines from zero to give more of skyline reflected in water aesthetic to the Manhattan plot-like nature of these plots. (The zero indicator being the waterline.) (This aesthetic came from seeing the `lines` option in Brent Pederson's [Manhattan plot script](https://github.com/brentp/bio-playground/blob/master/plots/manhattan-plot.py).)\n", "\n", "The next two plots will utilize those options." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 8 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr_II_III_IV_V.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3 --chrs II,III,IV,V --lines --exp_desig ΔYDR190C --base_desig WT" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr_II_III_IV_V.png few_chrs_example.png\n", "from IPython.display import Image\n", "Image(\"few_chrs_example.png\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 2 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr_XVI.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3 --chrs XVI --exp_desig ΔYDR190C --base_desig WT" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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naiEhIdi0aRNWrFiBhx9+GNHR0RAEASdOnMCyZctw++234/Dhww5ldDodVq9ejf/+97+YN28eBg8eDIVCgXPnzmH58uW4/fbbsXXr1la/z5bep+u9n61x6NAhrFixAgDwwAMP4Pvvv8evv/6KY8eO4dChQzh06BB+97vfNXmO66lvXTcpZ7i2Hh3ps6+TkJCA//znPwCA+fPn45133oGPjw8KCgqwePHiZst7eHhg2rRpAGpnH6v7/di7dy8MBgMAdr8ioqYxgBBRh7F27Vrs3r0bCoUCERERqKmpwfPPP4+qqqpmy+bl5TW6r+4bY6VSCW9v71bXy9/fHwDE6WvbQi6XY+zYsXj55ZexceNGHD16FG+//TZCQkJQVlaG+fPni1O1Xm3o0KF44YUXsH79eiQkJOCjjz6CXq9HdXU1/va3v4kPfM2p+5Y/Nze30WPMZrP4jbyUK1fXjZsYM2YM/vGPf0Cv19cLhI29z4CAAAAQx4E4W919KCkpafDzqVP389fQfXP1Z381k8mEBQsWwG63Y8SIEXjggQcQEBAgtjRu2rQJe/fubfY8dQEjLy9PHPNU1/1Kr9e3uTscEd0cGECIqENITEzEW2+9BaB2sO+nn34KnU6H1NRULFmypNnyR48ebXZfZGRkg+M/mlM3RiA/Px8JCQmtLt8QT09PzJgxA2+88QaA2gfs5gKOWq3Grbfeig8//BBAbWC4dlB2Y/r37w+gdoXqxhw9elTsPiXlA2Tdw3u/fv0a3C8IQqP1rvtsDAYDfv31V6fXre6+Wa1Wh3VKrlXXitGS+yb1Z3+1ZcuWISMjA1qtFosXLxZbbO68805MmjQJQMu6Yg0cOBAREREAaoOHwWDA/v37AbD1g4iaxwBCRC5XXV2Nv/zlLzCbzRgyZAiefvppdOvWDYsWLQIAcTHBpmzYsEHsr3+1tLQ0sWxLBrM3JC4uTvymffHixc22yFzdr7+pb80BOKzMXfetv9VqFbu1NOTqvvUtXeStrsvMyZMnHWbpqmO1WvHRRx8BqP0GW6/Xt+i8zuDp6Qmgdsaphqxfvx6ZmZkN7hs+fDjCwsIAAEuWLGn2frdWVFSU+KD98ccfw2az1Ttm3759OH36NIDasQ91OspnX+fw4cNYv349gNoZw66dWe6f//yn2BWrLhw1pS5o7NmzB//5z39gtVqhUqlw5513tqpeRHTzYQAhIpdbvHgxkpOTodPp8Pbbb4sPVlOnThUfchYuXNhk9yGr1YrHH39cnAJUEAT88ssvmDdvHmpqahAcHIz777+/TfVTq9V49dVXIZPJcO7cOdx///04cOCAwwNmZmYmNmzYgNmzZ2PdunXi6ydPnsSMGTOwatUqpKamig+XdeMAXn31VQC1g5jrHvrz8vJw++2346OPPsL58+cdBnVfvHgR8+fPB1DbF7+xlcGvNXnyZHEGq//5n//B999/L87alZmZieeee06cUaru/FKpm2J3//79WL58uTjQvLy8HJ988glef/11+Pj4NFhWoVBg4cKFkMlkOH78OB599FEkJCSI97lulfb58+eL0+m2Vt39SEhIwJ/+9CcxDFksFmzZsgXPP/88gNopjutaEYCO89nX3Ye//e1vEAQBY8eOxZw5c+od4+/vj4ULFwKoHdvx888/N3nOu+66CyqVCjU1NeIYnltvvVWcyICIqDGchpeInGr06NHNHvPBBx+IXWd++uknh/U+rp3N6OWXX8aJEyeQlpaG+fPnY/Xq1Q1+87to0SK8/PLLmDNnDjw8PCAIgthSodPp8MEHH4jftLfFpEmT8NZbb+GVV17BhQsXMG/ePCiVSnh6esJkMjmEkVtvvdWhbFJSEpYsWYIlS5ZApVJBq9WisrJSfLj09PTEv/71L4f3lZmZiffeew/vvfceFAoFvLy8YDQaxdCgUqmwZMmSRh/Mr6VQKPDBBx/giSeeQHJyMubPn48FCxbA3d1d7G4jl8uxYMECjB8/vs33qS1mzpyJzZs3IyEhAe+//z4++OAD6HQ6VFRUwG63i1PXfvzxxw2WHz9+PJYuXYqFCxfi+PHjePDBB+Hm5gaNRuPQleiJJ55oU/0mTpyIBQsWYOnSpdi1axd27doFnU6Hqqoq8fPQ6/XiZ3W1jvDZA7WtQzk5OdDpdE22bkyfPh07duzATz/9hIULF2Lbtm2Njpvy8/NDXFwcduzYIYYrdr8iopZgACEip2rJwNi6B6nc3Fy8/PLLAGofXBrqIuXu7o533nkHc+fORUJCAj7++GP88Y9/rHdcTEwMvv32W3zyySc4fPgwiouLERQUhPHjx+PZZ59tdKG51rjzzjsxYsQIrFu3DgcOHEBGRgYqKirg4eGB8PBwDBkyBJMmTUJsbKxYZsCAAXj33Xdx9OhRnDlzBgUFBSgpKYGbmxv69OmD0aNH45FHHnGYHjcoKAgff/wxjh49ilOnTiEvLw9FRUVQKpXo0aMHhg8fjkceeQQ9e/ZsVf2DgoLw7bffYv369fjxxx+RmpqKqqoqBAcHY9iwYXjsscfQt2/f675PraVSqbBy5Up8+umn2Lp1K7KzsyEIAmJiYjBz5kzce++9WL58eZPnmDlzJoYOHYrVq1fj0KFDyMnJgcViQffu3aHX63H77bc3uIBiSz366KOIjY3FqlWrEB8fD4PBAI1Gg+joaEydOhX333+/Q5cqoON89vv27cM333wDAPj73//e5FTMAPDqq68iPj4ehYWFeOONN8SxWQ255557xC6OwcHBLfoCgohIJgiC4OpKEBG1RVZWltjasHv3boSGhrq4RkRERNQcjgEhIiIiIiLJMIAQEREREZFkGECIiIiIiEgyDCDt5N///jciIyNbNJc6EREREdHNgrNgtYMzZ87gyy+/RGRkpKurQtSphYaGIjEx0dXVICIiolZgC4iTGY1GvPDCC3j99dcbnTudiIiIiOhmxQDiZIsWLcL48eMxatQoV1eFiIiIiKjDYRcsJ9q2bRvOnz8vLvjUFoIgQCaTObFWREREREQdBwOIk+Tm5uKNN97AypUr662G2xrFxUbI5QwgRNQ5KBRy6HTuKC+vgs1md3V1iIicwtdX6+oq3NC4ErqT7Nq1C88++ywUCoX4ms1mg0wmg1wux6+//uqwrzGFhRXtWU0iIkkplXL4+mpRUmKE1coAQkSdQ0CAl6urcENjC4iTjBgxAt9//73DawsWLEDv3r3x5JNPtih8EBERERF1dgwgTuLp6Qm9Xu/wmoeHB3x8fOq9TkRERER0s+IsWEREREREJBmOAelgOAaEiDoTjgEhos6IY0CuD1tAiIiIiIhIMgwgREREREQkGQYQIiIiIiKSDAMIERERERFJhgGEiIiIiIgkwwBCRERERESSYQAhIiIiIiLJMIAQEREREZFkGECIiIiIiEgyDCBERERERCQZBhAiIiIiIpIMAwgREREREUmGAYSIiIiIiCTDAEJERERERJJhACEiIiIiIskwgBARERERkWQYQIiIiIiISDIMIEREREREJBkGECIiIiIikgwDCBERERERSYYBhIiIiIiIJMMAQkREREREkmEAISIiIiIiyTCAEBERERGRZBhAiIiIiIhIMgwgREREREQkGQYQIiIiIiKSDAMIERERERFJhgGEiIiIiIgkwwBCRERERESSYQAhIiIiIiLJMIAQEREREZFkGECIiIiIiEgyDCBERERERCQZBhAiIiIiIpIMAwgREREREUmGAYSIiIiIiCTDAEJERERERJJhACEiIiIiIskwgBARERERkWQYQIiIiIiISDJKV1egM1m3bh3Wr1+P7OxsAECfPn3wzDPPYPz48S6uGRERERFRxyATBEFwdSU6iz179kChUKB79+4AgM2bN+Pzzz/Hpk2b0KdPnxado7Cwoj2rSEQkKaVSDl9fLUpKjLBa7a6uDhGRUwQEeLm6Cjc0BpB2NmzYMLzwwguYM2dOi45nACGizoQBhIg6IwaQ68MuWO3EZrNh+/btMJlMGDRokKurQ0RERETUITCAOFliYiLuu+8+mM1meHh4YPny5YiIiGhxeblcBrlc1o41JCKSjkIhd/gvERERu2A5WU1NDXJzc1FeXo6ffvoJX3/9NdauXdviECIIAmQyBhAiIiIi6pwYQNrZo48+iu7du2PRokUtOr6oqJItIETUaSgUcuh07igvr4LNxjEgRNQ5+PpqXV2FGxq7YLUzQRBQU1PT4uPtdgF2OzMhEXUuNpudg9CJiAgAA4hTvfPOOxg3bhy6du0Ko9GIH374AceOHcOKFStcXTUiIiIiog6BAcSJDAYD/vrXv6KgoABeXl6IjIzEihUrMHr0aFdXjYiIiIioQ+AYkA6G64AQUWfCdUCIqDPiOiDXh/MiEhERERGRZBhAiIiIiIhIMgwgREREREQkGQYQIiIiIiKSDAMIERERERFJhgGEiIiIiIgkwwBCRERERESSYQAhIiIiIiLJMIAQEREREZFkGECIiIiIiEgyDCBERERERCQZBhAiIiIiIpIMAwgREREREUmGAYSIiIiIiCTDAEJERERERJJhACEiIiIiIskwgBARERERkWQYQIiIiIiISDIMIEREREREJBkGECIiIiIikgwDCBERERERSYYBhIiIiIiIJMMAQkREREREkmEAISIiIiIiyTCAEBERERGRZBhAiIiIiIhIMgwgREREREQkGQYQIiIiIiKSDAMIERERERFJhgGEiIiIiIgkwwBCRERERESSYQAhIiIiIiLJMIAQEREREZFkGECIiIiIiEgyDCBERERERCQZBhAiIiIiIpIMAwgREREREUmGAYSIiIiIiCTDAEJERERERJJhACEiIiIiIskwgBARERERkWQYQIiIiIiISDJKV1egM/n3v/+Nn376CWlpadBoNBg0aBDmz5+P3r17u7pqREREREQdAltAnOjYsWN48MEH8dVXX+GLL76AzWbDE088AZPJ5OqqERERERF1CDJBEARXV6KzKi4uxsiRI7F27VrExsa2qExhYUU714qISDpKpRy+vlqUlBhhtdpdXR0iIqcICPBydRVuaGwBaUcVFbVhwtvb28U1ISIiIiLqGDgGpJ0IgoAlS5ZgyJAh0Ov1LS4nl8sgl8vasWZERNJRKOQO/yUiImIAaSeLFi1CUlIS1q1b16pyfn5ayGQMIETUueh07q6uAhERdRAMIO3gtddew549e7B27Vp07dq1VWWLi41sASGiTkOhkEOnc0d5eRVsNo4BIaLOwddX6+oq3NAYQJxIEAS89tpr2LlzJ9asWYOwsLBWn8NuF2C3c14AIupcbDY7B6ETEREABhCn+uc//4mtW7fio48+glarRWFhIQDAy8sLGo3GxbVznkO/5iL+YgGUCjkmDwtDn1AfV1eJiIiIiG4QnIbXiSIjIxt8fcmSJZg1a1aLztHRp+FNzCjBhj0p4rZKIcezswbAW+vWZDm7IOBsWhEqTBZEdPNGkJ9He1eViDoATsNLRJ0Rp+G9PmwBcaLExERXV6HdFZRUOWxbbHYUl1c3G0C2HEzH6dQiAMDeU9l4+PZIdA/iLy8RERHRzYbzIlKrhAQ4DrpSK+Xw9266e1l1jVUMHwBgtQk4nljYLvWru97J5EKcSjagxmJrt+sQERERUeuxBYQaZLPb8cPhy7iYUQqd1g13ju6J4C5ahId4Y/rInkhILIBSIcOkIWHw8mi69UMhl0EuA64eW69UtHymL0EQcORcPi7nV8BPp8GEgSFwUykaPNZcY8PKbRdQWFYNADh2MR+PTe0LlZJZm4iIiKgjYAChBh36NQ8nkg0AAJPZivW7k/E/c26BXCbDkMgADIkMaPG5VEoFbh0Sil0JWRAA6DzcMCYmpMXlD57JxZ6T2eJ2aYUZc+MiGjz2YkaJGD4AILfIhNTsMkT18G3x9YiIiIio/dwwAcRsNsNkMkEQBHh4eHSqWaU6omvHelSYLKgyW6HVqNp0vlH9gxER6oNKkwXBXTzgrm78R+9MqgEnkgxQqxS4dUg3JGeXOexPzi5ttGxDizhyXUciIiKijqPDBRCbzYbjx48jPj4eZ86cweXLl5GTkwOLxeJwnEKhQEhICMLCwhAdHY0hQ4YgNjYWHh6cXcmVD/6PAAAgAElEQVQZQgO0OHepWNzuotPAo5HQYLHaUG60QKdVQaVsuGsUAAT6uCPQp+nVkFOzy7DpQLq4nVNkRFig47gTb6260fJ9e/gi/oIWWQYjAKBXVy9EhHo3eU0iIiIikk6HCSDJyclYt24dtm/fjpKSEmg0GvTu3Ru9evXCsGHDoNVq4ebmBrlcjurqapjNZhgMBhQUFGDjxo349NNPodFoMG7cOMyaNQsTJkxw9Vu64ZxIKkS2wYggX3cM6xuI6hobEjNL4emuwrQRPRpsXcgtMmLdziRUVlvhqVHi/kl6hPi3fHVQu12AzS6IYzQu5TlOQ1xZZUFMuD/KKi3IKTJC5+GGWeN6N3o+lVKO302NQmp2GeRyGcJDvLmyPBEREVEH4vJ1QFJTU7Fs2TIcOXIE48aNw+jRoxEbG4tevXo1+MDbGIPBgNOnT+PgwYPYt28f3N3d8eyzz2LatGntWHvnk3odkILSKuQVmXA5vwInkgphtwuosdowWB+IORPC6x1fbqxBUmYp3FRyRPfyw6ofLyKr0Cju7+avxbzp/Vp07ZPJhfjhyGWUGy2QAQj0dUdYkCfOXyoBAFhtdpRVmqF1V8HL3Q2Th4VhSGSgU943EUmD64AQUWfEdUCuj8sCiNVqxbvvvot9+/bh4Ycfxh133AGttuXfnDfn0KFDWLduHYxGI9544w1069bNaeduT1IGkMSMEny9NxU2u4DC0iq4q5UwVllgtwtQyGWYExeBCQN/u2+llWZ8vvU8KqutAICIbt4oLq9GcYVZPMbXU40/zY5p9tpllWa8/+2vMFtsMJRVAQLg7amGu1qBqO6+SMstR1FpFQQZYKq2AgKgdlNg7sQIjB4Q7PybQUTtggGEiDojBpDr45K5SfPy8vDcc8+hd+/e2LJlC+bOnevU8AEAo0ePxvLly/HSSy/hjTfewJEjR5x6/s5g36kc2K7MjSuXyVBWWQP7VXPlfn/oErYfzYCpunb8zakUgxg+ACAlu6zeYoL9e/u16NrlJgvsggCrzQ5cuaTNbodMJkOfUB/87aEhCA30gsVy1X6bgCPn8lr8/jILKrH7eBaOXcivvQ4RERERuZzkY0AuX76MNWvWYOnSpfD2bv/BwVFRUfjoo4/w+eefQ6lUYujQoe1+zRvF1U1fOq0baqy1LRGQAVa7AGOVBYfP5SEtpwxPzugHeQNd4kb274rQAE/kFhkR3MUDg/Utm5430Ncd3lo3WG12yGS1l1WrFBDsAuyCgHJjDXoFeyE9t7y2roIAAQJKK2tQWmmGj+dvA9FTsspgMlvQM1gH3ZU1SdJzy7FmRyJKjTWoNluxaX8anrl7AMICPdt6u4iIiIjICSTvgmU2m6FWNz6LUWe9dktJ2QXr/KVifLsvFXYBkMuAkdFdcfhcHsoqa1BZZYG7Wgkfr9r79djUKPh7a7Dyh4soKq9dZ2NQhD/uHNOrzdcvqTBj36lsFJRUwWS2QgagqLwaCoUcKoUcs8b1xqmUQhw5l48qsw0yeW0XL39vDZ68MxpqlQI/HLmMU8kGyOUyeKiVeOKOvvDTabD5QBp+OZuHcmONeL2ewV74y70Dm5ypi4ici12wiKgzYhes6yN5C4grA0BHDx9S69fTD346DXKLjAj09UA3fy0G9vHHjmMZOJtWDM2VaXftdgHZhUZYbQKenN4Pl/MroFYp0KPr9f3y+XqpMXPsbzNaffb9eZReCQwWmx17TmbjmZn90SfUB9/uS4NSIYNCIUdFlQXrdyUjLacchrIqKOQyqFUK+Ok0OHahAFOGd4dapXDsdiUDqmtsqDBZ4KdjACEiIiJylQ4zDS+5Rlc/D3T1+23tFH9vd9wb1weCkIzUnHLYbHYIAH5KyAQADOrjjztHt73VoymWa8Zp1H1b6qfTQO32W2iorrHhUm45yo1mQKgdG1Ijs6PcaEaFqQaG0iqMiQnG8aRCmKorARngrXWDt1YNndatXepORERERC2jePXVV191dSVao2/fvvjjH//o6mq0G5OppvmD2plcLkP/3l1wS3gXQCZDXrFJ3JdXbEJM7y5NrmTeVjIAyVm/rXo+LiYEYYGe8PVSo7TCjPwrq7N30alhtQuoNNUOjq/rRGgXBFRWWZCQVAiL1Y7fTYmCXC6DWilH9yAv3D2+N7w8GECIpCSXy+Du7obqaovDJBdERDcybROLIlPzbrgWEBcvW3LTkMtkUCrkuHC5BMVl1dCoFfDQqAD89sDfWja7HftP5SCnyISufh4YPzAESsVvE7ENjQqEr5caOQYjunbxQJ9QH3HfzLG9Map/V1RUWaCUy7B2ZxLUbgqYa2y1XbDcFFCrFFBcOV9CYiFuCffHjFE923wPiIiIiMj5brgA0prFCant7IKAtTuTUFpphsVmh7nSBplMhqGRgejirWmyrKG0Cj8ey4Cp2op+PXwx9pYQAMBPxzJx7GIBgNopfE3VFsy4pjtXeDdvhHerPzua1WbHzvgspOSUQS4DhugDYTRbkF1oRKCPO5TK2rB0NbPFdj23gIiIiIjageQBJCYmpsUhQiaT4dSpU+1cI2pIZZUFhaVVUCrk8PfWwGyxITxEh1njezdZzmqzY+3OJJRdGUyeV2yC1l2FwfoApOaUOxx77XZTEi4WICWntnuWXQCOJxXgT/fEwPvKdLyllWZcyi1HVU1t6PD31iCUU+4SERERdTiSB5Ann3ySrRg3AA+1Eu5uClTV2KBQyOGhkKNPmE+Da4FcrcJkEcMHABirLNhyKB0p2WVwVzvOPuXj6YaC0iqcTSuCWqXA0KhAqFX1Z6gyW2w4ci4fhtIqKBQycfxJqdEsBhAfTzXmTe+H0ykGKBRyDI1s+FxERERE5FqSrwNyvfr27YsLFy64uhrtRsp1QJqTnluOTQfSYKyyIqq7D+4e19thzEZDLFY73v36NExmK0zVVpRVmqHTukHrroKbUg5jtQVFZWYoFTL0CtbBWG2F/cqPYEgXDzw2rW+9a2zan4aExAIYyqpgswmQyWrHfER198UTd/RtlwHxROQcXAeEiDojrgNyffjkdhOz2uyw2QSHKW6v1itYh+fnDoRdEJpt+aijUspx/6Q++P7QJVzKK4dWo4LWXQWrzY68IhPUKjkEQYDdDmQbjKix2ODv4w4AyCkyIb+kCt38tQ7nzCqshJtKAW+tGiUVZshlMnTRaVBUXo1TyQaM7N/1+m4EEREREUnG5QHEYrFg48aNOHPmDHJzc/HKK6+gZ8+e2L59O/R6PXr3bnrMAbXNqRQDth2+BKtNQFR3H9wzPrzR1o2GwkdesQnHzudDJpdhZHQQ/L3dxX2hAZ54emZ/HPo1F7uOZwEAzDU2yGSA7co0nDa7ALtdcFwsEIBaVb8OAT7uKK4wQ6WUizNeyeUy8TzGaguOJxbCLggYFOEvdssiIiIioo7HpQEkKysLjz32GAoKCqDX63H27FkYjUYAwOHDh7F//34sXrzYlVXslCqrLPj+0CWx69PFjFIkXCzAiOiWtSSUVJix6seL4ixTFy+X4Km7ouutsTEiOgiFpVU4f6kEOg8VVEo5qmtssFzphuGhUTqMCxkzINghyNSZPqonrAfSkF1YCZlMBsWV8KHzcENkdx+s3HYBxRVmAMDxxEL8fkY/rvdBRERE1EG5NIAsXrwYWq0Wu3btgq+vL/r37y/uGz58ON59910X1q7zqqyywGa3w1htFdfRMJRVt7h8Wk65wxS3JrMVGQWViO7p53CcQi7HzLG9MXNs7bS+3x1Ix+lUA4DaAej9evrhttgwGKssUKsU8NM1PL2vp7sKD90eCaC229j5SyWwWG2I7O6LrIJKMXzUvbekzDIMiQxo8fshIiIiIum4NIAcPnwYy5YtQ0BAAGw2xzUbAgICkJ+f76KadW7+3hrIZTJU1M1WJatdl6OlvDxU9V9zr//a1eQyGe4e1xu3xYZBIZc5DBzXtaK1QqmQIya8i7jd0PgVtVvTA+WJiIiIyHVc+qQmk8kglzdchZKSEmg0TS94R22jVMjRo6vXlS5QSvh5aVBmrEFNCxfu04f5IDYqUNweMyAY3YNaNhuEp7vKqbNW9QrW4ZarAkmfUG/06+HXRAkiIiIiciWXtoAMGjQIX331FeLi4urt27JlC2JjY11Qq5tDsJ8HLl01WNvLXQW3VqybMW1ED0wc1A0yGaBxc+1cBjPH9sao/l1hF4BAX/cWz9hFRERERNJz6ZPjn//8Zzz00EOYO3cupkyZAplMhh07duDDDz/EkSNHsGHDBldWr1MbP6gbiivMSM4qg7fWrdkVzhvSVEuGIAiSLjgZ6Osh2bWIiIiIqO1cvhDhmTNnsGzZMpw4cQI2mw1yuRyDBw/Giy++iAEDBtQ7ngsROpezg0JllQXf7E1BZkEluug0mDMxAgE+9We2ak5+iQmbD6SjpMKMiG7euGtMT6iUXNmc6EbDhQiJqDPiQoTXx+UBpI7ZbEZpaSl0Oh3c3Rt/YGUA6TisNjt+OHIZ6Tnl8NNpMGN0T+w+noWz6cUAgBqrDe5uStwzrjf69mzduIz3vzmDksrfZrcaGd0Vt8eGObX+RNT+GECIqDNiALk+Lh2E/uabb4phQq1WIygoqMnwQR3LnhPZOJlsQKmxBmm55fjq5xQUl9eGhuoaG4rKqpFdaMRXe1Ox41hGi89rtdkdwgcAFJZWISmzFP/dmYQv9yQjr9jk1PdCRERERNJwaQD57rvvMGvWLEybNg0ff/wxMjMzXVkduorVZq+3Svm18oqMDtv5xSb0Cq79RsBUbQGE31Y2P3ahQFz4sDlKhRwhXRzHdHi5q/DlnhSkZJfhYkYp1uxIRGWVpaVvh4iIiIg6CJcOQj948CAOHjyIrVu3YsWKFXj//fdxyy23YMaMGZg6dSr8/DidqitsP5qBYxfyIZMBcYND4aFRIr+4CiH+HogJ9xePC+6iRXpebZcxY5UFdruA5KxS9Ovpi7NpRag0WeGlrV0fRKGQ4eqRJqeSDdh7KhuCAIy7JRhDIgOvrgLuvbUPdhzNQGllDcK76eCmUjgEGJPZivxiEzy7ebffjSAiIiIip+tQY0B2796NrVu34sCBAxAEASNHjsRnn33mcBzHgLSvxIwSbNiTIm5XmGqgcVNCpaxtybh1cCjGxAQDqG0l+fFoBs6mFiGvxARvrRsUCjlUSjnunRiBjfvTYDJbIZfVTttbFzJyi4xYsfU87Fd+8mQAHr+jL0IDPBut14VLxfhqb6q4LZcBT8/sD39vdtkj6sg4BoSIOiOOAbk+rl3A4SpqtRrTpk3DtGnTsH//fixcuBAHDx50dbVuOmV1q6NfUWW2QqWUQ3Wlt96ZtCIxgCgVcswY1RM+WjfsOZktlrFY7ZDJZHh6Zn/kFZvgo3WD/1UzYRWWVovhAwAE1I7xaCqA9O3ph5HRRsRfyIdCLsPkYd0ZPoiIiIhuQB0mgKSmpuL777/Htm3bkJWVhZCQEPz+9793dbVuOr2CdVAqZLDaahOCSiGH21XT32rc6k+FG+yvddhWKeXw99bA012F8BAddiZk4Wx6ETzUSkwf2RMhXTyglMtgvZJC5DIZQrpo6533WrfHhmHS0NAGFxq02e0oKjdD46aAzsOtVe+ZiIiIiKTj0gCSl5eHrVu3YuvWrUhMTISPjw+mTJmCGTNmYPDgwa6s2k0rwMcdj0yOujIGRIbwbjrsOJqBqhobtBolpg7vXq9MRDdvTB3eHccuFECllCNucDfotLUhICGxEIfP5QEAKkwWrN+djD/PjsHcuAjsP5UDAcDYmGAE+bVsIcGGwkd1jRVrdiQhp8gIuQy4bWgYRkR3bftNICIiIqJ249IAMnHiRGg0GsTFxeF///d/MWbMGCgUXGzO1cICPREW+Ft3qKgwX5QZzfD2VEOtavjzGdY3CD27euGrn1OxblcyQgO0uDeuD/KvmS7XZLaiwmRBn1Af9An1cUp9j5zPR86VGbnsArAzIRP9e3eBp7vKKecnIiIiIudxaQB56623MGnSJK790cGp3RQIdGu+hWLTgXQUlVcDALIKjdhxLAO9Q3Q4nlQoHuPloYK3p3O7SFWbbQ7bdgEw19gYQIiIiIg6IJcGkBkzZrjy8uRkJVfCR53icjPuGR+ASpMFv6YXw0OtxNQR3aFUOHf5mehefkhILIDtypiSsEBP+OrUTr0GERERETmHywehWywWbNy4EWfOnEFubi5eeeUV9OzZE9u3b4der0fv3r1dXUVqod7dvHHhcom4Hd5NBwAYe0sIxt4S0m7XDQv0xKNTonD+UjHc1UoM7xfU4FiRG4FdEDpk3U3VVhSVV8PXS82WJSIiIrouLg0gWVlZeOyxx1BQUAC9Xo+zZ8/CaKzty3/48GHs378fixcvdmUVqRXuGtMLOg83FJZVoUeQlzhdrxRCAz0RGtj4NL4d3bn0Ymw7fAk1VjsGRvjjjpE9IOsgQSS7sBL/3ZmEqhobVEo55k6MQAQXgOzwLFY7zqYXwWoT0LeHL4MjERF1GC4NIIsXL4ZWq8WuXbvg6+uL/v37i/uGDx+Od99914W1o9ZSqxSY0sAsWdS0cmMNNh9IE6clPp5UiG4BWgzqE+DimtXamZCFqpracTYWqx3bj2bgj7MGuLhW1BSrzY41OxKRWVgJADj0ay7mTe/HEEIuVVllQWZ+Bby0bk2u+0SdQ7mxBj8evYySCjPCQ7xx65BQyOUd44s1cj2XBpDDhw9j2bJlCAgIgM3mOJA4ICAA+fn5LqpZ28THx+Pzzz/H2bNnUVhYiOXLl2PSpEmurhY1IMdgxLn0YmjcFBjWL6jR2b2kUG6qEcNHnZIKs4tqU1+NxfF303zNNnU8mQWVYvgAahcYPZtehBH9OD01uYahtAqrtl+EsdoKABg/MAQTBnZz6jVSssqQW2xESBctwtlK63Jf7kkRZ6jML6mCSiV3+mdONy6XBhCZTAa5vOEBySUlJdBoNBLX6PqYTCZERkZi1qxZeO6551xdHWpEjsGIL368IC62mJRZisem9XXZNzMB3u7w8lChwmQBAMgA9Oyqc0ldGjJYH4BtRy6L20P0HaNlhhqnaOBnWdnI37VEUvjlbJ4YPgBg/6kcjIruCjcnfflz7EI+fjyaIW5PG9EDsVGBTjk3tZ7NbhfDR52sgkpcvFyCPSeyYBeAUf27YjD/PblpuTSADBo0CF999RXi4uLq7duyZQtiY2NdUKu2Gz9+PMaPH+/qalAzzqUXi+EDALIMRhjKqhDo27LFEJ1N7abAI5Mj8fOJbJgtNgzqE4DeIR0ngAyNCoRO64aswkoE+rqjf68urq4SNSMs0BN9e/iKk0IE+3lgQDg/N3Id2zWtvAIAQWj42LY4et6xx8SxC/kMIC6kkMvhr9PAcNXsmFqNEt/sSxV/Frb+cgn+3hp0D/JyVTXJhVwaQP785z/joYcewty5czFlyhTIZDLs2LEDH374IY4cOYINGza4snrUSWncHL9xkwFQu7l2Qjh/b3fMmRjh0jo0RR/mA32YcxaOpPYnk8kwZ0I4LudXwGoV0KOrF1RKtoCQ6wzrF4SLGSWosdoBALFRgVC7Oa/r67U/386e7p1a7964CGw+mF47BqSbDhGh3jiTVizuFwDkFZsYQG5SLn3qiomJwdq1a7Fs2TL861//giAIWLFiBQYPHozVq1cjMjKyRedo6WxBMpkMp06dut5qtyu5XMZBWu1sVEwwkrPLkFVYCRlkmDQ0FF28b6zufkQtERHq+tCouPIgqOAD4U2tR1cvPH33AKTllEHn4YaoHr5OPf+U4T2wflcSLDY73JS1E6IoGbpdqqu/Fk/N/G1yIUNZNVRKOay22hAqgwyhgZ78nG5SLl8HJCYmBmvWrIHZbEZpaSl0Ol2rVkZ/8sknO8x0pc7g56ftVO+no5r/cCwKik3QqBXw9WL4IGpvOl3L/16nzsnXV4s+PdunK2DslXMXlJgQ6OsBHy8uRttSZZVmfL07GQUlJoR388asiRFQKZ0/MYuvrxbz7hqAHw6lw2YXEBcbhluiODHGzcrlAaSOWq1GUFBQq8t1tsHexcVGtoBIRKMAYLWhpMTY7LFE1DYKhRw6nTvKy6tgu/LNJ1F7CfByg2C1oqTE2vzBBABYue0CLuWVAwByDZWwWKy4Y2TPdrlWiK8G86b3Fbdv5H9/fX21rq7CDU3yANLeXaZu9JXV7XYBdrsTR+YRETWhssqCnfGZKDPWoE+oN0b179ourbA2mx1WKwMIUUeTVVDpMCFAVkElf1ep3UkeQNqzy5SrV1Y3Go3IyPhtGsCsrCxcuHAB3t7eCAkJabfrEhG11Ybdycg21P49eTm/Agq5DCOi2S2CSGpFZdX4KT4TJrMFA3p3wbC+re8V0hZd/Twc1g3q6ueaGSHp5iJ5AGnPLlOuXln97NmzeOSRR8TtJUuWAADuvvtuLF26tF2vTUTUWjUWmxg+6lzKq2AAaQd2u8DutdQoq82ONT8losxYAwDIKjTCQ61E/97tP332PRPCseVgOgxl1ejR1RO3DQ1r92sSdZgxIM7g6pXVhw8fjsTExHa9BhGRs7ipFA6LYAKAHwfvOpXNbsfmA+k4f6kYapUCd43phcjuzp0Bim58ZZU1Yvioczm/QpIA4q11w8OTm591lMiZOtXcZ51tZXWijuhyXgU2H0jDD0cuo/yafzDpxnNvXB/4eamhkMsQGeaDCYO6OfX8xmoL4s/n4fylYtidufLcDeLYhQKcTS+GXQCqamz4dl8aqswcIE2OPD1U0FyzKry/N2eOa4rFasPZtCKcTSuChWNWbjidqgWks62sTtTR5BiMWPtTIqxXJkpIySrDH+6Khlrl/CkbSRrd/LV47p6Ydjl3hakGK3+4AGO1FVabHfpQH9wbF3FTTTVeWmF22LbY7DBWWeCu7jj//JqqrTieWACbIOCWcH/4shVMcmqVAnPjIvD9oUswma3o38sPsX3bbyV3q82OvSezkVNkQldfd0wcHHpDLVZqsdrwxY8XkVtkAgCEdNHi0alRN9R7uNl1nL8BnYArq1N7KzfVIDW7DO5uSkR297mpHqQAICmrVAwfAFBSaUY+V7KlRpxKNqDMWCOuSp2YWYq8YhOCu9w801f2DtHh2MUCcdvPS92h1qgwW2xY+cMFFJVXAwASLhbg9zOiodO6ubhmN7ZsgxHmGhvCArUtXlOjV7AOf5rdPl8GXOun+EzEX/m5TM8th8lsxcyxHXuW0KslZpaK4QMAcoqMSMoqRXRPPxfWilqjUwUQZ6ysTtSYkgozVm47j8rq2u4T/Xv54Z7x4S6ulbS83FUO2zIAnte8RjcnU7UFucUmeHu4wd+HXUfqRHb3xd1je+HXtGJ4qJWIG9xNDGQdQUZ+hRg+AMBYbcXFjBLJZmDqCA6cycGZlCJo1ApMGd4D3fyvLyBvO3wJCYmFAIBAH3c8OjWqQ7V4AUBaTrnDdnpuhYtq4jw319eBN76O9RvhBNe7sjpRYxISC8TwAQBn04sxYWA3dPG+ecYWDeoTgNSccly4XAK5DLhtaBj8dDfP+6eGFZRWYfX2izBWWyGXAVOH98DQqEAM0gfgVIoBFVW1g9z79fB16hSfBSUmlFSYEdxF26G/sY8J90dMuL+rq9Egtwa+nde4da4ulccTC5FbZERwFw8M1gc4tFyfSS3CnhPZ4va6nUn40z0xULfxHhSUVonho277eGIhxsQEt/0NtANfL7VD8LzRut1FhvkipIsWOUW1s/iF+muhD/Nxca2oNSQPIBcvXsSsWbOwfPlyTJw4scFj9u7di2eeeQYbNmxATEzbmiPburI6UWPkDXS3usl6YEEul2HuxAiYqi1QKOTtMvYjMaMEx5MK4aZUYMKgEEkHYgqCgPiLBcgvNiHEX1vvYYUatv9UDoxXwrldAHbEZ2BwZAA83VV4amZ/5JWZYTFb0LOrl9Pu5/HEQvxw5BLsQm3/+Ydv16NbgKdTzi0VuyDgVLIB5cYahHfzRlig9PXv0dULgyL8cTLFAACICPFGdK/O041l76ls7DuVI26XVtbg1iGh4nZukeM01CazFSWV5jYHZZut/mBoq915A6R/TSvC6RQDNG61rWlt/QJo+qie+GpPCvKKjQj09cBdY3o5rY5SUCnleGxaFJIySyED0CfMp0O1LFLzJA8gX3zxBeLi4hoNHwAwYcIETJo0CatXr8bbb7/d4nO/+eabuPPOO9G3b19nVJUIAFBmrMHFyyVwd1PCy10lfps7KML/pv3230PTPt2ujl3Ix5d7UgDUdu3KKKjAMzP7Q+MmzV9Vu45n4ZezeQCAE8kGlJssmOjkWaE6I+s1D112uwBBEACZDO5qJQZHeqOkxOjU1ZV3JmSibjiS2WLDvlM5eOA2vdPOL4XvDqTjTFoRgNpuQA9M0iO8m7fk9bhzTC+M6N8VdruAQF/3Br9suVGdTSt22D6XXuwQQIKuCRrubgr4eLa9NS3IzwO9unohPa9CPF+Mk6bSTckqw8b9aeJ2dmElnrm7f4vHmFzNW+uGJ2f0g10QbtjPW6mQox/HfNywJA8ghw8fxksvvdTscVOmTMGbb77ZqnN/9913WLVqFXr16oUZM2Zg+vTpCAvjgjrUdiUVZqzYeh6mK9NmhgV44rbYMHholAgPkf5BoTPLKzbhm32pMF4JeNU1NshkQEFJlWSD3M+n139YYQBpXmxUIJKzysRpdodGBULRyJTozmK3O07pa+vgU/zaBQHHzucjp8iIIF8PDIkMEMNH7X7gRHKhSwIIUDtWoTPyUCtRdNX2tWMxBkb4o7TCjDOpRVC7KTBtRI82feGRWVCJ0kozQgM88cBtepxOMaDGYkdUD1+ndW9Kyylz2C411qCovO2tNUDDLftEUpA8gBQXFyMwsPmp5QIDA1FUVNTscVc7ePAgDh48iK1bt2LFihV4//33ccstt08FZ3AAACAASURBVGDGjBmYOnUq/PyYlG9WlVUW5BWZ4OPZugGyp1MMYvgAgMzCSkwd0b3Ns/hUVlmw71Q2qmts6N/LjwuSXaW2Kf23fwxtNjtsNgHeEvbt99CoUHrV2iYemk43TK5dhHfzxuN39MWl3HL4eKol6cIzqn9X7Dtd27VGLpNhRL+O2+U2JasMq368iKLyarirFfD2VKO0wgylXOYwq5y6Dd9kdxaX8yqw7chlVJutiAnvgklOWo172sge+O/OJFRWWaDVKDFtZI96x0wY1O261r85eCYXu09kAQDUSjkenhKFIZHOn0LX95oWd6VCBi8PTgJCNybJ/3X18vJCYWFhs8cZDAZ4ebXuW0+5XI5x48Zh3LhxMJvN2L17N7Zu3YqlS5diyZIlGDlyJD777LO2Vp1uULlFRqzZkYiqGhvkstq+r4P6BDRbzlT9/+y9d5Ac93nn/emePLM7sznnAGCRExEIgAgEExhAiiIlHiVZokxalmjzlVV3Kt+V7+rOV7Zlva7zvZZ8vrJkWbZIUaQgigRAEiAIAiAIgCCRFnlzzrM7OXZ4/5jdxs7G2QiQ3G8Vq9iL3tme6Z7u3/M83xDlalM/A94wFqMO82DnTDdNnqkkK/zbuzfodceEf1cb+3n2/kULk5RB2Mx6LCYdUUlPICwhIHD/XYU4kibvHnoCEd440UCXM6bdeOKesjHduWRF4dzNXnzBKIsKUygYoRl4eHMxvz5Sgy8kkWwx8PCm0YuVBYyN/AzbjN2DpoIda/LJz7Th9IQozk7WmgLBsMSZa92EwhLLy9Jvi65iOIJhideP1eHyhVFVlUBIwqAXqWlz8+DGYk3H4rAZ2bYq77Ye6+1CMCzx6vu1hKIyAB9d6SLdYU7oPj0ZctKs/OmTK/H4I9hthmnRlSaCoqocu3hLxB6WFD663MnTOytm9e8ArFucSWefn0v1TkwGkUe3lGKbIzrsAhYw15j3AmTVqlXs37+fhx56aML99u/fz6pVq6b9d0wmE3v27GHPnj2cOHGCv/iLv+DkyZPTfr0FfHZx/GIHwUjswaaocPhs66QPNkVV+dV7NfQMBJEkhYGwRCpw94rcaVMV+r1hrfgAUIHaVvdCATKI1ZUZ1La5udnqwmEzsmttQcILsv0nm2ga5Fw3dHo4eLqJr+yqHLXf6x/Uc7PVBcCpK118/f7FFOfcanTkZdh46alVg4sV44KocRjq2twcON0U61BXZPDgxqLbTt+oLEhh+FmWFYV/P3xTywc4V9PLNx9aMqrQnE94/BEikoIoChC7DSHJKkkWA+sWZ1KWZ8cXjJKVavnCBnp6/BGt+BhCz0Bw1l7foBdHuRX6Q7GpuN1mJHOG9LNR7L85YgOKgsBjW0t5ZEvJrHz3attctPb4yEq1sLx0dnQqc4mopCwEDX6OMO8FyNe+9jX+8A//kL/7u7/jpZdeQq+PPwRZlvnf//t/c/ToUX72s59N++/U19ezf/9+Dh48SFtbG3l5ebzwwgszPfwFfAYRHSGQlQcFshO58fgCUTqdAURRID3FTHSQy/vo3SXTPg6bWT+KcrEwPr8FnSjy1Xsr8fgjGPTilHzze1zxi5VeV2jUPr5gVCs+IHYdXKzriytAICZs/LyZC7x/ro1zN3swGnQ8tLFoytS/oS5+ZFBE/smNHrJTLXNCM5kJ+tyhuHAyWVG53jRwWwuQ1GQTdqsRSVbo94SQZZWUJCOPbinR/v2zZoE620hJNpFk1sfZnOdnzt00bTzb6OlAFAS2rcrVnLYMepHNy3MS+t1wRObNjxpp7faSkWLh8a2lCU18Z6P4OHezhwOnm7Xt3oEgO9cWTPAbtw8D3jCvvl9LjytIut3MM/dWfqHs7z+vmPcCZOvWrbz44ov85Cc/4Xe/+x133303eXmxLmdnZyenTp3C6XTyve99jy1btkzptbu6ujhw4AAHDhzg5s2bpKSk8OCDD/Loo4+ydu3auXg7C/gMYGNVNk2dHs0xZ+PS7EmtQC0mHUa9GOtcCgImo27GVA6b2cCjW0rZf6oRSVZZVJDCxjuYt367kEieg8cfIRiRyHCY0YkiRdlJXBkmIB/rXBn0IqIAw7XLRsPnv5t2ucHJycudAAQjMr89Xs+fPrmSZGvi2hr3YBd/OPrco4u82w2LUT/qHN/uADjjoEXwkXNtBEJRFhemsnl5TmwisgAgZqP87P2LeffjFkIRiVUVGbPakfcEInxwvp1ASGJZaRq1ba4xbaMnWtg3dnr48FIHigpbV+RSUXBrcr1jdT7F2cm4fGGKspITXhwfOtvC9eYBAHxdXvadaOC5PTN38Wzo8BAIRynJsY8bFHu+pnfU9lQLkLp2N5frnZiNOratypuzUNqDp5u0JpPTE+LNjxpn5XNawO3Fbbkzv/jii6xevZqf//znHD58mHA4DMRoU+vXr+e5556bcvEBsHPnTsxmM7t27eL73/8+W7duRaf7Yo60F3ALiwpTeG5PFY2dHjJTLON2fyVZoc8dIsliIMli4Ev3lPHGiQbCkkJZnp2tK251tYZE7anJpil1YlaWp7O0JJWopNz2hdFnFWeudmkWrLnpVr5+/2Ie2VyCQSfSNZjfcf9dowWsJoOOBzYUcehsC4oK6XYzW1fMbjhYOCrz1slGGjs9pCabeWJb6W1PBe8bMR2SZBWXLzKlAiRtsIvvCdwS6BfPkzPZVGC3GblvfaF2fRRnJ7Ghan6mNM1dXtp6fWSmWEYFomWkWPjqvaMpgdNFMCwRCEmkJBvn3G1sNnCjeYCPrnQiCAI7VudTlmcftU9OmpVvPrRk1v+2rCj86tBNjf5a0+Yic8Q9e7ht9Fjo94T49ZFabZre3uvj+UeXkpV6y32qNHf0e5oM3SNoZj39gXH2TBwHTjVxbrC4SLIYeG5P1ZgTtpFaGOMU6X9NXR5+faRGK/Ybu7y88OjSOaGtun2RCbcX8NnEbVsBbd26la1btyLLMi6XC1VVSU1NnVHB8Ld/+7fs3r17Ifl8AXGQZIVTV7q43jyA2ahj71ZGFSEef4R/O3QTpyeEThR4bEsJK8sz+E/PriUqKXHc7I4+P786fEvU/uiWUlZXJJ5yrNeJcTfp5i4vH1Z3oKoxZ5+p2nCqqorKF8NO0ReMxuU/dDoDnLnaxc61BTyWQJDWhqpsKgtSCIRinPvZFqQePd/GtcGOZtDp57Vj9Xxn7zIu1vbh9keouA1hc4XZyUCntm016clwmOl0+vmwuhNFUdm8LGcUFW04hrr4733aRjAisao8nSXFd6aD26ZlOSwvSycSlXEkGbnR7MIfilKR75gzat3lBidvnGjQqP+71uTPmaD8SqOTN0/GpqhZKRa+/sDiOes8zwY6nX5eP1avWTT/+v0a/njv8nmjObp9kTjtHcQW5v3eMPLgjWT94oltozv6/HFUXklRaev1xxUg00FB5q0kb2DGQZpuf0QrPiB2vzx7vZsHNhSN2ve+uwp5efA5ZtCLPLRxaoYbN1tccZPGXlcQpydE9gw/k7FQnu+gb1hqe0X+1Iu9Bdx5uO0tWJ1OR3r67IxaH330UaLRKL/5zW+orq6ms7OT//pf/yslJSW8++67LFq0iLKysln5Wwv47ODja923FoURmd+daODPnl6NyXhr8Xn8UgfOwRucrKjsP9XE8tJ0RFEYJQw9drF9hKi9ZUoFyHAMeMO8fKSG6CC9paXbO6qzNhHOXOvi6Ll2VFVly4rcGVlJfhYQicqMiH8gFJHH3nkcjMW5b+/zEwxLFGYmxV0XU8VI7YnTHeT3HzZweTAM7WR1B8/sXkTFPGY9VOQ7eGxLCRdq+jAYRHavKyAqKfzbuzc14W99h5vnH102ocFCRoqFZ3aP7uIrqsrJ6k7aBsWsO9bk33bxfpLFABYDb5xo0LI2THqRb+2pGhU8Nxv4+Fp3nO747PXuOSlAZEXhrZNNSHLsr/W4ghy/2M7Dm0tm/W/NFjr6/FrxAbEJXKczMG4B4vaFuVDXh04QWLs4c8YuTzazAYNe1O6xAGV5DnavL6Sx00NKsollk4TZpTvMCMRry9MnKaCikswHFzrodQUpzEpi68rcUU2i3esLkRWVlh4fmQ7zmBbBI3Gl0cmnN3ox6EV2rc2Ps4SPSjKKosbR+8aLx8nPsPEnT66kzx0iNdk05SJ2pH5RFIQ5c+S6/65CzCYdHX1+ctKs3PMFdYv7vOG2FSBHjhzhgw8+oL6+Hrc7Fq7jcDgoLy9n165d3HvvvVN+zba2Nr71rW/R09PDokWLuHLlCn5/rLtw+vRpTpw4wV/91V/N6vtYwJ2PAW84bjsiKfhD0biFZigixe0jySpRWcEkjl6MyrI6at/por3PF/dglBR10JVk8kVSR5+fw2dbtYfi8UsdFGYlTThB6ejzc/B0M8GwxIqytDtWdDgeUpJNFGcn09wdc7zSiQLLZ5gy/N6nrVr6eWqSiecerpp2R7kw00Zjp0fbzk2zacUHxArWC7W981qAAKypzIxzfrve1B/nOiTJKi1d3mk5vL0/LD2+tt2NLxjl8W23v9HjCUTigv7CksKnN3t4YEMRoigkPDEMR2QOnmmms89PTrqVPZuKR9EnRxZc07XqngySpI4y1RieU3QnIsMRf02JAmSMQ1v1BiL87MA1TYx+sa6P5x9dOq1gwCGYjDqevKeMN082EorILClOZdOybPQ6kbwEbaNz023s2VTMBxdizZ57VuWNmhgqqsq5m730DRYcN1tdmi7tZquLk9WdKKpKZoqFL28vJ91hxqAXeWQKxiZNXR5+d/zWpK2jz8/3nliO1WzgYm0fB0834fFHUFSVtGQTVrNhQgqixaSf9kR2Q1U2TZ1eatvd6ESBhzcXz9kkThn8zL8IU/4vEua9ABkYGOA73/kOly5doqSkhMrKSioqKlBVFY/Hw/nz59m3bx+rV6/m//yf/0NqauJj/r/6q7/CZrNx5MgRUlNTWb58ufZvGzdu5O///u/n4i0t4A5Heb4jbiyd4TDjSIrnv68qz+BG84DWXa8qTh3XEnNDVRZNXfGi9uki3T5GZ81hJhCKEorIpCSbxr3punzhUW6PQ8VWa48PpztEQZaNDIeFcFTm7PVu3v24BZ0ooNOJnKjuxJFkYu2imXvtzxdEQeDZ+yr5+FoPwbBEVUnqjByOPP6ItngGGPCFOXO1K6EQtK7+ABdr+zAaRDYtzcZqNrB9dT6SotLY4SHVbuL+u4r4yb7qOOcz4x0QNjeW005KAu47Y6G+PT6duW7E9u2CboTIW1VVrjcPcO5mL3qdyJ7NxQlNLg+cbtIWkn2eEIqi8tSIjIdda/N55b0awpKCXhTG1CBNhqFrUZIV1i3OHDPs1GTUUZnvoHbwMxbgjrdPLc5J5qGNRXx4qQNRFNm5Nn/cKVRNqyvOCavfG6a5yzvjwNbFRan8x2dSkBV12tO59UuyJnTKOnS2hbPXewA4e6OHqCRrFE+PP8KArJCRYqGrP8DvTjTw/KNLp3wMzV3euHt+ICzR6wqR7oD9p5pQVBVHkpFwVGZRYQoPby5JyNRjLHgDEY582oYvGGVxUQobqm4956rr++jqD7KyIp3Ht5Vh0ItzYo+rqCoHPmriYl0fOp3AgxuKWbf4s/O8WsDEmPcC5K//+q/p7+/n9ddfZ8WKFWPuc+XKFf7sz/6Mv/mbv+FHP/pRwq99+vRpfvzjH5OZmYksx9MyMjMz6e7untGxL+CziariVJ7YVsqVxn6sJj271haM4vsuKkzha/cvpq7NTbLNwF0TPGgWF6XyrT1VNHd5SbebZ8SFz0238dCmYo6ea0NVVbatysPpDvHvh2pQVJXCzCSevX/RmMVQboYNUYh5o+t0InqdQFFOMmeudnHok1YglpT79M4KTlzsoKnbi9MdQhAEMlPM6HQinU4/8Nm6oRv0OraunB3xuDySzzXOz0bi9JVOXjtWD2qMinC9eYAXHl2KQa/jvhHFy8iwubmkDyiqmlCXcEiof/RcG8qg9mi4q89UkJJkihPTOmx3hqWszWxgy/IcPhosMFViC0GdTiQqK+z/qInSXDuOwQWaLxjl9NUuopLCqooMLVSxo8+Pqqr4glFCYZmPAxF2rMmPy44oyk7mu19aQc9AzCZ0qra6wbDEv7x9Hbc/Jq6tbnDy/CNLx8yneHpXBaevdOEJRFhUmEJlQcqofe40bKjKjlvAjoex7nND4uhEr