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Tutorial

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a/doc/build/html/_sources/index.rst.txt b/doc/build/html/_sources/index.rst.txt new file mode 100644 index 0000000..83b7b91 --- /dev/null +++ b/doc/build/html/_sources/index.rst.txt @@ -0,0 +1,124 @@ +.. Genes2Genes documentation master file, created by + sphinx-quickstart on Wed Aug 16 09:01:25 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Genes2Genes +======================================= + +**A framework for single-cell pseudotime trajectory alignment** + +.. contents:: Contents + +Genes2Genes (G2G) is a new Python framework for aligning single-cell pseudotime trajectories of gene expression between any reference and query for a pairwise comparison such as: + + * Organoid vs. Reference tissue + * Control vs. Treatment + * Healthy vs. Disease + +Trajectory alignment: What & Why? +########### + +A single-cell trajectory describes the transcriptomic state of cells along some axis of progression (such as time), due to undergoing some dynamic process (e.g. cell differentiation, treatment response, or disease infection). Given an scRNA-seq profile, there are various tools available today to infer such trajectory by estimating a pseudo ordering of the cells along an axis, commonly referred to as 'pseudotime'. The pseudotime axis of a trajectory can be descritized to represent it as a sequence of discrete time points. Given two such discrete pseudotime sequences of two trajectories, a pairwise alignment between them defines a non-linear mapping between their time points. This mapping could have 1-to-1 matches as well as 1-to-many/many-to-1 matches (a.k.a warps) between the time points, while unmapping the time points which have significantly different transcriptomic states. Below is an example visualization of two cell differentiation trajectories. + + +.. image:: images/DocFigs1.png + :width: 600 + :alt: What is trajectory alignment? + :align: center + +For two trajectories representing single lineages as above, G2G generates an **optimal pairwise trajectory alignment** that captures the matches and mismatches between their time points in sequential order, allowing a user to quantify the degree of similarity between them. + +.. image:: images/DocFigs1-1.png + :width: 600 + :alt: Example mapping + :align: center +| +G2G defines 5 different states of alignment between any two **R** and **Q** time points, corresponding to all possible match and mismatch states. They are: 1-to-1 match (``M``), 1-to-many match (``V``), many-to-1 match (``W``), insertion (``I``) and deletion (``D``). Here, ``I`` or ``D`` refer to a mismatched time point in Q or R, respectively. These states jointly cover the alignment states defined in classical dynamic time warping and biological sequence alignment. + +.. image:: images/DocFigs1-3.png + :width: 600 + :alt: 5 states of alignment + :align: center +| +Accordingly, we can describe any trajectory alignment as a 5-state alignment string. For example, the 5-state alignment string of the above illustrated trajectory alignment is: + +.. code-block:: + + IIIMMMWWWIIIDDDMMMIIIIDDDD + +This G2G alignment string enables us to identify the time regions of match and mismatch along the trajectories. For instance, we can interpret the above illustrated alignment as follow -- *R and Q trajectories have mid and late mismatches, with the early stage of Q being mismatched, yet starting to match to the early stage of R at the middle of Q's trajectory. Overall, there are 9 R and Q pseudotime pairs getting matched (with 34.62% alignment similarity)*. + + +Outputs from Genes2Genes +########### + +Given an scRNA-seq dataset with their pseudotime estimates and a specified set of genes (e.g. all transcription factors, highly variable genes, biological/signaling pathway genes), G2G generates fully-descriptive alignments for each gene (i.e. **gene-level alignment**), as well as an average (aggregate) alignment (i.e. **cell-level alignment**) across all genes. + +Below is an example gene-level alignment of the gene *JUNB* in T cell differentiation between a pan-fetal reference and an artificial thymic organoid system: + +.. image:: images/DocFigs2.png + :width: 600 + :alt: Example gene-level alignment? + :align: center +| +.. code-block:: + + IIIIIDMMMMMMMMIDDDDD + +Each gene-level alignment carries its 5-state string, an alignment similarity percentage statistic, and the optimal alignment cost (in *nits* -- the unit measure of information). For the above gene, the aligment similarity is 40%, and the total cost of alignment is 53.47 nits. When the degree of difference in gene expression between the reference and query is high, the alignment cost will also be high. + +G2G uses the inferred gene-level alignments to inform: + +#. **The degree of similarity between the two profiles** as an average percentage of alignment similarity across all the genes tested, +#. **An aggregate cell-level alignment across all genes** to inform the average states of match and mismatch between the two profiles (again represented by a 5-state string), +#. **A ranked list of genes across time (from the most distant to most similar)** based on their alignment similarity percentage statistic, +#. **The diversity of different alignment patterns in genes**, by clustering gene-level alignments to identify different matching and mismatching patterns along time, + +between the two single-cell reference and query profiles in comparison. + +For further downstream analysis, G2G provides a wrapper function to check gene-set overrepresentation analysis of the identified gene-clusters and the list of the top distant (differentially-expressed) genes across time, using `GSEApy `_ Enrichr interface. The user is also able to compute an average alignment across any gene subset of their interest. + +**Note**: G2G has been developed only for single-lineage trajectory comparison. In the case of a trajectory with multiple branches, we recommend separating out the singe-lineage branches before any pairwise comparison. + +Our approach to trajectory alignment +########### + +We employ a **dynamic programming** (DP) based algorithm that can capture both matches and mismatches in gene expression in a unified way. This combines the classical **Gotoh's algorithm** for biological sequence alignment with **dynamic time warping**. Our DP algorithm uses a **Bayesian information-theoretic scoring scheme** based on the **minimum message length** criterion to generate an optimal alignment between two gene trajectories. This scheme evaluates the distributional similarity of gene expression between R and Q for each pair of time points, in terms of both their mean and variance of expression modelled as Gaussian distributions. +For more details on the methods, please see our `manuscript `_. + +Getting started +=========== + +For now, G2G needs to be installed from GitHub: + +.. code-block:: shell + + pip install git+https://github.com/Teichlab/Genes2Genes.git + +The package will be made available soon on PyPi. + +**Input to Gene2Genes** + +G2G takes reference and query input data as ``anndata`` objects, where each ``adata`` object has: + +* log1p normalised gene expression stored at ``adata.X`` +* pseudotime estimates of the cells stored as ``adata.obs['time']`` + +The user can estimate pseudotime of the cells in their datasets using any suitable method available (such as `Diffusion pseudotime `_, `Palantir `_, `GPLVM `_, `Monocle `_ etc.). +For better visualisation and interpretation of the alignment results, we recommend the data to be annotated with their cell types (manually and/or using an automatic annotation tool such as `CellTypist `_). + +Please refer to our :doc:`G2Gtutorial` for an example analysis between a reference and query dataset from literature. + +Citing Genes2Genes +=========== +Our manuscript is currently available as a `preprint `_ at bioRxiv: + +*Sumanaweera, D., Suo, C., Cujba, A.M., Muraro, D., Dann, E., Polanski, K., Steemers, A.S., Lee, W., Oliver, A.J., Park, J.E. and Meyer, K.B., 2023.* **Gene-level alignment of single cell trajectories informs the progression of in vitro T cell differentiation**. *bioRxiv, pp.2023-03.* + + +.. toctree:: + :hidden: + + self + ../notebooks/Tutorial \ No newline at end of file diff --git a/doc/build/html/_sources/notebooks/G2G_Tutorial.ipynb.txt b/doc/build/html/_sources/notebooks/G2G_Tutorial.ipynb.txt new file mode 100644 index 0000000..8319294 --- /dev/null +++ b/doc/build/html/_sources/notebooks/G2G_Tutorial.ipynb.txt @@ -0,0 +1,1972 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "american-wages", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "logical-coordinate", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(CVXPY) Oct 11 05:41:15 PM: Encountered unexpected exception importing solver GLOP:\n", + "RuntimeError('Unrecognized new version of ortools (9.6.2534). Expected < 9.5.0.Please open a feature request on cvxpy to enable support for this version.')\n", + "(CVXPY) Oct 11 05:41:15 PM: Encountered unexpected exception importing solver PDLP:\n", + "RuntimeError('Unrecognized new version of ortools (9.6.2534). Expected < 9.5.0.Please open a feature request on cvxpy to enable support for this version.')\n", + "3.9.16\n" + ] + } + ], + "source": [ + "import anndata\n", + "import numpy as np\n", + "import seaborn as sb\n", + "import matplotlib.pyplot as plt\n", + "import platform\n", + "from optbinning import ContinuousOptimalBinning\n", + "\n", + "import Main\n", + "import VisualUtils\n", + "import ClusterUtils\n", + "import TimeSeriesPreprocessor\n", + "import PathwayAnalyserV2\n", + "\n", + "print(platform.python_version())" + ] + }, + { + "cell_type": "markdown", + "id": "correct-pottery", + "metadata": {}, + "source": [ + "Load the reference and query anndata objects" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "editorial-criterion", + "metadata": {}, + "outputs": [], + "source": [ + "input_dir = 'data/'\n", + "adata_ref = anndata.read_h5ad(input_dir + 'adata_pam_local.h5ad') # PAM dataset\n", + "adata_query = anndata.read_h5ad(input_dir +'adata_lps_local.h5ad') # LPS dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "perceived-purse", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AnnData object with n_obs × n_vars = 179 × 89\n", + " obs: 'time'\n", + "AnnData object with n_obs × n_vars = 290 × 89\n", + " obs: 'time'\n" + ] + } + ], + "source": [ + "print(adata_ref)\n", + "print(adata_query)" + ] + }, + { + "cell_type": "markdown", + "id": "split-identification", + "metadata": {}, + "source": [ + "### Min max normalize the pseudotime" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "accepted-message", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 1.0\n", + "0.0 1.0\n" + ] + } + ], + "source": [ + "# check the current range\n", + "print(min(adata_ref.obs['time']), max(adata_ref.obs['time']))\n", + "print(min(adata_query.obs['time']), max(adata_query.obs['time']))\n", + "\n", + "# if it does not follow [0,1] range, run below\n", + "adata_ref.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_ref.obs['time']))\n", + "adata_query.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_query.obs['time']))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "anticipated-advancement", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the pseudotime distributions\n", + "sb.kdeplot(adata_ref.obs['time'], fill=True, label='PAM', color='forestgreen') \n", + "sb.kdeplot(adata_query.obs['time'], fill=True, label='LPS', color='midnightblue'); \n", + "plt.xlabel('pseudotime'); plt.legend(); plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "brave-found", + "metadata": {}, + "source": [ + "### Check the number of bins in the optimal binning structure using OptBinning package" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "configured-rally", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14\n", + "14\n" + ] + } + ], + "source": [ + "x = np.asarray(adata_ref.obs.time)\n", + "optb = ContinuousOptimalBinning(name='pseudotime', dtype=\"numerical\")\n", + "optb.fit(x, x)\n", + "print(len(optb.splits))\n", + "\n", + "x = np.asarray(adata_query.obs.time)\n", + "optb = ContinuousOptimalBinning(name='pseudotime', dtype=\"numerical\")\n", + "optb.fit(x, x)\n", + "print(len(optb.splits))" + ] + }, + { + "cell_type": "markdown", + "id": "sustained-auction", + "metadata": {}, + "source": [ + "OptBinning estimates 14 optimal number of splits for both reference and query pseudotime distributions. Therefore we choose the same number of interpolation points." + ] + }, + { + "cell_type": "markdown", + "id": "careful-average", + "metadata": {}, + "source": [ + "### Visualize the interpolation binning structure in terms of the cell type composition \n", + "\n", + "For this dataset, we use the author-given time annotations (1h,2h,4h,6h) as the cell-type annotations. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "daily-english", + "metadata": {}, + "outputs": [], + "source": [ + "adata_ref.obs['annotation'] = [x.split('_')[1] for x in adata_ref.obs_names] \n", + "adata_query.obs['annotation'] = [x.split('_')[1] for x in adata_query.obs_names] " + ] + }, + { + "cell_type": "markdown", + "id": "realistic-performance", + "metadata": {}, + "source": [ + "Next we define a colormap of our choice for these annotations, and call the below function. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "heavy-safety", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# trying max n points for optimal binning = 14\n", + "====================================================\n", + "Optimal equal number of bins for R and Q = 14\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "col = np.array(sb.color_palette('colorblind'))[range(4)]\n", + "joint_cmap={'1h':col[0], '2h':col[1] , '4h':col[2] , '6h':col[3]}\n", + "vs = VisualUtils.VisualUtils.get_celltype_composition_across_time(adata_ref, adata_query, n_points=14, \n", + " ANNOTATION_COLNAME='annotation', optimal_binning=False, ref_cmap=joint_cmap, query_cmap=joint_cmap)" + ] + }, + { + "cell_type": "markdown", + "id": "lined-complexity", + "metadata": {}, + "source": [ + "### Run G2G alignment\n", + "\n", + "We can now run Gene-level alignment for all 89 genes in the PAM and LPS datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "interesting-finland", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "89\n" + ] + } + ], + "source": [ + "gene_list = adata_ref.var_names \n", + "print(len(gene_list))" + ] + }, + { + "cell_type": "markdown", + "id": "normal-colony", + "metadata": {}, + "source": [ + "This is done by first creating an aligner object, passing and setting all relevant parameters.\n", + "Next we align all gene pairs. (This step is parallelizing indepedenent gene-alignments to make the process time-efficient, however the computational time for an individual alignment will increase as the number of cells and/or the number of interpolation time points increase. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "democratic-frequency", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WINDOW_SIZE= 0.1\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "793a80e659c84f4783d1e40a698b6af5", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/89 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aligner.get_aggregate_alignment()" + ] + }, + { + "cell_type": "markdown", + "id": "liberal-preview", + "metadata": {}, + "source": [ + "We can also visualize this alignment in terms of cell-type composition" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "timely-characterization", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vs.visualize_gene_alignment(\"IDDDMMMMMMMMMIIIDID\", cmap=joint_cmap)" + ] + }, + { + "cell_type": "markdown", + "id": "identified-reminder", + "metadata": {}, + "source": [ + "We can also visualize an individual gene (e.g. JUNB), displaying its alignment statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "wooden-karma", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "Optimal alignment cost: 57.99 nits\n", + "Alignment similarity percentage: 21.74 %\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VisualUtils.show_gene_alignment('TNF', aligner, vs, joint_cmap)" + ] + }, + { + "cell_type": "markdown", + "id": "otherwise-scene", + "metadata": {}, + "source": [ + "To check only the cell plots of a gene alignment (e.g. SERTAD2)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "secret-asbestos", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VisualUtils.plotTimeSeries('SERTAD2', aligner, plot_cells=True)" + ] + }, + { + "cell_type": "markdown", + "id": "talented-words", + "metadata": {}, + "source": [ + "The below attributes and functions can be used to examine any gene-alignment object" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "after-width", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DDDIDIDIDDDMMMMMIIIIIID\n", + "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n" + ] + } + ], + "source": [ + "GENE = 'TNF'\n", + "gene_obj = aligner.results_map[GENE]\n", + "\n", + "al = gene_obj.alignment_str\n", + "print(al)\n", + "print(VisualUtils.color_al_str(al)) " + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "regulated-anthony", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "01234567890123456789012 Alignment index \n", + "012 3 4 56789012 3 Reference index\n", + "\u001b[91m***\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m***\u001b[0m\u001b[92m*****\u001b[0m------\u001b[91m*\u001b[0m\n", + "---\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m---\u001b[92m*****\u001b[0m\u001b[91m******\u001b[0m-\n", + " 0 1 2 34567890123 Query index\n", + "DDDIDIDIDDDMMMMMIIIIIID 5-state string \n" + ] + } + ], + "source": [ + "print(gene_obj.al_visual)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "utility-inspiration", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gene_obj.landscape_obj.plot_alignment_landscape()" + ] + }, + { + "cell_type": "markdown", + "id": "opponent-parks", + "metadata": {}, + "source": [ + "### The alignment distribution across all genes \n", + "\n", + "We can use the alignment similarity percentage statistic of genes to rank genes from highly distant to highly similar" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "gross-syndrome", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean matched percentage: \n", + "50.39 %\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = aligner.get_stat_df() " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "banned-alcohol", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Genealignment_similarity_percentageopt_alignment_costl2fccolorabs_l2fc
63CCRL20.217455.943685-0.487688red0.487688
77NFKBIA0.217454.673471-0.091748red0.091748
68NLRP30.217457.1775480.069058red0.069058
3TNF0.217457.990078-0.006439red0.006439
45C5AR10.272757.8582360.8711red0.8711
.....................
34NUP540.7530.7440630.012993green0.012993
15CD440.764728.366715-0.021366green0.021366
19PLAGL20.823531.807956-0.051268green0.051268
51ZSWIM40.823530.2145750.030379green0.030379
26SGMS20.866737.626682-0.020399green0.020399
\n", + "

89 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " Gene alignment_similarity_percentage opt_alignment_cost l2fc \\\n", + "63 CCRL2 0.2174 55.943685 -0.487688 \n", + "77 NFKBIA 0.2174 54.673471 -0.091748 \n", + "68 NLRP3 0.2174 57.177548 0.069058 \n", + "3 TNF 0.2174 57.990078 -0.006439 \n", + "45 C5AR1 0.2727 57.858236 0.8711 \n", + ".. ... ... ... ... \n", + "34 NUP54 0.75 30.744063 0.012993 \n", + "15 CD44 0.7647 28.366715 -0.021366 \n", + "19 PLAGL2 0.8235 31.807956 -0.051268 \n", + "51 ZSWIM4 0.8235 30.214575 0.030379 \n", + "26 SGMS2 0.8667 37.626682 -0.020399 \n", + "\n", + " color abs_l2fc \n", + "63 red 0.487688 \n", + "77 red 0.091748 \n", + "68 red 0.069058 \n", + "3 red 0.006439 \n", + "45 red 0.8711 \n", + ".. ... ... \n", + "34 green 0.012993 \n", + "15 green 0.021366 \n", + "19 green 0.051268 \n", + "51 green 0.030379 \n", + "26 green 0.020399 \n", + "\n", + "[89 rows x 6 columns]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "id": "previous-fever", + "metadata": {}, + "source": [ + "### Run gene set overrepresentation analysis over the top k mismatching genes\n", + "\n", + "Let us use 30% alignment similarity (=0.3) as a threshold in this case" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "lyric-english", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "63 CCRL2\n", + "77 NFKBIA\n", + "68 NLRP3\n", + "3 TNF\n", + "45 C5AR1\n", + "84 SPATA13\n", + "33 CXCL2\n", + "12 RALGDS\n", + "31 INSIG1\n", + "6 MALT1\n", + "Name: Gene, dtype: object" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topDEgenes = df[list(df['alignment_similarity_percentage'] <=0.3)]['Gene']\n", + "topDEgenes" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "statistical-complement", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_setTermOverlapP-valueAdjusted P-valueOld P-valueOld Adjusted P-valueOdds RatioCombined ScoreGenes-log10 Adjusted P-value-log10 FDR q-val
13KEGG_2021_HumanC-type lectin receptor signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;NLRP3;TNF;MALT15.1820205.182020
14KEGG_2021_HumanNF-kappa B signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;TNF;CXCL2;MALT15.1820205.182020
0MSigDB_Hallmark_2020TNF-alpha Signaling via NF-kB4/2001.944057e-060.0000130067.326531885.393278NFKBIA;CCRL2;TNF;CXCL24.8983784.898378
1MSigDB_Hallmark_2020Inflammatory Response4/2001.944057e-060.0000130067.326531885.393278NFKBIA;C5AR1;CCRL2;NLRP34.8983784.898378
15KEGG_2021_HumanNOD-like receptor signaling pathway4/1811.305897e-060.0000400074.6252351011.068962NFKBIA;NLRP3;TNF;CXCL24.3927294.392729
16KEGG_2021_HumanLipid and atherosclerosis4/2152.592326e-060.0000480062.492891803.843248NFKBIA;NLRP3;TNF;CXCL24.3161014.316101
17KEGG_2021_HumanLegionellosis3/572.596486e-060.00004800158.2222222034.951617NFKBIA;TNF;CXCL24.3161014.316101
18KEGG_2021_HumanCoronavirus disease4/2323.507534e-060.0000540057.783626725.796849NFKBIA;C5AR1;NLRP3;TNF4.2646664.264666
19KEGG_2021_HumanShigellosis4/2464.425543e-060.0000590054.402204670.676767NFKBIA;NLRP3;TNF;MALT14.2306494.230649
20KEGG_2021_HumanIL-17 signaling pathway3/941.177987e-050.0001370093.7158561063.592345NFKBIA;TNF;CXCL23.8634673.863467
21KEGG_2021_HumanT cell receptor signaling pathway3/1041.596141e-050.0001650084.394625932.167056NFKBIA;TNF;MALT13.7826883.782688
22KEGG_2021_HumanTNF signaling pathway3/1121.993521e-050.0001850078.169069846.025656NFKBIA;TNF;CXCL23.7318963.731896
23KEGG_2021_HumanYersinia infection3/1373.642707e-050.0003080063.505330649.037070NFKBIA;NLRP3;TNF3.5114853.511485
24KEGG_2021_HumanInfluenza A3/1727.174680e-050.0005560050.264582479.643099NFKBIA;NLRP3;TNF3.2548963.254896
25KEGG_2021_HumanPathogenic Escherichia coli infection3/1971.073310e-040.0007680043.731959399.692315NFKBIA;NLRP3;TNF3.1147353.114735
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" + ], + "text/plain": [ + " Gene_set Term Overlap \\\n", + "13 KEGG_2021_Human C-type lectin receptor signaling pathway 4/104 \n", + "14 KEGG_2021_Human NF-kappa B signaling pathway 4/104 \n", + "0 MSigDB_Hallmark_2020 TNF-alpha Signaling via NF-kB 4/200 \n", + "1 MSigDB_Hallmark_2020 Inflammatory Response 4/200 \n", + "15 KEGG_2021_Human NOD-like receptor signaling pathway 4/181 \n", + "16 KEGG_2021_Human Lipid and atherosclerosis 4/215 \n", + "17 KEGG_2021_Human Legionellosis 3/57 \n", + "18 KEGG_2021_Human Coronavirus disease 4/232 \n", + "19 KEGG_2021_Human Shigellosis 4/246 \n", + "20 KEGG_2021_Human IL-17 signaling pathway 3/94 \n", + "21 KEGG_2021_Human T cell receptor signaling pathway 3/104 \n", + "22 KEGG_2021_Human TNF signaling pathway 3/112 \n", + "23 KEGG_2021_Human Yersinia infection 3/137 \n", + "24 KEGG_2021_Human Influenza A 3/172 \n", + "25 KEGG_2021_Human Pathogenic Escherichia coli infection 3/197 \n", + "\n", + " P-value Adjusted P-value Old P-value Old Adjusted P-value \\\n", + "13 1.414253e-07 0.000007 0 0 \n", + "14 1.414253e-07 0.000007 0 0 \n", + "0 1.944057e-06 0.000013 0 0 \n", + "1 1.944057e-06 0.000013 0 0 \n", + "15 1.305897e-06 0.000040 0 0 \n", + "16 2.592326e-06 0.000048 0 0 \n", + "17 2.596486e-06 0.000048 0 0 \n", + "18 3.507534e-06 0.000054 0 0 \n", + "19 4.425543e-06 0.000059 0 0 \n", + "20 1.177987e-05 0.000137 0 0 \n", + "21 1.596141e-05 0.000165 0 0 \n", + "22 1.993521e-05 0.000185 0 0 \n", + "23 3.642707e-05 0.000308 0 0 \n", + "24 7.174680e-05 0.000556 0 0 \n", + "25 1.073310e-04 0.000768 0 0 \n", + "\n", + " Odds Ratio Combined Score Genes \\\n", + "13 132.600000 2091.300110 NFKBIA;NLRP3;TNF;MALT1 \n", + "14 132.600000 2091.300110 NFKBIA;TNF;CXCL2;MALT1 \n", + "0 67.326531 885.393278 NFKBIA;CCRL2;TNF;CXCL2 \n", + "1 67.326531 885.393278 NFKBIA;C5AR1;CCRL2;NLRP3 \n", + "15 74.625235 1011.068962 NFKBIA;NLRP3;TNF;CXCL2 \n", + "16 62.492891 803.843248 NFKBIA;NLRP3;TNF;CXCL2 \n", + "17 158.222222 2034.951617 NFKBIA;TNF;CXCL2 \n", + "18 57.783626 725.796849 NFKBIA;C5AR1;NLRP3;TNF \n", + "19 54.402204 670.676767 NFKBIA;NLRP3;TNF;MALT1 \n", + "20 93.715856 1063.592345 NFKBIA;TNF;CXCL2 \n", + "21 84.394625 932.167056 NFKBIA;TNF;MALT1 \n", + "22 78.169069 846.025656 NFKBIA;TNF;CXCL2 \n", + "23 63.505330 649.037070 NFKBIA;NLRP3;TNF \n", + "24 50.264582 479.643099 NFKBIA;NLRP3;TNF \n", + "25 43.731959 399.692315 NFKBIA;NLRP3;TNF \n", + "\n", + " -log10 Adjusted P-value -log10 FDR q-val \n", + "13 5.182020 5.182020 \n", + "14 5.182020 5.182020 \n", + "0 4.898378 4.898378 \n", + "1 4.898378 4.898378 \n", + "15 4.392729 4.392729 \n", + "16 4.316101 4.316101 \n", + "17 4.316101 4.316101 \n", + "18 4.264666 4.264666 \n", + "19 4.230649 4.230649 \n", + "20 3.863467 3.863467 \n", + "21 3.782688 3.782688 \n", + "22 3.731896 3.731896 \n", + "23 3.511485 3.511485 \n", + "24 3.254896 3.254896 \n", + "25 3.114735 3.114735 " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pathway_df = PathwayAnalyserV2.run_overrepresentation_analysis(topDEgenes) # this is a wrapper function call for GSEAPy enrichr inferface\n", + "pathway_df[pathway_df['Adjusted P-value']<0.001] " + ] + }, + { + "cell_type": "markdown", + "id": "macro-interview", + "metadata": {}, + "source": [ + "### Clustering genes using their alignments\n", + "\n", + "We first run cluster diagnostics to decide on a distance threshold with a good tradeoff between the number of clusters and the quality of structure. We use levenshtein distance metric" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "persistent-potter", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "compute distance matrix\n", + "using levenshtein distance metric\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 68%|██████▊ | 67/99 [00:00<00:00, 248.94it/s]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Running experiment to determine the distance threshold with a good trade-off\n", + "df = ClusterUtils.run_clustering(aligner, metric='levenshtein', experiment_mode=True) " + ] + }, + { + "cell_type": "markdown", + "id": "radical-vertical", + "metadata": {}, + "source": [ + "We can inspect structures of distance thresholds that give local optimals of the mean silhouette score." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "patent-ratio", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Distance thresholdMean Silhouette ScoreNumber of clusters
660.670.3712792.0
650.660.3712792.0
640.650.3712792.0
630.640.3712792.0
620.630.3712792.0
610.620.3712792.0
600.610.3712792.0
590.600.3958863.0
580.590.3958863.0
570.580.3958863.0
560.570.3958863.0
550.560.3919564.0
540.550.3919564.0
530.540.3919564.0
520.530.3919564.0
510.520.3919564.0
500.510.3919564.0
490.500.3919564.0
480.490.3919564.0
470.480.3919564.0
460.470.3919564.0
450.460.3919564.0
440.450.3919564.0
430.440.3919564.0
390.400.3741766.0
380.390.3741766.0
370.380.3741766.0
360.370.3749447.0
90.100.38471057.0
80.090.39838265.0
70.080.41573068.0
60.070.41573068.0
50.060.41573068.0
40.050.41573068.0
30.040.41573068.0
20.030.41573068.0
10.020.41573068.0
00.010.41573068.0
\n", + "
" + ], + "text/plain": [ + " Distance threshold Mean Silhouette Score Number of clusters\n", + "66 0.67 0.371279 2.0\n", + "65 0.66 0.371279 2.0\n", + "64 0.65 0.371279 2.0\n", + "63 0.64 0.371279 2.0\n", + "62 0.63 0.371279 2.0\n", + "61 0.62 0.371279 2.0\n", + "60 0.61 0.371279 2.0\n", + "59 0.60 0.395886 3.0\n", + "58 0.59 0.395886 3.0\n", + "57 0.58 0.395886 3.0\n", + "56 0.57 0.395886 3.0\n", + "55 0.56 0.391956 4.0\n", + "54 0.55 0.391956 4.0\n", + "53 0.54 0.391956 4.0\n", + "52 0.53 0.391956 4.0\n", + "51 0.52 0.391956 4.0\n", + "50 0.51 0.391956 4.0\n", + "49 0.50 0.391956 4.0\n", + "48 0.49 0.391956 4.0\n", + "47 0.48 0.391956 4.0\n", + "46 0.47 0.391956 4.0\n", + "45 0.46 0.391956 4.0\n", + "44 0.45 0.391956 4.0\n", + "43 0.44 0.391956 4.0\n", + "39 0.40 0.374176 6.0\n", + "38 0.39 0.374176 6.0\n", + "37 0.38 0.374176 6.0\n", + "36 0.37 0.374944 7.0\n", + "9 0.10 0.384710 57.0\n", + "8 0.09 0.398382 65.0\n", + "7 0.08 0.415730 68.0\n", + "6 0.07 0.415730 68.0\n", + "5 0.06 0.415730 68.0\n", + "4 0.05 0.415730 68.0\n", + "3 0.04 0.415730 68.0\n", + "2 0.03 0.415730 68.0\n", + "1 0.02 0.415730 68.0\n", + "0 0.01 0.415730 68.0" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df['Mean Silhouette Score'] > 0.37].sort_values('Distance threshold', ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "printable-atlanta", + "metadata": {}, + "source": [ + "If we select distance threshold 0.37 which gives a local optimal of 0.3749 silhouette_score with 7 clusters" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "necessary-alaska", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "compute distance matrix\n", + "using levenshtein distance metric\n", + "run agglomerative clustering | 0.37\n", + "silhouette_score: 0.37494418907841714\n" + ] + } + ], + "source": [ + "ClusterUtils.run_clustering(aligner, metric='levenshtein', DIST_THRESHOLD=0.37) " + ] + }, + { + "cell_type": "markdown", + "id": "czech-union", + "metadata": {}, + "source": [ + "Below visualizes all alignment paths in each cluster along with its number of genes " + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "alone-cathedral", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bcOzYMfzyyy/94q4bCW80J3nryTnpoYcewttvvw2pVIqPP/4YI0eO7LL3DtXVV1+Nq6++WvjzmTNnsGLFCnz99dc4ePAgjh07Bp1OJ3y97bmjaxt+W2lpabj22mvx3nvv4ZtvvsGzzz7bvd8AOS/QnOWtu+es3NxcYaseADQ2NmLNmjVYs2YNLrzwQuzYsQOTJk3q1Gf0lr179+LKK6+E3W7Htddei9WrV/f2IXWpfnEGnZaWBgA4d+5cLx+Jp7lz5+LHH3/E008/ja1bt+Ldd9/Fu+++C8DZJWb16tX4/e9/H9J7urZhVVdXo7q6OuDrfa3S8VVzorKyEldddZXP93D9cEdHRwvP1dXVITU11eu1HMehsbHR6/Xh6plnnkFBQQGGDBmCd955x6PTWGxsLN577z0cOHAAp06dwvr164VkmJDuRHOaf105p/VF48aNw3fffYfs7Gzs378fn3zyCa677rrePizSz9Gc5F93z0mPP/441qxZA4lEgo8++ghXXnllwGPqSQMHDsQXX3yBUaNG4fjx41i3bh3+8pe/CF9vW2LA1W2oPVfntP7cDID0LJqz/Oup86ioqCg888wzqK+vx5tvvomVK1di48aNAceFmwMHDmD+/Plobm7G7373O7z//vu9tkKzu/SLQGj69Ol4+eWXcezYMVRXV3dp8bC2LQV5nvfZYlCsjd6sWbMwa9YsmEwm/Pzzz9i5cyc+++wzHD58GFdddRW+/fZbLFiwIOjjca1QWbRoEf75z3+G8J2IM5vN2LVrl+hrBg8eLPx3fn6+z0CopKREaM/e9vXhavv27QCcxaV9tZ2Xy+WYM2cOTp06hX379vX04ZHzFM1pnRfMnNZX6XQ6zJo1C5999hny8vIoECLdjuakzuvInPTUU09h9erVkEgkeP/99z1W5oQTiUSCBQsW4Pjx415bQ1yrHhiG8VtuQKFQAHDWMSGkK9Cc1XlddR51+eWX48033+yT28YOHTqEefPmobGxEVdeeSU+/vjjfrkivV/EWwsWLEBMTAw4jsPLL7/cpe/dNjGtqqry+Zq23bf8UavVmDNnDh577DEcPHhQSFxfffVVj9f5mlTaci0TPnz4cMDPDEVWVhZ4nvf5cElLS0N6ejoAd5DS3rZt2wAAGRkZYd9hDEBINThcW+EI6W40p3VeMHNaX+bq/kEXUKQn0JzUeaHOSWvWrMGjjz4KlmXx3nvv4Y9//GOXHk9X8zcnTZs2DYDzwtnfCqCzZ88CcK/qIKSzaM7qvK46j+qr5ytHjx7F3LlzUV9fj8suuwz//ve/fS4e6A/6RSCk1WqFrTzPPfccfvzxR9HX8zzvsxOCL3FxccLWpz179nh9/dy5c/jhhx9COl6GYYRfkGVlZR5fc9Xd8VeQ+bLLLoNKpcLBgwexadOmkD63K7juTr377ruwWCweX+N5Hm+88QYA4JprrunxY+sI1yqmH3/8UVjZ1JbVahX+PXV0by8hoaI5jYipq6vD1q1bAQBjx47t3YMh5wWak3rWiy++iIceeggsy+Ldd9/FwoULe+U4gmWxWPC///0PgPecNH36dOFm4jvvvOM11mg04uOPPwYAzJs3r5uPlJwvaM4KH59++imAvnW+cuLECVx00UWora3FpZdeis8++0y0oVJf1y8CIcBZpOuKK66AzWbDggUL8Pjjj3u1rzSbzfjyyy8xefJkrFy5Muj3vvzyywEAjzzyCAoLC4Xnz549i2uuucZvlfirr74an3/+udcP8NmzZ/Hmm28CACZOnOjxtdzcXADAli1bfL5nQkKCcOxXX301NmzYICSvLvX19diwYQPuv//+IL/D4N1///3QarUoKCjALbfcInxvNpsNDz30EHbv3o2IiAj8+c9/7vLP7g433ngjAGcbyJtuugn19fXC1+rq6rB48WKcOnUKLMti0aJFvXWY5DxEc5pbd85p4ei9997Da6+95rMWwN69e3HxxRejqakJGRkZYbuFhPQ/NCe5deectH79eqxYsQIsy+Ltt98Oi3OPb775Bs899xyKi4u9vnbixAlcdtllOHv2LHQ6HW699VaPr7Msi6eeegoA8PLLL+Pzzz8XvmYwGHDzzTejuroaKpUK9913X/d+I+S8QnOWW3fNWWVlZbjnnnvw66+/en2tpqYG9957Lz788EMAvovKh6P8/HxcdNFFqK6uxoIFC/D555/36zAIAMD3IzabjV++fDkvkUh4ADzDMHx2djY/adIkfujQobxSqeQB8AD4OXPmeIx9/PHHeQD8jTfe6PW+BQUFfGxsLA+Al8lk/IgRI/hhw4bxDMPwY8aM4e+77z6fYyMjI3kAvFQq5QcPHsxPnjyZHzhwIM8wDA+AHzhwIF9ZWekx5tNPPxWOMTs7m58xYwY/a9Ys/plnnhFew3Ecf//99wuv02q1/Lhx4/hJkybxmZmZwvvPmjXL473fffddn8+H6uuvv+YVCgUPgI+MjOTHjx/Px8XF8QB4hULBf/vttx1631mzZvEA+J9++inksWvWrOFjY2OFh0wm4wHwKpXK4/l//etfXmPvvvtu4e9SLpfzQ4cO5YcOHcrL5XIeAM+yLL927doOfU+EdAbNaT0zp7WdI1zfIwCP58eOHRvy+9544408AP7dd98NaZzrfzsAfHp6Oj9x4kR+4sSJfEJCgvB8ZmYmf+TIkZCPiZDOoDmpe+eksrIy4b0jIiL4adOm+X0sXbo05Pd3/W/w+OOPhzTO9X0B4JOSkvjx48fzkyZN4tPS0oTn4+LiRM/fli9fLrw2KyuLnzhxIq/RaIRzx88++yzk74eQQGjO6t45q6CgQPjMiIgIfvTo0fyUKVP4QYMG8SzLCn8/L774YofevzeuDS+++GLhe5owYYLoPFxRUdGh7yvc9KtAyOXMmTP8gw8+yE+cOJGPi4vjpVKp8I/0zjvv5Hfu3Ok1RuyHnud5/vTp0/y1117Lx8XF8XK5nM/NzeX/8pe/8Eaj0e/YL7/8kl+yZAk/duxYPiEhQTiOiRMn8k8//TSv1+t9ftY777zDT548mdfpdMIPsK/j2rt3L/+nP/2Jz8nJ4ZVKJS+TyfiUlBT+kksu4detW8eXlJR4vL6rLp54nuePHTvGX3/99XxycjIvk8n45ORk/vrrr+ePHz/e4ffszA992wsosYe/C7MffviB//3vf8+npaXxcrmcVygU/IABA/hFixbxe/fu7fD3REhXoDmte+e0YOaOzMzMkN+3o4HQqVOn+CeffJKfN28en5WVxavVal4ul/NJSUn8vHnz+FdeeYU3Go0hHw8hXYXmpO6Zk9peXAV6dOQzOhoIlZaW8s8//zx/2WWX8Tk5ObxOp+NlMhkfHx/Pz5w5k3/mmWf4urq6gO/z1Vdf8fPnzxcuztLS0vgbb7yxU+eOhASD5qzumbNaWlr4t956i7/++uv5YcOG8TExMbxEIuEjIyP5cePG8ffddx9/8uTJDr03z/fOtaHrM4N5FBQUdPh7CycMz/eTCpukz5s9eza2bduGn376CbNnz+7twyGEkE5ZvHgx/vnPf+Ldd9/F4sWLe/twCCHnuVWrVuGJJ57A448/jlWrVvX24RBCiCi6NuwZ/aaGECGEEEIIIYQQQggJDgVChBBCCCGEEEIIIecZCoQIIYQQQgghhBBCzjMUCBFCCCGEEEIIIYScZ6ioNCGEEEIIIYQQQsh5hlYIEUIIIYQQQgghhJxnKBAihBBCCCGEEEIIOc9Ig33hPPbq7jwOQkgX2MT9p7cPIWzQnEVI+KM5y43mLELCH81ZbjRnERL+gpmzaIUQIYQQQgghhBBCyHmGAiFCCCGEEEIIIYSQ8wwFQoQQQgghhBBCCCHnGQqECCGEEEIIIYQQQs4zQReVFpOaUI8p4yqhN8oBAAkxJqhUNuHrUTorGNYBg0mOssoIr/EcxyI5Tg+Nxga7jUV1g0b4mtUihdHsPMyYSDN0WovwNbXSDpblUFQagaLyaJ/HplFZoVTaYbdLUF6lE563O1iYzVLY7BJU16lA2RghhBBCwtGg9BI8dE8ebFYJ5HIeANCgl6FJrwYAROlawEp5OBwsLBYpkhMMkDA8zDYJTC1SsAwA8ODAwmFnAAA6rRVSCQ+bjUWLRQql3AEA0DfLhPOw6AgzlAo7auvUKKmKwIDkBsiUPKxWCZpbz/lUCjvkrWMBQKuyQSJ1wGZn0dSsRItZitc/GoGWFu/zP0JI/6RQWDB/ZgEAwGyWQqe1Qq2ygueBwlLnNRvL8lDI7cKYCLUV0dEtAAC9QQbXtRnnYFFZ65yTZFIHdForAMBikUKttEHbem1YUBIJgAXDAE1NStQ1qgAASqUNkTrna0wtMvA843W8LMtBpXQei9GowNmiKNg5SVf+lRAStrokELr2N6dx8fRS8M5zFLAi2YrrNe0x3j+bwutdYxgW8P2yMjgcgNni/e3IZQ5IJDw4nkFdg1J43mKVoFHv/HNdgxKvfTBG+DMhhBBCSLj4812/Ii3JAcAdvKQm2QCYAox0ALAG8QmWNv9tBtDc7usGANVBvE97egDAJbPK8cuvsXjs7xd24D0IIX3NiIG1WHLDUQDO6ziGcV/r2Wyt/8EAEtZ9Ydj2NW3xAOzCGB7S1pzG+31b35Rxhk1GkwyFpRHQaa1IiHEGTcYWqZ9AiIe6NRBqsUhhNMrw6vuj8evxpM78NRDSJ3RqWYxSakdinAEqhfNkw1+o0xNYFpBIuA6NjY02Y/aUki4+IkJIuGEZHnKZQ3jIZI7AgwghpJewLAet2goJ07fnKoYBJo+twx035PX2oRBCuhHTep4l7eA1WZcdBwCN2oaMlPbhdnCUSjtu/eMRDMqu69oDIyQMdWqF0NyZBbjuylOI1Jl7NQwCnCmxM2Xm4XAEPhiG4SGVuE+wEmIC3WUjhPR1CXEmzJtRKPzZbJHiP98M7r0DIoQQERkpeiz87THExfTtQMhlUGYjsjMacK7Y9zZ/QkjfFqmz4PK5Z5EUrxeuDf3tDuluDACNygaplINznVFoF6sKuQOLrzqOd/8zHGcKYrrjEAkJC51aIVRerUOjXgG7o3fr77SdaCQsB4kk8MwTHWnBwKxG4TFxTIXwNZbppZmLEEIIIaSVwSQHx7GiW/H7Crsd4Hgpbv7DUWRnNPT24RBCelBvLhxQKuxQKBxwhkKh4XlgytgKxNHCAdKPdbqGkMksRWWtChqlHRabFDv2pYJlOfAcg90HklBSoYOkzUocq1XuMV6rtmHW5EJo1EaPw2poVGJHXiYsVik4znkmJJW6C4/pNFZcMisf8VEtSEo0A2Bx+GSssC/08JFEHCuIA8u6lyw6HO7iYK88scXnMsKkeAOmjK3Alt0ZaDYoOvNXQwghhBDSKSUVWug0LNJTOHAcUNugQGmFBv/8YiDsdmehZrnc2npzjIHDIYFG4z6nUsqB6y47gsiIltZnJFAq7JBKeLz17kiUG3WwWuUe52omkxppSXq8uHIPGLhrQ7aYAa71tOrkmUg8/fpESCSeV3quc7W/3LEPQ3MNkEpb60G23p1XKBy4+Q9H8fa/R9BKIUL6GX2zAp9/PxCABW//ewQAHsOy65AzwBkCHzqciGMFCa2v5tsFRXZIW69MnfOMOwl3X8NxwnzknPM4SCSuMTyuvewsBg6ox7CB9WDAt9YMcn796Ok4/O3N8fB9+es8zgmjqzBuZDWiIiywO1icLYoCAMydVozNuzJQW6/u6F8NIWGrC4pKM2g2KAFYIWV5OBwS4Yd24sg6tLSoUFzuv7OExaLAxu2DcPHMQmjU7s5k0VHAuOH1+GlPhvBc2zBJwkjBcSpU1avA8S1ISTK0fjvOmWXUyDpERZmxbV+Wz8/1VVAsKd6AOVNLIJFymD+jCD/syKRQiJB+JC7KiKE57v3gvgrRE0JIeGFxPH8ggAakJhlQWJKIVz8YDbvd//zV0OAZtKz7ZyyWLDqIqAgLVAo7IrRWADxuWVyEp16ZjNraSK/3MGptwgYLV/FW5zmW8xxvyEAj/nLHYfzlbxfA1+kkxyvA80bYbPBauU2hECH9E8czMJrkAOQwmnhMHVeBAZkmcJzzemrkiEaYHUqcPBvrY7Qc1mBq4PshlTiQk9kIjmNRU6dGcqIrGHfOWSMGNeDPtx7EmtcnCM+1VVIViZY8OfYcTMYVFxXAbJXAZnemTzKZg0Ih0m910SJkBs0GudCCVHiW5TFzUikyUvSiow0mOTZuz4LRJBOeM7XIkHckMahPr2lQobxS6/FcWpIeK24/gGcf3BrUe0glnBAGAYBKZcP8GUUebe4JIX1bbIwZ6SnNwiMjtWPFBgkhpCeYWmQ4dDwBh44n4V9fDcYP2zMDhkG+NDSpsH7DGFhtLCJ0zjAIcBZdXbn0F6QlN3mNsdolsNicD7NVArvd+2ba0IH1uP7KU/C1FUOjsoBlebAs79Ex1kWhcODWP/6Km67+NaTvhRDSVzBoNsq8np04uhJDcrq+WDMLYEC6HgPS9VCr7LDZJGDa7VUbMbgWD96Rh7YdG10a9UrkF0bjZH48/vbWBBw9Fe/xdVcoRNvHSH/TqUCI4xjY7WzrQ4KaehVOnfMsusWwPKaMrYBMKl4QsW0oZGqRYWOIq3NqGlTYf9gZIKUl6TF1XAUkLI+Rg+uCCoUcDhaNzZ6fR6EQIYQQQnqLqUWGwyfjWx+J+PC/w0MOg1wamlR4+b2xXhdo/kKhFrMc+mb3o65RhR17Uz1CofyiSLASYNyIarQPhZLiWyCRQHhIJTxK29y8Y1kbxg6rxzWXn8WyxXs79D0RQsLb0VPx+PVYgtfz3RUKtWVqkeKnPeleQfaIwbW4eEax6FiOY7H15zSUVeo8nneGQkXISvUO0Qnpqzq1X+Lg8UQcPN5+FY/zhGBwdj0AwGaT4Mc96bDZvZfmtecKhRiW79BWrRNnYxEZ0YKrLz3V2nHMyRUKPbRmtt+xPIDNOzMxd3oRYqNbhOddoRBtHyOEEEJIuFIprRgxqA77Dif7fU1ltQ6rX56Cx+75GTqNe2+GRm3Dsj/9imdfm4S6Bv/bIT75ZggMJjnmzyzG2eIIHD7pvNAbPqgWAHDgaALEOvm8+v4Y3HXDQWSkNGBYbpNQC+TSOcVoaFJiwxejQviOCSF9gWulzdjh1R7PTxxdCQB+to+FjuOBqlqNx3Pf/JSN6joNrlpwBkxr06BfDiZj444Mr/FZaU0Ymlsv/Lm2XomtP6dh9pRSpCa5V5RnZzRh1NBavPfpMJw+1zXHTkhv6tQKodzMBtxx/UHhccPvjgFgsPdgEk6di4HNJgl5r6XBJO9U8LJ7fwYOn4j3er79SqGKGg2ajXLhUVmjgdUmweadmahrUHmMpZVChBBCCOlpOq0FMyeXCI/pE8p8vk6ltGLJokO45vJTuHBqkeh7ukKhttv8jSYZGIbHkhsOIjZafDvEGx+NxUvvjcahE543BIcPqvVYKWQwyoStYjwPWG0MrFYpXn1/DAakN3t1TrvuN6ex6LeHRT+bENI39cxKIV9hNIOvNg3Ep98NBM8z+OVgMl7552j4qiGkUtgRF2MSHpE6q9dKofTkZsREmSGXOfCH/zuNuBij1/sQ0td0KhCK0FmQm9UoPLLTXcvnnKHQNz9md3HhLR5Dc+qgkNtFX7XyhRk+J53hg+rxlyV7AABmsxQ2Oys8XMVlKRQihBBCSDhQyB3ITNULj3QfNRldYVBSvPPC5P/mFIQUChlNMhhMMgAMInTWoEKhbT9nYff+FK+tGG1DITvneYrJ884/W61SLF05Gw6H63nn/2cYCoUI6eskEg6x0S0eD5fe3D721aaBWPPaRL9hkBhXKMRxDGKizACcXbZLK7SYO62EagqRPq+Likr7wngVme4cHuNHVGHC6ErMm14EqdQBfbPC44E2JybtQyGOZ2B3sJg4qgoP37VH9JMoFCKEEEJIXzB1XIUQBrkEGwo9/vepKK3Uoe2ddYXcgTkXFEOltPkfDOBccZTPUGj+zAI8ce8uAJzfsWXVMbjlgTmwWD3HUihESN+m01hx6YXnhMeC2QUeX+/NUOjYmXiEGga5cByLT/43CEWlETCZpThXFAkHx1KhadIvdGMgJG5wdn3A7mNuzjBo2CDnRBEdZca08eX4flsWvtyUKzy4diclrlDIFQa56h1OGl2FEYNrRD+RQiFCCCGEhLsfd6djzwHvukHBhEI1dVqs3zAGjXrnVn2LRYKzxVFQKhy4cEqpUHPDn/ahUFpSMyaMrMKoIbWIixLvH11WHYOb7p8Hi83zVJRCIUL6t94MhfwZlluLP/3hMEYMqsGIQbUYMagWQ3I9j8Vul+K1D0dh5940ONqsgKRQiPR1vRIIDc6ux6QxFUG1pAdal0yneb4uOsqMedOLgto+tv2XVK+OqHExLYjUiYc6FAoRQgghpLdE6iwYkl0vPAZnN/h4FYvPvhvY4VDI1ZK+skaDs8VRsNmdp4YJ8QbEx5gRG9WCmCgzYqLMPreSuUKh1ERnGMS2NvWQSDnwPGB3AHYHA4OP9tM19RG4+f65PkOh6397mrqPEdJPiYVCg7LrfYzoPsNya3HvLfuRna5HVroeEokDEgnv0aDIxW6XYvOuDD/dxygUIn1TpwKhSJ0ZUW0eMVEtAce4wiDA2ZI+mFDIYpUKLenbCjYUev7Nydi9P8XreYWc63QoFGhJNSGEEEJIR0gkHBQKR5uHv/OdzodCr/xzrHCu46xd1AyGAaRSQMI6L46kEt/bwM4VR6GuUQmmdaG22SIBzzNgWUDCAuB58H66j/kKhRjG+bh0TjGFQoT0U75CIbudRUOTsoPvyEMht3s8ZBKH6AhXGKRsnVu1KhvSUwwQ2/LqryW9XGbHzX84ikHZvbPKiZCO6lTb+YTYFsRGm4U/R0ZYsfA3x7xed7owWqjvMyi7HqmJBtQ1On/YY6PMuOayk/j1WCL0BjkY8Bg4wNcdMKC2QYWMFD2UCvcPd2qiAWmJzbDaWFhFWttXVGtQUaNGRoqzbaCEBcAASgUHuawFVlujz2OfNqEcDMODYXho1TZIpc4JwmiSobZBiZREPY6ciofR5F0vqbg8ApU1Gq/nAWDMsGrIpA7U1KtRWBoBsTathBBCCCESlvd5rnKuOAp2B4uSci3SknVIT3ad63BQq+y49vJTuGB8OaQSDhq180bW0VOx4NoVfpZKOIweVo2MlGawrRdSPA8h6Fm66BAs1mNgGB6qNuGURMpBJXdALrODBwO1hINU4ry7zrLO8bFRLfjmnU8BAAaTDBaL5yloU5MUCXFW4bMAdyg0OLsG7302Tnj+N/PP+AynDEYZLFbP961tUOLYyThwrfdASyt1KK/S+vz7HTWkRrgwBAC7g0VBSWQnLlAJOb8xDI9Joyt8fq26Tu3Rkt5uZ7F5VyZq6tQYnF3vcdM+O6MJ0gDhjgQOpCUZnKVCWpsG3fbHIziRH4MzhTE+x/zh/04iIdYInndeG7IsjwiNFdkZTTCaJB7zbYtFipLyCOHPhaXOQCg1qRmROjNyMvRQq2xY9qdfsXlHBsqqdF6f54vZIsXhk94dsgnpKZ0KhNpjGB5jhlejfbjBsu12bDHOu0/gnVu3AODimYU4XRANi5XF6KG1Pt//XHEkmo1yJMQ1Qi5znwgkxBmRlmRAWaXWY09ne6YWZzeNSJ3zhMN1lCwLJMUbMWa4d12h9JRmMG2OnmV5MAwgk3GQyTgkJ5gwZlgt8o4koNmo8BjramfvS05mI9QqG4agHskJ0a139SgUIoQQQohvLMv7PFeRyx2wtd4Uq6xRobRCi6njKsCyPNQqZwA0JKceMinnPP8CIJVyXoEQAGhUNqhUdrCtpyRtA5rEOFNrvSAeknb34Fxt5FvMDORyzqOtvGulkUtUhA08773Cum341HZsTlYL7l68Fxt35AIABg1o8Lmdw2yVwG73/p5GD6nF/iMJ4MCixSz1GwhlZzRCp/WsfTQ0tw7bfklHaUVwF3eEEE+Dc3xvAZNIeBSWRuLoqXhwHIOaejVq6pzdqdOTm5GcaBBeOyy3DjKZ/1U7Tg7IZQ5wPAOW4SGVOjAgvQkSKQ/Wz5oBndYGu0MCldIGBu55TKNyYMzwutYA3Tl5GU0yqFVtgvDCaGz9OQ0XTi3B2OHVHtvFrrz4LA6fiENNQ+Bu280GOQVCpFd1asuYze695zsqwgKvgj3tlFVqUVAS6fGDzbI8dBrxAoSAcwvX2aIoWNvtN5dJOaQmGSBhxSeLkooINDXLPU44eB7QG6TQqAJv/+I4BhwH2O3uN5DJHJgwsho6TcdqCuVmNWDquAoE+nsjhHROfZMSNXVq4VFVG/gXNSGE9BarrSMdcfxvHwuGg2NhtUrg8HE6JZEg4L0ri1UCU0uX3m8EwwAJsTYMzCzv0PjoKDMmjq6CBOIrDHxhWR6zJpcgrXXVFSHEPwfXsZvbx8/ECWFQZ7TdmsoygFLpgDTAtaGpRersVt2OUs5h4AA9AP+lSTiOxbZfUr3KmijkdlwwoRypSTRvkPDXqUDo+OlYZ/euNhRyR1Ch0JGTcV574QN1s3ARC4WS4o1gmcChkNninjAMJhZ2uwxajTWoUMh5d8xzwgs1FGo/XVIoREgP4BlwbR8dPHEhhJCeUFwWgWaD95b0wJyh0IGjiR36XJ5nYLVJwfs4JZFK+IChkKlFBqu1a+dXHsCE0XrkZoZecJZleSQnGjBrahkkAbad+BtPoRAhgTUb5GjSe4crPUMCi8UzRGcZHhERgRccNBvlqG1XLxZwhkKDBugB+L8+tNul+GZLttCtUSrhoFQ4IGF5TBhRhTgfxfiDpVTYwQYItAjprE7dwmk2KbDnQBJGDK6DTMrB4WBR0+DcZ93cLEdRWSR4HjhdEO11UmEwyZFfEA2jySDsZy8p16GkXOf3PKO0IgLGNnedzhZGYfYFJdBprDCYZLDaWTQ0KWBukeJsSRQcPpYNuxw+EYfL5uSD54HGZhX0RvcJV2W1e8miv05itXUqKJUOr1VNo4fWYPf+JJw8G4+GJv8TYoNeAVW78Ck3y1k7ibaPEUIIIYTjWLyyYQxmTCxDhEhn07PFkbC3bhlzb51n8fn3g+DggLQkIxiGh1JhF60hBAARWguMLbLWz+cwbFADJCzAc85uYQADjuPRZJbD0XpTUCJxQKVwXrScKYiCweQ8/xk/shI6jd1rGxjPAzX1MrQ/DWUYDjGRltbvA1DI3a/nOQDgMX5kDSprVGjUe9f1aVtDiAGP9BQDZDIHtGobHA4WGrUNsyaX4vCJRHC893lWYWmk0KhEp7F5bFlxhUK0fYwQMQw27sjCwKwGYbuqPzX1/lcElVVq0dymM6HDwfgtat/WydPRGDmsFkql8+fYbpMg72gCTp+L9vn6mMgWqFV2mFpkaGhSYOyIKgzObgTbZpGCQs4hO8OIf32ZhOJy9/u0Pf6KGg0+/nIIrpyfj6w0PWx2FjzvrJc2MKsRhWURKK/0PW+0r3vmolTYMX9mIZqNcmz9Oc3nfE1IV2B43tf9H2/z2Ku9nktNasacC4qhUdkwIL0JDgeLE2fdRbtKK3TY9ov/f8AXTStCSptftvuPJOL4mbiQvoHEOAPuXHgILMvjbHGk8FkNjQps2pkJi9W7zWlbQ3PqMGF0pdfzB44m4thp8WPRqq1Ysugg4mOdya9CbkNmqgE8D6x5fQJ2708XHZ+W3IxZk0uEFq0u+YVUU4h0zCbuP719CGHD15w1JLcO1195Qviz2SLB069M7cnDIoS0QXOWm685KxwkJTTjtmuPIELnvAEmlToQE2mBqUWKp16ZjNKKSNHxL67cguGDGrxCoRYziytvvQSA74vCqy49hZSkOsybVg6ZtHUrSuvpkoNj8doHI/Hd1lzRzx42sAYrbt0Pucy5KqigJAJnCmNQXBaBHXvTfIZCbjymjqsQbta5cBxDodB5jOYst3CdsxRyO+bNKIJUwmHjjiyYWgNundYCjmN8NgJqa9lNeZg3rRgMyztrx7Y+X12nwqL75gHwP14ut2L1vXuQkmhEQ5NCqO1mtUnw3qfDcPpcbFDfgysMimgtrF1WqaNQiHRIMHNWl/yrMrbIUFAS6bVvNCbKDJVSvCV8Z1XVavHq+2Nw5GScxw9JZIQV0ZGBt66dOBuLvENJXs9fOOUs1j66RXSswSTH+g1jUFOnFsIgCctBKuFw940HMXCAeNtBZ2CW7rVthbaPEdI9TubH4tEXpgsPCoMIIURcZbUOr/xzDBr1CiEMYhgeGrUNK5f+grTkJtHx9z11EWoa5F4rxVVKDl++9T0A/9spGhoj8d+NuTBbPbeBSFgOdy48ggWz80U/+/iZeLzzyQg4HKwQBgFARqoeMyaVeqwC8MZgz4Fk5Bd6riyg7WOEhDeLVYpNOzK9wqCLZxTh4hlF0KjFt5C99M4EbN6d5tGACHB2197w4iYA/sdbrXI89vepOHwyTgiDAEAuc2DxVceDbEnP48KpJUIYBDgXYcyeUkrbx0i36LKY0dgiw+mCaNhaCyCaWmTYuCMzYArbFarrNPhua7ZQ0IvjGGz9OR2VNa4uEqGFQpFaAxZcWIqhAxvwjzXfiY51hUKxUWahoLXZKoHdweKB2/IoFCKEEEJInyORcJg5qRQzJ5VixOB6HDiSAJmU86j3qFHb8PSfdyE3S/xcZ+GyK1BZo/AKhRQKDutW7YBYfQ6rTYavNw/wKtoqYTks+9NBrH10o+hn79qfhmfWT8TJfM9V3xQKEdJ/WaxSrzBIrbJBq7EGFQqtfXsSdu1Pbq0b6xZsKLT2nXEoKo3weD74UIjBvsOJwjW1C4VCpLt06bozg1GOLbsy0KRXYOOOTDQbeq6omMEkx8btWWg2yLH153SUte7TZFkeE0ZWCXvC/XGFQq4wSCpxniCkJxuDCoUeeHYmTGYZzFaJMAEplXYKhQgJI3KZA0nxRuHh2u5JCCHEE8vyyExrEh6xMWa8+NZ4NLepuahU2BGhteLJ+3YjJ0Cx5xtXXI6KGqUQCnE84LAD2RkGrFu1DYFCoZXPT/Wo9yiV8mBZYOhAPV58dJPoZ58qiMPmXRletSUpFCKk/5s4qsqjnpFWY8VNfziKhFij6Lin112AnT5CoQitFdPHV0Hs+sxul+K1D0f5DIXuWngIk8aUiX52bb0am3dlUChEekSXb0SsqVfj6y05PRoGuRhMcny1KbdNGMRh9pRSDB1Yh3nTi4IKhQakG4UwyCWYUKi0IhJLHr0QZRWeP/gUChESPmKizJg3o1B4zJ5S0tuHRAghfUZFjQ5PvTwZBqMcSoVdOF+SyTjcf1tewO1ji1dchooaJTjOGQa5NmTkZDbi7TWbIXbXXW9U4Y5HLoLeKIdUygs1iRgGGD6wCQ/ctkf0s6vrND5DodHDqvDost2Qi3Yf8x0K8RwDu53qPRISznblpaChyV2EPj25GZmpety58FDIoZDZIsFXWwZgQKYek0ZXItRQSKW0ITa6BXdef4RCIRI2uqUyVfsktd1XA9yJ6RxXgUBXGJSa5LxzEx1lxrzpRVAqxCver3h6DgpLvAsFpicb8daz34uOra7TYdXaqWho9Gxb6A6FakTHi4VCk8dUiI4lhBBCCOlu5dUReO6NCbDaXF3NGLSYpUHXFFq84jL8uDsNPO88BWUYZ7iTmmTE22u2QCwUatKr8cBT3rXfGAa4aHpZyKFQdGQLxg2vQW5mIx67N7RQyGFn8eOetuUJCCHhyFVTqKFJgfTkZsREmQEAOq01pFCoxSzFV1sGwGZz7gQZnFMfUiikUtoQoXXObyzL4apLzwTcPkahEOkJPVyqnMf4EVWYNaWk2/8BKxUOREWYPZ4bkN6E5TcdQITW7GeU0+2PzPcTChmw7gnxZcn1TSqfoZBGY8VzD+3CBePFVyT4CoU4jkGpn1aFhBBCCCE9qaAkGiv/Ng16gxwtZnfLZI3ahr/ctRex0eIXWM+9MQXb96YAcIY5rtU+qUlGvPfCRgD+x5dUxeHeVZO86hGFGgpFaCwYN7wGktZW1pmp+qBDoVNnYygMIqQPsVil2Ppzute8EUootHz1DFgtnrVxgw+FRqLZ4BzLcQwampRgGQRVU4hCIdLdejAQcoZBwwbVtbZbL/UoTNjVTC0ybNyeJRQhjNJZkJGqR1xMC5bccCjkUMg1gQzMago5FJJIOOg0NshlDjx4R15IoZCrQHYZBUKEdFpUZAtyMhqFR25mQ+BBhBBCvBSUROOhNTM8agrxPAObncWSGw4hNlq8Rttzb0zB/qPx8OzjA6QkmPH1298DaPE79vi5DNz6wGxw7a6DQgmFDh5P8Ho+2FBo76FkCoMI6WMMRgXWbxiDugalx/PBhkJFZbHYsS8VfLudHINz6jFnaiHEVjfa7TI89vepKC6LQEOTEnaH8xLcVWg6PUUv+tkUCpHu1GOB0OihNRg2yJ2ApiU3Y0hOfbeGQq5C0zIph4xUvXAHKjaEUOhccYRXmhxKKGQwyqDT2IRtclIJF1IoRGEQIV0nMdaEnMzGNg/xrQ2EEEL8q6jW4cmXp6DZKAfPM2hoUsBmlyBCZ8XSRb8iLUl8jn3sxZnYdzheKDXAtp6VKuQ8Fv7mHErKlSgpj0BJeQQsVqnH2OLKONz2oP9Q6Jn7fxT97F370/DWv0bC4fA8Fc5M1ePBu/ZC2okLLJVSvDwBIaR36A3KToZCkV6hkFZtxvKbfw2q+9jja6fibFGUx/MNTQpMG1+GuBjxEJ1CIdJdeiwQKq/Sev0DjokyIytV3+2h0Dc/ercrDTYUunPlxTiZH+31fLCh0NPrJ8Ns8TyJCSUUojCIEEIIIeGqolqH1S9NRVFpBGx253kew/DITG3GyrsD1xR67MWZyDsSK9y0c1EqONzw29PY+nMitv6c7lEU1kUsFBo3sj6olvTtQyGrTYKoCDNuve5wh0Kh7IxG/HZ+PnUfIyRMdWUopFWbsWB2EeQyDgmxLXj3+c0Q65jYvtB0Va0alTUayGQc5k4rRlpyx1cKjRteLTqWEH86FQiVV2nx0ZdDhcdXm3P8vramXo0tPv4BR+is3R4KVdVq8doHo2EwdiwUWv7kRX5Dodef/kF0bGlFJO59chZMZs/Plko4LPvTr0hO7PgJQ2x0C6j7GCGEEEJ6U2WNFi++PR6NegUYhkd0hAUymQMatQ333bw/4PaxR1+YjZoGubslfWsOE0yhabFQaOhAfUihkNUmQWOTAjwY5GQ2hhwKZWc04oLx5ZBIOGpJT0gYEwuF7rrhYJChUCIumVUMucw5R3A8kBDbgjee+RHBhEJ5hxNRWaMRnk9NasZdNxzqUE2h+kYVDp+MFx1HiD8Mz7ffEOXbPPbqLvnA+BgTLppWDJnMAaXCLhTzq6zWYvOuDBiMznb1/zfnHGKi/O8fb8tglGPvoaSAq2kS4wy4c+EhaDWeP6R19Sqsf3809Abvu09trX10C4bktqk5wjh3vpdUaHDLgwtEx6YlN+Hvj26DunUZsdUuQWGpDs3NSrz20ShUVIW2EigjRY+Zk0pxtjgKew4ko/0efHJ+2sT9p7cPIWz4mrNmTS7GLdceEf5ssUpxy4Pze/KwCCFt0Jzl1lXnWV1FJnPg2stP+vxaaYUOP+3J8Ho+OrIFf3tkG2IinTfabHYWZisLc4sMz7w2CQUl3jfX2nr9rz8gM6XZa7VQeZUar34wAkNz/QcsGo0Jv51X5DWW54Ez57RYuuoS0c+eMqYMv70kHxKJ52nx2aIovPXRKNg58Xuo8bEmzJ9Z6HGDk+MYbPslHaUVtNq7v6A5yy3c5qyOiNCasWTRQcRGey4OKK/S4M2PRsNgkvsZ6fTI3bsxfXwFePAe28hKKnS445ELAcj8jm3bETsh1oTkBGcIZbVJ8N6nw3D6XKzoZ8fFmDB3WjGajXJs2pEpdH4kpK1g5qwe7jLmuVLIbJHCaJLDaJJDp7Vi4qiqDu1/1GqsuHBKCTICFOTq0pVCjDuCSUk0YcbYQtGxbVcKucIgh0MCtdqGO687HNJKIVcYxLA8crMaMHVcBWilECGEEEJ6U0OTCp//kAuLVQKbnYXFykIu5REf24JVy/cE3D52x1/mY9/hBKGmkEtKogn33nwIYnfdjUY1vtma4rP72MBsA15Z9b3oZ/98MBX//HQ47HbPU+NgVwrV1Km8aoOwLE8rhQgJY75WCjUbZahtUOHimYXQqv2vTgSc3ce2/pwKrl0tsvTkZrz+9E8Qm7M4jsXWn9NgsUqEMAhwFpq+5ZqjmDSmTPSza+vV2LQjk8Ig0mk9HggB/rePubqPdSQUYlgeMyeV9kgodKYoUgiDHByDLbtSkTXAiOEDa0XHukKhvMMJcDjc33sooZBSYcf0CWVgWPcZD4VChBBCCOlKdjvboYuMpiYVtu5JQ1OzHDIpD4Xc2bFLpbTj9uuOBNw+1r7QtEtctAV/vDwfYt3HGhoj/YZCOVkGLJidL/rZx/PjsOGzYV6hUG5mAx5e8nNQLenzCz1XQVEoREh4axsKNRtlKCiJBM8z0KhtQYVCa16fgk27MrzmrGBDoc+/zxVqCgHO7tSJcUbcef2RgKFQXaOKwiDSab0SCAGBQyGG6flQKDLCgotnFEEht4uOv/uxeSgs0QlhUHWdcynwuJFVQYVCL70zATV1ao/ngw2FzBYptu9LA9eu5SGFQoQQQgjpKjzP4NejCV4tloNhNMux71BSm/cCDCYZVEo7ltxwMPRQiHGGOlIp8MfLCwH4v3nnKxTiOOf2rTsXHgk5FGLAIzrSgkHZDUG1pKdQiJC+xxUK/Xo00SPYUcgdUKnErwsB4KV3JvgNhd77m3j3sbaFpiUSDjGRZrAsD6nUgeuvPBmwppA/LMNj+KBa6j5GAurxGkLtta0p1FZtvQo//5oEnhfPrAZn12NQtruuj9UmweYdmahrVAX87LY1hex2FvlFkbBYpWhoVGLTzkyvFqftTRxdhCE5Bq/nDxxJxLEzcaJjtWorliw6iPhY90kRw3BITTDi5X+Owe796aLjncFZCVjW83++/MJoqil0HqO97W5UQ4iQ8Edzllu41uOQSZ3Foduy2VkY/dTWUKtskMscGJjVgAkjKzFzchk4Hmgxy9CoV4BleMikHNa8MQGlFZGin736vu2YOLoaknanghYLixvuuxCA/3O9QTmlePLeg+B5wOFwnxM5OBavfTAS323NFf3sYbm1uPGqY4iPaRHOUesaVfji+xzs2JsBjhc7z+IxdVwFcrMaPJ6lmkJ9H81ZbuE6Z3WGQm7HvBlFiI40w25nsWVXBqrrNIEHtlp2Ux7mTSsWaomxLA+GAaprVVi0Yh4A/zWJpFI7Vt27B5mtCxuaDXJnqZEgawq1xTI8ZkwqRUaqHmWVOmz9OQ1cgDpopH/q9hpCSoUdqUnNwiMpXrwiuy/+VgrFxbRg5JA6NOqVoo9fDibj1LkYAKGFQYB7pVBDk0IIgwAgOsqMedOLhILX/uw7lIm8NnfAXJwrhcpFxxpMcqzfMEZYKcQwHAak66HTWvHgHXmYPFp8iWBphQ7bfkmnlUKEEEII6TY2u8Tr3MtfGAQAphYZGvVKmC1SGFrk+HFPGkwtzhXZLMMjOsqMqEgzVi4NriV9XZ3CawuYQsHhny/+hEY95/f8cO+vufjD0llo0Cs8xkpYLuiVQl/8kCvceKtrVGH/kXhkpBowY1IpWNHuuLRSiJC+yGKVYtOOTNTUqT3CIKmEw/SJpQG3jwkrhcAIYRAAJMS1YMMLgVcKrX5pMsoqtUIYBDhrCi2+6njQK4XahkGAs3vZ7CkdK8lCzg+dCoRio1sw54Ji4TF1nHgI4o+vUIjjGK/ifL4x2HswCcdOx4UUBrlU1Wrx0jvjUN9uXHGFDg5H4L+eE2djfYRCVjx9/y/4x7PiBQxdoVB9gxID0vVQtN6B4nnglj8ewcAB4j/4FAoRQgghJJyZLTLsPZSIlhYJoqPMkLbebNOobVi59BdkpTaIjl943+UeLeldVAoOn7/+A8TqczTp43HHIxdBb/QMsFyh0MLLfxX97J9/TcVb/xqJqhoN9h+Jh+u0OSNVT6EQIf2UxSrF99uyPMKgi6YVY0B6U1A1hV56ZwJ27/ferRFMKGS1yrHyhQtwIt9zNVAooZBOa/UoUg1QKETEhc3asbahEMcx2PpzesA28m4MDhxNDDkMcjGYFNi4PQtGkzOJPXQiHodPJAhfD7RSyDMUsuL3lxRCpXQgPcUQVCj03qdDhfDJZmfRbJRBqXDggdvyKBQihBBCSJ9mtsiwZVcGWsyeW/GjIy145sGdyM0SP9dZuOwKVNQoPUIhngcUCgfWrdoG8VBI7TMUksscuOHqswG7j+3an4bn3pgIh93z2CkUIqQ/c15XucKghDhnwOIqNB2pE29C9Nf1U7Fzf7JXTaGEuBa88defIHZ9ZrfLhJpCbblCocHZ4vVqm5oV2Oxj9w2FQsSfsAmEAHcotHVPKGFQcHQa8TTXYJJj4/Ys5B1K8giDRg2txoJZBQELTTtDoRghDHIJJhQqr3Z2H2vQK9BslME1CSmVdgqFCOlCjc0K1DaohEdNfcdCZEIIIaFpbFZh9ctT0NwazMhlHOQyB5QKB1Yt/zng9rHFKy4TQiGeB+wOADyD7IwmrF+9FWJ33duHQhIJD5Z1t6R/fNlW0c+urtNg864MONp1H8tI1WPe9MJOFZoOtNqAENJ7JBLOq85tekozlt98AIlx3nVk23p63QVeoZDdweBMYTQmja6EeCgk9RkKqVVWPHBHXlAt6SkUIsEKq0AIcIZCZVVdGwYNza3DlfPyA3YfM5jkOHHWvURv1NBqjB5aI9QUChwKJaOqRu31fDChUGlFJO55/CI0NHqOp1CIkK7DOVg42jzatxYmhBDSfSqrdVj98hTYbBLIWy+ynMWZ+aBqCi1ecRlKyjWw2QEIF1k8sjOa8PaaLQgmFOJ4ZxjkwjDABeNrsXLpTtHP9hUKKeR2/P7SMx3uPnbwWAIMIvWYCCG9y1VTqKFJCQCIiTIjPbkZOo0Vdy48FFIoZHc4d8BU1WowOKc+5FBIKnUgJtICucyBO64/gmGDqkU/m0IhEqw+dzWUGGcM6R/w0Nw6TBhVGXRL+rbjRg+tEf4cHWXGFXPPIkIrvkTw9kfmo7DEO9BKTzHg1dUbRcfWN6mwau1UNLTb+qZU2vHgHfswdWyp6HixUCidliUTQgghpJdVVuvwxMuTYTJLwfEMWswS8Dwj1BQKFArd8tACbP8lrfWuu3ulT2qSMahQ6OFnJnjVI2IYYMakypBCIYXcjkmjq6BS2pCZqg85FAqmIy0hpPe5QiGW4T2up7QaW9Ch0I97UvHjHmcY5BJKKFRRrUFMpKW1exkDU4sUC39zKmBNIQqFSDD6VCCUmdqEedOLMGtycP+Ak+INmDCqUvhzKKFQSblOqCkEODuqjR9ZhSU3HOpQKMTzQHamHutWbRYd6ysUYhge8bEteOiufbhgfInoeF+h0KET8SipiBAZRQghhBDSM4pKo/GX56ehpk7lsZ1Co7Zh6Y0HERttEh3/3BtTsHNfMliWEbr4AM5Q6L9v/A+A/663R/OzsGJ1Z0OhNIwbXg2V0l27KJRQaMuuTAqDCOlDLFYpvvghF3UNSo/ngw2Fnn9jCj77djD4djftgw2F1v1zNMqrNAAYNDXLYbZIgy40TaEQCaTPBEKZqU2YMbEMDMsjLbk5qFCoskYjtKR3CTYUctUUMppkUCrsyMloglTKITamJeRQqO1Jx8ABjSGFQgzDQ6e1QcpykEo4PHhHXkihUPsC2YScz46cisefn54tPB59YXpvHxIhhJyXikqjseqlqUJNIQDQG+SQSngsuSFwKPTs61Ox73C8R6DEsoBazeHrt79HoFDojodmdiIU0uHD/w716kYbbChUXqUVfX9CSPjRG5RYv2FMh0OhorJI7NiX6iMUqsFf79+BQN3HHvv7VBw9GQuzxV3gXi5z4PeX5CMuRny+pFCIiOkTgZBM5sCUsRVgWPdv7uBCIWdL+s6FQplIiDVBKnV/Tiih0MmzUV7PhxIKsQwgbfM9hhIKfb05h8IgQgghhPS4gpJIbNqRKTwOnYj3eo2rplCzQQ69QY4Ws3NldoTOgofvCrx97LEXZ7aGQvCoC6SQ83j3+W0Qu8AqKE8QDYWC6T721r9GeoVCaUkG3H7DIY9zt1DERLUgNYm2+RMSjro+FHLg8osKMW5EdVAt6V94e7xHoelmgxxlVRrMnVZMoRDpsD4RCNlsEvy42/sfcM+EQgr84+ORMBhlHs8HGwote2IuTuZHez0fbCj0wLMzYDJ7fnawoZDeoBD9OiHnG6mEQ1SEWXhEaC29fUiEENIvGUxyVNZohYerKGt7ldU6rHxhGiqqXatmeOg0NiTGmYKqKfTYizNRUaXyCHY4DkhOMAWsKSQWCg3MNoQcCjkcLBqaFMhM1ePW6w6HHArFRLVg3vQizJ5CLekJCVddFwpxuPyiQkRonXNUfGwLXv/rTwBsfse2LTTdbJCjoDQCPM9AJnPgt/PPdHj7WHyMCVq1/88l/RvD8+1/Dfo2j73a67nUpGbMuaBY+LPVKsHB4wkoqdDB1CLzer1EwiE3s9HrebvDuXy2xew9pq34GBMumlbs1f6vokqLkgrfnclKK7UwmuQAeEwaU4nB2fUAnI3dY6Nb4OAYbNyehZNtuov5khhnwJ0LD0Gr8fxhqatXYf37o6E3+D7RcVn76BYMyW3wPr4KLW556BLRsWnJTfj7o9ugbrNXneMYnC6Mxt/emoCKDnRli9RZkJvZgP1HE+Fqc0/6vk3cf3r7EMKGrzkrKd6IeTMKATi7w6QlGXCuODKo92syKNDSOq9ZrBIcORmL+ibvroKEkODRnOXma87qT2QyB7LT/Yc7Wo0Vf/i/k0iMM0GpcJ7n2R0Myiu1eOEf41FVK36u88FLXyE+2uoV7pRVanDzgxcB8N/Na0BKNV5/drtHPSLAueX/zDktlq4SP0+bNr4UN11zFPpmORyc+17r2aIovPXRKNi5wPdfXWGQXN7afY1jsO2XdJT6Ob8lvYPmLLf+PmcFEqE1Y8mig4iN9lwcYDDK8NoHo1FVK7419MarDuPay86AYXjwPIT6r6VVWtz+8BwA/q+LpVI7Zk0uRUqic2usTmNFVpoedgeL9z4dhtPnxK9r42JMmNt6TW21SrBxR5bf0J70bcHMWV0aCLls3J7lUUXdRamw4+r/O+Xz/a1WCTbvykRdg8rn1138hUL+/Lgro00be3coxDI8Rg6pBQA4HAw++O9QHDkpvr2qq0Mh14lHUZkOtz08X3Rs21CI4xgUV+jQYpbBZJLhtY9GhRQKReosuHhmIZQKO/ILo7HnQDIoFOof6ETFLVAgFKkzY/KYSq/X+NN2OwMAmC1SvPzuWFTXec91hJDg0Jzl1t8vrnQaK34z/4zoa9RKKy6cWgqF3AEHx8BsloBlneVWH//7VOQXil/krL5vGyaOqm3txOMWXChUhtef3dPhUGjYwBos+t0JjxIDQPCh0IRRlRia63l3n0Kh8ENzllt/n7OC4SsUslolOHwyDl9vyWldlODfI3fvxrRxFV5BdjChEMtymD2lFENy6pCVpgfbWlrFapMEHQrNmFiGrT+nUxjUjwUzZ3Vqy1jbQn6dJZc7MHd6EWKjW0RfV1OvxhYfS92C494+JpG4f/IkEh4LZhUG3D5WVavFax+M7vD2seVPXiRsH3OdcPA8oDdIMXxQrejY0opILFs1C3qDXAiDAECttuHO6w4jOTG4pcVtwyDA2ZJ+6rgKiFW3J6S/4Lpwe7RSYcf4EVVd94aEEHKeM5nl2PZzGkxmqRAGKZV2qJV2rL53DxJjxLdiPPbiLK9C04Cz+9i7z2+GWKHpgvJUv93HBmYb8PCSHaKfffxMPDZ8Ngx2u+epdU5mI2697hBkooWmgbzDiUJLeheW5TFrMm0fIyRctd8+ZrVKkF8cCZmMw8UziqBR+9+yCjhb0v+wI8NrzkpLNOCNZ36E2PYxjmOx9ec0MAyEMAhwroBfcct+TBpTJvrZtfVqfLkxl8Ig0rlAqL5R6VVMrzPksp4LhWztfmFLpVxQNYXEQqE7Fx6CUiG+/3L5kxehqNTdfezo6WgcOpGEcSOqAoZC5dWRuPWh+Sgu89ziEkoopFVbIW+3uopCIXK+aGhSep2sh6q4TIddeSnYlZeCYrprSwghXcrQIsfWPemw2iVQKu1g4Dw7MZhkuH3h4YDdx9yFptuHQqaguo/5CoXAAFPHVmHB7HzRzz6eH+czFBozrAaPB9mSnkIhQvoWVyhUXqVBfnGkcH2q1Vhx8YwiSCXidyNfemciNu0SC4X8h0ocx+KNj0YKhaYZhkd0hAVqlQ13Xn8EY4eLr4TnAizuaL/akvRPndoyBgAJsUYMya2HUu7+JbfvcJLPtFEuc2D2FM9CyCqlHRE6z8KuVpsEm3cG3j4WFWHGyMG1UCntfl9z4FgCauu963xMHlOGCy8oQVzrEr/6RiVKKnTgOAZf/DDQZw2kttpvH+N5oKgsAoUlkdi0MxMWq1R0/KtPboTJLMGhE0mex3s0EcdOx4mO1aqtWLLoIOJjPU+KTCYJ/v3tIBw9lSg63lmMu8QjTQZA28f6AVrK7OZvzoqLMWFYbj0SYg2YMq4i6Pdr0itgMMlhtUnwwRdD0dRMd1QI6Syas9z6+/YLtcqG6RPE71i3FR1pwm/nn4VC7kBNvUpolKFvluEfn4xEeVWE6PjV923HxFE1YBjeowOZ2cLgilsWAPBfA25EbiFeeCwPDOMMo+w2AGDg4Fi89sFIfLc1V/Szh+XWYtHvj0Mq5aDTWKFWOc8Vj5+OxZrXJwe4COMxdVwFcrM8607S9rHwQHOWW3+fs0KlkNsxb0YRoiPdO0b2HUoKWKfWZdlNeZg3rdgjhGFZHjX1Kiy6bx7EtrxKpXYsueEQRg+tEcqqmC1S1NSr8N6nwwNuH/NlxOAaJMS2YOvPaeCCqINGwlO31xDqCizL4cKpJUhJ9FwGHGwo1FHOvdq1SE0yIC7ajPpGJYrLI7BnfwrOFkcF9R6uUEijtqGoLAJNzc6TlYZGZVCh0NCcOkwY7Z3cdiwU4pCaZIRaacea1ydg9/500fEUCvVPdKLiRicqhIQ/mrPcaM7ylp1ej7sWHYL7nIRHpM4Kh4PBU69MRmmFeFOA1fdtw+QxNV51gVrMLK689RIECoWeX5nXutXY/QahhEJLbjwodLNsMUux91ASzhTEYMfeNAqF+iias9xozvLWNhTyDIN4KBUOmC3i14ZtQyGW5YW5q7oucCgkl1ux+t49SE0ywGyRoqlZDoAJuqZQWyMG12Ds8GoAQFmljkKhPqzbawh1BY5j8dOedJRXeVZiD3b7WOcwKKvUorZBCZ5nQgqDAPf2sRP5MUIYBADRUWaMCLD9CwBOnI1F3qEkr+fHjajCXQv3i441mORYv2EMaurUcIVBERorpBIOf751PwYOEG87WFqhw7Zf0oWK9i60fYwQ/4YNrMXMSaXCI9AWU0IIIR13riQGf31lMhr1CrjCIKXCDo3aFmRL+lmoaZB7bQFTKTl8+db3APxvPzuan4Vr77kUeqPC43kJy+HOhUeC2j720ZdD4HCwQhhksUqRkarHjEmlYEW3YtD2MUL6IotVik07MrFzX6pHGDRxVCUWzC4IWFPopXcmYNOudDAMPILshNgWbHhxE8S2j1mtcjz296k4UxAthEGA85p68VXHA7akdxmaWyeEQYCzidTsKaVg2S4sxEnCSq8HQkB4hEIHjiaEFAa5VNVq8e//DYHR5N5iVlqhw6/HxTuWufgKheZOK8CVFxfgH2u+Fx3rCoW0ahsiNM4JwsEzaLFI8cBteRQKEdLF4mNakJnWJDyiIiyBBxFCCOmw+iY1Xt0wGgwgNMQAAI3ahqdW7MKIweLF/RcuuwLVdd6hkFLB4c1ntkGsaGuTXo07HrkIeqPnXXkJy2HpooN4ZZX4edquvDS88dFI/Lw/xWPVOIVChPRfFqsUBSVRrX9yhkFDcuuFmkKBQ6GJ2HUg2aumULCh0F9fnYSiUs/Vk6GEQjX1Kq86vRQK9W9hEQgB4qFQdnpjN386I+xN7wiDSY6N27NgNMlaQxb3srqkeCMUcv81jgDPUGjutAIkxTv3nqYnG4IKhZ56ZQpMZhkcPINmgxwcx0CptFMoRAghhJA+r75JjRfeGo/mNsGMXOZAXEwLnrxvd8BQ6IZ7r0BFjVIIhXgecDiA1EQT1q0KPRRiWR4ymbP7WKBQaM+BNHyzNRuOdoWmKRQipP8bPrAOQ3LrhT9rNVb8dn4+EmL9F7cHnN3Hdu73DoXiYsxYfNUJiF2f2e1SvPbhKKHQtItc5sBNfziKiaPKRT+7tl6NzT6aN1Eo1H+FTSAE+A6F8gujse+w97aqnpQYZwy4NcRgkuP7bQM8wqDUpGZcNK0I86YXBRUKqeVWIQxyCSYUKq2IxPLVs1BSpvMIdigUIoQQQkh/UF4dgadenoxmoxxymQMatQ0MAJmMw6N3/4LcLPFzncUrLhNCIYcDwoVWdkYj3npmC8TuurcNhViWh6T1OsnVkn7l0p2in11Vq8GW3Rk+QqFG3H3j/g53H8tKpW3LhISz/KIoj0ZLaqUdIwfX4M6Fh0IOhTiewdFTsXBwUkwaXYlQQyGW4ZEYZ8JdNxwOqiU9hULnj7AKhADPUCgcChwnxhlx0QXFQdULMbXIPMKg2VOcRZujo8xBhUJvfDwWhSXehQKDCYXKKiPx6AvT0dDoWYSbQiFCus60CWUeNYTGjwq+SxkhhJDOKa+OwNOvTIJUwgvt6O12FnIZhyfv2x1UKLRzb1Kb4qjODmTpKQa8vSa4UIhtd+bMMMCMSZUdCIU4jB9Rgwmjq/BYB1rSF5VGYvf+FNHPJIT0LldNoYYmJdRKO7IzGiGR8NBprSGFQq4w6MipeADA4Jz6kEIhlnFej0olHKRSB2743YmA28coFDp/hF0gBLhDoXAJgyRSDgzLB11ElmWc+0XbdvCKi2nBbdcdRoTWLDISuP2R+T5DobRkA9at2iw6tr5JhVVrp/oIhZz77C8YXyI63l8opFLavbqREXI+UqtsUCrswkOlEDuBJ4QQ0tXKKiPxl+enwWyVwG5nhbvnSoUDT963G9kZ9aLjn3xlOrbvTQHPAyzrLtyammRsDYX8X6A16dVYsXqCVz2i0EMhYPyIGqFGZmaqPqRQqKg0Ejv3pQboVEYICQfOUCgDkToLJBL35BFKKLRq7WQcPuFZnzaUUMjYIoNU4gxwTC0yWCySoGoKUSh0fgjLQAhA690b8Zac3S09uRkSqfsferChEMcz2LwzUyg0LWF5ZGc0IjNVjyU3HAo5FOJb/8/AAY0dCIV4aNV2aNU2PHhHXsihELUaJIQQQkg4OXUuDiuemgVji8zjeYmUxwO35wXsPvbcG1OQdyQB7c8z05KN+Prt7yEWCh3Nz8LSlVM7FQqdOBvr1ZQglFBoB4VBhPQpFqsMr384CnUNSo/ngw2F9h5Mw459qeDb3bQPNhR6ct0klFVqYWqRodkoA8AIhaYHDhAP0SkU6v/65FW+WmXDgtkF3dx9DMg7kohT52I8ngs2FHIVmjZbpMjOaIRa5dwuFhvTElIo5AqDXEILhRTQqu2Qy5wnF1IJF1IoVFwWQWEQIYQQQsJOYWk0Hnl+OkxmZ/cum4OFxSIRWtJnpDSKjl+1dgb2HY4XVhi52jwr5Dy+eusHiG0fO1OcijsemikSCm0T/exfjyXhrY9HwuHwPL/KTNXj0eW7IRW9wGK8Cs16ohXdhIQjvUGJ9RvGdDgUKiqL9BkK3XzNIWx44VsEbEn/4gU4eioWHkE4D0wZW4G4GJPoZ1Mo1L/1uSt9tcqGedOLEBfTgnk90JJ+78GkToVC235J9dqCFUoodPJMtNfzwYZCz742CfZ2JxuhhUIUBhFCCCEkPBWWRuGR56ejsVkBi8V9oRIZYcGzD+4MWFPosRdnYt9hZ00Ops2pmlzBBawpVFCeIBIK1QTVkr59KMTzDCJ1Vtx63eEAoZBvCrkdC2YXUPcxQsJUV4dC0yeUICPFiIS4FvzzhU0Q65hotcnw2oejhULTVqsE+UVRAIC504oRFyP+2WKh0KzJpaAwuu/qU1f7SoUd86YXIULnXGYrkznCPhSqrtXitQ9Gw2D0XNYcbCi0/MmLcDLfdyj0yuqNomPLqyNw75OzYDJ7frZUwuGB2/OQmSZ+oiS2Zc+5D5V+8AkhhBDSewpLo/DwmhlCS3qplINS7oBKaccT9+5BWnKj6PjHXpyJ2ka5EOxwPAC+bU2hjoVCwbSkbxsK8TyDRr0CVpsEOZmNIYdCCrkd82Y4b5hSS3pCwldXhUKuMIhhePBwtqR//emfIBYKuWoKnT4XjfyiKNhai9xr1FbcfePBDtUU4nkGBSWR6M26v6RzGJ5v/2vMt3ns1d19LAGxLIcLp5YgJdHg8bzNJsGmnZmoa1D5GektNbEZ8bHuIKmuQYmSCmdiOnxgLXKzGtuN4JGZqkdinOeSOptdgq+3ZGP/kSTRz0uMM+DOhYeg1Xj+kNbVq7D+/dHQG5R+RjqtfXQLhuQ2eDzHMEBJhRa3PHiJ6Ni05Cb8/dFtUCttrd8Jg+paFUorIvDaR6NQUeVdxFqMTObA3GlFaNQre73wN/G0iftPbx9C2OiOOeupP+9AZps2v1abBC0tUlTWaoTnKqo1ePuTUQCArLQmjB5aI3xt1JAaJCca0KRX4IMvhuLYmfguP0ZC+hKas9zC4TyrL0uKN+CpFTsRG+280cbzQItFCrNFgs07M/Gvr4b5HDcgvRGjhtTiht8egVbj8FgpBADVdUrccO88AAq/nz0gpRqvP7vdayzPA2fOabF0lfh52rQJpfj9gjNeK8rPFkXhrY9GwR5gtbZM5sD8mYWIjnTfZOQ4Btt+SUdpRWjneEQczVluNGd1ToTWjCWLDgpzlktTswJ/f3scDEb/cw4APHL3bkwfXwEwvHPuaL2iL6nQ4Y5HLgQg8zuWZTnMnlKK1KRmyGUO5GQ2Qi7jYLVJ8N6nw3D6XKzoZ8fFmDB3WjGkUg4796WisDQyqO+Z9Lxg5qw+tUKobUv6tjqyUqisSoeDxxOEhysMApwrkSJ0lnYPKxr0CjSbZFAoHMJDq7HimstOYfKYctHPq+rilUKuk470ZAOW3JgnOra0IlJYKeQKg+qbVFCrbbjzusNITgz+LpIrDIqLaaGW9OS8J5c5oNNaERVhER4RWvfdZIXc4TmPRFig01iRltyMuxf/CoC6lBFCSFeorNHiqVemwGSWCmEQzzOIirDiirln/Raalss4ROgs+HLzIJRVqb1W+yTEmvHh2k0ALD7HA86VQv66jwW7Uugf/xoJu93ztDzYlUI2G+t1U5RleVopREgY87VSiOMY1DYoMW96MTRq/6sTAWf3sR15yc5tp23mnvTk5oArhTiOxdaf01BbrxLCIACthaaPYeywKtHPdq0UojCof+hTgRDQtaFQ6BiUVWpR226JH8vy+P2CMz0TCp2N9rgDVVWrhL5ZheGDakXHukKhU2ejUd/kPmkILRTiMWdqMeJi3H/HFAqR84mpRdrhsXKpAxEa9y93jdqGSJ34L3tCCCHBKyyNwl+em46aBhV4noFKaQfL8FDIHVh+06+IjRYvnLr150yfoVBcjBn/ffMbAAaf4wBn9zGxUGjB7HzRzz6eH4cNnw3zGQotu3l/0C3p26JQiJDw1jYU4jgGBaURMBjl0GqsuHhGUcBQ6K+vXIBNOzO8Cs0HGwpt2pmBinbX1HHRLbjnT79i0pgy0c+urVdTGNRP9LlACOi/odDV/3caCrlddPzy1RcJLemrapXYtHMAAGDciKqgQqHH/z4NNXVqj+eDD4UYHDsT57WkmUIhcr74YXuWV6H2YEkkPNQqz1/Mkj45AxNCSPgqKovC4y9OA8cxYBnneYm1td7FkhsOdigUYhhAreLwzTvfoyOhkN0B3LnwSIdCIaXCjjHDqoNuSU+hECF9iysU+vVYAgyttdAAQKuxYki2eEt4AHjpnQnYtMt3KBSoDpqrppCr0HSE1gKV0g6p1IFbrjmGQdni15ZiYqNbqPtYH9Gnagi115U1hdqKijB7bPvwjceFU0swcojnD8rBY/H44L/DA35G+5pC1bVqVNSo0dCowqadmbBYxVci3H7trzBZ5V7PHziaiGOn40THatVWLFl0EPGxnidFGpUV738xFLv3p4uOT0tuxqzJJWBZz386+YXRVFOol9HedrfumrOS4g0YN7wKrMT575/nGdTWu+cag0mGY6edtYF0GqtQ0yE+1ojlNx3weK9lq+Z4rNgj5HxDc5ZbOJ5n9WUpiXo8ce8eSFgOxhaZcF7lcADr/jkWpRXOO9tt5+m2lt+0D8MGNoBtF9xbrMDlNy8AoPEa4zIitxAvPJYHhgFsdgCtF2oOjsVrH4zEd1tzRY99WG4tFv3+OLQaKyJbG6k4HCy+3JiDLzcNBBeg7fzUcRXIzfKsO0k1hboGzVluNGd1LVdheNd8VFASiV15qV5Bjz/LbsrDvGnFYFqDcIblwTJAda0Ki1bMA+B93egildrx8J37MKg1gLLbWdQ3KWGxSoOqKdRecoIBF04tQWWNBlt/pq7VvSmYOatPB0JA94VCweFww+9OCEVjD5+Iw4bPhyHYhVeuUMjUIkNFjRquIKWhURlUKDQ0pw4TRld6Pd+RUCgmqgUJsS1wOBiseX0ChUJ9FJ2ouIXbnJWSoMeah3d4PEeBEDnf0ZzlFm5zVn8QH2vE7dcdRlSEM1RRq2zQaawwmmR46pXJQijkzzvP/w+piWavYtEWK4PLb74EgUKhR5cfgFbteZ4UbCg0emgV7r35ACQSDg4HiwPH4tHQpEJxWQR27E2jUKiX0JzlRnNW13OFQo16hUcYlJGiR12jEkaT/1AHcIdCrIQD22aKCCYUksutWH3vHiTGmVDfpBQ+O9hC0y6uMEgica4OKqvUUSjUi/pdUWlfenf7GIv3Px+KQyfiQw6DAOf2sZffG4v8Is9WfRIJ7xW0+HLibCzyDnl3N1t81SG8+cwPomMNJjnWbxiDmjq1EAYx4CGR8Lj9usMYOEC87WBphQ7bfkmn7WOEEEIICUs1dRqs3zAGjXqFEAYBzhpuK5f+4rfQtMtN91+GBr3UawuYQs7j67e/h1h9jqP5WbjtL5dAb/S8AJOwXFDbxw6dSMRb/xoJq1UihEEAkJGqx4xJpcJ2ON9o+xghfZHFKsUP27M8wqCstCbMnFwaVE2hl96ZgG2/pIJpd2M+Ia4FG17YBLHtY1arHI/9fSoOHk/wWJXkLDR9PGBLegCQSDhMm1AmhEEAkJrUjNlTSmn7WBjr84EQEDgUionq/lAo1DDIpb5RjY3bB8BoctYU0jcrsGlnJlrM/lsFttU+FBo1pBIjBzcgM7UZ/1jznehYZyg0Elq1DQx48GBgMMrAssADt+VRKEQIIYSQPq2hSYXXPxjl9bxOY8WzD+5Ebpb4uc61S3+DmgaZVygkk/JYt2obxEKhJr0adzxykXcoJHFg+U0HA3cf25+GR1+cito6z5VIFAoR0n/ZbBKPMGj6xDIwDB90oenn35yMnfuTvbaaBRsKrX9/tFBTyCXYUMjhYLH153TYWuu2uVAoFN76RSAE+A+FmprlaDaKL6/rPBZif5WB2oUaTHJs3J6FimotNu3MhKnFGQbptBbMuaA4YKFpVyjkCoPcLemNQYRCKtz31CwYW2QwGGWwtRYyVCrtFAoRQgghpM+rbdBg9ctThPNBluGhUtqhUdnw5H27kZnaKDp+4bIrUdMgF0IhjgMcDgbZGU1Yt2orxC6wvEIhhodM6u4+9uLKjaKfXV4Vic27MuBo133MHQp1vNB0coL/AtmEkN7FMDyGD6oTagIBzjq3SxcdREKsUXTs0+su8BkK2TkGk0bXQez6rH2haRe5zI7lfzoQVPexzbsyKBTqQ/pNIAR4h0K19Sps3pXp9Q+yJ8XFmPDQkl8Cdh8zmOTY3C4Mmj+jCKlJzZg3vSioUEijcnjtcw8mFCqtiMQdf7kI1bWed6AoFCKEEEJIf1BZrcPql6fAaJJBpbQL50sMCzx8196A28cWLrsCNQ1yOBzOMMiJR05mU8BOPq5QyGgCZG3KQzIMMHyQHiuX7hT97Oo6jc9QaM60Iqxe0bHuY80GORqalH7GEEJ6G88z2LwzQ/g5lUo45GQ2Ij7WhDsXHgo5FCqvVuOnPZkYnFOPSaMrEVooxCNSZ4VOa8Wd1x/BhFHi17UUCvUt/SoQAtyh0PHTsWERBi254SCiIixBtaR3cYVBqtYW1dFRZsybXgStxiI67q5HLxZa0reVnmzEm8+IL0uub9Jg1dqpaGj0LHDrCoWGD6oSHS8WCo0ZViM6lhBCCCGku1VW6/DMq5PQYnGmMhabBDYbG3RNoYXLrsBPe9JaL7B4MAzAskBqkjGoUGj12vFeW88YBpgxqTLkUCg3qwHZ6U3ITNWH3JK+Sa/Axh1ZMFvEm5cQQnqXxSrFph2ZMBjlyMlshFLh/DnXaa0hhUJlVc4wyCWkUKgsApE6K5QK5+IEjgd+vyA/4PYxCoX6jn4XCAHOUGj/0aReDYMitGYsueEgdK3t61mWDzoU4jkGXLufz1FDa3D3ooOI0Hq3Rm3r9kfm+wyFMlIMWPfEJtGx9U0qn6FQVKQZf71/Ny4YXyI63lco1GyQ43RBtMgoQgghhJCeUVQWhb88Nx31TUrYbO7TYI3ahgduz0NstEl0/HNvTMH2vclgGMajJX1qkhEfv/wdAP/bsI7mZ2HF6gmdDoUGpDUiO90dXoUSCh06EU9hECF9iMUqxZZd6UK9WZdQQqHVL00D3+6mfbCh0BsfjUBdg3OVktUmQWOTAjIpF1RNIQqF+oZ+GQgFwrIcInXiq206S2+Q41yJZzvTYEMhV00h1w9+enIzYqLMiI1pwZIbDoUcCrlOPAZmNYUcCikVdqiVdkglHB68Iy+kUKjZIMfGHVnCNjhCzmcWmwQNTUqPh91+Xk7BhBDSq4rKovDI89M9akza7CxsdhZLbjgYRCg0FXlH4j3qczAMEBNtwzfvfI9AodAdD83sVCi0ZVcmHA7P3x/BhkKHTyRQGERIH6M3KLF+wxghmHEJNhQqKovEjn2pPkOh6648hmC6j50rikJjkwJ8awczucyBRb87jsQ48VpkFAqFv/PuaoRlOcyaXIpLZhf0WEt6z88PLRSKjrAgJsodAIUSCp0tjPA64QglFLLaJFAr3bWLQgmFftqTQWEQIW3wHAOrTeLx4NoV+yOEENIzKmu0WP3SVDQb5bDZWTQ0KcHzDCJ0Viy/aX/A7WOPvTgT+w47QyGGgVCTSCYD/vPqFgD+bzwWlCeIhkIvrRIvNL1rfxre+tdIn6HQ8lv3B2xm4g/D8N18bkwI6ajuCIUGD6jDwt+eCqr72JOvTEZhqXuxA8cxKKvU4cKppYiLEQ/RKRQKb+dVIOQKg9KSmyGXOTB3elHYh0Kf/G8QDEbPUCXYUOiuxy7GyXzv7VrBhkKP/30qTGbPzw42FCqv0lIYRAghhJCw5QqFCksihdU+UqkDGanNQdUUeuzFmTiRH+n1fITWhg/XbkRHQ6Eh2fqgWtK3D4UMRjkSYk249brDIYdCDMNj2oQyXDKrgFrSExKmujIUGjygDuNG1oBleMTHteCtZ38EYPM7tm2haY5jUFASCYNJBpnMgYtnFCIns0H0s8VCoZwM8bmWdK/zKhAaPrDO45dcXwiFqmq1eO2D0R0OhZY/eZHfUOjNZ8VPNkorInHvk7N8hkK3/fEIkhM7esLAIzujEdR9jJzPZFIHEuOMSIo3IDVRj1lTioJ6TBtfCpXK/10cQgghwaus0eLl98ahUa+AVOpAdKQFLMNDo7Zj6aLA28fue2ouGvRSIdhx/f+4GEunQqGB2YaQQiGDUQ5j6424nMzGkEIhVxg0IL1JaElPoRAh4akrQqGjZ6IwboQzDOLhXMWekmDE60//hGBCoZ37UmFoLW3CMjwGDmjAzdcc7VBNoZP5MThTGCU6jnQvhufb/xrybR57dXcfS7djWQ4XTi1BSqLnXkerTYLNOzNR16DyM7IrcLjhdycweqhnxy2OY/DZdwPxy8EU0dGJcQbcufAQtBrPH9K6ehXWvz8aeoN469C1j27BkFx3cuta2lxSocUtD14iOjYtuQl/f3Qb1ErnZ+sNcpRVaWAyKfDaR6NQUeVdxNo/HlPHVSA3qwH5hdHYcyAZAG2b6SqbuP/09iGEjXCbs1iWQ4TWHeRcPje/9b8YKOR2zJpcGvR7WaxSPP/GeJw6F9fFR0lIz6I5yy3c5qzzTVREC55asQuRERYADJqa5TBbJJCwPF74x3iUVnivBGpr/RM/ICerWTi/cqmtV+D65RcDUPgdOyClGq8/u91rLM8DZ85psXSV+Hna2OGVuOay05BKPQOgs0VReOujUbBz4vd/c7MaMHWc5w1KjmOw7Zd0lFaEco7X/9Gc5UZzVu+K0JqxZNFBxEZ7Lg44UxCND/47FEaT3M9Ip0fu3o3p4yvA8/AIpUsqdLjjkQsB+N/pwbIcZk8pRXqyHlnpTdC1Xp9abRK8+dFIFJZGiX52XIwJc6cV42xRJPYdTgJdC3afYOas82qFkKslfXmV1uP5822lUNsTjriYFgwfJP7ZbVcKucIggIVabcOd1x0OYaWQOwwCXCcgFaCVQuR8wHEsGvVK4WG2yNDRX4AKuR1XzD3XtQdICCHnsUa9Ck+9MgXNBrkQBkXprIiLacHKpb8gNUl8S8OSx+fj6Olor9U+wa4U8td9bGC2AS899oPoZ/96LAkbPhvm1agg2JVC+YVRQkt6F1opREh487VSqKJaA5NZiotnFEGjFl9N/vS6C7BpV5pHd2jA2cwo0EohjmOx9ec0MAyEMAhwXlMvvupYUCuF/rclm8KgMHFeBUJA/w6FdBrxzmnLn7wI54ojhD+3WCT47LssjBvRgOGDakXHllZE4q6Vc3DweDza/rMJJRSKiTK3bhVzo1CIkNDYbBLYbBLIZGKdZAghhISqskaLlX+bjqoaDaJ0VigUzsYaMhmHW645FnD72J+fvshnKBQfa8E373yNjrakz8lqxoLZ+b4HtjqeH+czFBqcXY/Hlu0JqiU9hUKE9C1tQ6GKag2q69QAAK3GGlQo9OJbk7FpV4ZHx0Qg+FDog/8OQUmbVYQqhR3JCYagWtIbTHJQGBQezrtACAjvUGj00GrR0f5CIbnCjgunlEAht/sZ6XTXoxejsEQnhEGAcznhuBFVAUOhmnot1m8Yh5rWycbFHQo1io6vb1QJLenbolCInI8sFglazFLhYbaIP+x2Fg4HiyaDHPVNStTUqwN/CCGEkJDUN6nw5r9GwtoarFhtEjQ2KaDTWltb0ovX52gfCrXtPuZsSe9/vK9QyO4AGDC4c+GRkEMhqYRDTJQZAzIa8ejy3WAZCoUI6W/0BiXWvjMOp87FeDxvs7FeAbEvL70zwXcolNKMf76wEWLdx+x2KXblpUBvkEOlsCNCZwHDOLeUTRtfHrD7GAkP51UNofbCraZQZY0G6zeMRotZfM8n4FlTqNkoQ0Frh4yGRiU27cyExSoVHT80pwITRtd7PX/gaCKOnRavS6JVW7Fk0UHEx7p/yNVKK5ISTPjbm+Oxe3+66Pi05GbMmlwClvX8p0c1hTqP9ra79bc56+pLT2Ly2Erhz6fOReOtf43uxSMipPNoznLrb3NWX5ec0IwHbs8DxwF863mJXOaATMrh6fWTAtYU+tsjWzBycINXXSCLlcHlN18CQON37IjcQrzwWB4cHDxaRDs4Fq99MBLfbc0V/exhubW46ZqjSIg1gWF48DyDMwVR2L43HTv2poHjxc6zPLf3u1BNISeas9xozgovCrkd82YUITrSHPT1YFvLbsrDvGnFYBgeYJxhMAOgulaFRSvmwbWIoL3xIyoxfHAtJo6qRFSEBQaTDL8eS0CLWQabTYLNuzJQSzcxew3VEAognFYKhRIGAe6VQuVVGiEMAoDoKDNmTylFoNU2J84mI+9Qktfz40ZUYca4QtGxBpMc6zeMEVYKqZVWpKcYoJA58OAdeRg5uFJ0fGmFjlYKEUIIISRsVVTrsPrlKWjQO+tzyGUOREVYoNVYg2pJ/+enL/LoPuaikPP4+u3AK4X+sPRSNDV7FqKWsFzQK4W++D4XHMcIYVBhWSQyUvWYMakULCN2nkUrhQjpiyxWKTbtyERBcVTIYRDQZqUQGCEMAoCEuBZseGETxFYK8TyDvCOJqG9SoqpGjZbWDtUymQNzpxWLrhRKiDUiMc79kEmpJEJPO68DISA8QqEtuzJCCoNcqmq1ePOj0TAY3ePsdhYHjiUgmFU2J87GeoVCCbHNePie/fjHmu9Ex7pCIbOZRXqKQTi5sNlY3LP4EAYOEN83SqEQIaEpLI3E4RNxwiOfWnQSQki3amhSYf2GMWgxSxAVYXHeOQegUduwcukvyMkUP9e5dulv/IZC/16/GWL1OZr0atzxyEXQGz3PDZ2h0EGsvHu76Gfv2p+Gtz4eiZNno1FY5l7NRKEQIf2XxSrFzrzUkMMgl5femYA9vyYB7VYRBhMKcRyL/UcSUVHtuYowUCg0d3oxLp5ZKDzaduQlPeO8D4QA8VBo+oQy4QSge7D4bmt2yGGQi8Ekx8btWTCaZLDbWWzelSms3JFJHQFrCrUNhRJim3HRtDJIWB7pycagQqHXPxoNs8U56bSYpWixSKFU2vHAbXkUChHShfYdTsaGz0cIj5/2ZPb2IRFCSL/X0KTC+vfHwGBy125k4OzS+tSK3cjNChwK1TTIPUIhngc0KhvWrdqG0EMhHgoFMGNiNV5Z9b3oZ+/KS8Pbn4yCo10dEQqFCDk/sQwPldL/nAM4u4/t3J/sVVMoIa4Fzz+8G2LXZzzP4OjpWJRV+g6F0pL1HT520n0oEGrlKxQyW6TY9kua1w9ET5JK7Rg+qEb0Na5QaPNOzzBozgXFmDe9KKhQ6ORZrRAGuQQTCpVWRGL56lmoqlWjxeJOoykUIoQQQkh/UNm6fazZKAcD5zmOhOWhVDjw6N2Bt48tXHaFEArxPGC3AwCD7IwmvPbUTxC76+4ZCvGQypyBlKsl/cql20Q/u6pWgy27M3yGQr9bcKrD3cemjiuHVCLezp4Q0jNGDq7BrMklwiMjxTt4YRke0yeV4pJZhUG1pG8fChlMUhw9HYNJoyshdn3maknfPhRKSWzGXTccCth9jPQ8CoTaaBsKmS3OfZiNrXvHe4NUasddCw/hxt8fD9iS3mCSC12HXGFQQpwJ0VHmoEKhfYcyUVKm9Xo+mFCorDISf356NhoaPYtwUyhESNdJTWrGxFEVwiMno7G3D4kQQs4brlDIwTHCzTO7gwXL8kHVFFq47ArkF+lgswGubf0Mw2NAuh5vr9mCYEIhlvUsCMAwwIxJNVi5dKfoZ/sKheJjjbj8onN47N7dIYdCVpsEP+7OgN1BlxGEhIO4mBZkpOqFh07jOZ+4wqDMVH3QLenbhkIGkxRfb84Gx0swOKc+5FAoPsaElEQj5DJHUC3pSc+imbwdVyj0/bassAiDMlKbhZb0gUIhlyljK5AQ596nGR1lxjWXnUSE1iw67vZH5qOwxLt7RHqyEeuf3Cg6tr5JhVVrp/oMhVYu/RkXjC8RHe8vFMpKa0KkjvaSEpIQa8KQ3HrhkdyuOyIhhJDuVVmtw2MvXgCTWQq7g4XZIgHgrikUKBRa8uh8bN/rXHnOMDzY1rPw1CRjUKHQ/U9N8KpH5AyFKkMKheJjjRg9pBYsyyMzVR9SKNQznXgJIV1p9LBqZKa6Vw2FEgp99l0OvtyUA46XCM+HEgqZLVKkJLqL6FMoFH4oEPKB41g0GxSBX9iNZk8pRUaqe392KKHQr8cSYGyz1z02yoxRQ2ux5IZDHQqFeB7IydBj3RObRMf6CoVkUg6x0RY8eEdeyKGQ3c5iy64Mry4bhBBCCCG9oagsCg+vmY6aes9ARKW04/brDiM22n83HQB47o0p2HMgEUy7fvSpSUZ8/c7XAPyH/Ufzs7BidedCoR15KRgxsB5smxIBoYRC3/6YTWEQIX3M8TOxaGjyXOgQbCj0j0/GYPsvGeDb3bR3h0L+cRyLL37IQVFphMfzFAqFFwqEOmD4oNpu7j4GbN6ZIbSkdwk2FGpbaDo2yiwU/ouNaQk5FGp70jEwqymkUEgm5aDV2MCAh1TChRQKWa0SbNmVgeo6jejrCSGEEEJ6UnF5FFa/NBXNrcWeOY5BQ5MSKqUDS244GDAUenr9NOw7HO9Rn4NlAYWMxzfvfA/A4nfs0fws3PHQzA6HQiXlkXj73yPgaLfdK9hQqNnYsSYohJDe42pJ39FQqKgsEjv2pXqFQlPGleKexfsB+J837HYpXvtwlM9QaP6MIqhV4kWuSfejQChEo4ZWY9yIqh5rSd+ZUOjHXRmIjPA8qQglFDqRH+31fPCh0GQwLA+mzVLCUEKhz38YSGEQIW2MHlaNKWPLhcekURW9fUiEEHLeqqzRYvVLU9GkV6ChSSnU04mMsODxZXsCbh977MWZraEQhK1jACCTAR+u3QSxUKigPEE0FAqm+9hbH4/0CoWS4ky45Y+HIWU7Vix6SE4ddR8jJEx1dSgUHWnCvBklSIxvwW8vPodQQ6HyKi0amxXIyWykUKiXUSAUglFDqzF6qLPjl1zmCPtQqLFZidc/GAWDUebxfLCh0PLVF+Fkh0MhDVY8NQsms+dnu0KhCaPKRMfbbBLRrxNyvonUWhChtbofEf4vFgghhHS/yhotVr4wDbWtW6gYhkdMpBnRkWasXPoLkhPEw5HHXpyJhibvlvRxMeZOhUIDsw0hh0IWixSNzQpkZzbh1utCD4WG5tRh4uhKaklPSBjrqlAoKqIF82aUQNbaaVClsuPiGcUoKtWgrtF3Dd62oVB5lVbYditheWSnN1Eo1IsYnm//q8S3eezV3X0sYY1heMy5oBgp7Qq59kxxPQ43/O6EEEYJz3IMPvtuIH45mCI6OjHOgDsXHoJW4/mDVlevwvr3R0NvEC+evfbRLRiS2+D5JAOUVmhwy4MLRMemJTfh749ug1rp/myLVYLjZ2Kx/oMxqKjyLmIdSG5WA+JjWrDnQDI8+22QTdx/evsQwkZ/m7OW/SkPE0ZVCX9uMUtRXaf2el1ZpRaun4tmgwwf/Hc4AGeHh2ED69BikeLU2RgMG1iLMcNqvMYHw2pj8fYno3x+bcywqtbugN4cDgZVtWrRgv3bfkmDr5/r+BgT0lOacfRUHKwUGPcbNGe59bc563wSFWHGPYsPYEB6E6RS5wWSySxDWYUGb3w0GlW13l1c2/r4lf8iOsK7G2xtvRLXL58HwH8txQEp1Xj92e1oV5IIPA+cOafF0lWXiH72tAmluOG3J2Awed7AO1sUhbc+GgU7F/je8dCcOkxoU0uE4xhs+yUdpRWhn+OFO5qz3GjOCh8XTi32CGIPHEnEsTNxfl+vkNsxb0YRoiM9FwcYjHJs3JEJo0l8a+h9N/+CeTNKwTA8OB7CqqGSCh3ueORCADK/Y1nWgdlTypCa5DzekYOdBe4dDgbnSiLx6TeDUddIdcq6SjBzFq0QChLPM0JL+rb6wkqhqlotXvtgdMdXCj3ZbqUQ47xcS082Yu2jW0THllZE4t4n3SuFLFYJCkojoFQ6cOd1h5GcGNpdJGcr+nJqSU/OeyqlHZmpeq9HTmaj8MhK13u8PiNVj8HZ9bh4ZiGS440erw3lMaDN+7YXF9Pid9yg7AZMn1iGUUOrPdqjtn2Ifb/DB9XiklkFUCq8L5wIIaS3NOqVePNfo9BikQJwhkHNBhmSE0x44t7dAbePXbv0NzhyKtprtU+wK4X8FZoOdqXQy++Ohd3ueUmQk9mIa688AZYJdJ7FIyrS8/hYlqeVQoSEsc6uFHrx7cnYuT8ZDo7xqCuUntyM15/+CYD/1T4cJ/FoSe8ikfDIStNDKlrHjHQHCoRC4GpJf16HQoz73r3DwSC/SIvhg2pFx7pCoep6FQpKI8Dzzn92arUtpFDIFQZ5/plCIXJ+sFg6tyqm7V0gpcIOlap3QhWGATJSmhEVIT7n+BMZYcHFMwopFCKEhBVXTaHKGg2aDTJoVHZoNVZo1DY8dEdewELTf376Ihw97TsU+mT99+ho97GB2QYsvPxX0c8+nh+HDZ8N8wqFsjOacOEFxQG2j7lb0rdFoRAh4a2zodDT6y7Axh2ZHsXxgWBDIdZnKKRW2nH53HOIixGfL0nXokAoRP01FLrlmqNQyMUvsJY/eRGKWruPORwMvv0pDU0GLcaNqAoqFLr7sbmobrdsOpRQyGyRCi3pXSgUIueL7XvThaKlHTGq3ZZTJuBd3+4TaijU/lgpFCKEhKPKGi2efmUK7HYWWo3zYsrBMbDZmaC6j/kMhRggOsLW2n0s9FCI54E/XFmIBbPzRT/7eH4c/vfjAI/zLKmEw+wpJUHUFKJQiJC+SCwUmj2lFIGur156ZwI27croVCjkmrNkUg7RkWao1VbMnVZMoVAPohpCHcSyHC6cWhJWNYUMRhn++upkWK1S0dHtawpZrRLkF0eiukaDTTszYQkw/oVHfkRBiQZNBs9w58DRRBw77X+/KgBo1VYsWXQQ8bGeP+Q2K4Mvt2Tj5wPpouPTkpsxa3IJWNbzn21+YTTVFALtbW+rP85Zg7NrMW1CORRy/8tpy6s0cP0cGFtk2LwzCwBww++OebwuvzASCbEdC7Btdhbf/pTj82u5mQ0+A2Kt2obkBKPHczyAIyfjUFHtnkuOnIpD+59jldKGKWMrvC4qmvQKbNyRBbNFfM4i4YvmLLf+OGedr5LiDXhs2R6oVTY0NCrhaK3DYzRJ8dbHI1FaESk6/m+PbMGIQQ1gWM/Z0GIFLr95AQD/XVhH5BbihcfywDAAxzlv4AGAg2Px2gcj8d3WXL9jh+TUYfaUEmRnNEEq4aBS2WFsrS2071AS/vPNYHC82HkWj6njKpCb5Vl3sj/VFKI5y43mrPARag2h9trXFLJaJdi0MxP1QdbyWXZTHuZNK/a6gRdMTaE1D22HQm5HTJQZDMNj3+FENDSpYLNJsHlXBmrrvetlkuAFM2dRINQJ4RQKmVqkeOPDUSiriggwzskVCsllHPKLI4WuXg2NyqBCofYFBF06EgpJJA4MSNODYYA1r0/A7v0UCnUUnai40Zzl6drLT0ImcwdJ328dgJoe/SXLY/yIKgwbVOf5LM9gV14KCkqiREerVTbMn1ko3HV3oVCob6M5y43mrP4lKd6AO65333xjWQ4xkRaYLRI89crkgKHQS49vxJAcvVexaIuVweU3X4JAodAzD+eBbTc4UCg0pLVTmEZlxYRRVWAYoKFJidoGJcoqtSgui8SOvWnndShEc5YbzVnho7OBEOAOhTQqW0hhkEtHQ6E1D22HROJAVIQFCrlDCIQAUCjUBaiodDcLl+1joYZBgHv72OGTcR4t3qOjzF538X05cTYWeYeSvJ6fMqIEf31wq+hYg0mO9RvGoKZOLYRBMikHqYTDsj/9ioED6kTHl1bosO2XdNo+RkifwmD/0UQcPx3r+SzDY9qEcgxIbxQdbWqR4YftWTAYPTtf0PYxQkg4qqzRYu0749GoVwhhkETCQaO2YeXSXwIWml72xMVo0Eu9toAp5Dy+fvt7AP7P1Y7mZ2HhvZdC326+lLAc7lx4JOD2MWOLHMfPxMLhYIQwCGCQkarHjEmlAQpN0/YxQvoi1/axH7ZnhRQGzZxUgjuuPwiLRYqyKo1XIBRo+9j6DaPx8rvj8OTLk/HV5hw0Nbu7KspkDto+1gMoEOqkcAiF1r49LqQwyKWqVov/bckRlgMDwN6DySgsFb9r5dI+FJLDit9cWoDxw2vxjzXfiY51hUKxUWbIWlu02uwSWG0sHrgtj0IhQvol/6FQpE68eCFAoRAhpG9p1Cvxyj/HQirhIZG4a/Bo1DY8tWIXcrPEz3WuXfob1DbKfIZC61fvgFh9jia9Gnc8cpHPUGjZnw767D5WWaPB7v0p2L0/BV9uysXbn4xAcWkE2q68plCIkP7LYpWiUa8M/MI2UhIMyM1qRG5WI5qNChSURYRUU6i4PBLF5ZEoKovGZ98NQkm553UohULdjwKhLuAvFJJJOGhU/n9Zdw0W9U0dX0ZnMMmxcXsWjCYZ9h5MxqlzMa1f4TF8YG3AQtOuUMgVBsnlzhOe9GRjUKHQX56fDpNZBptdgmajFAADpdJOoRAh/ZZ3KHTkZDwOHo8XGeNGoRAhpC9p1Cvx1/WT0dxmzlLIHYjUWfHkfbsDhkLX33MlahrkHqGQzQ5kpRmxbtU2hBoKSaQ8WNZ3S/pGvRJni6KFxy8HU7F5VyYc7bqPUShESHhp1CtQWaMRHsYW/zV7OmNQdj20AbqP5R1K8VloOj6mBfFx4gsl/HUfo1Coe1Eg1EXah0I8x2D73jQUl4e+cqcLjwq/u+R0wO5jBpMcX23K9QiDJo2uxLiRVZg3vSioUCgrq1kIg1yCCYVKKyKxbNVsFJc7lyO7UChESH/mDoXcYVDwtb8oFCKE9CWulvTNRjkUcoewMlou53D/bXkBt48tXHaFEArZ7ABaL7SyMxrx9prNAPxfoLUNhSRSHmzrVOtqSb9y6U7Rz66u02DzrgyvUCgnswGLrz7aoe5jDIOA55aEkOD9eiwRm3ZkCY9gd3uEYvigWkweU+GsMxQgFGrffcxskWLFUzNRUxv4uphCoZ5HgVAXcoVCpRW6sAiDfr/gDC4YXx5US3p3O2tnGDQ4px6As6aQMxQSX+n06IszUVjiXSjQGQp5L0tuq7w6Aqv+Pg0N7farUihESH/mDIVCDYNcKBQihPQllTVa/HX9JNhagxWOZ9BilkKtsgdVU2jhsiuwZVcyeM59vsayQGqSEW+v2YLAodAUr5mWYYAZkypDDoVkUgdyMpswbGBdyC3ped7557NF0SJjCCHhZPigWowbUQXA2ZL+4hBCIZNZhhVPzURhWfA/8xQK9SwKhLqYKxQKhzDIGYY4l+cGEwoBgFLh8FrGm5rcjGV/+hURWrPo2Nsfme8zFEpLMmDdE5tEx9Y3qbBq7VSvUEitsuHZB3figvElouP9hUINTQqcz13HCAlvDMR+PqUSsYsM8VBo7rQir8KGhBDSm0orIvGX56aj2ShDi9ldMFqjtuGRJXsRHyPe1OO5N6Zh+94U8DzAshA6kKUmGfHu8xsBGPyObdLHY8XqCV71iEINhViGR05mExRyZ9fKnMzGkEIhCoMI6VtYlsOAdM/AOpRQ6LplC0IKg1woFOo5FAh1C/EAItBFTldQqzzvjgcbCpktUqGmkPN9bMhOb0JCnAlLbjgUcijkOvEYmNUUcijEMjx0OiuUcjsevCMv5FBo36EknDwbKzqGEBKeIrQWXHlxfoe6j/Ecg8Mn4732rxNCSG8rKovCA8/Mgt7gGWQ7OAZ3LjyE2Gjxi5zn3piCA0e9V1amJpnxzTvfQywUOpqfhTsemtmpUGjvoSRIWM83CD4USqEwiJA+huNYbNqRiYYmz2LTrlBI3hoO+2Oz+a9nJJPZkJ5ch/RkvfCQt9lOGigUitRZOvAdkfYoEOphqUnN+O0lZ3qsJb3Hs0GGQq5C0wCQnd4EicT5iz82piXoUOhcsc7rhCOUUKipWQ6dzgpJ6x1+qYQLKRTaezCZwiBC+qgIrQUXzyyEWmULuSV9eNRvI4QQ/9rWFAKApmYFzBYpInRWLLnhIFIS9aLjH/v7TOw77A692dazeZkM+OqtjQD8XyQVlCeIhkJP3/+j6GefyI/Dhs+Gwe5VU6gRN/zuWIBC0+JkMvELS0JI73C1pPcVCg3MaoRENAz2TS2z4a1nN+GV1duw7KZ9WHbTASy76QAy2u1U8RcKlVVqvYJ10jEUCPWg1KRmzJ5SAqXC3mMt6TsXCmWixSz1eD7YUOjOlfNxMt/7LlCwodCzr02CxeL52aGEQu4C2YSQvkSpsOPimYVQKZ13iBiGDykU6v0tu4QQEpgrFCouj4BZON/hkZ7SjMfu+TlgTaHHXpyJfYdjhW1jLgoFhw/XbkJHQ6EJI+vx0Utf4Y9XnMCFU4t9jj/uIxQyWyQAgyC6j/mWEGvE7+afoe5jhIQpf6GQTO5AdKQlpFBILbPh1Wc3IT66BUoFh4EDmgD4D4Tbh0KFJZHYmZdKK8G7CAVCPSQ+xoTZU0rAti6zlcscYR8KVdVq8doHo2Ewei71CzYUWv7kRX5Dodee2ig6trQiEvc+OQsms+dnSyUcVtxyAMmJjaLjxeg0VlChaULCk9kiQUGxZ3eMUEKhsirvOmaEEBKOKmu0eP6NiWjUKwDwiNRZoVTYoVHbcP9teQG3jz324mw06N21iFz/Py7GjA/XboRKaYJKaRMebc99xEKhuBgrrrzoFFRKu8f4to+C0kh88vUgcBxgtrA4WxQFu4MNsiW9p4RYI+ZOK4Zc7qCW9IR0wODsekweUy48UhL9bx3tDH+hkETChRQKvfqMMwxyUcqDD4X2H0mkMKiLUSDUQ+oalais0Xg81x9CIbVKvJiYv1AoO0MfsPuYr1DIwbEor1bjzuuOITkx9BOG2OgW/N+cc9R9jJx39hxIxo69acKj2Riuy2zdLek9ng0yFBKTnGCg7mOEkLDSqFfilX+OBcAI85PNJoHdweK+WwK3pL926W9QVaME1+46LC7Ggvdf3ISrLj2Bqy49jasuPS20u3fxFwoBQEyMHbdcc0gY6+sxYkgdKqu1KCyJatOtFiGFQpE6C+ZOK4ak9dhYlqdQiJAQpSQaMCi7QXhER4jftO+MQKGQVBJ46+evxxO8Ah2lnENupvh2WY5jcfxMHIVBXYwCoR7i6j5WXqX1eL6vh0LXXnYKCrn4BVb7UMi1vDktyYD5M8+Ijm0bCjk4FkVlWlisMqjVNtx53eGQQqHY6BbMm14EmcxBLenJeaeoLBKFpe6Hud2WzPDS9aFQerIecy4oppb0hJCw06hX4m9vTkCzUQ6bTYIGvQIyKYf0ZENQLekXrbgMR09HewU7Oq0NV84tgNhd94LyBDzzygifX9NqHLh0dr7oZ9c0qLBld7rQkt4l2FCoqVmOglLPVaEUChES3sRCodjowGGUqyV9+2BHpXQgK62+S4+VBEaBUA/qD6GQq/uYS0xryBJMKHSmIEoIg3ge2Hc4HglxVgwfVCs6trQiEstWzcKBo/GwWN2fH0ooJJVwmHNBsUfBQgqFCAlnXRcKpSfrMXNyKViWR2SEhUIhQkjYcdUUKiiNgEzKISrCAobhoVbZcdfCwwG3j/356Yv8hkLXXn4agM3v2NNFafhhW7LPr8VE2TAwS/wCrbbe2ZK+fSiUmdqEJTcegFx0xYC7JX1bFAoREt5coVD7G4xSaXDbxlyhUHvpyd2z3Y34R4FQD+vrodCuvBRYbZ7/bKKjzEGFQnevmovCEp0QBp0uiAMAjBtRFTAUKq+OxN/enISaOrXH88GGQnYHiz0HUoSW9C4UChESzjofCrEMj3EjqoX6bQAoFCKEhKXKGi3WvTcWEgkPhuHB8wwa9QrI5Q4sueFgUKHQkVMxHqEQwwAyKXDdFfkAjH7HVtdH4ZcDcV7P8zwwYVR1wFCous4zFGLAY+zwGkwaXYnH7t1NoRAh/ZDFKkVzc8dLELz0zgSfW1aDlRRvxIyJpcJjzLDqjr/ZeYwCoV4QjqGQ87gC78c0W6U4WxTV4VDo9kfm44W3xghhkEswoZDBJMf6DWN8hEIWPPfQ9qBb0lMoREhf4gyFTpzpWCjE8Qw27cyEoV3NJAqFCCHhqFGvwlPrJkNvUKBRr4DVJgEAROgsePTuwN3H7v/rHOw9FA+Og0cHMokE+PyNjfAVClVWa/Dx10PwybfDsGlHkvC8w+F88ByPMcNq0NAkw8dfD/F6GFpXjwuhkIPB2OE1iItxBlgpiQbcet0hSEULzlIoRAgJjVZjRVZ6k/BITvAfehP/KBDqJeEUCnEcg/98Mwj7DvteLtxWk16BkvII7NmfgroGpXCiArhDobbbsnzZtDMXeYeSvJ7vWCjEISPFgJhIMx68Iw9Tx5aKjqdQiJC+iEHekY6HQq6W9BQKEUL6gopqHVb+7QJUC+c6PKIiLIiNbgmqptBjL85CVZ3S6867Qg58/fb3aB8KcTzjLGRtl6CyNhpfbMxAi9l1fscAYCBhedz2x2OYO60ANpvE49G2Dkh1nQYn8mMQHemsI2Kzs2hoUmJAhh63XneYQiFC+pmqOjWqat2P6lpVbx8SCREFQr0oHEKhX48mBB0GAcChEwnYuCMLX2/Jxbr3xqG0wrPFc6NeCbs98D+rE2djfYZCj969G/9Y853oWHcopERGigEalXNfPMPwuOXaoxg4oE50PIVChPRF4qFQUrz4nnMKhQghfUlDkxrrN4xBo16OqAgLFHLnzTaN2oaVS39BRnKj6PjFKy5DTYPcRyjE48t//ACxmkIGowb/+3EAWtrVBpGwHO5ceARXzDks+tm/HkvCPz4egRazDA1NSiEwyslspFCIkH7mgy+G489PXyg83vzXmN4+JBIiCoR6WaBQSKMWb+veOf/P3n2Hx1GdawB/Z/tKWvVqyZJsyV3GvVuu2MZAgFBCEhJCIIUASQgJCVyagZAQCISEkhAIxQmh1xgMBhfcbWzjbpAtWcXqvW7fuX+sdqTV9lXZXen9Pc/c653dM3tErPHMO+ecT4ZX3p/sdxjUV0eXCpu250oLTZ8tj8eug6P8LgXYNxS6aHkxEuJMGJ3R6Vco9NKbBdJwaKtNQFuHCiqVFb/9yQGGQkR9XH3xV/jeZSelLSXR+1oU4cl9KFRdF93rSbpnDIWIKJI0t2rx/GtTnUZjA/Zz1sN37ER+rvdrne/98hK3oZBSbsOT6z6Ht1DIYFTipbcmo63P+VKpsOLm64rw1LqPvX73zgOj8dcXp8Pcp+8MhYiIwgsDoTDgKRQ6czbeparXUIvTeS8d6AiFThYlBRQGOThCoQuX2cMgB39CodrGGNz6wFK0dqjR1qGSvlujsTAUIupDEABBJkpb5HIOhapqY7B1z2jYbP79c8ZQiIgiSU29Dg/8bT7au89ZCoUNGpUVWo0F9/9qD7J8jBTqGwpZLIAoChib3eozFOrSq3HjXSulUEgmEyGX2/89GTe2A7+/bYvX7z5RlIp/vzvJZeS4PRQ60q+FphPjB3MUPRHRyMFAKEz0DYVOFiXh4PE02Oduh8ac86px5037fVYf6+hS4eDx9IDDIIdTxUloa1e77PcnFKqsicMt96xEU7Pz6ACGQkTDmT0U2nNoVEBhkANDISKKJDV19lDIYFRA0z11zHF1cvct+32uKfS9X16C2noNzGY4Xav5Ewq1tkXhxrtWwmS1h0EOggDMmd6Eu2/Z6fW7TxSluAmFRMyaWht09bHisng0tWi8fi8REfmHgVAYcYRCew6NCosw6KqLiqBQ2PwqSe+NRm3xq/pYaYXOZf/ojE78/fefeG3b1KrFuicWoLnFeREzjcaC3/70C8w9z3vfvYVC+bktXtsSUagIOFOaEHAY5MBQiIgiSU2dDr9/ch66DAqIAPQGBWw2QVpTyFcodO2vL8bn+7JcHt75Gwrd8yfX8tCCABTOrQkwFBKlNZFyMtsCDoVOn03A3i8zEMprZCKi4YSBUJix2WTd/+iF7h+63NEtuOqiIsi6p5XIZGLQoZBGbcGaJaV+l6TvGwqJIjBmdDuevP9Tr23dh0IiUhL1uOvn+4IqSX+2Ig7FZfFe2xFReFIqrMhM977OhLdQaEyW95srIqKhVlYZj/97ZDEamrRO1yvRUWbcev0hJCV4XxvukWfnY/t+1+n9Y7Nb8MbTHwHwPA3r+Jlc/PqB/odCuiiztEA2gIBCoZ1fZDIMIiIaYAyEIowuxjjI1ceA0opYHPs62WmfIxT65poizJ1eLW3ebrgcYVCsziiVpA8kFOp90TEutzXAUEiELtoMpcIGhdyG3914IKBQ6GxFHHYdyAx6GhwRhY5SYcX5i8uxfEFFUCXpj3+djFPFiYPcSyKiwJVVxuPexxdJawoB9vMYANz8/cNBhEIiFAogPtaMP9+1F4DnYibHz+TixjuW9DsUslqdbz/8DYXOVsSDYRBReLl45RnccdNeabvqwq8Car9xWzY+2T5a2j7bPXqQekqeMBCKILoYI1YXlg1ZSfojp1Kc98pErF12FisXlmHC2CZMGNvktR+LZlciVmeUXgcSChWVxLvsDyQUEgRAqeipYBFIKPTx52MYBhFFKEcYlJzYJZWkDyQUOv51Mr48kQredBBRuKqpj8EDf12A9k4VuvRKtHcqAQiI1Znw259+4XP6WE8oZA+DHBVbVUrggqXncOh4Ig4dT8OZ0niXtmerUr2GQv5UH3v+tQKXUCgrvQMXrzoDmRDc2o1RWjNGpXUE1ZaIgjdhTDOmjGuUtgl5zQG1/+uLc/H48/OkraKKD+SGGgOhCOEIg6K0ZqkkfShCIUEAJuU3IcvHVAwA2PdlhkuVNH9DoZ+vOx9fnUlw2e9vKHTHnwrRZXD+bn9DocZmLcMgogg1NrsVyYk9T8gDCYU2bBnLMIiIIkJNfQzue3whKqp1cJyzojT2UMSfNYUeeXY+yqqcp+nbbEBSvBG33XAYJ4piUXouzm1bb6HQuLEdAYdCVqsMh0+lIDrKgsK55wIOhaK0ZqwuLMXyBeUsSU8jUmeXEs2tGmkzmOS+GxF1YyAUIaZOaECUtmfBv9CGQqIUCmWkdGLGlFq327gxzSgqSQg6FLr1wZUeQ6HnH/Z+sXGuOg6/enCpSygkl4v4ziVfIyMtuAsGjdqC8ybVgdXHiMLT1yUJUkl6B39DIbNZDoZBRBQp6pui8dTLM9DSpkaUxgxdjH26l1ZjwU++c8xl+lheTrPTddrzr01Ha7sCogjYel3WZKZ34pUnNmHGlErps33Pn75CoX89vMHj9eGMKbXo1KuweddoiAAOn0pBY7N9DcjszLaAQiFHGKSLMUkl6RkK0Uiz/0gGNmzOk7biMtf7JyJPGAhFiL1fZkgl6R3CIRSaWVCLggkNHrfkRAM2bc8d0FBIEIDRozrw0O2fe23bNxQSIaC6LgpGkwI/vvoYFIrAqghp1BasLizFtEn1mDLeezl7IgoVe0n6YEMhT2JjjDh/cRmrjxFRWGlp0+Dv/5kmvbbZBDS1aqCLNuH+W3c7jRQaM7rN5Trtf5vHoapWC4j26yvHlpxowF03H0DBhBoUTGhATqZryOItFMoaZcBvfrLX6zUiBAEfbhmDuvpop/aBhELjxzRLQRgAhkJERAFiIBQhHCXpwzEU8jV9rKNLNWChkNDr4f2UcU2YMr7Ba1tHKNTRpUR1XRRa2zUAgFidCbluLm48iYkyYXVhKeJi7WsiZY/ihQZR+BrYUCi2e8puRmoHS9ITUdhpbI7CA39bgJY2NZpaNYBov8aKizXi7lv2IS3J+9o6W/bkoqo2yiXY0cWYcen5JQAMHtuerUrFS69NcBsKJSeYsXxBidfvbm3T4rNd2bBanG9JekIh7+fbwydTpJL0DgyFiIj8x0AogoRDKHT0K+fqY4GFQjkwGuWQy23SlhCv9zsU6tIrYLYI0mY0yTCzoNavUOiG365CY3OU036F0uahhasp4xukMAgA5DL/2xJRKAxMKORYv03bPWU3LtbIUIiIwk5NfQzueWwxWtvUSIg3QC6zJzSiKOCn1xz1WX1s694ct6FQrM6K7156FoDn9hX1Cfhoe4bbUCg9xYj8nCav313XGO02FLrk/NN46sGt0Hgd0W0vSc9QiCgyTRlX67Sp1UbfjbrpDQrUNURLW1OLehB7OnwpQt0BCowjFFq+oMKpmoIjFPpsZ440D3vgyfDkSzPw8+u+xNQJDU6jdXKz2nDqTCIampyH/Ta2aKQ/W6xy6GJMyMtpgao7jDlelCSNFPp0Zw6MJs9/JS+/8TJMyqvG7GnOFxYzC2oBACeKkt01AwB0dGlhtQke/8LHaE3o0Ks8vAvUNUZh/NjAVs0nolCzh0KiCEzuNc3TEQoB6C5j7JnVKoPV5ryukCMU2rQjFwYj/xklovDQ0qbBP16Zhnt/uQe6aBM6OlXo1CsRqzPh5u8fxme7snG2PN5j+7Pl8bj6GycwLrcNEABZ96lPLgNu/+kxbNubCSDGpV19YxQOHs5FXWUsrvvO19L1odVqX5Vt9tR6NDZrceh4hkvbtk776HFHKHT+onLIFTZMn1SLsdltAIA/37sNt92/HCarp4Vy7aEQAOTn9lyrOUKhz/eNxrlqnYe2RBRKj929w+me8rUPxuHFt6Z5btBLZY0OlTX83e4vjhCKQKEeKfTkSzOw44sstLarpW3Tjhy8tykfOw9kOm2nzjg/nTeZ5Sgui4fJ7PxXz9/pY6eKM3DgSLrLfn9GCnly9cWn8Pi9WzFuDNcFIhp+BBw8noaTRcGNFOpdkr43jhQionDkKElfWRODTn3PVP1YnQnnLyrHqeIEl2u13tvP71uN/UdSXZbXVyqAD1/4GIDr9LOvSxKx80AmXt04Fb9+YDZsNsBstq9nZLMJAEScv7gCuhi9y/cdPZUqHccRChVMqJfCIFEEEuIMuPdXu6GSW7385BwpREQUDAZCESrUoVDvNYX2HMrA2xvHwd+/Tt5Codnn1fpsf6o4acBCoasvPoWLVpyFVmPBb39ygKEQ0bDEUIiIRo6a+hg8/Pd5aGlznj7hGCnka/rYvY8vQXObwmUKmFLpORRyOH4mF1f//EK0dTp/t1xmw8++dwxrl53x+t11jdH4fM9oWG0CRBHQGxWw2QTkZLYxFCLyYGx2C6ZPrpO21KTOUHeJIggDoQgWDqHQa/+bGFAY5OAIhbp6LTTd1KLFF26CHncGIhRaOOscLlpxFkJ3FQsNQyEaxg6dSMWBI+nS1tFnkffhz3ModN7EBsh8rAvGUIiIIklLm0YqSd9brM6EW68/5FR9zJ1v33KZx1Do1b9tBmBy2w4AWtuicONdK9HW53wpl9lw0/cP4y93f+L1uz/alocXXi9AR5eqe4SRHUMhIvdyMtswdWK9tKUkDuY9IA03DIQinLdQqCDIKVT+k+HA0XQE+9fIZJbjs13Z6OxSoqlFi0935MBk9jQ/3FV/Q6FjXyWjpVXjtI+hEA1XRSWJOFWcJG16w0gLhAB3oVBHpwqf7syBzeb7PMZQiIgiibtQSCG3IXtUG+6+ZV9QoZB9CpcZ//pTEKGQIEKtAiaPb8dT6z72+t0fbcvDs6+cB6vV+dzMUIiIaGAxEBoG3IVC1XUx2HkgM4S9AjLT2jDnvGqvn+nsLkkfaBjk0J9QqL1Tg3VPLEBzi/Mi3AyFiIaznlCoo1OFT7bnokvvfzjGUIiIIknvUEghtyEhzgCZTER0lAW3XOt7+ljvUMixAUBmemdgoZAgQtm9Br8gAOPGduDuW3Z6/e5dB7Pw3KtT3YZCD9+5PejqY1PGNQIQ3TcjIhphGAgNE71Doeq6GGzdM9rlH9ChlJnWhp9ecxRXXVSEedOrvH62o0vlVxj0qx/tx/rHPpS2h37zOQD/Q6H/vj8RL789WdrKK3VoatUyFCIaceyh0IdbxgYUBjkwFCKiSGIPhaZDIbdBJhMBCGhrV0GhEP1aU+jbt1yGE0XxTtO3gMBCIUWfyzxBAArn1gQVCqmUVowZ3YrH1wVekr6hKQpb9owGXJbNJqJIk5LYhbnTqqVt8rjBnh0zPDEQGkYcoVC4hEFRWgtkMhFXrD3tMxTyRCaImDGlFmqVBZPympCarJe2vJyeoc6eQqGEWCMcT4FOFKXg2Fep0tbVXWaeoRDRSCQENSrRgaEQEUWSljYtfv/UfLR3qtDWroLeaB+uIy00He89FLrt9+fji6MpEMXgQqFfPzDbZT2iwEMhASqlFSqlfc23jJTOgEKhhqYofLYrG+Z+nPuJKHzExRoxIa9J2nIyOR00GAyEhhmbTRbSMAgAFs6qQpS25x9nRyjka/pYXzJBROHccyiY0IBVi8ukxZ896RsKna2Iw66Do+DPUyBfoVB2ZktAfSeiSCZi7rTqoKuPdemVMFv4zysRhZea+hjc/ehiVNdHO+2XyUUsnV+BKK3Za/t7H1/iNhTKyujEhy98AF/Vx269f06/QqF/vzMJcrnzAQIJhT7dkcMwiGiAtXWonLbWdpXvRhRWeMU6gijkNixfUD7I1ceANz8aL5Wkd5DJRFy6uhhZ6f4lt44wKDuzDYC9JH1MlO8n7o5Q6Gx5PHYdyHS5aPHGWyh0/ZUnfT49I6LhQMS86dWYkNcUVEn66toYbN0b2lGaRESeNLVqnRaa7uhS4mx5HKKjLFhdWIooreeRPoBrKCQI9k2pBDa88DG8jRQ6VZyDG+9Y4iUU+tzrd2/ePQYvvF4Aa5+paxkpnXj8vq2QCd5DIYvX8zLXFCIKxnOvTcPN96yStidfmhXqLlGAeMU6QijkNqxcVI6sjHasGqKS9C6hkCBiUn6TX6GQRmNx6aNcboPgR75zqjgJOw+MCigMcvAUCqnUViyaVc1QiCLWpavO4Mq1RdI22MFwZLKHQePHNgOwl6QPJBQ6fTaBYRARhT3HQtMV1TqcLY+Drft6KT2lE7+64aDPNYUcoRAAp+sypQI+p4+drUr1EgrV+1V9zF0o1N6pROHcash8jCZ3RyazYdn8c6w+RkQjEq9aRwBHGJSa3AkAUCqtIQuFBD9DoS69Epu256Kzy3XBV39CIW/TxORym9eWnkIhhcKGRbOqoVJ5f3pGFI60Ggu0WrO0BXPRPBJY+kz1CiQU2vvlKIZBRBQRWto0ePaVaWhp0wAAorVmjM1uRUKc0a+Fpu99fAla2ntK0jsqkPmzppC3UGjc2I6AQ6Gis/E4XpSC7Mw2FM49F9C/b44waPSoNpakJ6IRSRHqDtDgs4mAxeockDhCoU07ctDUJ/gYOPZQCJcD0ybVS3sdoZAvHd0l6VcvKUV0lPO8dkEANGor/vDbHS7tXv1gAo59leqyPyWxA7+98QBio43YdXAU/vveFFhs7m/eHKHQulv3ICFeD1EUYLUJ+KokAZXV8Wjv5PxYimyrFpdJT4U9OXkmEUdPuf4uAcCaJWeREGcM6rtLyuOw/0iG2/eWza9AekpnUMetrInBji+y3L63YGYVcrqnoHonIjWxC6nJPTdDXYaeYPpsRXxQfVMqrJDLRRiM/GeXiMKDwajAJ9tzccUFRRib3dpdgcy+0PQt1x7Gv16fgnM1cR7bf/uWy/Dak+8jPtb5Gs0RCt3wu5UA3F8vOUKhfzy83elBnyMU+tt9H+MX91/g8bs/2pYHACicU4mTxUnS/uzMNiyeew7b92XB1xqSjjAos/shpUwmYum8Cmzdk42q2hivbYmIhgs+yhwBepek702ptGLutJpB/nbvI4V8LTTtCIXcjRSSycTuahPOm1zm/snQ7T89YB+dlNGBb118GnNmVHr97t4jhaxWAR9tGYt7HivEx5+Pwa4DmT5+bqLwJlfYoFRavW6efpcAQOlHe4/HlXs+rkIe/HEVCs+j/+R+H9eGuiYtGls0kMtFyOUiZILo90gh9/+trFi5qJzVx4go7BiMCny4dSzaOnoHNyKyM9tw98/3ISuj1WNbAPj2zy/F/iOpQVUfO1uV6rH62IS8Dvzx9i1ev/ujbXn4ywuzYO0zsjMnsw3Zo3yP9LHZBOgNziG9TCZi4cwqcE0hIhopGAiNEJ5CodiYoZj+ZA+Fjn2d7LRXEOwLTfsqSe8IhfpW7fFv6lh3D2Q25Ga1Qej+B16AiKx036MQmlq1uOfxBXhn4zi88OZU/7+QKMz0veglbwRU10WjrtF59GQwoZAjDEpJ6mJJeiIKS441hewLTYtIiDNCpbQiOsqMX//I/zWF3IVCbz7zIXxVH/MUCs2c2oS1y054/e66xmh8tivbJRSK1RkxdUIdVHKrl9Y9Jel702rNUHp5wEBENJwwEBpBbDYZjvcJZYaODC+/PQn7DmegpU0tbYJgL0nvTyjU2KwN+nmNzSaDVhPcTVhruxbvbhof5DcThYcjp1Ig2gJfaH3kGphQaN70GqQk9dxMMRQionDkCIXkMkCltIcoRqMCVpvM7zWF+oZCMhkQp7Piwxc+hq9Q6IU38lz2W6zAz75XhLXLznj97rrGaFTXRzvtmzq+Hrf9+CDu/dVun6FQ31HsROS/FQvKcPO1h6TtwmXFAbX/4mgqDhxPkbZdB0cNUk/JEz4ypiFjsynw1MvT8f3LTzmtKSSTiZh9Xg32HU6Ht4zSahNgtQjSyKD2DhX++arrqJ1z1Tq37UURvqaTEw1bpefiUFkbgzid/+v+dOldp2o67DyQ6XWKljcGL6OVvjiaDqXS28W7ZyaT3ON7R06l4KvixCCOKmLKuEZkZ/ZMP3CEQoDvNYUOnUhFcmIXdL1GYzpCoU07crmmEBGFjZY2DR55djbu+cVeqBQ2tLTbS9PH6ky4+fuH8fS/p6OxOcpj+3sfX4IHbtuOOefVO00NViqBD1/4GBddfwEA92vzHP86CweONmPW1CYIAmCzARAFyGU2/Ox7xwAAG7fl+/VzjM5oQ8H4RlhtAnIy23Dvr3bjgb8shMnq+d8IIgrOjCl1mD6lTnqdEGeU1vjyxz2PLRmMblEAeCVKQ8x1oenySh2e/e958HfAmmNYscksQ1FJkvcPOxHAOeE0kpnNcjQ0eb6YD4SjMs1Aa+2+ARlo7R1qBFs75vN9UZg9tRaTxjVK+wRBxIXLz+LIqWTs/GK0x7ZdeiU27cjF6sJShkJEFPaq63R48G/z8aOrjyMutucBQiCh0DMPfoK8nHbnkvQ+QqETp1Pwf4+uwPjsKvzhjr3Qanqu1wIJhRQKK2ZMqYfNJkhVyBgK0XBnNsudlgawsOIpBYB/WygEehaaLq/U4Zn/TIPFwhsiIgpXAg4cS8Op0z0BdGyMCblZrbh0VQkWzz7ntbUjFGrvcK62w+ljRBSOqut0eHr9tO41hXo4QiFf08duumcNmtsULusCOUIhb9PHispH4YY7LkBbn2qujlDI1/Qxi0WOL0+kwNqnuq4jFPI+fYwoMu08kIm3PpogbV+XBDMimkYqBkIUIvZQKFLCoGXzy/CnO7ZJ2x0/2xvqLhHRkOoJhRxhkCDYRyxOmdDgc00hhkJEFEmaWqPwjJtQKC7WiPt+ucd39bFbLnMbCimUwL/+tAPeqo+1tkXhxrtWugmFrLj1+sNuq48dOZWCz3bm4LOdOXjxzan41+tTYLW6Vh9jKERE5IyBEIWQzEcYFD4VHvLHNGP8mBZpmzK+KdRdIqIhZw+FGpu13WtcCCipiEWXXunXQtMMhYgokvQNhQRBRGKcAQlxBtx9yz5kpHqfiNs3FBIBiDb/StK7hkIiFMqe6mMP/to5FGpq0aK6LkbaNu8eg+dencpQiIjIBwZCFJa0GhN+/aNDTtXHOjtVMJrl0tbZ5XnBWyKiwSHgtf+NxxdH0lFSEYvOLvvNir/VxxgKEVEkcYRCbe0qJMYZpGICMpmIH3/7qM/pY45QyCbawyCHwEIhuT0M6t4vCMDcaU346XcOef3uXQezGAoRDWNmswxt7Wpp6+jkvWEwwn+uDg0bGrUFV130tdO+NzZMgNHk/NdQqzHh5muPID2lE1esPQ0A2Hd4FO5+rHDI+kpE5JkMr2+Y4HahaX+qj3GhaSKKJE2tUXjutam45xd7oVOYoDco0NahQqzO7NdC09++5TKp+pgg9Mwhc4RCN/xuJQCV27atbVG479G5ePL3u50qxQoCcPnaEgDAs6/O9Pjduw5mAQB+/J1jkMt7EqneC00TUeh8/PJbTgvQv/bBOLz41jS/2pZVxqGsMm6QejZycIQQhRWVyiKFQYD9CdQVa087jRQiIgo914WmgZ5QaMq4eq+tvY0UWjCT5zsiCi+O6mM19dFo61DBkc7E6kz40dXHEKU1e21/7+NL8MXRFIii82LPmemd+M8TH2NWQQke+b9t0nb/r3ZKnykqH4Wf373QZT0iRyjEkUJERMFjIDTCtHWosO9whrQdPJ4a6i45MZlkqG1wfsrEUIiIwpP7UCgpXo8fXHkSi+dUeG3tLhTq6FRh/5H0QektEVF/VNfp8Ien56GlTSPtM5llaGjWYnVhaXChkACkJpnw4K8PISOlFRkpnfYttdOpbVH5KPzgtvNhtjgHSgMRCv3u5v2Qg6EQRa6sjHZMzGuUtqR4fai7RBGEgdAIozcoUVSSKG3FZQmh7lIfPSXpnfYyFCKisOQcCiXGGZCV0Q6ZTLSXpA8gFOroVGHTjhxpXSIionDT3KrF0+uno6VNDZNZhuKyeJjMcuhiTLh4RbHPNYWcQiEBkHXnOwoFkJJohreCIjUN8bjh9pUeQ6EHb9sGpdIKpdIKmcz1OJ5CodEZ7cjNaUNDU5S09R3JRBTOxuU2Y860GmlzzLQg8gcDIQpDDIWIKJLYQ6HK6hhkZbRLc+EFIbBQiGEQEUWC5lYtnnp5Bg6fSIXJLAcAKBVWTJtcj5u/f9ivUOjoVwm9lwSCKAIyGZCUYESwodC8GQ147o8b8e1vfIXJvdZ3681dKHTqTCLW/WUBNm4bI20WK2+RiGhk4KqVFKbsoRAuB6ZN6lmLQyYTcfVFX2PK+AacKQ1sdJO7p0VERANDwJY9o5GW0oVZU2t79naHQgCw84vRHlt36VkZg4giR0ubBh98lo81S0qRlNCFvJxWqFVWqFVWvxaa/t3DK/DaU+8hIdZeWVGEfVUihdweCp2r9nyL4giF/vXoZigVzgsLjUozYOXCs/jyhOclEXovNH26NB4PPTUXgNzvn52IaDhhIERhzDkUSk3uQEyUGQKACflNaGtXobJW5/fRahuiceLrROn1oWMpXj5NRBQoGV79YAIAuIRCC2ZWo7JG57X6mGciCibYQ3BWHyOicGEwKvDJ9lz8/AdfQq3qWYMnVmfEnTftwxMvzMS5as8VgL59y2V46oFPkJfdAUHWE+wo5EBmehfsJendj5p0hEIvP/6ZU4UiwB4Kfe+SY7jj0RUev3vXwSw0t2pw8kwCGAYRRabEeD2y0juk1516RRguhxL+OB6SwlzP9DFdtBnRWiuitFYo5CLiY42IjTH6faSvipPw+L/mSltxeZLvRkREAbGHQgePpUl76hqiUFMfjUWzqzBmdEuAxxMxd3oNZkypw+rCUmjUlgHtLRFRfxiMCjz32lS0tKm794iIiTYjLbkLd9+yD1kZrV7b33Lvmu41hZz3KxUi/vWnzbCHQu7VNMS7rT4GADOmNvlcaPrkmWQwDCKKXInxBkybXCdt48e0hLpLEYmBEEUAeyjU1KJxeSc5UR9QKERENPh6QqG6hihU10cD6ClJ738oZA+DJoxtAmAvSc9QiIjCTUubBk+9PAMtbWrERJsR3V1tTKO24kdXH/drTaGS8liX/VkZnfjwhQ8AdLg26uapJD0AaLQ8VxINNoNJDqNJIW0mE+OFSMOx5yNMSlIXls/vWeDUaJLj/U/zQ9gjf8lw+GQKUhO7oFTa/9W3iQLMZhlidSY0t2rQ1KL1eoTGZtdAiYhocNhDoVkFdZg8vmdxU0coBMDn9DG1yorMNOcbIUcotGlHLqePEVHYaGnT4NlXzsP9t+0GAFitMjS1aBATbfZrTaG3P5qAX/3oANSqnmRHEAClEvjwhY9x0fUXAIhx27aofBTaO2WIjelZK7K1XYG/vjB3YH44IvLo6fUzQ90F6ideTY4wMkGEOmKfLgtoaVcjOsoCtdIKvVGBiupYtHeo8PS/p6OhyfOFBhHR0JPh4HH71DF3oZBcLnpdHN9osq/PsWZJKWKie6ZNMBQionBU3xSNB/66AHfetA9Wqwy27tLtsTqTX6FQS5sG8bEGp1AI8C8UgiiHzWaDTGavWFbf6P81YVpyB2693nl62f1/mwuDgQ8SiWj445guijACOrsUMHaXOWUYREThTcDB42k4WeS8ZplGbcH1Vx33qyT9J9tz0dHpvLAqp48RUTiqqY/BfX9ZhKZW5zDFEQr5mj7W0qaB1QbXNYW6QyFv08cAwOamrS9xsQZMzGty2rQanluJaGRgIEQRyB4KNTVrhiwM6uxSQW9QSFunnk/lichfzqGQWmVFXnYLVCorLl1VgqkT6ry2ZihERJGk95pCvcXqTLj52sMYldbmtX1Dk9ZtsKNUAu8/9wm8LTTty/RJVUG3JSIajnhXSxFKQHV9dEBh0Mcvv+X0+oPNY/DM+ll+tX31/cl49f3JAfWQiKiHPRRSqWy45PwzUCrta11U1UVh2uQGdHSpvK4p5AiFOH2MiCKBIxS65QdfIj62p/jH6Ix23PuLvfj9U/O8lqSvqNYhVqdHQqzFqay8WmWvPnbD71bCU0l6T/71p43IyujEOxvH4tlXue4JERHAEUI0bNmQn9PsslcQejYioqElYM+hdBw9lQIAqKy1h9r+Vh/jSCEiiiR9RwrF6YzQqC2IjjLj9p8c8Dl97Nu3XIbmNoU0UsjWvWZ0Znqnz5L0ff3rTxsxelQnBAG4fG2Jz5L0REQjBQMhGjJmiwz7D2c4bRbrYPwVtOHay0/iJ989innTOTSYiMKJDK/+bwI+3pbrNMKRoRARDUeOUAiAdH4yW+SwWGV+rSn07VsuQ02dBlar8/5AQqFH/28LRo/qlF4zFCIaOAtmVeLay49L29L5ZQG1P1MWhzNlsdJ26HjqIPWUPOH4choyVqsMX5ckDvK32MOg8yY1AACuWHsaALDv8KhB/l4iIn/J8NmuHMyeWotJ4wIvSc/pY0QUSVraNPjzc7Nw7y/2QqO2orlVDVEUnKqPNbRoUF4VK7Xp6rVW4w9+czEeuG075pxXD0HoWVjIEQrZp4959tg/Z+Jfj26GUuFc0v7ytSUAgK37sgfqRyUacRbOqML0KT1rIX5dkojP9+b43f6We1cNRrcoALxipGFl4axqKQwCAJlMlEIhIqLwIeDAMXtJ+r6h0PmLy3DqdAd2Hsjy2NpTKBQTZUZsjJGBEBGFlZo6HR7423z8+NvHEKfrdc6KMeGi5SV4a+ME3PVoocf29z6+xGMo9MHz/4PJ5Lm0WE1DPG64faXHUCg+ztDPn44o9ESR62FQcDhljIaV3QczcKR7fQ4HhkJEFJ7sodCp0z0l6bUaM/JzWnDp6uKAS9JbLTJs2ZONusboQe01EVEwaup0TmsK2USgtCIOIgSsLixFlNbstf29jy/BF0dTnG58ZTJAoxahi/Hx3d2hkNnifNMsCMCKhVVQKjndliLX1j3Z+M+7k6XtxOnkUHeJIggDIRpmZPj3O5PchkL9WUh63rRK3P3z3dJ287UH+9lPIiKgdyik1ZiRl90KuVyEIIi4dFWJ36FQc6sGW/Zko6aeYRARha/mVi2eXj8dTS0alFbEob070I7VGfHjbx/1uaZQTyhkD4McBAEwmATsOZyMPYfTsHHbGJe23kIhlRIMhYhoRGIgRMOQ+1AICL662NTJ9ZhVUCdt82fU9rOPREQO9lCopVUDubz3dAb/Q6EPt4xlGEREEaG5VYsnXpiJyhodAPu5LjerDaNHtfu10PS9jy9BU4tKqj4G2CuQaVQistP1uP8v87Bhyzi3bT2FQgBDISIamRgIUcQwm2Qwm+XSZjLLpfeitGasXVbSaytFQ5ManV0KJMbrkRivl8Igx//PTOuQPp+S5P7iQy63Ye2yEowd3QqFwgaFwga53AbA81x1IqLACXjjw/E4eDTNeW93KDR3WrXX1r7WDpAJPGcRUfjo0quwaUcO2jtUyM1qQ2yMfV0hx0LTyT5CoWtuvUQqSe8oRw/4V32MoRDR8GCzCTCZ5NJmNjPaCAZXnaQho1Fb8I3zi532ffBpHowm//4a/uO/M/CP/7p/TyaISE7Uu+w/UxaHqCgz0pOdLywEAYjSmqQ2KoXVpS0ACACSE/XQaqw9N1QCoFa5/zwRUfDsJekBYNZ5PaMQO7qUmJjfhPomrdfqY57kZbdg8vhGfLojh4tNE1HY0BuU2LY3CwUTGpz2pyR14d5f7MH9f1uAxuYoj+2/fctlflQfU7lt62mhacAeChHR0Nj40lv2G65u/35nAv77/lS/2paUx6OkPH5wOjaCMEajIaVRW5y2wSfD0VPJqGlwvaCI6sf3y2R82k5Eg8EeCjlGCrV3qlBaEQtRBBbNrsKY0S0BHS0vuwULZlUhPtaA1YWlQ3TeJSLyT0ubfU0hm01EblYrxo5uQU5mG3IyW3HjNUcRpfU80gdwv9A0ENhIIYub0+KotNZgfhwiCpAgALJem1pp892IBhQDoRGmo0uJIydTpe1EUZLvRhHPHgqJfTMcVmckorBkD4W278tCaUUsbN03OoIgBhQK5WS2YsGsKunJeVyskaEQEYWd5lYtDh1Lh1ZtQZTWApXSBqVSREOzBqsLy4KqPgb4Hwq9/VGey34lH/xRBElN6kRuVqu0xemMoe4SRRCOHR9hOrtUOPqV62LLkc5okmP3gUyvn/neZV87vW5s1khtmts0btvYbAJ2H8jE2ACfyhMR9Y8MH3yWh9lTazFpXKO01xEKAfA5fay+KQqdXUrERPfcDDlCoU07cjl9jIjChsksg9kig0xmBQTAYhXQpVdCF2OSzlldes9zue59fEnQ08da2pQuDw2NZp4fKXJMGd+IrIx26fWhY2lobVeHsEcUSXi2o2HBbJGjOMA5pJ0Glc82NlFAcXk8OvT8VSGioWavPgbAJRRaMvccUpO6sO/wKI+tHSXp1ywpZShERGFPFAUYTXIoFDan0T7+hEKfrH/L6bUg9Cw27SsUevuTArz9ScGA/RxERJGEU8aIiIjClj0UOnW6Z3qvXCZibHYrrrzwtF8l6T/ZnouOTuebIE4fI6JwJIoCzBaZy4gdRyjkbfqYIPRsfdv7M32MiGgk4qNBihj5uc3IzexZ5K++KQpHTqX63b6mXuO0GPTeA+kD2j8iosHRM1KoYEIDxoxuRXSU/aZoydxKVNbE4GxFgsfWHClERBFFFGA0y9DWrkZsr7VQdDEmfOeSU3hvU77X6mMAYLUCgiA4TR9LTdYjO6MD5dWJg9Z1Iho6cToj0pI7pdcGowLlVbEh7FFk4hUgRYxpk+qwYGa19LqoJCGgQOgHv754MLpFRDQE7KFQZkY7CrrDoOZWNSqqY7BodjUAweuaQgyFiCiSiKKATTtysLqwTAqFkhP0yEzvQGbaYTz97+leQyGLVcDhkynSmkJmiwz3/Hk+wyCiYSQlqQvzZvTcGzY0RTEQCgKnjBEREUUEAe9vysPBY2loblWjvEoHQPC7+hinjxFRJNEblNi0Iwdt7WopDAKAWJ0JN3//MJISury2d1QfM3WHQYdPeV5zjYhopOLjwBEmKUGPxbMrpdcmsxwbt40JYY+IiMh/Mrz6wQTMmVqLieOapL3+Vh/jSCEiiiR6gxKf7RqNX02od9rvCIV8jRS69/EliFGZ0GFyX2GMiPrnsefnhLoL1E8cITTCKOQ2xOqM0qaL5uJ6RESRRYYvjqU7LTQN9IRCY7Obvbb2NVJILrcNeI+JiILV2aXGM/+ehpY25zLajlAoVmfw2t57GGTC3PPO4IPn33ba0tNrB6DnREThj4EQERFRxHGtPgYASoUV1115IujqY2fK4mG18tKAiMJLU2sUnlnvGgp1GRRYscD7+c4TlcqE//71E/zmx8egUYtOW3qC52pmRETDCa/6iPxgschhtcl6NqsQ6i4R0YjnHAop5Dbk5bQgSmvBpatKAg6FDh5Lw8nTyYPeayKivmwAxF6bO31DoZr6KNQ2REMXE/hod5XKhJce/QSJ8UbExlqD7TYRUcTjQgE0Ynyy/i2n11v2jMKf/r7Qr7Z/fWE2/vrC7MHoFhFRP9hDIbnchm+cXwyN2n5jIwgiLl1VAgDY+cVoj60dodCotA6cKfVcup6IaDC1tWnQ2aWUXusN7m9Rmlqj8PT66bhy7WkYTPKgv+/FRzchMd7o+4NERMMcRwjRiCIIPZtC4ekZFBFRJBGw73A6ThQ5j+5xhEL+jBRiGEREkaK5VYv/vDcJbe1q3x/2oLgsFqLI0d5ERBwhREPGYpHh6KkUp31cq4KIaCDYq48BwKypPYuhCoKItUtLUV0Xg+Ky4EKfhDgD9AYFq48RUdhwlKRfXViGWF3gI33ufXwJHrhtO+acVw9B4ANComCdN6kWuVlt0uvKmhgcPJbhd/vq+ijIe/0OnjydOKD9I994dUdDxmKV4cip1FB3g4homHINhUwmOUoq4rBgZjVsNsFrSXp3EuP1WLW4DHqDgiXpiWjQtHaoUN/UUz7e05Sx3nqHQn3J/Bj80xMK1bm8p5RzUWkif6xaVI7pU3p+h74uSQwoEPrhby4cjG5RAHhlR0RENGz0hEJTJzSguDwOJrNcKkkPwO9QyBEGqVRWqFRWrC4sZShERIPi4LGMgG4iHfQG+zpoN33/sNN+f0f93Pv4EvzrTx9g9Cjnhal1sVxfiIhGBl7VERERDSv2UOjsjDiMG9Ms7Q0sFBIxf0Y1VKqe6jtxsUaGQkQUdvp7Pvq6JAGjR9X6/iBRmNr5RSaEXqPirDauj0X+4xUdkR8WzqrAigU9C7O2tqvx5MuzQtgjIiJvZNj7ZQbMZhkmj2+U9vofCgnYtnc01iwpRUx0z5NzhkJENBiitGZkpnVIry3WwKa4trXLER3VE2CXVUYPZPeIwprZEnzFPSJezRH5YcGsKiyYWS291hsVDISIKMwJOHg8DQBcQqFvXfQ1dh0c5VdJeoZCRDTY4nRGzJ9ZJb3u0it7BUJW3HbDl6iqi8Jr/5vstv0z/5mFrIx26fWXJ7hmJRGRP1jiiYiIaNiyh0Ini5KkPZlpHUhJ0uPSVSVYMLPSa2tHKNTRqXLa7wiFNGrLoPSaiMjOHgbNKKjFRSvO4tvfOBnqDhERDSt8tEdDRq2yYPUS50oQn3yeC5PZv2GOb28ch7c3jhuMrhERDWM9I4VWFZYhOVEPADAY5Zgwthk19dFep2ZwpBARhUZPGORw0YqzAOBxpBARRZYPX3gb6LXk0UtvTsKbH/n3+32mNB5nSuMHp2MjCEcI0ZARBCA+1uC0+VsFwk7mZiMiIt8EHDyeirJzsQDsJZ1LyuNgtQlYNLsKY0a3eG3NkUJEFAomi+u1HkcKEQ0fcrkIRa8tJsocQGvBzUaB4iO9EabLoMDXxYnSa4uVoQoR0cggw6v/mwCjSY64WKN0/vd3oWmOFCKioSXHUy9PAwDMm17t9A5HChH1SIgzQK3qeTDT3qlCZ5fKSwuiHrxyG2HaO9TYfyQj1N0gIqKQkOGdT8Zh9tRaTBoXePUxhkJENLSGJhQSAxmwThRmpk+uc1pU/dCxNJw4nRzCHlEk4VUbERHRiCLgwDH7mkKuoVAlkuL1OHDM84MDb6HQ5HGNONS9XhER0cDwHQpdd+VJCL1mi3zrwlP4xo+u9OvojzxbiEeeHZieEhFFGs4XIiIiGnHsodCp00m99onIzWrD1d8owuI5FV5bu1tTqOxcHEs9E9EgsYdC+w67htUXrTgLQYDTJuMdDhGRXzhCiCJG9qhWZKR2Sq+b29QoKkny0sJZa7sSMplNen3ia//bEhENP71HCjUgJ7Md8bFGAMClq0oAADu/GO2xde+RQo3NWuz4IhOiyAUdiWiweB4pJPDUQzTixESZkBhvkF6bzHLU1EeHsEeRiYEQRYw502qwYGbPBUBRSUJAgdC3br50MLpFRBTB7KFQekonpk1q6NkriH6HQhu3jYHRJGcYRERDwHMoREQjS3pqJxbMrJJeNzRFYeO2MSHsUWRiIERERDSiCdiwZQx00SbMOq+2Z6+foRAXkSaioeU7FBIEYNHsSrfvlZ6LRWWNbtB6R0R2UVozZkyp8/4hR7X47oXdM1I7pd/d418no7Vd7dJEqbBi7vQapKd0YPSoNkAU0KlXoKFJO7A/wAjBq7gRJiHOgLnTaqTXJrMMW/dkh7BHREQUevaS9ACcQiFRBArGN+LYV6luL8qIiELDRygkAGOzW9y2bGlVMxAiGiDPvjINUVE9BSb0Rrn0Z6XC5vH30MGRB6F7kLFOZ5DanCmNd3vtIZeLGJvdgsR4AxLj7FPdE+OBjk5epwSDgdAIo1JakZrcsw6PkU92iYgIQN9QyGYTcLYiFp16JdJSOv0OhJRKK3Iy25z2nSmNh3S1R0Q0IHpCoUvOL3F+K4Ay8ktmFeF3txx12vfT3yzHuUauNUnkS4dehQ69yvcH/aSQB/DL20d8rMH3h8gF0wAiIiLqZg+FYnVGyGQiOrrsF3kywf8LNK3a4jSnH3AEQkREA80eCn1jZYnTwtKB3FIunlcNZZ87okmTanFuJwMhosEmwvlxUX8WiGd1weAwECIiIqJeZCguT0BGakeoO0JE5Ae5yx7RBpwoSnb76YZmrjNCNBSMJrnH30OJ2B3gdgdBDU1aqU2XXum2icUiw4miZEzMa8TojPaB6/AIxUCIRoyNL70FoVdyvHFLNv760ly/2j72z5n4+4szB6lnRESRJTrKhM6ugRsiTkQjW3VdNF55d/KAHc8mCjh0PE16PSm/HqfOpAzY8YnIN4NR4fR76FX3sL7a+mifbSxWGQ4dT0OcjlPEBgIHVtGIIZMBMqFni9GZA2itRJfZeSMiGonGZrfgm6vPYMzollB3hYiGDQE20XkbKNdefhy//81u3HztwQE7JhHRcMERQjRkrFYBX5ck9tnHTJKIKFKMzW7BwllVEAQRi2bb1wk6WxEf2k4REXlw7eXHcdnqYgiCiPMXVQAAnl4/K8S9Iho+MlI6kJigl163tKpRWRvrd/uWNpXTDI4z5XED2T3yAwMhGjJmixz7D2eEuhtERBSEpHi9FAYBYChERGFt3rRKKQxyYChENLCWzqvA7Gm10usTRcl48c0Cv9t/++eXDEa3KAAcnkFEREQ+NbZo8NUZ51GejlCI08eIKNzsO5KGY1+7Vgo7f1EFp48REXXjCCEiIiLyg4ADx+wLPU4a19izlyOFiCgsKXDfX+bj/l/txXkTG5ze4UghGk72Hc7AwWM9CzEbTa6V94g8YSBE5IfzJtVgyZxK6XVLuxr/edf/4ZBERJGk9FwsGps10utGqUyz71CokSWdiShAGrUFqUld0murVUBlrc7v9s1tCsREWaTXpediuv/kOxQiinSeyrMT+YOBEJEfVhWWYcX8c9JrvVHBQIiIhq0zpQle3vUeCh05ydLORBSYhDgDls7vCWi69Eq8vdH/QOjbt1zm5V3voVBjC0dTENHIxTWEiIiIKED2UOjUaef1OQRBxNzp1YiPNYSoX0RE7thDoaNfJbu8k55iDEF/iIjCA0cI0ZBRKa1YNt95eO7WvaNhNvv3ZOajrWOweVeO9NpkZp5JRBQ6nkYKAdmj2gEALW0aty2JiIae55FCRBQaHzz/jlMlwOdem4IPPp3oV9tdBzPx5YmetZNstgHv3ojAQIicKBXWoNtabQJsNvchjUJug1plwai0Dqf9MVoTDHLvgZDVJoPJpIDeoIK+z0PnmBgDlAqL+4Y+JOj0Ht8bn10FXWzPcRNj251OVnK5GSsWfuW2rVGvwK4v892+l59fgezUzqD6CwBbdvt3giQiGggymQ1ymej1M0dOJUMut2FifqPURiYTkZPZBoChEBEFToD3a1Kzxf2146hRNchINHk99gefjoJO14W80fZzlCAE3U2isCKX2yATvP+b7Y5NFGC1er6HE7wcUyYXnd5XKi3QxdjvsSxWOfR6ldt2Wq0JCrkVKqXN6Xdw/JhmTMqr8dpfk1mB4vJkmEwKmEzOcUZ+Vg1idMHdGxrNCpw6k+72vfT0WqQnmIM6LgAcPpXldn9KTAcy+1Gp9fCpeAAxvj7mFQOhEcZgVKDsXJz02mxx/uW/eGUJYqK9/0PqyanTSThwzP0v0arCMqSndGDK+Ean/QUTfD+h+epMIp5//Ty37z32f9udFiH0pu8/+FMntnj87N8e3A2ZlwFICgVwx8+Ou31PFIE117oPhJ66Z5/X43ojigyEiGhoFYxvxLTJdX59Nj25CylJesjlNiQn6GETBYiiAL2BlxpEFBit1oxvX+L+wVtnlxLvfDze7Xv/eHAXNKrAb4iJIllMlAkKhQ3xsUYUzj3nu0EfRSUJ2Hd4lNv3ViwsR1qK54fZU8Y3ON2LpSZ1obC7EE/puVjc81ih23Z3/mw/xoxudbkvWl1YidWFlW7bONhswAU/uNLte397cCcUQV522O/h3B/3+Yd2QOU+2+rXcZ/986eIiQ5+QMbq718QdFsHXqWNMK3tamzf7z6hJCIiClZVnf0JVXqvUZDVddEwmnipQURENFjmTKtBVkZ7qLtBEYpXaTRkrFYBVqsAuZxPboiIhiNHKGS1CiivisVTL88IcY+IKBJ0dIW+bLYoAj///VwAQFFRdIh7Q+S/zhD+/nAUcOTjqrw0ZEQIqKqLhs0Wmsna1uBH4xERkZ+q6mJQXJaA2vpo2Gyy7rXluEgHEXnW3qHCyaIkiCG6RnQoKspGUVE2gCSfnyUKFydOJ6G1TR2S7y6vikF7R5BzqQAYjIwjQo2RHjn5+PPcoBfX67seUW9b94yGrHthUpnMBo3a/3TGZPJ83N8/ORdarf8Lh2nURswssC9U1tio9fi5h/8+HbmjW132R6tNiI72/n2trZ5PyH97cRIKJjT52Vtn+i7+uhLR0DpVnIgzZfGh7gYRDXsCDh5Px5FTqVCpvF8jil4Gmt//lzmYOqk+qB5YvVzHEoWzzi4VPvgsDxq1VbrfCoTFy9/97fuzfB7z9f9NRky0Eeo+v7t6ved7l7+9OEO6h1OrTCiY4P/vbXOz52IVf3hmJnKy2vw+Vm8GL/daD/x1DsblNQd1XG/nlrv+vAAzp3pfRHuwCaLo7bTaY5XsqsHuCxH106e2N0PdhbDBcxZR+OM5qwfPWUThj+esHjxnEYU/f85ZjMKJiIiIiIiIiEYYBkJERERERERERCMMAyEiIiIiIiIiohGGgRARERERERER0Qjj96LSREREREREREQ0PHCEEBERERERERHRCMNAiIiIiIiIiIhohGEgREREREREREQ0wjAQIiIiIiIiIiIaYRgIERERERERERGNMAyEiIiIiIiIiIhGGAZCREREREREREQjDAMhIiIiIiIiIqIRhoEQEREREREREdEIw0CIiIiIiIiIiGiEYSBERERERERERDTCMBAiIiIiIiIiIhphGAh1W7duHQRBwHXXXRfqroxYjv8N1q1bF+quEEU8ntNCb9myZRAEAdu2bQt1V4jCHs9ZoXfddddBEAS89NJLoe4KERENkWEZCBUXF+POO+/EvHnzkJqaCqVSibi4OEybNg0/+9nPsH379lB30aMnnngC69atQ2lpaai74re2tjZkZ2dDEISQ3fyUlpbiX//6F372s59hzpw5UKvVEAQBy5Yt89rOarVi8+bN+PWvf40FCxYgMTERSqUSycnJOP/88/HCCy/AarUOzQ9B5AHPaYPnpZdeks5dnrZvf/vbQ9ono9GI//3vf7j55psxa9YsxMXFQaVSIT09HRdffDHefvvtIe0PUaB4zhoahw4dwg033IAxY8ZAo9EgISEBU6dOxY033oiioqKQ9Mlms+Gll17CqlWrkJaWBrVajVGjRmHZsmV44IEHQtInIiLyTBHqDgwkq9WKO+64A0888QQsFgsAYMyYMcjNzUV7ezuKiopw9OhR/OMf/8CSJUvw+eefh7jHrp544gmUlZVh2bJlyM3NDXV3/HL77bejoqIipH144okn8Ne//jXgdi+99BJ+9KMfAQAEQUBeXh7Gjh2Ls2fPYvPmzdi8eTNeeOEFfPjhh4iLixvobhN5xXPa0ImNjcXUqVPdvjdx4sQh7cvvf/97/P73vwcAKBQK5OfnQ6vV4syZM/jwww/x4Ycf4vLLL8err74KlUo1pH0j8obnrKHzwAMP4P7774fNZkNycjKmTp2Kzs5OlJWV4fjx41i8eDHGjx8/pH1qaGjAxRdfjH379gEA8vPzkZOTg7q6OuzatQs7d+7EvffeO6R9IiIi74ZNICSKIq666iq8++67UKlUuOeee3DTTTchPT1d+kxXVxc2btyIP/7xj2H9dCqSbNmyBc899xy++c1v4t133w1ZP5KTk3HhhRdi1qxZmD17NrZv347HHnvMZztRFFFQUICf//znuPLKK5GYmCjtf+mll3DjjTdi165duOmmm/DKK68M9o9BJOE5bWjNmDEjbKZ2iaKIhQsX4uabb8Yll1yCmJgYAIDZbMbjjz+OO+64A++88w7uv/9+PPTQQyHuLZEdz1lD57HHHsN9992HnJwc/POf/8SqVasgCAIA+widL774AgkJCUPaJ5PJhDVr1uDQoUO46qqr8Oc//xnZ2dnS+21tbdi8efOQ9omIiHwbNoHQY489hnfffRdKpRIbN27EihUrXD4TFRWFK664ApdffjkvogdAV1cXfvzjHyM2NhZPP/10SAOhu+++2+n1yZMn/Wp3+eWX44YbbpAupBwEQcAPf/hDVFVV4e6778brr7+OJ598UgqMiAYbz2kj16233iqNEOpNqVTid7/7Hc6cOYPnn38ezz77LB588EHIZMNy9jdFGJ6zhsaZM2dw1113QafTYdu2bS6jmGQyGebNmzfk/frTn/6EQ4cO4Rvf+AZef/11l+uq2NhYfPOb3xzyfhERkXfD4iqys7MTf/zjHwEAv/3tb91ehPQmCIJLgOBJaWmptI6EJ94WQjxz5gx+8pOfID8/HxqNBlFRUcjOzsby5cvx0EMPobOzE0DPOhZlZWUAgOXLlzutYeHu2Fu3bsVVV12FzMxMqFQqJCUlYc2aNXj//ffd9tPxHcuWLYPNZsMzzzyDuXPnIi4uDoIgBDxf/s4770RJSQkeeeQRZGRkBNQ2XCQmJnr93/bCCy8EYB8Gf/r06aHqFo1wPKeF5pwWLpKTk72+7zgvNTY2or6+fii6ROQVz1lDd8568sknYTQaccMNN4TNlDaTyYQnn3wSAPDggw96/d+KiIjCy7AYIfTRRx+hqakJMpkMv/jFL0LdHcmXX36JpUuXor29HRqNBnl5edBqtaisrMT27duxbds2XH311cjPz0daWhoWLVqEAwcOwGg0oqCgwGnNmt7zwEVRxC9/+UvpH9+EhAQUFBSgqqoKmzZtwqZNm3DLLbdI7/flGNb9zjvvYPTo0ZgwYQLOnj0b0M+2e/duPPXUU1iyZAl+/OMfB/FfJzLo9Xrpz9HR0SHsCY0kPKcN/TmtvLwcP/zhD1FeXg6tVovx48fjkksu8bkwfSj0Pi9FRUWFsCdEdjxnDd0567333gMArFq1ClVVVXj22Wdx4MABWCwWjBs3Dt/61rewZMmSIP+LBWfXrl2or69HSkoKpk2bhm3btuGVV17B2bNnERMTg7lz5+L66693mj5IREThYVgEQjt37gQATJkyBampqSHuTY/7778f7e3t+N73voenn34asbGx0nv19fV44403pH1r167F2rVrkZubi7KyMjz55JMeb0QeffRRPPnkk8jKysLf//53XHzxxdJ7n3zyCa699lo89dRTmDt3Lr7//e+7tN+1axdiY2PxySefYPXq1QAgLf7oD4PBgOuvvx5KpRL//Oc/h/WToP/+978AgJSUFEyaNCnEvaGRgue0oT2nAcDZs2edbsg+/PBD/OUvf8HatWvxyiuvDPl6HN44zkszZ86ETqcLcW+IeM4aqnNWbW0tysvLAdhHTl1zzTVoaWmR3t+0aROefvppXHfddXjuueegUAzNZf7+/fsBALm5ufjVr36FJ554wun9999/H3/4wx/w3//+F5dccsmQ9ImIiPwzLKaMnTt3DgAwduzYEPfE2VdffQUA+M1vfuN0EQLYA4abb7454Aun5uZmPPjgg5DL5Xj33XedLkIAYM2aNfj73/8OANLw7b6sViueeuop6SIEsFey8ffC4b777sPXX3+Ne+65BxMmTAio/5Fk//79ePbZZwEAd9xxB+RyeYh7RCMFz2k9BvuclpCQgNtvvx2ff/45KisrYTQaUVJSgocffhhRUVHYuHEjLrvsMthstoB+rsHyzjvv4MMPPwQA3HXXXSHuDZEdz1k9BvOcVV1dLf351ltvRWJiIj7++GPo9XpUV1fjvvvugyAIeOmll7Bu3bqAfq7+cPTr8OHDeOKJJ/Cd73wHp0+fhtFoxKFDh7BkyRJ0dnbi6quvxvHjx4esX0RE5NuwCITa2toAQKrEEi5ycnIAAK+99tqA3Ux89NFH6OjowOzZszF79my3n/nGN74BpVKJU6dOOV08OOh0OnzrW98K6vsPHDiAxx57DFOnTsVvf/vboI4RCaqrq3HFFVfAYrFgyZIl+OUvfxnqLtEIwnOas8E8p1166aV45JFHsGTJEowaNQoqlQpjxozB7373O3zyySeQy+XYvn07Xn/99aCOP5BOnDiBH/7whwCAa665BpdffnmIe0Rkx3OWs8E6Z3V0dEh/tlqt+OCDD7BmzRpoNBqkp6dj3bp1uOmmmwAAjz/+OJqamgL+jmA4+mU2mzF//ny88soryM/Ph0qlwowZM/DRRx8hLS0NBoPB7YL5REQUOsNiypjjqU/vfyjDwe23347PPvsMDz/8MNavX481a9ZgwYIFKCwsxMSJE4M65pEjRwDYpzcsXrzY4+cc07gqKipcFnyeMGFCUMOIzWYzrr/+eoiiiOeffx5KpTLgY0SChoYGrFq1CufOncPkyZPx9ttvc3QQDSme01wNxjnNl8WLF+OKK67AG2+8gbfeegvf+c53Bvw7/FVcXIzVq1ejra0NS5cuxXPPPReyvhD1xXOWq8E4Z2m1WunPF1xwAaZMmeLymdtvvx1PP/009Ho9tm7diiuuuCLg7+lPv2677TaXpQSio6Pxs5/9DOvWrcPGjRths9lYHZGIKEwMi0AoKysLAFBSUhLinjg7//zzsWXLFjz00EPYtm0bXnzxRbz44osAgMmTJ+OBBx4I+B/q5uZmAEBdXR3q6up8fr6rq8tln7vFkWtqanDllVe6PYZjbYA//elPOHbsGH75y19i7ty5gXQ7YjQ3N2PVqlU4ceIExo8fj82bN/us+EM00HhO82wgz2n+WLRoEd54442QVhksLS3FihUrUFVVhYULF2LDhg1ON2BEocZzlmcDec5KTEyU9nla1zAnJwfR0dHo7OwMeHH9YPnTr8mTJwOwjyZramritRURUZgYFoHQ4sWL8be//Q0nTpxAXV3dgC5o2PsphyiKbhdQdpQsdWfp0qVYunQpurq6sHfvXuzcuRNvv/02jh49iiuvvBIfffQR1q5d63d/HMOxr732Wrz88ssB/CTeGQwG7Nq1y+tnDhw4AAD497//jddee83j5y6//HKoVCosXLgQ77zzzoD1cbC1trZi1apVOHz4MPLz87F161ZWxKCQ4Dmt//w5p/lDpVIBsI+QDIWKigqsWLEC5eXlmDdvHjZu3Bh203KIeM7qP3/OWTk5OdBqtdDr9VCr1R4/p1Kp0NnZCavVOmD986b3aCtP/eq9f6j6RUREvg2L8Zpr165FYmIibDYb/va3vw3osXs/xamtrXX7maKiIp/HiYqKwooVK3Dvvffi8OHD0lOgZ555xulzvip2TZ06FQBw9OhRn98ZiNzcXIii6Hbrq6mpCbW1tS6bQ3NzM2pra4ds7vpAaGtrw+rVq3Hw4EGMHTsWW7duxahRo0LdLRqheE7rv0DOad4cO3YMADB69OgB7Z8/KisrsXz5cpw9exZz5szBJ5984rIwLlE44Dmr//w5Z8lkMsyfPx+A59FYzc3N0igmx8itwbZo0SLpz576VVxcDADQaDRISkoakn4REZFvwyIQiomJwe9+9zsAwCOPPIItW7Z4/bwoinjooYf8OnZycrJUbnjPnj0u75eUlOCTTz4JqL+CIEj/eFZWVjq9FxUVBcD9EGMAuPjii6HVanH48GF8+umnAX1vf7333nseL1Z6X7Bs3boVoihi27ZtQ9q/YHV0dOCCCy7A/v37MWbMGGzdunXILqKI3OE5LTycO3cO//nPfwDYKwcNpZqaGqxYsQLFxcWYPXs2Nm3ahLi4uCHtA5G/eM4aOt/97ncBABs2bEB9fb3L+88//zwAQC6XY/ny5UPSp+zsbOm/5wsvvODyvs1mk/YvX758UNZ8IyKi4AyLQAiwL6J3ySWXwGw2Y+3atbjvvvtQU1Pj9BmDwYD3338f8+bNw9133+33sb/xjW8AsJf4LS0tlfYXFxfj6quv9li54qqrrsI777zjclFRXFyMf/7znwCAOXPmOL2Xn58PANi8ebPbY6ampkp9v+qqq7B+/XpYLBanzzQ1NWH9+vW4/fbb/fwJR66uri5cfPHF2LNnD3Jzc7Ft2zZkZ2eHultEPKf1MljntLa2NnzrW9/Cjh07XH7m3bt3Y+XKlWhra0NWVhZ+8pOfDOh3e1NfX4+VK1eiqKgIM2fOxKZNmxAfHz9k308UDJ6zegzmddgPfvADTJgwAR0dHbj22mvR2Ngovbd582apitf1118/pCOdH3roIQiCgDfffBPPPPOM9KDQZDLh17/+NY4fPw6ZTIY777xzyPpERER+EIcRs9ks3nrrraJcLhcBiIIgiGPHjhXnzp0rTpo0SdRoNCIAEYC4YsUKp7b33XefCED8wQ9+4HLcs2fPiklJSSIAUalUigUFBeLkyZNFQRDE6dOni7fddpvbtnFxcSIAUaFQiBMmTBDnzZsnjhs3ThQEQQQgjhs3TqypqXFq89Zbb0l9HDt2rFhYWCguXbpU/OMf/yh9xmazibfffrv0uZiYGHHmzJni3LlzxZycHOn4S5cudTr2iy++6Hb/QHH0Z+vWrUG1d/xvcN999wXcdufOnWJSUpK0RUVFSf/te++/5ZZbnNr94Q9/kPo9btw4cdGiRR63jz76KKifiyhYPKcN7jmtublZ+s7o6GjxvPPOE+fNmydmZmZK+3NycsSjR48GdfylS5cGdU78yU9+In1/QUGB1/PSoUOHguob0WDgOWtorsO++uorMS0tTQQgajQacfbs2WJ+fr7Un2XLlomdnZ0BH/cHP/iBCEB88cUXg+rX448/Lv3sGRkZ4ty5c8WEhAQRgCiTycQnn3wyqOMSEdHgGVZjNhUKBf7yl7/g5ptvxvPPP48tW7bg7NmzKC8vR1RUFCZMmICFCxfimmuucZrv7Etubi727NmDe++9F5999hmKioqQnZ2NO++8E3fddRceeeQRt+3Wr1+PTZs2Yffu3aisrERxcTGioqIwe/ZsXHbZZfj5z38OnU7n1OaKK67ACy+8gGeffRYnT57E2bNnIYoicnNzpc8IgoBHHnkEV111Ff7+979j+/btOHnyJKxWK1JSUrBmzRpcdNFFuOyyy4L5zxiRzGaz01MyB4vF4rS/vb3d6X2j0Sj9+fTp014rCXlau4BosPCcNrjntOjoaDz66KPYu3cvjh8/joqKCrS3tyM2NhaFhYW49NJL8eMf/3jI1+3pfV46fvy418+2trYOdneI/MZz1tBch02YMAEnTpzAww8/jA8++ADHjx+HQqHA/Pnz8f3vfx8//vGPoVQqB+W7vfnVr36FOXPm4PHHH8fu3bvx5ZdfIjExEVdddRVuu+02af0jIiIKH4IoBrjCJtEgWbduHe6//37cd999WLduXai7Q0TUL8uWLcPnn3+OrVu3YtmyZaHuDhGRV9dddx1efvllvPjii7juuutC3R0iIhoCw2YNISIiIiIiIiIi8g8DISIiIiIiIiKiEYaBEBERERERERHRCMNAiIiIiIiIiIhohOGi0kREREREREREIwxHCBERERERERERjTAMhIiIiIiIiIiIRhiFvx9cJbtqMPtBRAPgU9uboe5C2OA5iyj88ZzVg+csovDHcxYRDTccIURERERERERENMIwECIiIiIiIiIiGmEYCBERERERERERjTAMhIiIiIiIiIiIRhgGQkREREREREREI4zfVca8ufkHB3DJylKfnxOl/wMIgufPmcz2nEous0Eu9/39gR5XJtig6PWTG4wy/PTOFahpiPf9ZUQU8eJjDbhw+VkAwGsfTMScadXIy2l1+kxsjBFjRrf5PJbeIEfR2USX/e9tyse43GZMGd/otD9aa0Z+bovP45otMpw8neSyf+O2MWhu1fhsT0TDx5jRzVh3614ANqQkGQAAFosMZov753pajQUAIIqAzdZzYdTYrEFtQwwAICleD6XSJr2XktRlP65VgNnsfPFlscjwdUkCbDYBWo0Vza1qlFfFuv3u3KxWxOlM0mtRBDq6lCiv0sFi8X5RV10Xja17sr1+hoiIiAbOgARCgPcgRiICEHx/XiaIAR1XgJQH+XVcQXD+nFZjw8N37MZ1v7nQ95cR0bAgl/fcCMlkzq8d7/fd5/44Mo+fk8nEoI9rs7n2iYhGLpnMBkDsuZbp9ee+BIgQBMAGQCb0PkbPOUkmF7uP6dxGJsDluCqlFQXjG9HUqkZLmwZyueu5zUHh5hwXH2uERm1BcXmc11BILnP/8xAREdHg4JSxbnGxxlB3gYiIiCgsCYKItGQ9UhI7g2ovl4n9CnziYw2YMr4BPY8AiYiIqL8GbIRQpFOrrKHuAhGRR6lJXUhO0EMUAb1BiYoqHfYfyQh1t4hoBBEgIinBiNGGVpRX6fxuZzbLUFweB6MpuMvO+FgDVhWWQaO2QKmw4fDJFEhDzomIiChoAxIIffBJPkRrzz/MifF6aDUWmMwy1DdGS/stNgFmk32ocEJ8F3TRFthEAY1NWiiVVshlIgwGOcpr4gAAuigjEuJ6Ru7Ex+oRHWWBxSqgtj5G2m8VBZiM9uPGxugRH2cGANQ3qqFUAHK5CKNZhrLKeACAVmXCDd8+BVmv8VF+TXkjomGhvVOFj7aMBQDYRODoV8koKklw+oxSYUVMtNnnsSxWGdo7VC77DQYFvi5JRHml8zobcrkNsTEml8/3ZbUJaGtXS68LJtRjQl4TZDIRUVozVAyxiUaMytpoPPGvWQCsyM+1r3fW3qFEl8H13AMAKYmdkMnsQYyp1xStmtoYtLTb1yCL0pqgVPSMtsnLaYYgiOjqUqC9Sw2ZzIYp45qQn9uCrPQO+3d2KSBAQGyMGXLBiv9tHufy3dFRZqiU9vOTRm1BwfhG7PkyAx2d7vvam8nNmki9wyAAmDqxHgAYChEREQ2AAQmEKmri8cx/Zg3EoYbMtVd8BbW650LIyqU6iEYMq1WGxhat9LqzS4XOLjcfbOjf93TplejSK1321/UKyv3V1qGG3uB6LCIa/kwmFQ4eTwcAHDyeOSjf4Ti+g1JpRWZ6Fw4cS4NSYUNGaiesVjlE0R7CrFh0Dl0GFd74cKJTu97nVgA4XpTSr34lxhukMMiBoRAREdHAGLFrCBnNzllY34oaRERERCRgz5cZqK5zDrIFQcTFK0swb3plP44tQqnwPtqxpDweew6Nctk/dWI9pk+uB9cUIiIiCt6IDYSIiIiIyB/2UOjoyVSnvSfPJGLf4XQPbXwRMbOgDhcuPwutxvv03DOlCQyFiIiIBgEDISKiCJCS2IWs9HZpS08JrtIPEVFwBDz17/Pw5fE0AMCJ00l4+Jk5AIIZYW0Pg6aMb0CszojVhWUMhYiIiEJgxFYZs1oFiL2uHWxWzkEnovAVpzMiKcEgvW5oNnj5NBHRYJDj8X/NwIXLSvHRtlwEFwYBk8c1dpeQt3OEQpt25HhdK+1MqX3x/wUzq5z2c00hIiKi4IzYEUI2m/MFg03kBQQRERGRd3J8tC0PwYZBAFB6Ls6lOiNHChEREQ29ERsIEREREdHAys1qwSWrTnv9TJdeiU07chkKERERhdiIDYSio8wQBEibVmPx3YiIiIiI3MrNasGdN+3HlWtP46oLv/L6WYZCREREoTdiAyG5zPlCQSbjhQMRERFRMBxhUJTWDEEQ8Y3zS0IWCiXEGSBwJQAiIiKfRmwgZLU5v7ZZQ9MPIiIioki3anEZorQ9AU6oQqFz1Tp8vi8LIteGJCIi8mnEVhkzmRXQqHtdZAgC/u/m3RiV2gmFsicdSoy3V/IxGOXo0vdUvjCZ5LCJAjo7lahp0MJmc11csbgsAWfKEtx+/4oF5VAqLTAY5ejsUrn9TJzOCIXC5rK/vCoWp84ku21TOKcCUVozjCY5OjrdH1cXY4JKaUVxeQI+3jbW7WeIKLxp1Rbk5zZLrzu7lKiui8HY7BaXEY9JCXpEdd9UGU0KNDRrYLO5Pg9oatGgqUXr9vtyMluhVLqej/zR2qZGfVOU2/eyMtqhUfs3ZbetXYW6xiiwihBReImOMmHr3ixkpnVgQn6T03vfvOAM1GoL/vNugcf2jlBodWEpdDEmaX+g1cey0juwfX+m2/MbERERuRqxgZBc7nxjo1SIWDSrGgqF6H6Ysc4CwCi97F2yXhQBvcH1P2VeTitSTujdfv/5i8ugVNhgtshgNLmv1KHVWFymtgFAVW004mNNbloAqwvLoVFbYLHKYDC6P65GbYVCbsP5iyqwYkE5fvvHxRjBfxWIIo7VKkAXY3IqvXyuWofquhjMmVYDldJ5yGP2qDYkxPWcvzo6lSguj0PfYOXwiVSPgdD0yfWI1RndvufLV2cSPQZCBeMbkJLU5fexzpQmYO+XGXz6TxQCMsH99PrEOAMWzKxBcUUcUpO7kJHa6fT+5WuKERNlxj9emeHx2AMRCp0pjQcDYyIiIv+N3Ecova5pbDb7FiyZDBCEyJxzNi63BY/etQMAF9UmCmfWXk+8q+ui0djsPrjxR0y0GWpVZJ6z8nObsWBmFQQPN6ZENEDc/IpZrL4uGwXs+TID1XXRznsFEasLy/HT737ptbW36WMrF5X78XvvOQyyPwjkeYOIiKi3ERsIVVTHOL222QJ7otS7Qpn9deReZORntzIUIgpzJeVxvV4J6NR7flLuD7k8cs9ZeTktDIWIBpnZIkdzq8Zpn8nDiGZnnkOhNUuCC4VsNgFfnkgNemSgUmnFmiWlrD5GRETUx4idJ/SLdYux/vHNSEk0wGSWS9O2oqLMkPW6WJB3X/uIovMoIkWf/3ImiwKdfdbsqW+MQoOHaRKtbWoolVYYTQq3080AQBdtcpnaBgANzVqPx21uVSNKK4PJIkdXl/sbxlidCfE6o9PNVH52K/7vpi/wh2fmg8OticLP4ZNpSIgzYNrketQ1atHc6jxCqLVdDQBobNK6rPWjUVuhVjnva2rRuqwz1uUlZGpu1cBk9udm0FWHh3XSAKClTe1XNaDEeL3T2kh5OS1obVfjRJH79dSIqP+27RmN6ZPrpSlcnqIUk1nucl3yv81jsbqwDLlZbdI+RygEAM/+1/f0sVWLyxATbcK2vaNRWaML6mdQKq1YtbgMSQl6JCXYp/EfPpkCXusQEREBgiiKfj0qWSW7arD7ElE+fvktp5uYl9+egP++PzV0HQrQtZcfx2Wri6VQqKNLiS17RuNEUQr2H04HL5Qi06e2N0PdhbDBc5azb3/jKyh7rS308bYxHtf1CUeZ6e1YNr9CCoXqG6OweVc2zJbgQioKDzxn9Rie5ywLHvrNHkwe1+i0VxQFfLI922soBABRWjPidEZU18V4/ZwngiDigqVnkZzovJ7jsa9SGApRUHjOIqLhZsROGesvo0kGo1GQtur6aN+Nwsj6dwrw3qY8iKIghUEWixwTxjZh7vQacEg1EYWTyhodtu0dDZtNYBhEFDEUuOvPC3DydJLT3kCmjwUbBgH24Ol0qWu116kT6zl9jIiICAyEgiaKAkTIerYILHG6/p0CvPLeRGzelQ1LrxsrhkJEFI4qa3T4dEcOwyCiiOI5FJo/owb9Wb8wM70dWo3Z62fOlCZgz6FRLvsZChERETEQCppCLkIht0lbpFbsefvjCdiyOwdin0W1GQoRUTiqa4xmGEQUcVxDodZ2NW57qBDBLmeZPaoNy+dXYHVhGUMhIiKiIDEQIpRXxWL7/iyXUGjq+HrcdfNesPoYEUUCudyGSXmNrD5GFJZ6QqHWdjV+9ftCNLcENx0se1Qblsw9B0EmIlZnZChEREQUJAZCQTKZ5U5bh4eKXpGibyikUlixfGEFZp9Xy5L0RBT25HIbls+vwOxpNSxJTxS27KHQjXcvDzoMkgkipk+ug9Cr6iBDISIiouAwEBowkV+pwhEKKWU2LF9YgWit/cIqN7Mdd9x0AEBkTosjouHNEQZlpHUAsJekZyhEFK4UMBg0Xt73/gDKJgr4bFcO2jtUTvsZChEREQWOgVCwBCuEXptCPjzCkvKqWLR2qBClsV+QWawyGIxyTBnXiDtu+gIMhYgo3CTGGZCW0um0j6EQUeSJiTHguT9uxo3X+K4+tmlHLkMhIiKifmIgFKQojQ1ajShtmentoe7SgHn74wl4b1MeTGY5DMaexVsZChFROKpvipJK0vfGUIgocsTEGPCXu7chOVGP1YXlIQ2FJuU1Bf4DEBERRSAGQuTW+ncK8O93J0EUnW+wGAoRUTiqrNExFCKKUBqFxR4GJRgA2EvShyoUamtXo7QyNoifgoiIKPIwECKPNmzOxxsfjncbCv3fzfvBhaaJIseuA6Pw+d7R0tbW5wZqOGAoRBSZDBagriHaaV8oQqG2djU27ciB3hDZhUKIiIj8JYii6NcV8irZVYPdl4jy8ctvQRAAofu+Q2+QwWyRw2YTYDQpAAAatRlRWnto0tqigkwBKBQ2QAT0RvvFhtkiQ2eXAu4Wpb77zwvR2q512T93eiW+/82vINqAtg4VOrsCu7F74c0pqG3wv7rHxSvP4FsXFUk3U4IAaNUWnD0Xi988VAhAEdD30+D51PZmqLsQNnjO8i1Ka8aKBeVBt993JAP1jVEu+xVyGy5Yejbo4355MhWVNTq3761dVgK5zPs/W/FxRowf0ySdnx0OHU/Fe5vGuYTcAHD+ojJo1J5D7k69EodPpqK51dtiuBQonrN68JxlwUO/2YPJ4xqd9oqigE07svGPV2Z4bR2lNWN1YSl0MSan/f6GPLlZrahtiGIYRF7xnEVEww3v5IPUOwyyiYBSaYNCLkIUBSgVNgCAUmmFQm6/cdFGmyEXALlchAj7/3eI1spgMsv7foV0nL60GgviY+3DqhPiDWjvUKErgAsYhdz9cT3ZsDkfAPCti4ogk4nQqi2QyUTkZbfiz3ftYChEFKHkMhEJ8Yag23s6RwlC/46rVnmekpoQZ4Tcj3NYbUM0crNanUKh3NGtWDCzCnsOjXIJheJijYjSeh5JkBBvQGK8AW9vHIfhUFWSKPzYS9L3DYUcI4UAeA2FHCOF+oZCjpFCvkKh0nNxA/AzEBERRRZOGQtS7+fTVovg9omzv3w97fZFF2NClI8h0f21YXM+3vxwHNQqK2S9+usIhTh9jIjCSVuHCqXn4tB3DGx/po9FaXtGfRLRYLCHQidPJzntHYjpY9mj+lP8Q0T2qDaw+hgREQ03DISC1Nisdt4RwDWCIIhQqy29tsAWaJa5yZ6GIhT63+Zx+N9nY13CL4ZCRBSOBiMUIqLBNjChUFt7z3XakVMp+LokMcj+iFgwsxpL51ewJD0REQ07nOcTpGt+uQo//c5JTBnfiLLqnmoUNpuA9k77k6m4aCNSUzsBAKXl8ZArbFCrrJg4tgkZqV1SG71Bjnc35bt8R1un+6HNp84kYe+XGYiPNbq8d6YszuPaGw7Nbe7XwJg3vQql52K9ri+0/p0CAMBlq4udbqayR7VjzZJyfLJ9DDidgigyGIxy7PwiM+j2za1qt/utVlm/jutuXSKH3QdHBRzkpCZ3Yc55NTAYe6bmjkrthFZjQZfefp794ki6y1Q0uVzEgplVAX0XEQ2E/k8f+3RnDlYXlqKkIg5HT6UG2Q97GJSf2wzAXpIeAA6fTAGvdYiIaDhgIBQ0DZ59dWZQLX/5wwNITjgnve7sUuGdjRP8bl9TH4On18/ElHENmDm11uk9lVJEY1MUThUneWjt3uI5Fbh0VQk6uxT4+3+mBRQKmS0y7PxiFFKT9Zg3vRr7DmeAF0pE4c9skeNsRfyAH9cmCoNyXCC4dT7OVsTjXLUOy+ZXQCYTodcrsWlHjhQGAUB5lWuZaaXCykCIKGT6Hwp9uGUszBbXNRr9lZbcJYVBDgyFiIhoOOGUsQh24nQyDh1Lc9k/e1oNJuU1umnhniMMEgQRMdFm/Ox7R5CW3OG1zfp3CvDepjyYzHLs/GIUmtvs1dDGj23GvOnV4JBqIgonjpL0HZ0qbNqRg7YO96ObiCiceJ8+dsO3jnht7TsM8n6tUtsQLZWk723qxHpOHyMiomGBgVAIxESZoVDYpM1bqWNf+hsKyWQ2LJpV7TQFI5BQ6K4/L0BTi/P0DoZCRBSOKmt0eP/TPIZBRBHFfShktshw8Ljr9Y+/4mMNWF1YBq2P9RfPlCYwFCIiomGLgVAIyOU2yASxZ+tnlbH+hEI2mwx//895aGzSOu33NxQ6U5qM7fuzINqch03bQ6FKcKFpIgonNpu3f/ZE8OaOKBw5h0Imsxx/fGYODp9MD+po8bEGrCosQ1pKJ0MhIiIa0RgIDRP9CYXaOjR4+t/Tgg6Fyqti3YRCNvzwqpOsPkZEEULEjCl1WDirp/qYTRRQ1xDltNlsXDOEKDTsodCBo6n9CoPidEasKiyTRmfH6owMhYiIaMRiIDSMeAuFMtPbvbYd2FDIPg0tLbkLedmt+NPvdgGwBvrjEBENEXsYVDChwakkvdUqwyfbxzhtBiNrMRCFjgIPPb0w6DAIsE81M5udL38ZChER0UjFQGiYcRcKlVXGorrWc9Uwh4EKhRbMrEFachcA+xP2zIwO3HnTF2AoREThaPrkehRMaJBe9w6FiCiSWLBsfpnXT3Tpldi0IxftHSqn/QyFiIhoJGIgNAz1DoXKKmOxc38WbKJ/0xwGIhTaeygDoijAJgrQGxQQRWDyuEaGQkQUluqbtC5TwRgKEUUaCx789R784rrDuPGaL71+kqEQERGRHQOhEDAY5bDaBGnzXRY1cCdOJ2PbntEBhUEO/Q2F1r9TgHc+zkNXlxJir2sihkJEFI4cJekZChFFKnsYVDC+USpJH6pQaFJ+I6KjvLclIiIKFwyEQsBoUsBqlUlb37nsA6WiOjbgMMihv6HQf94rwOsfjofY5/sZChFROGIoRBS5rlh7BgXjewpohCoUslhk+GxXDjq7VF5aERERhQ+ujhkGZDIRE/PtFzJdegX0BiUAYMKYRsTE9FyMRGvNTiXqLVYBBoMCIlxDn44OJb4+myS91usV6Oi+QBk3phHpKZ2I1lpQWhnntW+bduTgiguLEKczAoBUSWzqxAbU7vS+LtGGzfkAgG9dVOR0MzV5XCMe+s0u3PXnheBfQSIKF45QaNn8CqdzbV5OCwBgz6FRLiE3EYXe2xvzMXNKPSaPcw2FAOAfr8zw2NYRCq0uLIUuxiTtd4RCm3bkSNdl7pwpTQAAzJ5ai827s1HfGNXfH4eIiGjI8G48DMjlNvzo6mMAgKraaNQ32S8mVi0ugy665+JEqbS6RD82UYDFKnOZrt7WocJnu3Kk1yeKknHouH1doe9ddgoF4xshk4loatWguVXjs38piXooFTaYzDL8+93J+Gxnrl8/m7tQSKO2YvK4Jvz5rh34zUOF4F9DIgoXvUMhudyGjNROAMCotA7k5zbj9f9NhNHEcxZReLGXpH/oN3tCFgqdq9axCiEREUUcThkLscZmLcqrdEG3lwkiFHIb3AwSckutsiA1SS89/U6MMyAxTu+1jdUqQ2VtDMwWGWoaoqWQx18bNufjje7pYxq11d5fAHnZrXj0rh0ALAEdj4hoMDlCIVEEUhL10nbexAYsnFXJ6WNEYckeCp08neS01xEK/fS7/Zs+plF7v1ZhGERERJGIgVAInDqT2Od1kodPBsDP+5OsjHYolc7r9yQnGpCe4n1NIKtVhopqHSqrgwuvNmzOx0dbcyGXOXc0n6EQEYWhyhodtu8b7bQwPgCMGd3KNYWIwpbnUGjNkuBDofZOFUz9WO9xXG4zpk+uA6uPERFRuGEgFAKbdmRj/5E0GExymCwCTGY5jCb7ZjbLYerezBYZLNaezWrr2WzdZd3NFhkMRrnT5yxWGcwWmXQck1kOi9U+hKi4LAEtbWqpvSCIkMlExMeakJLYJfXD3WYwKmA0e6uI5j3Uee1/k/HepjyXNTjys1vxpzt2gRdKRBROqmpjUFoR5xIK5eW0YN706tB0ioh8GJhQqK1dDcAxYjALNltwl8zjcpsxf2YVS9ITEVFY4vjWkFDgj88scNrz+v9cP/X6/yZ6PIIuxogJY5tx8FhawIuc/uah5bh45RlctPwsYnqtUSSTiSgujcMLb54X0PEAoHBuOX7yneN4+JnZOHE61ePn1r9TAAC4bHWx9IRdFAV0dikwd3oN9h9Oh9/z34iIBllbpwql5+KQm9UKofvUZLMJOFcT/FRfIhpsntcUWrPEvqbQs//1vqbQpztzUDChAQeOpvU7DHKYOrEeAHD4ZAp4rUNEROGAI4QiVHuHGgeOpgdd8WbD5nx8eSLFZf/yhRW4/qqjAR2rcG45fnHdYcREmXDPL/Zhyrg6r59f/06BNFJIFAUcPpmMs+fiMWFsE+ZOrwGfnhFROGnrsIdComgPgz7fNxrngpw+S0RDpf8jhfYfzgg6DALcX81wpBAREYUTBkLDlEZtgarPWkF9/fPV6dixP9NlfyCh0IKZ5/CL6w5LC0WrVVa/Q6F3N+XhyxMpOHsuXtrPUIiIwpEjFNp1MJNhEFHE8LLQ9JJyjB3dFPSRlUqrz4Wmz5QmYM+hUS77GQoREVG4YCA0DGnUFqwuLMX5i8sGPRQqOxfrUlnD31Do3+8U4OW3CyDanEc5MRQionDU1qFCJaeKEUUY11DIJgp4a+M4lFQkemnnmVJpxfmLyrBmSSm0GrPXzzIUIiKicMZAaJhxhEFxsUYkJegHPRSqqovF7/64GB1dzhU5/A2FyqtisX1/lttQ6JpLT4HVx4goUiQl6Fl9jCgs9YRCjjDo1fcnB3UkRxiUnKiXStIzFCIiokjFQGiYWTynEnGxRul1pIZCk/IaccWFp1mSnogiQvaoNqxdepYl6YnClj0UeuTvs4MOgwBg3vRqJCfqpdcMhYiIKJIxEBpm9h1Oh16vdNrX31Bo/sxqTB3vPdQZyFBoUl4jJuY3Q4CIvOxW3P3z/QC8952IKFSyR7VhydxzEGQi8nJaGAoRhS0F9h1xvc4JxKHjaWjvcL7WYShERESRioHQMNPeocYnO3IGLBQyGBXYfyQd0wvqMSmv0UvLgQmFviqOw4Q8exgkAtAbFJgwthl33PQFGAoRUbhRqyxYNLsSgqznRo6hEFFk+v43j+PGa3xXH9u0I5ehEBERDQsMhIahgQqF9AYF9h1Oh9FkXzR69rSaQQ+FDhzLxPub8mCzCdAbFLB1TyObMq6RoRARhR2jSYHt+7Okc5UDQyGiyPL9bx7HN9cUY3VheRiEQkREREODgdAwNRCh0NPrp0lhEACIogB9n4pi7vQ3FFr/TgHWvzMJVqvzX0+GQkQUjiprdNi2dzRDIaII5QiDBEG0l6QPYSikN/i+ziIiIhooDISGsf6GQkdOpePQsTQA9jBo5xeZKD0X1/2uzWtbX6FQfq73kUbvfzoeb3w4HqLofIPVEwpxoWkiCh8MhYgi17gxzU6/o6EKhfYfzsDXJYlB/ARERETBYSA0zPU3FDpxOhmHjqU5hUEymQ0//s4xrF1W4rWtp1CoqVWDc1Kw5NmGzfluQ6Hpk+rxZ1YfI6JBJooC2trVTpvoJddhKEQUme593F6SvrehDoX2MQwiIqIQEETR2+Vtj1Wyqwa7LzSIdDFGrCksg1brfGHS2KzFZztzYDLL/TqOTGbDDVcfw4SxzQCAzTuzsfHzsV7bjEptw5/u3ImYKBOq66Nx27rlMFj8HxJ98coz+NZFRRAEEUqFDWqVPcQqLo/Dbx4qBMDh1Q6f2t4MdRfCBs9ZFCqZ6e1YNr8CMpnzP698+u+K56wePGeFmgUP/WYPJo9zHsEsigI27cjGP16Z4bV1lNaM1YWl0MWYnPa3tauxaUcO9Aalh5YUSXjOIqLhhiOERghvI4VmTa318yjOYRAArFxcjktWnfbayjFS6HhRUsBhENAzUkghF6UwCADysls5UoiIwo6nkULpKZ0h6hER+abAXX8enJFC82dU96tnUVozWH2MiIgGAwOhEcRdKNTcosGh46l+HkGG6rpopz0qpRVXrj2N66865rVlVV0s7nmsMOAwyGHD5nxs3JbrMn2MoRARhaPKGh1OFCU77es7YoiIws3Ah0LtHSrsO5wRdI+SE7tw6ieXEgAALBxJREFUyfnFLElPRESDgoHQCNM7FGpu0eDTnTlOlcR82bA5H9v2ZgGwh0HxsUYIgojlC8t9hkLejEpt86v62Hub8tyGQj/57nHwQomIwonFKvj+EBGFmYELhdo7VNi0Ixdd+uCmiyUnduH8ReVQKq29StLzWoeIiAYOA6ERqL1DjU+25wYcBjls2JyPPYcypDDIIdhQyLHGkL8l6fuGQuVVOugNSsybXg1eKBEREVH/DEwo1J8wSK2yYGV3GOTAUIiIiAYaA6ERqr1TFVQY5PD2xgnY+cUol/2BhkK9F5x2lKQPJBQqr9LhwLF0AMD4sc0MhYiIiGgA9D8UCjYMAgCjSYGDx9Jc9jMUIiKigcTyTORCJoiYNrkOJ4qSvVYf++er0wEAhXMrnfYvX1gOAHjhzak+v+t3P/sCMVE9FTkcodCDf5uHE6c9r220/p0ClFXqMDqjE0KvdTnGdy94bZ+vz+kaRBQ8mcyGKX0qDn1Vkgizn1UZz1Xr0NnVc0PYn5tDIgoFeyjUt/qYIIhIT+nqx3FFnDepHqfPJnitPnamNAEAsGBmldP+qRPrAQCHT6aA1zpERNQfHCFETmSCiMK551AwoQHnLy6DqtdQZXf++ep07Nif6bLf35FCf/r7HHR0OVfk8Hek0Of7crB9fxbEPpV8OFKIiAaCXCZi+pQ6p02psPndvqVNg7MV8dJW2xDtuxERhRnXkUJHTqVg3RPzgjyeiAUzqzFtUj1WF5ZBqzF7/fSZ0gTsOeQ6IpsjhYiIaCAwECKJIwzKzmwDYC9JP9ihkKMkfbChUHlVrNtQqHBuBf742+1g9TEiIiLqn55QqCcMCmaQvT0Mys+1j2aO1RkZChERUUgxECKJRmNBSqLead9AhEI/uOK417YDHQqlJXdg/owaTMxr7i5J773vRERERN7ZQ6HgwyD7dU1acqfTPoZCREQUSgyESNKlV0ol6XvrTyhktcoQF2vApLxGD63sBioUSk3qxPwZNZB3ryuUld6BO2/6AgyFiIiIqH8U8BYGxccYvLY2mhRSSfreGAoREVGoMBAiJ+0d6gELhaxWGQ6dSEFzqxazp9UMSShUWx8NWffsMaNJDrNFhsnjGhkKERER0aCZc14Vnn34U79L0jMUIiKicMBAiFwMRCi0dfdoKQxymD2txmWodF/9DYX+894UvLcpD3qjAmZLz19vhkJEREQ0GOacV4Xf/OQgVEqr3yXpBysUyh7VHvgPQEREIxYDIXKrv6HQC2+eh807c532nTqThNqGKJ/f3d9QaP07Bfjv+xMhis4LTTMUIqKhNGV8A6657KS0LZ1XEeouEdEAy8lskcIgwF6SPlShUEl5PCqqdUH8FERENFIxECKP+hsKnTidjEPH0gDYw6ADR9MA2EOa3NEtXtt6C4Vuvd77RRYAbNicjzc+HO82FLr3F3vB6mNENNgEQYRM5rwR0fBSVhmDM6XxTvtCEQqVlMdj98FRLtc9RERE3jAQIq8GIhT6dEeOUxi0ZkkJbrn2MNYuK/Ha1l0o1KlX4PdPzfOr7+5CIblcxPQp9d3VxxgKERERUX/0lKTvbShDoU935DIMIiKioDAQIp/6GwrV1Megdxi0qrAcALByUXlAoVCnXoG7Hl2Mssp4v/veOxSSy0Vo1BYIAPKyW/EoQyEiIiLqN++h0E+/O7ihUE19NMMgIiIKCgMh8ounUEgXbUKU1vuFisPY7GYpDHJYXViK66487rWdIxQKNAxy2LA5H+9szIdaZUXvy6V8hkJEREQ0IDyHQmuWBB8KRWnNiIny7zrLHY3a0l3llVNWiYjIFQMh8lvfUMhkkuPTnTloadP41b6kPAHb9mZJr+UyGxLiDVi5qAzXX3XUa9uqutigwiCH9z4dj/c35bk8QWMoRERERANjYEMhi0WGzbuyUd/kuyCHOxq1BWuWlGL2tBqWpCciIrcYCFFAHKFQc6sGn+7MQVOL1nejXjZszse2vVlSGCTvXmR1+cIKn6GQJwqFBX/87Xa/qo+95yYUSk4wYOHMGvBCiYiIiPpnYEKh5hYNNu/KRl1jdFC9cIRBsTojAHtJeoZCRETUFwMhClh7hxobNo8NOAxy2LA5H8eLkqUwyCGYUEihsOAv92zDxLwmv0vS9w6FWtrV+HxPFvJyWzF3OkMhIiIi6q/+h0IbtowNOgwCgLTkTikMcmAoREREfTEQoiB5X7xQJrN5ff9fr5+HHfszXfYHEgo5wqCs9A4A9pL0gYRCza0afL4nC1bR/mswYWwTQyEicmIyy502IiL/eA+FLl/ztY/2/bvOKquMk0rS98ZQiIiIemMgRANuyvgGXLC01Gf1sX++Or1foVC8zoD4WJPTvkBCoXVPLITF6nyDx1CIiBzMFjle/99Ep62rz8L6RESeuQ+FGpo1+OjznKCPmp/bjItXlPhVkp6hEBERecNAiAbUlPENmFlQ63dJ+v6EQg3NMVJJ+t78DYXKq2KxfX8WRJvzU7gJY5uwbH45uNA0ERER9Y9zKFTfpMUv7l8Kg8G/ghx95ec2Y8HMKsTF+leSnqEQERF5w0CIBsyEsU2YWVArvR6KUMhRkn4gQyGt2oyffPcYq48RERHRALCHQp/uyO5XGJSb1YoFM6uk17E6hkJERNQ/DIRowFTVRUsl6R36GwotW3AOy+aX+fjegQuFtGozli04B63agvzsVjz46z0AvPediIiIyDsFnvnPzKDDIACoa4ySStI7MBQiIqL+YCBEA8ZRkn6gQiFRFHD6bDxGj+rApLxGr20HJhTKwNL5ldCq7aOCzBYZcrPacMdNX4ChEBEREQ2W5IQOfOfSk14/4yhJz1CIiIgGCgMhGlADFQo5wqDSyjgAwOxpNUMQCiXgk89zIIoCzBYZjCb7gtNTxjUyFCIiIqJBkZzQgT/ftR1XrT2NG6/xXZKeoRAREQ0UBkI04AYiFHrp7clSGOQwelQ7BMH7hUp/Q6H17xTg9Q3jYTAqnPYzFCIaeWSCiHG5zU6bQu691HNv1XUxOHAkXdpOlyYMYm+JKBI5wqA4nQmCIGJ1YXnIQqHM9A7I5QyEiIhGEgZCNCj6Gwpt2ZWLQ8fTpNd1DdHYsjsboih4aWXX31Do9Q2T8MaH412+i6EQ0cgil9swf2aV06ZS+f/739isxaniJGk7V60bxN4SUSS65ptfIU5nkl6HKhRqatHi0x05sFp5a0BENJLwrE+Dpr+h0ImiZBw6noba+mhs3pUNS/dFypTx9VizpMRrW0+hkEIuIjW5y2ffN2zOdxsKFYxvwMN37ASrjxEREVF//fWF6VJJeoehDoUam+1hkMksD+6HICKiiMVAiAbVQIRCn+3McQqDvv/NU1hVWI61ywILhaxWGf7x3wJs3ZPrV9/7hkKCIEKrsWLCmGb8mSXpiYiIqN/sJekHIxRavqACvtYEOlOagI3bxjAMIiIaoRgI0aDzFgqtXFTuc10gW3cg4wiDFAr7Gh4rF5Vj7bJir20doVBTqxr/+G8BPts5NqC+O0IhANBqrJB19zUvu5WhEBEREQ2AwQmFkhL0iI7yPkoIgNfp+PZrNK4rREQ0XDEQoiHhLhQSRQFfFSf4tS4QAGSPapfCIAAQIOLKC0/j+quOeW1XVReLG367KuAwyGHD5nx8sj0HfXvJUIiIiIgGxsCEQn3JZcGHOTJBxJK551h9jIhoGGMgREOmdygkigJ2HRiFsxXxfrffuG0stu0ZDcAeBsXHGaFSWrF8YbnPUAhQeH03Psbg9f3/vFuA9zbluYRXedmtWHfrXvBCiYiIiPqnv6GQAl16pdPm70O3vmSCiMK555Cd2caS9EREw5j3u2SiAeYIhRLjDCjrU1beHxu25AGCiG+uOeO0/tDyheUAgBfenBrwMX91wxeYN70GD/5tHk6cTvX4ufXvFAAALltdLE1zM5rkqG2IxtzpNdh/OB1wGUdERCPVxLxGFIxvlF5X1UVj98HMEPaIiMKfPRR66Dd7MHlcz/nDEQoBwD9emeGhrYC3N44fgD70hEEOUyfWAwAOn0wBr3WIiIYPjhCiIdfeoQ4qDHLYsDkfew9luOz3b6SQs1/d8AWWzK30uyT9+nd6RgoZTXJ8vi8LHV0qTBjbhLnTa8CnZ0TkoFDYoNWapU0dQMl6IhrJ+jdSqP8EVNbGuOzlSCEiouGHgRCFnZSkLp/Vx557bRq278ty2R9IKHTDt45gydxK6XUgodAbG8Zh257RTmXtGQoRERHRwPAcCi2ZWwmNxvtU9/5ylKTvi6EQEdHwwkCIwkpGagdWLS7zqyR9f0OhjdvGOAU6gP+h0GsbJuOjbWMh2pyHTTMUIiIiooHhGgoZjHKs++t8GAyaQf92hkJERMMfAyEKGxmpHVi+oAJyuQ1JCfpBD4UcJemDDYXKq2KxfX+WSyg0Ma8Bv/7xF2D1MSIiIuqfnlDIYJTjvicWoKgkeci+naEQEdHwxkCIwoJMEDFvejXk8p6y8pEYCgmCDUvnVmLx7CqWpCciIqIBYA+Ffn7f8iENgxwYChERDV8MhCgs2EQBm3dnQ69XOu3vbyg0eXwDJuXVe207UKEQRBFL51YiMd4+rz83qw133fwFAC4kS0RERP2hQEOz60LPzkRMym902nxdP/mLoRAR0fDEQIjChqMk/UCFQrUNUThyKhmzp9VhUl6jl5YDEwo1tWqQEGcEAFhtAgxGBSbmN+HOmxgKERER0WCx4M93bcWN13yJ2efVOG0a9cCNVGYoREQ0/DAQorAyUKGQIwxy/BWfPa0G43Kbvbbtbyj04ZZ8vLcpDxarDAajAmL3ddHkcY0MhYiIiGgQWPDY3duRl92K1YUVmDW1ZlC/zVsoVDChYVC/m4iIBh4DIQo7AxEKvfjGFPT+692lV6KmPtrnd/c3FFr/TgFefnsSbH0WmmYoRBR5zBYZ/vPuZKetS68IdbeIiLrZw6Cxo9sA2EvS52e3hiQUMhoVqKzRDer3EhHRwGMgRGGpv6HQidOpOHQsDYA9DNq0PRftnfaQR6PyPnzaWyh09y/2IT7G4LX9hs3j8MaH4yGKrqHQ/920H1xomihSCBBF5w0QfLYiIhoqBoPzdVIoQiGjUYFPd+aguVUzqN9JREQDj4EQha3+h0LJ2Hc4wykMSkrowm9v3I+1S0u8tvUUCu38YhRaOnxf8GzYnO82FJpRUIdH/28nAJv7hkRERER+6SlJ39tQhkK7D2QyDCIiimAMhCis9TcUKipJdAqDbv7+YcTqTFi5uDzgUOizXaPx9PpZfve9byikUVugkIvIz2nBrTccBEMhIiIi6h/vodAPrjg2qN9eXB7PMIiIKIIxEKKw5y0Uystp8esYGpVFCoMcVi4ux7cuOuW1nSMUeveT/IDCIAd7KDQOWo0VCnlP9Y2C8Y34/uWnwFCIiIiI+scRCiU67RUEESsWnsNPv/tliPpFREThjoEQRQR3odDXxYk4dSbRS6seBpMCh46nOe3TRZvwjfNLcP1V3p+eVdXFYv07BYF3utuGzeNQXqlzKcY6bVI9QyEiIiIaAPZQqK5R67RXEESsWVLOUIiIiNxiuRSKGI5QaE1hGcqrdNh/JB2BLPC6YUseIIhYNv8cdNEmRGnNAIDlC8sBAC+8OTWofl2wrAQVlTE4cTrV42eq62MQHWVCSpLeqceT8puQkdKF6vqYoL6biAaPTBCRldHutK+yNgZWq3/PUuobo3D862TpdWu7ekD7R0TkTIEtezKxYkElUpP00l5HKAQAz/53xqB9e0piF+TynodcLW0aGIy81SAiCmc8S1NEae9QY8OWsTAY5Qim2s+GzfmIizHhgmVnnfYHGwpduKwY1199HBaLDA/+bZ7XUKi9034zmNJ9kWYyy/HSW5MZBhGFKbnchqXzK5z2vb1xPLr0/gVCtQ3RqG2IHoyuERF5ELpQaOGsKsTqjNLrbXtGo6I6dlC+i4iIBganjFHEsT9tCr708yvvT8aO/Zku+5cvLPc5faw3Rxgkl4lQq6y45xf7MGVcndc27Z1q1DdqYbbI8NJbk1FUkuT180RERESBsYdCnD5GRES+MBCiYSU6yoSl8yp8Vh/756vT+xkKWXDVRUWQy3pWBvIWCp0tj0VxWTyKy+Jx+GQannt1KsMgIiIiGiT2UOjrEue1Fm0iUFmjC1GfiIgo3DAQomEjOsqE1YVlyM5s86skff9CIQXuenSRVJLewVMo1KlXoaNLKW1tHSzRSkRERINJgYeemi2VpLfaBLz05hRs2JIf4n4REVG4YCBEw4IjDIqJtpeVT0rQD3oo5ChJ728o5K/VhaX4/uUnwOpjRERE1D/26mNHTqUwDCIiIhcMhGhYkMlEp+lbwMCEQldfdMpr24EOhVYXlmL1klKWpCciIqKA2WyC02anwLonFjEMIiIiFwyEaFhwlKTX65VO+/sTCnV0KREVbcKkvEavbQcqFDp/sT0McmAoRBTZ8nObcfGKYmmbc151qLtERMOagFfem+y0tXWo/Wp53sTaQe4bERGFIwZCNGwMZCjU0aXE/iNpsFgUmD2tpt+h0KjUNj/6r+r1NM+OoRBR5NKoLUiIN0hbTLQ51F0iInJx0/cOYd2te1l9jIhoBGIgRMPKQIRCG7eNkcIghxkFdYiOMnlt6y0UunhlCdJT2qGQ26CQ2yCXuQY8+w6PwtsbxzEUIiIioiFx0/cO4fzFFSxJT0Q0QjEQomGnv6HQf9+fjP2He6aP2WwCPt+bhc4+QY87HkMhtQ3L5ldizrRqTBnfiFFpHW7bMxQiIiKiobB8QakUBgFgKERENAIxEKJhqb+h0ImiZBw6ngabTcC2PaNRWasDACgUFsybXuW1radQSC4TkZqk99l3hkJEREQ02LbuycKpM4lO+xgKERGNLAyEaNjyFgotX9DzRMyTE0XJeH9TvlMY9LNrjuKqi4qwaNY5r237hkI2G9DSrsL2/aNQXqVDU4vWa3tvodDlF5zx2paIiIjIN3tJ+pOnk5z2OkKh71xyMkT9IiKiocJAiIY1T6FQanIn4nRGn+0dgY5GZQ+DcrLsi0PPn1Hjs23vUKi+MQofbhmD5tYoNLdq0NmnP+54CoVmTAmslD0RERGNBCLGjG5x2pQ+RkR7C4VWF5ZhbHbLoPWWiIhCj4EQDXuOUKhvsKJU+j/16juXfiWFQQCgUlqRk9nqV/WxX9y/BG98OA7B/LrtOzwKH20d47RPFUC/iYiIaORYPKfSadOqLX60sodCJeXxTnvlChELZ1UxFCIiGsYYCNGI0N6hhsUa/F/306VxTq+jokwonFPpV0n65pYYAPKgv/tctS7otkRERES+KXD0q0SYLM7XSoLAUIiIaDhT+P4I0fDw0dYx6D1GyJ9pW+5oVBbook0oOmtfg2j2NPv0sVPFSd6aEVGEMVtkeOuj8U77DEb+s0lEw5UAk8n+AEul6BmN7AiFALiMIupt865syGQ96zPqDTxfEhGFO56pacRo71APyHFkctfFqBkKEQ1HAvSG4IJjIqJI5QiFevMnFOpbXZWIiMIfAyGiAHXplbCYBZf9gxUKmS0ydHT23JRa+zH1jYiIiMgXk0mOzi7nQNwRCjU0adE2QA/ZiIgotBgIEQWhtV2DQ8fSMHNqrdN+T6HQT757GGpVz/DriXkNuOvRpX59V1llHNY9saifPSYiIiLyX3unEieKkjFlfIO07+DRNIZBRETDCAMhoiCdOJ0MAH6FQgIAmdAz1UwQXKedEREREYWTQ8dTAQBTxjfgwJF0To0nIhpmGAgR9UMgoRARERFRZBFw6HgqKqp1qG+MCnVniIhogDEQohEjPtbg9LqjU9WvUvQODIWIhidBEJGcqHfa19isgc3m33mjuUWDM6UJ0uumFs2A9o+IaCCVVsbiq+JE6XV1XXT3nwS/wqDYGKNTlbFOvRJms+sC1UREFD4YCNGIsWZpKVRKq/T648/HDNjTLl+hEBFFHoXchguWnnXa9/bG8ejS+xcIVdbqUFmrG4yuERENuM/35uDzvTkBt0tK0CM2xojzJjYgVmeU9m/bMxoV1bED2UUiIhpgDISIBoi3UKj3EzMiIiKi4SApQY/zF5dBqbBBpbTCbGElVCKiSMJAiGgAeQqFbDYBNltPqXqDwf9fvfhYAxbPrpReW20CNm4b28+eEhEREQXPEQY5Rl+PzW5FXaMWza2cHktEFCkYCBENsL6h0JGTqfjGymIoFT1l5wNZuyg5QY9lCyqk11arjIEQERERhVRmervTVHwBIkZntAMAQyEiogjBQIjIDzabzGkYtNlHoOMIheRyEUe/ShnUvhERERENtaOnUqCQi5gyvkHaJwiQQiEiIgp/DISI/LD7YCZ2H8wMqI0jFCIiIiIafuwl6QG4hEJZGe3Qasyh6hgREfmJgRBRiKiUVphYjpVo2MrNakV+Tov0ur5JiyOnUkPXISIa9l7730Sn15YAFnm+cFmx0xT1mroYPP6v2T5a9YRCE8c2SXtlAhCnM/n93UREFBoMhIhCQKmw4dLVZ3D8q2ScKk4KdXeIaBDERJuQkdYhvbb2WlieiGjgCTD340FTSlIXMlI7ex/O7+89dDwVF68ohlpt9f1xIiIKG6wNSTTUBCA9tRMatQWzp9VgUl5jqHtERERE1A8CRJGhNxFRpGEgRDQEVEor5HIRcrkIhVyEVm2R3mMoRERERIMtNsaI1KRO3x8kIqIRg4EQ0RATRdd9DIWIiIhosMTGGLF6SSnOX1SOtGSGQkREZMc1hIj8kJHSgQl5PYsldnYp8cXRDL/bnz0Xh4RYvfT6yCnXUvSzp9UAANcUIiIiogHjCIO0Gvvo5JULy7F5dzZqG6JD3DMiIgo1BkJEfsjLbcbFK0uk141N2oACoU3bxyA5sUt6vefQKKhVVswsqHX6HEMhIiIiGkiT8hulMAgA5AobQyEiIgLAKWNEIXOiKBmHjqe57Of0MSIiIhooXxzJQHllrNM+RyjE6WNERCMbAyGiEGIoRERERIPJJgrYsT+LoRAREbnglDEaMbbsygZ6VURtaVOHrjO9nChKBgCP08fMFua2RKFgscqwYXOe0z6Dgf9sElHkcYRChXPPITuzTdrfe/pYf736wUQolDbpdVUNp6MREYU7XtnSiFHfFBXqLnjkLRSqruUFFVEoiKKA5lZNqLtBRDQgfIVC0dHmfh3/TFlCf7tIRERDjEMPiMKEp+ljk8c3QCG3wWKR2Ter4KY1ERERkXfepo+NyWyFXC6GqGdERBQKHCFENARu+NZRpwofY0c34/6/Lnb5nLuRQse+SsVTL82CTWQQRERERP3jaaSQIAM0agsMRgWsfPhERDQiMBAiGgIKhc3pqZtabfH42d6h0LlqHT7fO5phEFGIxemMkMkCe3KuizZBo7bAbJHBauWAXCIKHx5DIfSEQkRENPzxbE8Uhk4UJaO9Q4Vz1TqGQURhIDbGiCXzzgUUCqUmdSEjtRPnqmPQ2KIdxN4REQXOWyikVNg8N/RDZlo7ahqiGYYTEYU5nqVpxNCoLdBqzNImE8J7nnx5VSzDIKKQEqGLMUIXY0RLuxqHT6QG1NpokqO1XY3ahmhUVMWioYmhEBGFl95rCnV0KrrPWVE4XRrvss6QL47rrMn5DVi1pBQrF5VBLu9fsERERIOLI4RoxLh09RmolFbp9cefj0F9Y/hWHiOi0FtdWIYobXCVd1rb1WhtV+PgsTQUnU0c4J4REQ0MRygE2EcGbd07OqiRPWuWlCI3qxVZGe0QBCBaa4YoCtiyO5sjhYiIwhTPzkRERG4J2HUgE61taog2IfiNI/2IKMw5QqFgwyAAkMttyEjthNDrlJee0okVC8s5UoiIKExxhBDRELBaZbDZei6GjAEs1pic0IkVCyuk16IIvPnRxAHtHxG5V1MfjQ8+yx+ko9vA5zJEFC5sogB4rS5mgbdbB6tVhpKKOORltzgV0nCEQhwpREQUfnhWJhoCVpsAUYS0mS3+/+rlZLbjG+cXS9vFK88OYk+JaCjERJlw6w2HMH5sY6i7QkTkU0J8B557+DNcvOKM18/pDQoUl8e7lK3nSCEiovDEQIiIiGgIxUSZcPO1h5GV3oHrrjzJUIiIwlpCfAf+cvcOJCcYcN1VJ/wOhcxmudN+hkJEROGHU8aI/LD7YCb2H8mQXtt4LUNEQYjS2sOglKQuAIBKacV1V57ES29NRlFJUoh7R0TkLD7GgL/cvQNxOiMAQC4Tcd1VJwAAG7Z4nk6rNyjw5YlUTBnXCJWqp6AHp48REYUXnomJ/GCzyWAyKaTNYmGWSkSBM5ll6NI7nz8coRBHChFRuDEYFOgyOJ+zHKGQr5FCrW1qfLozByYTRwoREYUrBkJERERDxGJR4O+vnIeyc7FO+xkKEVE4MlgUuG3dclTXRzvt9zcUamrRMhQiIgpjDISIiIiGEEMhIookDIWIiIYvBkJEQ0CltEImF6UtOsoc6i4RUQgxFCKiSDKYoVBWevuA95eIiPzDQIhoiAi9N0EMcW+IKNQYChFRJPEVChVMqPfa3l0odOBoOsoq4walv0RE5BsDISI/JCV0YfZ5NdI2Zbz3i56+quui0dyilrYzZQmD1FMiiiQMhYgokngLheZNr8H4MU1e2/cOhQ4cTcepM6yuSEQUSiyVROSHSfmNuGx1sfS6sUmLE0Upfrf/4LNxSE7skl7vOTRqQPtHRJHLEQr97JqjyMlqk/azJD0RhSNHKPT4uq3ISOmU9ssEEdMn2x+YFZ1N9Ni+qUWL9zblw2jibQgRUahxhBAREVGI+RoplJ/bHKKeERG58jRSyBEKjcvxPlKIYRARUXhgIERERBQGPIVCer0CTc3qEPWKiMg9T6GQzSaguT34c1ZSvB5L51Ww+hgR0RBgPE8jxq4DmZD1Wsy5rV0Vwt4QEbnqO32stU2Np9dPQ1NrVKi7RkTkovf0sVGpHTCZFXjm39NQUp6AhmZtwMdLitfj/MIyqJRWrFBZsWV3NqxWPr8mIhosDIRoxDhXrQt1F4iIfHKEQv/f3t3HVlUecBz/ndN729s3KAWs48WyAuUdzVCYUnwvUWdQp1uGzrFsieiI27ItujhfYrJMzeJmzAy6LZk6p9t0W8KmDl8wKkGJyhCByjvlxVLKLS2UUu7LOfuj3NNeuPf20t7LPSfn+0ke0nvac/rwBzeX733ueRYv2qJX3/4yMQiAqyWi0MM/W61nX5mhpu3Z32Oxv/4xSOrdkv7KS/YQhQAgj3h2BQDAZWKxgP78zxnEIACe0BML6N5HLx90DJIk2/mjTyIK8fExAMgPVggBkgzDVkV5REe78nOfjiU3b1R5adR5PL6mU79afklW565vGq277mvMy7wAeJNpWqoZfUwtrax8BOAFUTVc9IVWf1Sb9icSW9I3NjSruDjuHGelEADkD8+q8D3DsNVw4X5dd/kuVVcdz8vvCJXEFAxazqiojGR9bjxepK7jxUkDgH+ZpqXv3rJJdy9Zr/q6cKGnAwADiOqZR1bp3js/0eJFmzL+ZCIKRSJFScdZKQQA+UEQgq8lYtCE8Z0qLo6rsaE5b1EIAIYqEYOmTw47W9IThQC4V28MGlfTJdOwdesNW4hCAOAiBCH42vTJYU0Y3+k8JgoBcLPGht2aPrkvABGFALjZfcs+0riaLucxUQgA3IUgBF/7fEe1Wg5WJB0jCgFwq7fXnKfmfcOSjhGFALjVE7+/SOGOUNIxohAAuAdBCL4Wj5t654PxRCEAnpDYkp4oBMALuqNB3XnvQqIQALgUQQi+dzaiUNwyZNlyxqkvbDIZXnlcjQ27nHHV/N1Dng8A7yIKAfASohAAuBdBCNDAUaiyLJrmzOyvb1uGMyLR7IPQpNpOfefmzX3j601DmgsA7yMKAfCSfEWhnp6ALMvI+XwBwC8IQsBJmaLQrGltCgTiBZoZAJyOKATAS3IdhXbvHa7VH4+VbROEAGCwCEJAP+miUNuhMn26+Rw9/ZfZenT5XD3z4qwCzRAA+hCFAHhJrqLQ1p0jiEEAkAMEIeAUqaJQzDIVi5uaM/OgLMtQe2dZAWcIAH2IQgC8JBdRaO36McQgAMgBghCQQqaPj102b59Mwy7QzADgdJmi0G03fK5AIFagmQHA6TJFoW8t2qpRw7sHfe2S4hg3mgaALBGEgDRSRaFItEjvrR0ni3elALhMqigUjZl66d9TFYsFCjgzADhdqihk2YZefnWyDg1yJXaoJKaFlzaz+xgAZIkgBGTQPwpFokV66/1ahTtKz/g6xUFLpmk7o7yUd+sB5F7/KBSNmXruHzP0+faRhZ4WAKTUPwpZtqG//adeL/xr5qCuFSqJqXFBs6qG9bAlPQBkibcMgQEkolBleUQdR0IDn5CSLaPfoiLD5AUKgPxIRKGxNcfUvH94oacDABklotCCi/do5XsTB3kVW5fO3aeqYT3OkUQUWrXmPMXjvAcOAKnw7Ahkobw0onNGHVN9XVj1dWHVju08o/PbO0I6eizojC8OVOZppgDQG4WIQQC8ojsaHEIMkiRDH39W42xJn8BKIQDIjBVCQBZmT2vTjQt3OI/D7aV6ZPk853F9XbsOtZeqPc3HyV5+bapGVffdIPGDdWPyN1kAGMAVFzdrf2uFtu7k42QA3O+epR9qb0ulXloxI+3PJLakb2xoVnFx3DnOSiEASI9nRWCIpk0Ka94FLWpsaFZ11fFCTwcAMrp6/m597cpdbEkPwBPuWfqhLp37RdZb0r+5upaVQgCQJYIQMATTJoV14ewDknq3pCcKAXCzq+fv1jWX75bUuyU9UQiAmyVikGHYMg2bKAQAOUYQAgbJMGyNPbcr6RhRCIB7WZoysT3pCFEIgHtFNb2+XYZhO0eIQgCQWwQhYJBs29A7H4zXgbbypONEIQDuZOqZF3u3pO+PKATAnYL6wc8bFe5I3uGVKAQAuUMQAoYgHje1as15RCEAnpDYkp4oBMALElvSE4UAID8IQsAQZROFbr1hk26+ZqszFl29Levrf7a1Wg/+5hJnPPTbi3P9VwDgI0QhAF6Szyg0Z1ZrzucLAF5CEAJyYKAoNKwiqlBJ3Bn9t6AfSCRSrF17Rzhj976qHM8egN8QhQB4ST6i0OHOkDY0jc7LfAHAKwhCQI5kikIsSQbgNkQhAF6Syyh0uDOkt1bXqudEIJ9TBgDXIwgBOZQuChlG7wAANyEKAfCSXEShle9NIAYBwEkEISDH0kUhiSgEwH2IQgC8ZKhRqONIiBgEACcRhIA8yBSFAMBtMkWhced2FWhWAJBapig0Y3J7gWYFAN5DEALypH8Usi3JtiXLkixbisaKBr7ASRWlEc2Z1dI3Zh7I46wB+FWqKPTfdydo1ZraAs4KAFJLFYXWN43S/Y8vOKPrmKalkSOOJw3DsHM9XQBwJdZLAnmUiELLbv+fTNOSffL1xYkT2QehKRPb9ePvrXMeW5apJT+9NtdTBQAnCi29dYO27KzWW6snFHpKAJBWIgotf+wN7Wup0C9+fdkZXyNUEtd1V+xMOvbXFVPP6M07APAqghCQZ/G4qUjUVDDATmMA3C8WC+ip5y8Qi4gBeEF3NKglP1koKVjoqQCA5xCEgCxsaBqtAwcrnMcnImf6rlHmu0kHAjHFYvxzBOAWmWMQz1kA3CVzDCor61Z3d9lZmgsAeAdv/wFZONIV0vbmEc7Y2zJs4JOyNKO+TQ/cvVZ15x3O2TUBIF+m1IX1wN1r2X0MgCdcf9U2vfjEygF3HwMAPyIIAQU0o75Nt9/UpPKyqL7/zY1EIQCuNqUurCW3bFZ5WZQt6QG43vVXbdMdizcqGLCy2pIeAPyGIAQUyKTaw7r9piYFTt5bqKQkThQC4Fq1Yzu15JbNKg7GJfVuSU8UAuBWDRc1647FG1Vk9r7OMg2bKAQApyAIAQWyp6VSLW3lSceIQgDcan9ruVpak5+ziEIA3Grd+jHqOFKcdIwoBADJCEJAgUQiAS1/4XztbalMOk4UAuBGiS3pm/cl30ONKATAjRJb0oc7QknHiUIA0IcgBGShNBRRzaguZ4wc0X1G57eFS9VxtMQZLQd732UnCgHwEqIQAC8hCgFAZuwZC2RhzqxW3bhwh/M43F6qR5bPy/r8ZQ82pv1eIgrd9e1PNf5LR53jiSi0Zt25g5s0AORBIgrdddsG1Y474hxPRKFnX5murTtHFnCGANAnEYWefuwNjazqcY4nolBx0JJl8x45AH/i2Q9wgUwrha69rFmBIqtAMwOA07FSCICXZFop9I3rtmnWlIMFmhkAFBZBCHCJdFEoEIirsiJKFALgKkQhAF6SLgoZpq2ZU9qJQgB8iSAEuEi6KGTIJgoBcB2iEAAvybRSiCgEwI+4hxAwCFVVPXroR2tSfu/Q4ZCeev4rKb/3x8de19iaY1n9DsOUjMTXhqSTUehwJx0XgHsMdE+hp547X/tbh2W4AgCcPZnuKTRzSru6uoMFnB0AnF38zxIYhCLTVmVFJPUoj6Y9L1QSl2kqq2GoNwQZRt/50agpi0VCAFwm3UqhHc3D1dJWUaBZAUBq6VYKHe8JaNdenrMA+AdBCMjC0a6Sgvxe207++pe/m6snn029+ggACunUKNS0vVp/enmmLIuXGgDcJxGF2jtCiluG2tpLtezBK/TaO1MUi/O8BcAf+MgYkIVN26rVeqhcNaOy+7hXLtl27yohy5I++WzMWf/9AJCtRBRqnL9HK9+fQAwC4Grd0aCW3rNQ9/3wQz385FcVjfJxMQD+QhACshCLBfTbP8zRxAmHVV6W/iNhktTTk/6f1d9fnaTZUwd3k9XjPUWDOg8AzqZYLKDX360r9DQAICvd0aDuf3xBoacBAAVBEAKyFLNMbdk5ckjXWPHmVK14M0cTAgAAAABgkFjLDQAAAAAA4DMEIQAAAAAAAJ8hCAEAAAAAAPgMQQgAAAAAAMBnDNu27UJPAgAAAAAAAGcPK4QAAAAAAAB8hiAEAAAAAADgMwQhAAAAAAAAnyEIAQAAAAAA+AxBCAAAAAAAwGcIQgAAAAAAAD5DEAIAAAAAAPAZghAAAAAAAIDPEIQAAAAAAAB85v+jsODumXY3JwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ClusterUtils.visualise_clusters(aligner,n_cols = 4, figsize= (10,6))" + ] + }, + { + "cell_type": "markdown", + "id": "surgical-window", + "metadata": {}, + "source": [ + "Below is the Levenshtein distance heat map of all genes ordered based on the above clustering structure" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "scheduled-armstrong", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VisualUtils.plot_distmap_with_clusters(aligner)" + ] + }, + { + "cell_type": "markdown", + "id": "sharp-salmon", + "metadata": {}, + "source": [ + "Print the cluster-specific aggregate (average) alignments for each cluster along with its number of genes" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "governing-talent", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cluster: 0 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDD\u001b[0m 18\n", + "cluster: 1 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m 3\n", + "cluster: 2 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m 36\n", + "cluster: 3 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\u001b[92mVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m 12\n", + "cluster: 4 \u001b[91mIII\u001b[0m\u001b[91mDDDDDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mD\u001b[0m 12\n", + "cluster: 5 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDD\u001b[0m\u001b[92mMMMM\u001b[0m\u001b[92mV\u001b[0m\u001b[92mM\u001b[0m\u001b[92mVV\u001b[0m\u001b[92mM\u001b[0m 2\n", + "cluster: 6 \u001b[91mDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[92mMMMM\u001b[0m 6\n" + ] + } + ], + "source": [ + "ClusterUtils.print_cluster_average_alignments(aligner)" + ] + }, + { + "cell_type": "markdown", + "id": "institutional-reynolds", + "metadata": {}, + "source": [ + "# Gene-set specific alignments" + ] + }, + { + "cell_type": "markdown", + "id": "reduced-costa", + "metadata": {}, + "source": [ + "We can obtain the aggregate (average) alignment for any given gene subset in the aligner \n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "nonprofit-northwest", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Alignment: IDDDMMMMMMMIIDIIIIDDD\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "GENE_SUBSET = gene_list[40:60]\n", + "aligner.get_aggregate_alignment_for_subset(GENE_SUBSET )" + ] + }, + { + "cell_type": "markdown", + "id": "rubber-number", + "metadata": {}, + "source": [ + "We can check aggregate alignment and statistics of a pathway gene set with below provided wrapper function calls to retrieve pathway gene sets" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "driving-share", + "metadata": {}, + "outputs": [], + "source": [ + "IGS = PathwayAnalyserV2.InterestingGeneSets(MSIGDB_PATH='../MSIGDB/msigdb7.5.1/')\n", + "IGS.add_new_set_from_msigdb('hallmark', 'HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION', aligner.gene_list, 'EMT') " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "municipal-peeing", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean matched percentage: 51.04 %\n", + "mean matched percentage wrt ref: 64.29 %\n", + "mean matched percentage wrt query: 67.14 %\n", + "Average Alignment: IDDDMMMMMMMMMMIMI\n", + "Z-normalised Interpolated mean trends\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "PathwayAnalyserV2.get_pathway_alignment_stat(aligner, IGS.SETS['EMT'], 'EMT', cluster=True, FIGSIZE=(6,6))" + ] + }, + { + "cell_type": "markdown", + "id": "fitted-mayor", + "metadata": {}, + "source": [ + "# Complementary functions" + ] + }, + { + "cell_type": "markdown", + "id": "provincial-technician", + "metadata": {}, + "source": [ + "Show all alignments" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "hybrid-absence", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gene Alignment\n", + "-------- ------------------------\n", + "PTAFR \u001b[92mM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\n", + "OSBPL3 \u001b[92mM\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "RFFL \u001b[92mM\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "TNFAIP2 \u001b[92mM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "SGMS2 \u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\n", + "SLC16A10 \u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDD\u001b[0m\n", + "FPR1 \u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "FAM20C \u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMM\u001b[0m\u001b[91mIIII\u001b[0m\n", + "CLEC4D 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\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[92mVVV\u001b[0m\n", + "ZSWIM4 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[92mVVV\u001b[0m\n", + "ZC3H12C \u001b[91mDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "AK150559 \u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[92mVVVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDD\u001b[0m\n", + "F10 \u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMM\u001b[0m\u001b[92mVVVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDDDD\u001b[0m\n", + "FAM108C \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "RBM7 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "RASA2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "SLC25A37 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "IRAK-2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "PLEKHO2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "LCP2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDD\u001b[0m\n", + "TRIM13 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMM\u001b[0m\n", + "PTX3 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMMMMM\u001b[0m\n", + "SPATA13 \u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "BCL2L11 \u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMM\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\n", + "CD44 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[92mVV\u001b[0m\n", + "AK163103 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "LZTFL1 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "IRAK3 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mII\u001b[0m\u001b[91mDDDDDD\u001b[0m\n", + "ARG2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\n", + "ZEB2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\n", + "TLR2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\n", + "MCOLN2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\n", + "CPD \u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "RCAN1 \u001b[91mDDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMMM\u001b[0m\u001b[91mI\u001b[0m\n", + "PILRA \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "ARHGEF3 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[92mMMMM\u001b[0m\n", + "C5AR1 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDDDDDD\u001b[0m\n", + "SLC39A14 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMM\u001b[0m\u001b[91mIIII\u001b[0m\n", + "CLCN7 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDD\u001b[0m\n", + "BC031781 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "NUPR1 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "CDC42EP4 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "NFKBIE \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMM\u001b[0m\n", + "PLSCR1 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+ if (re2.test(w)) + w = w + "e"; + else if (re3.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + else if (re4.test(w)) + w = w + "e"; + } + } + + // Step 1c + re = /^(.+?)y$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(s_v); + if (re.test(stem)) + w = stem + "i"; + } + + // Step 2 + re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step2list[suffix]; + } + + // Step 3 + re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step3list[suffix]; + } + + // Step 4 + re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; + re2 = /^(.+?)(s|t)(ion)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + if (re.test(stem)) + w = stem; + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1] + fp[2]; + re2 = new RegExp(mgr1); + if (re2.test(stem)) + w = stem; + } + + // Step 5 + re = /^(.+?)e$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + re2 = new RegExp(meq1); + re3 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re.test(stem) || (re2.test(stem) && !(re3.test(stem)))) + w = stem; + } + re = /ll$/; + re2 = new RegExp(mgr1); + if (re.test(w) && re2.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + + // and turn initial Y back to y + if (firstch == "y") + w = firstch.toLowerCase() + w.substr(1); + return w; + } +} + diff --git a/doc/build/html/_static/minus.png b/doc/build/html/_static/minus.png new file mode 100644 index 0000000..d96755f Binary files /dev/null and b/doc/build/html/_static/minus.png differ diff --git a/doc/build/html/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css b/doc/build/html/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css new file mode 100644 index 0000000..3356631 --- /dev/null +++ b/doc/build/html/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css @@ -0,0 +1,2342 @@ +/* Variables */ +:root { + --mystnb-source-bg-color: #f7f7f7; 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+ border: 1px solid var(--mystnb-traceback-border-color); +} + +/* Collapsible cell content */ +div.cell details.above-input div.cell_input { + border-top-left-radius: 0; + border-top-right-radius: 0; + border-top: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed; +} + +div.cell div.cell_input.above-output-prompt { + border-bottom-left-radius: 0; + border-bottom-right-radius: 0; +} + +div.cell details.above-input>summary { + border-bottom-left-radius: 0; + border-bottom-right-radius: 0; + border-bottom: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed; + padding-left: 1em; + margin-bottom: 0; +} + +div.cell details.above-output>summary { + background-color: var(--mystnb-source-bg-color); + padding-left: 1em; + padding-right: 0em; + border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid; + border-radius: var(--mystnb-source-border-radius); + border-left-color: var(--mystnb-source-margin-color); + border-left-width: medium; +} + +div.cell details.below-input>summary { + background-color: var(--mystnb-source-bg-color); + padding-left: 1em; + padding-right: 0em; + border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid; + border-top: none; + border-bottom-left-radius: var(--mystnb-source-border-radius); + border-bottom-right-radius: var(--mystnb-source-border-radius); + border-left-color: var(--mystnb-source-margin-color); + border-left-width: medium; +} + +div.cell details.hide>summary>span { + opacity: var(--mystnb-hide-prompt-opacity); +} + +div.cell details.hide[open]>summary>span.collapsed { + display: none; +} + +div.cell details.hide:not([open])>summary>span.expanded { + display: none; +} + +@keyframes collapsed-fade-in { + 0% { + opacity: 0; + } + + 100% { + opacity: 1; + } +} +div.cell details.hide[open]>summary~* { + -moz-animation: collapsed-fade-in 0.3s ease-in-out; + -webkit-animation: collapsed-fade-in 0.3s ease-in-out; + animation: collapsed-fade-in 0.3s ease-in-out; +} + +/* Math align to the left */ +.cell_output .MathJax_Display { + text-align: left !important; +} + +/* Pandas tables. Pulled from the Jupyter / nbsphinx CSS */ +div.cell_output table { + border: none; + border-collapse: collapse; + border-spacing: 0; + color: black; + font-size: 1em; + table-layout: fixed; +} + +div.cell_output thead { + border-bottom: 1px solid black; + vertical-align: bottom; +} + +div.cell_output tr, +div.cell_output th, +div.cell_output td { + text-align: right; + vertical-align: middle; + padding: 0.5em 0.5em; + line-height: normal; + white-space: normal; + max-width: none; + border: none; +} + +div.cell_output th { + font-weight: bold; +} + +div.cell_output tbody tr:nth-child(odd) { + background: #f5f5f5; +} + +div.cell_output tbody tr:hover { + background: rgba(66, 165, 245, 0.2); +} + +/** source code line numbers **/ +span.linenos { + opacity: 0.5; +} + +/* Inline text from `paste` operation */ + +span.pasted-text { + font-weight: bold; +} + +span.pasted-inline img { + max-height: 2em; +} + +tbody span.pasted-inline img { + max-height: none; +} + +/* Font colors for translated ANSI escape sequences +Color values are copied from Jupyter Notebook +https://github.com/jupyter/notebook/blob/52581f8eda9b319eb0390ac77fe5903c38f81e3e/notebook/static/notebook/less/ansicolors.less#L14-L21 +Background colors from +https://nbsphinx.readthedocs.io/en/latest/code-cells.html#ANSI-Colors +*/ +div.highlight .-Color-Bold { + font-weight: bold; +} + +div.highlight .-Color[class*=-Black] { + color: #3E424D +} + +div.highlight .-Color[class*=-Red] { + color: #E75C58 +} + +div.highlight .-Color[class*=-Green] { + color: #00A250 +} + +div.highlight .-Color[class*=-Yellow] { + color: #DDB62B +} + +div.highlight .-Color[class*=-Blue] { + color: #208FFB +} + +div.highlight .-Color[class*=-Magenta] { + color: #D160C4 +} + +div.highlight .-Color[class*=-Cyan] { + color: #60C6C8 +} + +div.highlight .-Color[class*=-White] { + color: #C5C1B4 +} + +div.highlight .-Color[class*=-BGBlack] { + background-color: #3E424D +} + +div.highlight .-Color[class*=-BGRed] { + background-color: #E75C58 +} + +div.highlight .-Color[class*=-BGGreen] { + background-color: #00A250 +} + +div.highlight .-Color[class*=-BGYellow] { + background-color: #DDB62B +} + +div.highlight .-Color[class*=-BGBlue] { + background-color: #208FFB +} + +div.highlight .-Color[class*=-BGMagenta] { + background-color: #D160C4 +} + +div.highlight .-Color[class*=-BGCyan] { + background-color: #60C6C8 +} + +div.highlight .-Color[class*=-BGWhite] { + background-color: #C5C1B4 +} + +/* Font colors for 8-bit ANSI */ + +div.highlight .-Color[class*=-C0] { + color: #000000 +} + +div.highlight .-Color[class*=-BGC0] { + background-color: #000000 +} + +div.highlight .-Color[class*=-C1] { + color: #800000 +} + +div.highlight .-Color[class*=-BGC1] { + background-color: #800000 +} + +div.highlight .-Color[class*=-C2] { + color: #008000 +} + +div.highlight .-Color[class*=-BGC2] { + background-color: #008000 +} + +div.highlight .-Color[class*=-C3] { + color: #808000 +} + +div.highlight .-Color[class*=-BGC3] { + background-color: #808000 +} + +div.highlight .-Color[class*=-C4] { + color: #000080 +} + +div.highlight .-Color[class*=-BGC4] { + background-color: #000080 +} + +div.highlight .-Color[class*=-C5] { + color: #800080 +} + +div.highlight .-Color[class*=-BGC5] { + background-color: #800080 +} + +div.highlight .-Color[class*=-C6] { + color: #008080 +} + +div.highlight .-Color[class*=-BGC6] { + background-color: #008080 +} + +div.highlight .-Color[class*=-C7] { + color: #C0C0C0 +} + +div.highlight .-Color[class*=-BGC7] { + background-color: #C0C0C0 +} + +div.highlight .-Color[class*=-C8] { + color: #808080 +} + +div.highlight .-Color[class*=-BGC8] { + background-color: #808080 +} + +div.highlight .-Color[class*=-C9] { + color: #FF0000 +} + +div.highlight .-Color[class*=-BGC9] { + background-color: #FF0000 +} + +div.highlight .-Color[class*=-C10] { + color: #00FF00 +} + +div.highlight .-Color[class*=-BGC10] { + background-color: #00FF00 +} + +div.highlight .-Color[class*=-C11] { + color: #FFFF00 +} + +div.highlight .-Color[class*=-BGC11] { + background-color: #FFFF00 +} + +div.highlight .-Color[class*=-C12] { + color: #0000FF +} + +div.highlight .-Color[class*=-BGC12] { + background-color: #0000FF +} + +div.highlight .-Color[class*=-C13] { + color: #FF00FF +} + +div.highlight .-Color[class*=-BGC13] { + background-color: #FF00FF +} + +div.highlight .-Color[class*=-C14] { + color: #00FFFF +} + +div.highlight .-Color[class*=-BGC14] { + background-color: #00FFFF +} + +div.highlight .-Color[class*=-C15] { + color: #FFFFFF +} + +div.highlight .-Color[class*=-BGC15] { + background-color: #FFFFFF +} + +div.highlight .-Color[class*=-C16] { + color: #000000 +} + +div.highlight .-Color[class*=-BGC16] { + background-color: #000000 +} + +div.highlight .-Color[class*=-C17] { + color: #00005F +} + +div.highlight .-Color[class*=-BGC17] { + background-color: #00005F +} + +div.highlight .-Color[class*=-C18] { + color: #000087 +} + +div.highlight .-Color[class*=-BGC18] { + background-color: #000087 +} + +div.highlight .-Color[class*=-C19] { + color: #0000AF +} + +div.highlight .-Color[class*=-BGC19] { + background-color: #0000AF +} + +div.highlight .-Color[class*=-C20] { + color: #0000D7 +} + +div.highlight .-Color[class*=-BGC20] { + background-color: #0000D7 +} + +div.highlight .-Color[class*=-C21] { + color: #0000FF +} + +div.highlight .-Color[class*=-BGC21] { + background-color: #0000FF +} + +div.highlight .-Color[class*=-C22] { + color: #005F00 +} + +div.highlight .-Color[class*=-BGC22] { + background-color: #005F00 +} + +div.highlight .-Color[class*=-C23] { + color: #005F5F +} + +div.highlight .-Color[class*=-BGC23] { + background-color: #005F5F +} + +div.highlight .-Color[class*=-C24] { + color: #005F87 +} + +div.highlight .-Color[class*=-BGC24] { + background-color: #005F87 +} + +div.highlight .-Color[class*=-C25] { + color: #005FAF +} + +div.highlight .-Color[class*=-BGC25] { + background-color: #005FAF +} + +div.highlight .-Color[class*=-C26] { + color: #005FD7 +} + +div.highlight .-Color[class*=-BGC26] { + background-color: #005FD7 +} + +div.highlight .-Color[class*=-C27] { + color: #005FFF +} + +div.highlight .-Color[class*=-BGC27] { + background-color: #005FFF +} + +div.highlight .-Color[class*=-C28] { + color: #008700 +} + +div.highlight .-Color[class*=-BGC28] { + background-color: #008700 +} + +div.highlight .-Color[class*=-C29] { + color: #00875F +} + +div.highlight .-Color[class*=-BGC29] { + background-color: #00875F +} + +div.highlight .-Color[class*=-C30] { + color: #008787 +} + +div.highlight .-Color[class*=-BGC30] { + background-color: #008787 +} + +div.highlight .-Color[class*=-C31] { + color: #0087AF +} + +div.highlight .-Color[class*=-BGC31] { + background-color: #0087AF +} + +div.highlight .-Color[class*=-C32] { + color: #0087D7 +} + +div.highlight .-Color[class*=-BGC32] { + background-color: #0087D7 +} + +div.highlight .-Color[class*=-C33] { + color: #0087FF +} + +div.highlight .-Color[class*=-BGC33] { + background-color: #0087FF +} + +div.highlight .-Color[class*=-C34] { + color: #00AF00 +} + +div.highlight .-Color[class*=-BGC34] { + background-color: #00AF00 +} + +div.highlight .-Color[class*=-C35] { + color: #00AF5F +} + +div.highlight .-Color[class*=-BGC35] { + background-color: #00AF5F +} + +div.highlight .-Color[class*=-C36] { + color: #00AF87 +} + +div.highlight .-Color[class*=-BGC36] { + background-color: #00AF87 +} + +div.highlight .-Color[class*=-C37] { + color: #00AFAF +} + +div.highlight .-Color[class*=-BGC37] { + background-color: #00AFAF +} + +div.highlight .-Color[class*=-C38] { + color: #00AFD7 +} + +div.highlight .-Color[class*=-BGC38] { + background-color: #00AFD7 +} + +div.highlight .-Color[class*=-C39] { + color: #00AFFF +} + +div.highlight .-Color[class*=-BGC39] { + background-color: #00AFFF +} + +div.highlight .-Color[class*=-C40] { + color: #00D700 +} + +div.highlight .-Color[class*=-BGC40] { + background-color: #00D700 +} + +div.highlight .-Color[class*=-C41] { + color: #00D75F +} + +div.highlight .-Color[class*=-BGC41] { + background-color: #00D75F +} + +div.highlight .-Color[class*=-C42] { + color: #00D787 +} + +div.highlight .-Color[class*=-BGC42] { + background-color: #00D787 +} + +div.highlight .-Color[class*=-C43] { + color: #00D7AF +} + +div.highlight .-Color[class*=-BGC43] { + background-color: #00D7AF +} + +div.highlight .-Color[class*=-C44] { + color: #00D7D7 +} + +div.highlight .-Color[class*=-BGC44] { + background-color: #00D7D7 +} + +div.highlight .-Color[class*=-C45] { + color: #00D7FF +} + +div.highlight .-Color[class*=-BGC45] { + background-color: #00D7FF +} + +div.highlight .-Color[class*=-C46] { + color: #00FF00 +} + +div.highlight .-Color[class*=-BGC46] { + background-color: #00FF00 +} + +div.highlight .-Color[class*=-C47] { + color: #00FF5F +} + +div.highlight .-Color[class*=-BGC47] { + background-color: #00FF5F +} + +div.highlight .-Color[class*=-C48] { + color: #00FF87 +} + +div.highlight .-Color[class*=-BGC48] { + background-color: #00FF87 +} + +div.highlight .-Color[class*=-C49] { + color: #00FFAF +} + +div.highlight .-Color[class*=-BGC49] { + background-color: #00FFAF +} + +div.highlight .-Color[class*=-C50] { + color: #00FFD7 +} + +div.highlight .-Color[class*=-BGC50] { + background-color: #00FFD7 +} + +div.highlight .-Color[class*=-C51] { + color: #00FFFF +} + +div.highlight .-Color[class*=-BGC51] { + background-color: #00FFFF +} + +div.highlight .-Color[class*=-C52] { + color: #5F0000 +} + +div.highlight .-Color[class*=-BGC52] { + background-color: #5F0000 +} + +div.highlight .-Color[class*=-C53] { + color: #5F005F +} + +div.highlight .-Color[class*=-BGC53] { + background-color: #5F005F +} + +div.highlight .-Color[class*=-C54] { + color: #5F0087 +} + +div.highlight .-Color[class*=-BGC54] { + background-color: #5F0087 +} + +div.highlight .-Color[class*=-C55] { + color: #5F00AF +} + +div.highlight .-Color[class*=-BGC55] { + background-color: #5F00AF +} + +div.highlight .-Color[class*=-C56] { + color: #5F00D7 +} + +div.highlight .-Color[class*=-BGC56] { + background-color: #5F00D7 +} + +div.highlight .-Color[class*=-C57] { + color: #5F00FF +} + +div.highlight .-Color[class*=-BGC57] { + background-color: #5F00FF +} + +div.highlight .-Color[class*=-C58] { + color: #5F5F00 +} + +div.highlight .-Color[class*=-BGC58] { + background-color: #5F5F00 +} + +div.highlight .-Color[class*=-C59] { + color: #5F5F5F +} + +div.highlight .-Color[class*=-BGC59] { + background-color: #5F5F5F +} + +div.highlight .-Color[class*=-C60] { + color: #5F5F87 +} + +div.highlight .-Color[class*=-BGC60] { + background-color: #5F5F87 +} + +div.highlight .-Color[class*=-C61] { + color: #5F5FAF +} + +div.highlight .-Color[class*=-BGC61] { + background-color: #5F5FAF +} + +div.highlight .-Color[class*=-C62] { + color: #5F5FD7 +} + +div.highlight .-Color[class*=-BGC62] { + background-color: #5F5FD7 +} + +div.highlight .-Color[class*=-C63] { + color: #5F5FFF +} + +div.highlight .-Color[class*=-BGC63] { + background-color: #5F5FFF +} + +div.highlight .-Color[class*=-C64] { + color: #5F8700 +} + +div.highlight .-Color[class*=-BGC64] { + background-color: #5F8700 +} + +div.highlight .-Color[class*=-C65] { + color: #5F875F +} + +div.highlight .-Color[class*=-BGC65] { + background-color: #5F875F +} + +div.highlight .-Color[class*=-C66] { + color: #5F8787 +} + +div.highlight .-Color[class*=-BGC66] { + background-color: #5F8787 +} + +div.highlight .-Color[class*=-C67] { + color: #5F87AF +} + +div.highlight .-Color[class*=-BGC67] { + background-color: #5F87AF +} + +div.highlight .-Color[class*=-C68] { + color: #5F87D7 +} + +div.highlight .-Color[class*=-BGC68] { + background-color: #5F87D7 +} + +div.highlight .-Color[class*=-C69] { + color: #5F87FF +} + +div.highlight .-Color[class*=-BGC69] { + background-color: #5F87FF +} + +div.highlight .-Color[class*=-C70] { + color: #5FAF00 +} + +div.highlight .-Color[class*=-BGC70] { + background-color: #5FAF00 +} + +div.highlight .-Color[class*=-C71] { + color: #5FAF5F +} + +div.highlight .-Color[class*=-BGC71] { + background-color: #5FAF5F +} + +div.highlight .-Color[class*=-C72] { + color: #5FAF87 +} + +div.highlight .-Color[class*=-BGC72] { + background-color: #5FAF87 +} + +div.highlight .-Color[class*=-C73] { + color: #5FAFAF +} + +div.highlight .-Color[class*=-BGC73] { + background-color: #5FAFAF +} + +div.highlight .-Color[class*=-C74] { + color: #5FAFD7 +} + +div.highlight .-Color[class*=-BGC74] { + background-color: #5FAFD7 +} + +div.highlight .-Color[class*=-C75] { + color: #5FAFFF +} + +div.highlight .-Color[class*=-BGC75] { + background-color: #5FAFFF +} + +div.highlight .-Color[class*=-C76] { + color: #5FD700 +} + +div.highlight .-Color[class*=-BGC76] { + background-color: #5FD700 +} + +div.highlight .-Color[class*=-C77] { + color: #5FD75F +} + +div.highlight .-Color[class*=-BGC77] { + background-color: #5FD75F +} + +div.highlight .-Color[class*=-C78] { + color: #5FD787 +} + +div.highlight .-Color[class*=-BGC78] { + background-color: #5FD787 +} + +div.highlight .-Color[class*=-C79] { + color: #5FD7AF +} + +div.highlight .-Color[class*=-BGC79] { + background-color: #5FD7AF +} + +div.highlight .-Color[class*=-C80] { + color: #5FD7D7 +} + +div.highlight .-Color[class*=-BGC80] { + background-color: #5FD7D7 +} + +div.highlight .-Color[class*=-C81] { + color: #5FD7FF +} + +div.highlight .-Color[class*=-BGC81] { + background-color: #5FD7FF +} + +div.highlight .-Color[class*=-C82] { + color: #5FFF00 +} + +div.highlight .-Color[class*=-BGC82] { + background-color: #5FFF00 +} + +div.highlight .-Color[class*=-C83] { + color: #5FFF5F +} + +div.highlight .-Color[class*=-BGC83] { + background-color: #5FFF5F +} + +div.highlight .-Color[class*=-C84] { + color: #5FFF87 +} + +div.highlight .-Color[class*=-BGC84] { + background-color: #5FFF87 +} + +div.highlight .-Color[class*=-C85] { + color: #5FFFAF +} + +div.highlight .-Color[class*=-BGC85] { + background-color: #5FFFAF +} + +div.highlight .-Color[class*=-C86] { + color: #5FFFD7 +} + +div.highlight .-Color[class*=-BGC86] { + background-color: #5FFFD7 +} + +div.highlight .-Color[class*=-C87] { + color: #5FFFFF +} + +div.highlight .-Color[class*=-BGC87] { + background-color: #5FFFFF +} + +div.highlight .-Color[class*=-C88] { + color: #870000 +} + +div.highlight .-Color[class*=-BGC88] { + background-color: #870000 +} + +div.highlight .-Color[class*=-C89] { + color: #87005F +} + +div.highlight .-Color[class*=-BGC89] { + background-color: #87005F +} + +div.highlight .-Color[class*=-C90] { + color: #870087 +} + +div.highlight .-Color[class*=-BGC90] { + background-color: #870087 +} + +div.highlight .-Color[class*=-C91] { + color: #8700AF +} + +div.highlight .-Color[class*=-BGC91] { + background-color: #8700AF +} + +div.highlight .-Color[class*=-C92] { + color: #8700D7 +} + +div.highlight .-Color[class*=-BGC92] { + background-color: #8700D7 +} + +div.highlight .-Color[class*=-C93] { + color: #8700FF +} + +div.highlight .-Color[class*=-BGC93] { + background-color: #8700FF +} + +div.highlight .-Color[class*=-C94] { + color: #875F00 +} + +div.highlight .-Color[class*=-BGC94] { + background-color: #875F00 +} + +div.highlight .-Color[class*=-C95] { + color: #875F5F +} + +div.highlight .-Color[class*=-BGC95] { + background-color: #875F5F +} + +div.highlight .-Color[class*=-C96] { + color: #875F87 +} + +div.highlight .-Color[class*=-BGC96] { + background-color: #875F87 +} + +div.highlight .-Color[class*=-C97] { + color: #875FAF +} + +div.highlight .-Color[class*=-BGC97] { + background-color: #875FAF +} + +div.highlight .-Color[class*=-C98] { + color: #875FD7 +} + +div.highlight .-Color[class*=-BGC98] { + background-color: #875FD7 +} + +div.highlight .-Color[class*=-C99] { + color: #875FFF +} + +div.highlight .-Color[class*=-BGC99] { + background-color: #875FFF +} + +div.highlight .-Color[class*=-C100] { + color: #878700 +} + +div.highlight .-Color[class*=-BGC100] { + background-color: #878700 +} + +div.highlight .-Color[class*=-C101] { + color: #87875F +} + +div.highlight .-Color[class*=-BGC101] { + background-color: #87875F +} + +div.highlight .-Color[class*=-C102] { + color: #878787 +} + +div.highlight .-Color[class*=-BGC102] { + background-color: #878787 +} + +div.highlight .-Color[class*=-C103] { + color: #8787AF +} + +div.highlight .-Color[class*=-BGC103] { + background-color: #8787AF +} + +div.highlight .-Color[class*=-C104] { + color: #8787D7 +} + +div.highlight .-Color[class*=-BGC104] { + background-color: #8787D7 +} + +div.highlight .-Color[class*=-C105] { + color: #8787FF +} + +div.highlight .-Color[class*=-BGC105] { + background-color: #8787FF +} + +div.highlight .-Color[class*=-C106] { + color: #87AF00 +} + +div.highlight .-Color[class*=-BGC106] { + background-color: #87AF00 +} + +div.highlight .-Color[class*=-C107] { + color: #87AF5F +} + +div.highlight .-Color[class*=-BGC107] { + background-color: #87AF5F +} + +div.highlight .-Color[class*=-C108] { + color: #87AF87 +} + +div.highlight .-Color[class*=-BGC108] { + background-color: #87AF87 +} + +div.highlight .-Color[class*=-C109] { + color: #87AFAF +} + +div.highlight .-Color[class*=-BGC109] { + background-color: #87AFAF +} + +div.highlight .-Color[class*=-C110] { + color: #87AFD7 +} + +div.highlight .-Color[class*=-BGC110] { + background-color: #87AFD7 +} + +div.highlight .-Color[class*=-C111] { + color: #87AFFF +} + +div.highlight .-Color[class*=-BGC111] { + background-color: #87AFFF +} + +div.highlight .-Color[class*=-C112] { + color: #87D700 +} + +div.highlight .-Color[class*=-BGC112] { + background-color: #87D700 +} + +div.highlight .-Color[class*=-C113] { + color: #87D75F +} + +div.highlight .-Color[class*=-BGC113] { + background-color: #87D75F +} + +div.highlight .-Color[class*=-C114] { + color: #87D787 +} + +div.highlight .-Color[class*=-BGC114] { + background-color: #87D787 +} + +div.highlight .-Color[class*=-C115] { + color: #87D7AF +} + +div.highlight .-Color[class*=-BGC115] { + background-color: #87D7AF +} + +div.highlight .-Color[class*=-C116] { + color: #87D7D7 +} + +div.highlight .-Color[class*=-BGC116] { + background-color: #87D7D7 +} + +div.highlight .-Color[class*=-C117] { + color: #87D7FF +} + +div.highlight .-Color[class*=-BGC117] { + background-color: #87D7FF +} + +div.highlight .-Color[class*=-C118] { + color: #87FF00 +} + +div.highlight .-Color[class*=-BGC118] { + background-color: #87FF00 +} + +div.highlight .-Color[class*=-C119] { + color: #87FF5F +} + +div.highlight .-Color[class*=-BGC119] { + background-color: #87FF5F +} + +div.highlight .-Color[class*=-C120] { + color: #87FF87 +} + +div.highlight .-Color[class*=-BGC120] { + background-color: #87FF87 +} + +div.highlight .-Color[class*=-C121] { + color: #87FFAF +} + +div.highlight .-Color[class*=-BGC121] { + background-color: #87FFAF +} + +div.highlight .-Color[class*=-C122] { + color: #87FFD7 +} + +div.highlight .-Color[class*=-BGC122] { + background-color: #87FFD7 +} + +div.highlight .-Color[class*=-C123] { + color: #87FFFF +} + +div.highlight .-Color[class*=-BGC123] { + background-color: #87FFFF +} + +div.highlight .-Color[class*=-C124] { + color: #AF0000 +} + +div.highlight .-Color[class*=-BGC124] { + background-color: #AF0000 +} + +div.highlight .-Color[class*=-C125] { + color: #AF005F +} + +div.highlight .-Color[class*=-BGC125] { + background-color: #AF005F +} + +div.highlight .-Color[class*=-C126] { + color: #AF0087 +} + +div.highlight .-Color[class*=-BGC126] { + background-color: #AF0087 +} + +div.highlight .-Color[class*=-C127] { + color: #AF00AF +} + +div.highlight .-Color[class*=-BGC127] { + background-color: #AF00AF +} + +div.highlight .-Color[class*=-C128] { + color: #AF00D7 +} + +div.highlight .-Color[class*=-BGC128] { + background-color: #AF00D7 +} + +div.highlight .-Color[class*=-C129] { + color: #AF00FF +} + +div.highlight .-Color[class*=-BGC129] { + background-color: #AF00FF +} + +div.highlight .-Color[class*=-C130] { + color: #AF5F00 +} + +div.highlight .-Color[class*=-BGC130] { + background-color: #AF5F00 +} + +div.highlight .-Color[class*=-C131] { + color: #AF5F5F +} + +div.highlight .-Color[class*=-BGC131] { + background-color: #AF5F5F +} + +div.highlight .-Color[class*=-C132] { + color: #AF5F87 +} + +div.highlight .-Color[class*=-BGC132] { + background-color: #AF5F87 +} + +div.highlight .-Color[class*=-C133] { + color: #AF5FAF +} + +div.highlight .-Color[class*=-BGC133] { + background-color: #AF5FAF +} + +div.highlight .-Color[class*=-C134] { + color: #AF5FD7 +} + +div.highlight .-Color[class*=-BGC134] { + background-color: #AF5FD7 +} + +div.highlight .-Color[class*=-C135] { + color: #AF5FFF +} + +div.highlight .-Color[class*=-BGC135] { + background-color: #AF5FFF +} + +div.highlight .-Color[class*=-C136] { + color: #AF8700 +} + +div.highlight .-Color[class*=-BGC136] { + background-color: #AF8700 +} + +div.highlight .-Color[class*=-C137] { + color: #AF875F +} + +div.highlight .-Color[class*=-BGC137] { + background-color: #AF875F +} + +div.highlight .-Color[class*=-C138] { + color: #AF8787 +} + +div.highlight .-Color[class*=-BGC138] { + background-color: #AF8787 +} + +div.highlight .-Color[class*=-C139] { + color: #AF87AF +} + +div.highlight .-Color[class*=-BGC139] { + background-color: #AF87AF +} + +div.highlight .-Color[class*=-C140] { + color: #AF87D7 +} + +div.highlight .-Color[class*=-BGC140] { + background-color: #AF87D7 +} + +div.highlight .-Color[class*=-C141] { + color: #AF87FF +} + +div.highlight .-Color[class*=-BGC141] { + background-color: #AF87FF +} + +div.highlight .-Color[class*=-C142] { + color: #AFAF00 +} + +div.highlight .-Color[class*=-BGC142] { + background-color: #AFAF00 +} + +div.highlight .-Color[class*=-C143] { + color: #AFAF5F +} + +div.highlight .-Color[class*=-BGC143] { + background-color: #AFAF5F +} + +div.highlight .-Color[class*=-C144] { + color: #AFAF87 +} + +div.highlight .-Color[class*=-BGC144] { + background-color: #AFAF87 +} + +div.highlight .-Color[class*=-C145] { + color: #AFAFAF +} + +div.highlight .-Color[class*=-BGC145] { + background-color: #AFAFAF +} + +div.highlight .-Color[class*=-C146] { + color: #AFAFD7 +} + +div.highlight .-Color[class*=-BGC146] { + background-color: #AFAFD7 +} + +div.highlight .-Color[class*=-C147] { + color: #AFAFFF +} + +div.highlight .-Color[class*=-BGC147] { + background-color: #AFAFFF +} + +div.highlight .-Color[class*=-C148] { + color: #AFD700 +} + +div.highlight .-Color[class*=-BGC148] { + background-color: #AFD700 +} + +div.highlight .-Color[class*=-C149] { + color: #AFD75F +} + +div.highlight .-Color[class*=-BGC149] { + background-color: #AFD75F +} + +div.highlight .-Color[class*=-C150] { + color: #AFD787 +} + +div.highlight .-Color[class*=-BGC150] { + background-color: #AFD787 +} + +div.highlight .-Color[class*=-C151] { + color: #AFD7AF +} + +div.highlight .-Color[class*=-BGC151] { + background-color: #AFD7AF +} + +div.highlight .-Color[class*=-C152] { + color: #AFD7D7 +} + +div.highlight .-Color[class*=-BGC152] { + background-color: #AFD7D7 +} + +div.highlight .-Color[class*=-C153] { + color: #AFD7FF +} + +div.highlight .-Color[class*=-BGC153] { + background-color: #AFD7FF +} + +div.highlight .-Color[class*=-C154] { + color: #AFFF00 +} + +div.highlight .-Color[class*=-BGC154] { + background-color: #AFFF00 +} + +div.highlight .-Color[class*=-C155] { + color: #AFFF5F +} + +div.highlight .-Color[class*=-BGC155] { + background-color: #AFFF5F +} + +div.highlight .-Color[class*=-C156] { + color: #AFFF87 +} + +div.highlight .-Color[class*=-BGC156] { + background-color: #AFFF87 +} + +div.highlight .-Color[class*=-C157] { + color: #AFFFAF +} + +div.highlight .-Color[class*=-BGC157] { + background-color: #AFFFAF +} + +div.highlight .-Color[class*=-C158] { + color: #AFFFD7 +} + +div.highlight .-Color[class*=-BGC158] { + background-color: #AFFFD7 +} + +div.highlight .-Color[class*=-C159] { + color: #AFFFFF +} + +div.highlight .-Color[class*=-BGC159] { + background-color: #AFFFFF +} + +div.highlight .-Color[class*=-C160] { + color: #D70000 +} + +div.highlight .-Color[class*=-BGC160] { + background-color: #D70000 +} + +div.highlight .-Color[class*=-C161] { + color: #D7005F +} + +div.highlight .-Color[class*=-BGC161] { + background-color: #D7005F +} + +div.highlight .-Color[class*=-C162] { + color: #D70087 +} + +div.highlight .-Color[class*=-BGC162] { + background-color: #D70087 +} + +div.highlight .-Color[class*=-C163] { + color: #D700AF +} + +div.highlight .-Color[class*=-BGC163] { + background-color: #D700AF +} + +div.highlight .-Color[class*=-C164] { + color: #D700D7 +} + +div.highlight .-Color[class*=-BGC164] { + background-color: #D700D7 +} + +div.highlight .-Color[class*=-C165] { + color: #D700FF +} + +div.highlight .-Color[class*=-BGC165] { + background-color: #D700FF +} + +div.highlight .-Color[class*=-C166] { + color: #D75F00 +} + +div.highlight .-Color[class*=-BGC166] { + background-color: #D75F00 +} + +div.highlight .-Color[class*=-C167] { + color: #D75F5F +} + +div.highlight .-Color[class*=-BGC167] { + background-color: #D75F5F +} + +div.highlight .-Color[class*=-C168] { + color: #D75F87 +} + +div.highlight .-Color[class*=-BGC168] { + background-color: #D75F87 +} + +div.highlight .-Color[class*=-C169] { + color: #D75FAF +} + +div.highlight .-Color[class*=-BGC169] { + background-color: #D75FAF +} + +div.highlight .-Color[class*=-C170] { + color: #D75FD7 +} + +div.highlight .-Color[class*=-BGC170] { + background-color: #D75FD7 +} + +div.highlight .-Color[class*=-C171] { + color: #D75FFF +} + +div.highlight .-Color[class*=-BGC171] { + background-color: #D75FFF +} + +div.highlight .-Color[class*=-C172] { + color: #D78700 +} + +div.highlight .-Color[class*=-BGC172] { + background-color: #D78700 +} + +div.highlight .-Color[class*=-C173] { + color: #D7875F +} + +div.highlight .-Color[class*=-BGC173] { + background-color: #D7875F +} + +div.highlight .-Color[class*=-C174] { + color: #D78787 +} + +div.highlight .-Color[class*=-BGC174] { + background-color: #D78787 +} + +div.highlight .-Color[class*=-C175] { + color: #D787AF +} + +div.highlight .-Color[class*=-BGC175] { + background-color: #D787AF +} + +div.highlight .-Color[class*=-C176] { + color: #D787D7 +} + +div.highlight .-Color[class*=-BGC176] { + background-color: #D787D7 +} + +div.highlight .-Color[class*=-C177] { + color: #D787FF +} + +div.highlight .-Color[class*=-BGC177] { + background-color: #D787FF +} + +div.highlight .-Color[class*=-C178] { + color: #D7AF00 +} + +div.highlight .-Color[class*=-BGC178] { + background-color: #D7AF00 +} + +div.highlight .-Color[class*=-C179] { + color: #D7AF5F +} + +div.highlight .-Color[class*=-BGC179] { + background-color: #D7AF5F +} + +div.highlight .-Color[class*=-C180] { + color: #D7AF87 +} + +div.highlight .-Color[class*=-BGC180] { + background-color: #D7AF87 +} + +div.highlight .-Color[class*=-C181] { + color: #D7AFAF +} + +div.highlight .-Color[class*=-BGC181] { + background-color: #D7AFAF +} + +div.highlight .-Color[class*=-C182] { + color: #D7AFD7 +} + +div.highlight .-Color[class*=-BGC182] { + background-color: #D7AFD7 +} + +div.highlight .-Color[class*=-C183] { + color: #D7AFFF +} + +div.highlight .-Color[class*=-BGC183] { + background-color: #D7AFFF +} + +div.highlight .-Color[class*=-C184] { + color: #D7D700 +} + +div.highlight .-Color[class*=-BGC184] { + background-color: #D7D700 +} + +div.highlight .-Color[class*=-C185] { + color: #D7D75F +} + +div.highlight .-Color[class*=-BGC185] { + background-color: #D7D75F +} + +div.highlight .-Color[class*=-C186] { + color: #D7D787 +} + +div.highlight .-Color[class*=-BGC186] { + background-color: #D7D787 +} + +div.highlight .-Color[class*=-C187] { + color: #D7D7AF +} + +div.highlight .-Color[class*=-BGC187] { + background-color: #D7D7AF +} + +div.highlight .-Color[class*=-C188] { + color: #D7D7D7 +} + +div.highlight .-Color[class*=-BGC188] { + background-color: #D7D7D7 +} + +div.highlight .-Color[class*=-C189] { + color: #D7D7FF +} + +div.highlight .-Color[class*=-BGC189] { + background-color: #D7D7FF +} + +div.highlight .-Color[class*=-C190] { + color: #D7FF00 +} + +div.highlight .-Color[class*=-BGC190] { + background-color: #D7FF00 +} + +div.highlight .-Color[class*=-C191] { + color: #D7FF5F +} + +div.highlight .-Color[class*=-BGC191] { + background-color: #D7FF5F +} + +div.highlight .-Color[class*=-C192] { + color: #D7FF87 +} + +div.highlight .-Color[class*=-BGC192] { + background-color: #D7FF87 +} + +div.highlight .-Color[class*=-C193] { + color: #D7FFAF +} + +div.highlight .-Color[class*=-BGC193] { + background-color: #D7FFAF +} + +div.highlight .-Color[class*=-C194] { + color: #D7FFD7 +} + +div.highlight .-Color[class*=-BGC194] { + background-color: #D7FFD7 +} + +div.highlight .-Color[class*=-C195] { + color: #D7FFFF +} + +div.highlight .-Color[class*=-BGC195] { + background-color: #D7FFFF +} + +div.highlight .-Color[class*=-C196] { + color: #FF0000 +} + +div.highlight .-Color[class*=-BGC196] { + background-color: #FF0000 +} + +div.highlight .-Color[class*=-C197] { + color: #FF005F +} + +div.highlight .-Color[class*=-BGC197] { + background-color: #FF005F +} + +div.highlight .-Color[class*=-C198] { + color: #FF0087 +} + +div.highlight .-Color[class*=-BGC198] { + background-color: #FF0087 +} + +div.highlight .-Color[class*=-C199] { + color: #FF00AF +} + +div.highlight .-Color[class*=-BGC199] { + background-color: #FF00AF +} + +div.highlight .-Color[class*=-C200] { + color: #FF00D7 +} + +div.highlight .-Color[class*=-BGC200] { + background-color: #FF00D7 +} + +div.highlight .-Color[class*=-C201] { + color: #FF00FF +} + +div.highlight .-Color[class*=-BGC201] { + background-color: #FF00FF +} + +div.highlight .-Color[class*=-C202] { + color: #FF5F00 +} + +div.highlight .-Color[class*=-BGC202] { + background-color: #FF5F00 +} + +div.highlight .-Color[class*=-C203] { + color: #FF5F5F +} + +div.highlight .-Color[class*=-BGC203] { + background-color: #FF5F5F +} + +div.highlight .-Color[class*=-C204] { + color: #FF5F87 +} + +div.highlight .-Color[class*=-BGC204] { + background-color: #FF5F87 +} + +div.highlight .-Color[class*=-C205] { + color: #FF5FAF +} + +div.highlight .-Color[class*=-BGC205] { + background-color: #FF5FAF +} + +div.highlight .-Color[class*=-C206] { + color: #FF5FD7 +} + +div.highlight .-Color[class*=-BGC206] { + background-color: #FF5FD7 +} + +div.highlight .-Color[class*=-C207] { + color: #FF5FFF +} + +div.highlight .-Color[class*=-BGC207] { + background-color: #FF5FFF +} + +div.highlight .-Color[class*=-C208] { + color: #FF8700 +} + +div.highlight .-Color[class*=-BGC208] { + background-color: #FF8700 +} + +div.highlight .-Color[class*=-C209] { + color: #FF875F +} + +div.highlight .-Color[class*=-BGC209] { + background-color: #FF875F +} + +div.highlight .-Color[class*=-C210] { + color: #FF8787 +} + +div.highlight .-Color[class*=-BGC210] { + background-color: #FF8787 +} + +div.highlight .-Color[class*=-C211] { + color: #FF87AF +} + +div.highlight .-Color[class*=-BGC211] { + background-color: #FF87AF +} + +div.highlight .-Color[class*=-C212] { + color: #FF87D7 +} + +div.highlight .-Color[class*=-BGC212] { + background-color: #FF87D7 +} + +div.highlight .-Color[class*=-C213] { + color: #FF87FF +} + +div.highlight .-Color[class*=-BGC213] { + background-color: #FF87FF +} + +div.highlight .-Color[class*=-C214] { + color: #FFAF00 +} + +div.highlight .-Color[class*=-BGC214] { + background-color: #FFAF00 +} + +div.highlight .-Color[class*=-C215] { + color: #FFAF5F +} + +div.highlight .-Color[class*=-BGC215] { + background-color: #FFAF5F +} + +div.highlight .-Color[class*=-C216] { + color: #FFAF87 +} + +div.highlight .-Color[class*=-BGC216] { + background-color: #FFAF87 +} + +div.highlight .-Color[class*=-C217] { + color: #FFAFAF +} + +div.highlight .-Color[class*=-BGC217] { + background-color: #FFAFAF +} + +div.highlight .-Color[class*=-C218] { + color: #FFAFD7 +} + +div.highlight .-Color[class*=-BGC218] { + background-color: #FFAFD7 +} + +div.highlight .-Color[class*=-C219] { + color: #FFAFFF +} + +div.highlight .-Color[class*=-BGC219] { + background-color: #FFAFFF +} + +div.highlight .-Color[class*=-C220] { + color: #FFD700 +} + +div.highlight .-Color[class*=-BGC220] { + background-color: #FFD700 +} + +div.highlight .-Color[class*=-C221] { + color: #FFD75F +} + +div.highlight .-Color[class*=-BGC221] { + background-color: #FFD75F +} + +div.highlight .-Color[class*=-C222] { + color: #FFD787 +} + +div.highlight .-Color[class*=-BGC222] { + background-color: #FFD787 +} + +div.highlight .-Color[class*=-C223] { + color: #FFD7AF +} + +div.highlight .-Color[class*=-BGC223] { + background-color: #FFD7AF +} + +div.highlight .-Color[class*=-C224] { + color: #FFD7D7 +} + +div.highlight .-Color[class*=-BGC224] { + background-color: #FFD7D7 +} + +div.highlight .-Color[class*=-C225] { + color: #FFD7FF +} + +div.highlight .-Color[class*=-BGC225] { + background-color: #FFD7FF +} + +div.highlight .-Color[class*=-C226] { + color: #FFFF00 +} + +div.highlight .-Color[class*=-BGC226] { + background-color: #FFFF00 +} + +div.highlight .-Color[class*=-C227] { + color: #FFFF5F +} + +div.highlight .-Color[class*=-BGC227] { + background-color: #FFFF5F +} + +div.highlight .-Color[class*=-C228] { + color: #FFFF87 +} + +div.highlight .-Color[class*=-BGC228] { + background-color: #FFFF87 +} + +div.highlight .-Color[class*=-C229] { + color: #FFFFAF +} + +div.highlight .-Color[class*=-BGC229] { + background-color: #FFFFAF +} + +div.highlight .-Color[class*=-C230] { + color: #FFFFD7 +} + +div.highlight .-Color[class*=-BGC230] { + background-color: #FFFFD7 +} + +div.highlight .-Color[class*=-C231] { + color: #FFFFFF +} + +div.highlight .-Color[class*=-BGC231] { + background-color: #FFFFFF +} + +div.highlight .-Color[class*=-C232] { + color: #080808 +} + +div.highlight .-Color[class*=-BGC232] { + background-color: #080808 +} + +div.highlight .-Color[class*=-C233] { + color: #121212 +} + +div.highlight .-Color[class*=-BGC233] { + background-color: #121212 +} + +div.highlight .-Color[class*=-C234] { + color: #1C1C1C +} + +div.highlight .-Color[class*=-BGC234] { + background-color: #1C1C1C +} + +div.highlight .-Color[class*=-C235] { + color: #262626 +} + +div.highlight .-Color[class*=-BGC235] { + background-color: #262626 +} + +div.highlight .-Color[class*=-C236] { + color: #303030 +} + +div.highlight .-Color[class*=-BGC236] { + background-color: #303030 +} + +div.highlight .-Color[class*=-C237] { + color: #3A3A3A +} + +div.highlight .-Color[class*=-BGC237] { + background-color: #3A3A3A +} + +div.highlight .-Color[class*=-C238] { + color: #444444 +} + +div.highlight .-Color[class*=-BGC238] { + background-color: #444444 +} + +div.highlight .-Color[class*=-C239] { + color: #4E4E4E +} + +div.highlight .-Color[class*=-BGC239] { + background-color: #4E4E4E +} + +div.highlight .-Color[class*=-C240] { + color: #585858 +} + 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+"use strict"; + +/** + * Simple result scoring code. + */ +if (typeof Scorer === "undefined") { + var Scorer = { + // Implement the following function to further tweak the score for each result + // The function takes a result array [docname, title, anchor, descr, score, filename] + // and returns the new score. + /* + score: result => { + const [docname, title, anchor, descr, score, filename] = result + return score + }, + */ + + // query matches the full name of an object + objNameMatch: 11, + // or matches in the last dotted part of the object name + objPartialMatch: 6, + // Additive scores depending on the priority of the object + objPrio: { + 0: 15, // used to be importantResults + 1: 5, // used to be objectResults + 2: -5, // used to be unimportantResults + }, + // Used when the priority is not in the mapping. + objPrioDefault: 0, + + // query found in title + title: 15, + partialTitle: 7, + // query found in terms + term: 5, + partialTerm: 2, + }; +} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = docUrlRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = docUrlRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/doc/build/html/_static/sphinx_highlight.js b/doc/build/html/_static/sphinx_highlight.js new file mode 100644 index 0000000..aae669d --- /dev/null +++ b/doc/build/html/_static/sphinx_highlight.js @@ -0,0 +1,144 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + parent.insertBefore( + span, + parent.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '" + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(SphinxHighlight.highlightSearchWords); +_ready(SphinxHighlight.initEscapeListener); diff --git a/doc/build/html/genindex.html b/doc/build/html/genindex.html new file mode 100644 index 0000000..7b36dde --- /dev/null +++ b/doc/build/html/genindex.html @@ -0,0 +1,107 @@ + + + + + + Index — Genes2Genes v1.0 documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
  • + +
  • +
  • +
+
+
+
+
+ + +