+3xIAgCet3cddAv1zvjtiNRRStAZFmJm4oNeKfnIDdymqQXBRxJRgKhqEZzEwQBs1FPmt087eJDVVVefq9G+143dHow6EXWVGZy7GK7ZjkMsHtdAVtm2cxjCNV1Ti7U9QGxKe3bZ5ooy7N/4W2rPy+Y9wLk2LFj/OVf/uW4xQfA8uXL+cEPfsBf/MVfTOm1BUFAHEdINjAwgNm84Bv9RcXK8gxWlk/c7SzNtSfsZFKQmTRr2QJ3LcnSCp5ASOLvfnNRe5i09vo4faVrlLZDGlxAhaIyvkCU/AwbT+2sICvFwr8cvD5sP5X3P22j2xVEJwqIooCiqATDEklWI3ljdFm/SEhJMrK4MEXLBzHpRdZUTnydNHR4+N2JRoKDndqIJCOKAp3OAEVjOEPNR9hc90CA1z+op98Toig7mad3lmMdg4/d7wkRjspkp1rZvCwnNr1TmZEl7EObinH7I3T1B0hLNrF32+RmAPOF3esLWVKUij8UpbHTy8fXbzWhFFXFG4jgsBmJRGX+9Z0bmg7sYm0f336kiuxUK9lpVlp7fPgCUQAkSeDl92r40ydXxn1udqsRu9WIrCicudqFyxczHUiksGvv82vFB8SaCnVt7jELEL1O/Nwmpi8tSaO63qlNeFaVp1Oaa+f9c22cudqFODhdutPyZyBGZwoO06MtKkwhGJbo94bJTLHENTYmMnyYCMtK0+hw+jl3oweDXuTBjcWkJJmQZIXMFAu9g453osAoJ7apwB+SRjl0NXZ6WFOZyaXavrifX6rrm7MCxO2Pp08raqyJsFCAfD4w7wWIJEkJFQJmsxlJmhq3dc2aNbz22mvs2rVr1L+99dZb3HXXXVN6vQUsYL4Rikhxgk0Ym+N9vqaXxk4PRr2ONLuOYETGNg7/dmiRJAgCaXYTbl+EJGusE7/mM0S/mgsIQmxCdLnBSTAssagwZVJ3nsZOD8KwPocsq0iyinkCW+W5Dpvbd6xeWzw3d3s5/EnrKB3G++fatDyQFJuRbStzKct3TJt6NQSHzcgfPbaMqKRQ0+riw0sd2MwGqopTSU02kTZLgWHtfX6aOj04kowsK0mbNMtnCAWDHHezUc8nN7o16qRjWAJ2pzOgfX4QCy+92eIiO9XKI5uLY9SgYBSDXsSRZMLtj+ALRbGPYWX8+w8bNcrW2evdfHlHOUsnETnbzKOvHZvltnvEzDtEUeCruyvpGQgiCpCVauVmy4B23aKovH2mmcLs5GnpleYSj24p4Tfv1xGKytitRh7bWkpWigVJVhAEOHahg9YeL5kploQonuPhvvWFo6asep3INx5YzIeXOghGZFaWpU/LFngIZqMOi1EXV1ClJse+x2aTHoYVyzMx7ZgMZXkOTgxmr0CsyM9Ou7PO+wKmj3m/w23cuJF/+Id/YPny5eO6XzmdTn7yk5+wadOmKb32Sy+9xNe+9jWefvppHnzwQQRB4NChQ/zkJz/hzJkzvPrqq7PxFhawgDlDSrKJgkwbbb0x8wRRYEyHlrGcn0KDhcrONfm8e7YFAINO5L67CqltdXH6WjcGvY5VFRl844HFU/Z9nw5aur10OgPkpFmn3fWba4iiwKopuJilJBmxmvSEIzLhiIwgwNaVubd1QTTSaGHkdp8rqC3iPP4InX1+2vv8pNvN/MFDS8iZBWeom60D7DvegKyo9HtCvH2mmcwUMw/fXcIDd89MlF7f4eaV92q14ryl28eeTVOzDS3OSebpnRVcrOvDqNexY02+No0aswAY/JnVbGDX2nze+7RN+7dkq2HM35FkhavDAjFVoLreOWkBkptuY/vqPE5c7EAl9p2fqbnCZxWiIMRdjyOvZUUFlzd8xxQg7X1+2nt9ZDgs/D9PrcITiJCSZNI0EUOak3vXza3hR5LFwENT/E6MB71O5Cu7KvndiQZ8wQiLi1LZNkh7fWhjEa++X0swImM16XlwDIvf2UJhVhLP3LuI8zUx16/tq/NmZEiwgDsLgqqOZ9I2N2hvb+frX/86TqeTjRs3UlFRgd1uRxAE3G439fX1fPzxx2RkZPDLX/6S/Px46klVVRXXr18f59WhurqaH//4x5w/fx5ZlhFFkbVr1/LDH/5wQtrXnYLeXu/tPoQF3GaEIzKnrnYRDEssLUmlJGd0J6vXFeRnB65p6dRZKRb+8JGl2kOvrcdHvzdEfkaSFpTY4woSjcpkp1nnxSb1Qm0v+z9qQiUmln3k7pJ5EbxHJYWegQBWs2FOpg6KqrL/oyYu1fUiIPDAhkI2LM2Z/BfnEK+8V6PRVgC2r85jx+pb9872Xh8/O3gdRVXpdsbCzpKtBpKsRlaWpfPEPTN3rdp3vJ4rjf14/BH8wRhdKTvNikEv8qM/2UbQH0YakaaeKH5ztJYbLS5tWxTgz7+2blav4xOXOjh2oR0VqCxw8JVdFZpWTFFVDp9t5XrzAEkWA49uKRmzaFNUlb99+TzhYe9zVXl6wq5ggZCEpChjTlamio4+P939AbLSrJqe5bOC7oEAF2r60OsESnPt/Pr9Wo3CZDHq+O4TK+6I7JPrzQP89lid1qGfSz3E7YKiqnQ5A3T1B8gevJaCYQmXL0xqsukLXRBkZt6ZTbXPCua9AAEIBAK8+uqrHDt2bJQNb0VFBTt37uSpp57CZht905ysABlCOBzG5XJht9s/U8GECwXIAsaDrCh4/FGSLDFf++6BANX1Tgx6kY1V2XdcsvpP37hM37AAsHS7mRe/NLdNAF8wyi/fuUGfJ4RAzD9+07K5KQ5kRUEUhISpQHOJcETmyLlW+j1hinOS4zIH6tvdWhCnIKg43WEEQSAjxYxeJ05agAx4w3T0+Ul3mLVFt6KofHqzhwFvmPK8mM7h8NkWTl/rxuULEwxJCIJATpoFQRT4n9/ZghKVpl2ADBU3Q9DrBP78a+sSEiWrqprwOfIFo0iygsNmnPZ5vdrYz+9PNiDJMSvUbzy4RBO6TwU3mgdwDmp6pmqVWl3v5M2TDShqrFjbu7WMleWzO1Hx+CP8/sMGel1B8jOT2Lu1dFbuQX3uID/bf00r4lJsRpYUp1LX7ibdbmb76rwxHcJuB37x9nVaenzattWk5z8+s2ZW/4asKBw81cy1pn5sFgN7t5aOqTWbC3QPBHjlSC0N7W4sJj3JVgOPbSmd0sR4rtHVH+DAqSb8wShVJWnsXl8wb3a9CwXIzHBbVixWq5XnnnuO5557bs7+hslkIjt7+vaoC1jAnYR+T4hfHa5hwBfGYtTx1XsrKcpO5r71sx+qNlsYaYM6E6Fzojh1uVNLzFWJZXysqsiYk+JsouTk+YbJqBszjK67P6B1jw16kUhUpqokjT53EL1OxGTQsXn5+AVaU5eHV96rJSoriAI8srmENYsyefNko5axceZaN09uL2Pbqjzaev2EozKhsExqshEEgcqCFBxJJgYGpp9Xcc+qPJo6PfhCEqIAD9xVNOki42bLAAdOxYwaVpZn8PDm4kl/Zza66stK0yjNTcYXjJJmN09rSvPBhXZOXIo5DYkCPLl9ch3JcJysvsWbV1T4sLpj1guQ351o0PJ4bra6ePfjllmZpN1scWnFh6Kq1La76XEFMRp0OGzGOQmSnC5G3tNm6x7X1uMjHJUpyErik+s9mhNU2BvmN0fr+P7Tq+Z8ih2JyvzqcA2NnR4kSSEqRRBFgQ+rO8ctQGRFwe2LYDXrpzwZCUdkLtX3oSgqy8vSE/ouSrLCK+/V4B2cuJ6+2oXdZmDTbZ5ILyAx3Fkt0wUs4AuGpi7PYF5HEtkThA8eOtvKgC/GhQ5GZN76qGnUNOFCTS+nr3WjEwXuXVcw72F3EOsgv/VRIz0DQSxGHaIgoKgqelHg3rVzn9IeHtFhV9QYJctyG0xTrjQ6uVTnxGzUsWttwazQwSRZ4e0zzdS2urDbTOzdWjJhaGVzt1ejroiigNmkj6UKG3V4AxGKspMnFKEfv9ihBd8pKhw938bKinSuNMZbjlbXO1lems5zD1fhD0XpHQhS2+4myWKYsMBJBFFJwWTQ8UePL6enP4jdZhhlRzoSgZDEvuMN2rGfr+klN806YY7DbMJqNozpQpYoPr56K5tGUeHs9Z4pFSCMKLTmYkrXMxCI33YFx9lzarAO09aEwrGpmTbN6/DQ2OmhPG/+721jYcfqfF45UkNEihXou2dB53HwdBOf3ozlVmU4zKO0LoGwhD8kTWuqNhLBsERUHpvy5/JH8A0u7IcQjSojLy0NnkCEXx26Sa87hEEn8qV7yhK2qI9KMr9457rmvHXmWjd/+MjSSYsQf0jSio8hdDkD4+y9gDsNt60A+eCDDzh69Ci1tbW43W5EUSQzM5N169bxxBNPUFCQ2Bd55cqVCd9cBUHg4sWLMznsBSxg1vDR5U6OnIsJW/WiwFd2VY5r2ekPxd9k/SNuus1dXvafatJCql47WscfP758SoteRVFn3MF782SjFkTn9kNFvoN1izLJTLFoWpS5xKrydKrr+rTgv8p8B4qqsu94vTaiH57xEo7IHDjdREefn+y0mOPRTBaOQ6hrc7PveIO23d7r548fXz7jsK6T1Z1cGLTB9IUkfn2klpeeWjXu/iMdvQRijlyJis5HMnRlJZbFYNDrCA9LUh/e7bSZDdhyDZQMuvDMpFNb1+7mtx/UEZYUslMtfO3+xQl1Rj2ByKjE8OEuV3c69Hoxrpg2TPEz3LE6j33HG7TsjB2rZ9+2Nz8zKS50crZ0JqvKjjEAxAAAIABJREFUM7jZ4uJmqwtZVjEbdXH3JXV6LL45QXFOMn/8+HK6nAHSxigWpopeV1ArPgD63KFRhUZasonkWZjUfVjdwQfnY5qnquJUvryjPG5C6LAasRh1JFkMuHxhUEGvF1hakorTHRp1Pz92vp3eQcptVFb4/clGfliUktD6rKnLG2f76/ZHuNE8MGnDIMmix2414gnccuVKNN1+Abcf816AeL1evvvd7/LJJ58AsaJAVVX0ej1ms5lf/vKX/PM//zM//OEPefbZZyd9veeff/6O4GAv4PMPfyiKyxch3T47wruT1Z3a/0uKyqkrneMWIMtK0mjv82vbS0vju6EdTn9cQm5UVuh1BRMqQHzBKK8draO110e63czTO8sn7KpPhC6nP27b7QvPKKhxIrR0e/EHoxRmJ2uL0qLsZL65p4qalgFsFgOrKzP45/3XNC1KY5cXo16kNNeOqqq8f75d0xb0e8MoispX762c8bHVd8SngQ/4wvR7QjOmj/SM8OZ3+SOEItK412NFvoPtq/M4dbkr1qFdXzglx6vNy3Jo7anX3Ke2rcpDEAQe21LCGx/GdA6pSSZ2rpmb6dbvjtdrC/HugSBHz7Xx2NbJc0bS7SYcNmNctsZMbEnnGw9sKOL3HzaiqCoWo44dU5weLi1JI8NhpnsgSHaqZdrf5+FQVZUBbxi9TsRuM/LEtjLe+biZ7oEghVlJPLBh+taywyGKAl/ZVcGxC+18cL4dpzdMrytIusNMaY6dktw7i3efkmTSpogfX+vmSoMTizk2aZxsUjcSY4Wg5mcmUZ7n4FpzPzazgQc2FM24UXS9ZYBDZ1tiha0gcL15gEt1faypvGUSYjLq+MquSg6eacZhNZCRYsHljXDiUicfXuocpa8baRcficqDyfOTH+tYTYpEGhc6UeTZ+xfx9ukmfMGYactEIcILuLMw7wXIj3/8Y2pqavhf/+t/sX37dvR6PRcvXuR//I//wbp163jttdfYt28f//2//3eys7PZvXv3hK/3J3/yJ/N05Av4PEGSFVRV1ZJqJ0Ndm5vXjtURlRSSzHqevX/xhAu5cESmrc+HzWwYd7+RdfNEhfTm5TlYTHpaur1kpJhHcVxH/g29ThgzxGwsHDrbQmtvTEjZ2uPj71+vZtvKXHasyZ+ydiI3w0Zt263F91x1o977tJVTgwnXSWY939pTpXX78zNsWjfW7Y/ECeGHftc/GCIYjshxPvYdffEFVKJQVJXaVhcRSaEi3zGq8NPrBJKtM+9a5qRZud4yoG1nOMwTFsMefwRVUdm0NIt1S7KnTNtYXJTK848upa3HR2aKRbNSXlqSRnFOMr5ATOcw08nOWJBkZZTd9EhKyHgw6HV8/f7FvH++jVBEZmV5+oyC2eYbK8rSyc+wMeALk51qnZY2JSvVOiuFB8TOxW+O1mkTj3tW5rJzbQFPbi+fldcfCRU4daULnV4kw2EmFJHJz7DxjQcXz4uD33RwpcGp2Z9DrFnw4pdWTOl4s1ItlOXZaejwICsKobBMa4+XjVXZfPvhpbNynIfOtnD8Ugf97hAGvUi6w4wgCGN+t4pzkvnu48sBePtMM6293YQjMqIAhz9pYc2iTM3KenlZmhboCrCkKDXh916Sk0xVcSrXm2P3tqKsJJaXJUY5zEqx8M2HqhLadwF3Fua9ADly5Ag/+MEPeOihh7SfbdiwgR/96Ed85Stf4cUXX+Tpp5+mrq6On/3sZ5MWIAtYwFRx5moX733ahqKqrF2UySObiyedor19ppnoYCfWF5J479NWvn7/4jH39QQi/OvbNzTNxj2r8sbsEN+7roCDp5tRAYNe5J5J0o1XV2awepyU7tJcO3s2FXPmahc6ncjudYlrDvo9seMMhCTcvphD0tkbPXT0+fn2I1N76D2+tZQDp5vp7g+Qn5k0a770wxEISVrxAbHzceZa95i5EFaTPi5QKzKYHJ80WAwEwhKqeitEMCd96gs2RVV57Wid9vBNTTLxrYeX0N7r50qjE6Nex2NbSmZE7Wrv8/Pa0Trc/jB6UcCRZCLNbp4wCyMQivLzg9c1esLFOicvPLZsyovZnDTrmEW0zWzANgt0tfGg14ksGpZSD1BVkvg0Ld1h5umdFXNxaPOCNLt50lDMmSAqKRz+pIXWHh9ZqRYe2lg8bsPhUl1fHN3qRHUnS0vTJtStzQSKosZpl6xm/bQF/fOFIUH+ENz+CG5fZErUU1EQeObeSi7W9fL26RbMRmjs9NLU6eXZ+xfNWPvS4wpy5lo3Br2ITicQlRQCIQlHknHSAt0biNDnCqIMnpdgWIckybcKkNJ0DDqRunY3DpuJTcsSNwESBIGndpTT2uNDVaEgy3ZHmXwsYG4w7wWIz+cjL2/0QisvLw9Jkujq6sJut7NlyxZef/31+T68BXzO0eMKcviTVo2udL6ml9LcZJaXTuwQE4qMGC+PEQQ4hDNXurTiA2L5AnctyRq18Fu3OIu8DBv9njB5GbYZi5TvWpI15fGzqqqYjSK+QFTj9A9NBNr6/ARCUpwodDJYzYZxF30NHR48gQjF2ckzeq8jk+IB7aE4Ega9yFM7K/j9h434Q1GKspPjaGIOm5EMhxlZUclJs/LolpKEjsHtj+DxR8hMMeN0h+IWyQO+MNV1Tp64p4y9W0tnxRln37F6PIEIgiAgqzGq2d5JqEhDn/cQvMEoDR1uVpbfORaak+HLO8o5ebkTlzdMRYFj0u/p7YCqqlyqc+L0hCjOTh6XRnmn4fAnLZreoHsgSDii8MzusemHI+k1EBMwzxX0OpF1izO149OJAusX39nUmpETZ7NBpzU6xoMkKzR3e9GLIkXZSQiCgF4nUpiVjAroBgsuldgUfqYFSHTwHi8KAul2M/6QRGFWEl+6p2zSYtKg16GqqqYLUwFvUMJmuTVVXVyUyuKi6VFuBUGYN3vhBdwZmPcCpKqqin379rF169a4n+/btw+j0aiJz3U6HTrd3Cc1L+CLBa8/wsilqtsXGXPf4VhTmcmpYc40400iAE0APRxjcXshloB8Oz3tD5xupr7Dg4pKVIrRkVKSYg8Us0GH2Tg738HhlCmTQcc3Z5C+nWQxsLYyg/ODYmyTQcddVeMvTkpz7Xz/6VWoqkowLPN/37qqLcxtZj1ff2DxhE5QANeb+vn4eg96nUB+po2PLnchKyrJFgP33zU+93284mPAG6a+3Y3NrGdJceqEEzhVVXH749Og3b7wOHvfgmmMczfUrbxdaO7ycvxiO7KisnlZzqT6IL1OjAtUvBNx6GwrH1/vBuDk5U72bi1l9R2UkzAe2nrj6YatPeNnUC0pSuVkdacWfJpuN5M34r7V4woSDEnkplsxzsJ1tmdTMcU5ybh9EUpz7dOmc/Z7Qpy93gPEmjRzZYaxfkkWva4gVxr6Y/lAIvy/r16gNNfOk/eUj/o+RqIyv3z3Jh2DDZGlg0JwQRCwmQ3oRSHuWWIfRp+8UNPLzVYXyVYDO9cUJNwkyk6zUpBho63Pj04nkpli4T/sXpTQZ5JuN5GSbKLfE0ZVVSJRhaZOz7Tv47OJD6s7NMfBBzcWUZA5tdycBdwezHsB8tJLL/H888+zd+9etm7disFgoLq6mtOnT/P8889jtcYu5mvXrlFR8dkdny/gzkRuuo0ki0Hju+pFgfIE7Grvu6uQrFQLPa4gRVlJE3Z51i7K5FJdn/awripOTZh7H5VkPqzuxOULU5bnmNOFjCQrXKjpRRAEkq1GbBYDqLFOlMWo48nt5bPSvQ9H5TjKVDgqc+ZqV8Lp0GPhkbtLWFSYgi8YpSxvtOZiLAhCjMrx3J4lnLnWjarC+sWZkxYfrT0+fnu8XstVOH21iwyHBVEU8AajXG3qZ/EwqlBqkknzyQ+EJAa8IQRB4OTlToJhieLsZD6+1k1osBs5WRCgIMSu0eHamkSu2Yp8ByvK0rk8mNexvDTttuogXN6wZlkK0NZbx3MPL/3MpXSPxIXa3rjti7W9n4kCJDPFTFf/LcvSifQimSkWnttTxcW6PvQ6kU3LstHrRa40OPEFo/S5Q5yrGbSOtZv55p4lM6bnCYIw44mXNxDhX96+rmm+Ljc4+aO9y2YlaX4kREHg4c0lPLy5hJ/87rLmulbb5ubIudZROT2XG5xa8QFwrXmAlm4fxTkxU43Htpay/6MmorJCVdEtcfXF2j7eOtWk/V5HX4DnH02MKqvXiXz9gcWcr+klIiksK0lLuCBbtziLdz5uQSB2bkxGHScudUwp6DUUkbjR4kIUYm5as0Gpu9zg5Oj5dm37lfdq+NMvr/xCJ7R/VjDvZ+juu+/mF7/4BT/96U955ZVX0Ol0lJSU8Dd/8zfs3btX22/Lli3s2LFj0tf78z//c7773e9SWDg7DhwL+HzDatbzzQeX8GF1B5KscteSrIQ7OBOlvw4XM+ekWXn+kaXUtLmwmg1TCgB7/Vi9ttC83NCPPxilOCeZdLt51sP0REFAN6zLJgoCK8vT2bO5GINenLU02bnwqBMEYdqjfkeSiQc2FCW8f0u3Vys+VDXGTY9Kina+JUnlmfsq40ToFpOe5i4vv36/llBEot8Twm41YjDouFTXh8mo0x6Q52t7WVOZQXFO8riTkCe3l3PsQjv9njCluclsXDo5v1oQBL50Txn3rMxFZTRFZDbgC0Z588NGuvr95GbYeHxr2bjd2E6nXys+IJZv0d7rS6gA8QWj1LW7EYEbrS56BoLkZ9jYs7n4tk91TAZd3Puaje5/oohKCu+fa6Ojz09uupV71xUk/PfXLsrkckM/Hn+EkpzkSUMEs9Oscd+bN040cLGuj2BYwj1IRzTodfR5Qhy70E5xTjJ2q/G20moaO71a8QExKllTp2dOaYiKqjLgjTe+cHpGTywleeJJ+YqydJaVpBGVlbhrfKTDXodzalRZo0E3paJhCEkWA1XFqdxoHtAKkHBUJhiW6HUFsZr1E7p+BcMS/3LwuhYU++mNpElNBWRFmVQL0jnCOCQYkXH5IuSkLRQgdzpuyxnasGEDGzZsmHCfZcuWJfRab7zxBs8888xCAbKAhJHuMM+o+z4cfa4gv36/ln5vmHS7mf+wu5I0u5mMFAsZU1zwSbJC3bAudzgis+94PY4kExajjmfvXzyr3WJRFLh/QxHvftyMokKyxcA9q/JmfUFnNOjYuiKXk5djtsNmg47N03gAjkSfO8ipy10oqsqGquxJKRq+YJQPLrTjD0ZZWpKa8CIkY1iHUKNHDFpLCsDaRRmIYxRE755tIRyVkeQYXcHtj5CRYkEQBCJRBbMx5lLlD0b5xTs3WFyYwlfurRjzgWsy6KZUNMUd/xwUHkN462QjdYMLoto2NwdON42rAUp3mBEFGM5GTMSmdMAb5l8OXsMXihVyoiCQkmzC6QkhCMzad3ksXGl00tDuITXZxOblOWMulh7eXMxvj9cjySpJFsOshNElijdPNnChNjaVaO31EYrICaWRD1lvQ4za4/FHCIYTD7cLhKJcrOujzx1CkmLXeO9AEIvZgKKqHLvQoekfdqzOY/ttotGNtSi3mubOOAFijZzCrOQ4UXpJzugibFlpGqeudGl00PwMG0XZ8dQhURQwifH3Y/uIczSbVNnJsKYyg6auW++rIt/Bzw5co98bRiBmrLJlRe6Yv3utaUArPgBae300dXrH1Ey5fLHE967+AJkpFr66q2JcQ4aRxiEWo25WQhoXMPdYKBEXsIAZ4K1TTfR7Y90tpyfEgdPNfOOBsd2xJoNeJ2Ix6fEEYgLnQEjSupnBiMzhsy18a8/s2g3etSSLslw7nkCEnDTrrE9ZhnDvugLK8ux4B0XojkloT5PBF4zyr+/c0Lqb15sHeOHRZePSCRRV5eX3ajTKyc1WFzpRZFnp5FaPi4tS2b46jzNXuzHoBB7fWopKbGFcmptMSc7Y+RLhQaMCnSgM5h3Ffm416xEFgagk4w9GsVkMiKJAbbub6npnnBf/nY7uEbkkI3NKhiMr1cpjW0o5cq4NWVbYsiKXsrzJszk+vdmDb/A8RyUFRVFJthrQ6cRp2yYngsNnW2KUEyHW/R2yqm7ocGMxGXhkc7Emun3py6tw+8KkT2KLPJuob3fHkuolBUEQSLObRjkxjYf2Xp/mDAcx3VpTV+J8flEUCIYl5GFhj1FZhbCEoqhIegWbRY8gCJy41MGWFbm3xcFqKAh1iB62tjJj1kwC+j0xauVY9M+nd5Zz+JNW+r1hynLtbF05elGeZDHw/KNLudbUj06MTZ8T+YzuWZVHh9PP5foYtXLtqvxx08kngqKqKIo6pfOysjwDk0FHQ4eHlGQTLl+YmsGmmQq8f66NtYsyx3yOjMXmHe+4D55u1u7Vva4gb33UxDcfWoKsKLx1sknLRHl8WykryzMY8IZjGhCTbkI3twXcWbhjz1J9fT3vvPMOL7744u0+lAUsYFx4/JEJt6eKJ7aV8f/99pJG6ZBkhUAoitVsiKN5zCbSHeYpCzPPXO3i2MUOBGDHmvyEKEGzGQTX2uOLo1ZEJIXGTs+478MbiMbx3SGWsp1IAQKwY3X+lMXQayozePdsC75gFFEEm0WPXiewpiKLXevyOXu9h/fPtcVRZkLh8d3V7kTkZ9rwNN+65ieb0K2qyJiQyuj2hTl+qYNwVGZNRSYVBY44Cp9BL2qFHTDjYMfx0NUf4J2PWzSnp3BE5tMbPSRbjDi9ISTJzz90eHh6VwX3rMojyWKYVlbHTHDobIum0VJVFY8/wpIEaYkpySYEiDPkSJ1CU8Bs1FNVnMrH17oRBAGdGHstm1mPpKhEIjKSpGAw6FBVGG5cF47K9LlDJFsNc6LFGIlH7i7RLM5HTg8ShSQr9AzEaEZ2m5F9x+u51hTLrNiwJGuU3bjVbEhoMpdkMbChKpuWbi+NnV6Ks5PHNI8YDpNBh8NqJMliQBAEztf24kgyTmrjPhwX6/o4eLoJWVZZUZbO3m2lCVNuhztdHRimRYHYNRCVFCxjXErLStM4e6NHuw+X5dnHfSYMeMNjbp++0k31oKbN7Y/w2tE6vv/0aravzr9tU7YFTB93bAFSV1fHT3/604QKkNdff50TJ05Mup8gCHzve9+bjcNbwAIAqCxwaFaRQ9szQVaqhXSHGUWNJa/7AlEiUQWrObagvRPQ0u3l0Cet2va7Z1vIz7TNq/PIUKifLCuEozKiIJBkGf92ZjXpMOlFLVUbwJE0t4ufleXpHP60FYNOxGrSY7MY+PbDS7Uu85YVuVxrGtDEqiaDjsVF8y8SP/JpK+drejHodezZVDQlbU1JTjLXmvoJR2VWlMX0Q9eb+rnZ6sJuM8Y63xOEFPqCUVq7vSRZjWQ6zPzjG1fwBqOYDCI3mgf4gweXcNeSLKobnHgDURxJJow6EZvFQH6mbcIclJmgts0Vty0P5lL4w1GkoeaAovDBhXZWV2RMe2E7E0QkBUeSkQFvBEmSMZv0CaXEA2SnWtm2Mm8wOE9lx+r8KWuqnt5VQa8rhMsXRhr8HjqSTEQkmf6oohVHm5flaEGVTneIfzt0E08ggl4UeHxbWcJNgJlgJufHF4zyb+/eoNcdQhSgqjhNKz4Azt7o0YI5p4ODp5u0Z0hasolv7amatJi92eKK04vdbHElXIB4/BH2f9Sk2ZlXNzgpyk5i3TRsjldXZnCpvk/TsywuTBn3szYadDy3Zwl17R50okBFvmNck5PyPLt2XxzaBuJ+BjFmQCAUnfFEfQG3B3dsATIV/P73v580SA4WCpAFzD4e3FhEksVApzNAfoZtXP5rorCaYwtVf0gi2WpErxMpz7Nzz6q8aYuuZxsjHwIQoyPMtAAZ8Ibp6g+Q4TBPKpguyExi3eJM3j7djKKoWM16rje7WFI89mLGoNfxpe3lvHGigVBUpjLfwZbl8edqSEzpSDJNiUPsC0bpcgZITTbFTWA6+vzodSLJg68lKyot3V6tABmyIz57vRtJVlldmTHl4LmmLg/BsExJTvK0aAdXGpx8NOhQFozI/PZ4PX/y5MqEOtM1ra5BipKA2ainuz/I9aZ+3vyoCYhRPBo7PHzjoSVYxsiMcLpD/OKdmEORqqoIQKcz1h0dSmiua3eza20Bf/TYMho7PZiNeioScACbKiRZQVZUTf+UbDWSbDUQlRWkQYrTukWZXBqkvQDoRRG3L8zhT1rYvb5wUje12cZdS7I4cq5N0yjt2VSc8HXrdAf59GYPFlPs/bb0+IhKSkKJ9rKicPBUM9ebB7CYdOxeV0BOmoUbLS4uN/ZjMer5yq4C7DYTdpsx7nx9cKFd0zxIisqBU03zUoDMBKcud9Lrjt3zFBU+vdGN2ahHGLZ4HpkTlSic7lBcA6vfG+bTmz2TTluTbUZCrlt0x+RJ8kaGwxuIjMpSck9zcl+QmcS3H15KTasLm1k/KX3UoNeR6TDT2uOjpcc7Ln31/g2FmIw6Ovr8ZKdZtSDfkpxkLtb1aful280kz8MUbQFzg9uSAzLbePnll1m5cuWsv+4CPn/wBiJ0DwRJt5tnHPwHoBPFWR396nUiX723krdONuILRlm7KJOHNxXPih3ubKEwMwm9TtC6XnqdQH5GrPho6PDg8oUpzk6eEq2rsdPDr9+vJSopiALs3VrGstJUBIRx37tBJ5KVGitUBEGgusHJjjX5457XRYUp/Kf/sAZJVkcttHoGAvz7oZv4QtKUOrPtfX5ePnyTYERGFODRLbcyIFLt5lE0l/QRBUaSxcCutdMTLQ/vnDpsRp7bUzXlTm+vK16zIckqbl8koQJkuBgVwBOIaAv0QEjC5QvR0evnUr2T7HQr21flsXVFLhdqemnt8dHa68MflECAcFSh3x3UGklRSSEUkbXjsJkNcxZCePpKF0fOtaKoMY3AI3eXsLI8ncYOD5fq+1BVlfvWF3L3ilwcHzVx9HwbqBCRZCRZ4GrTAC09Pr7z2PIphXbOFFtW5JJuN9M1EGt+VBZMPj1z+8K8erSOunY3wZBEmt2ETifS1R+grdeXEE3y1OUuLgwuAkNRmfO1vXz/6VUsLU3n4btL0InCuLqCobDTIUQkBUVVZ81xby4w8piNBh0m4y3nM4dt+k5f8hRCVc/d7KGlO5Za/9jdJfzmgzp8wSgZDjMPbkzcoCIjxUKKzYhrsOgQBRIOOHT7I1xr7MegF1lVkYFBL5KTZk1YO9TU5eHl92qQ5Fig4YYlWexaVzBKN6UTxTHvi6sqMghHZa419WM1G7hvfeEd9WxcwNQw7wWIwWBg1apVbNu2bcL9ampqOHjw4Dwd1QK+CGjt8fHyezWEozI6MWZRurTk9nTfquv7aOjwkGY3c/cwd536DjcfX+0mzR5z6ppu+NZcIiPFwjP3LuKjQVerrStzSXeY+eBCOycudQCxDvbX7luU8IP52IV2ooMPdEWF3xytxWzUIQgCO9fkjzlZGvKjH46RDyOnO4Q/FCUnLRaOJggCBv3oB9bR8+2a0FlSVN4+05xQAXLsQrsm5lXUmHB5qADJSbOyZ1MxR861oagqW1fkJpTfkQgGvOG4zqnbH+GTGz3cO8yBqc8VBGFip6nY+enUtq0mfZzr10RIt8cXegadSGqyifoOD25/GFWJTUEiURmvP8LhT1o4er6NLmcgdi6IiVBj9AkVQRCw24yxDq2ikpViYUX53H4/uwcCvPdpq1Yknq/tozTPzvLSWDbLgxuL0OsEDPrYpGDv1lI2Lc3m7Y+bud40oBUc3kCU1h7vvE8plxSnThrmOBxD4l5BiE19XL6I1igwJjD9ALRpwBD8IQl/SMJuNU7ooKeoKoVZSdxoHtBoeasr0ue8+Oh1BTl9pQsV2Lg0e8rBeSvLM7hU79QschcXpfLAhkLO1/ShEwXuqsqatug502GmsuBWxo/VpB8zQ+bD6o64rIs1lRl8/+lVBMMSVpM+IQbIEEwGHd94cAnHL7YTiSqsHrQAnwxuX5ifHbim3Ser652T2uiOxKnLXUiyiiQr9HtC7D/VxKV6J1/ZVZmQIQXAhqpsNlRNrjlcwJ2PeS9AlixZQlJSEi+88MKE+x06dGihAFnArOL9c21aN0tWVA6dbb0tBci5mz0cON2sbXf3B3hqZwVd/QFePVKr5XI0d3n548eX3xZ++WQoy7PHPTAUReVk9a2FbFRSOHO1O+ECZDglIBSRcfvCMYGxqnLkXBslufZRAme9TqB3IIisKCRZjOxYk8fxC+1caerHZtJTnJOsdeTT7Wa++dCScbnV0REC/4iUmBh8uAsQjE68X78ki/VLps6tngzqBJ1TRVV540QDVxr7gVjQ4ePbSsdcpJTnO9i7pTSmATGI7F5XMOFiKhiWaOjwYDLoWF2ZQVd/gIt1fZgNOh65u4Si7GSau7z09AdAAJ0ggBD7XAa8YWQ55rwTCkuYjDpNT2Ey6MhJtyIIAnqdgC8o4fFH+Mm+yzx7/+I5S1v2+qOM/CS9/qj2/2N9Ftlp1kHhsC/u5zMN3psPDHW9rSY9obCMNHj9rq3MID9BCmVxdpIWbgmx79ZkmgVZUXjlvVoaOj3IikqqxcD21fmsWTQ3urbWHh+9riApSUb2HW8gMEgBvN7Uzx/tXT6l6XdxTjLffGgJN1tiNKP1S7LQ60Tuv2vm1v+CIPDVXZVcaXQSisgsLkwZU89wo3lg1PZjW0qnfc2lJpumbF99pbFfKz4gZqPb0eef2vRn8Bbk8UeQ5VjTISIp7P+okZeeWpXQS6iqyo3mAbzBKGV59oSsvBdwZ2LeC5AVK1Zw6NChhPYd6yF7p+Pll1/m5z//Ob29vVRWVvKf//N/Zv369bf7sBbA6MWiJM+Nq9RkGC5gBLjRMoCixvQBQ8WHqqq4/RFOXelk++r8z4StoDCSbzSFxubmZTnsG0wbjxUU8Q9Wty8cV4C09/n58HIXaQ4zkaiMKMYoYUP84L5QiGvNA6QlmzCb9Dg9IU4ycsANAAAgAElEQVRd6Rp30bBmUQaNnR7t8NctSqxo2FCVTfOwoMJNCbiBzQbS7GaWlaRxtSlWZFhNetYtjvGva1tdWvEBMZHpirL0ce1HV1dmsDoBgwNfMMrPD1zTFrHLS9N4cnv5qITnP9q7jP/75lW6BwI43WFUVCwmPcGQhF4nElFixZ2qQkWeg3tWx1ykyvLsXG0a4N0zzRj1OgRRwBeSePfjZr750Mypu90DAbyBKPkZNu37lJdhI9liwBuMFR16nZBQJ3ZpcSory9I1R56tK3IpyJo/E4bpojzPTq8rqNn2luc5uO+uwikVeOsWZxGKyFxrGiDZauCBDUWTTjGuNvbT0OkBwGTU4Q1GSXeYpjT9SCSUDuDs9W7e+bgFuGWFPeQsFR50y0tNnprVdUFm0pyZbIiiMGkmkW3E/XC6jmueQITTV7qISgprFmVOKVdKpxt9rnRTtFbetjKP5i6v1nAa0q4Eh2nEwlGZKw1OVDXmnDXy2XfgVBPna2P3eYNe5A8eXDKr+VgLmD/M+6rmhRde4IEHHph0vwceeIAbN25Mut+mTZs4ceIEgUCA1atXYzZPTcQ5m3j77bf567/+a/7bf/tvrF27lldffZXnn3+egwcPkpeXuEXeAuYGG5Zm036iQVtkztdicSRGPkysplguxPCunNsXCwb76HIXN1tcfPuRpRM+dDqdfo5d6EBWFDZUZbOocH7dlEQxRpU6cq4NiHW0pyLIX1qShiPJRHuvD4Ne5J0zLUQHC0SLUTfq4T+UNKwTBe0B1TUoYJYVBacniCQp9HvDWCIyqckmItHxpxrLS9OxmQ00dXlJt5tYUZaY3mBJcSrf2lNFS7eXdLt5WhQcjz/Cb4/X09UfIC/dypPbyxMSVn5pexlVJamEwhIVBSmaADkUGf0+Q9HpiWSH43xNr1Z8QKwjunVlLtmp8YtXo17Htx+u4sPqTnoGAigqFOU6qGvpp6XHR78nhCzHjAO+vLOCwmEL99UVGXxwvj3OrSwQmvmxn7rSyXufxq7NZIuBHavzaOv1Y7MY+OruCj693ktUVrhrSVZC1r6CIPDEPWXsXl+AThSwfgamHwD3rY+Je9t7/eSkWdm+Om8UheZCTS/vfdqKoqhsWZHLtjHclbasyE34++32hTlxqQOnO4TFpNdoa5Fo7BzLisL5mj58gQiLClNGTWJCEYn/+9ZVGjs8mE16/uDBJVRNQDv7cJAGCrGmiDcQjbO2nW+75NnAgxuKcLpr6PeG0YkCaxZlEo7KUwqNDUdl/vXtGwz4Ypa2l+r7+MNHlo76/o6HNZWZVNc7NaOINRUZU174F2Yl8Z29y/ngfBvna3s1auOK8tj9NhKV+cXb17V8oTPXuvn2w1XaPT4YlrTiA2KT609v9JCfoPvbAu4szHsBkp2dTXZ2Ygu/xsZGSksnvrCcTif/+I//iKqq6HQ6li5dyrp167T/UlPnj5P7i1/8gieffJKnnnoKgP/yX/4LJ0+e5Ne//jU/+MEP5u04FjA2VpSlY7caaev1kZlimfdF+hB2ryugqz9AryuI2aDjiXvKAagsSGHbylxOXOwgFJFxJBnR60Vc/siEzii+YJR/P3RT0yI0dnp57uGqee0K9bmD6ESBbStzyUyxUJSVNGVrxPwMm3bM6XYzZ651IwixrtlIGlp+RlKcra5eJ7C0JJWugQCBkIQsq4g6AQEIhSXUJOOkXf7S3PF96SfCTLujb33USGtPjM7T3O3jwKlmntldOenviYLAsjEohOX5DpIsBnyDXX271TgrGSwjnXMgPt9hOKxmg5bcrteLpKbaaGkfYP/JJnrdQXLSrDy8uXjM0L4VZWmaM1dse2bi86ik8P5gYQwxDcOv3qvRrs+mTg/fergqrht/+moXJ6s7EQXYta5gXHefz5oDjygKEzos9QwEOHC6SZvoHb3QTl6GbdraJVlR+PfDNfS4gkiygtsXRlUUjEYdVxqd2G1GDp1t4UbzQCzI7nwbzz1URdmwv/f6B/VcH5wahyIy//TmFf7ue1sS0h4YDTqyU/XaZHl5SRpXGpwcOttCstXIQ5uKEl6A306k2c1870srePPDRqrr+zj8SSvnb/byrT1VCRsfdDr9WvEBMcOJmlZXwu/fZNDx3J4qWntiTaLp3vNSk018aXs5i4tSY40bh1mjqda3u+PCTZ2eEDWtLi07SBSFUcYeCyL0zy7uSF7HtWvX+Kd/+ifef/99rl69OuG++/fvx+v1cv78ec6dO8f58+d55ZVX+P/Ze+/gOO77/P/Zcr0feu+9sIAiKfYqkqJIVatbtmXJdmQ5ztejn38ez3hsJ5lMlGQyk5l8k5/txI5tyZIjq1GNTRKr2AB29F4POOB6v73d/f2xhyUOOAAH4FAo3WtGozkQuFvg9nY/78/7eT/P7373OxAEgcLCwoiCJDt7fo4zsxEMBtHY2DhltmXz5s24du3aorxmgrmTl66Zt197vNCqpPjeg1VweRkoZXSEI9OutdmozDfiV0ciz/uZ1Igmiyci1XhczrVUBYjJ4sH/fNIiusJUFxgXvGjMTdPMqC02aGR49r4ynL1pAs/z2FSTjvx0LWRSCifrBxAK8dAoaQTCydmPbS9a0pySuTA2aah3zDF9mngsqBUSvHCwQkx/XleWOq1W/GrbKG53WaCQ0dizLmdGbfzakhRcbRuFyysUNuW5eqQZYtdfa5RSPL6reMrXOZ7HmRtD6DG5YNTKsKcuGwaNHCM2LzKTVVGHcucCx/GYOJrjD4YiVjADYx44PUHRRrdn2Inj4ZybEMvh95+04LOGAVTmG7H3npy4JHq7vEFYnUJy+krakbc6A5hswmRx+uddgDg9DCxOPyiSRLJODo8vhECIg1Iuwa0uKxpazBhz+MFyPHgI1sa/P9aKn31jnfh3HhiNnLUJBFmYbb5pDTp2rs3GRxeEIoqmCDy5uwTZKWpcbTXj/XPdsLuDoCgCSVo5Xj/Rhr9+tHZZUtrnis0ZECR/4UJ5zOnHlZaRmF0Yo3Xp1HPs3NEUGbdA2aoC4xSjj2iSLmpCgSGTUNi+OhOnrgtdLrWcxubq9LgcT4KlZ1kKkKNHj+Ltt9+GyWRCTk4Ovve972HVqlXo7OzEP/3TP+HMmTNQKpV44YUXYno+jUaD7du3Y/v27QAAhmFw69YtsSg5fvw43nrrLRAEgaampkX5nWw2G1iWRVJS5MIrOTkZo6Oj0/zUVEhyetvRBF8uknQUeoaduNg4ApIgsHVVBjKSVMhKUaGqwIimsL5fSMtNnTbQLVmnAEUSETvUKXrFjAFw8eR6xxgYlhu/L6Kxx4oDG/MWfXg+P1OL/El6/U01GagpSsKvjzTC4QlCIqFQmW/EqpLkOTnFLCX5GVrc7LwjKyjI0C74vUvSK3Df+pmtOZu6rfjwQo/4eNjmxQ9mWIwZdXK89HAN2gfskNEUyvMNMWn4xxcV0+nFP786ILqn9ZldcPsYPLe/fNbnjRWaJlFXmoKr7cJ1WEqTkNCUeL5SJAm1UiL+za2ugPhvdlcADMvB4gzgYtMwbndboVLQKMzUhR2y5v4+dQ468MbJdgRDLGQ0haf2lsbsADRXOJ7H1dZROD1BFGfrxKKe53nUt47CNOZBZrJK3IHOSVNDLqEQCJswkASB/AWcj1q1VHw+miYhlZKgWAJkeJ7A5g6A43mxHmQ5Hm4fg9YJu965aRr0jtyxfJZLKCTPcH1bX5mGnDQ1Ru0+ZCarkayTg+U4fHZtUNgkIe68Dk2T8AZCc87fWSx4np/+OkWItced7wdifm8yk1XYsy4bnzUMggePijwj6spTV9R6ozzPgJJsHToGBVewvDQNqouSIj5nu9floDzPAJeXQU6qeoqkOcHdw5IXIG+99RZ+9rOfQafTIS8vD42NjfjGN76Bn//85/j5z38OkiTx4osv4vnnn4dePz+JjEQiQXFxMZxOJ+x2O2w2G27cuLEkC5DJrzHjBSUKRqNqxS6UEsQHjuNBkgSGLR786US7OAzf2m9HikGBUIhHXUUqNq3Kgj8QQkVB0oyLeYNBhaf2leO9051gWQ471mbj3tWL0+mbjNnqxYjdjwDDQSmnxbnzpCR13HZ2R6xevHa0GaM2H8pyDXhqX1lU6c44BoMKP/nmBrT0WCGXUqgsSFpRN9nJPPdAFV77uEmwNeaBIMtDoZLN+DvGg6GrgxE3dpeXAU9SMMwgyTAYgJzM+V2Xtdro3ZJBiy/iOPrNHhgMKjAhDqM2L9RK6YKL2W8ersaqtlE43AEUZGhx5GwXuoccoCgST+4tQ0banR3+quIUHL/SD5blEGKFjAq5jIbF4YPTwyDFoMDVtlHotHIc3lo052P5/MNmcDwPmiLB8jxOXR9CXdXCAkyn47VPmtHQMgIAOH97GN95qAbl+UZ8dL4bJy8LTnzXO8YQ4oEDmwpgMKjw/cdX49jFXrAcjx1rs1G1wG7mCw/X4E9HW+DxMyjO0aN70CkupAmChEJGweMXumokCeg1MigUUhgMQofj5SfWwOlj0NZng0xC4cWHapCVMXNHxmBQwR8IobXPhmF7APmZWhAEAZmUgi/Ajr849Bo5crMMMQUwLibdQw784eNmOD0BVBYk4esHKiCdNN+h0ylRXZiMlt6w8YRcgu3rcmf8vE7moZ2l2LuxAEyIg34OTmA8z6MvPDyem66N6ErEmx88sRYdA3ZwPI+SbH3UjYvxcyPB3c2SFyCvv/46Nm/ejH//93+HQqEAz/P4h3/4B/z0pz9Ffn4+fvOb38xLJjU4OIiGhgZRhtXZ2QmVSoXa2lps2bIFP/zhD7FqVWw2b/PBYDCAoiiMjY1FfN1isSA5OXYJgdXqWdGLpQTzp7nHivfOdiPAsKguTEJ2ikpM0OU4HmabDy5PEHIZhU++6MbD2wqxpiQFbJCBLcjA42dw4nI/bO4ASrJ12FyTIRarZVla/L9PrxELXpvNs+i/j8niwX9/2AxfgIHd5YfXR8GglWHH6iww/iBs/vml607m1+/chDkcmHe1dQQSEji4KV/8d47n4fIEoZDRETftonRBcuVweOf92h4fgyPnu2G2+ZCdosYDm/PnNPgZK70mJ6Q0CZsrgBOX+9Deb8MrT62J6bWcniACDIsknXxOrkJKKRXhBCejKXBMaNZzx2TxwOYMIDNFFVP6N0WR0GoVcDp9U5zoAEAtizwOo0aGvkEb/ufjFow6fCAJAoe3FGBt6dyciyZTkKoCUoWFy7N7S8ThZJmEividVRISj20vwvlbJjg9DCQ0AZ7nEGBYqBUS8Vg7em2wVc/+OWsfsKNjwAG9Wob1lalwe4MRv6/bG1iUz2uQYXGp0RTxtdMN/UjTyXDp1lDEMVy6bcLGCqELolfQeGLnncJqoceWppXh/zy+Srw2nbjSj7M3hY5XTaERwzYvWE4o9gwaGYwaGXKSlRGv+4NHasCEOFAUATKG65svEMJvPmgU5Y0VeQZU5RtwvWMMSoVgQZyTosITO4vgdi1M8ggI1++2fjtCLIeSHP2crhEcz+NX79wUi7DrbWZo5DT2RnHse3R7AW50aOEPsqjIM0ACft7vj80Wm7kDz/P438870Bh21ivI0OLr+6bmf9zusqBj0AGDWobNtRkLkrWlaIQNB6dz4e/NYpIohBbGkhcg3d3d+Ju/+RsoFHcSjL/zne/gj3/8I374wx/Oufj40Y9+hIaGBpjNZmRmZmLNmjV46qmnsHbtWpSVlS1ZN0EqlaKqqgrnz5/H3r17xa9/8cUX2L17d8zPw3H8tEmoCZaPYasXJosHaQblvMIBfYEQ3vq8U3R2utExBvC8ONsRCucjkCQhfm3Q7EHNhPTn14+3icPKXUNO8Bxwb1T969KcP5ebRhBgWJAkiWSdAsEQh6d2l6AkWy/mOywUnucxavdFzMCMWL3i83v8DF473oZhqxcSmsSj2wrjGgb3l1OdohxgzOEHAeBwHB1XOI4HDx5WVwBWZ0BcoA+NeXDicv+sCcenrw+Keuj8dA2e2Vsa841/XWkKhkbdaOy2Qi6j8eDmAlAkMeN7V99ixscXe8EDkNEknrmvLMLFaiZYlov63LvrsmFzBUQHske2FeLU1UGx6GR5Hh+c60ZlniGuWn1l2Fkn2jEVZ+lQnKWD1enHkfM9YoYJNeHzmaJXzHqeN/dY8dapTvET2TfiwrqyFBwLz5gAguVzvD4vE+F5HhRBiAPYAECH31+5lAbP3xlIVkjpRTmGKEeFnWuysKkqHRwv2DN3DDhgsnjgDYSQrJOjMt8ICUVOOR4CAMfy4CZc3y43j+CzhgFwPLC5Jl2ch6hvMWPUfme2qqnHhm8dKEdumgYOTxDFWTpxJmyhvzfH8Xj9RJtoM5yqV+D5+ysinLdmwhcIiYYR44zZfdMeV+2EjtRcjt0XCOH09SE4PAGUZuuxJsaCvmvIidtd1ojHNzvGIqyDr7eP4f3z3eLjwVFP1HmvBAkmsuQFSCAQgNEYOXg0/ng+nY+PP/4YCoUCzzzzDA4cOICamhpIpcvjTPKtb30LP/7xj1FdXY01a9bgz3/+M0wmE5588sllOZ4E8aGpxypmVJCEkIY8m2/7ZFw+Riw+xpFLaWyqTsfFxmFIaRLJekWEFCAz+U5rPcRyYvExTrfJOU0BsjRM9OQnSQJyKRX3wXeCIJCVoo743XMmDKefujaIYavQ4WBCHN4904UfP7M2bunKQ2ORu4tDlvjsVDMhDm+f7kT7gB1KGQ2dSgrThNeS0tSsw+gWh18sPgCgZ9iF+hYzNlbFdk6QJIGHthbiwS3RQwqjcbJhQFz+BUIcztwYwjN7SwEIO7m3uyziAi8jKbZzQSGj8fV9ZRFyVV8wcnc2xPFgQtySDAuP2Ly41jYGiiKwsTIN3zwgzKPYXAG8f64bVpcfBela7K6bffj3RqclYjugsduKB7cUwKiVw2TxICNJtWhufBRJYv+GPHx8URjI1qukoqXutlUZePPTDoRYDnq14Aa1lExcnBdn66bNqJkJk8WDo5f6xL/vqetDyE5RCwPzUfZgCIKY1s1sIfQMu8TiAwDMdh9ud1tQVxZblpBCRiPDqITJeqdTG69B74m8+Wk7+sLX0ZY+OwDEVIQwUUJZJwe3js8rjtPSZ4s5t2W+cDyPU9cG0TkodBf3b8i961zpvuqsKBcsch4n669+9Stx2Pytt94Cx3GoqqrC2rVrxf8mFzyLxf333w+bzYb/+I//gNlsRmlpKX79618jKys2l4oEK5MzN4ZEZxiOB05fH5pzAWLUyGBQyyJsEAsztSjN0WPnmiyQBAGT1YujF3vhC7KoLUqKeA2aIqFVSuH0CrImnudFt6s5JdHGkXur09HSZ4MjnA2xbVXmouQhPL6zGMcu98Hq9KMgQ4vtE3IJPJMyIgIhDkyIW7BM6syNIVxqGoHZ5gVNkZCHd8tjCWxjOQ4n6wfQOeiATi3DwXvzpkiVzt0yobVfWAS4/SFIKAKpBgXs7iBkEgpqpQR5s7yv/uBUCYUvSgbIbMylSzw5HHai8cGH53twLRwEefq6UJjMZSE18Thqi5LR2G0VP3cl2bolCeO0OPz43UfNor1zc48N3zlcCbmUhkEjE4uRWJFP2gWX0iRIkkBpjj5q4eHwBHGyvh8eH4OKfCPuKY9tETsddWUpKMrSwuVlkGpQQCah0DfiwjtnusCDB0kKNtexFovT0TnoQP+oG6l6BSqjWEMvBnZXYEqdYXMJ19eaoiRcbh4Rc2sKM7XISpn778jzPOzuICQ0Oe1MGx+l2pnsWjhs9cLtZZCVoop6Hj+9txQn6/vh9DIozdaJpgDxIhBkxeJjnPYBR0wFSH6GFil6BUbDHUmtUjqlyzx5EFwupRa1+ACAczdNOHtTkBgOWbywu4N48VDlor5mgviyLAXIs88+G/Wm9+STT0Z8nSAIXL9+fcbnmsn96p133oHD4UBubi7Wrl2Luro6PPbYY/H9ZSbxzDPP4JlnnlnU10iwtMRDxkdTJL6+rwyfXR2AP8CipihJXICM7+pmJavw7Qemv4A+vqsYb5/qhM3lRyDIomPQgc4hJ2oLk/DwtsIFH+Nc0amk+O7hKgyOeqBS0AtaxHAcjxDLTRm8BAQXsIe3FuLza4PoGnLivXPd2L8+B0q5BJX5BjT33kmWL8rULrj4aO2z4fNrgwAAhVwClycIo1aOggwtDmzIm/Xnz9404WKTMPg76vDjzU/b8b0HqyO+Z3yhNA7D8vj+IzU4d9MEuyuAoiwdNtfOPJicZlQizaAQffMlFInKGQLaJsLzPDoGHfAFWBRlaae16Z3M5poM8W9DkwTuDXdbggwrFh+A4DJ0tW103ju5xVk6fH1fGdr67NAopbinYv4LsguNw6hvMUMqoXDfPTkzHlPbgD0iBNHmDmBg1IPiedrQ7lybjX6zG1ZXADRF4IHN+dN25ziex2vHW8W5he5hF2QScs6bHZPRq2URBfDpG0MIhjgQBAGCIHDq+iDWTwplDbEcmnqsqG8ZhURCYk9d9rSf72vtozhyvkd8vH2VDzvWLP6mW2ayKjILiCSQkybIqtQKCV48VIW2fjtomkBFXmyObRNhOQ5//qwD7QMOEAB2rMnCtiihjPnpGuRNcOpK0soj7GXP3hjCZ+HPjFYpxTcPlE+xu1YrJHho6+JdwyUSEgopFbFBEauxg0xC4VsHynGjYwwsx6O2KGlKMbZzbRYGxzwYtfsgo8kluR9NVgQMWTwIsUvTJU0QH5a8AHn55ZcX7bklEonY9Ri38G1oaMBvfvMbvPfee3jvvfcWvQBJ8OVjW20G/nK6CxzPgyQwq+/6mMMHl5dBulEZsdtl0Mjw6Pa5u+aMk5Wswl8/VouLjcMRGvKbXRasr0yLWf7UO+zCjc4xyCQUttRmxLz4jIZCRs9LPjGR290WHDnfAybEoTxXj0e3F025iZy6Pohzt8Z3uzxwe4N4bn85qguSQBEE2gcc0Kqk2FyzcEna+OwBIHjQ68PvW6xWqYOjkTKtEZtvyo2xMFOLW10W8XGaQYEUvWJO5wdNkfjG/nJcbBqGzRlAVWFSTCneAPDe2W4hUwCARinBCwcrY1qQbFuViawUFazOAHJT1eLrkaQwHDyxIyKZZSEQZFh8dKEXveEwsgc3F0QcQ366FvnpC5OitPbZxEwPAPjzp+14dEcRnJ4g0gxKZE+aX1FG2Z2O9rVY0amk+KuHqmFx+qFWSGb8rLk8wSmZMN0m14ILkHFYjkPXkBM2p1/Yog8vyCeOHPaNuPDWqU5YHH54/AwMGhkIgsBrljZ8/+GaqKF39S2RNvP1reYlKUB0ahme3VeGMzeGwHPAxuq0iFA9pZyeNXx0Jq63j6F9QJj/4gF8fm0Q5XkGpOoj3dwoksSz95Wipc8GjuNRmqMXHewCDCsW7ADg9AZx/pYJD2zKh8XhR+eQA6rwRspizquSBIHHdhTjL6c64AuyyEvTYPvqqcVU55ADI1Yhf2fiZ08ho2eUdmqVUnzvcBUcniBUcjrqRlK8SdHJxfk8QFAZJIqPu4svVQECACaTCQ0NDaivr0dDQwM6OzvBcRykUilqa2sX9bUTfDmpyDfiOzo5RqxepBqUM8pwLjePiLpkjVKCb+4vj7vHPBvFpCCau1A0Bsxu/OFYq7hQ7Bx04DuHq5btwu31h/D+uW6EWOF4WvrsuNQ0gs01kbv/fSORu129Ex5X5BtREUfZR26qJiJtVy6hkDqHwL00gyLixpislU/5+64uTgbLcmjutUGtkGDPupxpd2gDQRb1rWYEQxxqCo1I1t05FqmEhGnMi/ZBB251W7GxMk1MIJ8Oi8MvFh+AYL9b32rGrrWxzeAVZepQNGntQlMk9q3PEc99rVKKLbN0cE7U9+NmlwVMiIPZ7oM/wMZdQmGyRDqg2T1B/P5oKyQ0CQLAoc35EXMBNUVJaO2zo7lP6KptqcmYl+nERGiKjCltWimXTNmlNs7BKnUmWI7D6yfa0W1ywh8MweMLwagViost4c8az/N46/MOuP0hBEMsAkEWLi8DrUoKbyCEUbtPDHHlOCE8cnDUA7PdG1HQSOmZF59OTxAnG/rh9oVQkWdYkMwsO0WNp/eUzvvnZ8LrjyJxjPI1QHiPqwum2hVz3FSBFsvxMFk8+P0nLWL3ZtVAUlw7IGa7D2+f6oTV6UduugaPhTdQXnlqzbQS1UtNIzh6uQ8Aon42ZoMkiRmDTGfDFwhBJqVi7lTtXJsFp5cRZkA0Mjy8NX7mIAmWhhU1AzIf2tvbxWKjoaEBw8PD4HkeWq0Wa9aswaFDh1BXV7esw+kJ7n7SDMpZFxEhlsOxy/3iDcflZXDmxlDcW+s1hUm42DQiOqfkpqoj9M0Whx8OTxAZScopeuOWPlvELvWow49Ru2/BGvD54vEzYvExzvicy0SSdfKIMLJk3cKLuvoWM5p6rFCFCwBdePc9L12Dh7YW4EqLGTRFYvfa7DllmuxYkwWvP4SO8HDkg9O4ZtWVpc46qBpiOfz+WIu4kL7UNIIXH6hEUvj3v9lpQfuEYudi0wiqC5Nm7IZF06zHg/UVaSjM1Ebt/kVj2OqFyxuEO5ys7vIE4fYxcU0Gz0iK/Mz6/CEx/4CHoCOfuMgiCQKP7yqGzRUARRHQLuFQq4Qm8bWdxXjvbDc8fgYVeYa4mUx0DjrRHR6UlktpUCSJ6gIj1pamip29EMvBHV5gjxfM4xsbNBW5uDxR3y/KDIMMCybEQaWQgKYI7Fs/1T52HI7n8dqJNnGeoDtsP71qAWn3/WY3LjePCMVUbcaUDsV8KcvV4+xNk2gekqSVTzmfZsPmCoDneVgcfsFsQi1DXVkK6ltHI6R+Nzot2LMuJ27n/tunOsVObteQEyeu9OPwlgKQBDGtRPVS+P0EhM/GpaaReQ/t8zyP6+1jMNt9yEpRRS3OxnH7GLxxsh1DFg+UMhpP7C/qPmEAACAASURBVCqOaa5RQlN4bMf8FQUJlp9lK0Bu3LiB1157DdeuXcPY2BgIgkBycjLq6urwzDPPoKamJqbnOXToEAAgLS0NdXV14n9LacGbIAFwZzB8IpMX1/FAq5LixQcq0dRrhYSisKo4SRz4a2gVbFI5XtAVf2N/WcSO+eQbHEksTGIyVzx+YcdKJqFQkqOHQSNDsk4uSk8IACVZU4dz967LgdvHoMfkhFErxyML1Bjf7BzDRxd7xcfDVi/+6sFqMYOntih53tIXmiLjZtVrsngjdvEDDIumHiu2rsoEx/O40myG2eYDRRLQqaWgKTLqcPpEknUKVBcYcTvs669RSFC3wIyNic898XybiSSNXCw+AGHW6lLTCHbXxS9EsyzXgH335KC+dRRSmoRGIYHLF/ma0VjITu5CKMjQRmRmxIvJ5gESmkRxlj5CViihKeSkCo5zCplgyyuTUtAoJTiwIS9CHtc5dMf1SSqhoFNJ8cSuEhg0shmlfG4vIxYf43SbnFMKEK8/BJs7AKNGNmMhO2r34Y/HWsUioXPQgb96qFq8zpltXgxbfUg3KpA6h8A+AEg1KPHN8OwDTZO4typ9TtIiXyCE10+0wRXOfXF6g9ixNgvZKWrc6rRM+f54hvtZnZFSvrFJj6Mx+fUnDpH7gyHQFBlzp/xkwwC+uD0sPnZ7mWklXJ81DIjugt5ACG+f7sL/eXzxMtsSrByWpQD5/e9/j1dffRU0TaO6uhqrVgkXXJPJhI8//hhHjhzBT37yEzz33HOzPtc//uM/Yt26dfOy8E2QIJ5IaApripPFYVyKJFBXFn/bR0AoQjZWRl7QOZ7H0ct9oqbb7WNw+vpQxFzBuvJUdA450THoAEkA+9bnQhdDmFw8cHqD+O8Pm8UOR0WeAV/bUYTn9pXh1PUh+AIh1BQYo86UyKQUntxdErdj6ZqwgAKEjA+XjxG7ICsFmWTqDX98EXT+lgn9o25wHA+W5WB1BlCRpxfzDWbikW2FqClMgj8YQmGmLq5dh1jZVJOOMzeHEGA40BQBvVo2xd4zHmysShcXP619NvzlVCdCnJBwvmPNVB38SiBa8eHxMyBARJ3DmI3CTB0yk1TiQi9FJ0dFFMOCp3aX4NOGATg8QZRk67C+QhhOtzr9+O1HzbA4/SjM1EKjlEQUEsk6hSjPmgmlnJ4qM5skUe0dduGNT9sRYFgopBSe3lMKiiJw9qYJLMtjQ2WaWDh1m5xgWA4cL+QoefwMBsxulOcZ0NhjxTvi7B6BR7cXztmhKzNZNW8JntUVwJjDD4/vzobA2Rsm7F6bjY1V6Wjus8EVLsC31WbE1eUtL10TUSTmx/De7FmXjb+c7kSI5SGhSeyuywbH8Xj7dCeaem2gSAIHNuTGZC98syMykPlGp2XaAmTcRXEcty8ovmcJvtwseQHS3NyMV199FQcOHMDPfvYz6PWRu502mw1///d/j1dffRX33HMPKioqZny+hx56aDEPN0GCOXFocz7yM4Swq6JM3YL14wDg9TO40WkBeB41RcnTLhajhViGJs2G0BSJZ/aWwukNQkqT4rDkUnCtbTRCXtXca0PnkBMEBK39xF1nrz+Ei03DCDIcVhUnxV0iljRp0SOXUEvaCYqVVIMS91am4UJYHpGTqhYTwU0WwSI4WS+H1x8CQQgLyFhcwAiCWLT8iVhJ0StQV5YqzstIaBKriqeXasSDslwDvnu4CsM2YZ4rXnKdxebDL3rQ0CYMe2+qSo+akj0TEprENw+UoalHkGBW5hmjBuUpZDQe2JQ/5etvneoU83Zud1tRW2hEulGJYasXyVo5Dm+Z+jPRoClBZvbu2S54fCGU5+qxaZLM7OjlPgQYoUDxBVl88EUPXN6gWLR0DTnwwgOVSDMqoVNJEQiyotSJokihjQrg9LVBsSPN8TxOXR9aMotgADCopeC5yOsvx/NweoJI1ivwvcPVGBh1Q6WQxD0/6dHtRThxpR8Wpx956RrsmMU4BRA+Gy89VAOLw48UvRw6tQxXWsxoCrsMshyPjy/2ojhLN+umlVxGi3I+AFDMEMpYmqOPyFEpytIlio+vCEt+x33jjTdQXl6Of/mXf4m6y2MwGPDP//zP6O7uxhtvvIG//du/XepDTJBg3hAEETfXGkBo4//Xh80YGHXD5Q2CotpxaFN+1EFjmiKxtlTQFwOCnn263aql1LaPM/nzHmBY/OlEG3gIGvOv7ShGaY4eTIjD/xxtEXdYr7aN4tsHK2J2eIqFe6vTYbb70Nxrg1JO46EthREhkCuJ+9bnYm1ZCpgQh1SDQpRGZBiVaO61CRkxKikMalncDQ8WE4Ig8MSuYtzoGIPXH0JZFIeh6WBCHC42DsPtY1CWa4jZoQwAkvUKJMeh8HD7GFAksej5JK19NrH4AIAvGodRmqOPqeMwEQlNzXvWwmyLlE05PAy+e7hqXranBRla/Ojx1dPKzAKTsmwc7kDEvESI49Ez7EKaUSnmUfA8D4TlpLe7rCjPNUyddJoczrHIKOUS7FibjY8v9ILjeSjlNJK0cmjCXValnF60TQCFjJ6XDNSgkUVsBDkndSc4XjjvZypAAgyLqnwjTl0fBEEQUMtp3DeDMcaGyjRQJIEukxMGjSwi5ynBl5slL0CuXr2Kp556akZ9K0mSePTRR/HGG28s4ZElSLDyaB9wwGz3iTeCUIjDqWuDKMzUoiR76s3r/o15yE3TwO4OoDBTF/edtYWwtjQFV9tGxZY7RRDiIiHE8jh+pR+lOXqMWL0R8g6G5dDcZ4trAUJTJB7dXjSj1t4fDOGjC70YHPUgPUmJB+7Nn5f8JR5Em6vYXJMBt59Be78DGqUEhzbl33VzbzRFxpwYPZE3P2sXZXT1rWY8uLkQrQM2ONxBFGXpsH115qLtonI8j/cn2BhvX5W5qLazk8M2AYgGFEtFVooqIndh3PRiIe55052rq0uSI6xra4uTUd9ijigoZBIK3SYnjBoZlHIaUolSaHwQBDx+4W+ztTYD75/rBscLs25bl2hhGwiyOHfLBI+PQVmuHo9sL8StTguUchr3b8ybd07RcsiSSnP0+OK2SZT1GjUypMxQvPsCIfz2o2aMOf3geaAgXYMndhfP2mlfV54a9/DFBCufJb+bmkwmFBXN7lxQVFQEk8m0BEeUIMHKRUIRUyx2CWJqkN2dfyNQU7i4Mpb5olZI8J1DVegackAqofDZ1QExRA+4IxebuKPM8zx4Pv6D8oEgi8YeK3geqC6ILkf56EKvOKhtcwfAcXxc51AWCkkSOLAhDwc2LPeRLC1uHxMxw8PxwF9OdwjyGwCDYx5IKHJWG+D50tRjjbAxPn1jCKU5+rjILaNRkKGFXELBH5YlqeT0nLsfC+XxncX4+GIvrE4/8tO12LmIBde2VZkwamUwWYQ8iqp8I5J1cpyo7wfPA6XZOhy91ItAiIOEJpGZpEL/6J3iqCoss6otSkayToERqxfpScolcfrjeR6vn2wTi7XrHWN4cndJhMU1E2IRYvmYO2fDVi/e+rwDNlcAuWkaPL6zeMk2QnJS1Xh6bymutwu5UdtWZc44iH+tfVQceCdJAj0jLlicAWQlrzx5a4LlZ8nPCq/XC6Vy9p1MhUIBr9c76/clSLCU+IMhnLlhgssbRHmeQbzZTUfvsAt9ZheSdYqoQ5+zUZZrQGmOHpebzeB5HjIpBaVcsuQLkHihlNOoDhdIHj8TkaC8IZzGnKSTY+eaLBy91AubS5hVaey2YlVRctRCYa4EGBb//XGz2GW51DyCbx+smLIzOTlDYvLjBMuDTEKCJgmEwtuyXj8DhycIGU1Bo5JCQpPoG3EBWJwCJFr3YXzXfTEwaGT41v3luNxsBkEAGyvTl9w0QK2Q4PGdxUv2etUFSRHWresr0nBPeSp4AP/9YZMoyWJCHHzBEPbUZcPqCqAgXSNeX4CFDZHPB5eXiegU8RBm3calVhcbh3Givh8cL9ipP7S1YNauxtunO2ENbzj1jrhwor5/WmvvxUDI/YktbDaayo2PkluVIAGwDAXIZDvABAnuJv50ol3cbbvdbQV2YNoi5Ha3Be+c7hKlA/ORapAkgW8cKEdtURKutY9BKaexsTI9pmCzlc6akhTo1TIMjXmQZlBGuF9tqk7HmRtDoCkSFEWiz+zGmZtD2LtubsO30WgfsEdIvEbtPrT32yMWLoCQIWGZYF+ZkaTEmRtDOHfLBJIgsKcue8XIBgbMbrQN2KFWSFBXlhJhofllQ0JTOLgpHx9+0QNvIASvPwSSIBBgWDBOP1LiNOMxHcVZOnxODyIYXgRrldKYnMcWQqpBGXU4fKm42jaKi00jkFAEdtflzGnmJl4QBAECmOKUxrL8lODScaxOPz662AuXJ4iSHD1212UvqoxJJqVAU0SE/boq3K0Yc/hw/MqdnKhbXRYUZmhnTWu3T+p221yzW+rOxojNi+NX+uEPsFhdkrygMMiJ1BYl4XKzWTQbKczUIjNlbgVgkGGXJEk9wfKzLH2xZ599dlatcqJQSbDScPuYiFY/IAyITleAXGmO1C1fbh6Zl1Z8fJh8Plr5AMPi3TNd6ArrpR/ZXrQkzj8hlsPFxhHY3QEUZWqnTSovyNCiIGPqYsYfZMFyvCirAQBXlIDCiYzZfTjZMIAgI9xUpzMDoKJce8goHvz3b8wDx/FCgWRUorbQiLdOd4n//vHFXmSnqpEex9mU+dBtcuK1422i40+PyYXHdy3dbvVysLo4GaXZOnx+bRD1LWYwLA+7OwCW5ZGTqsbORbTXTdYp8M0D5ahvHQVNEri3On3RB9GXk55hJz74okd8/OZn7fj+wzXLZlm9rjwVn1zqEx9Pt3jmeR5/OtkubiKMOoahlNHTFivxQCah8ODmArx/vhshlkd2ikqUArq8zJTB+NmuaQCQn6EVneIARL1ezoUAw+K1421iJ2/I4oFaTk97jZ6OvhEXmBCH3DQ1JLRQMGiUUrx4qBKtfXZIJSQq8w0xF3wOdwBvfNqOEZsPBrUMT+4puWtc6hLMjyW/ar788stL/ZIJEgAQbkj+IAu5lJrXsK5cSkFKk+LOJwBoFNPfhCcPaPK8oOdN1SuiLngXg08bBtDabwcAjNh8eOvzDnz/4dhCPhfCu2e6RPvGhrZRPLSFm5MDj1ohQXaKCgOjHvFrMznGBBgWfzjeKvrqdw+7oJRJomaKlOTokZemEZPV89I0UZ9bIaPxtQmyk8vNIxH/zgOwOf3LXoBcbx+LCMBs7rPB6w8t28B8POkbccFk8SLdqJwiO1TKJSjM0KK+dRQSmkCKXgGaJPC1HUXigmixyEhS4dCmlWPwsJgMTvgMAkIHYtTmW7YCZH1FGowaOYYsHqQbldNeF/xBNqKDCQBDY56o3xtPqguTUJKjRyDIQq2UiAvwjCTBNnjchIMmiajXp8k8tr0IJxv6YXUGkJ+uweYFzjbZXIEpMsJ+szumAuTC7WFcbBqB2SbIUeUyGmkGoSAfHzQf78LOlU8u9YkzgTZ3AO+f7caLhyrn/DwJ7h4SBUiCrwQWhx9/OtkGqysAg1qGp/eUzFmmQVMkHtlWiHfOdCEY4pCTqsa2GZxVdtVlw3S8Fb4gC7eXgZ8K4VdHGpGXpsYze8uWxPZ1PGF8HKvTH9VNhecFF6prbaOQSikc3JgnWlzOFZbj0NJni/ja7W7rnC1An95TijM3huDyMijP1UdowidjcfjF4mOc7mFn1Bs8TZH4+r5SdJuEAqQgQxOTZCkvTQOKJMCGNc0ymlxSffl0TJ6LIQkCEnr+BW5jjxVWhx+5aZplnTW63j6GI+e7xV3jB+7Nm9IFrMg3YlutF1dazJDQFPavz1myYM2vCulJkQU2TRFI0i2v3XNxtm7WxbtcSkUs+AHE1UlvJmQSaspMmVxK4xv7y3HulglMiENdaUpMg/EyKYWD9+bH7dh0KilkNBlhbZximP1e2DHgwPH6fjAhIXeFIIAUmsSIzYdr7WO4d5qgwZngeR6Xm80YGvOgc0KXBwAcnuhGKwm+PCx5AdLW1obS0tKlftkEX3E++KIH1nBY1cCoG//fkUY8s7d0zu3sslwD/p+n1iDAsFDJZx4EzUpW4aWHa9DaZ8f757pEOVHviBtX20bFoevFJDdNje4JIU85qeqoLfEbHRZcDIfdBUIc3j7dhb9+rHZew64USUImiUw7Vs1jN14ho6PmnURDq5JO0V5PDhucfIzFWbENVo6TZlTiyd0luNA4DJIgsG1V5opY7G6pzUDnoANWVwAkAezfkDvvDsCnDQM4d0twHyQJ4JFtRagqmLozerNzDGMOIeQs1gHVufJF43CEZOWL28NRZYg712Zj5wSXoQTxpShTh/3rc3GpaQQURWDvupyIrIiVCkEQeHpPCY6c74HLy6AkW4fNNcIi2eLwo6HVDIIksKEiDdol6uYYNDIcmuMsj9XpR32LGQRBYH1F6oKvOQoZjcd3leCjCz3wB1msKk7G6hg2h8x2oesx3mzlecE+naKmBt7GyufXBnH2pnC9GbeaH38v5np9TnD3seQFyCOPPIIXXngBL730EqTS5WnhJvjqMa61tbuD8AdC8PhDeO14Kx7fWTznnX6aImP2v1crJEgzKCJmGQCISb+LzbZVmeA4Ht0mJwwaOfatjz7EPVmqwLAcHJ7gvN12HtpaiLdPdyIY4pCsk0fYUC4GaoUEj20vwodf9MDPsFhdnIw1swx3zofiLN2KuzFqlVJ878EqmG0+qBQS6BewQLkyQWbG8cCVFvOUAuTElX580TgMADh704SHtxbEHL559uYQmnttUMkl2L8+d8addGqSTHHy4wRLx4bKtHltmDi9QXQPOaGSR5dDLjapBiVeeCBSxuNwB/DfHzWJGySN3VZ893DViprjYTkO528No2/EhZY+m7ihcKvbgu8erpp182s2CjO1+MGjtXP6maxkNQgAEpqEVEKBCXGgaRJqOY3aeVq/N/fe6ZRrlBJwHI/SbD1SDQpsX50IJPyys+SfuJdeegm/+tWvcOzYMfzd3/0d1q1bt9SHkOArRr/ZDYcniFG7F0GGA0kQkEspcDxwo9Myb6lRrKQnKZFuVGLYKuwgyWgSlfOw5J2Jq22juNVlgUJGY09dtpiITRJETIv/vDSNuPMNAGo5jSTt/BeypTl6/Ojx1fD4GejU0hklTpN3vuZLWa5h0d/L2Rhz+HDiygBYjsPq4uQpzloAYLJ40DHggFopwari5Li48khoCllxcGKiJ0kzoskEG1rNkx6PxlSAXGkx47OrdwLmXj/RhpcfqZl2HmrX2iz87+cdCLE8aJLA7rpEl+NuwuLw47cfN8MbEIIU15Yk49Dmme1jfYEQ6lvMCLHCzJhxhi7mfGkfcER0Zx2eIHqHXSiP8zV5IXx8sQ9X20YFi2m3sBGkUUnh8jLoGXbNav++GOSla/DQ1gJcbBpBVrIKuWlq6NVyVOQZYr52cxwf8XlXKySiTJggCOSkqvHUnpWTtZRgcVmWAuTgwYP45S9/ieeeew6PPfYYfvzjH0OtXlwbwwRfTVzeIF4/0YYQy0EuoREIBqGQ09AqhQumPA65ErPBcTwe3FyA1n4bQiyPmqKkuNqENvdYI1xqTGMevPRwzZxmTIqzdXhwcwGutY9CJqGwfU3mvBN7x5FJqVlzOz78ogcNbaMAgDUlyTg8ywJlJdPSa8P/ffcWmHBAWvuAAzIpFZFY3zfiwh+PtYoZFl1DTjy6ffZg1qVi/4ZcvHe2GyzHQyGlsGvtVNc2qYSKKFJitczsDw/9j2NzB+DyMdMOM5dk6/FXD1Zj1O5Dsk6x7HMHCQTNflOPDXZ3AIWZ2hlnGK60mMXiAwCuto9h++qsaRerQYbF7z5uxmh4QXqlxYwXD1XFXe6liCIHXUndD0C4pjMhDuN7E36Gxfg0VrxDWedCbdH07oIzwYQ4vH26E+0DdihlNB7ZXoSCDC3u35iH10+0weEJQqOU4NDm/PgfdIIVy7KcyXl5efjtb3+LI0eO4NVXX8Xnn3+Op59+GjQdeTgEQeCFF15YjkNM8CVhxOZDgGFBEAQ0KilomhQsngnAqJFh++rFS/QFBIvU//2sA36GhVEjw7P3lcX9htozHLmws3uCsLsDSJljkbO6JBlVBQb87+ed+K8Pm6GQUnhkW9GiSCcGRt3486ft6DI5oZDS0KikuNY+hoo8Q8SC/W6B53n85VSHmFHAhDi4vEF0DjpgcwXQb3Yj1aDAmN0vFh+AMJx/YEPeinGsqi5IQlayGnZ3AKkGRVSpx/0b8/D2mU6EWB4qOR1zZyJ10qCrSk7POhtk1MqhUkhwtXUUwW4W1QVJiUJkGfnkUh+utAgdMOoaMa85uunoH3WLxQcA+IIsWvts2DiP4eaZqAgHyDb2WAEA68tTV1Sw6+0uCwZGPQgyLEiSiNjEqStNidvfeyk5d3NIdGN0+0N46/MO/OiJ1UjRK/DXj9bC7WeglkuWzB0ywcpgWe96Bw8eRFtbG/7rv/4L//Zv/zbl3xMFSIKFkqSVRzgXKWQ0Dm/KR3qSEsk6xaI7Ub1/rhv+8LyH1RXAifr+uCcKT5YpSGly3rMb526aRM95X5DFX0514JWn1sQ88xILAYbFG2F/fpbl4fYxoCgSSjkNrz80+xOsQEIsB4blQRB3hjQ5jsew1YtLzWHJUrcgbZsISQAUFf2m2zXkhD8YQkGGdkl3aA0a2YxFcnmeAT94tFaUhpAkAZ7nZ7W23lSdgTG7X5gBUUhweHP+rOdViOXwh6OtGLII9qkXG0fw4qHKRZHmLCa9wy64fEHkpWmgUd6ds48hlkN9yx35HcvxuNJinnZBvL4iFbe7LfCEP9N1pSkzSnWidVxn66DOB5Ig8NiOIux2ZYMksCKMJMbheB4ffNEDrUoKm0u4PqrkErx4qBIGjWxB813Lic0d6WjlC7LwB1moFSRIkhAVCQm+WixbAXLz5k387Gc/Q3d3N15++WV897vfhUSysMGqBAkmY9DI8PC2Qhy/3I8Qy2FDZRrWlM7do3y+ePyR1rDeSY/nw4DZjeY+G1RyGusr0nBPRSpGbF5hBkRK4/DmgnkvWCdaVgKCI5Y3EIrbDSLIsBga88AbCEEqoUCSBDiOBxNioZTJ78rdPUCYwSjJ1iHIsLB7guB5HuV5BvgnaM15nofDHQBNU0LIIklgz7qcqAuvI+e6ca1jDIBgm/ntgxUrauGqVUrRMeDA/3zSAo7nkZemwdN7SmaUY5EkgQc25c8p0dtk8YrFByBIUW53W2e0v15pTBzaV8poPH9/xV3ZxSEJAuSEzRxgatbRRIxaOb57uArdJhdUchpFs5g3ZKeosa4sBfWtgiSzMEOLmnkON8fCSnTyEq6FgoQzRa8AzwPlufq79ro4TmGGDre6rOLjNINiXs6ICb5cLPkZ4PF48K//+q948803UVtbi3fffRdFRStHA53gy0dVvnFZhvbGX/tGp0V8XLnA4+gbceH3R1vF4LnOQSeeva8UhzcXxGV+ojhLF3G86UblvLspk2nuteHdM10IhFg43UFoVVIk6eTw+kOozDfgoS2FS2aHuRg8vrMYZ5NMcHiCKMrUYlVxMl4/3iaGazncQYRYDsZwV+7pPSUojiI3szj8YvEBCEVhfYt5ya1m2/rt6DE5YdTKsbYsJWJY3utn8NGFXvE87B1x4WLTSNwLA6lk6gJXugT5OfHCFwiJxQcAeAMhXGgcnlMRNhshlsPl5hG4vQzKcg2LJiciSQL33ZODo5f6wEPo5m2bJRRPo5Sitij2IuLgvfnYUJGGEMcj1aCIi0HD3QRNkaguNOJWlxUEQYAkgNUlsW+YOT1BnL4+CF+QRW1h0ooZrF9dkowQK+RDqRUS7FmXM68w4ARfLpa8ADlw4AA8Hg9++tOf4umnn06chAm+1BzeXIAUvQJWpx956do53YyjcbPTEpF63WVywukJxk1GUF2YhBDHo6VXuFHsWJMVl0UAy3F472