Index

+ +
+ +
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Dinithi Sumanaweera, Teichmann Lab.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/doc/build/html/index.html b/doc/build/html/index.html new file mode 100644 index 0000000..c28c032 --- /dev/null +++ b/doc/build/html/index.html @@ -0,0 +1,201 @@ + + + + + + + Genes2Genes — Genes2Genes v1.0 documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Genes2Genes

+

A framework for single-cell pseudotime trajectory alignment

+ +

Genes2Genes (G2G) is a new Python framework for aligning single-cell pseudotime trajectories of gene expression between any reference and query for a pairwise comparison such as:

+
+
    +
  • Organoid vs. Reference tissue

  • +
  • Control vs. Treatment

  • +
  • Healthy vs. Disease

  • +
+
+
+

Trajectory alignment: What & Why?

+

A single-cell trajectory describes the transcriptomic state of cells along some axis of progression (such as time), due to undergoing some dynamic process (e.g. cell differentiation, treatment response, or disease infection). Given an scRNA-seq profile, there are various tools available today to infer such trajectory by estimating a pseudo ordering of the cells along an axis, commonly referred to as ‘pseudotime’. The pseudotime axis of a trajectory can be descritized to represent it as a sequence of discrete time points. Given two such discrete pseudotime sequences of two trajectories, a pairwise alignment between them defines a non-linear mapping between their time points. This mapping could have 1-to-1 matches as well as 1-to-many/many-to-1 matches (a.k.a warps) between the time points, while unmapping the time points which have significantly different transcriptomic states. Below is an example visualization of two cell differentiation trajectories.

+What is trajectory alignment? +

For two trajectories representing single lineages as above, G2G generates an optimal pairwise trajectory alignment that captures the matches and mismatches between their time points in sequential order, allowing a user to quantify the degree of similarity between them.

+Example mapping +
+

+
+

G2G defines 5 different states of alignment between any two R and Q time points, corresponding to all possible match and mismatch states. They are: 1-to-1 match (M), 1-to-many match (V), many-to-1 match (W), insertion (I) and deletion (D). Here, I or D refer to a mismatched time point in Q or R, respectively. These states jointly cover the alignment states defined in classical dynamic time warping and biological sequence alignment.

+5 states of alignment +
+

+
+

Accordingly, we can describe any trajectory alignment as a 5-state alignment string. For example, the 5-state alignment string of the above illustrated trajectory alignment is:

+
IIIMMMWWWIIIDDDMMMIIIIDDDD
+
+
+

This G2G alignment string enables us to identify the time regions of match and mismatch along the trajectories. For instance, we can interpret the above illustrated alignment as follow – R and Q trajectories have mid and late mismatches, with the early stage of Q being mismatched, yet starting to match to the early stage of R at the middle of Q’s trajectory. Overall, there are 9 R and Q pseudotime pairs getting matched (with 34.62% alignment similarity).

+
+
+

Outputs from Genes2Genes

+

Given an scRNA-seq dataset with their pseudotime estimates and a specified set of genes (e.g. all transcription factors, highly variable genes, biological/signaling pathway genes), G2G generates fully-descriptive alignments for each gene (i.e. gene-level alignment), as well as an average (aggregate) alignment (i.e. cell-level alignment) across all genes.

+

Below is an example gene-level alignment of the gene JUNB in T cell differentiation between a pan-fetal reference and an artificial thymic organoid system:

+Example gene-level alignment? +
+

+
+
IIIIIDMMMMMMMMIDDDDD
+
+
+

Each gene-level alignment carries its 5-state string, an alignment similarity percentage statistic, and the optimal alignment cost (in nits – the unit measure of information). For the above gene, the aligment similarity is 40%, and the total cost of alignment is 53.47 nits. When the degree of difference in gene expression between the reference and query is high, the alignment cost will also be high.

+

G2G uses the inferred gene-level alignments to inform:

+
    +
  1. The degree of similarity between the two profiles as an average percentage of alignment similarity across all the genes tested,

  2. +
  3. An aggregate cell-level alignment across all genes to inform the average states of match and mismatch between the two profiles (again represented by a 5-state string),

  4. +
  5. A ranked list of genes across time (from the most distant to most similar) based on their alignment similarity percentage statistic,

  6. +
  7. The diversity of different alignment patterns in genes, by clustering gene-level alignments to identify different matching and mismatching patterns along time,

  8. +
+

between the two single-cell reference and query profiles in comparison.

+

For further downstream analysis, G2G provides a wrapper function to check gene-set overrepresentation analysis of the identified gene-clusters and the list of the top distant (differentially-expressed) genes across time, using GSEApy Enrichr interface. The user is also able to compute an average alignment across any gene subset of their interest.

+

Note: G2G has been developed only for single-lineage trajectory comparison. In the case of a trajectory with multiple branches, we recommend separating out the singe-lineage branches before any pairwise comparison.

+
+
+

Our approach to trajectory alignment

+

We employ a dynamic programming (DP) based algorithm that can capture both matches and mismatches in gene expression in a unified way. This combines the classical Gotoh’s algorithm for biological sequence alignment with dynamic time warping. Our DP algorithm uses a Bayesian information-theoretic scoring scheme based on the minimum message length criterion to generate an optimal alignment between two gene trajectories. This scheme evaluates the distributional similarity of gene expression between R and Q for each pair of time points, in terms of both their mean and variance of expression modelled as Gaussian distributions. +For more details on the methods, please see our manuscript.

+
+
+
+

Getting started

+

For now, G2G needs to be installed from GitHub:

+
pip install git+https://github.com/Teichlab/Genes2Genes.git
+
+
+

The package will be made available soon on PyPi.

+

Input to Gene2Genes

+

G2G takes reference and query input data as anndata objects, where each adata object has:

+
    +
  • log1p normalised gene expression stored at adata.X

  • +
  • pseudotime estimates of the cells stored as adata.obs['time']

  • +
+

The user can estimate pseudotime of the cells in their datasets using any suitable method available (such as Diffusion pseudotime, Palantir, GPLVM, Monocle etc.). +For better visualisation and interpretation of the alignment results, we recommend the data to be annotated with their cell types (manually and/or using an automatic annotation tool such as CellTypist).

+

Please refer to our Tutorial for an example analysis between a reference and query dataset from literature.

+
+
+

Citing Genes2Genes

+

Our manuscript is currently available as a preprint at bioRxiv:

+

Sumanaweera, D., Suo, C., Cujba, A.M., Muraro, D., Dann, E., Polanski, K., Steemers, A.S., Lee, W., Oliver, A.J., Park, J.E. and Meyer, K.B., 2023. Gene-level alignment of single cell trajectories informs the progression of in vitro T cell differentiation. bioRxiv, pp.2023-03.

+
+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Dinithi Sumanaweera, Teichmann Lab.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/doc/build/html/notebooks/G2G_Tutorial.html b/doc/build/html/notebooks/G2G_Tutorial.html new file mode 100644 index 0000000..561d1be --- /dev/null +++ b/doc/build/html/notebooks/G2G_Tutorial.html @@ -0,0 +1,1364 @@ + + + + + + + Min max normalize the pseudotime — Genes2Genes v1.0 documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+
+
import anndata
+import numpy as np
+import seaborn as sb
+import matplotlib.pyplot as plt
+import platform
+from optbinning import ContinuousOptimalBinning
+
+import Main
+import VisualUtils
+import ClusterUtils
+import TimeSeriesPreprocessor
+import PathwayAnalyserV2
+
+print(platform.python_version())
+
+
+
+
+
---------------------------------------------------------------------------
+ModuleNotFoundError                       Traceback (most recent call last)
+Input In [1], in <cell line: 6>()
+      4 import matplotlib.pyplot as plt
+      5 import platform
+----> 6 from optbinning import ContinuousOptimalBinning
+      8 import Main
+      9 import VisualUtils
+
+ModuleNotFoundError: No module named 'optbinning'
+
+
+
+
+

Load the reference and query anndata objects

+
+
+
input_dir = 'data/'
+adata_ref = anndata.read_h5ad(input_dir + 'adata_pam_local.h5ad') # PAM dataset
+adata_query = anndata.read_h5ad(input_dir +'adata_lps_local.h5ad') # LPS dataset
+
+
+
+
+
+
+
print(adata_ref)
+print(adata_query)
+
+
+
+
+
AnnData object with n_obs × n_vars = 179 × 89
+    obs: 'time'
+AnnData object with n_obs × n_vars = 290 × 89
+    obs: 'time'
+
+
+
+
+
+

Min max normalize the pseudotime

+
+
+
# check the current range
+print(min(adata_ref.obs['time']), max(adata_ref.obs['time']))
+print(min(adata_query.obs['time']), max(adata_query.obs['time']))
+
+# if it does not follow [0,1] range, run below
+adata_ref.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_ref.obs['time']))
+adata_query.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_query.obs['time']))
+
+
+
+
+
0.0 1.0
+0.0 1.0
+
+
+
+
+
+
+
# Visualize the pseudotime distributions
+sb.kdeplot(adata_ref.obs['time'], fill=True, label='PAM', color='forestgreen') 
+sb.kdeplot(adata_query.obs['time'], fill=True, label='LPS', color='midnightblue'); 
+plt.xlabel('pseudotime'); plt.legend(); plt.show()
+
+
+
+
+../_images/9f89830ecc564797d3b60b6b15f2bb6f522db808f9a2c22df9b53f0a2a67673c.png +
+
+
+
+

Check the number of bins in the optimal binning structure using OptBinning package

+
+
+
x = np.asarray(adata_ref.obs.time)
+optb = ContinuousOptimalBinning(name='pseudotime', dtype="numerical")
+optb.fit(x, x)
+print(len(optb.splits))
+
+x = np.asarray(adata_query.obs.time)
+optb = ContinuousOptimalBinning(name='pseudotime', dtype="numerical")
+optb.fit(x, x)
+print(len(optb.splits))
+
+
+
+
+
14
+14
+
+
+
+
+

OptBinning estimates 14 optimal number of splits for both reference and query pseudotime distributions. Therefore we choose the same number of interpolation points.

+
+
+

Visualize the interpolation binning structure in terms of the cell type composition

+

For this dataset, we use the author-given time annotations (1h,2h,4h,6h) as the cell-type annotations.

+
+
+
adata_ref.obs['annotation'] = [x.split('_')[1] for x in adata_ref.obs_names] 
+adata_query.obs['annotation'] = [x.split('_')[1] for x in adata_query.obs_names] 
+
+
+
+
+

Next we define a colormap of our choice for these annotations, and call the below function.

+
+
+
col = np.array(sb.color_palette('colorblind'))[range(4)]
+joint_cmap={'1h':col[0], '2h':col[1] , '4h':col[2] , '6h':col[3]}
+vs = VisualUtils.VisualUtils.get_celltype_composition_across_time(adata_ref, adata_query, n_points=14, 
+                                     ANNOTATION_COLNAME='annotation', optimal_binning=False, ref_cmap=joint_cmap, query_cmap=joint_cmap)
+
+
+
+
+
# trying max n points for optimal binning = 14
+====================================================
+Optimal equal number of bins for R and Q =  14
+
+
+../_images/1249cf2744ee0e02646e34175d71b6a67f9c42accae56a668d19e0b7878125e1.png +../_images/0f49cc6ea04e7560f7e38ef277c43c473fb2c114edb9c923ec54746560932631.png +../_images/c95cfd82d0a7db3db68f4105f9a6b9452a5d98606745711b11a9f9a91cc1ebfe.png +
+
+
+
+

Run G2G alignment

+

We can now run Gene-level alignment for all 89 genes in the PAM and LPS datasets

+
+
+
gene_list = adata_ref.var_names 
+print(len(gene_list))
+
+
+
+
+
89
+
+
+
+
+

This is done by first creating an aligner object, passing and setting all relevant parameters. +Next we align all gene pairs. (This step is parallelizing indepedenent gene-alignments to make the process time-efficient, however the computational time for an individual alignment will increase as the number of cells and/or the number of interpolation time points increase.

+
+
+
aligner = Main.RefQueryAligner(adata_ref, adata_query, gene_list, len(vs.optimal_bining_S))
+aligner.WEIGHT_BY_CELL_DENSITY = True
+aligner.WINDOW_SIZE=0.1
+aligner.state_params = [0.99,0.1,0.7]
+aligner.optimal_binning = True
+aligner.opt_binning_S = vs.optimal_bining_S
+aligner.opt_binning_T = vs.optimal_bining_T
+aligner.align_all_pairs() 
+
+
+
+
+
WINDOW_SIZE= 0.1
+
+
+
+
+

Now we can check the aggregate (average) alignment across all genes:

+
+
+
aligner.get_aggregate_alignment()
+
+
+
+
+
Average Alignment:  IDDDMMMMMMMMMIIIDID
+
+
+../_images/4df0fb434f256a77fbd87625bbb67dcf1d4eefaffc075b69e6d86b2c48c7c0ae.png +
+
+

We can also visualize this alignment in terms of cell-type composition

+
+
+
vs.visualize_gene_alignment("IDDDMMMMMMMMMIIIDID", cmap=joint_cmap)
+
+
+
+
+../_images/d11b5c10fdf30ee12f0ac9bf62662279b20b939402bac51e4535d3c62221aa56.png +
+
+

We can also visualize an individual gene (e.g. JUNB), displaying its alignment statistics

+
+
+
VisualUtils.show_gene_alignment('TNF', aligner, vs, joint_cmap)
+
+
+
+
+
DDDIDIDIDDDMMMMMIIIIIID
+Optimal alignment cost: 57.99 nits
+Alignment similarity percentage: 21.74 %
+
+
+../_images/cb9d014d5019323a6c8df2f4490e4989b92f057d56da3fa55630e9f4c66c6e19.png +../_images/5fdca400912538b8363649e2dba555b9f552160bed25ad93b6dfa30ca6062120.png +
+
+

To check only the cell plots of a gene alignment (e.g. SERTAD2)

+
+
+
VisualUtils.plotTimeSeries('SERTAD2', aligner, plot_cells=True)
+
+
+
+
+../_images/c33d27ce8286995c53cd6a7a98836cadf5656d37f278b032aebe6842729ea3f7.png +
+
+

The below attributes and functions can be used to examine any gene-alignment object

+
+
+
GENE = 'TNF'
+gene_obj = aligner.results_map[GENE]
+
+al = gene_obj.alignment_str
+print(al)
+print(VisualUtils.color_al_str(al)) 
+
+
+
+
+
DDDIDIDIDDDMMMMMIIIIIID
+DDDIDIDIDDDMMMMMIIIIIID
+
+
+
+
+
+
+
print(gene_obj.al_visual)
+
+
+
+
+
01234567890123456789012 Alignment index 
+012 3 4 56789012      3 Reference index
+***-*-*-********------*
+---*-*-*---***********-
+   0 1 2   34567890123  Query index
+DDDIDIDIDDDMMMMMIIIIIID 5-state string 
+
+
+
+
+
+
+
gene_obj.landscape_obj.plot_alignment_landscape()
+
+
+
+
+../_images/a918c2cd67d97aede6980dfc0dfea90a00647fd39f6428459a820fd078809147.png +
+
+
+
+

The alignment distribution across all genes

+

We can use the alignment similarity percentage statistic of genes to rank genes from highly distant to highly similar

+
+
+
df = aligner.get_stat_df() 
+
+
+
+
+
mean matched percentage: 
+50.39 %
+
+
+../_images/e57f23067cf79892be4203eaa502885c230fbc5fa7ceab708c80dfa868fec69f.png +
+
+
+
+
VisualUtils.plot_alignmentSim_vs_l2fc(df)
+
+
+
+
+../_images/e61f45f76bc238b5b30c279753d0ef2a9569dc5963df7686d832ee4c9f24eb31.png +
+
+
+
+
df
+
+
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Genealignment_similarity_percentageopt_alignment_costl2fccolorabs_l2fc
63CCRL20.217455.943685-0.487688red0.487688
77NFKBIA0.217454.673471-0.091748red0.091748
68NLRP30.217457.1775480.069058red0.069058
3TNF0.217457.990078-0.006439red0.006439
45C5AR10.272757.8582360.8711red0.8711
.....................
34NUP540.7530.7440630.012993green0.012993
15CD440.764728.366715-0.021366green0.021366
19PLAGL20.823531.807956-0.051268green0.051268
51ZSWIM40.823530.2145750.030379green0.030379
26SGMS20.866737.626682-0.020399green0.020399
+

89 rows × 6 columns

+
+
+
+
+

Run gene set overrepresentation analysis over the top k mismatching genes

+

Let us use 30% alignment similarity (=0.3) as a threshold in this case

+
+
+
topDEgenes = df[list(df['alignment_similarity_percentage'] <=0.3)]['Gene']
+topDEgenes
+
+
+
+
+
63      CCRL2
+77     NFKBIA
+68      NLRP3
+3         TNF
+45      C5AR1
+84    SPATA13
+33      CXCL2
+12     RALGDS
+31     INSIG1
+6       MALT1
+Name: Gene, dtype: object
+
+
+
+
+
+
+
pathway_df = PathwayAnalyserV2.run_overrepresentation_analysis(topDEgenes) # this is a wrapper function call for GSEAPy enrichr inferface
+pathway_df[pathway_df['Adjusted P-value']<0.001] 
+
+
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Gene_setTermOverlapP-valueAdjusted P-valueOld P-valueOld Adjusted P-valueOdds RatioCombined ScoreGenes-log10 Adjusted P-value-log10 FDR q-val
13KEGG_2021_HumanC-type lectin receptor signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;NLRP3;TNF;MALT15.1820205.182020
14KEGG_2021_HumanNF-kappa B signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;TNF;CXCL2;MALT15.1820205.182020
0MSigDB_Hallmark_2020TNF-alpha Signaling via NF-kB4/2001.944057e-060.0000130067.326531885.393278NFKBIA;CCRL2;TNF;CXCL24.8983784.898378
1MSigDB_Hallmark_2020Inflammatory Response4/2001.944057e-060.0000130067.326531885.393278NFKBIA;C5AR1;CCRL2;NLRP34.8983784.898378
15KEGG_2021_HumanNOD-like receptor signaling pathway4/1811.305897e-060.0000400074.6252351011.068962NFKBIA;NLRP3;TNF;CXCL24.3927294.392729
16KEGG_2021_HumanLipid and atherosclerosis4/2152.592326e-060.0000480062.492891803.843248NFKBIA;NLRP3;TNF;CXCL24.3161014.316101
17KEGG_2021_HumanLegionellosis3/572.596486e-060.00004800158.2222222034.951617NFKBIA;TNF;CXCL24.3161014.316101
18KEGG_2021_HumanCoronavirus disease4/2323.507534e-060.0000540057.783626725.796849NFKBIA;C5AR1;NLRP3;TNF4.2646664.264666
19KEGG_2021_HumanShigellosis4/2464.425543e-060.0000590054.402204670.676767NFKBIA;NLRP3;TNF;MALT14.2306494.230649
20KEGG_2021_HumanIL-17 signaling pathway3/941.177987e-050.0001370093.7158561063.592345NFKBIA;TNF;CXCL23.8634673.863467
21KEGG_2021_HumanT cell receptor signaling pathway3/1041.596141e-050.0001650084.394625932.167056NFKBIA;TNF;MALT13.7826883.782688
22KEGG_2021_HumanTNF signaling pathway3/1121.993521e-050.0001850078.169069846.025656NFKBIA;TNF;CXCL23.7318963.731896
23KEGG_2021_HumanYersinia infection3/1373.642707e-050.0003080063.505330649.037070NFKBIA;NLRP3;TNF3.5114853.511485
24KEGG_2021_HumanInfluenza A3/1727.174680e-050.0005560050.264582479.643099NFKBIA;NLRP3;TNF3.2548963.254896
25KEGG_2021_HumanPathogenic Escherichia coli infection3/1971.073310e-040.0007680043.731959399.692315NFKBIA;NLRP3;TNF3.1147353.114735
+
+
+
+
+

Clustering genes using their alignments

+

We first run cluster diagnostics to decide on a distance threshold with a good tradeoff between the number of clusters and the quality of structure. We use levenshtein distance metric

+
+
+
# Running experiment to determine the distance threshold with a good trade-off
+df = ClusterUtils.run_clustering(aligner, metric='levenshtein', experiment_mode=True) 
+
+
+
+
+
compute distance matrix
+using levenshtein distance metric
+
+
+
 68%|██████▊   | 67/99 [00:00<00:00, 248.94it/s]
+
+
+../_images/a26fdcf8a6a8dac35b6be3103d34a63301abebd8099ef415b6fb37c05291d90e.png +
+
+

We can inspect structures of distance thresholds that give local optimals of the mean silhouette score.

+
+
+
df[df['Mean Silhouette Score'] > 0.37].sort_values('Distance threshold', ascending=False)
+
+
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Distance thresholdMean Silhouette ScoreNumber of clusters
660.670.3712792.0
650.660.3712792.0
640.650.3712792.0
630.640.3712792.0
620.630.3712792.0
610.620.3712792.0
600.610.3712792.0
590.600.3958863.0
580.590.3958863.0
570.580.3958863.0
560.570.3958863.0
550.560.3919564.0
540.550.3919564.0
530.540.3919564.0
520.530.3919564.0
510.520.3919564.0
500.510.3919564.0
490.500.3919564.0
480.490.3919564.0
470.480.3919564.0
460.470.3919564.0
450.460.3919564.0
440.450.3919564.0
430.440.3919564.0
390.400.3741766.0
380.390.3741766.0
370.380.3741766.0
360.370.3749447.0
90.100.38471057.0
80.090.39838265.0
70.080.41573068.0
60.070.41573068.0
50.060.41573068.0
40.050.41573068.0
30.040.41573068.0
20.030.41573068.0
10.020.41573068.0
00.010.41573068.0
+
+
+

If we select distance threshold 0.37 which gives a local optimal of 0.3749 silhouette_score with 7 clusters

+
+
+
ClusterUtils.run_clustering(aligner, metric='levenshtein', DIST_THRESHOLD=0.37) 
+
+
+
+
+
compute distance matrix
+using levenshtein distance metric
+run agglomerative clustering |  0.37
+silhouette_score:  0.37494418907841714
+
+
+
+
+

Below visualizes all alignment paths in each cluster along with its number of genes

+
+
+
ClusterUtils.visualise_clusters(aligner,n_cols = 4, figsize= (10,6))
+
+
+
+
+../_images/ac99bfa573fced861e8c64a8641ff4621e879cafff89c1082a13d55a64e506d6.png +
+
+

Below is the Levenshtein distance heat map of all genes ordered based on the above clustering structure

+
+
+
VisualUtils.plot_distmap_with_clusters(aligner)
+
+
+
+
+../_images/58f3c09a4c27a161a12922d47eafa60f7e08d0879ce897dc6366bc05fe4d6ce3.png +
+
+

Print the cluster-specific aggregate (average) alignments for each cluster along with its number of genes

+
+
+
ClusterUtils.print_cluster_average_alignments(aligner)
+
+
+
+
+
cluster:  0 IDDDMMMMMMMMIIIIIDDD 18
+cluster:  1 IIIDIDIDIDIDDDMMMMMMM 3
+cluster:  2 IDDDMMMMMMMMMMIIDI 36
+cluster:  3 IDDDMMMMMIMVVVVVIDDDDD 12
+cluster:  4 IIIDDDDDDDMMMMMMIIIIID 12
+cluster:  5 IIIDIDIDDDDDDMMMMVMVVM 2
+cluster:  6 DDMMMMMMMMIIMMMM 6
+
+
+
+
+
+
+

Gene-set specific alignments

+

We can obtain the aggregate (average) alignment for any given gene subset in the aligner

+
+
+
GENE_SUBSET = gene_list[40:60]
+aligner.get_aggregate_alignment_for_subset(GENE_SUBSET )
+
+
+
+
+
Average Alignment:  IDDDMMMMMMMIIDIIIIDDD
+
+
+../_images/561939030134240ae731fdaf091e92c989c5dc668ccb71cab3fb1008ddadfc4c.png +
+
+

We can check aggregate alignment and statistics of a pathway gene set with below provided wrapper function calls to retrieve pathway gene sets

+
+
+
IGS = PathwayAnalyserV2.InterestingGeneSets(MSIGDB_PATH='../MSIGDB/msigdb7.5.1/')
+IGS.add_new_set_from_msigdb('hallmark', 'HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION', aligner.gene_list, 'EMT')   
+
+
+
+
+
+
+
PathwayAnalyserV2.get_pathway_alignment_stat(aligner, IGS.SETS['EMT'], 'EMT', cluster=True, FIGSIZE=(6,6))
+
+
+
+
+
mean matched percentage:  51.04 %
+mean matched percentage wrt ref:  64.29 %
+mean matched percentage wrt query:  67.14 %
+Average Alignment:  IDDDMMMMMMMMMMIMI
+Z-normalised Interpolated mean trends
+
+
+../_images/21bde91f0cf441f6e0b83164dc91ae20106399b58b59ea446fe1360130b89d59.png +../_images/72ff20b01b33de3342d3d0b25986dba1f16ca456780e54094b50ff646bcfe058.png +
+
+
+
+

Complementary functions

+

Show all alignments

+
+
+
aligner.show_ordered_alignments() 
+
+
+
+
+
Gene      Alignment
+--------  ------------------------
+PTAFR     MDDMMMMMMMMMMIIDI
+OSBPL3    MDMMMMMMVVVVVVDIDDDDD
+RFFL      MDDDMMMMMMMMMMIII
+TNFAIP2   MDDMMMMMMMIIDIIIIDDD
+SGMS2     DMMMMMMMMMMMMIM
+SLC16A10  DMMMMMMMMMMMIIIDD
+FPR1      DMMMMMMMMMIIDIIIDDD
+FAM20C    DMMMMMMMMDDDMMIIII
+CLEC4D    IMMDIDMMMMMMMIIIDDD
+TSHZ1     DDMMMMMMMVVVVVVIDDDDD
+IL1F9     DDMMMMMMMVVVVVVIDDDDD
+PSTPIP2   DDMMMMMMMVVVVVIDIDDDD
+RELA      DDMMMMMMMMMMMMII
+NUP54     DDMMMMMMMMMMMMII
+DDHD1     DDMMMMMMMMMMMMII
+NRP2      DDMMMMMMMMMMMIIID
+TREM1     DDMMMMMMMMMIIDIIIDD
+GRAMD1B   DDMMMMMMMMMIIMMM
+TOP1      DDMMMMMMMMIDIIIIIDDD
+ICOSL     DDMMMMMMMMIIMMMM
+DUSP16    DDMMMMMMMMIIMMMM
+PTPRE     DDMMMMMMMMIIIIIIDDDD
+LDLR      DDMMMMMMMMIIDIIIIDDD
+TNIP1     DDMMMMMMMMIIIIIIDDDD
+PLAGL2    DDDMMMMMMMMMMMVVV
+ZSWIM4    DDDMMMMMMMMMMMVVV
+ZC3H12C   DDDMMMMMMVVVVVVVIDDDDD
+AK150559  DDDMMMMMVVVVVVVVIDDDDDD
+F10       IDDMMMMVVVVVVVVIDDDDDDDD
+FAM108C   DDDMMMMMMMMMMMIII
+RBM7      DDDMMMMMMMMMMMIII
+RASA2     DDDMMMMMMMMMMMIII
+SLC25A37  DDDMMMMMMMMMMMIII
+IRAK-2    DDDMMMMMMMMMMIIIID
+PLEKHO2   DDDMMMMMMMMMMIIIID
+LCP2      DDDMMMMMMMMMIIIIIDD
+TRIM13    DDDMMMMMMMMMIIIMM
+PTX3      DDDMMMMMMIIIMMMMM
+SPATA13   IDDMMMMMMIDIIIIIIDDDDD
+BCL2L11   IDDMMMDMMMMMMMMII
+CD44      DDIDMMMMMMMMMMMVV
+AK163103  DDIDMMMMMMVVVVVVIDDDDD
+LZTFL1    DDIDMMMMMMVVVVVVIDDDDD
+IRAK3     DDIDMMMMMVVVVVVIIDDDDDD
+ARG2      DDIDMMMMMMMMMMMII
+ZEB2      DDIDMMMMMMMMMMIIID
+TLR2      DDIDMMMMMMMMMMIIID
+MCOLN2    DDIDMMMMMMMMMMIIID
+CPD       IDIDMMMMMMMMMIIIDDD
+RCAN1     DDDDMMMMMMMIIIMMMI
+PILRA     DDIDMMMMMMMIDIIIIIDDD
+ARHGEF3   DDIDMMMMMMMIIMMMM
+C5AR1     IIIDMMMMMMIIIIIDDDDDDD
+SLC39A14  DDIDMMMMMMDDMMMIIII
+CLCN7     DDDIDMMMMMMVVVVVVIDDDD
+BC031781  DDDIDMMMMMMMMMIIIID
+NUPR1     DDDIDMMMMMMMMMIIIID
+CDC42EP4  DDDIDMMMMMMMMMIIIID
+NFKBIE    DDDIDMMMMMMMMIIIMM
+PLSCR1    DDDIDMMMMMMMMIIIIIDD
+NCK1      DDDIDMMMMMMMMIIIMM
+ADORA2B   DDDIDMMMMMMMMIIIIIDD
+ORAI2     DDDIDMMMMMMMIIIIIIDDD
+KLF7      DDDIDMMMMMMMIIIIIIDDD
+NIACR1    DDDIDDMMMMVVVVVVVVIDDDDD
+PDE4B     DDDIDDMMMMMMMMMIIII
+SERTAD2   DDDIDDMMMMMMMMIIIIID
+CXCL1     DDDIDDMMMMMMMIIIIIIDD
+MPP5      DDDIDDMMMMMIIMMMIIID
+TGM2      DDDIDIDMMMMMMMMMIII
+PIP5K1A   IDDIDIDMMMMMMMMMIID
+FLRT3     DDDIDDDMMMMMMMMIIIII
+SOCS3     DDDIDDDDMMMVVVVVIMMMM
+TNFAIP3   DDDIDDDDMMMMMMMIIIIII
+RASGEF1B  DDDIDDDDMMMMMMMIIIIII
+SLC25A25  DDDIDDDDMMMMMMIIIIIIM
+INSIG1    DDDIDDDDMMMMMMIIIIIIID
+CXCL2     DDDIDIDDMMMMMMIIIIIIDD
+MALT1     DDDIDIDDDMMMMMMIIIIIID
+RALGDS    DDDIDIDDDMMMMMMIIIIIID
+H1F0      DDDIDIDIDMMMMMIIIMMM
+IL1A      DDDIDIDIDDMMMMMMMIIII
+NLRP3     DDDIDIDIDDMMMMMIIIIIIDD
+TNF       DDDIDIDIDDDMMMMMIIIIIID
+NFKBIA    DDDIDIDIDDDMMMMMIIIIIID
+PLK2      IIIDIDIDIDDDMMMMMMMID
+NFKBIZ    DDDIDIDDDDDIVVVVVVVDMMMM
+NFKBID    IIIDIDIDIDDDDMMMMMMMI
+CCRL2     IIIDIDIDIDIIIDDDDDMMMMM
+
+
+
30      PTAFR
+40     OSBPL3
+74       RFFL
+80    TNFAIP2
+26      SGMS2
+       ...   
+77     NFKBIA
+81       PLK2
+88     NFKBIZ
+46     NFKBID
+63      CCRL2
+Name: genes, Length: 89, dtype: object
+
+
+
+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Dinithi Sumanaweera, Teichmann Lab.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/doc/build/html/objects.inv b/doc/build/html/objects.inv new file mode 100644 index 0000000..a62d29e Binary files /dev/null and b/doc/build/html/objects.inv differ diff --git a/doc/build/html/reports/notebooks/G2G_Tutorial.err.log b/doc/build/html/reports/notebooks/G2G_Tutorial.err.log new file mode 100644 index 0000000..c82db1b --- /dev/null +++ b/doc/build/html/reports/notebooks/G2G_Tutorial.err.log @@ -0,0 +1,47 @@ +Traceback (most recent call last): + File "/opt/conda/lib/python3.8/site-packages/jupyter_cache/executors/utils.py", line 58, in single_nb_execution + executenb( + File "/opt/conda/lib/python3.8/site-packages/nbclient/client.py", line 1112, in execute + return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute() + File "/opt/conda/lib/python3.8/site-packages/nbclient/util.py", line 74, in wrapped + return just_run(coro(*args, **kwargs)) + File "/opt/conda/lib/python3.8/site-packages/nbclient/util.py", line 53, in just_run + return loop.run_until_complete(coro) + File "/opt/conda/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete + return future.result() + File "/opt/conda/lib/python3.8/site-packages/nbclient/client.py", line 553, in async_execute + await self.async_execute_cell( + File "/opt/conda/lib/python3.8/site-packages/nbclient/client.py", line 857, in async_execute_cell + self._check_raise_for_error(cell, exec_reply) + File "/opt/conda/lib/python3.8/site-packages/nbclient/client.py", line 760, in _check_raise_for_error + raise CellExecutionError.from_cell_and_msg(cell, exec_reply_content) +nbclient.exceptions.CellExecutionError: An error occurred while executing the following cell: +------------------ +import anndata +import numpy as np +import seaborn as sb +import matplotlib.pyplot as plt +import platform +from optbinning import ContinuousOptimalBinning + +import Main +import VisualUtils +import ClusterUtils +import TimeSeriesPreprocessor +import PathwayAnalyserV2 + +print(platform.python_version()) +------------------ + +--------------------------------------------------------------------------- +ModuleNotFoundError Traceback (most recent call last) +Input In [1], in () + 4 import matplotlib.pyplot as plt + 5 import platform +----> 6 from optbinning import ContinuousOptimalBinning + 8 import Main + 9 import VisualUtils + +ModuleNotFoundError: No module named 'optbinning' +ModuleNotFoundError: No module named 'optbinning' + diff --git a/doc/build/html/search.html b/doc/build/html/search.html new file mode 100644 index 0000000..5ae2bcd --- /dev/null +++ b/doc/build/html/search.html @@ -0,0 +1,122 @@ + + + + + + Search — Genes2Genes v1.0 documentation + + + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
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  • + +
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+
+
+
+
+ + + + +
+ +
+ +
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+
+ +
+ +
+

© Copyright 2023, Dinithi Sumanaweera, Teichmann Lab.

+
+ + Built with Sphinx using a + theme + provided by Read the Docs. + + +
+
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/doc/build/html/searchindex.js b/doc/build/html/searchindex.js new file mode 100644 index 0000000..d8c69cb --- /dev/null +++ b/doc/build/html/searchindex.js @@ -0,0 +1 @@ +Search.setIndex({"docnames": ["G2Gtutorial", "index", "notebooks/G2G_Tutorial"], "filenames": ["G2Gtutorial.rst", "index.rst", "notebooks/G2G_Tutorial.ipynb"], "titles": ["Tutorial", "Genes2Genes", "Min max normalize the pseudotime"], "terms": {"load": [0, 2], "refer": [0, 1, 2], "queri": [0, 1, 2], "dataset": [0, 1, 2], "A": [1, 2], "framework": 1, "singl": 1, "cell": 1, "pseudotim": 1, "g2g": 1, "i": [1, 2], "new": 1, "python": 1, "gene": 1, "express": 1, "between": [1, 2], "ani": [1, 2], "pairwis": 1, "comparison": 1, "organoid": 1, "v": [1, 2], "tissu": 1, "control": 1, "treatment": 1, "healthi": 1, "diseas": [1, 2], "describ": 1, "transcriptom": 1, "state": [1, 2], "along": [1, 2], "some": 1, "axi": 1, "progress": 1, "time": [1, 2], "due": 1, "undergo": 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"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplatform\u001b[39;00m\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01moptbinning\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ContinuousOptimalBinning\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mMain\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mVisualUtils\u001b[39;00m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'optbinning'" + ] + } + ], + "source": [ + "import anndata\n", + "import numpy as np\n", + "import seaborn as sb\n", + "import matplotlib.pyplot as plt\n", + "import platform\n", + "from optbinning import ContinuousOptimalBinning\n", + "\n", + "import Main\n", + "import VisualUtils\n", + "import ClusterUtils\n", + "import TimeSeriesPreprocessor\n", + "import PathwayAnalyserV2\n", + "\n", + "print(platform.python_version())" + ] + }, + { + "cell_type": "markdown", + "id": "correct-pottery", + "metadata": {}, + "source": [ + "Load the reference and query anndata objects" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "editorial-criterion", + "metadata": {}, + "outputs": [], + "source": [ + "input_dir = 'data/'\n", + "adata_ref = anndata.read_h5ad(input_dir + 'adata_pam_local.h5ad') # PAM dataset\n", + "adata_query = anndata.read_h5ad(input_dir +'adata_lps_local.h5ad') # LPS dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "perceived-purse", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AnnData object with n_obs × n_vars = 179 × 89\n", + " obs: 'time'\n", + "AnnData object with n_obs × n_vars = 290 × 89\n", + " obs: 'time'\n" + ] + } + ], + "source": [ + "print(adata_ref)\n", + "print(adata_query)" + ] + }, + { + "cell_type": "markdown", + "id": "split-identification", + "metadata": {}, + "source": [ + "### Min max normalize the pseudotime" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "accepted-message", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 1.0\n", + "0.0 1.0\n" + ] + } + ], + "source": [ + "# check the current range\n", + "print(min(adata_ref.obs['time']), max(adata_ref.obs['time']))\n", + "print(min(adata_query.obs['time']), max(adata_query.obs['time']))\n", + "\n", + "# if it does not follow [0,1] range, run below\n", + "adata_ref.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_ref.obs['time']))\n", + "adata_query.obs['time'] = TimeSeriesPreprocessor.Utils.minmax_normalise(np.asarray(adata_query.obs['time']))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "anticipated-advancement", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the pseudotime distributions\n", + "sb.kdeplot(adata_ref.obs['time'], fill=True, label='PAM', color='forestgreen') \n", + "sb.kdeplot(adata_query.obs['time'], fill=True, label='LPS', color='midnightblue'); \n", + "plt.xlabel('pseudotime'); plt.legend(); plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "brave-found", + "metadata": {}, + "source": [ + "### Check the number of bins in the optimal binning structure using OptBinning package" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "configured-rally", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14\n", + "14\n" + ] + } + ], + "source": [ + "x = np.asarray(adata_ref.obs.time)\n", + "optb = ContinuousOptimalBinning(name='pseudotime', dtype=\"numerical\")\n", + "optb.fit(x, x)\n", + "print(len(optb.splits))\n", + "\n", + "x = np.asarray(adata_query.obs.time)\n", + "optb = ContinuousOptimalBinning(name='pseudotime', dtype=\"numerical\")\n", + "optb.fit(x, x)\n", + "print(len(optb.splits))" + ] + }, + { + "cell_type": "markdown", + "id": "sustained-auction", + "metadata": {}, + "source": [ + "OptBinning estimates 14 optimal number of splits for both reference and query pseudotime distributions. Therefore we choose the same number of interpolation points." + ] + }, + { + "cell_type": "markdown", + "id": "careful-average", + "metadata": {}, + "source": [ + "### Visualize the interpolation binning structure in terms of the cell type composition \n", + "\n", + "For this dataset, we use the author-given time annotations (1h,2h,4h,6h) as the cell-type annotations. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "daily-english", + "metadata": {}, + "outputs": [], + "source": [ + "adata_ref.obs['annotation'] = [x.split('_')[1] for x in adata_ref.obs_names] \n", + "adata_query.obs['annotation'] = [x.split('_')[1] for x in adata_query.obs_names] " + ] + }, + { + "cell_type": "markdown", + "id": "realistic-performance", + "metadata": {}, + "source": [ + "Next we define a colormap of our choice for these annotations, and call the below function. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "heavy-safety", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# trying max n points for optimal binning = 14\n", + "====================================================\n", + "Optimal equal number of bins for R and Q = 14\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "col = np.array(sb.color_palette('colorblind'))[range(4)]\n", + "joint_cmap={'1h':col[0], '2h':col[1] , '4h':col[2] , '6h':col[3]}\n", + "vs = VisualUtils.VisualUtils.get_celltype_composition_across_time(adata_ref, adata_query, n_points=14, \n", + " ANNOTATION_COLNAME='annotation', optimal_binning=False, ref_cmap=joint_cmap, query_cmap=joint_cmap)" + ] + }, + { + "cell_type": "markdown", + "id": "lined-complexity", + "metadata": {}, + "source": [ + "### Run G2G alignment\n", + "\n", + "We can now run Gene-level alignment for all 89 genes in the PAM and LPS datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "interesting-finland", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "89\n" + ] + } + ], + "source": [ + "gene_list = adata_ref.var_names \n", + "print(len(gene_list))" + ] + }, + { + "cell_type": "markdown", + "id": "normal-colony", + "metadata": {}, + "source": [ + "This is done by first creating an aligner object, passing and setting all relevant parameters.\n", + "Next we align all gene pairs. (This step is parallelizing indepedenent gene-alignments to make the process time-efficient, however the computational time for an individual alignment will increase as the number of cells and/or the number of interpolation time points increase. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "democratic-frequency", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WINDOW_SIZE= 0.1\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "793a80e659c84f4783d1e40a698b6af5", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/89 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aligner.get_aggregate_alignment()" + ] + }, + { + "cell_type": "markdown", + "id": "liberal-preview", + "metadata": {}, + "source": [ + "We can also visualize this alignment in terms of cell-type composition" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "timely-characterization", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vs.visualize_gene_alignment(\"IDDDMMMMMMMMMIIIDID\", cmap=joint_cmap)" + ] + }, + { + "cell_type": "markdown", + "id": "identified-reminder", + "metadata": {}, + "source": [ + "We can also visualize an individual gene (e.g. JUNB), displaying its alignment statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "wooden-karma", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "Optimal alignment cost: 57.99 nits\n", + "Alignment similarity percentage: 21.74 %\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VisualUtils.show_gene_alignment('TNF', aligner, vs, joint_cmap)" + ] + }, + { + "cell_type": "markdown", + "id": "otherwise-scene", + "metadata": {}, + "source": [ + "To check only the cell plots of a gene alignment (e.g. SERTAD2)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "secret-asbestos", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VisualUtils.plotTimeSeries('SERTAD2', aligner, plot_cells=True)" + ] + }, + { + "cell_type": "markdown", + "id": "talented-words", + "metadata": {}, + "source": [ + "The below attributes and functions can be used to examine any gene-alignment object" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "after-width", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DDDIDIDIDDDMMMMMIIIIIID\n", + "\u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mD\u001b[0m\n" + ] + } + ], + "source": [ + "GENE = 'TNF'\n", + "gene_obj = aligner.results_map[GENE]\n", + "\n", + "al = gene_obj.alignment_str\n", + "print(al)\n", + "print(VisualUtils.color_al_str(al)) " + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "regulated-anthony", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "01234567890123456789012 Alignment index \n", + "012 3 4 56789012 3 Reference index\n", + "\u001b[91m***\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m***\u001b[0m\u001b[92m*****\u001b[0m------\u001b[91m*\u001b[0m\n", + "---\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m-\u001b[91m*\u001b[0m---\u001b[92m*****\u001b[0m\u001b[91m******\u001b[0m-\n", + " 0 1 2 34567890123 Query index\n", + "DDDIDIDIDDDMMMMMIIIIIID 5-state string \n" + ] + } + ], + "source": [ + "print(gene_obj.al_visual)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "utility-inspiration", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gene_obj.landscape_obj.plot_alignment_landscape()" + ] + }, + { + "cell_type": "markdown", + "id": "opponent-parks", + "metadata": {}, + "source": [ + "### The alignment distribution across all genes \n", + "\n", + "We can use the alignment similarity percentage statistic of genes to rank genes from highly distant to highly similar" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "gross-syndrome", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean matched percentage: \n", + "50.39 %\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = aligner.get_stat_df() " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "banned-alcohol", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Genealignment_similarity_percentageopt_alignment_costl2fccolorabs_l2fc
63CCRL20.217455.943685-0.487688red0.487688
77NFKBIA0.217454.673471-0.091748red0.091748
68NLRP30.217457.1775480.069058red0.069058
3TNF0.217457.990078-0.006439red0.006439
45C5AR10.272757.8582360.8711red0.8711
.....................
34NUP540.7530.7440630.012993green0.012993
15CD440.764728.366715-0.021366green0.021366
19PLAGL20.823531.807956-0.051268green0.051268
51ZSWIM40.823530.2145750.030379green0.030379
26SGMS20.866737.626682-0.020399green0.020399
\n", + "

89 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " Gene alignment_similarity_percentage opt_alignment_cost l2fc \\\n", + "63 CCRL2 0.2174 55.943685 -0.487688 \n", + "77 NFKBIA 0.2174 54.673471 -0.091748 \n", + "68 NLRP3 0.2174 57.177548 0.069058 \n", + "3 TNF 0.2174 57.990078 -0.006439 \n", + "45 C5AR1 0.2727 57.858236 0.8711 \n", + ".. ... ... ... ... \n", + "34 NUP54 0.75 30.744063 0.012993 \n", + "15 CD44 0.7647 28.366715 -0.021366 \n", + "19 PLAGL2 0.8235 31.807956 -0.051268 \n", + "51 ZSWIM4 0.8235 30.214575 0.030379 \n", + "26 SGMS2 0.8667 37.626682 -0.020399 \n", + "\n", + " color abs_l2fc \n", + "63 red 0.487688 \n", + "77 red 0.091748 \n", + "68 red 0.069058 \n", + "3 red 0.006439 \n", + "45 red 0.8711 \n", + ".. ... ... \n", + "34 green 0.012993 \n", + "15 green 0.021366 \n", + "19 green 0.051268 \n", + "51 green 0.030379 \n", + "26 green 0.020399 \n", + "\n", + "[89 rows x 6 columns]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "id": "previous-fever", + "metadata": {}, + "source": [ + "### Run gene set overrepresentation analysis over the top k mismatching genes\n", + "\n", + "Let us use 30% alignment similarity (=0.3) as a threshold in this case" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "lyric-english", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "63 CCRL2\n", + "77 NFKBIA\n", + "68 NLRP3\n", + "3 TNF\n", + "45 C5AR1\n", + "84 SPATA13\n", + "33 CXCL2\n", + "12 RALGDS\n", + "31 INSIG1\n", + "6 MALT1\n", + "Name: Gene, dtype: object" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topDEgenes = df[list(df['alignment_similarity_percentage'] <=0.3)]['Gene']\n", + "topDEgenes" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "statistical-complement", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Gene_setTermOverlapP-valueAdjusted P-valueOld P-valueOld Adjusted P-valueOdds RatioCombined ScoreGenes-log10 Adjusted P-value-log10 FDR q-val
13KEGG_2021_HumanC-type lectin receptor signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;NLRP3;TNF;MALT15.1820205.182020
14KEGG_2021_HumanNF-kappa B signaling pathway4/1041.414253e-070.00000700132.6000002091.300110NFKBIA;TNF;CXCL2;MALT15.1820205.182020
0MSigDB_Hallmark_2020TNF-alpha Signaling via NF-kB4/2001.944057e-060.0000130067.326531885.393278NFKBIA;CCRL2;TNF;CXCL24.8983784.898378
1MSigDB_Hallmark_2020Inflammatory Response4/2001.944057e-060.0000130067.326531885.393278NFKBIA;C5AR1;CCRL2;NLRP34.8983784.898378
15KEGG_2021_HumanNOD-like receptor signaling pathway4/1811.305897e-060.0000400074.6252351011.068962NFKBIA;NLRP3;TNF;CXCL24.3927294.392729
16KEGG_2021_HumanLipid and atherosclerosis4/2152.592326e-060.0000480062.492891803.843248NFKBIA;NLRP3;TNF;CXCL24.3161014.316101
17KEGG_2021_HumanLegionellosis3/572.596486e-060.00004800158.2222222034.951617NFKBIA;TNF;CXCL24.3161014.316101
18KEGG_2021_HumanCoronavirus disease4/2323.507534e-060.0000540057.783626725.796849NFKBIA;C5AR1;NLRP3;TNF4.2646664.264666
19KEGG_2021_HumanShigellosis4/2464.425543e-060.0000590054.402204670.676767NFKBIA;NLRP3;TNF;MALT14.2306494.230649
20KEGG_2021_HumanIL-17 signaling pathway3/941.177987e-050.0001370093.7158561063.592345NFKBIA;TNF;CXCL23.8634673.863467
21KEGG_2021_HumanT cell receptor signaling pathway3/1041.596141e-050.0001650084.394625932.167056NFKBIA;TNF;MALT13.7826883.782688
22KEGG_2021_HumanTNF signaling pathway3/1121.993521e-050.0001850078.169069846.025656NFKBIA;TNF;CXCL23.7318963.731896
23KEGG_2021_HumanYersinia infection3/1373.642707e-050.0003080063.505330649.037070NFKBIA;NLRP3;TNF3.5114853.511485
24KEGG_2021_HumanInfluenza A3/1727.174680e-050.0005560050.264582479.643099NFKBIA;NLRP3;TNF3.2548963.254896
25KEGG_2021_HumanPathogenic Escherichia coli infection3/1971.073310e-040.0007680043.731959399.692315NFKBIA;NLRP3;TNF3.1147353.114735
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" + ], + "text/plain": [ + " Gene_set Term Overlap \\\n", + "13 KEGG_2021_Human C-type lectin receptor signaling pathway 4/104 \n", + "14 KEGG_2021_Human NF-kappa B signaling pathway 4/104 \n", + "0 MSigDB_Hallmark_2020 TNF-alpha Signaling via NF-kB 4/200 \n", + "1 MSigDB_Hallmark_2020 Inflammatory Response 4/200 \n", + "15 KEGG_2021_Human NOD-like receptor signaling pathway 4/181 \n", + "16 KEGG_2021_Human Lipid and atherosclerosis 4/215 \n", + "17 KEGG_2021_Human Legionellosis 3/57 \n", + "18 KEGG_2021_Human Coronavirus disease 4/232 \n", + "19 KEGG_2021_Human Shigellosis 4/246 \n", + "20 KEGG_2021_Human IL-17 signaling pathway 3/94 \n", + "21 KEGG_2021_Human T cell receptor signaling pathway 3/104 \n", + "22 KEGG_2021_Human TNF signaling pathway 3/112 \n", + "23 KEGG_2021_Human Yersinia infection 3/137 \n", + "24 KEGG_2021_Human Influenza A 3/172 \n", + "25 KEGG_2021_Human Pathogenic Escherichia coli infection 3/197 \n", + "\n", + " P-value Adjusted P-value Old P-value Old Adjusted P-value \\\n", + "13 1.414253e-07 0.000007 0 0 \n", + "14 1.414253e-07 0.000007 0 0 \n", + "0 1.944057e-06 0.000013 0 0 \n", + "1 1.944057e-06 0.000013 0 0 \n", + "15 1.305897e-06 0.000040 0 0 \n", + "16 2.592326e-06 0.000048 0 0 \n", + "17 2.596486e-06 0.000048 0 0 \n", + "18 3.507534e-06 0.000054 0 0 \n", + "19 4.425543e-06 0.000059 0 0 \n", + "20 1.177987e-05 0.000137 0 0 \n", + "21 1.596141e-05 0.000165 0 0 \n", + "22 1.993521e-05 0.000185 0 0 \n", + "23 3.642707e-05 0.000308 0 0 \n", + "24 7.174680e-05 0.000556 0 0 \n", + "25 1.073310e-04 0.000768 0 0 \n", + "\n", + " Odds Ratio Combined Score Genes \\\n", + "13 132.600000 2091.300110 NFKBIA;NLRP3;TNF;MALT1 \n", + "14 132.600000 2091.300110 NFKBIA;TNF;CXCL2;MALT1 \n", + "0 67.326531 885.393278 NFKBIA;CCRL2;TNF;CXCL2 \n", + "1 67.326531 885.393278 NFKBIA;C5AR1;CCRL2;NLRP3 \n", + "15 74.625235 1011.068962 NFKBIA;NLRP3;TNF;CXCL2 \n", + "16 62.492891 803.843248 NFKBIA;NLRP3;TNF;CXCL2 \n", + "17 158.222222 2034.951617 NFKBIA;TNF;CXCL2 \n", + "18 57.783626 725.796849 NFKBIA;C5AR1;NLRP3;TNF \n", + "19 54.402204 670.676767 NFKBIA;NLRP3;TNF;MALT1 \n", + "20 93.715856 1063.592345 NFKBIA;TNF;CXCL2 \n", + "21 84.394625 932.167056 NFKBIA;TNF;MALT1 \n", + "22 78.169069 846.025656 NFKBIA;TNF;CXCL2 \n", + "23 63.505330 649.037070 NFKBIA;NLRP3;TNF \n", + "24 50.264582 479.643099 NFKBIA;NLRP3;TNF \n", + "25 43.731959 399.692315 NFKBIA;NLRP3;TNF \n", + "\n", + " -log10 Adjusted P-value -log10 FDR q-val \n", + "13 5.182020 5.182020 \n", + "14 5.182020 5.182020 \n", + "0 4.898378 4.898378 \n", + "1 4.898378 4.898378 \n", + "15 4.392729 4.392729 \n", + "16 4.316101 4.316101 \n", + "17 4.316101 4.316101 \n", + "18 4.264666 4.264666 \n", + "19 4.230649 4.230649 \n", + "20 3.863467 3.863467 \n", + "21 3.782688 3.782688 \n", + "22 3.731896 3.731896 \n", + "23 3.511485 3.511485 \n", + "24 3.254896 3.254896 \n", + "25 3.114735 3.114735 " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pathway_df = PathwayAnalyserV2.run_overrepresentation_analysis(topDEgenes) # this is a wrapper function call for GSEAPy enrichr inferface\n", + "pathway_df[pathway_df['Adjusted P-value']<0.001] " + ] + }, + { + "cell_type": "markdown", + "id": "macro-interview", + "metadata": {}, + "source": [ + "### Clustering genes using their alignments\n", + "\n", + "We first run cluster diagnostics to decide on a distance threshold with a good tradeoff between the number of clusters and the quality of structure. We use levenshtein distance metric" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "persistent-potter", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "compute distance matrix\n", + "using levenshtein distance metric\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 68%|██████▊ | 67/99 [00:00<00:00, 248.94it/s]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Running experiment to determine the distance threshold with a good trade-off\n", + "df = ClusterUtils.run_clustering(aligner, metric='levenshtein', experiment_mode=True) " + ] + }, + { + "cell_type": "markdown", + "id": "radical-vertical", + "metadata": {}, + "source": [ + "We can inspect structures of distance thresholds that give local optimals of the mean silhouette score." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "patent-ratio", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Distance thresholdMean Silhouette ScoreNumber of clusters
660.670.3712792.0
650.660.3712792.0
640.650.3712792.0
630.640.3712792.0
620.630.3712792.0
610.620.3712792.0
600.610.3712792.0
590.600.3958863.0
580.590.3958863.0
570.580.3958863.0
560.570.3958863.0
550.560.3919564.0
540.550.3919564.0
530.540.3919564.0
520.530.3919564.0
510.520.3919564.0
500.510.3919564.0
490.500.3919564.0
480.490.3919564.0
470.480.3919564.0
460.470.3919564.0
450.460.3919564.0
440.450.3919564.0
430.440.3919564.0
390.400.3741766.0
380.390.3741766.0
370.380.3741766.0
360.370.3749447.0
90.100.38471057.0
80.090.39838265.0
70.080.41573068.0
60.070.41573068.0
50.060.41573068.0
40.050.41573068.0
30.040.41573068.0
20.030.41573068.0
10.020.41573068.0
00.010.41573068.0
\n", + "
" + ], + "text/plain": [ + " Distance threshold Mean Silhouette Score Number of clusters\n", + "66 0.67 0.371279 2.0\n", + "65 0.66 0.371279 2.0\n", + "64 0.65 0.371279 2.0\n", + "63 0.64 0.371279 2.0\n", + "62 0.63 0.371279 2.0\n", + "61 0.62 0.371279 2.0\n", + "60 0.61 0.371279 2.0\n", + "59 0.60 0.395886 3.0\n", + "58 0.59 0.395886 3.0\n", + "57 0.58 0.395886 3.0\n", + "56 0.57 0.395886 3.0\n", + "55 0.56 0.391956 4.0\n", + "54 0.55 0.391956 4.0\n", + "53 0.54 0.391956 4.0\n", + "52 0.53 0.391956 4.0\n", + "51 0.52 0.391956 4.0\n", + "50 0.51 0.391956 4.0\n", + "49 0.50 0.391956 4.0\n", + "48 0.49 0.391956 4.0\n", + "47 0.48 0.391956 4.0\n", + "46 0.47 0.391956 4.0\n", + "45 0.46 0.391956 4.0\n", + "44 0.45 0.391956 4.0\n", + "43 0.44 0.391956 4.0\n", + "39 0.40 0.374176 6.0\n", + "38 0.39 0.374176 6.0\n", + "37 0.38 0.374176 6.0\n", + "36 0.37 0.374944 7.0\n", + "9 0.10 0.384710 57.0\n", + "8 0.09 0.398382 65.0\n", + "7 0.08 0.415730 68.0\n", + "6 0.07 0.415730 68.0\n", + "5 0.06 0.415730 68.0\n", + "4 0.05 0.415730 68.0\n", + "3 0.04 0.415730 68.0\n", + "2 0.03 0.415730 68.0\n", + "1 0.02 0.415730 68.0\n", + "0 0.01 0.415730 68.0" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df['Mean Silhouette Score'] > 0.37].sort_values('Distance threshold', ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "printable-atlanta", + "metadata": {}, + "source": [ + "If we select distance threshold 0.37 which gives a local optimal of 0.3749 silhouette_score with 7 clusters" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "necessary-alaska", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "compute distance matrix\n", + "using levenshtein distance metric\n", + "run agglomerative clustering | 0.37\n", + "silhouette_score: 0.37494418907841714\n" + ] + } + ], + "source": [ + "ClusterUtils.run_clustering(aligner, metric='levenshtein', DIST_THRESHOLD=0.37) " + ] + }, + { + "cell_type": "markdown", + "id": "czech-union", + "metadata": {}, + "source": [ + "Below visualizes all alignment paths in each cluster along with its number of genes " + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "alone-cathedral", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ClusterUtils.visualise_clusters(aligner,n_cols = 4, figsize= (10,6))" + ] + }, + { + "cell_type": "markdown", + "id": "surgical-window", + "metadata": {}, + "source": [ + "Below is the Levenshtein distance heat map of all genes ordered based on the above clustering structure" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "scheduled-armstrong", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VisualUtils.plot_distmap_with_clusters(aligner)" + ] + }, + { + "cell_type": "markdown", + "id": "sharp-salmon", + "metadata": {}, + "source": [ + "Print the cluster-specific aggregate (average) alignments for each cluster along with its number of genes" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "governing-talent", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cluster: 0 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDD\u001b[0m 18\n", + "cluster: 1 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m 3\n", + "cluster: 2 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m 36\n", + "cluster: 3 \u001b[91mI\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\u001b[92mVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m 12\n", + "cluster: 4 \u001b[91mIII\u001b[0m\u001b[91mDDDDDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mD\u001b[0m 12\n", + "cluster: 5 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDD\u001b[0m\u001b[92mMMMM\u001b[0m\u001b[92mV\u001b[0m\u001b[92mM\u001b[0m\u001b[92mVV\u001b[0m\u001b[92mM\u001b[0m 2\n", + "cluster: 6 \u001b[91mDD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[92mMMMM\u001b[0m 6\n" + ] + } + ], + "source": [ + "ClusterUtils.print_cluster_average_alignments(aligner)" + ] + }, + { + "cell_type": "markdown", + "id": "institutional-reynolds", + "metadata": {}, + "source": [ + "# Gene-set specific alignments" + ] + }, + { + "cell_type": "markdown", + "id": "reduced-costa", + "metadata": {}, + "source": [ + "We can obtain the aggregate (average) alignment for any given gene subset in the aligner \n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "nonprofit-northwest", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Alignment: IDDDMMMMMMMIIDIIIIDDD\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "GENE_SUBSET = gene_list[40:60]\n", + "aligner.get_aggregate_alignment_for_subset(GENE_SUBSET )" + ] + }, + { + "cell_type": "markdown", + "id": "rubber-number", + "metadata": {}, + "source": [ + "We can check aggregate alignment and statistics of a pathway gene set with below provided wrapper function calls to retrieve pathway gene sets" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "driving-share", + "metadata": {}, + "outputs": [], + "source": [ + "IGS = PathwayAnalyserV2.InterestingGeneSets(MSIGDB_PATH='../MSIGDB/msigdb7.5.1/')\n", + "IGS.add_new_set_from_msigdb('hallmark', 'HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION', aligner.gene_list, 'EMT') " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "municipal-peeing", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean matched percentage: 51.04 %\n", + "mean matched percentage wrt ref: 64.29 %\n", + "mean matched percentage wrt query: 67.14 %\n", + "Average Alignment: IDDDMMMMMMMMMMIMI\n", + "Z-normalised Interpolated mean trends\n" + ] + }, + { + "data": { + "image/png": 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\n", 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1ISEhQffr1Kmj0NDQAuPS0tL0yCOP6LXXXlNaWprWrl2rZcuW6ZlnninxXFB2BBO41rJly8Cncnr06KF27dqpb9++Wrt2beBMxN13362uXbsWWt+gQYMit51fn5qaWmSwaNasWdD9o8+WHL2N8ePHq3nz5oVuIzIyMui+1+stdJwpxRck5+/3xRdfVM2aNQus9/loO5x6oqOjVbt2ba1atarYcatWrVLdunUVGhpa6AWukpSbmxt0Py8vT47jaOHChYX28J/7/M+vFfkaN26sFi1aaObMmUpLS9PMmTMVGhpaqk8Zoux4hcRx4fV6NXbsWHXu3FlPPfWUBg0aJOnwTypdunQp9fbi4uJUuXJl5ebmuqqXpOTkZEmHz1C43UZh28zLy9N3331XZNjJ32/16tWP236Bk0H37t317LPP6rPPPlO7du0KrP/000+Vnp6uoUOHSjp8xvLPF65K0s8//xx0Pzk5WcYYJSYmqmHDhmWaY1pamoYOHaqMjAy9/PLLuvjii4POqqL8cY0JjptOnTqpZcuWevzxxxUVFaVOnTrp2WefVUZGRoGx+d9dUhSv16srrrhCr776qr799ttS10tSixYtlJycrAkTJmjPnj2utvFnPXr0kMfj0ahRowpcn5J/VqVr166KiorSmDFjCv3ooZv9AieDu+++WxEREbrxxhu1Y8eOoHU7d+7UTTfdpKioqMAXLSYnJyszMzPoLEtGRkbgU335evbsKa/Xq5EjRxY4u2mMKbCv4vTp00eO4+j222/Xhg0b+DROBeCMCY6re+65R1dddZWmT5+uiRMnql27djrjjDN0/fXXKykpSVu3btXnn3+u//3vf1q5cmWx2xo3bpw++ugjtWrVStdff70aN26snTt3avny5frwww+1c+fOYus9Ho+ef/55XXTRRWrSpIkGDhyoOnXqaNOmTfroo48UFRVV6o8lNmjQQP/85z/10EMPqX379urZs6f8fr+++uor1a5dW2PHjlVUVJQmTZqkfv366W9/+5uuvvpqxcXF6ZdfftHbb7+ttm3b6qmnnirVfoGTQYMGDTRjxgz16dNHZ5xxRoFvfv399981e/bswPViV199tf7xj3/o8ssv15AhQ7Rv3z5NmjRJDRs2DLr4PTk5WQ8//LCGDRum9PR09ejRQ5UrV9bGjRv12muv6YYbbtDdd99dojnGxcWpW7dumjdvnmJiYnTxxReXy2OBYlTY54Fwwsr/uPBXX31VYF1ubq5JTk42ycnJ5tChQ+ann34yaWlppmbNmiYkJMTUqVPHXHLJJeaVV14J1BT1cWFjjNm6dasZPHiwqVevngkJCTE1a9Y0559/vpk8eXJgTP7HhefNm1fofL/55hvTs2dPU7VqVeP3+018fLzp1auXWbRoUWBM/scPt23bVuixbty4MWj51KlTzVlnnWX8fr+pUqWK6dixo/nggw+Cxnz00Uema9euJjo62oSFhZnk5GQzYMAA8/XXXxf94AKngNWrV5u+ffuamjVrGo/HYySZsLAws2bNmgJj33//fdO0aVMTGhpqTjvtNDNz5swCHxfO9+qrr5p27dqZSpUqmUqVKpnTTz/dDB482KxduzYwpmPHjqZJkybFzm/u3LlGkrnhhhvKfrAoNceYUlzVBwDAcTZjxgwNGDBAqampmjFjRkVPR2+88YZ69OihJUuWFPllcCg/vJUDAKhQaWlpysjI0H333ae6detqzJgxFTqf5557TklJSYVeoIvyxxkTAAAkzZ49W6tWrdLYsWP1xBNPaMiQIRU9pVMSwQQAAB3+9ubIyEj17t1bzzzzDN85VEF41AEAUOm+SBHlh+8xAQAA1iCYAAAAaxBMAACANbjGpJR8oYX/NtySOL1KPde1vcKSXdeefSD32IOKUL9Swa9yL6mqtfe6rpUkf1zesQcVVXtWXde1nlat3dfWbeS61mRtd1/74wrXtXkb0l3XHlxT8NcNlFSVeR+7rv2r3Zzg/pe4XXDA/cts46hdrmurJbrvv/C2ZeifFue4r63nvn+cqKqua/N2/M91rfntF9e1kmTWrnFdm7Nsvfv9HnT/+uqJKfibmUsq6tn3jr1911sHAAA4zggmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsUaHBZMuWLbrtttuUlJQkv9+vevXqqXv37lq0aJEkKSEhQY7jyHEchYeHKyEhQb169dLixYuL3OaOHTtUt25dOY6jXbt2FTrmv//9r3w+n5o3b14ORwUAANyqsGCSnp6uFi1aaPHixRo/frxWr16td999V507d9bgwYMD40aNGqWMjAytXbtWM2bMUExMjLp06aLRo0cXut1rr71WzZo1K3K/u3btUlpams4///zjfkwAAKBsfBW141tuuUWO4+jLL79UpUqVAsubNGmiQYMGBe5XrlxZNWvWlCTVr19fHTp0UK1atfTggw/qyiuv1GmnnRYYO2nSJO3atUsPPvigFi5cWOh+b7rpJvXt21der1evv/56+RwcAABwpULOmOzcuVPvvvuuBg8eHBRK8sXExBRbf/vtt8sYozfeeCOw7LvvvtOoUaM0Y8YMeTyFH9a0adO0YcMGDR8+vEzzBwAA5aNCgsn69etljNHpp5/uqj42NlbVq1dXenq6JCk7O1t9+vTR+PHjVb9+/UJr1q1bp/vuu08zZ86Uz1dhJ4oAAEAxKuR/aGPMcdmG4ziSpGHDhqlRo0ZKTU0tdGxubq769u2rkSNHqmHDhiXeR3Z2trKzs4vcLwAAOL4q5IxJSkqKHMfRDz/84Kp+x44d2rZtmxITEyVJixcv1rx58+Tz+eTz+QIXtlarVk3Dhw9XVlaWvv76a916662BMaNGjdLKlSvl8/mK/JTP2LFjFR0dHXQzeVnuDhoAABxThZwxiY2NVdeuXTVx4kQNGTKkwHUmu3btKvY6kyeeeEIej0c9evSQJL366qvav39/YP1XX32lQYMG6dNPP1VycrKioqK0evXqoG08/fTTWrx4sV555ZVAwPmzYcOGaejQoUHLqlR19/YTAAA4tgq72GLixIlq27atWrZsqVGjRqlZs2Y6dOiQPvjgA02aNEnff/+9JCkrK0tbtmxRTk6ONm7cqJkzZ+r555/X2LFj1aBBA0lScnJy0La3b98uSWrUqFEg4DRt2jRoTPXq1RUWFlZg+dH8fr/8fn/QMt7GAQCg/FRYMElKStLy5cs1evRo3XXXXcrIyFBcXJxatGihSZMmBcY9+OCDevDBBxUaGqqaNWvq3HPP1aJFi9S5c+eKmjoAACgnFfrxlFq1aumpp57SU089Vej6/E/dlFanTp2OeYHtiBEjNGLECFfbBwAA5YPflQMAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWMNX0RM40dSrXM11bajH/cO93zGuayOU67q2LHZtDS9TvT/zkOvaqjFbXdeGJmxyXWuq1XVd68TFu6+NjHVdq9o/uS4Nq/uj+/2eQA6UoYdynRD3+812/5qxb4f7Wv/mHa5rPfU2u641MXGuaxVWyX1tWYSElq3e777eHMpzXZuz031tiC/HdW1JcMYEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaf1kwcRyn2NuIESMCY1999VWdd955qlKlisLDw3Xaaadp0KBB+uabbwJjpk+fLsdx1KhRowL7mjdvnhzHUUJCQmDZ/PnzdcEFFyguLk5RUVFq3bq13nvvvfI8ZAAAUEp/WTDJyMgI3B5//HFFRUUFLbv77rslSf/4xz/Uu3dvNW/eXAsWLNDatWv18ssvKykpScOGDQvaZqVKlfTbb7/p888/D1o+ZcoU1a9fP2jZkiVLdMEFF+idd97RsmXL1LlzZ3Xv3j0o7AAAgIrl+6t2VLNmzcDfo6Oj5ThO0DJJWrp0qf7973/riSee0JAhQwLL69evrxYtWsgYEzTe5/Opb9++mjp1qlq3bi1J+t///qePP/5Yd955p2bNmhUY+/jjjwfVjhkzRm+88YbefPNNnXXWWcfrMAEAQBlYdY3JrFmzFBkZqVtuuaXQ9Y7jFFg2aNAgzZ07V/v27ZN0+C2ebt26qUaNGsXuKy8vT1lZWYqNjS37xAEAwHFhVTD58ccflZSUJJ/vjxM5jz76qCIjIwO3zMzMoJqzzjpLSUlJeuWVV2SM0fTp0zVo0KBj7mvChAnas2ePevXqddyPAwAAuGNVMCnMoEGDtGLFCj377LPau3dvgbdz8sdMmzZNn3zyifbu3au///3vxW7z5Zdf1siRIzV37lxVr169yHHZ2dnavXt30M2YvDIfEwAAKJxVwSQlJUUbNmxQTk5OYFlMTIwaNGigOnXqFFl3zTXXaOnSpRoxYoT69esXdMblz2bPnq3rrrtOc+fOVZcuXYqdz9ixYxUdHR1027X/t9IfGAAAKBGrgkmfPn20Z88ePf3006Wqi42N1aWXXqpPPvmk2LdxZs2apYEDB2rWrFm6+OKLj7ndYcOGKTMzM+gWE170GRYAAFA2f9mnckqidevWuuuuu3TXXXfp559/Vs+ePVWvXj1lZGRoypQpchxHHk/hWWr69Ol6+umnVbVq1ULXv/zyy+rfv7+eeOIJtWrVSlu2bJEkhYeHKzo6utAav98vv98ftMxxrMpyAACcVKz7X3bChAl6+eWX9c033+iSSy5RSkqKrrrqKuXl5enzzz9XVFRUoXXh4eFFhhJJmjx5sg4dOqTBgwerVq1agdvtt99eXocCAABKyTGFXU2KIiVWPdN1bZXQyq5ru/rrH3tQUbX7c449qAjVKu13Xev1lu1CYX/YIde1Vc92v+/Qzue4rnWatHJfG1Pz2IOKsj/LdWnelp/c7zf9R9el4dc96n6/f7GBCVe4rv17dpjr2pRQ9/+usXF7XddWOTvEda2vVTPXtU5D96+vTly861qTtd197e9bXNdKklm3xnXtwSXfuq7N2e7+NTKkutd1bcxLi485xrozJgAA4NRFMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWMNX0RM40WQe3Oe61u8NdV27PPd317WZ4ZVd16YcinFde9reQ65rJal2GR7rSht3u671Vl/rvjYnx3WtiXT/76TwSu5rY6q5LnVOO8v9fk8g/wjd77q22mnbXdf6U9z/u3oTEl3XOskN3NdWq+O61uzNdF+7/f+5r/0l3X3t7j2uayXJ8Xld14Y2T3BfG+Z3XetERrquLQnOmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWKPEwcRxnGJvI0aMUHp6uhzHUfXq1ZWVlRVU37x5c40YMSJwv1OnToVu59ChQ4ExN954o7xer+bNm1dgPiNGjFDz5s2D7udvw+fzKSEhQXfeeaf27NkjSdqxY4e6deum2rVry+/3q169err11lu1e/fukj4EAACgnJU4mGRkZARujz/+uKKiooKW3X333YGxWVlZmjBhwjG3ef311wdtIyMjQz6fT5K0b98+zZ49W/fee6+mTp1aojk2adJEGRkZSk9P1yOPPKLJkyfrrrvuOnygHo8uu+wyLViwQD/++KOmT5+uDz/8UDfddFNJHwIAAFDOfCUdWLNmzcDfo6Oj5ThO0DJJ2r59uyTptttu06OPPqrBgwerevXqRW4zIiKiwDbyzZs3T40bN9Z9992n2rVr69dff1W9evWKPxifL7C93r17a9GiRVqwYIGeffZZValSRTfffHNgbHx8vG655RaNHz+++AMHAAB/mXK5xqRPnz5q0KCBRo0a5XobU6ZMUWpqqqKjo3XRRRdp+vTppd5GeHi4Dh48WOi6zZs3a/78+erYsaPrOQIAgOOrXIKJ4zgaN26cJk+erJ9++qnIcU8//bQiIyMDt/y3XdatW6elS5eqd+/ekqTU1FRNmzZNxpgSz2HZsmV6+eWXdd555wUt79OnjyIiIlSnTh1FRUXp+eefd3GEAACgPJTbp3K6du2qdu3a6YEHHihyzDXXXKMVK1YEbsOGDZMkTZ06VV27dlW1atUkSX//+9+VmZmpxYsXF7vP1atXKzIyUuHh4WrZsqVat26tp556KmjMY489puXLl+uNN97QTz/9pKFDhxa5vezsbO3evTvoVppwBAAASqfE15i4MW7cOLVu3Vr33HNPoeujo6PVoEGDoGW5ubl64YUXtGXLlsCFsPnLp06dqvPPP7/I/Z122mlasGCBfD6fateurdDQ0AJjatasqZo1a+r0009XbGys2rdvrwceeEC1atUqMHbs2LEaOXJk0LKwkCoK91ct9rgBAIA75RpMWrZsqZ49e+q+++4rcc0777yjrKwsffPNN/J6vYHl3377rQYOHKhdu3YpJiam0NrQ0NACQac4eXl5kg6fGSnMsGHDCpxRia/9txJvHwAAlE65BhNJGj16tJo0aRJ09qM4U6ZM0cUXX6wzzzwzaHnjxo1155136qWXXtLgwYNLPY933nlHW7du1TnnnKPIyEitWbNG99xzj9q2bauEhIRCa/x+v/x+f9Ayx3FKvW8AAFAy5f7Nrw0bNtSgQYN04MCBY47dunWr3n77bV1xxRUF1nk8Hl1++eWaMmWKq3mEh4frueeeU7t27dSoUSPdeeeduvTSS/XWW2+52h4AADj+HMPVnKUSWznFdW318BjXtfH+aq5rk72VXdem5BW8TqekTss+dOxBxagdts91ba1E99/oW6lVrOtab8Mk17WKdP/vpPBK7mtj3D+3HMd77EFFCGvfz3XtX+2Hhn93XVstca/rWn+K+39Xb0Jt17VOcsnfEi9QW62O61qzP+vYg4qyf4/7/f6S7r52t/v9SpLjc99DZRLmP/aYIjiRka5rw6899pev8rtyAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABr+Cp6Aiea5Mq1XNfGeiu5ro3yhLqujZTXdW2VXNelqh5ywH2xpKrV97qujWgc7rrW2+Zc17Weph3c10ZEu66Vpww/Y3hDXJfmZf7mfr8nkA/2x7qubb4ywnVtnc27XdfG/LrOda0/0/1+PfFleE44ZXgel6EHzI7fXdfmbXFfK0kKdf/fsBPq/rW9LI+1E77L/X5LgDMmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWKPdgsmXLFt12221KSkqS3+9XvXr11L17dy1atEibN29WlSpV9H//939BNV988YVCQkL0/vvvS5IOHjyof//73zrzzDMVERGhatWqqW3btpo2bZpycnIkSQMGDFCPHj2KnMfkyZPVqVMnRUVFyXEc7dq1q7wOGQAAuOQrz42np6erbdu2iomJ0fjx43XGGWcoJydH7733ngYPHqwffvhBTz75pG688UZddNFFSklJ0f79+9W/f39dd911uvDCC3Xw4EF17dpVK1eu1EMPPaS2bdsqKipKS5cu1YQJE3TWWWepefPmx5zLvn371K1bN3Xr1k3Dhg0rz8MGAAAulWswueWWW+Q4jr788ktVqlQpsLxJkyYaNGiQJCk1NVXz58/XgAED9Omnn2rYsGHKycnR+PHjJUmPP/64lixZoq+//lpnnXVWYBtJSUm66qqrdPDgwRLN5Y477pAkffzxx8fn4AAAwHFXbsFk586devfddzV69OigUJIvJiYm8PdnnnlGTZs21TXXXKN58+Zp8eLFioyMlCS99NJL6tKlS1AoyRcSEqKQkJDyOgQAAPAXK7drTNavXy9jjE4//fRjjq1evboeeughzZ49WzfccIM6dOgQWLdu3boSbQMAAJz4yu2MiTGmxGNzc3M1ffp0RUREaOnSpTp06JB8Pl+pt3O8ZWdnKzs7O2hZnsmTx+HDTAAAlIdy+x82JSVFjuPohx9+OObYCRMmaMOGDfr666/1v//9T2PGjAmsa9iwYYm2UR7Gjh2r6OjooFvGnl8rZC4AAJwKyi2YxMbGqmvXrpo4caL27t1bYH3+x3XXrFmj4cOHa9KkSWrUqJEmTZqkhx9+WKtWrZIk9e3bVx9++KG++eabAtvIyckpdNvHy7Bhw5SZmRl0qxVZr9z2BwDAqa5c35OYOHGicnNz1bJlS7366qtat26dvv/+e/3f//2fWrdurUOHDql///7q2bOnevbsKUm64oordMUVV2jAgAE6dOiQ7rjjDrVt21bnn3++Jk6cqJUrV2rDhg2aO3euzj33XK1bty6wv8zMTK1YsSLo9uuvh89wbNmyRStWrND69eslSatXr9aKFSu0c+fOIufv9/sVFRUVdONtHAAAyk+5flw4KSlJy5cv1+jRo3XXXXcpIyNDcXFxatGihSZNmqQxY8Zo06ZNgS9Syzdx4kQ1adJEY8aM0YMPPqgPPvhAjz32mJ599lndfffdioiIUKNGjTRkyBA1bdo0UPfxxx8X+PTOtddeq+eff17PPPOMRo4cGVief4HttGnTNGDAgPJ7EAAAQIk5piKvLj0BnVO7w7EHFSHWW/Bj0yUV5Ql1XZvoRLiubZzjdV3b1NnjulaSatTKcl0bc477x8vXtbPrWk9T988PT0S061p5ynAmz+v+I/d5mb+5rvUnn+u69q/2ZL1U17XNcw64rq0Tt9t1bUxS9rEHFcHfrIbrWk98Xde1KssZ6TL0QN7P7q8dzNvyu+taSVKo+/MDTqj71+eyPNZOuN91baVRs485hvclAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABr+Cp6AieaxqFxFbLfOIW6rq2V53Vdm+24LtW6vEruiyVt/yXMde3pOTtc18ZV+cp1rXIOui41dVNc1zoxNd3XRsa6r/W5f16eSPaX4Ue4H33un8dmm/sGzMvd7bo2et9W17X+Lbtc13oT3D+PPbXLUNvodPe1Z/pd10qSQsrQQ2ERrkudaPf/lznRNVzXlgRnTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArFHhwWTAgAFyHEeO4yg0NFQNGjTQqFGjlJqaGlhe2C0hIUF79+5VcnKyhg4dGrTN9PR0RUVF6bnnnpMkrV27Vp07d1aNGjUUFhampKQk/etf/1JOTk5FHDIAACiCr6InIEndunXTtGnTlJ2drXfeeUeDBw/W8OHDlZGRERhTq1YtTZs2Td26dZMkeb1eVapUSdOmTdP555+vyy+/XO3bt5cxRgMHDlTbtm11/fXXS5JCQkKUlpamv/3tb4qJidHKlSt1/fXXKy8vT2PGjKmQYwYAAAVZEUz8fr9q1qwpSbr55pv12muv6d1339Xw4cODxsXExATG5evQoYNuu+02DRw4UCtXrtRzzz2nFStW6Ntvvw2MSUpKUlJSUuB+fHy8Pv74Y3366afleFQAAKC0KvytnMKEh4fr4MGDJR4/evRo+Xw+paam6v7779eTTz6pOnXqFDl+/fr1evfdd9WxY8fjMV0AAHCcWBVMjDH68MMP9d577+m8884rcV14eLieeOIJvf766+rUqZNSU1MLHdemTRuFhYUpJSVF7du316hRo47X1AEAwHFgxVs5b731liIjI5WTk6O8vDz17dtXI0aMKNU2pkyZooiICK1evVqZmZmKjo4uMGbOnDnKysrSypUrdc8992jChAm69957i9xmdna2srOzg5blmlx5HW+p5gYAAErGijMmnTt31ooVK7Ru3Trt379fL7zwgipVqlTi+jlz5uitt97S//t//0+VK1fWnXfeWei4evXqqXHjxurTp4/GjRunESNGKDc3t8jtjh07VtHR0UG31ZlrS318AACgZKwIJpUqVVKDBg1Uv359+XylO4mzdetWDR48WA8//LDOPPNMTZ8+XTNmzNDChQuLrcvLywucoSnKsGHDlJmZGXQ7I/q0Us0PAACUnBVv5ZTFDTfcoEaNGumOO+6QJLVs2VL33HOPbrjhBn377beKjo7WSy+9pJCQEJ1xxhny+/36+uuvNWzYMPXu3VshISFFbtvv98vv9wct420cAADKzwkdTGbMmKEPP/xQK1eulMfzx8mfkSNH6q233tKdd96pqVOnyufz6ZFHHtGPP/4oY4zi4+N16623FvmWDwAAqBgVHkymT59eonHGmALL0tLSlJaWVmB5aGioVq9eHbjfu3dv9e7d2/UcAQDAX8OKa0wAAAAkggkAALAIwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwBoEEwAAYA2CCQAAsAbBBAAAWINgAgAArEEwAQAA1iCYAAAAaxBMAACANQgmAADAGgQTAABgDYIJAACwBsEEAABYg2ACAACsQTABAADWIJgAAABrEEwAAIA1CCYAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDUIJgAAwB4Gx82BAwfM8OHDzYEDB6il1oraitx3Wed9IjgRH9tT8flErf21RyOYHEeZmZlGksnMzKSWWitqK3LfZZ33ieBEfGxPxecTtfbXHo23cgAAgDUIJgAAwBoEEwAAYA2CyXHk9/s1fPhw+f1+aqm1orYi913WeZ8ITsTH9lR8PlFrf+3RHGOMKdMWAAAAjhPOmAAAAGsQTAAAgDUIJgAAwBoEE5QJlygBpxZ6HuWNi19d2r59u6ZOnarPP/9cW7ZskSTVrFlTbdq00YABAxQXF1fBM/xrhIaGauXKlWrUqFFFTwUod/Q9PY/yRzBx4auvvlLXrl0VERGhLl26qEaNGpKkrVu3atGiRdq3b5/ee+89nX322eWy//3792vZsmWKjY1V48aNg9YdOHBAc+fOVVpaWqG133//vZYuXarWrVvr9NNP1w8//KAnnnhC2dnZSk1N1XnnnVdo3dChQwtd/sQTTyg1NVVVq1aVJD366KPHnP/evXs1d+5crV+/XrVq1VKfPn0C9cfTbbfdpl69eql9+/bHfdvHkpGRoUmTJumzzz5TRkaGPB6PkpKS1KNHDw0YMEBer/cvnxPKpiL7viw9L7nr++PZ8xJ9T9+XQpm+0P4U1apVK3PDDTeYvLy8Auvy8vLMDTfcYM4991zX2//ll1/MwIEDC123du1aEx8fbxzHMR6Px3To0MFs3rw5sH7Lli3G4/EUWrtw4UITGhpqYmNjTVhYmFm4cKGJi4szXbp0Meedd57xer1m0aJFhdY6jmOaN29uOnXqFHRzHMecc845plOnTqZz586F1jZq1Mjs2LEjcGwJCQkmOjranHPOOSY2NtZUr17dbNiwodDaZcuWBa2bMWOGadOmjalbt65p27atmTVrVqF1+XP2eDwmJSXFjBs3zmRkZBQ5tjBPPvmk6devX2AfM2bMMI0aNTKnnXaaGTZsmMnJySm07quvvjLR0dGmRYsWpl27dsbr9Zp+/fqZ3r17m5iYGNOmTRuze/fuYvednZ1t5syZY+644w5z9dVXm6uvvtrccccdZu7cuSY7O7tUx3G0LVu2mJEjRxY75tdffzVZWVkFlh88eNB88sknRdZt377dLF68OPBvvW3bNjNu3DgzcuRI891337mesy0qqu/L0vPGuO/7svS8MfQ9fe++7wkmLoSFhZnvv/++yPXff/+9CQsLc739FStWFPlC06NHD3PxxRebbdu2mXXr1pmLL77YJCYmmp9//tkYU/yLVOvWrc0///lPY4wxs2bNMlWqVDH3339/YP19991nLrjggkJrx44daxITEwu8gPl8PrNmzZpij8dxHLN161ZjjDHXXHONadOmjdm1a5cxxpisrCzTpUsX06dPn0JrmzVrZj744ANjjDHPPfecCQ8PN0OGDDGTJk0yd9xxh4mMjDRTpkwpcr8ffvihuf322021atVMSEiIufTSS82bb75pcnNzi53zQw89ZCpXrmyuuOIKU7NmTTNu3DhTtWpV8/DDD5sxY8aYuLg48+CDDxZa27ZtWzNixIjA/RdffNG0atXKGGPMzp07TfPmzc2QIUOK3Pe6detMUlKSCQsLMx07djS9evUyvXr1Mh07djRhYWGmQYMGZt26dcXOvyjFPbc2b95szjnnHOPxeAIvqke/UBX33Priiy9MdHS0cRzHVKlSxXz99dcmMTHRpKSkmOTkZBMeHm6WLVvmas62qKi+L0vPG+O+78vS88bQ9/S9+74nmLiQkJBgXnjhhSLXv/DCCyY+Pr7I9W+88Uaxt8cee6zIJ0L16tXNqlWrAvfz8vLMTTfdZOrXr29++umnYp9EUVFRgSd2bm6u8fl8Zvny5YH1q1evNjVq1Chy3l9++aVp2LChueuuu8zBgweNMaUPJklJSeb9998PWv/f//7X1KtXr9Da8PBwk56ebowx5qyzzjKTJ08OWv/SSy+Zxo0bH3O/Bw8eNHPmzDFdu3Y1Xq/X1K5d29x///1FNnpycrJ59dVXjTGHm9rr9ZqZM2cG1s+fP980aNCgyDn/9NNPgfu5ubkmJCTEbNmyxRhjzPvvv29q165daK0xxnTp0sVcdtllhf6GzszMTHPZZZeZCy+8sNDalStXFnubM2dOkc+PtLQ006pVK/PVV1+ZDz74wLRo0cKcffbZZufOncaYwy9QjuMUOefrrrvO7N6924wfP97UrVvXXHfddYH1AwcOND169CjymE8EFdX3Zel5Y8rW92573hj6nr533/cEExeeeuop4/f7zZAhQ8wbb7xhli5dapYuXWreeOMNM2TIEBMeHm4mTpxYZH3+qUbHcYq8FfUkqly5cqGnxwYPHmzq1q1rlixZUmwwWb9+feB+ZGRkUCOlp6cf8ye+rKwsk5aWZpo1a2ZWr15tQkJCShRMfvvtN2OMMbVr1zarV68OWl/cfqtWrWq+/vprY8zhF+gVK1YErV+/fr0JDw8vcr/5L1BH+/nnn83w4cNNfHx8kY9VeHh44CdSY4wJCQkx3377bdCcIyIiCq2Nj483n332WeD+5s2bjeM4Zt++fcYYYzZu3Fjs4xweHl7gMTraqlWrij3mop5b+cuLOubatWubL774InD/wIEDpnv37qZ58+Zmx44dxf4HWKVKlcDz8uDBg8bj8QRta9myZaZOnTpFHtOJoKL6viw9b0zZ+95Nz+cfL31P37vpe4KJS7NnzzatWrUyPp8v8ATw+XymVatWZs6cOcXW1q5d27z++utFrv/mm2+KfCKcc845ZsaMGYWuGzx4sImJiSmytlmzZmbhwoWB+6tXrw56v3TJkiUmMTGx2LnnmzVrlqlRo4bxeDwlCiZnnHGGOeuss0xkZKR55ZVXgtZ/8sknRT55U1NTzbXXXmuMMeaqq64y//rXv4LWjxkzxpxxxhlF7rewF6h8eXl5BX6Ky5eYmBh4rH788Ufj8XjM3LlzA+vffvttk5CQUGjt7bffbpo2bWoWLlxoFi9ebDp37mw6deoUWP/uu++a5OTkIudVq1Yt8+abbxa5fsGCBaZWrVqFrqtataqZMmWKSU9PL/T29ttvF/n8qFSpkvnxxx+DluXk5JgePXqYZs2amVWrVhVbu3HjxsD9P//n9/PPP5fpbQ5bVETfl6XnjTl+fV+anjeGvqfv3fe9r6Ivvj1R9e7dW71791ZOTo62b98uSapWrZpCQkKOWduiRQstW7ZMl112WaHrHccp8rsCLr/8cs2aNUv9+vUrsO6pp55SXl6ennnmmUJrb775ZuXm5gbuN23aNGj9woULi/xUzp9dffXVateunZYtW6b4+Phixw4fPjzofmRkZND9N998s8gr6B955BG1bdtWHTt21Nlnn63//Oc/+vjjj9WoUSOtXbtWS5cu1WuvvVZobXx8fLFXwTuOowsuuKDQdddcc43S0tJ02WWXadGiRbr33nt19913a8eOHXIcR6NHj9aVV15ZaO3DDz+sjIwMde/eXbm5uWrdurVmzpwZtN+xY8cWOa/rrrtOaWlpeuCBB3T++ecX+PTHww8/rNtuu63Q2hYtWmjz5s1F/pvs2rWryOdWUlKSVq1apZSUlMAyn8+nefPm6aqrrtIll1xS5Jzr1aunDRs2KCEhQZI0e/Zs1apVK7A+IyND1apVK7L+RFERfV+WnpeOX9+Xpucl+p6+L0PflzrKoMyWLFkS9BPMn+3Zs8d8/PHHf+GM7Pb777+bf/zjH6Zx48YmLCzMhIaGmvj4eNO3b1/z1Vdflcs+c3NzzejRo80ll1xixowZY/Ly8sysWbNMvXr1TNWqVc2AAQPMnj17it3G/v37C73KvSTGjRtnatWqFTgFm386tlatWuaRRx4psm7+/PnmxRdfLHL9zp07zfTp0wtdd++99xb5HnZOTo659NJLi3yvecSIEcV+UuL+++83PXv2LHL9qYC+Lx36/tTte77HBLDYxo0bg77IKzExsdz2dejQIe3bt09RUVFFrt+0aVOJflr+s3379snr9Zb516EDp4JTve/5SnrAYomJiWrdurVat24deHH69ddfNWjQIFfbK67W5/MV+eIkHT4tO3LkSFf73bFjh26++WZXtcCp5lTve86YACeYlStX6m9/+1vQdQMncy2AE7N33dZy8StgmQULFhS7fsOGDSdVLYATs3fLq+85YwJYxuPxFPvJLOnwFf6F/RRyItYCODF7t7z6nmtMAMvUqlVL8+fPV15eXqG35cuXn1S1AE7M3i2vvieYAJbJ/76LohT3E8qJWAvgxOzd8up7rjEBLHPPPfdo7969Ra5v0KCBPvroo5OmFsCJ2bvl1fdcYwIAAKzBWzkAAMAaBBMAAGANggkAALAGwQQAAFiDYAIAAKxBMAEAANYgmAAAAGsQTAAAgDX+P6z+LudefbmXAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "PathwayAnalyserV2.get_pathway_alignment_stat(aligner, IGS.SETS['EMT'], 'EMT', cluster=True, FIGSIZE=(6,6))" + ] + }, + { + "cell_type": "markdown", + "id": "fitted-mayor", + "metadata": {}, + "source": [ + "# Complementary functions" + ] + }, + { + "cell_type": "markdown", + "id": "provincial-technician", + "metadata": {}, + "source": [ + "Show all alignments" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "hybrid-absence", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gene Alignment\n", + "-------- ------------------------\n", + "PTAFR \u001b[92mM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\n", + "OSBPL3 \u001b[92mM\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "RFFL \u001b[92mM\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "TNFAIP2 \u001b[92mM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "SGMS2 \u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mM\u001b[0m\n", + "SLC16A10 \u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDD\u001b[0m\n", + "FPR1 \u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "FAM20C \u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mDDD\u001b[0m\u001b[92mMM\u001b[0m\u001b[91mIIII\u001b[0m\n", + "CLEC4D 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\u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[92mVVV\u001b[0m\n", + "ZSWIM4 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[92mVVV\u001b[0m\n", + "ZC3H12C \u001b[91mDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "AK150559 \u001b[91mDDD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[92mVVVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDD\u001b[0m\n", + "F10 \u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMM\u001b[0m\u001b[92mVVVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDDDDD\u001b[0m\n", + "FAM108C \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "RBM7 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "RASA2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "SLC25A37 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\n", + "IRAK-2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "PLEKHO2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "LCP2 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDD\u001b[0m\n", + "TRIM13 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMM\u001b[0m\n", + "PTX3 \u001b[91mDDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMMMMM\u001b[0m\n", + "SPATA13 \u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIIIII\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "BCL2L11 \u001b[91mI\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMM\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\n", + "CD44 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[92mVV\u001b[0m\n", + "AK163103 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "LZTFL1 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDDD\u001b[0m\n", + "IRAK3 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mII\u001b[0m\u001b[91mDDDDDD\u001b[0m\n", + "ARG2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\n", + "ZEB2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\n", + "TLR2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\n", + "MCOLN2 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\n", + "CPD \u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "RCAN1 \u001b[91mDDDD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMMM\u001b[0m\u001b[91mI\u001b[0m\n", + "PILRA \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDD\u001b[0m\n", + "ARHGEF3 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMM\u001b[0m\u001b[91mII\u001b[0m\u001b[92mMMMM\u001b[0m\n", + "C5AR1 \u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mIIIII\u001b[0m\u001b[91mDDDDDDD\u001b[0m\n", + "SLC39A14 \u001b[91mDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[91mDD\u001b[0m\u001b[92mMMM\u001b[0m\u001b[91mIIII\u001b[0m\n", + "CLCN7 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMM\u001b[0m\u001b[92mVVVVVV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mDDDD\u001b[0m\n", + "BC031781 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "NUPR1 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "CDC42EP4 \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIIII\u001b[0m\u001b[91mD\u001b[0m\n", + "NFKBIE \u001b[91mDDD\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m\u001b[92mMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[92mMM\u001b[0m\n", + "PLSCR1 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"output_type": "execute_result" + } + ], + "source": [ + "aligner.show_ordered_alignments() " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "political-holiday", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "environment": { + "kernel": "genes2genes", + "name": "pytorch-gpu.1-9.m82", + "type": "gcloud", + "uri": "gcr.io/deeplearning-platform-release/pytorch-gpu.1-9:m82" + }, + "kernelspec": { + "display_name": "genes2genes", + "language": "python", + "name": "genes2genes" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/doc/source/.ipynb_checkpoints/G2Gtutorial-checkpoint.rst b/doc/source/.ipynb_checkpoints/G2Gtutorial-checkpoint.rst new file mode 100644 index 0000000..57facf0 --- /dev/null +++ b/doc/source/.ipynb_checkpoints/G2Gtutorial-checkpoint.rst @@ -0,0 +1,11 @@ + +.. _G2Gtutorial: +Tutorial +======================================= + + +Load the reference and query datasets: + + + + diff --git a/doc/source/.ipynb_checkpoints/index-checkpoint.rst b/doc/source/.ipynb_checkpoints/index-checkpoint.rst new file mode 100644 index 0000000..83b7b91 --- /dev/null +++ b/doc/source/.ipynb_checkpoints/index-checkpoint.rst @@ -0,0 +1,124 @@ +.. Genes2Genes documentation master file, created by + sphinx-quickstart on Wed Aug 16 09:01:25 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Genes2Genes +======================================= + +**A framework for single-cell pseudotime trajectory alignment** + +.. contents:: Contents + +Genes2Genes (G2G) is a new Python framework for aligning single-cell pseudotime trajectories of gene expression between any reference and query for a pairwise comparison such as: + + * Organoid vs. Reference tissue + * Control vs. Treatment + * Healthy vs. Disease + +Trajectory alignment: What & Why? +########### + +A single-cell trajectory describes the transcriptomic state of cells along some axis of progression (such as time), due to undergoing some dynamic process (e.g. cell differentiation, treatment response, or disease infection). Given an scRNA-seq profile, there are various tools available today to infer such trajectory by estimating a pseudo ordering of the cells along an axis, commonly referred to as 'pseudotime'. The pseudotime axis of a trajectory can be descritized to represent it as a sequence of discrete time points. Given two such discrete pseudotime sequences of two trajectories, a pairwise alignment between them defines a non-linear mapping between their time points. This mapping could have 1-to-1 matches as well as 1-to-many/many-to-1 matches (a.k.a warps) between the time points, while unmapping the time points which have significantly different transcriptomic states. Below is an example visualization of two cell differentiation trajectories. + + +.. image:: images/DocFigs1.png + :width: 600 + :alt: What is trajectory alignment? + :align: center + +For two trajectories representing single lineages as above, G2G generates an **optimal pairwise trajectory alignment** that captures the matches and mismatches between their time points in sequential order, allowing a user to quantify the degree of similarity between them. + +.. image:: images/DocFigs1-1.png + :width: 600 + :alt: Example mapping + :align: center +| +G2G defines 5 different states of alignment between any two **R** and **Q** time points, corresponding to all possible match and mismatch states. They are: 1-to-1 match (``M``), 1-to-many match (``V``), many-to-1 match (``W``), insertion (``I``) and deletion (``D``). Here, ``I`` or ``D`` refer to a mismatched time point in Q or R, respectively. These states jointly cover the alignment states defined in classical dynamic time warping and biological sequence alignment. + +.. image:: images/DocFigs1-3.png + :width: 600 + :alt: 5 states of alignment + :align: center +| +Accordingly, we can describe any trajectory alignment as a 5-state alignment string. For example, the 5-state alignment string of the above illustrated trajectory alignment is: + +.. code-block:: + + IIIMMMWWWIIIDDDMMMIIIIDDDD + +This G2G alignment string enables us to identify the time regions of match and mismatch along the trajectories. For instance, we can interpret the above illustrated alignment as follow -- *R and Q trajectories have mid and late mismatches, with the early stage of Q being mismatched, yet starting to match to the early stage of R at the middle of Q's trajectory. Overall, there are 9 R and Q pseudotime pairs getting matched (with 34.62% alignment similarity)*. + + +Outputs from Genes2Genes +########### + +Given an scRNA-seq dataset with their pseudotime estimates and a specified set of genes (e.g. all transcription factors, highly variable genes, biological/signaling pathway genes), G2G generates fully-descriptive alignments for each gene (i.e. **gene-level alignment**), as well as an average (aggregate) alignment (i.e. **cell-level alignment**) across all genes. + +Below is an example gene-level alignment of the gene *JUNB* in T cell differentiation between a pan-fetal reference and an artificial thymic organoid system: + +.. image:: images/DocFigs2.png + :width: 600 + :alt: Example gene-level alignment? + :align: center +| +.. code-block:: + + IIIIIDMMMMMMMMIDDDDD + +Each gene-level alignment carries its 5-state string, an alignment similarity percentage statistic, and the optimal alignment cost (in *nits* -- the unit measure of information). For the above gene, the aligment similarity is 40%, and the total cost of alignment is 53.47 nits. When the degree of difference in gene expression between the reference and query is high, the alignment cost will also be high. + +G2G uses the inferred gene-level alignments to inform: + +#. **The degree of similarity between the two profiles** as an average percentage of alignment similarity across all the genes tested, +#. **An aggregate cell-level alignment across all genes** to inform the average states of match and mismatch between the two profiles (again represented by a 5-state string), +#. **A ranked list of genes across time (from the most distant to most similar)** based on their alignment similarity percentage statistic, +#. **The diversity of different alignment patterns in genes**, by clustering gene-level alignments to identify different matching and mismatching patterns along time, + +between the two single-cell reference and query profiles in comparison. + +For further downstream analysis, G2G provides a wrapper function to check gene-set overrepresentation analysis of the identified gene-clusters and the list of the top distant (differentially-expressed) genes across time, using `GSEApy `_ Enrichr interface. The user is also able to compute an average alignment across any gene subset of their interest. + +**Note**: G2G has been developed only for single-lineage trajectory comparison. In the case of a trajectory with multiple branches, we recommend separating out the singe-lineage branches before any pairwise comparison. + +Our approach to trajectory alignment +########### + +We employ a **dynamic programming** (DP) based algorithm that can capture both matches and mismatches in gene expression in a unified way. This combines the classical **Gotoh's algorithm** for biological sequence alignment with **dynamic time warping**. Our DP algorithm uses a **Bayesian information-theoretic scoring scheme** based on the **minimum message length** criterion to generate an optimal alignment between two gene trajectories. This scheme evaluates the distributional similarity of gene expression between R and Q for each pair of time points, in terms of both their mean and variance of expression modelled as Gaussian distributions. +For more details on the methods, please see our `manuscript `_. + +Getting started +=========== + +For now, G2G needs to be installed from GitHub: + +.. code-block:: shell + + pip install git+https://github.com/Teichlab/Genes2Genes.git + +The package will be made available soon on PyPi. + +**Input to Gene2Genes** + +G2G takes reference and query input data as ``anndata`` objects, where each ``adata`` object has: + +* log1p normalised gene expression stored at ``adata.X`` +* pseudotime estimates of the cells stored as ``adata.obs['time']`` + +The user can estimate pseudotime of the cells in their datasets using any suitable method available (such as `Diffusion pseudotime `_, `Palantir `_, `GPLVM `_, `Monocle `_ etc.). +For better visualisation and interpretation of the alignment results, we recommend the data to be annotated with their cell types (manually and/or using an automatic annotation tool such as `CellTypist `_). + +Please refer to our :doc:`G2Gtutorial` for an example analysis between a reference and query dataset from literature. + +Citing Genes2Genes +=========== +Our manuscript is currently available as a `preprint `_ at bioRxiv: + +*Sumanaweera, D., Suo, C., Cujba, A.M., Muraro, D., Dann, E., Polanski, K., Steemers, A.S., Lee, W., Oliver, A.J., Park, J.E. and Meyer, K.B., 2023.* **Gene-level alignment of single cell trajectories informs the progression of in vitro T cell differentiation**. *bioRxiv, pp.2023-03.* + + +.. toctree:: + :hidden: + + self + ../notebooks/Tutorial \ No newline at end of file diff --git a/doc/source/index.rst b/doc/source/index.rst index 26d4b2d..83b7b91 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -105,7 +105,7 @@ G2G takes reference and query input data as ``anndata`` objects, where each ``ad * log1p normalised gene expression stored at ``adata.X`` * pseudotime estimates of the cells stored as ``adata.obs['time']`` -The user can estimate pseudotime of the cells in their datasets using any suitable method available (such as `Diffusion pseudotime `_, `CellRank `_, `Palantir `_, `GPLVM `_ etc.). +The user can estimate pseudotime of the cells in their datasets using any suitable method available (such as `Diffusion pseudotime `_, `Palantir `_, `GPLVM `_, `Monocle `_ etc.). For better visualisation and interpretation of the alignment results, we recommend the data to be annotated with their cell types (manually and/or using an automatic annotation tool such as `CellTypist `_). Please refer to our :doc:`G2Gtutorial` for an example analysis between a reference and query dataset from literature. @@ -121,4 +121,4 @@ Our manuscript is currently available as a `preprint " ] @@ -125,27 +125,27 @@ }, { "cell_type": "markdown", - "id": "essential-department", + "id": "color-alert", "metadata": {}, "source": [ "### Determine the number of discrete pseudotime points to align\n", "\n", - "We can use optbinning package (https://gnpalencia.org/optbinning/installation.html) to get a heuristic estimate about the number of discrete time points to consider by running below on each dataset. " + "We can use optbinning package (https://gnpalencia.org/optbinning/installation.html) to get a heuristic estimate about the number of discrete time points to consider by running below on each dataset.
**Note:** Run `pip install optbinning` if this is not already installed. " ] }, { "cell_type": "code", "execution_count": 5, - "id": "existing-california", + "id": "general-broadway", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(CVXPY) Apr 17 06:27:42 PM: Encountered unexpected exception importing solver GLOP:\n", + "(CVXPY) Apr 18 03:50:01 PM: Encountered unexpected exception importing solver GLOP:\n", "RuntimeError('Unrecognized new version of ortools (9.9.3963). Expected < 9.8.0. Please open a feature request on cvxpy to enable support for this version.')\n", - "(CVXPY) Apr 17 06:27:42 PM: Encountered unexpected exception importing solver PDLP:\n", + "(CVXPY) Apr 18 03:50:01 PM: Encountered unexpected exception importing solver PDLP:\n", "RuntimeError('Unrecognized new version of ortools (9.9.3963). Expected < 9.8.0. Please open a feature request on cvxpy to enable support for this version.')\n", "14\n", "14\n" @@ -168,7 +168,7 @@ }, { "cell_type": "markdown", - "id": "together-arlington", + "id": "prospective-steps", "metadata": {}, "source": [ "Accordingly, we go with `n_bins=14`" @@ -176,8 +176,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "oriental-overall", + "execution_count": 6, + "id": "protective-monday", "metadata": {}, "outputs": [], "source": [ @@ -186,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "short-satisfaction", + "id": "stretch-sacramento", "metadata": {}, "source": [ "### Define which cell type annotations and color scheme to use for visualization purposes\n", @@ -196,8 +196,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "actual-highlight", + "execution_count": 7, + "id": "demonstrated-valley", "metadata": {}, "outputs": [], "source": [ @@ -213,7 +213,7 @@ }, { "cell_type": "markdown", - "id": "optional-maker", + "id": "undefined-spell", "metadata": {}, "source": [ "Inspect the cell type compositions around each discrete pseudotime point (x-axis) to see if it reasonably represents the entire trajectory of interest. " @@ -221,13 +221,13 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "polar-paper", + "execution_count": 8, + "id": "indoor-namibia", "metadata": {}, "outputs": [ { "data": { - "image/png": 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TYG1tjUWLFgEAPvzwQ4SEhGDp0qUYPHgwoqOjcfnyZaxdu5azfhCiKu4+uYsZB2fAw8wDE3wntHn00ACbANSIa/Bbwm/Q19DHZyGfSTkpkQZOjyBWr16NkpIShIaGwtLSsuG1Y8eOhnVycnKQm5vb8L5Xr17Ytm0b1q5dCx8fH+zevRv79+9/4YVtQkj71Ynr8P6f70NbqI33A99v96mhPnZ9MMF3AtZdWofdKbullJJIE6dHEC05tIyNjX1u2ZgxYzBmzBgZJCKENGdNwhrcLLyJr/t9DW2htlTajHCOwIPSB/gq5iu4GLvA29JbKu0S6VCYu5gIIYorrSANK+JXYJjbMNgbvfxaYUvxeDxM9psMWwNbvHPgHRRVFEmtbdJ+VCAIIS8klojxydFPYKVrhREeI6TevrpAHR/2+hBVdVX47NhndNFagVCBIIS80M7rO5FakIo3ur0BNYFszkobahpiWvdpOJ15GluSt8hkH6T1qEAQQppVVlOGpeeWItguGE7GTjLdV1errnjF6RV8F/sdbhW+fFRnIntUIAghzfo1/ldU1VVhnNc4uexvvPd4mGmb4eO/Pka9pF4u+yTNowJBCGlSdnE2NiZuxFC3oTDUNJTLPoVqQrzV4y2kFaZh3aV1ctknaR4VCEJIk349/yt0RboY5DJIrvt1NHLEYNfBWB63HLeLbst136QxKhCEkOdkPMrAgbQDGOY2DEI1odz3P7LLSJjpmOGzo59BLBHLff/kKSoQhJDnLD+/HEaaRghzCONk/0KBEG90ewNX865i29VtnGQgVCAIIf9yq/AWDt86jEiPSKgL1DnL4Wriir4OffHD2R+QV9b0fC9EtqhAEEIaWXlhJcy0zRBsF8x1FPzH+z8QCoSYf3I+11FUEhUIQkiDrCdZ+Ov2XxjsOhhqfO6ni9EWamOC3wTEpMcg4V4C13FUDhUIQkiDtQlroS/SRx/7PlxHaRDQKQDeFt5Ye4mG9Jc3KhCEEABAXlke9t7Yi3CXcAgF8r9zqTnPBvR7VPmI6ygqhwoEIQQAsP7yeojUROjn2I/rKM+x0LVAH7unRzUPSh5wnEZ1UIEghKC0uhTbr21HP4d+0FLX4jpOk0LsQgAAay+tpRFf5YQKBCEE0deiUSuuxSvOr3AdpVnPbrlNepiE4+nHOU6jGqhAEKLi6sR1iEqMQq/OveQ25lJ7uJi4YOGphaiqq+I6itKjAkGIijty6wjyy/MxyFW+Yy611WDXwSisKMTqi6u5jqL0qEAQosIYY/j98u/wtvCGjb4N13FaxETLBINdB2PdpXXILs7mOo5SowJBiApLuJ+A1IJUDHQZyHWUVhnmPgx6Ij18c+obrqMoNSoQhKiwDVc2oJNeJ3iZe3EdpVU01DTwqs+rOJV5CqczTnMdR2lRgSBERWUXZ+NE+gmEO4eDx+NxHafVenTqAU9zT3x9+mvU1NdwHUcpUYEgREVtStwEHZEOgmyDuI7SJjweDxN9J+JByQOsv7Ke6zhKiQoEISqorKYMu67vQl+HvpxMCCQtnfQ74RXnV7AifgVyy3K5jqN0qEAQooJ2p+xGjbgGA5wGcB2l3UZ6jISGmgYWxy7mOorSoQJBiIoRS8SIuhKFnjY9O8SDcS+jJdTCWK+xOHTrEC7eu8h1HKVCBYIQFXPx/kXcL72PCOcIrqNITbBdMJyNnTH/5HzUS+q5jqM0qEAQomIOph6Em4kb7I3suY4iNXweH5P8JuFO0R1sTd7KdRylQQWCEBWTWpCKcJdwrmNInYORA0IdQrEsbhnNHSElVCBIhyKRSFBdXYeysmrU1tKphLYw1DSEv5U/1zFkYpzXODDG8OPfP3IdRSlwP+ksIc1gjCE9vQAnT6YiLi4d6en5uH//CcRiScM6OjoiWFjow9nZHK6uFtDRqeAwsWIrrCgEAAR2DoSAL+A4jWzoinQxqssobErahPHe4+Ft6c11pA6NCgRROPX1Yvz113WsWnUKV6/eg1CoBnd3S3h5dcKAAV2gpSWEmhofNTX1KC2tRlFRGR48KEZ8fAYKC+8CAN5+eyOGDLmHkBBXBAY6QSSiX/Ujt44AALpadeU4iWz1c+yH01mnMe/kPOx5bQ/4PDpR0lb0V0MUyqVLWfj44x24fTsfnp7W+OSTgfDxsYFIpP7SbRljiI9PwMcfb4OJiQ727LmM336LhZaWEKGhroiI8EK/fh4wNNSWQ08US0VtBf66/RcAQFNNk+M0siXgCzDZbzIWnl6IPSl7MMZrDNeROiwqEEQh1NbWY+HCg1i//m84Opph8eLRcHIyb1UbPB4PxsY6AICxY3vAxcUDOTmPceXKXVy+nIUPPtgGNTU+evd2xpAhvhg0yEtlisWulF0qNcGOm6kbenXuhSVnlyDcORx6GnpcR+qQqEAQzj16VI433tiApKRsTJ4chIEDvSAQtP+0AI/Hg62tMWxtjTFypD8ePSpHQkIWLl7MwKef7sScObvQp48rRo70R0SEJ7S0RFLojeKpE9fhj0t/wMvcC/dxn+s4cjPeezw+Pvoxlp9fjq/6fsV1nA6JCgTh1N27RRg7dhXKy2swb95wuLlZymxfxsY6GDjQCwMHeuHJkwpcuJCBuLh0zJixBVpaQgwZ4oP//CcAAQEOHXJ00+YcuXUED8seYpr9NPyFv7iOIzdGWkaIdI/E5qTNGOs1Fq6mrlxH6nCoQBDO3L//BKNHrwSPByxaNAqmpvI7DWBoqI2BA70xcKA38vNLcPbsbZw9ews7d16Cvb0pXn+9N8aO7QE9vY59vp4xhjUJa+Br6QtLHdkVX0UV4RKBM3fP4OtTX2PL2C1KVfjlgS7vE048elSGMWNWQiyWYO7c4XItDv9mbq6PMWO6Y/ny1zB//nBYWupjwYKD6Np1PhYsOIDc3GLOsrVXbFYsbhfdxhDXIVxH4YS6QB0TfCfgwr0LOHbnGNdxOhw6giCcmD//AMrLtbFw4YiGC8tc4/N58PTsBE/PTnj8uALHjl3Hli3xWL/+b0yYEIi+fc24jthqay6ugbOxM9xM3XA7/zbXcTjha+mLrlZd8c3pbxBiHwJN9Y59VChPdARB5IoxBgDIzCzExx8PhJmZYt5dYmSkjfHje2L16kkYM6Y7du68hClTfgeADvME94WcC7j84DKGug1V+VMrr/m8hsKKQqy7tI7rKB0KFQgiV4cPXwUAjBzpDycnxf9GrqUlxMiR/lixYgJ69Hg6uN27725CfHw6x8lebvn55bA3tFf6B+NawkLXAgNdBmLNxTV4WPqQ6zgdBhUIIjd37uRjzZpYAEC3bh1rJFFdXQ0MGeIHAFBTE2D06JVYuPCgwh5NXMi5gIT7CRjhMULljx6eGe4+HFrqWlhyZgnXUToMKhBELurqxHj//S0wNNTiOkq7vfNOGCZMCMS6dWcwZMjPuHfvMdeRnrP8/HLYGdrR0cM/aKprYozXGBy6dQiX71/mOk6HwGmBOHv2LIYOHQorKyvweDzs37//hevHxsaCx+M998rLy5NPYNJmv/wSg5SUBxg3rgfXUdqNz+dh+PCu+PbbUSgqKkdExE+4cCGD61gNzt09R0cPzQi2C4aDkQMWnFoAsUTMdRyFx2mBqKiogI+PD1auXNmq7W7duoXc3NyGl5mZ4p/LVmW3b+dh+fIYjBrlDxsbY67jSI2joxkWLRoNa2sDjB27Cnv2cP+tVMIkWHxmMVxMXJR2SO/24PP4mOg7EakFqdiXuo/rOAqP09tcBw4ciIEDB7Z6OzMzMxgYGEg/EJE6xhg+/3wPTE11MXJkN2Rm3uQ6klTp6mrgyy+HYt26M3j//a0oKanC1KnBnOU5mHYQaYVpmNd3Hh09NMPFxAU9bXrix79/xECXgdAWqsZ4XG3RIa9B+Pr6wtLSEgMGDEBcXNwL162pqUFpaWmjF5Gf/fuTcP58OqZODYa6unLOQaCmJsA774Rh6FAffPnlXqxYcZKTHDX1Nfjx7x/R3bo7XExcOMnQUfzH+z8oriqm215fokMVCEtLS6xZswZ79uzBnj17YGNjg9DQUCQmJja7zaJFi6Cvr9/wsrGxkWNi1VZeXo0FC/YjIMABfn62XMeRKR6Ph0mTemPMmG747rtDWL/+b7lnWH9lPfLL8zHWa6zc993RmGqbIsIlAmsvraXbXl+gQxUIV1dXvP322/D390evXr2wfv169OrVC8uWLWt2mzlz5qCkpKThde/ePTkmVm2rV5/GkyeVmDKlN9dR5ILH42Hs2B4YOtQXX365Fzt3Jsht3/eK72FF/AoMdBkIKz0rue23IxvmPgwigQjL4pr//FB1HapANKVHjx5IT2/+oSWRSAQ9Pb1GLyJ7BQWl+O23WAwa5M3pOEvy9vRIohf69/fARx/twNmzt2S+T8YYFpxaAC11LYz0GCnz/SkLLXUtjOwyEvtu7ENaQRrXcRRShy8QycnJsLRUvVEqFd2yZcfB5/MwYoTq3YfP4/EwbVoIvL07Ydq0KNy5ky/T/cWkx+B05mlM9JsIDXUNme5L2YQ5hMFC1wKLzyzmOopC4rRAlJeXIzk5GcnJyQCArKwsJCcnIycnB8DT00OTJk1qWP/nn3/GgQMHkJ6ejpSUFPz3v//FqVOnMH36dC7ik2ZkZhZi69Z4jBjRFTo6qvmBJRDwMXNmOIyMtDFhwlo8flwhk/08qnyEL2O+hJ+lH7pbd5fJPpSZGl8N47zG4Vz2OSQ+bP5apqritEBcvnwZfn5+8PN7OoTBrFmz4Ofnh7lz5wIAcnNzG4oFANTW1uKjjz6Cl5cXQkJCcPXqVZw4cQL9+vXjJD9p2rJlx6Gvr4WICG+uo3BKS0uIzz4bhJKSSsyYsQVisUSq7TPG8Pmxz1EnrsOb3d6k21rbqJt1N7iauGLjlY1cR1E4nBaI0NBQMMaee0VFRQEAoqKiEBsb27D+J598gvT0dFRVVeHRo0c4ffo0wsLCuAlPmpSVVYh9+64gMtIPIhGNJm9qqocPPhiAM2duYtmy41Jte+f1nTiRcQJvdHsDBpoGUm1blfB4PIzzGoesJ1lcR1E4Hf4aBFEsv/xyAgYGWujXz4PrKArD17czxo7tgWXLjiE2VjoPCl7LvYYFJxcgzCEM3ay7SaVNVeZq6go3UzcAQL1YMQdg5AIVCCI1OTmPsHv3ZQwb5gehkI4e/mnUqG7w8emMDz7YiqKisna1lVeWh7f2vwUbAxtM8pv08g1Ii/R36g8AiMmI4TiJ4qACQaRmxYqT0NXVwIABdPTwb3w+D9On90V9vQT//e/2homTWqu8thxv7XsLEibBzF4zIRQIpZxUdT2bszv6ajSq66o5TqMYqEAQqSgsLMPOnZcweLA3RCJ1ruMoJENDbbz3XhhOnUpr05PWZTVlmLJrCrKeZGFW71l03UFGiquLse3qNq5jKAQqEEQq1q//GwIBD6+84sl1FIXWtasdBg70wrffHkJGRkGLtyupLsHkXZNx+9FtfBbyGewM7WQXUsX5Wflh9cXVqKyt5DoK56hAkHarqKhBVNQ59OvnAW1tEddxFN6ECYEwMtLGhx9ua9Gtr6kFqRi2aRgyHmdgTsgcOBo5yiGl6urr0BelNaXYnLyZ6yicowJB2m379osoK6vG4ME+XEfpEEQidbz3Xl8kJ+dg9erTza4nloixJWkLRm8dDXWBOr4Z8A3sDTvWVK0dkaGGIULsQ7A2YS3Ka8u5jsMpKhCkXcRiCdaujUVQkDNMTXW5jtNhuLlZYuhQX/z449Emh+K48uAKRmwZgXkn5yHILghzw+bCVNuUg6Sqabj7cJTXlmNr0lauo3CKCgRpl+PHb+D+/Sd09NAGY8f2gImJDmbNioZYLEGduA4A8OnRTzF2+1hU1FZgft/5mOo/FUI1ultJnoy1jNHHrg/WXV6n0tciqECQdvnjj7Nwc7OEoyNN+9paIpEaJk7tgStX7iLyk9mYsHMCAKCqtgoze8/Ewv4L4WzizHFK1TXMfRhKq0ux/dp2rqNwhp5mIm1282Yuzp9Px8yZr3AdpUNgjOFh2UPcKryF20W3cefRHeSW5YLv6IDE3WYIfDMA6UjHtO7T4GrtynVclWeqbYoguyD8lvAbXvN5TSVHyqUCQdps/fq/YWysjYAAB66jKKzKukokPkjE1byruJZ7DWW1ZeDz+DDXMYeVrhUCOvWAZdfOiPr+BvKav15NODLMbRj+vvs3dl7fiUldVe+pdSoQpE2Kiyuxe/dlREZ2hZqacs413R63i24h5s4JJDxIQJ24Dla6VvC29IadgR2s9KwgEjS+HXjwWBds5Ggua9I8C10L9LTpiXWX1mG8z3ioC1TrIVAqEKRNdu26hPp6Mfr3p2E1/ul20W3sur4LNwpuwFjLGMG2wfA07wI9kf4Lt3PzNoGDqwGKioCK8lo5pSUtMdRtKOYcn4NDNw9hRJcRXMeRKyoQpNUYY9i4MQ4BAQ4wMNDiOo5CqKyrRPTVaJzIOAFzHXOM6jIKrqau4LfiPpCg/p2REAcc2nkbXQO9ZJiWtEZng87wtfTFmoQ1GO4xHHye6tzbozo9JVJz/nw6MjMLaViN/5fxOAOfHv0UZ++eRbjzK3jD/w24m7q3qjgAgJbO01tZL519iBtJLR+Gg8jeMLdhSH+UjtOZqnWhiAoEabWNG+NgY2MEDw8rrqNwLi47Dl+f/BoaAg281f0tdLfu0e5vmBbWOli96DLqasVSSknay9XUFa4mrlhzcQ3XUeSKCgRplYKCUhw9eh39+3uo/BSXh24ewsoLK+Fu5o4JfhNgoGEglXb7RNgi/0E59mxMk0p7RDoGuQ5C4sNEJD1M4jqK3LSpQGRmZko7B+kgduxIgEDAR2ioG9dROHXo5iFsu7oNvW17Y6jbUKjzpXd3i5GJJoIGdMaejam4l1UitXZJ+3S17ApLXUv8fvl3rqPITZsKhJOTE8LCwrBlyxZUV9PEGqpCIpFg69Z49OzpqNKjtsZnxzcUh1D7UPAg/SOpPhG2MDTWxKrvLkEiadvkQkS6+Hw+IpwjcPzOceQU53AdRy7aVCASExPh7e2NWbNmwcLCAm+//TYSEhKknY0omLi4dOTkPFb5W1sP3z6MgE4BMisOAKCuLsDQ8S64df0Rju1Nl8k+SOsF2wVDW6iNDVc2cB1FLtpUIHx9fbF8+XI8fPgQ69evR25uLoKCguDp6YmffvoJhYWF0s5JFMDWrfGwsTGCm5sl11E4kV+eBwCw0bNBP8d+MisOz9g7G8K/tyU2r7yGwrwKme6LtIxITYR+Dv2wK2UXSqtLuY4jc+26SK2mpoaRI0di165dWLJkCdLT0zF79mzY2Nhg0qRJyM3NlVZOwrFHj8rx11/X0bevu0penK6qq8KW5KdDP4c6hMjtXvjwEU4QagiwetHlNs9jTaSrv1N/1InrsCtlF9dRZK5dv+WXL1/Ge++9B0tLS/z000+YPXs2MjIyEBMTg4cPH2L48OHSykk4tmfPZQBASIhqDiIXdSUKZdVlAAB1vvyG3tbQVMPQ/7gg+WIeTh++K7f9kuYZahqip01PbEzcCLFEuW9FblOB+Omnn+Dl5YVevXrh4cOH2LRpE7Kzs/HNN9/A3t4ewcHBiIqKQmJiorTzEg4wxrB16wV062YHPT1NruPIXVx2HP7O/huBnQM52b+rpwl8ephj/bIkFOWr7twEiiTcORwPSh/gZIZyj5/VpgKxevVqvPrqq8jOzsb+/fsxZMgQ8PmNmzIzM8Mff/whlZCEW8nJObhzJx/9+qnexemiiiL8cfkPeJp7wsnYibMcg8Y4Q03Ix4pvEuiuJgXgYOQAFxMXpb9Y3aYCERMTg08//RSWlo0vVjLGkJPz9PYvoVCIyZMntz8h4dz27RdhaqoLL69OXEeRK8YYoq5EQV2gjgjncJlflH4RTS11RL7mhmuX8nF0D93VpAjCncORcD8BNwtvch1FZtpUIBwdHVFUVPTc8sePH8PeniZVVyaVlbXYty8RISGuEAhU68H7i/cvIjE3EeFO4dBQ4/7UmpO7EXr0scamFVdxP0v576BRdN2su8FI0wibkzZzHUVm2vQX39zdFOXl5dDQUL1Zl5TZkSNXUVFRg7Aw1XpyuqK2HFFXouBm6gY3U8Xp+ysjHKFvJMIPX8Shprqe6zgqTY2vhjCHMOxP3a+0t7y2arjvWbNmAQB4PB7mzp0LLa3/DfUsFotx8eJF+Pr6SjUg4db27Rfh5dUJ5uYvns9A2exO2YMacQ3CncO5jtKIUCjA2Kld8Nv3V7D+5yS8+1l3riOptL4OfXEg7QD23NiD1/1f5zqO1LWqQCQlPR2kijGG69evQyj83+1+QqEQPj4+mD17tnQTEs5kZxchPj4DH3zQn+socnW/5D5i0mMQZh8GXaEu13GeY26lg8FjnHFg2y14+JoiJMKO60gqy0DTAN07dcfmpM2Y3HWy0s0V0aoCcfr007HQX3/9dSxfvhx6enoyCUUUw86dl6ClJVSpOacZY9iUtAkGGk//8BVV116WuJtejFXfXUInOz04uhlxHUllDXAcgK9Pf41zd8+hj30fruNIVZvK3YYNG6g4KDmJRIKdOy8hMNAJIpHqzMOblJuIlPwU9HfsBzW+4k64yOPxMGy8K8wstbHo43MofkSDZnLFxcQFtga22HZ1G9dRpK7FfwEjR45EVFQU9PT0MHLkyBeuu3fv3nYHI9xKTr6HBw+e4N13w7iOIjcSiRjbkrfDzsAOziYuXMd5KXWhAOPf8sJv31/Goo//xoKVYdDQVNyipqx4PB76OvTFpqRNyC3LhaWu8oxV1uIjCH19/YYxePT19V/4Ih1fTEwKrK0N4OpqwXUUufk7+xwelj1EX8e+nD7z0Bp6BiK8+rYXcjJL8P1ncairU+6hHxRVb9veEAqE2HltJ9dRpKrFXzc2bNjQ5P8nyuncuXSMHz9IZQbmqxPXYtf1XXA3c4eVbseaStXaVg//meaJLauv4ZcFF/Hf+T0hUFOui6WKTlNdE4GdAxF9LRrTA6cr9OnJ1mjTb1FVVRUqK/83Jkx2djZ+/vlnHD9+XGrBCLfq6upVamC+mPQTKK4uRohdCNdR2sTRzQhjXu+C+NP38f2cONTW0JGEvPVz7IeCigKlGp+pTQVi+PDh2LRpEwCguLgYPXr0wNKlSzF8+HCsXr1aqgEJN5ydLWBsrMN1DLmorqvGgbQD8LbwhomWCddx2szD1xTj3/JE0oU8fPvRWVSU1XIdSaXYGdrB2dgZ269u5zqK1LR5Rrng4GAAwO7du2FhYYHs7Gxs2rQJv/zyi1QDEvm6f/8JAKBbNztug8jRiYwTqKitQJBtENdR2s3V0wQTp3vjzo3H+HhKDLLTi7mOpFLCHMJw7u453C+5z3UUqWjTibLKykro6j59gOj48eMYOXIk+Hw+evbsiezsbKkGJPJ14sQNAECXLh3rPHxbVddV48+bf8LXwhcGGgZcx5EKe2dDvPNpN0T/noJP3ziBSTN8ED7SUW77L8yrQFnJQzzMKUNhXgUeF1Wh+HE1qirqUV1VDzAG8HgQaQigpaMOfUMNGJtpwsxSGzb2+ujsoA8jU+7HvmqLAJsAbEnegp3Xd2JW0Cyu47RbmwqEk5MT9u/fjxEjRuDYsWOYOXMmAKCgoICej+jAxGIJjh9/WiDU1ZXjItvLPDt66GXbi+soUmVkqok3P+qKY3vS8fvSRJw+koX+w6T7t8kYQ/7DCty6XoQ7Nx4j8cJ1AMCSz+Kgrm4GoZAPAxNN6OoLoa0jhI6FEEKhADw+D0zCUFcnQXVVPQrzKpCR9hhPHlWjvk4CADA00YCblwk8/c3gG2ABSxvFe6K9KRpqGujVuRd2Xt+JD3p90OEvVrcp/dy5c/Hqq69i5syZ6NevHwIDn06kcvz4cfj5+Uk1IJGfuLg7ePSonOsYclNTX6N0Rw//JBQKMHS8K3wCLHBox22s+OYSAOB6Yj7sXZwgFAla1V5NdT0ybz3BrZRHuHWtCLeuF6H4cQ0AwNhME7p6Tz9OBo91hne3LtDVF7bqLjiJhKH4UTXyHpTj/t1S3MsqwcWzDyARM1h11oWTh6RVebkS5hCGExkncDrzNAY4DeA6Tru0qUCMHj0aQUFByM3NhY+PT8Pyfv36YcSIEVILR+Rr584EmJnpoomR3JXS6czTqKit4GymOHnp7KCPdz7thjPHeNi2Dtj4y1XsjSqEb08LOLkbobOjPgyNNaCjJwQPPNTWiFFeVoui/EoU5FbgXmYJsu4U435WKSQSBqGQD2s7PXh1M0dnR33Y2OlDS0cd2RkZiP8bsLHXh56BqNU5+XwejEw1YWSqCQ9fUwBPi1LW7WKkXS3EuZinR7fL5sVjxAQB+kTYQlNL8Z7ytzO0g4ORA7Zf3a6aBQIALCwsYGHR+CGqHj16tDsQ4UZpaRUOH76G4GA7pKZynUb26iR1OHTzELqYdYGhpiHXcWSOz+fBweVpP8e92QUlj3WQkfYYyRfynl4XaIaGphrMLLVgaqkN3x4WsLbVhZmVttzmBhFpqMHN2wRu3ibwCVDDos82Q02dj7U/XMHmVdfwSqQjho53gaGxYl2zCLMPw4bEDR3+yeo2FYiKigosXrwYJ0+eREFBASSSxod+mZmZLWrn7Nmz+OGHH3DlyhXk5uZi3759iIyMfOE2sbGxmDVrFm7cuAEbGxt8+eWXmDJlSlu6Qf7hzz+TUVcnRteuttisvPOfNIi7G4fHVY8xxnMM11HkztBYE7497BASYQfGGEqe1KCirBZVlU8Lhbo6HxqaatAzFEFDU01hHpZ8VpQGjnKGvoE1Lpy5j6N70nF4521EjHTCiEnuMDBSjPloAjsHYuvVrdiTsgczAmdwHafN2lQg3nzzTZw5cwYTJ06EpaVlm3+BKioq4OPjg6lTp750fCcAyMrKwuDBg/HOO+9g69atOHnyJN58801YWloiPFyxxu3vaKKjE+DjYwN9fa2Xr9zBSSRiHEg7ADcTN5hqm3Idh1M8Hg8GRhoK88HaUgbGGogY6YSQCFvEn7qPmAOZOHEwE2OmdsHgsc5QF7bu+oq0aaprIsAmADuv78R7Pd/jNEt7tKlA/PXXXzh8+DB69+7drp0PHDgQAwcObPH6a9asgb29PZYuXQoAcHd3x7lz57Bs2bJmC0RNTQ1qamoa3peWKufMT+2Rnl6AK1fuYubMVwAo/8NVCQ8uIb88H4NdB3EdhbSTppY6+g6xR8/QTjh9JAtbVl3D8X0ZeHdON3h1M+c0W5h9GM5knUF8Tjw0oVinwFqqTScSDQ0NYWQk//Hn4+Pj0b9/48lrwsPDER8f3+w2ixYtajSQoI2Njaxjdjg7dyZAR0eE7t2Vfz5xxhgOph6EvaE9rHStuY5DpERLRx2Dx7pg+hfdoaGlhnkzYrHimwRUVtRxlsnJ2Amd9Dthx7UdnGVorzYViIULF2Lu3LmNxmOSh7y8PJibN/5WYG5ujtLSUlRVVTW5zZw5c1BSUtLwunfvnjyidhhisQS7dl1C797OEAo79j3bLZFakIq7xXfR06Yn11GIDJhaaGPKB74Y9qor4k7kYOZrR5F2tZCTLDweD6F2oTh+53iHnbO6TZ8IS5cuRUZGBszNzWFnZwd19ca3miUmJkolnDSIRCKIRK2/5U5VnDlzC/n5pQgLc+M6ilwcunkI5jrmcDBSnVnyVA2fz0O33lZwdDXE3k1p+PLdU3jtHW+MmOgm9wvuvW17I/p6NGKzYuW6X2lpU4F42Z1GsmJhYYH8/PxGy/Lz86GnpwdNzY55jo9r0dEXYWtrDEdHM66jyFxOcQ6u5l1FpPvwDjPfA2k7QxNNTPnQF6eP3MWWVddwO+URPpgXAC1t+T07oaehh65WXRFzM0Zu+5SmNhWIefPmSTtHiwQGBuLIkSONlsXExDQ8yU1a58mTChw7loJXX+2pMLcyytKfN/+Evkgf7mYeXEchciIQ8NF/qAM62elh78Y0fPbmCXz5Ux+YWWrLLUOIfQi+ufCN3PYnTW1+2qW4uBi///475syZg8ePHwN4emrpwYMHLW6jvLwcycnJSE5OBvD0Ntbk5GTk5OQAeHr9YNKkSQ3rv/POO8jMzMQnn3yCmzdvYtWqVdi5c2fDWFCkdfbtS4REwtCnj+JPr9leRRVFiM+JRw+bHhDwuL0Fksifm5cJps3uioqyWnw6NQZ3Uh/Jbd/e5t7Q0+iYY9S1qUBcu3YNLi4uWLJkCX788UcUFxcDeDoX9Zw5c1rczuXLl+Hn59cwftOsWbPg5+eHuXPnAgByc3MbigUA2Nvb4/Dhw4iJiYGPjw+WLl2K33//nZ6BaKPt2y+ia1dblXj24didYxAKhPC19OU6CuGIqYU2ps32h56BCHPfO43rl/NfvpEU8Pl8+Fk+/Yyrqa95ydqKpU0FYtasWZgyZQru3LkDDY3/PWAzaNAgnD17tsXthIaGgjH23CsqKgoAEBUVhdjY2Oe2SUpKQk1NDTIyMugp6ja6fv0+btx4gH793LmOInOVdZU4mXESXa26QiSgGxZUmY6uEJM/8IWNgz6+mXkWCWdbfsajPfyt/QEA53POy2V/0tKmAnHp0iW8/fbbzy23trZGXl5eu0MR2YuOvghDQy34+dlyHUXmTmWcQp24Dt07dec6ClEAQqEAr77tBRdPY/wwJw4XYmU/uY+xpjEA4ET6CZnvS5raVCBEIlGTTyTfvn0bpqaqPXRBR1BdXYe9e68gJMRNboOucaVeUo+/bv8FT3NP6Ao7xpwCRPbU1PgY/boH3H1MsfSL83I7kriedx33ijvOs1ht+nQYNmwYvv76a9TVPX1KkcfjIScnB59++ilGjRol1YBE+v766zpKSqrQt6/yn166mHMBT6qeIMAmgOsoRMEIBHyMmuIOV28T/PB5HG6lyH6ce5GaCHtu7JH5fqSlTQVi6dKlKC8vh6mpKaqqqhASEgInJyfo6uri22+/lXZGImXR0Rfg4WEFKysDrqPIFGMMh24dhqORI8y0lf85D9J6AgEfY173gKObIaJ+SZb5/rwtvLHr+i6IJWKZ70sa2lQg9PX1ERMTg8OHD+OXX37BjBkzcOTIEZw5cwba2vK7v5i0Xk7OI5w7l64ST07fKLiB7OJsGlaDvJBAwMfYNzxh/P/zYOfnym5WRX8rf+SV5yE+p/nx4xRJqx+Uk0gkiIqKwt69e3H37l3weDzY29vDwsICjDGVeOCqI9u+/SI0NdURGOjEdRSZO3zrMMx1zGFnaMd1FKLghEIBIkY7I+Uq8PtPifDp3gX6htIfAr2Tfid0quiEndd3IsguSOrtS1urjiAYYxg2bBjefPNNPHjwAF5eXujSpQuys7MxZcoUmm5UwdXXixEdfRHBwS7Q0FC8qRqlKb88D1dzryKgUwANq0FaREPj6ffl6sp6LP7kHGprpH8aiAce+tj1QUx6DIqriqXevrS1qkBERUXh7NmzOHnyJJKSkrB9+3ZER0fj6tWrOHHiBE6dOoVNmzbJKitpp5Mn05CfX4p+/ZR/qIlzd+OgJ9JDF/MuXEchHUzESCdk3HyCVd8lgDEm9faDbIMglohxMO2g1NuWtlYViO3bt+Pzzz9HWFjYc/+tb9+++Oyzz7B161aphSPStXVrPBwdzeDgoPy3IifnJqOHdXcaVoO0mrmVDkZMdMPZYzk4uO2W1NvX19CHn5UfdqXsknrb0taqAnHt2jVEREQ0+98HDhyIq1evtjsUkb6HD4tx6lSaSjw5DQACvgC+Vn5cxyAdlJe/OYIGdMamlVeRfFH6D/+G2IcgtSAVN/JvSL1taWpVgXj8+PFzE/b8k7m5OZ48edLuUET6tm+/AKFQDUFByj0wX019NQDA1cQVGmoda55lolj6D3OAk7sRln55HgW5FVJt28fCB4Yahtidsluq7UpbqwqEWCyGmlrzNz4JBALU19e3OxSRrvp6MbZsiUdwsAu0tIRcx5GpSw8uAQA86doDaSc+n4dRkz0gFAnww+dxqKuV3kVrAV+A3ra9sT91v0IP4Neq21wZY5gyZUqzM7TV1ChuR1XZiROpyM8vxYAByv2hWSepw7m7cQAAbXUdjtMQZaClrY6xU7vg958SEfVLMqbN9pda2yH2ITh06xCOpx/HULehUmtXmlpVICZPnvzSdf45fwNRDJs2nYezs7nSX5yOzz6P0pqOOfcvUVzWtnoYNNoZf0bfhoevKXr37yyVdq30rOBq4opd13cpR4HYsGGDrHIQGcnOLsKZM7fw7rvP33mmTCRMgj9vHoKtvi3ykMp1HKJkugVZIet2MVYtugQnDyOYW0nnCDXEPgTrLq3Dg5IHsNa3lkqb0qTcQ3kSbN4cDy0tIXr3Vu4np5Nzk/Gg9AG8LLy4jkKUEI/Hw7BXXaGhqYalX8Sjvl4ilXYDOgVAQ01DYS9WU4FQYtXVddi27QJCQ90gEinvk9OMMRxIPQAbPRuY6zR/lx0h7aGhqYbRUzyQefsJotemSKdNdQ0E2ARgV4piDuBHBUKJHTyYhOLiSkREeHIdRaZuFqbhzqM7CLQNpGE1iEzZ2OsjbJAd9m1Ow43EAqm0GeoQityyXIWcbY4KhBJbv/5v+Pp2hqWlAddRZGp/6gGY65jD2diZ6yhEBQS/YovOjvr4ef4FVJTVtrs9JyMn2OjbYMe1HVJIJ11UIJRUUlI2rl27j4gI5T4nn/E4A9fzr6NX51509EDkgs/nYdQkD1SU1WHtD1fa3R6Px0OIfQhi0mPwqPKRFBJKDxUIJbV+/TmYmenBz086t+QpqoOpB2GkaQR3U9UYQoQoBgNjDQwe64y/j+fg/Mn2TyEaZPt06O/9qfvb3ZY0UYFQQgUFpThwIAnh4Z5KPed0TnEOLj24hF6de4HPU95+EsXk3d0cHn6mWLPkMh4XVbWrLV2RLrpZd0P0tWiZjCDbVvRXpYQ2bToPNTW+0g/Mt/fGXhhqGNKtrYQTPB4PQ8c9Hdts1XeX2v3BHuYQhszHmbjysP2nraSFCoSSqa6uw8aNcQgNdYOOjvIOVnevOAcJ9xMQ2DmQhvQmnNHWFWLYq65IPJ+L04fvtqstDzMPmGmbKdTFaioQSubAgSQ8elSOgQOV+1v1vtT90Bfpw8fCh+soRMW5eZnAN8ACfyxLRFFBZZvb4fP4CLUPxeFbh1FarRhDxlCBUCKMMaxbdwZdu9rC2tqQ6zgyc684BxfvXURv214Q8OnogXBv4GgnqKsLsOrb9p1qCrEPQb24HgfSDkgxXdtRgVAi587dQWrqQwwerNzfqnel7IaBhgF8LHy5jkIIAEBTSx3DXnVF8sU8nPwzq83tGGgaoKt1V2y7uk0hLlZTgVAiq1efhr29Cby9O3EdRWYyHmXg8oPLCLYLpqMHolBcuhjDr6cFNixPateppr4OfXG76Dau5nE/OycVCCVx82YuYmNvYuhQX/B4yvvA2K6UXTDRMoGnuXIPH0I6pohRTlBT42PNosttPgLwNPeEmbYZtl/dLuV0rUcFQkmsXn0aJiY66NVLeUdtTStIxbW8awix70PPPRCFpKmljqHjXZEYn4vYv+62qQ0+j49Qh1D8efNPlFSXSDdga7NwunciFbm5xdi3LxGDBnlDTU05T7swxrA1eRusdK3gaurGdRxCmuXmZQLv7uZYvywJTx617QG6UPtQiCVi7L2xV7rhWokKhBJYu/YMRCI19O+vvFOKXrx3AZlPMtHXsS/49GtLFNzA0U+P5Ns6VpO+hj66WXfDtmRuL1bTX1oH9/hxBTZvPo+ICC9oaQm5jiMTdZI6RF/bARdjF9gZ2HEdh5CX0tYRYvAYF1yMfdDmsZr6OfZD5pNMXLh3QcrpWo4KRAe3fv3fkEgkGDzYm+soMnMi/QSKKosQ5qDc06YS5dKlqyncfUyw9scrqChv/bDg7qbusNazxtbkrTJI1zJUIDqw8vJq/PHHWfTr5wE9PU2u48hEaXUJdl/fDV9LX5hqm3Idh5AW4/F4GDLOBXU1YhzcdrNN2/d16Ivj6ceRX54vg4QvRwWiA9u06TwqKmowdKgv11FkZsf1nWBgCLUP5ToKIa2mqy9C+EgnXDmf16bt+9j1gTpfHdFXo6WcrGWoQHRQVVW1WLXqFEJD3WBiost1HJm4+yQLsZmx6GPXB1rqWlzHIaRN/HpaoJP907/R6uq6Vm2rJdRCkG0Qtl3dhlpx+2evay0qEB3U4cNXUVJShZEj/bmOIhMSJsGGK1Ew0TKBv7Vy9pGoBh6Phz6v2AEAjuxKb/X2A5wGoKiyCMfuHJNyspejAtFB7dx5CaGhbjAz0+M6ikzEZsbizqM7iHCJoOG8SYenZyACAJw/eQ+pyYWt2raTfid4mHlgU+ImWUR7ISoQHVRZWbXSHj2UVJdg+9Xt8LHwga2BLddxCJEaC2ttrPw2ATXV9a3aboDTACQ+TERKfoqMkjWNCkQHU1lZAwDw97eDublyHj1sSd4CBoZ+jv24jkKIVIUMtENBbgV2/nGjVdv5W/nDVNsUUVeiZBOsGVQgOph9+xIBAP37e3CcRDaSHiYhLjsO/Rz70oVponQMjTUROtAOB7beQsbNxy3eTsAXYIDTAPx5808UVrTuFFV7UIHoQJ48qcDu3ZcBAIaG2hynkb6K2nL8ful3OBo5wptmiiNKKmhAZ5hba2PFwgTU1YlbvF2ofSjU+GpyfXBOIQrEypUrYWdnBw0NDQQEBCAhIaHZdaOiosDj8Rq9NDSUd+7lf1q9+jTq6yVcx5CZzUmbUVVfhcGug8CD8g5ZTlSbQMBH5GtuuJdVin2bW/4AnbZQG8F2wdiavBU19TUyTPg/nBeIHTt2YNasWZg3bx4SExPh4+OD8PBwFBQUNLuNnp4ecnNzG17Z2dlyTMyN3Nxi/P77WQQFOXMdRSYuP7iMs3f/Rn/H/tAT6XMdhxCZsrTRRdArnbFr/Q1kpxe3eLtw53A8rnqMg2kHZRfuHzgvED/99BOmTZuG119/HR4eHlizZg20tLSwfv36Zrfh8XiwsLBoeJmbm8sxMTd++OEvCIVqCAlx5TqK1D2ufIzfEn6Dq4krfCzp1BJRDaERdjA21cKKbxIgbuGZAUtdS/hb+WPdpXWQMNmfTeC0QNTW1uLKlSvo379/wzI+n4/+/fsjPj6+2e3Ky8tha2sLGxsbDB8+HDduNH9HQE1NDUpLSxu9Opq0tIfYseMSxozpBk1N5RqxVcIkWHVxFfg8Pga7DqZTS0RlqKnzETnBDZm3nuDAtlst3m6w62BkPM7AmcwzMkz3FKcFoqioCGKx+LkjAHNzc+TlNT12iaurK9avX48DBw5gy5YtkEgk6NWrF+7fv9/k+osWLYK+vn7Dy8bGRur9kLWFC/+EhYWeUs73cDDtINIK0jDMbRjdtURUTic7PfTqZ4PodSm4l9Wy2eNcTFzgZOyEdZfWyTidApxiaq3AwEBMmjQJvr6+CAkJwd69e2FqaorffvutyfXnzJmDkpKShte9e20bm50rsbE3ERt7E6+9Fgh1deV6ojgl/zp2p+xGL9tesDe05zoOIZzoO8QehsYa+PXrlp1q4vF4GOw6GBfvX8S1vGsyzcZpgTAxMYFAIEB+fuOhbPPz82FhYdGiNtTV1eHn54f09KbHOBGJRNDT02v06ijq6sSYO3cfPDysEBDgwHUcqSqpLsav8StgZ2CHELsQruMQwhl1dQEiJ7gh4+bjFp9q6mbVDRY6FvgtoekvxtLCaYEQCoXw9/fHyZMnG5ZJJBKcPHkSgYGBLWpDLBbj+vXrsLS0lFVMzmzcGIeMjAK8/noQeDzlOje/LXkb+OAj0iMSfF6HO5AlRKps7PXRq+/TU005mS8/1cTnP71md+z2MWQ8ypBZLs7/MmfNmoV169Zh48aNSEtLw7vvvouKigq8/vrrAIBJkyZhzpw5Det//fXXOH78ODIzM5GYmIgJEyYgOzsbb775JlddkIlHj8rx449/oX9/D9jbK89EOc/m180tz8Noz9F03YGQ/9d3qD0MTTTwy4KLLXreKdguGIaahjI9ilCTWcstNG7cOBQWFmLu3LnIy8uDr68vjh492nDhOicnB3z+/+rYkydPMG3aNOTl5cHQ0BD+/v44f/48PDyUa+iJRYsOQyxm+M9/AriOIlWnM08DAELs+8BSV/mO+ghpK3V1AUZOdMe6HxOxb1Maxkx98U0p6gJ1DHIZhO3XtyPATTafE5wXCACYMWMGZsyY0eR/i42NbfR+2bJlWLZsmRxScefy5bvYtu0C3nyzD/T1lecb9pnMMziRcQIAYG+gXNdUCJEGa1s9BA3ojJ1/3IB/bys4uBq+cP0whzAcuHkAh24ekkkezk8xkcbq68X47LNdcHQ0w4ABynNba+LDRKy7vA7uJm5cRyFEoYUOsoOppTaWL7iA2poXj9Wkoa6BcOdwnMo8JZMsVCAUzIYN55CW9hDTpoVAIFCOf560gjT8cv4XOBs7o5dtL67jEKLQ1NT4GDXJHQ9zyhC99uXzP4Q7h0ONL5uTQcrxCaQk7t17jMWLDyM83AtOTmZcx5GK20W38P3f38NK1wqR7pHg0a8cIS9lbq2DvkPscWDbTdxIan5cOgDQUtdCgI1srkHQX6uCYIzhk092QFtbhNde68l1HKlIf5SOJWe+h4WOBcZ6jYW6QJ3rSIR0GL37dUZnR30sn38RFeW1L1y3e6fuMslABUJB7N59GWfO3Ma0aSFKMd5San4qvov9DibaJhjrNRZCQcfvEyHyxOfzMHKSO8pLa7Hux8QXrquppimbDDJplbRKfn4J5s7dh6AgZ/j723Edp92SHyZjydklsNK1wnjv8RAJRFxHIqRDMjTWxOCxzjh7NBt/H5f/tAZUIDjGGMPs2TvA5/MwdWow13Ha7UzWGfx47kfYG9pjjNcYOnIgpJ28u5vDq5sZ1iy5jIKHFXLdNxUIjkVHJ+DkyTS89VYo9PRkc5goD4wx7LuxD78l/AYfCx+M9hwFdT5dcyCkvXg8Hob+xxUammr4aW58i+eOkAYqEBzKyXmEuXP3ISzMDd27d9zRTOvEtVh1cRV2pexCiF0IBrkOAp+nXCPPEsIlDU01jJrsgfTUx9i5vvn5b6RNIZ6kVkX19WJMn74Z2toiTJkSxHWcNntc+RjL4pYhpzgHIzxGoIuZ8jzcR4gi6eygj9BBdti9IRWeXc3g1U32M2nSEQRHli07jqSkHHz44QBoa3fMi7ip+an4/PjnKKwoxES/CVQcCJGxPuG2sHc1xLK5F1D8uFrm+6MCwYH4+HQsXx6DMWO6w9W1ZfNeKBIJk+Bg2kF8d+Y7GGka4Q3/qbDSteY6FiFKj8/nYdQkd9TXS7B8/gWIxbK9HkEFQs4KCkrxzjub4OFhhZEj/bmO02rF1cVYHLsYO67tQGDnQLzqMx7aQh2uYxGiMnT1RRg5yR3XLuVjT1SaTPdF1yDkSCyW4L33NqO+XowPPxzQ4cZaunQ/Ab9f+gMMDK/6vErThBLCESd3I4QOssOO31Pg6mUss/1QgZCj77//CxcuZGDu3OEwNNTmOk6LVdRWYHPSZpy9exauJq4Y5DKQjhoI4VhIhB3uZZXip6/i8fpM2ZyqpgIhJwcPJuHXX09gwoRAeHp2nPP1iQ8T8celP1BZX4khrkPgY+kDHpRr+lNCOiI+n4dRk93x25Ir2PbbdZnsgwqEHNy48QAzZ25HUJAzhg/34zpOi5TWlGJ53HJcvH8RTsZOmOgyAXoifa5jEUL+QVtHiP9M88SK7zJl0j4VCBkrLCzDlCl/wMJCH+++GwYeT7G/fYslTyco+fncMmhZ6GO4+3B4mnvSUQMhCsqqsy5697XB/mjpt00FQoYqK2sxefI6VFXV4quvRkEkUuyhJ1LzU7HywgoAgJ2hPUb2GAtN9Y47/AchqsK5i2wuVFOBkBGxWIIPPtiKmzdzsWDBCJiY6HIdqVm5ZbnYfnU7Lj+4DH329OJ5kG0QFQdCVBwVCBlZvfo0jh/PxezZEXB0VMzZ4Z5UPca+G/twKvM0dIW6iPSIhE6ZCNcQy3U0QogCoAIhI3/+mYz33x+HHj0cuI7ynOLqYhxKO4SYjBio8dTQ1z4M/tbdoC5QR3ZZBtfxCCEKggqElO3b93Tmp/BwT/Tv78FxmsaKKgpx+NZhnMo8DQFPgJ6deiLApgc0ZDQbFSGkY6MCIUWbNsVhzZrTAIC+fd05TvM/GY/ScfT2McTfi4eGQAOBnXqiBxUGQshLUIGQkq1b4/HZZ7sRFOSM/fvB+e2sNfU1uJBzAScyTiDjcQYMNQzR37E/fC19aZY3QkiLUIGQgt9/P4O5c/cjIsILQUFG2L+fmxwSiRg3C28hLuccLuRcRHV9NRyMHDDGcwycjZ3B53WssZ8IIdyiAtEOjDH88ssJLFlyBMOH+2HChEDcvp0q1wx14lqkFqThyoMruHT/EkpqSmCoaYhu1t3gbeENQ01DueYhhCgPKhBtJBZL8OWXe7FxYxzGjeuB0aO7yeW0Ur24DgBwNusM9ucdQlphGmrFtTDQMICbqRvcTd1hrW9NTz4TQtqNCkQbVFbW4P33t+LYsRS8/XYoBgyQ/kxqtfW1KKwsRH55PnJLc3G/9D6yn2Tjzp2n47+fzDgFZxd3BNsGw9HYEabaplQUCCFSRQWiFSRMgttZ9/HWG5uRc/cJxr3lAQO3CsRlx6FOXId6Vo/72XcBAHHZccjAXTAGMDAwxgAwiJkEEiZBvaQedeI61IprUV1Xjar6KpTVlKGspgwl1SWoqKto2K+6QB2mWqYw1TZFoE0g9iAFE/0mwN7RhZsfBCFEJVCB+BcJkyC7OBu3i24j/VE6sp9k427xXeSW5uLhzTpU/fl0NFa1PmnY8+gsEPe/bfk8PmoLKgEAx+8ch2apLsBDwzd7Pvjg8Xjg8/gQ8AVQ46tBja8GoUAIdTV1aAo0Ya1vDTdTN+gIdaCvoQ9DTQPoiHTB///J/7IzMv6/LYEcfyqEEFWk8gWitLoUVx5cQcL9BCTnJuNG/o2Gb++6Ql2Y65rDVMsM2tf9Ub2fB7POQvQfbwlDg64QqYmefrjz1SAQqIEPPrIzMvDN9lmY7DcZto6OHPeOEELaTmULxI5rO7AsZxlS8lMgYRIYahrC2dgZQ92Gws7QDjb6NtDX0Efx42r8ujAB1y7kIfiVzug7xL7DTRVKCCFtobIF4ujto+jZuyem+k+Fh5kHzLTNnrsL6cLp+1i9+BIYAya85w0XGQ2pSwghikhlC8RHQR+ha8+uTf63J4+qsO7HRFw4fR9uPiYYPt4V2rr09DEhRLWobIFo6qlicb0ER/ekY/vaFPD4wJipHvDs+vyRBSGEqAKVLRD/xBhDUnweNq5Ixv2sUvj3tkL/oQ7Q0lHsGeAIIUSWVL5ApCYXYttv15GaVAg7ZwO8/Uk3WHVW3NnfCCFEXlS2QNy6UYRdG04iLbkIFp10MOFdbzh3MaLTSYQQ8v9UtkBs+vUaHFzcMP4tT7h6mYDPp8JACCH/pLIFYtAYJ/R5xZ+OGAghpBkq+8SXZSddKg6EEPICKlsgCCGEvBgVCEIIIU1SiAKxcuVK2NnZQUNDAwEBAUhISHjh+rt27YKbmxs0NDTg5eWFI0eOyCkpIYSoDs4LxI4dOzBr1izMmzcPiYmJ8PHxQXh4OAoKCppc//z58xg/fjzeeOMNJCUlITIyEpGRkUhJSZFzckIIUW6cF4iffvoJ06ZNw+uvvw4PDw+sWbMGWlpaWL9+fZPrL1++HBEREfj444/h7u6OhQsXomvXrlixYoWckxNCiHLj9DbX2tpaXLlyBXPmzGlYxufz0b9/f8THxze5TXx8PGbNmtVoWXh4OPbv39/k+jU1NaipqWl4X1JSAgD4/acLEGpkt7MHz6urLQIArFocB3XhLWpfidrvyNmpfW7bl3X22upcAPj/mSuliHHowYMHDAA7f/58o+Uff/wx69GjR5PbqKurs23btjVatnLlSmZmZtbk+vPmzXs61ye96EUvein5KyMjQzofzv9P6R+UmzNnTqMjjuLiYtja2iInJwf6+vocJpOv0tJS2NjY4N69e9DT0+M6jtxQv6nfqqCkpASdO3eGkZGRVNvltECYmJhAIBAgPz+/0fL8/HxYWFg0uY2FhUWr1heJRBCJRM8t19fXV6lfoGf09PSo3yqE+q1a+HzpXlbm9CK1UCiEv78/Tp482bBMIpHg5MmTCAwMbHKbwMDARusDQExMTLPrE0IIaRvOTzHNmjULkydPRrdu3dCjRw/8/PPPqKiowOuvvw4AmDRpEqytrbFo0SIAwIcffoiQkBAsXboUgwcPRnR0NC5fvoy1a9dy2Q1CCFE6nBeIcePGobCwEHPnzkVeXh58fX1x9OhRmJubAwBycnIaHTb16tUL27Ztw5dffonPP/8czs7O2L9/Pzw9PVu0P5FIhHnz5jV52kmZUb+p36qA+i3dfvMYk/Z9UYQQQpQB5w/KEUIIUUxUIAghhDSJCgQhhJAmUYEghBDSJKUsEKo6fHhr+r1u3ToEBwfD0NAQhoaG6N+//0t/Toqqtf/ez0RHR4PH4yEyMlK2AWWktf0uLi7G9OnTYWlpCZFIBBcXlw75u97afv/8889wdXWFpqYmbGxsMHPmTFRXV8sprXScPXsWQ4cOhZWVFXg8XrNjz/1TbGwsunbtCpFIBCcnJ0RFRbV+x1IduEMBREdHM6FQyNavX89u3LjBpk2bxgwMDFh+fn6T68fFxTGBQMC+//57lpqayr788kumrq7Orl+/Lufk7dPafr/66qts5cqVLCkpiaWlpbEpU6YwfX19dv/+fTknb5/W9vuZrKwsZm1tzYKDg9nw4cPlE1aKWtvvmpoa1q1bNzZo0CB27tw5lpWVxWJjY1lycrKck7dPa/u9detWJhKJ2NatW1lWVhY7duwYs7S0ZDNnzpRz8vY5cuQI++KLL9jevXsZALZv374Xrp+Zmcm0tLTYrFmzWGpqKvv111+ZQCBgR48ebdV+la5A9OjRg02fPr3hvVgsZlZWVmzRokVNrj927Fg2ePDgRssCAgLY22+/LdOc0tbafv9bfX0909XVZRs3bpRVRJloS7/r6+tZr1692O+//84mT57cIQtEa/u9evVq5uDgwGpra+UVUSZa2+/p06ezvn37Nlo2a9Ys1rt3b5nmlKWWFIhPPvmEdenSpdGycePGsfDw8FbtS6lOMT0bPrx///4Ny1oyfPg/1weeDh/e3PqKqC39/rfKykrU1dVJfbAvWWprv7/++muYmZnhjTfekEdMqWtLvw8ePIjAwEBMnz4d5ubm8PT0xHfffQexWCyv2O3Wln736tULV65caTgNlZmZiSNHjmDQoEFyycwVaX2ucf4ktTQVFRVBLBY3PIX9jLm5OW7evNnkNnl5eU2un5eXJ7Oc0taWfv/bp59+Cisrq+d+qRRZW/p97tw5/PHHH0hOTpZDQtloS78zMzNx6tQpvPbaazhy5AjS09Px3nvvoa6uDvPmzZNH7HZrS79fffVVFBUVISgoCIwx1NfX45133sHnn38uj8icae5zrbS0FFVVVdDU1GxRO0p1BEHaZvHixYiOjsa+ffugoaHBdRyZKSsrw8SJE7Fu3TqYmJhwHUeuJBIJzMzMsHbtWvj7+2PcuHH44osvsGbNGq6jyVRsbCy+++47rFq1ComJidi7dy8OHz6MhQsXch2tQ1CqIwh5DB+uiNrS72d+/PFHLF68GCdOnIC3t7csY0pda/udkZGBu3fvYujQoQ3LJBIJAEBNTQ23bt2Co6OjbENLQVv+vS0tLaGurg6BQNCwzN3dHXl5eaitrYVQKJRpZmloS7+/+uorTJw4EW+++SYAwMvLCxUVFXjrrbfwxRdfSH14bEXR3Oeanp5ei48eACU7glDV4cPb0m8A+P7777Fw4UIcPXoU3bp1k0dUqWptv93c3HD9+nUkJyc3vIYNG4awsDAkJyfDxsZGnvHbrC3/3r1790Z6enpDQQSA27dvw9LSskMUB6Bt/a6srHyuCDwrkkyJh6GT2uda666fK77o6GgmEolYVFQUS01NZW+99RYzMDBgeXl5jDHGJk6cyD777LOG9ePi4piamhr78ccfWVpaGps3b16Hvc21Nf1evHgxEwqFbPfu3Sw3N7fhVVZWxlUX2qS1/f63jnoXU2v7nZOTw3R1ddmMGTPYrVu32KFDh5iZmRn75ptvuOpCm7S23/PmzWO6urps+/btLDMzkx0/fpw5OjqysWPHctWFNikrK2NJSUksKSmJAWA//fQTS0pKYtnZ2Ywxxj777DM2ceLEhvWf3eb68ccfs7S0NLZy5Uq6zfWZX3/9lXXu3JkJhULWo0cPduHChYb/FhISwiZPntxo/Z07dzIXFxcmFApZly5d2OHDh+WcWDpa029bW9sm57SdN2+e/IO3U2v/vf+poxYIxlrf7/Pnz7OAgAAmEomYg4MD+/bbb1l9fb2cU7dfa/pdV1fH5s+fzxwdHZmGhgazsbFh7733Hnvy5In8g7fD6dOnm/x7fdbXyZMns5CQkOe28fX1ZUKhkDk4OLANGza0er803DchhJAmKdU1CEIIIdJDBYIQQkiTqEAQQghpEhUIQgghTaICQQghpElUIAghhDSJCgQhhJAmUYEghBDSJCoQhLRBbGwseDweiouLuY5CiMzQk9SEtEBoaCh8fX3x888/A3g6ec3jx49hbm4OHo/HbThCZESphvsmRF6EQmGHGhKekLagU0yEvMSUKVNw5swZLF++HDweDzweD1FRUY1OMUVFRcHAwACHDh2Cq6srtLS0MHr0aFRWVmLjxo2ws7ODoaEhPvjgg0bTfNbU1GD27NmwtraGtrY2AgICEBsby01HCfkXOoIg5CWWL1+O27dvw9PTE19//TUA4MaNG8+tV1lZiV9++QXR0dEoKyvDyJEjMWLECBgYGODIkSPIzMzEqFGj0Lt3b4wbNw4AMGPGDKSmpiI6OhpWVlbYt28fIiIicP36dTg7O8u1n4T8GxUIQl5CX18fQqEQWlpaDaeVmpoDua6uDqtXr26YlW706NHYvHkz8vPzoaOjAw8PD4SFheH06dMYN24ccnJysGHDBuTk5MDKygoAMHv2bBw9ehQbNmzAd999J79OEtIEKhCESImWllajKUvNzc1hZ2cHHR2dRssKCgoAANevX4dYLIaLi0ujdmpqamBsbCyf0IS8ABUIQqREXV290Xsej9fksmfTfpaXl0MgEODKlSuN5ooG0KioEMIVKhCEtIBQKGx0cVka/Pz8IBaLUVBQgODgYKm2TYg00F1MhLSAnZ0dLl68iLt376KoqKjhKKA9XFxc8Nprr2HSpEnYu3cvsrKykJCQgEWLFuHw4cNSSE1I+1CBIKQFZs+eDYFAAA8PD5iamiInJ0cq7W7YsAGTJk3CRx99BFdXV0RGRuLSpUvo3LmzVNonpD3oSWpCCCFNoiMIQgghTaICQQghpElUIAghhDSJCgQhhJAmUYEghBDSJCoQhBBCmkQFghBCSJOoQBBCCGkSFQhCCCFNogJBCCGkSVQgCCGENOn/ANNV1Jz2wd7kAAAAAElFTkSuQmCC\n", + "image/png": 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cCRExxhjmn56P0upSBPcOhoKsQrvW52zgjNk9ZyM8JRx/XP1DSCmJMHF6DqIlVzKEhoa+Ms3X1xc3btwQQSJCyOuEJYfhXNo5zOk9B7rKukJZZ3eT7hjrNBZro9fCUd8RA20GCmW9RDgk5iomQojkelz+GEvOL0Ef8z7wNPYU6rpHOIxAd5PumHtiLtKfpgt13aR9qEAQQt5qUcQiCHgCTHKbJPR183g8fNz9Y6grquPz45/T5a8ShAoEIeSNLmVewtm0s5jsPhkq8ioi2YairCI+6fEJ7hfex+rLq0WyDdJ6VCAIIa9V11CHH87/AAddh9feCCcsFpoWeMf5HWyJ24LLmZdFui3SMlQgCCGvtTtxN9KfpuN9t/fF0tFeoF0gnPSd8PWpr1FWXSby7ZE3owJBCGlWaVUpfrvyG3wtfWGhaSGWbfJ5fEz3nI6SqhL8HPmzWLZJXo8KBCGkWdvit6GqrgpjncaKdbu6yrp4z/U97L21F1eyroh126QpKhCEkFc8q3yGbXHbMNBmIDQVNcW+fX8rf3TV64r5p+ajoqZC7NsnL1CBIIS8YnPsZjSwBgy1H8rJ9nk8Hj70/BCFFYX4/ervnGQgVCAIIf9S+LwQf9/4GwG2AVBTUOMsh76KPkY5jkJIfAiSHidxlqMzowJBCGliW/w28Hg8DLEfwnUUBNkHwVjNGAvPLER9Qz3XcTodKhCEkEalVaXYmbATA6wHQFlOmes4kOHL4APPD5D0OAmn7p96+wJEqKhAEEIa7UjcgZr6Ggy2Hcx1lEa22rboZ9UP2xO2cx2l06ECQQgBAFTWViIkLgS+lr7QUNTgOk4T7zi/Az6Pvq7Ejd5xQggAYP/t/SipLpGIcw//piqvikG2gwAAt/Nuc5ym86ACQQhBXUMdtsVtQ0/TntBT0eM6TrPcjdwBABtiN6C2vpbjNJ0DFQhCCM6knkFOaQ6C7IO4jvJa/P98XeWU5GBHwg6O03QOVCAI6eQYY9gSuwWOeo6w1LTkOs5beRl7Yc2VNSgoL+A6itSjAkFIJxefG4+b+TcRZCe5ew//a6DtQAj4AurMTwyoQBDSyW2N3QpjNWO4GrpyHaVFFGUU8Y7zO/jn7j+Iy4njOo5UowJBSCeWXZyNiAcRGGw7uENdRupr6QtrLWssPreY7rAWoY7ziSCECN32hO1QkVdBH/M+XEdpFT6PjynuU3DvyT3submH6zhSiwoEIZ1UWXUZ9t/aD38rf8jJyHEdp9Wsta3hZ+mHVZdX4WnFU67jSCUqEIR0UgfvHERVXRUG2gzkOkqbveP8Duob6rHq8iquo0glKhCEdEL1DfUIjQ9FT7OenAwIJCzqCuoY3XU09t3ah9v5dIe1sFGBIKQTOpd2DjmlORLVKV9bDbQZCBN1Eyw5twQNrIHrOFKFCgQhndC2uG3ootMFVlpWXEdpNwFfgMnuk5GQl4Cw5DCu40gVKhCEdDIPih4g9lEsBtkN4jqK0DjqOaKnaU/8HPkzyqrLuI4jNahAENLJHLt7DLrKuvAw8uA6ilBNcJ2A8ppy/HH1D66jSA0qEIR0MlGZURho86K7CmmiraSNEV1GIDQhFKmFqVzHkQpUIEiH0tDQgKqqWpSVVaGqirp8bgsZngz8LP24jiESQfZB0FXSxdLzS8EY4zpOhyfDdQBC3iQn5ynOnbuLS5dScP/+Y2RlFaG29r9dKygpyUFPTw02NnqwtzeAispzDtNKtqq6KgCAh7GHRIw3LQqyAlm87/Y+Vl5eidOppzHYruNfpcUlKhBE4jDGEBmZgvXrz+PSpVQIBHzY2xvA1lYfPj52UFVVgEDAR21tPcrKqlBUVI7c3GLs3x+L3Nw0AMDUqVsxZEg6fH3t4eNjB2VleY5bxb0LaRcAAN5m3hwnES13I3e4G7pj2YVl8LX0haKsIteROiwqEESi3L+fj3nz9iEuLhNWVrr47LMB8PCwaPEXfExMHObM2Q0LC22cOZOEv/++AllZAXr3tkVgoDMCArpCX19dxK2QPA2sAf/c/QcAoKWoxXEa0Xvf7X18ffprbLi+AXP6zOE6TodFBYJIhIaGBvzxxzmsWnUa+vqq+PbbYXB1NQWPx2vVetTVX/xaHDXKA/b2XZGXV4wbN7IQG5uBBQsOYv78g/D0tMCwYW4YOtQVBgado1icTzuP3NJcrmOIjYGqAYbYD8Gm2E0Y4zQGZhpmXEfqkKhAEM5VVFTjs8924+TJWxg5shvGjesOOTnhfDQNDTUwZIgGhgxxRVlZFWJjM3DtWhqWLv0HixeHoUcPK4wa1Q3DhrlBQ0NJKNuURBtjNsJMwwyP8IjrKGIz3GE4Lmddxo8XfsTGURu5jtMh0VVMhFNFReUYOfIPnD9/F19+GYiJE72FVhz+TVVVAf7+Dli4cCi2bJmGmTP7obKyBgsWHISr6yJMn74N584lo75eurpriHsUhxu5N9DXoi/XUcRKQUYB77m8h7NpZxGVEcV1nA6J9iAIZ4qLK/Duuxvw6NEzLFs2GhYWOmLbtorKi2Lh7++AZ8+e4/LlVERGpmDSpM0wMFDH5Mm9MHGiN3R1VcWWSVQ2Xt8IEzUT2Ovacx1F7Hqa9sT59PNYen4pwqeGQ07Q8bo15xLtQRBOVFRUY+LEjcjOLsJ33w0Xa3H4N01NZQwb5oYVK97Bzz+PQ9euxvj99wh4ei7B3Ll7kZZWwFm29kp5koLz6ecxpMsQ8DvhnzuPx8Mkt0nIKs7C9hvbuY7T4XS+TwyRCL/+ehIpKfn49tthMDfX5joOgBdfJjY2epg5sx82bpyC8eO9cOrUbfTt+zNmz96BvLxiriO22qbYTdBR0kEv015cR+GMmYYZBlgPwNqra/Hk+ROu43QoVCAIJ6Kj0/DZZwNgba3HdZRmqagoYOTIbvjrr0mYPr0vLl5MwYcfhgAAnj+v5jhdy2Q+y8Sxu8cQaBcIGUHnPpo8pusY8Pl8rIhawXWUDoUKBBGrmJh0AEBAQFd4elpynObt5ORkMGiQE9aunYgBAxwBANOnhyA8/BbHyd7ur2t/QU1BDf7W/lxH4ZyKvArGdh2LQ0mHcDPvJtdxOgwqEERsCgvLsGLFSQCAv78jx2laR0FBFv37v8isr6+G6dND8Nlnu1BeXsVxsuZlPsvEP8n/YKj9UDox+x/+Vv4w0zCjfppagQoEEQvGGL78ch8aGl78YfL5rbsBTpJMndoHs2f3x4kTNzFgwArcuSN59xY07j1Y0d7DS3w+H++7vY/EvEQcvXuU6zgdAqcFIioqCsOGDYORkRF4PB7CwsLeOP/FixfB4/Feedy7d088gUmbHTgQi9OnkzB6dMcfg4DH48HPrwtWrBgPGRkBRoz4HSdOSM5hiwdFDxCWHPZi70GG9h7+V1e9ruhu0h2/RP2CipoKruNIPE4LxPPnz+Hq6oo///yzVculpKQgLy+v8WFrayuihEQYCgvLsGjREfj52cPJyYTrOEJjYKCOH34YhW7dLPDRR6H444+zXEcCAKyIWgEdJR30t+7PdRSJNMFlAp5WPMXm2M1cR5F4nF7aEBgYiMDAwFYvp6enBw0NDeEHIiLx44/H0dDAMHlyb+TlpXMdR6jk5WXxxRcDYWSkgeXLT6CkpBLffDO01X1ICUtsTizOpp3FrB6zICuQ5SSDpNNT0cNgu8HYFLsJ77i8A0NVQ64jSawOeQ7C3d0dhoaG6N+/Py5cuPDGeaurq1FaWtrkQcQnJiYd+/bFYMKEnlBTk85ul3k8HsaP98K0aX2wbt15LFx4iJOToIwx/Bz5Myw1LaW+S+/2Gu4wHHICOay6tIrrKBKtQxUIQ0NDbNq0CYcOHcLhw4dhb2+P/v37Iyrq9f2sLF++HOrq6o0PU1NTMSbu3OrrG7Bw4SHY2Og1XgEkzYYMccXMmf3w999XsHTpUbEXiWP3jiExLxHvurwLPq9D/WmLnZKsEsY6jcWR5CO4lS/5lyxzpUPdPWNvbw97+//2J+Pt7Y2HDx9i5cqV6Nu3+Y7IFixYgODg4MbnpaWlVCTE5MCBWCQn5+Knn8ZAIOgcX1j9+zuiuroOGzdehJqaIubMCRDLdsuqy/DjhR/hZeIFJ30nsWyzo/Oz9EPEgwgsv7gcu8fv5jqOROrwf7U9e/ZEaurrByiXl5eHmppakwcRvcrKGvz660l4e1vDzs6A6zhiFRTkgvfe64EVK05i374YsWxz1eVVKK8px/tu74tle9JAwBfgXZd3EZMTg/Pp57mOI5E6fIFISEiAoSGdZJI0ISGX8eRJGSZM6Ml1FE6MHu2BAQMc8eWX+xEd/UCk27qdfxu7EndhdNfR0FaSjH6tOgpXA1d01euKXyJ/QV1DHddxJA6nh5jKy8vx4MF//3gyMjKQmJgILS0tmJmZYcGCBXj06BG2b3/RC+OaNWtgYWGBrl27oqamBjt37sShQ4dw6NAhrppAmlFcXIG1ayMwYIAjDA01uI7DCR6Ph+nT+6KgoBQffLANJ08Gi6TH2qraKsw7OQ+m6qYYZDtI6OuXdjweD++5vIdvz36Lsw8k4zJlScLpHkRcXBzc3d3h7u4OAAgODoa7uzsWLVoEAMjLy0N2dnbj/DU1NZg3bx5cXFzg4+ODy5cv48SJExg9ejQn+UnzNm2KRHV1HcaO9eQ6CqdkZAQIDh4EJSU5TJ8egoqKGqFvY8WlFch6loWZPWZCht+hTilKDEstS/Q2743diXQe4t84/UT5+fm98UqP0NDQJs+/+uorfPXVVyJORdqjpKQSW7ZEIiDACZqaylzH4ZyKigLmzh2Mb745hAULDmLNmveEdo/EpcxLCL0Rikluk2CqThdetMfYrmMRGR3JdQyJ0+HPQRDJsnVrFGpq6jF8uBvXUSSGhYUO/u///HDgQCx2774ulHU+LH6IOcfnwFnfGQG24rlSSprpqeihu3F3AC+uCCMvUIEgQlNWVoVNmy5i4EBH2nv4F19fewwY4IjvvjuM1NTH7VpXeU05PjryEeRk5PBJz0/ongch8bPyAwAcTjrMbRAJQp8sIjShoZdRWVmLESO6cR1FIk2d2gc6OiqYOXM7qqvbdsVMbX0tPj/+OR6VPkJw72Coynf8MbMlharci/fy2N1jKCjvuMPMChMVCCIUVVW12Lw5En5+XaClRXsPzVFQkMXnnw9Eaupj/PzziVYvX1Nfg0+PfYrLmZcxu+dsmKhLT8eHkkTAE2BDzAauY0gEKhBEKA4dikdRUTmde3gLS0tdTJjQE5s2XcS1a2ktXq6qtgqzj87GhfQL+KLXF3A1dBVhys6tl3kv7Lm5B3lleVxH4RwVCNJuDQ0NWL/+PLy8rDrtfQ+tERTkAgcHI3z++e4WjW+dU5KDcXvG4VLmJQT3Doa7kbsYUnZe3mbekBfIY/219VxH4RwVCNJuERHJSE9/guHD6YurJQQCPmbN8seTJ2X44YfXj2zGGEN4SjiG7xiOoooiLPZfTHsOYqAoo4gh9kOw7/Y+PCqRvNECxYkKBGm39esvoEsXQ9jbd64+l9rDwEAdkyb1wvbtV3Hlyqt9id0vvI/JBybj02Ofwk7bDj8M+AEWmhbiD9pJDbQdCCVZpU5/LoIKBGmX27dzEBOTjqFD6Zdtaw0c2BWOjkaYO3cvKiqqUd9QDwBYcn4JAkMDkfY0DfP6zMMXvb+Ashyd+BcnBRkFBNoF4sDtA536XAQVCNIu27Zdgq6uKrp3t+Q6SofD5/Mw5cMeyM0rxsjZ32HqwakAgEfFjzDDawZ+HfQrnW/g0ECbgZCXkcemmE1cR+EMdd5C2qyoqBxHjtzAuHHdO814D+3BGEPB8wLcL7yP1ML7SCm8j5ySHDAHI9w5bQ7X95yQjGTM9p6NLhZduI7b6SnKKmKw7WDsvbUXM3vMhJ6KHteRxI4KBGmz3buvAQAGDJD+0eLaqqauBol5ibiZn4jEvJt4VvkMAKCrrAtjNWO4GbrCtLs59v+ZhkfnKgEAPHAznjV5VYBtAE7eP4ktcVuw0G8h13HEjgoEaZO6unqEhFyGj48tVFUVuI4jcR4WZ+N06hlEZ0ejsq4SOko6sNO2g4WmBUzUTKAo23R87uHv2ePPH1t+XwQRD2U5ZfS37o89N/dgVo9Z0FDU4DqSWFGBIG0SEZGM/PwSBAfTGAT/K6ckBwfuHEBsTizU5NXgYewBFwMXaClqvXE5IzNVuHjq49xJ4Mnj57B3FlNg8laD7QbjVOop7EjcgU+9P+U6jljRgWPSJtu3X4adnT6srHS5jiIRautrcPDOQSw4vQAPCh9gqP1QfNLjE/hZ+r21OLzk2dcIAHAoNPmN3eAT8VJXUEdfi74IjQ9FRU0F13HEigoEabXMzEJERt5HQIAT11EkwuPyfHwb8R3CksPQy6wXPvb6GG6GbhDwBa1aj6zMi/kf3H2GyFNZoohK2miI/RCUVpfiwJ0DXEcRKyoQpNV27LgKFRV5eHvbcB2Fc3ce38a3Z75DRW0FPvT4EL6Wvu0e2c3GQRMhaxJQWvz2bjiIeOip6MHbzBtbYrd0qrGrqUCQVqmursOePdfh59cF8vKd+xRWdHY0fo78BQaqBpjWbSr0VfSFst5e/c1QV9uA0LWJQlkfEY4guyDkluXi1P1TXEcRmzYViIyMDGHnIB1EePgtFBdXYODArlxH4VR0djT+uvYXuup1xXjn8VCQUXz7Qi2kpCyLgFHWuBieiZsx+UJbL2kfC00LOOk7YXPs5k5zjqhNBcLGxgb9+vXDzp07UVVVJexMRILt2hUNR0cjGBtrch2FM8kFyY3FYViXYSIZ0a2btyEsbDWw/uc4VFd1nkMaki7QLhB3Ht9BbE4s11HEok2f7Js3b8Ld3R1z586FgYEBPv74Y8TExAg7G5EwGRlPcPXqg05/Y9y+W/tgr2MvsuIAADweD8Pfs8fTJ5XYtzlJJNsgredq4AoTNRNsjt3MdRSxaNOn28nJCatXr8ajR48QEhKC/Px89OnTB127dsXq1avx5MkTYeckEmD37mtQUZFHjx7WXEfhRGl1KQBAQ0EDw0VYHF7S0VeC72Bz/LPnHlKTi0S6LdIyPB4PgXaBOJ9+HhnPpP9Qe7s+4TIyMhg1ahT279+PX375BWlpaZg3bx5MTEwwefJk5OV13l4QpU1tbT327YuBj49dpzw5Xd9Qjz2JewAAA20HQFYgJ5bt9hloBgNjFfy5LAa1tfVi2SZ5s17mvaAmr4btN7ZzHUXk2lUg4uLiMGvWLBgaGmL16tWYN28e0tLScP78eTx69AgjRowQVk7CsbNnk1BYWI4BAzrnyekjyUfwsPQhAEBJRnxdbwsEfIyc2AWPsspwKPSu2LZLXk9OIAd/K38cvHMQZdVlXMcRqTYViNWrV8PZ2Rm9evVCbm4utm/fjqysLCxbtgyWlpbo3bs3Nm7ciBs3bgg7L+HI7t3XYGOjB3Nzba6jiN29J/cQlhwGN0M3TrZvaKoKnwAzHApNRnrKM04ykKYG2AxAdV01Dt45yHUUkWpTgVi/fj0mTJiA7OxshIWFYejQoeDzm67KzMwMW7duFUpIwq38/BJcuHAP/v4OXEcRu8raSvx17S+YqpvCnaMCAQC+gy2ga6iMNYuvoaaaDjVxTVNREz1MeyA0PrRxoCdp1KYCERERga+//hoGBk2HmGSMITs7GwAgJyeHKVOmtD8h4dyBA7GQlRWgd29brqOI3f7b+1BaXYphXYaBx+F9pTIyfIyZ4oC8nDLs3nibsxzkvwbbDkZOaQ4upF/gOorItOkTb21tjcLCwlemP336FJaWNLKYNGGMYffua+jZ0xrKyvJcxxGr1MJUnEmNgJ+FHzQUNLiOA30jFfQfZoVje1JwO/4x13E6PWtta9ho2WBHwg6uo4hMmwrE6+4iLC8vh4ICjQ0gTWJi0pGVVYR+/TrX4aXahlpsit0EQ1VDdDfpznWcRr38TWFpp4nfFl1D8VO6SZVrA2wG4HLWZWQ8lc5LXlt1vWJwcDCAF9cCL1q0CEpKSo2v1dfX4/r163BzcxNqQMKtPXtiYGiojq5djbiOIlYRqRHIK8vDhx4fiPx+h9bg83kYM8UB65bHYu2S6/j2t77g82kEOq70MO2B3Td3Y2fiTnzn/x3XcYSuVZ/8hIQEJCQkgDGG27dvNz5PSEjAvXv34OrqitDQUBFFJeJWXl6FY8cS4OvbBTxe5/kSKqkqwaE7h+Bu6A59FYO3LyBmquryGDPFEYnX83F4O136yiU5gRx8LX1x8M5BPK95znUcoWvVHsSFCy9OxkybNg2///471NTURBKKSIbjx2+iqqoWvr72XEcRqwO3X/T572vpy3GS17Nx0IJvoDn2bLwNC1sNePbuXHt4kqS/dX+cSDmBf+7+gwmuE7iOI1Rt2ncOCQmh4tAJ7N17HS4uptDVVeU6ithkPsvEhfQL8LHwgZKs0tsX4FC/IEvYO+vgt0XRyMks5TpOp6WrrAt3Q3fsStwldb28tngPYvTo0QgNDYWamhpGjx79xnkPHz7c7mCEW48ePUNMTAY+/3wg11HEau+tvdBW0oaHsQfXUd6Kz+dh9GQHbFl1Az/OjcLyTQOgoU0XiXDB39ofKy6twM38m5zdUCkKLd6DUFdXbzwOra6u/sYH6fgiIpKgpCQHLy8rrqOITdLjJNzKvwVfS18IeK0bLpQrCooymDjDGRXltVj6RSSel9dwHalTcjFwgZ6yHnYl7uI6ilC1eA8iJCSk2f8n0ikiIgm9e3t2mo75GGPYe2svjFSN0EW3C9dxWkVTRxGTP3HFtjUJ+GneJXy7ui8UlWS5jtWp8Hl89LPqh7DkMHzj9w00FDW4jiQUbToHUVlZiYqKisbnWVlZWLNmDc6cOSO0YIRbhYXlnereh7hHsUh7mgZ/q37goeNdsaVvrIKJM12Qfu8ZlnwWifJS2pMQN19LX9SzehxOkp5D7G0qECNGjMD27S+6ui0uLoaXlxdWrVqFESNGYP369UINSLihq6sKW1vhjLEs6RpYAw7cPggrTStYaHbcngDMrNQx9TM35GSU4ruZ51FUUPH2hYjQqCuoo7tJd+y+uVtqTla3qUDcuHEDPj4+AICDBw/CwMAAWVlZ2L59O9auXSvUgES8ystf3J3r6WnRae59iM2JRU5pDnwsfLiO0m7G5mr44At3FD+twtwpZ3AnvoDrSJ1KP6t+yHiWgbhHcVxHEYo2HWCuqKiAquqLSx/PnDmD0aNHg8/no2fPnsjKyhJqQCJeUVGpAIBu3cw5TiIeDawBh+4cgrWWNUzVTbmOIxR6Rsr4+GtPHAhJwvefXsTYaY4YPVl8hwufFlbiRnQe8rLLUJD3HE8LK1FcVIWK57WoqqwDa3jx61pOXgZKKrJQ05SHtq4idA2UYWKpBjNLdegaKnXIHyiOuo4wUDHAnpt7JKqLlrZqU4GwsbFBWFgYRo0ahdOnT2POnDkAgIKCAro/ooM7c+ZFT6Hq6pJ9D4CwvNx7mOIuXT0Pq6jKYfInrrh4MhOHQpNx6UwWBo4U/hWGT59U4t7tQqQmFSH+6ovPzk/zLkFWVg8ysnxoaitARV0OKipy0NZTgpy8AHw+D4wx1NU2oLqqHs+eVCLrQTGeFVY1dmWupiEPOydtOHXTg2sPfZhZdYyrI3k8Hvys/HA46TAW+S/q8Cer21QgFi1ahAkTJmDOnDno378/vL29AbzYm3B3dxdqQCI+6elPcPdu5xkmVhr3Hv6XQMBH/6FWcPbQx/F997F1dQIAIP5qLsysrKCo3LornWpr65H1oAQptwtx/04R7t4sROHjF+c51LXkoarxYr6gsbZw8nCAuqZCq/qJYoyh5Fk1HueW41FmGR5mlGDn+lsIXdsAbT1F2HV9sefBINnH9/ta9MWB2wdwJPkIpnlM4zpOu7SpQIwdOxZ9+vRBXl4eXF1dG6f3798fo0aNElo4Il4HDsRCQaHzXB6ZkJuAnNIcTHafzHUUkdIzVMa0z90QfQEI+RPYs+kO/tlZCGdPfdg5acPcRh3aekpQUZUDX8BDTXU9KsprUVRQgYK853iYUYqsB8XISitBXW0DBDI8GJupwq6rNgYMt4KppRpU1eWRlZaG2CuAmbU6NLUVW52Tx+NBQ0sBGloKsHfSAfDfonTvViHi/rOH8uv8Kxj2LsOA4VZQVZe8LujVFdThYeyBPTf3YGq3qR3yUNlLbb7I3cDA4JUBg7y8vNodiHCjvr4B+/bFwM3NFDk5XKcRPcYYwpLDYKZhBjN1M67jiByPx4Ox+YvDvxNmOKOsWBWpSUU4uicFFeW1r11OTo4PXUNl6BkqI2CkNYzNVWFgogJZWfHcSCgrK4CNgxZsHLTg5MHHj18BGloK2LPpDvZtSUK/IAuMmNgFBiYqYsnTUv2s+uGXqF+QkJeAbkbduI7TZm0qEM+fP8fPP/+Mc+fOoaCgAA0NDU1eT09Pb9F6oqKisGLFCsTHxyMvLw9HjhzByJEj37hMZGQkgoODkZSUBCMjI3z11VeYMWNGW5pB/sfly6nIzy/B8OFOOH6c6zSil1SQhLSnaXjP5V2uo4idmro8nLuZope/KRhjKCupQXlpDSorasEYICPLh4KCDNQ05KGoLCMxv4Bf5ug/zAraeqaIvfQIV849RMQ/6fALssC4DxyhbyQZhcJJ3wm6yro4cPtA5ysQ06dPR2RkJCZNmgRDQ8M2f4CeP38OV1dXTJs2DWPGjHnr/BkZGQgKCsJHH32EnTt34sqVK5g1axZ0dXVbtDx5vf37Y2BiogkzM22uo4jFP8n/wEDVAFZa1lxH4RSPx4OahjzUNCTvUM2bqKjKoV+QJXoPMEPc5VxcjshG1OksDHvXDmOmOkKpledXhI3P48PXwhfH7h3DN/2+gYqcZBSu1mpTgTh58iROnDiB3r17t2vjgYGBCAwMbPH8GzZsgJmZGdasWQMAcHBwQFxcHFauXPnaAlFdXY3q6urG56Wl1Ovlv5WUVCI8/BbGju0uMb8WRSmtKA1JBUkY03V0h7xrmvyXnJwAvfxN4dnbCJfPZuP4vvu4cCIT0+d2g7e/Caef576WfXE4+TBO3DuB8S7jOcvRHm26UU5TUxNaWlrCzvJW0dHRCAgIaDJt0KBBiIuLQ21t88dRly9f3qQjQVNT6btapb2OHk1AbW19pxn34di9Y9BW0oa9Tsfqc4m8npy8AP5DLPHZoh4wNFPBym+uYvmXl/G0sJKzTNpK2nAxcMG+W/s4y9BebSoQP/zwAxYtWtSkPyZxyM/Ph75+0+4f9PX1UVdXh8LCwmaXWbBgAUpKShofDx8+FEfUDmXv3utwczODlpYy11FELr8sH7E5sehh0kOihhIlwqGuqYD3PnLGux85IeV2IeZMPIWYqEec5fGz9MPN/JtIeZLCWYb2aNMhplWrViEtLQ36+vqwsLCArGzT4303btwQSrjm/HuX8WWfJ6/blZSXl4e8fMc6vipOqamPkZCQjeDgQVxHEYvwlBNQklOCs4Ez11GICDm66cLcWh3/7EnBz19dxpB3bDHlMzfIyIj3R4G7kTvUFdRx8M5BBKq3/HC6pGhTgXjblUaiYmBggPz8/CbTCgoKICMjA23tznFyVdj27r0OVVUFdO/ecTupa6mSqhJEZkShj3lvyPI7z/0enZWyqhze+8gJMVGPcOrQAzy4+xRfLu8NLZ3W36PRVjJ8GfQ2640jSUcwoMcAsW1XWNpUIBYvXizsHC3i7e2NY8eONZl25swZeHp6vrIXQ96urq4eBw/GoU8fW7Fd186l06mnwePxOsRocUQ4eDweeviawNBUFfu3JuGraRH4ZrUPLG01xZbB19IX4ffDEfMwRmzbFJY2728VFxdjy5YtWLBgAZ4+fQrgxaGlR49afryvvLwciYmJSExMBPDiMtbExERkZ2cDeHH+YPLk/97lOmPGDGRlZSE4OBh3797Ftm3bsHXrVsybN6+tzejULly4hydPyjrFuA9VtVWIeBABN0M3KMiI7xckkQxmVur4vy89oKAog2/+7zzir+aKbdsm6iaw1bZFRFqE2LYpLG0qELdu3YKdnR1++eUXrFy5EsXFxQCAI0eOYMGCBS1eT1xcHNzd3Rv7bwoODoa7uzsWLVoEAMjLy2ssFgBgaWmJ8PBwXLx4EW5ubvjhhx+wdu1augeijfbuvQ5LSx1YWelyHUXkojKjUFlbCS8Tutu/s1LTkMcHX7jDwlYDy+ddRtRp8fU83deiLxJyE8S2PWFp0yGm4OBgTJ06Fb/++mtjt9/Ai/saJkyY0OL1+Pn5vXFgjdDQ0Fem+fr6ivQkeGdRWFiGiIgkTJ7cvntZOoKGhnqEp4TDQdcBGgoaXMchHJKTF2D89K44ujsFv39/DRXltRg8xkbk2+1p1hOb+ZtFvh1ha1OBiI2NxcaNG1+Zbmxs/MpJZCKZDh6MA4/Hg4+PHddRRC72URwKnhdgWJdhXEchEkAg4GPExC6QV5TBphXxaGhgCBpnK9JtKskqwUnfCZnIRANrePsCEqJNBUJBQaHZO5JTUlKgqyv9hys6OsYYdu++Bi8vS6iqKnAdR6QYYzh+7zgsNCxgqGrIdRwiIfh8HgLH2IDP52HLqhvg83mwFPFvJQ9jDxzHcSQ9ToInPEW7MSFp85jUS5cubbx7mcfjITs7G/Pnz6fzAR1AfHwWHjwogL+/I9dRRO5+0X2kPU1DD9MeXEchEobH42HQKGv07GeCTSviEXNJtDfUWWhYAADOPjgr0u0IU5sKxMqVK/HkyRPo6emhsrISvr6+sLGxgaqqKn788UdhZyRCtnfvdejqqsLZ2YTrKCJ34t4J6CjpwFq7c3fKR5rH473Yk/DsbYQD25JEu63/9Pt1JesKyqrLRLotYWnTISY1NTVcvnwZFy5cQHx8PBoaGtCtWzcMGNDxbgTpbJ4/r0ZY2A0MGeLaqtG+OqK8sjzEP4pHkH0Q+G2/optIOR6Ph6Hv2iE/NxNPngAZ95/BXoQ32tc21OJEygm82wG6mm91gWhoaEBoaCgOHz6MzMxM8Hg8WFpawsDAAIyxTtEbaEcWFpaAysoa+PtL/70PJ1NOQknuxclBQt6Ez+eh/zBLxF4Ftq1JgEv3rjAyU337gm1gq22L/bf2d4gC0aqfVYwxDB8+HNOnT8ejR4/g7OyMrl27IisrC1OnTqXhRjuAXbuuwt3dHLq6ovnwS4rn1eWIzIyEp5EndatBWkRG5kVvAvKKMvgxOAplJdVvWaJtPIw9cDP/JlILU0WyfmFqVYEIDQ1FVFQUzp07h4SEBOzZswd79+7FzZs3cfbsWZw/fx7bt28XVVbSTsnJuUhMfIj+/aX/5PT1nBiAgbrVIK0WNNYWpcXV+GX+FdTVCf+S1C46XaAmr4YDdw4Ifd3C1qoCsWfPHixcuBD9+vV75TV/f3/Mnz8fu3btElo4Ily7dkVDU1MJHh7mXEcRueiH0XA1dIWSrBLXUUgHo6Yhj/EfOeHerUKErBH+3c8yfBn0MuuFw0mHUVv/+vHAJUGrCsStW7cwePDg174eGBiImzdvtjsUEb7KyhocOhQHP78ujbvS0qyythI9qFsN0kYWNhoYMs4WJw8+wLlj6UJfv6+lL55VPsOF9AtCX7cwtapAPH369JUBe/6Xvr4+nj171u5QRPiOHUtEaWmV1B9eenmXqrmGOTQVxT/qIZEe3X2M4dnbCBt/jceDu0+Fum4zDTNYaVnhwG3JPszUqgJRX18PGZnXX/gkEAhQV1fX7lBE+LZvvwo3NzMYGKhzHUWk7hYkAwCc9WlAINJ+QeNsoW+kjF8XXBH6SWtfC19EZkTicfljoa5XmFp1mStjDFOnTn3tCG3V1aI560/a586dR7hxIwtfftnxRrRqDcYYojKiAAB6ynocpyHSQEaWj/EfOmH9L7FYu/Q6FqzwEdr9Q95m3th1cxeOJB3BjB4zhLJOYWvVHsSUKVOgp6cHdXX1Zh96enpNxm8gkmHnzqvQ1laW+pPT957cxcPSHK5jECmjoa2AMZMdEX8lD//suie09SrLKaO7SXfsv73/jb1ac6lVexAhISGiykFEpLy8CgcPxmHIEBepPzl99N4xaClqgfoTJsJm56SNPgPNsHvDbXR114Odk3CGOPa19MVPF39C3KM4dDfpLpR1ChP1PyDlDh2KR1VVrdSfnH5YnI2beTfp3AMRmf7DLGFkpopV317F87IaoazTQdcB+ir62H97v1DWJ2xUIKQYYwwhIZfg6WkBHR3pvnP66L1jUJdXh7W2FddRiJQSCPgYO9URZSU12PBrnFAOC/F5fPhY+CA8JVwiO/CjAiHFrl1Lw/37jzF4sHT/qn5cno/o7Gj0NOsJPqT7MBrhlqaOIoaOt8OViIeIOiWcIUv7WvRFTX0Njt87LpT1CRMVCCm2bdtlmJhoSn233sfuHoeirCLcDNy4jkI6AZfu+nDpro9NK+JRkPu83evTVtKGq4Er9t3aJ4R0wkUFQkrl5RXj1KnbGDTISap72H1a8RRRGVHwMvGCrIA65SPiMXS8HeQVZbDm+2uor29/f01+Vn64/fg27hbcFUI64aECIaV27IiGnJwAvr5duI4iUuEpJyAjkIGHEXXKR8RHQVEGoyc5IOV2IY7tvd/u9bkZukFDQUPiTlZTgZBCVVW12L79Cnx9u0BJSY7rOCJTUlWCs2nn0N24OxRkpHtsbSJ5LGw14O1vit0bbiMrrbhd65Lhy8DHwgdHko+gqrZKOAGFgAqEFPrnnwQ8ffocQUEuXEcRqeP3joPH48GLOuUjHOk/zBJaOor4/fvrqK2tb9e6/Cz9UFZdhtOpp4UTTgioQEgZxhg2b46Eh4c5jIw0uI4jMiVVJYh4EAFPY08oyipyHYd0UrKyAoye7IDstBIcCm3f+QMDVQM46Dpg7629QkrXflQgpEx0dBqSk3MRFOTKdRSRCk8JBw889DDpwXUU0skZmami7yBzHApNRtq99vX62s+qH2JyYpDxNENI6dqHCoSU2bw5EqamWnBxkd5LW0uqSnA69TQ8jD1oQCAiEfoONoeekTLWLr2O2pq2H2rqbtIdqvKqErMXQQVCiqSlFeDMmSQEBblI9aWtR+8eBZ/Hh7epN9dRCAEAyMjwMWqSA3KzynAgJLnN65ETyKGPeR8cunMI1XXc945NBUKKbN4cCQ0NRfj62nMdRWSKKopw9sFZeJl40bkHIlEMjFXQd5A5Dv99F+kpbR84zd/KH8+qniHiQYQQ07UNFQgpUVRUjn37YjB4sDPk5FrVSW+HEpYcBlmBLLxM6colInl8Br041PTHD22/qslIzQgOug7Yc3OPkNO1HhUIKRESchk8HhAQ4MR1FJHJL8vHhfQL8Db1hoKA7nsgkkdGho+RE7vgYXopjmxv+9gR/tb+uPbwGtKK0oSYrvWoQEiBiooahIRcRr9+DlBVld4vzn239kFFTgWexp5cRyHktYzMVNEnwAwHQpLafANdd+PuUJNXw55b3O5FUIGQAnv2XENJSQWGDnXjOorIPCh6gOs51+Fr6Ut9LhGJ5zfYAlq6ivhzWQzq61rfV5OsQBa+lr44eOcgKmsrRZCwZahAdHA1NXVYt+48+vSxhb6+GtdxRIIxhl2Ju6Cvok8DApEOQUaWjxETuiD93rM299Xkb+WPsuoynLh3QsjpWo4KRAd35MgN5OWVYNSoblxHEZm4R3FIKUyBv5U/+Dz6yJKOwcxKHT39TLBn023kZrd+MCA9FT24GLhgZ+JOEaRrGfpr68Dq6xvwxx9n4eVlCVNT4YyRK2lq62uwM2EnrLWsYaVFo8WRjqX/MCuoqstj3fJYNLRhBLoB1gNw+/Ft3Mq7JYJ0b0cFogMLD7+F9PQnGDlSevceTqSEo6iyCANtBoIH6b35j0gnOXkBhr9nj+SEJ7h2MafVy7sbukNXWRc7EneIIN3bUYHooBoaGrB69Wm4uprCzs6A6zgi8bTiKf65+w+6G3eHjpIO13EIaRMre0149DLE8X2tPxfB5/PR37o/jt87jqKKIhGke8v2xb5FIhRXrjxASko+xo3rznUUkdl9czdkeDLwsejDdRRC2iVglDVkZV583TK07lCTn6UfGGM4cPuACJK9GRWIDmrnzqtwdTVFly6GXEcRiVv5t3A1+yr6W/eHggx1qUE6NkUlWfgEmAMAEqLzW7WsqrwqvM28sTNxJ+ob2jfmRGtRgeigMjOLMHasdN4wVlNXg21x22ChYQFnA7qslUgHC1sNAMCRnXdR/LR1o8YF2AQgrywPZx+cFUGy16MC0cG8HCDd1lYPDg5GHKcRjbC7YSiqKMJgu8F0YppIHdYAbF19o1XLWGpZootOF4TEh4goVfOoQHQwFy++6N9FWvtcynyWiaN3j6K3WS86MU2kUu8Bprhy9iFioh61arlBdoMQ+ygWdx7fEVGyV1GB6EBqa+uxffsVAIC5ufR9edY21GJDzAboKumitzmdmCbSycZRC/bO2tjwSxzKS2tavJyHkQd0lHQQGh8qunD/wnmBWLduHSwtLaGgoAAPDw9cunTptfNevHgRPB7vlce9e23vNbEj2bv3OvLzS7mOITJHk/9BTkkOhjoMhYAv4DoOISLBAw/D3rVHVUUdQtcmtng5AV+AAJsAHL93HE+ePxFdwP/BaYHYt28fvvjiC3zzzTdISEiAj48PAgMDkZ2d/cblUlJSkJeX1/iwtbUVU2LuVFRUY9WqU3B3N+M6ikikFaXhSHIYepn1gqGKdF6ZRchLahryGDTKGuePZyDhWl6Ll/Oz8oOAL8DOBPF0v8FpgVi9ejU+/PBDTJ8+HQ4ODlizZg1MTU2xfv36Ny6np6cHAwODxodAIP2/NjdujMSzZxUYNEj6zj1U1Vbiz2t/wkDFAD7mPlzHIUQsuvUyhHUXTaz7KRYVz2tbtIyynDJ8LX2xI3GHWHp55axA1NTUID4+HgEBAU2mBwQE4OrVq29c1t3dHYaGhujfvz8uXLjwxnmrq6tRWlra5NHRPHlShr/+OofBg52hpaXCdRyh+/vGdjyrfIaRjiPp0BLpNHg8HoZPsEdZSQ12/HmzxcsF2gWirLoMB+8cFGG6FzgrEIWFhaivr4e+vn6T6fr6+sjPb/5GEkNDQ2zatAmHDh3C4cOHYW9vj/79+yMqKuq121m+fDnU1dUbH6ampkJthzisWnUKfD4Po0d7cB1F6K5kXUFkZiQG2QZAS1GL6ziEiJWmtiICRlrj9JE03Ip93KJldJV14WXiha1xW0V+4xznJ6l5vKbXuTPGXpn2kr29PT766CN069YN3t7eWLduHYYMGYKVK1e+dv0LFixASUlJ4+Phw4dCzS9qKSl52LXrGkaP9pC60eIeljzE5tjNcNJ3gouBK9dxCOGEZx8jWNpr4M8fY1DZwkNNQ+yH4GHJQ5xJPSPSbJwVCB0dHQgEglf2FgoKCl7Zq3iTnj17IjU19bWvy8vLQ01Nrcmjo2CMYdGiMOjpqSIw0IXrOEJVVVeF3678Bg0FDQTZBdENcaTT4vN5GDmhC0qfVWN7Cw81WWlZwVHPERtiNoC1oRvxFmcT2ZrfQk5ODh4eHoiIiGgyPSIiAr169WrxehISEmBoKJ1XvZw5k4RLl+5jypTekJWVrmPzB24fQHFlMcY6jYWcQI7rOIRwSlNHEQNHWOH0kTTcjGlZX03DugzDncd3cCXrishycXqIKTg4GFu2bMG2bdtw9+5dzJkzB9nZ2ZgxYwaAF4eHJk+e3Dj/mjVrEBYWhtTUVCQlJWHBggU4dOgQZs+ezVUTRKa6ug7ffx8GNzdTeHhYcB1H6O49uYfhDsPpvAMh/9HdxxhW9pr4c1kMnpe//QY6Z31nWGlZYd21dSLLxGmBGD9+PNasWYOlS5fCzc0NUVFRCA8Ph7n5i14P8/LymtwTUVNTg3nz5sHFxQU+Pj64fPkyTpw4gdGjR3PVBJHZsOECcnKeYcqUPq89J9MR3XgUDwDwMvGCnbYdx2kIkRx8Pg8jJ3ZBeWkNQn9PfOv8PB4Pw7sMx/Wc60h5kiKSTDIiWWsrzJo1C7NmzWr2tdDQ0CbPv/rqK3z11VdiSMWt7OwirFlzBkOHusLUVHp+Yd/Kv4XDyUcAAE760nc/ByHtpaGtgEGjbXB0dwp6+JnAs/ebO+T0MPaAsZoxjtw9IpI8nF/FRJpijOGbbw5BVVVBqrrzTitKw29XfoOxmjEA0ElpQl7Do5ch7Jy08NeyGJQWV79xXj6Pj+EOw5H4KFEkWahASJhTp+7g3Lm7mDq1DxQVpePkbU5JDn6N+hU6Sjrwt/LnOg4hEo3H42HEhC6orWnAxl/i3nqVkrepN7SVtUWShQqEBCktrcTChQfh4WGOHj2suI4jFHmlefjxwo9QklXCeOfxkOXLch2JEImnqi6PoePtEH0hB1Gnst44r4AvEFkXNVQgJMiyZcdQWlqJjz7ylYoT0/ll+Vh2cRlkBbKY4PoelGSVuI5ESIfh5KEHl+762LQyHgV5z988r4jO6VGBkBDR0Q+wc2c0Jkzwho6OKtdx2u1hcTaWnFsCAU+AiW4ToSwnfX1IESJqQ96xhby8DH5fcq1xNMnm8Hmi+SqnAiEBKiqqERy8F126GEpFb61pT9Pww4VlUJBVwCS396Eq1/ELHiFcUFSSxajJXXDvZiHCdop/3BsqEBJg2bLjyM8vwaxZ/uDzO/ahpZt5iVh2YRnUFdQxye192nMgpJ0sbTXRZ6AZ9m66g9SkIrFumwoEx6KiUhAaehkTJ3rDyEiD6zjtEpkeiRWXVsJc3RwTXSdCQUaR60iESAX/oZYwMFHB6kXRLe7QTxioQHCouLgCc+bsgZOTMQYPduY6Tps1NNRj983d2Bi7EW4GbhjrNIb6VyJEiAQCPsZN64rioipsWhEvtu1SgeAIYwxffbUfpaVV+OST/h320NLzmudYdXk1wlPCMdBmIALtA8HnSVfHgoRIAi1dRQwdb4fIU1m4cCJDLNvkvKuNzmrfvhgcP34TwcEB0NXtmCdxs4uz8duV31BSVYJ3nN+BjZYN15EIkWquXgbIuP8MG1fEw7arNkwsRDt8Ae1BcCA19TG+/fYw/P0d0KuXLddxWo0xhsj0SCw6uwgA8KHHB1QcCBGToHF2UNeUx8qFV1FdVSfSbVGBELOKimp89FEItLSUMW1aH67jtFpFbQXWXVuHjbEb4ajniKnuU6BJXXYTIjZy8gK880FX5OWUYbOIz0fQISYxYoxh/vyDyM4uwvLl4zpcX0v3ntzDumvrUFZThpGOI+Gk1/Hv2SCkI9I3UsGwd+1xePtdOLjpQltPNNuhAiFGu3ZF4+DBOHz22YAO1Y13bX0NDt45iOP3TsBE3QTjncdDU1GT61iEdGpuPQyQnVaMTSviMeWzlg/T3BpUIMQkJiYdCxcexqBBTujb157rOC12vzAFG2M2oaC8AH5WvvA27SWy2/oJIa0TOM4WuQ/LsWv9bZGsn/7SxSA3txjTp4fAzk4fU6d2jPMOVXVV2Ba3DUvOLQUffEz3nI7eZn2oOBAiQWRlBXh3uhOqKkVzspr2IESsoqIa06ZtBQDMnTsIsrKSfY/Ay77nf7v8G3jashhoMxCexp5UGAiRUBraCvALssDuzcJfNxUIEaqvb8Ann+xAaupj/PDDKKirS3Z315nPMrE5dhMAQEdZG2O93oWavDrHqQghb2NsJpr7IahAiNAPPxxFREQyvv46CJaWulzHea1nlU+x//YBRGVEQbHqxUeiv9UAKg6EdHJUIERk//4YbN+egg8/9IGHhwXXcZr1vOY5jt87jpP3T0KGL4MA2wDoVKnjLq5yHY0QIgGoQIjI1q2X8O67gQgMdOE6yisqaitw6v4phKeEo7ahFl4mXvA27QkFGUVkpaVxHY8QIiGoQAjZpUv3AQBeXpZ4990eHKdpqrSqBKdST+NM6hnU1NXA3dgdvcx60YA+hJBmUYEQojNn7mD58uMAgFGjPCRmXOlHpY9w+v4pRGZGgQce3Azd4G3mTYWBEPJGVCCE5OzZJHz0USgcHIzw+PGL/tu5VNdQh/hH8Tj34BzuFNyBipwKvE294WnsCSVZyb6aihAiGahACMHx44mYNWsnunUzx5Ahxrh4kZscjDGkP0vH5czLuJp9FWXVZTBVN8XwLsPhqOcIGT79cxNCWo6+Mdpp//4YBAfvRa9eNpg9uz/S0sQ7sHhdQx1SC1MRnxuPmIcxKKwohKqcKhz1HOFq6Ao9ZRH14kUIkXpUINqIMYY//zyH5ctPYMAAR3z0ka9YDivVN7y4pf5K1hWEPzmDO4/voLKuEspyyrDXtkeATQAsNM1pVDdCSLtRgWiDurp6fPfdEfz99xWMG+eJd97xEvoJ6dqGWhQ9L8Lj8sfIK8tDTkkOskuykZKSBAA4ff8UrGzt0d2kO2y0rWGgagg+da1FCBEiKhCtwBjDoydPMGvGTtyIycHQ92xh1YOPq9lXUVdfh1pWi0fZmQBe/MJPQyYYAxjYf/o4YmgAQ31DPeob6lHbUIua+hpU1Vaisq4K5dXlKK8pR3FlMcpqyhq3K+AJoKOsA10lXXgaeyIHt/C++yRY23ScXmEJIR0PFYh/YYwhtzQX9wvv437RfWQ+y0TWsyzkluUiL6MC5WGuYBXykPFJwZm6yzhz5b/L8nl81BRUAADOpJ6BYqkqwAN4eLF3wQMPfB6/8SEjkIEMXwZyAjnICeSgIKMAAxUDWGtZQ1VeBWry6tBQ0IC6glrjIaOstDSEAZDh0T8dIUS0Ov23TEVNBRLyEhCbE4uE3ATcfnwbJVUlAABFWUUYqhpCV1kX6pmuSNvFh7qWDAZM04eegQvkBfKQE8hBViALGb4M+Dw+stLSsGxPMKa4T4G5tTXHrSOEkLbrtAXiSPIRrM9djxu5N1DXUAdVeVXYaNtggPUAWGpawkzDDFqKWqisqMOWlfGIPZkF954GGDLeDnJydAKYECL9Om2BCLsThu69umOi60Q46jnCSM3olTEPkhIKsHbJdZQWV2P0ZAe49TDgKC0hhIhfpy0QwT7B6O7dvdnXKp7XYsefN3H6SBrMbdTx/kwXaOooijkhIYRwq9MWCFm+7CvTGGOIOp2Fv/+4icrntRgyzhbd+xqDz5eMPpUIIUScOm2B+LeUO4X4e+1N3LtViK7uuhg02gYaWgpcxyKEEM50+gKRkfoM+zYnISbqEQxMVDDlU1dYd9HiOhYhhHCu0xaIrLRihB+4hLjLudDUUcCYKQ5w9tSnw0mEEPIfnbZAbFpxAybmthg92QHOnnqcd89NCCGSptMWiIEjrOA/xIv2GAgh5DU67c9mMyt1Kg6EEPIGnbZAEEIIeTMqEIQQQprFeYFYt24dLC0toaCgAA8PD1y6dOmN80dGRsLDwwMKCgqwsrLChg0bxJSUEEI6F04LxL59+/DFF1/gm2++QUJCAnx8fBAYGIjs7Oxm58/IyEBQUBB8fHyQkJCAhQsX4rPPPsOhQ4fEnJwQQqQfpwVi9erV+PDDDzF9+nQ4ODhgzZo1MDU1xfr165udf8OGDTAzM8OaNWvg4OCA6dOn44MPPsDKlSvFnJwQQqQfj70Y6kzsampqoKSkhAMHDmDUqFGN0z///HMkJiYiMjLylWX69u0Ld3d3/P77743Tjhw5gnfeeQcVFRWQlX21f6Xq6mpUV1c3Pi8pKYGZmRk0NYdDTsFQyK0CamsK8bToELS0x0BWTofWL0Xr78jZaf3Svf6aqjw8e3YUxcXFUFdXF96KGUcePXrEALArV640mf7jjz8yOzu7ZpextbVlP/74Y5NpV65cYQBYbm5us8ssXrz4xVif9KAHPegh5Y+0tDThfEH/B+c3yvF4Te9FYIy9Mu1t8zc3/aUFCxYgODi48XlxcTHMzc2RnZ0t3Eor4UpLS2FqaoqHDx9CTU2N6zhiQ+2mdncGL4+MaGkJtx85zgqEjo4OBAIB8vPzm0wvKCiAvr5+s8sYGBg0O7+MjAy0tbWbXUZeXh7y8vKvTFdXV+9UH6CX1NTUqN2dCLW7c+HzhXtambOT1HJycvDw8EBEREST6REREejVq1ezy3h7e78y/5kzZ+Dp6dns+QdCCCFtx+lVTMHBwdiyZQu2bduGu3fvYs6cOcjOzsaMGTMAvDg8NHny5Mb5Z8yYgaysLAQHB+Pu3bvYtm0btm7dinnz5nHVBEIIkVqcnoMYP348ioqKsHTpUuTl5cHJyQnh4eEwNzcHAOTl5TW5J8LS0hLh4eGYM2cO/vrrLxgZGWHt2rUYM2ZMi7cpLy+PxYsXN3vYSZpRu6ndnQG1W7jt5uwyV0IIIZKN8642CCGESCYqEIQQQppFBYIQQkizqEAQQghpllQWiM7ahXhr2n348GEMHDgQurq6UFNTg7e3N06fPi3GtMLT2n/vl65cuQIZGRm4ubmJNqCItLbd1dXV+Oabb2Bubg55eXlYW1tj27ZtYkorPK1t965du+Dq6golJSUYGhpi2rRpKCoqElNa4YiKisKwYcNgZGQEHo+HsLCwty4jlO81oXbcIQH27t3LZGVl2ebNm1lycjL7/PPPmbKyMsvKymp2/vT0dKakpMQ+//xzlpyczDZv3sxkZWXZwYMHxZy8fVrb7s8//5z98ssvLCYmht2/f58tWLCAycrKshs3bog5efu0tt0vFRcXMysrKxYQEMBcXV3FE1aI2tLu4cOHsx49erCIiAiWkZHBrl+//kpfaJKute2+dOkS4/P57Pfff2fp6ens0qVLrGvXrmzkyJFiTt4+4eHh7JtvvmGHDh1iANiRI0feOL+wvtekrkB4eXmxGTNmNJnWpUsXNn/+/Gbn/+qrr1iXLl2aTPv4449Zz549RZZRFFrb7uY4OjqyJUuWCDuaSLW13ePHj2fffvstW7x4cYcsEK1t98mTJ5m6ujorKioSRzyRaW27V6xYwaysrJpMW7t2LTMxMRFZRlFrSYEQ1veaVB1iqqmpQXx8PAICAppMDwgIwNWrV5tdJjo6+pX5Bw0ahLi4ONTW1oosqzC1pd3/1tDQgLKyMqF39iVKbW13SEgI0tLSsHjxYlFHFIm2tPvo0aPw9PTEr7/+CmNjY9jZ2WHevHmorKwUR2ShaEu7e/XqhZycHISHh4MxhsePH+PgwYMYMmSIOCJzRljfa5z35ipMhYWFqK+vf6WzP319/Vc6+XspPz+/2fnr6upQWFgIQ0PhjxkhbG1p97+tWrUKz58/xzvvvCOKiCLRlnanpqZi/vz5uHTpEmRkOubHvy3tTk9Px+XLl6GgoIAjR46gsLAQs2bNwtOnTzvMeYi2tLtXr17YtWsXxo8fj6qqKtTV1WH48OH4448/xBGZM8L6XpOqPYiXRN2FuKRqbbtf2rNnD77//nvs27cPenp6ooonMi1td319PSZMmIAlS5bAzs5OXPFEpjX/3g0NDeDxeNi1axe8vLwQFBSE1atXIzQ0tEPtRQCta3dycjI+++wzLFq0CPHx8Th16hQyMjIa+3uTZsL4XuuYP6FeQ1xdiEuatrT7pX379uHDDz/EgQMHMGDAAFHGFLrWtrusrAxxcXFISEjA7NmzAbz44mSMQUZGBmfOnIG/v79YsrdHW/69DQ0NYWxs3GQMFAcHBzDGkJOTA1tbW5FmFoa2tHv58uXo3bs3vvzySwCAi4sLlJWV4ePjg2XLlnWIIwRtIazvNanag+isXYi3pd3Aiz2HqVOnYvfu3R3ymGxr262mpobbt28jMTGx8TFjxgzY29sjMTERPXr0EFf0dmnLv3fv3r2Rm5uL8vLyxmn3798Hn8+HiYmJSPMKS1vaXVFR8coYCQKBAMB/f1FLI6F9r7XqlHYH8PIyuK1bt7Lk5GT2xRdfMGVlZZaZmckYY2z+/Pls0qRJjfO/vBxszpw5LDk5mW3durVDX+ba0nbv3r2bycjIsL/++ovl5eU1PoqLi7lqQpu0tt3/1lGvYmptu8vKypiJiQkbO3YsS0pKYpGRkczW1pZNnz6dqya0SWvbHRISwmRkZNi6detYWloau3z5MvP09GReXl5cNaFNysrKWEJCAktISGAA2OrVq1lCQkLj5b2i+l6TugLBGGN//fUXMzc3Z3Jycqxbt24sMjKy8bUpU6YwX1/fJvNfvHiRubu7Mzk5OWZhYcHWr18v5sTC0Zp2+/r6Njum7ZQpU8QfvJ1a++/9vzpqgWCs9e2+e/cuGzBgAFNUVGQmJiYsODiYVVRUiDl1+7W23WvXrmWOjo5MUVGRGRoasokTJ7KcnBwxp26fCxcuvPHvVVTfa9TdNyGEkGZJ1TkIQgghwkMFghBCSLOoQBBCCGkWFQhCCCHNogJBCCGkWVQgCCGENIsKBCGEkGZRgSCEENIsKhCEtMHFixfB4/FQXFzMdRRCRIbupCakBfz8/ODm5oY1a9YAeDF4zdOnT6Gvr9/huoUnpKWkqrtvQsRFTk4OBgYGXMcgRKToEBMhbzF16lRERkbi999/B4/HA4/HQ2hoaJNDTKGhodDQ0MDx48dhb28PJSUljB07Fs+fP8fff/8NCwsLaGpq4tNPP0V9fX3jumtqavDVV1/B2NgYysrK6NGjBy5evMhNQwn5F9qDIOQtfv/9d9y/fx9OTk5YunQpACApKemV+SoqKrB27Vrs3bsXZWVlGD16NEaPHg0NDQ2Eh4cjPT0dY8aMQZ8+fTB+/HgAwLRp05CZmYm9e/fCyMgIR44cweDBg3H79u0OMYgPkW5UIAh5C3V1dcjJyUFJSanxsNK9e/dema+2thbr16+HtbU1AGDs2LHYsWMHHj9+DBUVFTg6OqJfv364cOECxo8fj7S0NOzZswc5OTkwMjICAMybNw+nTp1CSEgIfvrpJ/E1kpBmUIEgREiUlJQaiwPwYpB4CwsLqKioNJlWUFAAALhx4wYYY6+Mj11dXd1hhrsl0o0KBCFC8u+hHHk8XrPTGhoaALwYD1sgECA+Pr5xGMyX/reoEMIVKhCEtICcnFyTk8vC4O7ujvr6ehQUFMDHx0eo6yZEGOgqJkJawMLCAtevX0dmZiYKCwsb9wLaw87ODhMnTsTkyZNx+PBhZGRkIDY2Fr/88gvCw8OFkJqQ9qECQUgLzJs3DwKBAI6OjtDV1UV2drZQ1hsSEoLJkydj7ty5sLe3x/Dhw3H9+nWYmpoKZf2EtAfdSU0IIaRZtAdBCCGkWVQgCCGENIsKBCGEkGZRgSCEENIsKhCEEEKaRQWCEEJIs6hAEEIIaRYVCEIIIc2iAkEIIaRZVCAIIYQ0iwoEIYSQZv0/MHvZrsDIbQoAAAAASUVORK5CYII=\n", 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" ] @@ -242,13 +242,13 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "associate-greene", + "execution_count": 9, + "id": "precious-patent", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -258,7 +258,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -274,7 +274,7 @@ }, { "cell_type": "markdown", - "id": "tight-drain", + "id": "macro-field", "metadata": {}, "source": [ "## 2. G2G trajectory alignment" @@ -282,8 +282,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "adjusted-ottawa", + "execution_count": 10, + "id": "obvious-diana", "metadata": {}, "outputs": [ { @@ -302,7 +302,7 @@ }, { "cell_type": "markdown", - "id": "detailed-ratio", + "id": "weird-chester", "metadata": {}, "source": [ "### Aligning all genes" @@ -310,8 +310,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "steady-journalist", + "execution_count": 11, + "id": "flying-clock", "metadata": {}, "outputs": [ { @@ -331,7 +331,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 89/89 [00:24<00:00, 3.59it/s]" + "100%|██████████| 89/89 [00:24<00:00, 3.58it/s]" ] }, { @@ -356,7 +356,7 @@ }, { "cell_type": "markdown", - "id": "increasing-sport", + "id": "commercial-legend", "metadata": {}, "source": [ "To access gene-level alignments, use the dictionary: `aligner.results_map` which carries all gene alignment objects.
\n", @@ -365,8 +365,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "attempted-spirituality", + "execution_count": 12, + "id": "healthy-consumption", "metadata": {}, "outputs": [ { @@ -386,7 +386,7 @@ }, { "data": { - "image/png": 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\n", 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afcpHJi5YsKDC5z78OZGRkcLJyanCfqGhoaJ9+/YV1vv5+YnBgwdrrbt586Z4++23RUBAgLC1tRUNGjQQQUFBYsaMGSI3N9fgnFQqlXjllVdEo0aNhEKh0BrtV5mff/5ZhIaGCicnJ+Ho6CjatWsn5s2bp7XP1q1bRY8ePYS9vb1wcnISAwYMEL///rtme2FhoZg4caLo2LGjcHV1FQ4ODqJ169YiJiZG5OXlafa7ffu2ePbZZ0W9evU0+emja7TkmjVrROvWrYVSqRTNmjUTcXFxYvXq1RWOVdfPu7KYv//+u3jssceEUqkUXl5eYurUqWLFihVaMf/44w/x9NNPCz8/P6FUKoW7u7sIDQ0V27Zt04pVUFAgPvzwQ9GyZUthZ2cn3N3dRf/+/cXBgwc1+/zwww+iU6dOwt7eXjRu3FhMnTpVbN++vcL3tvy7tHfvXhEcHCyUSqXw9vYW77//viguLtb63OLiYvHJJ59o4jo7O4s2bdqICRMmiNTUVL0/57roDCDZYokUQlTSH0Oyd/fuXbRq1QoRERFYsWKFudMhqiAsLAy3bt3Suu+QpHHWiAkEKtPWAsuI7FumVCYjIwOzZ89Gv3794O7ujosXL+Kzzz5DTk4OJk+ebO70iOgRk/vJX+7HR/9HqVQiPT0db7zxBm7fvg1HR0c89thjWL58uWboPRHVHXIfLcluSSKiOihdwm5JfwssI2y5ERHVQXJvubG4ERHVQXI/+fMmbiIikh25F28iItLBVuZnf1kenkIxU/qggTHSx5R6RqBAieMB0ucIAG2lDefWRvr5MQPs0iWP6Q9pYzbHeUnjAUCAxDkC0h+31PEAwF+VJnlMp9RSaQN2kHbQho0sz/73sVuSiIhkR+a1m4iIdLGt3kNFai0WNyKiOojdkkRERLWMzGs3ERHpwtGSREQkPzK/5sZuSSIikh2zttyuXLmCZcuW4eDBg8jIyIBCoYCnpyd69eqFiRMnomnTpuZMzzg5O4GSa9Xb97I90HSk7m33zgK3Dxv22SUP/LvLON373EkDLu4H6gcAvn0ACSdPJaJaROb9dmY7vAMHDmDQoEFo2rQpwsPDER4eDiEEMjMzsXXrVnz55ZfYvn07evfurTeOSqWCSqV6aG0JzHZoJTeAovTq7ZvvpCdODpBXzTjl7lZjn+J84M6FssXKFmj6mGGfQUTywOJmGu+88w5eeeUVfPbZZ5Vuj4qKwtGjR/XGiYuLw8yZD89IEgqgnzSJysm9q0Cp+v7ru+ksbkQkS2a75vbXX39h4sSJlW6fMGFCtR4tHx0djezsbK0FCJEwUxm5cwE4+90DKyzvGUxE9IjYSLhYILOl5e3tjYMHD6J1a92TF/7xxx/w9vauMo5SqYRSqXxorRl/2o7dAWU1J2T00PNEJUc/wPtJwz67uWG7E1EdZqbRkrGxsRV62zw9PZGRUTZHrBACM2fOxIoVK3Dnzh306NEDS5YsQfv27Q36HLNVgXfffRcTJ07E8ePHMXDgQHh6ekKhUCAjIwOJiYlYtWoVFi1aZK70jFfdwgYA9fVss/csWwzRxLDdiYjMoX379ti1a5fmtbX1/Uo7f/58LFy4EOvWrUOrVq0wa9YsDBw4EOfOnYOLi0u1P8Nsxe2NN96Au7s7PvvsM/znP/+BWl12Lcja2hpBQUFYv349RowYYa70iIjkzYwdXDY2NvDy8qqwXgiBRYsWYcaMGRg+fDgAID4+Hp6enkhISMCECROq/xmSZWuE559/Hs8//zyKi4tx69YtAEDDhg1hayv3B6ATEZmZhGd/XaPWdV8yKpOamgofHx8olUr06NEDc+bMQbNmzZCWloaMjAyEh4drxQkNDcXBgwcNKm4WcRO3ra0tvL294e3tzcJGRFTLxMXFwc3NTWuJi4vTuW+PHj2wfv16/PLLL1i5ciUyMjLQq1cvZGVlaa67eXpqX5J58JpcdVnoOBciIjIpCQeUREdHY8qUKVrrKmu1DRo0SPPvwMBA9OzZE82bN0d8fDwee6zs1iTFQ5NLCCEqrKuKRbTciIjoEZPwVgClUglXV1etpbLi9jAnJycEBgYiNTVVcx3u4VZaZmZmhdZcVVjciIjIbFQqFc6ePQtvb28EBATAy8sLiYmJmu1FRUXYt28fevXqZVBcdksSEdVFZjr7v/vuuxg6dCh8fX2RmZmJWbNm4d69e4iMjIRCoUBUVBTmzJmDli1bomXLlpgzZw4cHR0xevRogz5HnsUtMEb6mAbcvlZtgRLHqyrHUgDZD7z2rsZ72tYoI53c2hh2YbgqAXbpksYDAH9IH7M5zksaL8AEOZriuKWO6a9KkzQeADillkoeE39LHK+DxPHMdBP3lStXMGrUKNy6dQuNGjXCY489hkOHDsHPzw8AMG3aNBQUFOCNN97Q3MS9c+dOg+5xA+Ra3IiIyCJt2LBB73aFQoHY2FjExsbW6HNY3IiI6iKZn/1lfnikxd4ZqP/AfJ1O+ub/IiJZk/nZX+aHR1oCupQtREQyx+JGRFQXyfzsL/PDIyIincw0WvJRYXGrq1T5gKjGw0rzdayztQVs7SRPiYhIKixuddUvi8sKXFUO6VgXHAZ0C5M4ISJ6pGR+9rfo6bcuX76M8ePH691HpVLh3r17WgtKVXrfQ0RU50k4t6Qlsujidvv2bcTHx+vdR9ejFnBT96MWiIiobjBrzd22bZve7RcuXKgyhq5HLbj1qt5s1CSB/Fzg/56iDgCwd+D1OKLagANKTCciIgIKhQJCz8CGqp7ho/NprxbdHrUQT7xZvQEluuaefPCBsj/9F7h1/f7rAcOBVh1rnB4RmZiFdidKxaxlwNvbG5s3b0ZpaanOJSkpyZzpyZvSEbB3qnpx1LGwZUZEFs6sxS0oKEhvAauqVUdEREaS+YASs6Y1depU5OXlVbq9RYsW2LNnzyPMiIiojuA1N9MJCQnRu93JyQmhoaGPKBsiIpILC21QEhGRScn87C/zwyMiIp1kfvbnoHkiIpIdedZuXfdm1VSgCWJKnWdbieMBcGuToXe7yisbArma17YBt2BdxXsC7NKlSE3DH9LGA4DmOC95zACJ8zTFcZskpipN0nhOqaWSxgMA/C19SKSaIKaU5Hn215D54RERkU4yHy3JbkkiIpIdttyIiOoimZ/9ZX54RESkk8zP/uyWJCIi2ZF57SYiIp1kPqCExY1qxDa8H0Th/SefW3l7mjEbIqo2mZ/9ZX54ZGpWfk0rrCu9cROll65U+p4822t6Yzp1b1/jvIiobmNxI8mVXrqCkh27K91+z/qu3vezuBE9AjI/+5t9QElBQQEOHDiAM2fOVNhWWFiI9evX632/SqXCvXv3tBaoVXrfQ0RU58n8eW5mLW4pKSlo27Yt+vbti8DAQISFheH69eua7dnZ2XjppZf0xoiLi4Obm5vWgr/jTJ06ERFZMLPW3OnTpyMwMBDHjh3D3bt3MWXKFPTu3Rt79+6Fr69vtWJER0djypQpWuvcxilNkS5Vk8LZSee1uHJ2Ng6PMBsi0omjJU3n4MGD2LVrFxo2bIiGDRti27ZtmDRpEkJCQrBnzx44OTlVGUOpVEKpfKiYyfw/zdJZt20F67atKt3uLvHEyURkBAvtTpSKWQ+voKAANjbaKSxZsgRWVlYIDQ1FQkKCmTIjIqLazKzFrU2bNjh27BjattV+VsuXX34JIQSeeuopM2VG5qLOzUfu7mNa61yH9IbCms1xIknJvOVm1gElTz/9NL755hud2xYvXoxRo0ZBCPGIsyJzEkXFyD+RorWA3wEi6VlLuFggsxa36Oho/Pzzz5VuX7p0KUpLTfBgQiIikjWZN0yJiEgnmZ/9ZX54RESkk8zP/mafoYSIiEhq8qzdgSaI2doEMdtWvYsh3NpkSBsQQIAJ7knzR+Uxi5CLYtzVWueHi7DSc9W6Oc5LlNl9AXpyNJa+47aEeADgr0qTPKZTqsTXzf+WNhwAINUEMVNMEFNKFjoQRCryLG5ERKSfzM/+7JYkIiLZkXntJiIinWR+9pf54RERkU4yP/uzW5KIiGRH5rWbiIh04mhJIiKSHZmf/WV+eCRHV775HWpVieZ1AW5U+70enb3h0dlb57bULWegyi4EANzALYNy8mxTDwGPeejclrz9MnJuFOB8NWM61bNFYGg9ONe3NSgHIrrP7MXt7NmzOHToEHr27Ik2bdrg77//xueffw6VSoUXX3wR/fv31/t+lUoFlUqlvbJECdjwady1kcLaCvbe9bTXKRRarwsuZ6Ekv0jz+t5DN33r4+Zfv9JtuddyUHAzDwBghdxqxwQAF4/Kny5+L6MAty/mQo3CakYrxPXz+RgwzhtuDe0MyoOo2sx+9jctsx7ejh07MGzYMDg7OyM/Px9btmzB2LFj0alTJwgh8MQTT+CXX37RW+Di4uIwc+ZM7ZVhMUC/WNMmTyZh6+aIgAmPmzsNsyvIVWP3uusscGQ6Mr/mZtbRkh999BGmTp2KrKwsrF27FqNHj8arr76KxMRE7Nq1C9OmTcPcuXP1xoiOjkZ2drbWgpDoR3QERKZTkKvGH9/d5DMNiYxg1pZbcnIy1q9fDwAYMWIExowZg2eeeUazfdSoUVi9erXeGEqlEkrlQ12QMm9u13WNHg+EKFFrXjfGlWq/17mxa6XbmvT1Q0lB2bU8H1w3KCdXT/tKtwU85gHv9vXhXY0/ldNO5SLralk3u4OLNXo941GhW5ZIEjI/T1rM4VlZWcHe3h716tXTrHNxcSlriRE9oF7XAK3XuoeHGK5RoJfm3/4o0bOnYbza1vu/mHlV7hvQ0Rl7vs5AXnYJHh/nA1d3DiohE7GYs79pmPXw/P39cf78ebRo0QIA8Mcff8DX11ez/fLly/D2lurURWT57Oyt0e9FL6jyS+HSgIWNyFhmLW6vv/461Or73UsdOnTQ2r59+/YqR0sSyY2dvTXs7GV+tZ/MT+ZfMbMOKJk4cSIGDx5c6fbZs2dj1apVjzAjIssmhMBfv91B9q2iqncm0sdGwsVIcXFxUCgUiIqK0qwTQiA2NhY+Pj5wcHBAWFgYkpOTDY7NuSWJagkhBE7uuo1Tv97B7nXXceeWuuo3EVmoo0ePYsWKFejYsaPW+vnz52PhwoVYvHgxjh49Ci8vLwwcOBA5OTkGxWdxI6oFygvbmd/LBlgV5KqxdV0OCxwZz4wtt9zcXLzwwgtYuXIl6te/P7GCEAKLFi3CjBkzMHz4cHTo0AHx8fHIz89HQkKCQZ/B4kZUC6hLBDIvas9wkp9bygJHxpOwuKlUKty7d09rqTBz1AMmTZqEwYMH4/HHtSdsSEtLQ0ZGBsLDwzXrlEolQkNDcfDgQYMOj8WNqBawsbVCvxe90LCJ9j2dLHBkCeLi4uDm5qa1xMXF6dx3w4YNSEpK0rk9IyMDAODp6am13tPTU7OtuuR5p0NrE8RsK31ItzaG/WdVJcAuXdJ4AOAP6WM2x3lJ4wWYIEdTHHeNY9oDfi+W4oevc3HjSgkKUXbjeGEu8M26Yjw5zg31GtbsV9optbRmOeryt8TxUiWOBwApJohpijylJOFoyejoaEyZMkVrXYXJNVB2e9fkyZOxc+dO2NtXPvHBwxMXCCEMnsyALTeiWkRpb4WhLzrDs4l2ESvILcXP627h7i3pbj4nmZOwW1KpVMLV1VVr0VXcjh8/jszMTAQFBcHGxgY2NjbYt28fvvjiC9jY2GhabA+30jIzMyu05qrC4kZUy5QXOI8m2hMqs8CRpRswYABOnz6NkydPapbg4GC88MILOHnyJJo1awYvLy8kJiZq3lNUVIR9+/ahV69eBn2WPLsliWROaW+F8BfrYefXt5F55f49b+UF7slxDWvcRUkyZ4avh4uLS4XJOpycnODu7q5ZHxUVhTlz5qBly5Zo2bIl5syZA0dHR4wePdqgz+K3n6iWKitwDVjgyDgWOkPJtGnTUFBQgDfeeAN37txBjx49sHPnTri4uBgURyFk+DwNxUYTBOWAEslwQIk07qIeAEBVWFqhwAGAg7OVwQWu91/HpUyxDAeUSOOAxKfqNAmfNhFgeWWE19yIarnyFtzD1+CKCgRy7vD6G1XCAqbfMiWLK24ybEgSmdzDBc7aWoH+z9dH05aVD7emOo7F7dFSKpU4e/asudMgqnXKC5yXnx36P18fvq1Y2KjuMlvNffiGv3JqtRpz586Fu7s7AGDhwoV646hUqorTvBQrAduK91gQyZ3S3gpPjnPn07upahba4pKK2Q5v0aJF6NSpk9aTt4GybsmzZ8/CycmpWr+gcXFxmDlzpvbKZ2KA52KlS5aoFqnq96akWMDGlsWvrhMSjpa0xG+T2Yrb7NmzsXLlSnz66adaDyS1tbXFunXr0K5du2rF0TXti9s2ttqIdEk7U4Ajv9zDE2PceZsAyZrZrrlFR0dj48aNeP311/Huu++iuLjYqDi6pn1hlyRRRWlnCrB30x3kZqs5kwlBbSPdYonMOqCkW7duOH78OG7evIng4GCcPn2a1wqITODqPyrs3XQHpf83LzKn6iIWNxNzdnZGfHw8oqOjMXDgQKjVfHQHkdQaNrZFQx/ORUl1h9mLW7mRI0fi2LFj+O677+Dn52fudIhkpbIbvVng6q4SayvJFktkUQ3KJk2aoEmTJuZOg0iWqjMXJdUdahuLOv1LzjJLLhGZRFUtuFt3zJQYkcRY3IjqGH0Fbt33YIGrI9TW1pItlojFjagOqqzA5eaDBa6OUMNassUSyfORN39KH1Pqx9MA0j+ipjY8ngaQ/hE1teHxNADgr0qTNN51pU+NY6gKBb7/Oh8ZV8oGlJT832V4R2crRIxzQf2GNT9xtd/5T41jaDHFI28umyDmaYnj/STtqfoWDHs+mj4NkSNZLKmw5UZUhyntFRj2oiO8mmgPLsjPLcXWdTkoyC81U2ZkaiWwlmyxRCxuRHVcZQWufbASDo48RciVGjaSLZaI31wi0hQ4z/8rcN3CHNA9zMHMWREZzzJLLhE9ckp7BYa+6Ix/zhSjXVfOzyp3ljoQRCosbkSkobS3YmGrI+Re3NgtSUTVlpVZgju3OP8rWT623IioWrIyS/B9fA4UCoVktwmQ+bDlRkR1XnlhK8gTmtsE2IKr3XgrABHVeYd3F6Ag7/5NxCxwZOksqlvyzp07iI+PR2pqKry9vREZGYmmTZvqfY9KpYJKpdJeWaQE7HhRnEgqA552wg9f5+LGlfuPxikvcOyirJ0s9f40qZi15ebj44OsrCwAQFpaGtq1a4d58+YhNTUV//nPfxAYGIi///5bb4y4uDi4ublpLVgd9yjSJ6ozlPZWGPqis+Y+uHJswdVecp9b0qzFLSMjQ/Pk7ffffx9t2rTBP//8g507d+L8+fMICQnBBx98oDdGdHQ0srOztRa8HP0o0ieqU1jgqDaxmGtuhw8fxgcffABHR0cAgFKpxL///W8cOnRI7/uUSiVcXV21FnZJEpkGC5x8sOVmYgqFAkDZtTNPT0+tbZ6enrh586Y50iKiSrDAyQNHS5rYgAED0LVrV9y7dw8pKSla2y5duoSGDRuaKTMiqgwLHFk6sw6XiYmJ0Xpd3iVZ7ocffkBISMijTImIqqm8wHEUZe0k99GSFlXcHrZgwYJHlAkRGUNfgTvxeyH6D3MyY3akj6VeK5OK2bsliah209VF6d/KFn0HO+p5F5FpybtdSkSPxIMtOAdHBZ4Y4QwbG4W50yI95N5yY3EjIkko7a3w1BgXWFmDha0WYHGrhdzaZEgeM8AuXfKY/pA2ZnOclzQeAARInCMg/XFLHQ8A/FVpksd0Si2VNF7TZlckjQcANxw9ahZAxy2maeHeNYv5kIC865LGAwDYSx8SbiaISdUmy+JGRJZHVSjwy5ZC9BmoRIOGvNxvbpZ6f5pUWNyIyORUhQJbvipAxlU1blxV45lxjixwZib3WwH47SIik3qwsAFAXq7A5nX5uH1L2m5aogexuBGRySkeGl/CAmd+nFuSiKgGlPYKRLzoAO8m2idBFjjzYnEjIqohFjh61FjciOiRYIGzLHwqABGRRFjgLIcaNpItlsisxe3EiRNIS7t/s+zXX3+N3r17o2nTpujTpw82bNhQZQyVSoV79+5pLUKlMmXaRFQDLHD0KBhV3Nq1a4f58+fj6tWrNfrwl19+Genp6QCAVatW4bXXXkNwcDBmzJiBbt264dVXX8WaNWv0xoiLi4Obm5vWopr/ZY3yIiLTYoEzP7kPKFEIIYShb7KysoJCoYCVlRX69++PyMhIPP3003BwcDAojpOTE86ePQtfX1907doVEydOxGuvvabZnpCQgNmzZyM5ObnSGCqVCqqHWmpNFXegUOqYB6gGOP2WdDj9ljRUzSQNB0CC6bd00HfyUxUKbP26ANevaD/c1MlZUemN3gFbTDD91m3pQyJT4njRBp+q9fovnpUs1gvYJFksqRjVcouKioKfnx/UajUSExMxZswYeHp64uWXX8bevXurHcfBwQE3b94EAFy9ehU9evTQ2t6jRw+tbktdlEolXF1dtRapCxsRmUZlLThbOwVs7cyUFMmCUcVt4cKFuHDhAo4dO4bo6Gi0atUKubm5WLduHQYMGIDmzZtj6dKlVcYZNGgQli1bBgAIDQ3Fpk3a1f9///sfWrRoYUyKRFRLPFzg6jWwwjPjHODiyvFupiT30ZI1GubStWtXODo6ori4GFeuXEF+fj6EEEhLS8Nbb72F1NRUfPbZZ5W+f968eejduzdCQ0MRHByMTz/9FHv37kXbtm1x7tw5HDp0CFu2bKlJikRUC5QXuF9/KptYmYXN9Cx1lKNUjPoG5ebmYtWqVejVqxfat2+PTz/9FHl5efDy8sIHH3yAb775BvXr18f69ev1xvHx8cGJEyfQs2dP7NixA0IIHDlyBDt37kSTJk3w+++/48knnzTqwIiodlHaKzDoGbbYSBpGlW5vb29NKw0A+vXrh9dffx0RERGwsSkLuWXLFnz77bdVxqpXrx7mzp2LuXPnGpMKEdURQgjk5kg7qKIus9RRjlIxqrjl5eWhXr16GDt2LF5//XW0bt26wj5vvvkmBg0aVOMEiYiEENj9gwppKSXwaQQ0dDV3RrUfi9tDSktLsXLlSvTu3RutW7eG4uHpvv9Pnz590KdPnxonSER1W3lh+yupGACw7jQwrj8LHOlnVOf2hAkT8MQTT1Ra2IiIpHLs92JNYQOA3EJg3a/ArXtmTEoG5H4Tt8HFzcrKCn5+fnB0dDRFPkREWjoG21a4D44FrubMdSvAsmXL0LFjR819yT179sT27ds124UQiI2NhY+PDxwcHBAWFqZ3Io/KGHXNLTY2Fi+99BKWL1+OiRMnGhPCpGrDbCKA9DOK1IbZREwRszbMJgIA+FvacEp3aeMBQNNCqafVALIaONfo/S72wIsvCnz7dQmuXylFbtuySRpyAXx5U4ERg23hrmMmE0N4fZ1do/frVCh9SDlo0qQJ5s6dq7mHOT4+HsOGDcOJEyfQvn17zJ8/HwsXLsS6devQqlUrzJo1CwMHDsS5c+fg4uJS7c8xavqtgIAAXL9+HcXFxXBwcECjRo00XZQKhQL//POPoSEl1QWHJI/J4ma5MetqcUNvieMBECaY3Kemxa1cYWFZgbt6RXu9k7MCI8bVrMCZpLilShxvprQjRRdikmSxpmBJjd7foEEDLFiwAOPHj4ePjw+ioqIwffp0AGVTLHp6emLevHmYMGFCtWMa9W24ePEiioqKIIRAfn4+Ll68iPT0dM1CRCQ1e3sFnnvRBt5NtE9bebkC/1tXjCxOtmwQKa+56Xo6y8Nz/urMQa3Ghg0bkJeXh549eyItLQ0ZGRkIDw/X7KNUKhEaGoqDBw8adHxGdUvGxMQY8zYiohqxt1fgmRdtsfnrYly/cr+YlRe4mrbgyDhxcXGYOXOm1rqYmBjExsbq3P/06dPo2bMnCgsL4ezsjC1btqBdu3aaAubp6am1v6enJy5evGhQTixuRFSrsMBJQ8pRjtHR0ZgyZYrWOqWeCexbt26NkydP4u7du9i8eTMiIyOxb98+zfaHR+ILIQwenW/05GIqlQoJCQk4dOgQvLy8NM9m69ChAxo0aGBsWCKiKrHA1ZyUEx4rlUq9xexhdnZ2mgElwcHBOHr0KD7//HPNdbaMjAx4e3tr9s/MzKzQmquKUf/7WVlZCA4OxiuvvIJVq1YhMTERZ8+eRb9+/fDFF18YE5KIyCDlBU7XNbgtCcUoLeVUXbWFEAIqlQoBAQHw8vJCYmKiZltRURH27duHXr16GRTTqOI2bdo0JCcnw97eXjO/5OOPPw5HR0et+xWIiExJV4GztQOeGGYLKytOMqGPGjaSLYZ4//33sX//fqSnp+P06dOYMWMG9u7dixdeeAEKhQJRUVGYM2cOtmzZgr/++gvjxo2Do6MjRo8ebdDnGNUt+eOPP8LNzQ1nz56Fj48PAMDa2hp+fn64cOGCMSGJiIzyYBflrcxSDH/BDk392CVZFXPNLHLjxg2MGTMG169fh5ubGzp27IgdO3Zg4MCBAMoaTwUFBXjjjTdw584d9OjRAzt37jToHjfAyOKWnZ2Ntm3bwsvLS2u9Wq1GTk5OteO89dZbGDFiBEJCQoxJA0DZtb+Hh5yWKotgpeRjfInqivICdydLwLsxC5slW716td7tCoUCsbGxlY60rC6jvgW+vr5ITk7GgQMHNOt++OEHnDt3Dv7+/tWOs2TJEoSFhaFVq1aYN28eMjIyDM4lLi4Obm5uWsuNOP3PkSMi+bG3V7CwGYBzS+owatQolJSUIDQ0FAqFAocPH0ZERAQUCgVGjRplUKydO3fiySefxCeffAJfX18MGzYMP/74I0pLq3dDZnR0NLKzs7UWz+ixxhwWEclY8ik1b/SuQ4wqbjNmzMCgQYMghNBawsPDER0dbVCswMBALFq0CNeuXcPXX38NlUqFiIgING3aFDNmzMD58/qnqFIqlZoJOMsXdkkS0YP+TFJj+5ZizmTyALm33Iy65mZnZ4effvoJv/32G44cOQIhBLp3747Q0FCjE7G1tcWIESMwYsQIXLp0CWvWrMG6deswd+5cqNVqo+MSUd32Z5IaO7eVPTKH98HdJ+V9bpbI6Ju4AaBv377o27evVLlo+Pr6IjY2FjExMdi1a5fk8YmobigtFfjrhPYfxyxwdYNRxa1///6VblMoFNi9e3e14vj5+cHauvK/HhQKhWZ4KBGRoaysFBj+Amcy0cXQ+9NqG6OObu/evVAoFHjwaTnlrw2Z/ystTfpHlRARPag6U3V56Xm/XFnqtTKpGFXcxo4dq1XEsrOzsXfvXuTk5GDkyJGSJUdEJIWqCtxbTkBDw+4RJgtnVHFbt25dhXW3bt1Cx44d0aRJk5rmREQkOX0Fbt1xYFzfulXg5N5yk6yzuWHDhmjRooXOwkdEZAkqm2w5VwWs+w24Vf0Jlmq9ElhLtlgio1puH330kdZrtVqNlJQUHDhwAPXr15cksZrwR7rkMZtD//12xgiQOE9THLdJYqqkvdbqlGqC+5b+lj4kUiWO11vieAAUv0sfs6FvrrQBfWoeYtITwNebgCvXyl6LlkAOgLU3gXGPAw3da/4ZilU1j0HGM6q4xcbGVjpwZMiQITVKiIjI1OztgRef1S5wAJCbB6z7Bhg3SpoCZ8k4WlIHX19freKmUCjg4eGBAQMGGDxDCRGROTxY4C4/MK1tbh5w6UpdKG6W2Z0oFaOKW3p6Ou7evYt//vkHtra2aN68OZycnKTOjYjIpMoL3Fff3W/BPfk40LWTefOimjN4QMn169fx9NNPo1GjRujevTu6dOkCd3d3vPTSS8jOztbsd+XKFUkTJSIyBXt74MXngCY+ZYWte5C5M3o0OLfkA+7evYs+ffogPT1d6wbuoqIirF+/HsePH8fRo0dx9uxZDBkyhAWOiGoFe3vgpdGAngmTZMdSi5JUDCpuCxYs0MwqEhISgq5du0KhUCApKQm//fYbkpOTMWrUKOzevRu5uRKPkCIiMqGqCltpKWBVN2fqqpUMKm7ff/89FAoF1q9fjxdeeEFr21dffYXIyEh8//33ACreLkBEVFtduQps/RkYOVw+A00s9f40qRj0d0haWhqaNm1aobABwJgxY+Dr6wsA+O677zBjxgxpMiQiMqMrV4Gv/gfcul12m8CtLHNnJA01bCRbLJGkjWwrKys4ODhg2LBhUoYlIjKLjBtlhU1VVPY6Nw9YvxEoLDRvXlQ1g4pbs2bNcPnyZSQkJFTYtnnzZqSnp6NZs2YGJfDll18iMjIS//vf/wCUdW+2a9cObdq0wfvvv4+SkhK971epVLh3757WolYVG5QDEZEu9dyARg21193LAdIumicfKXG05AMiIiKQnJyMMWPGYOXKlZoBJX/++Sd2794NhUKBp556qtrxPv74YyxYsADh4eGYPHky0tLSsGDBArzzzjuwsrLCZ599BltbW8ycObPSGHFxcRW2t455Bm1jnzXk0IiIKii/TWDpmrKiVq5Y/9/ctYKlFiWpKMSDY/qrkJ2djaCgIFy4cKHC9FtCCPj5+eHEiROoV69eteI1b94cCxYswPDhw3Hq1CkEBQUhPj5ec01vy5YtmDZtGlJTK5+UT6VSQaVSaa17Ufk9rJW21T2s6uXKuSWli8m5JaUxTuJ4AHDMBDF9JY4nwdySDxNVnOf/sw64fuP+6+FDgI7t9b9H8rklp1X7VF0tT+FbyWJtw3OSxZKKQd2Sbm5uOHDgAIYNG6Z5OGn5A0qHDBmC/fv3V7uwAWU3hAcHBwMAOnXqBCsrK3Tu3FmzvWvXrrh27Vol7y6jVCrh6uqqtUhd2IiI5IZPBXiIl5cXtmzZguzsbKSkpAAAWrRoYdTTALy8vHDmzBn4+voiNTUVarUaZ86cQfv2ZX8SJScnw8PDw+C4RESkn6WOcpSK0Ufn5uaGbt261ejDR48ejbFjx2LYsGHYvXs3pk+fjnfffRdZWVlQKBSYPXs2nn2W186IiMgwZi3dM2fOhIODAw4dOoQJEyZg+vTp6NixI6ZNm4b8/HwMHToUH3/8sTlTJCKSJbkPKDFrcbO2tq5ws/fIkSMxcuRIM2VERFQ3yL24caY0IiKSHXlfUSQiIp0sdZSjVFjciIjqII6WrIVqww3XgPQ3SNeGG64BE9x0XRtuuAaAG1XvYhBTTOC72wQxnSSO5yxxPACKKhoxikOA4oEZShRFgOKPKoKa4jtE1SbL4kZEJKX6DkDJA3+TKWVw5pT7gBIZ/BcREZnWiE7mzkB6ci9uHC1JRESyw5YbEVEdJPeWG4sbEVEdJPdbAdgtSUREssOWGxFRHcT73Ezo+vXrWLZsGQ4cOIDr16/D2toaAQEBiIiIwLhx42BtLe9mMxHVDseuALkPPBO5rQfg6WK+fKQg92tuZuuWPHbsGNq2bYsffvgBhYWFSElJQdeuXeHk5IR3330XISEhyMnJqTKOSqXCvXv3tJYSlQyeAU9EFuP4FWDvhfvLjVxzZ0RVMVtxi4qKwjvvvIMTJ07g4MGDiI+PR0pKCjZs2IALFy6goKAA//73v6uMExcXBzc3N63lSNxvj+AIiIhqLzWsJVsskdmKW1JSEsaMGaN5PXr0aCQlJeHGjRuoX78+5s+fj02bNlUZJzo6GtnZ2VpL9+i+pkydiKjWK4G1ZIslMts1Nw8PD1y/fh3NmjUDANy4cQMlJSVwdXUFALRs2RK3b9+uMo5SqYRSqdRaZyPzC6VERKSf2apAREQEJk6ciAULFkCpVOLjjz9GaGgoHBwcAADnzp1D48aNzZUeEZGscbSkicyaNQvXr1/H0KFDoVar0bNnT3z99dea7QqFAnFxceZKj4hI1iz1WplUzFbcnJ2dsXHjRhQWFqKkpATOztrPsQgPDzdTZkREVNuZvV1qb29v7hSIiOocttyIiEh21KUSFjcLnMjRAlMiIiKqGbbciIjqoJISCVtudtKFkgqLGxFRHaQukfD0z+L2aAQgXfKY/rUgpr8qTdJ4AOCUWip5TPwtcbxUieMBQIoJYrpJHO+kxPEA0/wsnSw8HlD1mTATQP4Dry8CqGp+SVP8LKnaZFnciIhIP7WU3ZIWiMWNiKgK9taA4wNnS2sZDMVjcSMiquMiW5k7AzKUDP7+ICIiQ5UUW0u2GCIuLg7dunWDi4sLPDw8EBERgXPnzmntI4RAbGwsfHx84ODggLCwMCQnJxv0OWZvueXl5SEhIQEHDx5ERkYGFAoFPD090bt3b4waNQpOTqa4ekxEVLeVqs1z+t+3bx8mTZqEbt26oaSkBDNmzEB4eDjOnDmjOd/Pnz8fCxcuxLp169CqVSvMmjULAwcOxLlz5+DiUr1HoCuEEMKUB6LPmTNnMHDgQOTn5yM0NBSenp4QQiAzMxP79u2Dk5MTdu7ciXbt2hkUdwlekTxXjpaUEEdLSiNY4ngA8I0JYsphtKQxpP5e7pX2VK24ppIslvBRVr1TJW7evAkPDw/s27cPffv2hRACPj4+iIqKwvTp0wEAKpUKnp6emDdvHiZMmFCtuGZtuU2aNAl9+/ZFfHw87Oy0b5QoKirCuHHjMGnSJOzZs8dMGRIRyZSEA0pUKhVUKu1iqetZm7pkZ2cDABo0aAAASEtLQ0ZGhtbk+UqlEqGhoTh48GC1i5tZr7kdPnwYH3zwQYXCBgB2dnZ4//33cfjwYTNkRkQkcyXWki1xcXFwc3PTWqrzyDIhBKZMmYI+ffqgQ4cOAICMjAwAgKenp9a+np6emm3VYdaWW/369ZGamlppt+P58+dRv359vTF0/cVQrFTDVinvYa5E9Oj8dRvIL7n/upkr0JAPNNGIjo7GlClTtNZVp9X25ptv4s8//8SBAwcqbFMoFFqvhRAV1ulj1pbbq6++isjISHzyySc4deoUMjIycOPGDZw6dQqffPIJxo8fX2UTVNdfDDvjTj2iIyCiuuD3G8DPl+8v1/LMnZEEShSSLUqlEq6urlpLVcXtrbfewrZt27Bnzx40adJEs97LywsAKrTSMjMzK7Tm9DFryy02NhYODg5YuHAhpk2bpqnKQgh4eXnhvffew7Rp0/TG0PUXwxrlZJPlTEQkCyVV72IKQgi89dZb2LJlC/bu3YuAgACt7QEBAfDy8kJiYiK6dOkCoGwMxr59+zBv3rxqf47ZbwWYPn06pk+frrmICJRV7ocPuDK6LlrayvwhfEREtdWkSZOQkJCA77//Hi4uLprzvpubGxwcHKBQKBAVFYU5c+agZcuWaNmyJebMmQNHR0eMHj262p9j9uJWLiAgoEJBu3z5MmJiYrBmzRozZUVEJFNmarktW7YMABAWFqa1fu3atRg3bhwAYNq0aSgoKMAbb7yBO3fuoEePHti5c2e173EDLKi46XL79m3Ex8ezuBERSc2M3ZJVUSgUiI2NRWxsrNGfY9bitm3bNr3bL1y48IgyISIiOTFrcYuIiIBCodBbyQ0Z+klERNVUbO4ETMustwJ4e3tj8+bNKC0t1bkkJSWZMz0iIvlSS7hYILMWt6CgIL0FrKpWHRERkS5m7ZacOnUq8vIqvxuyRYsWnFeSiMgUzDSg5FExa3ELCQnRu93JyQmhoaEGx60NM/gD0s/iXytm8Aekny3dFDP4XzZBTOkmYS+zT+J4gGmesCCHpwJkAih64LUVgNtVvMcUP0spyby48WGlREQkOxZ9nxsREZmIzFtuLG5ERHWRzIsbuyWJiEh22HIjIqrCBB9zZ2ACbLmZz40bN/DRRx+ZOw0iIvkpkXCxQBZd3DIyMjBz5kxzp0FERLWMWbsl//zzT73bz50794gyISKqY2Q+t6RZi1vnzp0rnWKrfD0nTiYiMgELnRNSKmYtbu7u7pg3bx4GDBigc3tycjKGDh2qN4ZKpYJKpT31Q7GyFLZKi+5xJSIiEzJrcQsKCsK1a9fg5+enc/vdu3ernDg5Li6uwnW5UTEBeCG2mWR5ElHd9k8BUPjA7HaNlUC92j7W3EIHgkjFrP89EyZM0Dtxsq+vL9auXas3RnR0NKZMmaK17ldlhBTpEREBAHbdAa4/MLfk8IZAPWfz5SMJFjfTefrpp/Vur1+/PiIjI/Xuo1QqoVQqtdbZWvYgUCIiMjGLrgKXL1/G+PHjzZ0GEZH88D4387l9+zbi4+PNnQYRkfzIvLiZtVty27ZterdfuHDhEWVCRERyYtbiFhERUel9buV4nxsRkQlYaItLKmbtlvT29sbmzZtRWlqqc0lKSjJnekRE8iXzbkmzFregoCC9BayqVh0REZEuZu2WnDp1qt773Fq0aIE9e/Y8woyIiOoIzi1pOiEhIXq3Ozk5ITQ01OC4/kg3MiM9MVVpksd0Si2teidD/C1tOABAqglipkgc77LE8QAg2wQxpXZJ+pA3TPD/7eokbTwHieMBqPpMmAftuRjzAdjqf0vqtZql9LCW0oaT/dySFn0rABERkTFq++xoRERkDAsdCCIVFjciorpI5sWN3ZJERCQ7bLkREdVFMm+5WURxu3LlCurVqwdnZ+1nSBQXF+OPP/5A3759zZQZEREw1hEofeCWW6UcJk6S+a0AZu2WvH79Orp37w4/Pz/Uq1cPkZGRyM3N1Wy/ffs2+vXrZ8YMiYgABwXgZHV/sZFDcZM5sxa39957D9bW1jh8+DB27NiBM2fOICwsDHfu3NHswxlKiIhMQC3hYoHM2i25a9cubNmyBcHBwQDKbup+/vnn0b9/f+zevRtA1RMnq1QqqFQqrXVFSgE7WfQbEBGZiMyvuZm15ZadnY369etrXiuVSmzatAn+/v7o168fMjMzq4wRFxcHNzc3rWVl3J0q30dERPJl1uLWrFkz/Pnnn1rrbGxs8O2336JZs2YYMmRIlTGio6ORnZ2ttbwaXb/K9xER1Wl8KoDpDBo0CCtWrKiwvrzAde7cucprbkqlEq6urloLuySJSErX1EB6yf0lV+JpYc2iWMLFApn1mtvs2bORn5+vc5uNjQ2+++47XLly5RFnRUSk7YdC4PoDAyeGOwAdOQWGRTPrf4+NjQ1cXV0r3X7t2jXMnDnzEWZERFRHyHy0pEX/7XH79m3Ex8ebOw0iIvmR+TU3s3ZLbtu2Te/2CxcuPKJMiIhITsxa3CIiIqBQKPQOGqnqPjciIjKChba4pGLWbklvb29s3rwZpaWlOpekpCRzpkdEJF8yHy1p1uIWFBSkt4BV1aojIiLSxazdklOnTkVeXl6l21u0aIE9e/Y8woyIiOoICx3lKBWFkGHTKE9lLXlMp1QT3LX5t8TxUiWOBwApJogpdZ4mOO5796SP6dpG2ng3TkobDwBOSx8SLhLHq/zmIeNV9Vf+BgAPTgYYDqCq/06pf5bDJT5VK56SLpbQPzbQLCz6VgAiIiJjWMTDSomI6BGT+WhJFjciorrIQkc5SoXdkkREJDtmb7llZWXhzz//RKdOndCgQQPcunULq1evhkqlwnPPPYe2bduaO0UiIvmR+WhJsxa3I0eOIDw8HPfu3UO9evWQmJiI5557DjY2NhBCYO7cuThw4AC6du1qzjSJiORH5tfczNotOWPGDDz33HPIzs7G+++/j4iICAwYMAApKSlITU3F6NGj8fHHH5szRSIi/D8ALzywBJg3HaoGsxa348ePY8qUKXBxccHkyZNx7do1vPrqq5rtkyZNwtGjR82YIRERUA+A+wOL0qzZSMRMTwX47bffMHToUPj4+EChUGDr1q1a24UQiI2NhY+PDxwcHBAWFobk5GSDD8+sxa2oqAgODg4AAFtbWzg6OqJhw4aa7e7u7sjKytIbQ6VS4d69e1qLSiW7+9KJiKRlprkl8/Ly0KlTJyxevFjn9vnz52PhwoVYvHgxjh49Ci8vLwwcOBA5OTkGfY5Zi1vTpk21HmuzYcMGeHt7a15fv35dq9jpEhcXBzc3N63lk/ksbkRElmjQoEGYNWsWhg8fXmGbEAKLFi3CjBkzMHz4cHTo0AHx8fHIz89HQkKCQZ9j1uI2cuRIZGben9Rm8ODBmpYcUPa8t+7du+uNER0djezsbK3l3Wl8TA4RkV4SPolbdw+ayuCU0tLSkJGRgfDwcM06pVKJ0NBQHDx40KBYZh0tGRMTo3f7jBkzYG2tf55IpVIJpVK7BzxPxeJGRKSXhKMl4+LiMHPmTK11MTExiI2NNShORkYGAMDT01NrvaenJy5evGhQLIu+iTsrKwuvv/66udMgojruLoCsBxbD2yTypqsHLTo62uh4Dz+kWghh8IOrzX4Ttz63b99GfHw81qxZY+5UiKgO2wHDnwpg8SRsuenqQTOGl5cXgLIW3IPjLzIzMyu05qpi1uK2bZv+5yQ8ONiEiIgkZIFzSwYEBMDLywuJiYno0qULgLJR9fv27cO8efMMimXW4hYREVHl07YNbYoSEZHlys3Nxfnz5zWv09LScPLkSTRo0AC+vr6IiorCnDlz0LJlS7Rs2RJz5syBo6MjRo8ebdDnmLW4eXt7Y8mSJYiIiNC5/eTJkwgKCnq0SRER1QVmmlvy2LFj6Nevn+b1lClTAACRkZFYt24dpk2bhoKCArzxxhu4c+cOevTogZ07d8LFxbDH3pq1uAUFBSEpKanS4lZVq46IiIxkprklw8LCquyti42NNXik5cPMWtymTp2KvLy8Sre3aNECe/bseYQZERGRHCiEHJtGf5ngOt3f0odEqsTxUiSOB0ifowlins2seh9DJUkfElI/vOm2xPEA4E8TxHSVOJ5hnVPVY1vF9p0A7jzwugcA/yrec7omCekQI/GpWuEjXSxxTbpYUrHoWwGIiMhELHC0pJQs+iZuIiIiY7DlRkRUF/FJ3EREJDt8EjcREVHtYpHFrVmzZkhNNcUwPSIiAmC2J3E/Kmbtlvziiy90rr906RLWrl2rmUTz7bfffpRpERHJn8xHS5q1uEVFRaFx48awsdFOo7S0FOvXr4etrS0UCgWLGxFZrNsoewzOw65U471WACS83YweYNbi9uqrr+LIkSNISEhA27b3b3G1tbXFzp070a5dOzNmR0RUJhjavW8P3kieAd03bN+oRlwbmLG4cbSk6fznP//B1q1b8cQTT2DatGl48803DY6hUqkqPM5cWQQo7aTKkojqugbmTsAU5Dc3lRazDyiJiIjAH3/8gS1btmDQoEGax4xXV1xcHNzc3LSWuFUmSpaIiGoFi7jPrXHjxti1axfmzp2LLl26GPQkgOjoaM0jE8opz7tJnSIRkU6OABrpWK/Sse5h1hLnQvdZRHEDyh5zEB0djfDwcBw4cEDrEeP66Hy8ObskiegR8YfuSZSlnjiZDGP2bsmHBQUFYfLkyahfvz4uX76M8ePHmzslIiKqZSyuuD3o9u3biI+PN3caRERUy5i1W3Lbtm16t1+4cOERZUJEVNdIeRd3VU/Ee/TMWtwiIiKgUCiqfOQ4ERGRIczaLent7Y3NmzejtLRU55KUZIrnIRMRkdwnlzRrcQsKCtJbwKpq1RERkbGKJVwsj1m7JadOnYq8vLxKt7do0QJ79ux5hBkREZEsiDqssLBQxMTEiMLCQouMV1ti1oYcTRGzNuRoipi1IUdTxKwNORoCyJJssUQKIepuv9+9e/fg5uaG7OxsuLq6Wly82hKzNuRoipi1IUdTxKwNOZoiZm3I0RAKRXWmdq4eITwliyUVi77PjYiIyBgWM/0WERE9SpY5EEQqLG5ERHWSZQ7hl0qd7pZUKpWIiYmpOPGyhcSrLTFrQ46miFkbcjRFzNqQoyli1oYc6b46PaCEiKiuUihSJYslREvJYkmF3ZJERHUSuyWJiIhqFbbciIjqJI6WJCIi2WG3pCwtXboUAQEBsLe3R1BQEPbv3290rN9++w1Dhw6Fj48PFAoFtm7dWuP84uLi0K1bN7i4uMDDwwMRERE4d+6c0fGWLVuGjh07wtXVFa6urujZsye2b99e4zwfFBcXB4VCgaioKKNjxMbGQqFQaC1eXl41yuvq1at48cUX4e7uDkdHR3Tu3BnHjx83Op6/v3+FHBUKBSZNmmR0zJKSEvz73/9GQEAAHBwc0KxZM3z00UcoLS01OmZOTg6ioqLg5+cHBwcH9OrVC0ePHq32+6v6XgshEBsbCx8fHzg4OCAsLAzJyck1ivndd9/hiSeeQMOGDaFQKHDy5Emj4xUXF2P69OkIDAyEk5MTfHx8MHbsWFy7dq1GOcbGxqJNmzZwcnJC/fr18fjjj+Pw4cM1ivmgCRMmQKFQYNGiRXpjkn51srht3LgRUVFRmDFjBk6cOIGQkBAMGjQIly5dMipeXl4eOnXqhMWLF0uW4759+zBp0iQcOnQIiYmJKCkpQXh4uN6JpvVp0qQJ5s6di2PHjuHYsWPo378/hg0bVuXJqLqOHj2KFStWoGPHjjWO1b59e1y/fl2znD592uhYd+7cQe/evWFra4vt27fjzJkz+PTTT1GvXj2jYx49elQrv8TERADAc889Z3TMefPmYfny5Vi8eDHOnj2L+fPnY8GCBfjyyy+NjvnKK68gMTERX331FU6fPo3w8HA8/vjjuHr1arXeX9X3ev78+Vi4cCEWL16Mo0ePwsvLCwMHDkROTo7RMfPy8tC7d2/MnTu3xjnm5+cjKSkJH3zwAZKSkvDdd98hJSUFTz31lNExAaBVq1ZYvHgxTp8+jQMHDsDf3x/h4eG4efOm0THLbd26FYcPH4aPj4/e/aQh76cC1MmJk7t37y4mTpyota5Nmzbivffeq3FsAGLLli01jvOwzMxMAUDs27dPspj169cXq1atqnGcnJwc0bJlS5GYmChCQ0PF5MmTjY4VExMjOnXqVOOcyk2fPl306dNHsni6TJ48WTRv3lyUlpYaHWPw4MFi/PjxWuuGDx8uXnzxRaPi5efnC2tra/Hjjz9qre/UqZOYMWOGwfEe/l6XlpYKLy8vMXfuXM26wsJC4ebmJpYvX25UzAelpaUJAOLEiRNG56jLkSNHBABx8eJFyWJmZ2cLAGLXrl01innlyhXRuHFj8ddffwk/Pz/x2WefVSuesYADki2WqM613IqKinD8+HGEh4drrQ8PD8fBgwfNlFXVsrOzAQANGjSocSy1Wo0NGzYgLy8PPXv2rHG8SZMmYfDgwXj88cdrHAsAUlNT4ePjg4CAAIwcORIXLlwwOta2bdsQHByM5557Dh4eHujSpQtWrlwpSZ5A2ffp66+/xvjx42v01Pg+ffpg9+7dSElJAQCcOnUKBw4cwJNPPmlUvJKSEqjVatjb22utd3BwwIEDB4zOs1xaWhoyMjK0fo+USiVCQ0Mt/vdIoVDUqOX+oKKiIqxYsQJubm7o1KmT0XFKS0sxZswYTJ06Fe3bt5ckt7quzg0ouXXrFtRqNTw9tWex9vT0REZGhpmy0k8IgSlTpqBPnz7o0KGD0XFOnz6Nnj17orCwEM7OztiyZQvatWtXo9w2bNiApKQkg67l6NOjRw+sX78erVq1wo0bNzBr1iz06tULycnJcHd3NzjehQsXsGzZMkyZMgXvv/8+jhw5grfffhtKpRJjx46tcb5bt27F3bt3MW7cuBrFmT59OrKzs9GmTRtYW1tDrVZj9uzZGDVqlFHxXFxc0LNnT3z88cdo27YtPD098c033+Dw4cNo2bLmN9yW/67o+j26ePFijeObQmFhId577z2MHj26xjPw//jjjxg5ciTy8/Ph7e2NxMRENGzY0Oh48+bNg42NDd5+++0a5WUYC+1OlEidK27lHv4rWwhRo7+8TenNN9/En3/+WeO/uFu3bo2TJ0/i7t272Lx5MyIjI7Fv3z6jC9zly5cxefJk7Ny5s0ILwViDBg3S/DswMBA9e/ZE8+bNER8fjylTphgcr7S0FMHBwZgzZw4AoEuXLkhOTsayZcskKW6rV6/GoEGDanyNZOPGjfj666+RkJCA9u3b4+TJk4iKioKPjw8iIyONivnVV19h/PjxaNy4MaytrdG1a1eMHj0aSUlJNcr1QbXl96i4uBgjR45EaWkpli5dWuN4/fr1w8mTJ3Hr1i2sXLkSI0aMwOHDh+Hh4WFwrOPHj+Pzzz9HUlLSI/7ZcbSkrDRs2BDW1tYVWmmZmZkV/gq1BG+99Ra2bduGPXv2oEmTJjWKZWdnhxYtWiA4OBhxcXHo1KkTPv/8c6PjHT9+HJmZmQgKCoKNjQ1sbGywb98+fPHFF7CxsYFara5RvgDg5OSEwMBApKYaN1WQt7d3heLdtm1bowcPPejixYvYtWsXXnnllRrHmjp1Kt577z2MHDkSgYGBGDNmDN555x3ExcUZHbN58+bYt28fcnNzcfnyZRw5cgTFxcUICAiocb7lI1hrw+9RcXExRowYgbS0NCQmJkry3DQnJye0aNECjz32GFavXg0bGxusXr3aqFj79+9HZmYmfH19Nb9HFy9exL/+9S/4+/vXONe6qs4VNzs7OwQFBWlGuJVLTExEr169zJRVRUIIvPnmm/juu+/w66+/SnJC0vUZKpXK6PcPGDAAp0+fxsmTJzVLcHAwXnjhBZw8eRLW1tY1zlGlUuHs2bPw9vY26v29e/eucAtFSkoK/Pz8apzb2rVr4eHhgcGDB9c4Vn5+PqystH8dra2ta3QrQDknJyd4e3vjzp07+OWXXzBs2LAaxwwICICXl5fW71FRURH27dtnUb9H5YUtNTUVu3btMqpruzpq8rs0ZswY/Pnnn1q/Rz4+Ppg6dSp++eUXiTN9kLxHS9bJbskpU6ZgzJgxCA4ORs+ePbFixQpcunQJEydONCpebm4uzp8/r3mdlpaGkydPokGDBvD19TUq5qRJk5CQkIDvv/8eLi4umr+Q3dzc4ODgYHC8999/H4MGDULTpk2Rk5ODDRs2YO/evdixY4dR+QFl13Uevgbo5OQEd3d3o68Nvvvuuxg6dCh8fX2RmZmJWbNm4d69e0Z3zb3zzjvo1asX5syZgxEjRuDIkSNYsWIFVqxYYVS8cqWlpVi7di0iIyNhY1PzX6OhQ4di9uzZ8PX1Rfv27XHixAksXLgQ48ePNzrmL7/8AiEEWrdujfPnz2Pq1Klo3bo1XnrppWq9v6rvdVRUFObMmYOWLVuiZcuWmDNnDhwdHTF69GijY96+fRuXLl3S3ItW/oeJl5eXzvsd9cXz8fHBs88+i6SkJPz4449Qq9Wa36MGDRrAzs7O4Bzd3d0xe/ZsPPXUU/D29kZWVhaWLl2KK1eu6L0VpKrjfrjo2trawsvLC61bt640Zs3Ju1uyTt4KIIQQS5YsEX5+fsLOzk507dq1RkPs9+zZIwBUWCIjI42OqSseALF27Vqj4o0fP15zvI0aNRIDBgwQO3fuNDq/ytT0VoDnn39eeHt7C1tbW+Hj4yOGDx8ukpOTa5TTDz/8IDp06CCUSqVo06aNWLFiRY3iCSHEL7/8IgCIc+fO1TiWEELcu3dPTJ48Wfj6+gp7e3vRrFkzMWPGDKFSqYyOuXHjRtGsWTNhZ2cnvLy8xKRJk8Tdu3er/f6qvtelpaUiJiZGeHl5CaVSKfr27StOnz5do5hr167VuT0mJsbgeOW3E+ha9uzZY1SOBQUF4umnnxY+Pj7Czs5OeHt7i6eeekocOXKkRsf9sEdzK8A2yRZLxEfeEBHVQQrFd5LFEmK4ZLGkUie7JYmIyDKvlUmlzg0oISIi+WPLjYioTpL3gBIWNyKiOondkkRERLUKW25ERHUSuyWJiEh22C1JRERUq7C4UZ301VdfoVWrVrC1tYVCocC6devMnRLRI1Yi4WJ5WNyoVggLC4NCodAsNjY28PLywnPPPYe0tDSDYmVmZuLll19GamoqPD090aNHDzRq1MhEmRNZKk6cTGQx7Ozs0KVLF9y+fRupqanYtGkTzp49i7/++qvaMVJSUlBcXPYLuWPHjho9ALZcUVFRpRPxEtGjx5Yb1Sre3t44dOgQUlJSMGbMGABAcnIybt++DQDIzs7G5MmT4efnBzs7OzRp0gRTpkxBfn4+ACA2NhYhISGaeIGBgVAoFNi7dy8AYPv27QgNDYWLiwscHBwQEhKCPXv2aPZPT0/XtB5XrVqFAQMGwN7eXvMw1GvXrmH8+PHw8fGBnZ0dmjVrho8//hglJfe7bspboWPGjEFMTAy8vb1Rv359vPjii8jJydHsJ4TA0qVL0aVLFzg4OMDFxQXdu3fHyZMnNftUlS9R5czbLbl06VIEBATA3t4eQUFB2L9/f42O5mFsuVGtVT7nt6urK1xcXKBSqRAWFoaTJ0/C3t4ebdu2RUpKCj777DOcOnUKu3btQpMmTdC2bVucPXsWANC5c2colUq4urpi48aNGDVqFIQQ8PPzg5WVFQ4cOICBAwciMTER/fr10/r8SZMmwdnZGS1btoS1tTVu3bqFxx57DJcvX4aLiwvatm2LM2fO4MMPP0RaWhrWrFmj9f6NGzfC3t4eDRs2REZGBv773//Cz88Ps2fPBgC8/fbbWLx4MQDA3d0dXl5eOHXqFNLT09G5c2eD8yXSZr7uxI0bNyIqKgpLly5F79698Z///AeDBg3CmTNnjH5MWAXmfCQBUXWFhoYKAMLOzk706NFDtGrVSgAQ9evXF99++60QQoh169Zp9klJSRFCCHHy5EnN40V27dolhNB+/EhaWprmM/z9/QUAMX78eFFaWipKS0vF008/LQCIPn36CCGE1mNUQkJCRH5+vhBCiJKSEhEbGysACE9PT5GZmSmEEGLr1q0CgFAoFCI1NVXrWFxcXMSVK1eEWq0WwcHBAoDo0aOH5nMUCoUAIIYPH6559E1mZqa4dOlStfMlqgwwS7LFUN27dxcTJ07UWtemTRvx3nvvSXV4gt2SVKsUFRXh8OHDSElJAVDWrRgaGgoAOHLkiGafVq1aQaFQoHPnzpr3Hjp0qNK4N2/eRHp6OgBgzZo1sLKygpWVFbZs2QIAOHz4cIX3vP7665oHx1pbW2s+/8aNG/Dw8IBCoUBERASAslbmwzH69++Pxo0bw8rKSvNQyhs3bgAAjh49qmmZTpkyRXM9r1GjRmjatKlR+RJpM0+3ZFFREY4fP47w8HCt9eHh4Th48KDxh/MQdktSreLn54cLFy4gMTERw4YNw2+//YaXX34Z27Zt0xSD8kEnD6tfv36lccUDjzVs1qyZztGTRUVFWq8ffjJ0eQwXFxe0a9euwvsdHR21XterV0/z7/KneYtqPl6xuvlykAs9CiqVCiqVSmudUqmEUqmssO+tW7egVqvh6emptd7T01PzpHQpsLhRrWNlZYUnnngCkyZNwsKFC/HDDz/g0KFD6N69O5YtWwa1Wo2lS5eia9euAIDCwkL89NNPGDBgQKUxPTw84Ofnh4sXL6Jr16745ptvNAUnJSUFFy9erFAoFAqF1uvu3btj+/btsLGxwYYNG+Dv7w8AyMnJwZYtW/D0009X+xi7desGhUIBIQQWLVqEbt26wc7ODllZWSgoKECTJk0MzpfoQULESBYrNjYWM2fO1FoXExOD2NjYSt/z8O+PEKLCuppgtyTVWv/61780J/C4uDiMGjUKHTt2hFqtRrdu3dChQwe0bt0a9erVw7PPPou7d+/qjVc+4nHTpk3w8fFBly5d4OXlhdatW+O///1vlflMmjQJjRs3xp07d9C6dWt07twZzZs3h7u7OyIjIw06Nn9/f0yaNEmTT+PGjREYGIjGjRvj2LFjkuRLJJXo6GhkZ2drLdHR0Tr3bdiwIaytrSu00jIzMyu05mqCxY1qLR8fH83tAD/88ANSU1Oxb98+vP3222jatClSUlJw584dBAcHY/bs2VX+4owePRo//vgjQkNDUVBQgHPnzsHFxQVjx47FK6+8UmU+jRo1wqFDh/DSSy/B3d0dycnJKCgoQEhICD777DODj++LL77AkiVL0LlzZ+Tm5iItLQ0dO3bUtAhrmi+RVMpHHD+46OqSBMouGwQFBSExMVFrfWJiInr16iVZTgpR3U5+IiIiCWzcuBFjxozB8uXL0bNnT6xYsQIrV65EcnIy/Pz8JPkMXnMjIqJH6vnnn0dWVhY++ugjXL9+HR06dMDPP/8sWWED2HIjIiIZ4jU3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSHRY3IiKSnf8Pqy5WikSgqRQAAAAASUVORK5CYII=\n", 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" ] @@ -410,7 +410,7 @@ }, { "cell_type": "markdown", - "id": "confident-cleanup", + "id": "bronze-michigan", "metadata": {}, "source": [ "Visualise alignment in terms of both the cell-type compositions, as well as actual and interpolated gene expression.
\n", @@ -421,8 +421,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "intense-correlation", + "execution_count": 13, + "id": "clean-woman", "metadata": {}, "outputs": [ { @@ -436,7 +436,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -464,7 +464,7 @@ }, { "cell_type": "markdown", - "id": "super-tracker", + "id": "rational-things", "metadata": {}, "source": [ "### Aggregate (average) cell-level alignment across all aligned genes\n", @@ -474,8 +474,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "accessible-light", + "execution_count": 14, + "id": "traditional-highlight", "metadata": {}, "outputs": [ { @@ -488,7 +488,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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yl2EYGjFihLp27aqWLVuaWmvjxo3q1KmTfvrpJ1WtWlXz5s3TxRdfbGrNt956S+vWrQvqnI6idOzYUa+//rqaNm2q/fv364knnlDnzp21adMm1axZ05SaO3bs0IwZMzRixAg99NBDWrVqle677z653W7ddNNNptT8pffff19HjhzRzTffbGqdMWPGKD8/X82bN1d4eLi8Xq8mTJiggQMHmlYzJiZGnTp10uOPP64WLVooPj5eb775plauXKkmTZqYVvess987hX0n7dq1y/T6dvnpp5/04IMPatCgQYqNjTW11kcffaQBAwboxIkTSkxMVFZWlmrVqmVKrcmTJysiIkL33XefKdfHhXN8EDrr13+rNQzD1L/p2umee+7Rhg0bLPnbbbNmzbR+/XodOXJE7777roYMGaIlS5aYFob27Nmj+++/X5999tk5f6M3S9++ff3/3KpVK3Xq1EmNGjXS7NmzNWLECFNq+nw+tW/f3v8m9ssuu0ybNm3SjBkzLAlCr776qvr27Wv6fIe5c+fqjTfe0Jw5c3TJJZdo/fr1Gj58uJKSkkr9ZvvS+Pvf/66hQ4eqTp06Cg8PV9u2bTVo0CCtW7fOtJq/5qTvpNOnT2vAgAHy+XyaPn266fV69uyp9evX68CBA3r55Zd1/fXXa+XKlapdu3ZQ66xdu1bPPfec1q1bF9L/34XqSI1VHH9rrFatWgoPDz9n9CcvL6/Yt3aXR/fee6/mz5+vRYsWqW7duqbXi4yMVOPGjdW+fXtlZmaqdevWeu6550yrt3btWuXl5aldu3aKiIhQRESElixZoueff14RERHyer2m1T4rOjparVq10rZt20yrkZiYeE6YbNGihakT/M/atWuXFi5caMmb3keNGqUHH3xQAwYMUKtWrTR48GA98MADyszMNLVuo0aNtGTJEh07dkx79uzRqlWrdPr0aaWkpJhaV5L/iUOnfCedPn1a119/vXJycpSVlWX6aJD085/Rxo0b6ze/+Y1effVVRURE6NVXXw16nS+//FJ5eXmqX7++//to165d+r//+z81aNAg6PVQNo4PQpGRkWrXrp3/CZizsrKy1LlzZ5u6Cj7DMHTPPffovffe0xdffGHJF/r5+vB4PKZdv3fv3tq4caPWr1/v39q3b68bb7xR69evV3h4uGm1z/J4PNq8ebMSE817o3OXLl3OWf4gOztbycnJptU8a+bMmapdu7auuuoq02udOHFCYWGBX1Ph4eGmPz5/VnR0tBITE3X48GF9+umn6t+/v+k1U1JSlJCQEPCddOrUKS1ZsqRCfSdJ/wtB27Zt08KFC027lVwcs76XBg8erA0bNgR8HyUlJWnUqFH69NNPg16vrHyGy7ItFHFrTNKIESM0ePBgtW/fXp06ddJLL72k3bt368477zSt5rFjx7R9+3b/zzk5OVq/fr1q1Kih+vXrB73esGHDNGfOHH3wwQeKiYnx/20zLi5OUVFRQa8nSQ899JD69u2revXq6ejRo3rrrbe0ePFiLViwwJR60s/zO3497yk6Olo1a9Y0bT7UyJEj1a9fP9WvX195eXl64oknVFBQYOqtmwceeECdO3fWxIkTdf3112vVqlV66aWX9NJLL5lWU/r5ltzMmTM1ZMgQRUSY//XRr18/TZgwQfXr19cll1yir7/+WlOmTNHQoUNNrfvpp5/KMAw1a9ZM27dv16hRo9SsWTPdcsstQbl+cX/+hw8frokTJ6pJkyZq0qSJJk6cqCpVqmjQoEGm1Tx06JB2797tX8fnbNBOSEgo87pYRdVMSkrSH//4R61bt04fffSRvF6v/3upRo0aioyMDHrNmjVrasKECbr66quVmJiogwcPavr06dq7d2+Zl4Eo7n/XX4e7SpUqKSEhQc2aNStTPZjAxifWQsoLL7xgJCcnG5GRkUbbtm1Nf6x80aJFhqRztiFDhphSr7BakoyZM2eaUs8wDGPo0KH+/00vuugio3fv3sZnn31mWr3zMfvx+RtuuMFITEw0KlWqZCQlJRnXXnutsWnTJtPqnfXhhx8aLVu2NNxut9G8eXPjpZdeMr3mp59+akgytm7danotwzCMgoIC4/777zfq169vVK5c2WjYsKExduxYw+PxmFp37ty5RsOGDY3IyEgjISHBGDZsmHHkyJGgXb+4P/8+n88YN26ckZCQYLjdbqN79+7Gxo0bTa05c+bMQo+PGzfOlJpnH9MvbFu0aJEpNU+ePGlcc801RlJSkhEZGWkkJiYaV199tbFq1SpT6hUmFB+fX7+rrmVbKHIZhhGqSxwBAACTrdsd/LsQ59O2vvnzGEvL8XOEAACAczFHCAAAB/M6fEzE2Z8eAAA4GiNCAAA4WKg+1m4VRoQAAIBjMSIEAICD8YoN+Hk8Ho0fP97UlY+paU1NJ3xGalKTmtTEhWMdoV8oKChQXFyc8vPzLXnfDTUrTj1qUpOa1AyFmmXx5c7GltXq1mB78SdZjBEhAADgWMwRAgDAwXwOHxNx9qcHAACOViHnCPUJK9tbhH2GVznaohQ1V5grPMhdUdPKmk74jNSkJjUrbs0s39smdXWuL3Y2s6xWrwZbLatVUgQhAABCDEHIOswRAgDAwbyGs2fJOPvTAwAAR2NECAAAB/OxsjQAAIAzMSIEAICDeR0+JuLsTw8AAByNIAQAAByLW2MAADiY0x+fd3QQ6nhVW111e5/zHj9+5IQmD/mrhR0BAAArOToIJTSorU792p/3+OH9R6xrBgAAGzj9pau2BqG9e/dqxowZWr58uXJzc+VyuRQfH6/OnTvrzjvvVL169exsDwAAVHC2BaFly5apb9++qlevntLS0pSWlibDMJSXl6f3339ff/3rX/XJJ5+oS5cuRV7H4/HI4/EE7PMZXsteqgcAQHnmNZy9oKJtQeiBBx7Qn//8Zz377LPnPT58+HCtXr26yOtkZmbq0UcfDdiXohZqpEuC1isAAKiYbLsx+O233+rOO+887/E77rhD3377bbHXycjIUH5+fsCWoubBbBUAgArLqzDLtlBk24hQYmKili9frmbNmhV6/KuvvlJiYmKx13G73XK73QH7uC0GAABKwrYgNHLkSN15551au3at+vTpo/j4eLlcLuXm5iorK0uvvPKKpk6dald7AAA4go91hOxx9913q2bNmnr22Wf14osvyuv1SpLCw8PVrl07vf7667r++uvtag8AADiArY/P33DDDbrhhht0+vRpHThwQJJUq1YtVapUyc62AABwjFCdu2OVkFhQsVKlSiWaDwQAABBMIRGEAACAPZy+jpCzx8MAAICjMSIEAICDOf1dY87+9AAAwNEYEQIAwMG8Dl9HyNmfHgAAOBpBCAAAOBa3xgAAcDCfnP34PEEoSMJbOeON99tuqm55zch86/+QJk/dYHlN77FjltcEAKcjCAEA4GBMlgYAAHAoRoQAAHAwp7901dmfHgAAOBojQgAAOJiPl64CAAA4EyNCAAA4GHOEAAAAHIoRIQAAHMzn8HWECEJFiKlRVc8ufbxE57qio0zuJjScrF22f2XOeH3KPnhQH2zerPX79gW5KwAAyoYgVISIShFq2dUZr86wwm/q19ONrS/VtBUr9fxXX9ndDgBAktfh7xpz9ngYLBceFqb7O3fSmO7d7G4FAIDQDkJ79uzR0KFDizzH4/GooKAgYPMZXos6RFnd3qEDYQgAQoDPCLNsC0Wh2dV/HTp0SLNnzy7ynMzMTMXFxQVsOdpSout7Tp4KRpsoI8IQAMButs4Rmj9/fpHHd+zYUew1MjIyNGLEiIB918TdXKL6OzbsKtF5MM/tHTpIkiYv/dLmTgDAmZw+R8jWIJSeni6XyyXDMM57jstV9P9Bbrdbbrc7YF+YK7xE9bevy9G3y7YwIdpmhCEAgF1svTWWmJiod999Vz6fr9Bt3bp1ptb3+XyaNPh5Za8tfuQJ5uI2GQDYw+lzhGwdEWrXrp3WrVun9PT0Qo8XN1oUDPt3/aj7Oj2k3/y+nRq3TVF0bJUyXcdVs3qQOwtNR1q4iz/pFyLCwnRdy5ZyRxT/rxojQwAAq9kahEaNGqXjx4+f93jjxo21aNEi0/vwnvHq3++v0r/fX1Xma4S3csbttW03lT7wff6fHfpb/6sJQwCAEsvMzNR7772nLVu2KCoqSp07d9bkyZPVrFkz/zk333zzOQ9VdezYUStWrChxHVvHqbp166bf/va35z0eHR2t1NRUCzuCGZbu3Kk7P5gvz5kzJTqf22QAYB2vEWbZVhpLlizRsGHDtGLFCmVlZenMmTNKS0s7ZwDlt7/9rfbt2+ff/vWvf5WqDitLwxJnwxAjQwCAkliwYEHAzzNnzlTt2rW1du1ade/e3b/f7XYrISGhzHVCc+YSKiRGhgAg9PjksmwrbBFkj8dToj7z8/MlSTVq1AjYv3jxYtWuXVtNmzbVbbfdpry8vFJ9foIQLFWWMDQyjTAEABVBYYsgZ2ZmFvt7hmFoxIgR6tq1q1q2bOnf37dvX/3jH//QF198oWeeeUarV69Wr169ShyuJG6NwQalvU12a9f2kqSnP+M2GQAEW2nn7lyIhwtZBPnXawEW5p577tGGDRu0bNmygP033HCD/59btmyp9u3bKzk5WR9//LGuvfbaEvXEiBBsUdqRoVu7tmdkCADKObfbrdjY2ICtuCB07733av78+Vq0aJHq1q1b5LmJiYlKTk7Wtm3bStwTQQi2IQwBgP18hsuyrTQMw9A999yj9957T1988YVSUlKK/Z2DBw9qz549SkxMLHEdghBsRRgCABRm2LBheuONNzRnzhzFxMQoNzdXubm5OnnypCTp2LFjGjlypL766ivt3LlTixcvVr9+/VSrVi1dc801Ja5DEILtCEMAYB+vwizbSmPGjBnKz89Xjx49lJiY6N/mzp0rSQoPD9fGjRvVv39/NW3aVEOGDFHTpk311VdfKSYmpsR1mCwdLDl7LS/pPXbM8poJK35jynWzV+QoY8sHyhzVX+7Ikk2gTmv1tXYcfsqUft5J72DKdYvy3ci2ltestCbb8pq+SxpaXtNYucHymgAuTHGv2IqKitKnn356wXUYEULIWLl+pzKe+kCeUyUbGaoXd5saVh9lclcAULGF6hwhqxCEEFIIQwAAKxGEEHIIQwBgHZ/CLNtCUWh2BccjDAEArEAQQsg6G4Z8RsmWSicMAUDpeQ2XZVsoIgghpK1cv1Pf5t1NGAIAmIIghJB3+OSXhCEAMAlPjQHlAGEIAGAGghDKDcIQACDYCEIoVwhDABBcPiPMsi0UhWZXQBEIQwCAYCEIoVwqSxhKqT7S5K4AoPzxymXZFopsD0InT57UsmXL9N13351z7KefftLrr79e5O97PB4VFBQEbD7Da1a7CCGlDUP1424nDAEAAtgahLKzs9WiRQt1795drVq1Uo8ePbRv3z7/8fz8fN1yyy1FXiMzM1NxcXEBW462mN06QgRhCAAuDI/P22jMmDFq1aqV8vLytHXrVsXGxqpLly7avXt3ia+RkZGh/Pz8gC1FzU3sGqGGMAQAKKsIO4svX75cCxcuVK1atVSrVi3Nnz9fw4YNU7du3bRo0SJFR0cXew232y232x2wL8wVblbLCFFnw1DL2tMV5nIXe379uNslSTmHnza7NQAIaaH6NJdVbP30J0+eVEREYBZ74YUXdPXVVys1NVXZ2dk2dYbyiJEhAEBp2Toi1Lx5c61Zs0YtWrQI2P/Xv/5VhmHo6quvtqkzlFeMDAFA6fhC9Gkuq9g6InTNNdfozTffLPTYtGnTNHDgQBmGYXFXKO8YGQIAlJStQSgjI0P/+te/znt8+vTp8vl8FnaEioIwBAAl4zVclm2hyNkzpFChEYYAAMWxdY4QYLayzhnSoSUmdwYAoYGnxoAKriwjQ1cnDTC5KwBAKCAIwRFKG4b6JPQjDAFwBFaWBhyCMAQA+DWCEByFMAQAgXxyWbaFIoIQHIcwBAA4iyAERyIMAcDPnD5HiMfng8R77JjlNcOrVrW8Zsyn31pe8yHdYdq1O7b5SJmj+ssdWfwfhT4J/dQsap9pr+NY9Lz1/w4tGtPF8ppVtv5oeU1vx0str2ms3GB5TQClx4gQHG3l+p3KeOoDeU6dKdH5LLoIABULQQiORxgC4GQ+I8yyLRSFZleAxQhDAOBMBCHgvwhDAJzI6ZOlCULAL5wNQ7yoFQCcgSAE/MrK9Tt5az0Ax2BBRQDnKMuLWglDAFD+EISA8yAMAXAC5ggBOC/CEABUbAQhoBiEIQAVGSNCAIpFGAKAiokgBJQQYQhARcSIkM02b96smTNnasuWLZKkLVu26K677tLQoUP1xRdfFPv7Ho9HBQUFAZvP8JrdNhyKMAQAFYutQWjBggVq06aNRo4cqcsuu0wLFixQ9+7dtX37du3evVtXXnllsWEoMzNTcXFxAVuOtlj0CeBEhCEAFQkjQjZ67LHHNGrUKB08eFAzZ87UoEGDdNtttykrK0sLFy7U6NGjNWnSpCKvkZGRofz8/IAtRc0t+gRwKsIQAFQMtgahTZs26eabb5YkXX/99Tp69Kj+8Ic/+I8PHDhQGzZsKPIabrdbsbGxAVuYK9zMtgFJhCEAFQMrS4eIsLAwVa5cWdWqVfPvi4mJUX5+vn1NAcUgDAFA+WZrEGrQoIG2b9/u//mrr75S/fr1/T/v2bNHiYmJdrQGlBhhCEB5xhwhG911113yev/3hFfLli0VERHh//mTTz5Rr1697GgNKBXCEACUTxHFn2KeO++8s8jjEyZMsKgT4MKdDUMta09XmMtd7Pn1426XJOUcftrs1gAA5xEyc4SAioCRIQDlDbfGAAQVYQgAyg+CEGCCsoShK+JvMrkrADgXI0IATFHaMNT1oj8QhgDAYgQhwESEIQChjhEhAKYiDAFA6CIIARYgDAEIVYbhsmwLRQQhwCKEIQAIPbYuqIjyx3vsmOU1Yz791vKao6OKXuzzQvym1cd68v6r5Y4s/o9f14v+oPqRB01bdLHWM0dNuW5R/j7x95bXrLq3ZOEzmMI7Xmp5TWNl0S+pBgoTqi9DtQojQoDFVmzcqdHPzZfn1JkSnc86QwBgHoIQYAPCEIBQwVNjAGxBGAIA+xGEABsRhgDYjafGANjqbBji3WQAYD2CEBACVmzcyYtaAdiCOUIAQgJvrQcA6xGEgBBCGAJgNeYIAQgphCEAsA5BCAhBhCEAVmGOUIgxDMPuFoCQQBgCAPOFXBByu93avHmz3W0AIYEwBADmsu2lqyNGjCh0v9fr1aRJk1SzZk1J0pQpU4q8jsfjkccT+B8Jn+FVmCs8OI0CNjsbhlrWnq4wl7vY8+vH3S5Jpr2oFUDF4vQbMbYFoalTp6p169aqVq1awH7DMLR582ZFR0fL5Sr+fmJmZqYeffTRgH0paqFGuiSY7QK2IgwBgDlsC0ITJkzQyy+/rGeeeUa9evXy769UqZJmzZqliy++uETXycjIOGd06Zq4m4PZKhASCEMAzOBTaE5itoptc4QyMjI0d+5c3XXXXRo5cqROnz5dpuu43W7FxsYGbNwWQ0XFnCEACC5bJ0t36NBBa9eu1Y8//qj27dtr48aNJbodBjgZYQhAMLGgos2qVq2q2bNnKyMjQ3369JHX67W7JSDkEYYAIDhsD0JnDRgwQGvWrNF7772n5ORku9sBQh5hCEAwhOqCipmZmerQoYNiYmJUu3Ztpaena+vWrQHnGIah8ePHKykpSVFRUerRo4c2bdpUqjohE4QkqW7duurfv7+io6PtbgUoFwhDACqqJUuWaNiwYVqxYoWysrJ05swZpaWl6fjx4/5znnzySU2ZMkXTpk3T6tWrlZCQoD59+ujo0aMlrmPbU2MAgoOnyQBciFBdR2jBggUBP8+cOVO1a9fW2rVr1b17dxmGoalTp2rs2LG69tprJUmzZ89WfHy85syZozvuuKNEdUJqRAhA2TAyBKA88Hg8KigoCNh+vSjy+eTn50uSatSoIUnKyclRbm6u0tLS/Oe43W6lpqZq+fLlJe6JIARUEGUJQ50uus3krgCEOiufGsvMzFRcXFzAlpmZWYIeDY0YMUJdu3ZVy5YtJUm5ubmSpPj4+IBz4+Pj/cdKgltjQAVS2ttk7WoOlCR99ePLZrcGAIUugux2F/9ddc8992jDhg1atmzZOcd+veyOYRilWoqHIARUMIQhAKVh5fo+bre7RMHnl+69917Nnz9fS5cuVd26df37ExISJP08MpSYmOjfn5eXd84oUVG4NQZUQKW9Tdau5kBukwEIKYZh6J577tF7772nL774QikpKQHHU1JSlJCQoKysLP++U6dOacmSJercuXOJ6zAiBFRQjAwBKInSru9jlWHDhmnOnDn64IMPFBMT45/3ExcXp6ioKLlcLg0fPlwTJ05UkyZN1KRJE02cOFFVqlTRoEGDSlyHIARUYIQhAOXVjBkzJEk9evQI2D9z5kzdfPPNkqTRo0fr5MmTuvvuu3X48GF17NhRn332mWJiYkpcx2UYobqCQNn1CbvO7hYqrPCqVS2v6T12zPKaEfG1La9Z0LWhadfu2KaBMkf1lzuyZH/3OVDwgvLyJ5rSyxfHm5ly3aLMnNLP8prVtv9kec1KB09YWs+7cYul9Zwky/e2ZbUufn+8ZbW+S7euVkkxRwhwgJXrdyrjqQ/kOXWmROfXih2m2nEPmdwVANiPIAQ4BGEIAM5FEAIchDAE4NesXFAxFBGEAIchDAHA/xCEAAc6G4Z8Rskm9BKGgIqLESEAjrRy/U7tOXArYQiAoxGEAAc7/tNiwhDgcIaFWygiCAEORxgC4GQEIQCEIcDBmCMEACIMAXAmghAAP8IQ4EAOnyREEAIQgDAEwElC6u3zhw8f1uzZs7Vt2zYlJiZqyJAhqlevXpG/4/F45PF4Avb5DK/CXOFmtgpUaGfDUL1aryrMVbnY82vFDpMk017UCsA8oTp3xyq2jgglJSXp4MGDkqScnBxdfPHFmjx5srZt26YXX3xRrVq10pYtRb/dODMzU3FxcQFbjngjMnChGBkC4AS2BqHc3Fx5vV5J0kMPPaTmzZvrP//5jz777DNt375d3bp10yOPPFLkNTIyMpSfnx+wpai5Fe0DFR5hCKj4DMO6LRSFzByhlStX6pFHHlGVKlUkSW63Ww8//LBWrFhR5O+53W7FxsYGbNwWA4KHMASgIrM9CLlcP9+b9Hg8io+PDzgWHx+vH3/80Y62APwCYQiouFhHyGa9e/dW27ZtVVBQoOzs7IBju3fvVq1atWzqDMAvEYYAVES2PjU2bty4gJ/P3hY768MPP1S3bt2sbAlAEXiaDKiAQnSkxiohFYR+7amnnrKoEwAlRRgCUJHYfmsMQPnDbTKg4uCpMQAoA8IQgIqAIASgzMoShjpddJvJXQFAyRGEAFyQ0oahdjUHEoaAUMJLVwHgwhCGAJRXBCEAQUEYAsonFlQEgCAhDAEobwhCAIKKMASUMw6fI2Trgooof7zHjlleM7xqVctrntmfZ3nN2K+rFH9SkN115/2mXfvydh/qiYevkTuy+K+ZdjUHqkXkIR0/as6iixeNPmrKdYsy5bGBlteMO3nG0nrhrZpbWk+SvBu3WF4TFRsjQgBMsWptjh5+Yp48p0r2H+cqMcMUHcM6Q4DVmCMEACYhDAEIdQQhAKYiDAEhzuFzhAhCAExHGAIQqghCACxxNgwZJXyajDAEWMVl4RZ6CEIALLNqbY7yD91KGAIQMghCACx12rOYMASEEuYIAYC1CEMAQgVBCIAtCENAiGBECADsQRgCYDeCEABbEYYAmxku67YQRBACYDvCEAC72BqEvv76a+Xk5Ph/fuONN9SlSxfVq1dPXbt21VtvvVXsNTwejwoKCgI2n+E1s20AJiAMAbCDrUHo1ltv1c6dOyVJr7zyim6//Xa1b99eY8eOVYcOHXTbbbfptddeK/IamZmZiouLC9hyxNuJgfKIMARYzzCs20JRhJ3Ft27dqkaNGkmSpk+frqlTp+r222/3H+/QoYMmTJigoUOHnvcaGRkZGjFiRMC+a+JuNqVfAOY7G4biarwql6tysedXiRkmSTp+dKLZrQGogGwdEYqKitKPP/4oSfr+++/VsWPHgOMdO3YMuHVWGLfbrdjY2IAtzBVuWs8AzMfIEGAhHp+3T9++fTVjxgxJUmpqqt55552A4//85z/VuHFjO1oDYDPCEAAr2HprbPLkyerSpYtSU1PVvn17PfPMM1q8eLFatGihrVu3asWKFZo3b56dLQKwEbfJAAuE6GPtVrF1RCgpKUlff/21OnXqpAULFsgwDK1atUqfffaZ6tatq3//+9/63e9+Z2eLAGzGyBAAM9k6IiRJ1apV06RJkzRp0iS7WwEQohgZAszjCtG5O1ZhQUUA5QIjQwDMUKYgdPHFF+vJJ5/U999/H+x+AOC8CEOACXhqrPS2bNmijIwMNWjQQFdeeaXmzJmjkydPBrs3ADhHWcLQpTXvMbkrAOVVmYLQ8OHDlZycLK/Xq6ysLA0ePFjx8fG69dZbtXjx4iC3CACBShuGWlQfQhgCzoeXrpbelClTtGPHDq1Zs0YZGRlq2rSpjh07plmzZql3795q1KiRpk+fHuxeAcCPMAQgGC7oqbG2bduqSpUqOn36tPbu3asTJ07IMAzl5OTo3nvv1bZt2/Tss88Gq1cACFDap8laVB8iSdpwcJrZrQHlR4jO3bFKmUaEjh07pldeeUWdO3fWJZdcomeeeUbHjx9XQkKCHnnkEb355puqXr26Xn/99WD3CwABGBkCcCHKNCKUmJjoH/2RpJ49e+quu+5Senq6IiJ+vuS8efP09ttvB69TADgPRoaAC+DwEaEyBaHjx4+rWrVquummm3TXXXepWbNm55xzzz33qG/fvhfcIOA9dszymuFVq1pe08g7YHnNKpZXlH47fqRp1+50yb/0zN1Xy12p+K+2FtWHqHklj4xjT5vSy7Lha025blE2PNLa0npuS6v9LLxVc8trejdusbwmrFPqIOTz+fTyyy+rS5cuatasmVyuwmeBd+3aVV27dr3gBgGgpL7atEv/N31+icOQq+rtkmRaGALKBYePCJVpjtAdd9yhK6+88rwhCADscjYMeU6fKdH5rqq3y1XVvFEqAKGt1EEoLCxMycnJqlLFjkF1ACgeYQgoBdYRKr3x48dr27Zt+tvf/hbsfgAgKAhDAEqiTEHoL3/5iyIiIjRs2DBVrVpVKSkpatiwoRo2bKhGjRoFu0cAKJOzYcgwPCU6nzAEOE+ZnhrbtWuX/59PnDgR8DPzhgCEkq827ZJx+G6p+nS5XMU/58QEajiNy+GTpcsUhMaNGxfsPgDAPKe+JAwBKBRBCIAzEIaAwjEiVDYej0dz5szRihUrlJCQoFtvvVU7d+5Uy5YtVaNGjWD2CADBQRgC8Ctlmix98OBBtW/fXn/+85/1yiuvKCsrS5s3b1bPnj31/PPPB7tHAAie/4YhJlADkMoYhEaPHq1NmzapcuXK/veNXXHFFapSpYo++eSToDYIAEFHGALwX2UKQh999JHi4uL0n//8x78vPDxcycnJ2rFjR9CaAwDTEIYAST8/NWbVForKFITy8/PVoEEDJSQkBOz3er06evRoia9z77336ssvvyxLC34ej0cFBQUBm8/wXtA1ATgEYQhwvDIFofr162vTpk1atmyZf9+HH36orVu3qkGDBiW+zgsvvKAePXqoadOmmjx5snJzc0vdS2ZmpuLi4gK2HPGmYAAlRBiC0/GKjdIbOHCgzpw5o9TUVLlcLq1cuVLp6elyuVwaOHBgqa712Wef6Xe/+52efvpp1a9fX/3799dHH30kn89Xot/PyMhQfn5+wJai5mX5WACcijAEOFaZgtDYsWPVt29fGYYRsKWlpSkjI6NU12rVqpWmTp2qH374QW+88YY8Ho/S09NVr149jR07Vtu3by/y991ut2JjYwO2MFd4WT4WACcjDMGpDAu3EFSmdYQiIyP18ccfa+nSpVq1apUMw9Dll1+u1NTUMjdSqVIlXX/99br++uu1e/duvfbaa5o1a5YmTZokr5c5PwAswDpDgOOUeUFFSerevbu6d+8erF786tevr/Hjx2vcuHFauHBh0K8PAOdFGILThOhIjVXKFIR69ep13mMul0uff/55ia6TnJys8PDz38ZyuVzq06dPqfsDgAtCGAJCwtKlS/XUU09p7dq12rdvn+bNm6f09HT/8ZtvvlmzZ88O+J2OHTtqxYoVJa5RpiC0ePFiuVwu/2KKkvw/l+bt8zk5OWUpDwDmIwzBIUJ1fR9JOn78uFq3bq1bbrlFf/jDHwo957e//a1mzpzp/zkyMrJUNcoUhG666aaAwJOfn6/Fixfr6NGjGjBgQFkuCQChhzAE2Kpv377q27dvkee43e5z1jUsjTIFoVmzZp2z78CBA7r00ktVt27dMjcDACGnjGFIWmJuX0CwWDgi5PF45PEEPpnpdrvldhf/Z+t8Fi9erNq1a6tatWpKTU3VhAkTVLt27RL/fpkeny9MrVq11Lhx40JDEgCUa2V4tP7qJEbHgV8rbBHkzMzMMl+vb9+++sc//qEvvvhCzzzzjFavXq1evXqdE7aKUqYRocceeyzgZ6/Xq+zsbC1btkzVq1cvyyUBILSVcmSoT0I/SdL8H94yuzOg3MjIyNCIESMC9l3IaNANN9zg/+eWLVuqffv2Sk5O1scff6xrr722RNcoUxAaP378eSdF//73vy/LJQEg9BGGUBFZeGvsQm+DFScxMVHJycnatm1biX+nTEGofv36AUHI5XKpdu3a6t27d6lXlgaAcoUwBISsgwcPas+ePUpMTCzx75QpCO3cuVNHjhzRf/7zH1WqVEmNGjVSdHR0WS4FAOUPYQgVSCg/Pn/s2LGAV23l5ORo/fr1qlGjhmrUqKHx48frD3/4gxITE7Vz50499NBDqlWrlq655poS1yh1ENq3b5/uvvvugBejVqpUSQMHDtTUqVMVFxcnSdq7dy9PkKHc8h47ZnnNiPiSP+UQLGd27LS8ZrX6NSyv2fzVu0y5breGH2v6dVfLHVH8V6kVYajKmO9Nu3ZhTkyuY2k9STLvpsr52fFnEz9bs2aNevbs6f/57PyiIUOGaMaMGdq4caNef/11HTlyRImJierZs6fmzp2rmJiYEtcoVRA6cuSIunbtqp07dwYspnjq1Cm9/vrrWrt2rVavXq3Nmzfr97//vfbu3VuaywNAufLljl26++35IRWGgFIzSr4QstV69OgRkDd+7dNPP73gGqUKQk899ZR/Nehu3bqpbdu2crlcWrdunZYuXapNmzZp4MCB+vzzz3XMhr9RA4DVCENA+VaqIPTBBx/I5XLp9ddf14033hhw7O9//7uGDBmiDz74QNK5j9gDQEVFGEK5FsJzhKxQqgUVc3JyVK9evXNCkCQNHjxY9evXlyS99957Gjt2bHA6BIBy4GwY8pw5U6Lz+yT0Y9FFIAQEbWVpSQoLC1NUVJT69+8fzMsCQLlAGEJ55DKs20JRqYJQw4YNtWfPHs2ZM+ecY++++6527typhg0bBq05AChvzoah075TJTqfMATYq1RzhNLT07Vp0yYNHjxYL7/8sn+y9IYNG/T555/L5XLp6quvNqtXACgXvtyxSy/veFa3NXxAlcIiiz2fOUOwVYiO1FilVEFo5MiRevPNN7Vjxw4tXbpUS5cu9R8zDEPJyckaOXJk0JsEgPJmc8EGwhBQDpTq1lhcXJyWLVum/v37y+VyyTAMGYYhl8ul3//+9/ryyy9VrVo1k1oFgPLlbBjiNhlCmdPnCJV6ZemEhATNmzdP+fn5ys7OliQ1btyYt84DQCEYGQJCW5mfGouLi1OHDh3UoUMHQhAAFIGRIYQ0w8ItBAX18XkAQOEIQ0BoIggBgEUIQwhJjAjZ669//auGDBmif/7zn5J+flXHxRdfrObNm+uhhx7SmWIWJvN4PCooKAjYfIbXitYBoNQIQ0BosTUIPf744xo7dqyOHz+u+++/X5MnT9YDDzygG2+8UUOGDNErr7yixx9/vMhrZGZmKi4uLmDL0RaLPgEAlB5hCKHE6U+N2RqEZs2apVmzZumdd97RggULNHbsWD333HMaO3asMjIy9OKLLxa6ivUvZWRkKD8/P2BLUXOLPgEAlA1hCAgNtgahffv2qX379pKk1q1bKywsTG3atPEfb9u2rX744Ycir+F2uxUbGxuwhbnCzWwbAIKCMATYz9YglJCQoO+++06StG3bNnm9Xv/PkrRp0ybVrl3brvYAwHSEIcBepV5QMZgGDRqkm266Sf3799fnn3+uMWPGaOTIkTp48KBcLpcmTJigP/7xj3a2CACmY9FFwD62BqFHH31UUVFRWrFihe644w6NGTNGl156qUaPHq0TJ06oX79+xU6WBoCKgDAE24ToJGar2BqEwsPDNXbs2IB9AwYM0IABDPsCcB7CEGA929cRAgD8D3OGYDUenwcAhBTCEGAdghAAhKCyhKGhKf1M7goVEq/YAACEotKGoevqXUEYAkqJIAQAIYwwBNMxIgQACGWEIcA8BCEAKAcIQzCL058as3UdIQD/Yxw/YXnN8KpVLa8ZsfuQ5TWj9idZXnPDI62Df01JOe0+0BMPXyN3ZPFf39fVu0KH98Tp6UXLgt6LJOmWY+ZctwgNnrG8pC1/NmEdRoQAoBxZtTZHDz8xT55TZ0p0/u2dO2hkz64md4VyjTlCAIDyhDAEBA9BCADKIcIQgsXpc4QIQgBQThGGgAtHEAKAcowwhAvGHCEAQHnmD0NnCENAaRGEAKACWLU2R3e/PZ8wBJQSQQgAKogvd+wiDKH0uDUGAKgoCENA6RCEAKCCIQyhNHh8HgBQ4RCGgJIhCAFABUUYQokwR8g++/bt01/+8hf16tVLLVq0UMuWLdWvXz+9+uqr8nq9drYGABUCYQgomm1BaM2aNWrRooU+/PBD/fTTT8rOzlbbtm0VHR2tkSNHqlu3bjp69Gix1/F4PCooKAjYfAYhCgDOIgyhSIwI2WP48OF64IEH9PXXX2v58uWaPXu2srOz9dZbb2nHjh06efKkHn744WKvk5mZqbi4uIAtR1ss+AQAUH4QhoDC2RaE1q1bp8GDB/t/HjRokNatW6f9+/erevXqevLJJ/XOO+8Ue52MjAzl5+cHbClqbmbrAFAuEYZQGJ4as0nt2rW1b98+/8/79+/XmTNnFBsbK0lq0qSJDh06VOx13G63YmNjA7YwV7hpfQNAeUYYAgLZFoTS09N15513asGCBVq0aJFuvPFGpaamKioqSpK0detW1alTx672AKDCIgwhAHOE7PHEE0/o4osvVr9+/dS7d295PB699tpr/uMul0uZmZl2tQcAFRphCPhZhF2Fq1atqrlz5+qnn37SmTNnVLVq1YDjaWlpNnUGAM5wNgxNv+5quSOK/8/B7Z07SJKeXrTM7NZgoVCdu2MV2xdUrFy58jkhCABgDUaG4HS2ByEAgL0IQw7HHCEAgNOVKQy16m1yV4D5CEIAAEllCEPNOhOGKgJGhAAA+BlhCE5DEAIABCAMOYvLwi0UEYQAAOcgDMEpCEIAgEIRhuAEti2oCMB+3mPHLK8ZUbuW5TWr7vNZXjPipNfymg3/eTTo1/xeh/TY0qMaN3WQIt2Vij3/9madFf5DJT37iTmLLu7pY8pli5R8oq71Ra0UopOYrcKIEACgSGuXb9ejw+folOd0ic6/tWcHPdCXdYZQPhCEAADFIgxVXC7Dui0UEYQAACVCGEJFRBACAJQYYagCYkFFAABK7mwY8pwu2dNkhCGEMoIQAKDU1i7frvtmzycMVQSMCAEAUHr/zt5FGEK5RxACAJQZYaj846kxAAAuAGEI5ZntK0sfP35cc+bM0fLly5WbmyuXy6X4+Hh16dJFAwcOVHR0tN0tAgCKcTYMPT/karkrFf+fllt7dpAk01agRimE6EiNVWwdEfruu+/UtGlTjR49WocPH1b9+vVVt25dHT58WKNGjVKzZs303Xff2dkiAKCEGBlCeWTriNCwYcPUvXt3zZ49W5GRkQHHTp06pZtvvlnDhg3TokWLbOoQAFAaZRkZ2rgnVwu/3W5BdyhMqM7dsYqtI0IrV67UI488ck4IkqTIyEg99NBDWrlypQ2dAQDKqrQjQ/f9tovJHQHnZ2sQql69urZt23be49u3b1f16tWLvIbH41FBQUHA5jOsf+szAOB/ShOGGtauoWj3uX8hhkVYR8g+t912m4YMGaKnn35a33zzjXJzc7V//3598803evrppzV06FDdcccdRV4jMzNTcXFxAVuOtlj0CQAA51OaMFS1MkEI9rB1jtD48eMVFRWlKVOmaPTo0XK5XJIkwzCUkJCgBx98UKNHjy7yGhkZGRoxYkTAvmvibjarZQBAKfw7e5fGv7tQmQN+a3crOA+nzxGy/fH5MWPGaMyYMcrJyVFubq4kKSEhQSkpKSX6fbfbLbfbHbAvzBUe9D4BAGWz+8ARu1sAzitkFlRMSUlRp06d1KlTJ38I2rNnj4YOHWpzZwAAoKIKmSBUmEOHDmn27Nl2twEAQMXl8MnStt4amz9/fpHHd+zYYVEnAAAg1CxdulRPPfWU1q5dq3379mnevHlKT0/3HzcMQ48++qheeuklHT58WB07dtQLL7ygSy65pMQ1bA1C6enpcrlcMozzx8SzE6gBAIAJQnSkRvr5NVytW7fWLbfcoj/84Q/nHH/yySc1ZcoUzZo1S02bNtUTTzyhPn36aOvWrYqJiSlRDVtvjSUmJurdd9+Vz+crdFu3bp2d7QEAABv17dtXTzzxhK699tpzjhmGoalTp2rs2LG69tpr1bJlS82ePVsnTpzQnDlzSlzD1iDUrl27IsNOcaNFAADgwrgM67bCFkH2eDxl6vvs0+ZpaWn+fW63W6mpqVq+fHmJr2NrEBo1apQ6d+583uONGzfmPWMAAFQQhS2CnJmZWaZrnV1yJz4+PmB/fHy8/1hJ2DpHqFu3bkUej46OVmpqqkXdAADgQBbeeClsEeRfrwVYWr+eS2wYRqnmF9u+oCIAAHCGwhZBLquEhARJP48MJSYm+vfn5eWdM0pUlJBeRwgAAJjLZRiWbcGUkpKihIQEZWVl+fedOnVKS5YsKXLaza8xIgQAAELSsWPHtH37dv/POTk5Wr9+vWrUqKH69etr+PDhmjhxopo0aaImTZpo4sSJqlKligYNGlTiGgQhABVexAmv5TUrrcm2vOaPAy61tF7Sl8dKdF6tlieKPSd+5XGF/1j89X7oVrVENYPpaNNqlte0VAg/nL1mzRr17NnT//PZ+UVDhgzRrFmzNHr0aJ08eVJ33323f0HFzz77rMRrCEkEIQAAEKJ69OhR7KLL48eP1/jx48tcgyAEAICDuUJ4RMgKTJYGAACOxYgQAABOxogQAACAMzEiBACAgzFHCAAAwKEYEQIAwMkYEQIAAHCmkA5C+/fv12OPPWZ3GwAAoIIK6SCUm5urRx991O42AACosFyGdVsosnWO0IYNG4o8vnXrVos6AQAATmRrEGrTpo1cLleh7xE5u9/lctnQGQAADhGiIzVWsTUI1axZU5MnT1bv3r0LPb5p0yb169evyGt4PB55PJ6AfT7DqzBXeND6BAAAFZOtQahdu3b64YcflJycXOjxI0eOFPnWWUnKzMw8Zx5RilqokS4JWp8AAFRUoTp3xyq2Tpa+44471KBBg/Mer1+/vmbOnFnkNTIyMpSfnx+wpah5kDsFAAAVka0jQtdcc02Rx6tXr64hQ4YUeY7b7Zbb7Q7Yx20xAABKqJg7LxVdSD8+v2fPHg0dOtTuNgAAQAUV0kHo0KFDmj17tt1tAABQYbGOkI3mz59f5PEdO3ZY1AkAAHAiW4NQenr6edcROot1hAAAMFGIjtRYxdZbY4mJiXr33Xfl8/kK3datW2dnewAAoIKzNQi1a9euyLBT3GgRAAC4MC6fdVsosvXW2KhRo3T8+PHzHm/cuLEWLVpkYUcAAMBJbA1C3bp1K/J4dHS0UlNTLeoGAAAHcviNl5B+fB4AAMBMto4IAQAAe4Xq+j5WYUQIAAA4FiNCAFBB1HhluaX1Dv65c4nOy29YpdhzDjeP1sGE4ocm6n56qEQ1g+lo02qW14R1CEIAADiZw5ep4dYYAABwLEaEAABwMCZLAwAAOBQjQgAAOBkjQgAAAM7EiBAAAA7GHCEAAACHYkQIAAAnYx0h++3du1fHjh07Z//p06e1dOlSGzoCAABOYGsQ2rdvny6//HIlJyerWrVqGjJkSEAgOnTokHr27GljhwAAVGwuw7otFNkahB588EGFh4dr5cqVWrBggb777jv16NFDhw8f9p9jOHzIDgAAmMfWILRw4UI999xzat++va644gotW7ZMdevWVa9evXTo0M8v1nO5XHa2CABAxWZYuIUgW4NQfn6+qlev7v/Z7XbrnXfeUYMGDdSzZ0/l5eUVew2Px6OCgoKAzWd4zWwbAABUELYGoYYNG2rDhg0B+yIiIvT222+rYcOG+v3vf1/sNTIzMxUXFxew5WiLWS0DAFChMEfIRn379tVLL710zv6zYahNmzbFzhHKyMhQfn5+wJai5ma1DAAAKhBb1xGaMGGCTpw4UeixiIgIvffee9q7d2+R13C73XK73QH7wlzhQesRAIAKzReiQzUWsXVEKCIiQrGxsec9/sMPP+jRRx+1sCMAAOAkIbGg4vkcOnRIs2fPtrsNAAAqLoc/NWbrrbH58+cXeXzHjh0WdQIAAJzI1iCUnp4ul8tV5IRo1hECAABmsfXWWGJiot599135fL5Ct3Xr1tnZHgAAFR6Pz9uoXbt2RYad4kaLAAAALoStt8ZGjRql48ePn/d448aNtWjRIgs7AgDAYRw+4GBrEOrWrVuRx6Ojo5WammpRNwAAwGlsDUIAAMBeoTp3xyohvY4QAACAmRgRAgDAyRw+IkQQAmCt44W/X9BMESe9ltd0ghqvLC/RebG/aSo9OKDIc6q9uUZnvj9U7LV2Pdy5RDWDqV7WMctrwjoEIQAAHMzl8KfGmCMEAAAcixEhAACczGd3A/ZiRAgAADgWI0IAADgYc4QAAAAcihEhAACczNkDQowIAQAA52JECAAAJ3P4HCHbg9DBgwe1YcMGtW7dWjVq1NCBAwf06quvyuPx6LrrrlOLFi3sbhEAYLIhj92gk0d/Kva8ox0Sy1zjh/wCrdqxR5tzfyzzNVDx2BqEVq1apbS0NBUUFKhatWrKysrSddddp4iICBmGoUmTJmnZsmVq27atnW0CAEz221t6WVLH5zP0+op1mrxgqSX1EPpsnSM0duxYXXfddcrPz9dDDz2k9PR09e7dW9nZ2dq2bZsGDRqkxx9/3M4WAQAVSFiYSzd3bqc/tm1pdyshw2VYt4UiW4PQ2rVrNWLECMXExOj+++/XDz/8oNtuu81/fNiwYVq9erWNHQIAKqLBnS6zuwWECFtvjZ06dUpRUVGSpEqVKqlKlSqqVauW/3jNmjV18ODBIq/h8Xjk8XgC9vkMr8Jc4cFvGABQaj5v6L3DodFFNVQpPEynQ7A3yzl8srStI0L16tXTjh07/D+/9dZbSkz830S4ffv2BQSjwmRmZiouLi5gy9EW03oGAJTOni3f293COcLDwhQRxgoysDkIDRgwQHl5ef6fr7rqKv8IkSTNnz9fl19+eZHXyMjIUH5+fsCWouam9QwAKJ0TR0/qq/lr7G4D5+HyWbeFIltvjY0bN67I42PHjlV4eNG3uNxut9xud8A+bosBQGh57q6XVLdZkuo1S7K7FSCA7esIFeXgwYMaN26cXnvtNbtbAQBcgIP7DuvOy0bp6rvTdHGnZqoeX61M1/HUiynReXFRldW4ds0y1XAch88RCukgdOjQIc2ePZsgBAAVwKmfTumdKR9J+qjM19j7cOcSnde9SQO9OPiaMteBc9gahObPn1/k8V9OpAYAACYI0QGh8ePH69FHHw3YFx8fr9zc3KDWsTUIpaeny+VyyShiWM7lclnYEQAACBWXXHKJFi5c6P+5uHnDZWHrU2OJiYl699135fP5Ct3WrVtnZ3sAAFR4LsOwbCutiIgIJSQk+LeLLroo6J/f1iDUrl27IsNOcaNFAACg/PB4PCooKAjYfr0o8i9t27ZNSUlJSklJ0YABA0yZMmNrEBo1apQ6dz7/xLfGjRtr0aJFFnYEAIDDGIZlW2GLIGdmZhbaVseOHfX666/r008/1csvv6zc3Fx17ty52DdOlJatc4S6detW5PHo6GilpqZa1A0AADBTRkaGRowYEbDv12sBntW3b1//P7dq1UqdOnVSo0aNNHv27HOucSFC+vF5AABgMgtXfC5sEeSSio6OVqtWrbRt27ag9sSLVgAAQMjzeDzavHlzwDtJg4ERIQAAHKwsT3NZYeTIkerXr5/q16+vvLw8PfHEEyooKNCQIUOCWocgBIQI77FjdrdgiTP784o/KcjCbKjptbyiM9R9YnmJzqvV96RUzMrSdSav1E8nzv/E0llbX+5QopoIrr1792rgwIE6cOCALrroIv3mN7/RihUrlJycHNQ6BCEAAJwsREeE3nrrLUvqMEcIAAA4FkEIAAA4FrfGAABwshC9NWYVRoQAAIBjMSIEAICTWbigYihiRAgAADgWI0IAADhYqC6oaBVGhAAAgGOF5IhQw4YN9emnn6pJkyZ2twIAqKBGvHynzpwufg3wgk41g1LPaxga9eUnQblWUDl8RMjWIPT8888Xun/37t2aOXOmEhISJEn33XeflW0BAByg58CultY75fWGZhByOFuD0PDhw1WnTh1FRAS24fP59Prrr6tSpUpyuVwEIQAAzMKIkH1uu+02rVq1SnPmzFGLFi38+ytVqqTPPvtMF198sY3dAQCAis7WydIvvviixo0bpyuvvFLTpk0r0zU8Ho8KCgoCNp/Be58BwMlKMvcH/2UY1m0hyPanxtLT0/XVV19p3rx56tu3r3Jzc0v1+5mZmYqLiwvYcrTFpG4BAOXBrk177G4B5YTtQUiS6tSpo4ULF6p79+667LLLZJQiNWZkZCg/Pz9gS1FzE7sFAIS6g/sOa82n6+1uo3zwWbiFoJB5fN7lcikjI0NpaWlatmyZEhMTS/R7brdbbrc7YF+YK9yMFgEA5ciU219U5idjlXxxXbtbQQgLmSB0Vrt27dSuXTtJ0p49ezRu3Di99tprNncFAChvftxzQHe1G60rb+6hFh2bKqZm1TJd53jrakHp54wvNIdEnL6ydMgFoV86dOiQZs+eTRACAJTJac9pffRilj56MavM18h+uUMQO0KosTUIzZ8/v8jjO3bssKgTAAAcihEh+6Snp8vlchU5OdrlclnYEQAAcBJbnxpLTEzUu+++K5/PV+i2bt06O9sDAAAVnK1BqF27dkWGneJGiwAAwAXyGdZtIcjWW2OjRo3S8ePHz3u8cePGWrRokYUdAQAAJ7E1CHXr1q3I49HR0UpNTbWoGwAAHMjhd15CYmVpAAAAO4T0OkIAAMBkjAgBAAA4U4UcEcryvW13CwAAlA+MCAEAADhThRwRAgAAJRSi6/tYhREhAADgWIwIAQDgZIbP7g5sxYgQAABwLEaEAABwMp4aAwAAcCZGhAAAcDKeGgMAAHAmRoQAAHAy5ggBAAA4EyNCAAA4GSNCAAAAzkQQAgAAjsWtMQAAnIxbYwAAAM7EiBAAAE7m46WrAAAAjsSIEAAATsYcIQAAAGdiRAgAACdjRAgAAMCZGBECAMDJfIwIAQAAOBIjQgAAOJhhsI4QAACAIzEiBACAkzFHCAAAwJkYEQIAwMlYRwgAAMCZGBECAMDJePs8AACAMxGEAACAY3FrDAAAJ2OyNAAAgDMxIgQAgIMZTJYGAABwJkaEAABwMuYIAQAAOBMjQgAAOBkvXQUAAHAmRoQAAHAyg6fGAAAAHIkRIQAAHMxgjhAAAIAzMSIEAICTMUcIAADAmQhCAAA4mOEzLNvKYvr06UpJSVHlypXVrl07ffnll0H9/AQhAAAQkubOnavhw4dr7Nix+vrrr9WtWzf17dtXu3fvDloNl2E4/CUjAAA4WJ+w6yyrleV7u1Tnd+zYUW3bttWMGTP8+1q0aKH09HRlZmYGpSdGhAAAQMg5deqU1q5dq7S0tID9aWlpWr58edDq8NQYAACwhMfjkcfjCdjndrvldrvPOffAgQPyer2Kj48P2B8fH6/c3Nyg9UQQAgDAwUp7u+pCjB8/Xo8++mjAvnHjxmn8+PHn/R2XyxXws2EY5+y7EAQhAABgiYyMDI0YMSJgX2GjQZJUq1YthYeHnzP6k5eXd84o0YVgjhAAALCE2+1WbGxswHa+IBQZGal27dopKysrYH9WVpY6d+4ctJ4YEQIAACFpxIgRGjx4sNq3b69OnTrppZde0u7du3XnnXcGrQZBCAAAhKQbbrhBBw8e1GOPPaZ9+/apZcuW+te//qXk5OSg1WAdIQAA4FjMEQIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI5FEAIAAI71/5LqjovQemHbAAAAAElFTkSuQmCC\n", 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" ] @@ -505,7 +505,7 @@ }, { "cell_type": "markdown", - "id": "related-recipe", + "id": "increased-extension", "metadata": {}, "source": [ "## 3. Analysing gene-level alignments\n", @@ -515,8 +515,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "practical-benefit", + "execution_count": 15, + "id": "discrete-german", "metadata": {}, "outputs": [ { @@ -691,13 +691,13 @@ "[89 rows x 6 columns]" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -713,13 +713,13 @@ }, { "cell_type": "code", - "execution_count": 15, - "id": "prompt-accordance", + "execution_count": 16, + "id": "usual-transaction", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -734,7 +734,7 @@ }, { "cell_type": "markdown", - "id": "pretty-stupid", + "id": "charitable-pepper", "metadata": {}, "source": [ "A ranked list of genes based on their first match occurrence " @@ -742,8 +742,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "constant-probe", + "execution_count": 17, + "id": "exclusive-window", "metadata": {}, "outputs": [ { @@ -851,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "extensive-brighton", + "id": "rocky-portuguese", "metadata": {}, "source": [ "## Gene-set overrepresentation analysis on the top dissimilar genes \n", @@ -861,8 +861,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "distant-editor", + "execution_count": 18, + "id": "phantom-ozone", "metadata": {}, "outputs": [ { @@ -1010,7 +1010,7 @@ "15 4.392729 4.392729 " ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1025,7 +1025,7 @@ }, { "cell_type": "markdown", - "id": "secure-bandwidth", + "id": "israeli-hello", "metadata": {}, "source": [ "## Clustering alignments \n", @@ -1035,8 +1035,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "id": "western-theology", + "execution_count": 19, + "id": "quality-source", "metadata": {}, "outputs": [ { @@ -1052,7 +1052,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 68%|██████▊ | 67/99 [00:00<00:00, 236.45it/s]\n" + " 68%|██████▊ | 67/99 [00:00<00:00, 276.79it/s]\n" ] }, { @@ -1065,7 +1065,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1080,7 +1080,7 @@ }, { "cell_type": "markdown", - "id": "martial-research", + "id": "premium-intro", "metadata": {}, "source": [ "Run clustering with the chosen distance threshold. In this case we select 0.37" @@ -1088,8 +1088,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "id": "honest-angel", + "execution_count": 20, + "id": "described-easter", "metadata": {}, "outputs": [ { @@ -1109,7 +1109,7 @@ }, { "cell_type": "markdown", - "id": "covered-bonus", + "id": "colored-consciousness", "metadata": {}, "source": [ "Visualise gene alignment grouped together in each cluster
\n", @@ -1118,8 +1118,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "id": "central-treatment", + "execution_count": 21, + "id": "ultimate-debate", "metadata": {}, "outputs": [ { @@ -1131,7 +1131,7 @@ }, { "data": { - "image/png": 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bcOzYMfzyyy/94q4bCW80J3nryTnpoYcewttvvw2pVIqPP/4YI0eO7LL3DtXVV1+Nq6++WvjzmTNnsGLFCnz99dc4ePAgjh07Bp1OJ3y97bmjaxt+W2lpabj22mvx3nvv4ZtvvsGzzz7bvd8AOS/QnOWtu+es3NxcYaseADQ2NmLNmjVYs2YNLrzwQuzYsQOTJk3q1Gf0lr179+LKK6+E3W7Htddei9WrV/f2IXWpfnEGnZaWBgA4d+5cLx+Jp7lz5+LHH3/E008/ja1bt+Ldd9/Fu+++C8DZJWb16tX4/e9/H9J7urZhVVdXo7q6OuDrfa3S8VVzorKyEldddZXP93D9cEdHRwvP1dXVITU11eu1HMehsbHR6/Xh6plnnkFBQQGGDBmCd955x6PTWGxsLN577z0cOHAAp06dwvr164VkmJDuRHOaf105p/VF48aNw3fffYfs7Gzs378fn3zyCa677rrePizSz9Gc5F93z0mPP/441qxZA4lEgo8++ghXXnllwGPqSQMHDsQXX3yBUaNG4fjx41i3bh3+8pe/CF9vW2LA1W2oPVfntP7cDID0LJqz/Oup86ioqCg888wzqK+vx5tvvomVK1di48aNAceFmwMHDmD+/Plobm7G7373O7z//vu9tkKzu/SLQGj69Ol4+eWXcezYMVRXV3dp8bC2LQV5nvfZYlCsjd6sWbMwa9YsmEwm/Pzzz9i5cyc+++wzHD58GFdddRW+/fZbLFiwIOjjca1QWbRoEf75z3+G8J2IM5vN2LVrl+hrBg8eLPx3fn6+z0CopKREaM/e9vXhavv27QCcxaV9tZ2Xy+WYM2cOTp06hX379vX04ZHzFM1pnRfMnNZX6XQ6zJo1C5999hny8vIoECLdjuakzuvInPTUU09h9erVkEgkeP/99z1W5oQTiUSCBQsW4Pjx415bQ1yrHhiG8VtuQKFQAHDWMSGkK9Cc1XlddR51+eWX48033+yT28YOHTqEefPmobGxEVdeeSU+/vjjfrkivV/EWwsWLEBMTAw4jsPLL7/cpe/dNjGtqqry+Zq23bf8UavVmDNnDh577DEcPHhQSFxfffVVj9f5mlTaci0TPnz4cMDPDEVWVhZ4nvf5cElLS0N6ejoAd5DS3rZt2wAAGRkZYd9hDEBINThcW+EI6W40p3VeMHNaX+bq/kEXUKQn0JzUeaHOSWvWrMGjjz4KlmXx3nvv4Y9//GOXHk9X8zcnTZs2DYDzwtnfCqCzZ88CcK/qIKSzaM7qvK46j+qr5ytHjx7F3LlzUV9fj8suuwz//ve/fS4e6A/6RSCk1WqFrTzPPfccfvzxR9HX8zzvsxOCL3FxccLWpz179nh9/dy5c/jhhx9COl6GYYRfkGVlZR5fc9Xd8VeQ+bLLLoNKpcLBgwexadOmkD63K7juTr377ruwWCweX+N5Hm+88QYA4JprrunxY+sI1yqmH3/8UVjZ1JbVahX+PXV0by8hoaI5jYipq6vD1q1bAQBjx47t3YMh5wWak3rWiy++iIceeggsy+Ldd9/FwoULe+U4gmWxWPC///0PgPecNH36dOFm4jvvvOM11mg04uOPPwYAzJs3r5uPlJwvaM4KH59++imAvnW+cuLECVx00UWora3FpZdeis8++0y0oVJf1y8CIcBZpOuKK66AzWbDggUL8Pjjj3u1rzSbzfjyyy8xefJkrFy5Muj3vvzyywEAjzzyCAoLC4Xnz549i2uuucZvlfirr74an3/+udcP8NmzZ/Hmm28CACZOnOjxtdzcXADAli1bfL5nQkKCcOxXX301NmzYICSvLvX19diwYQPuv//+IL/D4N1///3QarUoKCjALbfcInxvNpsNDz30EHbv3o2IiAj8+c9/7vLP7g433ngjAGcbyJtuugn19fXC1+rq6rB48WKcOnUKLMti0aJFvXWY5DxEc5pbd85p4ei9997Da6+95rMWwN69e3HxxRejqakJGRkZYbuFhPQ/NCe5deectH79eqxYsQIsy+Ltt98Oi3OPb775Bs899xyKi4u9vnbixAlcdtllOHv2LHQ6HW699VaPr7Msi6eeegoA8PLLL+Pzzz8XvmYwGHDzzTejuroaKpUK9913X/d+I+S8QnOWW3fNWWVlZbjnnnvw66+/en2tpqYG9957Lz788EMAvovKh6P8/HxcdNFFqK6uxoIFC/D555/36zAIAMD3IzabjV++fDkvkUh4ADzDMHx2djY/adIkfujQobxSqeQB8AD4OXPmeIx9/PHHeQD8jTfe6PW+BQUFfGxsLA+Al8lk/IgRI/hhw4bxDMPwY8aM4e+77z6fYyMjI3kAvFQq5QcPHsxPnjyZHzhwIM8wDA+AHzhwIF9ZWekx5tNPPxWOMTs7m58xYwY/a9Ys/plnnhFew3Ecf//99wuv02q1/Lhx4/hJkybxmZmZwvvPmjXL473fffddn8+H6uuvv+YVCgUPgI+MjOTHjx/Px8XF8QB4hULBf/vttx1631mzZvEA+J9++inksWvWrOFjY2OFh0wm4wHwKpXK4/l//etfXmPvvvtu4e9SLpfzQ4cO5YcOHcrL5XIeAM+yLL927doOfU+EdAbNaT0zp7WdI1zfIwCP58eOHRvy+9544408AP7dd98NaZzrfzsAfHp6Oj9x4kR+4sSJfEJCgvB8ZmYmf+TIkZCPiZDOoDmpe+eksrIy4b0jIiL4adOm+X0sXbo05Pd3/W/w+OOPhzTO9X0B4JOSkvjx48fzkyZN4tPS0oTn4+LiRM/fli9fLrw2KyuLnzhxIq/RaIRzx88++yzk74eQQGjO6t45q6CgQPjMiIgIfvTo0fyUKVP4QYMG8SzLCn8/L774YofevzeuDS+++GLhe5owYYLoPFxRUdGh7yvc9KtAyOXMmTP8gw8+yE+cOJGPi4vjpVKp8I/0zjvv5Hfu3Ok1RuyHnud5/vTp0/y1117Lx8XF8XK5nM/NzeX/8pe/8Eaj0e/YL7/8kl+yZAk/duxYPiEhQTiOiRMn8k8//TSv1+t9ftY777zDT548mdfpdMIPsK/j2rt3L/+nP/2Jz8nJ4ZVKJS+TyfiUlBT+kksu4detW8eXlJR4vL6rLp54nuePHTvGX3/99XxycjIvk8n45ORk/vrrr+ePHz/e4ffszA992wsosYe/C7MffviB//3vf8+npaXxcrmcVygU/IABA/hFixbxe/fu7fD3REhXoDmte+e0YOaOzMzMkN+3o4HQqVOn+CeffJKfN28en5WVxavVal4ul/NJSUn8vHnz+FdeeYU3Go0hHw8hXYXmpO6Zk9peXAV6dOQzOhoIlZaW8s8//zx/2WWX8Tk5ObxOp+NlMhkfHx/Pz5w5k3/mmWf4urq6gO/z1Vdf8fPnzxcuztLS0vgbb7yxU+eOhASD5qzumbNaWlr4t956i7/++uv5YcOG8TExMbxEIuEjIyP5cePG8ffddx9/8uTJDr03z/fOtaHrM4N5FBQUdPh7CycMz/eTCpukz5s9eza2bduGn376CbNnz+7twyGEkE5ZvHgx/vnPf+Ldd9/F4sWLe/twCCHnuVWrVuGJJ57A448/jlWrVvX24RBCiCi6NuwZ/aaGECGEEEIIIYQQQggJDgVChBBCCCGEEEIIIecZCoQIIYQQQgghhBBCzjMUCBFCCCGEEEIIIYScZ6ioNCGEEEIIIYQQQsh5hlYIEUIIIYQQQgghhJxnKBAihBBCCCGEEEIIOc9Ig33hPPbq7jwOQkgX2MT9p7cPIWzQnEVI+KM5y43mLELCH81ZbjRnERL+gpmzaIUQIYQQQgghhBBCyHmGAiFCCCGEEEIIIYSQ8wwFQoQQQgghhBBCCCHnGQqECCGEEEIIIYQQQs4zQReVFpOaUI8p4yqhN8oBAAkxJqhUNuHrUTorGNYBg0mOssoIr/EcxyI5Tg+Nxga7jUV1g0b4mtUihdHsPMyYSDN0WovwNbXSDpblUFQagaLyaJ/HplFZoVTaYbdLUF6lE563O1iYzVLY7BJU16lA2RghhBBCwtGg9BI8dE8ebFYJ5HIeANCgl6FJrwYAROlawEp5OBwsLBYpkhMMkDA8zDYJTC1SsAwA8ODAwmFnAAA6rRVSCQ+bjUWLRQql3AEA0DfLhPOw6AgzlAo7auvUKKmKwIDkBsiUPKxWCZpbz/lUCjvkrWMBQKuyQSJ1wGZn0dSsRItZitc/GoGWFu/zP0JI/6RQWDB/ZgEAwGyWQqe1Qq2ygueBwlLnNRvL8lDI7cKYCLUV0dEtAAC9QQbXtRnnYFFZ65yTZFIHdForAMBikUKttEHbem1YUBIJgAXDAE1NStQ1qgAASqUNkTrna0wtMvA843W8LMtBpXQei9GowNmiKNg5SVf+lRAStrokELr2N6dx8fRS8M5zFLAi2YrrNe0x3j+bwutdYxgW8P2yMjgcgNni/e3IZQ5IJDw4nkFdg1J43mKVoFHv/HNdgxKvfTBG+DMhhBBCSLj4812/Ii3JAcAdvKQm2QCYAox0ALAG8QmWNv9tBtDc7usGANVBvE97egDAJbPK8cuvsXjs7xd24D0IIX3NiIG1WHLDUQDO6ziGcV/r2Wyt/8EAEtZ9Ydj2NW3xAOzCGB7S1pzG+31b35Rxhk1GkwyFpRHQaa1IiHEGTcYWqZ9AiIe6NRBqsUhhNMrw6vuj8evxpM78NRDSJ3RqWYxSakdinAEqhfNkw1+o0xNYFpBIuA6NjY02Y/aUki4+IkJIuGEZHnKZQ3jIZI7AgwghpJewLAet2goJ07fnKoYBJo+twx035PX2oRBCuhHTep4l7eA1WZcdBwCN2oaMlPbhdnCUSjtu/eMRDMqu69oDIyQMdWqF0NyZBbjuylOI1Jl7NQwCnCmxM2Xm4XAEPhiG4SGVuE+wEmIC3WUjhPR1CXEmzJtRKPzZbJHiP98M7r0DIoQQERkpeiz87THExfTtQMhlUGYjsjMacK7Y9zZ/QkjfFqmz4PK5Z5EUrxeuDf3tDuluDACNygaplINznVFoF6sKuQOLrzqOd/8zHGcKYrrjEAkJC51aIVRerUOjXgG7o3fr77SdaCQsB4kk8MwTHWnBwKxG4TFxTIXwNZbppZmLEEIIIaSVwSQHx7GiW/H7Crsd4Hgpbv7DUWRnNPT24RBCelBvLhxQKuxQKBxwhkKh4XlgytgKxNHCAdKPdbqGkMksRWWtChqlHRabFDv2pYJlOfAcg90HklBSoYOkzUocq1XuMV6rtmHW5EJo1EaPw2poVGJHXiYsVik4znkmJJW6C4/pNFZcMisf8VEtSEo0A2Bx+GSssC/08JFEHCuIA8u6lyw6HO7iYK88scXnMsKkeAOmjK3Alt0ZaDYoOvNXQwghhBDSKSUVWug0LNJTOHAcUNugQGmFBv/8YiDsdmehZrnc2npzjIHDIYFG4z6nUsqB6y47gsiIltZnJFAq7JBKeLz17kiUG3WwWuUe52omkxppSXq8uHIPGLhrQ7aYAa71tOrkmUg8/fpESCSeV3quc7W/3LEPQ3MNkEpb60G23p1XKBy4+Q9H8fa/R9BKIUL6GX2zAp9/PxCABW//ewQAHsOy65AzwBkCHzqciGMFCa2v5tsFRXZIW69MnfOMOwl3X8NxwnzknPM4SCSuMTyuvewsBg6ox7CB9WDAt9YMcn796Ok4/O3N8fB9+es8zgmjqzBuZDWiIiywO1icLYoCAMydVozNuzJQW6/u6F8NIWGrC4pKM2g2KAFYIWV5OBwS4Yd24sg6tLSoUFzuv7OExaLAxu2DcPHMQmjU7s5k0VHAuOH1+GlPhvBc2zBJwkjBcSpU1avA8S1ISTK0fjvOmWXUyDpERZmxbV+Wz8/1VVAsKd6AOVNLIJFymD+jCD/syKRQiJB+JC7KiKE57v3gvgrRE0JIeGFxPH8ggAakJhlQWJKIVz8YDbvd//zV0OAZtKz7ZyyWLDqIqAgLVAo7IrRWADxuWVyEp16ZjNraSK/3MGptwgYLV/FW5zmW8xxvyEAj/nLHYfzlbxfA1+kkxyvA80bYbPBauU2hECH9E8czMJrkAOQwmnhMHVeBAZkmcJzzemrkiEaYHUqcPBvrY7Qc1mBq4PshlTiQk9kIjmNRU6dGcqIrGHfOWSMGNeDPtx7EmtcnCM+1VVIViZY8OfYcTMYVFxXAbJXAZnemTzKZg0Ih0m910SJkBs0GudCCVHiW5TFzUikyUvSiow0mOTZuz4LRJBOeM7XIkHckMahPr2lQobxS6/FcWpIeK24/gGcf3BrUe0glnBAGAYBKZcP8GUUebe4JIX1bbIwZ6SnNwiMjtWPFBgkhpCeYWmQ4dDwBh44n4V9fDcYP2zMDhkG+NDSpsH7DGFhtLCJ0zjAIcBZdXbn0F6QlN3mNsdolsNicD7NVArvd+2ba0IH1uP7KU/C1FUOjsoBlebAs79Ex1kWhcODWP/6Km67+NaTvhRDSVzBoNsq8np04uhJDcrq+WDMLYEC6HgPS9VCr7LDZJGDa7VUbMbgWD96Rh7YdG10a9UrkF0bjZH48/vbWBBw9Fe/xdVcoRNvHSH/TqUCI4xjY7WzrQ4KaehVOnfMsusWwPKaMrYBMKl4QsW0oZGqRYWOIq3NqGlTYf9gZIKUl6TF1XAUkLI+Rg+uCCoUcDhaNzZ6fR6EQIYQQQnqLqUWGwyfjWx+J+PC/w0MOg1wamlR4+b2xXhdo/kKhFrMc+mb3o65RhR17Uz1CofyiSLASYNyIarQPhZLiWyCRQHhIJTxK29y8Y1kbxg6rxzWXn8WyxXs79D0RQsLb0VPx+PVYgtfz3RUKtWVqkeKnPeleQfaIwbW4eEax6FiOY7H15zSUVeo8nneGQkXISvUO0Qnpqzq1X+Lg8UQcPN5+FY/zhGBwdj0AwGaT4Mc96bDZvZfmtecKhRiW79BWrRNnYxEZ0YKrLz3V2nHMyRUKPbRmtt+xPIDNOzMxd3oRYqNbhOddoRBtHyOEEEJIuFIprRgxqA77Dif7fU1ltQ6rX56Cx+75GTqNe2+GRm3Dsj/9imdfm4S6Bv/bIT75ZggMJjnmzyzG2eIIHD7pvNAbPqgWAHDgaALEOvm8+v4Y3HXDQWSkNGBYbpNQC+TSOcVoaFJiwxejQviOCSF9gWulzdjh1R7PTxxdCQB+to+FjuOBqlqNx3Pf/JSN6joNrlpwBkxr06BfDiZj444Mr/FZaU0Ymlsv/Lm2XomtP6dh9pRSpCa5V5RnZzRh1NBavPfpMJw+1zXHTkhv6tQKodzMBtxx/UHhccPvjgFgsPdgEk6di4HNJgl5r6XBJO9U8LJ7fwYOn4j3er79SqGKGg2ajXLhUVmjgdUmweadmahrUHmMpZVChBBCCOlpOq0FMyeXCI/pE8p8vk6ltGLJokO45vJTuHBqkeh7ukKhttv8jSYZGIbHkhsOIjZafDvEGx+NxUvvjcahE543BIcPqvVYKWQwyoStYjwPWG0MrFYpXn1/DAakN3t1TrvuN6ex6LeHRT+bENI39cxKIV9hNIOvNg3Ep98NBM8z+OVgMl7552j4qiGkUtgRF2MSHpE6q9dKofTkZsREmSGXOfCH/zuNuBij1/sQ0td0KhCK0FmQm9UoPLLTXcvnnKHQNz9md3HhLR5Dc+qgkNtFX7XyhRk+J53hg+rxlyV7AABmsxQ2Oys8XMVlKRQihBBCSDhQyB3ITNULj3QfNRldYVBSvPPC5P/mFIQUChlNMhhMMgAMInTWoEKhbT9nYff+FK+tGG1DITvneYrJ884/W61SLF05Gw6H63nn/2cYCoUI6eskEg6x0S0eD5fe3D721aaBWPPaRL9hkBhXKMRxDGKizACcXbZLK7SYO62EagqRPq+Likr7wngVme4cHuNHVGHC6ErMm14EqdQBfbPC44E2JybtQyGOZ2B3sJg4qgoP37VH9JMoFCKEEEJIXzB1XIUQBrkEGwo9/vepKK3Uoe2ddYXcgTkXFEOltPkfDOBccZTPUGj+zAI8ce8uAJzfsWXVMbjlgTmwWD3HUihESN+m01hx6YXnhMeC2QUeX+/NUOjYmXiEGga5cByLT/43CEWlETCZpThXFAkHx1KhadIvdGMgJG5wdn3A7mNuzjBo2CDnRBEdZca08eX4flsWvtyUKzy4diclrlDIFQa56h1OGl2FEYNrRD+RQiFCCCGEhLsfd6djzwHvukHBhEI1dVqs3zAGjXrnVn2LRYKzxVFQKhy4cEqpUHPDn/ahUFpSMyaMrMKoIbWIixLvH11WHYOb7p8Hi83zVJRCIUL6t94MhfwZlluLP/3hMEYMqsGIQbUYMagWQ3I9j8Vul+K1D0dh5940ONqsgKRQiPR1vRIIDc6ux6QxFUG1pAdal0yneb4uOsqMedOLgto+tv2XVK+OqHExLYjUiYc6FAoRQgghpLdE6iwYkl0vPAZnN/h4FYvPvhvY4VDI1ZK+skaDs8VRsNmdp4YJ8QbEx5gRG9WCmCgzYqLMPreSuUKh1ERnGMS2NvWQSDnwPGB3AHYHA4OP9tM19RG4+f65PkOh6397mrqPEdJPiYVCg7LrfYzoPsNya3HvLfuRna5HVroeEokDEgnv0aDIxW6XYvOuDD/dxygUIn1TpwKhSJ0ZUW0eMVEtAce4wiDA2ZI+mFDIYpUKLenbCjYUev7Nydi9P8XreYWc63QoFGhJNSGEEEJIR0gkHBQKR5uHv/OdzodCr/xzrHCu46xd1AyGAaRSQMI6L46kEt/bwM4VR6GuUQmmdaG22SIBzzNgWUDCAuB58H66j/kKhRjG+bh0TjGFQoT0U75CIbudRUOTsoPvyEMht3s8ZBKH6AhXGKRsnVu1KhvSUwwQ2/LqryW9XGbHzX84ikHZvbPKiZCO6lTb+YTYFsRGm4U/R0ZYsfA3x7xed7owWqjvMyi7HqmJBtQ1On/YY6PMuOayk/j1WCL0BjkY8Bg4wNcdMKC2QYWMFD2UCvcPd2qiAWmJzbDaWFhFWttXVGtQUaNGRoqzbaCEBcAASgUHuawFVlujz2OfNqEcDMODYXho1TZIpc4JwmiSobZBiZREPY6ciofR5F0vqbg8ApU1Gq/nAWDMsGrIpA7U1KtRWBoBsTathBBCCCESlvd5rnKuOAp2B4uSci3SknVIT3ad63BQq+y49vJTuGB8OaQSDhq180bW0VOx4NoVfpZKOIweVo2MlGawrRdSPA8h6Fm66BAs1mNgGB6qNuGURMpBJXdALrODBwO1hINU4ry7zrLO8bFRLfjmnU8BAAaTDBaL5yloU5MUCXFW4bMAdyg0OLsG7302Tnj+N/PP+AynDEYZLFbP961tUOLYyThwrfdASyt1KK/S+vz7HTWkRrgwBAC7g0VBSWQnLlAJOb8xDI9Joyt8fq26Tu3Rkt5uZ7F5VyZq6tQYnF3vcdM+O6MJ0gDhjgQOpCUZnKVCWpsG3fbHIziRH4MzhTE+x/zh/04iIdYInndeG7IsjwiNFdkZTTCaJB7zbYtFipLyCOHPhaXOQCg1qRmROjNyMvRQq2xY9qdfsXlHBsqqdF6f54vZIsXhk94dsgnpKZ0KhNpjGB5jhlejfbjBsu12bDHOu0/gnVu3AODimYU4XRANi5XF6KG1Pt//XHEkmo1yJMQ1Qi5znwgkxBmRlmRAWaXWY09ne6YWZzeNSJ3zhMN1lCwLJMUbMWa4d12h9JRmMG2OnmV5MAwgk3GQyTgkJ5gwZlgt8o4koNmo8BjramfvS05mI9QqG4agHskJ0a139SgUIoQQQohvLMv7PFeRyx2wtd4Uq6xRobRCi6njKsCyPNQqZwA0JKceMinnPP8CIJVyXoEQAGhUNqhUdrCtpyRtA5rEOFNrvSAeknb34Fxt5FvMDORyzqOtvGulkUtUhA08773Cum341HZsTlYL7l68Fxt35AIABg1o8Lmdw2yVwG73/p5GD6nF/iMJ4MCixSz1GwhlZzRCp/WsfTQ0tw7bfklHaUVwF3eEEE+Dc3xvAZNIeBSWRuLoqXhwHIOaejVq6pzdqdOTm5GcaBBeOyy3DjKZ/1U7Tg7IZQ5wPAOW4SGVOjAgvQkSKQ/Wz5oBndYGu0MCldIGBu55TKNyYMzwutYA3Tl5GU0yqFVtgvDCaGz9OQ0XTi3B2OHVHtvFrrz4LA6fiENNQ+Bu280GOQVCpFd1asuYze695zsqwgKvgj3tlFVqUVAS6fGDzbI8dBrxAoSAcwvX2aIoWNvtN5dJOaQmGSBhxSeLkooINDXLPU44eB7QG6TQqAJv/+I4BhwH2O3uN5DJHJgwsho6TcdqCuVmNWDquAoE+nsjhHROfZMSNXVq4VFVG/gXNSGE9BarrSMdcfxvHwuGg2NhtUrg8HE6JZEg4L0ri1UCU0uX3m8EwwAJsTYMzCzv0PjoKDMmjq6CBOIrDHxhWR6zJpcgrXXVFSHEPwfXsZvbx8/ECWFQZ7TdmsoygFLpgDTAtaGpRersVt2OUs5h4AA9AP+lSTiOxbZfUr3KmijkdlwwoRypSTRvkPDXqUDo+OlYZ/euNhRyR1Ch0JGTcV574QN1s3ARC4WS4o1gmcChkNninjAMJhZ2uwxajTWoUMh5d8xzwgs1FGo/XVIoREgP4BlwbR8dPHEhhJCeUFwWgWaD95b0wJyh0IGjiR36XJ5nYLVJwfs4JZFK+IChkKlFBqu1a+dXHsCE0XrkZoZecJZleSQnGjBrahkkAbad+BtPoRAhgTUb5GjSe4crPUMCi8UzRGcZHhERgRccNBvlqG1XLxZwhkKDBugB+L8+tNul+GZLttCtUSrhoFQ4IGF5TBhRhTgfxfiDpVTYwQYItAjprE7dwmk2KbDnQBJGDK6DTMrB4WBR0+DcZ93cLEdRWSR4HjhdEO11UmEwyZFfEA2jySDsZy8p16GkXOf3PKO0IgLGNnedzhZGYfYFJdBprDCYZLDaWTQ0KWBukeJsSRQcPpYNuxw+EYfL5uSD54HGZhX0RvcJV2W1e8miv05itXUqKJUOr1VNo4fWYPf+JJw8G4+GJv8TYoNeAVW78Ck3y1k7ibaPEUIIIYTjWLyyYQxmTCxDhEhn07PFkbC3bhlzb51n8fn3g+DggLQkIxiGh1JhF60hBAARWguMLbLWz+cwbFADJCzAc85uYQADjuPRZJbD0XpTUCJxQKVwXrScKYiCweQ8/xk/shI6jd1rGxjPAzX1MrQ/DWUYDjGRltbvA1DI3a/nOQDgMX5kDSprVGjUe9f1aVtDiAGP9BQDZDIHtGobHA4WGrUNsyaX4vCJRHC893lWYWmk0KhEp7F5bFlxhUK0fYwQMQw27sjCwKwGYbuqPzX1/lcElVVq0dymM6HDwfgtat/WydPRGDmsFkql8+fYbpMg72gCTp+L9vn6mMgWqFV2mFpkaGhSYOyIKgzObgTbZpGCQs4hO8OIf32ZhOJy9/u0Pf6KGg0+/nIIrpyfj6w0PWx2FjzvrJc2MKsRhWURKK/0PW+0r3vmolTYMX9mIZqNcmz9Oc3nfE1IV2B43tf9H2/z2Ku9nktNasacC4qhUdkwIL0JDgeLE2fdRbtKK3TY9ov/f8AXTStCSptftvuPJOL4mbiQvoHEOAPuXHgILMvjbHGk8FkNjQps2pkJi9W7zWlbQ3PqMGF0pdfzB44m4thp8WPRqq1Ysugg4mOdya9CbkNmqgE8D6x5fQJ2708XHZ+W3IxZk0uEFq0u+YVUU4h0zCbuP719CGHD15w1JLcO1195Qviz2SLB069M7cnDIoS0QXOWm685KxwkJTTjtmuPIELnvAEmlToQE2mBqUWKp16ZjNKKSNHxL67cguGDGrxCoRYziytvvQSA74vCqy49hZSkOsybVg6ZtHUrSuvpkoNj8doHI/Hd1lzRzx42sAYrbt0Pucy5KqigJAJnCmNQXBaBHXvTfIZCbjymjqsQbta5cBxDodB5jOYst3CdsxRyO+bNKIJUwmHjjiyYWgNundYCjmN8NgJqa9lNeZg3rRgMyztrx7Y+X12nwqL75gHwP14ut2L1vXuQkmhEQ5NCqO1mtUnw3qfDcPpcbFDfgysMimgtrF1WqaNQiHRIMHNWl/yrMrbIUFAS6bVvNCbKDJVSvCV8Z1XVavHq+2Nw5GScxw9JZIQV0ZGBt66dOBuLvENJXs9fOOUs1j66RXSswSTH+g1jUFOnFsIgCctBKuFw940HMXCAeNtBZ2CW7rVthbaPEdI9TubH4tEXpgsPCoMIIURcZbUOr/xzDBr1CiEMYhgeGrUNK5f+grTkJtHx9z11EWoa5F4rxVVKDl++9T0A/9spGhoj8d+NuTBbPbeBSFgOdy48ggWz80U/+/iZeLzzyQg4HKwQBgFARqoeMyaVeqwC8MZgz4Fk5Bd6riyg7WOEhDeLVYpNOzK9wqCLZxTh4hlF0KjFt5C99M4EbN6d5tGACHB2197w4iYA/sdbrXI89vepOHwyTgiDAEAuc2DxVceDbEnP48KpJUIYBDgXYcyeUkrbx0i36LKY0dgiw+mCaNhaCyCaWmTYuCMzYArbFarrNPhua7ZQ0IvjGGz9OR2VNa4uEqGFQpFaAxZcWIqhAxvwjzXfiY51hUKxUWahoLXZKoHdweKB2/IoFCKEEEJInyORcJg5qRQzJ5VixOB6HDiSAJmU86j3qFHb8PSfdyE3S/xcZ+GyK1BZo/AKhRQKDutW7YBYfQ6rTYavNw/wKtoqYTks+9NBrH10o+hn79qfhmfWT8TJfM9V3xQKEdJ/WaxSrzBIrbJBq7EGFQqtfXsSdu1Pbq0b6xZsKLT2nXEoKo3weD74UIjBvsOJwjW1C4VCpLt06bozg1GOLbsy0KRXYOOOTDQbeq6omMEkx8btWWg2yLH153SUte7TZFkeE0ZWCXvC/XGFQq4wSCpxniCkJxuDCoUeeHYmTGYZzFaJMAEplXYKhQgJI3KZA0nxRuHh2u5JCCHEE8vyyExrEh6xMWa8+NZ4NLepuahU2BGhteLJ+3YjJ0Cx5xtXXI6KGqUQCnE84LAD2RkGrFu1DYFCoZXPT/Wo9yiV8mBZYOhAPV58dJPoZ58qiMPmXRletSUpFCKk/5s4qsqjnpFWY8VNfziKhFij6Lin112AnT5CoQitFdPHV0Hs+sxul+K1D0f5DIXuWngIk8aUiX52bb0am3dlUChEekSXb0SsqVfj6y05PRoGuRhMcny1KbdNGMRh9pRSDB1Yh3nTi4IKhQakG4UwyCWYUKi0IhJLHr0QZRWeP/gUChESPmKizJg3o1B4zJ5S0tuHRAghfUZFjQ5PvTwZBqMcSoVdOF+SyTjcf1tewO1ji1dchooaJTjOGQa5NmTkZDbi7TWbIXbXXW9U4Y5HLoLeKIdUygs1iRgGGD6wCQ/ctkf0s6vrND5DodHDqvDost2Qi3Yf8x0K8RwDu53qPRISznblpaChyV2EPj25GZmpety58FDIoZDZIsFXWwZgQKYek0ZXItRQSKW0ITa6BXdef4RCIRI2uqUyVfsktd1XA9yJ6RxXgUBXGJSa5LxzEx1lxrzpRVAqxCver3h6DgpLvAsFpicb8daz34uOra7TYdXaqWho9Gxb6A6FakTHi4VCk8dUiI4lhBBCCOlu5dUReO6NCbDaXF3NGLSYpUHXFFq84jL8uDsNPO88BWUYZ7iTmmTE22u2QCwUatKr8cBT3rXfGAa4aHpZyKFQdGQLxg2vQW5mIx67N7RQyGFn8eOetuUJCCHhyFVTqKFJgfTkZsREmQEAOq01pFCoxSzFV1sGwGZz7gQZnFMfUiikUtoQoXXObyzL4apLzwTcPkahEOkJPVyqnMf4EVWYNaWk2/8BKxUOREWYPZ4bkN6E5TcdQITW7GeU0+2PzPcTChmw7gnxZcn1TSqfoZBGY8VzD+3CBePFVyT4CoU4jkGpn1aFhBBCCCE9qaAkGiv/Ng16gxwtZnfLZI3ahr/ctRex0eIXWM+9MQXb96YAcIY5rtU+qUlGvPfCRgD+x5dUxeHeVZO86hGFGgpFaCwYN7wGktZW1pmp+qBDoVNnYygMIqQPsVil2Ppzute8EUootHz1DFgtnrVxgw+FRqLZ4BzLcQwampRgGQRVU4hCIdLdejAQcoZBwwbVtbZbL/UoTNjVTC0ybNyeJRQhjNJZkJGqR1xMC5bccCjkUMg1gQzMago5FJJIOOg0NshlDjx4R15IoZCrQHYZBUKEdFpUZAtyMhqFR25mQ+BBhBBCvBSUROOhNTM8agrxPAObncWSGw4hNlq8Rttzb0zB/qPx8OzjA6QkmPH1298DaPE79vi5DNz6wGxw7a6DQgmFDh5P8Ho+2FBo76FkCoMI6WMMRgXWbxiDugalx/PBhkJFZbHYsS8VfLudHINz6jFnaiHEVjfa7TI89vepKC6LQEOTEnaH8xLcVWg6PUUv+tkUCpHu1GOB0OihNRg2yJ2ApiU3Y0hOfbeGQq5C0zIph4xUvXAHKjaEUOhccYRXmhxKKGQwyqDT2IRtclIJF1IoRGEQIV0nMdaEnMzGNg/xrQ2EEEL8q6jW4cmXp6DZKAfPM2hoUsBmlyBCZ8XSRb8iLUl8jn3sxZnYdzheKDXAtp6VKuQ8Fv7mHErKlSgpj0BJeQQsVqnH2OLKONz2oP9Q6Jn7fxT97F370/DWv0bC4fA8Fc5M1ePBu/ZC2okLLJVSvDwBIaR36A3KToZCkV6hkFZtxvKbfw2q+9jja6fibFGUx/MNTQpMG1+GuBjxEJ1CIdJdeiwQKq/Sev0DjokyIytV3+2h0Dc/ercrDTYUunPlxTiZH+31fLCh0NPrJ8Ns8TyJCSUUojCIEEIIIeGqolqH1S9NRVFpBGx253kew/DITG3GyrsD1xR67MWZyDsSK9y0c1EqONzw29PY+nMitv6c7lEU1kUsFBo3sj6olvTtQyGrTYKoCDNuve5wh0Kh7IxG/HZ+PnUfIyRMdWUopFWbsWB2EeQyDgmxLXj3+c0Q65jYvtB0Va0alTUayGQc5k4rRlpyx1cKjRteLTqWEH86FQiVV2nx0ZdDhcdXm3P8vramXo0tPv4BR+is3R4KVdVq8doHo2EwdiwUWv7kRX5Dodef/kF0bGlFJO59chZMZs/Plko4LPvTr0hO7PgJQ2x0C6j7GCGEEEJ6U2WNFi++PR6NegUYhkd0hAUymQMatQ333bw/4PaxR1+YjZoGubslfWsOE0yhabFQaOhAfUihkNUmQWOTAjwY5GQ2hhwKZWc04oLx5ZBIOGpJT0gYEwuF7rrhYJChUCIumVUMucw5R3A8kBDbgjee+RHBhEJ5hxNRWaMRnk9NasZdNxzqUE2h+kYVDp+MFx1HiD8Mz7ffEOXbPPbqLvnA+BgTLppWDJnMAaXCLhTzq6zWYvOuDBiMznb1/zfnHGKi/O8fb8tglGPvoaSAq2kS4wy4c+EhaDWeP6R19Sqsf3809Abvu09trX10C4bktqk5wjh3vpdUaHDLgwtEx6YlN+Hvj26DunUZsdUuQWGpDs3NSrz20ShUVIW2EigjRY+Zk0pxtjgKew4ko/0efHJ+2sT9p7cPIWz4mrNmTS7GLdceEf5ssUpxy4Pze/KwCCFt0Jzl1lXnWV1FJnPg2stP+vxaaYUOP+3J8Ho+OrIFf3tkG2IinTfabHYWZisLc4sMz7w2CQUl3jfX2nr9rz8gM6XZa7VQeZUar34wAkNz/QcsGo0Jv51X5DWW54Ez57RYuuoS0c+eMqYMv70kHxKJ52nx2aIovPXRKNg58Xuo8bEmzJ9Z6HGDk+MYbPslHaUVtNq7v6A5yy3c5qyOiNCasWTRQcRGey4OKK/S4M2PRsNgkvsZ6fTI3bsxfXwFePAe28hKKnS445ELAcj8jm3bETsh1oTkBGcIZbVJ8N6nw3D6XKzoZ8fFmDB3WjGajXJs2pEpdH4kpK1g5qwe7jLmuVLIbJHCaJLDaJJDp7Vi4qiqDu1/1GqsuHBKCTICFOTq0pVCjDuCSUk0YcbYQtGxbVcKucIgh0MCtdqGO687HNJKIVcYxLA8crMaMHVcBWilECGEEEJ6U0OTCp//kAuLVQKbnYXFykIu5REf24JVy/cE3D52x1/mY9/hBKGmkEtKogn33nwIYnfdjUY1vtma4rP72MBsA15Z9b3oZ/98MBX//HQ47HbPU+NgVwrV1Km8aoOwLE8rhQgJY75WCjUbZahtUOHimYXQqv2vTgSc3ce2/pwKrl0tsvTkZrz+9E8Qm7M4jsXWn9NgsUqEMAhwFpq+5ZqjmDSmTPSza+vV2LQjk8Ig0mk9HggB/rePubqPdSQUYlgeMyeV9kgodKYoUgiDHByDLbtSkTXAiOEDa0XHukKhvMMJcDjc33sooZBSYcf0CWVgWPcZD4VChBBCCOlKdjvboYuMpiYVtu5JQ1OzHDIpD4Xc2bFLpbTj9uuOBNw+1r7QtEtctAV/vDwfYt3HGhoj/YZCOVkGLJidL/rZx/PjsOGzYV6hUG5mAx5e8nNQLenzCz1XQVEoREh4axsKNRtlKCiJBM8z0KhtQYVCa16fgk27MrzmrGBDoc+/zxVqCgHO7tSJcUbcef2RgKFQXaOKwiDSab0SCAGBQyGG6flQKDLCgotnFEEht4uOv/uxeSgs0QlhUHWdcynwuJFVQYVCL70zATV1ao/ngw2FzBYptu9LA9eu5SGFQoQQQgjpKjzP4NejCV4tloNhNMux71BSm/cCDCYZVEo7ltxwMPRQiHGGOlIp8MfLCwH4v3nnKxTiOOf2rTsXHgk5FGLAIzrSgkHZDUG1pKdQiJC+xxUK/Xo00SPYUcgdUKnErwsB4KV3JvgNhd77m3j3sbaFpiUSDjGRZrAsD6nUgeuvPBmwppA/LMNj+KBa6j5GAurxGkLtta0p1FZtvQo//5oEnhfPrAZn12NQtruuj9UmweYdmahrVAX87LY1hex2FvlFkbBYpWhoVGLTzkyvFqftTRxdhCE5Bq/nDxxJxLEzcaJjtWorliw6iPhY90kRw3BITTDi5X+Owe796aLjncFZCVjW83++/MJoqil0HqO97W5UQ4iQ8Edzllu41uOQSZ3Foduy2VkY/dTWUKtskMscGJjVgAkjKzFzchk4Hmgxy9CoV4BleMikHNa8MQGlFZGin736vu2YOLoaknanghYLixvuuxCA/3O9QTmlePLeg+B5wOFwnxM5OBavfTAS323NFf3sYbm1uPGqY4iPaRHOUesaVfji+xzs2JsBjhc7z+IxdVwFcrMaPJ6lmkJ9H81ZbuE6Z3WGQm7HvBlFiI40w25nsWVXBqrrNIEHtlp2Ux7mTSsWaomxLA+GAaprVVi0Yh4A/zWJpFI7Vt27B5mtCxuaDXJnqZEgawq1xTI8ZkwqRUaqHmWVOmz9OQ1cgDpopH/q9hpCSoUdqUnNwiMpXrwiuy/+VgrFxbRg5JA6NOqVoo9fDibj1LkYAKGFQYB7pVBDk0IIgwAgOsqMedOLhILX/uw7lIm8NnfAXJwrhcpFxxpMcqzfMEZYKcQwHAak66HTWvHgHXmYPFp8iWBphQ7bfkmnlUKEEEII6TY2u8Tr3MtfGAQAphYZGvVKmC1SGFrk+HFPGkwtzhXZLMMjOsqMqEgzVi4NriV9XZ3CawuYQsHhny/+hEY95/f8cO+vufjD0llo0Cs8xkpYLuiVQl/8kCvceKtrVGH/kXhkpBowY1IpWNHuuLRSiJC+yGKVYtOOTNTUqT3CIKmEw/SJpQG3jwkrhcAIYRAAJMS1YMMLgVcKrX5pMsoqtUIYBDhrCi2+6njQK4XahkGAs3vZ7CkdK8lCzg+dCoRio1sw54Ji4TF1nHgI4o+vUIjjGK/ifL4x2HswCcdOx4UUBrlU1Wrx0jvjUN9uXHGFDg5H4L+eE2djfYRCVjx9/y/4x7PiBQxdoVB9gxID0vVQtN6B4nnglj8ewcAB4j/4FAoRQgghJJyZLTLsPZSIlhYJoqPMkLbebNOobVi59BdkpTaIjl943+UeLeldVAoOn7/+A8TqczTp43HHIxdBb/QMsFyh0MLLfxX97J9/TcVb/xqJqhoN9h+Jh+u0OSNVT6EQIf2UxSrF99uyPMKgi6YVY0B6U1A1hV56ZwJ27/ferRFMKGS1yrHyhQtwIt9zNVAooZBOa/UoUg1QKETEhc3asbahEMcx2PpzesA28m4MDhxNDDkMcjGYFNi4PQtGkzOJPXQiHodPJAhfD7RSyDMUsuL3lxRCpXQgPcUQVCj03qdDhfDJZmfRbJRBqXDggdvyKBQihBBCSJ9mtsiwZVcGWsyeW/GjIy145sGdyM0SP9dZuOwKVNQoPUIhngcUCgfWrdoG8VBI7TMUksscuOHqswG7j+3an4bn3pgIh93z2CkUIqQ/c15XucKghDhnwOIqNB2pE29C9Nf1U7Fzf7JXTaGEuBa88defIHZ9ZrfLhJpCbblCocHZ4vVqm5oV2Oxj9w2FQsSfsAmEAHcotHVPKGFQcHQa8TTXYJJj4/Ys5B1K8giDRg2txoJZBQELTTtDoRghDHIJJhQqr3Z2H2vQK9BslME1CSmVdgqFCOlCjc0K1DaohEdNfcdCZEIIIaFpbFZh9ctT0NwazMhlHOQyB5QKB1Yt/zng9rHFKy4TQiGeB+wOADyD7IwmrF+9FWJ33duHQhIJD5Z1t6R/fNlW0c+urtNg864MONp1H8tI1WPe9MJOFZoOtNqAENJ7JBLOq85tekozlt98AIlx3nVk23p63QVeoZDdweBMYTQmja6EeCgk9RkKqVVWPHBHXlAt6SkUIsEKq0AIcIZCZVVdGwYNza3DlfPyA3YfM5jkOHHWvURv1NBqjB5aI9QUChwKJaOqRu31fDChUGlFJO55/CI0NHqOp1CIkK7DOVg42jzatxYmhBDSfSqrdVj98hTYbBLIWy+ynMWZ+aBqCi1ecRlKyjWw2QEIF1k8sjOa8PaaLQgmFOJ4ZxjkwjDABeNrsXLpTtHP9hUKKeR2/P7SMx3uPnbwWAIMIvWYCCG9y1VTqKFJCQCIiTIjPbkZOo0Vdy48FFIoZHc4d8BU1WowOKc+5FBIKnUgJtICucyBO64/gmGDqkU/m0IhEqw+dzWUGGcM6R/w0Nw6TBhVGXRL+rbjRg+tEf4cHWXGFXPPIkIrvkTw9kfmo7DEO9BKTzHg1dUbRcfWN6mwau1UNLTb+qZU2vHgHfswdWyp6HixUCidliUTQgghpJdVVuvwxMuTYTJLwfEMWswS8Dwj1BQKFArd8tACbP8lrfWuu3ulT2qSMahQ6OFnJnjVI2IYYMakypBCIYXcjkmjq6BS2pCZqg85FAqmIy0hpPe5QiGW4T2up7QaW9Ch0I97UvHjHmcY5BJKKFRRrUFMpKW1exkDU4sUC39zKmBNIQqFSDD6VCCUmdqEedOLMGtycP+Ak+INmDCqUvhzKKFQSblOqCkEODuqjR9ZhSU3HOpQKMTzQHamHutWbRYd6ysUYhge8bEteOiufbhgfInoeF+h0KET8SipiBAZRQghhBDSM4pKo/GX56ehpk7lsZ1Co7Zh6Y0HERttEh3/3BtTsHNfMliWEbr4AM5Q6L9v/A+A/663R/OzsGJ1Z0OhNIwbXg2V0l27KJRQaMuuTAqDCOlDLFYpvvghF3UNSo/ngw2Fnn9jCj77djD4djftgw2F1v1zNMqrNAAYNDXLYbZIgy40TaEQCaTPBEKZqU2YMbEMDMsjLbk5qFCoskYjtKR3CTYUctUUMppkUCrsyMloglTKITamJeRQqO1Jx8ABjSGFQgzDQ6e1QcpykEo4PHhHXkihUPsC2YScz46cisefn54tPB59YXpvHxIhhJyXikqjseqlqUJNIQDQG+SQSngsuSFwKPTs61Ox73C8R6DEsoBazeHrt79HoFDojodmdiIU0uHD/w716kYbbChUXqUVfX9CSPjRG5RYv2FMh0OhorJI7NiX6iMUqsFf79+BQN3HHvv7VBw9GQuzxV3gXi5z4PeX5CMuRny+pFCIiOkTgZBM5sCUsRVgWPdv7uBCIWdL+s6FQplIiDVBKnV/Tiih0MmzUV7PhxIKsQwgbfM9hhIKfb05h8IgQgghhPS4gpJIbNqRKTwOnYj3eo2rplCzQQ69QY4Ws3NldoTOgofvCrx97LEXZ7aGQvCoC6SQ83j3+W0Qu8AqKE8QDYWC6T721r9GeoVCaUkG3H7DIY9zt1DERLUgNYm2+RMSjro+FHLg8osKMW5EdVAt6V94e7xHoelmgxxlVRrMnVZMoRDpsD4RCNlsEvy42/sfcM+EQgr84+ORMBhlHs8HGwote2IuTuZHez0fbCj0wLMzYDJ7fnawoZDeoBD9OiHnG6mEQ1SEWXhEaC29fUiEENIvGUxyVNZohYerKGt7ldU6rHxhGiqqXatmeOg0NiTGmYKqKfTYizNRUaXyCHY4DkhOMAWsKSQWCg3MNoQcCjkcLBqaFMhM1ePW6w6HHArFRLVg3vQizJ5CLekJCVddFwpxuPyiQkRonXNUfGwLXv/rTwBsfse2LTTdbJCjoDQCPM9AJnPgt/PPdHj7WHyMCVq1/88l/RvD8+1/Dfo2j73a67nUpGbMuaBY+LPVKsHB4wkoqdDB1CLzer1EwiE3s9HrebvDuXy2xew9pq34GBMumlbs1f6vokqLkgrfnclKK7UwmuQAeEwaU4nB2fUAnI3dY6Nb4OAYbNyehZNtuov5khhnwJ0LD0Gr8fxhqatXYf37o6E3+D7RcVn76BYMyW3wPr4KLW556BLRsWnJTfj7o9ugbrNXneMYnC6Mxt/emoCKDnRli9RZkJvZgP1HE+Fqc0/6vk3cf3r7EMKGrzkrKd6IeTMKATi7w6QlGXCuODKo92syKNDSOq9ZrBIcORmL+ibvroKEkODRnOXma87qT2QyB7LT/Yc7Wo0Vf/i/k0iMM0GpcJ7n2R0Myiu1eOEf41FVK36u88FLXyE+2uoV7pRVanDzgxcB8N/Na0BKNV5/drtHPSLAueX/zDktlq4SP0+bNr4UN11zFPpmORyc+17r2aIovPXRKNi5wPdfXWGQXN7afY1jsO2XdJT6Ob8lvYPmLLf+PmcFEqE1Y8mig4iN9lwcYDDK8NoHo1FVK7419MarDuPay86AYXjwPIT6r6VVWtz+8BwA/q+LpVI7Zk0uRUqic2usTmNFVpoedgeL9z4dhtPnxK9r42JMmNt6TW21SrBxR5bf0J70bcHMWV0aCLls3J7lUUXdRamw4+r/O+Xz/a1WCTbvykRdg8rn1138hUL+/Lgro00be3coxDI8Rg6pBQA4HAw++O9QHDkpvr2qq0Mh14lHUZkOtz08X3Rs21CI4xgUV+jQYpbBZJLhtY9GhRQKReosuHhmIZQKO/ILo7HnQDIoFOof6ETFLVAgFKkzY/KYSq/X+NN2OwMAmC1SvPzuWFTXec91hJDg0Jzl1t8vrnQaK34z/4zoa9RKKy6cWgqF3AEHx8BsloBlneVWH//7VOQXil/krL5vGyaOqm3txOMWXChUhtef3dPhUGjYwBos+t0JjxIDQPCh0IRRlRia63l3n0Kh8ENzllt/n7OC4SsUslolOHwyDl9vyWldlODfI3fvxrRxFV5BdjChEMtymD2lFENy6pCVpgfbWlrFapMEHQrNmFiGrT+nUxjUjwUzZ3Vqy1jbQn6dJZc7MHd6EWKjW0RfV1OvxhYfS92C494+JpG4f/IkEh4LZhUG3D5WVavFax+M7vD2seVPXiRsH3OdcPA8oDdIMXxQrejY0opILFs1C3qDXAiDAECttuHO6w4jOTG4pcVtwyDA2ZJ+6rgKiFW3J6S/4Lpwe7RSYcf4EVVd94aEEHKeM5nl2PZzGkxmqRAGKZV2qJV2rL53DxJjxLdiPPbiLK9C04Cz+9i7z2+GWKHpgvJUv93HBmYb8PCSHaKfffxMPDZ8Ngx2u+epdU5mI2697hBkooWmgbzDiUJLeheW5TFrMm0fIyRctd8+ZrVKkF8cCZmMw8UziqBR+9+yCjhb0v+wI8NrzkpLNOCNZ36E2PYxjmOx9ec0MAyEMAhwroBfcct+TBpTJvrZtfVqfLkxl8Ig0rlAqL5R6VVMrzPksp4LhWztfmFLpVxQNYXEQqE7Fx6CUiG+/3L5kxehqNTdfezo6WgcOpGEcSOqAoZC5dWRuPWh+Sgu89ziEkoopFVbIW+3uopCIXK+aGhSep2sh6q4TIddeSnYlZeCYrprSwghXcrQIsfWPemw2iVQKu1g4Dw7MZhkuH3h4YDdx9yFptuHQqaguo/5CoXAAFPHVmHB7HzRzz6eH+czFBozrAaPB9mSnkIhQvoWVyhUXqVBfnGkcH2q1Vhx8YwiSCXidyNfemciNu0SC4X8h0ocx+KNj0YKhaYZhkd0hAVqlQ13Xn8EY4eLr4TnAizuaL/akvRPndoyBgAJsUYMya2HUu7+JbfvcJLPtFEuc2D2FM9CyCqlHRE6z8KuVpsEm3cG3j4WFWHGyMG1UCntfl9z4FgCauu963xMHlOGCy8oQVzrEr/6RiVKKnTgOAZf/DDQZw2kttpvH+N5oKgsAoUlkdi0MxMWq1R0/KtPboTJLMGhE0mex3s0EcdOx4mO1aqtWLLoIOJjPU+KTCYJ/v3tIBw9lSg63lmMu8QjTQZA28f6AVrK7OZvzoqLMWFYbj0SYg2YMq4i6Pdr0itgMMlhtUnwwRdD0dRMd1QI6Syas9z6+/YLtcqG6RPE71i3FR1pwm/nn4VC7kBNvUpolKFvluEfn4xEeVWE6PjV923HxFE1YBjeowOZ2cLgilsWAPBfA25EbiFeeCwPDOMMo+w2AGDg4Fi89sFIfLc1V/Szh+XWYtHvj0Mq5aDTWKFWOc8Vj5+OxZrXJwe4COMxdVwFcrM8607S9rHwQHOWW3+fs0KlkNsxb0YRoiPdO0b2HUoKWKfWZdlNeZg3rdgjhGFZHjX1Kiy6bx7EtrxKpXYsueEQRg+tEcqqmC1S1NSr8N6nwwNuH/NlxOAaJMS2YOvPaeCCqINGwlO31xDqCizL4cKpJUhJ9FwGHGwo1FHOvdq1SE0yIC7ajPpGJYrLI7BnfwrOFkcF9R6uUEijtqGoLAJNzc6TlYZGZVCh0NCcOkwY7Z3cdiwU4pCaZIRaacea1ydg9/500fEUCvVPdKLiRicqhIQ/mrPcaM7ylp1ej7sWHYL7nIRHpM4Kh4PBU69MRmmFeFOA1fdtw+QxNV51gVrMLK689RIECoWeX5nXutXY/QahhEJLbjwodLNsMUux91ASzhTEYMfeNAqF+iias9xozvLWNhTyDIN4KBUOmC3i14ZtQyGW5YW5q7oucCgkl1ux+t49SE0ywGyRoqlZDoAJuqZQWyMG12Ds8GoAQFmljkKhPqzbawh1BY5j8dOedJRXeVZiD3b7WOcwKKvUorZBCZ5nQgqDAPf2sRP5MUIYBADRUWaMCLD9CwBOnI1F3qEkr+fHjajCXQv3i441mORYv2EMaurUcIVBERorpBIOf751PwYOEG87WFqhw7Zf0oWK9i60fYwQ/4YNrMXMSaXCI9AWU0IIIR13riQGf31lMhr1CrjCIKXCDo3aFmRL+lmoaZB7bQFTKTl8+db3APxvPzuan4Vr77kUeqPC43kJy+HOhUeC2j720ZdD4HCwQhhksUqRkarHjEmlYEW3YtD2MUL6IotVik07MrFzX6pHGDRxVCUWzC4IWFPopXcmYNOudDAMPILshNgWbHhxE8S2j1mtcjz296k4UxAthEGA85p68VXHA7akdxmaWyeEQYCzidTsKaVg2S4sxEnCSq8HQkB4hEIHjiaEFAa5VNVq8e//DYHR5N5iVlqhw6/HxTuWufgKheZOK8CVFxfgH2u+Fx3rCoW0ahsiNM4JwsEzaLFI8cBteRQKEdLF4mNakJnWJDyiIiyBBxFCCOmw+iY1Xt0wGgwgNMQAAI3ahqdW7MKIweLF/RcuuwLVdd6hkFLB4c1ntkGsaGuTXo07HrkIeqPnXXkJy2HpooN4ZZX4edquvDS88dFI/Lw/xWPVOIVChPRfFqsUBSVRrX9yhkFDcuuFmkKBQ6GJ2HUg2aumULCh0F9fnYSiUs/Vk6GEQjX1Kq86vRQK9W9hEQgB4qFQdnpjN386I+xN7wiDSY6N27NgNMlaQxb3srqkeCMUcv81jgDPUGjutAIkxTv3nqYnG4IKhZ56ZQpMZhkcPINmgxwcx0CptFMoRAghhJA+r75JjRfeGo/mNsGMXOZAXEwLnrxvd8BQ6IZ7r0BFjVIIhXgecDiA1EQT1q0KPRRiWR4ymbP7WKBQaM+BNHyzNRuOdoWmKRQipP8bPrAOQ3LrhT9rNVb8dn4+EmL9F7cHnN3Hdu73DoXiYsxYfNUJiF2f2e1SvPbhKKHQtItc5sBNfziKiaPKRT+7tl6NzT6aN1Eo1H+FTSAE+A6F8gujse+w97aqnpQYZwy4NcRgkuP7bQM8wqDUpGZcNK0I86YXBRUKqeVWIQxyCSYUKq2IxPLVs1BSpvMIdigUIoQQQkh/UF4dgadenoxmoxxymQMatQ0MAJmMw6N3/4LcLPFzncUrLhNCIYcDwoVWdkYj3npmC8TuurcNhViWh6T1OsnVkn7l0p2in11Vq8GW3Rk+QqFG3H3j/g53H8tKpW3LhISz/KIoj0ZLaqUdIwfX4M6Fh0IOhTiewdFTsXBwUkwaXYlQQyGW4ZEYZ8JdNxwOqiU9hULnj7AKhADPUCgcChwnxhlx0QXFQdULMbXIPMKg2VOcRZujo8xBhUJvfDwWhSXehQKDCYXKKiPx6AvT0dDoWYSbQiFCus60CWUeNYTGjwq+SxkhhJDOKa+OwNOvTIJUwgvt6O12FnIZhyfv2x1UKLRzb1Kb4qjODmTpKQa8vSa4UIhtd+bMMMCMSZUdCIU4jB9Rgwmjq/BYB1rSF5VGYvf+FNHPJIT0LldNoYYmJdRKO7IzGiGR8NBprSGFQq4w6MipeADA4Jz6kEIhlnFej0olHKRSB2743YmA28coFDp/hF0gBLhDoXAJgyRSDgzLB11ElmWc+0XbdvCKi2nBbdcdRoTWLDISuP2R+T5DobRkA9at2iw6tr5JhVVrp/oIhZz77C8YXyI63l8opFLavbqREXI+UqtsUCrswkOlEDuBJ4QQ0tXKKiPxl+enwWyVwG5nhbvnSoUDT963G9kZ9aLjn3xlOrbvTQHPAyzrLtyammRsDYX8X6A16dVYsXqCVz2i0EMhYPyIGqFGZmaqPqRQqKg0Ejv3pQboVEYICQfOUCgDkToLJBL35BFKKLRq7WQcPuFZnzaUUMjYIoNU4gxwTC0yWCySoGoKUSh0fgjLQAhA690b8Zac3S09uRkSqfsferChEMcz2LwzUyg0LWF5ZGc0IjNVjyU3HAo5FOJb/8/AAY0dCIV4aNV2aNU2PHhHXsihELUaJIQQQkg4OXUuDiuemgVji8zjeYmUxwO35wXsPvbcG1OQdyQB7c8z05KN+Prt7yEWCh3Nz8LSlVM7FQqdOBvr1ZQglFBoB4VBhPQpFqsMr384CnUNSo/ngw2F9h5Mw459qeDb3bQPNhR6ct0klFVqYWqRodkoA8AIhaYHDhAP0SkU6v/65FW+WmXDgtkF3dx9DMg7kohT52I8ngs2FHIVmjZbpMjOaIRa5dwuFhvTElIo5AqDXEILhRTQqu2Qy5wnF1IJF1IoVFwWQWEQIYQQQsJOYWk0Hnl+OkxmZ/cum4OFxSIRWtJnpDSKjl+1dgb2HY4XVhi52jwr5Dy+eusHiG0fO1OcijsemikSCm0T/exfjyXhrY9HwuHwPL/KTNXj0eW7IRW9wGK8Cs16ohXdhIQjvUGJ9RvGdDgUKiqL9BkK3XzNIWx44VsEbEn/4gU4eioWHkE4D0wZW4G4GJPoZ1Mo1L/1uSt9tcqGedOLEBfTgnk90JJ+78GkToVC235J9dqCFUoodPJMtNfzwYZCz742CfZ2JxuhhUIUBhFCCCEkPBWWRuGR56ejsVkBi8V9oRIZYcGzD+4MWFPosRdnYt9hZ00Ops2pmlzBBawpVFCeIBIK1QTVkr59KMTzDCJ1Vtx63eEAoZBvCrkdC2YXUPcxQsJUV4dC0yeUICPFiIS4FvzzhU0Q65hotcnw2oejhULTVqsE+UVRAIC504oRFyP+2WKh0KzJpaAwuu/qU1f7SoUd86YXIULnXGYrkznCPhSqrtXitQ9Gw2D0XNYcbCi0/MmLcDLfdyj0yuqNomPLqyNw75OzYDJ7frZUwuGB2/OQmSZ+oiS2Zc+5D5V+8AkhhBDSewpLo/DwmhlCS3qplINS7oBKaccT9+5BWnKj6PjHXpyJ2ka5EOxwPAC+bU2hjoVCwbSkbxsK8TyDRr0CVpsEOZmNIYdCCrkd82Y4b5hSS3pCwldXhUKuMIhhePBwtqR//emfIBYKuWoKnT4XjfyiKNhai9xr1FbcfePBDtUU4nkGBSWR6M26v6RzGJ5v/2vMt3ns1d19LAGxLIcLp5YgJdHg8bzNJsGmnZmoa1D5GektNbEZ8bHuIKmuQYmSCmdiOnxgLXKzGtuN4JGZqkdinOeSOptdgq+3ZGP/kSTRz0uMM+DOhYeg1Xj+kNbVq7D+/dHQG5R+RjqtfXQLhuQ2eDzHMEBJhRa3PHiJ6Ni05Cb8/dFtUCttrd8Jg+paFUorIvDaR6NQUeVdxFqMTObA3GlFaNQre73wN/G0iftPbx9C2OiOOeupP+9AZps2v1abBC0tUlTWaoTnKqo1ePuTUQCArLQmjB5aI3xt1JAaJCca0KRX4IMvhuLYmfguP0ZC+hKas9zC4TyrL0uKN+CpFTsRG+280cbzQItFCrNFgs07M/Gvr4b5HDcgvRGjhtTiht8egVbj8FgpBADVdUrccO88AAq/nz0gpRqvP7vdayzPA2fOabF0lfh52rQJpfj9gjNeK8rPFkXhrY9GwR5gtbZM5sD8mYWIjnTfZOQ4Btt+SUdpRWjneEQczVluNGd1ToTWjCWLDgpzlktTswJ/f3scDEb/cw4APHL3bkwfXwEwvHPuaL2iL6nQ4Y5HLgQg8zuWZTnMnlKK1KRmyGUO5GQ2Qi7jYLVJ8N6nw3D6XKzoZ8fFmDB3WjGkUg4796WisDQyqO+Z9Lxg5qw+tUKobUv6tjqyUqisSoeDxxOEhysMApwrkSJ0lnYPKxr0CjSbZFAoHMJDq7HimstOYfKYctHPq+rilUKuk470ZAOW3JgnOra0IlJYKeQKg+qbVFCrbbjzusNITgz+LpIrDIqLaaGW9OS8J5c5oNNaERVhER4RWvfdZIXc4TmPRFig01iRltyMuxf/CoC6lBFCSFeorNHiqVemwGSWCmEQzzOIirDiirln/Raalss4ROgs+HLzIJRVqb1W+yTEmvHh2k0ALD7HA86VQv66jwW7Uugf/xoJu93ztDzYlUI2G+t1U5RleVopREgY87VSiOMY1DYoMW96MTRq/6sTAWf3sR15yc5tp23mnvTk5oArhTiOxdaf01BbrxLCIACthaaPYeywKtHPdq0UojCof+hTgRDQtaFQ6BiUVWpR226JH8vy+P2CMz0TCp2N9rgDVVWrhL5ZheGDakXHukKhU2ejUd/kPmkILRTiMWdqMeJi3H/HFAqR84mpRdrhsXKpAxEa9y93jdqGSJ34L3tCCCHBKyyNwl+em46aBhV4noFKaQfL8FDIHVh+06+IjRYvnLr150yfoVBcjBn/ffMbAAaf4wBn9zGxUGjB7HzRzz6eH4cNnw3zGQotu3l/0C3p26JQiJDw1jYU4jgGBaURMBjl0GqsuHhGUcBQ6K+vXIBNOzO8Cs0HGwpt2pmBinbX1HHRLbjnT79i0pgy0c+urVdTGNRP9LlACOi/odDV/3caCrlddPzy1RcJLemrapXYtHMAAGDciKqgQqHH/z4NNXVqj+eDD4UYHDsT57WkmUIhcr74YXuWV6H2YEkkPNQqz1/Mkj45AxNCSPgqKovC4y9OA8cxYBnneYm1td7FkhsOdigUYhhAreLwzTvfoyOhkN0B3LnwSIdCIaXCjjHDqoNuSU+hECF9iysU+vVYAgyttdAAQKuxYki2eEt4AHjpnQnYtMt3KBSoDpqrppCr0HSE1gKV0g6p1IFbrjmGQdni15ZiYqNbqPtYH9Gnagi115U1hdqKijB7bPvwjceFU0swcojnD8rBY/H44L/DA35G+5pC1bVqVNSo0dCowqadmbBYxVci3H7trzBZ5V7PHziaiGOn40THatVWLFl0EPGxnidFGpUV738xFLv3p4uOT0tuxqzJJWBZz386+YXRVFOol9HedrfumrOS4g0YN7wKrMT575/nGdTWu+cag0mGY6edtYF0GqtQ0yE+1ojlNx3weK9lq+Z4rNgj5HxDc5ZbOJ5n9WUpiXo8ce8eSFgOxhaZcF7lcADr/jkWpRXOO9tt5+m2lt+0D8MGNoBtF9xbrMDlNy8AoPEa4zIitxAvPJYHhgFsdgCtF2oOjsVrH4zEd1tzRY99WG4tFv3+OLQaKyJbG6k4HCy+3JiDLzcNBBeg7fzUcRXIzfKsO0k1hboGzVluNGd1LVdheNd8VFASiV15qV5Bjz/LbsrDvGnFYFqDcIblwTJAda0Ki1bMA+B93egildrx8J37MKg1gLLbWdQ3KWGxSoOqKdRecoIBF04tQWWNBlt/pq7VvSmYOatPB0JA94VCweFww+9OCEVjD5+Iw4bPhyHYhVeuUMjUIkNFjRquIKWhURlUKDQ0pw4TRld6Pd+RUCgmqgUJsS1wOBiseX0ChUJ9FJ2ouIXbnJWSoMeah3d4PEeBEDnf0ZzlFm5zVn8QH2vE7dcdRlSEM1RRq2zQaawwmmR46pXJQijkzzvP/w+piWavYtEWK4PLb74EgUKhR5cfgFbteZ4UbCg0emgV7r35ACQSDg4HiwPH4tHQpEJxWQR27E2jUKiX0JzlRnNW13OFQo16hUcYlJGiR12jEkaT/1AHcIdCrIQD22aKCCYUksutWH3vHiTGmVDfpBQ+O9hC0y6uMEgica4OKqvUUSjUi/pdUWlfenf7GIv3Px+KQyfiQw6DAOf2sZffG4v8Is9WfRIJ7xW0+HLibCzyDnl3N1t81SG8+cwPomMNJjnWbxiDmjq1EAYx4CGR8Lj9usMYOEC87WBphQ7bfkmn7WOEEEIICUs1dRqs3zAGjXqFEAYBzhpuK5f+4rfQtMtN91+GBr3UawuYQs7j67e/h1h9jqP5WbjtL5dAb/S8AJOwXFDbxw6dSMRb/xoJq1UihEEAkJGqx4xJpcJ2ON9o+xghfZHFKsUP27M8wqCstCbMnFwaVE2hl96ZgG2/pIJpd2M+Ia4FG17YBLHtY1arHI/9fSoOHk/wWJXkLDR9PGBLegCQSDhMm1AmhEEAkJrUjNlTSmn7WBjr84EQEDgUionq/lAo1DDIpb5RjY3bB8BoctYU0jcrsGlnJlrM/lsFttU+FBo1pBIjBzcgM7UZ/1jznehYZyg0Elq1DQx48GBgMMrAssADt+VRKEQIIYSQPq2hSYXXPxjl9bxOY8WzD+5Ebpb4uc61S3+DmgaZVygkk/JYt2obxEKhJr0adzxykXcoJHFg+U0HA3cf25+GR1+cito6z5VIFAoR0n/ZbBKPMGj6xDIwDB90oenn35yMnfuTvbaaBRsKrX9/tFBTyCXYUMjhYLH153TYWuu2uVAoFN76RSAE+A+FmprlaDaKL6/rPBZif5WB2oUaTHJs3J6FimotNu3MhKnFGQbptBbMuaA4YKFpVyjkCoPcLemNQYRCKtz31CwYW2QwGGWwtRYyVCrtFAoRQgghpM+rbdBg9ctThPNBluGhUtqhUdnw5H27kZnaKDp+4bIrUdMgF0IhjgMcDgbZGU1Yt2orxC6wvEIhhodM6u4+9uLKjaKfXV4Vic27MuBo133MHQp1vNB0coL/AtmEkN7FMDyGD6oTagIBzjq3SxcdREKsUXTs0+su8BkK2TkGk0bXQez6rH2haRe5zI7lfzoQVPexzbsyKBTqQ/pNIAR4h0K19Sps3pXp9Q+yJ8XFmPDQkl8Cdh8zmOTY3C4Mmj+jCKlJzZg3vSioUEijcnjtcw8mFCqtiMQdf7kI1bWed6AoFCKEEEJIf1BZrcPql6fAaJJBpbQL50sMCzx8196A28cWLrsCNQ1yOBzOMMiJR05mU8BOPq5QyGgCZG3KQzIMMHyQHiuX7hT97Oo6jc9QaM60Iqxe0bHuY80GORqalH7GEEJ6G88z2LwzQ/g5lUo45GQ2Ij7WhDsXHgo5FCqvVuOnPZkYnFOPSaMrEVooxCNSZ4VOa8Wd1x/BhFHi17UUCvUt/SoQAtyh0PHTsWERBi254SCiIixBtaR3cYVBqtYW1dFRZsybXgStxiI67q5HLxZa0reVnmzEm8+IL0uub9Jg1dqpaGj0LHDrCoWGD6oSHS8WCo0ZViM6lhBCCCGku1VW6/DMq5PQYnGmMhabBDYbG3RNoYXLrsBPe9JaL7B4MAzAskBqkjGoUGj12vFeW88YBpgxqTLkUCg3qwHZ6U3ITNWH3JK+Sa/Axh1ZMFvEm5cQQnqXxSrFph2ZMBjlyMlshFLh/DnXaa0hhUJlVc4wyCWkUKgsApE6K5QK5+IEjgd+vyA/4PYxCoX6jn4XCAHOUGj/0aReDYMitGYsueEgdK3t61mWDzoU4jkGXLufz1FDa3D3ooOI0Hq3Rm3r9kfm+wyFMlIMWPfEJtGx9U0qn6FQVKQZf71/Ny4YXyI63lco1GyQ43RBtMgoQgghhJCeUVQWhb88Nx31TUrYbO7TYI3ahgduz0NstEl0/HNvTMH2vclgGMajJX1qkhEfv/wdAP/bsI7mZ2HF6gmdDoUGpDUiO90dXoUSCh06EU9hECF9iMUqxZZd6UK9WZdQQqHVL00D3+6mfbCh0BsfjUBdg3OVktUmQWOTAjIpF1RNIQqF+oZ+GQgFwrIcInXiq206S2+Q41yJZzvTYEMhV00h1w9+enIzYqLMiI1pwZIbDoUcCrlOPAZmNYUcCikVdqiVdkglHB68Iy+kUKjZIMfGHVnCNjhCzmcWmwQNTUqPh91+Xk7BhBDSq4rKovDI89M9akza7CxsdhZLbjgYRCg0FXlH4j3qczAMEBNtwzfvfI9AodAdD83sVCi0ZVcmHA7P3x/BhkKHTyRQGERIH6M3KLF+wxghmHEJNhQqKovEjn2pPkOh6648hmC6j50rikJjkwJ8awczucyBRb87jsQ48VpkFAqFv/PuaoRlOcyaXIpLZhf0WEt6z88PLRSKjrAgJsodAIUSCp0tjPA64QglFLLaJFAr3bWLQgmFftqTQWEQIW3wHAOrTeLx4NoV+yOEENIzKmu0WP3SVDQb5bDZWTQ0KcHzDCJ0Viy/aX/A7WOPvTgT+w47QyGGgVCTSCYD/vPqFgD+bzwWlCeIhkIvrRIvNL1rfxre+tdIn6HQ8lv3B2xm4g/D8N18bkwI6ajuCIUGD6jDwt+eCqr72JOvTEZhqXuxA8cxKKvU4cKppYiLEQ/RKRQKb+dVIOQKg9KSmyGXOTB3elHYh0Kf/G8QDEbPUCXYUOiuxy7GyXzv7VrBhkKP/30qTGbPzw42FCqv0lIYRAghhJCw5QqFCksihdU+UqkDGanNQdUUeuzFmTiRH+n1fITWhg/XbkRHQ6Eh2fqgWtK3D4UMRjkSYk249brDIYdCDMNj2oQyXDKrgFrSExKmujIUGjygDuNG1oBleMTHteCtZ38EYPM7tm2haY5jUFASCYNJBpnMgYtnFCIns0H0s8VCoZwM8bmWdK/zKhAaPrDO45dcXwiFqmq1eO2D0R0OhZY/eZHfUOjNZ8VPNkorInHvk7N8hkK3/fEIkhM7esLAIzujEdR9jJzPZFIHEuOMSIo3IDVRj1lTioJ6TBtfCpXK/10cQgghwaus0eLl98ahUa+AVOpAdKQFLMNDo7Zj6aLA28fue2ouGvRSIdhx/f+4GEunQqGB2YaQQiGDUQ5j6424nMzGkEIhVxg0IL1JaElPoRAh4akrQqGjZ6IwboQzDOLhXMWekmDE60//hGBCoZ37UmFoLW3CMjwGDmjAzdcc7VBNoZP5MThTGCU6jnQvhufb/xrybR57dXcfS7djWQ4XTi1BSqLnXkerTYLNOzNR16DyM7IrcLjhdycweqhnxy2OY/DZdwPxy8EU0dGJcQbcufAQtBrPH9K6ehXWvz8aeoN469C1j27BkFx3cuta2lxSocUtD14iOjYtuQl/f3Qb1ErnZ+sNcpRVaWAyKfDaR6NQUeVdxNo/HlPHVSA3qwH5hdHYcyAZAG2b6SqbuP/09iGEjXCbs1iWQ4TWHeRcPje/9b8YKOR2zJpcGvR7WaxSPP/GeJw6F9fFR0lIz6I5yy3c5qzzTVREC55asQuRERYADJqa5TBbJJCwPF74x3iUVnivBGpr/RM/ICerWTi/cqmtV+D65RcDUPgdOyClGq8/u91rLM8DZ85psXSV+Hna2OGVuOay05BKPQOgs0VReOujUbBz4vd/c7MaMHWc5w1KjmOw7Zd0lFaEco7X/9Gc5UZzVu+K0JqxZNFBxEZ7Lg44UxCND/47FEaT3M9Ip0fu3o3p4yvA8/AIpUsqdLjjkQsB+N/pwbIcZk8pRXqyHlnpTdC1Xp9abRK8+dFIFJZGiX52XIwJc6cV42xRJPYdTgJdC3afYOas82qFkKslfXmV1uP5822lUNsTjriYFgwfJP7ZbVcKucIggIVabcOd1x0OYaWQOwwCXCcgFaCVQuR8wHEsGvVK4WG2yNDRX4AKuR1XzD3XtQdICCHnsUa9Ck+9MgXNBrkQBkXprIiLacHKpb8gNUl8S8OSx+fj6Olor9U+wa4U8td9bGC2AS899oPoZ/96LAkbPhvm1agg2JVC+YVRQkt6F1opREh487VSqKJaA5NZiotnFEGjFl9N/vS6C7BpV5pHd2jA2cwo0EohjmOx9ec0MAyEMAhwXlMvvupYUCuF/rclm8KgMHFeBUJA/w6FdBrxzmnLn7wI54ojhD+3WCT47LssjBvRgOGDakXHllZE4q6Vc3DweDza/rMJJRSKiTK3bhVzo1CIkNDYbBLYbBLIZGKdZAghhISqskaLlX+bjqoaDaJ0VigUzsYaMhmHW645FnD72J+fvshnKBQfa8E373yNjrakz8lqxoLZ+b4HtjqeH+czFBqcXY/Hlu0JqiU9hUKE9C1tQ6GKag2q69QAAK3GGlQo9OJbk7FpV4ZHx0Qg+FDog/8OQUmbVYQqhR3JCYagWtIbTHJQGBQezrtACAjvUGj00GrR0f5CIbnCjgunlEAht/sZ6XTXoxejsEQnhEGAcznhuBFVAUOhmnot1m8Yh5rWycbFHQo1io6vb1QJLenbolCInI8sFglazFLhYbaIP+x2Fg4HiyaDHPVNStTUqwN/CCGEkJDUN6nw5r9GwtoarFhtEjQ2KaDTWltb0ovX52gfCrXtPuZsSe9/vK9QyO4AGDC4c+GRkEMhqYRDTJQZAzIa8ejy3WAZCoUI6W/0BiXWvjMOp87FeDxvs7FeAbEvL70zwXcolNKMf76wEWLdx+x2KXblpUBvkEOlsCNCZwHDOLeUTRtfHrD7GAkP51UNofbCraZQZY0G6zeMRotZfM8n4FlTqNkoQ0Frh4yGRiU27cyExSoVHT80pwITRtd7PX/gaCKOnRavS6JVW7Fk0UHEx7p/yNVKK5ISTPjbm+Oxe3+66Pi05GbMmlwClvX8p0c1hTqP9ra79bc56+pLT2Ly2Erhz6fOReOtf43uxSMipPNoznLrb3NWX5ec0IwHbs8DxwF863mJXOaATMrh6fWTAtYU+tsjWzBycINXXSCLlcHlN18CQON37IjcQrzwWB4cHDxaRDs4Fq99MBLfbc0V/exhubW46ZqjSIg1gWF48DyDMwVR2L43HTv2poHjxc6zPLf3u1BNISeas9xozgovCrkd82YUITrSHPT1YFvLbsrDvGnFYBgeYJxhMAOgulaFRSvmwbWIoL3xIyoxfHAtJo6qRFSEBQaTDL8eS0CLWQabTYLNuzJQSzcxew3VEAognFYKhRIGAe6VQuVVGiEMAoDoKDNmTylFoNU2J84mI+9Qktfz40ZUYca4QtGxBpMc6zeMEVYKqZVWpKcYoJA58OAdeRg5uFJ0fGmFjlYKEUIIISRsVVTrsPrlKWjQO+tzyGUOREVYoNVYg2pJ/+enL/LoPuaikPP4+u3AK4X+sPRSNDV7FqKWsFzQK4W++D4XHMcIYVBhWSQyUvWYMakULCN2nkUrhQjpiyxWKTbtyERBcVTIYRDQZqUQGCEMAoCEuBZseGETxFYK8TyDvCOJqG9SoqpGjZbWDtUymQNzpxWLrhRKiDUiMc79kEmpJEJPO68DISA8QqEtuzJCCoNcqmq1ePOj0TAY3ePsdhYHjiUgmFU2J87GeoVCCbHNePie/fjHmu9Ex7pCIbOZRXqKQTi5sNlY3LP4EAYOEN83SqEQIaEpLI3E4RNxwiOfWnQSQki3amhSYf2GMWgxSxAVYXHeOQegUduwcukvyMkUP9e5dulv/IZC/16/GWL1OZr0atzxyEXQGz3PDZ2h0EGsvHu76Gfv2p+Gtz4eiZNno1FY5l7NRKEQIf2XxSrFzrzUkMMgl5femYA9vyYB7VYRBhMKcRyL/UcSUVHtuYowUCg0d3oxLp5ZKDzaduQlPeO8D4QA8VBo+oQy4QSge7D4bmt2yGGQi8Ekx8btWTCaZLDbWWzelSms3JFJHQFrCrUNhRJim3HRtDJIWB7pycagQqHXPxoNs8U56bSYpWixSKFU2vHAbXkUChHShfYdTsaGz0cIj5/2ZPb2IRFCSL/X0KTC+vfHwGBy125k4OzS+tSK3cjNChwK1TTIPUIhngc0KhvWrdqG0EMhHgoFMGNiNV5Z9b3oZ+/KS8Pbn4yCo10dEQqFCDk/sQwPldL/nAM4u4/t3J/sVVMoIa4Fzz+8G2LXZzzP4OjpWJRV+g6F0pL1HT520n0oEGrlKxQyW6TY9kua1w9ET5JK7Rg+qEb0Na5QaPNOzzBozgXFmDe9KKhQ6ORZrRAGuQQTCpVWRGL56lmoqlWjxeJOoykUIoQQQkh/UNm6fazZKAcD5zmOhOWhVDjw6N2Bt48tXHaFEArxPGC3AwCD7IwmvPbUTxC76+4ZCvGQypyBlKsl/cql20Q/u6pWgy27M3yGQr9bcKrD3cemjiuHVCLezp4Q0jNGDq7BrMklwiMjxTt4YRke0yeV4pJZhUG1pG8fChlMUhw9HYNJoyshdn3maknfPhRKSWzGXTccCth9jPQ8CoTaaBsKmS3OfZiNrXvHe4NUasddCw/hxt8fD9iS3mCSC12HXGFQQpwJ0VHmoEKhfYcyUVKm9Xo+mFCorDISf356NhoaPYtwUyhESNdJTWrGxFEVwiMno7G3D4kQQs4brlDIwTHCzTO7gwXL8kHVFFq47ArkF+lgswGubf0Mw2NAuh5vr9mCYEIhlvUsCMAwwIxJNVi5dKfoZ/sKheJjjbj8onN47N7dIYdCVpsEP+7OgN1BlxGEhIO4mBZkpOqFh07jOZ+4wqDMVH3QLenbhkIGkxRfb84Gx0swOKc+5FAoPsaElEQj5DJHUC3pSc+imbwdVyj0/bassAiDMlKbhZb0gUIhlyljK5AQ596nGR1lxjWXnUSE1iw67vZH5qOwxLt7RHqyEeuf3Cg6tr5JhVVrp/oMhVYu/RkXjC8RHe8vFMpKa0KkjvaSEpIQa8KQ3HrhkdyuOyIhhJDuVVmtw2MvXgCTWQq7g4XZIgHgrikUKBRa8uh8bN/rXHnOMDzY1rPw1CRjUKHQ/U9N8KpH5AyFKkMKheJjjRg9pBYsyyMzVR9SKNQznXgJIV1p9LBqZKa6Vw2FEgp99l0OvtyUA46XCM+HEgqZLVKkJLqL6FMoFH4oEPKB41g0GxSBX9iNZk8pRUaqe392KKHQr8cSYGyz1z02yoxRQ2ux5IZDHQqFeB7IydBj3RObRMf6CoVkUg6x0RY8eEdeyKGQ3c5iy64Mry4bhBBCCCG9oagsCg+vmY6aes9ARKW04/brDiM22n83HQB47o0p2HMgEUy7fvSpSUZ8/c7XAPyH/Ufzs7BidedCoR15KRgxsB5smxIBoYRC3/6YTWEQIX3M8TOxaGjyXOgQbCj0j0/GYPsvGeDb3bR3h0L+cRyLL37IQVFphMfzFAqFFwqEOmD4oNpu7j4GbN6ZIbSkdwk2FGpbaDo2yiwU/ouNaQk5FGp70jEwqymkUEgm5aDV2MCAh1TChRQKWa0SbNmVgeo6jejrCSGEEEJ6UnF5FFa/NBXNrcWeOY5BQ5MSKqUDS244GDAUenr9NOw7HO9Rn4NlAYWMxzfvfA/A4nfs0fws3PHQzA6HQiXlkXj73yPgaLfdK9hQqNnYsSYohJDe42pJ39FQqKgsEjv2pXqFQlPGleKexfsB+J837HYpXvtwlM9QaP6MIqhV4kWuSfejQChEo4ZWY9yIqh5rSd+ZUOjHXRmIjPA8qQglFDqRH+31fPCh0GQwLA+mzVLCUEKhz38YSGEQIW2MHlaNKWPLhcekURW9fUiEEHLeqqzRYvVLU9GkV6ChSSnU04mMsODxZXsCbh977MWZraEQhK1jACCTAR+u3QSxUKigPEE0FAqm+9hbH4/0CoWS4ky45Y+HIWU7Vix6SE4ddR8jJEx1dSgUHWnCvBklSIxvwW8vPodQQ6HyKi0amxXIyWykUKiXUSAUglFDqzF6qLPjl1zmCPtQqLFZidc/GAWDUebxfLCh0PLVF+Fkh0MhDVY8NQsms+dnu0KhCaPKRMfbbBLRrxNyvonUWhChtbofEf4vFgghhHS/yhotVr4wDbWtW6gYhkdMpBnRkWasXPoLkhPEw5HHXpyJhibvlvRxMeZOhUIDsw0hh0IWixSNzQpkZzbh1utCD4WG5tRh4uhKaklPSBjrqlAoKqIF82aUQNbaaVClsuPiGcUoKtWgrtF3Dd62oVB5lVbYditheWSnN1Eo1IsYnm//q8S3eezV3X0sYY1heMy5oBgp7Qq59kxxPQ43/O6EEEYJz3IMPvtuIH45mCI6OjHOgDsXHoJW4/mDVlevwvr3R0NvEC+evfbRLRiS2+D5JAOUVmhwy4MLRMemJTfh749ug1rp/myLVYLjZ2Kx/oMxqKjyLmIdSG5WA+JjWrDnQDI8+22QTdx/evsQwkZ/m7OW/SkPE0ZVCX9uMUtRXaf2el1ZpRaun4tmgwwf/Hc4AGeHh2ED69BikeLU2RgMG1iLMcNqvMYHw2pj8fYno3x+bcywqtbugN4cDgZVtWrRgv3bfkmDr5/r+BgT0lOacfRUHKwUGPcbNGe59bc563wSFWHGPYsPYEB6E6RS5wWSySxDWYUGb3w0GlW13l1c2/r4lf8iOsK7G2xtvRLXL58HwH8txQEp1Xj92e1oV5IIPA+cOafF0lWXiH72tAmluOG3J2Awed7AO1sUhbc+GgU7F/je8dCcOkxoU0uE4xhs+yUdpRWhn+OFO5qz3GjOCh8XTi32CGIPHEnEsTNxfl+vkNsxb0YRoiM9FwcYjHJs3JEJo0l8a+h9N/+CeTNKwTA8OB7CqqGSCh3ueORCADK/Y1nWgdlTypCa5DzekYOdBe4dDgbnSiLx6TeDUddIdcq6SjBzFq0QChLPM0JL+rb6wkqhqlotXvtgdMdXCj3ZbqUQ47xcS082Yu2jW0THllZE4t4n3SuFLFYJCkojoFQ6cOd1h5GcGNpdJGcr+nJqSU/OeyqlHZmpeq9HTmaj8MhK13u8PiNVj8HZ9bh4ZiGS440erw3lMaDN+7YXF9Pid9yg7AZMn1iGUUOrPdqjtn2Ifb/DB9XiklkFUCq8L5wIIaS3NOqVePNfo9BikQJwhkHNBhmSE0x44t7dAbePXbv0NzhyKtprtU+wK4X8FZoOdqXQy++Ohd3ueUmQk9mIa688AZYJdJ7FIyrS8/hYlqeVQoSEsc6uFHrx7cnYuT8ZDo7xqCuUntyM15/+CYD/1T4cJ/FoSe8ikfDIStNDKlrHjHQHCoRC4GpJf16HQoz73r3DwSC/SIvhg2pFx7pCoep6FQpKI8Dzzn92arUtpFDIFQZ5/plCIXJ+sFg6tyqm7V0gpcIOlap3QhWGATJSmhEVIT7n+BMZYcHFMwopFCKEhBVXTaHKGg2aDTJoVHZoNVZo1DY8dEdewELTf376Ihw97TsU+mT99+ho97GB2QYsvPxX0c8+nh+HDZ8N8wqFsjOacOEFxQG2j7lb0rdFoRAh4a2zodDT6y7Axh2ZHsXxgWBDIdZnKKRW2nH53HOIixGfL0nXokAoRP01FLrlmqNQyMUvsJY/eRGKWruPORwMvv0pDU0GLcaNqAoqFLr7sbmobrdsOpRQyGyRCi3pXSgUIueL7XvThaKlHTGq3ZZTJuBd3+4TaijU/lgpFCKEhKPKGi2efmUK7HYWWo3zYsrBMbDZmaC6j/kMhRggOsLW2n0s9FCI54E/XFmIBbPzRT/7eH4c/vfjAI/zLKmEw+wpJUHUFKJQiJC+SCwUmj2lFIGur156ZwI27croVCjkmrNkUg7RkWao1VbMnVZMoVAPohpCHcSyHC6cWhJWNYUMRhn++upkWK1S0dHtawpZrRLkF0eiukaDTTszYQkw/oVHfkRBiQZNBs9w58DRRBw77X+/KgBo1VYsWXQQ8bGeP+Q2K4Mvt2Tj5wPpouPTkpsxa3IJWNbzn21+YTTVFALtbW+rP85Zg7NrMW1CORRy/8tpy6s0cP0cGFtk2LwzCwBww++OebwuvzASCbEdC7Btdhbf/pTj82u5mQ0+A2Kt2obkBKPHczyAIyfjUFHtnkuOnIpD+59jldKGKWMrvC4qmvQKbNyRBbNFfM4i4YvmLLf+OGedr5LiDXhs2R6oVTY0NCrhaK3DYzRJ8dbHI1FaESk6/m+PbMGIQQ1gWM/Z0GIFLr95AQD/XVhH5BbihcfywDAAxzlv4AGAg2Px2gcj8d3WXL9jh+TUYfaUEmRnNEEq4aBS2WFsrS2071AS/vPNYHC82HkWj6njKpCb5Vl3sj/VFKI5y43mrPARag2h9trXFLJaJdi0MxP1QdbyWXZTHuZNK/a6gRdMTaE1D22HQm5HTJQZDMNj3+FENDSpYLNJsHlXBmrrvetlkuAFM2dRINQJ4RQKmVqkeOPDUSiriggwzskVCsllHPKLI4WuXg2NyqBCofYFBF06EgpJJA4MSNODYYA1r0/A7v0UCnUUnai40Zzl6drLT0ImcwdJ328dgJoe/SXLY/yIKgwbVOf5LM9gV14KCkqiREerVTbMn1ko3HV3oVCob6M5y43mrP4lKd6AO65333xjWQ4xkRaYLRI89crkgKHQS49vxJAcvVexaIuVweU3X4JAodAzD+eBbTc4UCg0pLVTmEZlxYRRVWAYoKFJidoGJcoqtSgui8SOvWnndShEc5YbzVnho7OBEOAOhTQqW0hhkEtHQ6E1D22HROJAVIQFCrlDCIQAUCjUBaiodDcLl+1joYZBgHv72OGTcR4t3qOjzF538X05cTYWeYeSvJ6fMqIEf31wq+hYg0mO9RvGoKZOLYRBMikHqYTDsj/9ioED6kTHl1bosO2XdNo+RkifwmD/0UQcPx3r+SzDY9qEcgxIbxQdbWqR4YftWTAYPTtf0PYxQkg4qqzRYu0749GoVwhhkETCQaO2YeXSXwIWml72xMVo0Eu9toAp5Dy+fvt7AP7P1Y7mZ2HhvZdC326+lLAc7lx4JOD2MWOLHMfPxMLhYIQwCGCQkarHjEmlAQpN0/YxQvoi1/axH7ZnhRQGzZxUgjuuPwiLRYqyKo1XIBRo+9j6DaPx8rvj8OTLk/HV5hw0Nbu7KspkDto+1gMoEOqkcAiF1r49LqQwyKWqVov/bckRlgMDwN6DySgsFb9r5dI+FJLDit9cWoDxw2vxjzXfiY51hUKxUWbIWlu02uwSWG0sHrgtj0IhQvol/6FQpE68eCFAoRAhpG9p1Cvxyj/HQirhIZG4a/Bo1DY8tWIXcrPEz3WuXfob1DbKfIZC61fvgFh9jia9Gnc8cpHPUGjZnw767D5WWaPB7v0p2L0/BV9uysXbn4xAcWkE2q68plCIkP7LYpWiUa8M/MI2UhIMyM1qRG5WI5qNChSURYRUU6i4PBLF5ZEoKovGZ98NQkm553UohULdjwKhLuAvFJJJOGhU/n9Zdw0W9U0dX0ZnMMmxcXsWjCYZ9h5MxqlzMa1f4TF8YG3AQtOuUMgVBsnlzhOe9GRjUKHQX56fDpNZBptdgmajFAADpdJOoRAh/ZZ3KHTkZDwOHo8XGeNGoRAhpC9p1Cvx1/WT0dxmzlLIHYjUWfHkfbsDhkLX33MlahrkHqGQzQ5kpRmxbtU2hBoKSaQ8WNZ3S/pGvRJni6KFxy8HU7F5VyYc7bqPUShESHhp1CtQWaMRHsYW/zV7OmNQdj20AbqP5R1K8VloOj6mBfFx4gsl/HUfo1Coe1Eg1EXah0I8x2D73jQUl4e+cqcLjwq/u+R0wO5jBpMcX23K9QiDJo2uxLiRVZg3vSioUCgrq1kIg1yCCYVKKyKxbNVsFJc7lyO7UChESH/mDoXcYVDwtb8oFCKE9CWulvTNRjkUcoewMlou53D/bXkBt48tXHaFEArZ7ABaL7SyMxrx9prNAPxfoLUNhSRSHmzrVOtqSb9y6U7Rz66u02DzrgyvUCgnswGLrz7aoe5jDIOA55aEkOD9eiwRm3ZkCY9gd3uEYvigWkweU+GsMxQgFGrffcxskWLFUzNRUxv4uphCoZ5HgVAXcoVCpRW6sAiDfr/gDC4YXx5US3p3O2tnGDQ4px6As6aQMxQSX+n06IszUVjiXSjQGQp5L0tuq7w6Aqv+Pg0N7farUihESH/mDIVCDYNcKBQihPQllTVa/HX9JNhagxWOZ9BilkKtsgdVU2jhsiuwZVcyeM59vsayQGqSEW+v2YLAodAUr5mWYYAZkypDDoVkUgdyMpswbGBdyC3ped7557NF0SJjCCHhZPigWowbUQXA2ZL+4hBCIZNZhhVPzURhWfA/8xQK9SwKhLqYKxQKhzDIGYY4l+cGEwoBgFLh8FrGm5rcjGV/+hURWrPo2Nsfme8zFEpLMmDdE5tEx9Y3qbBq7VSvUEitsuHZB3figvElouP9hUINTQqcz13HCAlvDMR+PqUSsYsM8VBo7rQir8KGhBDSm0orIvGX56aj2ShDi9ldMFqjtuGRJXsRHyPe1OO5N6Zh+94U8DzAshA6kKUmGfHu8xsBGPyObdLHY8XqCV71iEINhViGR05mExRyZ9fKnMzGkEIhCoMI6VtYlsOAdM/AOpRQ6LplC0IKg1woFOo5FAh1C/EAItBFTldQqzzvjgcbCpktUqGmkPN9bMhOb0JCnAlLbjgUcijkOvEYmNUUcijEMjx0OiuUcjsevCMv5FBo36EknDwbKzqGEBKeIrQWXHlxfoe6j/Ecg8Mn4732rxNCSG8rKovCA8/Mgt7gGWQ7OAZ3LjyE2Gjxi5zn3piCA0e9V1amJpnxzTvfQywUOpqfhTsemtmpUGjvoSRIWM83CD4USqEwiJA+huNYbNqRiYYmz2LTrlBI3hoO+2Oz+a9nJJPZkJ5ch/RkvfCQt9lOGigUitRZOvAdkfYoEOphqUnN+O0lZ3qsJb3Hs0GGQq5C0wCQnd4EicT5iz82piXoUOhcsc7rhCOUUKipWQ6dzgpJ6x1+qYQLKRTaezCZwiBC+qgIrQUXzyyEWmULuSV9eNRvI4QQ/9rWFAKApmYFzBYpInRWLLnhIFIS9aLjH/v7TOw77A692dazeZkM+OqtjQD8XyQVlCeIhkJP3/+j6GefyI/Dhs+Gwe5VU6gRN/zuWIBC0+JkMvELS0JI73C1pPcVCg3MaoRENAz2TS2z4a1nN+GV1duw7KZ9WHbTASy76QAy2u1U8RcKlVVqvYJ10jEUCPWg1KRmzJ5SAqXC3mMt6TsXCmWixSz1eD7YUOjOlfNxMt/7LlCwodCzr02CxeL52aGEQu4C2YSQvkSpsOPimYVQKZ13iBiGDykU6v0tu4QQEpgrFCouj4BZON/hkZ7SjMfu+TlgTaHHXpyJfYdjhW1jLgoFhw/XbkJHQ6EJI+vx0Utf4Y9XnMCFU4t9jj/uIxQyWyQAgyC6j/mWEGvE7+afoe5jhIQpf6GQTO5AdKQlpFBILbPh1Wc3IT66BUoFh4EDmgD4D4Tbh0KFJZHYmZdKK8G7CAVCPSQ+xoTZU0rAti6zlcscYR8KVdVq8doHo2Ewei71CzYUWv7kRX5Dodee2ig6trQiEvc+OQsms+dnSyUcVtxyAMmJjaLjxeg0VlChaULCk9kiQUGxZ3eMUEKhsirvOmaEEBKOKmu0eP6NiWjUKwDwiNRZoVTYoVHbcP9teQG3jz324mw06N21iFz/Py7GjA/XboRKaYJKaRMebc99xEKhuBgrrrzoFFRKu8f4to+C0kh88vUgcBxgtrA4WxQFu4MNsiW9p4RYI+ZOK4Zc7qCW9IR0wODsekweUy48UhL9bx3tDH+hkETChRQKvfqMMwxyUcqDD4X2H0mkMKiLUSDUQ+oalais0Xg81x9CIbVKvJiYv1AoO0MfsPuYr1DIwbEor1bjzuuOITkx9BOG2OgW/N+cc9R9jJx39hxIxo69acKj2Riuy2zdLek9ng0yFBKTnGCg7mOEkLDSqFfilX+OBcAI85PNJoHdweK+WwK3pL926W9QVaME1+46LC7Ggvdf3ISrLj2Bqy49jasuPS20u3fxFwoBQEyMHbdcc0gY6+sxYkgdKqu1KCyJatOtFiGFQpE6C+ZOK4ak9dhYlqdQiJAQpSQaMCi7QXhER4jftO+MQKGQVBJ46+evxxO8Ah2lnENupvh2WY5jcfxMHIVBXYwCoR7i6j5WXqX1eL6vh0LXXnYKCrn4BVb7UMi1vDktyYD5M8+Ijm0bCjk4FkVlWlisMqjVNtx53eGQQqHY6BbMm14EmcxBLenJeaeoLBKFpe6Hud2WzPDS9aFQerIecy4oppb0hJCw06hX4m9vTkCzUQ6bTYIGvQIyKYf0ZENQLekXrbgMR09HewU7Oq0NV84tgNhd94LyBDzzygifX9NqHLh0dr7oZ9c0qLBld7rQkt4l2FCoqVmOglLPVaEUChES3sRCodjowGGUqyV9+2BHpXQgK62+S4+VBEaBUA/qD6GQq/uYS0xryBJMKHSmIEoIg3ge2Hc4HglxVgwfVCs6trQiEstWzcKBo/GwWN2fH0ooJJVwmHNBsUfBQgqFCAlnXRcKpSfrMXNyKViWR2SEhUIhQkjYcdUUKiiNgEzKISrCAobhoVbZcdfCwwG3j/356Yv8hkLXXn4agM3v2NNFafhhW7LPr8VE2TAwS/wCrbbe2ZK+fSiUmdqEJTcegFx0xYC7JX1bFAoREt5coVD7G4xSaXDbxlyhUHvpyd2z3Y34R4FQD+vrodCuvBRYbZ7/bKKjzEGFQnevmovCEp0QBp0uiAMAjBtRFTAUKq+OxN/enISaOrXH88GGQnYHiz0HUoSW9C4UChESzjofCrEMj3EjqoX6bQAoFCKEhKXKGi3WvTcWEgkPhuHB8wwa9QrI5Q4sueFgUKHQkVMxHqEQwwAyKXDdFfkAjH7HVtdH4ZcDcV7P8zwwYVR1wFCous4zFGLAY+zwGkwaXYnH7t1NoRAh/ZDFKkVzc8dLELz0zgSfW1aDlRRvxIyJpcJjzLDqjr/ZeYwCoV4QjqGQ87gC78c0W6U4WxTV4VDo9kfm44W3xghhkEswoZDBJMf6DWN8hEIWPPfQ9qBb0lMoREhf4gyFTpzpWCjE8Qw27cyEoV3NJAqFCCHhqFGvwlPrJkNvUKBRr4DVJgEAROgsePTuwN3H7v/rHOw9FA+Og0cHMokE+PyNjfAVClVWa/Dx10PwybfDsGlHkvC8w+F88ByPMcNq0NAkw8dfD/F6GFpXjwuhkIPB2OE1iItxBlgpiQbcet0hSEULzlIoRAgJjVZjRVZ6k/BITvAfehP/KBDqJeEUCnEcg/98Mwj7DvteLtxWk16BkvII7NmfgroGpXCiArhDobbbsnzZtDMXeYeSvJ7vWCjEISPFgJhIMx68Iw9Tx5aKjqdQiJC+iEHekY6HQq6W9BQKEUL6gopqHVb+7QJUC+c6PKIiLIiNbgmqptBjL85CVZ3S6867Qg58/fb3aB8KcTzjLGRtl6CyNhpfbMxAi9l1fscAYCBhedz2x2OYO60ANpvE49G2Dkh1nQYn8mMQHemsI2Kzs2hoUmJAhh63XneYQiFC+pmqOjWqat2P6lpVbx8SCREFQr0oHEKhX48mBB0GAcChEwnYuCMLX2/Jxbr3xqG0wrPFc6NeCbs98D+rE2djfYZCj969G/9Y853oWHcopERGigEalXNfPMPwuOXaoxg4oE50PIVChPRF4qFQUrz4nnMKhQghfUlDkxrrN4xBo16OqAgLFHLnzTaN2oaVS39BRnKj6PjFKy5DTYPcRyjE48t//ACxmkIGowb/+3EAWtrVBpGwHO5ceARXzDks+tm/HkvCPz4egRazDA1NSiEwyslspFCIkH7mgy+G489PXyg83vzXmN4+JBIiCoR6WaBQSKMWb+veOf/P3n2Hx1GdawB/Z/tKWvVqyZJsyV3uxr2DbToEcCAhEAIhBUhCCCRwaQZCQkIgJJSEQIA4IXRTYjA2uOBuYxt3gyzJKlbvdfvO/WO9I622r8ruSu/veeZe7+yemSNijWffOed8Mrz+4US/w6DeOrpU2LQ9V1po+kx5PHYdHOF3KcDeodAly4qREGfCyIxOv0Kh194pkIZDW20C2jpUUKms+PWPDjAUIurl2ku/xveuPCltKYne16IIT+5Doeq66B5P0j1jKEREkaS5VYuX35zsNBobsF+znrh3J/Jzvd/rfO8Xl7sNhZRyG55d8wW8hUIGoxKvvTsRbb2ul0qFFbffVIjn1nzq9dw7D4zEX16dBnOvvjMUIiIKLwyEwoCnUKjoTLxLVa/BFqfzXjrQEQqdLEwKKAxycIRCFy+1h0EO/oRCtY0xuPPRJWjtUKOtQyWdW6OxMBQi6kUQAEEmSlvkcg6FqmpjsHXPSNhs/v1zxlCIiCJJTb0Oj/51LtrPXbMUChs0Kiu0Ggse+eUeZPkYKdQ7FLJYAFEUMDq71Wco1KVX4yf3ny+FQjKZCLnc/u/JmNEd+O1dW7ye+0RhKv79/gSXkeP2UOhInxaaTowfyFH0RETDBwOhMNE7FDpZmISDx9Ngn7sdGudNqcZ9t+33WX2so0uFg8fTAw6DHE4VJ6GtXe2y359QqLImDnc8eD6amp1HBzAUIhrK7KHQnkMjAgqDHBgKEVEkqamzh0IGowKac1PHHHcnD9yx3+eaQt/7xeWordfAbIbTvZo/oVBrWxR+cv/5MFntYZCDIADnTWvCA3fs9HruE4UpbkIhETMn1wZdfay4LB5NLRqv5yUiIv8wEAojjlBoz6ERYREGrb6kEAqFza+S9N5o1Ba/qo+VVuhc9o/M6MTffrvRa9umVi3WPDMPzS3Oi5hpNBb8+sdfYvYU7333Fgrl57Z4bUtEoSKgqDQh4DDIgaEQEUWSmjodfvvsHHQZFBAB6A0K2GyCtKaQr1Doxl9dii/2Zbk8vPM3FHrwD67loQUBWDS7JsBQSJTWRMrJbAs4FDp9JgF7v8pAKO+RiYiGEgZCYcZmk537Ry90/9DljmzB6ksKITs3rUQmE4MOhTRqC1YtLvW7JH3vUEgUgVEj2/HsI595bes+FBKRkqjH/T/bF1RJ+jMVcSgui/fajojCk1JhRWa693UmvIVCo7K8f7kiIhpsZZXx+L8/LkRDk9bpfiU6yow7bz6EpATva8P98cW52L7fdXr/6OwWvP38JwA8T8M6XpSLXz3a91BIF2WWFsgGEFAotPPLTIZBRET9jIFQhNHFGAe4+hhQWhGLY98kO+1zhELfWlWI2dOqpc3bFy5HGBSrM0ol6QMJhXredIzJbQ0wFBKhizZDqbBBIbfhNz85EFAodKYiDrsOZAY9DY6IQkepsOKCheVYNq8iqJL0x79JxqnixAHuJRFR4Moq4/HQ0wukNYUA+3UMAG6/4XAQoZAIhQKIjzXjT/fvBeC5mMnxolz85N7FfQ6FrFbnrx/+hkJnKuLBMIgovFx6fhHuvW2vtK2++OuA2m/Ylo2N20dK2+e7Rw5QT8kTBkIRRBdjxMpFZYNWkv7IqRTnvTIRFy09g/Pnl2Hc6CaMG93ktR8LZlUiVmeUXgcSChWWxLvsDyQUEgRAqeiuYBFIKPTpF6MYBhFFKEcYlJzYJZWkDyQUOv5NMr46kQp+6SCicFVTH4NH/zIP7Z0qdOmVaO9UAhAQqzPh1z/+0uf0se5QyB4GOSq2qpTAhUvO4tDxRBw6noai0niXtmeqUr2GQv5UH3v5zQKXUCgrvQOXriiCTAhu7cYorRkj0jqCaktEwRs3qhmTxjRK27i85oDa/+XV2Xj65TnSVlHFB3KDjYFQhHCEQVFas1SSPhShkCAAE/KbkOVjKgYA7Psqw6VKmr+h0M/WXICvixJc9vsbCt37h0XoMjif299QqLFZyzCIKEKNzm5FcmL3E/JAQqH1W0YzDCKiiFBTH4OHn56PimodHNesKI09FPFnTaE/vjgXZVXO0/RtNiAp3oi7bjmME4WxKD0b57att1BozOiOgEMhq1WGw6dSEB1lwaLZZwMOhaK0ZqxcVIpl88pZkp6Gpc4uJZpbNdJmMMl9NyI6h4FQhJg8rgFR2u4F/0IbCol+hUKOkvTBhkJ3Pna+x1Do5Se832ycrY7DLx9b4hIKyeUivnP5N8hIC+6GQaO2YMqEOrD6GFF4+qYkQSpJ7+BvKGQ2y8EwiIgiRX1TNJ7713S0tKkRpTFDF2Of7qXVWPCj7xxzmT6Wl9OM6ZNqpe3lN6ehtV0BUQRsPW5rMtM78fozmzB9UqX02d7XT1+h0D+fWO90rt5bp16FzbtGQgRw+FQKGpvta0BmZ7YFFAo5wiBdjEkqSc9QiIab/UcysH5znrQVl7l+fyLyhIFQhNj7VYZUkt4hHEKhifney7oPRCgkCMDIER14/J4vvLbtHQqJEFBdFwWjSYFbrz0GhSKwKkIatQUrF5Vi6oR6TBrr/ecmolCxl6QPNhTyJDbGiAsWlrH6GBGFlZY2Df72n6nSa5tNQFOrBrpoEx65c7fTSKFRI9tQMK7Bafvf5jGoqtUCov3+yrElJxpw/+0HUDCuBgXjGpCT6RqyeAuFskYYcPeP9rqcr+cGQcDHW0ahrj7aqX0godDYUc1SEAaAoRARUYAYCEUIR0n6cAuFFs8+67P6WH+GQkKPh/eTxjRh0tgGr20doVBHlxLVdVFobdcAAGJ1JuS6ubnxJCbKhJWLShEXa18TKXsEbzSIwlf/hkKx56bsZqR2sCQ9EYWdxuYoPPrXeWhpU6OpVQOI9nusuFgjHrhjH9KSvK+ts2VPLqpqo1yCHV2MGVdcUALA4LHtmapUvPbmOLehUHKCGcvmlXg9d2ubFp/vyobV4vyVpDsU8n69PXwyRSpJ78BQiIjIfwyEIkg4hEJllbFOewU/S9L3RyjUpVfAbBGkzWiSYUZBrV+h0C2/XoHG5iin/QqlzUMLV5PGNkhhEADIZf63JaJQ6J9QyLF+m/bclN24WCNDISIKOzX1MXjwqYVobVMjId4Aucye0IiigB9ff9Rn9bGte3PchkKxOiu+e8UZAJ7bV9Qn4JPtGW5DofQUI/Jzmryeu64x2m0odPkFp/HcY1uh8Tqi216SnqEQUWSaNKbWaVOrjb4bnaM3KFDXEC1tTS3qAezp0KUIdQcoMI5QaNm8CqdqCo5Q6POdOdI87P4nw/b9mYiPNSItubN777lQqLouGuVV7hcgBLpDoZWLSxEd1b0ekiMU+mxnDowmz38lr/rJlZiQV41ZU51vLGYU1AIAThQmezm3Flab4PEvfIzWhA69ysO7QF1jFMaODmzVfCIKNXsoJIrAxB7TPB2hEIBzZYw9s1plsNqc1xVyhEKbduTCYOQ/o0QUHlraNPj761Px0C/2QBdtQkenCp16JWJ1Jtx+w2F8visbZ8rjPbY/Ux6Pay87gTG5bYAAyM5d+uQy4J4fH8O2vZkAYlza1TdG4eDhXNRVxuKm73wjjea2Wu2rss2aXI/GZi0OHc9wadvWaX9Q6AiFLlhQDrnChmkTajE6uw0A8KeHtuGuR5bBZPW0UK49FAKA/NzuezVHKPTFvpE4W63z0JaIQumpB3Y4zQB586MxePXdqZ4b9FBZo0NlDX+3+4ojhCJQaEcKCThyKhm1Dc7zvfcdTkd5le9fyL6OFDpVnIEDR9Jd9vszUsiTay89hacf2ooxo7guENHQI+Dg8TScLAxupFDPkvQ9caQQEYUjR0n6ypoYdOq777VidSZcsKAcp4oTsPNApsftZw+vxP4jqS7L6ysVwMevfArAdfrZNyWJ2HkgE29smIxfPToLNhtgNtvXM7LZBAAiLlhYAV2M3uV8R0+lSsdxhEIF4+qlMEgUgYQ4Ax765W6o5FYvPzlHChERBYOBUIQKp1Boz6EMvLdhDPz96+QtFJo1pdZn+1PFSf0WCl176SlcsvwMtBoLfv2jAwyFiIYkhkJENHzU1Mfgib/NQUub8/QJx0ghX9PHHnp6MZrbFC5TwJRKz6GQw/GiXFz7s4vR1ul8brnMhp9+7xguWlrk9dx1jdH4Ys9IWG0CRBHQGxWw2QTkZLYxFCLyYHR2C6ZNrJO21KRO342IzmEgFMHCIRTasjs7oDDIwV0o1NSixZdugh53+iMUmj/zLC5ZfgbCuSoWGoZCNIQdOpGKA0fSpa2jVyA79HkOhaaMb4DMx7pgDIWIKJK0tGmkkvQ9xepMuPPmQ07Vx9y57o4rPYZCb/x1MwCT23YA0NoWhZ/cfz7ael0v5TIbbrvhMP78wEav5/5kWx5eeasAHV2qcyOM7BgKEbmXk9mGyePrpS0lcSC/A9JQw0AownkLhQqCnELlPwHflCQi2L9GPUOhphYtPtuRA5PZ0/xwV30NhY59nYyWVo3TPoZCNFQVliTiVHGStOkNwy0QAtyFQh2dKny2Mwc2m+/rGEMhIook7kIhhdyG7BFteOCOfUGFQvYpXGb88w9BhEKCCLUKmDi2Hc+t+dTruT/ZlocXX58Cq9X52sxQiIiofzEQGgLchULVdTHYeSAzhL0CMtPacN6Uaq+fcYRCgYZBDn0Jhdo7NVjzzDw0tzgvws1QiGgo6w6FOjpV2Lg9F116/8MxhkJEFEl6hkIKuQ0JcQbIZCKioyy440bf08d6hkKODQAy0zsDC4UEEcpza/ALAjBmdAceuGOn13PvOpiFl96Y7DYUeuK+7UFXH5s0phGA6L4ZEdEww0BoiOgZClXXxWDrnpEu/4AOpsy0Nvz4+qNYfUmhXyXp/QmDfvnD/Vj71MfS9vjdXwDwPxT674fj8a/3JkpbeaUOTa1ahkJEw449FPp4y+iAwiAHhkJEFEnsodA0KOQ2yGQiAAFt7SooFKJfawpdd8eVOFEY7zR9CwgsFFL0us0TBGDR7JqgQiGV0opRI1vx9JrAS9I3NEVhy56RgMuy2UQUaVISuzB7arW0TRwz0LNjhiYGQkOIIxQKlzAoSmuRStL7CoU8kQkipk+qhVplwYS8JqQm66UtL6d7qLOnUCgh1gjHU6AThSk49nWqtHWdKzPPUIhoOBKCGpXowFCIiCJJS5sWv31uLto7VWhrV0FvtA/XkRaajvceCt312wvw5dEUiGJwodCvHp3lsh5R4KGQAJXSCpXSvuZbRkpnQKFQQ1MUPt+VDXMfrv1EFD7iYo0Yl9ckbTmZnA4aDAZCQ4zNJhvQMKhLr0Rrm1rajOduKHqaP7MKUdruf5yDDYVkgohFs8+iYFwDViwskxZ/9qR3KHSmIg67Do6AP0+BfIVC2ZktAfWdiCKZiNlTq4OuPtalV8Js4T+vRBReaupj8MCTC1FdH+20XyYXsWRuBaK0Zq/tH3p6sdtQKCujEx+/8hF8VR+785Hz+hQK/XvdBMjlzgcIJBT6bEcOwyCiftbWoXLaWttVvhtRWOEd6zCikNuwbF55n6qPHTiajo8+z5c2+6LSzt75ZCyOnEpx2hdoKOQIg7Iz2wDYS9LHRPl+4u4Ihc6Ux2PXgUyXmxZvvIVCN19z0ufTMyIaCkTMmVaNcXlNQZWkr66Nwda9oR2lSUTkSVOr1mmh6Y4uJc6UxyE6yoKVi0oRpfU80gdwDYUEwb4plcD6Vz6Ft5FCp4pz8JN7F3sJhb7weu7Nu0fhlbcKYO01dS0jpRNPP7wVMsF7KGTxel3mmkJEwXjpzam4/cEV0vbsazND3SUKEO9YhwmF3IbzF5QjK6MdKwa8JL0M/143oU+hkEZjcemjXG6D4Ee+c6o4CTsPjAgoDHLwFAqp1FYsmFnNUIgi1hUrinDNRYXSNrDXgEhlD4PGjm4GYC9JH0godPpMAsMgIgp7joWmK6p1OFMeB9u5+6X0lE788paDPtcUcoRCAJzuy5QK+Jw+dqYq1UsoVO9X9TF3oVB7pxKLZldD5mM0uTsymQ1L555l9TEiGpZ41zoMOMKg1OROAIBSaQ37UKhLr5RK0vfmTyjkbZqYXG7z2tJTKKRQ2LBgZjVUKu9Pz4jCkVZjgVZrlrZgbpqHA0uvqV6BhEJ7vxrBMIiIIkJLmwYvvj4VLW0aAEC01ozR2a1IiDP6tdD0Q08vRkt7d0l6RwUyf9YU8hYKjRndEXAoVHgmHscLU5Cd2YZFs88G9O+bIwwaOaKNJemJaFhyXQCGhhybCFiszgGJIxTatCMHTb2CD38lJeixYmGZ18+YzTJYrQIyUjud9v/ou0cRH2vAxu2jPbZ1lKRfubgU0VHO89odQ5QDERNlgkZtwdJ55Sgpj8PRk2mw2Nx/eXOEQmvu3IOEeD1EUYDVJuDrkgRUVsejvZPzYymyrVhYJj0V9uRkUSKOnkp1+96qxWeQEGcM6twl5XHYfyTD7XtL51YgPaXT7Xu+VNbEYMeXWW7fmzejCjnnpqB6JyI1sQupyd1fhroM3cH0mYr4oPqmVFghl4swuFl3jYgoFAxGBTZuz8XVFxZidHbruQpk9oWm77jxMP751iScrYnz2P66O67Em89+iPhY53s0Ryh0y2/OB+D+fskRCv39ie1O93OOUOivD3+Knz9yocdzf7ItDwCw6LxKnCxOkvZnZ7Zh4eyz2L4vC77WkHSEQZnp7edei1gypwJb92SjqjbGa1sioqGCjzKHgZ4l6XtSKq2YPbUm6OPKBBFKpdXHZsPxwiTUNUZBEERpUymt+M7l32DOtEqv53CEQu5GCinkgY1weOBne/Hk/V/gihXF+OUthzBpfJ3Xz/ccKWS1Cvhky2g8+NQifPrFKOw6kBnQuYnCjVxh8/n7K5d5/h1T+tHe43G9/O4q5MEfV6HwPPpP7vdxbahr0qKxRQO5XIRcLkJ27rrlz0gh9/+trDh/QTmrjxFR2DEYFfh462i0dfQMbkRkZ7bhgZ/tQ1ZGq8e2AHDdz67A/iOpQVUfO1OV6rH62Li8Dvz+ni1ez/3Jtjz8+ZWZsPYa2ZmT2YbsEb5H+thsAvQG55BeJhMxf0YVuKYQEQ0XDISGCU+hUGzMYEx/EnDkVDJqG5yrWsjlNlxzse/pY45QyNZrvrivqmM9yWQ2pKV0QtFjuliU1uqzXVOrFg8+PQ/rNozBK+9M9vt8ROGm900veSOgui4adY3OoyeDCYUcYVBKUhdL0hNRWHKsKWRfaFpEQpwRKqUV0VFm/OqH/q8p5C4UeueFj+Gr+pinUGjG5CZctPSE13PXNUbj813ZLqFQrM6IyePqoJJ7u9frLknfk1ZrhtLLAwYioqGEgdAwYrPJcPyb5BCdvTsUMhgVaGlTo6VNDUHwb02hji4VTObg/7rabDI/is+719quxfubxgZ9bqJwcORUCkRbsL8Fw1H/hEJzptUgJan7yxRDISIKR45QSC4DVEp7iGI0KmC1yfxeU6h3KCSTAXE6Kz5+5VP4CoVeeTvPZb/FCvz0e4W4aGmR13PXNUajut75oePksfW469aDeOiXu32GQr3XuyQi/y2fV4bbbzwkbRcvLQ6o/ZdHU3HgeIq07To4YoB6Sp7wkTEFraVNjQ3bRgXUZsO2XFx1YRHGjmqR9slkImZNqcG+w+kYyIzSJgqQD9jRicJb6dk4VNbGIE7n/7o/XXrXqZoOOw9kep2i5Y3By2ilL4+mQ6n0PXrPHZPJ82/4kVMp+Lo4MYijipg0phHZmd3TDxyhEOB7TaFDJ1KRnNgFXY/RmI5QaNOOXK4pRERho6VNgz++OAsP/nwvVAobWtrtpeljdSbcfsNhPP/vaWhsjvLY/qGnF+PRu7bjvCn1TlODlUrg41c+xSU3XwjA/do8x7/JwoGjzZg5uQmCANhsAEQBcpkNP/3eMQDAhm35fv0cIzPaUDC2EVabgJzMNjz0y9149M/zYbLyLpCov02fVIdpk7qX4UiIM0prfPnjwacWD0S3KAC8E6WgmS1yNDR5vjHw5B//nYIbrjqFqRPqAQDllTq8+N8p4IA1ooFlNgf3O+uOozJNf2s99wWkv7V3qBFs7Zgv9kVh1uRaTBjTKO0TBBEXLzuDI6eSsfPLkR7bdumV2LQjFysXlTIUIqKwV12nw2N/nYsfXnsccbHdDxACCYVeeGwj8nLanUvS+wiFTpxOwf89uRxjs6vwu3v3QqvpDpQCCYUUCiumT6qHzSZIVcgYCtFQZzbLnZYGsLDiKQWAf1soBLpL0pdX6vDCf6bCYuEXIiIKVwIOHEvDqdPdlWxiY0zIzWrFFStKsHDWWa+tHaFQe4dztR1OHyOicFRdp8Pza6eeW1OomyMU8jV97LYHV6G5TeGyLpAjFPI2faywfARuufdCtPWq5uoIhXxNH7NY5PjqRAqsvarrOkIh79PHiCLTzgOZePeTcdL2TUkwI6JpuGIgRCFiD4UiJQxaOrcMf7h3m7Td+9O9oe4SEQ2q7lDIEQYJAiCKwKRxDT7XFGIoRESRpKk1Ci+4CYXiYo14+Bd7fFcfu+NKt6GQQgn88w874K36WGtbFH5y//luQiEr7rz5sNvqY0dOpeDznTn4fGcOXn1nMv751iRYra7VxxgKERE5YyBEISTzEQaFT4WH/FHNGDuqRdomjW0KdZeIaNDZQ6HGZu25NS4ElFTEokuv9GuhaYZCRBRJeodCgiAiMc6AhDgDHrhjHzJSvU/E7R0KiQBEm38l6V1DIREKZXf1scd+5RwKNbVoUV0XI22bd4/CS29MZihEROQDAyEKS1qNCb/64SGn6mN6vRJWqyBtBiPngRPRYBPw5v/G4ssj6SipiEVnl/3Lir/VxxgKEVEkcYRCbe0qJMYZpGICMpmIW6876nP6mCMUson2MMghsFBIbg+Dzu0XBGD21Cb8+DuHvJ5718EshkJEQ5jZLENbu1raOjo9F0Mhz8J/rg4NGRq1Basv+cZp39vrx8Focv5rqNWYcPuNR5Ce0omrLzoNANh3eAR+fP+qQesrEZFnMry1fpzbhab9qT7GhaaJKJI0tUbhpTcn48Gf74VOYYLeoEBbhwqxOrNfC01fd8eVUvUxQeieQ+YIhW75zfkAVG7btrZF4eEnZ+PZ3+7uToRgD4WuuqgEAPDiGzM8nnvXwSwAwK3fOQa5vDuR6rnQNBGFzqf/etdpAfo3PxqDV9+d6lfbsso4lFXGDVDPhg+OEKKwolJZpDAIsD+Buvqi004jhYiIQs91oWmgOxSaNKbea2tvI4XmzeD1jojCi6P6WE19NNo6VHCkM7E6E3547TFEac1e2z/09GJ8eTQFoui82HNmeif+88ynmFlQgj/+3zZpe+SXO6XPFJaPwM8emO+yHpEjFOJIISKi4DEQGmbaOlTYdzhD2g4eTw11l5yYTDLUNjg/ZWIoREThyX0olBSvx/evOYmF51V4be0uFOroVGH/kfQB6S0RUV9U1+nwu+fnoKVNI+0zmWVoaNZi5aLS4EIhAUhNMuGxXx1CRkorMlI67Vtqp1PbwvIR+P5dF8BscQ6U+iMU+s3t+yEHQyGKXFkZ7Rif1yhtSfH6UHeJIggDoWFGb1CisCRR2orLEkLdpV66S9I77WUoRERhyTkUSowzICujHTKZaC9JH0Ao1NGpwqYdOdK6RERE4aa5VYvn105DS5saJrMMxWXxMJnl0MWYcOnyYp9rCjmFQgIgO5fvKBRASqIZ3gqK1DTE45Z7zvcYCj121zYolVYolVbIZK7H8RQKjcxoR25OGxqaoqSt90gmonA2JrcZ502tkTbHTAsifzAQojDEUIiIIok9FKqsjkFWRrs0F14QAguFGAYRUSRobtXiuX9Nx+ETqTCZ7QU+lAorpk6sx+03HPYrFDr6dULPJYEgioBMBiQlGBFsKDRnegNe+v0GXHfZ15jYY323ntyFQqeKErHmz/OwYdsoabNY+RWJiIYHrlpJYcoeCuEqYOqE7rU4ZDIR117yDSaNbUBRaWCjm9QqC2w29098kuL1iIs1emwbrzNCJrNPXu89h52ICBCwZc9IpKV0Yebk2u6950IhANj55UiPrbv0rIxBRJGjpU2Djz7Px6rFpUhK6EJeTivUKivUKqtfC03/5onlePO5D5AQa6+sKMK+KpFCbg+FzlZ7/oriCIX++eRmKBXON2Uj0gw4f/4ZfHXC85IIPReaPl0aj8efmw2AlWuJaHhiIERhzDkUykpvQ3SUGRCACWMb0dWlwJmz8X4fraFJi217ur+QFZd2r0o/amSrU7Wg3jLTO6HoUZ1CzgUIiciFDG98NA4AXEKheTOqUVmj81p9zDMRBePsITirjxFRuDAYFdi4PRc/+/5XUKu674tidUbcd9s+PPPKDJyt9lwB6Lo7rsRzj25EXnYHBFl3sKOQA5npXbCXpHc/atIRCv3r6c+dKhQB9lDoe5cfw71PLvd47l0Hs9DcqsHJogQwDCKKTInxemSld0ivO/WKMFwOJfxxPCSFue7pYzHRZqhVItRKEXIZEB1tQWyM51E9vZ2ticX7m8ZKW11jTNC9Uik8D2cmouHMHgodPJYm7alriEJNfTQWzKrCqJEtAR5PxOxpNZg+qQ4rF5VCo7b0a2+JiPrCYFTgpTcno6VNfW6PiJhoM9KSu/DAHfuQldHqtf0dD606t6aQ836lQsQ//7AZ9lDIvZqGeLfVxwBg+uQmnwtNnyxKBsMgosiVGG/A1Il10jZ2VEuouxSRGAhRBLCHQp29plQIAJIT9QGFQv2Gaw0SkUfdoVBdQxSq66MBdJek9z8UsodB40Y3AbCXpGcoREThpqVNg+f+NR0tbWrERJsRfa7amEZtxQ+vPe7XmkIl5bEu+7MyOvHxKx8B6HBtdI6nkvQAoNHyWkk00AwmOYwmhbSZTIwXIg3Hng8zKUldWDa3e4FTo0mODz/LD2GP/CVDVW0U4mJMkJ27zthEwGyWIVZnQnOrBk0tWq9HaGzWeHyvU69EY7Pn9ry4EVFg7KHQzII6TBzbPR3VEQoB8Dl9TK2yIjPN+YuQIxTatCOX08eIKGy0tGnw4utT8MhduwEAVqsMTS0axESb/VpT6L1PxuGXPzwAtao72REEQKkEPn7lU1xy84UA3I/sLiwfgfZOGWJjukdvt7Yr8JdXZvfPD0dEHj2/dkaou0B9xLvJYUYmiFBH7NNlAVarfeFBmQBYLQIqqmPR3qHC8/+ehoYmzzcavpwqSsKpoiSP708YU+/xPSIi92Q4eNw+dcxdKCSXi14Xxzea7OtzrFpcipjo7mkTDIWIKBzVN0Xj0b/Mw3237YPVKoPtXOn2WJ3Jr1CopU2D+FiDUygE+BcKQZTDZrNBJrMX/6hv9P+eMC25A3fe7Dy97JG/zobB4PlBIhHRUMFhDxRhBNis9tFBAPolDCIiGjgCDh5Pw8lC58BZo7bg5tXH/SpJv3F7Ljo6nRdW5fQxIgpHNfUxePjPC9DU6hymOEIhX9PHWto0sNpcK7o6QiFv08cAwOamrS9xsQaMz2ty2rQaXluJaHhgIEQRyB4K6Q2KQQuDOjpVMJrl0san8kTkP+dQSK2yIi+7BSqVFVesKMHkcXVeWzMUIqJI0nNNoZ5idSbcfuNhjEhr89q+oUnrNthRKoEPX9oIbwtN+zJtQlXQbYmIhiJ+q6UIJaBTrwwoDHrnhY8g71HW9B9vTsan20b71fbF16fjxdenB9xLIiI7eyikUtlw+QVFUCrta11U1UVh6sQGdHSpvK4p5AiFOH2MiCKBIxS64/tfIT62u/jHyIx2PPTzvfjtc3O8lqSvqNYhVqdHQqzFqay8WmWvPnbLb86Hp5L0nvzzDxuQldGJdRtG48U3uO4JERHAEUI0ZNmQn9PsslcQRGkjIhpcAvYcSsfRUykAgMraaDQ0RfldfYwjhYgokvQeKRSnM0KjtiA6yox7fnTA5/Sx6+64Es1tCmmkkO3cmtGZ6Z0+S9L39s8/bMDIEZ0QBOCqi0p8lqQnIhouGAjRoDFbZNh/OMNps1gH4q+gDTdedRI/+u5RzJnGocFEFE5keON/4/DptlynEY4MhYhoKHKEQgCk65PZIofFKvNrTaHr7rgSNXUaWK3O+wMJhZ78vy0YOaJTes1QiKj/zJtZiRuvOi5tS+aWBdS+qCwORWWx0nboeOoA9ZQ84fhyGjRWqwzflCQO8FnsYdCUCQ0AgKsvOg0A2Hd4xACfl4jIXzJ8visHsybXYsKYwEvSc/oYEUWSljYN/vTSTDz0873QqK1oblVDFAWn6mMNLRqUV8VKbbr03dew7999KR69azvOm1LvNMLbEQrZp4959tQ/ZuCfT26GUuFc0v6qi0oAAFv3ZffXj0o07MyfXoVpk7rXQvymJBFf7M3xu/0dD60YiG5RAHjHSEPK/JnVUhgEADKZKIVCREThQ8CBY/aS9L1DoQsWluHU6Q7sPJDlsbWnUCgmyozYGCMDISIKKzV1Ojz617m49bpjiNP1uGbFmHDJshK8u2Ec7n9ykcf2Dz292GMo9NHL/4PJ5HkpgJqGeNxyz/keQ6H4OEMffzqi0BNFwfeHiNzglDEaUnYfzMCRc+tzODhCIYXCFqJeERG5Yw+FTp3uLkmv1ZiRn9OCK1YWB1yS3mqRYcuebNQ1Rg9or4mIglFTp3NaU8gmAqUVcRAhYOWiUkRpzV7bP/T0Ynx5NMXpi69MBmjUInQxPs59LhQyW5y/NAsCsHx+FZRKTrelyLV1Tzb+8/5EaTtxOjnUXaIIwkCIhhgZ/r1ugttQSK2yQi4PLhRaPq8UT/7fVmn7v9t390dniWjY6w6FtBoz8rJbIZfbF76/YkWJ36FQc6sGW/Zko6aeYRARha/mVi2eXzsNTS0alFbEof1coB2rM+LW6476XFOoOxSyh0EOggAYTAL2HE7GnsNp2LBtlEtbb6GQSgmGQkQ0LDEQoiHIfSgEAEqlLahQaPrkWkzMb5K2GQX1/dFRIiI4QqGWVg3k8p7TGfwPhT7eMpphEBFFhOZWLZ55ZQYqa3QA7Ne63Kw2jBzR7tdC0w89vRhNLSqp+hhgr0CmUYnITtfjkT/PwfotY9y29RQKAQyFiGh4YiBEEcNsksFq697Mlu6/vlFaMy5aWtJjK0VDkxqdXQokxuuRGK+HTBAhEwCVysbpY0QUZgS8/fFYHDya5rz3XCg0e2q119a+1g6QCZ7X1yAiGmxdehU27chBe4cKuVltiI2xryvkWGg62UcodP2dl0sl6W09bun8qT7GUIhoaLDZBJhMcmkzmxltBIOrTtKg0agtuOyCYqd9H32WB6PJv7+Gv35imcf3ZIKI5ES9y/6isjhERZmRntx9YyEAUClt0Kp9lyolIho89pL0ADBzSq20t6NLifH5Tahv0nqtPuZJXnYLJo5txGc7crjYNBGFDb1BiW17s1AwrsFpf0pSFx76+R488td5aGyO8tj+ujuu9KP6mMptW08LTQP2UIiIBseG1961fzk759/rxuG/H072q21JeTxKyuMHpmPDCGM0GlQatcVpG3gyHD2VjJoG1xuK9JTOQTg/EVEg7KGQY6RQe6cKpRWxEEVgwawqjBrZEtDR8rJbMG9mFeJjDVi5qHSQrrtERP5pabOvKWSzicjNasXokS3IyWxDTmYrfnL9UURpvT+8c7fQNBDYSCGLm8viiLTWYH4cIgqQIACyHptayVkcg42B0DDT0aXEkZOp0naiMMl3o4hnD4V6E/i3n4jCkj0U2r4vC6UVsbCd+6IjCGJAoVBOZivmzaySnpzHxRoZChFR2Glu1eLQsXRo1RZEaS1QKW1QKkU0NGuwclFZUNXHAP9Dofc+yXPZr5Rxmi1FjtSkTuRmtUpbnM4Y6i5RBOHY8WGms0uFo1+7LrYc6YwmOXYfyPT6meuv+GaQekNE1FcyfPR5HmZNrsWEMY3SXkcoBMDn9LH6pih0dikRE939ZcgRCm3akcvpY0QUNkxm+9qQMpkVEACLVUCXXgldjEm6ZnXpPc/leujpxUFPH2tpUzotUA0ARjOvjxQ5Jo1tRFZGu/T60LE0tLarQ9gjiiS82tGQYLbIUcw5pEQ0pNirjwFwCYUWzz6L1KQu7Ds8wmNrR0n6VYtLGQoRUdgTRQFGkxwKhc1ptI8/odDGte86vRaE7sWmfYVC720swHsbC/rt5yAiiiScNENERBS27KHQqdPd03vlMhGjs1txzcWn/SpJv3F7Ljo6nb8EcfoYEYUjURRgtshcRuw4QiFv08cEoXvr3d6f6WNERMMRHw1SxFg2rxRTxndXoqio0mHdxnF+tz9dGgd5jznhB4+k9mv/iIgGRvdIoYJxDRg1shXRUfYvRYtnV6KyJgZnKhI8tuZIISKKKKIAo1mGtnY1YnushaKLMeE7l5/CB5vyvVYfAwCrFRAEwWn6WGqyHtkZHSivThywrhPR4InTGZGW3F0kyGBUoLwqNoQ9iky8A6SIsXTuWadAqLImJqBA6GcPrxiIbhERDQJ7KJSZ0Y6Cc2FQc6saFdUxWDCrGoDgdU0hhkJEFElEUcCmHTlYuahMCoWSE/TITO9AZtphPP/vaV5DIYtVwOGTKdKaQmaLDA/+aS7DIKIhJCWpC3OmV0uvG5qiGAgFgVPGiIiIIoKADzfl4eCxNDS3qlFepQMg+F19jNPHiCiS6A1KbNqRg7Z2tRQGAUCszoTbbziMpIQur+0d1cdM58Kgw6c8r7lGRDRc8XHgMJOUoMfCWZXSa5NZjg3bRoWwR0RE5D8Z3vhoHM6bXIvxY5qkvf5WH+NIISKKJHqDEp/vGolfjqt32u8IhXyNFHro6cWIUZnQYXJfYYyI+uapl88LdReojzhCaJhRyG2I1RmlTRfNxfWIiCKLDF8eS3daaBroDoVGZzd7be1rpJBcbuv3HhMRBauzS40X/j0VLW3OZbQdoVCszuC1vfcwyITZU4rw0cvvOW3p6bX90HMiovDHQIiIiCjiuFYfAwClwoqbrjkRdPWxorJ4WK28NSCi8NLUGoUX1rqGQl0GBZbP836980SlMuG/f9mIu289Bo1adNrSEzxXMyMiGkp410fkB4tFDqtN1r1ZhVB3iYiGPedQSCG3IS+nBVFaC65YURJwKHTwWBpOnk4e8F4TEfVmAyD22NzpHQrV1EehtiEaupjAR7urVCa89uRGJMYbERtrDbbbREQRjwsF0LDxyavvQehRdv79jaPxj//O8KvtX16Zhb+8MmugukZEFCR7KCSX23DZBcXQqO1fbARBxBUrSgAAO78c6bG1IxQakdaBolLPpeuJiAZSW5sGnV1K6bXe4P4rSlNrFJ5fOw3XXHQaBpM86PO9+uQmJMYbfX+QiGiI4wghGjZkMhEyAdKmUHh6BkVEFEkE7DucjhOFzqN7HKGQPyOFGAYRUaRobtXiPx9MQFu72uNnBC8DuTVqC8qrYiCK5z7EQd9ENIxxhBANGotFhqOnUpz2ca0KIqL+YK8+BgAzJ3cvhioIIi5aUorquhgUlwUX+iTEGaA3KFh9jIjChqMk/cpFZYjVuY70EQTPD/0y09tx8nQK0pK6MCKti3kQUR9MmVCL3Kw26XVlTQwOHsvwu311fRTkPX5fT55O7Nf+kW+8u6NBY7HKcORUaqi7QUQ0RLmGQiaTHCUVcZg3oxo2m+C1JL07ifF6rFhYBr1BwZL0RDRgWjtUqG/qLh/vacpYTz1Dod68jRBy2Lo3B8vmlmFEumsopFSwCi+RP1YsKMe0SXXS629KEgMKhH5w98UD0S0KAO/siIiIhozuUGjyuAYUl8fBZJZLJekB+B0KOcIglcoKlcqKlYtKGQoR0YA4eCwjoC+RDnqDfR2022447LTfn0AIsIdCly3/GvFxziOK4uO8l7InIhoqeFdHREQ0pNhDoTPT4zBmVLO0N7BQSMTc6dVQqbqr78TFGhkKEVHYcXs98rJMpCgKsFq6lyyob9YiPq5rAHpGNDh2fpnpFIJabZwISf7jHR2RH+bPrMDyed0Ls7a2q/Hsv2aGsEdERN7IsPerDJjNMkwc2yjt9T8UErBt70isWlyKmOjuqRMMhYhoIERpzchM65BeW6yBTXFtaVUgJtoivS4u13n8bEl5PErKu4+dm1WHMbkMhChymS3BV9wj4t0ckR/mzazCvBnV0mu9UcFAiIjCnICDx9MAwCUU+vYl32DXwRF+laRnKEREAy1OZ8TcGVXS6y69skcgZMVdt3yFqroovPm/iW7b//2/M5CV0S69/uoE16wkIvIHSzwRERENWfZQ6GRhkrQnM60DKUl6XLGiBPNmVHpt7QiFOjpVTvsdoZBGbfHQkoioP9jDoOkFtbhk+Rlcd9nJUHeIiGhI4aM9GjRqlQUrFztXgtj4RS5MZv+GOT7857kD0S0ioiGue6TQikVlSE7UAwAMRjnGjW5GTX2016kZHClERKHRHQY5XLL8DAB4HClERJHl41feQ88yf6+9MwHvfOLf73dRaTyKSuMHpmPDCEcI0aARBCA+1uC0CYKXVf9cKNxsRETkm4CDx1NRdjYWgL2kc0l5HKw2AQtmVWHUyBavrTlSiIhCwWRx/arCkUJEQ4dcLkLRY4uJMgfQWnCzUaD4jXqY6TIo8E1xovTaYmUmSEQ0PMjwxv/GwWiSIy7WKF3//V1omiOFiGhwyfHcv6YCAOZMq3Z6hyOFiLolxBmgVnU/mGnvVKGzS+WlBVE33rkNM+0dauw/khHqbhARUUjIsG7jGMyaXIsJYwKvPsZQiIgG1+CEQmIgA9aJwsy0iXVOi6ofOpaGE6eTQ9gjiiS8ayMiIhpWBBw4Zl9TyDUUqkRSvB4Hjnl+cOAtFJo4phGHzq1XRETUP3yHQjddcxJCj9ki11z0Na649Wq/jv67F5bgdy/0T0+JiCIN5wsRERENO/ZQ6NTppB77RORmteHaywqx8LwKr63drSlUdjaOpZ6JaIDYQ6F9h13D6kuWn4EgwGmTyzjkh4jIHxwhRBFjztRKjMtrll5X1UXh852j/W5fVRcFhdwmvf66KNHLp4mIhrqeI4UakJPZjvhYIwDgihUlAICdX4702LrnSKHGZi12fJkJUeSCjkQ0UDyPFBJ46SEadmKiTEiMN0ivTWY5auqjQ9ijyMRAiCLGxcvPYMr4Bul1ZU1MQIHQzfdcPBDdIiKKYPZQKD2lE1MndF9fBUH0OxTasG0UjCY5wyAiGgSeQyEiGl7SUzsxb0aV9LqhKQobto0KYY8iEwMhIiKiYU3A+i2joIs2YeaU2u69foZCXESaiAYXQyGiSBClNWP6pDrvH+pVLT4rowMLZlUCAI5/k4zWdrVLE6XCitnTapCe0oGRI9oAUUCnXoGGJm0/9n744F3cMJMQZ8DsqTXSa5NZhq17skPYIyIiCj17SXoATqGQKAIFYxtx7OtUtzdlREShwVCIKBy8+PpUREV1F5jQG+XSn5UKG0Znt3ht3ysPQnysQWpTVBrv9t5DLhcxOrsFifEGJMbZp7onxgMdnbxPCQYDoWFGpbQiNblTem3kk10iIgLQOxSy2QScqYhFp16JtJROvwMhpdKKnMw2p31FpfFwvuUjIuqr7lDo8gtKnN4JZArr4pmF+M0dR532/fjuZTjbmOShBRE5dOhV6NCrfH9wEMTHGnx/iFwwDSAiIqJz7KFQrM4ImUxER5f9Jk8m+F+xR6u2OM3pBxyBEBFRf7OHQpedX+K0sHQgNcYWzqmGstc3ogkTanF2JwMhokgiY/30oDAQIiIioh5kKC5PQEZqR6g7QkTkB7nvjxDRoDOa5DhRmOz1M6L0f+wamrVSmy690m0bi0WGE4XJGJ/XiJEZ7f3U2+GLgRANG+v/+R6EHsnxWx+Nwdr3p/jV9ql/zMDfXp0xQD0jIoos0VEmdHaFxxBxIop81XXReP39iQN2/An59ThVlDJgxyciVwajAoeOp3n/kAinGeU1ddE+21isMhw6noY4HaeI9QcOrKJhQ6EQoZB3bzE6cwCtlegyO29ERMPR6OwWfGtlEUaNbAl1V4hoyBBgE523/nLjVcfx27t34/YbD/bbMYmIhgqOEKJBY7UK+KYksdc+ZpJERJFidHYL5s+sgiCIWDDLvk7QmYr40HaKiMiDG686jitXFkMQRFywoAIA8PzamSHuFdHQkZHSgcQEvfS6pVWNytpYv9u3tKmcZnAUlcf1Z/fIDwyEaNCYLXLsP5wR6m4QEVEQkuL1UhgEgKEQEYW1OVMrpTDIgaEQUf9aMqcCs6bWSq9PFCbj1XcK/G5/3c8uH4huUQA4PIOIiIh8amzR4Osi51GejlCI08eIKNzsO5KGY9+4Vgq7YEEFp48REZ3DEUJERETkBwEHjtkXepwwprF7L0cKEVFYUuDhP8/FI7/ciynjG5ze4UghGkr2Hc7AwWPdCzEbTay8R/5jIETkhykTarD4vErpdUu7Gv953//hkEREkaT0bCwamzXS68Zm7bk/+Q6Fuj9LROQfjdqC1KQu6bXVKqCyVud3++Y2BWKiLNLr0rMx5/7kOxQiinSeyrMT+YOBEJEfViwqw/K5Z6XXeqOCgRARDVlFpQle3vUeCh05ydLORBSYhDgDlsztDmi69Eq8t8H/QOi6O6708q73UKixhaMpiGj44hpCREREFCB7KHTqtPP6HIIgYva0asTHGkLULyIid+yh0NGvk13eSU8xhqA/REThgSOEaNColFYsnes8PHfr3pEwm/17MvPMq9MQG909HLizi399iYhCx9NIISB7RDsAoKVN47YlEdHg8zxSiIhC46OX1zlVAnzpzUn46LPxfrXddTATX53oXjvJZuv37g0L/EZNTpQKa9BtrTYBNpv7QWcKuQ1qlQUj0jqc9sdoTTDIvQdCVpsMJpMCzS0xaG5xfi8xvgNqtcVtO19SEjo8vjc2uwq62O7jJsa2O12s5HIzls//2m1bo16BXV/lu30vP78C2amdQfUXALbs9u8CSUTUH2QyG+Qy0etnjpxKhlxuw/j8RqmNTCYiJ7MNAEMhIgqcAO/3pGaL+3vHESNqkJFo8nrsjz4bAZ2uC3kj7dcoQQi6m0RhRS63QSZ4/zfbHZsowGr1/B1O8HJMmVx0el+ptEAXowcAWKxy6PUqt+20WhMUcitUSpvT7+DYUc2YkFfjtb8mswLF5ckwmRQwmZzjjPysGsTogvtuaDQrcKoo3e176em1SE8wB3VcADh8Ksvt/pSYDmT2oVLr4VPxAGJ8fcwrBkLDjMGoQNnZOOm12eL8y3/p+SWIifb+D6knp04n4cAx979EKxaVIT2lA5PGNjrtLxjn+wnN10WJePmtKW7f+8fvNyMmyr9fTlmv69z8mfUeP/vXx3a7fL4nhQK496fH3b4nisCqG90HQs89uM/rcb0RRQZCRDS4CsY2YurEOr8+m57chZQkPeRyG5IT9LCJAkRRgN7AWw0iCoxWa8Z1l7t/8NbZpcS6T8e6fe/vj+2CRhX4F2KiSBYTZYJCYUN8rBGLZp/13aCXwpIE7Ds8wu17y+eXIy3F88PsSWMbnBaET03qwqJzhXhKz8biwacWuW1330/3Y9TIVpfvRSsXVWLlokq3bRxsNuDC71/j9r2/PrYTiiBvO+zf4dwf9+XHd0DlPtvq03Ff/NNniIkOfkDGyhsuDLqtA+/ShpnWdjW273efUBIREQWrqs7+hCq9xyjI6rpoGE281SAiIhoo502tQVZGe6i7QRGKd2k0aKxWAVarALmcT26IiIYiRyhktQoor4rFc/+aHuIeEVEk6OgKfdlsUQR+9tvZAIDCwugQ94bIf50h/P3hKODIxypjNGhECKiqi4bNFprJ2iJzKCKiAVdVF4PisgTU1kfDZpOdW1uOi3QQkWftHSqcLEyCGKJ7RIfCwmwUFmYDSPL5WaJwceJ0Elrb1CE5d3lVDNo7gpxLBcBgZBwRaoz0yMmnX+QGvbhe7/WIetq6ZyRk5xYmlcls0Kj9nytpMnk+7oN/mgedzv81j1QyE/LzmgEAjY1aj5974m/TkDuy1WV/tNqE6GjvC5W1tnq+IP/11QkoGNfkZ2+d6VlVjYgG2aniRBSVxYe6G0Q05Ak4eDwdR06lQqXyfo/o7QHfI38+D5MneF4j0hurl/tYonDW2aXCR5/nQaO2St+3AmHx8nd/+/4sn8d8638TERNthLrX765e7/m7y19fnQ6t1v6dSq0yoWCc/7+3zc2ei1X87oUZyMlq8/tYPRm8fNd69C/nYcy575CB8nZtuf9P8zBjsvdFtAeaIIr+jZtYIVs90H0hoj76zPZOqLsQNnjNIgp/vGZ14zWLKPzxmtWN1yyi8OfPNYtROBERERERERHRMMNAiIiIiIiIiIhomGEgREREREREREQ0zDAQIiIiIiIiIiIaZvxeVJqIiIiIiIiIiIYGjhAiIiIiIiIiIhpmGAgREREREREREQ0zDISIiIiIiIiIiIYZBkJERERERERERMMMAyEiIiIiIiIiomGGgRARERERERER0TDDQIiIiIiIiIiIaJhhIERERERERERENMwwECIiIiIiIiIiGmYYCBERERERERERDTMMhIiIiIiIiIiIhhkGQkREREREREREwwwDoXPWrFkDQRBw0003hborw5bjf4M1a9aEuitEEY/XtNBbunQpBEHAtm3bQt0VorDHa1bo3XTTTRAEAa+99lqou0JERINkSAZCxcXFuO+++zBnzhykpqZCqVQiLi4OU6dOxU9/+lNs37491F306JlnnsGaNWtQWloa6q74ra2tDdnZ2RAEIWRffkpLS/HPf/4TP/3pT3HeeedBrVZDEAQsXbrUazur1YrNmzfjV7/6FebNm4fExEQolUokJyfjggsuwCuvvAKr1To4PwSRB7ymDZzXXntNunZ52q677rpB7ZPRaMT//vc/3H777Zg5cybi4uKgUqmQnp6OSy+9FO+9996g9ocoULxmDY5Dhw7hlltuwahRo6DRaJCQkIDJkyfjJz/5CQoLC0PSJ5vNhtdeew0rVqxAWloa1Go1RowYgaVLl+LRRx8NSZ+IiMgzRag70J+sVivuvfdePPPMM7BYLACAUaNGITc3F+3t7SgsLMTRo0fx97//HYsXL8YXX3wR4h67euaZZ1BWVoalS5ciNzc31N3xyz333IOKioqQ9uGZZ57BX/7yl4Dbvfbaa/jhD38IABAEAXl5eRg9ejTOnDmDzZs3Y/PmzXjllVfw8ccfIy4urr+7TeQVr2mDJzY2FpMnT3b73vjx4we1L7/97W/x29/+FgCgUCiQn58PrVaLoqIifPzxx/j4449x1VVX4Y033oBKpRrUvhF5w2vW4Hn00UfxyCOPwGazITk5GZMnT0ZnZyfKyspw/PhxLFy4EGPHjh3UPjU0NODSSy/Fvn37AAD5+fnIyclBXV0ddu3ahZ07d+Khhx4a1D4REZF3QyYQEkURq1evxvvvvw+VSoUHH3wQt912G9LT06XPdHV1YcOGDfj9738f1k+nIsmWLVvw0ksv4Vvf+hbef//9kPUjOTkZF198MWbOnIlZs2Zh+/bteOqpp3y2E0URBQUF+NnPfoZrrrkGiYmJ0v7XXnsNP/nJT7Br1y7cdttteP311wf6xyCS8Jo2uKZPnx42U7tEUcT8+fNx++234/LLL0dMTAwAwGw24+mnn8a9996LdevW4ZFHHsHjjz8e4t4S2fGaNXieeuopPPzww8jJycE//vEPrFixAoIgALCP0Pnyyy+RkJAwqH0ymUxYtWoVDh06hNWrV+NPf/oTsrOzpffb2tqwefPmQe0TERH5NmQCoaeeegrvv/8+lEolNmzYgOXLl7t8JioqCldffTWuuuoq3kT3g66uLtx6662IjY3F888/H9JA6IEHHnB6ffLkSb/aXXXVVbjlllukGykHQRDwgx/8AFVVVXjggQfw1ltv4dlnn5UCI6KBxmva8HXnnXdKI4R6UiqV+M1vfoOioiK8/PLLePHFF/HYY49BJhuSs78pwvCaNTiKiopw//33Q6fTYdu2bS6jmGQyGebMmTPo/frDH/6AQ4cO4bLLLsNbb73lcl8VGxuLb33rW4PeLyIi8m5I3EV2dnbi97//PQDg17/+tdubkJ4EQXAJEDwpLS2V1pHwxNtCiEVFRfjRj36E/Px8aDQaREVFITs7G8uWLcPjjz+Ozs5OAN3rWJSVlQEAli1b5rSGhbtjb926FatXr0ZmZiZUKhWSkpKwatUqfPjhh2776TjH0qVLYbPZ8MILL2D27NmIi4uDIAgBz5e/7777UFJSgj/+8Y/IyMgIqG24SExM9Pq/7cUXXwzAPgz+9OnTg9UtGuZ4TQvNNS1cJCcne33fcV1qbGxEfX39YHSJyCteswbvmvXss8/CaDTilltuCZspbSaTCc8++ywA4LHHHvP6vxUREYWXITFC6JNPPkFTUxNkMhl+/vOfh7o7kq+++gpLlixBe3s7NBoN8vLyoNVqUVlZie3bt2Pbtm249tprkZ+fj7S0NCxYsAAHDhyA0WhEQUGB05o1PeeBi6KIX/ziF9I/vgkJCSgoKEBVVRU2bdqETZs24Y477pDe780xrHvdunUYOXIkxo0bhzNnzgT0s+3evRvPPfccFi9ejFtvvTWI/zqRQa/XS3+Ojo4OYU9oOOE1bfCvaeXl5fjBD36A8vJyaLVajB07FpdffrnPhelDoed1KSoqKoQ9IbLjNWvwrlkffPABAGDFihWoqqrCiy++iAMHDsBisWDMmDH49re/jcWLFwf5Xyw4u3btQn19PVJSUjB16lRs27YNr7/+Os6cOYOYmBjMnj0bN998s9P0QSIiCg9DIhDauXMnAGDSpElITU0NcW+6PfLII2hvb8f3vvc9PP/884iNjZXeq6+vx9tvvy3tu+iii3DRRRchNzcXZWVlePbZZz1+EXnyySfx7LPPIisrC3/7299w6aWXSu9t3LgRN954I5577jnMnj0bN9xwg0v7Xbt2ITY2Fhs3bsTKlSsBQFr80R8GgwE333wzlEol/vGPfwzpJ0H//e9/AQApKSmYMGFCiHtDwwWvaYN7TQOAM2fOOH0h+/jjj/HnP/8ZF110EV5//fVBX4/DG8d1acaMGdDpdCHuDRGvWYN1zaqtrUV5eTkA+8ip66+/Hi0tLdL7mzZtwvPPP4+bbroJL730EhSKwbnN379/PwAgNzcXv/zlL/HMM884vf/hhx/id7/7Hf773//i8ssvH5Q+ERGRf4bElLGzZ88CAEaPHh3injj7+uuvAQB33323000IYA8Ybr/99oBvnJqbm/HYY49BLpfj/fffd7oJAYBVq1bhb3/7GwBIw7d7s1qteO6556SbEMBeycbfG4eHH34Y33zzDR588EGMGzcuoP5Hkv379+PFF18EANx7772Qy+Uh7hENF7ymdRvoa1pCQgLuuecefPHFF6isrITRaERJSQmeeOIJREVFYcOGDbjyyiths9kC+rkGyrp16/Dxxx8DAO6///4Q94bIjtesbgN5zaqurpb+fOeddyIxMRGffvop9Ho9qqur8fDDD0MQBLz22mtYs2ZNQD9XXzj6dfjwYTzzzDP4zne+g9OnT8NoNOLQoUNYvHgxOjs7ce211+L48eOD1i8iIvJtSARCbW1tACBVYgkXOTk5AIA333yz375MfPLJJ+jo6MCsWbMwa9Yst5+57LLLoFQqcerUKaebBwedTodvf/vbQZ3/wIEDeOqppzB58mT8+te/DuoYkaC6uhpXX301LBYLFi9ejF/84heh7hINI7ymORvIa9oVV1yBP/7xj1i8eDFGjBgBlUqFUaNG4Te/+Q02btwIuVyO7du346233grq+P3pxIkT+MEPfgAAuP7663HVVVeFuEdEdrxmORuoa1ZHR4f0Z6vVio8++girVq2CRqNBeno61qxZg9tuuw0A8PTTT6OpqSngcwTD0S+z2Yy5c+fi9ddfR35+PlQqFaZPn45PPvkEaWlpMBgMbhfMJyKi0BkSU8YcT316/kMZDu655x58/vnneOKJJ7B27VqsWrUK8+bNw6JFizB+/PigjnnkyBEA9ukNCxcu9Pg5xzSuiooKlwWfx40bF9QwYrPZjJtvvhmiKOLll1+GUqkM+BiRoKGhAStWrMDZs2cxceJEvPfeexwdRIOK1zRXA3FN82XhwoW4+uqr8fbbb+Pdd9/Fd77znX4/h7+Ki4uxcuVKtLW1YcmSJXjppZdC1hei3njNcjUQ1yytViv9+cILL8SkSZNcPnPPPffg+eefh16vx9atW3H11VcHfJ6+9Ouuu+5yWUogOjoaP/3pT7FmzRps2LABNpuN1RGJiMLEkAiEsrKyAAAlJSUh7omzCy64AFu2bMHjjz+Obdu24dVXX8Wrr74KAJg4cSIeffTRgP+hbm5uBgDU1dWhrq7O5+e7urpc9rlbHLmmpgbXXHON22M41gb4wx/+gGPHjuEXv/gFZs+eHUi3I0ZzczNWrFiBEydOYOzYsdi8ebPPij9E/Y3XNM/685rmjwULFuDtt98OaZXB0tJSLF++HFVVVZg/fz7Wr1/v9AWMKNR4zfKsP69ZiYmJ0j5P6xrm5OQgOjoanZ2dAS+uHyx/+jVx4kQA9tFkTU1NvLciIgoTQyIQWrhwIf7617/ixIkTqKur69cFDXs+5RBF0e0Cyo6Spe4sWbIES5YsQVdXF/bu3YudO3fivffew9GjR3HNNdfgk08+wUUXXeR3fxzDsW+88Ub861//CuAn8c5gMGDXrl1eP3PgwAEAwL///W+8+eabHj931VVXQaVSYf78+Vi3bl2/9XGgtba2YsWKFTh8+DDy8/OxdetWVsSgkOA1re/8uab5Q6VSAbCPkAyFiooKLF++HOXl5ZgzZw42bNgQdtNyiHjN6jt/rlk5OTnQarXQ6/VQq9UeP6dSqdDZ2Qmr1dpv/fOm52grT/3quX+w+kVERL4NifGaF110ERITE2Gz2fDXv/61X4/d8ylObW2t288UFhb6PE5UVBSWL1+Ohx56CIcPH5aeAr3wwgtOn/NVsWvy5MkAgKNHj/o8ZyByc3MhiqLbrbempibU1ta6bA7Nzc2ora0dtLnr/aGtrQ0rV67EwYMHMXr0aGzduhUjRowIdbdomOI1re8CuaZ5c+zYMQDAyJEj+7V//qisrMSyZctw5swZnHfeedi4caPLwrhE4YDXrL7z55olk8kwd+5cAJ5HYzU3N0ujmBwjtwbaggULpD976ldxcTEAQKPRICkpaVD6RUREvg2JQCgmJga/+c1vAAB//OMfsWXLFq+fF0URjz/+uF/HTk5OlsoN79mzx+X9kpISbNy4MaD+CoIg/eNZWVnp9F5UVBQA90OMAeDSSy+FVqvF4cOH8dlnnwV03r764IMPPN6s9Lxh2bp1K0RRxLZt2wa1f8Hq6OjAhRdeiP3792PUqFHYunXroN1EEbnDa1p4OHv2LP7zn/8AsFcOGkw1NTVYvnw5iouLMWvWLGzatAlxcXGD2gcif/GaNXi++93vAgDWr1+P+vp6l/dffvllAIBcLseyZcsGpU/Z2dnSf89XXnnF5X2bzSbtX7Zs2YCs+UZERMEZEoEQYF9E7/LLL4fZbMZFF12Ehx9+GDU1NU6fMRgM+PDDDzFnzhw88MADfh/7sssuA2Av8VtaWirtLy4uxrXXXuuxcsXq1auxbt06l5uK4uJi/OMf/wAAnHfeeU7v5efnAwA2b97s9pipqalS31evXo21a9fCYrE4faapqQlr167FPffc4+dPOHx1dXXh0ksvxZ49e5Cbm4tt27YhOzs71N0i4jWth4G6prW1teHb3/42duzY4fIz7969G+effz7a2tqQlZWFH/3oR/16bm/q6+tx/vnno7CwEDNmzMCmTZsQHx8/aOcnCgavWd0G8j7s+9//PsaNG4eOjg7ceOONaGxslN7bvHmzVMXr5ptvHtSRzo8//jgEQcA777yDF154QXpQaDKZ8Ktf/QrHjx+HTCbDfffdN2h9IiIiP4hDiNlsFu+8805RLpeLAERBEMTRo0eLs2fPFidMmCBqNBoRgAhAXL58uVPbhx9+WAQgfv/733c57pkzZ8SkpCQRgKhUKsWCggJx4sSJoiAI4rRp08S77rrLbdu4uDgRgKhQKMRx48aJc+bMEceMGSMKgiACEMeMGSPW1NQ4tXn33XelPo4ePVpctGiRuGTJEvH3v/+99BmbzSbec8890udiYmLEGTNmiLNnzxZzcnKk4y9ZssTp2K+++qrb/f3F0Z+tW7cG1d7xv8HDDz8ccNudO3eKSUlJ0hYVFSX9t++5/4477nBq97vf/U7q95gxY8QFCxZ43D755JOgfi6iYPGaNrDXtObmZumc0dHR4pQpU8Q5c+aImZmZ0v6cnBzx6NGjQR1/yZIlQV0Tf/SjH0nnLygo8HpdOnToUFB9IxoIvGYNzn3Y119/LaalpYkARI1GI86aNUvMz8+X+rN06VKxs7Mz4ON+//vfFwGIr776alD9evrpp6WfPSMjQ5w9e7aYkJAgAhBlMpn47LPPBnVcIiIaOENqzKZCocCf//xn3H777Xj55ZexZcsWnDlzBuXl5YiKisK4ceMwf/58XH/99U7znX3Jzc3Fnj178NBDD+Hzzz9HYWEhsrOzcd999+H+++/HH//4R7ft1q5di02bNmH37t2orKxEcXExoqKiMGvWLFx55ZX42c9+Bp1O59Tm6quvxiuvvIIXX3wRJ0+exJkzZyCKInJzc6XPCIKAP/7xj1i9ejX+9re/Yfv27Th58iSsVitSUlKwatUqXHLJJbjyyiuD+c8Ykcxms9NTMgeLxeK0v7293el9o9Eo/fn06dNeKwl5WruAaKDwmjaw17To6Gg8+eST2Lt3L44fP46Kigq0t7cjNjYWixYtwhVXXIFbb7110Nft6XldOn78uNfPtra2DnR3iPzGa9bg3IeNGzcOJ06cwBNPPIGPPvoIx48fh0KhwNy5c3HDDTfg1ltvhVKpHJBze/PLX/4S5513Hp5++mns3r0bX331FRITE7F69Wrcdddd0vpHREQUPgRRDHCFTaIBsmbNGjzyyCN4+OGHsWbNmlB3h4ioT5YuXYovvvgCW7duxdKlS0PdHSIir2666Sb861//wquvvoqbbrop1N0hIqJBMGTWECIiIiIiIiIiIv8wECIiIiIiIiIiGmYYCBERERERERERDTMMhIiIiIiIiIiIhhkuKk1ERERERERENMxwhBARERERERER0TDDQIiIiIiIiIiIaJhR+PvBFbLVA9kPIuoHn9neCXUXwgavWUThj9esbrxmEYU/XrOIaKjhCCEiIiIiIiIiomGGgRARERERERER0TDDQIiIiIiIiIiIaJhhIERERERERERENMwwECIiIiIiIiIiGmb8rjLmze3fP4DLzy/1+TlR+j+AIHj+nMlsz6nkMhvkct/nD/S4MsEGRY+f3GCU4cf3LUdNQ7zvkxFRxIuPNeDiZWcAAG9+NB7nTa1GXk6r02diY4wYNbLN57H0BjkKzyS67P9gUz7G5DZj0thGp/3RWjPyc1t8HtdskeHk6SSX/Ru2jUJzq8ZneyIaOkaNbMaaO/cCsCElyQAAsFhkMFvcP9fTaiwAAFEEbLbuG6PGZg1qG2IAAEnxeiiVNum9lKQu+3GtAsxm55svi0WGb0oSYLMJ0GqsaG5Vo7wq1u25c7NaEaczSa9FEejoUqK8SgeLxftNXXVdNLbuyfb6GSIiIuo//RIIAd6DGIkIQPD9eZkgBnRcAVIe5NdxBcH5c1qNDU/cuxs33X2x75MR0ZAgl3d/EZLJnF873u+9z/1xZB4/J5OJQR/XZnPtExENXzKZDYDYfS/T48+9CRAhCIANgEzoeYzua5JMLp47pnMbmQCX46qUVhSMbURTqxotbRrI5a7XNgeFm2tcfKwRGrUFxeVxXkMhucz9z0NEREQDg1PGzomLNYa6C0RERERhSRBEpCXrkZLYGVR7uUzsU+ATH2vApLEN6H4ESERERH3VbyOEIp1aZQ11F4iIPEpN6kJygh6iCOgNSlRU6bD/SEaou0VEw4gAEUkJRow0tKK8Sud3O7NZhuLyOBhNwd12xscasGJRGTRqC5QKGw6fTIE05JyIiIiC1i+B0Ecb8yFau/9hTozXQ6uxwGSWob4xWtpvsQkwm+xDhRPiu6CLtsAmCmhs0kKptEIuE2EwyFFeEwcA0EUZkRDXPXInPlaP6CgLLFYBtfUx0n6rKMBktB83NkaP+DgzAKC+UQ2lApDLRRjNMpRVxgMAtCoTbrnuFGQ9xkf5NeWNiIaE9k4VPtkyGgBgE4GjXyejsCTB6TNKhRUx0Wafx7JYZWjvULnsNxgU+KYkEeWVzutsyOU2xMaYXD7fm9UmoK1dLb0uGFePcXlNkMlERGnNUDHEJho2Kmuj8cw/ZwKwIj/Xvt5Ze4cSXQbXaw8ApCR2QiazBzGmHlO0ampj0NJuX4MsSmuCUtE92iYvpxmCIKKrS4H2LjVkMhsmjWlCfm4LstI77OfsUkCAgNgYM+SCFf/bPMbl3NFRZqiU9uuTRm1BwdhG7PkqAx2d7vvak8nNmkg9wyAAmDy+HgAYChEREfWDfgmEKmri8cJ/ZvbHoQbNjVd/DbW6+0bIyqU6iIYNq1WGxhat9LqzS4XOLjcfbOjbebr0SnTplS7763oE5f5q61BDb3A9FhENfSaTCgePpwMADh7PHJBzOI7voFRakZnehQPH0qBU2JCR2gmrVQ5RtIcwyxecRZdBhbc/Hu/Urue1FQCOF6b0qV+J8QYpDHJgKERERNQ/hu0aQkazcxbWu6IGEREREQnY81UGquucg2xBEHHp+SWYM62yD8cWoVR4H+1YUh6PPYdGuOyfPL4e0ybWg2sKERERBW/YBkJERERE5A97KHT0ZKrT3pNFidh3ON1DG19EzCiow8XLzkCr8T49t6g0gaEQERHRAGAgREQUAVISu5CV3i5t6SnBVfohIgqOgOf+PQVfHU8DAJw4nYQnXjgPQDAjrO1h0KSxDYjVGbFyURlDISIiohAYtlXGrFYBYo97B5uVc9CJKHzF6YxISjBIrxuaDV4+TUQ0EOR4+p/TcfHSUnyyLRfBhUHAxDGN50rI2zlCoU07cryulVZUal/8f96MKqf9XFOIiIgoOMN2hJDN5nzDYBN5A0FERETknRyfbMtDsGEQAJSejXOpzsiRQkRERINv2AZCRERERNS/crNacPmK014/06VXYtOOXIZCREREITZsA6HoKDMEAdKm1Vh8NyIiIiIit3KzWnDfbftxzUWnsfrir71+lqEQERFR6A3bQEguc75RkMl440BEREQUDEcYFKU1QxBEXHZBSchCoYQ4AwSuBEBEROTTsA2ErDbn1zZraPpBREREFOlWLCxDlLY7wAlVKHS2Wocv9mVB5NqQREREPg3bKmMmswIadY+bDEHA/92+GyNSO6FQdqdDifH2Sj4Goxxd+u7KFyaTHDZRQGenEjUNWthsrosrFpcloKgswe35l88rh1JpgcEoR2eXyu1n4nRGKBQ2l/3lVbE4VZTsts2i8yoQpTXDaJKjo9P9cXUxJqiUVhSXJ+DTbaPdfoaIwptWbUF+brP0urNLieq6GIzObnEZ8ZiUoEfUuS9VRpMCDc0a2GyuzwOaWjRoatG6PV9OZiuUStfrkT9a29Sob4py+15WRjs0av+m7La1q1DXGAVWESIKL9FRJmzdm4XMtA6My29yeu9bFxZBrbbgP+8XeGzvCIVWLiqFLsYk7Q+0+lhWege27890e30jIiIiV8M2EJLLnb/YKBUiFsyshkIhuh9mrLMAMEove5asF0VAb3D9T5mX04qUE3q3579gYRmUChvMFhmMJveVOrQai8vUNgCoqo1GfKzJTQtg5aJyaNQWWKwyGIzuj6tRW6GQ23DBggosn1eOX/9+IYbxXwWiiGO1CtDFmJxKL5+t1qG6LgbnTa2BSuk85DF7RBsS4rqvXx2dShSXx6F3sHL4RKrHQGjaxHrE6oxu3/Pl66JEj4FQwdgGpCR1+X2sotIE7P0qg0//iUJAJrifXp8YZ8C8GTUorohDanIXMlI7nd6/alUxYqLM+Pvr0z0euz9CoaLSeDAwJiIi8t/wfYTS457GZrNvwZLJAEGIzDlnY3Jb8OT9OwBwUW2icGbt8cS7ui4ajc3ugxt/xESboVZF5jUrP7cZ82ZUQfDwxZSI+ombXzGL1ddto4A9X2Wgui7aea8gYuWicvz4u195be1t+tj5C8r9+L33HAbZHwTyukFERNTTsA2EKqpjnF7bbIE9UepZocz+OnJvMvKzWxkKEYW5kvK4Hq8EdOo9Pyn3h1weudesvJwWhkJEA8xskaO5VeO0z+RhRLMzz6HQqsXBhUI2m4CvTqQGPTJQqbRi1eJSVh8jIiLqZdjOE/r5moVY+/RmpCQaYDLLpWlbUVFmyHrcLMjP3fuIovMoIkWv/3ImiwKdvdbsqW+MQoOHaRKtbWoolVYYTQq3080AQBdtcpnaBgANzVqPx21uVSNKK4PJIkdXl/svjLE6E+J1RqcvU/nZrfi/277E716YCw63Jgo/h0+mISHOgKkT61HXqEVzq/MIodZ2NQCgsUnrstaPRm2FWuW8r6lF67LOWJeXkKm5VQOT2Z8vg646PKyTBgAtbWq/qgElxuud1kbKy2lBa7saJwrdr6dGRH23bc9ITJtYL03h8hSlmMxyl/uS/20ejZWLypCb1Sbtc4RCAPDif31PH1uxsAwx0SZs2zsSlTW6oH4GpdKKFQvLkJSgR1KCfRr/4ZMp4L0OERERIIii6NejkhWy1QPdl4jy6b/edfoS86/3xuG/H04OXYcCdONVx3HlymIpFOroUmLLnpE4UZiC/YfTwRulyPSZ7Z1QdyFs8Jrl7LrLvoayx9pCn24b5XFdn3CUmd6OpXMrpFCovjEKm3dlw2wJLqSi8MBrVrehec2y4PG792DimEanvaIoYOP2bK+hEABEac2I0xlRXRfj9XOeCIKIC5ecQXKi83qOx75OYShEQeE1i4iGmmE7ZayvjCYZjEZB2qrro303CiNr1xXgg015EEVBCoMsFjnGjW7C7Gk14JBqIgonlTU6bNs7EjabwDCIKGIocP+f5uHk6SSnvYFMHws2DALswdPpUtdqr5PH13P6GBERERgIBU0UBYiQdW8RWOJ07boCvP7BeGzelQ1Ljy9WDIWIKBxV1ujw2Y4chkFEEcVzKDR3eg36sn5hZno7tBqz188UlSZgz6ERLvsZChERETEQCppCLkIht0lbpFbsee/TcdiyOwdir0W1GQoRUTiqa4xmGEQUcVxDodZ2Ne56fBGCXc4ye0Qbls2twMpFZQyFiIiIgsRAiFBeFYvt+7NcQqHJY+tx/+17wepjRBQJ5HIbJuQ1svoYUVjqDoVa29X45W8XobkluOlg2SPasHj2WQgyEbE6I0MhIiKiIDEQCpLJLHfaOjxU9IoUvUMhlcKKZfMrMGtKLUvSE1HYk8ttWDa3ArOm1rAkPVHYsodCP3lgWdBhkEwQMW1iHYQeVQcZChEREQWHgVC/ifxKFY5QSCmzYdn8CkRr7TdWuZntuPe2AwAic1ocEQ1tjjAoI60DgL0kPUMhonClgMGg8fK+9wdQNlHA57ty0N6hctrPUIiIiChwDISCJVgh9NgU8qERlpRXxaK1Q4Uojf2GzGKVwWCUY9KYRtx725dgKERE4SYxzoC0lE6nfQyFiCJPTIwBL/1+M35yve/qY5t25DIUIiIi6iMGQkGK0tig1YjSlpneHuou9Zv3Ph2HDzblwWSWw2DsXryVoRARhaP6piipJH1PDIWIIkdMjAF/fmAbkhP1WLmoPKSh0IS8psB/ACIiogjEQIjcWruuAP9+fwJE0fkLFkMhIgpHlTU6hkJEEUqjsNjDoAQDAHtJ+lCFQm3tapRWxgbxUxAREUUeBkLk0frN+Xj747FuQ6H/u30/uNA0UeTYdWAEvtg7Utraen2BGgoYChFFJoMFqGuIdtoXilCorV2NTTtyoDdEdqEQIiIifwmiKPp1h7xCtnqg+xJRPv3XuxAEQDj3vUNvkMFskcNmE2A0KQAAGrUZUVp7aNLaooJMASgUNkAE9Eb7zYbZIkNnlwLuFqV+4E/z0dquddk/e1olbvjW1xBtQFuHCp1dgX2xe+WdSaht8L+6x6XnF+HblxRKX6YEAdCqLThzNhZ3P74IgCKg89PA+cz2Tqi7EDZ4zfItSmvG8nnlQbffdyQD9Y1RLvsVchsuXHIm6ON+dTIVlTU6t+9dtLQEcpn3f7bi44wYO6pJuj47HDqeig82jXEJuQHgggVl0Kg9h9ydeiUOn0xFc6u3xXApULxmdeM1y4LH796DiWManfaKooBNO7Lx99ene20dpTVj5aJS6GJMTvv9DXlys1pR2xDFMIi84jWLiIYafpMPUs8wyCYCSqUNCrkIURSgVNgAAEqlFQq5/YuLNtoMuQDI5SJE2P+/Q7RWBpNZ3vsU0nF602osiI+1D6tOiDegvUOFrgBuYBRy98f1ZP3mfADAty8phEwmQqu2QCYTkZfdij/dv4OhEFGEkstEJMQbgm7v6RolCH07rlrleUpqQpwRcj+uYbUN0cjNanUKhXJHtmLejCrsOTTCJRSKizUiSut5JEFCvAGJ8Qa8t2EMhkJVSaLwYy9J3zsUcowUAuA1FHKMFOodCjlGCvkKhUrPxvXDz0BERBRZOGUsSD2fT1stgtsnzv7y9bTbF12MCVE+hkT31frN+Xjn4zFQq6yQ9eivIxTi9DEiCidtHSqUno1D7zGwfZk+FqXtHvVJRAPBHgqdPJ3ktLc/po9lj+hL8Q8R2SPawOpjREQ01DAQClJjs9p5RwD3CIIgQq229NgCW6BZ5iZ7GoxQ6H+bx+B/n492Cb8YChFROBqIUIiIBlr/hEJt7d33aUdOpeCbksQg+yNi3oxqLJlbwZL0REQ05HCeT5Cu/8UK/Pg7JzFpbCPKqrurUdhsAto77U+m4qKNSE3tBACUlsdDrrBBrbJi/OgmZKR2SW30Bjne35Tvco62TvdDm08VJWHvVxmIjzW6vFdUFudx7Q2H5jb3a2DMmVaF0rOxXtcXWruuAABw5cpipy9T2SPasWpxOTZuHwVOpyCKDAajHDu/zAy6fXOr2u1+q1XWp+O6W5fIYffBEQEHOanJXThvSg0Mxu6puSNSO6HVWNClt19nvzyS7jIVTS4XMW9GVUDnIqL+0PfpY5/tzMHKRaUoqYjD0VOpQfbDHgbl5zYDsJekB4DDJ1PAex0iIhoKGAgFTYMX35gRVMtf/OAAkhPOSq87u1RYt2Gc3+1r6mPw/NoZmDSmATMm1zq9p1KKaGyKwqniJA+t3Vt4XgWuWFGCzi4F/vafqQGFQmaLDDu/HIHUZD3mTKvGvsMZ4I0SUfgzW+Q4UxHf78e1icKAHBcIbp2PMxXxOFutw9K5FZDJROj1SmzakSOFQQBQXuVaZlqpsDIQIgqZvodCH28ZDbPFdY1Gf6Uld0lhkANDISIiGko4ZSyCnTidjEPH0lz2z5pagwl5jW5auOcIgwRBREy0GT/93hGkJXd4bbN2XQE+2JQHk1mOnV+OQHObvRra2NHNmDOtGhxSTUThxFGSvqNThU07ctDW4X50ExGFE+/Tx2759hGvrX2HQd7vVWoboqWS9D1NHl/P6WNERDQkMBAKgZgoMxQKm7R5K3XsS19DIZnMhgUzq52mYAQSCt3/p3loanGe3sFQiIjCUWWNDh9+lscwiCiiuA+FzBYZDh53vf/xV3ysASsXlUHrY/3FotIEhkJERDRkMRAKAbncBpkgdm99rDLWl1DIZpPhb/+ZgsYmrdN+f0OhotJkbN+fBdHmPGzaHgpVggtNE1E4sdm8/bMngl/uiMKRcyhkMsvx+xfOw+GT6UEdLT7WgBWLypCW0slQiIiIhjUGQkNEX0Khtg4Nnv/31KBDofKqWDehkA0/WH2S1ceIKEKImD6pDvNndlcfs4kC6hqinDabjWuGEIWGPRQ6cDS1T2FQnM6IFYvKpNHZsTojQyEiIhq2GAgNId5Cocz0dq9t+zcUsk9DS0vuQl52K/7wm10ArIH+OEREg8QeBhWMa3AqSW+1yrBx+yinzWBkLQai0FHg8efnBx0GAfapZmaz8+0vQyEiIhquGAgNMe5CobLKWFTXeq4a5tBfodC8GTVIS+4CYH/CnpnRgftu+xIMhYgoHE2bWI+CcQ3S656hEBFFEguWzi3z+okuvRKbduSivUPltJ+hEBERDUcMhIagnqFQWWUsdu7Pgk30b5pDf4RCew9lQBQF2EQBeoMCoghMHNPIUIiIwlJ9k9ZlKhhDIaJIY8Fjv9qDn990GD+5/iuvn2QoREREZMdAKAQMRjmsNkHafJdFDdyJ08nYtmdkQGGQQ19DobXrCrDu0zx0dSkh9rgnYihEROHIUZKeoRBRpLKHQQVjG6WS9KEKhSbkNyI6yntbIiKicMFAKASMJgWsVpm09Z7L3l8qqmMDDoMc+hoK/eeDArz18ViIvc7PUIiIwhFDIaLIdfVFRSgY211AI1ShkMUiw+e7ctDZpfLSioiIKHxwdcwwIJOJGJ9vv5Hp0iugNygBAONGNSImpvtmJFprdipRb7EKMBgUEOEa+nR0KPHNmSTptV6vQMe5G5QxoxqRntKJaK0FpZVxXvu2aUcOrr64EHE6IwBIlcQmj29A7U7v6xKt35wPAPj2JYVOX6YmjmnE43fvwv1/mg/+FSSicOEIhZbOrXC61ubltAAA9hwa4RJyE1HovbchHzMm1WPiGNdQCAD+/vp0j20dodDKRaXQxZik/Y5QaNOOHOm+zJ2i0gQAwKzJtdi8Oxv1jVF9/XGIiIgGDb+NhwG53IYfXnsMAFBVG436JvvNxIqFZdBFd9+cKJVWl+jHJgqwWGUu09XbOlT4fFeO9PpEYTIOHbevK/S9K0+hYGwjZDIRTa0aNLdqfPYvJVEPpcIGk1mGf78/EZ/vzPXrZ3MXCmnUVkwc04Q/3b8Ddz++CPxrSEThomcoJJfbkJHaCQAYkdaB/NxmvPW/8TCaeM0iCi/2kvSP370nZKHQ2WodqxASEVHE4ZSxEGts1qK8Shd0e5kgQiG3wc0gIbfUKgtSk/TS0+/EOAMS4/Re21itMlTWxsBskaGmIVoKefy1fnM+3j43fUyjttr7CyAvuxVP3r8DgCWg4xERDSRHKCSKQEqiXtqmjG/A/JmVnD5GFJbsodDJ00lOex2h0I+/27fpYxq193sVhkFERBSJGAiFwKmixF6vkzx8MgB+fj/JymiHUum8fk9yogHpKd7XBLJaZaio1qGyOrjwav3mfHyyNRdymXNH8xkKEVEYqqzRYfu+kU4L4wPAqJGtXFOIKGx5DoVWLQ4+FGrvVMHUh/Uex+Q2Y9rEOrD6GBERhRsGQiGwaUc29h9Jg8Ekh8kiwGSWw2iyb2azHKZzm9kig8XavVlt3ZvtXFl3s0UGg1Hu9DmLVQazRSYdx2SWw2K1DyEqLktAS5taai8IImQyEfGxJqQkdkn9cLcZjAoYzd4qonkPdd7830R8sCnPZQ2O/OxW/OHeXeCNEhGFk6raGJRWxLmEQnk5LZgzrTo0nSIiH/onFGprVwNwjBjMgs0W3C3zmNxmzJ1RxZL0REQUlji+NSQU+P0L85z2vPU/10+99b/xHo+gizFi3OhmHDyWFvAip3c/vgyXnl+ES5adQUyPNYpkMhHFpXF45Z0pAR0PABbNLsePvnMcT7wwCydOp3r83Np1BQCAK1cWS0/YRVFAZ5cCs6fVYP/hdPg9/42IaIC1dapQejYOuVmtEM5dmmw2AWdrgp/qS0QDzfOaQqsW29cUevG/3tcU+mxnDgrGNeDA0bQ+h0EOk8fXAwAOn0wB73WIiCgccIRQhGrvUOPA0fSgK96s35yPr06kuOxfNr8CN68+GtCxFs0ux89vOoyYKBMe/Pk+TBpT5/Xza9cVSCOFRFHA4ZPJOHM2HuNGN2H2tBrw6RkRhZO2DnsoJIr2MOiLfSNxNsjps0Q0WPo+Umj/4YygwyDA/d0MRwoREVE4YSA0RGnUFqh6rRXU2z/emIYd+zNd9gcSCs2bcRY/v+mwtFC0WmX1OxR6f1MevjqRgjNn46X9DIWIKBw5QqFdBzMZBhFFDC8LTS8ux+iRTUEfWam0+lxouqg0AXsOjXDZz1CIiIjCBQOhIUijtmDlolJcsLBswEOhsrOxLpU1/A2F/r2uAP96rwCizXmUE0MhIgpHbR0qVHKqGFGEcQ2FbKKAdzeMQUlFopd2nimVVlywoAyrFpdCqzF7/SxDISIiCmcMhIYYRxgUF2tEUoJ+wEOhqrpY/Ob3C9HR5VyRw99QqLwqFtv3Z7kNha6/4hRYfYyIIkVSgp7Vx4jCUnco5AiD3vhwYlBHcoRByYl6qSQ9QyEiIopUDISGmIXnVSIu1ii9jtRQaEJeI66++DRL0hNRRMge0YaLlpxhSXqisGUPhf74t1lBh0EAMGdaNZIT9dJrhkJERBTJGAgNMfsOp0OvVzrt62soNHdGNSaP9R7q9GcoNCGvEePzmyFARF52Kx742X4A3vtORBQq2SPasHj2WQgyEXk5LQyFiMKWAvuOuN7nBOLQ8TS0dzjf6zAUIiKiSMVAaIhp71Bj446cfguFDEYF9h9Jx7SCekzIa/TSsn9Coa+L4zAuzx4GiQD0BgXGjW7Gvbd9CYZCRBRu1CoLFsyqhCDr/iLHUIgoMt3wreP4yfW+q49t2pHLUIiIiIYEBkJDUH+FQnqDAvsOp8Nosi8aPWtqzYCHQgeOZeLDTXmw2QToDQrYzk0jmzSmkaEQEYUdo0mB7fuzpGuVA0Mhoshyw7eO41urirFyUXkYhEJERESDg4HQENUfodDza6dKYRAAiKIAfa+KYu70NRRau64Aa9dNgNXq/NeToRARhaPKGh227R3JUIgoQjnCIEEQ7SXpQxgK6Q2+77OIiIj6CwOhIayvodCRU+k4dCwNgD0M2vllJkrPxp171+a1ra9QKD/X+0ijDz8bi7c/HgtRdP6C1R0KcaFpIgofDIWIIteYUc1Ov6OhCoX2H87ANyWJQfwEREREwWEgNMT1NRQ6cToZh46lOYVBMpkNt37nGC5aWuK1radQqKlVg7NSsOTZ+s35bkOhaRPq8SdWHyOiASaKAtra1U6b6CXXYShEFJkeetpekr6nwQ6F9jEMIiKiEBBE0dvtbbcVstUD3RcaQLoYI1YtKoNW63xj0tisxec7c2Ayy/06jkxmwy3XHsO40c0AgM07s7Hhi9Fe24xIbcMf7tuJmCgTquujcdeaZTBY/B8Sfen5Rfj2JYUQBBFKhQ1qlT3EKi6Pw92PLwLA4dUOn9neCXUXwgavWRQqmentWDq3AjKZ8z+vfPrvitesbrxmhZoFj9+9BxPHOI9gFkUBm3Zk4++vT/faOkprxspFpdDFmJz2t7WrsWlHDvQGpYeWFEl4zSKioYYjhIYJbyOFZk6u9fMozmEQAJy/sByXrzjttZVjpNDxwqSAwyCge6SQQi5KYRAA5GW3cqQQEYUdTyOF0lM6Q9QjIvJNgfv/NDAjheZOr+5Tz6K0ZrD6GBERDQQGQsOIu1CouUWDQ8dT/TyCDNV10U57VEorrrnoNG5efcxry6q6WDz41KKAwyCH9ZvzsWFbrsv0MYZCRBSOKmt0OFGY7LSv94ghIgo3/R8KtXeosO9wRtA9Sk7swuUXFLMkPRERDQgGQsNMz1CouUWDz3bmOFUS82X95nxs25sFwB4GxccaIQgils0v9xkKeTMitc2v6mMfbMpzGwr96LvHwRslIgonFqvg+0NEFGb6LxRq71Bh045cdOmDmy6WnNiFCxaUQ6m0oHF+oAAAK7VJREFU9ihJz3sdIiLqPwyEhqH2DjU2bs8NOAxyWL85H3sOZUhhkEOwoZBjjSF/S9L3DoXKq3TQG5SYM60avFEiIiKivumfUKgvYZBaZcH558IgB4ZCRETU3xgIDVPtnaqgwiCH9zaMw84vR7jsDzQU6rngtKMkfSChUHmVDgeOpQMAxo5uZihERERE/aDvoVCwYRAAGE0KHDyW5rKfoRAREfUnlmciFzJBxNSJdThRmOy1+tg/3pgGAFg0u9Jp/7L55QCAV96Z7PNcv/npl4iJ6q7I4QiFHvvrHJw47Xlto7XrClBWqcPIjE4IPdblGHtuwWv7fH1O1yCi4MlkNkzqVXHo65JEmP2syni2WofOru4vhH35ckhEoWAPhXpXHxMEEekpXX04rogpE+px+kyC1+pjRaUJAIB5M6qc9k8eXw8AOHwyBbzXISKivuAIIXIiE0Qsmn0WBeMacMHCMqh6DFV25x9vTMOO/Zku+/0dKfSHv52Hji7nihz+jhT6Yl8Otu/Pgtirkg9HChFRf5DLREybVOe0KRU2v9u3tGlwpiJe2mobon03IqIw4zpS6MipFKx5Zk6QxxMxb0Y1pk6ox8pFZdBqzF4/XVSagD2HXEdkc6QQERH1BwZCJHGEQdmZbQDsJekHOhRylKQPNhQqr4p1Gwotml2B3/96O1h9jIiIiPqmOxTqDoOCGWRvD4Pyc+2jmWN1RoZCREQUUgyESKLRWJCSqHfa1x+h0PevPu61bX+HQmnJHZg7vQbj85rPlaT33nciIiIi7+yhUPBhkP2+Ji2502kfQyEiIgolBkIk6dIrpZL0PfUlFLJaZYiLNWBCXqOHVnb9FQqlJnVi7vQayM+tK5SV3oH7bvsSDIWIiIiobxTwFgbFxxi8tjaaFFJJ+p4YChERUagwECIn7R3qfguFrFYZDp1IQXOrFrOm1gxKKFRbHw3ZudljRpMcZosME8c0MhQiIiKiAXPelCq8+MRnfpekZyhEREThgIEQueiPUGjr7pFSGOQwa2qNy1Dp3voaCv3ng0n4YFMe9EYFzJbuv94MhYiIiGggnDelCnf/6CBUSqvfJekHKhTKHtEe+A9ARETDFgMhcquvodAr70zB5p25TvtOFSWhtiHK57n7GgqtXVeA/344HqLovNA0QyEiGkyTxjbg+itPStuSORWh7hIR9bOczBYpDALsJelDFQqVlMejoloXxE9BRETDFQMh8qivodCJ08k4dCwNgD0MOnA0DYA9pMkd2eK1rbdQ6M6bvd9kAcD6zfl4++OxbkOhh36+F6w+RkQDTRBEyGTOGxENLWWVMSgqjXfaF4pQqKQ8HrsPjnC57yEiIvKGgRB51R+h0Gc7cpzCoFWLS3DHjYdx0dISr23dhUKdegV++9wcv/ruLhSSy0VMm1R/rvoYQyEiIiLqi+6S9D0NZij02Y5chkFERBQUBkLkU19DoZr6GPQMg1YsKgcAnL+gPKBQqFOvwP1PLkRZZbzffe8ZCsnlIjRqCwQAedmteJKhEBEREfWZ91Dox98d2FCopj6aYRAREQWFgRD5xVMopIs2IUrr/UbFYXR2sxQGOaxcVIqbrjnutZ0jFAo0DHJYvzkf6zbkQ62youftUj5DISIiIuoXnkOhVYuDD4WitGbERPl3n+WORm05V+WVU1aJiMgVAyHyW+9QyGSS47OdOWhp0/jVvqQ8Adv2Zkmv5TIbEuINOH9BGW5efdRr26q62KDCIIcPPhuLDzfluTxBYyhERERE/aN/QyGLRYbNu7JR3+S7IIc7GrUFqxaXYtbUGpakJyIitxgIUUAcoVBzqwaf7cxBU4vWd6Me1m/Ox7a9WVIYJD+3yOqy+RU+QyFPFAoLfv/r7X5VH/vATSiUnGDA/Bk14I0SERER9U3/hELNLRps3pWNusbooHrhCINidUYA9pL0DIWIiKg3BkIUsPYONdZvHh1wGOSwfnM+jhcmS2GQQzChkEJhwZ8f3IbxeU1+l6TvGQq1tKvxxZ4s5OW2YvY0hkJERETUV30PhdZvGR10GAQAacmdUhjkwFCIiIh6YyBEQfK+eKFMZvP6/j/fmoId+zNd9gcSCjnCoKz0DgD2kvSBhELNrRp8sScLVtH+azBudBNDISJyYjLLnTYiIv94D4WuWvWNj/Z9u88qq4yTStL3xFCIiIh6YiBE/W7S2AZcuKTUZ/Wxf7wxrU+hULzOgPhYk9O+QEKhNc/Mh8Xq/AWPoRAROZgtcrz1v/FOW1evhfWJiDxzHwo1NGvwyRc5QR81P7cZly4v8askPUMhIiLyhoEQ9atJYxswo6DW75L0fQmFGppjpJL0PfkbCpVXxWL7/iyINuencONGN2Hp3HJwoWkiIiLqG+dQqL5Ji58/sgQGg38FOXrLz23GvBlViIv1ryQ9QyEiIvKGgRD1m3GjmzCjoFZ6PRihkKMkfX+GQlq1GT/67jFWHyMiIqJ+YA+FPtuR3acwKDerFfNmVEmvY3UMhYiIqG8YCFG/qaqLlkrSO/Q1FFo67yyWzi3zcd7+C4W0ajOWzjsLrdqC/OxWPParPQC8952IiIjIOwVe+M+MoMMgAKhrjJJK0jswFCIior5gIET9xlGSvr9CIVEUcPpMPEaO6MCEvEavbfsnFMrAkrmV0Krto4LMFhlys9pw721fgqEQERERDZTkhA5854qTXj/jKEnPUIiIiPoLAyHqV/0VCjnCoNLKOADArKk1gxAKJWDjFzkQRQFmiwxGk33B6UljGhkKERER0YBITujAn+7fjtUXncZPrvddkp6hEBER9RcGQtTv+iMUeu29iVIY5DByRDsEwfuNSl9DobXrCvDW+rEwGBVO+xkKEQ0/MkHEmNxmp00h917quafquhgcOJIubadLEwawt0QUiRxhUJzOBEEQsXJRechCocz0DsjlDISIiIYTBkI0IPoaCm3ZlYtDx9Ok13UN0diyOxuiKHhpZdfXUOit9RPw9sdjXc7FUIhoeJHLbZg7o8ppU6n8//1vbNbiVHGStJ2t1g1gb4koEl3/ra8RpzNJr0MVCjW1aPHZjhxYrfxqQEQ0nPCqTwOmr6HQicJkHDqehtr6aGzelQ3LuZuUSWPrsWpxide2nkIhhVxEanKXz76v35zvNhQqGNuAJ+7dCVYfIyIior76yyvTpJL0DoMdCjU228Mgk1ke3A9BREQRi4EQDaj+CIU+35njFAbd8K1TWLGoHBctDSwUslpl+Pt/C7B1T65ffe8dCgmCCK3GinGjmvEnlqQnIiKiPrOXpB+IUGjZvAr4WhOoqDQBG7aNYhhERDRMMRCiAectFDp/QbnPdYFs5wIZRxikUNjX8Dh/QTkuWlrsta0jFGpqVePv/y3A5ztHB9R3RygEAFqNFbJzfc3LbmUoRERERP1gYEKhpAQ9oqO8jxIC4HU6vv0ejesKERENVQyEaFC4C4VEUcDXxQl+rQsEANkj2qUwCAAEiLjm4tO4efUxr+2q6mJxy69XBBwGOazfnI+N23PQu5cMhYiIiKh/9E8o1JtcFnyYIxNELJ59ltXHiIiGMAZCNGh6hkKiKGDXgRE4UxHvd/sN20Zj256RAOxhUHycESqlFcvml/sMhQCF13fjYwxe3//P+wX4YFOeS3iVl92KNXfuBW+UiIiIqG/6Ggop0KVXOm3+PnTrTSaIWDT7LLIz21iSnohoCPP+LZmonzlCocQ4A8p6lZX3x/oteYAg4luripzWH1o2vxwA8Mo7kwM+5i9v+RJzptXgsb/OwYnTqR4/t3ZdAQDgypXF0jQ3o0mO2oZozJ5Wg/2H0wGXcURENFyNz2tEwdhG6XVVXTR2H8wMYY+IKPzZQ6HH796DiWO6rx+OUAgA/v76dA9tBby3YWw/9KE7DHKYPL4eAHD4ZAp4r0NENHRwhBANuvYOdVBhkMP6zfnYeyjDZb9/I4Wc/fKWL7F4dqXfJenXruseKWQ0yfHFvix0dKkwbnQTZk+rAZ+eEZGDQmGDVmuWNnUAJeuJaDjr20ihvhNQWRvjspcjhYiIhh4GQhR2UpK6fFYfe+nNqdi+L8tlfyCh0C3fPoLFsyul14GEQm+vH4Nte0Y6lbVnKERERET9w3MotHh2JTQa71Pd+8pRkr43hkJEREMLAyEKKxmpHVixsMyvkvR9DYU2bBvlFOgA/odCb66fiE+2jYZocx42zVCIiIiI+odrKGQwyrHmL3NhMGgG/OwMhYiIhj4GQhQ2MlI7sGxeBeRyG5IS9AMeCjlK0gcbCpVXxWL7/iyXUGh8XgN+deuXYPUxIiIi6pvuUMhglOPhZ+ahsCR50M7OUIiIaGhjIERhQSaImDOtGnJ5d1n5SAyFBMGGJbMrsXBWFUvSExERUT+wh0I/e3jZoIZBDgyFiIiGLgZCFBZsooDNu7Oh1yud9vc1FJo4tgET8uq9tu2vUAiiiCWzK5EYb5/Xn5vVhvtv/xIAF5IlIiKivlCgodl1oWdnIibkNzptvu6f/MVQiIhoaGIgRGHDUZK+v0Kh2oYoHDmVjFlT6zAhr9FLy/4JhZpaNUiIMwIArDYBBqMC4/ObcN9tDIWIiIhooFjwp/u34ifXf4VZU2qcNo26/0YqMxQiIhp6GAhRWOmvUMgRBjn+is+aWoMxuc1e2/Y1FPp4Sz4+2JQHi1UGg1EB8dx90cQxjQyFiIiIaABY8NQD25GX3YqViyowc3LNgJ7NWyhUMK5hQM9NRET9j4EQhZ3+CIVefXsSev717tIrUVMf7fPcfQ2F1q4rwL/emwBbr4WmGQoRRR6zRYb/vD/RaevSK0LdLSKic+xh0OiRbQDsJenzs1tDEgoZjQpU1ugG9LxERNT/GAhRWOprKHTidCoOHUsDYA+DNm3PRXunPeTRqLwPn/YWCj3w832IjzF4bb9+8xi8/fFYiKJrKPR/t+0HF5omihQCRNF5AwSfrYiIBovB4HyfFIpQyGhU4LOdOWhu1QzoOYmIqP8xEKKw1fdQKBn7Dmc4hUFJCV349U/246IlJV7begqFdn45Ai0dvm941m/OdxsKTS+ow5P/txOAzX1DIiIiIr90l6TvaTBDod0HMhkGERFFMAZCFNb6GgoVliQ6hUG333AYsToTzl9YHnAo9PmukXh+7Uy/+947FNKoLVDIReTntODOWw6CoRARERH1jfdQ6PtXHxvQsxeXxzMMIiKKYAyEKOx5C4Xyclr8OoZGZZHCIIfzF5bj25ec8trOEQq9vzE/oDDIwR4KjYFWY4VC3l19o2BsI2646hQYChEREVHfOEKhRKe9giBi+fyz+PF3vwpRv4iIKNwxEKKI4C4U+qY4EaeKEr206mYwKXDoeJrTPl20CZddUIKbV3t/elZVF4u16woC7/Q56zePQXmlzqUY69QJ9QyFiIiIqB/YQ6G6Rq3TXkEQsWpxOUMhIiJyi+VSKGI4QqFVi8pQXqXD/iPpCGSB1/Vb8gBBxNK5Z6GLNiFKawYALJtfDgB45Z3JQfXrwqUlqKiMwYnTqR4/U10fg+goE1KS9E49npDfhIyULlTXxwR1biIaODJBRFZGu9O+ytoYWK3+PUupb4zC8W+Spdet7ep+7R8RkTMFtuzJxPJ5lUhN0kt7HaEQALz43+kDdvaUxC7I5d0PuVraNDAY+VWDiCic8SpNEaW9Q431W0bDYJQjmGo/6zfnIy7GhAuXnnHaH2wodPHSYtx87XFYLDI89tc5XkOh9k77l8GUczdpJrMcr707kWEQUZiSy21YMrfCad97G8aiS+9fIFTbEI3ahuiB6BoRkQehC4Xmz6xCrM4ovd62ZyQqqmMH5FxERNQ/OGWMIo79aVPwpZ9f/3AiduzPdNm/bH65z+ljPTnCILlMhFplxYM/34dJY+q8tmnvVKO+UQuzRYbX3p2IwpIkr58nIiIiCow9FOL0MSIi8oWBEA0p0VEmLJlT4bP62D/emNbHUMiC1ZcUQi7rXhnIWyh0pjwWxWXxKC6Lx+GTaXjpjckMg4iIiGiA2EOhb0qc11q0iUBljS5EfSIionDDQIiGjOgoE1YuKkN2ZptfJen7FgopcP+TC6SS9A6eQqFOvQodXUppa+tgiVYiIiIaSAo8/twsqSS91SbgtXcmYf2W/BD3i4iIwgUDIRoSHGFQTLS9rHxSgn7AQyFHSXp/QyF/rVxUihuuOgFWHyMiIqK+sVcfO3IqhWEQERG5YCBEQ4JMJjpN3wL6JxS69pJTXtv2dyi0clEpVi4uZUl6IiIiCpjNJjhtdgqseWYBwyAiInLBQIiGBEdJer1e6bS/L6FQR5cSUdEmTMhr9Nq2v0KhCxbawyAHhkJEkS0/txmXLi+WtvOmVIe6S0Q0pAl4/YOJTltbh9qvllPG1w5w34iIKBwxEKIhoz9DoY4uJfYfSYPFosCsqTV9DoVGpLb50X9Vj6d5dgyFiCKXRm1BQrxB2mKizaHuEhGRi9u+dwhr7tzL6mNERMMQAyEaUvojFNqwbZQUBjlML6hDdJTJa1tvodCl55cgPaUdCrkNCrkNcplrwLPv8Ai8t2EMQyEiIiIaFLd97xAuWFjBkvRERMMUAyEacvoaCv33w4nYf7h7+pjNJuCLvVno7BX0uOMxFFLbsHRuJc6bWo1JYxsxIq3DbXuGQkRERDQYls0rlcIgAAyFiIiGIQZCNCT1NRQ6UZiMQ8fTYLMJ2LZnJCprdQAAhcKCOdOqvLb1FArJZSJSk/Q++85QiIiIiAba1j1ZOFWU6LSPoRAR0fDCQIiGLG+h0LJ53U/EPDlRmIwPN+U7hUE/vf4oVl9SiAUzz3pt2zsUstmAlnYVtu8fgfIqHZpatF7bewuFrrqwyGtbIiIiIt/sJelPnk5y2usIhb5z+ckQ9YuIiAYLAyEa0jyFQqnJnYjTGX22dwQ6GpU9DMrJsi8OPXd6jc+2PUOh+sYofLxlFJpbo9DcqkFnr/644ykUmj4psFL2RERENByIGDWyxWlT+hgR7S0UWrmoDKOzWwast0REFHoMhGjIc4RCvYMVpdL/qVffueJrKQwCAJXSipzMVr+qj/38kcV4++MxCObXbd/hEfhk6yinfaoA+k1ERETDx8LzKp02rdriRyt7KFRSHu+0V64QMX9mFUMhIqIhjIEQDQvtHWpYrMH/dT9dGuf0OirKhEXnVfpVkr65JQaAPOhzn63WBd2WiIiIyDcFjn6dCJPF+V5JEBgKERENZQrfHyEaGj7ZOgo9xwj5M23LHY3KAl20CYVn7GsQzZpqnz52qjjJWzMiijBmiwzvfjLWaZ/ByH82iWioEmAy2R9gqRTdo5EdoRAAl1FEPW3elQ2ZrHt9Rr2B10sionDHKzUNG+0d6n45jkzuuhg1QyGioUiA3hBccExEFKkcoVBP/oRCvaurEhFR+GMgRBSgLr0SFrPgsn+gQiGzRYaOzu4vpdY+TH0jIiIi8sVkkqOzyzkQd4RCDU1atPXTQzYiIgotBkJEQWht1+DQsTTMmFzrtN9TKPSj7x6GWtU9/Hp8XgPuf3KJX+cqq4zDmmcW9LHHRERERP5r71TiRGEyJo1tkPYdPJrGMIiIaAhhIEQUpBOnkwHAr1BIACATuqeaCYLrtDMiIiKicHLoeCoAYNLYBhw4ks6p8UREQwwDIaI+CCQUIiIiIoosAg4dT0VFtQ71jVGh7gwREfUzBkI0bMTHGpxed3Sq+lSK3oGhENHQJAgikhP1TvsamzWw2fy7bjS3aFBUmiC9bmrR9Gv/iIj6U2llLL4uTpReV9dFn/uT4FcYFBtjdKoy1qlXwmx2XaCaiIjCBwMhGjZWLSmFSmmVXn/6xah+e9rlKxQiosijkNtw4ZIzTvve2zAWXXr/AqHKWh0qa3UD0TUion73xd4cfLE3J+B2SQl6xMYYMWV8A2J1Rmn/tj0jUVEd259dJCKifsZAiKifeAuFej4xIyIiIhoKkhL0uGBhGZQKG1RKK8wWVkIlIookDISI+pGnUMhmE2CzdZeqNxj8/9WLjzVg4axK6bXVJmDDttF97CkRERFR8BxhkGP09ejsVtQ1atHcyumxRESRgoEQUT/rHQodOZmKy84vhlLRXXY+kLWLkhP0WDqvQnpttcoYCBEREVFIZaa3O03FFyBiZEY7ADAUIiKKEAyEiPxgs8mchkGbfQQ6jlBILhdx9OuUAe0bERER0WA7eioFCrmISWMbpH2CACkUIiKi8MdAiMgPuw9mYvfBzIDaOEIhIiIioqHHXpIegEsolJXRDq3GHKqOERGRnxgIEYWISmmFieVYiYas3KxW5Oe0SK/rm7Q4cio1dB0ioiHvzf+Nd3ptCWCR54uXFjtNUa+pi8HT/5zlo1V3KDR+dJO0VyYAcTqT3+cmIqLQYCBEFAJKhQ1XrCzC8a+Tcao4KdTdIaIBEBNtQkZah/Ta2mNheSKi/ifA3IcHTSlJXchI7ex5OL/Pe+h4Ki5dXgy12ur740REFDZYG5JosAlAemonNGoLZk2twYS8xlD3iIiIiKgPBIgiQ28iokjDQIhoEKiUVsjlIuRyEQq5CK3aIr3HUIiIiIgGWmyMEalJnb4/SEREwwYDIaJBJoqu+xgKERER0UCJjTFi5eJSXLCgHGnJDIWIiMiOawgR+SEjpQPj8roXS+zsUuLLoxl+tz9zNg4JsXrp9ZFTrqXoZ02tAQCuKURERET9xhEGaTX20cnnzy/H5t3ZqG2IDnHPiIgo1BgIEfkhL7cZl55fIr1ubNIGFAht2j4KyYld0us9h0ZArbJiRkGt0+cYChEREVF/mpDfKIVBACBX2BgKERERAE4ZIwqZE4XJOHQ8zWU/p48RERFRf/nySAbKK2Od9jlCIU4fIyIa3hgIEYUQQyEiIiIaSDZRwI79WQyFiIjIBaeM0bCxZVc20KMiakubOnSd6eFEYTIAeJw+ZrYwtyUKBYtVhvWb85z2GQz8Z5OIIo8jFFo0+yyyM9uk/T2nj/XVGx+Nh0Jpk15X1XA6GhFRuOOdLQ0b9U1Roe6CR95Coepa3lARhYIoCmhu1YS6G0RE/cJXKBQdbe7T8YvKEvraRSIiGmQcekAUJjxNH5s4tgEKuQ0Wi8y+WQU3rYmIiIi88zZ9bFRmK+RyMUQ9IyKiUOAIIaJBcMu3jzpV+Bg9shmP/GWhy+fcjRQ69nUqnnttJmwigyAiIiLqG08jhQQZoFFbYDAqYOXDJyKiYYGBENEgUChsTk/d1GqLx8/2DIXOVuvwxd6RDIOIQixOZ4RMFtiTc120CRq1BWaLDFYrB+QSUfjwGAqhOxQiIqKhj1d7ojB0ojAZ7R0qnK3WMQwiCgOxMUYsnnM2oFAoNakLGamdOFsdg8YW7QD2jogocN5CIaXC5rmhHzLT2lHTEM0wnIgozPEqTcOGRm2BVmOWNpkQ3vPky6tiGQYRhZQIXYwRuhgjWtrVOHwiNaDWRpMcre1q1DZEo6IqFg1NDIWIKLz0XFOoo1Nx7poVhdOl8S7rDPniuM+amN+AFYtLcf6CMsjlfQuWiIhoYHGEEA0bV6wsgkpplV5/+sUo1DeGb+UxIgq9lYvKEKUNrvJOa7sare1qHDyWhsIzif3cMyKi/uEIhQD7yKCte0cGNbJn1eJS5Ga1IiujHYIARGvNEEUBW3Znc6QQEVGY4tWZiIjILQG7DmSitU0N0SYEv3GkHxGFOUcoFGwYBAByuQ0ZqZ0Qelzy0lM6sXx+OUcKERGFKY4QIhoEVqsMNlv3zZAxgMUakxM6sXx+hfRaFIF3Phnfr/0jIvdq6qPx0ef5A3R0G/hchojChU0UAK/VxSzw9tXBapWhpCIOedktToU0HKEQRwoREYUfXpWJBoHVJkAUIW1mi/+/ejmZ7bjsgmJpu/T8MwPYUyIaDDFRJtx5yyGMHd0Y6q4QEfmUEN+Bl574HJcuL/L6Ob1BgeLyeJey9RwpREQUnhgIERERDaKYKBNuv/EwstI7cNM1JxkKEVFYS4jvwJ8f2IHkBANuWn3C71DIbJY77WcoREQUfjhljMgPuw9mYv+RDOm1jfcyRBSEKK09DEpJ6gIAqJRW3HTNSbz27kQUliSFuHdERM7iYwz48wM7EKczAgDkMhE3rT4BAFi/xfN0Wr1Bga9OpGLSmEaoVN0FPTh9jIgovPBKTOQHm00Gk0khbRYLs1QiCpzJLEOX3vn64QiFOFKIiMKNwaBAl8H5muUIhXyNFGptU+OznTkwmThSiIgoXDEQIiIiGiQWiwJ/e30Kys7GOu1nKERE4chgUeCuNctQXR/ttN/fUKipRctQiIgojDEQIiIiGkQMhYgokjAUIiIauhgIEQ0CldIKmVyUtugoc6i7REQhxFCIiCLJQIZCWent/d5fIiLyDwMhokEi9NwEMcS9IaJQYyhERJHEVyhUMK7ea3t3odCBo+koq4wbkP4SEZFvDISI/JCU0IVZU2qkbdJY7zc9vVXXRaO5RS1tRWUJA9RTIookDIWIKJJ4C4XmTKvB2FFNXtv3DIUOHE3HqSJWVyQiCiWWSiLyw4T8Rly5slh63dikxYnCFL/bf/T5GCQndkmv9xwa0a/9I6LI5QiFfnr9UeRktUn7WZKeiMKRIxR6es1WZKR0SvtlgohpE+0PzArPJHps39SixQeb8mE08WsIEVGocYQQERFRiPkaKZSf2xyinhERufI0UsgRCo3J8T5SiGEQEVF4YCBEREQUBjyFQnq9Ak3N6hD1iojIPU+hkM0moLk9+GtWUrweS+ZUsPoYEdEgYDxPw8auA5mQ9VjMua1dFcLeEBG56j19rLVNjefXTkVTa1Sou0ZE5KLn9LERqR0wmRV44d9TUVKegIZmbcDHS4rX44JFZVAprViusmLL7mxYrXx+TUQ0UBgI0bBxtloX6i4QEfnkCIW+c/k3+HjzKIZBRBTWHKHQI3fvxGvvTsKpIv/XWOypZxgE2EvSL59fzlCIiGgA8epKREQUZiwWBf69bhLDICKKCAaLAr95YmnQYRAAiNL/6eYIhTh9jIhoYHCEEBHw/+3dfWxV5QHH8d85vbe9fYNSwDreSgq0vGuGwpTiy7REnfFlumXqHMuWiI64LVuii/MlS5Y5sziNmUG3JVPjdJtblrCpQx1GJShRGSJQBXmpgKWUW1oopdyXc/ZHuadcuPf20t7LOSfn+0mepPe05/Thj95cvve555Fh2KqqjOlIb3Hu07Hsps2qLI87jyfX9ehXKy/O69yNreN1130tRZkXAH8yTUt144+qvYOVjwD8IK7mC7/Q2vfrs/5Eakv6luY2lZYmneOsFAKA4uFZFYFnGLaaL9inay7bpdqaY0X5HZGyhMJhyxlV1bG8z00mS9R7rDRtAAgu07T03Zu36O5lG9XYEHV7OgAwhLiefniN7r3zQ91y3ZacP5mKQrFYSdpxVgoBQHEQhBBoqRg0dXKPSkuTamluK1oUAoCRSsWg2TOizpb0RCEA3jUQgybV9co0bN16/adEIQDwEIIQAm32jKimTu5xHhOFAHhZS/NuzZ4xGICIQgC87L4V72tSXa/zmCgEAN5CEEKgfbKjVu0HqtKOEYUAeNV/101R295RaceIQgC86vHfX6hodyTtGFEIALyDIIRASyZNvfnuZKIQAF9IbUlPFALgB33xsO68dylRCAA8iiCEwDsbUShpGbJsOePUFza5jK4+ppbmXc64YvHuEc8HgH8RhQD4CVEIALyLIARo6ChUXRHPcmb+17ctwxmxeP5BaHp9j75z09bB8fXWEc0FgP8RhQD4SbGiUH9/SJZlFHy+ABAUBCHghFxRaN6sToVCSZdmBgCnIwoB8JNCR6Hde0Zr7QcTZdsEIQAYLoIQcJJsUajzYIU+2nqOnvrzfP165UI9/cI8l2YIAIOIQgD8pFBRaNvOMcQgACgAghBwikxRKGGZSiRNLZh7QJZlqKunwsUZAsAgohAAPylEFFq/cQIxCAAKgCAEZJDr42OXLtor07BdmhkAnC5XFLrt+k8UCiVcmhkAnC5XFPrWdds0bnTfsK9dVprgRtMAkCeCEJBFpigUi5fo7fWTZPGuFACPyRSF4glTL/5rphKJkIszA4DTZYpClm3opZdn6OAwV2JHyhJaekkbu48BQJ4IQkAOJ0ehWLxEb7xTr2h3+RlfpzRsyTRtZ1SW8249gMI7OQrFE6ae/cccffLZWLenBQAZnRyFLNvQX//dqOf/OXdY14qUJdSypE01o/rZkh4A8sRbhsAQUlGoujKm7sORoU/IyJZx0qIiw+QFCoDiSEWhiXVH1bZvtNvTAYCcUlFoyUWfa/Xb04Z5FVuXLNyrmlH9zpFUFFqzboqSSd4DB4BMeHYE8lBZHtM5446qsSGqxoao6if2nNH5Xd0RHTkadsYX+6uLNFMAGIhCxCAAftEXD48gBkmSoQ8+rnO2pE9hpRAA5MYKISAP82d16oalO5zH0a5yPbxykfO4saFLB7vK1ZXl42QvvTJT42oHb5D47oYJxZssAAzh8ovatK+jStt28nEyAN53z/L3tKe9Wi+umpP1Z1Jb0rc0t6m0NOkcZ6UQAGTHsyIwQrOmR7Xo/Ha1NLeptuaY29MBgJyuXLxbX/vqLrakB+AL9yx/T5cs/CLvLelfX1vPSiEAyBNBCBiBWdOjumD+fkkDW9IThQB42ZWLd+uqy3ZLGtiSnigEwMtSMcgwbJmGTRQCgAIjCAHDZBi2Jp7bm3aMKATAuyw1TetKO0IUAuBdcc1u7JJh2M4RohAAFBZBCBgm2zb05ruTtb+zMu04UQiAN5l6+oWBLelPRhQC4E1h/eBnLYp2p+/wShQCgMIhCAEjkEyaWrNuClEIgC+ktqQnCgHwg9SW9EQhACgOghAwQvlEoVuv36KbrtrmjOuu3J739T/eVqsHf3uxMx567KJC/xMABAhRCICfFDMKLZjXUfD5AoCfEISAAhgqCo2qiitSlnTGyVvQDyUWK9WuPWOcsXtvTYFnDyBoiEIA/KQYUehQT0SbWscXZb4A4BcEIaBAckUhliQD8BqiEAA/KWQUOtQT0Rtr69V/PFTMKQOA5xGEgALKFoUMY2AAgJcQhQD4SSGi0Oq3pxKDAOAEghBQYNmikEQUAuA9RCEAfjLSKNR9OEIMAoATCEJAEeSKQgDgNbmi0KRze12aFQBklisKzZnR5dKsAMB/CEJAkZwchWxLsm3JsiTLluKJkqEvcEJVeUwL5rUPjrn7izhrAEGVKQr9562pWrOu3sVZAUBmmaLQxtZxuv/RJWd0HdO0NHbMsbRhGHahpwsAnsR6SaCIUlFoxe3/k2lask+8vjh+PP8g1DStSz/+3gbnsWWZWvbTqws9VQBwotDyWzfp0521emPtVLenBABZpaLQykde0972Kv38N5ee8TUiZUldc/nOtGN/WTXzjN68AwC/IggBRZZMmorFTYVD7DQGwPsSiZCefO58sYgYgB/0xcNa9pOlksJuTwUAfIcgBORhU+t47T9Q5Tw+HjvTd41y3006FEookeDPEYBX5I5BPGcB8JbcMaiiok99fRVnaS4A4B+8/Qfk4XBvRJ+1jXHGnvZRQ5+UpzmNnXrg7vVqmHKoYNcEgGJpaojqgbvXs/sYAF+49orteuHx1UPuPgYAQUQQAlw0p7FTt9/YqsqKuL7/zc1EIQCe1tQQ1bKbt6qyIs6W9AA879ortuuOWzYrHLLy2pIeAIKGIAS4ZHr9Id1+Y6tCJ+4tVFaWJAoB8Kz6iT1advNWlYaTkga2pCcKAfCq5gvbdMctm1ViDrzOMg2bKAQApyAIAS75vL1a7Z2VaceIQgC8al9Hpdo70p+ziEIAvGrDxgnqPlyadowoBADpCEKAS2KxkFY+f572tFenHScKAfCi1Jb0bXvT76FGFALgRakt6aPdkbTjRCEAGEQQAvJQHompblyvM8aO6Tuj8zuj5eo+UuaM9gMD77IThQD4CVEIgJ8QhQAgN/aMBfKwYF6Hbli6w3kc7SrXwysX5X3+igdbsn4vFYXu+vZHmvylI87xVBRat+Hc4U0aAIogFYXuum2T6icddo6notAzf5+tbTvHujhDABiUikJPPfKaxtb0O8dTUag0bMmyeY8cQDDx7Ad4QK6VQldf2qZQieXSzADgdKwUAuAnuVYKfeOa7ZrXdMClmQGAuwhCgEdki0KhUFLVVXGiEABPIQoB8JNsUcgwbc1t6iIKAQgkghDgIdmikCGbKATAc4hCAPwk10ohohCAIOIeQsAw1NT066Efrcv4vYOHInryuS9n/N4fH3lVE+uO5vU7DFMyUl8bkk5EoUM9dFwA3jHUPYWefPY87esYleMKAHD25Lqn0NymLvX2hV2cHQCcXfzPEhiGEtNWdVUs86iMZz0vUpaUaSqvYWggBBnG4PnxuCmLRUIAPCbbSqEdbaPV3lnl0qwAILNsK4WO9Ye0aw/PWQCCgyAE5OFIb5krv9e207/+5e8W6olnMq8+AgA3nRqFWj+r1Z9emivL4qUGAO9JRaGu7oiSlqHOrnKtePByvfJmkxJJnrcABAMfGQPysGV7rToOVqpuXH4f9yok2x5YJWRZ0ocfTzjrvx8A8pWKQi2LP9fqd6YSgwB4Wl88rOX3LNV9P3xPv3jiK4rH+bgYgGAhCAF5SCRCeuwPCzRt6iFVVmT/SJgk9fdn/7P628vTNX/m8G6yeqy/ZFjnAcDZlEiE9OpbDW5PAwDy0hcP6/5Hl7g9DQBwBUEIyFPCMvXpzrEjusaq12dq1esFmhAAAAAAAMPEWm4AAAAAAICAIQgBAAAAAAAEDEEIAAAAAAAgYAhCAAAAAAAAAWPYtm27PQkAAAAAAACcPawQAgAAAAAACBiCEAAAAAAAQMAQhAAAAAAAAAKGIAQAAAAAABAwBCEAAAAAAICAIQgBAAAAAAAEDEEIAAAAAAAgYAhCAAAAAAAAAUMQAgAAAAAACJj/A/+ZxTCyERR6AAAAAElFTkSuQmCC\n", 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" ] @@ -1146,7 +1146,7 @@ }, { "cell_type": "markdown", - "id": "passing-share", + "id": "roman-kitty", "metadata": {}, "source": [ "Visualise the distance matrix used in the clustering " @@ -1154,13 +1154,13 @@ }, { "cell_type": "code", - "execution_count": 21, - "id": "hollywood-russia", + "execution_count": 22, + "id": "accepting-world", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1175,7 +1175,7 @@ }, { "cell_type": "markdown", - "id": "mysterious-symphony", + "id": "persistent-webmaster", "metadata": {}, "source": [ "Print the aggregate (average) cell-level alignments for each cluster" @@ -1183,8 +1183,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "agreed-silver", + "execution_count": 23, + "id": "sixth-blind", "metadata": {}, "outputs": [ { @@ -1207,8 +1207,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "governing-stocks", + "execution_count": 24, + "id": "parallel-account", "metadata": {}, "outputs": [ { @@ -1248,8 +1248,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "tamil-reception", + "execution_count": 25, + "id": "cellular-romance", "metadata": {}, "outputs": [ { @@ -1258,7 +1258,7 @@ "4" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1270,7 +1270,7 @@ }, { "cell_type": "markdown", - "id": "nominated-overview", + "id": "eleven-boulder", "metadata": {}, "source": [ "### Average alignment of any given subset of genes \n", @@ -1279,8 +1279,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "id": "bridal-coach", + "execution_count": 26, + "id": "hidden-month", "metadata": {}, "outputs": [ { @@ -1292,7 +1292,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1303,12 +1303,12 @@ ], "source": [ "GENE_SUBSET = gene_list[40:60]\n", - "aligner.get_aggregate_alignment_for_subset(GENE_SUBSET )" + "aligner.get_aggregate_alignment_for_subset(GENE_SUBSET)" ] }, { "cell_type": "markdown", - "id": "twelve-undergraduate", + "id": "experimental-stylus", "metadata": {}, "source": [ "### Exploring alignment and trends of a given gene set" @@ -1316,39 +1316,80 @@ }, { "cell_type": "markdown", - "id": "colonial-cleaners", + "id": "basic-killer", "metadata": {}, "source": [ - "Following call extracts a specified pathway gene set from msigdb database. It requires downloading the database from https://www.gsea-msigdb.org/gsea/downloads.jsp and specifying path to the msigdb folder and its version. " + "Following calls a wrapper to extract a specified pathway gene set from msigdb database via blitzgsea package (https://github.com/MaayanLab/blitzgsea) " ] }, { "cell_type": "code", - "execution_count": 26, - "id": "absolute-creek", + "execution_count": 28, + "id": "amended-carrier", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "array(['CD44', 'CXCL1', 'PTX3', 'TGM2', 'TNFAIP3'], dtype=object)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Initialising to use KEGG_2021_Human and MSigDB_Hallmark_2020 only\n" + ] } ], "source": [ - "IGS = PathwayAnalyser.InterestingGeneSets(MSIGDB_PATH='/msigdb', version='7.5.1') # need to create db folder and pass args\n", - "IGS.add_new_set_from_msigdb('hallmark', 'HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION', aligner.gene_list, 'EMT') \n", - "IGS.SETS['EMT']" + "IGS = PathwayAnalyser.InterestingGeneSets(gene_list) \n", + "#IGS.get_available_pathway_list('KEGG_2021_Human')\n", + "#IGS.get_available_pathway_list('MSigDB_Hallmark_2020')" + ] + }, + { + "cell_type": "markdown", + "id": "reverse-greek", + "metadata": {}, + "source": [ + "You could also add a new library by calling below.
" ] }, { "cell_type": "code", - "execution_count": 27, - "id": "cleared-lease", + "execution_count": 30, + "id": "silver-assist", + "metadata": {}, + "outputs": [], + "source": [ + "# ===== Check available libraries in enrichr\n", + "\n", + "#import blitzgsea\n", + "#blitzgsea.enrichr.print_libraries()\n", + "\n", + "# ===== Add a selected library\n", + "\n", + "#library_name = \"GO_Molecular_Function_2021\"\n", + "#IGS.add_library(blitzgsea.enrichr.get_library(library_name), library_name)" + ] + }, + { + "cell_type": "markdown", + "id": "adopted-semester", + "metadata": {}, + "source": [ + "#### Check the aggregate alignment and interpolated gene expression trends for a given pathway gene set as below. " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "clear-asthma", + "metadata": {}, + "outputs": [], + "source": [ + "IGS.add_new_set_from_msigdb('MSigDB_Hallmark_2020', 'Epithelial Mesenchymal Transition', user_setname='EMT') " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "automotive-firewall", "metadata": {}, "outputs": [ { @@ -1364,7 +1405,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -1389,8 +1430,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "id": "veterinary-moldova", + "execution_count": 33, + "id": "novel-fellowship", "metadata": {}, "outputs": [ { @@ -1398,15 +1439,15 @@ "output_type": "stream", "text": [ "Gene set: ======= EMT\n", - "mean matched percentage: 50.04 %\n", - "Average Alignment: \u001b[91mII\u001b[0m\u001b[91mDDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mIII\u001b[0m\u001b[91mD\u001b[0m (cell-level)\n", + "mean matched percentage: 51.29 %\n", + "Average Alignment: \u001b[91mII\u001b[0m\u001b[91mDDDD\u001b[0m\u001b[92mMMMMMMMMM\u001b[0m\u001b[91mI\u001b[0m\u001b[92mV\u001b[0m\u001b[91mI\u001b[0m\u001b[91mD\u001b[0m (cell-level)\n", "- Plotting average alignment path\n", "- Plotting z-normalised interpolated mean trends\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1426,23 +1467,15 @@ } ], "source": [ - "PathwayAnalyser.get_pathway_alignment_stat(aligner, gene_list[0:40], 'EMT', cluster=True, FIGSIZE=(3,6))" + "PathwayAnalyser.get_pathway_alignment_stat(aligner, gene_list[0:20], 'EMT', cluster=True, FIGSIZE=(3,6))" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cutting-thread", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "G2G_v020_NEW", + "display_name": "g2g_installed_env", "language": "python", - "name": "g2g_v020_new" + "name": "g2g_installed_env" }, "language_info": { "codemirror_mode": { @@ -1454,7 +1487,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.19" + "version": "3.8.16" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index d819931..80aa522 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -19,8 +19,8 @@ dependencies = [ "anndata", "regex", "tabulate", - "gsea-api", "gseapy", + "blitzgsea" "torch", "scipy", "scikit-learn", @@ -30,6 +30,7 @@ dependencies = [ "pandas>=2.0.3", "seaborn>=0.12.2", "leven", + ] requires-python = ">=3.8"