wXGFZwIVMpJKBIAqlaBWqKku6qHe3pkEqoKfMQBzbm4vUTbTDbhVkko1YuSJYAdA45oxYgPM9P+Ro39UuLyvWOMbx/rlt8PGz1RiyafQE24jwEAI9v4d29yaQZlNhQkYZLYXvg7GQV1i5hB3OhRHkrEe+38s+fdYiyyUvNI3h6T+ms3Qbh2Hh0DjkRYFgUziLz43geN9rH4A+yeHR7IWRSGplJSiinsYMNMCwokpiXdDOeBh13Iw9tKUR2ihoOdxBFWToUZsbW/QixHP5wrFW0VG/pteGZ+0oXLadnrqwrT8W68qk5PrHi9jFgQhz0amli3fglYckLkKqqKvziF79AWtrMnuKhUAinTp3Cnj17lujIEiSIPyRJYHPNzLuEc2Fq6nXsLkSxsjrGYKq5EGQ4BCfZu1bkG/C1HfGdh1lpGLVyfP+RGgxbvPjNB03AhPvmdDfRJJ1gbTnuka+W00u+6L45oQMDADc6xyIKEINGhswkJYYsgrU0SWDRdlv3b8jF2rIUMAyLNKMyrvNIiwXH8zh+uR+3uy0IhThwPA+phIJcQmFDxfwXYZPx+Bmx+BBeV9ikiKUAefdsN251Cd1OvUqKbz9QOW23853TXeLQNk0SePa+sqjFB8fzOHKuGzc6LSAJ4L57cpckcHW+MCEW528Ph7tH+mU1wGgfsOP45X4wLIf1FanYe0/0zKbpsDj9EXlOPIT08pVSgCyEMzeGcOraIHgAJdk6PLGreEZr9wR3B0tegPznf/7njP/e0NCAI0eO4OjRo3C5XGhqalqiI0uQYOWzuVpIvR6x+UASwL71uSvOQjIaChmNwgwtuiakslfmLY8sbqkhCQKZySqsK7+jb9coJFg/zUKUCA/Jtvba4A+yKMrWLfmQplwaeU7JJxW5ZHgRev6WCd5ACNUFSYuqU0+9y3bFG1pHxa4NTZPgOR771+eioc/blAAAIABJREFUNEcf19kDKU1GmGwAgFw2+4aE2e7DrS4LeJ6H28vA6vTjteOtkEkoDFk8SDMo8diOIujVMnj9jFh8AECI43GtfTSq1Otmp0WUcHI8cOxyH4qytEjWrcz3781PO8RrUkPbKJ7YWbwssiWHJyhm3gDAifoBJOsUKM2JvSBSySWgSSLCZe9ulrSOM2r34fNrd/KD2gccuN4+hrqy+BXyCZaHFbFy6erqwpEjR/DBBx9gaGgISqUSxcXFuHnz5nIfWoIE88bi8KPf7IZBI4ubLlspp/HCA5UYc/ihkNHTZiisRJ7YVYzzt4fh8gRRkqNHxQrRJy8VB+/NR2W+Ed5ACPnpmhnTjEmCQMU85oVCLIfbXVYEQyzKcg3QqaTgeD5CRtc+YEdjtxVKGY2tqzKjFrC767IxZPHA4QlCQpFRZxYUMhp71s1tl/argtnmjXhMkASKsrTTFh8hlkOPyQWCBAoytDHLHiU0hYMb8/BheB4nRa/A1trZ5YzjMj+HOwhfOKvjZqcFSjkNjVKKwTEP3j/XjW/sLwdFkSCJSBngdO6BrkkmFjwE6cxKLEC8fiZiQwQAmnqty1KAWBx+sfgYZ8TqnVMBolZIcHhLAT443wOG5VCRZ5h2k+NuIpoz4t3qlpggkmUrQCwWCz788EMcOXIETU1NoGkaW7duxSuvvIJdu3bh7Nmz+MEPfrBch5cgwYLoG3HhteNtYFhBdrRrbVZMC4NYoCkS6UZlXJ5rJjiex7FLfbgdXqwe2pyP3LT5F1JSCYWdaxY3d2Wls5hdAo7n8cbJdnFRdeJKPxQyGm4fg5xUNR7fVYxhqxdvnGwX5xB6hl144YHKKf77STo5XnqoGlZXAFqlZFqtf4JIGlrN6Bl2CYt6nsd4kpxWKYVOFb34YEIc/nC0BQNjgttXcaYOT+0tiVqEjNp9sLkCyEhSiq5oa0pTUJKjh8fPIEkrj0milqpXoCLPIO4skyQBggACQRaa8KVlXM4jk1DYuy4Hx6/0gwdgUMuwZZprWXG2DqdvDIkdGa1SijRDfK5VrX02nLkxBJ4HttZmzKtAn4hUQoGmiIiFv1K2POd5il4OGU1GBHxmpcw9nLmmMAlV+UYwLLfgIFlAKIytrgCUMjpuZiRzJSNJiSStXDwfJRSJ0ty7LysqwVSWvAA5cuQIjhw5gosXL4JlWaxbtw6//OUvsX//fmi1d7fVXIKvLtfbx3ClxQwJTWJPXTbO3xoWiw9A0LBuqcm4q4bnrjSbcTns++8NhPDmp+34m6+tivvMSYL4MGL1RuzomixeKGQU1Eop+sxufPRFD4IhDiGWAxVepJqsXtjdgai5GlIJtSSF7peFi43DOHalX3ys18ggl9JQymjs25A7bdegqccqFh8A0DHkQNegc0oA6LW2UXx4oQccDyikFJ69rwyZyUISuVohmdMCcVzm12tywuIMQCal4PIGwU1oc+RN2GzYWJWOkmw93D4G6UnKaRe3GUkqPHtfKRpaRyGhSWytjd5hG8cXCMHpCcKolUFCT39dGbX78NapTrGw+cvpLryolS/o/KQpEg9uKcD757oRYnlkGJVxNcNo7bOhqUcw89hSmzHj30GjlOKpPaU4WS/MgNxTnhbz8PlkSJKAjFz4NdrrZ/CHY61huS+Bg/fmLYsBhFRC4ZsHynGhcRhMiMPq4uS4FbUJlpclL0B+/OMfgyRJPPfcc/jWt7416zB6ggQrna4hJ94/f8cx6E8n2yJujDzPw+UN4bOrgyjPMyArvGhY6ZjtvojHviALt4+BMVGArEioSV0MluMwfolnQhwuNI2AIgm4fQz0ahkUMho0SdwVM0R3Ay199ojHbh+DHz62atrvb2g1o6XPDrdPWPhP7EIJ710kx670izIoX5DF6etDeGpPybyPlyQIPLe/HG9+2g67J4jibB2yktWwOPxIMyqmyOuSdPKo+SUDo24cu9SHAMNidUkyNlVnID999sVz+4Adb53qBBPioFNJ8fX7yqbNRxm2eiPmXDieh2nMs+ACubogCcVZOvgCLHRqadxsf1v7bHjzsw7xcd+IC986WDHj8+ela/DtByrj8vrx4NxNk2ghzvE8Pr7Yi6oCY1w6K3NFrZBgb0Lu+aVjye889957Ly5duoQ//vGPaG9vx6FDh7Bnzx6o1XNvNyZIsBIYGHVHPPYFWZTl6jE45kGAYWFzBSCTUDh3y4QLjcN4bl/ZgqRMS0VOqhpX20bFxzqVdNmHGvtGXOKQ7ELlTIEgi+NX+mC2+5Cdosbuuuy7wmFpOlINSqwpSca19nCAoVomDo+7vEFIaRIqhQRBhoPTE4RGIcGhzfmJAiROaJSRHQiNYvrPyrX2UXx4oReAED7n9jHiZysjSYnCKM5F3CQv5lCUImWupBmV+OHXViHAsPNaWPoCIfzpRBt84cDNE/UD0KtlMeUdHTnXjUCQBUkScHiCONnQjyd2RS+oUvSKiDkUAkCKIT5zJXIpLZou+AIhvHO6Cz0jTmgUEkglFPxBFoWZWty/MS/m68PkYnRgzAO3l4n79TMU7rIvxnXLNyFEFQBYjkdwnudJggTRWPI7z+9+9zuMjo7igw8+wJEjR/CTn/wEMpkMO3bswKFDh7Bt2zZIpXfPYG2CBCmTdu1oikB5nhEl2Xq09dvx4Rc9kIQv2izH40bH2IooQAIMi8ZuK3ieR2W+ccpCdHVxMjw+Bk09VihlEuxbn7OsC/SbnWN472y3OL9wYEMu1lfMv4P6/vlu0ep2YNQDjuNxYGNeHI50+Ti8uQCri5MRZDikGRU4d9OEMYcfcgkFPyMsKJJ0cpAE8OOn18woe0kwN/auy8GIzYdRuw9KGY2Htk4fDNo1dEcqR5JEeIc3GwopjaoCY1S51saqNJy9aRJ+hiCwYQHn/mTmu6i0ugJTFqqDYx5U5hvB8TxcXgZyKTXl+Vv7bOgccoLjeEhoEklaOXyByOeZSLpRiQe3FODUtSHwPI9tqzKRblTCZPFApZDEzSXuRH0/OoYEW+O2AeH/KXoFrrWPQSGjUZ5rCF8PaWyoTJtWjjpZDkdTBOTS+H7WPm0YwIkrfXD7Qkg1KPDErmKU5cZvgL6mMAk3O8fEoq8wQ7tscyAJvpwsy9ZXSkoKnn/+eTz//PNob2/H+++/j48++gjHjh2DRqPBvn37YDR+NSw6E9z9VOQbsWO1D/UtZkhoCvvW54juVKuKk3Givj/CQWYpZyhc3iC8/hCSdJHDqUyIxf980oJhq+DWc6FxBN8+WDGlCNlckxHXHBNASOs1WTwwaOVzsle90DgSEeJ24fbwggqQ3mFX5OMR1zTfeXcxsbgdL6iaeqx4+3SneB5urExPFB9xRquS4q8erILHH4JSRk8Z7J+IflJwqEpOY2Nl+ow/s2ttNrKSVbC6AshN06wIKadRI4sobgEgw6gUOyMDYx7QFIEHtxSgukAIYWU5Du+e6YJcSsHrD4EJcXD5GKwqnjmktbYoGbVFQj6RyxvEr95vxJjTD5Ig8MCmPKyZQ2L4dFgcwqAzz/MIhbiI3J6OAQcuNo6IAZwdgw5840B5VFnVltoM9Jtd6B1xQxKeNYnndb9zyIFPrw7A7hZcx4bGPPjTyXb88LHaqPNcFocfp64PIshwWFuaHFOhUpipxdf3laG1zw61QoINlWl31QxjgpXPsvfeS0pK8Morr+CVV17BxYsXxQwQt9udONkT3DVsX52F7aunOjwpZDT23pODE2H9drJOHvcF/XQIQ6the06dHM/tLxd3sDoGnWLxAQiON6399rgHEE5mcMyD1461ws+wIAnggXvzsSbGwcbJN3pqgd2YJJ0cXrM74vE4LMehsdsGJmxne7fv/FXmG6FWSNA77IJRJ0fVAh2EEkSHIIiYzpWttRkYtnrROeiAUk7j0e1FMxYf48RzhzseKGQ0ntxdgk8u9SIQZLGmNAXVhUk4Ud8vDtaHWB7vn+tGWY4eEppCkOEQCHHQqqSgaRIsy6MsRx9TAWF1+nH0ch/a+uzwBkJQKSTgeB4fXehFTWHSgju0eeka9JmFtQcdzlgZJ8RyYvEBAH1mN+yuqQYOg6Nu9Jvd2FSdjsd2qCGTUNMaEMwXpzsoFEgTCDIsRu2+KcfjD4bw+2MtcHkZAEDHoB3P7SufYg3P8/yUNVd+ujameZ6lxu1j0NJrA0URcXnfEywPy16ATGTjxo3YuHEjfvGLX+DkyZP44IMPpnwPz/NRfjJBgpXLxsp0lOUY4A2EkKpXxP1mFA0mxOGji73iDXPU4cfZG0PijvjkgeXpvhZvTl8bFHdLOR44fqU/5gJk19os/PmzDjAsB5oksHvtwix9H95aiLdPd8Js8yE7VY37w38bjufx/7d358FxlWfa/69e1Fpa+y5Zmy1jeV/BYBts8BKMDbazAsOQDMQhJCEZmHd4IVPhxwypCgmpqdRgkjAvZBkCxDCehADDYoPBgMGAWWy8r5IsydbaWrvV6u33h0zbsoWspXVOS/p+qlLmtE6rb0dW97nO8zz38/SWM+1st+2q0fprpxq+GWCkFeUkRcXUP6n7Ym5f+egJeAPliLHpphWT5A8ER/zFU3Fukm5fO73HYx2e7otdfyCo5jav/IGQntx8SNcvvUgJcXYV5ySporYtvBfOwhm5F3ydYLD7e7javWru6FKn1y+LxaKEOLsCwZB8/qH/f3nl6ZtI5afaNLkoVZ1dAbW5fSrNT5Yjxqp3PjsVPtdqkWId508te/aNI+GRxqvmjItoZ63PFecmKT7WrtbT+65YLN3NJLJ76Q5V5/KEw4fU/b57/GRrOIAcqHDphXfL1eULaNbETK1aUNyvxfhvflqtTw41KNZh0zWXFg1ri/GztXt8euyFfWp1d//dPzncoG+tLGNn9BEoqgLI5xwOh1atWqVVq1ad97UDBw6YUBEwNGlJsRHdAflcHq9fXf6gkhNiZLFY5PMHenSNkaTOs+ZqTxyXogn5yeG56IVZiYZsDHhuTYEB3FAoHZei762brjqXW5kp8V/YMae/0pJitb6XrjM1DR092tm2uX3adaQhYvu4jHXn7lfy1q6TWn/tlPC+FkNR09AhfyCo/EzniLiwHwk1DsaU4jTtOtqo5navfP6gHDE2Vda165UPKvSVxaW6cflFentXjdrcPk0qSu3XiFybxydXu1eSlBBrV2eXX12+gBLi7CorTI1IMwWr1aKlcwt6/Vpnl1/HarqbYFgt0tXzi87bTPS9vbU9ptu+u+fUsASQ9OQ4fee6qfrb28dV3dCh7LR4XbugpNfPmGRnd3evs0dvUhK7f9faPT79z1tHw3uhfHSoXnkZCRfcZfyzY43a9mlN94Fbeub1w/rR12Yasl/QnmON4fAhSSfqukeconGkBn0zPIDs3btXTqdTJSUlhr5uRUWF6urqdMkllxj6usBw27H3VHidycRxKbp+6UQlxMXoooIUHT69kNJqkWaWnpljbbVadNOKSTp+slWhkFSSm2TIxdClU3NUfqot/GG4cNqF73yebbiDnHT+VC/JmNGhsaK6vmfAa3V3affRxiFPTXz+neP65Eh3B7DCrETdfHWZIaONQ7G/wqXWji6Nz08e0HqoaFdWlKYbl12kx1/cp9iYUHiEq6H5zOaG57b5vRBnXPeeKm6vX7EOm9KT41SSk6SZpRm6ePLw7/gd57Dr1tWT1djqVbzD1mtgttvOmSY6jO8bBVmJ+sFXZigYCmn3kUZVNbQr1mFTYXbPjqKpibFas6hEL+2okD8Q1OyLssJTbdvcXeftwN7U5r3ga9eeNX1Xkrz+oFztXYYEkN6mKjL6MTIZHkCmTZumX/ziF5oxY0avIxzD4dlnn9WRI0f04x//2JDXw8jl8frV2NKp1KTYETEtxNXmDe9QLHUvjPzoYL0unZqjb1w1UR/ur1Obx6eywtTz5vxaLRaV9tLuM9LqXG4dqW5RYrxD0yek69urp6iyrk0ZyXG6qCD6drTNz3Rq+vh07TneJKl73U4kFriiW28XEP1Z/9CX6vr2cPiQpBP17dp1pMGQC9PBenlHRXijT7vNopu/NDLac/fXpMJUzZ2UpYMnzrSkHcrfz26z6oZlF+n57cfV4fFp7kWZWr2gZMj/dgbCZrX2GRSvnD1OVfXd7detFulLlwz/3hUvvlsebr399q4a3bDsovPeV2dNzNTM0gwFQ6EeF+vpyXFKTnD0GFEY34+RhHMbIMQ7bEof5htDn5s1sbvV+OdrGKcWp6kgy/yGDBg4S8ikRRWPP/643n//ff3gBz/Q7Nmzh+U13nrrLT366KNavXq1brrppmF5jUirrx8dnXhGopONHXpy8yG5vX7F2Kz62pWlmlQYfRfIZ6tu6NDjL+7r8dgVM/O+cBqB0arq2vVfrx4I32WbOSFDX148wZRa9hxr1Im6dmWlxmtuWVaf85xDoZCOn2yTzx9QSV4yve+HwG63KjklQR/srpa3K6DSccl64d1y7SvvboGclRKnW1ad34FtII6fbNUTrx7s8diXLi7UgukDG2Ezis8f0M+e/LjHY9PHp+urS0pNqqinAxUu7atwKd5hk88fVK3Lo5z0eF19SdF56x764vH6teXDE6pr9qgwe+TvtdMfrR1dOtXkVnpSrDKHeVTLHwjqZ3/6qEd3wMlFqV+4n0pvGls69frHVfJ2BTRrYka409iF7Nh7Sp8eaZAjxqarLynUuCzj9nLz+QMqP9Umu82qktwk0xoWZWWNnhsGZjBtDcj69eu1cOFC/du//ZuCwaC++tWvavny5crMHFoXnpqaGr388st67rnnlJGRoZ/+9KcqLY2ON3VEt9c+qpLb65ck+QJBvbyjIuoDSHZqvLJS4lR/un2k3WqJqk45Ow/W9Rji332sUSsvLTJ887sde0/p1Q9PhI8bWjq18tKiLzzfYrFoQj5ziiMhGArp8b99pj1HGxQ63Qnulmsma96k7IgFvMLsROVlJOhkY/ddUWecXVNLouf34FwWi6XHxnpS9EzzO1jp0jNvdO/i3XJ6DUdmarxqGrvv7H/9yonnPScYCvUa6ONj7Vpz+RfvhzIaJRu4YavVapHNZunxHjvQ9toZKXH6xlXn/0wv5LJpubpsgFNoIyXGbovK0XMMjKmL0KdOnapnnnlGr7/+un73u9/pgQceUFlZmWbNmqXJkyeruLhYOTk5yszMVFxcXHiDQp/PJ4/Ho/r6etXV1enIkSM6dOiQPvjgA1VWVmrevHm6++67tXjxYjP/ehhhus7ZUMvr++KNsaJFjN2qb10zWe9+dkre011MomF/gM+de7fToqFPtxmMz4419jjefbShzwCCyKk81aYD5U3h44aWTu053jSkPVzOZbdZ9a2Vk/XJ4XoFAiFNH5+ulERjpoQMht1m1dK5BXrtoypJ3YHJqPbcF3LwrF28u3xB+QNBBYIh2awWVda29zi3o9OnZ7ce0Ym6dmUkx2n2pEzVNXmUlBCjK2blM3I4zKwWi1ZdVqwX3y1XMCQlJzh05WyaZWBkiIouWMuWLdOyZct07NgxvfTSS9q2bZs2bdokv99/3tCaxWLp0Yo3FArJarVq0qRJWrlypdasWcOIBwZl7qSscO/6z49HAmdcjFYYMNd4MBbNyNPhqpbwHOOr5o4z5aLk3BEXIxZLHj/ZKlebV0U5icpMGT0LjAfKqDm+sTE2XTY1Oqdc9WbRjDxNyE9Wa0eXxmUlRs2as8SEM3XY7RYFgt1NLKTu6XJne/WDSlWe3kvnRH279le6lHV62lFVfYf+4ZrJxhQ9hs25KEsluclqc3cpOy1ecY6ouKwDLsi0NSAX4vF4tH//flVWVqqqqkptbW3yeDwKhUKKi4tTYmKi8vPzVVxcrKlTpyox0bj5h8OJNSDmOlzVrBN17cpMie/RNQqD5/H6Vd3QoaT4GOWkn9+n3gh1zR49tfmQWt1dioux6YZlF523KD+Stn1arTdPt6mMsVl104pJw/p60cxqteiZN45qf3mjQqHu3bPXXzvV8Gl46B+vL6A/v3ZYFbVtslq676p7vH7lpCfoK0tKlXLW9KLfvbgvfNPG1eaVtyug3Iwzv+P/98Y5/JzHoHaPT7uPNshqsWjWxMxR+2+ANSBDE7UBZKT57W9/q23btmn//v2KiYnRzp07B/V9CCAYKVxt3vBOzlOK00xbCNhfPn9Qze1eJSc4BrSQdqCCoZAe/NNH8p81wX9SQapuXN7/haGjid1uVXJyvN79tEpdvoAuKojMng0YXu0en+Ictj4XjW/9uEpv7z4pqXvxdSAQVNrpnbhj7Vb937+bO+xTLmub3Kp1uZWTlmDaDQ6c0dHp0/97/sxGgVmp8fr26imjcjoeAWRo+BSIEJ/Pp5UrV2r27NnatGmT2eXAAO5On/5n2zFV1bcrOzVeX1lSOux7VESLumaP/vjSfnlOr5uZMSFDXzGpu1V/xdit4ekhw+6ca64oz2bDzmazavqEDPn9QbNLQR/aPT7VNHQoNSm2X/uSXDlnnKyn14akOB2qdbl1stEth92qLy+eMOzhY+/xJv3lraMKhrrXQ3xlyYR+bWqI4XOgorlHW9/6Zo/KT7ZGVXMURAcCSIT86Ec/kiT95S9/MbkSGOWlHZXhDdWqGjr03NvHdMuqKSZXZYyPDtaFw4fUvch72byCHtMzxiqrxaKr5ozTlp3dC4xj7VZdPjM6Fhhj7PqiTlWfO9Xk1hOvHJCnq3sPi2suLb7gPipWi0VXzh4XPg6FQuro9F9w5CRStn1aHe4kFgyFtO3TGgKIyXrb/NMe5RuCwhwEEGCQGlo85xx3mlRJ/+wvb9KHB+sVY7Nq6dxxQ5qu0NuFTJR0EY0KC6fnqSgnSc3tXo3LTBwzI2OIPsFQSC9uL9euo42KjbFqzaLxmlx8/t3ot3bVhG8qBEPS5p0nNK8sa0BTKy0Wi7mL6ZlRbrqpJWn69HCSjp/qnk4+tThNE/JoaY7zEUCijNVqMaVNKQZufF6y6prPhJCSvOSovdNTfqpV//PWMQVPf0BXN3ToR1+bqYS4wb0FLJqRp/0VrvBQ+4JpueG53+hWwoeupO7pV2f/CWO9v69Wnx7t3im70xfQX98+pn8aN1vOczrBBUOhHlMFQ6GQbHZrn6MmZrtyboH+su1oeHTnyrkFUfsePFbY7Vb9w6opqqpvl9Vi0bgsZ9SvD4Q5oiqAbNu2Tc8++6zKy8sVGxurefPm6Zvf/KYKC7+4xeg//uM/au/evXrttdciXs+GDRv0yCOP9HnOpk2bNGPGjIi9Zno6v6wjxfVXT1FiYqyO17QqN8OpdUtKo3Zx7QcHG7rD7enFCV3+gDz+kMalnb9nSDAY0qath/XRgVolxMXohhWTVFbcc1pDWppTP77lUh2vbpEzPkYTxqUY8vfAyJWcPHZbEffmg72n9L/vHpdC0opLi3T5rHEXftIgdPqDPaZDhSRZ7XalnfO7v+KyElWc2qNAsHudzlUXFyojPbq7Sy652KkJhWmqqW9XflaiCnNYFBwtMjKi+98OzBc1V0sPP/ywfvvb30pSeJ+P/fv365lnntFdd92lW265pdfn1dfXq7q6elhquummm7Rq1ao+zykoKIjoazY1dTACMoIsmZmnJafn93e6vep0e02u6IyWdq/2Hm9STIxNDptF/sCZBcA2q0XWUFAuV8d5z3t/X63e/rR7/YK706fH/vqZ/s+Ns3vtL1+Q0X1R2dv3AaTukY/k5Hi1tnoUCLAIXZJONnboqVf2h0ckn9lyUEmxNhUNwwV0bmp8j9/91MRY2XT+735OcqxuWTVZ5SdblZYUqykl6SPi9zrRYdWkcd2jjSOhXowe54Z4DExUBJD3339fv/nNbyRJixcv1sKFC9XV1aVXXnlF+/bt00MPPaT9+/frwQcflM1mXCu39PR0pacbu6AtGAwpGGQeK4amud2rx1/cp45OvySpKDtRl07J1kcHG2S3de+emxQf02tXoromd4+p1J2+gFytXmWlMrUBgxcIBOmCdVptk1uBc97nTza4lZ8R+Qua0vxkrbt8gnYfbVCcw66lc8fJKkuvP4vs1Phw9yt+VuYJBkOqb/bIEWNj/RhGragIIE899ZQsFotuu+023XXXXeHHb7vtNj3zzDP62c9+phdeeEFtbW36j//4Dzkc0ddpp6amRi0tLaqpqVEgEND+/fslSUVFRXI6Sckw1mdHG8PhQ5Iq69q1/OJCXT2/+ILPLcpN0gcH6sLHKU6HUhP5EAQiJS/dKbvNIn+gO4R8Pld+uMwszWBj1RHC5w/oT5sP6cTpHeYXz8rXVXOGZ3oeYKaouKX5ySefKCEhQT/84Q/P+9r111+vp59+WhkZGXrzzTf1ne98R26324Qq+/bwww9r3bp12rBhg9xut9atW6d169Zpz549ZpeGMai3hZh2W/+m9k0rSdfqy4pVmJ2ossJU3fylsl5bKwIYnIyUON2w9CIVZiWqIMupb1xVqlw20YOknQfqw+FD6u5O1hjlHRaBwYiKERCXy6VJkybJbu+9nGnTpunPf/6zbr31Vn3wwQe65ZZb9PjjjyspKXoWnP385z/Xz3/+c7PLACRJcy/K0u6jjTrV1B3W50zMVN4ApndcPDlbpeNSVF3frs4u/4WfAGBASselqJTmDThHpy/Qr8eAkS4qAkh8fLw8Hk+f5xQWFurpp5/Wrbfeql27dummm27S73//e4MqBHoKhUJ6a1eN9le4lBgfo2suLVZGSvS0oY112HTrqik6Udcuh92qguyBdSSprG3TU1sOqev0PPCr5xfqsqm5w1EqgC8QDIX0+kdVOlzVolSnQ9dcVsyagF4EQyEdqWpRly+gCfkpg24vHg2mlaRpx95T4ffevIwE5aTRQQ6jjyUUMn/nnuuvv1579uzRjh07Ljiq0dLSou985zvavXu3iou757NXVlaG11yMdPX1bWa74K7CAAAdy0lEQVSXgH748ECdXtpRET5OS4zVHV+ZMWo6mD215ZCOVLeEjx12q3789/P6/fx2j0+VtW1KSnCocIDhB6OL3W5VWppTLlcHC5sH6O1dNdr6yZkuj1mp8fr+uukmVhR99h1v1MsfnFBjS6diHTalOB1af+1UczdEHKJal1t7jjXJYbdq/pQcxTqMa77jDwS19eNqnahtU1ZqvFZcUhi17eXNlpUVPbNwRqKo+Fc1b9487d69Wy+99JKuv/76Ps9NSUnRH//4R33ve9/T+++/z54ZiLiGFo8qa9uVkuhQaX7vUySqzpqjK0mudq/aPT4lO6OvQUIkhELdoz79+X1raPHoDy8dkNvbPXXripl5Wjo3su2qgZHA1ebV3945rsbWTpXkJum6hSVyxPT/YrK6oWdb2fpmj7y+gGIH8D1Gs7d31ejVD0+o4fSGsCmJ3e+/Hx+q1+JZ+WaWNiQ5aQnKmWfOmqDXdlbp/f21kqSqhg65vX7dsOwiU2rB6BYVK0uXLVumUCik3//+9woGL3yHLCEhQY899lj4eUCknKhr1/97fp9eeLdcT24+pDc+rur1vOxzhsQT4+xyxkdFno+IhdNzeyxaXzwrv99h/709p8LhQ5Le3n1S3i7mMGPs2fTmUVXUtqnd49Oe40167aPe30++yLnvM2mJsYSPs3x4sK7Hsft05z+uCwavsq7nLIyKU8zKwPCIiiumefPm6Q9/+IMkyePx9KttrcPh0IYNG/Tyyy+rq6truEvEGPHe3lPynbVp1zufndTi2fmyWXtm9QXTctXc7tWBCpec8TG6btH4884ZycbnJeu266apqq5dacmxKslN7vdze/vsD3JBgDGoztWzY+PnTSH6a/GsfLW7fTpc3aIUp0NrLh8fyfJGPIfdJrvNojiHTZ1dAVksFiUnODRnUpbZpY1YmSlxOtno7nF8IZW1bWp1d6koO2nUzgJA5EVFAJGkBQsWDPg5VqtVq1evHoZqMFade4/fYrHIct6jktVq0eoFJVq9oMSQusyQlRqvrNSed2C3f3YyHLqunl/U64LYS6Zka195k7yn5/tfXJbFHGKMSfmZTlWeNV1zXObA9vqw26yEjj6snF+kZ984otSkWIWC0uLZ+bpsWo6ccSN3/YfZVs4vVkenXydq25WVGq8vL57Q5/lvfFylt3aflCTFO2z6h1VTwptZAn2JikXoOINF6OaqaejQE68elPd028Pl8wq0aEaeyVVFh48O1unF984svM9IjtP3vzxd1l6mZjW1dur4yVYlxseorChtQK9zoq5dL75bLo/XrxkTMrT84gLWeo1gY3kRepu7S//7XoWaWjtVnJukq+cXyW4bPSOlg+Hx+tXm7lJaUqxi7EOfTtbq7pKr1auMlLgRvfB8JOryBfTzpz7W2ReRs0oztO6KvkPLaMEi9KGJytuSNTU1/T7XZrPJ6XQqMZFOOxi6/Eynvrd2mk7UtyvVGTvg9rWjWWVtz4X3ja2d3QvvE84fck9PjlN68sDbEnt9Af35tUPynF4z8u7eU0pPjtW8suzBFQ2YKCnBwQLesxytadF/bz0irz+o5ASHbv7SJGUO8W55coKj1/cgDL/Q6f/1eIxb2uinqAwgS5cuHfAdz+TkZM2ZM0c33nijlixZMkyVYSxISYxVSiK99s917lzghFi7EiI8taq1oyscPj5X5+p7jyAA3Z35mto6VZCVOKjwHymhUEjBUKjXNXEvbC8PT81sdXdpy84q3bicgDZSxcbYdNnUHO3Y1901K9Zu1WXTckyuCiNFVAaQ/Pzu9nl1dXXy+7u7WiQmJsrpdKqjo0Pt7d13Yu12u7Kzs+XxeORyufTmm29q27ZtuuGGG3T//febVj8wVMFgSK3uLjnj7BGZphAJC2fkqrG1UwcqXEpMcGjt5eMjPp0kNdGhxPgYtXt84cfGZQ1s3jww1uzYe0qvfnhCkhRjt+qm5ZNUnGv89JD9FS49/85xeX0BTRufrnVX9GzO0XlWdzypezoWRrar5xepND9Fbe4uFecmmRp+MbJE5WTUrVu3atmyZbJarbrjjju0detW7dy5U9u2bdPOnTv1xhtv6I477pDNZtOyZcv03nvvaceOHbr77rvlcDi0ceNGvfLKK2b/NYBBae3o0m//tkf/sWm3/v2ZXTpa03LhJxnAZrVq3RUTdO/fz9MdX5kxLBsMxtht+vsVk1SSm6SctHgtn1egmaWZEX8dYDR546zNCn3+oN757KThNXi8fv3lraPq9AUUkrTneJM+3N+zTe6M0owexzPPOcbIlOyMUTAUUksHHUnRf1E5ArJx40Y9+eSTevjhh7VixYrzvp6Xl6c77rhDkydP1g9/+ENNmDBBN954o7797W8rMzNT99xzj/77v/9bK1euNKF6YGhe++iEGlo6JXWviXjurWP6PzfMMbkq4+SkJ+hbKyebXQYwcpkwD7/N45M/0POFXe3eHsfXXFas7LQENbR4VJyTpKkl6UaWiGFwtLpFG18/LH+w+2e/bG6BLp9J4xZcWFSOgGzcuFH5+fm9ho+zLV++XPn5+dq4cWP4sbVr1yo1NVV79+4d7jKBYdHh6Tktwe0NsI8GgC909q7fdptFi2bmGl5DelKs0s9py12an9Lj2Gqx6JLJ2brm0mLCxyjx7p5T4fAhSW/v7n8TIYxtUTkCUl5erokTJ/br3LS0NB05cqTHY4WFhdq/f/9wlIZRKhQKRU2r16klaTp2sjV8PKU4rddWtwAgSYtm5KkwO1GNrZ0qzE5UZorx+zDYbVZ98+oybf24Wp4uv2ZOyNCkwlTD64Cxzv1sipbPUUS/qAwg8fHxOnr0qNra2pSU9MUL6dra2nT06FHFx/d8s21ubu7zecDndh6o05adJxQMhbRgWq6Wzi0wuyTNK8tWbIxNx2palZYUqwXTjb+bCWBkKcpJUlGOuZ97KYmxF9y4DqPLFbPyVFnXpi5/UBZJy+aZ/xmKkSEqp2AtWLBAHo9Hd999d7jj1bncbrfuvvtudXZ2auHChT0er6mpUV4ecxDRt1qXWy/tqFCXPyh/IKS3d5/UoRPNkiR/IKjmdq/8AXM2Tps+IUNrLh+vK2blj/mNywAA0akoJ0m3r52ury0p1Xeum6pLJrNnE/onKkdA7rrrLr3zzjvatm2bVqxYoRUrVqisrExOp1Nut1sHDx7Uli1b1NTUpJSUFN15553h57744osKBAJatGiRiX8DjATNbd7z1mq62ryqa/bo6S2H1NLRpcQ4u25YPknjMmkFCwDAudKSYpWWxN5ZGBhLKBSdq1sPHDigu+++W4cPH5bUc17h5yWXlZXpoYceUllZWfhrhw4dUnNzsyZOnKj09JG3yK2+vs3sEsaMVneXHn1uT3jjO5vVovXXTtXmDyp1/NSZn0NeeoJuWzPNrDKBEc1utyotzSmXq0N+vzkjigAQaVlZTPUfiqgcAZGkyZMn6/nnn9f27du1fft2VVRUyOPxKD4+XiUlJVq0aJEWLlx43oKnSZMmmVQxRprkBIf+/ktlemtXjQLBkC6dmqPc9AS1d/bsQtXe6fuC7wAAAICBitoRkLGKERDzvflptbZ9eqaV4KVTcrTy0qKIv06XL6Dqhg7FOWzKy2CKF0YnRkAAjEaMgAxN1I6AnO348eMqLy9XR0eHnE6nSkpKNH78eLPLwih15exxSoqPUXV9h7LT4zV/Sk7EX8Pd6dcfXt4f3nBwwdQcfWl+5EPOWODzB/Xiu+U6VtOi1MRYrb1ivCltSAEAQP9EdQDZuHGjHnvsMdXUnL+xTX5+vr773e/qG9/4hgmVYbSbV5ateWUXPm+wPjhQGw4fkvTevlpdMiWHhXyD8OYn1dp9rFGS1N7p1zNbj+gHX55hclUAAOCLRG0A+fGPf6znnntOoVBIDodDeXl5ysjIUGNjo06ePKnq6mrdf//9+uSTT/Tggw+aXS4wIL1NRfGZ1PJ3pKt1uXscN7R0KhAMymalfTEAANEoKgPICy+8oL/+9a+Kj4/XHXfcoRtuuEFO55k58h0dHdq4caN+/etf67nnntOiRYt07bXXmlgxMDCzJ2Zq58F6eX3dHbhK85OVmRJnclUjU0FWoo7WnNk5Pi8jgfABAEAUi8pF6DfffLN27typxx57TJdffvkXnvfOO+9o/fr1mj9/vp544gkDKxw+LEIfO5paO3Wg0qU4h10zSzPYcHCQgsGQXtt5QkdP7xy/6rJiJTsdZpeF01iEDmA0YhH60ERlAJk/f75SU1O1efPmC5579dVXq6mpSR9++KEBlQ0/AgiA0YQAAmA0IoAMTVTecvV6vUpK6t8P1ul0qqura5grAgAAABAJURlA8vLydPjwYTU1NfV5XlNTk44cOaK8vDyDKgMAAAAwFFEZQJYuXaquri7dddddXxhCGhsbdeedd8rn82nZsmUGVwgAAABgMKJyDUhzc7PWrVun2tpaORwOrVy5UqWlpeE2vEePHtUrr7wir9ervLw8/fWvf1VqaqrZZUcEa0AAjCasAQEwGrEGZGiiMoBIUkVFhf7pn/5Je/fulSRZLJbw1z4vecaMGfr3f/93FRWNnh2kCSAARhMCCIDRiAAyNFEbQD733nvv6Z133lF5ebncbrcSEhJUUlKiyy+/XAsWLDC7vIgjgAAYTQggAEYjAsjQRH0AGWsIIABGEwIIgNGIADI0UbkIHQAAAMDoZDe7gJqamoh8n/z8/Ih8HwAAAADDx/QAsnTp0h4LzAfDYrFo3759EaoIAAAAwHAxPYAwcgEAAACMHaYHkK1bt5pdAgAAAACDsAgdAAAAgGEIIAAAAAAMQwABAAAAYBjT14AAAACMdp8ebtCBSpcS42N01dxxcsbFmF0SYBoCSARUVVXpN7/5jXbs2KGGhgZlZ2drzZo1uv322+VwOMwuDwAAmOizY4362/bj4eOahg6tv26qrEPchgAYqQggEXDs2DGFQiE98MADKi4u1qFDh3TffffJ4/HonnvuMbs8AABgoiNVLT2OTza51eHxKSmBm5QYmwggEbB48WItXrw4fFxYWKjjx4/rz3/+MwEEAIAxLjWxZ9CItVsVH8slGMYuFqEPk7a2NqWkpJhdBgDgCwSDITW1dsrj9ZtdCka5y2fmaeK47muCeIdNX7tyouw2LsEwdhG/h0FlZaWefPJJ3XvvvQN+rtVqkdXKnFAAo4Pt9EWWLcouttydfv3Xywd0sqlDNqtV664Yr1kTM80uC6OU3W7Vt66ZLJ8/KLvNIgtrPzDGEUD6sGHDBj3yyCN9nrNp0ybNmDEjfFxbW6v169dr5cqV+vrXvz7g10xPd/LGBGDUSU6ON7uEHrZtO6L6Fk/4LvT/vlehRXMKFGO3mVxZ9PH6Ajpa1SxHjE0TC1INf/1QKKR3Pq1RxalW5Wc5deXcQm7UASMcAaQPN910k1atWtXnOQUFBeH/rq2t1Te/+U3Nnj1bP/3pTwf1mk1NHbyxAhg1bDarkpPj1drqUSAQNLucsIYmt/xn1eMPBFVb1yZnPK1Rz+bx+vW7F/eprtkjSZpVmqmvXllqaA1bP6rSm59Wh4+ra9t07cISQ2sAzpWW5jS7hBGNANKH9PR0paen9+vcz8PHtGnT9OCDD8pqHdx0g2AwpGAwNKjnAkC0CgSC8vujJ4BMKU7TriMN+vzddnxesmJjbFFVYzTYub9OtS5P+PjTIw2aPyVbeRnGXXztOd6k0Fkfi/uON2nl/CLDXh9A5BFAIqC2tlY333yz8vLydM8996ipqSn8taysLBMrAwD0ZlJhqv5u+SQdPOFSUoJDC6blmF1SVAr0ckMsEDD2JllSfIzqm8+EoMQERqmAkY4AEgHbt29XRUWFKioqerTjlaSDBw+aVBUAoC8TC1I0sYBuhX2ZWZqh9/fXqt3jkySNz01SfqaxU09WXVasp7Yckqvdq6T4GF3H9CtgxLOEQiHm+0SR+vo2s0sAgIix261KS3PK5epgetMI1ebu0oHKZsXYrZo+Pt2U9rHBUEgdHp+ccTGsk0RUyMpKMruEEY0READoxXt7T+nNT6oVkrRkVr4WzcgzuyTAFEkJDl0yOdvUGqwWC7uGA6NIdDVmB4AocKKuXZs/PKEuf1A+f1CvfVSlilOMTgIAEAkEEAA4h6ut87zHmnp5DAAADBwBBADOUZCVqBj7mbdHu82iwuxEEysCAGD0YA0IAJwjPTlONy2fpHc+OylJunxGnjJTomsnbwAARioCCAD0ojg3ScW5dDkBACDSCCAAAAyC1xfQriMNCgZDmjY+nS5NANBPBBAAAAbIHwjqv145oJONbknSu3tP6bbrpikxnl26AeBCWIQOAMAAVdS2hcOHJLW5fdpX3mRiRQAwchBAAAAYILv1/I9PWy+PAQDOx7slAAADVJSTqOnj08PHBVlOzSzNMLEiABg5LKFQKGR2ETijvp7dlgGMHna7VWlpTrlcHfL7g2aXE1GhUEhV9R0KBIMqyEqU3cY9PWCsyMqiS+JQsAgdAIBBsFjYoBIABoPbNQAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwdrMLGC1uv/12HThwQI2NjUpJSdGCBQv0z//8z8rJyTG7NAAAACBqWEKhUMjsIkaDP/7xj5o9e7aysrJUW1urhx56SJK0cePGAX2f+vq24SgPAExht1uVluaUy9Uhvz9odjkAEBFZWUlmlzCiEUCGyeuvv64f/OAH+uyzzxQTE9Pv5xFAAIwmBBAAoxEBZGhYAzIMmpub9cILL2jOnDkDCh8AAADAaMcakAj65S9/qaeeekoej0ezZ8/Wo48+OuDvYbVaZLVahqE6ADCezWbt8ScAAEzB6sOGDRv0yCOP9HnOpk2bNGPGDElSU1OTWlpaVFNTo0ceeURJSUn6z//8T1ks/Q8UoVBoQOcDAAAAIwkBpA9NTU1yuVx9nlNQUKDY2NjzHj916pSWLFmijRs3as6cOf1+zcbGdkZAAIwaNptVycnxam31KBBgDQiA0SEtzWl2CSMaU7D6kJ6ervT09EE99/Nc19XVNaDnBYMhBYNkQgCjSyAQZBE6AEASASQidu/erd27d2vevHlKTk7WiRMn9PDDD6uoqGhAox8AAAyWPxDUC9vLdaS6RamJDq29YoKyU+PNLgsAzkMAiYDY2Fht3rxZGzZskNvtVlZWlq644gr96le/ksPhMLs8AMAYsO3TGu0+1ihJcnv92vjaYf3oazNNrgoAzkcAiYCysjI98cQTZpcBABjD6lyeHseudq98/oBi7DaTKgKA3tEXEQCAUaAgq+ei2Jy0eMIHgKjECAgAAKPAopl56vIHdaS6RSlOh665rNjskgCgV7ThjTL19W1mlwAAEWO3W5WW5pTL1UEXLACjRlZWktkljGhMwQIAAABgGAIIAAAAAMMQQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQAAAAAAYxm52AQAAY1Q3dGjH3lOyWKSF0/OUm55gdkkAgDGIAAIAY0BTa6f+9MoBef1BSdKRqhbdvna6kp0OkysDAIw1TMECgDGg4lRbOHxIkqcroMq6NhMrAgCMVQQQABgDehvpSE5g9AMAYDwCCACMAaXjUrRweq4skqwWacnsfBXlJJldFgBgDLKEQqGQ2UXgjPp6pkQAGD4+f1AWi2S3GXP/yW63Ki3NKZerQ/6zpoABwEiWlcUNnKFgEToAjCExdga+AQDm4pMIAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDsAgdQJ8OnWjWE68eVDB4fsO8sqJUfWvlZBOqAoDRaW95k57ecki99SidPiFdf7d8kvFFARHGCEiEdXV1ae3atSorK9P+/fvNLgcYshi7VTUNHYp12DRrYoZmTcxQWVGqTjW51dkVMLs8ABhV7FaLTja65Yyzh99zJxak6FSTW10+3nMxOhBAIuyhhx5Sdna22WUAETM+L1kLpuXI1dqp6xaO1/VLL1JifIxi7FZ9bUmp2eUBwKhSVpSmuZOy1NTm1brLJ+j6pRcpLsamOIdNX75igtnlARFBAImgbdu2afv27brnnnvMLgWIqK9dOVGdvoBefLdcdc0evfpBpa65tEgZKXFmlwYAo843lk5Um7tLL79foeqGDm39uFrXLSxRSmKs2aUBEcEakAhpaGjQfffdp1//+teKi+OiDKNLWlKsVi8o0fPvHNeRmhYlJTh0zWXFZpcFAKNSdmq8rp5fpJffr9Te403KTInT8osLzS4LiBgCSASEQiHde++9uuGGGzRjxgxVVVUN+ntZrRZZrZYIVgdExuoFxXp7V42OVLXoe+umyxkfY3ZJGAFsNmuPPwH0z5rLx2v7Zyd1tKZV//j1mYqP45INowf/mvuwYcMGPfLII32es2nTJn3yySdqb2/Xd7/73SG/ZkZG4pC/BzBc/vD/XW12CRihkpPjzS4BGFHSJP3p364xuwxgWFhCod4avUGSmpqa5HK5+jynoKBAd911l9544w1ZLGdGLgKBgGw2m6677jr94he/GO5SAQAAgBGBABIBNTU1am9vDx/X1dXp29/+th5++GHNmjVLubm5JlYHAAAARA+mYEVAfn5+j+OEhARJUlFREeEDAAAAOAurAgEAAAAYhilYAAAAAAzDCAgAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAABqWjo0NXXnmltmzZEn6srq5Ol156qW699Vb9y7/8y3nPefPNN7Vo0SL5/X7de++92rBhg5ElAwCiAAEEADAoTqdT999/vx544AG1tbVJkh544AFdd911+v73v6/NmzfL6/X2eM7zzz+v1atXy25nGyoAGKsIIACAQbvqqqs0b948/fKXv9SWLVu0Z88e3XXXXZo3b55SUlK0devW8Lnt7e3aunWr1q5da2LFAACzEUAAAEPyk5/8RK+++qp+8pOf6F//9V/ldDplsVi0Zs0aPf/88+HzNm/erIKCAk2bNs3EagEAZiOAAACGJCMjQ0VFRbLZbFq4cGH48XXr1untt9+Wy+WS1D39as2aNWaVCQCIEgQQAMCQbNy4UV6vV6WlpXr00UfDjxcXF2vatGl6+eWXVVtbqw8//JAAAgAQqwABAINWW1urX/3qV3r88ceVnJysr371q1q9erVKS0slSWvWrNELL7wgt9utSy65RLm5uSZXDAAwGyMgAIBBe+CBB7R27VrNnDlTJSUlWr9+ve677z6FQiFJ0urVq7Vnzx49+eSTLD4HAEgigAAABmnz5s3at2+f7rzzzvBj69evV1tbm5555hlJUmpqqhYvXqzm5matWLHCrFIBAFHEEvr8NhUAAAAADDNGQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADD/P/Wv4np0pJk5wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr_XVI.png one_chr_example.png\n", "from IPython.display import Image\n", "Image(\"one_chr_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a couple things to note.\n", "\n", "- The name of the plot image files gets appended with the chromosome designations automatically to aid in organization of files.\n", "- The color of chromosome XVI in single chromosome plot doesn't match the one in the plot with all the chromosomes. We can address this for the case of the single chromosomes using the `--advance_color` flag." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Illustrating the use of 'advance_color' flag in conjunction with limiting to one chromosome\n", "\n", "We can tell the script not to settle for the first color in the color series, and instead advance 15 more times **beyond the first** in the series to match what is seen for chromosome XVI when the entire genome is shown." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 2 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr_XVI.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3 --chrs XVI --advance_color 15 --exp_desig ΔYDR190C --base_desig WT" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr_XVI.png advancing_color_example.png\n", "from IPython.display import Image\n", "Image(\"advancing_color_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it matches the coloring for chromosome XVI seen in the earlier plots of the entire genome.\n", "\n", "There is currently no way to specify this from the command line when plotting a few chromsosomes. However, the color series cycled through can be specified under 'USER ADJUSTABLE VALUES' and so it would be possible to save a custom version of the script with a few colors set to match what is needed and use that special version of the script with its distinctive name from the command line just has we have the default script." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Highlighting the trends within the data with the 'smooth' flag\n", "\n", "When the `--smooth` flag is employed, a non-parametric strategy (LOWESS or Locally Weighted Scatterplot Smoothing) is used to fit a curve to the data points for each chromosome. It highlights deviations in the scatterplots better than one could estimate just by eye given so many points. If the `--smooth` flag is used a simplistic, automated assessment will be made for aneuploidy at the chromosome-level (or per scaffold) and an notice will be included in the report as the script runs if anueploidy is suggested. You'll need to examime further no matter the outsome of that assessment. Right now the simplistic approach errs on the side of reporting more false positives but the settings used can be adjusted. In fact, I found a setting of `deviation_factor = 0.5` to work better in regards to almost eliminating false-postives, but I left it as `deviation_factor = 0.25` in the posted script for now.\n", "\n", "Three plots illustrate this along with combinations used earlier." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 38 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "Aneuploidy at the chromosome or scaffold level is suggested for I & XII; examine further.\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --smooth --lines --columns 1,2,3" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr.png smooth_all_example.png\n", "from IPython.display import Image\n", "Image(\"smooth_all_example.png\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 2 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "Aneuploidy at the chromosome or scaffold level is suggested for I; examine further.\n", "\n", "Plot image saved to: sc_data_across_chr_I_II_III.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3 --smooth --chrs I,II,III --exp_desig ΔYDR190C --base_desig WT" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr_I_II_III.png few_chrs_example.png\n", "from IPython.display import Image\n", "Image(\"few_chrs_example.png\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded.../srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n", "/srv/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "\n", "***Notice:***The 2 points beyond the bounds of y-axis are drawn as open triangles at the edge; a limit was imposed to avoid extreme values compressing the typically important range; run with `--no_limits` or `--no_log` to see these accurately.\n", "\n", "Plot image saved to: sc_data_across_chr_XVI.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --columns 1,2,3 --smooth --chrs XVI --advance_color 15 --exp_desig ΔYDR190C --base_desig WT" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr_XVI.png smooth_single_chr_example.png\n", "from IPython.display import Image\n", "Image(\"smooth_single_chr_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Other options\n", "\n", "You can choose to turn off the limits on the y-axis with the `--no_limits` flag or use the `--no_log` flag to don't convert ratio to log2 value.\n", "\n", "These final two yeast plots illustrate use of those options." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded...\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --no_limits --lines --columns 1,2,3" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr.png no_lmits_example.png\n", "from IPython.display import Image\n", "Image(\"no_lmits_example.png\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes...Information for 7126 genes parsed...The chromosomes appear to be in roman numeral form....Parsing data file...7127 lines of data parsed and relative levels for 7126 genes recorded...\n", "\n", "Plot image saved to: sc_data_across_chr.png\n" ] } ], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv --no_log --lines --columns 1,2,3" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv sc_data_across_chr.png no_log_example.png\n", "from IPython.display import Image\n", "Image(\"no_log_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Generating scalable vector graphics file for high quality use/ publication.\n", "\n", "**Not illustrated in this notebook here is the option to save as an '.svg'** (scalable vector graphics) file with the `--save_vg` (abbreviated `-svg`) flag, instead of the default '.png' image. After download form here, the scalable vector graphics file can be viewed using your favorite modern browswer or edited in your favorite vector graphics program like Adobe Illustrator or Inskscape. **Use of the ability to produce a vector grpahics version of the plot is recommended for publication** because it is infintiely scalable without loss of resolution, unlike the '.png' images produced here by default. (This was done to largely focus on using the '.png' images for developing the plot. The comparable '.svg' images produced are much larger files. By way of comparison, the '.png' image file produced by the above is 36 kb and the corresponding '.svg' made with the following command is 1.2 Mb. However, technical aspects also factor to the reasons this is not shown here. Because while cells can be used to show '.svg' files, reading '.svg' involves running code and for security reasons they do not get run when a notebook is started the way a '.png' does. Thus, they '.svg' would look like they weren't rendering in this environement when they should and could.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python plot_expression_across_chromosomes.py R64-1-1genes.gtf sc_data.tsv--no_log --lines --columns 1,2,3 -svg```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic use examples set #2: Using from the command line (or equivalent / similar) with human genetic information\n", "\n", "**CURRENTLY THIS WON'T RUN IN SESSIONS LAUNCHED FROM MYBINDER.ORG**. *Your mileage may vary.* To get this section to work you are better off elsewhere with more computational/memore capacity, such as Cyverse.* [The static view](https://nbviewer.jupyter.org/github/fomightez/cl_sq_demo-binder/blob/master/notebooks/demo%20plot_expression_across_chromosomes.ipynb) will show this section run and rendered if that will help.\n", "\n", "Above illustrated the main options of the script using yeast data. The next few examples illustrate use of the script with human genetic information.\n", "\n", "The only difference you should notice is that it takes much more time to run. The human GTF file is over 100 times larger than yeast one. Earlier when we generated mock data for humans, we used only a fraction, specifically only one eighth, for that reason. You won't want to wait for it to work with mock data and so we used less genes here but illustrate roughly how things might look for human data.\n", "\n", "**Be patient.** \n", "(Although there is also a small chance you'll exceed computational/memory capacity in this environment when trying to run this and it could fail silently.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate mock human data to complete preparation\n", "\n", "First we will generate the human mock data as we did earlier for yeast. We skipped doing this earlier because dealing with the human GTF file that is over 100 times larger than the yeast one can take substantially longer and I didn't want to delay getting into the demo. As described above we are using the `--use_fraction` flag to only generate data for an eigth of the human genes. This is being done to speed up plotting for the demo only. You'd want to use all your data." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "Reading annotation file and getting data on genes and chromosomes..." ] } ], "source": [ "%run mock_expression_ratio_generator.py Homo_sapiens.GRCh38.88.chr.gtf --use_fraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make things easier, we'll rename the file to something more convenient by running the next cell." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!mv Homo_sapiens.GRCh38.88.chr_mock_expression_ratios.tsv hs_data.tsv # human" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now finally, we are ready to try plotting human (mock) data.\n", "\n", "### Plot human data\n", "\n", "**Be patient.** \n", "(Although there is also a small chance you'll exceed computational/memory capacity in this environment when trying to run this and it could fail silently.)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "python plot_expression_across_chromosomes.py Homo_sapiens.GRCh38.88.chr.gtf hs_data.tsv --columns 1,2,3 --exp_desig ko --base_desig in" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!mv hs_data_across_chr.png human_example.png\n", "from IPython.display import Image\n", "Image(\"human_example.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bear in mind that would take even longer with all the genes. Just 7272 were used for that plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "----\n", "\n", "Enjoy!\n", "\n", "Upload your own sequence files to any running Jupyter session and adapt the commands in this notebook to search wihin them. Edit the notebook or copy the necessary cells to make the script work with your own data.\n", "\n", "----\n", "### ADVANCED DEVELOPMENT NOTE\n", "\n", "If editing the script (***ATYPICAL***) and using import of the main function to test changes here in this Jupyter notebook, you'll need to run the following code in order to specifically trigger import of the updated version of the code for the function subsequent to any edit. Otherwise, without a restart of the kernel, the notebook environment will see any call to import the function and essentially ignore it as it considers that function already imported into the notebook environment." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Run this to have new code reflected in the version of the function in memory within the notebook namespace\n", "import importlib\n", "import plot_expression_across_chromosomes ; importlib.reload( plot_expression_across_chromosomes ); from plot_expression_across_chromosomes import plot_expression_across_chromosomes \n", "# above line from https://stackoverflow.com/a/11724154/8508004" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------\n", "\n", "## Basic use example set #3: Use the main function via import <---DOES NOT WORK BECAUSE SCRIPT HAS NOT YET BEEN REARRANGED. Note, the `mock_expression_ratio_generator.py` has and I should demonstrate that more somewhere.\n", "\n", "Very useful for when using this in a Jupyter notebook to build into a pipeline or workflow." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prepare first by importing the main function from the script into the notbeook environment." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "usage: plot_expression_across_chromosomes.py [-h] [-cols COLUMNS] [-l]\n", " [-chr CHRS] [-nl] [-nlim] [-s]\n", " [-ed EXP_DESIG] [-bd BASE_DESIG]\n", " [-svg] [-ndh] [-ac ADVANCE_COLOR]\n", " ANNOTATION_FILE DATA_FILE\n", "plot_expression_across_chromosomes.py: error: the following arguments are required: DATA_FILE\n" ] }, { "ename": "SystemExit", "evalue": "2", "output_type": "error", "traceback": [ "An exception has occurred, use %tb to see the full traceback.\n", "\u001b[0;31mSystemExit\u001b[0m\u001b[0;31m:\u001b[0m 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3275: UserWarning: To exit: use 'exit', 'quit', or Ctrl-D.\n", " warn(\"To exit: use 'exit', 'quit', or Ctrl-D.\", stacklevel=1)\n" ] } ], "source": [ "from plot_expression_across_chromosomes import plot_expression_across_chromosomes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(That call will look redundant; however, it actually means `from the file plot_expression_across_chromosomes.py import the plot_expression_across_chromosomes() function`.)\n", "\n", "Then call that function and provide the needed arguments in the call. The needed arguments are ???\n", "\n", "The function will???" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "----\n", "\n", "Enjoy!\n", "\n", "Upload your own sequence files to any running Jupyter session and adapt the commands in this notebook to search wihin them. Edit the notebook or copy the necessary cells to make the script work with your own data.\n", "\n", "----\n", "### ADVANCED DEVELOPMENT NOTE\n", "\n", "If editing the script (***ATYPICAL***) and using import of the main function to test changes here in this Jupyter notebook, you'll need to run the following code in order to specifically trigger import of the updated version of the code for the function subsequent to any edit. Otherwise, without a restart of the kernel, the notebook environment will see any call to import the function and essentially ignore it as it considers that function already imported into the notebook environment." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Run this to have new code reflected in the version of the function in memory within the notebook namespace\n", "import importlib\n", "import plot_expression_across_chromosomes ; importlib.reload( plot_expression_across_chromosomes ); from plot_expression_across_chromosomes import plot_expression_across_chromosomes \n", "# above line from https://stackoverflow.com/a/11724154/8508004" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }