From 024a27864b3e74c8af4e76a34f95cf0a3a47124e Mon Sep 17 00:00:00 2001 From: parashardhapola Date: Mon, 26 Oct 2026 21:45:11 +0100 Subject: [PATCH] Add the guides of Compare conditions, with executed figures Six short guides, each an executed notebook with the figures users expect: normalization, filtering and sample quality; genes that change in each cell type (Kang et al. 2018); repeated measures and donors (dream, Kenward-Roger, F-tests, variance partitioning); cell-type composition; gene sets and pathways (fry, roast, camera, over-representation, GSEA); and pathway and regulator activity (CollecTRI, PROGENy, GSVA). The simulated tutorial moves to Start here as "From cells to results". --- .github/workflows/docs.yml | 2 +- THIRD_PARTY_NOTICES.md | 12 +- docs/coverage_exemptions.toml | 14 - docs/source/differential_expression.ipynb | 8 +- docs/source/guides/composition.ipynb | 300 +++++++++ docs/source/guides/gene_sets.ipynb | 420 +++++++++++++ docs/source/guides/genes_per_cell_type.ipynb | 568 ++++++++++++++++++ .../guides/normalization_and_quality.ipynb | 508 ++++++++++++++++ docs/source/guides/pathway_activity.ipynb | 342 +++++++++++ docs/source/guides/repeated_measures.ipynb | 460 ++++++++++++++ docs/source/index.md | 12 +- docs/source/myst.yml | 16 +- docs/source/statistics/choosing_a_method.md | 3 +- docs/source/statistics/composition.md | 1 + docs/source/statistics/gene_set_tests.md | 3 +- docs/source/statistics/mixed_models.md | 3 +- docs/source/statistics/multiple_testing.md | 4 +- docs/source/statistics/precision_weights.md | 4 +- 18 files changed, 2646 insertions(+), 34 deletions(-) create mode 100644 docs/source/guides/composition.ipynb create mode 100644 docs/source/guides/gene_sets.ipynb create mode 100644 docs/source/guides/genes_per_cell_type.ipynb create mode 100644 docs/source/guides/normalization_and_quality.ipynb create mode 100644 docs/source/guides/pathway_activity.ipynb create mode 100644 docs/source/guides/repeated_measures.ipynb diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml index f508771..c4c3568 100644 --- a/.github/workflows/docs.yml +++ b/.github/workflows/docs.yml @@ -63,7 +63,7 @@ jobs: - name: Check that saved notebook outputs still match the package # Runs pages that need no downloaded data, without saving them, and fails # when what they print has changed. Add such pages to PAGES. - run: make -C docs check-outputs PAGES="quickstart differential_expression guides/export_cubes guides/bulk_rna_seq" + run: make -C docs check-outputs PAGES="quickstart differential_expression guides/export_cubes guides/bulk_rna_seq guides/composition" - name: Store the site if: ${{ !inputs.pages }} uses: actions/upload-artifact@v7 diff --git a/THIRD_PARTY_NOTICES.md b/THIRD_PARTY_NOTICES.md index 7e36268..d2776bb 100644 --- a/THIRD_PARTY_NOTICES.md +++ b/THIRD_PARTY_NOTICES.md @@ -233,7 +233,8 @@ The pages of the documentation (`docs/source/`) read the datasets that `docs/dat prepares in a cache outside the repository: two simulated with fixed random seeds by that script, and the two below, GEO series GSE96583 and the MSigDB Hallmark interferon-alpha response set. No file of these datasets is in the repository; the -script records the source, licence, citation and checksum of each. +script records the source, licence, citation and checksum of each. Two guides also +download the networks CollecTRI and PROGENy, as their sections below say. ### GEO series GSE96583 (Kang et al. 2018) @@ -277,7 +278,9 @@ are distributed under the Creative Commons Attribution 4.0 International License ### CollecTRI (Mueller-Dott et al. 2023) -`collectri()` in `cytepool/networks.py` and `validation/activity.py` download +`collectri()` in `cytepool/networks.py`, called by `validation/activity.py` and by the +guides `docs/source/guides/gene_sets.ipynb` and +`docs/source/guides/pathway_activity.ipynb`, downloads `CollecTRI_regulons.csv`, version 2.0 of Zenodo record 8192729 (https://zenodo.org/records/8192729, doi:10.5281/zenodo.8192729), into a cache outside the repository. No row of it is in the repository: `tests/data/activity` holds rows in @@ -298,10 +301,11 @@ activities. Nucleic Acids Research 51, 10934-10949. doi:10.1093/nar/gkad841 ### PROGENy (Schubert et al. 2018; Holland, Szalai and Saez-Rodriguez 2020) -`progeny()` in `cytepool/networks.py` and `validation/activity.py` download the R +`progeny()` in `cytepool/networks.py`, called by `validation/activity.py` and by the +guide `docs/source/guides/pathway_activity.ipynb`, downloads the R package progeny 1.28.0 from Bioconductor 3.20 (https://bioconductor.org/packages/3.20/bioc/src/contrib/progeny_1.28.0.tar.gz) into a -cache outside the repository and read its data frames `model_human_full` and +cache outside the repository and reads its data frames `model_human_full` and `model_mouse_full`. No value of them is in the repository: `tests/data/activity` holds a package in its layout whose data are simulated. progeny, its data included, is distributed under the Apache License 2.0 (https://www.apache.org/licenses/LICENSE-2.0). diff --git a/docs/coverage_exemptions.toml b/docs/coverage_exemptions.toml index b6cd21f..0d3a8fc 100644 --- a/docs/coverage_exemptions.toml +++ b/docs/coverage_exemptions.toml @@ -63,21 +63,7 @@ "cytepool.table.Table.select" = "guides/pool_cells: sample and group tables" "cytepool.table.Table.filter" = "guides/pool_cells: sample and group tables" "cytepool.table.Table.with_columns" = "guides/pool_cells: sample and group tables" -"cytepool.table.Table.to_pandas" = "guides/genes_per_cell_type: result tables as pandas DataFrames" -"cytepool.plotting.plot_barcode" = "guides/gene_sets: one set on the ranked statistics" -"cytepool.plotting.plot_cell_numbers" = "guides/pool_cells: cells pooled per sample and cell type" -"cytepool.plotting.plot_composition" = "guides/composition: cell-type proportions per sample" "cytepool.plotting.plot_dispersions" = "guides/bulk_rna_seq: DESeq2's dispersion estimates" "cytepool.plotting.plot_forest" = "guides/combine_studies: one gene across studies" "cytepool.cube.CubeCollection.select" = "guides/combine_studies: the studies, cell types and genes of an analysis" -"cytepool.plotting.plot_gene_sets" = "guides/gene_sets: the results of camera, fry and mroast" -"cytepool.plotting.plot_md" = "guides/genes_per_cell_type: MD plot of a contrast" -"cytepool.plotting.plot_mds" = "quickstart and guides/genes_per_cell_type: samples on an MDS plot" -"cytepool.plotting.plot_mean_variance" = "guides/genes_per_cell_type: voom's mean-variance trend" -"cytepool.plotting.plot_p_values" = "guides/genes_per_cell_type: the distribution of p-values" -"cytepool.plotting.plot_proportions" = "guides/composition: proportions by condition with propeller's results" "cytepool.plotting.plot_quasi_dispersions" = "guides/bulk_rna_seq: edgeR's quasi-dispersions" -"cytepool.plotting.plot_residual_variances" = "guides/normalization_and_quality: residual variances against expression" -"cytepool.plotting.plot_sample_weights" = "guides/normalization_and_quality: sample quality weights" -"cytepool.plotting.plot_significant_genes" = "guides/genes_per_cell_type: changed genes per cell type" -"cytepool.plotting.plot_volcano" = "quickstart and guides/genes_per_cell_type: volcano plot of a contrast" diff --git a/docs/source/differential_expression.ipynb b/docs/source/differential_expression.ipynb index f14f1c1..370bad1 100644 --- a/docs/source/differential_expression.ipynb +++ b/docs/source/differential_expression.ipynb @@ -6,7 +6,7 @@ "metadata": {}, "source": [ "(differential-expression-tutorial)=\n", - "# Differential expression per cell type\n", + "# From cells to results\n", "\n", "This page runs a pseudobulk differential-expression analysis from cells to results:\n", "it simulates single cells from six donors, each sampled before and after a\n", @@ -19,7 +19,11 @@ "\n", "Pooling the cells of each sample first makes the sample, not the cell, the unit of\n", "replication: cells from one donor are not independent observations, and a test that\n", - "treated them as such would find differences that do not hold across donors." + "treated them as such would find differences that do not hold across donors.\n", + "\n", + "The guides of Compare conditions take each question further, with the choices it\n", + "involves; [Genes that change in each cell type](guides/genes_per_cell_type.ipynb)\n", + "runs this analysis on published data." ] }, { diff --git a/docs/source/guides/composition.ipynb b/docs/source/guides/composition.ipynb new file mode 100644 index 0000000..974cb30 --- /dev/null +++ b/docs/source/guides/composition.ipynb @@ -0,0 +1,300 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "347b218a", + "metadata": {}, + "source": [ + "(composition)=\n", + "# Cell-type composition\n", + "\n", + "Does a condition change which cells a sample holds? {api}`propeller` tests the\n", + "proportion of each cell type across samples, as speckle does [@phipson2022], from the\n", + "number of cells that a cube records for every sample and cell type\n", + "({api}`Cube.n_cells`); [Composition tests](../statistics/composition.md) gives the\n", + "steps. The simulated PBMC study knows the answer: 12 donors, each sampled before and\n", + "after a stimulation that multiplies the ratio of monocytes to every other cell type by\n", + "$e^{0.7}$, about 2, and changes nothing else (the `simulated_pbmc` dataset of the\n", + "[Datasets](../reference/datasets.md) page)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e011eb6f", + "metadata": { + "figure_descriptions": [ + "Stacked bars of the proportions of six cell types in each of the 24 samples, the 12 control samples on the left and the 12 stimulated ones on the right, B cells at the top and dendritic cells at the bottom. Monocytes (pink) take about 0.2 to 0.37 of each control sample and about 0.35 to 0.57 of each stimulated one, and every other cell type takes a little less after the stimulation." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CytePool 0.1.dev54+g3f0cbb52e\n", + "Cube with 24 samples x 6 groups x 2,000 features\n", + " layers: counts (uint32, lazy), detected (uint32, lazy), log_sum (float64, lazy), log_sum_sq (float64, lazy), linear_sum (float64, lazy)\n", + " filled: 144 of 144 sample x group entries have cells (100.0%)\n", + " samples: sample_id, donor, condition, sex\n", + " groups: group_id\n", + " features: feature_id, symbol\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "import cytepool\n", + "from cytepool.composition import propeller\n", + "from cytepool.design import Design\n", + "from cytepool.io import read_cube\n", + "from cytepool.plotting import plot_composition, plot_proportions\n", + "\n", + "cube = read_cube(\"simulated_pbmc.cube.zarr\")\n", + "print(f\"CytePool {cytepool.__version__}\")\n", + "print(cube)\n", + "plot_composition(cube, by=\"condition\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "87ec11ee", + "metadata": {}, + "source": [ + "## Test every cell type\n", + "\n", + "Each donor gives a sample in each condition, so the design pairs them, as for the\n", + "genes ([Genes that change in each cell type](genes_per_cell_type.ipynb)); propeller\n", + "fits fixed effects, and the donor enters the formula." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a4311ed3", + "metadata": { + "figure_descriptions": [ + "The proportion of each of six cell types in every sample, as points, controls in blue and stimulated samples in orange, with a black bar at each condition's mean and propeller's adjusted p-value above each cell type. Monocytes rise from a mean of about 0.27 to 0.43 (adjusted p-value 4.6e-12); B, CD4 T, CD8 T and NK cells fall a little, from about 0.12 to 0.10, 0.33 to 0.25, 0.15 to 0.11 and 0.12 to 0.09, each with an adjusted p-value below 1e-4; dendritic cells stay near 0.02 (adjusted p-value 0.0052)." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "B cells stimulated / control 0.81, adjusted p-value 6.4e-05\n", + "CD4 T cells stimulated / control 0.78, adjusted p-value 1.7e-07\n", + "CD8 T cells stimulated / control 0.77, adjusted p-value 3.6e-07\n", + "NK cells stimulated / control 0.78, adjusted p-value 1.2e-05\n", + "Monocytes stimulated / control 1.60, adjusted p-value 4.6e-12\n", + "Dendritic cells stimulated / control 0.81, adjusted p-value 0.0052\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "design = Design(\n", + " cube.samples,\n", + " \"~ donor + condition\",\n", + " levels={\"condition\": [\"ctrl\", \"stim\"]},\n", + " contrasts={\"stim_vs_ctrl\": \"conditionstim\"},\n", + ")\n", + "result = propeller(cube, design)\n", + "table = result.table(\"stim_vs_ctrl\")\n", + "for group, ratio, adjusted in zip(\n", + " table[\"group_id\"], table[\"proportion_ratio\"], table[\"adjusted_p_value\"]\n", + "):\n", + " print(\n", + " f\"{group:<16} stimulated / control {ratio:.2f}, adjusted p-value {adjusted:.2g}\"\n", + " )\n", + "plot_proportions(result, by=\"condition\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7ef5f47d", + "metadata": {}, + "source": [ + "Every cell type tests significant, although the simulation changed only the\n", + "monocytes: proportions add up to one, so when the monocytes gain, the shares of all\n", + "the others fall. The ratios show what happened: the five other cell types fall by\n", + "about the same factor, 0.77 to 0.81, which is what a rise of the monocytes alone does\n", + "to them.\n", + "\n", + "## Test within a lineage\n", + "\n", + "The denominator decides the question. Among the lymphocytes alone, the B, T and NK\n", + "cells, a rise of the monocytes does not move the shares, and the test asks whether the\n", + "stimulation changes the lymphocytes' make-up. {api}`Cube.select` keeps those cell\n", + "types." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3054e0ba", + "metadata": { + "figure_descriptions": [ + "The proportions of B, CD4 T, CD8 T and NK cells among those four cell types in every sample, controls in blue and stimulated samples in orange, with a bar at each condition's mean: about 0.17, 0.45, 0.21 and 0.17 in both conditions, each with an adjusted p-value of 0.89." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lymphocytes = cube.select(groups=[\"B cells\", \"CD4 T cells\", \"CD8 T cells\", \"NK cells\"])\n", + "within = propeller(lymphocytes, design)\n", + "plot_proportions(within, by=\"condition\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e8800c8a", + "metadata": {}, + "source": [ + "Within the lymphocytes nothing changes, as simulated: the rise of the monocytes\n", + "lowered the lymphocytes' share of all cells, not their make-up.\n", + "\n", + "## The design and the transform\n", + "\n", + "Without the pairing, the differences between donors' compositions count as noise.\n", + "The arcsine square root is the alternative transform to the logit." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ee2c0631", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "adjusted p-values of the stimulation\n", + " paired, logit paired, asin unpaired, logit\n", + "B cells 6.4e-05 3.8e-06 0.083\n", + "CD4 T cells 1.7e-07 6.1e-16 0.05\n", + "CD8 T cells 3.6e-07 5.5e-09 0.079\n", + "NK cells 1.2e-05 3.5e-07 0.086\n", + "Monocytes 4.6e-12 3e-32 5.1e-06\n", + "Dendritic cells 0.0052 0.046 0.22\n" + ] + } + ], + "source": [ + "unpaired = Design(\n", + " cube.samples,\n", + " \"~ condition\",\n", + " levels={\"condition\": [\"ctrl\", \"stim\"]},\n", + " contrasts={\"stim_vs_ctrl\": \"conditionstim\"},\n", + ")\n", + "tests = {\n", + " \"paired, logit\": propeller(cube, design),\n", + " \"paired, asin\": propeller(cube, design, transform=\"asin\"),\n", + " \"unpaired, logit\": propeller(cube, unpaired),\n", + "}\n", + "tables = {name: test.table(\"stim_vs_ctrl\") for name, test in tests.items()}\n", + "print(\"adjusted p-values of the stimulation\")\n", + "print(f\"{'':<17}\" + \"\".join(f\"{name:>17}\" for name in tables))\n", + "for row, group in enumerate(tables[\"paired, logit\"][\"group_id\"]):\n", + " values = \"\".join(\n", + " f\"{table['adjusted_p_value'][row]:>17.2g}\" for table in tables.values()\n", + " )\n", + " print(f\"{group:<17}{values}\")" + ] + }, + { + "cell_type": "markdown", + "id": "964a4b0e", + "metadata": {}, + "source": [ + "Pairing the samples matters more than the transform. Without it, the monocytes still\n", + "stand out, but the falls of the other cell types are no longer clear, with adjusted\n", + "p-values from 0.05 to 0.22. The arcsine square root gives smaller p-values than the\n", + "logit here, and the same calls.\n", + "\n", + "## Choices\n", + "\n", + "- **The design.** Pair the samples of a donor when each donor gives one in every\n", + " condition; propeller refuses random effects, so the donor is a fixed effect.\n", + "- **The denominator.** Proportions are shares of the cell types tested: a change in one\n", + " cell type moves the shares of all the others. Test the cell types of one lineage\n", + " with {api}`Cube.select` when the question is about that lineage, and read the\n", + " proportion ratios of the result, not only its p-values.\n", + "- **The transform.** The logit, speckle's default, or `transform=\"asin\"`; they agree\n", + " on clear changes.\n", + "- **Several conditions.** `f_test=\"condition\"` tests every level of the condition at\n", + " once, and {api}`plot_proportions` then shows the F-test's adjusted p-values.\n", + "- **Not yet available.** Precision-weighted mixed models and count models of\n", + " composition ([Composition tests](../statistics/composition.md#limits))." + ] + } + ], + "metadata": { + "datasets": [ + "simulated_pbmc" + ], + "executed_at": "2026-10-26T20:36:49+00:00", + "executed_code_sha256": "d4125bfed85af28d3d315f60e96cece11a74191a8dd57278c89324d736db6c36", + "executed_datasets": { + "simulated_pbmc": { + "simulated_pbmc.cube.zarr": "sha256:554a2b5b4188308ea900cf907fa87f42d12e0458e6d5dc11525e862f3ad8a726", + "simulated_pbmc_cells.npz": "sha256:0d4c9154b87dbf8e9796232c2afec4a8340368fd0f5d386df4dd780c4e478129" + } + }, + "executed_with": "0.1.dev54+g3f0cbb52e", + "execution_seconds": 3.6, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/guides/gene_sets.ipynb b/docs/source/guides/gene_sets.ipynb new file mode 100644 index 0000000..d9cd6e7 --- /dev/null +++ b/docs/source/guides/gene_sets.ipynb @@ -0,0 +1,420 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2c766634", + "metadata": {}, + "source": [ + "(gene-sets)=\n", + "# Gene sets and pathways\n", + "\n", + "Which pathways respond to a treatment? A gene-set test asks it of a set of genes as a\n", + "whole, for one contrast, in one of two ways: are the set's genes differentially\n", + "expressed at all (a self-contained test), or more than the other genes (a competitive\n", + "test) [@goeman2007]. [Gene-set tests](../statistics/gene_set_tests.md) explains each\n", + "test. This page asks both of the CD14+ monocytes of the Kang data [@kang2018], first\n", + "for one set chosen in advance, the Hallmark interferon-alpha response of MSigDB\n", + "[@liberzon2015], then for a collection of sets (the `kang2018` and\n", + "`hallmark_interferon_alpha` datasets of the [Datasets](../reference/datasets.md)\n", + "page).\n", + "\n", + "camera, fry and roast work on the linear model of one cell type, so they take its\n", + "voom result: the steps that {api}`limma_voom` takes inside, here by hand." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "06f67db5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CytePool 0.1.dev54+g3f0cbb52e\n", + "92 of the set's 97 genes are among the 5,125 genes tested\n" + ] + } + ], + "source": [ + "import json\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import cytepool\n", + "from cytepool.design import Design\n", + "from cytepool.differential_expression import limma_voom\n", + "from cytepool.gene_sets import GeneSets\n", + "from cytepool.gsea import gsea\n", + "from cytepool.io import read_cube\n", + "from cytepool.networks import collectri\n", + "from cytepool.normalization import filter_by_expression, tmm_factors\n", + "from cytepool.over_representation import over_representation\n", + "from cytepool.plotting import (\n", + " plot_barcode,\n", + " plot_enrichment,\n", + " plot_gene_sets,\n", + " plot_gsea_table,\n", + " plot_over_representation,\n", + ")\n", + "from cytepool.stats.gene_set_tests import camera, fry\n", + "from cytepool.stats.rotation_gene_set_tests import roast\n", + "from cytepool.stats.voom import voom\n", + "\n", + "kang = read_cube(\"kang2018.cube.zarr\")\n", + "monocytes = \"CD14+ Monocytes\"\n", + "design = Design(\n", + " kang.samples,\n", + " \"~ donor + condition\",\n", + " levels={\"condition\": [\"ctrl\", \"stim\"]},\n", + " contrasts={\"stim_vs_ctrl\": \"conditionstim\"},\n", + ")\n", + "result = limma_voom(kang, design, groups=monocytes)\n", + "counts = kang.layer(\"counts\", monocytes)\n", + "keep = filter_by_expression(counts, design=design)\n", + "weighted = voom(counts[:, keep], design, norm_factors=tmm_factors(counts[:, keep]))\n", + "symbols = kang.features[\"symbol\"][keep]\n", + "\n", + "with open(\"hallmark_interferon_alpha_response.json\") as file:\n", + " hallmark = json.load(file)\n", + "# Two genes of the set have earlier symbols in the annotation of these data.\n", + "interferon = [hallmark[\"earlier_symbols\"].get(gene, gene) for gene in hallmark[\"genes\"]]\n", + "print(f\"CytePool {cytepool.__version__}\")\n", + "print(\n", + " f\"{np.isin(interferon, symbols).sum()} of the set's {len(interferon)} genes are among the {keep.sum():,} genes tested\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "1c6f5d90", + "metadata": {}, + "source": [ + "## One set chosen in advance\n", + "\n", + "limma's barcode plot shows where the set's genes fall among all genes ranked by their\n", + "moderated t-statistic, with a worm above that rises where the set is enriched." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2265490a", + "metadata": { + "figure_descriptions": [ + "limma's barcode plot of the 92 tested genes of the Hallmark interferon-alpha response among the 5,125 genes of the CD14+ monocytes, ranked by moderated t-statistic from -28 on the left to 39 on the right, over a bed shaded blue and red at the two ends. Three of the set's genes fall among the lowest statistics and nearly all the others among the highest, at the right end, where the enrichment worm rises from below 1 to 6.7." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fry, self-contained p-value 5.8e-08\n", + "roast, self-contained p-value 0.00025\n", + "camera, competitive p-value 2.5e-35\n" + ] + } + ], + "source": [ + "table = result.table(monocytes, \"stim_vs_ctrl\")\n", + "plot_barcode(table, np.isin(table[\"symbol\"], interferon))\n", + "plt.show()\n", + "\n", + "sets = {\"interferon-alpha response\": interferon}\n", + "rotations = roast(weighted, design, \"stim_vs_ctrl\", interferon, gene_ids=symbols, rng=1)\n", + "tests = {\n", + " \"fry, self-contained\": fry(\n", + " weighted, design, \"stim_vs_ctrl\", sets, gene_ids=symbols\n", + " ),\n", + " \"roast, self-contained\": rotations.filter(rotations[\"alternative\"] == \"up\"),\n", + " \"camera, competitive\": camera(\n", + " weighted, design, \"stim_vs_ctrl\", sets, gene_ids=symbols\n", + " ),\n", + "}\n", + "for name, test in tests.items():\n", + " print(f\"{name:<23} p-value {test['p_value'][0]:.2g}\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b73da96", + "metadata": {}, + "source": [ + "Nearly all the set's genes go up with the stimulation. The three tests agree, but\n", + "answer different questions. fry and roast ask whether the set's genes respond at all:\n", + "fry's p-value comes from a t distribution on the design's seven residual degrees of\n", + "freedom, and roast's, 0.00025, is the smallest its 1,999 rotations give for one\n", + "direction. camera asks whether they respond more than the other genes, a stricter\n", + "question when thousands of genes respond, and compares them with every other gene.\n", + "\n", + "## A collection of sets\n", + "\n", + "Any collection of sets works, such as a GMT file of MSigDB, Reactome or the Gene\n", + "Ontology read by {api}`read_gmt`, under its provider's terms; CytePool bundles none.\n", + "Here each transcription factor's targets in CollecTRI [@muellerdott2023] form a set.\n", + "{api}`collectri` downloads it on first use and returns, by default, the interactions\n", + "whose sources allow commercial use ([Datasets](../reference/datasets.md#networks)\n", + "gives the terms). {api}`GeneSets.restrict_to` keeps each set's tested genes and\n", + "{api}`GeneSets.filter_by_size` the sets of 15 to 500 of them. camera then ranks them." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "44896cb2", + "metadata": { + "figure_descriptions": [ + "Horizontal bars of the -log10 adjusted camera p-value of the 20 sets with the smallest p-values, to the right for sets up and to the left for sets down, with dashed lines at an adjusted p-value of 0.05; each set is named by its transcription factor and its number of genes. The targets of IRF1 (75 genes), STAT1 (135), STAT2 (22), IRF3 (35) and REL (46) rank highest, all up; ETV4 (20) is the only set down, and it, IRF5, PPARA, PRDM1 and TBX21 do not reach 0.05." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GeneSets: 199 sets of 15 to 435 genes, 1,893 genes in all\n", + " source: CollecTRI; version: 2.0 (Zenodo record 8192729); licence: CC BY 4.0 (Zenodo record 8192729); level 'commercial': the interactions of resources that OmniPath lists for commercial use, without those that GEREDB (listed for academic use) alone supports; each resource keeps its own terms\n", + " sets: MYC (383), SPI1 (133), SMAD3 (41) and 196 more\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "network = collectri()\n", + "regulons = GeneSets(\n", + " {regulator: list(targets) for regulator, targets in network.items()},\n", + " source=network.name,\n", + " version=network.version,\n", + " licence=network.licence,\n", + ")\n", + "regulons = regulons.restrict_to(symbols).filter_by_size(15, 500)\n", + "print(regulons)\n", + "ranked = camera(weighted, design, \"stim_vs_ctrl\", regulons, gene_ids=symbols)\n", + "plot_gene_sets(ranked)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "25c932e8", + "metadata": {}, + "source": [ + "The targets of interferon regulatory factors and of STAT1 and STAT2 rise more than\n", + "the other genes. camera's default inter-gene correlation, 0.01, ranks sets of\n", + "co-regulated genes higher; `inter_gene_correlation=None` estimates it for each set,\n", + "which controls the error rate of each set more strictly.\n", + "\n", + "## Over-representation among the changed genes\n", + "\n", + "{api}`over_representation` asks whether the genes called significant hold more of a\n", + "set's genes than chance would give, separately for the genes up, those down and both,\n", + "as limma's `kegga` does [@young2010]. Its universe is the genes tested." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a403f925", + "metadata": { + "figure_descriptions": [ + "A dot plot of the 20 sets with the smallest over-representation p-values, with a column for the 1,619 genes up, one for the 1,549 down and one for the 3,168 in either direction; a dot's area gives the overlap and its shade of blue the -log10 adjusted p-value, pale grey where the adjusted p-value is 0.05 or more. The targets of STAT1, IRF1, NFKB1, REL and RELA are over-represented among the genes up, STAT1's most; MYC's targets among the genes down; the column of either direction shows weaker signals." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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EVWKPIxEREZErsMPiOETkPNjjSERERERERFVi4khERERERERV4lBVIiIiIhcg/P9/1rZCRK6JiSMRERGRK+CiqkRkBQ5VJSIiIiIioiqxx5GIiIjIJbDLkYhqj4kjERERkctg4kdEtcPEkYiIiMgVsMORiKzAOY5ERERERERUJfY4EhERuTid3oBilQEGAO4SATI3dis5J3Y5ElHtMXG0UG5uLrp3747Dhw8jKirKZu0+88wziIuLw7x582zWJtmOWqvHtyeuY3tiKq5mFsNdKkb/9qF4bEAc4sK87R0eEZFVNDoDUvN0uKnQQ6v/tzzQS0CjADHkHhyY5FyYOBJR7TXYb4Rnn30Ww4cPN3nt5+cHPz8/BAcHo2PHjliyZAnKysoqHFde7/bt6NGjAACNRoMvvvgC9957L/z8/LBjxw6L4lmwYAEGDx5sTBq7detm9jwTJ040HvPmm29W2B8TE2PS7pw5c/Daa68hMzOzVj8nqju5ShXGLP0Zs9edxG/nc3AjrxT/3CzChoNXcG/8D/js8FV7h0hEVGsqrQFJaRpcyzdNGgEgt9iA0+laZBXqzR9MREQup8H2OJaUlKCoqMjkddu2bfH1119Dq9Xi6NGjmDRpEgoKCvD222+brXc7Hx8fAMD777+PI0eO4JVXXsGgQYOgVqurjSU3NxebNm0yJp8A8MMPP0Cn0xlfp6SkoFOnThg0aJCxrKysDM2aNcOhQ4eMZYJgeqeuWbNm6NKlCz766CMsWLCg2lio/kx77xjOXC0wu0+nNyD+49OICvTEPe1C6jcwIiIbOJ+hRamm8v0GAOdvauEjk8BDyl4mZyAIQoXrkFo0YptgiMjhNNgeR3Pc3Nzg5+eHoKAgDB8+HI8++ij27NlTab3bN7FYDAB4/vnnsXPnTgwcONDi8+7evRthYWFo3769sczHx8ek/d27d8PX1xfjx483OVYsFpvUk8vlFdofPXo0tm7danE8VPeOXcjBH5fyqqxjMAAffJNcTxGRq1GrVSgqVECjqf7mFlFNFZbpUVBqqLaewQDcUOiqrUcOQhBssxGRS3KoxPFOUqkUxcXFNTqmNnfafvnlF3Tp0qXS/Xq9Hh9//DEmTpwIT09Pk31nz55FdHQ0mjVrhokTJyIlJaXC8d26dUNycjIyMjJqHBvVjV1H0i2q99v5HNzILanjaMjVqFRluJmRhry8TNzMSGXySDZXkyGomUoOVyUiIgdOHP/++2989tlnGD16dIV9v/76q0kvX//+/a06V1paGsLCwird/9133+HatWuYNm2aSbm/vz9WrVqFn3/+GTt27IBSqUTXrl0rzGcMDw83nscclUoFpVJpslHdylKUVV/p/2UrVXUYCbmistJi3BooCBgMBpSV8eYE2ZamBp2IanY4Og/2OBKRFRrsHEdzyhNCrVaL4uJijBgxAu+9916Fej169DCZ4+jmZt3b1Ov1EIkqz7E3bNiAzp07o2PHjiblM2bMMHm9Y8cOxMbGYt26dVi4cKGxvHwY7e1zJm+3fPlyLF68uLbhUy3IvSSW1/WU1mEk5IpkMneT11KpeyU1iWpHXIPbxm4Oe4uZ7iT8/3/WtkJErsmhvg569OiBq1ev4sqVK/jggw9w8OBB/PTTTxXq3TnH0dvbuscmREREICsry+y+7OxsfPnllxV6G83x8PBAmzZtcPHiRZPy8h7IyMhIs8fFx8dDoVAYt/R0y4ZRUu2N6G7ZI1fax/khNtSrjqMhV+Pu4YXgkEj4+gYgJDSqQiJJZK1gb8u//oN9HOpSgYiI6ohD9TiWJ4TArecfXrx4EdOmTUNycnKFuYW21LNnT6xdu9bsvi1btkAqleLhhx+uth2dTofLly+bLLIDAH/88QeioqIqPKqjnEwmg0wmq3ngVGv3tg9F03BvXM4oqrLek/c1qaeIyNV4eHjBw4M3Jahu+HmK4CUVUKyufoGcSD8mjk7DFkNNOVSVyGU59LfBggULUFxcjNWrV9fpecaNG4eUlBRcunSpwr4NGzbgoYcegq+vb4V9Tz75JP766y/odDrk5+djxowZyMzMxBNPPGFSb//+/RVWYyX7EokEbPxPD0QGelRaZ+aI5hjdM7oeoyIisp3W4W6QiKuu0yRYDG+ZQ18q0O0EkW02InJJDv3XHxAQgPj4eLzxxhvIycmx6JjExETjEFYAePrpp+Hn54fZs2dXekxUVBQefPBBJCQkmJQfPXoU586dq3SY6tixYzFt2jT4+voiKioKFy5cwOHDh016HG/evIlDhw5VmA9J9hcb6o1vFvfDi2NbGRNIN7GAQR3DsHVeL8x7oLV9AyQisoKXTEDHaAmCvCv2IHlJBbQOFyPav5rMkoiIXIZgMBiqH6diByUlJdDr9cb5iXe+LqfX66FUKuHt7Q03N7dK65XTarUoKqo4/FAmk8HDo/LepdTUVHTt2hVnzpxBaGgoAECtVqOkpMSYhFZGo9FAIjG/2MrMmTPh7u6ON998s8o2bqdUKiGXy6FQKMz2dFLd0Or0cKvJihJERA5CpTFAUaaH3gB4SATIPfhZV1/q4zu9/Bz+A5ZAcLNuzrRBW4b8HxbwGoTIBTXYOY53zlmsbA6jSCQySdyqm+t4+zzJmoiJicE///xjMtdQKpVCKq1+Rc3Kkkbg1oqpdTk/k2yHSSMROSuZREBIdeNWyfEJQq2eZ307A+c4ErmsBps4NkTWrs5qjo+Pj83bJCIiIiIisiUmjkREREQuwQarqvI5jkQui4kjERERkSvg4ziIyApMHImIiIhcgPD//1nbBhG5Jq72QURERERERFVijyMRERGRK+BQVSKyAhNHIiIiIlcgiG5t1rZBRC6Jf/1ERERERERUJfY4EhEREbkAAdYvbsOBqkSui4kjERERkSvgHEcisgKHqhIREREREVGV2ONIRERE5ArY40hEVmDiSEREROQCBEGAYGXiZ+3xROS4OFSViIiIiIiIqsQeRyIiIiKXIMD6dVHZ40jkqpg4EhEREbkCQXRrs7YNInJJ/OsnIiIiIiKiKrHHkYiIiMgFcHEcIrIGE0ciIiIil8A5jkRUexyqSkRERERERFVijyMREZGLMxgM0OgAgwFwEwNiEXuVnJIg3NqsbYOIXBITRyIiIhelKNXjaq4O1wt00On/LQ/wEhAb6IZwuQgiJgpOg3McicgaTByJqnElS4PDyaUoKNFD6iagSbAE97b0gLuEX55E5JjKNAYkpWmQW6w3uz+v2IC8Yg1kbkD7SAnC5OJ6jpDqBHscicgKTByJKnEqTYUNvxbiXIamwr51iUoMaeuJJ3r7QMYEkogcSIlaj9+uqFFa8aOtApUWOJGqQYcoA6IDeMlAROTKuDgOgPz8fLRp0wbXrl2r93PPnDkT7777br2fl6r244VSzNuVZzZpBIAilQFfnCzGC1/kokRt/o49kTXUahXKSouh0ajtHQo5Ea3OgGMpGouSxtv9eU2L7EJd3QRF9Uiw0UZErqjWieNzzz2HsLCwCknP8ePHERYWhuzsbJN6d27Hjx837h87dqxJG0lJSWjWrBleeOEFGAwGkzbCw8PRunVrTJo0CcnJySbH6XQ6fPXVVxg6dCjCwsKwa9cui97LokWL0Lt3b0RFRVnczt133232fU2ePNlYR6vV4o033kC3bt0QGxuLXr16Ye3atSbtzJw5EwsXLjT+vMj+zmeosWJ/gcl8n8qcy9Bg+bcFdR4TuY7S0mJkZKTiZkYqsrKuI+PGVdzMSENZWam9QyMnkJ6vQ5HKUOPjDAAu3NTaPiCqV4IgsslWU0ePHsWTTz6J4cOHo7i42GydQ4cO4fHHH8f48eOxdu1aaDQ1vLtBRHWu1omjQqFAbm4ulixZgoKCAmO5Wq1GZmYmdDqdsV7jxo1x+vRpk61jx47G/Xl5ecbjDx8+jP79+2PIkCF48803IQiCSRunTp3Ctm3bkJ+fj3vvvRda7b9fZO+++y4++ugjPPvss8jMzERpafUXWgUFBUhISMD06dNr1M6ePXtM3s+XX36JzMxM3HPPPcY6CxcuxKpVq7Bw4UIcPnwYs2fPxty5c/H+++8b67Rs2RJ33XUX1q9fb8FPnerD9hPF0NagE/HIFRX+yeYXHFmvpKQI2VnXoVGrTMrV6jJkZV5DWVmJnSIjZ3E1t/a9hgWlBhSUcIQF1cyECRPw3HPPQRAEfPPNN2YTws2bN2PYsGGIi4vDoEGD8NZbb2HChAl2iJaIqmLVUNW+ffsiKCgIy5cvr7KeVCqt0DMnkUgq1Nu7dy+GDBmCOXPm4L333jNZuev2Nu666y7MnTsX169fx9WrV411nn/+eXz99dcYPny4xe9h165dCA4ORqdOnWrUTlBQkMn72b9/P3x8fPDQQw8Z6yQmJmL06NEYNmwYYmNjMWHCBPTv3x+JiYkmbY0ZMwZbtmyxOGaqO9mFOvx2pazGx+37kxf0ZB2DwYD8/KpGHlS3n6hqOUW16228XaoViSc1AOWL41i71cBbb72FY8eOYdSoUWb363Q6zJ07F/Hx8ViwYAGmTZuGzz//HLt378avv/5qi3dNRDZiVeLo5uaGZcuW4b333kN6erpVgWzatAnjx4/HW2+9hYULF1ZZV6PRYM+ePQgLCzMOLwUAkajmb+fnn39G165dTcpq2o5er8emTZvw8MMPw9vb21h+//33IzExEdevXwcAJCcn48SJExg6dKjJ8d27d8eFCxeQmZlZ4/jJtv5IVVk0RPVOx/6pebJJdDtVWQl02qp7rjVqFdQq/q5R7ShKrUsaAaCglD2Ojq3+5zhGRkZWuT8pKQlZWVkm05a6du2KRo0a4cCBAzU6FxHVLauXSHvggQewatUqLFiwAJs2bTJb57fffkNYWJjxdYcOHUw+DE6ePInExERs2LABTzzxRLVt5OfnIyAgAHv37oW7u7tV8aelpaFdu3ZWtfH9998jNTUV06ZNMyn/73//i7y8PERHR0Mul6OwsBDLli3D448/blIvIiICAJCamorQ0NAK7atUKqhU/w5dUyqVVsVLlStS1e6iqNjKu/hEtw+7r7KeTgMprPvcI9ek1Vn/OVWTYfzk3O68FpHJZJDJZDVuJyUlBQBMOgIAIDo62riPiBoGm6yqunLlSmzevBlnz541u79Lly4m8wG3bt1qsj8iIgLR0dH45JNPUFRUZFEbY8eOxZgxY4y9ebWl1WohFlv3fKoNGzagQ4cO6NKli0n5ypUrsXXrVuzZswcnT57E5s2b8frrr1cYllp+/souHJcvXw65XG7coqOjrYqXKuchqd2fBJ/pSNYSWfg5JBLxeXpUO2KR9Z9TYq7F7tAEQbDJBsB4U7x8q27aUmXU6lsrR3t6epqUe3p6GvcRUcNgk6+Avn374v7778fLL79sdv+dcxwDAwNN9oeHhyMxMRGpqam4//77UVhYWGUbrVq1wpo1a1BaWooNGzZYFXtERASysrJqfXxubi727dtXobfRYDDgtddew4svvohRo0ahcePGeOSRRzB16lQsXbrUpG75+ct7Hu8UHx8PhUJh3KwdFkyVaxtZce6tZcdJbRwJuRoPD89qk0KxmwQymUc9RUTOxltmfeJoizbIjgTYYI7jrabS09NNrk3i4+NrFZKfnx8AmCyUCNy6virfR0QNg83uHa5YsQL79++vsPCLpeLi4pCYmIiMjAzcd9991Q7HFIlEkMlkZpPMmujRowdOnjxZ6+M//fRTiEQiTJw40aTcYDBAq9XCy8vLpNzb27vCHbSTJ08iIiICsbGxZs8hk8ng6+trslHdiA2U4K6omieBozp4Vl+JqAqCIIJcHlBlHT95oMmiYUQ1EeIrgruVE1QaBbDHm26587qkNsNUAaB9+/YAgD///NNYVlpaiosXL+Kuu+6ySaxEZBs2SxzbtWuHSZMmYeXKlbVuIyYmBocPH0Z2djYGDRoEhUJhtp7BYMC6deuQmZmJwYMH1/p8ADB27FhcuXIF//zzT62O37BhA8aPHw+5XG5SLhKJMHjwYLz//vvGlV/Pnz+PDRs2YMiQISZ1Dxw4gAcffLBW5yfbe7CLV/WVbtM8VIIO0bX7wiS6nY+vP/z8gyHcsUCXSCRGQGAovLx504hqTyQIViV+XlIBwd4cq+rQ7LCqanUaNWqEfv364e233zZO2Vm7di0MBgMeeOABm56LiKxj02+ApUuXmiziUhvR0dFITEyEQqHAwIEDkZ+fD+DfxXHCwsLg6emJFStWICEhAYMGDTIe+8svvxjrAMDMmTMRFhaGF154odLzxcTEYMyYMUhISKhxOydOnMCZM2cqDFMtt379etx1111o3bo15HI5unbtiqFDh2LVqlXGOllZWThw4ABmzpxZw58U1ZVeTdzxWE/v6isCCPERYclI/zqOiFyJr68/IiMbIzAoDH7+wQgKCkdkVBy8veXVH0xUjZhAN0hrmTs2C3Fjj7eDEyCyyVYT69evx/Dhw7FkyRIAt57rOHz4cBw9etRYZ+PGjUhPT0eTJk3QuXNnLF68GB9//LHJwopEZH+CwWCo1TJrCoUCer0e/v6mF815eXlQq9UICQmBSCSCQqGATqdDQID5IViV7S8tLYVCoYCvry80Gg1KS0uN++RyOTw8Ks7zUavVFcbIA7cmWFc1vPOff/5Bjx49cO7cOQQFBVncTklJCZRKZbUfbAaDAUqlskKvJHDrmZEGgwHvvvtulW3crryt8p8P1Y19p4vxyW9FlS4/3yVGinn3+yHIm0O3iMhx5Bfr8XuKukaPHmoSLEbr8NrNAaeq1cd3evk5wh/YAJHEuqkVek0JMnZOtTjec+fOmR3V1bVrV5OV5HU6HU6cOIGSkhJ07tzZ7DUTEdlXrRNHZ5OXlwcvL69aj9GvrZycHMjlckgkln8hM3GsP2qtAYnJpUhMLkNBiR5SNwFNgiUYcZcnGgVY/TQbIiK7KCjR40SqGmVVPzoUAoAWYW5oFsLPu7pSr4njgxttkzh+8QSvQYhcEL8J/l9lPaJ1LSgoyC7nJctI3QQMau2JQa25+A0ROQ8/TxHubSFDhkKPq7la5JeY3kOWud1aCCcmwA0eUg5PdRq2mKPI4cpELouJIxERkQsSiwRE+YsR5S9GsUqPMg2gNxggEQvw9RAgYoLgdIT//8/aNhqi33//HUuXLsX58+exdetW9OrVC5999hkiIyPRt29fe4dH5BS4PBoREZGL85KJEOgtQrCPGH6eIiaN5FD+/PNPDBo0CG3atIFMJjM+9qxz586YPXu2naMjch5MHImIiIhcgi0exdHwbip8+OGHiI+Px6pVqxAeHm4sb9GiBQoLC3HhwgU7RkfkPJg4EhEREbmCBvgcR1u4evUqOnXqBAAVHhnj6+trfLQbEVmHiSMREREROayoqCj89ddfAEwTx8uXL+PChQto2rSpvUIjcipcHIeIiIjIBQiCCIJgXZ+BtcfXhenTp+O+++5DQEAAioqKkJKSgqtXr2Lx4sUYN24cgoOD7R0ikVNg4khERETkEmwxR7HhDVXt0qULPvnkE8yePRspKSk4fvw4xGIxHn74YXz44Yf2Do/IaTBxJCIiIiKHNnz4cAwfPhwpKSkoLCxETEwM5HK5vcMicipMHImIiIhcgCAIFRaPqU0bDVlcXJy9QyByWkwciYiIiFyBLVZFbYCJ47Jly3D+/PlK98+fPx+tWrWqx4iInBMTRyIiIiJyWGKxGG5uppe0mZmZ+OGHH9CtW7cG30tK5CiYOBIRERG5AiftcXz55ZfNlv/222945pln0Lx583qOiMg5Nbw1lYmIiIjI5gQb/ecoevXqBUEQ8M8//9g7FCKnwMSRiIiIiJyOWq1GTk4OSkpK7B0KkVPgUFUiIiIiVyCIbm3WttHAbNmyBampqSZlpaWlOHjwILy8vLgwDpGNMHEkIiIicgHO+jiO33//HUlJSSZlnp6e6NmzJ+bNmweJRGKnyIicCxNHIiIiInJYH3zwgb1DIHIJTByJiIiIXIEAG6yqapNIiMgBMXEkIiIicgVO9DiOVatW4eLFixbVnTt3Llq0aFHHERE5PyaORERERC7AFo/TaCiP4ygtLUVRUZFFdXU6XR1HQ+QamDgSERERkUNZsGCBvUMgcjlMHImIiIhcgZM+joOI6gcTRyIiIiJX4ERzHM35+++/cfnyZZSWlpqU33vvvQgJCbFTVETOg4mjhQoKCnDPPffg22+/RVRUlM3anT17Npo1a4ZZs2bZrE0iIqKa0ukNMBgAN3HDTQyIzCktLcXIkSPx448/QiQSQSaTobi4GADg6+uLb7/9lokjkQ04zHiDOXPmICoqClFRUYiLi8Pdd9+Nt99+GxqNptJ6t28DBw40qfPggw/W6PxLlixBt27dzCaN27ZtQ1RUFJ5++ukK+5RKJV555RV06NABHTt2xKpVq0wmaT/zzDN49dVXkZOTU6N4qP7kFeuw9VgRFn6Zj5UHCnDiqgoGg8HeYRER2URBiR5/XdPgl8sa/HpFg2MpaqTn6/g554QEQbDJ1tCsXr0aZWVlyM3NRe/evfH1118jKysLkydPRp8+fdC7d297h0jkFBymxzEvLw/R0dH44osvoNVqcfToUTz55JPIycnB66+/brbe7SQSiUmd7Oxsi8+tUCjwv//9D4mJiRX2XblyBfPmzUNAQAByc3NN9pWUlOCee+6Bl5cX3n//fQQHB2Pz5s3YtWsXxo8fDwBo1aoV2rdvj/Xr1yM+Pt7imKh+nEpTYdGXBSjV/HsB9f35MvRsLMOrw/14Z56IHFpWoR7nMrQmZaUa4Eq2DspSA1qHixtkokC1JcD6BzE2vN+HEydO4LnnnoOfnx9EIhE0Gg2Cg4ORkJCARo0aITU1FTExMfYOk8jhOUziCAAymczY4xcbG4uff/4Zn3/+uUnieGc9W9i9ezcCAwPRuXNnk3KNRoOHH34Yr7/+Oj7//PMKx7355ptIS0vDP//8Az8/PwDAsmXLoNfrTeqNGTOGiWMDVKrWY+nXpkljud//UWHHH8V4pLu3HSIjV6DX66HVqOEmkUIkcpjBIeRAdHoDkjO1le7PLtIjp0iEYJ+GlygQ3S4vLw9BQUEAgKCgINy4cQMA4ObmhoiICGRkZDBxJLIBh74a8fLyglKprPPzJCYmomvXrhXKX375ZTRu3BiPPvqo2eN27NiBMWPGGJPGcndeBPbo0QPnz59HZmamzWIm6/10sQxFqsqHan39VwmHclGd0Om0yLhxFTdvpiHzZlqFm01EtpBdpIe2ml+tGwo+/86ZOOtQ1dv16NEDa9euxalTp7B161acOXMGjRs3tndYRE7BYRPHlJQUbN++HUOHDq2w7/fff68wx3HevHm1PldqairCw8NNyvbv34+dO3di3bp1lR536dIlNG7cGE899RSaNWuG3r1745133oFWa3qHt7zt1NRUs+2oVCoolUqTjepeel7ld+IBIKdIb7Y3kshaZWWl0Olu/f5pNGqoVKXVHEFUc2UaS+rwM86plK+qau3WwDzwwAPGkWZPPfUUAgIC0KlTJzzxxBNYuXIlF8YhshGHGqpanhBqtVpkZWVh6NCh+OCDDyrU69SpU4U5jl5eXrU+r1arhZvbvz+qmzdv4vHHH8f27dsr9CaWMxgM0Gq1eO2117Bs2TK88MILOHfuHKZNm4YbN25g1apVxrrlbd+ZUJZbvnw5Fi9eXOv4qXb8vcRV7veUCpC5NbwvUHJ8UqkMgiDAYDBAEESQSKT2DomckKTqj7j/r8PPOGr4Zs6cafy3t7c3Dhw4AIVCAXd3d8hkMjtGRuRcHCpxLE8IVSoVdu/ejQULFuDYsWO49957TerZeo5jeHg4srKyjK+PHj2K3NxcTJo0yViWm5sLQRAQFRWFo0ePIioqCkFBQejQoQPmzJkDAGjRogXOnz+Pd955xyRxLF+o585ezXLx8fHGNoBbK7VGR0fb7P2ReQNaumPTkULoKhnKNbCVB8QiXlSR7UkkUoSGNYJKVQp3d0+4uUmqP4iohoK9RbicrUNVI+5DfR12YBKZI4hubda20cDMmjULMTExeOSRRxAREQEAkMvldo6KyPk0vL/+KpQnhE2aNMHcuXMxZcoUTJ06FSqVqk7P26NHDyQlJRlf33///UhJScHRo0eNW+/evdG/f38cPXrUmAD26NED3t6mi6f4+PhApTJ9nMPJkycRERGBuLg4s+eXyWTw9fU12ajuBXqL8dQ9Pmb3RfmLMakHF8ahuiOVyuDj48feRqozUjcBjfwrvwzwkgoIY+LoVAQb/dfQNG/eHO+//z6io6MxcOBAfPzxxygsLLR3WEROx6G/EZYsWYLc3FysWbOmTs8zduxYXLp0CSkpKQAAd3f3CnMo3d3d4eHhgaioKIjFt8b/zJ49GwcOHMBvv/0GALh+/To+/PBDjBgxwmRy+YEDBzBu3Lg6fQ9UO2M6emHFWH90j5MhwFOEKH8xHu3hjdUTAuHn6dB/PkREiAtyQ5NgMaS3DVsVAIT4iNAh2o2jKsghzJo1CykpKTh8+DCaNm2KF154AaGhoZgwYQK+/vrrSqcCEVHNONRQ1TsFBwdj7ty5eP311/Hkk08a5xuWz4W8nZeXFy5evGh8ba5O//79sWXLlgrniY2NxejRo7Fhwwa89tprFsc3YMAAvPfeexg1ahR0Oh3KysrwwAMPmCS62dnZ2L9/P06dOmVxu1S/OsXI0CmGcySIyDlF+4sR6SeCstQAvQHwknH+ttOyxeI2DXBxHODWirF333037r77bqxZswb79+/HRx99hBEjRuCnn35Cv3797B0ikcMTDA7yPIH8/HxotVoEBweblGs0GmRmZiIoKAju7u7Iz89HcXFxheNFIpFx3Htlddzd3Y3PAbrTlStX0LNnT5w/fx6BgYEV9pfPcQwICKiwT6/XIy8vDwEBARUexTFnzhxoNJoa9ZoqlUrI5XIoFAoOWyUiInJg9fGdXn6Oxk8fhFha+8UCAUCnLsY/Hw1usNcgWq0WBw8exNatW7F3717IZDIcPnwY7du3t3doRA7PYXoc/f39zZZLJBKTnkN/f/9K69akzp2aNGmCv//+u9LVWc0lk+VEIlGlCelLL71U6cqsRERERFS933//HVu3bsXnn3+OoqIiDBs2DFu3bsXQoUMhlXKuOJEtOEzi2BDc2dtpC6GhoTZvk4iIiKgiWzyHseENVR07diz27duHvn37YsWKFXjggQe4qipRHWDiSEREROQKnHSO4+TJk7FmzRpERkbaOxQip8ZlIYmIiIhcwK2HaYis3Bpe4jhq1CiTpPHZZ581eYwaEdkGE0ciIiIichrnzp2DUqm0dxhETodDVYmIiIhcgZMOVSWi+sHEkYiIiMgVuEjiGBAQwJVUieoAE0ciIiIichq7d++2dwhETomJIxEREZELEAQBgpU9htYeX5eOHj2KEydOoKCgAI0bN8aIESPg6+tr77CInAYTRyIiIiKXIMD65zA2vMSxuLgY48ePx/79+xEbGwsfHx9cvXoVs2fPxsaNGzFq1Ch7h0jkFJg4EhEREZHDeuONN3DlyhWcO3cOLVu2BACo1WqsWrUKjz76KK5du8aeRyIb4OM4iIiIiFyAIIhssjU0x48fx6JFi4xJIwBIpVLMnz8fEREROH/+vB2jI3Ie7HEkIiIicgVOuqpqTEwMiouLK5QbDAaUlJQgJibGDlEROR8mjkRERETksJ5++mmMHj0aoaGhGDx4MKRSKdLS0rBo0SJ0794dYWFh9g6RyCkwcSQiIiJyBU7a47hgwQLcuHEDI0aMgCAIkEqlUKlUAAAvLy/4+fkZ63799dfo06ePnSIlcmxMHImIiIhcgPD//1nbRkMzd+5cTJkyxaK6LVq0qNtgiJwYE0ciIiIiqhP//PMP4uPjceTIEZSVlaFly5aIj4/HsGHDbHaOvn372qwtIqpcw1sai4iIiIhsr3yoqrVbDQwZMgQFBQVITEzEhQsXMHjwYIwePRpnzpypozdJRHWFiSMRERGRCxAEwSabpRQKBZKTk/HMM8+gSZMmCAoKwvz586HX65GUlFSH75SI6gITRyIiIiKyOblcjgEDBmDLli3Iy8uDRqPBhx9+CD8/PwwYMMDe4RFRDXGOIxEREZErEES3NmvbAKBUKk2KZTIZZDJZheo7duzAsGHDEBgYCEEQEBAQgH379iEqKsq6OIio3jFxJCIiclFavQHp+TrcKNBBpTXAYAAkYgEBXiLEBYrhJePAJDIvOjra5PXChQuxaNEikzKtVov7778fAQEBuHjxIvz8/LB+/XoMGzYMv//+O1q3bl3r8+t0OhgMBovqisXiGg2xJSLzmDgSWcBgMKBEbYDUTYBEzC8fInJsZRoDkjM1SMvXQaO7c68BucV6XMrSItRHhOahbgjyFtsjTLKxms5RrKwNAEhPT4evr6+x3FxvY2JiIk6cOIHk5GQ0a9YMADB//nx89tlnWLduHd57771axzFgwAAkJiZaVPenn35Cv379an0uIrqFiSNRFU6nq/DVnyU4+o8KWv2tsnC5GEPaeuD+tp6Qe/BuPBE5FmWZHr9fUaNEU31vTWahHlmFatwVJUFcEC8Z6F++vr4miaM55Ummm5vp746bm5vVCeyaNWugUCgAAHl5eZg4cSImTJiAIUOGwMfHBxcvXsR7772Hbt26oWPHjladi4huEQyW9vNTg6FUKiGXy6FQKKr90KbayS3SYdFXBUjO1FRaRyIGpt3tg1EdvOoxMiKi2itR63E4WQWVtubHdoyWIDaQyaOt1cd3evk5Ws45AbHM26q2dKoiXHi7q0XxFhYWomXLlujZsyc+/PBD+Pr6IiEhAbNmzcLBgwcxcOBAq2IpFx8fD5FIhGXLlpmUZ2dno3Xr1khJSYG3t3Xvm4i4qiqAW8tFd+rUCdeuXav3cz///PP44IMP6v28VLncYh3+syOvyqQRADQ64IPDhfj8RFE9RUauQKfTQanIQ8aNVFy/9g9uZqRCqcyHXl9hPCFRjR1LUdcqaQSA0+kaKEr1tg2I6lV9P47Dx8cH+/fvh1KpRJMmTSCXy/Hhhx9i8+bNNksaAeDMmTPo3r17hfLg4GBERUXh4sWLNjsXkSur08Sxffv2iI2NRWxsLNq2bYtRo0bhxx9/rLLe7dtbb71lUmfjxo3VnjM5ORmxsbF4+OGHLY5z6dKl6NChg3GFrxs3buCll15Cjx490LlzZ0yfPh3p6ekmxxgMBhw6dAhjx45FbGws9u7dW6Hd0tJSvPPOO+jXrx/atm2LsWPHVhiPP23aNMyfPx+5ubkWx0t1a8V+BTKVll+kbzpShD/TVXUYEbmKsrIS3LiRgoKCHGg0Kuh0WqjVKhTkZ+PG9atQq8rsHSI5sJwiHQpKaz/IyADgn5xaZp3kstq3b4+DBw9CqVSitLQUZ8+exaRJk2x6jpCQEGzZsqXCYjlJSUk4d+4cQkJCbHo+IldVp4ljWloaHnvsMRw+fBjbt29H48aNMXjwYBw7dqzSerdvU6dONalz59LP5mzYsAFSqRQ7duxAWlpatfUVCgU++ugjPPPMM8ayMWPGICgoCKtXr8a6deuQnp6O3r17myR3q1evxhtvvIFHHnkEqampKCqq2Os0f/585OXlYdmyZdi2bRtatWqFgQMH4vfffzfWadOmDdq0aYOEhIRqY6W6dyVLg7+uqWt0jAHA3tMldRMQuQytRoPsrBsw6M336Oj1OmRlXYdOxwt3qp1/cqzvtU7P10Gj4wwXqp26Wtn05Zdfxk8//YQ2bdrgueeew3//+1+MHz8ePXv2xLPPPlthBVgiqp06n6wQEBCA2NhYAMDbb7+Nzz//HF988UWFIQW316strVaLTz75BO+++y5Wr16NjRs3Vlga+k579uyBv78/unbtaiw7cuSIyUTu7du3w9/fHwcOHMDEiRMBALNmzcJ//vOfKttetWoVxOJ/V6Jr164dNm/ejEOHDqFnz57G8rFjx2LDhg146aWXavJ2qQ589VftEsCj/6iQXahDsA9XHqTaKSzMh8FQ9TBAvV6HokIF5H6B9RQVOQuV1oAbCusTR53+VvLYmAvlUAPSvHlznD9/HqtXr8aJEyegUCgQFxeHvXv3YsiQIfYOj8hp1OsnvyAI8Pb2Nq6CZWtff/01dDodxowZg5KSEixatAgLFiyASFR5x2piYiK6detmUnbn6l/lzwq6PQm8s445t9cvP1dWVhb69OljUt6jRw+88MILyMrK4nAKO0tKrd2QU70BOJWmwuA2njaOiFxFcXH1IyrK6zFxpJoqUulhq6XwlGWc50gNT3BwcIXFcYjItup1cZy9e/fi0qVLuO+++yrsW7JkSYU5jubmQ1YlISEBkydPhlQqxUMPPQSFQoFDhw5VeczVq1cRHh5eZZ0FCxbAz88PgwcPrlE8wL9zLoODgzFkyBBs2LAB9957r0mdiIgIAEBqaqrZNlQqFZRKpclGdaNYXfsrK2uOJdem1+uhr2SI6p20Wg5VpZrT2nBtJVu2RfWrvhfHqW+ZmZlITExEXl6evUMhckp1njiWJ4RBQUEYO3YsVq1ahQceeKBCvZkzZ1aY43j7cM7qXL9+Hd999x2efPJJAICnpycmTZpU7dxBjUZTZe/hunXrsG7dOnz66acICAiwOJ5ycXFxOHz4MA4dOoTnn38eTz/9NI4cOWJSRyKRAADUavNz65YvXw65XG7cOFa/7sjcav+F6C5puF+m1LDV5EKsqhEURJUR2/DXxpZtEdmCwWDAzJkzER4ejn79+uGvv/4CAKxYsaLaKUtEZLk6H6o6c+ZMPPHEE8jNzcWSJUuQkJCAadOmQS6Xm9Szdo7jxx9/DL1ej/vvv99YVlxcDKVSiZycHAQFBZk9Ljw8HNnZ2Wb3bdy4Ec899xw+++yzWo+Rl0gkxvfVoUMHnDx5EqtWrULv3r2NdbKysgD82/N4p/j4eMyZM8f4WqlUMnmsI01CJMhNqd1w1SbBEhtHQ65CEAR4enqjpKT6R7t4evJZZFRzHja8sWXLtohsYdOmTfjxxx9x5swZzJgxw1g+e/ZsxMbGYt68efD05FQSImvV+X3D8oSwc+fO2LZtG1QqFV555RWbnsNgMGDjxo146623THosT5w4YVyQpjI9evRAUlJShfJNmzbhmWeewaeffmq2h7S2vL29UVJiugBLUlISwsPDERcXZ/YYmUwGX19fk43qxvD2HrU6rnmoG5qHMnGk2vPx8beonrePX90GQk7JSyZCoJdtvvKj/bkImKNy1qGq3333HV599VW0adPGJD5PT09ERkbi7NmzdoyOyHnU64ATT09PLFu2DP/73/+QnJxss3Z/+uknpKamYtKkSRXmSY4ZMwYbNmyo9NixY8ciOTkZV69eNZZt3rwZ06dPx6effooHH3yw1nHNmTMH165dM77es2cPvv76a4wbN86k3nfffVehjOyja6wMYb41vyga0Z53Msk6MncP+PkHV1knIDAUUqmsniIiZxMXZH3CF+orgpeMY1WpYSksLDT2KN6Z2Obn5xunBBGRder90//hhx9G+/btK/Q6mlsc587HXZirs3XrViQkJKB3795mh6OOHj0a586dM3l24u3i4uIwcuRIbNy40Vg2ffp0CIKAuXPnmpxr9erVxjpHjhwxlgPAf/7zH8TGxuLll1821unSpQsGDBiAwMBAeHl54T//+Q/eeustPP3008Y6OTk5+OabbzBz5kyLf4ZUd0SCgHn3yyGtwfVVz8YyDGxdu55Kotv5+vojOCQS7u6mNyI8PLwQEhoFb295JUcSVS9SLobMygkqfAwHNUQ9evTA9u3bAZgmjgkJCSgsLESbNm3sFRqRUxEMBlst0F1RWloa/Pz8KgytLCgogEKhQExMjLGeuRUFvb29jclgZXUCAwOhVCrh4eFR6eI1qamp8Pf3r3SI56VLl9CnTx+cP38eAQEBSE1Nhbkfi5+fH/z8/AAAZWVluHnzZoU6Pj4+CAw0XSq/oKAAEokEXl5eFeq/+OKLKC0txdq1a83GZo5SqYRcLodCoeCw1TqSlKbC0q8LUFLNSqm9m8rw8v1+kFqxqA6ROTqdDga9DiKxGCIRhwaSbWQV6vDbFTVq88UfEyBGp0ZSm8fk6urjO738HG3mJkEss26etE5VhL9XdWpQ1yAFBQXo0aMHAgMDkZ6ejp49eyIzMxM///wzEhIS8MQTT9g7RCKnUKeJoyPJyMiAn58fPDzqt+fo+vXrCAwMhLu7u8XHMHGsH9mFOnx7pgQHzpYir+TfmxYCgE4xUgxv74kejWUQNcD5HkRElbmWr8XJNA30Nfj2j/QTo0uMhJ93daA+E8e285IglvlY1ZZOVYizKxtW4ggACoUCq1evxo8//ojCwkI0btwY06dPx8CBA+0dGpHTYOLogJg41i+tzoDzNzUoLNNDKhYQ5S9GmJzDtYjIceUU6fDnNQ2UZVVfAkjEQNNgN7QIdWuQi6I4AyaO1nv//fdx//33o2nTpjXaR0Q1w6tfomq4iQW0i+TwLCJyHkHeYgxoKUZOkQ4pOTrcUOhMeiD9PATEBbkh2l8MsYgJIzVsO3fuRNu2bc0mh1988QXat2/PxJHIBpg4EhERuaggbzGCvMUwGAzQ6gG94VYvI4ekOidbPE7DkXqe8/LycOXKFQQHV71iNRFZhokjERGRixMEARKuwUQOZvDgwfj555+hVqsxePBgiESmDwtQqVTo1asXWrZsaacIiZwLE0ciIiIicjiLFy9Gbm4u4uPj8cgjj6Bdu3bGfSKRCCEhIejYsaND9ZISNWRMHImIiIjI4fTs2RMA0LhxY0RFRTWYxXqInJWo+ipERERE5OjK5zhauzU0zZs3x2uvvYbi4mIAwHfffYewsDCEh4fjq6++snN0RM6DPY5ERERE5LA+/PBDaLVaeHl5AQBmzJiBxx57DMHBwXjyySeRlpYGmUxm5yiJHB97HImIiIjIYf3000/o378/AODixYtQKpVYsWIF5s6di+DgYFy6dMnOERI5B/Y4EhEREbkAATZ4HAca3lBVQRBQUFAA4NYw1X79+hlXWBUEAQaDoYqjichSTByJiIiIyGENHDgQCxYswNWrV/HBBx/g3XffBQDk5OQgLy8PrVq1snOERM6BiSMREREROaynnnoK2dnZSExMxDPPPIPx48cDALZu3YrFixfDzY2Xu0S2wL8kIiIiIhdgi1VRG+KqqmKxGAsWLKhQ/txzz9khGiLnxcSRiIiIiByWTqerch6jWCxukAkvkaPhqqpERERE5LAGDBgAiURS6ZaYmGjvEImcAnsciYiIiMhhrV692riqarnMzEy8++67aNq0KTp06GCXuIicDRNHIiIiInJYlSWGQ4YMQatWrSCVSus3ICInxaGqRERERC6gfHEcazdH4evri4iICFy4cMHeoRA5BSaOREREROR0Tp48ib///hvBwcH2DoXIKXCoKhERERE5rIkTJ+LYsWMmZaWlpcjIyMD06dMRHR1tp8iInAsTRyIiIiIX4KzPcXzooYdw9913m5R5enqibdu26NSpk52iInI+TByJiIiIyGGNHDnS3iEQuQTOcSQiIiIiIqIqMXEkIiIiIocyYMAAuLm5ITEx0fjvyjYPDw80b94cGzdutHfYRA6NQ1UtVFhYiMGDB+OLL75AVFSUzdp94YUX0KpVKzz55JM2a5OIiIjoTs40x3H58uXIy8tDu3btjP+ujE6nwz///IPZs2djyJAhCA8Pr8dIiZxHg00c4+Pjcf36dWzevNn4es+ePQAAiUSCqKgojBkzBlOnToVYLDY5rrze7T777DN06tQJarUaGzZswL59+5CTk4PmzZtj9uzZ6NGjR5XxLFu2DM2aNTMmjZa0s27dOqxevdqkHV9fXxw/ftz4evLkyejfvz/GjRsHf3//mv2QqN5o9QZkKnXwloog92RHPRE5F43OgNxiA/R6A3w9BHjL+DlHDVu3bt3M/rsqv/32G27cuMHEkaiWGmzimJGRgbS0NJPXvr6+2Lx5M7RaLY4ePYrZs2cjIyMDCxcuNFvvdjExMQCAl156CW5ubpg7dy58fX2xfft29O3bF7/88kulHzyFhYX44IMPcPDgQWOZJe3k5OTA3d0d27dvNx53e5ILAO3bt0fz5s2xYcMGvPjii7X8aVFd+v58Kb76sxjKMgMEAG0jJXispw+CvMXVHktE1NBdL9AhLV8Pg+HfMrmHHi1CxXATNYzeJaI76XQ6GG7/pa2CWCyGIAjYtm1bHUdF5NwabOJojqenJ1q2bAkAaNu2LU6cOIFPP/3UJHG8s96dVq5cCYlEYnzdtWtX7NixAwcOHKg0cdyzZw98fX1NehMtbcfd3b3SWMqNGzcOmzdvZuLYACUml2LrsSLjawOAM9c1WPVdAV4bFQCJGy+qiMhx5RXrkZqnr1CuKDXgSrYOLUId6jKBqmODoapoIENVBwwYgMTERIvq/vTTT+jXr1/dBkTkAhz6G0EulyM/P79Gx9ye7AHAsWPHkJWVhZ49e1Z6zOHDhysklZa2k5ycjK5du8Ld3R3dunXDK6+8gsDAQJM6PXr0wNy5c5GdnY3g4OAavR+qOwaDAd+cKTG7L6tQj+NXVejd1L2eoyJXoVTmo7hIAR8ff3j7yO0dDjmpDEXFpLFcbrEBKq0BMt4gowZozZo1UCgUAIC8vDxMnDgREyZMwJAhQ+Dj44OLFy/ivffeQ7du3dCxY0c7R0vkHBw2cczIyMDOnTsxcODACvuOHz9u0svXtm1b7Ny50/j60qVLGDFiBIqLi5Gbm4uEhAQMGjSo0nNdvXoVbdq0qVBeXTvu7u6YNWsW7r//fhQUFOC1115Dx44dcebMGcjl/14IRkZGGs9jLnFUqVRQqVTG10qlstJYyXZK1QZkF1Z+UZWaq0XvpvUYELkMg8GAgvxsAEBBQTYTR6ozxeqqh/qVqpk4UsPUrl0747/j4+Mxe/ZsLFu2zFg2aNAgPPTQQ2jdunWFaUJEVDsOlTiWJ4RarRZpaWm499578dFHH1Wo17ZtW5M5jh4eHib7Y2JisHfvXhQUFGDHjh2YMWMGmjdvju7du5s9r1qtrtDDaEk7//nPf0w+rHr16oXGjRvjgw8+QHx8vLFcKpUaz2PO8uXLsXjx4sp+LFRHZBIBHhIBpRrzF1ZcJIfqiiAIcHf3RFlZCdzdvewdDjkxiRjQVn5/DBIxk0Zq+M6cOYOnnnqqQnlwcDCioqJw8eJFdO7c2Q6RETkXh0ocyxNClUqF3bt3480338TZs2fRu3dvk3pVzXEEbiVq5ft79OiBv/76CytXrsSuXbvM1g8LC0N2dnaN27nzDpdcLkf79u3x999/m5SXt13ZKl/x8fGYM2eO8bVSqUR0dHSl749sQywS0LupO74/X1phn5sI6N1EZoeoyFUEh0RCp9NCLHaoj2lyMCE+IrNzHAHAUwp4yZg4OhNnehzH7UJCQrBlyxaMGDHCJL6kpCScO3cOISEhdoyOyHk41BXJ7QnhXXfdhfT0dDz++OP4+++/zfYIWsrPz884Tt6c7t274+OPP7a6HYPBgPT0dLRu3dqkPCkpCaGhoWjcuLHZ42QyGWQyJin28EAnL2QotPj7hsZYJnMDnrrbF36eHPpCdUcQBLi51f5zjcgS4XIRCkoNUJSajqxwEwFNgx3qEoFc2Msvv4xevXqhTZs2GDRoEHx8fJCcnIx9+/bh2Wef5c12Ihtx6LF2y5Ytw/Xr17Fu3TqLj3nllVdMeg/379+Pb775BqNGjar0mDFjxuDixYtIT0+vUTuvvPIKMjMzAdxaNnrBggVISUnBpEmTTNo/ePAgxo4da/F7oPojkwh4cbAfXhnqhwc7e+HxXt54e3wgOsUwkScixycSBLQKE6NZiBj+ngJ83QVE+YnQIcoN3uxtJAfRvHlznD9/HmPGjMH58+dx6NAhiEQi7N27F++88469wyNyGg59OzE8PBxz5szB0qVLMWXKFPj4+FR7TNOmTdG1a1doNBqUlZVBIpFg6dKlmDFjRpXHDB06FBs3bjQ++sOSdsrnO2o0GigUCkRFRWHfvn0mK6/m5+fjq6++wokTJ6z4SVBdaxYiQbMQ9v4QkfMRCQKCvQUEezv0vWSygLMOVQVuzWe8fXEcIrI9wWDp01PrWUZGBjQaDRo1amT2dTmVSoWUlBRER0fDy8ur0np3unnzJiQSSYVHY1TmwoUL6Nu3Ly5evAg/P78atXPz5k14enrC19e3wr74+Hjk5ubif//7n0VxALfmOMrlcigUCrNtEhERkWOoj+/08nN0XXgBbu7V32SvirasECcWt+Q1CJELarA9jncuFFPZwjEymcxkIZzK6t0pLCysRvG0bNkSx48fh5ub6Y/MknaqqvPUU08hNDS0RrEQERER0b+uXLmCdevW4fLlyygtNV3UbuXKlWjfvr2dIiNyHhyXUgMxMTHw9va2aZtxcXHw9PS0aZtEREREdxIJttkamvPnz6Ndu3a4cuUK/vjjD3h7e0MsFuPQoUMoKyuDlxcfa0RkC0wciYiIiFyAINhma2jWrFmDWbNmYffu3WjSpAlmzpyJb775Bt9++y2uXLmCmJgYe4dI5BSYOBIRERGRw7py5Qr69+8P4NYUpuLiYgDAfffdB39/f5w9e9ae4RE5DSaORERERC5AJAg22RoalUoFd3d3AEBkZKQxUdTr9VAqldDr9fYMj8hpNNjFcYiIiIjIdmwx1LS2x5eWluLChQuIiIio00UBH3roIYwbNw43btzAhQsXoNfr0bp16zo7H5ErYY8jEREREdWZVatWISQkBI899hh69eqFJ598Elqt1mbtJyQkoEuXLgBuDU9NSEhAeno6wsLCcPDgQWNvJBFZhz2ORERERC7AFqui1vT4tWvXYtGiRfjuu+/Qp08fAMAnn3wClUpV4RFntdW0aVOT1xMmTMCECRNs0jYR/YuJIxEREZELqO+hqlqtFkuWLMHMmTONSSMATJ482bogiMgumDgSERERUY0olUqT1zKZDDKZzKTszJkzyMrKwogRI5CVlYVr164hLi4O/v7+9RkqEdkI5zgSERERuQDBRhsAREdHQy6XG7fly5dXON+NGzcAADt37kT79u0xdepUREREYNq0adDpdHX3RomoTrDHkYiIiMgF2OJxGuXHp6enw9fX11h+Z28jAEgkEgDA2bNnkZKSAg8PD5w/fx7dunVD27Zt8dxzz1kVCxHVLyaORERERFQjvr6+JomjObGxsQBuzWn08PAAALRq1Qr33HMPfvnlF5sljmq1Gn/88QdSU1OhVqvh7++PDh06oFGjRjZpn4huYeJIRERE5ALqe3Gc5s2bIy4uDtevXzcpv379Onr27GldIP9v7dq1ePXVV5Gfn19h34ABA7Bp0yZER0fb5FxEro6JIxEREZELsMfjOFatWoWpU6fC29sbzZo1w65du3Dp0iV89tln1gUCYNeuXXjhhRfw6quvYvTo0YiMjISnpydycnJw8uRJrFq1CsOHD8fp06chWJsxExETRyIiIiKqG+PGjYNcLkdCQgK+/PJLNG/eHH/++WeFZy/WxrZt27BixQo8//zzJuURERGIiIjAfffdh6ioKJw7dw5t2rSx+nxEro6JIxEREZErsMFQVdTi+IEDB2LgwIFWnriikpIShIaGVrpfKpXCz88PxcXFNj83kSvi4ziIiIiIXIAI/w5XrfVm7zdxm759+2LRokX4888/K+wrLi7G0qVLkZubi/bt29shOiLnwx5HIiIiInI4zz33HH799VfjCqqRkZHw8PBAXl4eLly4AKlUiu3bt8Pd3d3eoRI5BSaORERERC5AEASrF4lpSIvMuLu746uvvsLPP/+MQ4cOGR/H0bx5czzzzDMYN24cAgMD7R0mkdNg4khERETkAur7cRz15Z577sE999xj7zCInB4TRyIiIiIXIIL1cxQb0hxHS+h0OohEogbVU0rkqBzt75+IiIiIyCIDBgxAYmKivcMgcgrscSQiIiJyAc46VJWI6gcTRyIiIiIXUP5IDWvbaChmzZqFU6dOVVnnzJkz9RQNkfNj4mihoqIiDBkyBNu2bUNUVJTN2p07dy5at26Nxx9/3GZtEhERETm7S5cuwdPTE40bN660zj///FOPERE5twabOP73v//F9evXsWnTJuPrvXv3AgAkEgmioqIwZswYTJkyBSKRyOS48nq327JlCzp27GhS9tVXXyE+Ph6DBw/G22+/XWU8r7/+OmJiYoxJY15eHtauXYvExERoNBp07doVc+fORWhoqPEYvV6PDRs2YM+ePcjOzsZdd92FV199FTExMcY6EydOxMCBAzFmzBj4+fnV5EdEREREZDFnexzHAw88gN9//x3r1q2rtM6FCxfqMSIi59ZgE8dr167h6tWrJq89PDywadMmaLVaHD16FDNmzMD169fx6quvmq13uzvvRl27dg3PPvssvL29kZaWVmUsRUVFWLt2LQ4cOGAsGzx4MIYNG4aXX34ZYrEYS5cuRa9evXDy5EljAvif//wH27dvx+rVqxEXF4fNmzejV69e+Ouvv4zPFerQoQOaNm2KjRs3Ys6cObX5UVEdK9MYcDJVjbQ8LTylAjpESxET2GD/dIiIasRgMECpzENxkRJ6vR7uHp6QywMhkUjtHRrZmLMNVX3kkUewcOFCKBQKyOVys3UiIyPh4eFRz5EROSeHuvr18vJC27ZtAdxKuJKSkrBlyxaTxPHOeubodDpMnDgRr7zyCr755ptqz7tnzx54e3ujZ8+exrIjR45AJpMZX3fs2BGBgYE4cOAAJkyYAI1Gg3Xr1uG9997Dww8/DADo0aMHfvrpJ6xZswaLFi0yHjtu3Dh88sknTBwbIJXWgK3HipFbrDeWXczUYnBrd3SI5kUVETm+nJwMlJYUGV+XFBeirLQEYeGN4OYmsWNkRFXz9PTExYsXq0wMt27dWo8RETk3h34ch7+/P/Ly8mp83JIlS+Dr64tnnnnGovqHDx9G9+7dTcpuTxoBQCwWQxAE6PW3Eozi4mKo1WoEBweb1AsKCsL3339vUtazZ0+cOXMGOTk5NX0rVMf+uqY2SRrL/XJJBa3eYIeIyFXo9ToUFyuNnylEdUGtLjNJGsvp9ToUFhbUf0BUp8pXVbV2a0i8vb0hFovtHQaRS3CoHsfbZWZmYteuXbj33nsr7Dtx4oRJj2Pbtm2xfft2AEBiYiISEhKqXYXrdikpKWjdunWVdZYuXQovLy8MGjQIAODn54dOnTrhgw8+wH333QcvLy/88ssvOHbsGMLCwkyOjYyMhMFgwNWrVxEUFFShbZVKBZVKZXytVCotjp2scz1fZ7a8VGNAfrEewT78sqK6oVDkoVCZD7lfEOTyAHuHQ05KpSqrdJ+6in3kmJz1cRw6nQ4Gg/mbueU39onIeg6VOJYnhFqtFlevXkXfvn3x0UcfVajXunVrkzmO5UMYcnNzMWnSJKxfvx4hISEWn1etVkMqrXxY4ubNm/H222/jiy++MOlh/Oyzz/DYY48hLCwMQUFBcHd3x7hx4/Dzzz+bHF/ee3l7cni75cuXY/HixRbHS7bj426+U14kAF4yfhFR3fH09IZWo4aHh5e9QyEnJhZXfhnAXhxyFAMGDEBiYqLZfYIgICQkBMOHD8fKlSsREMAbcUS15VBDVVu3bo3t27dj69ateOGFF3DkyBFcvHixQr3yOY7lW5MmTQAAv/zyCzIzMzFv3jzjvp9//hmHDh1C27ZtcePGDbPnDQsLQ3Z2ttl927dvx5NPPomNGzdizJgxJvtatGiBY8eOITU1FT/88APOnTsHsVhc4XEe5W3f2RNZLj4+HgqFwrilp6dX/YMim+kQLYHYzF9JyzAJPKUO9edDDkYm80BwSCSkUln1lYlqycPDq9Lk0dvHr36DoTpXvjiOtVtDs3jxYvj4+GD69OnYtWsXDh48iLVr16JFixYYP3483njjDZw4cQKPPfaYvUMlcmgO1eN4+6I3nTt3xrVr1zBlyhScOXMGEkn1E/gHDBiApKQkk7IZM2ZAJpPh7bffrjAfsVy3bt2wefPmCuU7duzA5MmTsX79+io/jAICAhAQEICysjIcPHgQ06dPN9mflJSEkJAQY4J7J5lMVmFOJdWPQG8xxnb0xE8Xy5BTpIebCGgTIcG9Ld3tHRoRkdUEQUBIaCRysjOg0ahvlYlE8PMLgru7p52jI1sT/n+zto2G5sCBA3j++eexZMkSY9mgQYPw0EMPoWXLlkhISMDQoUMRFxeHmzdvVnqjnoiq5lCJ452WL1+OZs2a4X//+x9mzJhRbX0fH58Kq636+PjA3d29ylVYx4wZg1deeQXXrl0z9hbu3LkTjz76KP73v/9h8uTJZo/bt28fGjdujHbt2qGsrAwzZsyARCLBc889Z1Lv0KFDFXorqeGIC3JDXJA3ilR6yNwESMQN8WuTiKh2JBIZwiNioVaXQa/XQyp1N3k+MlFDd+bMGTz11FMVygMDAxEVFYWLFy+ic+fOaNmyJa5du8bEkaiWHPqbISIiwniHqaio4qpwttKsWTPcf//9JvMmp0yZArFYjFWrVpkMi/3ggw+MdVq2bInHH38cMTExCAkJQXJyMn788UfjMxwBoKCgAF9++SVmzpxZZ/GTbXjLREwaichpSaXucHf3ZNLoxARBgMjKrSEuNBMcHIzPPvuswgI5SUlJOHfuHIKDg6HX65Geno7mzZvbKUoixycYKluGys6uX78OtVqNuLg4s6/LlZWV4fLly4iNjYW3t3el9SqTlpYGQRAQHR1dZb1z587h3nvvxcWLFyGXy3Hu3Dmzy+SHhIRUWHjn2rVrkMlkZofCzp8/H5mZmUhISLAoXuDWqqpyuRwKhQK+vr4WH0dEREQNS318p5ef46H3r0Dq4WNVW+rSQnw+s0mDuga5cOECevXqhfDwcAwcOBA+Pj64dOkS9u7di6lTp+KDDz7A1q1b8ffff+P111+3d7hEDqvBJo4N0ZUrVxASEgIfH+s+dG93+fJlhIeHw8vL8pUTmTgSERE5ByaOtpGZmYnVq1fjjz/+gFKpRGxsLCZNmoQRI0bYOzQip+HQcxzrW2WL11ijadOmNm+TiIiI6E62WBW1Ia6qCgChoaFYvny5vcMgcmpMHImIiIhcgCDc2qxtoyHLyMiAQqFAbGws3N25AjqRLXEGPBEREZELKE8crd0aou3bt6NRo0aIiIhAq1at4OnpiYkTJyIzM9PeoRE5DSaOREREROSwvvvuOzz22GN47LHHcPToUZw7dw47d+7ExYsX+bgzIhviUFUiIiIiF1D+SA1r22hoPv74YyxYsAD//e9/jWWtWrXCwIEDERsbi+TkZD6Gg8gGmDgSERERuQBnneOYl5eHdu3aVSj39fVFo0aNkJuba4eoiJwPh6oSERERkcNq06YNNm7cWOH52keOHMHFixfZ20hkI+xxJCIiInIBIljfY9AQexzmzJmDbt26oXnz5hg8eDB8fHxw8eJFfPPNN4iPj0dgYKC9QyRyCkwciYiIiFyAsw5VjYqKwt9//423334bx44dg0KhQOPGjfHtt99i0KBB9g6PyGkwcSQiIiIih+bv74+lS5faOwwip8bEkYiIiMgFiACIrOwxbIhDVYmofvDvn4iIiMgFCIJgk60hGDBgANzc3CzaEhMT7R0ukVNgjyMREREROZTly5cjLy/PorrmHtVBRDXHxJGIiIjIBTjT4jjdunWzdwhELodDVYmIiIhcgEiwzdbQPfvss0hKSrJ3GEROh4kjERERETmNc+fOQalU2jsMIqfDoapERERErsAGQ1XhAD2ORFQ3mDgSERERuQBnmuNYlYCAAEilUnuHQeR0mDgSERERkdPYvXu3vUMgckpMHImIiIhcgAiAyMqxplwcg8h1MXEkIiIicgGuMlSViOoGE0ciIiIiF2CLx2k4wuM4iKhuMHEkIiJyYSVqAzKUOpSqDdAbAKlYQLCPCAGeAgR2LxER0f9j4khUDYPBgBsKHQrLDBCLgEg/MTylnOVBRI6tRG3A5WwtCkoNd+wxIKtID5kbEBMgRpiv2C7xke1xqCoRWYOJI4Di4mIMGzYMn376KaKiour13PPmzUPbtm3x2GOP1et5yTJ/XlMjKU2N/BK9sUwsAE1D3NC7iTv8PJlAEpHjKVLp8dd1LbT6yuuotEBylg5qLdAogMmjMxAE63uR2QtN5Lpskjh+++232Lx5M9LS0hAZGYlhw4Zh0qRJcHNzw3333YfMzMxKj+3SpQsSEhIAAHl5eRg0aBCaNm2Kzz//HABQWlqKnj17Vnn+Bx98EPPnz4dWq8WWLVuwb98+5OTkoHnz5pg5cyY6depU5fHLly9HRESESdJ44sQJfPjhh0hKSsLrr7+OoUOHmhxj6bmqa2fChAm47777MGrUKMjl8irjpPr1/flS/HVdU6FcZwAuZmqRlleMBzt7IsibF1RkW1qtBsVFSmh1Gri5SeDtJYfYjff5yDY0OgPO3qg6abzd1TwdPKQCgr15o4yIyJVZfSWydu1avPjii1i2bBlmz56NrKwsfP311/j999/x0Ucf4Z133oFarQYAHDt2DNOnT8c333yDiIgIAIC3t7exrS1btiArKwunT5/GuXPn0Lp1a8hkMnz88cfGOp9//jnefvttHDt2zFgWFBQEAJg7dy60Wi2mTZsGX19fbN++Hb169cJvv/1WafJYXFyM999/H998842xbM2aNfjkk08wffp0bNq0CXl5eRWOs+RclrTTqVMnxMXFYdOmTXj++ect/KlTXTt7Q202abxdqcaAfX+W4PGe3hBxtQCykUJlPvLzs03KFAW5CAwMg5e3r52iImeSqdRDravZMen5OiaOTkAE6x+nwd8CItclGAyGOyc31Ei7du0wcOBAvPPOOyblpaWl8PDwMCn7/vvvMWjQIKSkpCA2NrZCW+3bt8fjjz+OAwcOoE2bNnj77bcr1Hn//ffx4osvoqysrMI+lUoFmUxmUhYVFYWnn34ar776qtn4P/30U8ybNw83btwwlhUXF8PLywvArSEZW7ZswaRJk2p8LkvaAYCVK1fis88+w+nTp83GeCelUgm5XA6FQgFfX15I1oXNR4uQU2TZ7fgR7T3QLERSxxGRK1CVlSIzM73S/WHhMZBKZZXuJ6qOwWDAiTQNyqq+L2ZWh0g3+HowbbC1+vhOLz/HnE+vQuZp3TlUJUq8PSmW1yBELsjqbwCDwYCMjIwK5XcmjdU5fvw4kpOT8dhjj+Gpp57Cli1bjD2VlrozkTt16hSys7PRpUuXSo85fPgwunfvblJWnuxZey5L2gGAnj174q+//kJubq5F9aluZRXqLE4aAeBcRi2uwIjMKCwsqHJ/UVHV+4mqU6I21CppBIDcYss/F4mIyPlYnTi+9NJL2LVrFzp06ICXXnoJe/bsgUKhqHE7CQkJGDt2LAIDAzFy5Ei4ublh3759NW7nypUr6NChA5o1a4Y+ffrgo48+wpAhQyqtn5KSgsjIyBqfpzbnqkxUVBQMBgNSUlLM7lepVFAqlSYb1Z0iVc0ujmpan6gyGo2q6v01vJlGdCeNFR9X1hxLDUP5qqrWbkTkmqxOHB999FH89ddfGD16NE6ePIlHH30UkZGR2Lhxo8VtFBcXY/v27Zg2bRoAQCKRYMqUKdiwYUON44mMjMTHH3+M9evXY/LkyXj++edx8uTJSuurVCpIpdIan6c256pMee+lSmX+onH58uWQy+XGLTo6ulbxkmUkNZyvWNP6RJURiapeaEkk4jBBso7Yio8ra46lhkEk2GYjItdkk2X6WrVqhUWLFgEAysrK8Mwzz2D69OkYNmwYQkNDqz1+x44dKCwsxPPPP29c5rmwsBBXr15FWloaGjVqZHEs7u7u6NChAwCgX79+OHfuHFasWIEvvvjCbP3Q0FDk5ORY3L4156pMdvathTDCwsLM7o+Pj8ecOXOMr5VKJZPHOhQmF0PmdmspekvEBHK1S7INTy8fqFSlle738uJ8IrKOh0SASAD0tVjdwEvGjIGsc+jQIRw5cgSjR482Xj8RkeOw+RWvu7s7nnrqKXz88cdITU21KHFMSEjAnDlz8Oijj5qUz549Gxs3bjQmpbURHByM/Pz8Svd369YNn376aa3br8m5KnPq1CkEBwejcePGZvfLZLIKcyqp7kjEAlqHS3EqvfphgWIBaBfJhXHINry9fVFSXGg2eXT38IKHp7eZo4gs5yYWEOIjwk1lzcaduonAVVWdgD2f43j58mVMnToV6enpiI2NZeJI5ICs/hZ4+eWXTVYDLSsrQ0JCAuRyOVq3bl3t8RcuXMBvv/2GqVOnokOHDibb+PHjsWnTJuj1ln3BLV682GR+5U8//YRvv/0Ww4cPr/SY0aNH4/z587h+/bpF57DmXJU5dOgQxowZw4fqNiDd46SQe1T//6N3Uxk8pbyYItsQBBGCQyIhlwdCLL51X8/NTQI/vyAEB0fwM4JsIkJe88+sMF8RxByj6PDsNcdRrVbjoYcewsqVK23/poio3lh9xdu5c2dMmzYNfn5+aNWqFYKDg3Hy5El8+eWXJs9orExCQgKaNWtmNskcPXo00tLScOjQIYtiCQkJQevWrdGkSRNERERg3LhxiI+Px+zZsys9pkWLFhg8eLDJsyKPHTtmTF4BYP78+ejQoQOWLFlSo3NZ0o5CocC+ffswc+ZMi94j1Q9PqQjjO3sh1Nf8n4ibCOjXXIYuMewJJtsSiUSQ+wUiMqoxGsU0R0RkHHzlAUwayWa8ZSLEBlQ9n9a0voCYGtQnutNLL72E1q1bY8KECfYOhYisYPVzHMsVFhbi+vXrCAkJQUBAgNk6RUVFuHz5Mlq3bm1ckObSpUuQSCRmn+sIAGfPnkVQUJBx/l9OTg5u3LiB9u3bm61vMBiQmpoKiUSC8PBwixaTOHv2LAYNGoSLFy/C19fXGOedAgMDTeYWVncuS9p59dVXce3aNWzatKnaOMvxOY7163qBFmdvaFBUpodYJCDaX4w2EVK4S3ghT0SOKz1fh5RcXZV15B4C2oS5wY0r49SZ+nyO48vbU+Fu5XMcy0qUWDEhBunp6SbxVjat5ptvvsGsWbNw+vRp+Pr6QhAEbNq0CVOmTLEqDiKqfzZLHB1dcnIywsLC6j0Ru3jxIiIiIuDj42PxMUwciYjIFso0BmQodLip1Js8biPQS0CEXAw/D+vnxFHV6jNxjP/cNonj8odiKpQvXLiwwpoUN27cQKdOnbBz50706dMHAJg4EjkwLgf5/5o3b26X87Zo0cIu5yUiInKXCIgLckNsoAEaPWAw3BqKz/mMVB1zPY53Wr58Ofz8/PD999/j+++/N5bv3bsXJSUlePbZZ+slViKyDSaORERELk4QBEg5jdHp1XZxmzvbAABfX99qe0gHDRqEwMBA605IRA0GE0ciIiIiFyASBIiszBxrcvzIkSMxcuRIk7LFixdj9OjRHKpK5ICYOBIRERG5AFv2OBKR6+ED6IiIiIioXixcuND4mDIicizscSQiIiJyAQJs0ONoZQx3rrxKRI6DiSMRERGRCxDB+qFmHKpG5Lr4909ERERERERVYo8jERERkQsQBAGClWNVrT2eiBwXE0ciIiIiF8BVVYnIGhyqSkRERERERFVijyMRERGRCxAJtzZr2yAi18TEkYiIiMgFcKgqEVmDQ1WJiIiIiIioSuxxJCIiInIBwv9v1rZBRK6JiSMRERGRCxAJAkRWjjW19ngiclwcqkpERERERERVYo8jERERkQvg4jhEZA0mjkRERESuwAaJIyc5ErkuDlUlIiIiIiKiKrHHkYiIiMgFiIRbm7VtEJFrYuJIRERE5AIEQYBg5VhVa48nIsfFxJGIiIjIBYhg/RwlznEicl38+yciIiIiIqIqMXG0UGlpKe677z5cu3bNpu2+8sor2LZtm03bJCIiIrpT+eM4rN2IyDXV21DVH3/8EZs3b0ZaWhoiIyMxbNgwjB8/HiKRCCNHjkRWVlalx3bq1AkffPABAKCgoADDhg1D06ZN8cknnwC4ldT179+/yvOPHTsW8+bNQ1FREdavX4/ExERoNBp07doVzz33HPz9/as8fuXKlZDL5YiKigIAi9qxpM7o0aMxcuRIDB8+HD4+PlX/EImIiIhqic9xJCJrCAaDwVDXJ1m/fj1mzZqFBQsWoEePHsjKysLXX38Nb29vrFu3DqdOnYJKpQIAnDhxArNnz8bu3bsRHh4OAPD19UXr1q0BAO+//z5ef/113Lx5E+fPn0eLFi2g1+tx/Phx4/l27tyJNWvWIDEx0VgWGhqKuLg4dOrUCf3798fdd98NsViM5cuXIz8/H8ePH680cSspKUFUVBT27t2Le+65BwAsasfSc3Xp0gWTJ0/GrFmzLPp5KpVKyOVyKBQK+Pr6Wvq/gaxQpNIjLU8LL6kIjQLEXByAiJyKXq9HSUkh9HodPDy8IZFI7R2Sy6iP7/Tyc6zefx0eXtado7RYieeHRPIahMgF1Uvi2L59e/Tv3x/vvvuuSXlRURG8vb1Nyr7//nsMGjQIKSkpiI2NrdBWx44dMXHiROzfvx+dOnXCqlWrKtR5//338eKLL6KsrKzCvjvPmZOTg5CQEGzfvh3jx483G/+2bdswZ84cZGRk1KgdS8+1YsUK7NixA0lJSWbPfycmjvXrzHU1frxQBv3//6WE+IgwtqMnPKQc6U1Ejk+tViEr8xr0ep2xzM8/GL6+VY/EIduoz8TxvQO2SRxn38/EkcgV1cuVr1arRW5uboXyO5PG6pw8eRLnzp3D5MmT8fTTT2Pz5s3QaDQ1auPOc3p4eEAsFkOtVld6zE8//YTu3bvXuB1Lz9WzZ0+cPn0aeXl5NXovVPdK1Hr8dFvSCABZhXocS6n894XIVurhvh4RCvKzTZLG8jKtVmuniKiulD+Ow9qNiFxTvSSOL7zwArZt24YePXpg4cKF2L9/P0pKSmrcTkJCAkaPHo3g4GCMHj0aBoMBX331lVWxrVy5EjKZDAMHDqy0zpUrVxAZGWl1O5XViY6OhsFgQEpKitnjVCoVlEqlyUb143q+Djoz1+5pebygorqlVpfhWvplaDS8SUF1q6zM/PexSlXz72kiInJe9ZI4Tp06FUlJSejXrx9++OEHjBkzBuHh4di6davFbZSWlmLbtm2YNm0aAEAqlWLKlCnYsGFDrePauXMnli1bhv/9738ICwurtF5ZWRnc3d2taqeqOuVtl5aWmj12+fLlkMvlxi06Orq6t0Y24u1u/s6qTyXlRLbi5iaFn38w3Nwk9g6FnJxYbH6dvMrKyXFxVVUiska9TdK66667sGLFCvz666/IycnBiBEj8MQTTyA7O9ui47/44gsoFArMnz8fPXr0QI8ePfDll1/iu+++q9UjMr788ktMnDgR77//Ph555JEq64aGhiInJ6fW7VRXp7zt0NBQs8fHx8dDoVAYt/T09CrjJdsJl7shyl9sUiYIQOcYmZ0iIlchEong4+PHYWFU58zNZZRK3eHu7mmHaKguiWy0EZFrssvtRG9vb8yYMQNbt25FSkoKgoODqz0mISEBM2fOxMSJE03KX3jhBWzatAmvvvqqxef/6quvMH78eLzzzjuYPn16tfW7du2K7du316odS+qcPn0aQUFBaNq0qdn9MpkMMhkTFXsZdZcn/khVITVXCy+ZCJ0aSRHlzzvxROQcfHz9IYhEKCwsgF6ng4enN/zkgfYOi4iIGph6uXG0cOFCXLhwwfhao9Fg8+bN8PHxQatWrao9/tKlS/jll1/w1FNPGXsby7eHHnoImzZtsngRiW+++QYPPvgg3n77bTz77LMWHTN69Gj8/fffJquqWtKOpef6/vvvMXLkSPYsNFBSNwG9mrjj4W7eGHmXJ5NGInI63t5yhIfHIDKqMQICQiASi6s/iBwOh6oSkTXqJXFs1qwZHnzwQYSEhKBjx44IDQ3F4cOHsWfPHoseep+QkIDGjRujXbt2FfaNHj0aKSkp+OGHHyyK5eGHH4abmxs2b95skoAmJCRUekyrVq0wYMAAfPLJJzVqx5I6hYWF2LNnD2bOnGlR/ERERES1wcSRiKxRL89xLJeTk4Nr164hJCQE4eHhZnvYlEolzp07h44dOxqHZ/7999+QSqVo1qyZ2XZPnjyJ0NBQREVFAQAyMzORmpqKbt26Vah7/Phx6PX6CuVRUVHG4835888/MWTIECQnJ8Pb29uidiyps3jxYly+fBlbtmyp9Nx34nMciYiInEN9Psdx3fc3bPIcx+kDI3gNQuSC6jVxdHRnzpxBo0aNIJfL7domE0ciIiLnUJ+J40c/ZNgkcXx6QDivQYhcECdr1YC5obINsU0iIiKiOwkARFYONeVIVSLXxVWViYiIiIiIqErscSQiIiJyAQKs7zFkjyOR62LiSEREROQCbLEqKldVJXJdTByJiIiIXIBIsH6Oo7XHE5Hj4hxHIiIiIiIiqhJ7HImIiIhcgCAIZp+hXdM2iMg1MXEkIiIicgGc40hE1uBQVSIiIiIiIqoSexyJiIiIXAAfx0FE1mDiSEREROQCuKoqEVmDQ1WJiIiIiIioSuxxJCIiInIBXByHiKzBxJGIiIjIBfBxHERkDQ5VJSIiIiIioiqxx5GIiIjIBYhgfY8BexyIXBcTRyIiIiIXwDmORGQN3jgiIiIiIiKiKrHHkYiIiMgFsMeRiKzBxJGIiIjIBTBxJCJrMHEkIiIicgEiQYDIyszP2uOJyHExcSQiIiKiOpGeno7169fj9OnT8PPzw7BhwzB+/Hg+D5LIAXFxHCIiIiIXIVi51cT58+fRv39/SKVSTJs2Dd27d8eMGTPw3HPP2ebNEFG9Yo8jERERkQuo7zmOMTExOH/+PCQSibHM09MTTz75JJYvXw4vLy/rgiGiesUeRwuVlZVh2LBhuHbtmk3b/e9//4sdO3bYtE0iIiIie/P09DRJGgHAz88Per0eKpXKTlERUW3VS4/j66+/jm+//RYAIJFI4O/vj7Zt2+LBBx9Eu3btrKqbkZGBlStXYtCgQVXGMHr0aLz44oswGAzYuXMn9u3bh5ycHDRv3hzPPPMMWrVqVeXxq1atgoeHB6Kioirs++GHH7Bw4UL0798fS5cuNZZbcq7hw4djzJgxGDp0KLy9vauMgexHpzdAWWaAzA3wlPJ+CxE5D4PBgIJSA/JLDNAbAC+pgCBvARIx56A5G5Fwa7O2DQBQKpUm5TKZDDKZrMpjdTod3nrrLfTu3RsBAQHWBUJE9a5eEsfk5GQUFxdjzZo10Ov1yMrKwg8//IAuXbpg9uzZWLVqVa3rXr16FTKZDCtWrDCW7969G2vXrsUPP/xgLAsPDwcAvPDCC8jPz8eIESPg6+uL7du3o0uXLjh69GiFxLRcaWkpVq9ejd27d1fYl5WVhalTp0IikeD8+fMm+yw5V48ePRAeHo5PPvkEM2bMqMVPl+ran9fUSEpTo0RtAAA0ChCjbzN3+HowgSQix6bTG3ApS4di9b9lilIDbiqBpsEi+Ljzc86Z2HKoanR0tEn5woULsWjRoiqPnTVrFs6dO4ejR49aFwQR2UW9zXGUy+Xo06eP8fUDDzyAMWPG4L777kOnTp3w8MMP16ouAIhEIpP6p0+fhiAIJmXlli5dajKmfsiQIfj++++xb9++ShPHffv2QSKR4J577jEpNxgMmDx5MmbOnInDhw/X+lwPPvggNm3axMSxAfrrmhq/XjYdTpOWp8Oe0yV4uKsXpG68I091Q6NWQa1WQSpzh0QitXc45KTS8vQmSWM5vQG4kq1Hu0gBYmu7qMgppaenw9fX1/i6ut7GF198Edu2bcP333+P5s2b13V4RFQH7HorcfDgwejbty82btxo07pVuXMi9oULF5Cbm1tp0ggAP/74I7p3715h6eg333wTarUaL7zwglXn6tWrF5KSkpCXl1eTt0J1TK83ICnNzBUVgCKVAcmZmnqOiFxFWVkJMjLSkJt7EzczUqFWldk7JHJCGt2t4amV0RmA3OLK95PjEQTBJhsA+Pr6mmxVJY7z5s1DQkICDh48iM6dO9fX2yUiG7P7GJTOnTvj3LlzNq9blZSUFPTp0wcdO3ZEt27dsGbNGowaNarS+v/880+FuY3Hjx/HW2+9hc2bN1f5LCJLzhUdHQ2DwYCUlBSzbahUKiiVSpON6l6hyoBideUXTTeVunqMhlxJcZESwK3fPYPBgOLiQvsGRE6pTFP+W1a50io+A8nxiGy01cTLL7+M9evX49ChQ+jatast3gYR2YndH8fh7u6OsjLL7qbXpG5VQkNDsWLFChQUFGDHjh145ZVX0KNHjyrnOLq7uxtfK5VKPPzww1izZg0iIyOtPld526WlpWbbWL58ORYvXlzTt0lWkrkJEFD5hZW7hMO3qG64uUnueG33j2pyQmILMgBL6hBV5tdff8Ubb7yBRo0aYe7cuSb7PvroI7Ro0cJOkRFRbdj9aiQ9Pd24cI0t61bF09PTOP9x+PDh6NOnD5YtW4bt27ebrR8SEoKcnBzj659++gnXrl3Du+++i3fffRcAcO7cOeNcy507dyIsLMzic+Xm5gK4lWSaEx8fjzlz5hhfK5XKCpPSyfbcJQJiA92Qkqs1u79FqMRsOZG1fOX+0Om0UKlK4e7uCW8fP3uHRE7IUyrA3Q0oM/8RBwAI8GLm6Ezq+zmObdq0wU8//WR2X0REhHWBEFG9s2viWFRUhP3792PSpEk2rVtTkZGRyMrKqnR/165dTZ61ePfdd5us2AoAL730EqRSKZYuXQp/f/8anev06dMIDAxE06ZNzR5jyRLXVDfubiZDbrEOyjLTfscecVIE+4jtFBU5O0EQISDQ/I0kIluK8hfhcrbe7L4ATwGeUo6scCb1nTj6+/ujX79+1p2QiBoMu91KTE1Nxbhx4+Dm5oZ58+bZrG513nrrLZPhrsePH8f+/ftx//33V3rMqFGjcPbsWdy8eRMAEBAQgD59+phs/v7+CAwMRJ8+fYxJnqXn+v777zFy5Mgq50qSffi4izChqxf6t5ChVZgEHaIleKiLJzrHMJEnIscn9xChWbAInrct3OsmAsLlIsQGsreRiIj+VW89jqdOnUKfPn2g1+uRnZ2NGzduYOTIkTh69GiF4ac1qVtTer0ecXFxCAkJQWlpKTIyMjBjxgyToaB3atOmDfr3749PPvkEL730kk3PVVhYiN27dyMxMdGq90V1RyIW0DpcitbWj5ImImpwfD1E8PUQQa01QG8ApG6AiDcynZIAG/Q42iQSInJEgsFgqPMl0y5duoTMzEwAtxZ58Pf3R5MmTcwu+FDTumVlZRUWtcnIyEBKSgp69eplNh6NRoOLFy9CIpEgJibGZOGbypw6dQrDhw9HcnJyhcdsAP/OcWzZsmWNzrV06VKcP38en332WbUxlFMqlZDL5VAoFCbPUCIiIiLHUh/f6eXnOHAqG14+1p2juFCJ+zsG8xqEyAXVS+LoLE6dOoW4uDj4+fnZrM3Tp08jJiamynmRd2LiSERE5ByYOBKRo7D7qqqOpGPHjjZvs0OHDjZvk4iIiOhOwv//Z20bROSamDgSERERuYD6XlWViJwLE0ciIiIiFyASbm3WtkFErolrbRMREREREVGV2ONIRERE5AI4VJWIrMHEkYiIiMgV2CBx5No4RK6LQ1WJiIiIiIioSuxxJCIiInIBfBwHEVmDiSMRERGRC+CqqkRkDQ5VJSIiIiIioiqxx5GIiIjIBZQUK61eHKekWGmbYIjI4TBxJCIiInJiUqkUYWFhGNo9zibthYWFQSqV2qQtInIcTByJiIiInJi7uztSUlKgVqtt0p5UKoW7u7tN2iIix8HEkYiIiMjJubu7M9kjIqtwcRwiIiIiIiKqEhNHIiIiIiIiqhITRyIiIiIiIqoSE0ciIiIiIiKqEhNHIiIiIiIiqhITRyIiIiIiIqoSE0ciIiIiIiKqEhNHIiIiIiIiqpKbvQMgIiIi+zEYDCgtKYJGo4YBBohFYnh6+UAs5iUCERH9i98KRBYoLNOjSGWAWAQEeokgFgn2DomIyCp6vR5KZR6KChXQ63Um+/Lzs+Hp6Q1feSCkUpmdIiQiooaEiSMAlUqF8ePHY+3atYiKiqrXcy9YsADt27fHAw88UK/nJcuk5Wlx5roGGYp/L6rc3YBmoRLcFSWFu4QJJBE5Hr1eh6zM61CryyqtU1JShNLSEgSHRMDd3bMeoyMioobIrnMcv/zySzz++OMYOnQoZs6ciV9++cVk/4oVK9CvXz/069cPgwYNwhNPPIH9+/eb7H/++edNjklOTsacOXPQr18/HDp0yKI43nzzTYjFYpOksbp2DAYD9uzZgylTpmD48OGYM2cOkpOTa1xnyJAhmD17NoqLiy2KlerPn+lqHDxXZpI0AkCZFjhzXYMv/yxBsUpvp+jI2alUpSguVkKlqvzCnqi2srMzqkwayxkMemRn3YBGo66HqIiIqCGzW+IYHx+PKVOmoG3btpg1axbatm2LhQsX4t133zXWuXDhAgoKCrBo0SLMmzcPUVFRGD58ONauXWvcf/r0aWP99evXY8SIEYiIiEBiYiIyMzOrjaOsrAzvvPMOZs2aVaN2XnzxRezevRuDBg3C008/jaysLHTu3Blnz56tUZ2ePXsiNDQUn3zySY1+flS30vK0OJFa9YWSssyA78/zop5sS61WIePGVWTeTEduzk1k3kzDzYxUaHnhTjZSVloCVVmJxfUNBj2Uirw6jIiIiByBYDAYDPV9Up1OB7lcjjfeeAMzZsww2adQKCCXywEAU6ZMwdWrV3H48GHj/kmTJiEpKQnnzp2rsD8vLw/+/v4QBAGCIGDLli2YNGlSlbF8/vnnmD17Nm7evAlBECxup7CwED4+PiZlERERePbZZ/Hf//7X4joA8Prrr2PPnj04ceJENT+5W5RKJeRyORQKBXx9fS06hmrmmzOlFXoaKzOsnQfC5eI6johcgV6vx40bKdDrKv7uublJEB4Ra/ycIqqt7OwbKC0pqtExgiAgIrIxxGJ+1tkav9OJyFHYpcdRr9dDrVajsLCwwr7ypLEykZGRyMnJMbsvICCgxhdVP/74I7p3725ynCXt3JkQXrp0Cfn5+WjTpk2N6gBAr169kJSUhPz8/BrFTnWjsExvcdIIAMmZmjqMhlxJcbHSbNIIAFqtBiU1vNgnulP5Cqq1Oq6UUyqIiFyZXRbHkUgkmDFjBubPn4/ffvsN/fv3R+/evdGlSxeIRJXnsgUFBdi3bx+6d+9us1iuXLmCFi1a1OrYlJQUPP744yguLsalS5fw7rvvYsyYMTWu06hRI+j1eqSkpMDf37/CeVQqFVQqlfG1UqmsVbxkmWJVzTrhi2pYn6gy6mrmM6pVpfDy8qmyDlFV7lw9tb6OJSIix2e3OY7vvPMOvv32W4SFhWHDhg3o0aMHmjRpgiNHjpjUO336NPr164c+ffogLi4OPj4+WLNmjc3iKC0thbu7e62ODQkJwaJFizB//nwMHToUr776Kv7+++8a1yk/f0mJ+Tkny5cvh1wuN27R0dG1ipcsU8W9C7PEdl1iipyJUM0vn0jEYYJkHWuGOnOYNBGRa7Pr4zjuu+8+3HfffQCA9PR0PPTQQ5gwYQLS09ONdWJjY7Fo0SJIJBJERUUhJibGpjGEhIQgNze3Vsd6eXmhX79+AIDRo0ejV69eeO2117Bt27Ya1Sk/f0hIiNnzxMfHY86cOcbXSqWSyWMdCvQSQeYGqLSW1Y/g/EayES8vHxQVFlS635O9jWQlkUgMsdgNOp2FH3C3kUikdRARERE5igbTVxIdHY1p06bh2rVrUCgUxnI/Pz/069cPvXv3tnnSCABdunTBn3/+aZO2oqOjq13J1VydP//8EwEBAWjatKnZY2QyGXx9fU02qjtikYDmoRIL68LiukTVkck84O3jZ3afrzyAF+5kE5X9jlVFIpHyWY5ERC7OLomjRqPBwoULkZ2dbSwrLS3F7t270bRp02oXyLGlUaNG4cyZMxY9uuN2q1evNpl3ePLkSRw4cACDBw+uUR0A+P777zFixIgq53dS/borSgpf9+qHZXWJkcJdwuFbZDsBASEICgqHu7sn3NwkcPfwQnBwBPz8guwdGjkJb2/fGg87rU2ySUREzsUumYpYLIabmxs6duyIpk2bonv37oiIiMC1a9fwxRdf1LrdkydPol+/fsahocuWLUO/fv2watWqSo9p27Yt+vbti82bN9eonbKyMsTGxqJz585o3bo1+vbti2nTpuHFF1+sUZ2ioiLs3r0bM2fOrPX7JttzlwgY1s4DQd7m/0TEIqB7nBTtItkDRLbn6eWDkNAoRETGISQkEh6e3vYOiZyIWOyGwMAwi+t7eHrD27v+bugSEVHDZJfnOJYrX0k0NzcX4eHhFebtXbhwAWVlZejQoYPZ4+/cn5+fb3bYaXh4eJUrp548eRIjR47EpUuX4OnpaXE7KpUK58+fh0QiQVxcHDw9Kw7jqa7OsmXLcObMGWzfvr3S+O7EZz7VrwyFDsmZGhSpDBCLbs1pbB4qYU8jETm0kuJC5ObeRFWXAV5evggIDOXCOHWI3+lE5Cjsmjg2JH/88QeaNGli9nEYdenkyZOIi4tDQECAxcfwS4aIiGxBr9ehuEiJoiIFNBo1AEAkEsHTywc+3n6QSGV2jtD58TudiBwFE0cHxC8ZIiKytfLLAfYu1i9+pxORo7Dr4ziIiIioYWDCSEREVeEynkRERETU4PTr1w99+vTB1q1b7R0KEYE9jkREREQuT61W4/PPP8ehQ4dw/fp1yGQytG7dGo888gg6depkl5h+/fVX6HQ6DB8+3C7nJyJT7HEkIiIicmHXr19H586d8dhjj6GwsBBz587F+PHjsXXrVnTu3BmvvPKKvUMkogaAPY5ERERELmzChAk4e/YsWrVqhZ07d0IsFgMAIiMjMXjwYCxfvhxt27bFI488gmnTpuH8+fMYMmQI5s+fb2xjypQpuHz5MoYNG4b4+HgAwLfffosdO3YgPT0dYWFh6NevH5544glj+8Ct4aharRaPP/44CgoK8Ntvv6Fp06Z44403zMY6duxYZGVlAQDc3NwQGhqKQYMG4fHHHze2W97mE088AYVCgSNHjkClUuGxxx7Dgw8+WCc/QyJXwB5HIiIiIheVlJSEX3/9FQDw6KOPmiR1AwcOND5j+9133wUANG3aFEeOHMHq1auh1WoBAFevXsUnn3yCI0eOGJ+tPWfOHAwbNgzJycl44YUX4O7ujqeeegp9+vRBaWmp8Ry//vorjhw5glmzZiE3NxezZs3C5MmTK403Pj4eK1aswIoVKzB79mwkJydj2rRpeO655yq0OXPmTKhUKowYMQI//fQTxo8fj08++cQ2PzgiF8TEkYiIiMhFnTx50vjvpk2bmuwTBAFNmjQBcCvBNBgMxuQyJycHP/zwAwBg+/btAICIiAgMHjwYf/zxB9555x0AwMaNGzF06FB88MEH8PLywtGjR7Fhw4YKcdx77714/fXX0a9fP7Ru3brSeLt27Yo+ffqgT58+GDt2LF599VUAwIcffoiysjKTun369MHLL7+MyZMn4+mnnwYAvPLKK9DpdDX6GRHRLRyqSkREROSibk+2PD09K+z38vICAGi1Wmi1WkRERGDQoEE4cOAAtm/fjvvuuw/btm0D8G+P5cGDB43HP/nkk8Z/l/dQnjhxosJ5OnfubFG8SUlJ2LRpE5KTk1FSUoL8/HwAgF6vR0pKClq1amW2zfIFfm7cuIG0tDTExcVZdD4i+hcTRyIiIiIXVT4UFQBu3rxZYX95WVhYGCQSCYBb8xkPHDiAPXv24LnnnsNff/1lLAeA4uJiAIBYLMbrr78Okch0gFtwcHCF83h4eFQb619//WUc6jpnzhyMHDkSx48fx7x58wAAKpWq0jZv/7dCoaj2XERUERNHIiIiIhfVv39/+Pj4oLCwEN9//z2mTp1q3JeZmWlMCkeNGmUsHz16NPz9/ZGfn2/sUezRowdatmwJAGjevDkAQKfTITg42KQX0BpfffUVSktL4e3tjbfeegsAkJycXGn969evV/i3IAho3LixTeIhcjWc40hERETkouRyuTEJ2717t3GhHL1ej/j4eGg0GkRGRmLRokXGY2QyGR566CEA/86RLO9tBIBx48YhKioKALB06VLo9XoAQGlpKdatW4c//vijVrGW91SWlZXh5s2bUKlUWL9+faX1v/zyS+Tl5UGr1eLTTz8FAIwfPx6+vr61Oj+Rq2PiSEREROTCpk2bhl27dqFJkybo27cvOnbsiEaNGuHTTz/FAw88gGPHjiEsLMzkmNsTRXd3d0yYMMH42tvbGz/88APuvvtubNu2DTExMWjdujWioqJw9uxZNGrUqFZxTp48GYMGDYJWq0X79u3Rvn17xMbGVlq/Y8eOuPvuu9G4cWMcP34cHTt2NC7aQ0Q1JxgMBoO9g6CaUSqVkMvlUCgUvGtGRETkwBrad/r169dx/fp1yGQyNGvWzOyCOeV+++036PV6+Pj44K677jJbJzMzE6mpqQgMDERsbKzJ4z4A4MiRIzAYDIiNjTX2Ula378qVK8jPz0fLli2h1Wpx9uxZALcSRS8vL7i5uUGn02H58uWYO3cuLl++DI1GgzZt2kAQhNr+aIhcHhNHB9TQvmSIiIiodvidbnu3J44vv/yyvcMhchocqkpERERERERV4qqqREREROQ0EhMTjUNcich2mDgSERERkUXUajXy8/Og02khFrvB3z8AUqnU3mGZ6N27t71DIHJKTByJiIhcnMFggE6nBQwGiMRiiETi6g8il5GTk43Tp07inyuXUFCQX2G/n58/Gjdphg4dOyMoKNgOERJRfWDiSERE5IJ0Oi2KChUoLS2CWq0G8O9aeW5uEshkHvD2kUMm87BfkGRXBQX5OHjgG1y9+g8EQUBl6ykWFOTjVNIJJJ08jtjYxhh8/zD4+fnXc7REVNe4qqoD4gpsRERUWwaDAYqCXCiVeRbVl8k8EBAYComkYQ1HdBYN9Tv9zz+T8MOhA9Dp9DAY9BYfJwgiiMUiDBh0P+66q1MdRkhE9Y09jkRVyCrU4XyGFhlKHdRaA8QiwFsqQtMQNzQLcYPUjc+DIiLHodVqkJ11HRqN2uJjVKpS3MxIRWBgGDy9fOowOmoofv/tF/zy80+1OtZg0EOr1eO7/V+jpLgYPXvdbePoiMhemDgSmXFTocPRFDVyi03vsmp0QJlGj5wUNU6mqtH8/9i77+ioqrUN4M+0THpvBEICJLQACU1AQECKQVBQERCjCIgIoiBeFLhgQaVdRFHgolIUREGKSJMWitI7hE4ogUB6mUmder4/8uVchkkmk2RC2vNba9Zy9tl7nz1hnHPes5ufHO2D7SCTMoAkoqrNYNAjOSkeer2u1GUFQUBqagK8AQaPNdz582fKHDQ+6p+/98PJyRmtwlvbpD4iqlwMHIkecSdNjwPXNDCUMIhbZwQuJeiRnmNE7+b2UMgYPFL5GY1G5OSokZebDUEQIJFK4ejgDEcnF0il3HqXyi4tNbFMQaNJHWmJsFPaQy5X2KhVVJVkZmYges9Om9a5d89fqB8UzDmPRDUAA0cULC392muv4auvvkK9evUe67lnzpyJiIgIPP/884/1vFS0RJUB+69pYCzFzN8EtRH7r2nQu5kSEgmDRyo7tToDqsxUswUo8vNykJGZAg8PHzg7u1VS66g6y85WIz8/t9z1CIKA9LQk+Po93mslPR67d26HwWD9fEZrGAxG7N65HYOHRpW5jkOHDuHMmTNwdXXF008/jfr165scX716NeLi4kzSmjVrhpdeesmsriNHjuD48ePw9/fHwIED4eDAxZ+IrFWhj6+/+uorREZGYsuWLSbply5dQmRkJDIyMkzyPfq6dOmSePzDDz80qSMxMREvv/wyPv74YwiCYFJH3759MWzYMMyfPx8qlarEdn799dfIy8szCRr/+usvvP322xg0aBCmTZuG27dvm5TRarVYuXIl3njjDbz66qv45ptvkJeXV+w5Dh06hMjISHz55Zcm6T169MA777yD3NzyX9Cp/I7e1pYqaCx0L8OAuHSD7RtEtYZKlYbMjJRiVy0UjEakpyUhKyvz8TaMaoQsKxfCsUZ+fi602nyb1UdVQ2pqCu7cuVWqhXCsIQhG3LlzC2mpKaUum5SUhLZt22LatGmIjY3F1q1b0bRpU/z0008m+ZYvX45du3YhPz9ffOl0pr3r+fn5eOGFF/DCCy8gNjYW+/btQ5cuXZCdnV2ej0dUq1Roj2NMTAx27dqF69evIzIyUtwgNiMjA7t27YJGoxHzPXjwAPPmzTMpX7duXfH4nTt3xPTbt2+jd+/eCA4OxocffgiJRGJWR1JSEv7zn/9g3bp1OHHiRLE9QRqNBl999RV+/fVXMe3DDz/E7du3ERkZCVdXV/z++++IiIjAsWPH0KxZMwDAk08+ifDwcHTv3h0ymQzz58/HqlWrcPjwYbOnV+np6Rg+fDiMRiOcnZ1NjnXt2hUeHh745Zdf8NZbb5X2T0w2lKQ2ID2n7BfMK4k6BHuxE59KT6vVQJWZZlXejPRkODg4caggWU2Tn1eqxXCskZ2lgqeXvU3rpMp17uxpi1tulIdEIsXZs6fRq3dkqcrJZDIsX74cERERYtrs2bMxduxYDB06FPb2//sOduvWDV988UWxdc2YMQPHjh3D+fPn4e/vDwC4ceMGRwoRlUKF3+U++eSTuHHjBv773/9iwoQJxebz9PREZGTJPygxMTF45pln0LlzZ6xZs0YMRouqIyAgAH369MGdO3fQoEGDIuvbsmULBEFAz549xbRp06bB3d1dfD9o0CAEBARg06ZN+Pe//w0A2LlzJ7y9vcU8vXr1Qt26dbFjxw6zoRGjRo3CiBEjcOzYsSLbMHjwYKxYsYKBYyW7kli+uT8PMo1Q5Rnh5sB5aFQ62aXsRczOUsHdw7vkjEQoWBW1OtRJlevWzRsVEjQCBb2Ot27dAFC6wNHb29vkXgsouK/Mz89HQkKCyb1dTEwM/vOf/6BOnTro1q0bAgMDxWMajQb//e9/MX36dDFoBIDQ0NCyfSCiWqrC73BdXFwwffp0fPHFF1Cr1eWq6/Dhw3jqqafw3HPPYd26dSZBY1EuX74MR0dHeHl5FZtn37596Nixo8kTp4eDRgCIi4uDSqVCkyZNxLRHf8g8PDwgl8vNhjwsWrQIKSkpmDp1arFt6Ny5M06ePInMzEyLn4cqVkJm+YfnJKg4XJVKRxAE5OSU7rextPmpdtNqNTavU6fT2nxII1UejUaDzMyMCj1HZkYGtNry93z//vvv8PPzQ3BwsJgmkUiQkZGB+/fv4+eff0aTJk3w888/i8cvXryInJwcPPXUU9i8eTMWLFiAP/74wybtIapNHsu4urfffhsLFy7E3Llzzeb4Fbpw4YJJb2Hjxo3x7bffiu+vXbuGPn36YMKECZg1a1aJdSQnJyMxMRF//PGHxQ11Y2Nji3ziFBcXhzFjxiAnJweXL1/Gf/7zHwwaNKjYer799ltIpVKTnsvz58/j888/x/HjxyGTyYotW79+fRiNRty6dQtt2phvlqvRaMRhvQDKHYBT0TQlLaNqBa2+Yp7WUs0lCMZSP+U3GPQFK65yiBVZwWismAdaRqMRMhlHWNQEFR00FsrISIefn3/JGYuxceNGLF26FOvWrTP5/Vu0aBHCwsLE93PmzMHYsWPRs2dP1KtXT1xT41//+hdcXV3RrFkzLF++HB999BEOHz4MHx+fsn8oolrksQSOdnZ2+PzzzzF69Gi88847ReapV68eJk6cKL53czNdObBwGfqUlJRib5geriMjIwPLli3DjBkz0KlTJ7i4FL3vVG5ubpEranl5eWHixInIzMzE+vXrMWvWLPTq1cuk17HQzp078e9//xuLFy8WF9jJycnBkCFDMH/+fJOnYkVxdHQU21KU2bNn47PPPrNYB5WfTAKU9/ZKyv0cqdTK8p2RMGikKoDfwZrCYNBX+fPs3LkTr776Kr7++muzB/kPB40AMG7cOEydOhXHjh3DoEGD4OTkBABo0qQJVq5cCaBgsZxmzZrhyy+/xDfffFPmdhHVJo/tUeErr7yCpk2b4tNPPy3yeOH8xMJXp06dTI6HhoZix44dWLt2LUaNGgWj0XyIzMN1vPLKK9i6dSsuXryIZcuWFdsuHx8fpKebrzbn7OyMyMhIDB06FBs2bEBgYCBmzpxplm/fvn148cUX8cUXX5jMUdy7dy9u376NNWvWiG06ceKEuLpqUlKSmDctLU1sS1GmTp0KlUolvu7du1fs56Gyc1KW/ybIyY43UlQ6UqkUCoXlYfePUiq5KAlZT17K75c1pFKpxZE0VL3IZI9nYbeynmfXrl144YUXMHv2bLz33nsl5i98sFY4fahJkyaQSCTo2rWrmMfe3h7t27fH1atXy9QmotrosS0BKZFIMGfOHPTt2xft27cvUx3dunXDzp070bdvXxgMBqxcudLihtiOjo7w8PDA3bt3i83Ttm1bbN68ucS2BwcHIyEhwSR9//79eO655zBjxgx89NFHJsc6deqEP//80yTtk08+gZ2dHSZOnGgyfPbChQvw8PAodpK2UqmEUqm02EYqv1BfBU7cKft8B6UcqO/JGykqPWcXd2SkJ5cqP5G17Oxsf/1Q2PHhRU3i4eFZZc+ze/duDBw4ELNmzcL7779vdjw1NRV5eXkmi+EsW7YMMplMDBQ9PT3x9NNP4+jRoxg5ciSAgm3VTp8+zX20iUrhse4d0Lt3b/To0aPInjtrde7cGbt370ZkZCRee+01rFq1qtinnocOHcKDBw/Qrl27Yut7/vnnMXPmTKSkpIg9fkuXLsWoUaOgUBQsd3/x4kXs2rULH3zwgVju4MGD6N+/P6ZPn17kwje+vr5mq8QuWrQI9vb2ZunR0dHo16+fxSCYKl5jXzlO39WirHsfN/ZTQMahqlQGTk6uUKszYNCXvLKvQmEHR0fnEvMRFXJwcELBsFLbzcHmd7BmsbOzg7u7R4XOdXT38ChxUcNHxcbGYuDAgWjYsCFycnJMttsYPnw4AgMDodFo8OyzzyIsLAwNGzbExYsXsWfPHixYsACNGjUS83/33Xfo3r07UlNT0axZM+zcuRNyuVxcLZ+ISvbYN52bO3euxUDOGh07dsSePXvQp08fvPrqq/jll18AmC6Ok5GRgQsXLuCdd97BsGHDiq0rPDwcTz75JH755RfxSVZiYiIaNGiAoKAg5OXl4dq1axgxYgQ+/PBDsdwLL7wAqVSKgwcP4uDBg2J6VFQUoqKirP4subm52LBhA3bv3l2qvwHZnlIhQaiPHFeTSj8HQyYFmvlzD0cqG6lUCl/fukhOirc4B0guV8DHty7nN1KpyGRyODo5Izcnyyb1SSRSODkVv+gcVU8NG4Xi7JmTFbaPY8OGpd/6ws7ODpMmTQJQMCfxYYXtrFu3Lk6fPo3t27fj6tWreOGFF7Bo0SLUr1/fJH+zZs1w+fJlbNiwAampqZgyZQoGDhxY6mCWqDaTCBW1aQ8K9tTRarVo27atSfqhQ4eQnZ2Np59+GnZ2doiJiUFeXh6eeOKJYusp6vjNmzdx48YNtG7dGsnJybh//754zM3NDaGhoWbbZhTl+PHjGDRoEG7cuCFuJpuTk4OYmBgoFAqEhISYLdazZ88eGAzmS6mEhIQgJCSkyPOcOXMGUqnUZCPbuXPn4sSJE9i4cWOJ7SykVqvh5uYGlUplccVYKj29QcCOS/lIybK+21ECoEcTJRp4M3Ck8jEY9FCrM5CTrTKZxy2VyuDs7AYXVw/OK6My0et0SEi4Y5OgwN3DB66uHjZoFQFV55qempqCFcv+W2H1j3pzLLy8uXopUXVWoYFjdXLo0CE0a9bM4p6PFeHo0aMICQkp1VLQVeUiU1Np9QL2Xs1Hgqrk4FEmBbqFMmgk2xIEIzT5+TAKRkilUiiVDuxlpHLLysos1VzaoiiVDvD1q8fvow1VpWv672t/QVzcHZvu0SmRSBEUFIzBQ60fjUVEVRMDx2qoKl1kaiqjIOB2qgFXEnVIUptfQO3kQKivHM39FXB14NxUIqoeMjNSoVabryRuDYVCCV+/euz1trGqdE3PzMzAimX/hV5vu+055HI5Rr45Fu7u7KUmqu7YTUJUBKlEgkY+cjTykSM9x4hEtQEavQCZBHBSShHkKYNcxifuRFS9uHt4Qy5XICMjpVS9So5OLvD09IVUyqCxJnN390DP3pHY9dc2m9XZq3dfBo1ENQQDR6ISeDpJ4enEXkUiqhmcXdxg7+AIVWYacnOzLM57VCrt4erqCQeuolprhIe3QW5ODv75e3+56+r6VA+0Cm9tg1YRUVXAwJGIiKiWkcsV8PL2h4fBB3n5udBq86HX6wABkMpksLNTwl7pAEUF7AFJVV+nJ7vC0ckJ0Xt2wmAwlqp3WiKRQiaTolfvvgwaiWoYBo5ERES1lFQmg5OTC5ycXCq7KVTFhIe3QVBQA+zeuR137tyCRCK1GEAWHg8KCkafyH4cnkpUAzFwJCIiIiIz7u4eGDw0CqmpKTh39jRiY69BrVKZ5XN1c0NISBO0bt2WW24Q1WCcuEVERERExcrNzYFKlQm1SgWJRCJux1L432qVCipVJnJzcyu5pURUkdjjSERERERmBEHAyRNHcWD/XjFYfHgxpYf/+9bNG7gZex3de/RG+yc6cq9PohqIPY5EREREZObkiWM4sH8vAFhcfffh4wf278HJE8ds3pb4+HicOnWq2D0mDQYDrl+/jsTExGLrMBqNiIuLw5UrV9g7SlQGDByJiIiIyMTdu3dwYP+eMpU9sH8P7t2Ns0k79u3bh379+qFFixZo3749UlNTTY7n5uZi6tSp8PX1Rf/+/REWFoY2bdrgwoULJvmio6PRqFEjdOzYES+++CK8vb3x0Ucf2aSNRLUFA0ciIiIiMnHyxLEyDzeVSCQ4eeKoTdpx/PhxjB07Fr///nuRx5OSkuDm5obbt2/j+vXrePDgAUJDQ/H888+b9JIOGzYMffr0wf3793HlyhXs2rUL8+bNw44dO2zSTqLagIEjEREREYnUKhVuxl4vcXhqcQRBQGzsdajV5iuwltbUqVPRv39/SKVF37I2aNAAU6ZMgaurKwBAqVRi7NixiIuLw507dwAAGo0GaWlp6Natm1hP586doVQqkZCQUO42EtUWXByHiIiIiEQxMecgkUjKHDgCBb2OMRfOoXOXbjZsmXXOnTsHOzs71KlTB0BBMDlt2jR8+eWXcHJygoeHB3766Sc0bdoUL7/88mNvH1F1xcCRiIiIiEQZGek2qSczI8Mm9ZTG9evX8emnn+KDDz6Avb29mD58+HDs378fb731Ftzd3ZGWloYlS5aIPZVEVDIGjkREREQk0mq15eptBAqGq2q0Ghu1yDr37t1DZGQkunfvjpkzZ4rp2dnZ6Nq1KwYNGoSDBw9CKpXi8OHDePrpp2FnZ4eBAwc+1nYSVVec40hEREREIjs7u3LvwyiRSKC0U9qoRSWLj49Hjx490KJFC/z++++Qy//XN3L8+HEkJCRg4sSJJnMcO3TogE2bNj22NhJVdwwciYiIiEjk4eFpk3rcPTxsUk9J7t+/jx49eqBZs2bYsGED7OzsTI57eXkBgMkej4IgICkpSTxGRCXjUFUiIqJazmDQQ6/XAQCkUhnkckW5e5yo+mrZMgKHDx0sVx2CIKBlq4hyt+X+/ftISEjA9evXAQDnz59HfHw8GjVqBA8PD6SlpYlDTqdOnWqyf2PTpk3h7OyMVq1aoUuXLhg1ahS++OILeHp6YtWqVYiLi8PIkSPL3Uai2oKBIxERUS2Un5+L7CwVNJpcGAwGk2MSiQR2dvZwcnKBo5NrsVshUM3k6uaGRiGNcevmjTLNdZRIJGjUKBSurm7lbssff/yBn376CQDQtm1b/Pvf/wYAzJo1C3369EF8fDxcXFwAAO+9955J2eXLlyM8PBxSqRQ7duzAd999hxUrViAnJweNGzfGqVOn0KJFi3K3kai2kAjlnf1Mj51arYabmxtUKhVXAyMiolLRajVIT0uE1sqFSyRSKdzdveHi4l6xDaulquo1/d7dOPz2689lLv/KsOEIrB9kwxYRUWXjI0QioiomR2NEarYRyVkGpOUYkavl8z2yDbUqHYkJcVYHjQAgGI3ISE9GclI8jI/0TFLNFVg/CN179C5T2e49ejNoJKqBOFSViKgKMBoFpGQbkaA2IltjHii62ktQx00KLycppJx7RmWQmZEKtbrs+/Pl5+ciKSkefv71IJXKbNgyqqraP9ERAHBg/x5IJBKLw1YLj3fv0VssR0Q1CwNHIgu0Wg2yszKRl5cDo9EAiUQCudwOzi5ucHR04bwfsolsjRGXE/TQWujMUecLUOcbYC83oHkdBRztGDyS9XKy1eUKGgvpdBqkpiTA16+eDVpFVZ1EIsETHTqhTp0AnDxxFLGx18VFkwRBMPnvRo1C0f6JTuxpJKrBOMexGqqq8yFqEoPBgLTUBOTn5xabRyqVwsPDF07O/DegslPnG3HxgR7GUvwSy6VAywA5nJR8cEEl0+v1SEi4A8FotFmdnp5+cHYp/8InVL2u6Wq1CjEXziEzIwMarQZKOyXcPTzQslWETRbCIaKqjT2OAHQ6HYYPH4558+ahXr3H+xT1iy++QEREBPr37/9Yz0vFMxgMSEq6B71OazGf0WhEWloijIKRi0ZQmeTrBFxOKF3QCAB6I3ApQY/WgQooZOx5JMtUqlSbBo0AkJmZAkcnjrqobVxd3dC5S7fKbgYRVZJK+8V/66230L9/fxw6dMjs2CeffIL+/ftj3bp1yMrKwssvv4xNmzaZ5du7dy8GDhyI5ORkMW3fvn2YOHEiBg0ahLfffhvff/89cnOL7zUCgIULFyIrK8skaNyzZw/Gjx+PoUOH4uOPP8bdu3fNykVHR2PcuHEYNGgQ3nvvPRw7dswsT0n1dO3aFe+88w7y8vIstpEen7TUhBKDxodlpCdb7JkkKs4DlQH6Mt7Paw1Agsq2wQDVPEajAbk5WRVQrxG5ubavl4iIqq5KCxz37duHgwcP4ttvvzVJT0tLw7x587B//37cuHEDLi4u6Ny5M0aNGoX4+HgxX0ZGBoYPH46WLVvC19cXOp0OgwcPxssvvwxnZ2cMHToUbdu2RUxMDFq0aAFjMU9btVot/vOf/5js/TNlyhQsWbIELVu2xIABAxATE4NWrVrh2rVrYp4ff/wRffv2hZ+fH4YOHQo7Ozt07twZW7ZsKVU93bp1g4uLC3755Zdy/02p/LSa/DIFgVnqjApoDdVkBqOApKzyBX6JakOZ9lij2iM3N7vCviM5OeoKqZeIiKqmSpvjGBISgqeeegq//fYb4uPj4eXlBQD45ptvsG3bNsTGxuLNN9/E9OnTIQgCevXqBZlMhl27dkEikWDYsGG4du0ajh07BoVCgenTp2PBggU4f/48QkNDTc6VkpICb29vcRL3wzZu3IgxY8YgOTlZHHKTnp4OT09PMY8gCAgICMD48ePFjWe7d++O+vXrY9WqVWK+3r17w8vLC2vXrrW6HgD4/PPPsWPHDhw9etSqv111mg9R3aSlJSInu2w3QwF1G0AuV9i4RVRTJaoNiE0p/9YGTf3k8HbmcEEqWnpaErKzVRVSt0QiRb3ARkVeW8l6vKYTUXVRqXcbDRs2RKdOnUx625YvX45Ro0aZ5JNIJFi5ciVOnDiBxYsXY/369fjjjz+wevVqKBQKGAwGLFq0CGPGjDELGgHAx8en2AtbdHQ0OnbsaDJP4+FgDwDi4+OhUqlM6m7atClu3LgBw//vaZWbm4s7d+6gefPmpaoHADp37oyTJ09CpaqYiztZLy83u1LKUu2jzrfNMzt1PoerUvG0Ouv3aywtQTDCoNdVWP1UNQmCgIyMdCQmJiAjI52jHohqkUpfHGfUqFGYO3cuJkyYgGPHjuH+/ft44YUXMHXqVJN89evXx7fffouxY8fC3t4es2bNEoO0GzduQKVSoV27dqU+/40bN4oMNu/evYtx48YhJycHMTExmDt3LgYPHiweX7BgASZNmoSGDRuicePGuHz5MoYPH45p06aVqh4ACAoKgsFgwK1bt9C6dWuztmg0Gmg0/7v4q9UcHlQRBEEodkizNQxGboxN1tMbbHOzVdY5klQ7lOc3rSrUT1WHRqPBhfNnceb0CahUmWK6m7sH2rZtj5atWkOpVFZeA4mowlX6+KaXXnoJ9+7dw6lTp7Bs2TIMGzYM9vb2ReZ9/fXX0b59ewQEBGDixIlieuHiN4/28FkjNzcXDg4OZukeHh54++23MWrUKHTu3Bn/+c9/cP36dfH4nj178Pvvv+P111/H6NGjMWTIEPzwww84fvx4qeoBAEdHRwBAdnbRPVazZ8+Gm5ub+AoMDCz156SSlXe4FYdrUWlIbfR9kfJrRxZU+NeDv3u1glqtwqqffsT+fbtNgkYAUGVmYF/0bqz66Ueo1RUzcurSpUsYPHgwgoKC0KFDhyIXTCw0atQoeHt74+eff66QthDVZpUeONrb2+OVV17Bt99+i3Xr1pkNU32Uv78//Pz8TG7S69SpAwC4c+dOqc/v4+OD9HTzTZFdXFzQv39/REVFYfPmzfD398fMmTPF4+PGjcOYMWPw+eefY/DgwViwYAH69+9vEtBaUw9QsCAQAPj6+hbZxqlTp0KlUomve/fulfpzknUUCruyl5WXvSzVPgobjfew43YcZIGsguddy2WVPnCJKphGo8G631YjM9PyInCZmRlY99tqkxFStnDmzBl07NgRderUwd69e7FixQqsW7fOZEX9Qj///DOuXLmCrKwsrlZPVAEqPXAECp4OrV69GqGhoUUO1SxJnTp1EB4ejnXr1pW6bJs2bRATE2Mxj0QiQaNGjXD//n0ABfv8JScno1GjRib5QkJCxDzW1FMoJiYG7u7uRQ6ZBQClUglXV1eTF1UMJ+eybWAslcrg4Ohs49ZQTeZjowVtbFUP1Ux2dhU3dFAuV0Aqk1VY/VQ1xFw4a9VcxsK5jzEXztn0/OPHj0fXrl2xcOFChIaGIiwsDOvWrYOPj49JvuvXr2Pq1Kn45ZdfOAKIqIJUiTuOtm3b4q+//irXlhTz58/HP//8g1mzZokL1gBAXl4evvnmm2LnYTz//PM4f/682OsHAMuWLYNerxffX7lyBbt27cLTTz8NAJDJZGjbti3Wrl0LrbZgv7+cnBxs3LgRHTp0sLqeQvv27UO/fv24kXIV4OzsWqYLjrOzGy9UVCqu9lI42ZXvO+PmIIFDOeugms3e3rHC6lbam0/zoJpFEAScPnWiVGVOnz5hswVzEhIScPToUQwfPtzs2MPXXI1GgyFDhmDOnDlo2LChTc5NROaqTKQSGRlpsiJpafXq1Qvbt2/HypUrUbduXfTu3Rvt2rVDgwYNcO/evWJv6iMiItCxY0esXr1aTLtz5w4aNGiAbt264YknnkDbtm0xePBgfPjhh2KeZcuW4f79+2jYsCF69uyJBg0aQCqVYuHChaWqJy8vD+vXr8c777xT5s9OtiOVyuDm7l2qMnK5Ai6uHhXUIqrJ6riV7ye4jit7e8gypdKhwrYJcnZ2r5B6qerIzMwwm9NYElVmRonDWq318JoQhdugdevWDX/88YdJvsmTJ6Nx48Z4/fXXbXJeIipape3juH//fgQGBiIkJKTI4/v27UP9+vXNjp89exZardakZ+9hgiDg6tWriI+Ph7e3N5o0aSIuPlOco0ePYsiQIbh+/bq4MI9arcaFCxegUCgQGhpa5MI7BoMBV65cQVJSEurWrYsmTZqYBagl1TN//nwcPnzY7EfQEu75VPFUmWlQqdJKzCeXK+DjW7dccyOp9hIEAVcS9UjPLf3PsK+zFI39OL+MSpadlYn0dPP5YOWhVDrAz58LtdlCVb6mJyYmYNVPP5a63OtvjIa/f51yn3/fvn3o2bMnAgMD8cMPP6BZs2bYsmULJkyYgC1btqB///7Ytm0bxo0bh/Pnz8PDo+Ahrr29Pb755hu8/fbb5W4DEf1PpQWOVc3BgwcRFhYGb+/S9TaV16FDhxAaGgo/Pz+ry1Tli0xNkpubjSx1BjQa8wn2UqkUTk5ucHXzgIyLQ1A5GIwFwWNmnvU/xV5OEjTxk9tsZVaq2QRBQHJSfJG/ZWUhkUjgXyeID8xspCpf0zMy0vHj94tKXW70mPHw8Cj9SvePunjxIlq2bIn58+fjgw8+ENN79eoFLy8vrFu3DuPHj8fy5cvh5OQkHk9LS4OTkxOaN2+OEydKN9SWiIrHO97/161bt0o5b5cuXSrlvFQyR0dnODo6Q6vVIC8vG0ajERJIoFDYwcHRmXNSySZkUgnC6shxN92ABLXR4r6MChkQ4CZDPXcp59SS1SQSCby8/JCYeA9GG+w36+7hw6CxlnB394Cbm3uphqu6uXvA3d020zeaNm0KDw8Ps23THB0dodPpAABz587Fp59+anK8Xr16+OyzzzBy5EibtIOICjBwJCqBnZ2yQlcmJJJIJAjykiPQQ0BKthFJWUbk6QQYjIBcCjgoJPB3lcLLWcpeRioTucIOvn51kZx0v1zBo7u7N1xc3G3XMKrSJBIJ2rZ7Avuid1tdpm3bJ2z2YEsul+Pdd9/Fd999h2effRbBwcHYs2cPdu3aheXLlwMAnJycTHobCzk5OYlDV4nINhg4EhFVEVKpBH6uMvhx0RuqAHZ29vCvUx9pqYmlHrYqlcrg6eULR0eXCmodVVUtW7XG2TOnkJmZYXG1VIlEAncPT7RsFWHT83/88cfIzs5GixYtYDQa4e7ujrlz5yIqKsqm5yGiknGOYzVUledDEBFR1SYIAnJy1MhSZ0Cn01rMK5FI4ezsClc3L8i4Z2OFqA7XdLVahXW/rUZGRnqxeTw8vTBkaBRcXcu2H3JJjEYj8vLyiuxdfFThHMfCBQ+JyDYYOFZD1eEiQ0REVV9+fh40mlxoNRoYDDoIQsHiX3Z29rBTKuHgwPncFa26XNM1Gg1iLpzF6VMnTOY8url7oG3bJ9CyVQSUSk7rIKrJGDhWQ9XlIkNERESWVbdruiAIyMzMgEajgVKphLu7BxfrIqolOMeRiIiIiKwikUhsstUGEVU/HH9CREREREREFjFwJCIiIiIiIosYOBIREREREZFFDByJiIiIiIjIIgaOREREREREZBEDRyIiIiIiIrKIgSMRERERWU0QBBiNRlTlrcATEhIQFRUFlUoFALh9+zaioqKQm5tbyS0z92hbq5JVq1bhm2++qexmUBXBwJGIiIiISqTVapCamoB7d2MRfy8W9+7GIjU1AVqtpsLPfeDAAURFRWHXrl1W5VepVFizZg3y8vIAAGlpaVizZg20Wq1N2nPz5k1ERUVBoyn/Z3+0rVXJiRMncODAgcdyrszMTMydOxejRo3CZ599hgcPHpS7zD///IOoqCizly3+3WojBo5EREREZFFOjhqJCXHIzckCUNjTKCA3JwuJCXHIyVFX6PnnzZuHrVu3YtasWWUq37BhQ6xevRpOTk42aU9KSgrWrFkDnU5nk/pqO5VKhQ4dOmDr1q2IiIjAiRMn0Lp1a8TFxZWrzM2bN7Fjxw5ERkaavGQy2eP4WDWOvLIbQERERERVl1arQVpqosU8aamJUCiUsLNT2vz88fHx2L17NzZu3IgXX3wRN27cQGhoqEkelUqFxYsXIy4uDk2bNkXXrl3Nju/cuRMvvvgiFAoFTp48iWXLluH77783Oc+UKVOwePFiuLm5AQD279+Pbdu2QaPRoHPnzhg6dCiSk5Px6aefAgDefPNNyOVydO7cGWPHjoXBYMD69etx8OBB2Nvbo3v37hgwYECp2vqoK1eu4Msvv8S8efPw888/49atW2jVqhXGjBkDOzu7IsscOXIEK1aswA8//ACp9H/9RFu3bsX+/fuxYMEC/Pnnn1i/fj0AwM3NDW3atMHw4cMhlxcfHnz11Vfw8/NDVFSUmPbbb78hPj4ekydPFtOSkpKwYsUK3Lx5E4GBgXj11VcREhJSbL0LFy6EWq3G2bNn4ejoiHHjxqFNmzaYOXMmli9fXq4yjo6OJu21xrVr1/Dzzz8jKSkJoaGhGD16NLy8vMTjP/zwAwwGA5o3b46NGzfCzs4O8+fPN6unMF9ISAiio6OhUqkwaNAg9OzZE7t27cLWrVthZ2eH119/HRERETZrw4kTJ7B+/XpkZWUhLCwMo0aNgqOjY6n+BkVhjyMRERERFUutTrcqX5Y6o0LOv3LlSnTo0AEDBgxA9+7dzQIJnU6Hp556Cps2bUKLFi1w7do19OvXzyTPo0NV4+LisG7dOpM8mZmZJkNGf/vtNwwYMABubm5o0aIF/vrrL7z77rtwcnJCp06dAAC9e/dGZGQkwsPDYTQaMWDAAPznP/9B06ZNUb9+fUyaNAkTJkwoVVsflZSUhDVr1qBDhw5Qq9Vo3rw5vv76awwaNKjYMo0bN8bPP/+M/fv3m6TPnTtX7CVt1KiR2APXpEkTLFq0CM8++6zFtuzfvx+nTp0ySTt9+jSio6PF95cuXUKrVq0QGxuLJ554ApmZmWjXrh2OHDlSbL3btm1D//79xeBGJpNh0KBB2LZtW7nLZGVlYfz48Xj33XexfPnyEocrHz9+HBEREYiPj0ebNm2wc+dOREREIC0tTcxz5MgRfPLJJ/jggw/QuHHjYoP/I0eO4N///jc+/fRT1K9fHzKZDL1798bgwYMxa9YsNG/eHNnZ2XjyySdx9+5dm7Rh6dKl4t+ldevW+Ouvv9CuXTvbzO8VqNpRqVQCAEGlUlV2U4iIiKgcqvo13Wg0CnF3rgtxd65Z8bouGI1Gm5+/QYMGwsqVKwVBEIR169YJ/v7+gk6nE/P88MMPgqenp6BWq8W0sWPHCgCEhIQEQRAE4eTJkwIAISMjQxAEQVi/fr3g5uZmcq6YmBiTMkOHDhXeffddkzyFx44ePSoAELKyssRjP/30kxAcHCzk5uaKabGxsYJEIhFiY2Otbuuj9u/fLwAQFi5cKKbduHFDkEqlwr59+4r92/Xr108YMWKE+P727duCRCIRjh07VmT+zMxMwdHRUTh69KiY9s477wgDBgwwqXPChAkm5T744APhmWeeEd93795d+PDDD03yTJ8+XXjqqaeKbauXl5fw+eefm6T9/PPPAgAhOzu7zGVWrlwpdO3aVViwYIEwZ84coVGjRkKLFi1M/t0e1blzZyEqKkp8r9VqhdDQUOGDDz4Q04YPHy54eXmZ/DsWZfjw4ULdunWFvLw8Ma1t27ZCgwYNBK1WK6Y1adJEmD9/frnbkJSUJCiVSuHIkSNimsFgEFq1aiUsWLDAYlutwaGqRERERFQkQRDwvzmNJeaGIAiQSCQ2O390dDTS09MxePBgAMDAgQMxfvx4bN++XRwC+vfff6N3795wcXERyw0aNAj//e9/y3XuVq1aYcmSJejUqROeeeYZeHp6wt/fv9j8O3bsAACMHTsWgiCIL7lcjpiYGDRq1KhcbX3xxRfF/w4JCUF4eDj++ecf9OjRo8j8r776Kt5++20sWbIE9vb2+PXXXxESEoIOHToAKPi33bFjBw4cOIDk5GQYDAbIZDJcu3YNHTt2tOpv9KicnBz8/fffkMvleOONN8S/wd27d3H+/Pliy+Xl5cHZ2dkkrfBvlJeXV+TcVGvK9O/fH2+88YZ4fPTo0WjatCnmzJmDL774wqxOnU6HY8eO4aOPPhLTFAoFXnrpJezbt88kb6dOnUz+HYvTsWNH2Nvbi+8bNmyIpk2bQqFQmKQVLuxTnjZER0dDp9Ph+++/x/fffy/+/bOzsy3+/a3FwJGIiIiIilQQBEpgXfAosWnQCADLli2Dk5MT3nrrLTHNwcEBy5YtEwPHtLQ0BAUFmZTz9PQs97k//PBDuLm5YenSpRg5ciTCw8Mxd+5cdOvWrcj86enpqF+/Pnr16mWS/swzzyA8PLzcbfXw8DArl5qaCgCYOnUq7t27BwDw9/fH/PnzMWDAALz11lvYtm0bBg0ahDVr1uDVV18Vy7///vvYsGEDRo0ahaeeegpKpRJ79+5FVlaWVe0pSmZmJoxGIzp06ICmTZuaHHt4ruWj3NzckJFhOtQ5PT0dEomk2ODMmjLe3t4mxz09PfH000/jxIkTRdaZkZEBg8Fg9m/i5eWFlJQUs/Nb4+GgESj4OxSVZjAYyt2G9PR0ODg4mH0H+/TpY/a9KwsGjkRERERUJIlEAkcn5/9fTdUyJycXmwaO6enp2Lx5M2bPng0fHx8xvUuXLhg/fjwePHiAgIAA1K9f32z1zTt37lisW6lUms11S083ncspk8kwbtw4jBs3Drm5uZgxYwYGDBiAtLS0Ij9nYGAgLl68aHEhlrK0tVBcXByaN29uUi4yMhIA0LlzZ2RmZgL4X6+bo6MjXnjhBaxZswYhISG4fPmy2DZBELB8+XL89ttv6N+/PwBAr9djzJgxFttQ0t/Nx8cHSqUSAQEBpVqQpmXLlrh48aJJWkxMDBo3bgylsugFl8pSBijoFS2Oj48PHBwccPv2bXTu3FlMv337tk0CL2uUpw2BgYHIyclBjx49ULduXZu3jYvjEBEREVGxXF2t6xFzcfUoOVMprF69Gv7+/nj//fdN9uB7++23ERYWhp9++glAwVDPPXv24MKFCwAKhvotXLjQYt2NGzdGXl4eTp48CaAgkFq2bJlJno0bNyI7OxtAQRDWuXNn5OXlQa/Xi6tbPrxYyeuvv46TJ0/il19+Malnw4YN4oI7ZWlroQULFoj//ccffyAuLg4DBw4EAPTv31/8+zy8imtUVBR27NiBRYsWoWPHjmjUqJF4TCKRiD2WADB//vwSF1Bp3LgxDh8+LPaOJSQkYOvWreJxOzs7vPLKK5g3bx7u378vpqtUKvz555/F1jts2DDs3LkT165dAwAkJiZi7dq1GDZsmJincC/Pwj0YrSmzadMmky1Tjhw5gl27donB8qMkEglefvllLFq0SPw3u3v3Ln799VdxuHRFK08bevfujYCAAEyePNnkc1+6dAmnT58ud9vY40hERFTLGY0C8nSAURCglEtgJ7ftcEOq3uzslPDy9re4JYeXt7/Nt+JYvny5GBg9auDAgVixYgWmTp2KXr16Yfjw4ejcuTO6deuGGzdulNgz06RJE4wYMQJ9+vRB9+7dcePGDdSvX98kT0JCAsLCwtC0aVPY2dnh77//xsyZM6FUKtGwYUO0adMG/fr1Q3h4OLp06YKxY8fi22+/xVtvvYXvvvsOderUwcWLF9GmTRs8//zzAFCmtha6e/cu2rRpA19fXxw4cAAzZ860uMUFAPTs2ROenp5Yvnw5Fi1aJKZLJBLMmDEDY8eOxaZNm5CSkoL09HT4+vparG/8+PFYs2YNwsPD0ahRI1y+fNkkGAUKtsl45ZVX0Lx5c3Tu3Bn5+fm4desWPvvss2Lrfe211xAdHY2OHTviySefxOnTp9GyZUuTLT5iY2OxZs0aLF26FEql0qoy165dw+TJk9GsWTPk5ubiyJEjePvtt/HOO+8U25a5c+eiT58+aN68OVq2bInDhw+jR48eGD16tMW/jS2VtQ0ODg74888/8fLLL6Nx48aIiIjAvXv3YDAYsHr16nK3SyIUzHqmEuh0OowaNQqzZs1CvXr1bFbvrFmz0Lp1a/Tt29fqMmq1Gm5ublCpVHB1dbVZW6h4RkGAVg/IpIBCxhsqIqoZtHoBCWojUrKNMBj/l+7uIEEdVylcHTgwqaJVp2u6VqtBljoDOTlZKJjzKIGTkwtcXD1sHjTm5+djw4YN6NKlC4KDg82OP3jwAPv27cPAgQPFBVJOnTqFu3fvolmzZqhbty62bNmCQYMGwd7eHidPnsQTTzwBtVptMmfu1KlTiI+PR4sWLeDj44OtW7eKZYCCOXsnTpyAVqtF69atTYb/abVa/PPPP0hKSkJwcDCefPJJAAVDN48ePQqDwYDw8PAiA0NLbX3UgQMH0KNHD2i1Wly8eBG3bt0SA1pr/PPPP4iLi8Nzzz1nNifuypUruHTpEry8vNC5c2fs2rULTZo0QePGjQEAJ0+eRG5ursm8zqysLBw5cgRSqRTt27fHrVu3kJmZiaefftqk7suXL+Py5cvw9vZG27ZtrVpI5vz587h27Rrq16+PDh06mAwJvnnzJo4ePYqhQ4ea7DVpqQxQ0Ct84sQJyGQytGjRAgEBASW2Q6/X48iRI0hMTBQDsIcdPXoUgiCI/+bFKSrfoUOHIJfLTRYgOnDgAFxcXNC2bVubtKFwgZ2kpCQ0atQI4eHhFueYWqvCAsfx48cjPj7eLH3Tpk1iw7VaLdauXYu///4bWVlZCA4OxpAhQ9CmTRsAQG5uLkaPHo0XXnjBZK8ag8GAsWPHom3btiZjsXfu3Ilt27YhOTkZvr6+ePbZZ4vcj+bBgwdYtmwZzpw5g/fff7/YSc4PW7BgAfbu3SuumAUABw8exMaNG5GcnIyAgAAMGzYM7dq1E4+vX78ea9asManHycnJJG3//v0YMWIErl69WuSPRVGq00WmutMZBFxN1ON2mh4afUGar4sUTf3k8HOVVW7jiIjKIU8n4EqiHjpD8XmCPaX8ratg1fGaXrhSo0Ri+8VwKsrmzZvx2muvlWvhl8pSGDjqdDqTgInocauwR4l79+6FTCbDG2+8YfIq/IF58OAB2rZti7lz5yI8PBwvvvgi9Ho9unTpInZlOzo6omPHjnjzzTdNgtAvv/wSW7ZsEZcl1ul0eOGFF/Daa6/B398fgwYNQt26dTFy5EgMHDjQZIzv6tWr0bFjR2i1Wvz555/iClSWaLVazJs3z2QD1xUrVqBXr15wc3PDwIEDxRWkHt509Nq1a7hy5YrJ53943DUA9OjRwyyYpKpBZxBw4LoGV5P+FzQCQHKWEX/HanE7TV98YaJy0Ou0yMhIQUryfWRmpEKv15VciKgUjIKAa0mWg0YAuJNuhDrfaDkT1ToSiQRSqbTaBI2ffvopxo0bZ7IyKxGVXoX1ODZt2hQDBw7EnDlzijzeq1cv3L9/H6dOnTLZm2X79u3o378/tmzZgueeew6CIKBXr16QyWTYvXs3Tpw4gS5dumDz5s1ib+L06dPx1VdfISYmxmSsd1xcHMLCwjBhwgR8+eWXAAoCVl9fX8jlckgkEqxevbrEVZ82bdqEt956C8nJyWJvaffu3REYGGgyXrhXr17w9vbG2rVrAQBffPEFtm3bhmPHjlmsf+bMmdi5cyeOHDliMV+h6vh0sjo6F6/FjeTi76qkEqB/C3soFdXjwknVg0aTh+SkeDz80yyVSuHrF2jzoWBUe6XlGBGbUkLU+P/cHSRo4sdejorCa3rF27t3L5ycnNCpU6fKbkqZJCUlYc+ePXj11VerTbBONVOlTF64dOkSoqOjMWPGDLMNPfv164cuXbrg66+/BlDwVGvFihU4fvw45s+fj6ioKIwePVoMGg0GAxYvXozRo0ebTRAOCgrC2LFjsWjRIuj1Bb1DAQEBpe7mj46ORocOHUzGBjdu3Bg3b96E0VjwJDY/P18cq/6wu3fv4rXXXsPo0aPx448/iu14WOfOnXHixAmo1epStYsqjsEo4E6a5ZsqowD2OpLNZWak4tHneUajEarM1GJKEJVecpb1vYiZeQK0ei6HQNVXr169qm3QCAB+fn6Iiopi0EiVrkIDx02bNmHgwIHi68cffwQAcenjDh06FFmuQ4cOOHXqlPg+KCgIX3/9NSZPngyZTIb58+eLx27cuIHMzEyLdanValy/fr3Mn+P69etmE5sXLFiAFi1aICQkBH379kVoaChefPFFTJs2TcwjkUjQtWtXPP3002jevDm+/PJLdO7c2Wz/m6CgIBgMBty8ebPI82s0GqjVapMXVawcrVDiEC6g4IaKyFaMRiM0mrwij+XnW14inag0NKUMBLUG/tYREdV2FTr2pGXLlnjttdfE9w0bNgTwv403PT2L3hfIy8vLbHPOwv1yPD09TTb1tKYuAOI+PGWRk5MDBwcHk7QDBw5g48aNeOutt9CyZUscO3YMK1aswIABA8SnWuPHjzdZverll19G06ZN8cMPP2D8+PFiemGva3FtnD17tsUljMn2rF04VcqHf2RDhQtNFDWDQGKD1dCICpW240IC/tgREdV2FRo4hoaGFrn/Tp06dQAUzEH08DDfLDYuLk7MAxSM7R49ejQmTJiA1atX46uvvhL3aHm4rqIUpluz9G5xfHx8kJ6ebpL29ttv480338Ts2bMBFGxCqlKpMGHCBJw4cQIAzJY8rlevHtq0aWPSmwpArNvHx6fI80+dOhWTJk0S36vVagQGBpb581DJnJRSuDlIoCqhRzHAjasNku1IJBI4ObkiO1tldszZya2IEkRl46qUIl9n3XBVuRRwUFRwg4iIqMqrlEfY3bp1g729PX7//XezY/n5+di6dSsiIyPFtJEjR6JJkyb46quvsHjxYsyYMQOXL18GUBAQtmzZssi6AGDdunUICwsr196Lbdq0QUxMjPjeYDAgKSkJoaGhJvlCQ0OL3ILkYZmZmWZzLC9cuAA3Nzez+goplUq4urqavKjiNfG1/FzFRSlBXXf2ApFtuXv4wN7e0STN0dEZbu5Fj6ogKgtfV+t/u3ycpZByeAURUa1XKXe9Xl5emDJlChYuXIh9+/aJ6TqdDhMmTEBubi6mT58OAFi8eDEOHTqE1atXQyaTYejQoXj++efx+uuviwvNzJs3DwcOHMC3335rcp7vv/8eu3btwn/+859ytfe5557D+fPnkZaWBgCQyWRo06YN1q9fL271kZubiz/++APt27cXy61cudJkMZxffvkFMTExGDBggEn9+/fvx7PPPguZjL1XVUmQlxzN6xQdPDopJegSYseJ6mRzBSuo1oN/nSB4+9RBnYBgePsEQCLhQwqyHSc7CbydS/79spMB/qUIMomIqOaqtPW1P/74YygUCgwYMABNmjSBr68vzp49C19fX+zfvx/BwcG4du0aJk+ejKVLlyI4OFgsu2TJEoSFhWHWrFn4+OOPERkZiQ0bNuDdd9/Fd999J654qlarsX79evTt21cse+HCBXz88cfi+2+++QYbNmxA79698c477xTZ1jZt2uCJJ57AmjVr8N577wEAfvzxR7z00ksICQlB06ZNceHCBfj5+WHhwoViudjYWDRs2BChoaFITU3F7du38dVXX+G5554T8+Tn52P9+vUm+z9S1RFWR4H6HjLcTNVDnSdALgXqustQz0MGGZ/AUwWys1Ny+w2qUA28ZJDAgJTsoofk28uBJn5y2Mn5W0dERBW4j2N0dDTq1KmD5s2bW8yXk5ODM2fOICsrC0FBQQgLCxOPXbhwAQ8ePDAZtlro0qVLiIuLE7flAAqGkJ45cwbJycnw8fFBmzZtzIaFpqSk4PDhw2b1BQcHIyIioth2Hjp0CFFRUbh27Zq4OI9er8fFixeRlJSEunXrIiwszKwHKiMjA+fPn4ejoyOaNWsGFxcXk+MLFizAwYMH8eeffxb/R3oE93wiIiJbydUKSFIbkaUxQhAApVwCHxcpPB0lHFXxGPCaTkTVRYUFjjVRdHQ0wsPD4e3tbbM6Dx48iCZNmsDf39/qMrzIEBER1Qy8phNRdcHAsRriRYaIiKhm4DWdiKoLzngnIiIiIiIiixg4EhERERERkUUMHImIiIiIiMgiBo5ERERERERkEQNHIiIiIiIisoiBIxEREREREVnEwJGIiIiIiIgsYuBIREREREREFjFwJCIiIiIiIosYOBIREREREZFFDByJiIiIiIjIIgaOREREREREZBEDRyIiIiIiIrKIgSMRERERERFZxMCRiIiIiIiILGLgSERERERERBYxcCQiIiIiIiKLGDgSERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKySF7ZDSAiIqLKoTcIeKAyIj7DgFytAAGAQgb4ucpQ30MKJyWfLxMRUQEGjkRERLVQXJoBN5L10BtN0w3GgmNxaQb4uUrRMkAOuUxSOY0kIqIqg48SAej1eowcORLx8fGP/dxz5szBrl27Hvt5yTp6g4AElQEX7utw8q4Op+/pEJuihzrfWHJhojISBAF5eTnIyVYjPy8XgiBUdpOoholN1uNKonnQ+KgktREn7uigN/A7SERU25Wrx/HIkSPYsmUL4uPj4e3tjdatW2Po0KFQKpUAgMWLF2P//v1m5erXr48FCxaY5ZFIJPDw8ECbNm3w+uuvw9HRUSzzcD6FQoHAwEAMGjQITzzxRKnqKcqiRYvw4MED1KtXT0xLSkrC8uXLcebMGUyYMAFdu3YttvzJkycxd+5cdOrUCR988IGYbjAYsGnTJhw8eBA6nQ7t27fH8OHDoVAoxDzt27fH6NGjcfnyZdjb21tsJz1eORoB1x55Gm8QgPRcAem5Bvg4Cwj2lEIi4ZN4sp0sdQbU6nQYDAYxTSaTw83dC87ObpXYMqopEtUGxKYYSs74/9T5AmLu69G6vqLkzEREVGOVqcfRYDDg9ddfR9++faHX6xEZGYlGjRrhn3/+QVhYGIzGgjvtkydP4sqVKxg6dKjJq2/fvmJdD+cZMmQIwsPD8dVXX6FPnz4m53w43/PPP4/s7Gx07NgRv/zyS6nqeZROp8O8efMwceJEMe2XX35Bu3btoFarsXHjRsTFxRVbXq1W49VXX8WJEydw9OhRk2OdO3fGhg0b0LRpU0RERGD+/Pno1q0btFqtmKdnz55QKpX47bffLP/R6bHSGsyDxkelZBtxX8WeR7KdzIxUZGSkmASNAGAw6JGelgS1OqOSWkY1ye1U64PGQklZRuRo+HtHRFSblanH8YsvvsDvv/+Os2fPolmzZibHHjx4YNID4+Pjg0GDBlms79E8ISEhiIyMxJ07dxAcHFxkvldeeQXJycmYO3cuoqKiSlXPw7Zt2waNRoPevXuLad27d8fNmzdhZ2eHuXPnWmz7mDFj8PLLL+P8+fNmxzZs2GDSi9mvXz8EBQVhx44dGDhwoJg+ZMgQLFu2DCNGjLB4Lnp8krOMJQ7hAoBEtRF1XKWQSdnrSOWj02mhVqdbzJOZkQonJxfIZJyeTmWjyjNClVe2Yad3041oVoczXIiIaqtSXwEMBgMWLlyIt956yyxoBICAgIByD927ffs27O3t4eHhYTFfaGgoEhMTy1VPdHQ0OnbsCJlMJqbVq1cPdnZ2JbZz2bJliI2Nxaefflrk8YeDRgDw9/eHQqFARoZpr0GXLl1w/PhxqNXqEs9Jj0dKtnVP1o0CkJbDuT9UftnZKityCcjO5u8ElV2iuuy9hknq0vdUEhFRzVHqx9axsbHIyMgQ5xaW5NKlS2Y9jr169cLbb79dZJ7k5GTcunUL69atg5tb8fN58vPz8ddffyEiIqJc9Vy/fh2NGjWy6rM87MqVK5g2bRoOHTpkMmfRkqVLlwIAevToYZIeHBwMg8GAmzdvonXr1mblNBoNNBqN+J4BZsUyGAXoSnF/lK9n4Ejlp9NqSs5UinxERdGV4/dKy7iRiKhWK3XgmJOTAwDw8vKyKr+vry+GDh1qktagQYNi82RkZGDlypX4+uuv0atXL5OFbQoDQ71ej9OnT0OpVOLXX38tdT0Py87OLnHxnEfl5+djyJAh+PLLL9G4cWOryhw8eBCTJ0/GvHnzzIbNOjk5iW0pyuzZs/HZZ5+Vqo1UdqXtMOcgVbIFa0dqcDEmKo/yfH341SMiqt1KHTj6+/sDgMUFYx5WljmOQ4YMgb+/P5YvX453331XTC8MDBUKBWbMmIHw8HDI5fJS1/Mwb29vs6GjJdm9ezeuXbuGXbt2iVtpnD59GjKZDIMGDcJ///tf+Pj4iPmPHDmC5557Dh9++KHJIjyF0tPTxfYXZerUqZg0aZL4Xq1WIzAwsFRtJutJJRI42UmQo7XuybyLPe+mqPzsHZyQl5djVT6isnK0K/vvVXnKEhFR9VfqwDEgIAAtWrTAxo0bTYab2pKrqyu8vLxw8+ZNk3RrglBr6nlYmzZtsH379lK1r127dlizZo1J2p07d6BQKDB06FCxBxEAjh49isjISLz77rv4/PPPi6wvJiYGrq6uCA0NLfK4UqkUtzihx8PXRYrbaSWPy1LKATcGjmQDTk6uUGWmiqtSF0Umk8PR0fkxtopqmgB3Ga4nG1CWrUHructKzkRERDVWmZZHmzdvHqKjo7FgwQKTmxytVoulS5davPGxxunTp/HgwYMi5/vZup7nnnsO586dE3v9rBEQEIBBgwaZvPz9/VG3bl0MGjRIHPp6/PhxREZG4r333sOXX35ZbH379+9H3759TRboocrl5SSBawkBoQRAkKeMQwfJJqRSKbx9il9crKTjRNZQyiXwcyn9pV8mBeq6c0VVIqLarExruvft2xebNm3ChAkTsHDhQrRq1QoZGRm4desWXnjhBZMbm6IWx3FwcMDq1auLzJORkYEjR47g9ddfx2uvvVaqdpWlnrZt26Jdu3b49ddfMX78eAAFPYAPzyn89ttvsXnzZrNFfUry3HPPwWg04urVqyZ/g8GDB2Pw4MEACuZLrl+/Hn/++WepPitVLKlEglAfGW6nGZCea/5oXiEDGnjJ4O7AGymyHXt7R/jXCUKWOgM5OVkQBCOkUimcnFzh4uoBuZwbsFP5hfjKkJpt3ZZDYhkfGeQyPrQgIqrNJIJQlgErBYxGI86fP4/4+Hh4e3ujefPmJiuYnjp1Cnfu3DErJ5fLxX0MH83j5uaGpk2bms3hO3XqFHJyctCtW7ci22JtPUX5+++/MXz4cFy7dg12dnZITk7G33//bZavQYMGaNu2bZF1HD58GDKZDB07dhTT/vjjD7ONvAGgefPmaN68OQDgm2++wd69e7Ft27YS21lIrVbDzc0NKpUKrq6uVpejssnXCUjNMUKjFyCVAG72Ung4StjzQxVOEAR+z6hCZOQacTpOZ1Xw2NBbhsZ+3Du0ovCaTkTVRbkCx5pk165daNOmTbEL1FSUffv2oWnTpggICLC6DC8yRERUXtkaI2KTDUjKMhY559HVXoIG3jLUceM0iorEazoRVRcMHKshXmSIiMhWNDoB9zMNyNUJEARAIZPAz1UKD0cOxX8ceE0nouqCY0+IiIhqMaVCgoY+vB0gIiLL+DiRiIiIiIiILGLgSERERERERBYxcCQiIiIiIiKLGDgSERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKyiIEjERERERERWcTAkYiIiIiIiCxi4EhEREREREQWMXAkIiIiIiIiixg4EhERERERkUUMHImIiIiIiMgiBo5ERERERERkEQNHIiIiIiIisoiBIxEREREREVnEwJGIiIiIiIgsYuBIREREREREFjFwJCIiIiIiIosYOBIREREREZFFDByJiIiIiIjIInllN4CIiIgqT65WwL10A1T5RggCYK+QIMBdBm8nCSQSSWU3j4iIqgj2OFrJYDBg3LhxiI+Pt2m98+fPx759+2xaJxERUUn0BgHn7unw9w0tbqcZkJ4jICNXQILKiNNxOvwTq4Mqz1jZzSQioiqiTD2Op0+fxtatWxEfHw9vb2+0bt0aL730EgwGA0aNGmWxbM+ePTFixAj88MMP+PvvvzFy5Eg8/fTT4vHr169j5syZWLx4Mdzc3EqdDwAkEgk8PDzQpk0bvPLKK1AqlSZtSE9Px08//YQzZ85g3LhxePLJJ0v8zEuXLsX169dRr149Me348eP4888/kZKSgvDwcIwaNQoODg4m5UrK07JlS4wZMwaXLl2CnZ1die2gx0+jyUNWViZ0Wg0kUikcHV3g7OwKqVRW2U2jGkgQBOTmZiEnWw2DQQ+ZXAFnZ1c4ODiz94dsxmAUcCpOh8w8odg8uVoBJ+7o0D5IAXdHPmcmIqrtSnUlMBqNeOutt9CtWzekpqaiY8eO8PLywtatWxEWFgaJRILIyEjxJZPJ8Pvvv5ukhYWFAQCOHDmCNWvWYPz48TAYDOI5kpOTsWbNGuTl5ZU63+nTpxEZGYlnnnkGQUFB+OyzzxAZGWnyGdauXYuWLVvi7t27WLNmDW7dulXi59br9Zg9ezYmTpwopi1ZsgQ9evSAwWBA27ZtsXHjRjz11FPQaDSlyvPMM89AKpVi7dq1pfiXoMclMzMVSYn3kJuTBZ1OC60mH5kZKUhIuAu9TlfZzaMaxmg0IjkpHmmpicjPz4VOp0V+Xg5SUxKQmvIAglD8TT5RadxMMVgMGgsZjMD5eB2/e0REVLoexzlz5uDnn3/GyZMn0apVK5NjcXFxUCgUiIqKEtMyMzOxbt06k7SHtWvXDjdu3MDKlSvx5ptvFntea/P5+fmZnKt58+Z49tlnERcXh6CgIABAp06dEBsbCwcHByxcuNCqz71jxw7k5uaib9++AApu7j766CNMnz4d06ZNAwCMGDECISEh+OGHH/Duu+9alafQkCFDsGzZMrz++utWtYcej7y8HKhV6UUeM+h1SE1NgH+d+o+5VVSTqTJTodHkFXms8Pvo5u71mFtFNY3RKCA+w1Byxv+XpwNSso3wdeEoCyKi2szqHkej0YgFCxZg1KhRZkEjAAQFBZV6GJWXlxc++ugjfPLJJ8jNzS13vkfdv38fdnZ2cHV1NWnno8NJS7J371506NABMlnBRTMjIwPZ2dli7ykAKJVKhISEYMuWLVbnKdS1a1ccPXoUWVlZpWoXVaysrEyLx7XafGg0+Y+nMVTjGY1GZGerLebJzs5kzw+VW0q2EVrr40YAwP0MznUkIqrtrA4cY2NjkZaWhk6dOtm0AYXDP7/55pty57ty5QqioqIQFRWFPn36YObMmVizZg08PDzK1carV68iODhYfO/l5YX69evjzz//FNPu3buH06dPIzY21uo8hYKDg6HX63Hz5s0iz6/RaKBWq01eVPG0VgSFWi0DR7INnU4LQbB8c24wGGDQc4g0lU+ervQPH8pShoiIaharA8fC3jBvb2+bNsDBwQGfffYZ5s2bh7S0tHLl8/T0FOdSPvfcc/D19cXy5cuRn1++m/vs7Gw4OTmZpK1cuRJbt25F69at8cILL6BLly5o3769ybmsyQMAzs7OAFBsj+Ps2bPh5uYmvgIDA8v1ecg61nSgS8DFSsg2rB6xwQVyqJykZfgOSfm1IyKq9awOHP39/QEAd+/etXkjRowYgYCAAHzxxRflylc4xzEqKgrvvvsu9u7diwMHDmDFihXlap+XlxfS003nuj399NO4efMm5s+fj9deew3Hjx9Ho0aN4OvrW6o8QMGwVqD4oHzq1KlQqVTi6969e+X6PGQdBwfnEvPYOziVmIfIGgqFHeRyhcU8dnbKEvMQlcTFvvRRYFnKEBFRzWL14jh169ZFs2bNsHnzZowZM8amjZDJZJg1axaGDBmCNm3alDtfIXd3d3h7e+P69evlal/r1q2xa9cus3RXV1f07NkTQMES+tHR0Xj22WdLnefixYtwcXFBaGhokedXKpVmW4pQxXNx9UBOjrrYOWVOzq6Qy8u0ow2RGYlEAldXT6SnJxWbx9XV8zG2iGoqD0cpXJQSZGmsH35a35ML4xAR1Xal2o5jzpw52LVrF5YsWWKSrtfr8dNPP8FoLPvk+YEDB6Jdu3b47LPPbJIPAC5cuIAHDx4UuZhPafTr1w9nz55FZmammHbs2DGT91999RUSExNNtuywJg8AHDhwAJGRkQxCqhiFwg4+vnWL3K/R0ckFnp6+RZQiKjtnF7f/XzXVtHdHIpHAw9MXjk4uldMwqnEaeFsfCHo7S+Biz30ciYhqu1JFKs8//zx+++03vP/++/j6668RERGBjIwMXLt2DX369MHw4cPL1Zh58+ahS5cuZc5XuDgOUDD888CBAxg8eLBJuy5duoTZs2eL7//73/9i586d6NGjB0aNGlXk+Tp06ICIiAj89ttvGDt2LABAq9WiY8eOaNKkCR48eIC4uDj88ccfaNSokVjO2jzr1q3Dxo0bS/zc9PjZ2zuibr2GyM3Ngk6rgUQqhaOjCxQKu8puGtVQbm5ecHZ2Q05OFowGPWRyBZwcXSCVsceHbCfAXYYsjYDbqZaXV3VRStCqLodHExERIBHKsLa7TqfDqVOnEB8fD29vb7Ro0QI+Pj5m+a5fv47Tp0/jlVdeMTt29OhR5OXl4emnnzZJ//PPP5GVlYVBgwbB3t6+VPkeXpXUzc0NzZo1Q0hIiEm5xMRE7N2716w9ISEh6NixY7Gfed++fRg9ejSuXr0KhaLgIpqZmYlDhw5BqVSiS5cuRW7zUVKeRYsWYdu2bdi5c2ex536UWq2Gm5sbVCqVyVYjREREpXE/04BbqQbkPDJsVS4tCC4b+8ogl3F+Y0XiNZ2IqosyBY611ZYtW9CxY0ezxW3KY9euXWjevHmpVkrlRYaIiGwpLccIdZ4RggAoFRL4uUgZMD4mvKYTUXXBwLEa4kWGiIioZuA1nYiqC852JyIiIiIiIosYOBIREREREZFFDByJiIiIiIjIIgaOREREREREZBEDRyIiIiIiIrKIgSMRERERERFZxMCRiIiIiIiILGLgSERERERERBYxcCQiIiIiIiKLGDgSERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKyiIEjERERERERWcTAkYiIiIiIiCxi4EhEREREREQWMXAkIiIiIiIiixg4EhERERERkUUMHImIiIiIiMgiBo5ERERERERkEQNHIiIiIiIisoiBIxEREREREVnEwJGIiIiIiIgsYuBoJYPBgPfeew/x8fE2rXfBggU4cOCATeskIiIiIiKyJXllN6A4y5YtQ2pqKqZMmSK+P3ToEABAoVCgXr16GDBgACIiIszKFeZ72L///W+EhoYCAM6dO4dNmzYhOTkZAQEBGDJkCJo0aWKxPT/88AMuXryIevXqiWlnzpzBli1bkJqaisaNGyMqKgqenp5Flr9w4QIWLFiA9u3b45133hHTmzVrhjFjxiAmJgZ2dnYl/2GIiIiIiIgesyrb43jo0CHs3LnT5P2xY8fQvXt3dOjQAffu3UPbtm3x22+/mZUrzPfwy83NDQCwdu1atGvXDhkZGYiIiMCtW7fQokULREdHF9sWvV6PWbNm4f333xfTPv/8c0yYMAEKhQJNmjTBpk2b0Lx5c9y5c8esfE5ODoYOHYrdu3dj//79Jsf69u0LQRDw+++/l+XPRI+BIAhIVBsQc1+H60k65OuEym4SEZHNCIIAtToDCQlxeHD/NtLTkqDX6Sq7WUREVMVIBEGoknfBb7zxBu7cuSMO43z0PQAMGjQIN27cwPnz54st96gePXrA39/fJODs3r07AgIC8OuvvxZZZuvWrXj99deRkpICubygk/bu3buoX7++mEev1yMgIACTJk0Se0kLjRgxAp6enrh27Rrs7e2xYcMGk+MzZszA33//jYMHD5b4dwEAtVoNNzc3qFQquLq6WlWGysYoCDh+W4tEtVFMk0mBTg3s4OMiq8SWERGVnyAISEl5gPy8HJN0qVQKP//6UCg4Eqai8ZpORNVFle1xtEbjxo1x7969UpUJCgpCYmKi+F6v1yMlJQXBwcHFltm7dy86dOggBo0ATIJGAMjMzEReXh4CAgJM0n/99VecOXMGs2bNKrb+rl274siRI8jOzi7VZ6GKF59hMAkaAcBgBM7e06GKPnOhGiI/PxfpaUnQaPIquylUg2nyc82CRgAwGo1Qq9IroUVERFRVVdk5jiUxGAzYv38/WrVqZXbs6tWreOONN8T3DRo0wCeffAIA+Prrr/Hee+8hIiICzZo1w7lz59C7d2/MmDGj2HNdvXoVDRs2NEu/f/8+/v3vfyMnJwcnTpzARx99hKioKPF4bGwsJk6ciH379kGpVBZbf4MGDaDX6xEbG2s2ZxMANBoNNBqN+F6tVhdbF9nWo0FjoRytgCyNAFd7yWNuEdUGgiAgJfk+BEFAXl4O6tYz//0hsoW8/NzijxURUBIRUe1VrQLHwoBQr9fj1KlTsLOzw4oVK8zyubu7o3v37uJ7b29v8b/PnTuHvXv3YuDAgWjZsiUUCgX+/PNPjBw5ssigDQCysrLg5ORklu7k5ITu3bsjMzMTSUlJWLt2LYYPH47AwEBotVoMHToU06dPR4sWLSx+LmdnZ/E8RZk9ezY+++wzi3VQxZBZ6JOXV+v+eqrKJBIJZDI59HodZDIOiaaKI5EU//DL0jEiIqp9qlXgWBgQajQapKWlITY2tsiAzt/f36TH8WGjRo3C0KFD8fXXXwMAxo0bh6FDh+Kdd97B4cOHiyzj5eWFjIyMIttTeJ53330Xbdq0waefforly5dj165diImJwenTp8U858+fh0wmwxtvvIH58+eLAW1mZqZ4nqJMnToVkyZNEt+r1WoEBgYWmZdsq76HDHfTDWbp3k5SONoxcqSK4+cXiHxNLuztzX/jiGzF0dGl2CGpTk6cb0dERP9TrQLHhwPC0aNHo2fPnhg+fLjZSqXFMRgMuHv3rlkPYMuWLS3upRgREYE9e/ZYrFsmkyEsLAw3b94EAISHh+P77783yXPu3DkoFAp0794d9vb2YvrFixfh7OyMxo0bF1m3Uqm0ONSVKo6PiwwtAuS4nKCH8f+nNLo5SNA2SFG5DaMaTyaXw0nOG3eqWHZ2Sri5e0GVmfZIuj1c3YreXoqIiGqnahU4PkwqlWLhwoVo3bo1/vzzTwwYMKDEMjKZDC1atMCWLVswYsQISKVS6HQ6bN++Ha1bty62XL9+/TBv3jyoVCpxW49NmzbhxRdfFPPEx8cjOjoao0aNAlCweM6jvZ4bNmyAvb29WfqBAwfwzDPPmCy+Q1VHqK8CQZ5ypOUYoZRL4OnEnkYiqjnc3LzgYO+EnBw1jIIR9vaOcHR04VBVIiIyUa3vgFu1aoVXX30VU6dOhcFgPpywKN9//z1OnTqFli1bYsiQIWjWrBmSkpLwzTffFFumY8eOaNmypckWHnv37kXTpk3x0ksv4dlnn0XTpk3RtWtXTJs2rVSfQavVYt26dRg3blypytHjZSeXoI6bjEEjEdVIdkp7eHj6wsvLH05OrgwaiYjITJXdx/HQoUPIzs5GZGRkke8LJSYmYufOnejXrx98fHyKzfewvLw8HD9+HElJSahbty46dOgAhcLy0MO9e/di7NixuHz5spg3Pj4ep06dgkKhQPPmzdGgQQOLdURHR0Mmk5ks3LNkyRL88ccfJQ6FfRj3fCIiIqoZeE0nouqiygaOVdGmTZvQuXNn+Pn52azOHTt2ICwsDEFBQVaX4UWGiIioZuA1nYiqCwaO1RAvMkRERDUDr+lEVF1wwhYRERERERFZxMCRiIiIiIiILGLgSERERERERBYxcCQiIiIiIiKLGDgSERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKyiIEjERERERERWcTAkYiIiIiIiCxi4EhEREREREQWMXAkIiIiIiIiixg4EhERERERkUUMHImIiIiIiMgiBo5ERERERERkEQNHIiIiIiIisoiBIxEREREREVnEwJGIiIiIiIgsYuBIREREREREFjFwJCIiIiIiIosYOBIREREREZFFDByJiIiIiIjIIgaOREREREREZBEDRysZjUZMmjQJ8fHxNq134cKF+Oeff2xaJxERERERkS3JK7sBxVm5ciVSU1MxefJk8f3hw4cBAAqFAvXq1cOAAQPQokULs3KF+R42ZcoUhISEAAD27NmDgwcPQqfToX379njxxRchlVqOoZctW4YzZ86gXr16Ytr58+exdetWpKamonHjxnj11Vfh5uZmUq6kc4WEhGD06NGIiYmBQqEoxV+IiIiIiIjo8aiyPY4HDx7E9u3bTd7/888/6NixI8LDw3Hjxg1ERETg999/NytXmO/hl4uLCwCgR48emD9/Puzt7eHu7o4PPvgAkZGRMBgMxbbFYDDgiy++wPvvvy+mzZo1C2PHjoXBYEBQUBB+++03NGvWDHfv3hXzWHOufv36Qa/Xm30OqlpUeUbEJutxL10Pg1Go7OYQEdmMIAjIUmcgMeEuHjy4g/T0ZOj1uspuFhERVTESQRCq5F3wG2+8gTt37uDAgQNFvgeAl156CTdv3sS5c+eKLfeoa9euoUmTJuL7GzduoHHjxti6dSv69+9fZJlt27YhKioKqampkMsLOmnv3LmD4OBgMY9Op0NAQAD+9a9/4aOPPirVuaZPn45Dhw4V2+ZHqdVquLm5QaVSwdXV1aoyVHYX4rW4mfq/YN9eDnRupISrQ5V97kJEZLWU5PvIy8sxSZNKZfD3D4RcYVdJrao9eE0nouqiWt/5NmnSxKSHz9oyD2vQoAEUCgWSkpKKLbNnzx506NBBDBoBmASNQMEPf35+Pvz8/Ep9rq5du+LIkSPIzs4u1WehipecZTAJGgEgXw+ci+fTeKpYWeoMJCXeQ3a2qrKbQjVYfl6uWdAIAEajASpVeiW0iIiIqqoqO8exJEajEQcPHkTLli3Njl27dg1vvvmm+D44OBjTp08vsp6ffvoJRqMR3bp1K/ZcV69eRYMGDczSHzx4gI8//hg5OTk4duwY/vWvf+G1114rtp7iztWwYUPodDrcvHkT4eHhZuU0Gg00Go34Xq1WF3sOsq0EVdFDmNNyjNDoBSjlksfcIqoNdDotMjJSAAAaTR4cHJwgk1Xbn2uqwvLyzYNG8VgRASUREdVe1epOpDAg1Ov1OHnyJAAUOTfQ1dUVHTt2FN/7+PgUWd/JkycxYcIEfPLJJ+LCOUXJysqCs7OzWbqDgwM6duyIzMxMxMXF4Y8//sCoUaNMFtCx5lyFdRcXEM6ePRufffZZse2jiiOTFh0YSgAUc4io3CQSKQq+ZQIkEikkEn7ZqGJIUPx3i987IiJ6WLUKHAsDQo1GgwcPHuDu3btmq5gCQJ06dUx6HIty7tw5REZGYtSoUZgxY4bFvF5eXsjIyDBL9/DwEM8zceJEtGnTBp9++imWLVtWqnNlZmaK5ynK1KlTMWnSJPG9Wq1GYGCgxTaTbQR6yHAjWW+WHuAug0LGmyqqGHK5HL5+dZGXlwNHR2dIpbLKbhLVUI5OLlCrix6S6uTk8phbQ0REVVm1muNYGBC+88472LlzJ3x9fTF8+PBS13PhwgX06tULr7zyCr799tsS84eHh+Py5csW88jlcrRs2RKxsbGlPtelS5fg7OyM0NDQIo8rlUq4urqavOjxcHOQok19BRQP3bf7OEsRXo9bp1DFsrd3hIeHD5RKh8puCtVgdnZKuLp5Wp1ORES1V7UKHB8mlUrx7bffYv/+/di6davV5WJiYtCzZ08MHToUixYtsqpMv379cObMGZOhpFu2bDHJk5CQgOjoaJMhstae68CBA+jTpw/3cayigjzl6Btmj64hdujVVIkuIUrObSSiGsPd3Rt+/oFwdnGHk5MrvLz84ecfyJ5uIiIyUa2Gqj4qIiICw4YNw9SpU/Hss89CJiv5IhcZGYn8/Hzk5+ebDGd9/vnn8fzzzxdZplOnTggLC8PatWvx1ltvASjYomPq1Klo0aIF8vLysH//fvTs2RP//ve/S3UunU6HdevWYe3atWX6G9DjIZNK4O3MmygiqpmUSgf2bhMRkUVVNnAcOXIksrKyin1faN68edixYwfS0tLg6+tbbL5CX375JfR68zlrRS1o87A5c+Zg/PjxGDlyJORyOX744QfExcXh5MmTUCgU+Oqrr8yGmlpzruXLl6NVq1bo2bOnxfMTERERERFVFokgCEJlN6K6+P3339GtWzeTvRrLa+vWrWjRokWR230Uh5sFExER1Qy8phNRdcHAsRriRYaIiKhm4DWdiKqLars4DhERERERET0eDByJiIiIiIjIIgaOREREREREZBEDRyIiIiIiIrKIgSMRERERERFZxMCRiIiIiIiILGLgSERERERERBYxcCQiIiIiIiKLGDgSERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKyiIEjERERERERWcTAkYiIiIiIiCxi4EhEREREREQWMXAkIiIiIiIiixg4EhERERERkUUMHImIiIiIiMgiBo5ERERERERkEQNHIiIiIiIisoiBIxEREREREVnEwJGIiIiIiIgsYuBIREREREREFjFwtJIgCJg2bRri4+NtWu/ixYtx9OhRm9ZJRERERERkS/LKbkBxfvnlF6SlpWHChAni+2PHjgEAFAoF6tWrh+eeew6NGzc2K1eY72GTJk1Cw4YNsWvXLmzdutXkmKOjI+bNm2exPStXrsTff/+NWbNmiWm5ublYu3Ytzpw5g+HDh6N9+/ZFlj1+/Dj++usvSCQSDBo0CGFhYeKxevXqYfTo0Th37hzk8ir7z0FERERERLVYle1x3Lt3L/744w+T97t27ULTpk0RFBSEkydPIiwszCTPo/kefjk4OAAATp48ie3bt5scCw0NtdgWo9GIzz//HJMmTRLTNm/ejJCQEPz9999YvHgxrl27VmTZ999/H3369EF2djbs7e0xYsQIHDhwQDz+/PPPIzc3Fxs3biztn4iIiIiIiOixqFZdXHXr1sX48ePF9wMHDsTMmTPxwgsvWMz3KD8/P4vHH7Vr1y6kp6fjueeeE9OaNWuGS5cuwcPDAz///HOR5davX4/vvvsOR48eFXsjJ02ahOTkZDGPRCLBkCFD8MMPP2DIkCFWt4kerwSVAQkqA+wVEjT0lsNeIansJhER2UxylhGJaiMMRsDdQYJATynkUv7OERHR/1SrwPFRzZs3x99//13qcklJSZg6dSrs7e3xxBNPoG/fvhbz7969G0888QQUCoWY1qRJkxLPs2TJEkRGRpoMYVUoFKhbt65JvqeeegoLFixAbm4uHB0dS/lpqKLFpesRc18vvk9UGdGtsR1kvKmiCmQwGJCfnwMHBydIpbLKbg7VYBm5RtzLMIrv03MFGAUjGvnwe0dERP9TbQNHQRBw6NAhNG/e3OzYjRs3THoUg4KCMHnyZPF93bp14ejoiMzMTAwbNgxPPfUU/vjjD0ilRY/cvXLlCho1alTqNp4+fRrTpk3Djh07sH//fvj6+uL55583CzobNWoErVaLGzduIDw83KwejUYDjUYjvler1aVuC5Xd3XSDyftcnYDUbCP8XHlTRRUnLTUB+fm5cHR0gbdPncpuDtVg6TmCWVpmngCDUeADMiIiElWrwLEwINTr9Thx4gSysrKwYcMGs3yOjo5o2rSp+N7X11f87+HDh2P69Oni+zfffBMRERH4+eefMWLEiCLPq1ar4ezsXKq2CoKArKwsrFq1Cn5+foiMjMTFixcxY8YM/PbbbybDa11cXAAAKpWqyLpmz56Nzz77rFTnJ9uRFXHfJKuys4OppijsZZTyy0YVrKjYUPL/LyIiokLVKnAsDAg1Gg2uXLkCvV5vEhQWsjTHMTAw0OR9s2bN0LZtWxw6dKjYwNHT0xOZmZmlaqtEIoGzszOkUin27t0LmazgJtDBwQEffvihSeBYWLeXl1eRdU2dOtVkYR61Wm32OajiNPKRIyNOh8Jn8h6OEng58WaeKpaXtz9cdZ5QKOwquylUw3k7S5Gea3gkTQIpexuJiOgh1erutzAg/OCDDxAdHQ1nZ+dig73S0Gg00Ov1xR5v1aoVrly5Uup6W7RogVatWolBIwC0bt0acXFxEIT/DQ26cuUKnJycil3dValUwtXV1eRFj4+fqwxdQ+3Q2FeO8HpydGxgB4mEN1RUsSQSCezslPyuUYVzsZcg1EcKV3sJHO2Aum5SBHpUq9sDIiJ6DKrtlUEul+Pbb7/F7t27sXPnTqvL7dq1y+R9dHQ0zp49i2eeeabYMs8++yxOnz6N7OzsUrVx2LBhOHz4MHJycsS0PXv2ICIiwuRm8ODBg+jVqxfs7NizUFW52kvR2E+OQA855/wQUY3j6iBFqK8Mzfzl8HeT8oEFERGZqVZDVR/Vrl07DB48GB999BH69OlT7OI2D1u7di0+/PBDREREIDU1FdHR0Zg4cSJeeeWVYst06dIFTZo0wbp16zBq1CgAwLVr1/Ddd9+JeVatWoVjx47hySefxLBhwwAAb7/9Nvbu3YuWLVuie/fuuHTpEu7du4dt27aJ5fR6PdauXYtVq1aV9c9ARERERERUoSTCw2Mmq5Do6Gio1WpxLuCj7wvdu3cPf/75JwYPHgxfX99i8z3s+vXrOHHiBBwdHdGmTRsEBweX2J7t27fjX//6Fy5evAiZTIb4+Hhs3rzZLF9YWBh69OhhkvbPP//g2rVrqFOnDrp37w4nJyfx2LJly7B69WocPHiwxDYUUqvVcHNzg0ql4rBVIiKiaozXdCKqLqps4FgVrVq1Cn369IG/v7/N6ty0aRNatWqFkJAQq8vwIkNERFQz8JpORNUFA8dqiBcZIiKimoHXdCKqLqrt4jhERERERET0eDBwJCIiIiIiIosYOBIREREREZFFDByJiIiIiIjIIgaOREREREREZBEDRyIiIiIiIrKIgSMRERERERFZxMCRiIiIiIiILGLgSERERERERBYxcCQiIiIiIiKLGDgSERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKyiIEjERERERERWcTAkYiIiIiIiCxi4EhEREREREQWySu7AURERFQ5MnKNyMw1IitfQL4eAATIpRI4KyVwdZDA21kKuVRS2c0kIqIqgIEjERFRLZOgMuBehgG52qKOClDnC3igAmRSA/xdpQj2kkEhYwBJRFSbMXAkIiKqJfJ1Aq4l6ZGRK1iV32AE7mcakZJlRGM/ObydOcOFiKi2YuBIVAKtVoP8/BwYjUZIIIFcroCDozOkUt5AUcUwGo3Q67QwCkZIpVLI5Xb8vlG55WoFnI/XQaMvfVmtAbj4QI9QXxnqusts3zgiIqryGDgSFUEQBOTmZiErKxNaTb7ZcUmGFM5OrnBxcYdcYVcJLaSaSKvVIDsrEzk5agjC/3qEJBIpnJwLvm8Kft+oDHSGsgeND7uRbICdTAIfFz7IICKqbRg4Ej3CaDQiLTUBeXk5xeYRjEZkZWUiO1sNb586cHBweowtpJpGEARkpCcjO1tVzHEjsrMykZ2VCVdXD7i5e0Mi4Xwzst6NZEO5g8ZC15P1cHNQwE7O7yARUW3CR4YouGn7+OOPcf/+/cd+7qVLl+L48eOP/bxUNEEQkFpC0Gia34iU5AfIz8+t4JZRTSUIAtLSEosNGh+lVmcgIyOlgltFNUl6jhHJWUab1aczADdTDTarj4iIqocK7XHUarX48MMPLebp3LkzXn75Zfz66684ceIEAEChUCAwMBDPP/88goODAQB79uzB9u3bTco6ODhg9uzZJmk3btzA9u3bkZqaisaNG2PQoEFwdHS02Iaff/4Ze/fuxcyZM62ux9r25Ofn4/fff8eZM2fw2muvoW3btibH/fz88Oabb+LcuXOQyThvpLJlqTOQb2XQ+D8CUlMSEFC3AeehUallZ2UiNyer1GWUdvZwcnatoFZRTRKfafsgLznLiEbeAnsdiYhqkQq9y5VIJAgODhZf8fHxWLx4sUmal5cXAGD37t3Ytm0bgoOD4evri71796JJkyb466+/AADHjx/H5s2bTcrWr1/f5HxfffUVBg8ejPv370OpVGLhwoVo3rw5Hjx4UGwbjUYjZs6ciQ8++KBU9VjTni1btqBRo0bYvXs3Fi5ciCtXrpidf+DAgcjKysLGjRtL/wcmmxIEAVlW9vo8ymg0IDe3dDf/RIIgICsrs0xl1VkZtm0M1UgavYD0HOtWUC0NQQCS1LbrxSQioqpPIjy8AkMFW7RoEf71r38hP998sZE33ngDd+7cwYEDB8S0vn37IiUlBadOncIXX3yBbdu24dixY8XWf/XqVTRt2lR8n5+fj7p162LKlCmYPHlykWV27tyJwYMHIzU1FXZ2dlbXY017rly5Al9fX3h5eUEikWD16tWIiooyyzdlyhScOnUKe/fuLbauh6nVari5uUGlUsHVlT0OtpKXm42UlOIfMpTEzk4J/zpBNmwR1XR5edlISS77d87PPxBKpYMNW0Q1TUqWEZcSbDS58RHezhK0CFBUSN21Ca/pRFRdVOlxda1bt8adO3fE90lJSZgxYwa+/PJL7Nmzxyz/w8EeAGg0Guj1enh4eBR7jt27d6NDhw5i0FiaekpqT7NmzcQeVUueeuop/PPPP8jN5Ty5ypSbm12u8lqtBnq9zkatodogN6d837nylqeaL1tTcb2C2fmP7bkzERFVAVV2VVVBEPD333+bBHF+fn6QSqVITk7GoEGD0LNnT2zcuNFkdcHExETMmTMHOTk5OHToEN566y288cYbxZ7n8uXLaNiwoVm6NfVY0x5rhISEQKvVIjY2Fq1atTI7rtFooNFoxPdqtbpU9ZN1jMbyzwMqqINP4Mk6hnJ+5wzGiulJoppDW4Fr2FRk3UREVPVUqcAxNjYWEydOhF6vx5EjRxAXFycuQPPaa69h+vTpYt633noLbdq0wapVqzB8+HAxXaFQIDg4GJmZmbC3t8eRI0eQlpYGPz+/Is+pVqvh4uJill5SPda2xxqF58/MzCzy+OzZs/HZZ5+Vqk6qLFwogqxX3m+LhN83KkFFfkP47SMiql2q1FBVe3t7BAcHo1mzZvjkk09w+/ZtdOzYEQAQFGQ6dywsLAxt27bFP//8Y5Lu5eWFiRMn4tNPP8Xx48eRkZGBTz75pNhzenp6FhmwlVSPte2xhkqlEs9ZlKlTp0KlUomve/fulfocVDKZrPzPUbgyLpVGeb9z/L5RSSpy1VO7KvXomYiIKlqV+tmvV68eJk6caHV+rVYLna74OWV2dnZo3bo1rl69Wmyeli1blhjsWVOPNe0pzpUrV+Do6IjQ0NAijyuVSiiVylLXS6Xj6ORi9V56RVEqHWwSfFLtUd7vnJMTF9Igy1yUFRc4uthXqWfPRERUwarNr/6jK44eOHAAZ8+eRZ8+fcS06OhokzxpaWk4ePCg2d6JD+vbty9Onz6N7Oz/LTJhTT3WtMdaBw8eRK9evUwW6KHHz97eEQpF2f8NXFzcbdcYqhXK851TKh2gsOMDJbLM1UGCUk67t5qbAwerEhHVJtWme2TVqlX46KOPEBERgdTUVOzatQvvvPMOhg0bJuZZsWIFPvroI4SHhyMvLw+7du1C69atTeYiPuqpp55CSEgI1q9fjxEjRlhdjzXtuX79OpYsWSK+/+WXX3Dq1Cl06tQJQ4YMAQDo9XqsXbsWK1eutNnfisrOxcUD6elJpS4nk8nh4OhcAS2ims7V1RNpaYmlL+fmWQGtoZpGIZPAx1mK5Czbrq4qlQB+LtXm2TMREdnAY93H8fz58/jnn38wfvx4s2O7d++GWq3GoEGDii1/5coVHD9+HI6Ojmjbti0aNWpklufy5cs4ceIEFAoFwsLCEBERUWK7tmzZgqlTpyImJgZSqdTqekpqz71797Bx40azci1atECvXr0AACtXrsSKFStKNTeSez5VrLS0RORkW79yrUQihZ9/IOzY+0NllJmRArU6w+r87u7eDBzJauo8I87cs+0KvHXdpQj1rTbPnqs0XtOJqLp4rIFjVbZixQr07dsXderUeaznXb9+PcLDw9G4cWOry/AiU7EEQUBGRgqyszJLzCuTyeDjWxd2dvYV3zCq0dSqdGRmpgEo/idZIpHA3cOHw6Kp1G4k63E/0za9jko50D5YAbmUQ1Vtgdd0IqouGDhWQ7zIPB6a/DxkZWUiNzcbj97My+UKOLu4w9nZFVIpV7Yk2zAY9MjOViM7KxMGw/96iMTvm5MrpFxJlcrAYBRw5q4eOdryXfIlEiC8rhzujhymaiu8phNRdcFxJkTFUNo7QGnvAINBD01+HoxGIyQSCWRyBZRKe0gqasUJqrVkMjnc3Dzh6uoBo9EIQTBCKpFCIpXy+0blIpNKEF5PjvPxZQ8eJRIgrA6DRiKi2oqBI1EJZDI5HJ1cKrsZVItIJJL/36ORvYtkO3ZyCVoHyhGbYkCiunTDVp3sJGjqL+MWHEREtRgDRyIiolpCLpOgqb8cfq5G3E03ICPXcu+jvQKo6yZDXQ8ppOz1JiKq1Rg4EhER1TIejlJ4OEqRpxWQmWdEVr6AfL0ACAXBpbNSAld7CdwcJBwmTUREABg4EhER1VoOdhI42MlQx62yW0JERFUdJysQERERERGRRQwciYiIiIiIyCIGjkRERERERGQRA0ciIiIiIiKyiIEjERERERERWcTAkYiIiIiIiCxi4EhEREREREQWMXAkIiIiIiIii+SV3QAqPUEQAABqtbqSW0JERETlUXgtL7y2ExFVVQwcq6GsrCwAQGBgYCW3hIiIiGwhKysLbm5uld0MIqJiSQQ+4qp2jEYjHjx4ABcXF0gkkspuTq2hVqsRGBiIe/fuwdXVtbKbQzUcv2/0uPE7VzkEQUBWVhYCAgIglXIGERFVXexxrIakUinq1atX2c2otVxdXXlTRY8Nv2/0uPE79/ixp5GIqgM+2iIiIiIiIiKLGDgSERERERGRRQwciaykVCrxySefQKlUVnZTqBbg940eN37niIjIEi6OQ0RERERERBaxx5GIiIiIiIgsYuBIREREREREFjFwJCIiIiIiIosYOBIREREREZFFDByJ/l9CQgKuXLlilq7T6XDu3DlkZWVVQquoutFoNDh37hzOnTuH8+fPIzY2Fnl5eZXdLKrFVq1ahffff99inh9++AFTp059TC0iIqLqSF7ZDSCqKhYuXIgNGzYgNjbWJD0pKQmtW7fGX3/9hcjIyEpqHVUXt2/fRuvWrREaGgpHR0fk5ubi3r17CA8Px0cffYQXXnihsptINcimTZuwZMmSIo/t3r0bUqkUt27dwsmTJ8X0n376CTExMfjqq6/EtOvXr+PixYsV3l4iIqq+GDgSlVJSUhLUajVCQ0OhUqmQlJSEkJAQSKXswKf/WbVqFTp27AgAyM3NxdKlS/Hyyy/j66+/xrvvvmuSV6PR4Pbt23Bzc0OdOnVMjl26dAl169aFu7s7AOD+/ftIS0tDq1atxDwxMTEICgqCVCpFbGwsIiIioNFocPfuXdSvX5/78tVgd+/exbFjx7B582azYxKJBADw+uuvo3///mJ6bGwsTp8+/biaSERENQQDR6JS+vHHH/Hrr78iODgYZ8+eRX5+Pry9vbF582aEhYVVdvOoCnJ0dMSkSZOQkpKCadOm4fXXX4ebmxuAgiGCkydPhpubG1JTU/HEE09g3bp18PPzAwC89dZb6Nu3L6ZPnw4AGDlyJHbv3o179+6hXr16SExMRKtWrXD16lXcu3cPvXv3xuTJk/HTTz/ByckJqamp+Pnnn/Hiiy9W2ueniiWXy9GrV69ijx86dAhnz55Fu3btsGnTJqxZswaZmZlimcLvFlDQS7l+/Xqkp6ejd+/eGDNmjBiAAkBcXBy+++47XL16FXXq1MGrr76K7t27i8d/+OEH3L59G127dsXq1auRn5+PP/74w/YfmoiIHjt2kRCVwZUrV9C6dWskJCQgJSUF4eHheOONNyq7WVTFRUVFITs7G4cPHwYAnD9/HmPHjsWyZctw9+5dJCQkIC8vD++8845Ypnv37jhw4AAAQK/X48iRI2jUqJGYtn//fvj7+6NJkyZimYyMDDx48AC3b9/G5MmTMWbMGBiNxsf2OalqeXioavv27dG5c2fUr18fU6ZMwZQpU9CsWTMAwOHDhzFr1iz07t0bzzzzDKZOnYqvv/5arOfy5cto164djEYjRo8ejbCwMLz00kv49ddfxTzXr1/Hd999hy+//BIDBgzAxIkTH+tnJSKiisMeR6IycHFxwYwZMwAUPO2fM2cOQkNDce7cOURERFRu46jKql+/PoCC4aYAsGzZMnTs2BEvv/wyAMDNzQ0zZ85EZGQk0tLS4OXlhe7du+Prr7+GVqvF6dOn4eHhgeHDh2P//v2IiorCgQMHTHp8AGDmzJmQywt+3ocMGYJPPvkEDx48QL169R7fh6XHJicnx6zHsUmTJli8eLFZ3sDAQAQHByM+Pt6sjL29PbZv3w4nJycABb2LGzZswKRJkwAAkydPxquvvooFCxaIZZycnPDxxx9j2LBhYppUKsX27dvF4dVERFQzMHAkstLDw7UaNGgAe3t78X2jRo1gZ2eHmzdvMnCkYmk0GgAQ5xzGxsaaDW9u0aKFeMzLywudO3eGXq/HsWPHcPjwYXTv3h3du3fH8OHDAQAHDhwQb+wLPTxPsjAIyM7OrpgPRZVOqVRiypQpJmmurq6lrqdly5bi9wUAgoODkZiYCAr/HWMAABg+SURBVAAQBAH79u1DfHw8IiMjIQgCBEFARkYGbt26hfz8fPE3sVWrVgwaiYhqIAaORP/Py8sL6enpZulpaWni8UK5ubkmeXQ6HXQ6nclNF9Gjzp49CwDi0EAnJyez71Lhe2dnZwAF8yPbt2+PAwcO4PDhwxg6dCg6dOiAxMREHD9+HNevXzfrcaTapaQ5jtays7MzeS+RSMQhzjqdDvn5+RgwYACeeuqpIttQqPC7S0RENQsDR6L/16pVK2RkZODq1ato2rSpmH7kyBEolUqTOWS3b9/GnTt3EBwcDADYt28fZDKZyUqXRA/T6/WYPXs2mjdvjrZt2wIA2rZtiyVLlkCv14s33rt374abmxsaNWoklu3evTv27NmDc+fOYenSpbCzs0OnTp3wySefmM1vJCpJWVaAtrOzQ0BAAHQ6nU2CVCIiqn64OA7R/3vmmWfQo0cPDBo0CBs2bMCRI0ewZMkSTJ8+HdOmTYOLi4uYVyqV4qWXXsLOnTuxceNGjB49Gm+++SYCAgIq8RNQVXLjxg2cO3cOR48exYoVK9CpUydcu3YNv/32m3jjPn78eBiNRgwZMgT79+/H8uXLMW3aNHz88ccmQ6G7d++OQ4cOwcvLCw0aNBDTdu3axd5GKjUfHx9xCGppvP3221i8eLHJnpDJycn44YcfbNk8IiKqotjjSPSQnTt3YvHixfjll1+QnJyMoKAgLFu2zGzT9jZt2mDSpElYunQpkpOTMWrUKEybNq2SWk1Vib29PcLDw/HVV19BIpHA0dERgYGBGDlyJF599VWTuWcuLi44cuQIZs2ahSlTpsDd3R0LFy40W6G3c+fOaN26NSIjI8W0Z555Bhs3bsSAAQNM6gsPDzcpa2dnh/DwcJNAlGqWohbHAQr2Ei3qYdbAgQPx+eefo2XLlvDz8zPZjsOSadOmIS0tDU899RQaN24MQRCgUqnw5ZdflvszEBFR1ScRBEGo7EYQVSdffPEFtm3bhmPHjlV2U4iolrt37x6uXbtW5LHOnTvDwcEBt27dQnp6Otq1aycey83NxaVLl6BWq9GiRQuo1Wrk5OSYLO5VuKVL586dTerNzMzEpUuX4O7ujiZNmpjMb7xx44ZZPUREVDMwcCQqJQaORERERFTbcI4jUSn5+/ujcePGld0MIiIiIqLHhj2OREREREREZBF7HImIiIiIiMgiBo5UI2VmZqI6dKYXrkpI1Zter0d2dnZlN8MqWq0WOTk5ld0MIiIiqmYYOFKNs379ejzzzDOQSCQm6TqdrkwBpVartVjGmnqNRiN0Op1ZuiAI6Nq1K7Zt21aqNlHVMmbMGMybN88sPTc3F1lZWVbVkZmZafbSarXF5s/Ly0NmZiaMRmORx4v73sbHx6Nhw4ZITU21ql1UNc2dOxdHjhyp7GZYZcOGDVi1alVlN4OIiMqJgSPVKHq9HpMnT8Znn30mpl2/fh3vv/8+/P394eHhgfv371tV1969e9GuXTs4OzujTp06mD17tslNujX1nj9/Hj169ICzszOcnJzw9NNP4+bNm+JxqVSKjz/+GB988EGxAQBVbefPn8emTZvwr3/9S0zbu3cvXnrpJbi7u6NTp04l1qHX6+Hh4YF69eohODhYfK1Zs6bI/ImJiQgODoaHhwdu3bplcmzt2rVo0qQJXF1d4ezsjDFjxiA/P1883rBhQzz33HMm/49Q9XLkyBF89913aN26tZh2584dzJs3D+PGjcPs2bNx586dEuvRaDT49ddfMXLkSKxbt67YfOfPn8f06dPx3nvvYceOHWbH7969i9mzZ2Ps2LGYNm0aDh8+bHK8Xbt2mDhxotW/vUREVDUxcKQaZePGjQAKNkcvtHjxYgQGBuLHH3+0up7o6Gg8++yziIqKQnZ2Nm7duoXc3FwkJSVZXW9mZiYiIyMRFBSElJQUqNVqhIWFITIyEhqNRsw3YMAApKWl4a+//irtx6Uq4JtvvsHLL78MV1dXMW3OnDkYOnQo3n333VLVtW3bNpMexxEjRpjlEQQBr732Gp5++mmzYwcOHMCrr76KKVOmIDc3F9evX8e5c+fw3nvvmeQbOXIkVq5cyWHS1dTnn3+OMWPGwMHBAQCwadMmDBgwACqVCi1btsSFCxfQpEkTHDhwoNg6zp49i0aNGmHLli3Ys2cPTp48WWS+b7/9Fp06dUJ2djbCwsKwbNkyfP311yb1NGvWDGfOnEF4eDh0Oh2efvppLFy4UMwTHByMnj17mpQjIqJqSCCqQV544QXh7bffLvLY/v37BQDCvXv3SqynVatWwpAhQ6w6Z3H1bt++XQAgJCYmimm5ubmCVCoVfv/9d5O8Q4cOFV577TWrzkdVh16vF1xcXITNmzcXefyjjz4SwsLCSqxHp9MJAIR9+/YJeXl5FvPOmjVL6Nu3r/DPP/8IAIQbN26Ix959910hIiLCJP/mzZsFhUIhpKWliWlGo1Hw9PQU1qxZU2LbqGqJi4sTJBKJEBsbK6bFx8cLBoPBJF/37t0t/oYlJSUJycnJgiAIQnh4uPDBBx+Y5Tl//rwgk8mEX3/91ST9wYMH4n9PnDhRaNq0qcnxCRMmCM2aNTNJ27Bhg+Dp6Sno9foSPiEREVVV7HGkGuXIkSNo06ZNueq4d+8eLly4gMGDBwOASe9gachkMrPyhfPOjh49apK3Xbt2OHToUBlbTJUlJiYGWVlZ5f7OFerbty9cXV0REBCATz75xOy7d/ToUSxatAgrV64ssrxMJjMro9FooNPpcOrUKTFNIpGgTZs2/M5VQ9HR0fD19UWjRo3EtLp160Iq/d/lXKfTITU1FQEBAcXW4+vrCx8fH4vnWrZsGerVq4dXXnnFJL1OnTrifwcFBUGlUiE3N1dMe/DgAYKDg03KdO3aFenp6SbfQyIiql4YOFKNodfrkZycXOLNUEni4uIAFMzbqV+/vngjP2fOnFLV07lzZwQFBWHs2LG4evUqYmNjMXr0aMhkMpMhrwDg5+fH+T/V0IMHDwCg3N85iUSC999/H7dv30ZeXh5WrVqFJUuW4MMPPxTzZGZmYtiwYVi6dCn8/PyKrGfo0KG4fv06Zs6cifj4eBw9ehSff/45APA7V0NcvXoVDRo0KPLYqFGjMGzYMDRv3hydOnXCzJkzy3Wus2fPolOnTvj777/x7rvvYsqUKdi9e7dJnnfeeQcjRoxA69atMXToUDzxxBPQarVYvny5ST5fX184OjriypUr5WoTERFVHgaOVGNIpVJIJJJyLzIj/P9KlEuWLEF0dDTy8/Px008/4ZNPPinVPElnZ2fs3bsXzs7OiIyMRJ8+fdC2bVu0b98ecrncJK/BYDDpMaDqofDfrLzfOZlMhgULFqBOnTqQyWTo1asXZsyYgaVLl0Kv1wMouEHv2rUrunbtiszMTHH7j6ysLOTl5QEAOnTogG3btmHfvn144oknMG7cOHERHH7naoasrCw4OTkVeaxbt27o0qULWrdujS1btiAmJqbc5zp27Bj+9a9/ITQ0FHK5HIMGDcLUqVPFPHFxcdi4cSPCwsLw1FNPoUuXLjhy5AiOHz9uVp+zs7PVqwwTEVHVIy85C1H1IJVKERAQgISEhHLVU7duXQAFN+qhoaEAgD59+uDZZ5/Fli1bMHr0aKvrCgkJMVmt0GAwYM6cOejbt69JvoSEBNSvX79c7abHLzAwEEDBv9/DQwdtoWnTptBqtbh//z6CgoJw48YNXL9+HVu2bAFQ8F0CCoKFN998EwsWLAAAREZGIjIyUqyncMuGkJAQk/oTEhIQHh5u0zZTxfPy8kJGRkaRx15//XUAwLhx4xAVFYXx48fj9OnTZT6Xm5sbbt26hXPnzsHNzQ1Awaq8b775Jj766CO4u7vjww8/hL+/PzZt2iSW8/X1xYgRI9CvXz8oFAoxPTMzE15eXmVuDxERVS4+bqYapWvXrjhx4kSpy+Xl5YlPwhs0aIDAwECzuWL5+flQKpXlat+2bdugUqnw0ksvmaSfPHkS3bp1K1fd9Pg1b94cXl5eZfrOqdVqk20yHnXq1CkolUr4+voCAE6cOGGy4mrhKrxnzpwRg8airF69Gg0aNEDbtm3FNIPh/9q7/5io6z8O4M9Tkdihx/nzjh+rPAwUDgGPHyqQyRq1AcHEimihc/PHnNZmzc0iaBI6N2dbLsBZTtaSZhoHpCwWoCx+BPIjCyEJEDiUCDwV+Rn3/v7h/KwLuI4i+fF9PjY27v15v16f9+fNje1178993iOoqqrie24G8vb2RkNDg/TBwXi8vLzMtv75J7RaLZydnaWiEQA8PDwghJBu025qaoJWqx0VZzQa0d3dLbXduHEDQ0NDZu9DIiKaWVg40qwSFxeHixcvYnh4WGobGBgwu7Xv3r17MBqNZn327t2L9evXA3j4fbOEhAQcP34c+fn56OjowMmTJ/Htt99i69atE8q7b98+fPPNN7h9+zaysrKwY8cOvPPOO1i9erXUp6+vD/n5+YiLi/tP5oT+OzKZDLGxsdDr9Wbtvb29MBqNGBwchMlkkoq9R7dBAw+LzoSEBABAamoqEhMTUVNTg7a2Npw6dQopKSl48803pS0XrBUZGYnKykq0t7fjyJEjOH36NNLS0sxuSy0sLISNjc2olW+a/jZt2oSRkRGzDytyc3MxNDQkve7r68O5c+ek/2kAYDAYsHXrVtTV1Vl9rtdffx2NjY1mMdnZ2XBwcJBWsL29vZGfn2/2cJysrCyoVCqoVCqpraioCBqNBm5ubhO7YCIimj6m9qGuRJPLZDIJT09PcfbsWaktOTlZKBSKUT9ffvml1Cc4OFgcOHDALFd6errQarVCpVKJoKAg8fXXX5sdtybvr7/+KqKjo4VarRZr164V6enpo8b82WefCZ1ON0kzQI9bY2OjWLBggdm2Kxs3bhzzvfFoS4y7d++KefPmiYKCAiGEEP39/eLo0aNi7dq1wsnJSQQHB4szZ84Ik8k07nlLS0uFQqEQTU1NZu15eXkiMDBQqFQqERYWJoqLi0fFvvzyy+Ldd9+djMunKbB9+3axc+dO6fVHH30kXF1dRXh4uIiKihJLly4VgYGBorm5WepTWloqAIhr164JIYS4f/++iI+PF/Hx8UKpVAoPDw8RHx8vkpKSzM516NAhoVAoRHR0tAgKChJKpVLk5uZKxzs6OoSnp6dwdnYWW7ZsEb6+vmLx4sUiLy/PLE9wcLA4duzYfzAbRET0uMiE+NNH4ESzQEFBAQ4ePIiSkhKrHv5x//596HQ6VFRUmG3i/jiMjIzAz88PJ06cMFsdoJnl4MGDEELg8OHDVvXPzc3F559/jszMzP94ZKPV19cjKioKlZWVsLe3f+znp3+vtbUVvr6++PHHH6UtN3p6elBeXo6BgQG4urqOun00OTkZdXV1+OKLLwA83Kbl7Nmzo3IvWbIE4eHhZm1NTU2oqKiAUqmEv78/HBwczI6bTCb88MMPuHnzJpYsWQI/Pz+z/6UlJSWIjY1FfX39hFfQiYho+mDhSERENMMUFRVh+fLlWLVqlVX9CwsL4e7ubrYH4+NSVlYGW1tb+Pj4PPZzExHR5GHhSERERERERBbx4ThERERERERkEQtHIiIiIiIisoiFIxEREREREVnEwpGIiIiIiIgsYuFIREREREREFrFwJCIiIiIiIotYOBIREREREZFFLByJiP7k8uXLqKmpmephjOv7779HVVXVVA+DiIiI/s/Mm+oBEBFNlsHBQVRXV+O3336Dq6srVq1aBZlMNqEchw8fhqenJ7y9vSdtXEVFRVi0aBG8vLz+da7jx49DpVLB19d3EkZGREREZB0WjkQ0K1y5cgVxcXGQy+Vwc3NDS0sL5s6di7S0NPj7+0/p2JKTk6HT6SalcCQiIiKaCiwciWhWeO211xAREYHU1FSp7aeffsLvv/9u1s9kMqGyshIdHR3QaDTQarV/m9uaGCEEqqqq0N7eDi8vLzz99NMAgNLSUnR2duL69evIzMwEAEREREAul1uV9969eyguLoZCoYCPj49Vc3H37l0UFxfDwcEBPj4+qKmpgZ2dndkq5d+d+7vvvsPy5cvh7OyM6upqAEBgYCDs7OwmPDf19fX45Zdf4OLigjVr1mDOHH5LgoiIaKZh4UhEM57RaITBYEBoaKhZu6enp9lrg8GAyMhI9Pb2wt3dHdXV1fDw8MCFCxdGFUQTiWlvb0dUVBQMBgN8fX3R0NCAN954A++//z4qKirQ1dWFkZERZGVlAQBCQ0NhNBr/Nm9tbS2ef/55LFu2DCqVCi0tLbCzs4NKpRp3Lq5evYqwsDCoVCqo1Wo0NzfDzs4Ozz77rFQ4WnNNiYmJmDNnDjo6OuDu7o6GhgYAQHl5ORYtWmR1nu3bt0Ov12PDhg24desWnnjiCej1eiiVSqv/vkRERDQNCCKiWcDNzU2sWbNG5OXliQcPHozZZ9OmTWL37t3CZDIJIYTo7+8XOp1OJCYmSn3CwsLE/v37JxQTHBwsNm7cKHp7e4UQQoyMjIjs7GzpeGhoqDhw4MCEx7J+/Xrx6quvSn1ycnIEALFnz55x5yEgIEDExsZKMZcuXRoVY825N2zYIBwdHUVnZ6cQQojBwUGh0WhESkqK1XkaGxsFANHU1CTFlJWVCYPBMO74iYiIaHri/UJENCvk5OTAxcUFkZGRWLhwIXQ6HY4ePYqhoSEAQGtrKwoKCqDRaHD+/HmcO3cO2dnZWLFiBQoLC8fMaU1Mc3MziouLkZSUBLlcDgCYM2cOIiIixh2rNXnb29tRUlKCt99+W3rAT3h4OFavXj1u3ra2NpSXl2P//v1SzAsvvGC28jqRedi8eTOWLVsGAJg/fz7WrVsnrTxak8fW1hYymQy1tbVSzoCAADg6Oo57DURERDQ98VZVIpoVVq5ciZycHDx48ABXr17FpUuXkJSUhKqqKmRmZqKlpQXAw+0sKioqpDiZTAadTjdmTmtiWltbAQDPPPOM1WOdSN6nnnrKLPbRdyfH0tbWNmbMn19PZB4e3ZL6iK2tLXp7e63O4+zsjE8++QS7d+/G3r178dxzzyE+Pn7ULcVEREQ0/bFwJKJZRS6XIyQkBCEhIbC3t0dSUhKGhoawcOFCAMB7771n9VYW1sQ4ODgAALq7u6FWqyct7+LFiwEAd+7ckX5/9PqvheEjjwo9o9E4KubJJ5+0+tyTdQ0AsGvXLuzcuRPXrl2DXq/Hiy++iK+++gqRkZH/+NxERET0+PFWVSKa8YaHh2EwGEa1DwwMQC6Xw8bGBlqtFk5OTkhLSxvVr6OjY8y81sR4eHjA0dERGRkZZse7urqk3+3t7TEwMDChvCtWrIBarZYeqAM8XFH88+reX2k0GqhUKuj1eqnt1q1bZjH/ZB7GYk2enp4e9Pf3QyaTwcvLCwkJCfDz80NZWZnV5yEiIqLpgSuORDTjDQ8PIyQkBP7+/vDz84NSqURVVRXS09ORnJwMmUyGuXPn4tNPP0V0dDS6u7sRFhaGnp4e5ObmIiYmBm+99daovNbEzJs3D+np6YiJiUFnZyeCgoJQV1eH1tZWnD9/HgCg0+lw6tQpaLVayOVyRERE/G1eGxsbfPjhh9i1axd6enrg5OSEEydOYMGCBePOg42NDQ4dOoQ9e/agp6cHarUaqampsLe3l77z+E/mYSzW5Ll58yZeeeUVbNmyBStXrsTPP/+M6upqHDt2bMJ/YyIiIppaMiGEmOpBEBH9W3/88QeysrJQVlYmFVovvfTSqO/tNTc3IyMjA01NTXB2dkZkZCQCAgKk40eOHIGLiwvi4uKsjgGA69evIyMjA7dv34avry927NgBW1tbAA9XPtPT01FbW4u+vj58/PHHWLp0qVV5L168iAsXLkChUCAiIgI1NTVQKBTYtm3buHORm5uLrKwsKeaDDz7AunXrkJKSYvU1JSUlwdPTEzExMVLbyZMnMTAwgH379lmdx2Aw4MyZM7hx4wbUajXi4uLg4eEx7tiJiIhoemLhSEQ0i9y5c8dsj8Suri5oNBqcPn0amzdvnsKRERER0UzGwpGIaBYpKChASkoKoqKiMDw8jLS0NCiVSly5cgXz58+f6uERERHRDMXCkYholrl8+TL0ej36+/vh4+ODbdu2wcbGZqqHRURERDMYC0ciIiIiIiKyiNtxEBERERERkUUsHImIiIiIiMgiFo5ERERERERkEQtHIiIiIiIisoiFIxEREREREVnEwpGIiIiIiIgsYuFIREREREREFrFwJCIiIiIiIotYOBIREREREZFF/wN9hudG5Sh6vgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "enriched = over_representation(\n", + " result, regulons, group=monocytes, contrast=\"stim_vs_ctrl\", id_column=\"symbol\"\n", + ")\n", + "plot_over_representation(enriched)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a7f52f20", + "metadata": {}, + "source": [ + "The genes up hold the targets of the same regulators, and the genes down hold MYC's.\n", + "The lists, and so the result, depend on the cutoff of 0.05 that made them.\n", + "\n", + "## Gene set enrichment analysis\n", + "\n", + "{api}`gsea` ranks every tested gene by its moderated t-statistic and asks whether a\n", + "set's genes gather at the top or the bottom of the ranking, as fgsea does\n", + "[@subramanian2005; @korotkevich2021]. The enrichment plot follows the running score of\n", + "one set down the ranking, and fgsea's table shows the top sets with their genes." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "54cce687", + "metadata": { + "figure_descriptions": [ + "GSEA's enrichment plot of the 135 targets of STAT1 among the genes of the CD14+ monocytes ranked by decreasing moderated t-statistic: the running score rises steeply over the first 500 ranks to its peak of about 0.69, the enrichment score, marked by a dashed line, then falls steadily to about 0 at the last rank, 5,125; ticks below mark the set's genes, dense among the first ranks and sparse after.", + "fgsea's table of the 10 sets with positive scores and the 10 with negative scores that have the smallest p-values: for each, its genes as bars at their ranks from 0 to 5,125, its normalized enrichment score (NES), p-value and adjusted p-value. STAT1, IRF1, NFKB1, STAT2, RELA, IRF3, SPI1, NFKB, STAT3 and REL have scores from 1.47 to 2.33 and adjusted p-values from 4.9e-15 to 5.1e-3; of the sets with negative scores, only ID1 has an adjusted p-value below 0.05, 5.4e-3." + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_728278/842382742.py:1: RuntimeWarning: 1 gene set(s) have fewer than 10 random scores of the sign of their enrichment score among 1000 permutations, as statistics mostly of one sign give; their normalized scores and p-values are NaN. More permutations (n_permutations=10000) may give them some\n", + " enrichment = gsea(\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "enrichment = gsea(\n", + " result,\n", + " regulons,\n", + " group=monocytes,\n", + " contrast=\"stim_vs_ctrl\",\n", + " id_column=\"symbol\",\n", + " rng=1,\n", + ")\n", + "plot_enrichment(\n", + " result,\n", + " regulons[\"STAT1\"],\n", + " group=monocytes,\n", + " contrast=\"stim_vs_ctrl\",\n", + " id_column=\"symbol\",\n", + ")\n", + "plt.show()\n", + "plot_gsea_table(\n", + " result,\n", + " regulons,\n", + " enrichment,\n", + " group=monocytes,\n", + " contrast=\"stim_vs_ctrl\",\n", + " id_column=\"symbol\",\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e7b6ce28", + "metadata": {}, + "source": [ + "GSEA ranks the same regulators first, now from the whole ranking rather than a\n", + "cutoff, and finds ID1's targets at the bottom. It warns that one set, the 383 targets\n", + "of MYC, has too few random scores of its sign to be tested; its p-value is missing,\n", + "as fgsea leaves it.\n", + "\n", + "## Choices\n", + "\n", + "- **One set or many.** For a set chosen in advance, a self-contained test, {api}`fry`\n", + " or {api}`roast`, answers whether it responds at all; to rank a collection, use a\n", + " competitive test, {api}`camera` or {api}`romer`. {api}`mroast` runs roast on many\n", + " sets with the same rotations.\n", + "- **camera, over-representation or GSEA.** camera uses every gene's statistic and\n", + " allows for the correlation between the genes of a set; over-representation needs\n", + " only a list of genes, and depends on the cutoff that made it; GSEA needs only a\n", + " ranking, from any method. Over-representation and GSEA take genes as independent,\n", + " which makes their p-values too small for sets of genes that respond together\n", + " ([Gene-set tests](../statistics/gene_set_tests.md#choices)).\n", + "- **Rotations and permutations.** roast's smallest p-value is about one over its\n", + " number of rotations (`n_rotations`, 1,999 by default), and GSEA's random sets are\n", + " drawn from `rng`: pass a seed to get the same p-values every time.\n", + "- **The collection.** Restrict the sets to the genes tested and to a range of sizes\n", + " before testing, and name genes as the data do: symbols here, Ensembl ids in\n", + " `feature_id`.\n", + "- **Scores per sample.** To compare samples rather than test one contrast, score each\n", + " set or regulator in every sample: [Pathway and regulator\n", + " activity](pathway_activity.ipynb)." + ] + } + ], + "metadata": { + "datasets": [ + "kang2018", + "hallmark_interferon_alpha" + ], + "executed_at": "2026-10-26T20:33:15+00:00", + "executed_code_sha256": "65d587e5aec480f66e3aa702a3669b97888f1ef3304ffcd2fb053c0476c85a24", + "executed_datasets": { + "hallmark_interferon_alpha": { + "hallmark_interferon_alpha_response.json": "sha256:c5ef439a3f9b6e7faef95eb6b9f7c82ed1a48ede2af78629c85be3b873a8f1c8" + }, + "kang2018": { + "kang2018.cube.zarr": "sha256:a30af3dabe17f21a6c75f41b64a279a1423640b9aa919022cf67897f9cc77a51" + } + }, + "executed_with": "0.1.dev54+g3f0cbb52e", + "execution_seconds": 4.7, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/guides/genes_per_cell_type.ipynb b/docs/source/guides/genes_per_cell_type.ipynb new file mode 100644 index 0000000..1d07c35 --- /dev/null +++ b/docs/source/guides/genes_per_cell_type.ipynb @@ -0,0 +1,568 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d1f60c39", + "metadata": {}, + "source": [ + "(genes-per-cell-type)=\n", + "# Genes that change in each cell type\n", + "\n", + "Which genes does a treatment change, and in which cell types? This page answers it for\n", + "the interferon-beta stimulation of Kang et al. [@kang2018]: blood cells of eight lupus\n", + "patients, each donor's cells split into a culture stimulated with interferon-beta for\n", + "six hours and an untreated one. The cells of each sample and cell type are pooled into\n", + "one profile, so that every test compares donors, not cells ([Choosing a\n", + "method](../statistics/choosing_a_method.md) says why). The cube is the `kang2018`\n", + "dataset ([Datasets](../reference/datasets.md)), a download of 77 MB that\n", + "`python docs/datasets.py prepare kang2018` makes." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d58fe026", + "metadata": { + "figure_descriptions": [ + "Heatmap of the cells pooled into each of the 16 samples (columns, a control and a stimulated sample of eight donors) and eight cell types (rows), shaded in blue on a logarithmic scale from 10 to about 1,500 cells, with each number written. CD4 T cells and CD14+ monocytes hold the most cells, up to 1,484; dendritic cells and megakaryocytes the fewest. Six entries with fewer than 10 cells are pale: dendritic cells of 1039_ctrl and 107_ctrl, and megakaryocytes of 101_stim, 1016_ctrl, 107_ctrl and 107_stim." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CytePool 0.1.dev54+g3f0cbb52e\n", + "Cube with 16 samples x 8 groups x 35,635 features\n", + " layers: counts (uint32, lazy), detected (uint32, lazy)\n", + " filled: 128 of 128 sample x group entries have cells (100.0%)\n", + " samples: sample_id, donor, condition\n", + " groups: group_id\n", + " features: feature_id, symbol\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "import cytepool\n", + "from cytepool.design import Design\n", + "from cytepool.differential_expression import limma_trend, limma_voom\n", + "from cytepool.io import read_cube\n", + "from cytepool.plotting import (\n", + " plot_cell_numbers,\n", + " plot_md,\n", + " plot_significant_genes,\n", + " plot_volcano,\n", + ")\n", + "\n", + "cube = read_cube(\"kang2018.cube.zarr\")\n", + "print(f\"CytePool {cytepool.__version__}\")\n", + "print(cube)\n", + "plot_cell_numbers(cube)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6903c5fe", + "metadata": {}, + "source": [ + "A profile pooled from a handful of cells is noisy, so {api}`limma_voom` leaves the\n", + "profiles of fewer than 10 cells out of their cell type's fit (`min_cells=10`); they\n", + "are pale in the heatmap. Two samples of the dendritic cells and four of the\n", + "megakaryocytes are left out, and every other profile enters.\n", + "\n", + "## A paired design\n", + "\n", + "Every donor gives a control and a stimulated sample. The design `~ donor + condition`\n", + "compares each donor's two samples, so that the differences between donors do not count\n", + "as noise, and its coefficient `conditionstim` is the log2 fold change of the\n", + "stimulation. Name the levels of the condition: the first is the reference.\n", + "{api}`Design.check` looks for designs that cannot answer the question before anything\n", + "is fitted ([Designs, linear models and contrasts](../statistics/linear_models.md))." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "be10d2b6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Design: 16 samples x 9 columns, formula '~ donor + condition'\n", + " columns: (Intercept), donor1015, donor1016, donor1039, donor107, donor1244, donor1256, donor1488, conditionstim\n", + " contrasts: stim_vs_ctrl\n", + "Design check: 16 samples, 9 columns, rank 9, 7 residual degrees of freedom; no problems found.\n" + ] + } + ], + "source": [ + "design = Design(\n", + " cube.samples,\n", + " \"~ donor + condition\",\n", + " levels={\"condition\": [\"ctrl\", \"stim\"]},\n", + " contrasts={\"stim_vs_ctrl\": \"conditionstim\"},\n", + ")\n", + "print(design)\n", + "print(design.check())" + ] + }, + { + "cell_type": "markdown", + "id": "58afcb03", + "metadata": {}, + "source": [ + "## Test every cell type\n", + "\n", + "{api}`limma_voom` runs limma-voom in each cell type in turn: it leaves out the profiles\n", + "with too few cells, keeps the genes with enough counts for the design, normalizes the\n", + "libraries by TMM, gives every observation a voom precision weight, fits the design to\n", + "every gene and moderates the contrast by empirical Bayes [@law2014; @ritchie2015]. The\n", + "figure counts the genes up and down at an adjusted p-value below 0.05 in each cell\n", + "type, the first figure to look at in a study of many cell types." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "88bb0cce", + "metadata": { + "figure_descriptions": [ + "Horizontal bars of the genes up (red, to the right) and down (blue, to the left) at an adjusted p-value below 0.05 in each of the eight cell types. CD14+ monocytes have the most, 1,619 up and 1,549 down, followed by CD4 T cells (991 up, 826 down) and FCGR3A+ monocytes (814 up, 663 down); megakaryocytes have the fewest, 63 up and 16 down." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DifferentialExpressionResult (limma_voom): 8 groups, 8 fitted; 1 contrast: stim_vs_ctrl\n", + " B cells: 16 samples, 2768 features\n", + " CD14+ Monocytes: 16 samples, 5125 features\n", + " CD4 T cells: 16 samples, 6295 features\n", + " CD8 T cells: 16 samples, 1453 features\n", + " Dendritic cells: 14 samples, 2281 features\n", + " FCGR3A+ Monocytes: 16 samples, 2947 features\n", + " Megakaryocytes: 12 samples, 704 features\n", + " NK cells: 16 samples, 2292 features\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result = limma_voom(cube, design)\n", + "print(result)\n", + "plot_significant_genes(result)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f6a799ab", + "metadata": {}, + "source": [ + "A cell type left with too few samples to estimate a variance is not fitted, and both\n", + "the printed summary and the figure say so ([From cells to\n", + "results](../differential_expression.ipynb) shows one); `result.summary` gives the\n", + "reason and `result.samples` lists every profile with the reason it was left out. Each fit keeps\n", + "the rows of the design for its own samples, so the megakaryocytes, which have no\n", + "profile of donor 107, are fitted without that donor's column.\n", + "\n", + "## One cell type in detail\n", + "\n", + "Each cell type and contrast has a table with the columns of limma's `topTable`\n", + "({api}`DifferentialExpressionResult.table`). The mean-difference plot shows the log2\n", + "fold changes against the average expression, and the volcano plot the p-values against\n", + "the fold changes, with the genes of the smallest p-values named." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "28986c10", + "metadata": { + "figure_descriptions": [ + "Two panels for the CD14+ monocytes. Left, the mean-difference plot: log2 fold change, from about -4.5 to 9, against average log2 CPM, from 0 to 17; 1,619 genes up in red, 1,549 down in blue and 1,957 not significant in grey near zero. Right, the volcano plot: -log10 p-value, up to about 18, against log2 fold change, in the same colours; the ten genes with the smallest p-values are named, among them TMSB10, DYNLT1, H3F3B, SSB, CCL8, ISG20 and IL1RN, all up." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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374+//voLmzdvxrx581jn9unTB61bt8aUKVMwc+ZMjBkzBitXrtTZNofDwdy5c7F582bmWGZmJtq1a4d27dqhuLgY+/btQ7t27TB58mTmnHv37qFWrVpo2bIlAMDNzQ1nz55FRkYG+vXrh4ULF2LkyJHYsWOHUe327t0b/v7+GD9+PN5//32EhobiwoULcHV1Zc7Jzc3Fnj17MHv2bNO/VGJRVPmGEBOUxMW9KuhVWoqS2NhyeYiQN4tDRASsatVCftRBFMbEKP6NWVvDISICTgMGluu/sdatW+vdUlmpRo0arADBEBs2bMC4cePw0UcfwdbWFhMnTsTEiRN1ni+VSpGSkoJffvmFdbx///7o37+/zuvKahcAPDw8sGXLFr3n/Pzzz/j22291/mJDCHn9ffjhh5g8eTLu3r2r8R6Xy0WbNm3Qpk0btG3bFt26dcPnn3+ucV7Tpk0RFBSEy5cvo06dOnrvV7t2bTx48IB5/fDhQ501FCgGIZWtMuMVDw8Pg2aEcblcLFy4EAsXLjS47ffffx9//vknzp8/j06dOsHHxwepqal6r7lx4wbWrl3LmjkSFBSEP//8U+c1hrTL5XIxY8YMzJgxQ+c5O3bswNixY9GsWTO9bZGKQ8kVQkxgGxqqKOj18mFiq7aDCiGmsgkKgvus2eB/PBNysRgcW1uLr1muaE2aNNFa00UXHo+H//77rxx7pN+xY8cq7d6EkKphxIgRTEFK1R1E5s+fj9q1a6N3796wsrLC1q1bWUkQZc0VqVSKq1ev4u7du6zaVcpZLXK5HPn5+bC2toatrS2GDRuGFi1aYMyYMQgICMDatWuxaNEirX2jGIRUBa9jvMLj8RATE2PUNRs3biyfzhhAX+KFVA5KrhBiApugIHiv34CS2FjYhobSiBGxOA6XC04VWz/r5+dnVDE2QgipqmxtbTV2DbGysmLtwqHE4XDg6OjILBv44osvsG7dOhQXF6NFixbMCLWVlRUePnwIHx8f8Hg81KpVC99//z1T9FsqlcLHx4dp18fHB+PHj8f333+PevXq4dtvv8XkyZNRUFCAMWPGYOTIkVr7bmgMIk5IQElcHMUppFxVxXiFz+ejuLi4srtB3kAcubysikSvl7y8PLi6uiI3N5e1tR4hhBiKfo4QQsob/Zwh5lDWZVHObvFev4ESLG8g+jlCSMWiBeWk2qDK+IQQQgiprioqjpHL5SiOjdWoy0IIIaR80bIgUi3QCAwhhBBCqquKiGMkEgli7/yHmzeuoU/r9lSXhRBCKhglV0i1QJXxCSGEEFJdlWccI5VKERt7CzeuX0X9+g0xcvR7sLe3h5hqwxFCSIWi5AqpFqgyPiGEEEKqo8ePH8Kzfv1yiWPSnqXi2NFDCKpbHyNGjoWDw6ui4zZBQZRUIYSQCkTJFVIt0O48hBBCCKluUp4m48L5MxgxchwcyiGOcePzMWzEWNrJjRBCqgBKrpBqg0ZgCCGEEFJd5Obm4MSJIxgyZARsbGyAcohjVGeqmIu2bq766O+IkKqNdgsipBzRDkfEVDKZHIViGWQyeWV3pUp6/PgxIiIiUFJSUtldMcigQYNw7ty5yu4GIaSCiMViRB3Yix49e8PVza2yu1MmZcHd3C2bIZg1k+KWKqiq/h1RvKKfXC7HwIEDcfHixcruikF++OEHfP7555XdjWqLZq4QUk5ohyNiivvPi7HzfDaO3M6DWCqHDY+Dt5u6YEwndwT72pXLPYcPH464uDgAgK2tLTw9PdGiRQuMHj0aTZo0KZd7mmv27Nno1asXbG1tAQAymQxHjx7Fli1bkJiYiH379qFhw4Z625g3bx6OHj3KOtaiRQv89ttvWs//5ptv8Msvv+DDDz/Ehx9+yBwvLCzEhg0bcPr0aYhEIoSHh2Px4sVwdXVlznnnnXcwY8YM3Lx5ExwOx9SPTcpBaWkp9u/fj+PHj6Nr164YPXo06/2tW7fi/PnzGtc5Ojpi06ZNWtu8d+8eVq9erXF85cqV8PX1tUzHSZUll8tx5J+DCGvaHLVqBVZ2dwxCGwdUfVXt76gy4pVt27Zh/fr1AAArKyu4uLigYcOG6NevH/r161cln687d+7Es2fP0KFDB+ZYfHw8Nm/ejNOnT+ODDz7A9OnT9bZx8uRJzJo1S+P4mTNn4OHhoXH8zp07GD16NOrWrYsDBw6w3ouKisL27duRmpqKunXrYsGCBWjevDnz/rvvvov69etjxIgRaNSokbEf941HyRVCyklVewiSqu/wrVws+F8aOBxAKlMcE0vlOHQrF3//l4tV7/qhTzNX/Y2Y4PHjxwgLC8OiRYsgkUjw7NkzHDx4EM2bN8fKlSsxZ84ci9/THPfu3cOJEyewfft25tiHH36Ip0+fomvXrjh06BCKiorKbCclJQUNGzbEsmXLmGO66hZcunQJmzZtgkgkgkAgYI7L5XIMGDAAaWlpWLNmDZydnfH111+jZ8+euHjxIng8HgBFsPLxxx/j5MmT6Nmzp6kfnVjY3bt30atXL7Rr1w7Xr1+Hg4ODRnIlODgYVlbscGnBggVo1qyZznbT0tKwY8cO1r9RAHBwcLBY30nF+u+///D111+Dw+HAzs4OtWvXxoABA9C8eXN8/vnniIyMRGRkJADgwvkzSHryBMViGZo1b4kpU6YgICAAn376KdPeRx99hIULF8Lf3x9TpkzBwoULUbt2bfz+++84dOiQ1j4sW7YMIpEIa9euBaBIBn/yyScW+XyyBg0gtrODTXExbRxQRVWlzR0qK17JzMxEeno6YmJiIJfLIRQKceHCBbz//vto2rQp/v77b9jb21v8vuZYvXo1K446fvw4Zs2ahQ8++AAikQgZGRlltpGbm4unT59qzH5RHcRRKiwsxIgRI2Bra4tHjx6x3vvxxx8xe/ZsrFu3Dq1atcKpU6cQHh6OS5cuISQkBADg6emJAQMGYP369fjpp59M+chvNEquEFJOqtJDkFR9958XY8H/0iCTA1CbWasMXBb8Lw11a9iWy4iQu7s782Bt1qwZ+vTpgzZt2uCDDz5A586d0aZNGwCKUf5vvvkG//zzD0pKStCxY0csXryYGTn5+eefcebMGezatQsAcPbsWXz44YdYunQphgwZAgCYM2cO3N3d8emnnyIiIgIffPAB/vvvP1y+fBlOTk6YMWMGevfurbOvO3bsQJcuXVijNevXr4e9vT3i4uIwb948gz83n89nPrcuOTk5GDVqFLZv345x48ax3rt79y5OnTqF8+fPo2PHjgAUv/C4u7vjwIEDzGe2sbFB3759sWPHDkquVCE1atTA9evXUaNGDbRr107rOZ06dUKnTp2Y13FxccjIyMCkSZPKbH/8+PGW6iqpZM+ePcO1a9fw1VdfQSQSIS4uDp07d8b8+fPx1ltvYdSoUbh9+zbSnz9DfPxdfPvdD7h58z8AwMGDB5GXl4d+/fohLCwMgGL0eOrUqfD398fBgwcxZcoU1K5dG02aNGGSsqtXr0br1q2ZpI2HhwecnJwwcOBAnDlzBmfPnrVYcuVi0iPUnzcXroIXVM+jijqb8BAhy5bBMflppf4dVXa8YmVlxXpuh4eHY8SIEWjWrBmWLl2Kr7/+mnnv2LFj+P7775GWloagoCB88sknTDyTnJyMPn36IDo6Gl5eXpDJZGjfvj2aNm3KJBWOHTuGVatWISYmBitWrEB6ejqaNWuGffv2ITc3F7169cKCBQs0EvBK165dw7179zB48GDmWJcuXXDv3j0AwObNmw3+3Fwut8x4BQCmT5+O7t27w9raGseOHWO9t3HjRkyZMoWZfdumTRtcvXoVX375JXbv3s2c984772DkyJHYtGkTrK2tDe4joZorhJQb5Q5HrpOn0JIgUqad57NR1mxWDgfYeSG7YjoEYOLEifDz88POnTuZY9OmTcOmTZswa9YsrFy5ElevXkWPHj0gkykiqvr162Pv3r0oLi4GoAhMEhMTWSOxu3fvRp06dQAA9+/fx+TJk1GjRg2sXbsW7du3R//+/fHw4UOd/YqJiUHbtm1Zx0wdqTp58iRatWqFXr164euvv9Zaw+X999/HsGHD0KVLF433cnNzAQBeXl7MMUdHRzg6OuLUqVOsc9u3b4/Tp0+b1E9SPjw9PVGjRg2jrtm2bRu8vb3Rv3//Ms+dN28eZsyYgS1btqCwsNDUbpIqgs/nY/jw4Zg0aRI2btyIU6dOYfny5fDx8cHQoUMxf/4nOH/uDH76eTu+/34T+Hw+c+3UqVOxaNGiMu/RrFkzDB8+HMOHD4efnx9at27NvPb09ETNmjUxfPhwjZ+B5iguLsbztGeo264DnAcMoHilCpJIJHiSlADvsKaV/ndUFeOVwMBAjBkzhhWvHD9+HP3790enTp3w/fffo3bt2ggPD2eWQdeqVQsCgQAxMTEAgFu3biE2NhZ//fUXpFIpAODIkSNwd3cHoJiRuHnzZpw4cQILFizAnDlzsHHjRnzzzTc6+xUTE4Pg4GDWDBM7O9MSToWFhQgPD0enTp0wdepUJCcna5yze/duXL16lZVgUpWbm8uKVwBF/HLy5EnWsfbt2yM/Px9Xr141qa9vMkquEFKObIKCKv0hSKo+mUyOI7fzmBEfXaQy4MitPMjlFVM0jsvlIiwsDA8ePAAAJCUlYevWrdi+fTsGDx6Mbt26Yf/+/YiPj8fevXsBKB7IHA6HmboaExODKVOmIDo6GgDw8OFDpKWlISIigrnPhAkTMHfuXLRt2xaff/456tSpg+PHj+vsV1JSEvz8/Mz+fB4eHpgxYwa+++47jB07Fj/99BPeeustJlEEKKbQJiUlYfny5VrbCAsLg4eHB7755hsmGNu6dSuEQiGePn3KOrdmzZpIT09nEk+k+hGLxdi1axfGjx9f5mheWFgY+Hw+/P398f3336NJkyZIT0/XeX5JSQny8vJY/5GqrV27dggODsa5c+ewcOEC8F0dcfjoCYSFNUWfPn1Y506aNAkPHjzQWr+nst2Nu4PGTUKrZL0KopCY8BiBdeqCy63cX92qarwCKBKTz58/Z352fvbZZ5g4cSIWLFiADh06YN26dQgPD2ee5xwOB+Hh4Ux8EhMTg759+8LFxQU3btxgjqnGK35+fti1axc6d+6MQYMGYdKkSTh8+LDOPlkqXuFyuXjvvfewZMkSLFmyBGlpaQgJCUFCQgJzTmJiImbMmIHff/9dZwKna9eu+O2335ilSI8fP8bBgweRnZ3NGgDw9PSEjY0NkpKSzO77m4aSK4QQUsmKJXKIpYYFIGKpHMWlFResWFtbQywWAwBu374NDofDCjRq1KiBsLAw/PefYvq7ra0t2rZti5iYGBQWFuLGjRuYM2cOhEIhEhMTERMTg/r167OCDdVCaoAieFGta6JOLBYrtjU108aNGzFnzhy0b98eI0eOxN9//40zZ87gyJEjABTLPxYvXozff/9d5y/Szs7O2LdvH06dOgVvb2/4+/tj165d6NKlC5NsUVIW360uOxwRTVFRUXjx4gXef/99vee1aNECN27cwKJFi/DJJ5/g2rVrsLa21jtzYeXKlXB1dWX+CwgIsHT3STnw8vJCbm4ujh09hJat2uH48RNMwU1VVlZWWL58ORYuXGjyvcpjB0K5XI7YO7cQGtbMYm2WtzdxJ8b4+Dg0alT5BearerwCKGIEmUyG27dvo3v37qxzevTowcQrABAREcHMXImJiUFkZCS6dOmCmJgYZGVlIS4ujhXzhISEsJYAVVS80r9/f2zZsgXdunVDjx49sH//fgQGBuKLL74AoFiyPXz4cCxcuJBZeqjNxo0bUa9ePdSuXRtBQUHo0qULs3xZW8xC8YrxKLlCCCGVzM6KAxueYSOGNjwO7KwrbnQxOTkZNWvWBAAUFBTAxsaGqQeg5ODggIKCAuZ1REQEoqOjcf78edSvXx81a9ZEx44dER0drTEKBEDrWmV9o10+Pj7IzMw041Npv2+TJk3g4eHBTBk+ePAgSktLMWTIEISEhCAkJARpaWn44YcfmDXbgGL99OPHjxEXF4dLly4hJiYGOTk58Pf3Z7WfmZkJe3t7rQXoSPWwbds2REREoH79+nrPc3d3Z/37srOzQ79+/XD58mWd1yxcuBC5ubnMfykpKRbrNykfcrkcjx49go01B3Xq1EVwo8awt7eHi4uL1vOHDx+OgoICvSPduhScOQPBxzOYbXglen6hM0Zq6lPw3d3h6OhkkfbKW1Xdjrg8lZSU4EWmAH41/cs+uZxV9XjF3t4efD4fYrEYpaWlGkuGtcUr8fHxSEtLw7lz5xAZGcnEMGfOnIG7uztCVWomVpV4hcfjoWPHjky8kpCQgGvXrmHr1q1MvPLrr7/i8ePHCAkJwYULFwAoZqT8888/yMzMxIkTJ/DkyRPUrFkTrq6ucHZ2ZtovKSmBSCSCj4+P2X1/01ByhRBCKhmXq9i+kFfGT2QeF3i7mUuFTd2OjY1FbGwsevXqBQCoV68eioqKWNNEJRIJ7t+/j3r16jHHIiIicPXqVRw5coRJpKgGK+rJFWO1adOGNfJkKfn5+cjJyWF+MZo8eTIuXryI3bt3M/95eXlhyJAh2LFjh8b1vr6+CAgIQFJSEu7cuYO33nqL9f7Nmzd1Fk0lVV9KSgpOnjxpUCFbbQoLC/UG4ba2tnBxcWH9R6oumUyGFStWoGGDevD29ka79p3KvIbD4WDFihVYtGiRUcslxAkJEK5dAyiXLJaWQpKaamrXWW79dwPNmrW0SFsVQdtOjK+7x48fol79BlVi2VZVjVckEgn++usv9OjRAzweD3Z2dqhZsybu3r3LOi8uLo4VrzRp0gReXl7YsGED7OzsEBwcjIiICJw/f57ZScecz9CmTRvcvXsXpcp/sxaUmprKPCeCgoKYejHKeKVfv34ICAjA7t270bRpU9a1zs7OqFevHqytrREVFaVRaP/mzZvgcDgUs5iAkiuEEFIFjOnkjrJibbkcGNPRvdz7IpfLERMTg0GDBqFDhw4YMWIEAEWQ0KJFC8ybN49ZKrRy5Upm2z+l9u3bg8vlYuvWrcwuFxERETh48KBGvRVTDB48GKdPn4ZEIjHqug0bNjD3zsrKYvoOKH7xnTp1Kuzt7TFw4EAAiun+yhEg5X/W1tbw9vZGo0aNmHZ/+eUXpKWlMe1OmDABrVu3Zu0OACiK56ofI9XH9u3b4ebmhnfeeUfjvdjYWIwfPx7Pnz8HoCiCqLod+KNHj7B7926NOhykeklMTMTw4cPRp08f1K1bF0ePHsbgQf3Rf8A7Bv8C1qtXL7i7uzM/M5QWLFjAFK4dPnw4RCIR815JXBzwcsp+enExPrx1G7+cPYv//vsPw4cPx99//23S5yksLMSLTAFq1Q406frKwOzECLwxOzHG34tDo0Zl7xJTUapSvAIoZqyMGDECT58+xYoVK5jjU6ZMwbfffovEl7Obrl+/jp07d2LKlCnMOcq6Kz/88AMTH9SrVw9ubm747bffzI5XunXrBhsbG5w9e9ao6+7evYuQkBBmIGnNmjWsga1du3bhyJEjGDNmDADFjoTq8YqHhwdsbW0REhICJyfFzLRLly4xhfVlMhm++uor3L17F0uXLmXd/+TJkwgPD2ftykgMQ1sxE0JIFRDsa4dV7/phwf/SwOGAVSyOx1UEKqve9SuXbQ0B4M8//0RMTAwkEgnS09Ph5uaGsWPHsrYY5HA4+OOPPzB8+HB4eHjA3t4e1tbWzIwOJWXdlbNnzzI77LRq1QocDkej3oop+vXrBxcXFxw6dAiDBg0CoAg0Vq1axawPHjJkCOzs7LBgwQKMHj0aAHDnzh1mTbarqyvEYjECAgLg6uqK9PR0hISE4NSpU0b3r27duujUqRM4HA7S09PRq1cv7N27lzWN98aNG3j69CnGjh1r1mcnllVSUoLJkycDUEyrzs3Nxfjx4+Hv748vv/ySOU8ul2P79u0YO3YsUztH1bNnz7Bjxw4sWLAAvr6+SE1NRWhoKIKDg5lkZb9+/bBs2bIK+2zEslq0aIEffvgBgOJnXI0a3rh39zbeHTaK+bkSEBCAn3/+WePaLVu2sKbXb9u2DVevXmXq6mzZsoWVjFPeY/78+ahZsyasZTKkebjDpaAATnI5Bk+aBDuVBG9Zy9R0iYu9hZDQplViRoShbIKCwFmyBM5PU2AXFmb0hgHihASUxMVVm+2mi4oKIcrLg5e3cbualafKjleysrIQEhICuVyOnJwciEQivP3227h+/ToaNGjAnDd37lwkJCSgUaNG8PHxgUAgwMcff8waDAIUgz/79u1jJVK6dOmC33//3ezkiqOjI95//3388ssv6NatGwAgIyOD+XNSUhJ++uknHDx4EC1atMBvv/0GQJEwSkxMZH5uNGnSBH379oVQKIRYLAaPx8P333+P9957z6j+1K1bF+PHj8fo0aNRUlICHx8fnDhxAo0bN2bOkclk+O2337B69WqzPvubiiOvyDLOVUBeXh5cXV2Rm5tLU24JISYpz58j958XY+eFbBy5lQexVA4bHgdvN3PBmI7u5RaoJCQkMIG9ra0tPDw8mK0HdUlNTYVYLEZgYKDW3QvS0tKQl5eH4OBg5tjjx49hbW2N2rVrM8cePHgAHx8fVh2SpKQkODo6wtvbW+f9Dxw4gC+++AI3btwAh8NBVlYWM2tAla+vLzPyEhAQgEOHDqFZs2bM+zKZDE+fPoWnpyczsqPPw4cP4ebmptE3uVyOJ0+ewN3dXWtNlQEDBiAyMhIzZ84s8x6k4kgkEuzatUvjOJ/Px4ABA5jXeXl52L9/P3r06MHUIFL17NkznDx5EoMGDWL+/nNycnD58mWIxWI0adIEdevWNapvFK9UXSUlJfjzjx3o0aM3avqXf+Hh69eu4Na1S3jLyw81WraySFJALpdj+y9bMGLkWNjbO1iglxXnl60/Yuz4SVrrX+ijrNeC0lLA2hre6zdU+QTL7Vs3kZ8vQsdOXUy6/nWLV168eMHsusbj8eDi4gI/Pz+9CcLc3FxkZGSgZs2acHR01Hg/Pz8fT548QZ06dZj3MzMzkZGRgSZNmjBtP3/+HKWlpahVqxZzbXZ2NrKysvQmOIVCIRo1asRsy6xcTq3O0dERderUAQBMnz4d7u7uGgn5jIwMyOVyg2qhpKenIz8/n7UMSkkgEKC0tFTr82znzp346aefcO7cuTLvQTRRcoUQQoxUET9HZDI5iiVy2FtzqtWoYkW6d+8e6tevX+aWuICiCn5iYqLJI7zmunv3Lho2bGj0LwPkzUXxStUkk8lwYN9fqN8gGGFNm5d9gQX89edO5OXlYtLkaRZr88mTRMTF3kbffoMs1mZFyMvNxeF/DmLEqHFGXyuKikLuls3Ma9fJU+CskkStinb/8Rt69uoDd3fTlmdQvFI1pKamwt7e3uBlNk+ePIGvr6/WmZLlLSUlBY6OjmUOshHtKMojhJAqiMvlwMGGghR9VKexloXH41VaYgVQTOklhFR/589Fw43vXmGJFYlEguzsLNRvEFz2yUa49d8NtGrd1qJtVoTk5CTUDqxj0rVMvZaXM1eqer0WkUgEcanY5MRKRaF4pWzquweWJTAwsHw6YgDlckViGkquEEIIIYQQUgaJRIKiomL06Nm7wu75LPUprK2tUa+e5ZLDIpEIOTlC1KxZOb9EmVP3JDk5CSHevhBFRRl9PbdWLTiuWAmrx4+rRc2VB/fvIjjY8EEEQkjlq1bJFblcjn379uHIkSMQCoWoVasWJkyYoLG9FCGEEEIIIZZkZWWFt3pV7I5PSUmJKBGL4R9Qu+yTDRR75z+EhTWvlCUc5tQ9kcvleP40GWHbfkWuWGz09Q/u34NIlId2VXwpkNL9+LvoP3BIZXeDEGKEarUV82effYb3338foaGhGDt2LIqLi9G6dWtcunSpsrtGCCGEEEKIRSUkPEIN7xoWq9dU/PgR7l65hPqOzhZpz1glcXGKxAoAlJaiJDbW4Guzs7PgLJODKxabdH1GRjo8vXQXSq9KcnKE4PJ4cHHRLJBOCKm6qlVy5c8//8RHH32EWbNmYdCgQdiyZQvq1auHffv2VXbXCCGEEEIIsZjCwgKIS4otVm9FnJCA218sh3vyU+TO/wTixESLtGsMpu4JYHTdk+QnSahdr77J1wsE6ajhXfYuK1VB/L04NGoUUtndIIQYqVotC2rSpAnu3r0LuVwODocDgUCA9PR0hITQDx9CCCGEEPL6SH6SBDmAoLqaW6maoiQuDo+8PRCanMrM+lBfUmNOPRRDSHxq4MH4sWjDtTb6Hk+Tk9C+Yzj46xujJDbWqOvlcjlEIhGcnCtnxo6xHtyPx7vDR1V2NwghRqpWyZUdO3bggw8+QL169RAQEID4+HgsWbIE48eP13lNSUkJSkpKmNd5eXkV0FNCCCGEEFJR8vLyEBsbi44dOzLH8vPzcevWLXTq1Ik59vDhQ4hEIoSEhDDbnObl5eHq1aus9ho3bgw/Pz+DruHxeAgICEC9epZJgiglPH4IaytrODu/2kLXnORHSVAQiq9dhEd+gdZZH+bUQzFUevpzwMkJzj16GXWdTCZD5otMeHvXAIfDMbpfIlEeXJxdqsVWwZmZAjg6OsLBwbGyu0IIMVK1Sq7s3r0b0dHRmD9/PurWrYsTJ07g66+/Rvfu3XVuc7ly5UosW7asgntKCCGEEEIqyr179zBq1Cg8efKEOfb48WMMHz4cqampyM7OxogRI/Ds2TPweDwIBAIcOXIEzZs3x71799CvXz9WYmbOnDmws7Mz6BqpVIp79+6hS5cu+N///meRzyOXy/H06RM0bhLGHDM3+REvfIEWEV3h2rqD1uSMtnoolk6uZAoy4OVdw+jrBIJ0eHt5m5wcEWSkw7uG8fetDPfj49CoMc3KJ6Q6qjY1VwoKCjB79mwsX74c8+bNw+DBg7F582aEhIRg0aJFOq9buHAhcnNzmf9SUlIqsNdVgzghAaKoqEpZW0sIIcZYtWoVLl++XCHtxsTEYOnSpZg7dy4kEgk+++wzxBpRHLGi5efnY+HChazZmFXZ8uXLkZqaWtndIAQAkJ2djSVLliAuLg63b9/G0KFDsXXrVub9GjVq4NSpU8x/vXv3Nvia6OhoPHjwAPv27UNGRoaF+psFuRyoX78hc8ycYrBSqRQPHsQjJDwSzgMGaE2amFMPxVCZmQJ4eRtfVDY5+QlqBdYx+b4CQQa8q0G9FblcjkcPH1iszg4pP0eOHMFPP/1UIe2mpKRgzZo1mDdvHm7evIk9e/bg999/t/i9LenHH3/Ef//9V9ndMMjBgwdx5MgRi7RVbWau5Obmori4GEFqD4M6dero/YuztbVlpnC+iSpiiichxPLkcjlKS0thbW1d7tOYN27ciJSUFHz88ccICAhgjl++fBlHjx41avbfihUr0L17d7Rp08akvmzduhVubm5o166dSdcb2u7hw4cxYsQIzJw5Ez4+PuBwOPjuu+/QtGlThJbDLxT6GPqdffHFF8jKymI903Jzc/H7778jMTERs2fPZpYx6HP9+nXExMRAJBIhPDwc3bp1Y73/+++/azxX69Spg48++giAYnr+J598orXtiIgI9O3bF4Di3/DcuXOxe/fuMvtEiCUUFxfj1KlTzOuEhATmz/Xq1UPt2rVx6tQpZGdn48KFC6yfberXRkZGGnyNVCrFxYsX0bhxY3h4eFjksyQlJkAml8HXryZzjEl+vIzpjEl+JDx+iNq1A2FjYwNA+/Iim6AgeK/fYHQ9E2O8yMyEp6fxyZWnT5LQzcilRKoEGenVImGR/jwN7u4e1ep3l4qMV6Kjo3H48GFERkaiT59X26IXFhbi888/x9SpU1G3bl2D2vrnn3+Qnp6O999/36S+nD17FtevX8cHH3xg0vWGtisSidCqVSv07NkTTZs2hb29PY4fP478/HyMGlWxdXkM/c6uXLmCL7/8Eo8ePWKOyWQyHD9+HKdPn0a3bt3Qq1fZ/38WCATYv38/UlNTUbduXQwfPhz29vbM+7GxsdixY4fGdUuWLIHzy/pKv/76K+Li4jTOcXd3ZyZo1K1bF927d8f9+/fB5/PL7Jc+1Sa54ufnh1q1auG3335Djx49WNMzBw8eXNndq7IqYopnVaEaKEAuL9eCbISUF0FGOq5fu4L4+DhIpVLweDw0ahSCVq3bwrtG+Yy67dy5Ezdu3MCLFy/w66+/Msdv3bqFTZs2GZVc+emnn+Dt7W1ycmXhwoVo1aqVSdca0+6RI0fw9ttvY/ny5cyxL7/8EmFhYdouL1eGfGdZWVn49ttvcfPmTebYxo0b8fXXX6Nt27Y4ePAgRo8eXWZyZdmyZVizZg0mTJgAZ2dnjBs3DoMHD8a3337LnHPo0CEkJSVh6NChzDHVXxg5HA58fNj/Fp88eYJNmzahWbNmzLGPPvoINWvWRHx8PBo1alTm90CIuXJzc7Fq1SrmdX5+Puv9oqIirFq1CmlpafD09GT9e1W/tlOnTuDxeAZdI5PJ8PjxY0yaNMliWyY/uH8PPj5+4HJfTTI3J/lx69YNRET2AKB/4M0mKKjc4iapVAqZTApr5ewYI67LzcsFn+9u8r2zsrPg7m6ZxFd5io+PQ3A1WRJUGfHKlStXsG7dOuzatQuPHz+Gk5MTAEVyZd26dejbt6/ByZWYmBjExcWZnFzp06cPWrZsadK1xrR7/fp1CIVC7Nixg/l58O6770Ks3JK8Ahn6nS1duhRTpkyBg4MDAEU8OWTIENSrVw83btyAra1tmcmVS5cuoVevXujSpQtatWqFX3/9FevWrcO5c+eYBMiDBw+wadMmfPHFF6xreTwe82c+n68Rsyxfvhxdu3ZlXoeGhiIsLAybNm3C4sWLy/4i9Kg2yRUA+OOPPzBq1CgEBQWhdu3auH37Ntq0acMKjgmbOaMc1QkrUFAGNhIJzdYh1cq9e3E4fOgAAA7kchkARVB5924s7t69gz79BqFxOQVd7dq1w86dOzF79my9CYZbt27h8OHDKCkpQceOHfHWW28x723cuBFCoRB79uzB/fv3wePx8PXXX2u0kZubi//9739ISUlBvXr1MHToUGYkIjMzE0VFRazzo6Ojcfr0afj6+qJfv37Yu3cvWrVqhc6dOwNQPCT79u0LoVCIy5cvw8nJCSNGjIC3ytRz1XZXr16N6OhocLlczJ07l3Uv9SU3T58+xYEDByAUCtGxY0f06NGDeW/Tpk1ISkoCh8OBr68vunbtyvrFy5C+Gfqd7dixA40bN2YlKTp06IBHjx4hKSkJBw8e1LhGXWpqKpYtW4Y//vgDw4cPBwBMmDABDRo0wKhRo9C2bVvm3NDQUI3vRonD4Wi8t2DBAvD5fAwZMoQ55unpie7du+Pnn3/GN998U2b/CDGXcpmO0q1bt5iZVADg4uLCvL9o0SLMnDkTe/fu1XqtsdeUlJQgNDQUbdq0Yf1cNIVUKkVW1gt0667ZjinJD6EwG6WlpfB+WeuksgbesrNewN3D0+jr0tJS4edb0+RZESXFxbC2smb9wlUVyWQyJCY8RufwrmWfXMkqM17x9fWFjY0N1q1bhyVLlug878WLF9i9ezfS0tIQFBSEESNGwNFRUSQ4OjoaZ86cwYsXL5jn2XvvvadRw1Mul+Pw4cO4ceMG+Hw++vbty6yiEIlEEAqFrPOfPHnCzNbs3LkziouLcf/+fWbm58GDB5GTk4NOnTrh6NGjyM3NRc+ePVmDK6rtHjt2DJs3bwYAjRmjzZs3Z70uLi7Gvn37cP/+fdSpUwcjRoxgYqtz584hKioKgOJnWlhYGAYMGMD6/1RZfTP0O3vy5AmOHz+OH374gTnG5/Nx8uRJ1KlTB8HBhs0gmzNnDnr06MH8vP3ss8/Qpk0brFixAmvWrGHOs7W11RmvAMCAAQNYr69fv4558+Zh0qRJrOMjR47EkiVLzE6uVJuaKwDQsWNHPHr0CIcPH8YXX3yB27dv4+TJk3B1da3srlVZylEO18lTXuskAytQkEgU/wGsNclUe4ZUZYKMdBw+dAByuZwJVJTkcpniAX/oAAQZ6eVy/44dO6JPnz5YsGCBznO2bt2KNm3aIDk5GUVFRRg5ciRrOqyHhwd4PB5cXV3h4+ODGlqKB+bk5KBp06bYs2cPbGxscObMGbRv3x6Sl/+f3bp1K27dusWcv27dOvTu3RtCoRAJCQno1KkTvvzyS9y4cYM554cffsDw4cOxatUqSCQSHDx4EM2aNUNubi6r78p2vby8YG9vD3t7e/j4+DD/bdq0CQ8ePGCuOXDgABo2bIiYmBjI5XKsWbMGn3/+Oevz+vj4wNvbG48fP0Z4eDi2b9/O+rxl9c2Q7wwAjh8/ziSTlFq3bs0EioZ4/Pgx5HI5K4irW7cuPDw8sG/fPta58fHxWLx4MTZs2MD6+9BGIpHgt99+w+jRo2FnZ8d6r0uXLjh27JjBfSSkvBQUFLBeN23atMz6KMZcY2trizp16uDx48fmdRTA87RnACy3BfPtWzfRtGkL5nVF1FbRRpApgJeXCfVWniShtjn1VjJNK6Jb0VJTnsLH18/omT0VrbLjFRsbGyxfvhxr166FQCDQes7jx4/RuHFj7N+/H1ZWVvjxxx/RrFkzZGdnAwAcHR3h6OgIW1tbJgbQthTr/fffx4wZM1BaWoqUlBQMGjQI586dA6BYvqNawDouLg5hYWE4c+YMCgoKMGXKFHzwwQf4888/mXNOnTqFxYsXY8CAAUhPT0dKSgo6deqEf/75hzlHtV1nZ2fw+Xxmxqjyv3PnzuHQoUPMNc+ePUNYWBi+/vpryGQyXLx4kRUzODo6MteKxWLMmzdPI+lQVt8M/c5OnjwJPz8/1Knz6v+ztWvXZr02xMOHD1nxCofDQevWrTXiFbFYjBUrVuDLL79EVFQUZDKZelMs27Ztg7+/v8bMmS5duiAlJQX37t0zqp/qqtXMFQCwtrZGSEj1mC5XVZTnFM+qgjVDR23mim1oKNWeIVXe9WtXAHAAyHWfxOHg+vUreLvPAN3nmGHVqlUICwtDTEwMIiIiWO8JhULMnTsXGzZswIcffggAGDp0KNq1a4f33nsP7du3x+jRo7F48WL07NlT55TRc+fOoaCgAMePH2dGTBISErSOSGZnZ2Pp0qXYvHkzxo8fDwDo0aMHevfurXFucHAw/v77bwCKJUABAQHYt28fJkyYoHHue++9h3///RdWVlas0Y4vv/yS+XNubi7Gjx+PTz/9lDWKobp+WDn7Q6lLly6YMWMG3nvvPYP7Zsh3BgB3795ljcCbomHDhuDxeIiOjmZG3uLi4pCZmclKKnE4HDg4OIDH4+HmzZuYP38+FixYoHN52JEjR/D8+XONUSBAUefi/v37kEgkFlsuQYgp/vjjD1y/fh29evVCVlYWvvrqK8yePdusa5Q1V2QyGWJjY3H+/HmsW7fO7L4+eBAPe3s72Ns7mN2WRCLB40cP0LFTF+ZYRdRW0eZFZgb8/PyNvu5p8hM0bdai7BN1EGRk6ExcVyXx8XFo1Ej77qdVSVWIV0aPHo1169Zh2bJl2LRpk8b78+fPR1hYGE6ePAkOh4NFixYhLCwMX331FdatW4c2bdqgVatWiIuL0znrQS6X4/fff8fRo0cRGRkJQFH7TFdCZ9GiRejSpQuT9Jg/f77W7dnz8/Px33//wcvLC4Bixs8PP/yg9RnfsWNHZGZmYs+ePax+3r9/n7XsccaMGeDz+Th37hxTV0k1XmnRogVatHj1/6HZs2cjMDAQ586dYyVh9PXNkO8MUMQrhi7N0qdx48aIjo5mZuxIJBKcO3cOSUlJEIvFzOf09/eHUCiETCbD1KlTsXLlSvz7779aB5+Kiorw559/4uOPP9aYyVanTh3weDzExcWhcePGJvebIh3yWlAPFACwggZRVNQbU3uGVD9yuRzx8XEaI0Aa58lkiL8Xh95v9y+XonGNGzfGuHHj8Mknn+DKlSus965du8YkHJTatGmDJk2a4NSpU2jfvr1B9wgMDEROTg62bNmC4cOHw83NTedD+OrVqygsLMTIkSOZY7169dJaMFK1sJ2NjQ3q16+Pp0+fGtQnbWJiYpCXl4cZM2awjtevX5/5s0wmwz///IO4uDgIhUIIhUIIBAJkZmYygYml+paXl8cUZzOVr68vvvrqK3z00Uc4ceIEnJ2dER0djcaNG6OwsJA5b8WKFawRpgEDBmDo0KHo37+/1vXl27ZtQ7t27bQWAnZ2doZcLodIJDK7SBwh+ri6uqJTp06sY87OzswvDpMmTYK9vT1+//132NvbY82aNcwyNm3XGnJNSEgIVq1aBS6Xi5o1a+L48eMWGQBMePwQDYMtU6fo0cP7CKpbT2M2RGUMvGUKBAhralySRCwWo6SkGM7OLibfVyBIR2hoM5OvrwhSqRRPnyajew/NwYOqpKrEK1wuF6tWrcKAAQMwa9YsuLm5sd4/deoUvvvuO+bednZ2GDVqFPbv32/wPTgcDgIDA7F161YEBASgXr16sLOzQ61atbSeHx0djZ9//pl57eTkhIEDB2oUU23dujUrRggJCTFrl0SpVIojR45g06ZNTMIBYMcrAHD79m2cPn0a6enpkEqlsLOzQ1xcHCu5Yom+WSJeAYBvvvkGvXr1Qvv27dG8eXOcP3+eWa1SVFQEGxsbtG/fHnFxccznXrBgAZo0aYKvvvoKK1as0Ghz7969EIlEmDhxosZ7HA4Hjo6OrFnPpqDkCnltqAcKqn9+U2rPkOqptLQUUqnUoHOlUikkEkm5TRtetmwZGjRogD179rCOP3/+HE5OTkxxMiUfHx88f/7c4PZDQ0Px119/4dtvv8WsWbMQEhKCqVOnap1hkpGRAVdXV1awAID14FdSH6GwsrJilhqZ4sWLF3B0dISLi/aAXiKRoHv37nj+/Dn69+8PT09P5u8kNzeX1UdL9I3P55v9wAcUI2kDBgzApUuXIJFIsGzZMgwfPhzu7q8KRapP3X3nnXfg5OSE8+fPayRX0tPTceTIEWzZskXr/XJzc8Hlcmn5Lil3jRo1wq5du1jH6taty5qSP3r0aIwePdqgaw25RluNFnMVFxejqKgQwY0sM0v71q0b6PlWn7JPtBBtuxAp5eQI4eZmXJI1NfUp/AO0/zJrKIGg6i8LevIkEbVq1a7ydWGqUrzSu3dvdOzYEYsWLWLV9ygoKEBeXp7GbCVj4xVAUeB96dKlaNu2LRwcHDB06FAsXbpUIzYoKChAfn4+q9YbUDHxSn5+PoqLi/UWtF+/fj2WLl2KoUOHIjAwEHZ2drCxsdGIKywVr6jOmjFVq1at8PjxY5w8eRIZGRkYO3Ysrly5gqtXrzLJm5o1a7Ku8fLyQp8+fZilW+q2bduGt956S2uCTCaTIT8//83ZLYgQc1TWFFhCDGFtrSi0Z0jAwuPxynV5hb+/P6ZPn45Fixbh448/Zh3Pz89Hbm4u6xfllJQUZrosAINGqAYPHozBgwejsLAQ+/fvx/jx4xEYGMiq3A4odonLyclBYWEhk9SRy+VITy+fddyqfHx8UFBQgKysLK0zZa5evYrz58/jxYsXzIjZ+fPnsXLlSqPvZch3Fhoaivv37xvdtjbBwcFMQbn8/HzcuHGDVYhWnVwuh1Qq1Sj2CygK7drb22PYsGFar71//z5CQ0NZO54QQnRLSlIsk/Q2MhmgLamRlfUCHHDgYUIRWVPoW4JdVFQIOzs7o2cxPE1OQq1aptdbUf6CX9W3No6/F4ewsOZln1jJqlK8AigK1Ldt25Y1q9bR0RF8Ph/Pnj1jnZuSkgJ//1fL0gz5t1i/fn38/vvvkMvluHbtGsaNG4fi4mJWMkd5T1dXV6SlpbGOq78uD87OznB0dERycrLOc9asWYONGzeyvqe1a9cafS9D45XffvvN6La1cXNzY+1cqPz71hdTSCQSrfHK48ePcfbsWY2aLUoPHz6ETCbT2JjAWBTtkDeGTVAQnAcMoMQKqXI4HA4aNQoBh6P/RzKHy0WjxiHlMsVW1cKFCyEUClnTW9u2bQtvb2/8+OOPzLF///0Xjx49wttvv80cc3Nz0zvDIjY2lkmOODg4YPjw4XB1ddUIggDFDkZ8Ph/btm1jju3Zswc5OTnmfDyDREZGwtPTk5UsUQZXgGL0jsPhMIXT5HI5aztjY5T1nQGKEbqYmBij2z5y5AhrR70bN25ALn+1Tn7ZsmVwcnLC2LFjAbxKtqj66aefUFhYiO7du2u0/8svv2DkyJE6C+ueOXNGa40cQoh29+7Gwte3JkoTEw0uwq9MauRu2QzBrJnMNbf+u4GmzVsaXdDf1A0AtO1CpJQpEJg0e+RpcjJq1Q40+jql7KwXFZZcMlVpaSnSn6eZPUOnIlS1eKV169YYMmSIRjH+vn37YuvWrSh9+e8xLy8PO3fuRL9+/Zhzynr2FhYW4sKFCwAUn7tNmzZo37691ngFUDynf/nlFybx9OLFC4N28jMXl8vF4MGD8f3330MkEjHHVZd3l5aWsp79u3fvLrOgtzaGxCs9evSAUCg0ujBsamoq5s6diydPngAAEhMTmQLEAHDhwgX8/fffmDNnDnPs7NmzrM+VlJSEv//+m7Wzo9Ivv/wCb29v1r8BVWfOnEG9evW01skxBs1cIYSQKqBV67a4e/eO/pPkcrRq1Vb/ORbg5uaGhQsXYt68ecysDScnJ/zwww8YNWoULl26BFdXV+zbtw8LFy5kZfnfeustfPPNN0hOToa9vb3GtsIikQiDBw9Go0aNUKtWLVy6dInZYlmds7Mz1qxZg8mTJ+Ps2bOwsbHB5cuX4eXlVe4zIRwcHLB792688847uHTpEkJCQnDt2jWMHj0arVu3RocOHdC0aVN06NABXbt2xfXr1zV2FjFUWd8ZAIwZMwYLFy7E9evX0apVKwCvtlbMysoCoJj26+XlhQEDBjBrqI8fP45Tp04xuxxdvHgRkydPRtu2bXHnzh08evQIBw8eZKbBcjgcfPzxx7CxsUFwcDASEhJw7tw5rFu3jlUMD1AENQ8fPsQff/yh9XM9f/4cZ86cwU8//WTS90LIm+hZagoim7Ywqgi/rq2VbW1tEWhlbVRb5mwAwFqCzeWCqzK9PjNTAC8v45IrRUVFAMBsJ2sKgSDD6FlAFS0x4RHqBNWrNjP8qlK8AijqhDVqxK5RtHLlSoSHh6NVq1Zo164d/v33X3h7e2PevHnMOT169MCyZcswbtw4eHl5aWwrzOFwsGDBAkilUmansBMnTjAF6tV99dVX6NChA9q1a4fmzZvj33//Rc2aNSvk71VZnyQkJAQ9evRAeno68vPzmUGZ6dOnY8aMGbhw4QJycnJw7tw5k4o8l/WdAYqlOgMGDMBvv/2GVatWAVAsEf7iiy8AAJmZmfj3339RXFyMOnXqMNtUJyUlYd26dcwy8cLCQgwYMACtW7dGUVERDh06hGXLlmHgwIHMvf7991989NFHaN26NcRiMf7++29ERERg0aJFrD5JpVLs2LED7733ns7ZVL///jumTJli9HeijpIr5I2hPmVW37pgQiqadw0f9Ok3CIcPHQA4HMhVtpLjcLmAXI4+/QbBu4aPxe89c+ZMBAQEsI5Nnz4dHA6HFdS+8847aN26NU6cOAGxWIw5c+agadOmrOtWrlyJyMhIPHz4kBkxUtWhQwfcvn0bp06dQmpqKt5++2307NmTedgtXLiQSR4AwIQJE9CmTRucOXMGPj4++P777xEcHMyqEbJkyRKNWiBTp05lTf9Vb3fkyJEaAc+XX36JsLAw5nW3bt2QmJiIY8eOQSQSYdq0aUzRVmtra2YUJT09Hf369UO7du2wbds2eHq+GiU1pG9lfWcA4OLigk8++QSrV69mtmhU3VpxzZo1zLmqs0iio6OxZMkS5vX06dMRGRmJc+fOITIyEr169YKTkxPr2vPnz+PChQuIjY1F165dsX37dq1rublcLjZt2qS1yC2gCPbGjRtn9PaLhLypcnKEkEolqJmTi0IdRfi1xS666sp16hxhdEF/XYkaQ9gEBYE/Zw6Ea9YAUimE69bC2t8fNkFByMzMQJMmYWU3oiLl6RME1Kpt1DXqMjLSzZr5UhHi78WhbbuOld0Ng1VmvNK1a1eNpbr16tXDn3/+iSdPnjAF8mvWrIm4uDgcPnwYaWlp6NevH3r16sX6xbpNmza4desWzp8/j7y8PI2lY/b29jh37hwuX76MW7duwcXFBVu2bGHqqPTp04f1/AsKCsK9e/cQFRUFDoeDOXPm4Ntvv2XNdBk0aBBrlx8A6NSpE+u5rd5uSEiIRnHWd999F2KxmHnt6emJK1eu4NSpU3j06BHq1avHmr3x+eefo1u3bvjvv//A5/Px008/4ciRI2jQoIFRfSvrO1NatmwZunXrhgULFsDNzQ08Hg8+Pop/DwsXLmTOU/27jI6OxtChQ5mdekJCQhATE4PDhw+jtLRUo9i+8j7jx49nZrDMnj1bYyAIALKysjBr1iyNXR6Vrly5gqSkJIskVzhy1bk0b4C8vDy4uroiNzdXZ6FC8vpRH4nhz5kD4bp1tDUzMUl5/hwRZKTj+vUriL8XB6lUCh6Ph0aNQ9CqVdtyCVSqunv37qFBgwZMQPT3339j4MCBSExMRGBgYOV2roKVlJTghx9+wIcffmhQ/QCpVIotW7YwW2dXtE2bNmHYsGGsZBMxHMUrb56LF84iLvY2RjUOg3D1akAmY8Uo+maViBMTtdaVEycmQjBrpuEzV4w8X50oKgq5WzYzr10nT4HzgAHYuWMrhg4bBTs7w2ehnDxxBHXrNUBQkOnT9Hf/+Rv69BkI5yr6/6GS4mL8vms73ps4pVyW0FC8UnGEQiHy8/OZwars7Gw0adIE8+bNK3Pb99fR3r170ahRI42ZLbocOHAArVq10hjsqwgnT56Eo6MjOnToYHZbNHPlNUQzMjSpj8QUnT332m7NTH//1Zt3DR+83WcAer/dH6WlpbC2ti73NctVWUJCAoYMGYKOHTsiOzsbhw8fxooVK964xAoA2NraYtasWQafz+PxKi2xAoCZ6kuIOeLTinEjqRCtghwQ7GtX2d0pVw8exKOOVw3F4I9MBvB44M+ZyzzLC2NidMYuurZWNragf1nnlxVjaJtFI5PJUCIWG5VYAYDUlKfoEqFZ68lQym3gnSywLWx5efToAeo3aFgtn/MUr7DJ5XK8/fbbaNy4MRwdHXHs2DE0atTIIrMhqiN9hfK1GTRoUDn1pGzaarSYipIr1Zy2pS6mrpXV1t7rQv1hbx8ejuJrV1+7rZnN/fsnVQeHw9HYgvhN1K9fP4SEhODMmTPg8XhYsWIFGjZsWNndIoRUgPi0Yoz88QnEEjlsrDj488PA1zbBIpPJIMzORjdHt1cJFKkUMqEQgOL5nh918NUFVlYGxy66Ei/Gnm9IjKEtOZOdnWX0FswikWLJgTnPQZEoDy7OLlX6F/74+DhERFruF7vKQPGKgru7Oy5fvowTJ05AIBBg7Nix6NKlS5X+90csj5Ir1Zi2h5w5a2Vf51/MtT3srf39X7utmc35+yekqqpTpw7V7SDkDXQjqRBiiWL1ulgix/XEwtc2uZKamgIulwuf1q0h+ON3jcGfkrg4QCJhzncaOLDCn++GxhjqyZkXmQJ4e3sbda+nyU9Qq7Z5P/cFGenwNqFoZ0UpLCxAQUEBvLyM+25I1eXo6FipMzBI5aseZamJVtoecswMDcDoGRn6ttB7Hahvxfw6bs1szt8/IYQQUpW0CnKAjZVi1NfGioNWQQ6V3KPyc+fWTfj6+jGDQa6TpzCDXLdv38aYH35At/Pn8f7Nm7hdUACHiEgAwO3btzF48GA0adIEgwYNwvXr15k2+/fvj8DAQNSpUwdhjRrho/79IYqPN7mPpsYYAkEGPI3cKSg5OQm1A81Mrggy4O1ddWt/PLgfj4YNG5V9IiGk2qDkSjWm7SGn7aFsTnukejHn758QQgipSoJ97fDnh4FY2LfGa70kCFAkE0JCFbuvqQ7+SCQS9OjRA807dMD/9uzFhPcn4UtRPni1azPvNW3aFHv27MHEiRMxY8YMSKVSAEBaWho+//xzHP/1V6z09sK5M2ewesgQiBMTTeqjqTFGZqYA3kbMzpDL5UhLewY/P/+yT9ZDMXOl6iZX4uPj0KhxSGV3gxBiQbQsqBrTVXTM2LW1+tp7XWuwvM5M/fsnhBBCqppgX7vXOqkCKHYCKy4uQh0bO4iiolgxV0ZGBnJycvDZZ5+By+Wi6VtvYcjy5eByuXj27BnrvcaNG+Ptt99mbTPv7e0N35wc2Do4wNfODpBJzVoybEqMkZ2dBb67R9knviQUZsPVxRU8Hs/Y7rFkZWfB3Yj7ViRRXh5kUqnRtWgIIVUbJVeqOUv/Iq3a3utcg4UQQgghpCq4G3sbjrZ2yJ43VyPm8vPzQ/fu3fHOO+9g8ODBaN26NYKDgwFA73tKEydOhL21NbIzMhDs7ISxdeuCy3fTSOKUF7FYDB6PZ1Si5GnyE9Qyc0lQSXExrK2szU7QlJf4+LsIbmTYFrWEkOqDlgURnV73GiyEEEIIIZUtPv4uAmzstMZcHA4Hhw8fxscff4zk5GRMnjwZXbp0gUgk0vue0sqVKxFz/jxO7d8Pl8A6+NXbG8J165C7ZTMEs2aavETIUC9eCODlaVzB1uTkJNSuHWjWfQWZGfDyrrrFbB/cv4uGwZRcIeR1Q8kVolNZNVjECQkQRUWV+4OZEEIIIeR1JRCko0Xb9jpjLg6Hg4iICCxevJjZln7nzp1lvgcolgUFBgaiTb9+mPXFF9hz4mSFDpxlCgTwMmKnILlcbpFCtIKMDNSoojsFZWdnwdraBs7OzpXdFUKIhdGyIKKTrpouAC0ZIoQQQggxV2amAADg27wFxFpirrS0NPz444+YPXs2+Hw+0tPTkZycDAcHB73vqZPL5YiOjoZ/7dqKJI7aVs/l9vkEGahbv4FR53t6erHqxphCIEhHaGgzs9ooL/fj7yK4Mc1aIeR1RMkVopeumi7algxRcoUQQgghRMGQTQFu3riGGi93tNEWc3l5ecHOzg4NGjQAj8dDbm4u3nnnHYwcORIcDkfne0rKmiu5OTmo4eODv/btg7ezs9aBs/IgyMxAuw6dDT5fsSTIvHorgGIb5qq4LEgul+Phg3gMGzGmsrtCCCkHlFwhJmGWDL0c+ajI4miEEEIIIVWZoTN8nyQloE3bDjrbsba2xqeffopPP/0UGRkZcHd3h7Vy+RCg971Dhw5B9PAhsr78Ak5yOfiOjvB2di63XQXVk0lyuRwFBQVwdHQ0uI3k5CREdu1pVj+kUikkEglsbW3Naqc8ZAoy4OTsAnt7zdlFhJDqj5IrxCiqD07lkiEu3w3CdetoiRAhhJBqSyAQwN7eXqMOglgsRnZ2tsb5Xl5eBu1EkpOTAycnJ1hZUcj1JjFkhq9UKoVIlIfQsGYGtamvhoi293x9feF09SoclAmXcpxprC2ZVOLpCWdnZ3A4HIPakEqlyBEKzd4+OTvrBTw8PM1qo7zEx8ehUeOQyu4GIaScUEHbaqiyCskqH5zKCvMA4DxgAGTCHNpViBBCSLVTVFSEn376Cc2bN4evry8WLlyocc7Zs2fh6+uLZs2asf5LSkrS2/bhw4dRu3Zt+Pr6wtXVFXPnzoVMJiuvj0KqEHFCAqRZLwBlQk1HbZP4e3FwcHQs18RbWZsTWIq2ZJIgMwNeXoYvzUl/ngYfXz+DkzG6KAriVs0lQY8fPUS9eobXoCGEVC80jFLNVGYhWV2jMOpLhMq7OBohhBBiCbGxsbh27Rq2bduGDz/8UO+56enpBrf76NEjDB48GCtWrMDMmTNx+/ZtdOvWDd7e3vjkk0/M7TapwlhxmpUVnIYMgUNEpNZY7W7cHYvUF9HXl5K4OPDnzIVMKCxz6bYhNWJ00RYLZmakGZTkUN43kQeLfB8ZGemoZeZWztqY8/0AQFbWC3h51zBquZK59ySEVCxKrlQzlVlIVlcSRd+uQoQQQkhV1aZNG7Rp08agc0tKSiCRSAyqH/HTTz+hZs2amDNnDgCgRYsWeP/99/H9999TcuU1x4rTJBLwPDx1xkXPn6fh3S6jNY5b4hdqYwbjxAkJKIyJQf7BA4BUClhZwXvDRqPurS0WzIy7hcA6+ttQ7WdC0yboW9v8GFIgSEfr1u3MbkeVJQY3PTw80afvwAq9JyGkYtGyoGqmoqZ3aqN8cLpOnqLxA94mKAjOAwbQD31CCCGvJT6fD3d3d9SpUwe//PKL3nOvXr2Kjh07so6Fh4cjJSXFqBkwpPoxNE4TCoWQyaTw9fVjHVdfgm3qEnBtg3HaKO+Xv2+vIrECABIJCmOijb6neiyY9SITHh5eBvVTwuWixMoKtmYueZfL5RCJRHBSq51kLkO/T304HI5BdZoseU9CSMWimSvVTGXPEimvCvOEEEJIVeTi4oIdO3bg3XffhZWVFXbs2IFJkybByckJ7777rtZrMjMz0aJFC9YxLy/FL5kCgQA+Pj4a15SUlKCkpIR5nZeXZ8FPQSqKoXHafzevwcPTS6O+iCkzlLXNdDF0yTbrfqptPnoEcWKiyTGfRCKBTC5n7V6kjbKfLxwd4CXKN3vQUCTKg4uzi9l1W9RVxhJ4WnZPSPVDyZVqiBIchBBCSMVQXzo0ceJEHDt2DD/++KPO5AqHw4FEImEdU77WNXK9cuVKLFu2zEK9JpVJW5ymngBJePwQYU2ba1yr7xdqbUkUcUKCYpMBiYS1nMfQJA/rfqr9vX0bglkzTV6KYuiOPcp+xv97Ag0aNDQ7vhVkpMNbz65KpjC2do2lVPaAKiHEeJRcIa89KgZGCCHEkurVq4dr167pfL9mzZrIyMhgHVO+9vPz03YJFi5ciNmzZzOv8/LyEBAQYIHevr7i04pxI6kQrYIcEOxrV9nd0Um9dobH2nXIy8vVugWzrl+oddXfKIyJUSRWAGY5j/IaQwbjVO/H5fNRdPYsii9eULxpRm2/zEwBvLy8DTrXJigI6eet0bG1YfWP9Hl+Px4uwhyzZt2oKqvuSXnHmDSgSkj1QskVYnFVKZlBxcAIIYSYQy6XaywxuHr1KurUebWriVgsRnZ2Nry8vMDj8RAeHo6NGzdCIpEw2+weP34cISEh4PP5Wu9ja2tr1C4ib7r4tGKM/PEJxBI5bKw4+PPDwCqbYFFf6vPg8kXY2NjCwUF7cWRtv1DrXC5kgdUvqvez9vdH8bWrZi9FEQgy4B9Qy6Bzi4uLIZPKdH4fQNmxpbIob+r9WIQmPYVg336LxHzq33vKuXO4cP48cnNz0djTEw13/8mKMYWOjjh+/Dhyc3PRtGlThIeHK9opKcH69esxb948jdlrBQUFiIqKQmZmJho1aoQePXpYfFkTIaRiUEHbN4Q4IQGiqCiTC6MZcx9LFGKzFCoGRgghRBe5XI709HSkp6ejtLQUhYWFSE9PR1ZWFnPOBx98gE2bNiEuLg6xsbGYPn06YmJisHDhQuac06dPw9fXF48ePQIATJ48GQAwadIk3L17F7/88gu2b9+OxYsXV+wHfI3dSCqEWCIHAIglclxPLKzkHummXuT2obQUAQYmHnS1oUx6OEREAi8TeLCyUrw2g77NC/RRjzMzMzPg7WXY8pyUp8kIqKX7+ygrtlQtyptnZweXomKLxXyq3/s/mZlo9tFH2Lt3Lx4+fIjlK1di/KXLihNLS7F782bUq1ePeX/p0qXo27cvAKCoqAgLFy5Eqdryq5KSErRo0QK//vornjx5gunTp2PKlClm95sQUjlo5sobwNTZG6bMQKnMraK1oWJghBBCdCkqKkKzZs2Y18+ePcORI0cQHByMmJgYAIpaKF9//TV+/vlniMViNGnSBFevXkXLli2Z62xtbVGjRg1mloqXlxfOnDmDBQsW4O2334a3tzd++eUXDBs2rCI/3mutVZADbKw4zMyVVkEOld0lndSX+qT/vRd9OnXROK/gzBkUnTsH+/BwOL6c8aCrDdWlP94bNlq0LoexS1G0xZl5ublwcXU16PqnyUl6t2wuK7ZUvi/m8cCTycCVyy0W8ym/94QDBzB70SLs/vFH9J8wAQAgTkzEsXHjAADpUimmfPcd9u3fj969ezPXX758WW/7T548gUAgwIMHDwAA7777LkaNGmV2vwkhlYOSK9WAuctsTK08b0pCpqolM6gYGCGEEF0cHBzK3BrZ09MTa9as0XtOZGSkRjuNGzfG33//bXYfiXbBvnb488NAXE+s+jVXgFcJi+zsLEgkUtQOrMN6v+DMGQi/XgUATM0TbQkWbXGMTVAQIJczMzVsgoJ0xo7lsXRbPc7M+e8/2NvbG7y0JSXlKTqF655xU1ZsqXw/x94O/MIiOA0ZAoeISMvFfHI5on7bgWB7e7SIOghxRATzd9Frxw6UxMYiKjYWYbl5rMQKALRr105v0w0bNsSQIUMwcuRINGzYEDExMViyZIll+k0IqXCUXKniLFEzxJSEh6kzUKpiMoOKgRFCCCGvn2BfuyqfVFEXF3sbLq4uzCwnpaJz59ivz57VSK7ooh4r8mfPgfCbdRqxY3nUoRMnJECc8BjgcgGZDLC2hsjPF155hv295Ofnw9raSm+9obJiS+X7T8+cRoBfTbi91VtHS6YpiYtDZmER/B3sNWJiZYyZcfo0alpbG11IVyaTQSwWIz09HZ6ensjOzmZtyU4IqV4ouVLFWWKZjSEJD/WRDHNmoFAygxBCCCFE08OH91G/frDGcfvw8Fe79Lx8rU7XrBP1WLHo3DmtsaOll26ztoEGAC4X/DlzEW/FhZeB9VaePn2CWrXrlHleWbGlTVAQcu/HIbRxE4Puawzb0FC429sjPeuF1phYnJAA2+hopKSmGL199fHjx3H9+nXExcWBw+HgyZMnCA4OxtixY2FnV70Sh4QQSq5UeaYkObQ9fPU9lHSNZFS1GSiEEEIIIdWVWCxGvigPjRuHaLynnKVSdPas1por+madqMeK9uHhWnf8sfTS7ZK4uFeJFQCQyVD6+BEya3ghtGkzg9pIfpKExk00vw9TCAQZ8PI2LKljDJugILy7aROWd+2KxDFj4a8SE8fFxaF2QgK6ebhjeVwcbggE6KqStIqLi0NIiO7PV1JSAhsbG2YJla2tLUpLSyGTySz+OQgh5Y+SK1WcsUkOU6Z86hrJoBkohBBCCCGW8SQpARwOF55e3swx1QExRy1JFSX1WC3vjz/gMnIkE6upx4rW/v7ai99acODMNjT01XIgFZmZAnh5euu4ii0tLRU9epq/jEcqlUIikZTbdub1O3fG9z/8gN7jxmHIoUOoVasW7t27h+zsbBzftg3+Li74okljjLh2He/s2IHA69eZ96Ojo5l21q5dyywJc3BwwLhx4zBjxgwMHDgQTZs2xf79+zFs2DA4OFTdAs2EEN0ouVINGJPkMGXKZ1UrQksIIYQQ8joRJyTgv5PH4e3qxsxS0DYgBrlc69IfVqwGRdHb4qtX4L1ho9YBMX3Fby21Y6RNUBD4n8xXFOKVywErK9iFd4E4+gRsDVjSkpMjhJOTk0b9GVNkZ72Ah4en2e3oM2nSJHTt2hWHDh2CSCTC2LFj0a9fP3C5XHiv34CpsbHo5+KC47dvs94HADs7O8yfPx/5+flMe6WlpXB1dcXt27fx119/QSAQYMmSJRg8eHC5fg5CSPmplsmVzMxMXLhwAQ4ODggPD6c1iSpMSZTQEiDtyqOiPiGEEFJe4tOKcSOpeuye8yYRJyQgY/YsPG/ZFM1v3YY4orvWGiiF0dHI/ztK6+xjZayW8/NPEN++rbhGIkFhTLTFYxRjZkE7hoezZsmIXF3A57sbdJ/k5CTUNqDeiiEEggx4l8OSIHV169bFzJkzNY4rk1aNADSK1Nz5yM7ODqtWrdLaJp/Px5QpUyzcU0JIZah2yZV169bh888/R6dOneDg4IAFCxYgKioKAQEBld21KsHURAktAWIrj4r6hBBCSHmJTyvGyB+fQCyRw8aKgz8/DKQESxVREheHXGsrgAP4ZWYxs4rVB8TAgUayRTWeswkKgk39+q+SKyYwZODI2FnQqjFk5v178PY2bEnQ0+QnaNWqrXEfQIeMjHTUqh1okbYIIcRU1Sq5sn//fsyfPx8nTpxA165dAQCPHj1CqfIBQABU/URJdZgRYumK+oQQQkh5upFUCLFEDgAQS+S4nlhIyZUqwjY0FE+9vWAllcH+5WtAc0AMAPKjXs5csbJCftRBRcFYlUEeh4hI5B98edzKCg4RmrMkdCk4cwbCtWsAqVSxZfOcOZAJc/QvQTJyuXimIMOgnYLkcjnS05+jho+vwW3rIxCko3XrdjrfL+/YszrEtoSQ8letkiurVq3C4MGDmcQKANSvX78Se1T9VfTDoLrMCKE6NIQQQqqTVkEOsLHiMDNXWgVRQcyqwiYoCPy+fRGU8hTeYyfqrY2iTLZIs14gf+9exUG1zQa8N2x8lZCRy5GzbRvAARwiImETFKQ1thMnJEC4ZvWr4rOlpRCueZVo0bYEyZTl4pmZAq27Ial78SITHu4e4HK5Breti1wuh0gkgpOzs9b3yzv2rC6xLSGk/FWb5EpRURFu3LiBSZMm4cGDB7h16xb8/PzQrl07WFtb67yupKQEJSUlzOu8vLyK6G61UBkPg+oyI4Tq0BBCCKlOgn3t8OeHgbieSDVXqiIRj4tGPd7SGU+oJkScBwyAODHx1SwWtUEeZZKl4MwZVsIk/+BB8OfMhfCbdRqxXUlcHHtXHw5HkVgBtMZjps6Czk5/DqvzFyAOC9N7/dPkJNQOtEy9FZEoDy7OLkyhYHXlHXtWl9iWEFL+qk1yJSsrCzKZDIcOHcLq1avRvHlz3Lx5E1ZWVjh27BgCAwO1Xrdy5UosW7asYjtbTVTGw6A6zQip6surCCGEEFXBvnavRVLldSzMm5ryFJFde2p9jzXYZWUFp4ED4RARqXeQR2MmCgBIJCg6d05rbMeKv7hcOI8bD9Gunax4TJyQgMKYGGYWjK6di3QR3b8PPH8O0eHjEJUxaJf8JAmdu3TV+p6270dfPwQZ6fCuoXspUnnHntUptiWElK9qk1xR7giUnJyMuLg42NraorS0FB06dMDs2bOxf/9+rdctXLgQs2fPZl7n5eVR8duXyvthoO1hSDNCCCGEEKLL61iYNydHCEdHJ50zrVmDXRIJ8vfuRX5UFLzXb4DzgAG6r1FNrACAlRXsw8NRfO0qk0Th8vkAtMdf9i1bspYXCWbNVNRyAZB/4ICiTakUsLJitnzWJ/2/m3DLL1C80DNoJ5PJkJWdBU9PL73tAYbNslbsFOSjs43yjj0ptiWEKFWb5Iqnpyf4fD7eeust2NraAgCsra3Rq1cv7Nq1S+d1tra2zPmvC0vVSSnPh4G+hyHNCCGEEEKINq9jYd4nSYkIrPOq9olqDCdOSIA06wVgZcUkNgCUOaNYfSaKfdeucB446OX5cqaeinDdWlj7+7/abUjH0h9RVBT7/solQ4DBWz5n8zhwKyhkXisTO+oy0p/Dx8dX5zIeVYbMshZkpKN+g2C97ZR37EmxLSEEqEbJFQDo378/4uLiWMfi4uJ0Lgl6HVm6Tkp5PQxo/aluVFGeEEII0a6qF+YVi8WwsrLSWohVIpEgJycHLrm5KImLAzc4GEUeHnj4IB5hzVoi7do1vPhsMSCRwN7WFn7z5yNhxQpFUoPLhW/Hjii5cYPZIUjfjGJ9A2QyYY7eeira2IaGshM8XK7mzBjoj2FeCLNRQyW5IhMKtd4rOTnJ4G2TDZllnZWdBXd3D4PaI4SQ8lStkivLly9Hu3btMGrUKHTs2BFXrlzB8ePHcerUqcruWoWpLkkLY5YcvUnJBvVtEKmiPCGEEPJKVS3M+/jxY4wbNw43btyAg4MDhg0bhlWrVsHV1ZU557vvvsPs2bOxr2MHtHFxwbU8ET6Ij8fEiWMx4f0pKC0pgePL2RoTAmtjXswZRJyOhhxATmkpUmxswP9kPmRCoc6YSD1m0naOKcu+lbsQFcZEAwCs69VXxCsqWz6XNcAn5HHRsESseKHnvsnJSXirV98y+8T0S0sSSfk9oGFDWFtZg8fjGdQeIYSUp2qVXKlVqxZu3bqFbdu24c6dO2jYsCHu37+PWrVqVXbXKowpD8zKSF4YuuSoonYsqgoJHG3bIFbV5BghhBBiLlML01bFwrwzZ85Es2bNEB0dDYlEgt9//x3Xrl1D9+7dmRjjly1bMKZbN/x1/z7ahIWitYszLm36HvfsbRAY1BBH9u3DDw72TMzjFBGBO9euIruoCE3/PQ3IZJAJhTrrrBgaMyljsMLoaKDslTes61Tbs/b3Z8VxIuXuRYBGDCOXy1Ekk6HWmrV6Yz+JRIL8/Hy4uWlfMmRIv1S/B4E7Hx79+hj+IQkhpBxVq+QKAHh7e2PhwoWV3Y1KY2ydlMrYblm1r2XdqyJm4lTmd6BKo/gcj0cV5QkhhLyWXrfCtNnZ2Rg3bhxsbGxgY2ODSZMmAXgVY9x+8QLitGdYuW4dwgYPRoFEAkd7e6Q7OSAwoBbSnmeC6+gI72++0Yjhsr/8QnGTMgbNtMVMOnf0kcuR/7ciGaIsjmts7KMex+kb4MvLy4Wri2uZsd+zZynw8/M3qh/qVL8HoZ0t+IXFZrVHCCGWUu2SK8S4OilVfRlRRWxfV1W+A/Xic/x5n1SpvwtCCCHEUixZmNbUGTCW3NJ52bJlmDp1Kg4dOoSWLVuib9++qFu3LhNj/C/1GYb61YSLRIJuPXrg3zp18P6sWTh76Sz6hkfg4qUrADRjOMfwcHiuWAmcPFVmAkQ9ZuLy3ViDR/zZcyDLyYFtaGi5xD76BvgyBRnw8vYus42nyU9QO7COWf1Q/R6ELk4IatzErPaqiqowy5oQYh5KrlRRlvoBWxHJC3NUxPZ1VeU7oK36CCGEvCksVZjW1Bkwlp4506NHD9y/fx/Xrl3D1atX0a1bN6xYsQJD2rVDCZeLQ8+f438dO0BUsyYGjhyJH374Ae/7+6OkuBguLq5627Z5uTFDWXGB+nKf0sePWQkUZumxtTX4c+aaFfuIExJQGBMDcACHiMgyd3zMzBTAy6tGme0+TU5C8xatjeqLOtV4Kj89BX7NmpvVXlVQVWZZE0LMQ8mVSlZw5gyKzp2DfXg4HMPDAVj2B2x1+IXenB2L9CWhVN+riO/AkIQYbdVHCCHkTWCpwrSmzoCx9JbOcrkcVlZWaN++Pdq3bw8nJyds2bIFI0eOxKUePVF08hSG374D9OoFAMjLy8PlSxcREFBba3uqMQNcXIzpCLPcB1ZWr3b44XBYNd1kQqHBte/UYxdxQgIEs2YyOwflHzwI7w0b9cYvmZkC1Amqp7frJSUlKC2VwMnJyfDPq4NNUBB4tWtDuv0n2Nramt1eZasqs6wJIeah5EolKjhzBsKvVwEAii9eAKCYHmrpH7Cv6y/0+pJQ2t7TVSCuvPtCCCGEvIksUZjW1Bkwlt7SeejQoejfvz86deoEkUiEXbt2Iejlc/63w4ex6ccfMWHCBOb8GTNmICbmX4wYOVqjLdWYIUcuh2SU4py069fhWL8+awci9eQHK0aUSGAdEoLSuDhALn91g5czVcqK/3TFLiVxca+2ZH55n8LoaL2JmqwXmfD09NL7HaamJCMgwHKbUGRnvYCHh6fF2qtMVWWWNSHEPJRcqURF586xX589C8fwcPoBayB9SShLJqgMmZFCIw6EEEKqIkvWHakMpsyAUX7mlUN98UIktchnX7NmDZYvX45ly5bB2toaXbp0wcqVK5GRkYF79+5hyJAhrPPHjRuHPf/7Hf7+imSCvb09XF7OUFGNGUZfuoyn/54G39oaIR07oF3HTjhy+jQA7ckPrpsbwOUqZqnweCi9e5d1X6s6deA+Z67G7jra4hhdsYttaCjA4wFSqeI9Hg/5UQeZbZmdBg5kLRWSSCQAOLCy0v9rRXJyEmrVNq/eiiqBIAPe3mUvRaoOqsNMc0JI2Si5Uonsw8OZGSvK14DpW+i9afQloSyVoDJ0RgolxAghhFQ1r8uOPcbMgCmvz1ynTh1s375d63upqanMn5WJjMC6QQgLDYW9vT0ARbJl3LhxANgxwz+dO71KYgBwnTyF+bN68qMwOlqR5FAu/5HJ2DNWADgPG65z22L1OEZn7CKXK5YZAQCHA+u6dVH68KHitUSC/L17WTsQZb3IhIdn2TNIUp4+RYeOXco8z1AZGemoVTvQYu2VpbwLzr6uM80JeZNQcqWSiBMSIBMK4fzeBJQ+eMCquQLAIlvoWbq/Va2Cub4sv6VGAAydkUIjDoQQQqoaS9cdqQ4q8zOrJjIS/Xzgr2M5smrMwOXzIVy31qCBInDAXq4jl7+aYcLhwHn8e+xYEvrjGF2xC2tZkFz+KrGiSqUtRTFb/TsFFRYWgMvjws7Ocn8XAkE6WrduZ7H29KHl34QQQ1BypRIY8gO6ope1mNvfyqIvy2+JEQBjZqTQiAMhhJCqxNJ1R6oD1c/M4wKezrwKu7dq7PbcxQkt8gt1nquMGcQJCXAaMADSnBzw3Nw0zlFNfgCK4rJM4sPKCvy58yATCnXGeGXFMdpiF9Y1quc2bQrx3buK+6u0JRBklDmD5GnyE9Sqpf8cQyhjWpuQEIhEIjg5O5vdpiFo+TchxBCUXKkEhvyA1vcw1FXZXVsCxRKJkdfpgWJsoolmpBBCCKmuLLVjT3kor1owwb52WDHUF/P/SoNUBizc8xyBXrYV8tmVsZu8tBTZzs4IaN1G63nKWITr5gbhN+tYSQyN2coqy35sgoLgvWEjCmOiAbC3SFZtVzVeMTSOUb/We/0GFMZEv0rmWFvDbdIHAKDRVmZmBlq1aqv3u5FIJGjQsJHec8qiGtMWODrAqfdb4HAqZv08Lf8mhBiCkiuVwJAf0BqjFXI5RFFR4PLdIFy3jpUsgVyuM4FiicTI6/JAMTXRRDNSCCGEVFeW2LHH0sq7FkyWSArpy7IkFbk0SBm7Pbt2Fd7iItjV09yamBWLqBaNVVKJ1XTGLXK5Ir7T1a5ajGPqrkE2QUFwiIjUSKaotyXKy4NzGdtJh4Q21fu+IVRjWqGtLdwl0jKusBwabCOEGIKSK5VBLofTy3W46qMOqlSnjDIPPWWFeIB5ACv/rHqszGJlRrDkA6Uya7e8TjNwCCGEkOrKnLoohsx4qczlUDZBQRBkpiPI2kbr+6xY5GWtFG3bKGuc+7KgLVPU9uVsEtb2ySrn5v3xB1xGjjQozimrLou+2TEFBflwcHCokBkkqjGt0MUZfvXrl/s9VdFgGyGkLJRcqWDqowMOEZFlXsN66L3ceg9SKTtZoiOBYqnEiCUeKJVdu+V1mYFDCCGEVGemJj8MnfFS2cuhkpMSEdEoBKKoKI3YyzY0FLCyelU3hcuFfUQkwAF4bm6sQTdW3MLjIf/A/lcDbIDm9skqdVKKL15A8bWrBsVahsZH2uK4TC7gVUHbIavGtEV52fALCauQ+xJCiKEouVLBTJk9of7Q48+Zq1G8TF8CxdjESHnNLqnsmSM0pZMQQgipfKYmP4yZ8VJZy6EkEgnysl6g5PPPIdaxRMdp4EDk792ruEAqRVH0aUXSRG3QTRm3iA4cQNHpfzW2XYaVFWv7ZKcBAyB+9Bji27cUxwyMtQyNj7TFcZm+3vDyKju5YqnYUhnTCrf+CHd3D5PbIYSQ8kDJlQpmyuwJQx56lpqqWJ6zSwz57OW9bIimdBJCCCGVz5TkR3XY/Sg19Sl8eFbg6BlMcoiIRH5UlO7l3i9rqihr7hXFRGsmVlQUnDkD4do1ilnNVlavZsYYMUvXkPiIy3d71d+XbWfei0XT5i30Xmfp2LKkuBjWVtbg8SpuJyhCCDEEJVcqmGqihOvmxtRMMWRUwdJJAW2JjPKcXVJWkqiylw0RQgghxPIstTOQ+owXuRzYdSG7Su2E9CQpAXUaNQGOntC7/bH3+g2K+ikHD7x6w8oKXL4bKxZyGjBAs+itkkSiaEN1uZBEApumTWFTv77eun7qMaCuwa0jR44gLi4OM995B9lr1+JgairOZ2fDtWUrjHn2DJkvBPD09AYAFBUVYceOHbh48SJ4PB5atmyJiRMnQvIytpTL5TiYnIxL778P3+bNMWXKFNRXqZty6dIl/PzzzwCAKVOmoE0b7bstCTIzKmwpEiGEGIOSK5VAWendEokEU2d66EpklHddEn1JospeNkQIIYQQy7L0zkDKGS/lveOQqZKTn6DtsNHgGTDjuCQ2lpU4cRo4EDJhDisWAsCqpcJibQ1wwK7DAkB8+zbE9+7prOunHgPyZ895tSW0WkyamJiIq1evoqRhQ/z44CF+T0nBlKA6cPLzw9KlS9GvT0/Y2toiNzcX4eHhcHV1xbBhw+Dk5ISbN28iMjISZ//4A7C2xvI7d5BdKkH3li1xPycHbdu2xd27d+Hr64tHjx7hrbfewqJFiyDLzkbPyEhcO3YM9Tt31ui/ICMDNWpQcoUQUvVQcqWSWCKRYM5MD133r8y6JFRwlhBCCHm9mLMzUGW0a46CggJwuVzY29sDxi6z4fFgXa8+rP39WbGQQ0QkHCIiURgdDWluDnhubrCuV5+pvQfg1RIj1Z2H9MSW6jFgwbGjZcaktqGhOJedjVn162FIYCC858zBSBdnnDp5DACwatUquLu74/Tp08zOQePGjUNmZiZsvLzAnzMHs/ftg3NiIvD8OfpZW+Ocnx+uXbuG/v374+eff8bo0aMxe+hQCGbPwn1PD3w3cSLWHjum0ReBIB2hoc2M+JshhJCKQcmVSmJo/ZHCmBiAo33LZnMSNPruX1l1SajgLCGEkIomk8lw9OhRHD9+HJ07d8bQoUM1zrl//z6OHDmCzMxMNGrUCMOGDYOtra3ONh88eIDvvvtO4/hnn332xo24l1edlKpYfyU5OQm1a9cx6FxxQgKE69a9mnUilUK4bi2812/QiIXECQnI/zuKPZgWHs60pTxfJi6BaPt25jiXz9d6b/Udi8RxcWXWabEJCkL3MWOw98QJNBr6Lhz5fAjS0+BX0x8AcPLkSXz00UcaWzJ7eXkxn9VZZfaNsKAAyU+folmzZgCA+Ph4vPPOO0xs29TVFf8KMrXGtgIBLQsihFRNlFypJAbVH5k1k3nw5R88CO8NG1nrYrl8vskzPSydyLB0FfjKuDchhJA3y/3799GnTx80aNAAd+/ehUwm00iufP7559i/fz969uwJLy8vrF+/Hl9++SUuXboEDw/tu5WkpKRg06ZNGgkWfQmZ11V5bYtc2dsta5OclIgmofq3B1bGLNKsF5pLfV4OlDkPGMCKZ8oaTFPGTqKoKFZzMqFQ477KWEl9xyKnIUPA8/DUG0st+eYbtPznH+z7+28sWr8eLZqHYeTIUQCAvLw8eHp6MucuX74cN2/eBAB8M2gQbFQ+a5FUivf/u4Ulc+eiVq1aAACRSARHR0dm8M+Bx4NIKtWIbaVSKSQSyRv5/yVCSNVHyZVKVGb9kZeJFQCARMJUkGetk9WyLbMl7m+MyixEa8i9KflCCCFEGz6fj3///ReBgYFo166d1nPeffddLFu2jBmR//jjj1GvXj1s2LABX3zxhd72p02bZvE+V0fltS1yZW23rI1cLsezZyno2auPznNYMYvqrj5KOgbKDF02res8bbESa8eil8uPDImR+vbti759+wIAvl71JdZv2IjIrt1Ru3ZtxMfHo1+/fgCAHj16ICwsDCNGjIBk9mzYvOyXSC7HxKQnGPrhh5jx+edMuzVq1EBGRgYz+Je/ciVqBdbR6FN21gt4eHiivFHsSAgxBSVXqij1KZuwsoJtaKgiwaIyeiETCuE8YEDldRSVW4i2rHvrSr7QQ5MQQoghS3RCQkJYrx0cHFCnTh2kp6eXee2yZctQUlKCJk2aYOjQobCxsTG5r2Wx1I48xDTZWS/gxufr3R6YFbNIJLBp2gw29euxaqjoKn6r3F0IHI23Nc5Tn5WsLVZyHjDA6BnMf/zxB/r27QsXFxcAihIvz58r/n8wYcIEzJo1C/3790dwcDDat28PAODxeLCpVQve6zcg/dIljFuzBqM++ggff/wxq+2IiAj8+eef+PDDD2EVGIhDDx5g/PjxGn0QCDLgXc5Lgmj3SkKIqSi5UkXZBAXBe8NGFMZEA1CruVJORV9NTThUZiHasu6tLaCw1E5NhBBC3jx3797F1atXMXXqVL3n1a9fHyUlJbCyssLSpUvx5Zdf4ty5c6ylE6pKSkpQUlLCvM7LyzO4T1V155zyUhUTSU+eJCIwUDOWUI2tuG5u7Pdu34L43l2mhoo4IQGiqCjtcZhcztRdyT94EE4DB2qdbaJtVrKuWMnQGcyy/HyIoqKQl5yMkJAQBAUFQSqVomXzECxatAgAMGLECDx8+BBt2rRBcHAwPD09kZSUhIEDB8Lb2xs2Dg74dMkSJKSkIDo6GtHRivh22rRp6N69O4Z36oTNa9YgNDgYHBsb2NvbY+TIkRp9ychIR63agWX22Ry0eyUhxFSUXKnClFs2l8TFsY6VVavFklszG9rPyipEW9a9tQUU6rN/6KFJCCHEEFlZWXjnnXfQtWtXrb/4KTVt2hSxsbFMXYj58+cjNDQUn376KbZs2aL1mpUrV2LZsmUm9asq7pxTXgxNJKknYMo7IfMkKRFdIrqxjqnHVk7aZhobOPCjPuslf+9e5EdFGRSvmROn9QgJQeD//ofcLZvR19oag7Zswc2bNyGu6Qe4OWPAwEHMuUuWLMGMGTNw8+ZNcLlcNG7cmDU7bNq0aXjnnXdY7devXx/ihAQULP4UBxvUx3WRCPxp0xExdCisrKyY71EZ2woE6Wjdup3GcUvGcbR7JSHEVJRcqcJ0JTx0jTSYkyApjIkxKOGg60GmrU8VtfRG38iLzoCCHpqEEEKMkJOTg549e8LDwwN79+4Fl8vVea6XlxfrtaOjIwYOHIjjx4/rvGbhwoWYPXs28zovLw8BAQEG9a0q7pxjacrkSEZeaZmJJPUEzIohvli093m5zeyRSqUQCrPh4cn+e1efAQHgVfyhZODAj/qsF+V5hTHRBsVYptbZ88vNhaOTI3O/0k3fI1Qmw0N/PzgOfkfjfD6fj27dumkcB4C2bdtqPS56WfvFmstFe1dXuDo4MImVgjNnIFy7BpBKIbe2hqhnJJycnS26dEc1XlUOappT05AQ8uYyKbkik8nwww8/YNu2bUhMTERubi4AxcjM9OnT4e/vb9FOvqmMnZZo6jRGcUIC8qMOvjrwsr6LtvMMfZCZ+9CzZGJGPaCgLZ8JIYQYIycnBz169ICNjQ2OHTsGZ2dno9soKSmBRLV4qRpbW1uTd0CpijvnWFJ8WjGG/5AEiRTgcQFrHgelUt2JJPWZPMdiReU6syftWSr8/Pw1tiFWnwHhEBEJh4hIlMTGgsvna/7yrmfgR5aTo/Xe+QcPwiEikkkKqLZniViK9Rl4PEAqBQDk2NnCL1tYxtUm3EOtEK9wzWpmu+pCLgcOUjk4HI7Flu5oFBkGmC2padk4IcRYJiVXNmzYgG+//RaffPIJPvroI+Z4cHAwvvjiC51TXolx9E1L1PbANHUao/rORE4DB2p9mBjzIDPnoVcRhcQstVMSIYSQ11teXh569uwJa2trnYmV+Ph4bNq0CZ999hlq1KiB06dPo3PnzrC2tgag2Jr5r7/+0ruUyFxVaeccdeYuyTlyKxcSxe/0kMqAvi2c0djPXmd76jN5eoc54+yD/HKb2ZOSkozAOroL0aoP5rCSH7Gxes9VYsV4qiQSFEZHM/VYlHFTaUrKq8SEObGUXM4sZ7KuVx/CdWuB0lLkODnBt3lzg5vRl+jRW4j3ZWIFAITOzqjhH6D5fZgxC5k1c1s1+UnLxgkhJjApubJ582b873//Q5s2bVjJlR49emD+/PmUXLEQXQ8bfcuFTJmRoW1kxZDz9D3IzHnoVYdCYrTbECGEVH9isZhZivPkyRMUFhZi2rRp8PPzYwp1Tpo0CdevX8eYMWOYYwDQuHFjfPjhhwCA5ORkbNq0CdOmTUONGjUQFxeHqVOnonnz5pDL5Th27Bg6d+6ML7/8suI/ZCWzSLFdtR1yPJysMLqju87Ttc3kCfSyLbeZPc1btNY568igpdxWVkyBWl07QCpjvLw//kDxxQuv3uDxFN+PStxUGB2N/IMHXiUmSkuR98cfcBk50ux6fN7rN6D4zh1Inz2Ba6PGZV5fEhcHrpsbhN+s0ztoVmYhXi4XxW/1hG+Dhqzvw5xZyBozt3k8xRZIL2eu0LJxQoixTEquJCcnI/TlDxzVKZAODg5GVbcnZdP2sNGXfDBmRobqQ085KqGt8rxqXwx9kJnz0KvqhcRoiz5CCHk9cDgcBAcHAwAWL17MHPfw8GD+PHz4cHTu3FnjWtV6KI0bN8Z3330HHx8fAMCMGTPw7rvv4vz58xCLxVi0aBGaNm1aXh+jSrNEsd0+zVyx84IQpVI5rHkc9GnmWuY1ypk88WnF2HUhG62CHPQmZMxhb28PwLiBF1MK1NoEBcFl5EgUX7vKJBz48z6Btb8/8g8eVCQFrKwUyZaXy3eUii9eQPG1qzrbV++7OCEBeX/+qXUL50J3PtyOF+j9fKxYSWU5kTGDZuqx5PVb19Gkhg/rfXOWQGnM3B40iFm2RYNnhBBTmJRcCQwMxI0bN9CpUydWcmXfvn1MkELKjyWSD6yHnpKeWStK+pI36g82U5feVPWaKNVhZg0hhJCyWVtbY9q0aXrPGTRokN73AaBWrVoa7fj4+GDIkCFm9e91YIliu8G+dtj9kWE1ZVSXIMnlqLAtqo0deNG6zMeAmEJbjJT7v/+xkgTW9eq/apvDAeRyve2r950/e86rmSZMo6/izUyBAF7e3nq/D9ZyG6kU4HKZJUrGxK2qsWTW6eNwd/fQOMfUQS9tM7dp2TghxBwmJVdmz56NsWPHYsWKFQCAM2fO4NixY9iwYQMtCaoA2h6sxmbsWQkCJUsVBLPAbI6q/HCr6jNrCCGEkKrCUsV2Dakpo74EaXQHfoVtUW3swIsylhMdOICi6NOKxAOXi4Lo0+Dy+XAMD9d9M2WyBIrddES/bn/1nkQCmVDIxIkycQlE21+9z+Xzy+x70blzrBjRrkNH1pKizMwMeHnV0GhHSdtGCfy588zafaekuBjWVtbg8Xhl9t/UmTFVNe4khFQfJiVXJk+eDLFYjJkzZ0ImkyEiIgKenp5Ys2YNxo4da+k+Ei3Up0Iam9jQOmJiRqKgOszmsFSdFHoYE0IIIWVTnUVSXktyVKkvQQJQYVtUGzrwohqLlKakvEqsAIBMBsnDhxCuWgkAWhMs6jGfTeMm7BM4HNYMYlFUFOvt0kePIFJLcqj33T48/NXSI2trjVotmZkC1KvXQOd3ob7cxj4iwuxtjQWZGfDy1p7QMeS71xUDVuXBPEJI9WNScgUApk+fjmnTpiE1NRUymQwBAQHgcrmW7Fu1Vt4FT1XbNyWxoZog0LodoJEstVRJ+Zm0bSlozPVlTXl9nWfWEEIIIZXNIoVsjaS+BKlPM1f0aeaKKw/zUJh8HiWCEsD3Ve2bp0+f4s6dO2jZsiVu3ryJbt26wc7uVR9v3rwJZ2dn1KlTB8eOHcPbb7+tEeseP34cpS9jsMjVayC7f5+JQ+RyOeLi4pCfn49mzZqBl5bGKmIrkUgQIxCgmasrPNUK4hadPQvH8HCN2EY95uPYsa9zHv8eKz5hxWdWVooZJWpbDWsbNLL299c5iJSV9QLuHp46/x7U71kUE4OiU6fMir8EGRmoUUN7cqWsQa+KqpVHmx0QQkxOrgCKQnCqBd2IQnn/ENdYGztnrsGJDW11USxB/cEGuRyiqKgyHzBMUV2+G4Tr1jEPYgAaD399yvrOq8PMGkIIIcYRCoW4f/8+6tatC+8yakCQimVsIVtzt2sGdC9B8rEvhnvkENSvXx/x8fFMgmTOnDn4559/cODAAezbtw+nT5/GunXrAAAJCQno168fLl++jPz8fPTr1w9FRUWs5AsAbN++Hfn5+Th8+DAyMzPh+XKDgGfPnmHYsGHIy8uDtbU10p89w19DhyJQpYjt6QwBpvz3HyYGBuLT4Iasdq0bNtQa26gnLkpu3FBcwOHAoX9/cG1sUHD2DGTCHCYGU8Zn0qwXyN+7V3F+GRsi6IoRS0tLweVwYGWl+1cIQ+9pDIEgHaGhzfTeU1e7FRED0mYHhBDAxOTKwIEDdb5na2uLoKAgjB49Gk2aNNF53uvMmB/i2rLcZWW+1dtXXVurK2Nv6FZ45lA+2Ax9wLDOUxY6A1hTSQ19CJb1nVOdFEIIeb0sXboUX331FSQSCfbs2YMhQ4Zg69atiIuLw4YNGyq7e288YwrZWnKWi7ZdgnzsAS6XixYtWuD48ePo3bs3MjIyEB8fj7CwMADA+vXr0bRpUwwePBgdOnTAhAkT8NVXXyEgIAA5OTk677d7924A7N0zAUXib82aNWjfvj3ECQn4oHt3bDywH+tf3g9WVvhf2jN80qABtj55gs9Hj4b0+jXm+tIHDyAX5WndrUdr4kIuR+E//7B3CVLb4lmcmIj8qCiTYiFlLJlT0w8enl5lns/EhGbcU5VAoHtZUFkqIgakQTxCCGBicsXFxQU7d+5EWFgYWrRoAQ6Hg+vXryM2NhZDhw7FmTNnsG7dOpw6dQrh+gpyvaaMWXernoSAXF5mYkJb+7oy9uKEBAhmzVQkLFQTGC9/8Juy/KYshj5gWOfJZK+26lObuWLIQ5Dr5vbqei3XUJ0UQgh5fRw+fBi//PILzp8/j1WrVjHHx48fjzp16mDRokU0k6WSGVPI1hLbNevbJWjLKDcAwJQpU/DNN9+gd+/e2LZtG9577z3s2bMHAODq6oqff/4Z7733HiZMmAAXFxeMHz/epM8OACEhIcyfS+Li4GFlBenLxIddh44o7tkTN3v3xs4vvsCljRtxzs4OHVSuL754QRHXWFkxMZw44THEiYnaExdcrsb2y9q2eDYlFlKNVxP9fOA+aLDB34Ml4i+pVAqJRAJbtaVTFdmHstAgHiEEMDG5IpFI8NVXX2HRokWs419++SXi4+Nx8eJFfPnll1i4cCEuXLhgkY5WJ4b+ENeWhFD+WfWY+vXGPCQKY2JezQR5WYleuRUe182tXKYw6nrAqM/IUT+PP2cuU/sFgNbPp2umj/CbdcxWf/w5c7V+DqqTQgghr4ejR49izpw5aNu2LWt5gpWVFYKDg3H9+nW8/fbbldhDAhi2ww9g/nbNqjNfrHkctAi0ZyVr/ntSBADo0qULpk+fjqdPn2Lnzp04f/48k1wBgB49eqBr1674+uuvce/ePaP6oE+SgwP+evYMf7RuBVhZwcrPF39EReGdd9+F19ChmCAW47dvv0UHD7Wiv1IpbNu0Rcm1q4BMhqJTp1AUEwPvDRs1aqVw+XwI163V3AkSAEpLURgdzcRVzi+XLqnTNXNaNV7NsbNFXT0zebQxN/7KznoBDz01XiqiD4a0T4N4hBCTkiunTp3Cjz/+qHF82rRpaNhQsWb0gw8+wJo1a8zrnR5yuRwlJSWwsrLSu+6zsmj7IV5WcoHJcuvIfOurl6JzKRF7lirsu3aFTd16ikK4sbE6EznmFOXStVW0tkSOvgeR3oJkXC74n8yHY3i4xgwYmVBoVH8JIYRUL3l5eXB2dgaguRwjJycH1tbWldEtYiJzt2tWnflSKpXjSkIh856NFQfNA+2Z1++//z5GjRqFli1bwsPDQ6Ot7t27Iy4uDr6+viZ+Grb79+/j3enTsfPXXxEmEiE/6iDy9+7FL+cvYMT77+Off/6BjY0NTt26hReREfBUK5gryxGytl6GRKIx81iZLFEWoeXy+Sh9/Aj5Bw8qBth0FLJV30hA14Cbarya4+wE36bNLPLdGEogyIC3iUuCKhIN4hFCTMpKiMVixMfHo127dqzj9+7dQ0lJCQBFwStPT/OyzPrMmjULGzduxMcff1wt1lYbk1zQdkxfHRN97zlERLIers4DB7F/8OuYYWLujBbV+iuiqChIs15oTeQY8yBST6II16yGtb8/TcUkhJA3TNu2bbFnzx6MHz+elVw5dOgQ7t69i1atWlVi74gpDJ3loi4+rRgZeaWw4gEStVUx3Zs4Y2o3T/jYFzPHxo0bh1OnTuHjjz82t8tlunPnDgYPHowdO3agY8eOim2RJRLcyslFRnExLp07h2sPH0JWWAh/T08cCaqLD1u1RP6BA8wSn9JHj9jLuq2swOVrn3nMiqnCw+EQEam1qGxhdDQKo6NZCRenAQN0Drgp49XiO3cgfpYE9yaKJU+W2h2nrHYyMtJRq3agye0TQkhFMSm5Mnr0aAwZMgSffvopWrVqBblcjhs3buCLL77AmDFjAAA7d+7EyJEjLdpZpX/++QenTp1iZslUB7rqkGhLLmg7pq+Oib73bIKC4L1ho9bZIbqSO5YqylVw5gyEa1YrAgIrq1frhk1MgNiGhrIDDKlUo7gbTcUkhJDX34QJE7Bt2za0b98eOTk5EIvF2L59O44ePYoVK1aAz+dXdheJHpbYGUjZjupyoAEtnHH4dh4kUsWMlandPBHsa4ecnFfJFVdXV/z9998m3e/o0aPMrCgbGxv07NkTFy5cgPDljNkTJ07Az88PERERePjwISIjIzF58mQIhUL8888/cCktRZC1Nf5KTcWowNr45q+/FDNGZs3EGT8/LN+5Ex8PHw6nQYNYhWrB4cC+e3fw3NyYhImhM481arOozmJRUralZ6DKJigIYm8vOEXtB4fDsdjuOIa0IxCko3XrdjpaIISQqsOk5Mr69evh6emJTz/9lHmg8Pl8zJgxA59++ikAxbrVpk2bWq6nLz179gyTJ0/GkSNHMG7cOIu3X17MnV2h73rb0NBXiQsrK60PRF0PPG3vWWImiDghAcK1a1g7ADkNGQKeh6fJCRCboCDwP5mvSNioFa6lqZiEEPLmsLe3x7lz57BhwwYcP34cCQkJCAgIwN69ezF4sOHFNt90lkpyGHtPc3YGUu2z+nKgxn72GNvJQ2N5kbW1Nfr06aO1vU6dOrGKH/v6+qJjx46sc5TXb9u2jTnm6uqKnj174sCBA7h//z769OmDP/74AwEBAYiIiEBmZibat2+PO3fu4M6dOwCA0NBQLFu/AaUTJmDy4sWwCQpCzrZtgESCzp4eaODkhLtLl6DJ0mXswSSZDDZ16yl2/ElIgPjxY1b/uC+TiboSFTq3Rn71AeEQEckkbnTFaZkqO/ZYaiCurHbkcjlEIhGcXi4DNJSlZtUQQogxTEquWFtbY+nSpVi6dCnS09PB4XBQowZ7LWTLli0t0kFVMpkMo0ePxuzZs8slcVOezCl0pXxAqBZ8ZV2vuhbXQn3lz5mDorPnYB8ebvrDUrVqPZcLh4hIsx9wjuHhzJpiemASQsiby9HREZ9++ikzqEOMU1aSo7wSL+bsDKTe55VDfTUK4WpbXuTo6IioqCitba5du5b1umPHjhrJFUdHR/zzzz8a14oTErCkc2fYfvihRjzSsWNH/PPPP1p/yd8dE8OcJ31ZHJbL4eDH5s0AADKhUOtgEit5okJZa66smczaZrEot2pWPU+XzEwBvLwUiShDBuIMSXCU1Y5IlAcXZxeN2kr6WGpWDSGEGMvsSrA+Pj6W6IdBvvjiC/B4PMyePdvga0pKSpg6MICiCF5lMWV2BesBweOBP+8T7UuGlNM7XxY6M3ftq3DdOqC0FMXXrgJyOWQ5OazitNoelqrHWQ9LHf02lU1QkKKQ28vdlcpql0YvCCGEEDZ9SQ5zZ5foY87OQOp9fiGSmlUI1xyG/AJf1jnihAQUnYlhN8zjgct3UyRY5n3CGlQTKZMiqlQSEly+G2tXSG0JD3MG+zIFAjRv2cqgdgxNcJTVjiAjHd41jCtma6lZNaqfheJIQoghTEquFBUV4dtvv8WFCxeQnZ2t8f758+fN7pi6y5cv47vvvsOVK1eYZIlcLodUKkVxcTHs7LQ/UFeuXIlly5ZZvD8VhfWAkEohXP01rP39WT/cLV3QVf2hxNRNsbYGf/YcxbbHag9LbQ9RXYV5zX1AGTMioWuHIUIIIdXXkCFDsG/fPp3v79mzB0OGDKnAHlU/+pIc5swuKYs5OwNp67OphXDNZcgv8GWdwxocUyFcu1ZjZx9ALd5Tm3XCDIzJZIpBrTlzjVoSbojMFwJ4er5aQqVv5rQxCQ59/VHsFGTcQK4l42JxQgIEs2YyS++V22ATQog2JiVXpk6dipMnT2LIkCFo0aKFpfuk1a1bt5Cfn48mTZowx8RiMe7evYuff/4ZBQUF4PF4GtctXLiQNdMlLy8PAQEBFdJnSyQSbENDAR7v1RIbmQx5f/wBl5EjNaq4W2qpjPqsE+bepaUoOndO68NS20PUecAAjREaS0zTNOaBrWuHIXowEkJI9bVkyRJMmTKFdSwrKwtbtmyBk5MTwimJXiZ9SQ7VJIYVD8jIK8X958VmJzFUlxqN7uhu0T5XNEN+gS/rHNb7SqpLqnXs2qMt3lMfjFMuFbIUqVQKqVQKGxsbAGXHdJZKcPjV9IeXl3EzVywZFxfGxLBmhxfGRFMMSQjRyaTkSlRUFM6fP89KdJS3KVOmaARSzZo1Q0REhN6tmG1tbWFra1vOvdNkqUSCTVAQ+PM+gXD110xhs+KLF1B87SqrTUsWdFV9KHH5fAjXrWU+h314uGKpkNrD0pCHqHpSxNQHlDEPbF07DNGDkRBCqq/Q0FCEavnZP3DgQDRq1Agy5c98opeuWR/KJMbh/3Kx86IQv5zNxq6LQrOWB6kuNeJxgdXD/NArzNVifa5oun6BVx1Yg1yu2OIY0F537uX70pwcFCl/ibd6GZq/nLnCdXODKCqKtfuPtntZehazOmF2FtzdPZjXZQ10WSrBERho2nW6viej+2F4qRdCCDEtueLg4FBhsz+qK0uu91QWcc374w8UX7xgcpvGPFxUH0rqBWSVr7l8N1bdk7IeoqxdjQDkHzxoUJFbbdsKGvrA1rfDECGEkNeLra0tGjZsiNjY2AqtCfc6Cva1w/XEQpRKLbM8SHWpkVQGzNudhrvPitGnmavFkyUVtQuS+sAWa2DNykqxbEYqBays4BARybqWtdyEx4N9ZCSz1TIARZzl5qZ1KbbG9S+XqxibzDAmLhSoFLMFDBvo0jfwV1F1TAype6OvHw4Rkcg/eJD5ntX/HgkhRJVJyZW+fftix44dmD59uqX7YxRbW1tYW1tXah90KWt7ZEOo/8B3GTlS66wRQ9sydSaN+sNRWVBW13Z/+tpxGjjw1RaABhTf1betoKH9px2GCCHkzfDo0SNcvXoVHh4eZZ9MymRO8VltbfG4isQKAMjksMiMGHXlWYy3LKyBNdVaKlqWk7CWm0ilKDp1itkSWRnjsArYqg2qqS9XER08AJu69cqsc6c8xuW7MZsXGBIXZgoy4Ovrx7w2Z2ZKRe7mo2+w05B+2AQFwXvDRoohCSEGMSm5IhQKMWPGDOzduxf16tXT2B5t69atFulcWa5cuVIh9zGJmdsj6/qBb+qDzNKV08t6WOkaBXCIiHy1BaABCSJj+63r3pZcNkUIIaRyffzxxzh+/DjrWElJCVJSUjBgwIAKqwf3urNkjZNgXzusHuaHT/5KYxIsgOEzYgydjVKexXjLwprNobokGYD40SOIExNfxSLalpu8jHMgl79MgPB1zg6R5uawLi36918mQeO9foPWQTDWMQ7nVayqI75SjakyMzMQ1rQ5631TYytLx6T66JthY2g/KIYkhBjKpOQKl8vFsGHDAAAFBQUW7dDrwpztkcUJCcj780+tP/C1TUHVlcgwdS2uIVM1dbWnPiVWtZI9YNhIh6H9Vu9nRY6EEEIIqTy9e/dG/fr1Wcfs7OwQHByMTp06VVKvXk+WrHHSK8wVgV62OHwrFzsvCFEqNWxGjL7ZKOpJF/XZNh5OPOy6kF2uS4RU4xFWzbq1a5hYUHz7NgSzZjKxCWu5iZKVFWTiEghmfswsZebPmQuZUKixFJvn5sbuhFqiRPln5f8WRkdD/PjRq2Oqg4Ba4kL1mErYsyvc3PgW+LYsv8ulPvrizorsByHkzWBScmX37t2W7sdrx9Qf2KyHmZKO6/UlEwzdGtmYNlVpe1hpJIUkEuTv3Yv8qCiDiu+KExJQGBOD/P+zd+bxTdT5/3/NkfRK2qQXlEOgVGC55XIFrCBeLCrgDzxYRNRVd70FBPHYXb+r68qh4Lq6q+uBoHiwAiqKLtICgstNua8WFShX27RNmntmfn9MZjIzmUnTNC0tfJ6Phw+aOT7zSah83nl93u/Xe+UKVQtCI8M47TybcyeEQCAQCOePG2644XxPgRAnklgzpn9GvRkxB8q9WFVSg/0nvbrZKEaii5Rtk2Vh8PSyU3LXoynDMhPu8aKKRxgG9idnwhoysQ2eOQ3ne++FL9ZsluUuWAh3URFcK5aLYoogwLloUTjjJRAA73AgqXfvCH8VU9cC/QkpS9EVbZvlZ2hIHjpM1YFSQhlT+QUepkAwIlNd77NQbnodOnQIt9xyC/bt26f6WRlDcgUFuGToUHEuycn46aef5PEOHTqEq666CgCQkpKCfv36Ye7cubKwKp1/+OGH8eyzzwIAjh49iltuuQW7d++WxzGKOxPZVYhAIBCAOMUVQv009B9saUHiKitUworeoqd7rUZM0AoNUvtmacE3wui++tIkdUUhCR2hI2rWieY+bUtnvXlKnzPZgSAQCAQCoeVTX0bMgXIv7njjJ9lQV0KZ6aJXAiQIkDNZtpWFzwe5pvF40bZAdrz8NwCi31vg0OGI62l7OPvDnJ8vZplIoodW/GAYJPXpA3dRUUQ7YCYrW3c+lnHj5LIiKeuFq6wI+90pMZkMYzxlTFWdno7ckN+KUXaz3qZXIBDAmTNnAED1s/Tezfn5EAQBu3btwqlTp3DFFVeo5hAIBBAIBLBv3z54PB68+OKLuOuuu7Bp0yb5vNfrxcKFC3H//fcjNzcXwWAQZ8+e1f1s9CAlPwQCIZHELa643W7873//wy+//IKgMqURwO9+97tGT+xCoL5/sGVTMaUbPMsCDCO7y+sJKyonesk0VyMmqIQG6Ldv1kP3vi2bkbtgYdT7VMGFllBwoPse9LJOJELvSW8h1xNS6hO0msuZnkAgEAiJZ9KkSfj8889junbp0qUYP358E8+I0JRsP+aOEFau6WXFH0Zly8JIRAmQlVFlsrw0MU8+L5FoH5akPn3CcRsACAIcc+fA1KEDUgoLw10eQ/AOR+T9igwTAGJcR9OwPzkT5vx8uIuL9J+r6MAIAGBZmAoKIr1WAHUJEsPAMn68YcdGKV6SxJnyZDPaZGVFzW7W2/RC1671fn4URaFt27YR3yW05wHg0Ucfxa9//WvVeZvNhokTJ+KFF17Aa6+9Vu/zCAQCoSmJS1wpKSnBjTfeCJfLherqarRp00ZWoy+55BIirhigdGgPHDkaLn9RLsqhBdUIrRO9ZcIEMFnZugauua8uaFD7ZuViWvfN1/CXlMjP0brca4klONB9D3pZJwqvlmhdifSElGglR431Y0mUOENEHgKBQGg406dPx6RJk2K6dtCgQU08m4ub5mh1PCg/FSaGkgUWloFKWAEiDXeVmSr+oIAKJ4elD3ZusMdLQzDn58P+5EwxY0XyMeE4OfM2eOYMnO+/J57Tyao15+fDPn06POs3IEXR3ZC228A7HPCXlcFUoC4BMhVcCggCzL16w1+ySz5uGTcOvKM6Msbq3RuWcePAVVfL7Z4bUh5edWg/eubmwrezxDBjWjd72O1u9OerZPXq1ejWrVvE8dmzZ+NXv/oVpk2bltDnEQgEQkOJS1yZNm0a7rzzTvz1r38FRVE4ffo0fv75Z0yePBnXXXddoufY4ojny3HUshmOU7u2S7W2Oka42sXL1LUAfHW1/kMFAWy7PMPsFuXctF4nKaEa12jvR/kZaMUOAIYZJA3JOonWhrAhqZyN9WPRCzaktNu4fw+I6S6BQCDEzMCBA8/3FAhovlbHPfKS8fFDojACwNArRVtepG0d3RCPl1jRxkBphYUAAMfcObIRrRQLZUyciJSBA3W947QtkaUM46TevVVZyiZNnBA4ckRllgtAbuMs/SzFGbTNpoo77NOnq4xxte9FL146V1OBnJxRYKKUX+vGcXv3NupzDhw/jqqqKrTNyYHH7wfLsli3bl3EdZmZmXjsscfwxz/+EU8//XSjnkkgEAiNIS5xZfv27fjss88AiOl6fr8fnTp1wjvvvINrrrkGzz33XEIn2ZKI98tx1LIZQL91s8EOh+xErywnCi2YvKNavEeZ8cGysEyYoLtTYeR1AiAsyrBseME2+Az0hAajz6UhWSeJ8lHRZsZwlRXqlohR0Ove5C4qguuLlY37PSCmuwQCgUBoZTRnq2M9X5ZoWTPRWkfrhVnxYBQHpimyTvSyiSEI4S4+yhhN2bJZr9NPMIjAYYV3C8sicPy4Slgx9+sP2333yc9Uxli+PXtUcYdj7lxFJ6LpsrAjvRdVvMQwoGw2+M6eREpKCmDQzEC72Zaoz7lyzsvIYFl8PeAymGfOwuwFC7Bo0SLMnTs34vrHH38c3bp1w80335yQ5xMIBEI8xCWu1NTUIDMzEwCQk5ODkydPokuXLsjLy2uQiVRrJN4vx1ovEwAAy8Lcq1e4/EZxXNvCWEK50+FZv8FwwbSMHatamJmsbNGFfuVK1aLvLi7WFX08xcWwz3gSgSNHAI05vPYzUAkNIad8aRfHiJgXYEEQ3wsQNY21PiRBx11UBNfKFbpdjPQw6t4ECo3/PSCmuwQCgRA3p06dwptvvonDhw/D5XKpzs2ePRvDhg07TzO7sNH6nCSyxEbCSECJJWvGSJBJVLZNtDgw1tJkVYwmCSshaLsdpg4dImPGECkjRsDz/feqY+ZLC2Shw11cDFCamEkai6bDZeiBQEQcKZUy2adNl7Nwjv/jdaT/5vrws4yaGSQ4G9e3dy8QDIICkMswyHC5sHjxYvTo0QNTpkxBH038lJqaiqeffhp//OMfI8Yi5dgEAqG5aHS3oOHDh+O5557Dww8/jEWLFqFXr16JmFeLJd4vx6qME7tdbK0XuvfsE4/LGRVJAwZC8PlgKrg0tiwTJYoFE0DUtFAp28S1ckX4fmVpUjCIwJEjsmiiFCK0n4FKaOA4OOa8DFOHDo1ewLSLduqIkY1aIGVXfmm3JwZRRJtxJHVvAgDXypWN+j0gizyBQCDER3l5OXr16oUhQ4agrKwMBQUFYBgGq1evxmWXXQaLxXK+p3jBEi07JBFEE0LizZpJZLZNPHGgVpABoBY8FAJL4MgRBI4cQcpVVyHwy3EEDx8KDyR58inTcChKjo/kds0QDWylZgTK+NMxf54895TCQni3bol4L3x1tTyn6iQz7AZxZ0M3HKuqqmRzWgDo3bs31qxZgwEDBuDEiRPw+Xxo27YtCgsLseRvfwt7+Ekl5DYbnnnmGTzxxBNYs2ZNxPj33XcfXnnlFdUxUo5NIBCak7jElWeeeUb++eWXX8bEiRNxxRVXoFOnTvj4448TNrmWSGO+HOvtaPhLS+XMDMpqhfO998TjIYMyZQZIvaVFkjFuSIhIHTHSMC1UTjtVpJWmjBoFz7p1+qJJQN2WWeuv4lq+PCzu8HxCyl2iZsjEuUA2NCjSXq/s3pTI3wMCgUAgxM6//vUvjB07Fu+//z4mTJiA22+/HRMmTMCmTZswfvx4dI2hSwkhfupro9wYogkh8WbNJDLbJiIG0skK1qKNJZQxmkrwYFm4VijiKYYJx3Y0DfvMWQgcPaIaO2XUKJjz80WPOqUHi8K3Txl3aEuX9EqZ1G2YLWhfEGkiq/e+tDFVjx49sH//fvnn8vJy1XmTyQQA+Pbbb8Ep2lAnJSXBbLdj6L/ewrYff0TulVfKc7vvhhsw2mqFr7QUPXr0wNatW1Xj7dixAz6fTz5GyrEJBEJzEpe48sILL8g/FxQUYOfOnfB6vUhObpqFtqWRqC/HWjWd7dJFdb7um69V4opuaZEEy8I+40nwDgdom01eKK0h4SZw4rjq8oi0U5MJ1nHjYR03Xi2aKAxlte2clZ+B/cmZcMx5WdzpiCJaNCTzJGqGTJwLZEPFsWjXE5GEQCAQzg9Hjx7F6NGjAYhfxOrq6gAAQ4cORc+ePbF582aMGjXqfE6RECdZFgYMDXA8IoQQbdaMIABLNlbVm0HTIy8Zf52Qh9V7nBjd19poYUha/+vLilDGPEq/PG2MJgkcXGUFXMuWhR/EcUi55hqYuxbIMUidIISzXVgW1nFiy/GI1swsGxGL6cVgerGMMvbx1FYhr7d+TKcsueZqquWW0dJ4LMsiNzdX/lmZtaIkJydH93hqt27IV3QH8peWomLGdCQHAji3/HPkvroAOZq5p6enq16TcmwCgdCcNLosSOJiEVYSiVZNDx49qjrv37tXZbqqTe0MHDmi2uEwdegAtG+vu9DzjmrV2LzDAXNhoaGxrESs7ZxN7dvDcsstAIy9UWJJzdQu/BEZMjGU4tQn4DRUFCEiCoFAILQsfD6fHHe0b99e3h0HgNraWtUuOKH1cKDci6eXnQLHAwwNvDQxz9BTRa98SBBg6NXy9LJT8AcFrD/kQuecpIRk3kTLiqhbt070LQltOkV0AQploqQVFobFmrIyuFasUGWgeIqLYR03XhZzHK/MF8ekadhnPKmOERcslAUObSymisFi8MeT5lT97zeRmZll/CFIJeY65UiJJp4sFFKOTSAQmpO4xBWPx4PXXnsNGzduRFVVVcT5H374odETuxhQqemamlsAAMdFLBzKL/pOhyOcOhpK/wSgu/AYKffK3Re9tFZzfj7SJ03SrcmV0PNG0aO+RVEvENEKG/UtkE1dW0tM0QgEAqFlMWHCBFx11VXwer0oLy9HWVkZBg8efL6nRYgDZUkQxwMVTmORTFs+9NWuGny4yZFQr5b6MIqt/KWlYqvkaF2AeB6OuXNUHnWSQFL99lvhZgeK8h5VEwKeB+9wyM+TYhPbPffqzlUVg8XojycIAuyZWWAYxvAayXhWRjHfRNMY30MSsxEIhOYgLnHlD3/4A/773/9iwoQJGDBgQKLndNGg6mCzYnnkBTopnUr0FpnA8cjyH+Wz9ISJegWJejr2xLqTEG1RNApE9FJVYzagTXBtLTFFIxAIhJbBnDlzYA+tb0OGDMHSpUuxaNEimM1m/Pe//5XPEVoXDfFG0V5LAQn3aqkPo9jKXVwc3vwCAIoKxzzKzTSDTTTbffeHmx2E4iV/aam6CUEoRow1Nknq0yfs3wLE5I9HURTG33Jr1M8glnKkWIkl85hkoRAIhJZMXOLKypUr8cMPP1zwnYGaA7mDjWYRhiAAghBRv6q9V651rQ7XuiqRdjWk6/XG0QoSSuPaWLJSYt1JiLYo+vbuVX8GNB3X4hzvrkYsGSnEFI1AIBBaBqmpqSoBZdy4cRg3blyjxnS73WBZFmaz2fCaQCAgm3DGSjz3XMgYtVkGGtaJSHstACxRZK5E82pJpBmvNrbyl5ZGbpgpu/xQVPg4y4K22yIyh/XiJa1hbcqIEbJPSyyxiTk/P2Z/vIa+/2jlSEqixVraeNM+fTp4RzXxuyMQCK2KuMSV1NRUdOzYMdFzuWhRCQLKXQWOg2vZMlUb5Ag0ta5gmPAOgkEJj3Zh0xrlejdthPd/P8I+c5YoztSzaNeXFaN6nrJ9oNFnQNNIufrqBn6K9c/FiAbt+miEG1ImRCAQCM3Pww8/jH379uG3v/0tfvvb36KLxhA+Vvx+P5YtW4Y333wTP/zwAx566CG8/vrrEdetXbsWDz/8MA4dOoSMjAw8+uij+POf/xx17HjuudCJ1mZZoiGdiLTXRhNQmrLDkZKIrBVAzlDhKipU59j8fDjmzZNjttxXFwCCIMcVkuEtoMkQYRh4iovhWbNGjPukbJh6BJO0wkLd7kCNQYqDookq0nXRYi3tBpZj7ly5A6ZRXFZfDEZiNAKB0NzEJa7ceOONWLRoER555JFEz+eiRGtUK7fkk9ARNaQFg6usUNe6chwsEyaAycoGbRcd6QMnjoN3VIO22UQjtJCIY+7dG2mjf4O0wkLYp09H7QcfgJPa5IVqge1Pzow5KyWWXQjH/Plyu0HLuHHyYqwqkVq5Ap41a+BZty6u0puG7mpEy0iJarArCKRMiEAgEM4Dc+bMweLFi7F48WL88Y9/xNChQzF58mTceuutyMzMjHmc7du348svv8QLL7yAWbNm6V7z008/4cYbb8SsWbMwc+ZMbN26FTfeeCMyMzPx6KOPJuyei4Gm8j6RqE9AiZY1kzAonWMmE2ibDTXv/Ft1OHj4cPhFICDGQF+s1I8rlJtTgqDaiAMgGtxOn2EYv0jEEiPFKko0pFtSfdm/ET6E0vsy2NiL5dkkRiMQCM1NzOLK7373O/nn2tpaPProo1i2bBkKCgpAUeqV5N///rf2dkI9KBc7U4cOcBcXhR3jdfxJ5AWDZdXZLiwrlu4ov/hLaLJi/CUl8JeUIHjmNJyLF6tFmtA1vMMRV32rv7QUtUuXqhZSz/oN4dfBYERWjlwiJc2jmUpvohnS6S3MsqGwok01KRMiEAiE5iM/Px9/+tOf8Kc//Qlbt27Fhx9+iD//+c947LHHMHr0aMydOxeXXnppveNcccUVuOKKK6Je869//QvZ2dn405/+BAAoLCzEvffeiwULFhgKJfHcczHQVN4nsRBL1kwiSB0xMhy/MQws48cjdcRIdXxjgO/QQcO4QmUcG+oWpGqEoDG4jVdYaMi99W1OqTfYZkTdrDPcaDTIFK5PrCGl3AQC4XwQs7jicrnkn2maxm233QYAqKurS/ysLnYEAUxWNuwzngTvcOj7kyhECnO//mByssHYbHImiOqLvwTH6XYl8hQX6y/4JpOc/SLNQbu4Sa9pu02ujdUVdkwmpBQWhrsOSQQCcBcX6ZcoNbIeONadF6NSogbtshjMlaSkEggEQtMyePBgDB48GC+88AIef/xxvPPOO5g8eXJM4kos/Pjjj7jyyitVx0aOHIkFCxbgzJkzaNOmTULuuRDRZoo0pfdJfTR11oyE5EGizHKVBANVZgYQEY8F9u4Nv2AYcJUV8JeVRXZ9pGlY75oKwVmruxHn2b0bc/btwyNduyJJEPDMU08hqVs3eeghQ4bgxhtvxB//+Ec8+OCDeOONN+RzvsOH4du3DwDwK6sVk0pK8H/vvotu3bphypQp8nVbt27F5999h2s8XnRPSUYtgFUHDsB19CiuvfZadDl2TBVDxbJZJ21g+UtLVY0U9DKF64vBEhlPEggEQqzELK58/PHHTTkPQghVO2KWRe6ChRELkNYjxV+yK2J3QXsNAHnnwLttq1inGyJlxEg4jx9X+bZYxo+HqaAgXMbDMLBOmQLnkiXhXYhp08NlRopnWMaOVR1LHjpMNsiFIKBu9Tfw79kjBxWuFSsiyoO0i29DRQp/aanotB8MGn6OSpQZKWHByB7zLkss5mwkJZVAIBASC8/zWLt2LT788EN8/vnnEAQBd911FwYNGpSwZ5w9exb9+/dXHcvJyZHP6Qkl8dzj8/ng8/nk17W1tY2c+fnFKFOkubxPtDRn1owU70ilzpL4YZ08Gc733xfjH0qvfkiBIIgZvp9/DvvMWXIJt+RF4lyyGLmvLpCzYpRxiKlXL/y9tAy/69wZJrMZ8z77DLNnz0ZqqvieTSYTeJ7Hiy++iHvuuQfJyeLfx5EjR/BdcTEmZ2UCHA/WZIKpVy+8eMst6NixI8aOHYuMjAz4S0vx7B/+gO1lZej3l78gm2Fw27x5GJbXDhaLBcOHD8e//vpXXKmJoWItSdI2UtDb7LKOHRs1BiOdhQgEwvkgLs8VQtPgLy0NCysAEAyqsjokzPn5sE+fDucnnyB47Jh4UJNZoU2vVGbApBUWom7QYHjWr0dKYSHSCguRMnCg7PRuKigA76hG4OjR8GLGcWJAINX8BgLwbNgQmR0jvVYsqMrOQ7IYI+3ahN6ndu6NrZt1K7NxDD5HPfTSWPWyhySiBQokJZVAIBCahr179+Ldd9/Fxx9/jIqKClx//fV46623cPPNNyMlJSXhz+M1GQbSa21ZdGPueemll/D88883ZpotiubKFImV5syaqVu3TuzKo/RJCQTg27EjfEwQdLOJAaiPhzzwTB06gHdUR3iRWMeO1Y0TASD9rqnIvfxy4KtVmDZtGrKzs+VrgqEYKT09Hc8++ywAYPXq1SgpKcGLn38uixL0JZcAAMYNGID3Xn0VD955J3b8/gGUHzmCX4U6a7UZNw7rxo+XRcP8/Hx8uHo1/t9rrzVY3NCLnYyyUOoTa0hnIQKB0NzEJa588803+Oyzz/Duu++qjt9999247bbbcMMNNyRkchcyepkYvr17IxZZ/5Ejckqo8l45o0QiZJambOenTK/0KVoyA6JjfFphYfhAqBSJtttUprOqBV4Qwr4tUpnP5v+pXfEZBqkjRurupKgWTJ5XjRUtXTMWkSLi86xnQyjWZ/EOh8qtP1b8paWi2XCUzk0EAoFAiI/nn38e5eXlePbZZ3HbbbchKyuryZ7Vrl07nD17VnVMep2Xl5ewe2bPno1p06bJr2tra1t1Z8bz6a8C6JvXNkfWjLxRpu2OaDKBCWUvSSQNHgzB6wWVnAwIgG/rlnC7ZmX8Feo21NBSF8vo0TDbbACAF2bNgsnpBJuTg/tnzIj6u6UUJdyHDgEAJjiq8IdXX8XUSzrio2PHcEeHDvjmzBkEfvkFbdu2Vd1/6tQp5Cvi0Iag6orEsroNBYhgQiAQWipxiStPPfUUlixZEnH8iSeewNSpU4m4Ug9GJSt0aAFUXVtSgrOPP6Yqa3EXF6uEFbZLF6SMGBHOClFkd2jNb5UdelTzka5RLubBIFKuuQaetWvlFn96mRyOOS/L5mr2J2eqMlCk8fXKbJRjQRBUwpBSLKkvmNDLbFEZykkmvzEQT42ung+N6jOfMKHeFoUEAoFAiJ333nsPFotFfn369GlYrVakpaUl/FnDhw/HP//5T/A8DzqUdfnf//4XPXr0kEUdjuPg8XiQlpYGiqJiukdLUlISkpKSEj7/80VzZYroiSixmNc2VecgvY0yc79+sN13PwCFzx3DwLdtW2TbZgDgODH+KipSbUJFExmUsYiUbSIdB4Dg+nUwUTSCNI3g7bcDOuJKoLwcfE2NalNP8l9pl5yMvKQkbDx0CF+dPoOvh16Bb86eAaX5f+7777/Hf/7zH2zcuLHhHx4QKUqFIFkoBAKhNRCXuHLo0CF06tQp4ninTp1w4MCBRk/qQseoZIWvrta/IXQNBAHu4mK4VixXnz52DM6fflKV7Ehjas1vtR16gOgZJdZx42EdN95wtyCtsBCmDh1i9h2RBBXRADcsrKiuUXq5hMQSqU2zXkaKSmxS1uIqDOViXZAbujuiJ+xoP3MmK5sEBAQCgZBAlMIKADz88MO4/fbbMWHChAaPJRn28zyPQCAAl8sFhmHk8qIHHngACxcuxCOPPIKZM2di8+bNePfdd/Gvf/1LHuO///0vRo8ejQMHDqBHjx4x3XMx0JSZIgfKvVhVUoPFP1QhyAMmhsLHD4kiyte7aqKWJDW2c1A0HzhV5gUAMAxs990vXyfFJv6jR+H5fo12aBGaNoy/9EQG7aZd5rz54vFjx+D6P7HU7P5OnZAZKuOxHDkMaLpk+UtLUf32W+AqK3H2icflODGpd2/5mjvzu+DBJR9i1NVXw8JzgADUffkF/JMnw5yfj++++w6PPfYYvvvuO+Tm5sb8eSpRdUXSlI0TCARCSycucSU/Px/ffPON3DFI4uuvv9YVXQgaDEpWtE7wyp0PzlEd2YFHiUbpdy0XBRhTwaWRxraa0hpttoZedkp9Na2SG772Wr0ym6TevVWChMoAV+vlItXb9u4N1xdiBySlOOQvLRXN4iRCKaTSPOJZkBtyX0NqgwkEAoHQsqirq1OVNOzfvx8ffvghevbsiS1btgAQy3i+//57zJgxAwMGDEBubi5effVV3HXXXfJ9LMsiLS1NzlKJ5R5C/CjFEYkAJ2DVrhoIArB4U7gUmmUQUZLUGD+Y+nzgpG5Bko+d1O1GmZ0LQUDNO/82fEbS4MHyWLHEIxGbduuKxbkePGgcN2pQiRqKOFF6fsbv7sNtl12GU8uW4fqMDODLL0LPE0uWvt23DzNmzMDq1avRpUuXmJ6pB223aV7bxfdCui8SCIRWQFziymOPPYb7778fpaWlKCwshCAIWL9+PV5++WXMnTs30XO84DAqWZGyJtxFRQgcPw7fls3hmyjEvEACADgOrmXLZLEkcPSIbrs+5XPjrWWNVnpE22wR3iq+PXtUggQAlRhh6t4N3k3hdFLabjf0XVEFAwAs48bV78eSQPSEFFIbTCAQCK2DtLQ0OXMlGgMGDMDatWsNz19zzTUR49R3DyF+lOKI3rkAFz43ZVhmhHDSGD+YWHzglJ532o5B9unT4Vm/QRW7UHY7BIU3nm/zZpzdsSP2LoMGm3bmX/0KfpNJfdCgVJq22wAq1GyAosD7/arz1ptuQnJyMp566in4y8pwdvU3ofEYHDaZ8P/GjcOtt96Kd955BwDQvn17/OEPf6h/7hp4R7XmtYN0XyQQCK2GuMSVBx54AG63G3/961/xzDPPAACys7Px/PPP44EHHkjoBC80pC/69hlP6nehEQQ5Q0MJY7Op00yVUFTYdZ6i1PW7oWwR2z336prMSsS6O6LnL1K7dGlk6dHy5eHWzRwn+rFMnwEIQoTRa+qIkTB1LYBnwwakFBaC15jvyuVDOtkg2uPagKGpF2QjIYXUBhMIBELzcfPNN6N79+7nexqEBFGfH4pSHJFgGWBM/wwAUAkn0jEljfGDiTU7VRV/SAQCcitlGYaBoFcWHgjAXVQU00aNdtPOevUo/OUvf4G9Vy/QCxbi2fQMtJs6FUlutzyWIAj4y1/+grS0NLlRQn5qCqZ2ukTMtHnvXbBt2iD1yivxl7/8BaaQSCPHsdNn4K6uKzBk9GhYunbFH//4R/XnFKd/kOrzZVlwlRViJg7pvkggEFoBlCAYOEfFAM/zOH78OCiKQocOHeR02JZMbW0tMjIyUFNTg/T09GZ9dixf9J0rV6LmX/9U3xi61l1cJGaj6BGlnV/ua39PyCIU4Z+i9EbRQxJ9QqSMugae9esiMlwiPFemz4Bj/rxIc96yMn0TN4PjQOTnmfHA7+Pq/kMgKDmf/44QCISLg4v13xk9PxRBQITYcvCUF9vK3Mi2Mth3wgtQorjSIy9ZPtdURrrR4g4J3XhOL1Yzit+kjkGhzN/6NodimZMRunMFkDx0GLJDbZqB+uPYRGUK+8vK1Bk/bGgvOLQpRzJXYudi/XeEQDhfxJW5IkHTNPFYaQCxpJJqFXulAAHAeBHWO8Ywqu49SvylpWKNLgWYCgoQOHIUoBC1q43WOFbljQLA3K8//Ht2q1s3K/AUrVV1IgqWn9L9XDzr1xv6vhgt4kaCiV5LP0LskBpnAoHQUjl9+jTmzZuHjRs3oqqqCpdccgnuuOMO3HXXXWAY5nxPjxAnWj+UVTtrsORHR4T5rPTfgXIvZn92Cv6ggCWbHKrzTUV92an+0lL4jx5VHUu55hokDxoMx7y56izkULfFiDhOEMIZLrFka8SwV2q0pqtiT+WcCwtVr6PFsQ3NFI4WX5jz88UScoWPTMo110Bwe5BSWEjiEQKB0GJplLhCaBixpJLqlZmoFiyGicgI0YWiYH9yJtIKC/VbBT/2qK4g41q+HJbx41UiiyTEuJZ/Hr6QZZFSWAjv1i3y+7Hddx8CJ06EWzNr56k55t20Ed6tW8RyIcWiLh2PtjBrPxPpvUYgCOE5xJ+kdVFCapwJBEJL5aeffsLgwYPRtm1bjB07FjabDWVlZZg+fTq++OILrFix4nxPkRAnWj8UUFCLLbtqVMJJY8xpmwLdciAA5q4FMLVvH3mDyYSUq66CZ41B5yAAYBjZ2LXeZxqs19GuMefny14wdE42+HMVSCksjIirosWxsWwgNmS+2s1GqYW1d+sWmDp0IPEIgUBokRBxpRkx8ufQih/aHRHVgsVxsEyYAP+RI/CXlBg/TBAMTcCcK1boZ7qExle2a1aV7ChIGTFCbsPsLioCV10Nd3ERUkeMRO5rfxfTOVcsV9cVAwBNw9y7D/wlu8TXIU+Y3FcXoPrtt8LvyWBhlj4rf+lR1WfimPMyAAG8o1r12bqLi8Nz4Di5RfX5pjVkhDQkUCIQCITm5LXXXsOQIUPw5ZdfqkqSZ82ahf79+2Pbtm0YNGjQeZwhIV60figA8MHGKgRDS/nijQ70bJ+MSieHQfmpjTKnbQpUa6eE0tBfkbVi7tcftvvuAwB41q3TL7MOeek55s8zFBViWa/ryzpxzJ8fsWGlF58aGfY3pFOidi61H32E9EmTIrsuhZ7FVVaEy+JJPEIgEFowRFxpZvRKWxqk3ptMMHUtEI3LomHQmce3Zw+4inP1TzR0rfSzFsZmE38QhHBNLADXihXIXbBQPKcVVkLHmJzsyAVYEODfty98nU4Jj9FuEACA5+F4+WUxO4Vlkbtgofg5GjjoJ5qGiCWtJSOEtJQmEAgtlerqavy///f/IrzeOnXqhMGDB6Oqquo8zYyQCLRlPVOGZeLd9eLfaYATMOuTcnA85DIhSYzJsjDYVuaWxzgf0HZbuMxH00HRs32b6lr/3j3hjSnJW+8//1Fn2ko/BwKGG0SxrNcxZ51IG1aCEPbVU8QqRiVRsW4gRnxGMM5YlrsulZXBtXIliUcIBEKLh4grCSLeTIRYW/opFyztzocWc79+sN13f3gcxWJK222gkjQBh0GZEW23w9ShQ2QdbqiNn7+0FNX/fls9l2AwbEJmAHeuQvZUoW02eVeivpbKurtBSqT3EAzKAYhR2+tE0lCxpLVkhJCW0gQCoaXSv39/rFu3Dvfcc4/quMPhwP79+9GHfPm6oBjTPwNLNom+KwwNcKHkW6kMaPKwTAgCIoxw9QSW+joRNQY5A4TnxQyQGU/KGSCV8+fD872m9EeTLWy7516YCi6FY+4ccYOKZVXeK64VKyK88ZTde3S7UIaoN+uEYcKbYjyv9tWLMVaJZQMRghD+jJTxZ5RnkHiEQCC0FmIWV8aNGxfzoBdbrXNjTLxizQ6Q1fvSUnh37jT2XWFZtbAiCLCEzF5NBQVwzJsXFjEoCklDhsC3ebPuM3mHA2jfXnH/peG2yIKAs088rivyBE4cjyr++Et2wb9/H+zTp4fTUFlW1Z7ZVFAA58qVqkXUyHAtGub8fOQuWNikC3JDxZLWlBFCWkoTCISWyKBBg/D888/j5ptvlj1Xjh07hrfeegt9+/bF9u3bVde2bdv2PM6W0FiUpULZVkY2sFWWAcXivaLXiSiRAos2AySiPNsIRVaK6HMiwLN+A1IKCxE4eiRcEhMMNspENlrWif3JmWHPPJMpwlcvnlhFLz6SfgYgxrFSBks9zyDxCIFAaA3ELK507txZ/rmqqgqLFy9G79695ZrmrVu3Yt++fbjzzjsTPsmWTmNNvGJNo6xbt05O1ZSRdho0qad6z7KMHasWPQQBpo4d4duxIyxwALLAQdttmhbJ0+Vb3SFjMd3PY+tW9Q4ITcN611QEDh2Cd9NG+XPyrFfsigSDsEyYACYrG7TdFhaBFCU+yp0L2m6Hd+tWcBUVSBowAM7FH4TnwzCqDJVYXP0b43/SULGE7MAQCARC43j99ddRV1eH7777Dt99953q3C+//IK1a9fKr5cuXYrx48c39xQJMRAti0R7Tlkq1DknKaIMaFB+KlgGCHIAy0DXe0UrwLz5fQX+MCo7YQKLXjygKs9Wotkkcy1fDgAwdS2Qy3G8W7fAOnlyOKZqhImshFHMI/noKWMT7etEfB7imwwdC8WHQm1ts5VxEwgEQlMSs7iyYMEC+edJkybhz3/+M/70pz+prnn++edx+PDhhE2utdAYEy/fnj2wjh1rnEYZEk1MXQvE9n2abBUmJwdUSgpSRoxEyoAB8q6AOT8/4lkAwtkhgLhYA6pUUgDq8iPF/Y65c8XFXVPjHgHPi22ZJdNanodQWwu2XZ46O6V7d3j/96O8Y2HqWgC+uhrebdtU7feUNcbKDB7H/HlAIAD//n2w3nknfDt2gMnJgXXc+JiCC3dxMQLHj8O3bas8h3j8T+IRSxK1A9MajHEJBAIh0Xz00UfnewqERhIti8TonFJwGdglVXXNXyfmgQIFQAj9GYnS/BYA1uxzYv0hV8IyWAzjASlGZBiYe/cGk5MT2R0oVCKk2pwKBOBctEhu12yfPiNuE1lAf4MvcPw4PBs2yN2Bom3yJerzsE+fLseUzsUfiBcHg3J5FIlnCARCayUuz5U1a9bgjTfeiDj+2GOPoXv37o2eVGujIV+uY1kIVaJIMBi52CrgTp8GADiPHYPzg0XyzkbuqwsinpU6YiRSR4yEu7gInKMannXF4tgKUcFfWqo/V5pW1eJGxWRC2ujR8O/fJwtEsukty8IyYYJYojR3rlxza508OWycpv08Dh6MKBHSCkfODz6Q37t1XPQdSn9pqX5Jk2LXp6FBRTxiSWMDl9ZijEsgEAiEi4tYfE2ilfHondN6qkwealdds3q3EwFOfB3g9MuCpPKiN7+vwJp9Tt1nNxZtPKAXI/rLyoy7A0mbWCHfFmXsFThyBE5FebbktRI4ciSmzI+I2Gn5ctkHRsosljxiEhVfKDfFpFiOd1SH35cyFmvBPnQEAoEQC3GJK36/H/v378fQoUNVx/ft2we/35+QienhdruxePFibNq0CSzLYvjw4ZgyZQqYUAbG+STWL9exCDG63iLKxdYIxU6Hu7gItnvu1X+WIKB26dLwgibVwSrbLmtKlmi7PWywpkQzp+Shw+R2elI6qaqFXjAIJisb3q3bwmMJAjxr1xrWIwf27kXN3r2qBd5Q+IlhYfbt3atf0sQwSOrTp1lEi0Q8o7UY4xIIBALh4iFWX5NoLZT1zm0rUwsuAFTXjO5rxfpDLt3xtGLPH0ZlG14bC0abI0bHlTGi1oCWtttFX5Xly1VxUdKQy0GnW+GRyrA1G1UAIn6uL/NDu+mm7R7pWb8eaYWFCY8vtDGPffqM8Dw0Jekt2YeOQCAQ6iMuceWuu+7ChAkT8Oyzz2Lw4MEQBAHbtm3DCy+8gKlTpyZ4iiI8z6NXr1644YYbMGrUKLjdbjz//PP47LPP8NVXX0W0Y2zJGAkxykXZPn06nJ9/jqCizCr1ppvg/uor/RbHGlzLl8v+K4YlRwp4v1/0UdEsplI3n5TCQrXZWahcibJa4XzvPXkcU/duqtIkoxZ6nv/9qHp+8Oef631PShHIt3cvrJPvRODQIZi6d4dzyWLdbCDpM6XtNvCO6rCJsLI8ChDTbZ+cCXN+PpzSXBXPjCebJRqJCFxiTQcmpUMEAoFAqI9EddGJxVgWUJvUap9pdE4ppozpn4Ex/TNU10heLMp7DpR7cfsbx2Qvlk8e6hL12fVhtDkS7bi0Bms3sezTpyNw5Ai4mmqYunZFQIr5BAG+LaFmA6GMXwCqjSqZhmR+KJocpI4YicCJE/CXlMinUwoLASTeeF8b8/AOh2rzD0BoI8+miiEJBAKhtRGXuDJ//nzk5OTgueeeQ1VVFQAgKysLTzzxBGbNmpXQCUpQFIXNmzcjNzdXPjZgwABcfvnl2LZtG4YMGdIkz00U9X3B1fqsAIjIrgj+9FNMwgoAgON0F1ijdsa+Hdvh37s3fIBh4N25U17cvZs2IuWaa2CfOUvV6s+5cqVqHGV5jrx7olnMzfn5SBv9G9WCDkDMQBEE/S5IgGiya7NFiEPerVt0WxDqCkkMA/uTM5G7YKFYHlVdDcZmk+flLy0V20IrvGFouw3V77wT3jFKQDZLIgKXWLKgSOkQgUAgEOojkV10omWkaFGa1NZ3zkgQ0V6jHe/rXTUIShUoHLBqV02EQW5D0O2AI2UE6xyPaCyg9LJ7+WXjmEcilPGb1KdPeKNKGSfStGiOq2N4q0RVEs2ySB0xMtSZSMxYkTxXgMQb7+vFPBEbjTrZ0yReIRAIrY24xBWWZfHss8/i2WefxZkzZwAAbdq0SejEtFAUpRJWAMitFWtra5v02Y0lli+4Wp+VCFhWLX7UB0VFLLARwoECIciphRueD++ahPCsWQPPunWq+ddXnqNdLKUuPmmFhQieOQPne++qnmnq1i28c6MkZOTGOxyR4lBoF8QaEnAkdIUkjoNjzsvIfe3vsN1zb8TnozISlrxhpHbRiuc1NkVWClzcRUWNcsivrxyNlA4RCAQCoT5izTaJhcZkhcQydqzjSZk4Zed8quNlZ31YsrEq7rlphQJVZ0UJhgFtt+s3FlCWfesJK5ouQkoxQil4BI4fF8u1pWziCRPEGEsQInzqAE2XR0WzgDSFqKIkka2PYxFrSLxCIBAuBOISV5Q0tagSjVdeeQWZmZm4/PLLDa/x+Xzw+cIL6/kQYmJZMFSLtWZHIuXqq8HYbOF0UB2Ydu3AlZfLr9lLL0XgxHH5y7uytR8YRuWVknzVCHg3rFcPaLSTop2/IivFVHCp3MFHtwWh5t6MiRPBtmkT9nIxmUDb7PrP5flwRyOtH43BTo3utaGx6s3qCe0U8Y7qyPsTVRMsCHB9Ie5CNZVDfqJTewkEAqEl8M033+Cbb75BWVkZvF4vbDYb+vbti9tvvx3dunU739NrdTQk2yQW4s0K0SOeciVlJg6j2cDYcKgOxQfrGpSho80+VgoFEa2WQ1kkjvnzdL1F7NNnwLN+vWwgq4JlYZ/xZNiLRWNUqxQ8fHv2hD3vQjGLakMrVL4tZeY2Z6tjvWzt+sQaEq8QCIQLgZjFldtvvz3mQT/++OO4JtMQFi9ejNdffx3Lli2D1Wo1vO6ll17C888/3+TziUYsC0a0HQnPunXqBVprbMswSJ9yl9iqObQrETx8GI6//S18jfIeTWmRd/26qGmpdFYW+MrK8Gu7XW5lrC2V0e5MeLZtU40VOH1K9TqtsBCmDh1kEYirrlY/XNrBCe0O+fbsUZnA8Q6H7AsjfY7Kz1TZ7k8mFjFGeY0iMFIFKo2kOXZpEp3aSyAQCOcTv9+PsWPHYvXq1ejduzcuueQSZGVlobKyEm+88Qb+8pe/4O9//zt+//vfn++ptiqaMtukMcRbrqTMxOEEgKYAPvRnqKFQzBk6RtnH0noaOHE8HGMpY61AAIGjR5D76gKxK8/a78VNMpqG9a6p8G7ZrMoiTrnmGljHjZfHrVu3Dq7lnwM8r7sBo5dBoypNCnWblO5NHTESrhUrVGVBiUDrbUfbbeGM3waU95B4hUAgXAjELK5YLJamnEeD+Oyzz3Dvvffi7bffxrhx46JeO3v2bEybNk1+XVtbi44dOzbxDNXEumAY7kiEyl7s06bDtfxzcSdDgqJgf3KmLFJUv/1WpJcJoF70teKMIETtRKQUVgAgcORIOENFPhjuUKR8f9oSH/cXX8By7XUqXxSVSKPp/GSdejdos1lcrOfNk4OC3AULoxrIyXNXtvuDupuRFqO/p6Za7JtrlyaRqb0EAoFwPnn77bdx9OhR7N+/H7/61a9U53iex5IlS/D73/8e48aNk0uHCbGRyGyTRGHUkrm+TBZtJs5LE/NQ4eSQbWUw+7NTDcrQibYR4i8tFYWEUNtk65S74Fz8gSyauFasgKmgAJ7iovAmFs/D+cEiJA0aBN/mcPm1uWuBetx5c1VxoHYDRhmzqAQNLaF7rWPHInfBwoTEM7KgYrOFs6IlNAJTQzaOSLxCIBBaOzGLK//+97+bch4x85///AeTJ0/GP//5T9x99931Xp+UlISkpKRmmFl0GrpgaL94B06Vw/2vf0ZcZ/l//w+m9u3hXLkSgfJy+Hfv1h+QpmHq2ROBffsiRRSWhfXOKXAuet+41bNCmPFu26q7gLs+/xymgktVtbum7t3Vqa+CoOq+E1GnrMmqoc1mWMeORfU77+jWCteX/aH9HI2EFQm9v6emWuzJLg2BQCA0jB9//BFPPPFEhLACADRNY8qUKfj3v/+N7du3Y8yYMedhhoREohVJsiwM7njjJwQ4ASaGwscPdVaJLWVnffh2jxOj+1oNM3H0OgpFI9pGiCoG4TjQZjMs48apuvp41m+IbEbAcfBt2RJ+zbKR4yrvoWnDrGdzfr4YIyliKXO/fvDv2xfR3jgR8YwqdmOYyPfG86qsY1LeQyAQLiYa7bnSnCxfvhyTJk3Cm2++iXvuued8T6dJUX7x5n0+ON9/L/IihoGpa0HY/V1D0uWXw7d1q7jQ8TwCBoa4SQMHQqitNRZWANBt2oA/dQrgeeO2yTwPx5yXYerQQV68abNZM1A4QNA1nJVaaod2gfxHj6L63XfA1VTrP9KnNqqj7WrPloYKGNqWiU3dwpjs0hAIBELsZGRkoLS01PC83+/H8ePHkZGR0YyzIjQV2nKlr3bVIBCq6wlwAv7+3VlsOFwHjgdYGgiGwpg1+5yYfkMO7rkqW3fMhmToRIsjjIQXZflNSmEhvFu3RBjeKkUJy7hxKiNa2mZTzcF619SIWEFZjuNauSJ8gmVhu+9+AGiSzRutoKSb+RzKiLZPn0FiHAKBcFERt7iya9cuzJs3DwcOHIAgCOjZsydmzJiB/v37J3B6YWpra3HbbbchIyMDn3/+OT7//HP53KOPPorrrruuSZ57PpG+eJ+d/VTkyVA5UODIEf3uQhQFU8eOqpRTIziHA6Z6SqX4U6eing9fyMtdgnx79yKguc9611Q5gKDt9nBQwjCyCBSeGAfP92vEnxkmHIyEaoX9paVwfrBINX7g6BFA43ofq4Bh2A67hbYErK+9N4FAIFxo3HXXXRg2bBi8Xi8mTJiASy65BKmpqXA4HNi9ezf+/ve/IyUlBb/+9a/P91QJCUISQw6Ue7G1zK06t+5QnVxtE9R8v3/123MY2s0SIaTEY5BrFEfoCS9+jfhn6tAB9unT4Vm/Aabu3UGbzeD9PjgXLRJjHpMJpoKCyJbNCqSNKqWgIpcBacQNy7hxKhPZRKMVlJQ+eCqj3lAjAgKBQLiYiEtcWblyJW655RaMHDkSo0ePBkVR+PHHHzFw4EAsX74cN998c6LniZSUFJWgokQvPfhCwV9aqtuCOfXmm5FWWIjqo0d07hK9SlIGDoRr5Ur9GlwFpksuURudNQaWFdsSGmTTBH/5BWeXLJYFjKSBA8E5HODOnIFQU2M8LsfBMmECmKxsOYBxrlwZsVviWrGiXsNZI1HCsB12C2wJGEt7bwKBQLjQGDJkCFasWIFp06bhjTfeUJ2jaRpjxozBJ598ApZtVYm5hHo4UO7F7W8cQ1BRgaLtWKyFFxBhWPt1SQ2e+rQcHI8GGeRGQyu8+PbuVZUxO1csh2fdOiAQgHfrFtinTUfNK2GfFkmcUJY4B44fVz1DaiQgr/vKN6+MgxpgVBvvBk20TB5Thw7hLB1SEkQgEC5C4oo+nnvuObzyyit47LHHVMcXLlyIZ599tknEFZPJhBtvvDHh47Z0IupuQ7hXrkTSr3rCVFCg8kMx9+mDtNG/kX1P7NOmwzHnZeMIhGEAAXAXF6na/3m3bYX/yBFwRiVAUfBu3WYo0njWfh+eSzAYU2YNADlgUC7itN0WmY4aDKL67bdgvvRSmAoKwDuqVYu/kSjhLy0FV1khZqyEUnml8aIFCOcre6Q5Og0RCARCS2TMmDEYM2YMSktLUVZWBp/Ph4yMDPTq1QuZmZnne3rnnXgyM1o624+5VcIKANx8WTq+2e2EPyjI3YCUaA1rD5R7ZWEFEA1yv9pVk/AOSbTdpnrt+V4R9wQC8GzYoCqrkdstK+IPlR8LAN7hgE8pwBjEdMqslWg0doOmIZk8BAKBcDERl7hy8OBBTJ06NeL41KlTMXPmzMbOiaCAttnC5TCabZrajz4Cd/JEePcj1DVIiXfbNsNF2NStGwKlparSm9yFr8Gcnw9T+/Y4+/hjuvexXbogeOyY/oSDQXAV54zfULRtJgVJl18O37Ztcj2vfcaTqkVa5dBPUeJ/IZHFX1Ki7pikCBz0RAkIgqocyDJhgrzzEy1A0JYRxdKmWeqOBAqNauncXJ2GCAQCoaXStWtXdO3a9XxPo0URb+vils6g/FSwDGSBxcRQmDI8C1OGZ+GrXTWocgXxdYkTAU4AywBThmViTP8M1XtfVVIjCyuA2JZ58cYqBLnEZbEAoS6FSpQdGRkGgmbzSWq3LMUfAMKGuADAMOE1Xs9AVhrbZIo5a6UpN2gS6SVHyp8JBEJrIy5xJTc3Fzt37sSIESNUx7dv346cnJxEzOuiRWuo6nhlviwwmHr2VJnScr8osko4LqK21V9aCk/RWsNnUSmp6kWa41D99tuw3XefKADoZMzAZELKiBFwGokrLIu00b8Ju9RHafFsBNu1KwSvN/x8nbpdVWAQEmyYdu3AlZdHDqgIHPRECd+ePapyICYrO6Z6ZW0ZkWvZMrhWrDAUWfylpapyKdeKFXJL6YZCdocIBAJBn+LiYnTp0gWdOnU631NpdvRaF7d2cUXKxHn51nbYd9ILALJwcqDcKwskDA3cU5ipOrdkYxUG5adCEIDFP1SpxuUFgA+FGYn8rJL69ImsWZLiII6Db4smY1c6F4o/kvr0CZd00zSsU+6Cu6gIvoMHI+MyhedJQ2KB1rBBQ8qfCQRCayQuceW+++7DbbfdhtmzZ2PIkCEAgM2bN+Oll17CQw89lNAJXkxoFxLL2LHhL+88D4phw2KFTrEx7/fJTvNyloaRsMEwSBs9Gv7dJapx/CW7xIwV7X00DcsttyB1xEi4i4oix1OIKKYOHZC7YCF8e/agrmgtgocPR3/jFAVTr14Q/H4Ejx5FUNsJQmfhT+rTRy3cCIK+sAIALAuusgL+sjJjUSJKkGG0c6IKTiQkkWXlyohAQFWHHbq2MbtFpNMQgUAgRPL666/j9ttvvyjFFW3rYmVZTGtEmYnD0MCc29rhhr7hTlBf76qRs1k4Hqh0BdEjLznCW2XyUHuE4S0gCjLSNYn6rMz5+UgZNQqeNWsadqPUjlkQZENbU0EBHPPm6ZZas126IDPUjadu3TrUfvQRUgoLVRnMdevWwbNhQ8Tx1rBBQ8qfCQRCayRuz5WUlBS88MILqKysBABkZWVh5syZmDFjRkIneDGhXUgAqL68+0t2iWmjt9wCymqF8/33VcKI/JphYBk/HpTVavgsy/jxSCsshHvt2shdFD2/FJ4Hk5WNwPHj8Py4Sfe8dK+7uAi2e+4NeZkcrV9cEQSwbdvC3LUANZprzf36wXzppapjcmlNfSVGFIWkIUPg27o1QvBQLtBSkOEuKhLrnhXUrVsHx7y54m6RpvTKnJ9v7GmjEwgk9ekTrqkGAIZRiT4EAoFAiM65c+dQV1cX9Rq32x31/IWMtnVxa89aUWbicDww85NydM5JCr8vzZr91c5aXNnNEuGtUukKgqEATrFUswzw8q3tUOHkGvxZ1VeuYh03Hp6ionCrYopSZ53QtBg3KGIHqR1zxCabgYed9bbbZWHF8fLfAEDu1JNWWBhxPHjmNGhzkjzn5t6gaWiJT2vIriEQCAQtMYsrq1evxg033ABAdOSfOXMmZs6ciTNnzoCiKOTm5jbZJC8WtAtJ6oiR4q7Fyy+rTGA9mzaBO3Mm8gu99JrjxHpdmtZ/EMPAVHCpuNDt2B553sCCP3DqFNz/+me978O1YgVMBQUIHDkqP0/2jKFp3XIjz5o1EAKaAIKm4d+3D/6SErncxlRQEG4/WB+CIJrCKYzkDHc+BAGuL8Q0XNfKlbBPm47A0aPhWmgA4Dg45rwMU4cO8hh8dbX6s1LUPmsDAXN+PnIXLIS7uAicoxqedcX1lhIRCAQCIcwf/vAH/Oc//6n3unvuuacZZtMykVoXXwgMyk+Vs0sA8U9l+c6Y/hl4f0OVbGbLCcBbxZUqbxWGAlaV1IITRJ+Vq7qnoUtuUoQnS6zEVK4iCGLMAwA0jaSBA1UG/kmDByN15NXi5ozCL0VVphwIgKuu1vVZSR07FmmFhfCXlsL56Seqc57165FWWCga5yqQN+BoGqk33QT+XEVERku099wY75N4SnxaQ3YNgUAgaIlZXBk9ejSE0JdIm82G6upqAECbNm2aZGIXI3oLiWS4qsSw/EWLUUkQx8Exdw7Yrl31d0QMMkL8e3bH9txgEI6//S38WgowQuOaunVDQCebxbt+neq1uU+fsDFtqNymwR4uGuEjqU8f3SBBmzXkmDtH/zk8rxJotIKYdfJkBA4dRkphoaGTvtRGWjYSjlJKRCAQCIQwHTt2xH333YcpU6YYXvPcc88144wIEonqUqQcRxCAKy9NQ/GhcLZStpWRf+6Rl4y5t7fDzE/CmSqHT/vk8wytvp8XgF8XWDB5WPxdpbTxgruoSI7bAsePw7Nhg2haq2jH7Nu6VT3G5s1IHXk1cl/7uyrmCxw/ropzPN9/L2bgajor0iaTWrBQYOreHQCQUlgoZ7IAULVudq9cCUCd6aKHlCnsWrlC7p4YT5wSb4kPKX8mEAitjZjFlczMTBw9ehQFBQWoqalpyjld1GgXEl1fj0TAcfWX62ig0tIij6WnQ6itjX6jUuDgONA2e/3X0bTaGFcimrCiFV4oStzxCQblkh5tyq192nTw1dWg7fbw5xxNwNFkpCgFMdpmEw2IAwF4t25RZbho0f171QRpJKAgEAgENb/73e9w66234q233jK8JisrqxlnRAAS16VIOY6JoSBAiGjBXOHkVALMDX0z0DknCXNWncHm0nBJ2OVdUzFxsA2zPzslH6MptTgTD6r1m2XDwoNeJx8JnZjCs3490p59Vsyy3bMHgRPHxRhCea2UgauDSrBQ4FyyGCkDB8qCiWf9epi6d4dz0fvG89ARV3TFmzi9T0iJD4FAuFiIWVy588470bt3bzlTpXPnzobX/vTTT42dFyGE9OXduXx5ONOhKTEoCQIgdipS1gmzLJKHDGmwaVvg+C/6J6TAhKaRcvXVMbdtBsRsmORhw+Fc/IHcpcg+cxZMHTqoxAqn5MAPqDNUFI77/tKjqvdk7tcPSQMGInDokG5GijIbJdadGdnnpbgIrhUrxDkrg7RmcMYnLQ4JBEJro1evXhg1ahSOHTuGLl266F5z6623omfPns08s4ub+roUxZrVohwnwEXGACaGwv6THsz75iwCXFjIEQRg+09qr53NpW60zWBV4/ACMPuzU2rflgai3FThKivCbZONhBUDUiRfFCkOMdrYkUqMpJiIZcMtl/U2hRTxR5qi7Idt00Z8lmaeKQZZK7riTZzCCCnxIRAIFwsxiysLFizAhAkTcPToUdx999149tlnm3JerZZEfmFVjiV4PDHdY+rdW9WuucEIgjjGvn364oZy4ed5JA8aDE9xsaHhmh78qVO6x829+8BcUADXyhXwrFkDz/ffxyywBA4fRkDZZYim5cwRw0wg5S5TICC2MuzdG1xlRfgcyyJt9GjZ5yVaRorKsFZy/Y+CNDepzloVpDWxMz5pcUggEForr732WtTzt956azPNhCARrUtRQ7JalOMoM1dYBhjTLx1f7arFyp3hbFl/UMCqnTX4pSoQkeECACt31IICoIwkJPFHEBB3GZO0fvvLysJtk6Nlrujg3bYVnrVrw3EVzxuPIQhIueYamLsWqOJLOXPWbodj/ryomSFphYXyhhPv98sbRpL4ou0spM3Qaaw3HCnxIRAIFwMN6hY0fPhwDB8+HP/73//wu9/9rqnm1GpJ5BdW7VjWyXeqa2d1YLt1A9u2baS4EiUbRY+YxRmeh7toLXIXLET122+F/VHiJG30aPAOR1io0ZQJmXr2NBZ9AHVAYtTmWNXi8NJwMMIwqCtai5p/vy2b7yZdfjlMHTsicPRobBkpDfiMlegGaU2cNktaHBIIBAIhUUTrUlRfVku0cQDIP6/aWaMyqgVE0WXxJodulouE9gxDA94Aj9v+cUxuwxxvGZM2I8OzfZu44UTTCCo3fHSIyPqlKFin3AWhthauFcsjRBbGZoM1FL8ony+t3cpMXQgCnCtXRmz0GQkcRh2HSLYJgUAgNIy4WjH/85/1d4y5GHEXFyfsC6v2yy9tNiPlmmtUizF7ySUIHj8uf6kPHj4sLuZ6YkoDBZaY57llCzy/6gn/nj1xj2Hq1g2WW/6f6HxfVqbvncLzsYk+0vsMiRPK7B+t30ruqwtUJVcqDxpBgG/zZtFEjlHXZ9N2fc8Y3969agO7Bv79N2faLKl/JhAIrZni4mLDEmSGYZCbm4srrrgC6enpzTuxixijLkXRslpiGUf6edUutd/f5V1T0TaDxcod4UyW3h2SsfeEN+r4k35tx2v/Padq1bxqV02jyoTM+fli554lS+RMDzkLhWHE2KS+DF9BgHPJYnEDSCd7xVRwqe5tyjjHOnZsgzf6onUcami2CSk3JhAIFztxiSuESPylpaJfhkQMZSHR0H75pW02MDabSngI/hLyLlEKJwbppEhNBdzuyHONRRDgfP+9Rg0ROHIEwTOn5V2WlKuvVu/oRBGFzP36wb93rxzApIwcCcZmE+uRNWKKZezYCPHLOnZs/SVXms+Udzh0L1P9ndG0oQgTjeZKm1UZ8dptYleq0HECgUBo6Xz66ad477334PV6kZycjIyMDJw7dw48z8Nut8PlciEpKQkffvghbr755kY96/PPP8eOHTsijqekpOCZZ57Rvae0tBTvvRe5Nj7++OPIzs5u1HxaG9GyWhrCmP4ZWLxRzFIxMRQmDrbhqU/V3RPvvlLsAvTplmqkmihsOFIXUS50+IwvIgPmg41VcbdmllBtigWDYLt1A52SgrTRvwEEAXWrvxE3oqIZ80v36zQy0Is99IQU7eZc7UcfIX3SJN313ajjkJEPSzRIuTGBQCAA9PmewIWCKmsBgGXcuEYtKtKX34wHfg/7tOlwvDJf9OMwMjurj6YQVhoAlZoabsmsRRDgfO891Pzrnzj7xONIHjRY3PUBxB0fxsDZP9RRKHfha0gZdQ0gCPCsWSOW1iAy+weAGLCE/pTEr4gggtb8b8Gy4fmwLLjKCjHDRoM5Px/26dPF+fI8HPPn6V6XKPylpah+5x1Uv/tOXM8x5+cjqXdvOObPlz/7ppwvgUAgJIoHH3wQubm5+O677+DxeHD69GnU1tbiz3/+M3r06IHa2lo888wzuPvuu+F0Ohv1LJPJhOTkZNV/b731FlavXm14z7Fjx/Diiy9G3EcZrYOtnAPlXizZWIWDp/SzRnrkJWPysMyYxQu98XrkJeOlW/NwTS8r/nZrHipdHIKakGjfSS94AbAmM7jxsgx88lAX3FOYCRMjfu4sDWwpjYyHgpxYfhQL/tJSOFeujFgvabtNPebhw/CXlMAxd44YD5SURBdWAMBkQuqIkch9dQFSrrkmHDcxjG7soVfiS9ttqjjGu2kjzj72KOrWr494nNa0lu3SBfanZouZxAbv0wi9uRAIBMLFBslcSRDaTBPZyb0R6HahaaUIsYo7IWPZ3AUL5SCh7ptv9P1ceB6OeXORMmIEPEVrVU75tR99JIommr8TyTxWW5Nsf2o2POvXh4QWAZ71G2Dq3h202SyLMO6iIrhWLIdr2TK4VqxA7oKFEQIa76hWmeQ2lZeJv7QUZ594XBb0jOZTH8R7hUAgtEaWLFmCxx9/HNdee618LC0tDX/605+watUqHDp0CE899RQ++ugj7NmzB0OHDo37WTfddBNuuukm+XVZWRn++Mc/Yt68efXeezGY/yeqDbM01qqSGizeWIUgp/ZDOVDuxdOfnYI/KGD9IRceviY7wqy27KwP766vAgCs2efE/Dva4Tf9MgAAla4gvtxZq7qeoQBOQEzlSoBxdoa/tBSe9Rv0b4rR5JZp1w6p198ACALcxcXwFBWpspJdy5bBtXKlKiNEazrrLz0qer7wfERWs2POyxGG/NrYNXP6DPn9NDQLhZQbEwgEAhFXEkai/DL06lVVC9ZFAG23i+9dWdZjRDCo2wrau2kjvFu3yO2VlZ+nHDhI4gTLInfBQqQ9+6wqoPBu3aIKKNxFReEgKRiEu7go4u+5uYILbaZUPB4vAAmGCARC6+TEiRPIy8vTPccwDE6cOIF+/fqhbdu28Pv9CX32u+++i/T0dEycOLHeaxcuXAifz4devXph9OjRoLWZkRcADTGsjYZSpJFQjqd9zsLvzqmEEpYGPAF1Ju+nm6ux/Wc3ghxAU2IrZgmKAh6/Pgdmlo65XEk3OyOWWCUGuPJyON97F84PFhkLMppNECn2lDZ/IkqqlQILz0fECXqxq7+0FLVLlzZ444W0WyYQCIQ4xJWDBw/iq6++QkZGBsaPHx9RO/zwww/j9ddfT9gEWxON9csw2imQyk3qvvkG/t27m8SYNtEwnTqB+/nnuO4NHDkCp8MhtkQ2Cla0pre6A4lZMFp3fSBkPqwwn3W8thBJffvK90l/qgKKGLK5GxtcxGoGJ6f9Sp9BnB4/JBgiEAitkWHDhuH//u//MHDgQAwfPhwA4PV6sXDhQuzatQsDBgyAy+XCoUOHMHDgwIQ9l+M4vP/++5g8eTJSUlKiXtuuXTscOnQILMti4cKFaNeuHdasWYOMjAzd630+H3w+n/y6trZW97qWRkMNa41QiicSLAOcqQ3g4Cmv6jkMjQjfFFDA8EvTsFlR9hPkedlzhRfUAosgAH9fU9GgTBu9DQnfnj2J3fyKlukS8uCTsm4hCPDt3QuuujryvlCnSeei98VYwWADRWnIW/3OO6J/oHLzpgEbL6TdMoFAuNhpkLiyfv163HDDDUhJSYHH48Hs2bPxySefYNSoUfI1//jHPy5acaWhuFwu1NZWIz3dBovFYlii4S8thWP+/FaVuRKvsAKKgmv552IgQNP6XY5MJtinz4B321Z41q6NTH9VXEfbbbrtCLVCSeDwYQQOHxafKYkWSn8VaWzJ/Z9ljUu/4hS/Yk3DlX8fQp9RytVXwzpufFwBDXH2JxAIrZH77rsPO3bswFVXXYX09HTYbDacOnUKaWlpeP/995GXl4cNGzbgn//8J6xWa8Ke++233+LkyZO47777ol7Xq1cvHDp0CBaLBQDw/PPPo0+fPnjuuefw2muv6d7z0ksv4fnnn0/YXPU4UO7F9mONM5bVkijDWqV4YmIo/KafFV+XOPHu+ios2eTA0gc7y8/JtjKYHSoRkghygKOOk0t9AGD7T2oPmIGdkpGRZsKafaIPT0MzbbQbEhAEcSOIZeVMWHEyQYBhQGdmgj93Tr6fzskBX1ERjhOidXJkWaSMGAHGZoOp4FLwDgdomw2O+fPk8eUuRNqMKIqCdfJk0GYz7DNnIXDkSNQNIiNjW7ZLF1hvu53EBwQCgRAjDRJXnnvuOTzyyCN4+eWX4XQ6MWvWLIwZMwaff/45fvOb3zTVHC9IXC4XdpfsAM/zoGkaffsNMCzRULV4bq1IokR9CIIqhVVL0uWXI+POKYAgiAFGSFhJvflmuFetkoOMlKuvRvKgQWFRimFgf3Im0kLmtaauBfrZL9JrmgYEQfZXASAHTpYJE5A6YmT9zvsNcMvXS8PVKzsCNGnJPA9z14K4hRXi7E8gEFojLMvi7bffxsyZM7F582ZUVVXhkksuwahRo2Qx5corr0z4c9955x0MHjwY/fr1i3qdtmTJbrdjwoQJWLt2reE9s2fPxrRp0+TXtbW16NixY+MmrCCR3ihajNowN0TM0Yo028rccptlSQRRmuIKAjDzk3I5E4WhASiEFT08QQFPjcrG+kOuuDNtlJkecnkxw8ixARDyaFv+uUpYAaB+TdMw9eyJwN696gcwDCzjx+vGGdXvvBPOKlHGVNpNJkGAc9EieaMIABAMRni2SBjFmcFjx+CYPy/CqyURkM0dAoFwIdIgcaWkpAQrQ51YrFYr3njjDRQUFOCWW27BsmXLcOONNzbJJFs72gwVAKitrQYf+iLP8zxqa6vRzqD2VdXiubUSo6FbfQSPH0fgxHHROE4KBAQB7i++UIkynuJi8WfpGoWZGwQBjlfmRy8rUp7TeJswWdny3402MIjHINZox8i1YoVucJUonxRiZksgEFo7l156KS699NJmeda5c+fw5Zdf4h//+Edc9/M8D4/HY3g+KSkJSUlJ8U6vXrSeJW9+X4E/jMpOmMCiJR4xRyvSsAxkv5Rsa7hz4IFyL1bvcao8VAQB6NU+GSyNiC5C8n0nfVi1qwYvTcxDhZNrVKaNqrw4FOOoPNrqK13meQT27Ys8znFynBGBNvtEkWmbNHAgfFu3iq+VG1rKGEZnrY+IM0ObS3JM1QTxAdncIRAIFyoNEldSU1Phdrths9nkY9OmTYPJZMKECRPwn//8J9HzaxHoiSMNuVeboWKxWJCebgNN0/Lx9HQbAHW9qpzNoFwYL3K48nI4/va3yBPatNpgUCwZUhIyc/MfPVp/JpBUHiSl+QqCXA6U1KePYWAQj/ChbYWofA96AU2ifFJaopkt2ckiEAgNYfPmzdi4cSMqKyvRuXNn3HTTTWjbtm2TPOuDDz5AUlIS7rjjjohzR44cwaJFi/D4448jOzsbmzdvxuDBg2UD23PnzmHZsmW4+eabm2RusaAsuwHEbjrrD7kSmsGipLFGt4IAuRUQLwCzPi1H55wklJ314alPyyM8V3gBqHBymDI8U+4YBAAd7CxOOMQ4ihOAd9dXJSZzRyN0cI7qsBeKXgmOXgmQXkmQoiRZuw6mjhgpZtOGYhP7jCcROHIErpUr4Nu8WcyuveUWUNZ0ON97N3yjJLborPVag3xznz7qDo00nfD4gGzuEAiEC5UGiSvXXnst1q5di8mTJ6uOP/LII6AoChMmTEjo5FoCRuJIrOhlqFgsFlgsFvTtN8BQtDHKZrgQodIsEOpcCR6Uitw1YlnwPh8830d2F9JivWsqUgYOhG/PHvB+n5heq8AoMIhH+Ejq0ydcr60kmuCRAFPjlmZmS3ayCARCrHAch7vuugsffvghunTpgszMTPz000+YNm0a/vnPf+K3v/1twp/5zjvv4I477tCNAUpLS/Hiiy9i8uTJyM7Oxtq1a3H//ffjiiuugCAIWL58Obp164YXXngh4fOKFans5s3vK+L2HGkIjTW63X7MrcpACXLABxsq8cWuWn1NggGyrAx+PBqOJ2hAFlaUJOJ9q4QOhoFnXbEYX5hMSNUrlRcEgKbBdumCYGmp+lyovJlmTXCtWC6WJC9fHlEeZM7PR+6Chap12+lwqAz6maxsaLGMHw8mK1t3rde2c2ZycsIxSaikOtby5lg3R1ri5g6BQCAkggaJK7NmzcL//d//RYgrgNgliGXZ8xo4NAVG4kisGGWoAJBFFj202Qymbt1Ew9ULELpNLriyBIsreggCfDt3GExC7b9Cm83hdtCPPxY+FwyK6b4UwsGHJjCQ7vPt2RN+Xc+8zL16w1+ySz6UPHQY0idNSqivix4tydmf7GQRCIRYWbx4MYqKirBt2za5GxDHcXjjjTfwwAMPYPTo0cjMzEzY82pqajBp0iTceuutuue7deuGv/zlL8jJyQEg+qfceuutKCoqgt/vx6RJk3DVVVclbD7x0iMvGX9opOdIQ54Vzei2Pj+WLCsT0T75SwNhBQDG9EvHrE/UGS06DYUgAAl530qhg6usgGvZMvFEIAB3qIQ+Ap6PFFYAsbz566+RUnhVuJyH40SRReOToo0xDIUKhWAiXae3pqraOa9cIbZzNvCXMxJQGhqXtLTNHQKBQEgUDRJXevbsiY8//tjw/O9//3v8/ve/b/SkWhLRxJFYqC9DxYiIxbJvX5W4QufkRBiltVa4srLED6oXfXEcqGR1AJc6diz4cxUwde8O55LFEcGJb+9etV8MRYXbFEYJPmINMnQzlEwmpFx5paE4c6GKEGQni0AgxEpRURFmzZqlarPMMAweeeQRLF26FJs3b8bo0aMT9ryMjAw8++yzhufz8/Mjznft2hVdu3ZN2BwSRaK6+0RDKZxMHhYpckXzYzlQ7sXXu2qweJNDJawAiHgt+auYWQpZFjayPbMGAcA9hZno2S4Z28rEls2Nef/SBkXd+nXRO//EQiAArkInrtOs83oxhp5QoRRM9EQa7fvw7dkTkQETa2wTT1zSkjZ3CAQCIVE0SFy5GIlXHNGO0dD7/Lm5oJ6ejeSfj8M6aBAAwLVypbyopV51VXiXhBAzpo4dYe7ZE57iYpj79oX766+BQADerVtgnz4DvMOhCk5UX/gZBikjR4q7OoBu8AE0LMjQOvQnDx2GlCuvFA13DcSZWEWI1uZfQnayCARCrDAMg4BB2azf7wfLkvAmGkbdfRJBLEa2Rua6ggD5Xi0sA1CgEOAEMDQw57Z26JyTJItEALDoh6qYBJanPitHkBPH/OShLo36LPylpWJnwliEFb0uhYpzTE5O5DUazxO9GMM6dqyuP5tKMKknHqkvtogW25DNEQKBQBCJK/oYN26c4bmkpCTk5+dj8uTJ6NWrV7zzalHEI440BpfLhW1bf4TH40FKjh2DcnNhsVhUXzydR49AoGlQ9bnRE8KwLExdC2ThIvjzz+EAJhCAd9tWmLsWqG7RfuEHAM+6dREBhFLI0AoytN2uO50Ih36WRfqkSWIwFEWciUWEiDV7pqUJMGQni0AgxMINN9yABx98EH379sW1114LAKirq8PLL7+Mo0eP4vLLLz/PM7x4icXIVs9ct+iAEzf2T48QVkwMhTuH2TGmfwaOnfVh9R4nRve14oa+GQDUmSefPtwFf//2LIoP1enOzcRQqHIFEZQa6XDAql01jRJXDE3ptYQMaN1Fa0XzWSUUBVCUuHlD0+EsGB3PEyMho27dOng2bICpe3fQZnNkPFKP6FFfbBFtLOW9tM0We1k0gUAgXGDEJa6kp6dj8eLF6Nu3LwYMGACKorBt2zbs2bMHEydOxLp16zB//nysWbMGhYWFiZ7zBY3L5cKB/bvxy88/g+c5sCYTOl7SCRZLN/hzc+EcPBBclQOe118HxfMQKNGSnkqAwekFDU3DPuNJ8A5HOAjSCFOeNWvEwCYkRkAQZOHBOnasfJ02+Kj59FM4F70vBkKhe+3TpsMxd47YAnr+PJg6dNDPcFGY2FrGjQtfowhgaJst3IHAYE5aYsmeIQayBAKhtTJx4kS59Cc5ORk2mw1nzpxBVlYWli5divT09PM9xYuWWIxs9cx1OR74cmet3H6ZZYApwzIxpn8GeuQl40C5F08vOwV/UMD6Qy50zkmKEEUEAfAEIuMhmgJuuiwdU4ZnYdWumka/R8MNFSPDWgBJAweKa/gOjfebNitWik1CwkqaIo6WnqvMtIUgoHL+fNms37tpo3hxlJIhI6JtcNQnvsg+dSSuIBAIFzFxiSvBYBAvvvginn76adXxF154AQcOHMCmTZvwwgsvYPbs2di4cWNCJnoxIHUmOn36FByOSphMZtAMDa/Hq+palL59OzJDX8opQcCRLp2QXl2LNg6H4dgC9DsDXjTwPOq++Rppo38TDoKMCATEOuUvwmVY9mnTwVdXywGFFCzUrVsH5/vvqe6VdmyUWTF64oZ2Fyh1xEgAkTtAcomQlOYeMtGNFrTEslt1oXq3EAiECx+KojB//nw8+OCD+N///ie3Yr766qubNdOUEEmsni6SuW7RAadcysMLwNRhmXLMMqZ/BgQBWLKxCmdqA6qMGG3GyYFyL277xzHdsiBeAHq2S5Gv/+CHKgR50bNlTP+MBr0/f2kpzj7xuOy9lrtgIezTp8Mxdy7AcWJWrE75j2/zZvi2bFGVD0nm9YETx+FZu1Z9D8eJG0Ih6tatg2PeXLmlsrQJZNhZMkrJULzUl11K4goCgXCxE5e4smbNGrz55psRxx9++GF0794dAHD//fdj7ty5jZvdRYbUmYhlWZjMZphYE1JSU5GckqzqWuTp0BECy4IKBsHRNI7YMwB7Bq53OMAYjC055F80AouOsZy/pAT+3buRNGQIaKsVnuLiyPbHgChKUFAFCI65c8SgRyNqeDZsiHhuUp8+CBw/DjCMHATpiRvRdoGkAMYp+ewA6rnWE7RElDMJgpz9QmqkCQTChUJLNY1tTeh17amvk099xOrp0iMvGY9dm4NXvg0budpSGLz+fQX8QQEfbKwCBMhCiGRgCwAfbKySs1oAYPEPlYZ+K8oMGkEQxTlACP3ZMNzK2CEYRM3iD0AxbNj8Xi+ukFDGJaFSYAiC6NkiCStS/KLIXKVttnAcAqg3cow2i2gavN8XsfY3JSSuIBAIFztxiSt+vx8HDhzAr3/9a9Xx/fv3w+fzAQACgQCys7MbP8OLCKkzkcViRUZGBqzWDKSnp6NNm3Zw19Whrs4Fk8mMYJYdh8aPhXDoEH4yMahOEwOGbwf0RbcTp5B/9hxonfEvGmElmmGcIIi1ziwL6513wrtxY7gLUyg1l7HZYCq4VOWbIgdNGlEjpbAwnIILwDr1bjFQemW+eA9Nwz59RlQRJFrAowpUNJkr9QUt0thG5T/EQJZAILQmNm7ciOPHj8d07fDhw9GhQ4cmnlHrR898Vmkqa2RIm0iSTOqIZfcJr5yhInmjAKKo0rtDEvae8MnnpOyVA+VefLmzVnf8kT3S8PB1ufJ72H7MjQAnjh/g9D1hoqIJpiL8U2LEHPIljPBsEQSw3bohZdiwcOYqw6jjGoaJbLnMMDD37g22U2e4V30FcByc770nX9McJTokriAQCBc7cYkrkydPxoQJE/DMM89g0KBBEAQB27dvx1/+8hfceeedAIDFixdj0qRJCZ3shY6yM1Hv3v0Q5AJy6+ejRw/BZDIj4PfDmp6BchODMzmZqm4J1ZY0bOlRgMMd8tDn2HF0cDhUGSsXbOYKy8IybhxMBZfCvXYtfFtiCHSCQTgXLVLtFFmn3KVqxyzVNPN+XzhAAVQGtVIttGf9eqQUFiKtsBDV77yj8nXho5Rr6aE1mdUa6iqDFula2m4D76iO8GUx5+dHTdMlBrIEAqG18M477+CLL76I6dr33nuPiCsxoGc+K/2sPNaU4kqWVZ1z269jMtYfcsEfFOTYRSKJpUBT4ZbMizc6MKZ/Bhb/UAkje/+ig3VIT63ElOFZ6JGXHJMnTDRSR4yE6/PPjTdxYsRfUoKzjz+GlBEjIrJtg4cPw3n0aPgZnEJlommVya1WzHCuXKm+HhDLnYuLdL3XtKb2DTW6115P4goCgXAxE5e48uqrryI7OxvPPPMMHKEvjna7HY8++iieeeYZAMC1116Lfv36JW6mFwl6nYnKy0+A53mYzWYEAn7s2b0TTmetXCakpdqShg19esDmqkNuTS08JhM6navEJZVVzfEWoqPMAmkkSZdfDlOHjgAFmLoWxC6sAJHZLYKAuq++VIkQvMMB69ixYqCiQCuWpIVEFUCnAxBNg/f7Y07LjZZlIqEMgCJqrXV8WUiaLoFAuBB49913z/cULjiMhIbGiA8NpdKpjgnMLI2lD3bGqp01+GBjlVwGBADbf/Kqrg1wAhb9UIkvd+lnrUis3FGLr3bVYs5t7dApOwmj+1pxuiaIW4fYGiwcmfPzYZ85C445LzdaYEEwKBrZ6pUn8bx+zERRMCmEQ22MQNtsuve5VqxA6oiR+jGEnoeLIgYxElyIMT6BQCCoiUtcMZlM+POf/4w///nPOH36NCiKQps2bVTXDBw4MCETJITLhXiex7mz51DrrIUQw4JebUlDtSUNAOBMTUH7KgcYQQAHgEY4i0Uw+LlJSJCwAgBMmzZwLW/47pGpWzfQdnuEsRx/LlzzrUy5jUWckAIPrrJCXW/N83C+F/pCEEPgYZRlohfY6LZ/1PiyuIuLYLvnXpKmSyAQLmhOnz4Nq9WKtLS08z2VVoWR+WwshrSN9WWRyLIwYGixW5Ak5vTIS8a2MrdKWNHDxFD4ametyspEm+0iwfHAjKXloEPPAoDtP7l1uw7VR1phIUwdOsC3Zw8Cp8rhjjGjyhBBANu1K4JlZeG4hKZh6toVAsRMlvAb4Qw91/ylpeGyZIqCqVcvBPbuFU8Gg6j96COkT5pkmNUq/Sz96S4qEg3+V67QNdMnBrYEAoGgJi5xRUnbtm0TMQ9CFCwWCwoKuuP06ZMwm80RRq2xUG1Jw7eX9UFuTS3OZogtKjudrQAAVFnSkOmqAwD4WBZ5jmqk+XxI9/rk+1tiSVG8wUxAmWoLAElJgM+nvigkAkmihnXynQgcOoSUwsIIsUO108MYWQojpsCDtts0r+2GO0Mq0UeCZcXfj9D8lTtVJOAhEAgXKg8//DBuv/12TJgw4XxPpdWhZz5bnyGtnldLPAKL1F6Z4wGGBl6amCePo8yq0YMC8Jt+Vqzcoc5aoSkxZuF1bhMAleltkEPcZU/Sulrxwgv6F9C0uB4bxGxMp07gfv45PBdt+2aeD3vCKbNtKQreXTvBVVaoMlEAjdghCAjs26ca0rtpI7xbt8A+bbq4GcSykT5uCp83WVSR0MQxJDOWQCAQ1MQtruzatQvz5s3DgQMHIAgCevbsiRkzZqB///4JnB4BEFs0Hz16CE5nLaqqKiDEIa4A6kwW6bXE8dyw+fDBS9rD5qrD9Tt2gwHAAzjUri16lJ+OW2BpUeKMNtNFK6yEcPzzTQQOHVKJF96tW8KGtSExJWXkyPA10TJzdAIPbUYK76hWnQ8cOQLP+vXqnSSpbloQkHLVVeDOnUPSgIEQamsBCuCqq8U0YwAIBsXdKI0PC4FAIBAI0YiWmaLn1RKPQKEch+OBCkWJkDKrJtvK4NMt1dhc6pbPCwCyLGyEAMMJQKcsE36uNOiio4BlEHPZk1FpjKl7N5WxfdLll8PUsSNSR4xE4MQJscuPTmzAnThh/DCNB4u5Tx8wOTnwfP+9bMzv27wZrhUrkLtgoVrsUAoxevGisgMiy8IyYYJKpJEyXbnKCriWLVPfq4ljiIEtgUAgqIlLXFm5ciVuueUWjBw5EqNHjwZFUfjxxx8xcOBALF++HDfffHOi53lRU1tbDa/Xi9OnyhEIBMTsFYhdm5qKaksavh3QV850qbakoSLdil4/n4Dd4wEFyOZxNOoXTxIprDRaqDHyfdEcl1NplQQCYvtlhZjiWbs2vPuj9DxRGO3yDgeS+vSBPzcXFeUnkJ5ug/nMmYiMFG13oIhdI4jZKKauBXDMnyef8+/dKwZj0rWKNtC0zdYqa6IbaqpHIBAIhMSgzExhaGDObe1wQ98M+XxjTWFjHUeZQbPvpFclrkhxwEsT87DvpBeLNzoQ4ASwDJCfY44qrvTpkITB+WmqVs7RMMog9ZeWwrl4sXyd9e57kDFxYvhGQYBl/Hhx06OoSB17RNmMSRoyRNWFKGnAQNBmc3jjRCIYhLuoKGx6L/aZDp9nGHVsIB1TtI1msrIjfN3M+fnwl5XBtXKlHI9Yxo2LyJRRXk8gEAiEOMWV5557Dq+88goee+wx1fGFCxfi2WefJeJKgklPtyHg9wOgEAwGwPM8eF6QfViaCm2my/HcbBzPzZaNcqXyIsk0N6+qWm4Dre1QxFMUKEEwFEWE0PlYaKxQkzJyJLzbt0NQGNMKAKhY/GBMJrH98ub/hYMTnoflllvAZGXrdvSRcLlc2F2yA+ypU0g+cQJ5yWkRtcrWsWOj7xoBogHehg3qYEk7d45DyjXXwDpuvJi50spqoolJHoFAaAg333wzunfvfr6nccGgzSiZ+Um5ypvEyKtFj2gZMA0ZZ0z/DNHglhPjAIYG3l1fJZcljemfgVU7a7B4kwNFB+tUXYUAyK9ZGg0SVoBIbxHJu8RdXKxai307dqAuNxd8dbXoxfLll6LgwTCgMzPV3m5KaFoUQTgOYBikjrwa5p694Hz/PUAQ4FyyGNbJd0bexzAqPxTL2LGqeMAyfjxSR4yEb88e0HY7eIcDtN0ubs4YlPIoNzZIVgqBQCA0jLjElYMHD2Lq1KkRx6dOnYqZM2c2dk5R4TgOmzZtwpkzZ9CnT58LMphyuVyora1GerpN7h502YDB+H7NarAsi2AwCI4Lxl0e1FiMyouO52bjcIc85NbUguZ4ZDtdqLBawDM0zmako21VNbqVn4Yg8LAEgrL4crZNLs7md0bPH7dA61jCAaAoCnTovXIQgyq6EfPnU9Mg3DoR+NdbAGLLhEm55hqYuxaoAgy5U4DJFLGbo9fusGbjD0j2uJHz1SpQHAcfw4R3kGhabvFstGsEQA6gUgoL4d2yOTJTRQF37lx4Hq2sJjpRJnkk+4VAuDiYMmXK+Z7CBcWg/FTZZBYQ/9SW/tTnywLE5s0SyzjSdZ881AXbytzYX+6RvVaksqTJwzKxrcyNACfGC7wAlcDCC8CIHmnYeMSNd9dXYckmR8xeMfkfC+QAAHQTSURBVFqPM8m7JOWqq1TX+Ut2wV+yK3IAjjMWVgBYbrlFzEgNlRA55s8ThRIpzgsExDJlBeZ+/WG+tCC8CSOtmYr13shzTTLjjaX7j3Xs2Ho/HwKBQCCIxCWu5ObmYufOnRgxYoTq+Pbt25GTk5OIeenicDhw/fXX4/Tp0+jVqxd++OEHPPDAA5g3b16TPVOLVvhoivF3l+yA1+tFIODHZZcNRm6oE1OQ48BxXChb5fwIKxJGWTNa4UV77uAl7QEAHc9WoNO5Shxvk4PTHdohGAjg+IC+6HS2Akl+MUDwmU34OeQF0+lsBRiaws9tcpDmcmPowSOgBUH+FLRZMjTDAMEgBIqCIAiyGMMD2G9JAWdJg++KIei07wDSa53qiTKM6NpfWioKFiwL9rrrYe3dW75E6hTg3LYN3k4d4c/Nhdngszq9dQsC//d/oDgO2coMnZCoIk6Mh2PeXJg6dJADHW0tM6DOiDF16AB3cREAIHXESNQs/kCVRsyE/l9sjTXRiTDJI9kvBAKBEB898pIx57Z2mPlJuaqLT0NpqDdLfR2IeuQlo+ysD1/uDJvYsgyQZWWwZGMVsq2MqsyoY6YJpWfDJdSHTvlk8aUhXjHSOlr70UdhfxVJzFB6nDQC77Zt4XECAXDV1arzpu7dRd+30Jpmu+8+AAhvwoTEFClTJdp6b1TKU9/GBtmwIBAIhOjEJa7cd999uO222zB79mwMGTIEALB582a89NJLeOihhxI6QSXPPPMMamtrsW/fPlitVmzatAnDhw/H9ddfj2uvvbbJnishCR88z4OmafTtNyDhAovkr3LmzCkEg0H88EMxBgwYgr17d8HprAEvCOB5ARRNx9SOualobDmSVGIEAPB6AdQvzNA0DUEAKlNSUGdJQ9taF06nW2Cpc+OScxWoyshAssUCR042OnXqguot/8MvSSZwHI8u5ypB0TTOdr4EdW4nMipMOJuRjrO9foURm7eB4XkIFIXUUaNgHTce5vx81Ozdi7LVq1CdmwPq3CkMcnVW/X37c3OxJycTjpM/I/BTGYYMGYrOXbqo5n32zBkc/GI5CkJZJbQghEugtAFZyHxWr/ZZ+droXMadU3B22zY5rdg6brzhtS2dRAhCpEUkgUAgxM8NfTPQOScpppIdI7Ks6nzUbKtxR70D5V7c8cZPCHACTAyFjx+KzCo5UO7FU5+Wq8p9xvRLx9OfnZIFlZcm5qHCyWFQfioW/1CpEldO1ag9zPxBPuaW0ub8fKRPmhQWOFgWnuLihAgrESXADAPGZlMdos1m5L66AO6iIjnd1mitbOhaJ4kmtN1uuLFBNiwIBAKhfuL2XElJScELL7yAyspKAEBWVhZmzpyJGTNmJHSCEoIgYOnSpXj66adhtVoBAEOHDsWQIUPw4YcfNou4UltbLYsKPM+jtrY64eJKeroNgYAfwWAQdXUuAMCO7VvA8UHwPA8TaxLLYmgGgsA3qaltS4OiKJjNZvj9PjjSUlGZIgZBlSnJ+CUnG2mWNHChYuzaqnNwt2sLr9cLQRCw05IGlmVBURQYjwd+/2nwPI/KlGT8d0Bf5LnqYB0wCAPG3QI/gIryEzjldWNvlh3gguDKSsGyLPpfNlj+Oz9z+hR+/vkYqh1VEASgqOg7jEkdJ2caAcDp0ydRYbejC02D4XlwNI0T145CZ3sWbJ27wDFvbri0h2UjMjQakillzs9H7sLXWlWGSjQaKwiRFpEEAoHQOGIt2TGi0qkuV5W6AekJGqtKauSskgAnYNWuGtWzD5R78c+1FapWyjQFnK4JqrJjKpwcJg/LBAB0yUmKOr8fDtfh72sqYm8pLQhiuU4IXV+0RCAIoEKxroS/9Chouw2uL8RMFdfy5bA/ORNphYWNWivr1q0TY5GQCb59+gzZhN+wzTPZsCAQCARd4hJXaJrGzJkzMXPmTJw5cwYURSE3NzfRc1Nx/PhxVFdXo7eiNAMA+vTpgx07dhje5/P54FO02q2trVX92RBomkEgEJAzV2iaiWscI9zuOjidtbikY2fUVFfD7/cj4A+ASw6itqYGAs8jyHFIT89AIBAWXy4WGIZBIOAPec2oXVJomobf50cwKC78XJCDIAjyfwzDQBAEuazKnGaBQPMQBB41Vgs8WVlon5KEY8dKUXHuLHw+H04c/wVudx0CAT8oisLBA/vhrnOjb/8BSE1Ng9tTB6/HCz60hRYMBnDsp1Ikp6TI87JaM+DOysS6Xw9GZkUlPB07IKNHdzD9BoBLTUPaiy8isHEjBAEwDx8Gb3Y2vKHfqcqKc9i7twQmkwlJScn4VU/xd9/prIXVmo7UVHWWj9tdBycXgPXyIRBS0+RxmhPpd1hvfs1OdjbSXngBwf0HwPb8leqzbSyJ/P+eQCAQLlSU3YAYWsxcMfJh0fM+O1DuxaqSGlS5glhVUougQquhKfE/ZQchmlJnx+w54Y06vzwbi81lsZUJaTM3rJMnRy0JMvfrj7TRoxE4egSuzz83znDRG4Pn4d24UXXIs2aN2J1Qupbj4JjzsqqcuKH4S0vDbZkBIBAA73Do+qyQDQsCgUCon7jEFSVtFLv0TUlNTQ0AwB4y/ZTIzMyUz+nx0ksv4fnnn4843r17d1BUfTamQFpaGmwZ6aiuqUVdXZ382h8Iwmxi5eONJS0tDQMu6yt7mZw9W4nhw4eA53hRxHE60bFjezA0gzqXS8zAYFjE8BbOK1rT3WifuXStJIj4/X657TQABIJBcMEgzGYzAoEAGIYBRVGgKArBoBccx4NlxaDK6/XC7fYiJSUZFAX5Oun55879BJ7nkZqaApqm4XA4sHv3HsyZMxdt27ZFbk42bLYMpKWlgmVZ8DyP48dPYPOWrXh5zhzs3XcQAHD1iOEoKOgKiqJQduwn/PWl+TinMa3LyclBly6dwAUDqC5ah9paJ8wmVvU7BCDi92xE4TDk5uaAYWicLD+Nw0dK0S6vjfw7smPnbvl3T/v7ozzXXLSEOTQX58tMmkAgEM4XsZbPKOmRl4y/TsjDrE9F75bZn53C5KF2XR+Wnu2TZQNamgJsqYxcJqTlml5WXJJlwrvrq1THeQF4cmk59p30Ykz/DPTtmIw1+8K+akqD2zuH2tHvkhR8uas2Jl8ZbeaGc9GiqCVB/n17kXbDDWCyssF27Ijgzz/rX0hRsEyYAMqaDucHi+QMEt1VhufFrkLSGsTzcgZJPH4ovr171e+BYQxFk9bo30YgEAjNTcziyu233x7zoB9//HFck4lGSigbwOVSZ2s4nU75nB6zZ8/GtGnT5Ne1tbXo2LEjDh06hPT09KjPdLvrcGD/XjlT5Vc9e4sZCwbHG8OZM6dQevQw/D4/zElm2DOz4Kiqgt/vA89xOHv2LFwuJ3iea7TfSXMSi4Cldy1N00hLsyAQEFtQ87y4XWUKdc1JTk5Beno6XC4nuNDfg3hKtLZNSkpGamoaeJ6DIACCoP7M8vLykJ6eAY4Lwuv1gaZpXP7rYRg3fjzOnj0Dd10dfD5fSMABQFHIyLCBYRgMHz4MeXnt0LffAHjcbmzb9j8E/AFkZNjwzLN/Uv0uaDM5pN8dn8+HyopzyMrOBk3TgAAwLIvyuiQ4kzqjwOaF/+wBHD/+MwRBQL9+/TBr1mWoqamWx76kU2e0aZMHQPz9+eXnn3TPNRctYQ7NhfTvCIFAIFzISIJKloXB08tOxV4+o7h/9R6nXMrjDwqodAXlTkSSoHGg3IunPzul6uyz8LtzqhIgCRNDIS2JQqUrCBNDRYgvPMQWzYt+qMKV3dSxWXsbi5PVQfACsHSzA0v/5wDHi6LLSxPzor4nVeaGToc+AGrhIxhUZ4UYwXEIlp9C+qSRSBk4UBYvAidOwPG3lyLGt069G85F78vdCpP69InbD4X3+1SvrVPuinpfa/NvIxAIhOYmZnGlKTrjNISOHTvCZDLhZ43y//PPPyM/yj/0SUlJSEqKrLlNT0+vV1xxuWphMpnk1zzPhb7Q6x9vDFWVlThz5nSo3IhCTk4bJCcnwWw249SpkzAnmQGX0CCxojUjCABFU6BpGhzHI9wPSISiKKSmpsDtrgPP8xAA0AwDmqJBUYDZnCT70WiFFQBgGBpWqwVenw+AALM5GWlpafD5vEhLTQUFUdDjeR5ZWdkIBoMIBPzgeB4Mw4TKizgkJSchL6+9PK70u3Cg3ItNhxxwVfyMn6pZUJQLk0d2QdsUDiaTCV6vBxRNyaVKAFDpy8C8LZkI8h6YGeCR/mmoM7XBLy4r+rc1w55pF8W2kJiUl9de/v+SpmmcO3tG91xz0RLmQCAQCITEoCzfUbZljrXLztclNXgqlLEiYWIorCoRM0UYOixoLNlYJWezSHA8wFCApJ2wNDC8WxrWHayT2zCztNheufhgZJYkxyPi+HFH2NBWWWLEC8C+k17c0DfD8P1ImRvuoiJwNdWimW1QbZALbVZjjJthUmtnZetjc34+fAf2w71ypXydderdSBkwAIJTfP9Sq2Wn1DEIiOqHosxugSDA+cEHqvO02ajvIYFAIBBiIWZx5d///ndTzqNekpKSMGrUKHz66ae49957AQDnzp3D2rVrsXDhwiZ5Znq6TS5xoGka6em2qMfj5eyZM9i5YwsgQC53OXv2NFJSUmE2mxAMBuH3iV+qW1PWSmMQBB5+nz9U0hNZhsHzHBzV1eAFQd4pomkaFACPuR32O1NhFtxwB01ow55DFlsrj0HTNCoC6Thb1wWd0mrRMSeIqqpK+HxepKSkgmFYcKHPOSsrG5TtUvx43ITK6rPowv6MNqwHKSmp8t+79ndBHVCmQ/KHWVN2BndcbkW+2YScpGTQNI2k0J+AgK0nTAjy4rV+DjiJAnz2UwdwAoXiCgH9L8tG337tdA1uLRYL+vYb0KRtwuujJcyBQCAQCIlB2UZZEkNibcssdfVRCivaUh6ODxvcKr1ZJKTOP/tOir4pPdslY9an5apymSAPbDjcjOWngiAbyoJh1JkqccB26YLgsWPiC40o4i8tBc2akHT55RC8PqSNHg1T+/aqDBVTQQF8e/aIXX5YVhR7dMzxpfGU91rGjlVn39A08VEhEAiERtJoz5Xm5OWXX8awYcNwxx134IorrsC7776L3r17Y+rUqU3yPKMvi4n8EulyubBzx1a46lzweN0wmcwQBLGshWVZQADcdXXwej0XhbBSxWWgzH8JACDf/AsymRpUcRk4E8xBG1b0MjkTzEEy5YEvkIZ2SVXgghyOBS6B35cCXuBR6usAHgzETBcKAI+rrduQwdThdCAbTj4Nez2dgQoaLG3DU0OrkJeXhI4dO6NN21CZzelTACWgRsjG3e+fQZDjAKSDpftg/s0MBvVqJ/+9K38XjteyeOrT44qAMpxpxAnAkv85YWYy8eQ17VBj74722cBlXbMAAExmJZYfcsPPiUGlR0gCJ/hC91IoOhzAgK6Z8nO19e8Wi+W8CxotYQ4EAoFAaDxKwUPb4ri+rJXtx9wqYYWhgT+MygYALNnkkMeURJoeeclY+mBnbCtzI9vKqJ4jZZMs2VilWyakdyxWzUPyYGFpYEx/46wVCZXvil5ZkB4UBTY/H8HS0ohTbKdOCJ44IQsetN0G58qVoO02OObNU3UTtN13H3x79qgyVBwvvyy+UZYNZ8kYvHGtZwwAVZmT/cmZpOSHQCAQGkmrElf69u2LXbt24Z133kFJSQmmTp2K+++/X2V6mmiMviwm6ktkbW01TGYzWJZFWpoFyUlJyLBlwmw2IxgMgmUZmMymUIlLoNHPO99EE0+CAo0dvj4AaADAPn839DAdweFAQUgskSIoMdMDoAC3VDKkVy5FydevdQ4CDYBX3gsgyFPYXNEGfS6xoG2aHRaLGDAeT+2I7cfcOFMbUKUOB3ngdDA7ImvkeC2LtSVunKmt0w30lPg54G//9co7gEsfZNEjLxnZOSwmDxPNmcf0z8CqXcZGzQfKvbLRn4mh8PFDsdW/EwgEAoEQC0rBY1B+KgQBqHCKnXnqM7cdlJ8q+6EwFDDntnbydcoxlfcatX3+uqQG3+5xol/H5IjsFiMoAcjPNaH0rHHcZGIoMfs1sgGhISrfFZYVhYz6RBZBQLCsTPeUt7gY1rvvAW02i4LK/Pni2NoOQsGg7MUiZ6iExpbOy3AcnMuXg7HZAEosHYIggKusCN9rMiF1xEikjhhJDGoJBAIhgbQqcQUAunbtir/+9a/nexoJIz3dhuTkZLRpk4eA34/LBgxGaloafv6pDMfKSmEym8AwTOg/FhwXrH/Q84gknlAAuph/ASBlmnhRydmxz38pALGjzz5/dyTDAy+SAY3oIULjYKAblCJJGL1j0aARDlPUUdR/Dwbx34PVeH1tDZY+2BmCAFWduRKWBrKsDJZsrJIDQ1VdOqV1hxGxpdCo8wtioKmpXf9qVw1W7azB4k0O+Xyv9skY0z8DH2ysQpADWEYUXKSAdn+5RzbxC3ACVu2qIeIKgUAgEBKKJHgo1zmWASiIwomRua2oWYhrFEUDnXOSIsbUQyvafF1Sgyc/LgcArNnnxPQbcuBwc1i80aHbRUiCB3SFFYoCruqehvxccT5SiVKQQ0w+MtqOOQDgLi6CZ9OP4MpPGt8YJY3G/e1qZD39jDorhefVAkuoi485Px+WcePgWrYs6jw9a7+Xn+lavlx846GSIcuECXI5UVKfPrptlwkEAoEQH61OXLnQ0CsxcrlcOHHiF9Q6a0KlQBQYlgUbMlFtKW1gJSHFK5iRQvlhpnyqzJO9/m6hK/WEEwCg4EWq6nUkiTLwlT4z4/Ekkz7pZyAy3XhM/3Q8/Zm6Y4KqLt3gr+ayTil4+LpcOeV5dmgMhgI++EGd6szxwMxPyvHpw13wyUNd5B2+srM+uYad1ryNfSe9OHjKSwQWAoFAICQc5TonZnNGtlLWXi9lfWqFC6OsF62B7pzb2uHbPU7VuCXHvVg4uYO4+fBDJb7cWSt3GIoFQRBNbjcddeOliXmqsqf6fGQktB1zzPn5MBVcGtnZJ0a48nKcfeJxWCffqTqeetNNcH/5Zbj9snR8xEi4VqwIZ6vQNKx3TYVz8QfiMW3WizKzJhgEBIQzZBrQWYhAIBAI9UPElRaAVGLkcrlQXn4CHrcHJpMZFEUhEAjA7/eDZVkENC3zEoHSzySTqdE9dszfAYf9+eAF8Ut9N3MpAArrPZdDnTkSmXkS5nx3OVI/v1OWCScdAQQV8YcyuNJr72hmKWRZWDnAlILKQfmpYBl15wEtXXKTVLt1ggDMksz+dAJDjheD0cnDMiEIwFe7arBoQ5WqTaVUKw4Am0vduPX1Y5hzW7uo3Q4IkdSX3k4gEAgXO1lWRvWapcUyWSNRQuvXIl2jJ6BIa5bWQPfJj8vx2yvsqnH7dQyvoV/tEoUVCsDkoXasP+TCz5WxlU/7gwL2nfQalijp3qPotGPOz1e9TissjOjs0yACAfh2bFcd4s9VhEWSUFmQJOzkLlgId3ERgHDHIKmNM223wzFvblh8kYx3Q+VAoBBTZyECgUAgNBwirrQQXC4XdpfsAM/zCAYDoGkaVmsGXC4XAn4/gsGA3Fo4UVRxGVjlGgUeDCjwuCxpN84Ec3CSywNCDiUp8MCDVCjFidOe3NBPkZkorQEzS+GV33bAsbM+rA7VcVe5OXn2PfKScecwu5wuDACX56eiV4dk9GqfrAoYsywMtpW5MfxS/VaQgGjkpzXKq3RxEVkxDC0GjLwQDliVgaj22jm3tcM3u51Ys0/c2ZOC0c45SU0uElwogoTy8zVKbycQCISLnUqnevdgyvBMtEk3Ga4Ben4tSzZWYX+5RyWgzPwkvGYNyk9VbRrwArDzF49qXDNL40C5F3/+PNyJSABwvMqPR67LwYyl5TG/p8UbHRjTPwOTh2XWe62204592nQ45s+TS21yFyxE5gO/BwQB7i++iHkOqmeUlKgPmE1hZ16TSdXJx5yfDwiCaFKrOCaJJKYOHVTiCwBVKZNLat2sGZdAIBAIjYOIKy2E2tpquRsQy5qQkpKKo0cPwemsBRcMNqbTXwRSZkpl0BYyigUE0Njh6wdt5okHaTojtA4RRQ+GBl6amAdBAJ5eJpbmFB90yvXjSzY5sPTBzhjTP0PuaMAywI6fPdhc5oaZpfDwqGzsPuFF347JmP3Zqah13wBw1/BMuWZdEiSUu3omhsKdw+yyAKPcRVuyscpQWLmhbwY65yRh7X6nKhhtav+VC0mQUO6UGqW3EwgEwsWONhNlTP+Mev+t1PNr0SJlaUrX3nxZOlbsqJXP7z3hVV3vC/K6Y607WCf7qERD6YkW4GL/N1/bace1/PNwZkgwKAoZggD3qlX1jhUr3uJi+Wfr5DtV2SVasUdb2qMtXQIgijEhgUXpG6OXtaLN0iEQCARCbBBxpYWQnm4DTdPgeT70ZxA8LyhkjNjVFW1Zj/Q6mfLgRCAPZcFOCPugKIlVNGmAtX4Lg+NFf5J9J7yG9eMf/FCJnu1S5LaTZ2oDchaLPyhg4X/PgeOhEjWUKIM3NlQZ9c3uGtmrxcRQ+E0/K37T14pMC4sx/TMgCGFRRbmLpuy4wNLibqEyqNULRpuaC0mQMEpdJxAIBEIYbSZKtH/ztZmNyjVDi/bf3TuHZ+HLnbWG/mW7j3t1xxIgru16hvLa6xhK9EdjGeBMbSAmvzJtl57A4cMR1/j27o29PbMRUqaKppd04NChyGc1oLRHT4wxMrKtT7ghEAgEgjFEXGkhaI1t3XV12Lt3NwRBaICsoi71ocFheMoW/OAZEspQ0Yoi8QokrVNYkXh/Q5XKEJaC6P8mpRiv3FGLlTtq5awMAHIWi7LTj56wIgknEqtKavHu+irVfQFOwMqQGGJiKPRslyxn0WgzQZQdF0BBd7fwzuFZWFXilNsya0uQEs2FJEg05AsDgUAgXMzodfnR6+4jGa9L65lyzVDCUGImqbYd85zb22HGx+URGbtmlsLovlYUHXBGlNUCovdYLNEJF/IsgyB2C5IyVqP9+2/Oz0fKVSPg+X5N+KAkgDAMAr8ch2/3btHfpBECS9KQIUjufxl4vx/O996Vj6cUFqqySVQtoWMo7WmIGOMuLiaeLAQCgRAnRFxpQSiNbZ2uGqSn2+F0OkFRFCiKggAgEMV3pYrLQIm3p1zqw4PBj54B8uvWLorEAhOKdXTiLhleUAsjAvS7JEpZGZOHZcpfwJWdftiQXhXkxVKdG/unY1WJKMwwNHBltzTZ5JYLXaMNCAOcgNV7nKpMkDe/r8ANfa2oDGXNGHVckOiRl4yPH2o+geBCEySitQUlEAgEgj7aEtG/TsyThRVAfw09UO6RMy05Adh70ou9oYwTafNAMrh98uNy8ALkrM2e7ZNR4eQw6dd2LN7k0J1TrJtRyjgg1gxMxm5TvU4aMgSC1wv/7t3wbdkcPn755fBt22YsslAUTL16IaDwS5Hwbd+OjDunwJyfD7ZNG3jWr0dKYSFM7dtHZJPUV9qjmmuMYoy/tBSulSvCB1iWeLIQCARCAyDiSgtDMratqDiHkyd/gc8r1huL7ZfD4ohe6Y+UsaLMUAkgSfG69ZbzxAoPIMvCoMLVsJ0jXtAXP7JDHRKUX8A75yTJwgIQLufZVuaWM1I4HhEGt49flwOHm8MiRetlEyPuxK0/5JIFljX7wia1JoaSOxHpZYlIu4ZZFnUnh6aGCBIEAoFwcaMtEV29W51RwtCQ1yxpzTh4youvdzvlEtnFP1TJXfve31CFubeLfmKdspPEjsIcAAro2T4Zsz8VPc7oesKYzDQaVXXRtlig3hyhwmt9NFQtkBkGvu3bw74rCoLHj8M6ZQqc77+vu3NjnXo3gr/8oiuuKLsCmdq3B9+nD0wdOsC3Z09ENol17FhZVKnPI8Wcnx+TGOPbu1f1nizjxpGsFQKBQGgARFw5T7hcLrkEyGKxyMfKSg/D6/XC6/XA7/OFRBUJ8edj/g7Y4LkcAmjQ4DDG8j32+y6NkqFCGRy/8BAEGAorFAW0TWdxqiYcOEidCcwshZcm5uHTLdXYXOqWz1coOiQo058lX5QD5aL4deycD2dqA6pOB1qOnvXhrxPbo2e7ZHy2tRp5GSzuHJ6FHnnJ6JyThDe/r5BFFYkAJ+CeQv2uDHomga3dYJZAIBAIrQNtiahyo0AyXtfLtJSyWJR+ZoC4dkrdg7Yfc6uyNt/8vkI2jzdaYyWiCSs0BUy9UsyCeeoTsbMQJwCzPo3eac9fWgp3cTFSRowAY7MBAFzLluley5WXGworABD85Rd4Qp18IghlitStWwfH3DliK2aTCdbJd6rfhz3colrPI0XqJKQUUnRNbjVoM1ykTkMEAoFAiA0irpwHlG2XaZpG334DAAC7S3bA6/XixImfUVtbK3cPUmapAJCFFUAs/dns7oezfK7+wy4wlPk3DW2gJAhQCSuSoFLh5ORWkduPuVX3SLtZeh1yBAER4gZLi3PTM+P7cmctruxmUfmr3Dk8C4AYcN7QJ7KWPFpXBj2TwNZuMEsgEAgtjbVr1+K6666LOL5v3z50797d8L7NmzfjiSeewO7du5Gbm4tHH30Ujz/+eBPOtHnRKxEVAKze7cTovla5vEfvPimLZfFGh6rjntQ9KMvKqNb50rPGJdENgReAXyrFDJCgYq01KrsFQuLFE4+HMzpYFvYZT4ZFCD2itHj0799nWDJk7tUbgePH4Zg3VxRWACAQiDC05R3hsiitn4q7qAiuL0KtllkWlnHjkDpiZEwZKLFmuBAIBAJBHyKunAeUbZd5nkdtbbX8s9lsRlJSMgShBgA05T48MqhaWViREIWVCz8rBQgHWo3tTH1NLyv+MCpbFUgt2VilCrYAsR5c6hik7ZAj/awkyEPONPEHebzy7Tk5xuIFRPirSMHcgXIvnl52SvZmefy6HFS5uah/q3omgQ01mNWaERIIBAJBDc/z4DgOAc0XaZY1DqFOnjyJ6667Dvfeey+WL1+OzZs347bbboPFYsHvfve7pp5ys6EsET1Q7pW74q0/5IqaCSLd+/FDnfHBD5X4KtQhyMxSyLIweOrT8kav80as2ecEyyAi09SoNEhbKoNgELzDgdxXF8BdXATX8uUNMrHlTp1SH6BpWUjxl+yCf3eJWpyhaaQUFsK7ZbM4D4UPir+0FFxlRbiTkckkhoPS72owCNeyZXCtXBlz159YMlwIBAKBoA8RV84D2rbL6ek2AJCPWSxWnDl9GgBwJpijKPehUSPYdEa8OISVRDK6rzUi6FO2PQbELJTFG6sQ5MT6bOmcUsDQEzeUmSbt7CbM/CTcOUGZNq0cR5mFwvGAo47Dhz+KHYqMOhlIu4ardtagqi4ot3WOVSTRy8YhAguBQCDoE01M0fKvf/0LaWlpmD9/PiiKws0334zf/e53mDNnzgUlrgBhkV5vE6K+NaVHXjL+OrE9pgzPUvmXBQ20imiltw1Bb/x9J7262TZJffpEdAGi7XaVCKEsEaKsVghOZ8Q44kkqIqslafBg0Ri3pEQ8oDzPMLA/OTPk1K/e/VGVA7EsLBMmyGU8rpUr1Vk1pOsPgUAgNAtEXDkPaNsuS54r0jGP24OzZ87A6/UgKNC4GIxomxull4qEtIu2aleNfEyqBw9ywD2FdpX3yYFyLyYPtaPSJe5oZemIGzf0zVAZ4Er+KtpOO1kWRg4aWQYAhZiCVEEAloREGEnYiRWtGSEpJyIQCARj8vLy4PP50KtXLzz77LO4/vrrDa/duHEjrrrqKlBUeO0eNWoUXn/9dVRUVCA7O7s5ptzkKEV6Vp1UG5NJrITWJF0ycgdEw9nHr8+BmaXhC4gZobHSNp3B6drYskreW1+FXu2TIwQWc34+UkaMVLVhDhw9AhQWAgBMXQtU1xsKKwBSb74Z7i++UAkovs2bxewVjfCSPHQY0idNAgQBZx97NCyuhExvxYmEM1SYrGxZPJGzaiQDXpYFV1kBf1kZEVgIBAKhCSHiynnCYrHgeC2LtSVuDMr3okdestyK+adjx+B01qKKy8BOXx8QYcUYigImX2HHkk2OiBRi7Q6XFLdEK51RBngHT3mxZJNauFCmP+uZyeqJG9qgUfv6QLkXT31WHp6rAPRqn6wyCjSab2MEEq0ZYUPKiQgEAuFiISkpCS+++CImT54MlmXx9ttvY/To0fj2229x7bXX6t5z6tQp9O7dW3UsJycHAHD69GldccXn88Hn88mva2trE/gumgblGqQtq/1mtzOiNCiWUtQeecn45KEu8kbHmP4ZsidatUctlNSXyRKrsAKI21gzPtY3ttW2Yfbt3i0LFYGjR2Man/3VryKEFRmeF4MUCZMJ6ZMmwZyfD+fKleqsFYYJt0eWfF804on0X+qIkaIHy8oVDS4PIhAIBELDIeLKeUKvJKODNYgdpZX4Yls1Krx98YsnOcJf5WIhVsNaSgCWbhaFFW22rbK9sta8NhYBQs+sT8LITHbVrpoGZ38ouyIAYoD6zW5nTPNtjEAS7f0RCAQCQeTKK6/ElVdeKb/+05/+hC1btmDu3LmG4ooeNC2u54KB2elLL72E559/vnGTbUYOlHtxpjYgl8yaGAoCBHk9W7PPifWHXHLJqZExvJ7YIm1CHCj34qtdNXKJromh5KwWaX1PJIIA3XU8dcRIlbdK4PBhnH38MeQuWIjAieMxjR08cKD+h9M0LLfcojKgVXXwoSikjBwpX28ZOxZcdTU8xcW64ok5P1/McpE8Y0h5EIFAIDQpRFw5T2gzDlZv+RlZOIU5/8sFj2QAl6Dxtq2tF+mdt7Ey4KK0V+YB8KFTevHq49eJqcTKUh7JjDZWgUUQEHFPlkU/3XnxRkeDfE8AUSBRpkADkUFptPk1RiDRZtEQCAQCoX769euHpUuXGp5v06YNzp1Tl6+cPXtWPqfH7NmzMW3aNPl1bW0tOnbsmIDZJh5VORAjGrlLmZtvfl+BNfvE0hhlRuWqkhpV3KMUTVgG+OShLvI6vaqkBlWuIFbtqlVlxAQ4QTaNz7YysqdZQ2Bp4Mb+6RAA7D3hjakTkTk/HykjR8KzJlwahGAQ1W+/hcAvvzRsAtEIZagoxQ+pg4+UgeJZswaeoiLx2pAgo+wspBVPtO2V5awXAoFAICQcIq6cJ5QZBywtwOo7hlXHUsCrSoBIOdAZHW8UIxg65PmmEFnMLI3JwzIBxGfganRPpYHYE+Aa7l2iTIHed9KLzaXhTkSxGgISgYRAIBCaj7179yIvL8/w/NChQ7Fo0SIIgiD7rqxduxZdu3ZFbm6u7j1JSUlISkpqkvkmGlU5EAe0STfJ69AfRmVHGLcfKPdi8cYq+X6WBsrO+uRNhSAHfPBDJbLSWHyg07lPQluiCyBmgYUCcFWPNDxyXS7Kzvrw1Kf69/Vqr9+O2VNcHHlcMqFNIK5ly0BZ05ExcaJ8LCIDRdmdiOfDhrsa8cRfWgrf3r2wT58B3uEg7ZUJBAKhiSHiynlCyjj4flc5MvlyBAJJ2FttZHB3YRjaMpRYumMUNDWWu4Znolf7ZFV3HmWZjDZbKJYSnoh7dtZgW5kb2VZGFseUqdDxepdIAsnBU17c8cZPxAeFQCAQWghPPvkkhg8fjquuugo8z+Ptt9/Gl19+qcpc+e677/Cb3/wG+/btQ/fu3fHAAw9g4cKFeOaZZzBr1ixs3rwZ77zzDubMmXMe30niiFaSqpdRuSSUoSIR5IH1B+tUY365szaqf0qnLBP+32CbKpP0hr6iH8vcVWfq3YwRAGw66saN/Y2FFUDf8F7bjplp1w5ceXnU5zUG53vvgquqhKltniyIqDJQlNA07E/OjBBPVN2ETCbitUIgEAjNABFXziM98pLRwZqL3SUnsKYsNYq/SusRVtLMFOr8+tERJwCX56fKmRkNhaaA9GQK1Z7I8Rka8m6WXjceILLV8gcbq+ot4VFlGDHA4k0OuR2z0hMFQEK8S4gPCoFAILQs7r//fvzxj3/Evffei0AggJ49e+KLL77ATTfdJF/D8zw4jpP9VC655BJ88803eOyxxzBnzhzk5OTgmWeewYMPPni+3kZC0VurtGa12vVXaz6rXcnra7H8c2UAr6wWS63MLIW/TsjD/pPeqJkuWvxBAav3OA2FFaNNDZWwwbIw9+wJz5kz6gySBONeuVL8QSGM5L66AM4Vy+FZu1bOWLE/ORNpoc5FSnx794aFGOK1QiAQCM0CEVfOM1JbZs5Sic8PuRFounW6WTASViRSTZTKhM7IuJYGMPeOdvh0S7UsxvACDIWVObe1kwM5ZVCnDfbuHGZXtVeur+xGGUCeqQ3I9/qDAiqcnFxyJF2bCEiZD4FAILQcLr300qj+KgBw/fXXIxAIgGXDYdWVV16JHTt2NPX0zhvatTZa2a2Bh68Ko84/WrN6QFyDZ35SXq8gEzEWgCQdyzQTQ+HOYXbDDRdZ2Fi+HJ6itaL3CkWB6dgR3PHYDG3jJiSMQBDgLi4Wy5PqEVYA4rVCIBAI5wMirrQALBYLsnNY8MKx8z2VJqdIkwasFxdRFPDbK+yocHK4dYgNO3/2RHTmAcRAbOqVmXIwJJngURCzWJQ11VKwN6Z/hqq9cixlN8qSnYbeSyAQCIQLH4qiVMLKxYa2hFa7cbH9mDtCCJFycgWIa/Qj12RjwXfnIjr8ZVsZzP7sVEQc0FBhRXrWqt1O1bHe7ZMwpGta/Wb0ggBP0dqweawgJFZYoSgkX3UVvOvWqdUklgVts4VLfCQ4DrzDYTicJAj59uwhXisEAoHQTFy8kUAL4+tdNQlvKdicxNo6ud5xQjtUizeJAYMUYK0/5MLKHbWqa2lFKdCBctGrRCr5WfRDlcrcVgr2Jg/LjLvspr6SHW2WTCzEcw+BQCAQCC0JZdmtiYncfNDriidAzBj5TV8rsqwshnazYGg3i+4a2zknSdWFKJHsL/dh70kflmxyRDW69+3dGxZWmgJBgPeHH8TgRlNuFCg9Gum1EkM2ijk/n4gqBAKB0IwQcaUFcKDcK4sJrRGGAh6/PgcON4dKV7BeUzqJTlkmlFcHZUEE0E/9rXBy6NkuJUJcUZb1bD/mVo2jFaoYGnKwZ1R2E4vQEe3eRHUiIhAIBAKhNSEIgBDaYhEg4NhZn0okMeqKF+AEfFVSC46HLG4oy20lRPNaK9bud8rxBQVxA8ank9naELSbMEbrcFKfPuq2x42FYUIu/2GjXNXP2mMKzxfLuHFIHTEy4cKJ1F2IZLoQCARCfBBxpQWgFQZaOsosFQqiUe3f11Rg6YOdIQjAqpJa8DreMdkWBhWKFsaPXpcDQQCe/KTcsB6bpoAztQH0ap8sG8tKKEtzBuWngqXVnYik11pPFj30hA5BQMxZJfWlRCfqHgKBQCAQWhrbj7lVbZVnaUpyJYFF2xVP6cHmDwpyO+bKuiCyLKycnfp1SQ2e+lT0WGEooHtbM/af8kcVVtKTKdR6Y4+tGBrItuoYsoQw5+fDPnMWHHPnNNrIls7JQfIVVyD488+gkpPh275dFFFYVlSqlOPTNLjq6iZvp0y6CxEIBELjIeJKCyArymLeEhF0fpbEgdO1AVXar5IpwzKx8L9iPTVDQ+7qoxRWaIgbOZwgCis0Bby7vgoMDTx+XQ7MLI1sKyN36VGa2E4ZnikbzgLAlOGZaJNuUl1nlJ2i13J5yY+OmLNKorWlTOQ9BAKBQCC0NJTrmVYw0W4cKEtss60Mnvr0lLzBpM1Q/WBjFR65NgcLvz0nZ5hwAnDOVb+4MbKnNWI8PSiIsQbHA7M/O4XOOUmG631aYSFMHTqg9qOP4N20sd6xjeDPnYP7iy/k19a77wFtNoO22+CYN088SNOi0MLz8KxZA09xMXIXLGyw4BFrNgrpLkQgEAiNh4grLYD9J7znewqNxsxSyLIymPvNmYhzFIBpN+TAUcfJARfHh1sXKwOyObe1k0UXZXcejgcWfHcOnz7cRSWULNlYJQslWrNarTmdMjtFetYNfTMARLZc3lfubVBWSTwtlEnbZQKBQCBcCGgFE8mA1mjjQFliu++kV7UxoiTIAQu+PReR3dojLwnnnO6oc9p+LPp5JVyMpUGAmMGScuWVjRJXtPh2bEfuS39D9TvvhMuAtOVHwWCDBY+GZKOQ7kIEAoHQeIi4kiDiNSY9UO7FBxv1g4rWAE0BN12WjinDs7CtzB2RtSKJGJ2yk3DHGz/Jx1kG8mclBWRZoYyUzjnA5GGZOHjKi0U/VEUIMpKBrZ5fSTSxQpmdwvHAzE/K5R0q6d5VO2uweJNDrgcH0OCuQg2BtF0mEAgEwoWAtJ4dKPdi8lA7AKg2OYzipDH9M1RrvRa9smG/TuKK1lj/hEPHv0RvfEDOtol1vQ8cPRrT2Lro9JZmcnLgLy2Fa+UKxUFGXR7EMDEJHspMlYZko5DuQgQCgdB4iLiSABpjTLr9mFvlE9Jc1NfdR+uPYgQvAN/sduLKbhbsP+kBI5X0AOjZIQnX9U5HhZPDvpM1Kl+ZMf3SVSU9ggDdz3DObe0w85PyiKDHyK8kmlgxKD9Vla6sFGukeWwrU/vfXNPLij+MyiYCCIFAIBAI9aCNh8b0z4g4rs0c1a71NMT4JFqMkmKiIo7paBYxc9klyeh7SWr97Zjlh8X3HDAMUkaOhGfNGsVYFKzjxsO3Z4/K0Nbcuw/8Jbvk15bx4+sVPLSZKvbpMxqUjUK6CxEIBELjIOJKAmiMMamyfWEiYRkxo1Sva4+ZpTC6b/Ra5PqEFaU44w8KmPlJuepZPIC9J3zYe+IcALHdolLY+LrEiSnDvfLnZPQZ3tA3Qy4TUu52af1KsqyMqkRIQrtTZiTWSGjHJcIKgUAgEAixYbSWR8scBaBa65UlwXowNFDhisxKiaVLoRHbfvJi9wmfLAZFw19aCs5RHddz2K5dkTxoMDzr1omCB8PA/uTMsKChEELSRo+Gf99e2eg2dcTIesfXZqrwDgfJRiEQCIRmhIgrCaAxxqQ98pLx0sS8CHGiMYzokYaMVCZCPBnUORnX9s5AloXB/nIvWEasZ64vi0UJTQFTr8xEr/bJck21UjQxIsAJuLxrqqr9omRmu/2YWKNt9BlKmS3bytzya2050dOK+m4p60W5U8YyoqHumP4Z+PThLoalQ8QHhUAgEAiE+DCKh4wyR7Vd+aRuQu+tr9KNSzplmXDSEcDeE76Ezz2WzbG6devEbkFxtmMOHj4Mx/x5qs4/EATRa4VCxPGGouebQrJRCAQCofkg4koCaMwX8gPlXqze46xXWOmYyWJA51TsPeFF6Vl/1GsPnfLhbG3krs7OX7xon2nGqpJaBDmxVfHlXVPRNoNVCTFSAMSG/pSmRlPA3NvDqbwCgNW7nejXMRkL/3vOsEsQIGaJ3DrEhp0/e+Sgyxvgcds/jslZJC9NzIvoAiR9RnolQ9J/SzZW1btTFuTErkNLNjmw9MHOmDws03CujfFBidd7h0AgEAiE1o5RPNQjLxmPXZeDV0PmtAwN+IK87touCMYlPj9XBpps7vVtjvlLSxslrMgEAggcPQLbPfeKYs2cl8NvlmWRu2AhIAioXbo0XCYUMrOFIKg6/2g7ARHfFAKBQDi/EHElQcTzhVwpGtTH8aogjlfVgo6hzvdUjb6JG8er2xwGeWBzqRssLQonvCAGFw+PysbuE15YkiisUFxf2D0N3+x2AgA6ZSfJ2SLrD7nw8q3tsO+kF/tOelVmsGMHpKNnuxQ5yBIEYPUeJ/p2SJbbMgOiKFLh5HRFD22a8ZxVZzBzTBvDEiHlTpl0XKKhZVv1oRRTjHxjCAQCgUC4WNCLhw6Ue/H3/1bIGgLHi12ApI0l7caIcsOpIdm18TKiRxoeuS436prtLi5uvLASwrViBUxdC+CYN1etIgWDcBcVwfXFynB5DwCYTKDtNo2fynQ45s+P6AREMlUIBALh/EHElfOA9IX8TG0gJmFFSaJKh5RIhroMDTw8Khuvf18hl/soKT5YBwBYs8+JsQPSVYJHhZPD9NFtcPCUF3e8ERYYruxmQWXIv+VAuRdPLxMFmaIDTlUpEU0B2VZGd35aX5rNpW7c/o+f8PFD4QwWo52ypQ92xqpdNVi80YEA1/CyrWhoM2omD7XH7b1DIBAIBMKFyqqSmghvOWU8Y2LCa3OWhZEzaBkKSE+h4XA3rfM/y9D1rtdcTXXiHhgMwrNhg7obkPI5CmEleegwpE+aJGauKPxUPOs3xNwJiEAgEAjNAxFX6iHRZR5aH5BEmdkytLj5oRVfGuKez/HA7hNelemcEaVnfbrZIiovFAsjiyla8YHjoaq/5gVg9menVAZ3Ej3yknHnMLvK4E7ybFEKKXp/P9LxMf0zEu6jos2oARC39w6BQCAQCBcq9SXd3jnMjh55yfi6pAZPfRrqGhTqPtjUwgoA9OtoHBdIpTcJhaKQUlgI7+b/RQgsjM2m8k1JnzRJ1/A2pbAQ3q1bYu4ERCAQCISmh4grUWhMi2UjtD4g9xTaI0ppGgoF4Po+Vnxd4ow41xA/NJYBRve1Yv0hF/xBQS4V0qNrbhKev6WdbCgrmc0qzem2lUUXH16amIdvdjuxZp9TvsYo22NM/wx8sLFK9nVR7nLFQmN8VIzQliON6Z/RJCIOgUAgEAitGeUaztLAmP7psv+btH4eKPfKwgrQNJm6Rhw969PtOKhqbczoZ9fGg3Xq3TC1by+2Zf7+e5XnSuqIkUgdMTLCN0XrpwJBgGXsWABA6oiRJGuFQCAQWgBEXIlCY1osG2H0hfy2fxyLagjbp0MS9hi44wuArrDSUG7sly63Q1z1/9u787io6vUP4J9ZYEYY9l1FNhUUNTTUcku7rqW5peQv86ZpecubaaXSr/2W2PbTyjIzrXuzQiXTXDLTNFPzuuCuuKCissoiAwoDzJzfHzhHBmZgYAZmBj7v18vXyznzPWeeORnn8Jzn+3yPFiLvVgW2HFOj4k5zW0GofIoklwJT+vmIPVT0CSgnmQQCBPFmKWFCkMF37dxGicl9vABU3mhFBSkR6qcQkzlVqz2qVwxFBSmx5rkwbDlWaLC/LdU2HclcbIBLRETNnf4arq9qzSvWYkCkyqCJ/ep9+XWuPNhYNiWrsTFZDSeZRJxyDFRb2tjIFJ56Uygg9fZG2ZnTKPr2P+Iyy60GDoTM09MgSWIsWaLvp2KwapGTk1nLNBMRUeNjcqUWliyxbIqpX8jXPBeG/+zNQ2pOGXxVMuw9f0vshfJEHy/c064VXkrMsOiz5TJAAtPTkLxVlf8cBAFY/VdB5dQlKdClrQIR/ooaN0KAYQKq6nH1fVhMLZf8cIyHeD4WTgjCthNFGNHNrcYSysZWB7Inlq4sxAa4RETUElR/IKO/7gkCsHpfPnzdZAbThS3ho5Iir9j4gZxlQFm1PIl+ZLlWwJZjheK12GBpY6m0/g1tq8/N1migy8yEJjPz7raKCsg8PCHz8TXrkGWpqZWNcPWxsN8KEZHdcKjkys6dO/Hhhx/ir7/+gkwmQ79+/fD+++8jMjKyUT7PkiWW6zpu9WNdytEYrORT1fcHCqAuNbwTqG3KjjGje7hjSj8fAMCynbniVBw9mRRiwsNg6pIOOHVdg1PXNdh6vMjgic7ZjFJkq8vFvjHVK1eqVp2YWi75bEapwapDoX6KRqkYskct5XsSEREBNa97W44Wig9znOUS/M99Xvh2f4HJ/Z/o4wV1iRabjqlrvQcylVgBKhMrEgBuSgk6BiqgUsrEhv2V+95dcVE/Fef2rl0o3vCT+V8UABQKQGO84tiATIbijRsqq1iqrPpjiubUKcMqGqmU/VaIiOyEtO4h9kGr1SIhIQEvvPAC0tLScPr0acjlcgwZMgRFRZZPiTElKkiJyX29G/2X3l9Pmv4OWh1w6nqpwbYHIl0xbYB3jRV9TPFRyREVpMSlHA2KSrU1lnT+e7+731FfsVOdvokscLfqYtWefAgQMG2ANxKfC8Wa58IQPzKgRhVG1WNWrQIylmAwNba5aSnfk4iICKh53YMEBvcAR9Nq7z/318Vb2Hy89sSKOQQA6lIBR6+W1mi266MyfO7oHB4Oma9v/acFmZNYASorUCruJHTuVKHURqymAQCZDF7z5rNqhYjITjhM5YpMJsOOHTvE1x4eHliyZAnatWuHAwcOYMiQITaMznIjurnVqCap6lJOmcHrMH8FOrVWmiyfbe/vjItV9vnPvnx4uMiweNsNcZu+WrXqNB3AcAnjf++9Owe6ahPZ6o15A9ydau05YqoKyNjUK2Njm2NvksaqjCIiIrJH1a97ALB6f4G4guKZ9NoTEher3QtZSqsD/jh3y2BbdJua12KD6UHWVm3lAamXV63Dqze2ZWKFiMh+OExyxZjs7GwAgKenp20DsYLh3SqTG2sP3sShS7drPJURcHcqkExSefFf+9+bRo8llwJX8gxvQCq0wJZjhtOOotsoEejhJPY6qarqEsbGmsg2pB+NselQtTWFrTr9qLn2JrHHPjJERESNpfp1T38PcCajxOT06MZU/X4rt6hmhYpzeDi85r6IwlUrobtxo8b71lR+8QIwYECtY/SNbYmIyL7YNLmi0+mgq6M5mFxuPMTy8nLMmTMHsbGxuPfee03ur9FooKlSmqlWN/2F21zDu3lgeDcPbDtRiJcSM2osozwg0hV/nr8FrQ6IX5eJvu0NExod/J3RP0oFAFi1J9/gPWe5BB0CnHE+6+65OJNeilPXS8VeJ6YqTupTidIQdSUY2JuEiIioedI3uv3wl5wa71mrwa25TD0sKktNRcH/fWSdypU6erEUb9jApZWJiByUTXuuzJgxA0qlstY/qampNfbT6XSYNm0aUlNTsWbNGkilpr9GQkICPDw8xD/BwcGN+ZUabOvxQsxefR3bThRieDcPzBnmZzAPWC4Fwv0V4k1GWYWAMH8F5He+ukwK9I9SiUs76+c0O8kkmDbAGz88G4rcYsOnMfqnNfqERX2Z6kdzNqMUq/flIyWz1MSehuoaz94kREREzdeRy7cNVhwc08Md8SMD8H5ca6M94BqDTAIkTAgy+vDm9u7d1psSVFcvloqKOvuuEBGRfbJp5crKlSuxcuXKeu0jCAKmT5+OHTt2YNeuXQivI7MfHx+PuXPniq/VarXdJVi2Hi/Ey3eWWd5xugjpBeX45Lcb0N9mSAG8F9ca1/PLxT4pclnle+/Ftcap9FJ8uy8fq/bkY/X+AvzwbKjRqpJAD+P/ua2ZsKjvFB5zxrM3CRERUfNVfarxE/18xGt9qJ8C/9mb1+hThrSC8SlBZamplav5NBUnJ67+Q0TkoByq54o+sbJ161bs2rULUVFRde6jUCigUCiaILr60zdp/f2sYSPbzcfUqKhyfdcB2HOu2ODGQhAqp/7IpMDIGHdxvL4KxVhFyZR+Pvg5WY2qs40GR7vhH3/ztVrCor5TeMwdb2rqUHNsdEtERNSS1PYQJSpIiSf61rx/sTa5FEYfNGlOnbq7mo81yWQ1ViBS9O4NjyemcEoQEZGDcpjkiiAImDlzJjZv3owdO3agQ4cOqLhzsZPJZJBImqZs1FqqVmxUX055VIw7Pv7thpgwcZJJkFVoeGHXTw/S6oBNR9VwkklQrq29uWxUkBIfTmqNeWsyoNVVVqxUT6xYmqyob6PbusbXFk9zbnRLRETUktTWf23rscJGTawAwMMx7kY/v1FWCpJK0WrQIGhv3EDZ8ePiZmVMdyZWiIgcmMMkV/Lz88UpRN27dzd478svv8S0adNsEVaDVa3Y0OqAgVGuyLhZgVEx7ri/gwoFt7XIK66Aj0qOh2M8cOWGBv9NNd4XRScAPUNbIbqN0mBFH2OGd/NAqJ/C6NMhayQrTD19MpUkqe1pVV3xsNEtERFR87Zidy6+3ptf90ALbTqqFu+5qt5L6Jc+zn3rTeutFKTToWTHjsrqlSrqWoaZiIjsm8MkV3x8fMRKleagasWGXAbsu1DZzG3xthtY/OsN6AQYJBT0F/rlu/IMVvzR+2/qbRxNK8HDMR51frapp0PWSlZUX+WoriRJQ+MxVfXCqUJERESOb+vxQiz5tXGXPtbT3Zlure9dZ3D/IAjQ5eZa/0OrTQvSFRRY/zOIiKjJOExypbmJClJi4YQgbDtRBFeFROynogOAaqv46C/ww7t5QBCAl+40vwWAtl5yXC+oEMdvOVbY4IRCfaf0GGMskdLQpE1d8RireuFUISIioubh15NFdQ+yMmP3Kbd376755KiB5O3bo+LKlZp9XGQyaPNyUXbpEqcGERE5KCZXbORsRini12aiXCtAaqJdjMxIc7W8assp6xMret/uK6hzapAp1liVx1gipaFJm6oJqBHd3MxqdMupQkRERM1Dt2Aldpxu2gSLVGKksa0V2/pVXLwI5cCBQFk5Svfvu/uGIKA4KQnFGzfCf/ESJliIiBwQkytN6GxGKbYcL4QEQF5xBcq1lUkAnYmHIS8M9avRs8TXTSYmKvTLMldVrrUsoVBbQzlzGEukNDRpczajFK+sy0RZhYA954oR6qeoc19rVN/UFg+nGxERETWeqtdahVxa4/0gDzkyCxtvmrixB14uAweh+KefakzjaajS3bvhNnUaSg8drGyUW3XloPJyaE6eZHKFiMgBMbnSRM5mlGLS51fEhIo5D0Gc79xUVJ/qkjAhCLlFWpRV6PDRthvV9mn4dB594qehlS+A6eqXhiRtGlKFYo3qG2M43YiIiKhxGbvfkcsgrp4olQCtPa2fXJFAnJGNCh1q3G84h4dDNXYsipOSrPaZ5efOwX/xEmhOnoTUywsFH31YmWhxcqpcoaiastRUaE6dgqJrVyZeiIjsFJMrTeTI5dtiYgVAnUsKOsnuJkmqJxlyi7S4N8wFRy7fxovD/XD8WinuCVbCWS6tM6FgrPqieuLnP/vysea5MJtVv+hZMp3I2omPpppuxOoYIiJqqapfa09fL0W/9q7Yfe4WgMpK3yNppVb/XAF3EyxyI1OyAcCpfXsYLRluoFYDBsA5PFxMlDi1bQvNyZNGkydlqanImTtHTL5w2hARkX1icqWJxIa7wEkmERMYchkwe4gflmy/Aa2u5vX6ib5e4i/X1ZMMPm6yBlVRmKq+qJ74qdDWfGpjC41VhdIQjTndSI/VMURE1JJVX0nx2/0FBvcnjalq5cqVGxqD6++tP/5AwQfvWy2x4jZ1GlwHDDDYVjXRUp3m1KnKxArAaUNERHaMyZUmEhWkROJzodhyrBDA3ak3fTqqcPhSZS+V+Dv9RZzlEoMllfVJhi1HCwEJcCa91GQVRW2VD1uPFRrdz1jix5zkgbWqLGo7TlSQEoJQmezRv7aFpkj0sBkvEZF9ys3Nxe+//44bN26gU6dOGDRoECQS0xN809LS8MMPP9TY/vTTT8Pb27sxQ3VoVa+12epyrNqTb5M4fjlRhOHdKu/DylJTUfDhB4BOZ7XjC2o1ijZuNHuKj6JrV8DJqdZpQ0REZHtMrjQhY9NVqm4L9VOY/OVdEIDVfxWIT3P0yZCqVRS1VT6czSjFt/sLxONVTaCYSvzUxlpVFnUdx56qORpjulFVTVEdQ0RE9fPxxx9jyZIl6NmzJ/z8/PDee+8hODgY27dvh6urq9F9Lly4gPj4eMyfP99gu9ZKDVGbM/219pcThQbbPVtJcbPEegmO2ozo5ib+/fbu3VZrZAsAkMtRvHFD5VLMZk7xcQ4PF/uzsOcKEZH9YnLFBkw1j63tl/eqVQ0VWmDaAC8EuDsZJGJqq3zYeqzQoLR2Sl9vg8+qb+LAGlUWZzNK8cXvubUepyVVc9jTNCgiIqoUExODM2fOoFWrVgCAt99+G5GRkfj444/xyiuv1LrvokWLmiLEZimvyDChoS7VQSoxvcKitciklQ+7gMqqleKNG6x2bGWfvpC3DrrbGLceU3xqmzZERET2gcmVJtbQ5rE+KpnBa08XWY0xpiofjFWtVJ121BCWVllUrUjRM3acllbN0djVMUREVD8PPPCAwWsfHx906tQJqampde67cuVKaDQaREdH1zgO1S423AUyKaC9U6yiE4DRPdzxc7K6zkUBLKGtslqQ5tSpygoTK2k1YACc2rZF8caNnOJDRNQMMbnSRPTVKmfSSxvUPDav2PAJzsd3GuFWnSpjqvKhesPa6lUrDWFplUXVihQAGBzthn/8zdfotClWcxARkb24evUqDh06hMmTJ9c6zsfHB3/88Qfkcjlef/11REdHY8uWLVCpVEbHazQaaDQa8bVarbZq3I4mKkiJ9+NaY96aDPF+p3+kCluOqVHRyLODfN0qH2AZ9DqxguL1P8Lr+dmc4kNE1EwxudIEqlerVFW9eayp5q5VKziqPsmpPlXGWOVD9eoPS6tW9Cypsqgek7HEijU+h4iIyFpKSkowYcIEdO3aFVOnTjU5LjIyEhcuXICXlxcAIDs7G/fccw/eeOMNfPTRR0b3SUhIwFtvvdUocTuq4d08xH50PioZtp0oavTECgDk3pmSVLXXSdHPG6HLzLTouOXnzyPnhdnwX/Ix3EaPtkaoRERkR5hcaQLVK0cAoEtbBVwVMkzs5Xm3L8rxQixYm1GjIkWfcEmYEITcIm2NlYXqmipjqvrDWqv9NAQrUoiIyJGUlpZi9OjRUKvV2L17N5ydnU2ODQ4ONngdEBCACRMmYOfOnSb3iY+Px9y5c8XXarW6xnFaIv2qgdWnEjcWKe5WrgCVCZbya9csTqyIKipwe/cuVqwQETVDTK40gRpLHUuBlEwNKrTA0bQShPopIAgQEyvA3YqUqjcUVRMuta0sZEz16g97WIWHFSlEROQINBoNxo4di6tXr2L37t0ICAio9zFkMhmKi4tNvq9QKKBQKCwJs9mqPpW4MekAzF+bgVA/BaKClJVLMX/wfpN8NhEROTaprQNoCfRLHU8b4I1pA7wxpZ83Ku60UNEnUY5cvi0mVoDKbvWx4S5GV8vRH3Oyid4pZzNKsXpfPlIyS03GZOq4REREdJc+sXL58mXs2rULgYGBNcZcvnwZixYtQn5+PgDgxIkTBu/fvHkT69evZ1PbBvJxq9nEvzFVaIEtxyqXgr69ezegs2wuksTLC5Dd+Q5yOVwGDrIwQiIiskesXGkiVas0UjJLsXp/QY1pPfoeJBIJ8MJQP3F8fVbLMbcipaWtwkNERNQQzz33HLZt24bnn38e//73v8Xt4eHhmDhxIgDg3LlziI+Px5gxY+Dt7Y2kpCTMmDED/fv3hyAIWLt2Lfz8/PDuu+/a6ms4tOrLMjcVay3FrBozFq3uvZdNbImImjkmV2zAVL+RhROCMP9OV/xPd+SiT0dVvXuTGKtIMbYPe54QERHVrVevXvD19QVQWYGid+vWLfHv4eHhmD9/Pnx8fAAAb7/9tthjpaysDF988QVGjBgBqZQFww1R9YFQU4luo4Tm1AGrLMUsqNVMrBARtQBMrtiIvkFb1Wk+eUVao6sA1ac3SX0qUtjzhIiIqHZPP/10nWM6duyIRYsWGWzr2rUrunbt2lhhtSj6B0JbjhXi230FRldftLbcIq3VlmIu3vAToNUCTk7wX7yECRYiomaKyRUrM3cFHmPTdxo6Vaf6Z7IihYiIiBxd9fsboUpO5VKOBrtTbpne2QL6ezDnIG94zX0R6m//A21GRsMPqL0zram8HJqTJ5lcISJqpphcsaL6rMBjbPrO5L7eZidG9DccPioZXknKrPGZzSWpYsvloomIiMg2qt9TPfc3X3zy2w1odZXJjz7tG6dX3Oge7pjSz+fuSkH/95HFlSsiJ6fKahgiImqWmFyxInP7nQCmp++YkxipesMhk8LoVKLmwB6WiyYiIqKmV/2easn2G2LlSlmFgJLyxpkapE+sAIDm1CmrJVZaDR4MtzFjWbVCRNSMsbOaFekTJgDM6nfyw7OhiB8ZUO+kQdUbDq2uctlmcz7T0XC5aCIiopap6j2VTAqDKUEyKTCxlyekEut/7n/25ol/V3TtClipCXHJ7t1WOQ4REdkvVq5YUX37nTR0+k71qpeECUHILdI2u6kzXC6aiIioZap6T+XrJkP8ukyxYvf9uNYY3s0DAPDyDxnQWfFzU3M0d18IAiCxUganooL9VoiImjkmV6zM3ISJqV4i5vQYaSlNa1vK9yQiIqKaqt5ThfopatwPhPgqKnMfVpwhdPq6BimZpYgKUlZOC9I3o7UCqZeX1Y5FRET2h8kVGzDVS6S2HiPVky7NqWltbVrK9yQiIiLTjN0PbD1WCGuvyiwA2HKsEFFBSqstxaynKyiwynGIiMg+seeKDZjqJWJquz7pkrA5G5M+v4KUzFLbBE5ERERkLxqh50pVzuHh8HrxRescTCZj5QoRUTPH5IoNmGp8a2q7Izd2PZtRitX78pkQIiIiIqt6OMYDTjLrZlgkd46rpyu4aeEBJZV/tFoUfPQhyi5dsux4RERktzgtyAZM9RKJClJi4YQgbDtRhBHd3MTtdTV2NadPiy1wKWUiIiJqLFFBSiRMDML8NRnQWqmrrQDgyg0NooKUKC4uRqHQwJ4r+ka4VZc5Ki9nU1siomaMyRUbMTZ3+GxGKV650w1/z7lihPopxHGmGrvacwLDWMVNU8VmrwknIiIisp68Iq3VEit68xIz4O+qhfpqMtwPHYJ/Qw4iGGkG4+RU2ceFiIiaJSZXmlhtv/TXloww1djVlgmMuthqKWV7TjgRERGR9VS917AWrQDsOXUDAbfS4VxaYvkBpVKoxo2Dy8BBrFohImrGmFxpAvqEio+bTKxMMfZLf0OSEbZKYJjDVksp23PCiYiIiKyn6r2Gr5sMv5++iS0nbsGSbrdyqYAuQcCNi0Bm2zZoc/YcZEbGCbV8ivieVAavefPgOmBAg+MhIiLHwORKI6taRSGTQixdNfZLf0OSEbZKYJjLFksp23PCiYiIiKxLf69RXFwMZd4F+BXm4HBWK5RoFYBEgEanQImgRCtpCW5pW6FIcIMAAQJkcEYpdHduhz2lhfB3KsC43v64r/M9OHyrNdJ1Ouzo2R1tM7MRUHATbiWlKJfJkOXliUxvT3gX34KyrBwCALlcBm9vX+hcXaEJDIT8VjF8+/aFa+/7bXuCiIioSTC50siqVlFodRATLKZ+6W9IMsIWCQx7Zu8JJyIiIrI+tfomitRquOlu4H73EpSVlTXoOH7O90GlUiG25/1wdj6KvzIzkBceAiCkxthr/r7i3z09vdG33wCoC29Cp9NBKpUiIpo9VoiIWgomVxpZ9SqKhAlByC3S8pf+RsaEExERUcvi7u4Jra4CFdoKSKTSBh8n7col5GRnAwAuXboArda8FYO8vX0QElrZU0Wtvgl3d0+oVKoGx0FERI6FyZVG5ghVFFxZh4iIiJoDFxcVlAoliorUDT7GzZsFOHhwP0pKSpCdlWXWPk5OTugU3VlMpjCpQkTU8jC50gTsuYqCK+sQERFRc6BW34SLiwv8AwJRUVEOnU5ndtVJVeXl5SgqKsLNgnzodObtL5VK4eribrCtuLiYFSxERC1Iw2smqVkwtrIOERERkaNxd/eEVCqFSuUGF1cVFAolpA2cHlRRUQ6ZTA5BMH+J51OnjqG4uBhAZWLlxPFkXEq9iBPHk8XtRETUfDlscmXbtm149NFH8c0339g6lCZ1NqMUq/flIyWz1CrH0/eEAUw32SUiIiKydyqVCt3u6YGoTp1xb2xPtAsJhZu7R72PI5PJEBt7P9w93OsefEdFRQXKysqQnZWJ1NTzOHv6JEpLK+/VdDod1Oqb9Y6DiIgci0NOC0pPT8fTTz8NjUaDtm3b2jqcJtMYU3jq0xOGvVmIiIjInqlUKqhUKri7e6LwZiHy83IbdJzS0lLIZU5mj5dIJNBpdUhNPY+8vFxotVpIJBIEBbWBUqmEu7tng+IgIiLH4XCVKzqdDo8//jji4+MRFBRk63CaVGNN4YkKUmJyX+86Eyv/s+wKEjZnY9LnV6xWOUNERERkbSqVCu3bR0KlUkEur9+zRK1Wi0MH96O8otzsfSRSKdzc3aDVaiEIAqRSKdzd3eHr64tu9/RgzxUiohbA4ZIrb7/9Ntzc3PCPf/zD1qE0OVtO4WFvFiIiInIkFdpyBAa1QWBQG0ilsnrtq9GUIjsr0+zxcpkMJSUlkMlkkEgkkEgkcHPzQHhERyZWiIhaCIeaFrRnzx6sWLECR48eNXsfjUYDjUYjvlarG740n61FBSmx8NEgbDtZhBHd3Jp0ao4+saOfksTeLERERGTP3N0976wapIVCqUDJbfMfDAmCgAozK1dkMhlcVSq4u3sgJCQMEe07AIIEAYFBTKwQEbUgNk2ufPbZZ9i1a1etY5YuXYrAwEDk5eVh8uTJWLFiBfz9/c3+jISEBLz11luWhmoXzmaU4pWkTJRVCNhzrhihfoomS7DUpzcLERERka2pVCoEB4dWVpRIZbhectXs1X90Oh10Op1ZY52dFfD3D4JSqWRChYioBbNpcqV3794ICAiodYybmxsAYM2aNVCr1Vi1ahVWrVoFALhy5Qq2bNmC69evY+3atUaX24uPj8fcuXPF12q1GsHBwVb8Fk3H2NScpkxyRAUpmVQhIiIihxEQGITs7Eyo1YWQyWSoqKgwa7+yMk3dg1DZayUsPAJOcrnY44WIiFommyZXYmNjERsba9bYYcOG1ahYOXLkCCIjI/HYY49BIpEY3U+hUEChUFgcqz2wZGoOV/ohIiKilka/PLOHpwdu376NGznZVj1+cNsQeHp6Aajs8UJERC2Xw/RciYiIQEREhMG2d955B+3bt8ejjz5qo6iaVkOn5jTGEs5EREREjkClUiE6+h64urjj1183o/BmgVWOK5fLoXJzBYA7qwN5WuW4RETkmBwmuUKVGjI1x9bTiYiIiIhszVnhBE9PT6slV1Ru7ggLaw8vb2+4u3tyShARUQvn0MmVDz/8EH5+frYOw+7Z60o/nKpERERETcXd3RNeXt7IzMgwu6dKbby9vBESGs6kChERAXDw5MrgwYNtHYJDsMeVfjhViYiIiJqSSqVCn74PoLS0FClnT1t0LLlcjk7R0UysEBGRyKGTK2Q+e1vph1OViIiIqKmpVCrcd18/3MjJQV7ejQYfp11IGEJCIuoeSERELUbNtYuJmoB+qhIAu5qqRERERM2bf0AARj0yDm2DQxq0v1QqRUi7UFatEBGRAVaukE3Y41QlIiIiahn8AwLQu3cfXL+WVu99PTw8ERIa3ghRERGRI2PlSjNyNqMUq/flIyWz1NahmCUqSInJfb2ZWCEiIrt2/PhxDB06FIGBgejWrRu++uqrRtmHmlZAYBA8PDzqvV+fvgPgHxDQCBEREZEjY3KlmdA3iE3YnI1Jn19xmAQLERGRPcvOzsaDDz6IsLAw7Nu3DwsWLMBzzz2H1atXW3UfanoqlQrDhj9Sr33ahYSxaoWIiIzitKBmwlEbxHI5ZiIismfLly+HXC7H559/DplMhoiICPz5559YuHAhJk+ebLV9yDZCw8LQunVbZGRcN2t8z573sdcKEREZxcqVZqKxGsQ25lQjVtsQEZG9+/PPPzFw4EDIZDJx25AhQ3D27Fnk5eVZbR+ynX79B5k1zt3dEwGBQY0cDREROSomV5oJfYPY+JEB+OHZUKtUgTR28sNYtQ0REZE9SU9PR0C1/hr+/v4AgMzMTKvto9FooFarDf5Q0wgNC8PEuCfqHDd8xChWrRARkUlMrjQj1m4Q29jJDy7HTEREjkAqNbxdkssrZ1ULgmC1fRISEuDh4SH+CQ4OtiRkqqfQsDAMGTrS5PsT455AaFhYE0ZERESOhskVMqmxkx+NUW1DRERkTf7+/sjNzTXYlpOTI75nrX3i4+NRWFgo/rl27ZqloVM9de/Rw+j2AQ8MZmKFiIjqxIa2ZJI++XH4UuM1nI0KUjKpQkREdqt3795ITEw02PbHH38gJCSkxtQfS/ZRKBRQKBTWCZoabN6C1/F/HyWgorwcADBk6EiTSRciIqKqWLlCtbL2VCMiIiJH8swzzyAnJwfvvvsuysrKsH//fnz11VeYPXu2OGbnzp3w9PTEhQsXzN6H7NfcF+Mxb8HrmLfgdSZWiIjIbEyuEBEREZkQHh6OjRs34t///jdcXFwwYsQIzJo1Cy+88II4pry8HIWFhdBqtWbvQ0RERM2LRKitG1szpFar4eHhgcLCQri7u9s6HCJyQPw5QtQylZSUQKlUQiKRGGyvqKhAcXEx3N3dazSyNbVPXfhzhogsxZ8jRE2LPVeIiIiIzNCqVSuj2+VyOTw9Peu1DxERETUvnBZERERERERERGQBJleIiIiIiIiIiCzA5AoRERERERERkQWYXCEiIiIiIiIisgCTK0REREREREREFmByhYiIiIiIiIjIAkyuEBERERERERFZgMkVIiIiIiIiIiILyG0dQFMTBAEAoFarbRwJETkq/c8P/c8TIiJr4/0KEVmK9ytETavFJVeKiooAAMHBwTaOhIgcXVFRETw8PGwdBhE1Q7xfISJr4f0KUdOQCC0slanT6ZCRkQE3NzdIJBKo1WoEBwfj2rVrcHd3t3V4do/nq/54zurP3s+ZIAgoKipC69atIZVydiURWV/1+xXA/n82Nhc8z02D57nx8X6FqGm1uMoVqVSKtm3b1tju7u7OH+z1wPNVfzxn9WfP54xPgIioMZm6XwHs+2djc8Lz3DR4nhsX71eImg5TmEREREREREREFmByhYiIiIiIiIjIAi0+uaJQKPDGG29AoVDYOhSHwPNVfzxn9cdzRkRUE382Ng2e56bB80xEzU2La2hLRERERERERGRNLb5yhYiIiIiIiIjIEkyuEBERERERERFZgMkVIiIiIiIiIiILyG0dgC1lZ2fj6tWrCAsLg6+vr63DsWsnT55EYWGhwTZfX19ERUXZKCL7lJOTg/PnzyM6OhpeXl5Gx6SnpyMzMxMREREmx7QkKSkpyM3NRb9+/Wq8l5ycjNu3bxtsa926NcLDw5sqPCIiu3Xx4kVkZWUZbFOpVIiJibFNQM3E9evXkZWVhQ4dOsDDw8PW4TQ7V65cwfXr1w22KZVKxMbG2igiIiLraJENbQVBwKxZs7By5UpEREQgNTUVL7zwAhYtWmTr0OzWwIEDcenSJbRr107cNmjQIPzrX/+yYVT248SJE0hISMCuXbuQnZ2NTZs2YeTIkQZjysvL8eSTT2L9+vUICwvD5cuX8eabb2L+/Pk2itq21q1bh8WLFyMlJQUFBQUw9qMoKioK5eXlCAoKEreNHz8ec+bMacpQiYjs0vTp07Fx40ZERkaK2zp06ICvv/7ahlE5Lo1Gg8mTJ2PLli0IDQ3F5cuXkZCQgBdeeMHWoTUrL730ElauXIno6GhxW1BQENatW2fDqIiILNciK1e+/PJLfPvttzhy5Aiio6Nx8OBB9O/fHz169MDEiRNtHZ7dmjJlCt555x1bh2GXTp8+jUceeQQff/wxAgICjI55//33sWPHDqSkpCAkJAS//fYbhg0bhp49e+LBBx9s4oht78yZM/jggw9w+fJlPPHEEybHzZkzB7NmzWrCyIiIHMff/vY3JCYm2jqMZuGdd97B/v37ceHCBbRp0wabN2/GqFGj0KtXL/Tp08fW4TUrvXv3xrZt22wdBhGRVbXIniurVq3C+PHjxYx5r169MHToUKxatcrGkdk3tVqNQ4cO1SjlJGDSpEmYNGkSnJ2dTY5ZtWoVpkyZgpCQEADAkCFD0Lt37xb77+6NN95A37596xyXn5+PQ4cOITMzswmiIiJyLKWlpThy5AguXboEnU5n63Ac2qpVqzBt2jS0adMGADBy5EjExMS02Ot0YyorK8PRo0dx8eJFaLVaW4dDRGQVLS65IggCjh8/jnvvvddge69evXD06FEbReUYVqxYgRkzZqBLly7o1q0bkpOTbR2Sw1Cr1bh06RL/3TXABx98gBkzZqBjx464//77cf78eVuHRERkN7Zu3YqpU6fivvvuQ1hYGH799Vdbh+SQcnJykJGRwet0E9mzZw+mTJmC/v37o23btli/fr2tQyIisliLS67cunULGo0GPj4+Btt9fHyQn59vo6js34wZM5Cbm4tjx44hIyMDkZGRGD16NIqKimwdmkPQ/9viv7v6WbBgAfLy8nDs2DFcu3YNrq6uGD9+PMrLy20dGhGR1Z0/fx579+6t9Y9GoxHHP/TQQ0hPT8eJEyeQkZGBRx99FOPHj8eVK1ds9yUcFK/TTeeBBx7AtWvXcPLkSaSnp2PmzJmYNGkSTp8+bevQiIgs0uJ6rjg5OQGoLKOtqqSkpNYpHS3d448/Lv7dxcUFixcvRnBwMPbu3YsRI0bYMDLHwH93DfPkk0+Kf/f09MSiRYvQs2dPnDp1Ct27d7ddYEREjWDNmjV1Vp4kJSUhMDAQADBu3Dhxu1wux3vvvYcvv/wSmzZtwj//+c9GjbW54XW66YwaNUr8u1Qqxeuvv47ly5dj/fr1Bk1uiYgcTYtLrigUCgQEBCA9Pd1ge3p6usFKOFQ7f39/SCSSGueRjAsMDIRCoeC/OwvpmwWnp6czuUJEzc5rr72G1157rcH7y+VyeHt789rcAG3atIFMJuN12gYkEgn8/Pz475aIHF6LmxYEVDYS3bRpk/haq9Vi8+bNGDJkiA2jsl+lpaU1mo399ttvEAQBXbp0sVFUjkUmk2HQoEH4+eefxW0ajQbbtm3jvzsTbt++XWPb9u3bIZFI+GSLiFo8nU6HkpISg20pKSm4du0ar80NoFQq0b9/f4PrdElJCX777Tdep63s1q1bBq+vXr2Kc+fO8d8tETm8Fle5AgCvvvoqevbsienTp2P06NH4/vvvkZ+fj5dfftnWodmltLQ0PP7445g+fTrCw8Nx6tQpvPvuu5gwYQLuu+8+W4dnF/Ly8nD27FkUFxcDqFxm2NPTE23btkVoaCgA4O2330b//v0xZ84cPPjgg1i+fDkUCkWLXWb4woULyM7OFhvU7t27FwDQtWtXeHh4IDk5Ga+88gqmTJmC4OBgHDp0CIsWLcKsWbMQFhZmy9CJiGxOo9EgNjYW06dPR+fOnZGWloZ3330XvXr1wsSJE20dnkN65513MGjQIMybNw/9+vXDZ599Bk9PT8ycOdPWoTUrvXv3xt///nd07doVmZmZSEhIQMeOHTF16lRbh0ZEZBGJIAiCrYOwhdOnT+Ojjz5CWloaIiIiMG/ePLRv397WYdmtlJQULFu2DCkpKQgMDMRDDz2EuLg4W4dlN3bv3o1XX321xvZJkybhueeeE18fOnQIn3zyCTIyMtCpUycsWLAAbdu2bcpQ7cbChQuxdevWGts//fRTccpPcnIyVqxYgUuXLqFt27YYP348HnrooaYOlYjILqWnp2Pp0qU4duwYvLy88MADD+Cpp56CXN4in51ZxV9//YWlS5ciKysLXbp0wYIFCxAUFGTrsJqVGzdu4NNPP8Xhw4fh7u6OPn364JlnnoFCobB1aEREFmmxyRUiIiIiIiIiImtokT1XiIiIiIiIiIishckVIiIiIiIiIiILMLlCRERERERERGQBJleIiIiIiIiIiCzA5AoRERERERERkQWYXCEiIiIiIiIisgCTK0REREREREREFmByhciIrVu34sKFC7YOg4iIiOqptLQUiYmJKCwstHUoovPnz+Onn37C9u3bzRpvzneoqKhAYmIiCgoKGhRTcXExEhMTcevWrQbtT0REhiSCIAi2DoLs28WLF3H48GEMGDAArVu3tnU4TSIqKgqzZs3CrFmzrH7s3NxcJCcnQ6FQICYmBh4eHmbtp9FocPjwYeTk5KBNmzbo3LkzVCqV+P6OHTuQm5sLAFAqlQgNDUVMTEyN9/v06YN27doZHDs5ORnnz59HZGQkunfvbvmXJCIispGsrCwEBQXh5MmT6NKli9WPf+nSJZw5cwZ+fn7o0aMHnJycah3/5ZdfYv78+XjwwQcRFRWFd999t87PMOc7FBcXw83NDYcOHUJsbGy9v8fFixfRoUMHXL58GaGhofXen4iIDMltHQDZvwULFuDHH3/ECy+8gMWLF9s6HIdVXl6OmTNnYtu2bejSpQsKCwuRkpKCZcuWYdKkSbXu+9lnn+G1115DmzZt0L59e2RlZeH69et49tlnER8fDwB49dVXkZubi9jYWJSUlGDfvn0ICwvDtm3b4OPjg1dffRX//e9/MWPGDHz55ZcGx58yZQpOnz6N2bNnM7lCRERkxOXLlzFjxgxcuXIFnTp1QkpKCgDgxx9/RLdu3Uzut2LFCrzyyit4+eWXmypUIiKyASZXqFY3btzAzz//jJdffhmrVq3Ce++9B2dnZwDAvn37IJVKcf/99xvss3fvXshkMnF7eXk5Dhw4gJs3byIqKgodOnQwGP/zzz+ja9eucHZ2xuHDh9GmTRvExsbi999/R05ODiQSCQIDA01WeeTk5ODAgQMIDAzEPffcgz/++AMhISGIjIwUx9QVgzmKi4uxb98+lJaWolevXggKCqpXLOXl5ejbty+WL18Oubzyf70PPvgAU6dOxeDBg+Hn52f0c5csWYJ58+YhKSkJjzzyiEE8SUlJBmMHDx6ML774AkDlf7vo6Gi8+eab+PTTTwEAAwYMQGJiIhYvXgxXV1cAwIEDB5CZmdkoT/eIiIjsRWZmJg4ePIhWrVqhT58+BtWfeikpKTh//jwiIiIQGRmJpKQkDBs2DF5eXigqKsIrr7yCBx98EACg1Woxbtw4PPnkk0hOTq5xrLKyMqxfvx5paWm4ePEiEhMT0b17d/H+xJx4qjt//jxSUlIQERGBkJAQs753UVERDhw4AAC477774ObmVmNMamoqzp49i3bt2tVIFCUmJgIAZDIZQkJC0L17d4NqneLiYmzevBmjRo1CVlaWyeMAtZ9fvcLCQjHemJgYBAQEmPU9iYhsTiCqxQcffCDExMQIZWVlgr+/v5CYmCi+t2TJEiE4OFjQ6XTitoqKCsHf31/47LPPBEEQhFOnTgnh4eHCPffcI4waNUrw8/MTnnzySYN92rRpIwwePFgICQkRRo8eLXz11VeCIAjCW2+9JcTFxQkTJ04UevXqJfj4+Ag7d+40iG/Lli2Ci4uL0LNnT2HAgAFC165dhXbt2gkffPCBOMacGKqLjIwUPv30U/H1H3/8Ifj4+AgxMTHCoEGDhFatWglLliypdyzVpaamCgCEP/74w+j7xcXFgru7u/D888+bPIZe7969hWeeecZg25gxY4R+/fqJ78+ePVvo3r278PXXX4tjnnrqKeH5558X7r33XmH27Nl1fg4REZE9y8zMFAAIJ0+eFLctXrxYaNWqlTBo0CAhJiZG8PHxEfbs2WOw3+uvvy4oFAph8ODBQnR0tDBixAgBgHDo0CGTn7Vy5UpBJpMJWq22xntqtVqIi4sT7w3i4uKETZs2mRWPse/w7rvvCgqFQvjb3/5mdnyJiYmCu7u70L17d2Ho0KFChw4dxPEXLlwQAAijRo0SoqOjhYcfflhwdXUV5syZY3CMuLg4IS4uThg3bpwQEREhdOnSRbh+/br4vrnHMef8rlmzRvD09BQeeOABYdiwYYKHh4ewbNkyk9+PiMieMLlCterUqZOYKJk3b54wZMgQ8b2srCxBJpMJu3fvFrf98ssvgpOTk5CbmytUVFQIHTt2FBISEsT38/LyhHbt2hn8ct+mTRshMjJSuHnzZq2xfPTRR0L79u3F1xqNRggODhbmz58vblu2bJkAQExomBtDdVWTKxqNRggPDxdmzZolvp+YmCjI5XIhJSXF7FiMWb58uSCTyYTs7Gyj7+/YsUMAYHCOTameXNHpdEKXLl2ECRMmiO/Pnj1bWLp0qdC/f39BEAShqKhIUKlUwvHjx5lcISKiZqF6YiIlJUWQy+VCUlKSOOYf//iHEBERIWg0GkEQKh/ESKVS4ZdffhEEofIa+thjj9WZvJg0aZLQtWvXWuMJCQkRVqxYIb42J57q3+Hs2bOCTCYTtm7dKgiCIGi1WmHChAm1xpeSkiI4OTkJS5cuNTg3Bw4cEAThblJkxowZ4gOnHTt2CBKJxCB5UpVWqxXGjBkjTJ8+XdxmznHMOb8XLlwQXF1dhT///FM89oEDBwSlUimcP3++1nNMRGQPuFoQmbRv3z6kpaXh8ccfBwA8/fTT+P3333HlyhUAQEBAAAYPHozvvvtO3Oe7777D8OHD4ePjg3379uH8+fNo3bo1kpKSsG7dOuzYsQMRERHYtWuXwWdNmTLF6JSf69evY/v27VizZg1kMhkuXrwodsX/73//i2vXrhnMYZ4xY4bBceoTgymHDh3CpUuX8Morr4jb4uLiEBoaih9//NHsWKo7d+4c5s+fjxdffBH+/v5Gx2RlZQFAjQa0pqSmpiIxMRHffPMNHn30UZw7dw5z5841GPP444/j8OHDuHDhAhITExEVFVXrXHEiIiJHlpSUhPDwcIwfP17c9r//+79ITU3F4cOHAQDr169H586dMXz4cACARCLBSy+9VOtxExMTkZiYiISEBKvHY2yfTp06YcSIEQAAqVRaZw+X77//Hm3btsWzzz4rbgsMDETv3r0Nxs2cORMSiQRA5fRhADVWTDx9+jQ2bdqEtWvXwt/fHwcPHqzxebUdx5zz+/3338Pf3x9ZWVlYt24d1q5di7S0NHh4eGDv3r21flciInvAnitk0sqVK9GpUyf88ssv4rbg4GB8/fXXeOuttwBU/qI+e/ZsLF26FBUVFdiwYQNWrlwJALhy5Qrkcjm2bt1qcFx/f3906tTJYJux/iUvvfQSli1bhp49e8LPzw9lZWUAKvuaeHl54dq1a1CpVPDx8RH3kclkCA4OFl/XJwZT0tLSoFQqa8QYERGBtLQ0ADArlqquXLmCIUOGYMiQIVi4cKHJz9bPi87Ly0NYWFidsV6+fBkbNmyAUqlEly5d8N5776F9+/YGYzw9PTF27FisWrUKu3btwlNPPVXncYmIiBxVWloawsPDDba1adMGCoUCaWlp6NOnD65du1ZjxZzaVtD55Zdf8OSTT2LJkiV4+OGHrR5PdVevXq0RT133BVevXkWHDh3EhIcp3t7e4t+dnJwglUpRWloKALh9+zZGjhyJEydOIDY2Fh4eHrh69SpycnLqdRxzzu+VK1eg0Whq9JMbOHCgwf0VEZG9YnKFjCoqKsLatWsxePBgbNiwQdzesWNHfP3113jjjTcglUoxduxYzJw5E1u3bkVJSQmkUqnYdNXd3R0VFRX47LPP6rwoVr/wnzlzBh999BFOnz6Nzp07AwCOHTuGn3/+GcKd1cO9vb1x69YtlJWViU12AYiVLfWNwRRfX1+Ulpbi9u3bcHFxEbfn5+fj3nvvNTsWvbS0NAwcOBC9evXC999/D5lMZvKzY2NjIZFIcODAAbOWWaza0LY2Tz31FMaOHYvy8vI6VyoiIiJyZL6+vjh+/Lj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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "table = result.table(\"CD14+ Monocytes\", \"stim_vs_ctrl\")\n", + "figure, (left, right) = plt.subplots(1, 2, figsize=(11, 4.2), layout=\"constrained\")\n", + "plot_md(table, ax=left)\n", + "plot_volcano(table, ax=right)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b8b75ad5", + "metadata": {}, + "source": [ + "The table converts to a pandas DataFrame ({api}`Table.to_pandas`) for sorting and\n", + "export; here are the ten genes with the smallest p-values." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d45f1e35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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log2_fold_changeaverage_log2_cpmtadjusted_p_value
symbol
TMSB102.22825611.47478238.7029661.455044e-15
DYNLT12.7755219.81171537.6388321.455044e-15
H3F3B1.17755912.59998137.2132921.455044e-15
SSB3.4224228.19304535.9830101.660465e-15
CCL89.2386209.33426135.9208251.660465e-15
SAT12.07041812.11063934.1308522.787852e-15
ISG205.77510110.18012834.0776742.787852e-15
MYL12A2.01933410.45443734.0189142.787852e-15
IL1RN6.5664297.95071433.1319864.001987e-15
IFITM24.8540507.90774632.3570615.322170e-15
\n", + "
" + ], + "text/plain": [ + " log2_fold_change average_log2_cpm t adjusted_p_value\n", + "symbol \n", + "TMSB10 2.228256 11.474782 38.702966 1.455044e-15\n", + "DYNLT1 2.775521 9.811715 37.638832 1.455044e-15\n", + "H3F3B 1.177559 12.599981 37.213292 1.455044e-15\n", + "SSB 3.422422 8.193045 35.983010 1.660465e-15\n", + "CCL8 9.238620 9.334261 35.920825 1.660465e-15\n", + "SAT1 2.070418 12.110639 34.130852 2.787852e-15\n", + "ISG20 5.775101 10.180128 34.077674 2.787852e-15\n", + "MYL12A 2.019334 10.454437 34.018914 2.787852e-15\n", + "IL1RN 6.566429 7.950714 33.131986 4.001987e-15\n", + "IFITM2 4.854050 7.907746 32.357061 5.322170e-15" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top = table.to_pandas().sort_values(\"p_value\").head(10).set_index(\"symbol\")\n", + "top[[\"log2_fold_change\", \"average_log2_cpm\", \"t\", \"adjusted_p_value\"]]" + ] + }, + { + "cell_type": "markdown", + "id": "c7466605", + "metadata": {}, + "source": [ + "## voom or trend\n", + "\n", + "{api}`limma_trend` fits the log-CPM values without precision weights and lets the prior\n", + "variance follow the expression level. It suits libraries of similar sizes, within\n", + "about threefold of each other by the limma User's Guide ([Choosing a\n", + "method](../statistics/choosing_a_method.md)). A pseudobulk library grows with the\n", + "number of cells pooled, and the libraries of each cell type here differ far more:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d0643640", + "metadata": { + "figure_descriptions": [ + "Two panels of the genes up and down at an adjusted p-value below 0.05 in each cell type, limma-voom on the left and limma-trend on the right. limma-trend calls fewer genes in every cell type: in CD4 T cells 757 up and 497 down against 991 and 826, in CD8 T cells 166 and 76 against 233 and 147. In the CD14+ monocytes the two call about as many, 1,550 up and 1,553 down against 1,619 and 1,549." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "B cells largest library 14.5 times the smallest\n", + "CD14+ Monocytes largest library 5.5 times the smallest\n", + "CD4 T cells largest library 9.8 times the smallest\n", + "CD8 T cells largest library 31.2 times the smallest\n", + "Dendritic cells largest library 3.9 times the smallest\n", + "FCGR3A+ Monocytes largest library 7.1 times the smallest\n", + "Megakaryocytes largest library 8.5 times the smallest\n", + "NK cells largest library 10.1 times the smallest\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "used = result.samples.filter(result.samples[\"used\"])\n", + "for group in result.groups:\n", + " sizes = used.filter(used[\"group_id\"] == group)[\"library_size\"]\n", + " print(\n", + " f\"{group:<18} largest library {sizes.max() / sizes.min():4.1f} times the smallest\"\n", + " )\n", + "\n", + "trend = limma_trend(cube, design)\n", + "figure, (left, right) = plt.subplots(\n", + " 1, 2, figsize=(11, 4.5), layout=\"constrained\", sharey=True\n", + ")\n", + "plot_significant_genes(result, ax=left)\n", + "left.set_title(\"limma-voom\")\n", + "plot_significant_genes(trend, ax=right)\n", + "right.set_title(\"limma-trend\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f392f1dd", + "metadata": {}, + "source": [ + "limma-trend calls fewer genes than limma-voom in every cell type, and the gap is\n", + "widest where the libraries differ most, as in the CD8 T cells; where they differ\n", + "least, as in the dendritic cells and the CD14+ monocytes, the two agree more closely.\n", + "voom's weights give the small libraries less say.\n", + "\n", + "## Adjusting within or across cell types\n", + "\n", + "The p-values of each cell type and contrast are adjusted over its own genes, as limma's\n", + "`topTable` adjusts them. `adjust_across_groups=True` adds a column adjusted over the\n", + "genes of every cell type for the same contrast, one family of tests for the study\n", + "([Multiple testing](../statistics/multiple_testing.md))." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c461ef33", + "metadata": { + "figure_descriptions": [ + "Two panels of the genes up and down at an adjusted p-value below 0.05 in each cell type, adjusted within each cell type on the left and across all cell types on the right. Across cell types the CD14+ monocytes lose calls, 1,559 up and 1,438 down against 1,619 and 1,549, and every other cell type gains some: the megakaryocytes go from 63 up and 16 down to 86 and 34, the CD4 T cells from 991 and 826 to 1,040 and 891." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "across = limma_voom(cube, design, adjust_across_groups=True)\n", + "figure, (left, right) = plt.subplots(\n", + " 1, 2, figsize=(11, 4.5), layout=\"constrained\", sharey=True\n", + ")\n", + "plot_significant_genes(across, ax=left)\n", + "left.set_title(\"Adjusted within each cell type\")\n", + "plot_significant_genes(across, across_groups=True, ax=right)\n", + "right.set_title(\"Adjusted across cell types\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5febff69", + "metadata": {}, + "source": [ + "Adjusting across cell types is not stricter for every cell type. The many small\n", + "p-values of the monocytes lower the adjusted p-values of the other cell types' genes,\n", + "which gain calls, while the monocytes, now adjusted with genes that respond less, lose\n", + "some.\n", + "\n", + "## Choices\n", + "\n", + "- **voom or trend.** {api}`limma_voom` is the default, and the safer choice when library\n", + " sizes vary with the number of cells pooled; {api}`limma_trend` is faster and suits\n", + " libraries of similar sizes.\n", + "- **Profiles with few cells or counts.** `min_cells` (10) and `min_counts` (0) decide\n", + " which profiles enter each fit; raise them when small pools look noisy on an MDS plot,\n", + " or keep every profile and weight it by its number of cells with\n", + " `prior_weights=\"n_cells\"` [@hoffman2026a]. `quality_weights=True` down-weights the\n", + " samples that follow the model less closely instead. [Normalization, filtering and\n", + " sample quality](normalization_and_quality.ipynb) shows both.\n", + "- **Within or across cell types.** Adjust within each cell type to rank its genes;\n", + " adjust across cell types when the study's list of genes, of every cell type, is the\n", + " result.\n", + "- **A variable of the donors.** The paired design cannot test a variable that is\n", + " constant within each donor, such as sex or disease: [Repeated measures and\n", + " donors](repeated_measures.ipynb) tests it with a random effect for the donor.\n", + "- **Other models.** edgeR's quasi-likelihood F-tests and DESeq2 run on one cell type's\n", + " counts at a time ({api}`Cube.layer`), as on [bulk RNA-seq](bulk_rna_seq.ipynb).\n", + "\n", + "The responding genes feed the next questions: which pathways and regulators they\n", + "belong to ([Gene sets and pathways](gene_sets.ipynb)) and which regulators are active\n", + "([Pathway and regulator activity](pathway_activity.ipynb))." + ] + } + ], + "metadata": { + "datasets": [ + "kang2018" + ], + "executed_at": "2026-10-26T20:33:04+00:00", + "executed_code_sha256": "bb23383e315edef7514f1417c29a2b2f3b81a0df2423690be65e81a452f6b544", + "executed_datasets": { + "kang2018": { + "kang2018.cube.zarr": "sha256:a30af3dabe17f21a6c75f41b64a279a1423640b9aa919022cf67897f9cc77a51" + } + }, + "executed_with": "0.1.dev54+g3f0cbb52e", + "execution_seconds": 3.5, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/guides/normalization_and_quality.ipynb b/docs/source/guides/normalization_and_quality.ipynb new file mode 100644 index 0000000..de17354 --- /dev/null +++ b/docs/source/guides/normalization_and_quality.ipynb @@ -0,0 +1,508 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "bca80c43", + "metadata": {}, + "source": [ + "(normalization-and-quality)=\n", + "# Normalization, filtering and sample quality\n", + "\n", + "Before testing, look at the data: do the samples group as the design expects, which\n", + "genes have enough counts to be tested, do the libraries need rescaling, and does any\n", + "sample or gene behave unlike the rest? {api}`limma_voom` takes these steps inside,\n", + "with defaults; this page takes them one at a time, so that each choice can rest on\n", + "what the data show. It uses the CD14+ monocytes of the Kang data [@kang2018] and the\n", + "simulated bulk experiment, whose noisier sample is known (the `kang2018` and\n", + "`simulated_bulk` datasets of the [Datasets](../reference/datasets.md) page).\n", + "\n", + "## Do the samples group as expected?\n", + "\n", + "limma's multidimensional scaling plot ({api}`plot_mds`) places the samples so that\n", + "their distances are the typical log2 fold changes between them, the root mean square\n", + "of the 500 largest. From a cube it takes one cell type's counts, filtered and\n", + "normalized as edgeR prepares them for its own plot." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "12eda3f0", + "metadata": { + "figure_descriptions": [ + "Two multidimensional scaling plots of the 16 CD14+ monocyte samples, coloured by condition (control blue, stimulated orange) and marked by donor. Left, dimensions 1 and 2: dimension 1, 73% of the variance, puts the control samples near 1 and the stimulated near -1; dimension 2, 5%, puts both samples of donor 1039 at the top. Right, dimensions 2 and 3 (4%): the two samples of each donor lie near each other, those of donor 1039 at the right and those of donor 101 at the bottom left." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CytePool 0.1.dev54+g3f0cbb52e\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import cytepool\n", + "from cytepool.design import Design\n", + "from cytepool.differential_expression import limma_voom\n", + "from cytepool.io import read_cube\n", + "from cytepool.normalization import (\n", + " filter_by_expression,\n", + " median_ratio_size_factors,\n", + " rle_factors,\n", + " tmm_factors,\n", + " upper_quartile_factors,\n", + ")\n", + "from cytepool.plotting import (\n", + " plot_mds,\n", + " plot_mean_variance,\n", + " plot_residual_variances,\n", + " plot_sample_weights,\n", + ")\n", + "from cytepool.stats.empirical_bayes import moderated_statistics\n", + "from cytepool.stats.linear_models import contrasts_fit, fit_linear_model\n", + "from cytepool.stats.voom import voom\n", + "\n", + "kang = read_cube(\"kang2018.cube.zarr\")\n", + "print(f\"CytePool {cytepool.__version__}\")\n", + "figure, (left, right) = plt.subplots(1, 2, figsize=(11, 4.2), layout=\"constrained\")\n", + "for ax, dimensions in ((left, (1, 2)), (right, (2, 3))):\n", + " plot_mds(\n", + " kang,\n", + " group=\"CD14+ Monocytes\",\n", + " color_by=\"condition\",\n", + " marker_by=\"donor\",\n", + " dimensions=dimensions,\n", + " ax=ax,\n", + " )\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "79c8bbda", + "metadata": {}, + "source": [ + "The first dimension, nearly three quarters of the variation, is the stimulation. The\n", + "next ones are the donors: the two samples of each donor lie near each other, and donor\n", + "1039 stands apart from the rest. Differences between donors are why the design pairs\n", + "each donor's samples ([Genes that change in each cell type](genes_per_cell_type.ipynb)).\n", + "A sample far from its group on such a plot deserves a look before any test.\n", + "\n", + "## Which genes to test\n", + "\n", + "voom estimates how the variance of the log counts falls with their level, and weights\n", + "every observation by it [@law2014]; its plot ({api}`plot_mean_variance`) shows the\n", + "trend. Genes whose counts are mostly zeros have log-CPM\n", + "values near the floor in most samples: their spread is small for want of counts, not\n", + "because they are precise, and they bend the trend down at its low end, where voom\n", + "would then weight noisy observations most. {api}`filter_by_expression` keeps the\n", + "genes with enough counts in enough samples, edgeR's `filterByExpr` rule [@chen2016],\n", + "and the number of samples it asks for comes from the design." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "872a24f8", + "metadata": { + "figure_descriptions": [ + "Two voom mean-variance plots of the CD14+ monocytes: the square root of each gene's residual standard deviation against its average log2 count, with the LOWESS trend in orange. Left, the 12,966 genes with counts in at least two samples: the trend rises from about 0.8 at the lowest counts to a peak near 0.95 at an average log2 count of about 1, then falls to near 0 at 16. Right, the 5,125 genes kept by the filter: the trend falls steadily from about 1.2 at an average log2 count of 0 to about 0.3 at 16." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "12,966 genes with counts in at least two samples\n", + " 5,125 kept by the filter with the paired design\n", + " 3,651 kept by the filter with the condition as the group\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "design = Design(\n", + " kang.samples,\n", + " \"~ donor + condition\",\n", + " levels={\"condition\": [\"ctrl\", \"stim\"]},\n", + " contrasts={\"stim_vs_ctrl\": \"conditionstim\"},\n", + ")\n", + "counts = kang.layer(\"counts\", \"CD14+ Monocytes\")\n", + "detected = np.count_nonzero(counts, axis=0) >= 2\n", + "keep = filter_by_expression(counts, design=design)\n", + "by_condition = filter_by_expression(counts, group=kang.samples[\"condition\"])\n", + "print(f\"{detected.sum():>6,} genes with counts in at least two samples\")\n", + "print(f\"{keep.sum():>6,} kept by the filter with the paired design\")\n", + "print(f\"{by_condition.sum():>6,} kept by the filter with the condition as the group\")\n", + "\n", + "figure, (left, right) = plt.subplots(\n", + " 1, 2, figsize=(11, 4), layout=\"constrained\", sharey=True\n", + ")\n", + "for ax, genes, title in (\n", + " (left, detected, \"Genes with counts in two samples\"),\n", + " (right, keep, \"Genes kept by the filter\"),\n", + "):\n", + " plot_mean_variance(\n", + " voom(counts[:, genes], design, norm_factors=tmm_factors(counts[:, genes])),\n", + " ax=ax,\n", + " )\n", + " ax.set_title(title)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "876b1196", + "metadata": {}, + "source": [ + "Without the filter, the trend falls at the low end, as the genes with mostly zero\n", + "counts pull it down; with it, the trend falls steadily with the expression level, the\n", + "shape voom expects. The number of samples a gene needs comes from the design's\n", + "largest leverage: with the paired design, every sample's profile has a leverage of\n", + "9/16, so a gene needs enough counts in two samples; with the condition as the group,\n", + "in eight, which keeps fewer genes.\n", + "\n", + "## Normalization factors\n", + "\n", + "Library sizes account for sequencing depth, not for composition: when a few genes take\n", + "a larger share of a library, every other gene looks lower in it. TMM factors\n", + "({api}`tmm_factors`) rescale the libraries so that most genes do not change between\n", + "samples [@robinson2010a], and [Count models](../statistics/count_models.md) describes\n", + "the alternatives." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "925173f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The 20 genes that gain most take 4% of the control libraries and 22% of the stimulated ones.\n", + "\n", + "median factor control stimulated\n", + "TMM 1.19 0.83\n", + "RLE 1.19 0.84\n", + "upper quartile 1.06 0.93\n", + "DESeq2 1.19 0.84\n" + ] + } + ], + "source": [ + "stimulated = np.asarray(kang.samples[\"condition\"]) == \"stim\"\n", + "cpm = counts / counts.sum(axis=1, keepdims=True)\n", + "gain = cpm[stimulated].mean(axis=0) - cpm[~stimulated].mean(axis=0)\n", + "rising = np.argsort(gain)[-20:]\n", + "print(\n", + " \"The 20 genes that gain most take \"\n", + " f\"{cpm[~stimulated][:, rising].sum(axis=1).mean():.0%} of the control libraries \"\n", + " f\"and {cpm[stimulated][:, rising].sum(axis=1).mean():.0%} of the stimulated ones.\\n\"\n", + ")\n", + "\n", + "kept = counts[:, keep]\n", + "library_sizes = kept.sum(axis=1)\n", + "deseq2 = median_ratio_size_factors(kept) / library_sizes\n", + "factors = {\n", + " \"TMM\": tmm_factors(kept),\n", + " \"RLE\": rle_factors(kept),\n", + " \"upper quartile\": upper_quartile_factors(kept),\n", + " \"DESeq2\": deseq2 / np.exp(np.mean(np.log(deseq2))),\n", + "}\n", + "print(f\"{'median factor':<16}{'control':>9}{'stimulated':>12}\")\n", + "for name, values in factors.items():\n", + " print(\n", + " f\"{name:<16}{np.median(values[~stimulated]):>9.2f}\"\n", + " f\"{np.median(values[stimulated]):>12.2f}\"\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "681c4f52", + "metadata": {}, + "source": [ + "Twenty genes that the stimulation raises take a fifth of the stimulated monocytes'\n", + "reads, and the factors correct for it: TMM, RLE and DESeq2's size factors agree that\n", + "the stimulated libraries count for about 0.83 of their size and the control ones about\n", + "1.19, so that without them most genes would look lower after the stimulation. The upper quartile,\n", + "which scales each library by one quantile of its counts, corrects less.\n", + "\n", + "## Genes with outlying variances\n", + "\n", + "After voom, the residual variances of the genes should not depend on their expression,\n", + "and empirical Bayes moderation shrinks each towards a common prior\n", + "([Empirical Bayes moderation](../statistics/empirical_bayes.md)). limma's `plotSA`\n", + "({api}`plot_residual_variances`) shows them, and `robust=True` estimates the prior so\n", + "that genes with outlying variances do not distort it [@phipson2016]." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "605b8fa0", + "metadata": { + "figure_descriptions": [ + "limma's plotSA for the CD14+ monocytes after robust moderation: the square root of each gene's residual standard deviation, mostly between 0.6 and 1.3, against its average log-expression, from 1 to 17, with the prior as a flat orange line near 0.97. 217 genes are marked green as outlying variances, most of them above the others, up to about 4.5, at average log-expressions between 6 and 12; some lie below, near 0.5." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "prior degrees of freedom: 11.4, robust 27.7\n", + "largest residual variances: HBB, HBA2, HBA1, ISG15, CCL3, IFITM3, CCL2, CCL4, APOBEC3A, CXCL10, IFI6, LY6E\n" + ] + }, + { + "data": { + "image/png": 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qKisrCQQC2Gw2PdsaEsu5Yj3W+PHj9YASoKCggPfffx+AxsZGvv76a+69996wfcxmc8yvj9FoZObMmcybN49bbrmFH/zgB4wZM0Y/RrziCiqFEEII0TWSjCYsBmNMgaXFYCTJ2LlAobn09HSys7PZu3dvxMdD2zsyUaej3G43mqbx61//mjPPPLPV46GAEqIHv82dddZZFBQU8MYbb3Dbbbfxz3/+M6wM0Lx589i1axf33HMPgwcPxmq1Mnv2bNxud9hxYjlXrMcymVqHZ5oWHOoQmvgT7Xyxvj7vvvsu//znP1mxYgUPPvggffv25c033+zUROy4g8rS0lL++te/smPHDjRNY8yYMfzyl79k4MCBcTdGCCGEEG0zKAZmD5jA2+XfttkFblQMXFx4YsK6vkNmz57NG2+8weLFi/XMZMjzzz/PgAED9HGDaWlpOJ3OsOccOHAgvJ1Gox4wxSIrK4s+ffpw8ODBDnWZR6MoCldffTWvvvoqp556Kvv27eMnP/mJ/viyZct48803+dGPfgQEM4EVFRVxnSsRx8rOzqZv3758/fXXnH/++a0ej/X1MZvNXHvttVx77bX4fD4uvPBCFi1axJtvvtmxi2omrtnfn376KSNHjuSDDz6gf//+DBgwgA8++ICRI0dK17gQQghxlN0wfDptT9IB0Jg3bFrCz/3QQw+haRo/+9nP9FX1AoEATz31FG+99RZPPfWU3o168skn89FHH1FVVQUEZyS/9dZbYcfLz8+ntLQ05sBSURRuv/12/vKXv7Bq1Sp9+9atW/nzn/8c1zXNmTOH9evX8+CDDzJjxgwGDBigP9anTx/WrFmjX+cdd9zRavJRrBJ1rFtuuYXHH3+cTZs2AcHhBqFZ5rG8PjU1NSxatAibzQYEs6A+n4+0tLS4riskrkzlwoULufPOO1uVCbjvvvtYuHAhGzZs6FSjhBBCCBHdmMz+/OWUK1rVqYRghhI0/nLKFUelAHpRURFffvklv/zlLyksLKSwsJCqqioKCgp45513wiac3HDDDSxfvpzBgwfTp08fsrKymDlzZtgSz1dffTV/+9vfGDBgADk5Ofztb39rtw133XUXXq+Xiy++mNTUVHw+H0VFRTz22GNxXdP48eMZP348H3zwAUuWLAl77JlnnmHOnDm89NJLNDQ0cPrppzNs2LC4zpOoY91zzz04HA7OOOMMcnNzcTqd+iQeaP/1yczMxGAwMHToUDIzM6mtreXEE0/kj3/8Y1zXFaJoHck5N7FarVRUVJCdnR22va6ujv79+7caG9Dd2O12MjMzsdlsZGRkdHVzhBBCHGeO1X1mu+0Qz3//Je+Uf6uvqHNx4YnMGzbtqK6oE9LQ0MChQ4fIzMykX79+UZ93+PBhFEWhT58+HD58GKfTyZAhQ/THA4EABw4cwG63M2jQIJxOJx6PRx+bWVFREfZ7iM/nY//+/eTm5raKSQ4ePEggEKCoqCimazl48CC1tbWMGDFCL+8T4vV6KS0tJTs7m9zcXL7//nuysrL0mdzRzhWp3fEcq6amhrq6ulYz6l0uFwcOHGDgwIERJwm19fpAcGWk/fv3k5WVFfHxjoorqOzXrx/vvfeePmYiZMOGDVx00UVxjzU4ViSoFEIIcTQd6/uMqqm4A36SjeaEj6EUIlZxjam85ppruPLKK3n99dfZu3cve/fu5bXXXuPKK68MG9wqhBBCiKPPoBhIMVkkoBRdKq4xlaHBoNdee61ei8pisXDLLbfw8MMPJ651QgghhBCiR4ir+zvE6XSyZ88eFEVh2LBhrUoLdFfS/S2EEOJokvuM6I06Vfw8NTVVX5JJCCGEEEL0XjEHlbfffjsATz75pP5zNE8++WQnmiSEEEIIIXqamIPKPXv2RPxZCCGEEEKImIPK5cuX6z8/+eSTrWolhUjAKYQQQgjR+8Q1pnLEiBFRl1Nq67G27Nq1i2XLlnHKKafwgx/8oM3nNjY28t5771FZWcn48eM566yzOnw+IYQQQgiROHHVqYzG6XSSkpLS4f1cLheXXXYZixYt4t///nebzz106JC+lNBXX33FFVdcwZw5c+JtshBCCCGOgb/85S988sknXd0McRR1KFN55513RvwZgkv9fP3115x88skdbsQvf/lLfvjDH/LZZ5+1+9zf/va3pKens3btWqxWK8XFxZx44olcfvnlXHzxxR0+txBCCCFi9/HHH/P+++8DYDQaKSgo4Nxzz2XMmDFt7vfKK69w+eWXt9sbKXquDmUqi4uLKS4uDvs59G/37t2MGzeOl19+uUMNePPNN1m3bh2PPPJIu88NBAK8/fbbXHvttfq6nOPGjeP000/nzTff7NB5hRBCCNFxa9eu5fnnnyc/P5/c3FzWr1/PiSeeyD/+8Y8297v99ts5++yzj1ErRVfoUKZyxYoVAMyZM4elS5d2+uQlJSXcdtttrFy5kqSkpHafX1ZWhtPpZOTIkWHbR40axYYNG6Lu5/F48Hg8+u92uz3+RgshhBC9XFpaWliPZXZ2Nr/97W+58cYbefTRR5k+fTput5vPP/+cUaNGcfXVV1NTU4PT6Qw7zvbt2/n3v/+N0+nktNNOY9asWWFLTUY7luie4hpTmYiA0ufzcfXVV3PXXXcxYcKEmPZpaGgAICsrK2x7VlaW/lgkixcvJjMzU/9XVFQUd7uFEEIIEe6UU06hvr6e+vp6lixZwty5c7nvvvswmUxkZmYCwe7v9evX6/u8+eabnHTSSezatQu/38+NN97If/3Xf4UdN9qxRPcU94o6gUCAXbt2UVpait/vD3ts1qxZ7e6/dOlSdu7cid/v57HHHgOgqqqKzZs389hjj/HrX/867NsKoE8CaplptNlsbS4Reffdd7NgwQL9d7vdLoGlEEIIkSBffPEFffr00ZM+mZmZrF69GoMhcu7K5XLxq1/9ikWLFvG73/0OgGuvvZbx48fz/vvvc8EFF+jPbe9YovuIK6jcs2cPl156Kdu2bUNVVYxGI4FAAACr1Yrb7W73GCeccALz5s2jsrJS3+bz+XA6nVRUVKBpWqugctCgQVitVr7//vuw7d9//z0jRoyIei6r1aqPwRRCCCG6q/rFP0O11xzz8xoycsm6O/Y5ETabjTvvvBNVVdmyZQtr1qzhxRdf1B+/6KKL2gwCt27dSkVFBXPnztW3jR49mqlTp/LRRx+FBZXtHUt0H3EFlbfffjtTp05l3bp1pKam4na72bx5MzfccAM33HBDTMeYPn0606dPD9v20UcfccYZZ+iZS4APP/yQgwcPMnfuXEwmExdeeCGvvvoqN910EwaDgX379vHZZ5/xP//zP/FcihBCCNFtqPYa1PrDXd2MdhmNRvLz8zEajUyaNImXX36ZgoIC/fGcnJw29z906BAA/fr1C9uen5+vPxbrsUT3EVdQuXbtWrZv3653R2uaxuTJk3n55Ze59NJLufXWWxPWwNDs8NC3mUcffZRp06Yxc+ZMJk+ezOuvv84PfvADrrrqqoSdUwghhOgKhozcHnHelhN1OqqwsBCAAwcOMHDgQH17WVkZZ555ZtzHFV0rrqCytrZW/3aRl5dHZWUlhYWFDB8+nPLy8rgbc+211zJs2LCwbeeddx6jR4/Wfx82bBjFxcW89tprVFZW8qc//YkrrrgCo9EY93mFEEKI7qAjXdA92fjx4xk8eDB/+9vfePjhhwHYuHEjGzZs4NFHH+3i1ol4xT1RJ2TSpEk8+uijLFiwgBdeeCHqmuCxuOOOO1ptu+KKK1pt69OnD7/85S/jPo8QQgghuo7FYuHvf/87l1xyCVu2bKFfv368/fbb3HzzzZKp7MHiCiqvv/56/efFixdz4YUX8tRTT5GZmSlFyIUQQojj2DnnnEOfPn2iPv7b3/424up6t99+OyeccIL++8yZM9mzZw8rVqzA6XRy8803M2nSpJiOJbonRdM0rbMHUVWV0tJS+vfv3yNmWdvtdjIzM7HZbGRkZHR1c4QQQhxn5D4jeqNOd38DGAwGBg8enIhDCSGEEEKIHijmoPL2228H4Mknn9R/jubJJ5/sRJOEEEIIIURPE3NQuWfPnog/CyGEEEIIkZAxlT2NjHURQghxNMl9RvRGca17dNlll/F///d/eL3eRLdHCCGEEEL0QHEFlUajkZ/85Cfk5+dz00038cUXX9ALE55CCCGEEKJJXEHlm2++SWVlJY8//jh79+5lxowZDBkyhHvuuYcdO3Ykuo1CCCGEEKKbS8iYykOHDvH666/zj3/8g507d3b7rKWMdRFCCHE0yX1G9EZxZSqbc7vdrF69ms8++4y9e/eSn5+fiHYJIYQQQogeJK6gUlVVPvroI37+85/Tr18/rr/+ejIzM1m2bBnl5eWJbqMQQgghhOjm4lpRp7CwkOrqambOnMnf//53Zs+eTXJycqLbJoQQQggheoi4gsp7772XK6+8kry8vES3RwghhBBC9EBxBZU333xzotshhBBCCCF6sLgn6vzrX//iggsuYOTIkfq2xYsXU1VVlZCGCSGEEEKIniOuoHLJkiXMnz+fSZMm8d133+nb09PTWbx4ccIaJ4TovBqPk9VV31PjcXZ1U4QQQhzH4qpTOWbMGP72t78xY8YMFEXR61Lu27ePadOmcfDgwYQ3NJGkfpjoLZaWbOD+rcvxqgEsBiMPjZ/FnCGTu7pZQhz35D4jeqO4MpV79+7ltNNOA0BRFH17dnY2NTU1iWmZEKJTajxOPaAE8KoBHtj6nmQshRBCHBVxBZUFBQVs374dCA8qV6xYwbBhwxLTMiFEp+ywV+gBZYhH9bPTXtFFLRJCCHE8iyuovOmmm7juuuv49NNPURSFXbt28Ze//IWbbrqJX/ziF4luoxAiDqMz8rEYjGHbrAYTozNk1SshhBCJF1dJoYULF2K32/nRj35EIBBg1KhRWK1W7rzzTm699dZEt1EIEYdcayoPjZ/FA1vfw6P6sRpMPDj+QnKsqV3dNCGEEMehuCbqhDQ2NrJt2zZUVWXMmDGkp6cnsm1HjQygFr1JjcfJTnsFozLyyZWAUohjQu4zojeKK1MZkpKSwqRJkxLVFiHEUZBrTWV6HxnrLIQQ4uiKOaicP39+zAd99tln42qMEEIIIYTomWIOKuvr6/WfnU4ny5cvJz8/n5NOOgmAb775hoqKCmbNmpXoNgohhBBCiG4u5qDy9ddf13++6aabuPXWW3n88ccxm80A+Hw+FixYgM/nS3wrhRBCCCFEtxbXRJ2CggK2bt1Kbm5u2PaamhomTJjAgQMHEtbAo0EGUAshhDia5D4jeqO4JurY7XbKy8tbBZVlZWXY7faYj+N0OnnmmWf44IMPcDgcjB07lgULFjBu3Lio+yxatCgsawpwwgkn8O6773bsIoQQQgghRMLEFVReccUVXHHFFTz88MNMmjQJTdPYtGkTd911F1deeWXMx7npppsYPnw4ixYtwmQy8eyzzzJt2jS++eYbhg4dGnGfiooKBg0axF/+8hd9m9VqjecyhBBCCCFEgsQVVD7zzDMsXLiQq6++Gq/XC4DFYuHGG2/k0Ucfjfk4//M//6OPyQSYNGkS//znP/n000+jBpUA6enpjBo1Kp6mCyGEEEKIoyCuoDIlJYWnn36ahx9+mO+//x6AYcOGkZaW1qHjNA8oAf7zn/8AtFv7cs2aNUycOJHMzEzOOOMMFi5c2OFzCyGEEEKIxOlU8fO0tDROPPHETjVg9erVzJs3D7vdjsvlYtmyZYwfPz7q87OysliwYAFnnXUWBw4c4P7772fZsmWsX78ei8UScR+Px4PH49F/78i4TyGEEEII0b5OLdOYCE6nk7KyMqqrq3nuuedYsWIFa9asYfjw4RGfHwgEMBqN+u9lZWUMHTqUJUuW8NOf/jTiPosWLeLBBx9stV1m5QkhhDgaZPa36I26PKhsTtM0xowZw8yZM8Mm4rRnxIgRXHbZZTz88MMRH4+UqSwqKpI/diGEEEeFBJWiN+pU93eiKYpCZmZmh7qnvV4vFRUVZGZmRn2O1WqVGeJCCCGEEEeRoatO7HK5uO+++/QAUtM0Xn75ZTZu3Mjs2bP15913331cdNFFQDCAvPvuu7HZbAC43W5uvfVW/H5/h0oZCSGEEEKIxIo5Uzl//vyYD/rss8+2+xyr1UpmZiYnnHACFosFm81GTk4Ozz33HBdffLH+vEOHDrF3714gOFs8Ly+PkSNHYjabqa6uZsyYMaxcuZJhw4bF3D4hhBBCCJFYMY+pvOqqq/SfnU4ny5cvJz8/n5NOOgmAb775hoqKCmbNmsWyZcs61IgDBw6QmppKVlZWq8cqKipwuVwMGTKk1T7Z2dmkpKR06FwgY12EEEIcXXKfEb1RXBN1brrpJiwWC48//rhea9Ln87FgwQJ8Pl9MmcquJH/sQgghjia5z4jeKK6gsqCggK1bt7Za+7umpoYJEyZw4MCBhDXwaJA/diGEEEeT3GdEbxTXRB273U55eXmr7WVlZVJYXAghhBCiF4orqLziiiu44oorePvttykrK6O0tJS3336bK6+8UmZhCyGEEEL0QnHVqXzmmWdYuHAhV199NV6vFwCLxcKNN97Io48+mtAGCiGEEEKI7q9TK+o4HA6+//57AIYNG0ZaWlrCGnY0yVgXIYQQR5PcZ0RvFFem0mKx4PV6SUtL48QTT0x0m4QQQgghRA8T15jK7OxsqqqqEt0WIYQQQgjRQ8UVVF5//fU88MAD+nhKIYQQQgjRu8XV/f3xxx+zYcMGXn/9dYYPH47FYgl7fPXq1QlpnBC9TY3HyQ57BaMz8sm1pnZ1c4QQQoiYxRVUXnDBBVxwwQWJbosQvdrSkg3cv3U5XjWAxWDkofGzmDNkclc3SwghhIhJp2Z/91QyK090NzUeJ5M+eASvGtC3WQ0mNpy3UDKWQvRAcp8RvVFcYyqFEIm1w14RFlACeFQ/O+0VXdQiIYQQomPi6v4GKC0tZfny5ZSWluL3+8Mee+yxxzrdMCF6k9EZ+VgMxlaZytEZ+V3YKiGEECJ2cQWVH330EbNnz2b8+PGsX7+es846i+LiYmpqajjzzDMT3UYhjnu51lQeGj+LB7a+h0f1YzWYeHD8heRI17cQQogeIq4xlZMnT2bevHnceOONKIqCpmk0NjZy/fXXk5OTwzPPPHM02powMtZFdFc1Hic77RWMktnfQvRocp8RvVFcQWVqaiqVlZWkpaVhMplwOBwkJSVx4MABJk6cSGVl5dFoa8LIH7sQQoijSe4zojeKa6JOY2Ojvs53fn4+e/fuBYLLNzY0NCSudUIIIYQQokeIe6JOyHnnncfNN9/M3LlzeeONN5gyZUoi2iWEEEIIIXqQuDKVr7zyiv7zo48+Sv/+/Vm0aBGapvHcc88lrHFCCCGEEKJnkOLnMtZFCCFEgsl9RvRGUvxcCCGEEEJ0WsxjKkeNGhXzQXfu3BlXY4QQQgghRM8Uc1B5++236z+XlJTw5z//mYsvvphJkyYBsHHjRt555x1+/etfJ7yRQgghhBCie4s5qJw/f77+8/nnn8/zzz/P3Llzw57z4osv8sYbbySscUIIIYQQomeIa6JOdnY2+/fvbzX42G63M2jQIOrq6hLWwKNBBlALIYQ4muQ+I3qjuCbqWK1WVq1a1Wr7qlWrSEpK6nSjhBBCCCFEzxJX8fMFCxZwzTXXcP311zNp0iQ0TWPTpk288MILPPTQQ4luoxBCCCGE6ObiCioXLlzI0KFDeeKJJ/RC6GPGjOHll1/msssu6/DxysrKcDgcDB48mOTk5Jj2OXjwIIcPH2b48OH6kpFCCCGEEKJrdGnx8+XLl/Pb3/4Wt9uNyWTi4MGD/OY3v+H++++Puo/H4+FnP/sZ7777LoWFhRw8eJDHHnuMX/ziFzGfV8a6CCGEOJrkPiN6o06v/d0ZZWVlLF++nCFDhgCwcuVKZs6cyfTp0/nhD38YcZ/f//73rF69mj179jBgwAD+93//lyuuuIJTTz1VL28khBBCCCGOrbgm6lRUVPDzn/+cE044gby8vFb/YvWLX/xCDygBZsyYgclkoqysLOo+L7zwAvPmzWPAgAEAXHbZZYwZM4YlS5bEcylCCCGEECIB4spUzps3j0OHDnHHHXeQnZ3dqQbYbDZ27NiB3W7nhRdeYNy4cVx66aURn3vw4EEqKipaZSRPO+00vv7666jn8Hg8eDwe/Xe73d6pNgshhBBCiHBxBZWfffYZO3bsoLCwsNMN2LFjB7fffjvV1dXU1tby5JNPRh1/UltbC0BOTk7Y9tzcXGpqaqKeY/HixTz44IOdbqsQQgghhIgsru7vPn36xDxLuz1Tpkxh3bp17Nmzh7feeosbbriBt956K+JzzWYzQFjWEcDlcumPRXL33Xdjs9n0f211rwshhBBCiI6LK6icM2cOf/zjH1FVNaGN+eEPf8jkyZN57733Ij5eVFSEwWDg4MGDYdsPHjzIoEGDoh7XarWSkZER9k8IIYQQQiROXN3fH3zwARs2bOD1119nyJAhKIoS9vjq1avbPYaqqvh8PqxWq77N5/NRVlbG5MmT9W179+7F4XAwYcIEUlJSmDJlCsuWLeOaa64BoLGxkY8++oj77rsvnksRQgghhBAJEFdQecEFF3DBBRd06sQej4fJkydz0003MWbMGOrr6/n73/+Ow+Hg5ptv1p/3pz/9iXXr1lFcXAzAH/7wB2bOnMl9993H1KlT+etf/0pOTg433nhjp9ojhBCdUeNxssNeweiMfHKtqV3dHCGEOObiCioXLVrU6RMnJyfz/vvv89e//pV///vfpKamMm3aNJYuXUqfPn305w0bNgyXy6X//oMf/ICPP/6Yp59+ms8//5zx48ezZMkS6dIWQnSZpSUbuH/rcrxqAIvByEPjZzFnyOT2dxRCiONIl66o01VkpQMhRKLUeJxM+uARvGpA32Y1mNhw3kLJWPZicp8RvVHcK+qUlpayfPlySktL8fv9YY899thjnW6YEEL0BDvsFWEBJYBH9bPTXsH0PsO6qFVCCHHsxRVUfvTRR8yePZvx48ezfv16zjrrLIqLi6mpqeHMM89MdBuFEKLbGp2Rj8VgbJWpHJ2R34WtEkKIYy+ukkK/+93veOKJJ1i3bh0An376KaWlpVx11VWMGzcuoQ0UQojuLNeaykPjZ2E1BL+jWw0mHhx/ITnS9S2E6GXiGlOZmppKZWUlaWlpmEwmHA4HSUlJHDhwgIkTJ1JZWXk02powMtZFCJFoNR4nO+0VjJLZ3wK5z4jeKa5MZWNjI2lpaQDk5+ezd+9eACwWCw0NDYlrnRBC9BC51lSm9xkmAaUQoteKe6JOyHnnncfNN9/M3LlzeeONN5gyZUoi2iWEEEIIIXqQuDKVr7zyiv7zo48+Sv/+/Vm0aBGapvHcc88lrHFCCCGEEKJniCtT6Xa79Z9zc3N57bXX9N+ff/55hg2TMhpCCCGEEL1JXBN1FEUh2m5tPdZdyABqIYQQR5PcZ0RvFFf3dzQHDhwgOzs7kYcUQgghhBA9QIe6v0899dSIPwOoqkpJSQnnn39+YlomhBBCCCF6jA4FlZdffjkAX331lf5ziNlsZvDgwVx00UWJa50QQgghhOgROhRU3nXXXQDk5eUxb968o9IgIYQQQgjR88Q1pvLyyy/npZde0n9/8803mTJlCtdccw11dXUJa5wQQgghhOgZ4goq77rrLnw+HwDV1dX8/Oc/Z+rUqZSVlfHrX/86oQ0UQgghhBDdX1x1Kv/973/zxz/+EYD333+f6dOn88QTT1BaWsppp52W0AYKIYQQQojuL+61v0NWrVrFueeeC0B2djZOpzMxLRNCCCGEED1GXJnKyZMn85vf/IZzzjmHt956i40bNwLBWeEtSw0JIYQQQojjX1yZyqeeeoodO3Zw5513cs899zB69GgA/vSnP3H33XcntIFCCCGEEKL7i2uZxp5Ols8S4vhQ43Gyw17B6Ix8cq2pXd0cIXRynxG9UVzd30II0dWWlmzg/q3L8aoBLAYjD42fxZwhk7u6WUII0WsldO1vIYQ4Fmo8Tj2gBPCqAR7Y+h41HpkoKIQQXUWCSiFEj7PDXqEHlCEe1c9Oe0UXtUgIIYQElUKIHmd0Rj4WgzFsm9VgYnRGfhe1SAghhASVQogeJ9eaykPjZ2E1BIeFWw0mHhx/ITkyWUcIIbpMzBN1TjrppJgP+s0338TRFCGEiN2cIZO5oGAsO+0VjJLZ30II0eViDirnzJlzNNshhBAdlmtNZXqfYV3dDCGEEHQgqLzzzjuPZjuEEEIIIUQP1qV1KlVVZdmyZXz55ZeYTCZOP/10Lrjggjb3Wbp0KZ9++mnYtgEDBvDggw8exZYKIYQQQoi2xB1UlpaWsnz5ckpLS/H7/WGPPfbYY+3ur6oq48eP54QTTmDq1Kk0Njbys5/9jAsuuICXX3456n6rV6/mm2++Yf78+fq2nJyceC9DCCGEEEIkQFxB5UcffcTs2bMZP34869ev56yzzqK4uJiamhrOPPPMmI6hKAr/93//xwknnKBvO+usszj77LNZsGBBmxODBg8ezLx58+JpuhBCCCGEOAriCip/97vf8cQTT3DjjTeiKAqffvopjY2NXH/99TFnDRVFCQsoAUaOHAlAZWVlm/vu2rWLX/7yl2RmZnLGGWcwc+bMeC5DCNHFZO1uIYQ4fsRVp3Lbtm385Cc/AcBoNOJ2u0lJSeGxxx7jX//6V9yN+cc//kFaWhqTJ0dfv1dRFIYOHcrgwYNpbGzksssuY+7cuW0e1+PxYLfbw/4JIbrW0pINTPrgEa5as4RJHzzC0pINXd2kHqXG42R11feyNKUQotuIK1PZ2NhIWloaAPn5+ezdu5cxY8ZgsVhoaGiIqyH/+c9/+MMf/sA//vEPsrOzoz7v/vvvp3///vrvl112GaeffjpXXXUV559/fsR9Fi9eLBN5hOhGoq3dfUHBWD1jKVnM6JaWbNBfP4vByEPjZzFnSPQv40IIcSx0ekWd8847j5tvvpkXX3yRn/3sZ0yZMqXDx/j444+5/PLL+eMf/8h1113X5nObB5QA06ZNo6ioiC+//DLqPnfffTc2m03/V1ZW1uE2CiESp721u9vLYvbmLF20gLw3vhZCiO4lrqDylVde0X9+9NFH6d+/P4sWLULTNJ577rkOHeuTTz7hoosu4r777uO3v/1tPM3B5XKhaVrUx61WKxkZGWH/hBBdp621u9sLmnp7t3l7AbkQQnSVuILK5qvr5Obm8tprr7Fv3z5WrFjBsGGxr27x2WefMWvWLO69917uvvvuiM956aWXeOCBBwDw+/289957YY8/99xzVFVVtVvfUgjRfbS1dndbQZNk6doOyIUQoit1WfFzh8PBrFmzSEtL4/vvvw8rETR37lxOP/10AL744gvWrVvHgw8+iKIovPDCC/zud79jzJgxlJaW8u233/LEE08wbdq0rroUIUQUbY2LjLZ2dz9resRj9UvKaDPg7C3LNYYC8ge2vodH9YcF5EII0ZXiCipHjRrV5uM7d+5s9xhms5knnngi4mN9+vTRf547dy4/+tGPgOBM87fffptdu3bxzTffkJ2dzcSJE8nLy+tA64UQx0Isk0kird1d6Yk82a/SbdezdM0Dy96YpYsWkAshRFeKK6i89dZbw35XVZXdu3fzwgsvtHosGqvVGlMB81DGsrmRI0fqNS2FEN1PLLO7o2krcMyRLJ0uUkAuhBBdKSFBZcgPfvCDNpdYFEL0Dp3ppm6ve1eydEII0T0pWlvTpjvI6XQycOBAampqEnXIo8Jut5OZmYnNZpOZ4EIcBTUeJ5M+eKRVtnHjeQtjzirWeJwSOIoeS+4zojfqdJ3K5tasWUNSUlIiDymE6IHamt3dkWNM7zNMAkohhOgh4ur+vvjii1ttq6ur48svv+S+++7rbJuEEMcB6aYWQojeJa6gsrCwsNW28ePHc8899zBz5sxON0oIcXyQySRCCNF7xBVUPv3004luhxBCCCGE6MESOqZSCCGEEEL0TjFnKtsreN5cLMXPhRBCCCHE8SPmoPL222/Xfy4pKeHPf/4zF198MZMmTQJg48aNvPPOO/z6179OeCOFEN1TW8switjIayiEOF7EHFTOnz9f//n888/n+eefZ+7cuWHPefHFF3njjTcS1jghRPcVyzKMom3yGgohjidxFT/Pzs5m//79rQq62u12Bg0aRF1dXcIaeDRIUVrRk3WHzFa04uYbzlso2bYYyWt4fJP7jOiN4pqoY7VaWbVqVavtq1atkuLnQhxFS0s2MOmDR7hqzRImffAIS0s2dEk72lqGUcRGXkMhxPEmrpJCCxYs4JprruH6669n0qRJaJrGpk2beOGFF3jooYcS3UYhBMHMVqirFMCrBnhg63tcUDD2mGe2RmfkYzEYW2XZRmfkH9N29GTyGgohjjdxZSoXLlzISy+9xFdffcUvf/lLfvWrX/HVV1/x8ssvy0QdIY6S7pbZ+tmQ07AYjEB8yzD2dolYylIIIbqTuMZU9nQy1kX0RNHG4G08b+ExDUSaTy4xKwauHTKF20bOkHGAcarxOGUpy+OQ3GdEbyTFz4XoIbpDZqtlF7xPU3llX9eM6zxehJaylICye6jxOFld9T01HmdXN0WIHifmMZUnnXQSAN98843+czTffPNNJ5okhIhmzpDJXFAwtssyW211wcsa36KnkxJPQnROzEHlnDlzIv4shDi2QpmtriCTS8TxqjtNhBOip4o5qLzzzjsj/iyE6D1CXfAPbH0Pj+qXySXiuCFZeCE6L64xlfX19bz00kv672+++SZTpkzhmmuu6faFz4UQnTNnyGQ2nLeQN6Zfx4bzFkr3oDguhLLwzUkWXoiOiSuovOuuu/D5fABUV1fz85//nKlTp1JWViYlhYToBWRyiTjedIeJcEL0dHGVFOrfvz/FxcXk5ubyyiuv8Morr/Dhhx9SWlrKaaedxqFDh45GWxNGSj0IIYSIJFElnuQ+I3qjuFbUaWxs1H9etWoV5557LhBcE9zplDIMQggheqaunAgnRE8XV1A5efJkfvOb33DOOefw1ltvsXHjRgC++uorTj311IQ2UAghhBBCdH9xjal86qmn2LFjB3feeSf33HMPo0ePBuBPf/oTd999d0IbKIQQQgghuj9ZplHGugghhEgwuc+I3qhTyzRqmtbtJ+UIIY5PspyeEEJ0L3EFlS6Xi1tvvZW0tDQKCgr07ddeey3FxcUJa5wQQkSytGQDkz54hKvWLGHSB4+wtETWHxdCiK4WV1D5wAMPsGHDBpYtWxa2/ZJLLuHBBx+M+TifffYZP/7xj8nNzaVfv35cdtll7N69u939nnjiCQYNGkRSUhKTJk1i9erVHb4GIUTPFG05vWgZS8loCiHEsRFXUPn666/zyiuvcPbZZ4dtnz59Oh9++GFMxwgEAjzwwAPMnz+f3bt389VXXxEIBDjnnHNwOBxR93vhhRe45557eOaZZzhw4ABnn302559/PqWlpfFcihCih2lrOb2WJKMphBDHTlxBZWVlJYWFhQAoiqJv9/v9+ko77TEajXz66adceOGF5OTkUFhYyF//+ldKS0tZt25d1P3++7//m3nz5jFr1ixyc3N5+OGHycrK4v/9v/8Xz6UIIXqYWJfT62hGUwghROfEFVSOGzeOVatWAeFB5XPPPccpp5wSd2OqqqoAyMzMjPh4bW0tu3btYsaMGfo2RVGYMWMGX375ZdznFUL0HLEup9eRjObxSLr9hRDHWlzFzxctWsTPfvYzfvWrXwHw97//nRUrVvDuu++yYsWKuBri9/tZsGABJ598ctTAtKIieDPo06dP2Pa+ffvqBdgj8Xg8eDwe/Xe73R5XG8WxV+NxssNewehOLpkmjkjEa9rV78ucIZO5oGBsm8vphTKazQPLSBnN49HSkg16ltZiMPLQ+FnMGTK5q5slhDjOxRVU/vjHP+b111/nT3/6E0lJSdx+++1MnDiR//znP/qSjR2haRrz5s1j165drF69GoOhYwlUTdPCMqYtLV68uEMTiET3cLzdGLs6EIPWr+nC0ecyLqugQ23qLu9Le8vphTKaD2x9D4/qj5rRPN5E6/a/oGCsfDETQhxVcRU/X758ObNmzUpIAzRN48Ybb+Tdd9/lk08+YcyYMVGfW1tbS25uLv/7v//LpZdeqm+fM2cOZWVlfPbZZxH3i5SpLCoqkqK03ViNx8mkDx5plWXacN7CHnlj7A6BWKTXNCTWNvXE96XG42wzo3m8WV31PVetWdJq+xvTr5M1rY8hKX4ueqO4xlRefPHFJGIhHk3TmD9/Pu+++y6rVq1qM6AEyMnJYeTIkXzyySdhx/j000+ZNm1a1P2sVisZGRlh/0T3djyNh+suE0YivaYhsbapJ74voYxmbwgoIfaJTEIIkWhxBZXDhg1j+/btnT75LbfcwjvvvMOqVasYO3ZsxOfMmzePcePG6b/feeedLFmyhPfee4/a2lruuusu6uvrmT9/fqfbI7qP4+nG2F0CsUivaXOxtKmr3xeZfNK+WCcyCSFEosU1pnLhwoX89Kc/5dFHH2XMmDFYLJawx/Py8to9RnV1tV4GqHnQCMFZ5PPmzYu437x587Db7fziF7+gsrKS8ePHs2LFCgYNGhTPpYhu6ngaD9ddJozkWlNZOPpcHtm+Ep/WOmMZS5u68n3pDkMIeopYJjIJIUSixTWmsq1JMUBCusaPJhnr0nMcL+PhlpZsaBWIHeuAqHlQZlIMnJs/ilWV38XVpmP9vvTEsZyid5P7jOiN4spUfv3114luhxARtTfDt6foysxRjcfJ+uoS7tuyDJ+mAuDXVFZVfseKGbdw2NPQ4TYd6/elrSEEx8PnQwghjgdxBZUnnXRSgpshxPGvKwLk5tnJljyqn8Oehh4RlHWXIQRCCCGii2uijhCi+2s567ylnhSUyeQTIYTo/uLKVAohur+2Sgj1xKBMJp8IIUT3JkGlEMepSF3GFoORZ079LybnDu6RQdnxMsZWCCGORzF3f8+YMUP/+dlnnz0abRFCJFCkLuOHxs+S5fqEEEIcFTGXFDKbzbhcLkwmE4qidPuyQW2RUg+iNzleyjK11B3WUhciGrnPiN4o5u7v0aNHc+edd3LaaacB8Prrr0d97lVXXdX5lgkhEiKWLuOeFqBJIXQhhOh+Ys5Urlu3jjvvvJM9e/ZQWVlJbm5u1OdWV1cnrIFHg3yDFOKInhagSSF00RPIfUb0RjFnKqdMmcLq1auB4Io63T1wFKI3izXz2LLskFcN8MDW97r1uEsphC6EEN1TXLO/S0pKEt0OIUSCdCTz2BMDNCmELoQQ3VNcxc8HDx4MQFlZGStXruTDDz+krKwske0SQsRht/0w925Z1irzWONxRnx+KEBrrrsHaJ0phF7jcbK66vuor4cQQoj4xZWpbGhoYP78+bz22mv6LHBFUbj66qv5+9//TlpaWkIbKYRo39KSDdy7ZRn+pvW9Q5pnHlt2i4cCtAe2vodH9feYoujxFELvaWNHhRCip4l5ok5zN9xwA19++SV/+ctfmDp1KgBr167lV7/6FdOnT+cf//hHwhuaSDKAWhxvIk1eae7Ts3/Fupp93LdlGT5NxawY+P2EH+tBVXtlh9oao9kTZo7L5B5xrMl9RvRGcWUq3377bT777DPGjRunbzvnnHN44403mDFjRrcPKoU43rS1JCPAd44q7tnyLoGm75A+TeXeLcv0CTltlR1qK8PXU7J/PXHsqIhfT/iiI8TxKK4xlU6nk/79+7fanp+fj8Ph6HSjhOjOuuO4vEhjI0OsBhMNPrceUIb4NZUNNW1Puos2O7zG42zzsZbH6OrXqyeOHRXxWVqygUkfPMJVa5Yw6YNHWFqyoaubJESvEVdQOXnyZB588EH8fr++ze/3s2jRIr04uhDHo/ZuWF0VQLWcvBISGiOZbrJG2VNp87htZfjaeiyk+et1yoqHeXb3F7FfVAJ1ZnKP6Dli/aIjhDg64ur+fuKJJ5g5cyZvv/02EydOBGDz5s243W4++OCDhDZQiO6ivZqOXd0V3HzySl9rOoc9DfoYyRqPE6NiINBsEo9JMXBa7uA2j9lW+R4N2izt0/L18msqf9i2AoD5I85I0FXHLp7JPaJnkWEOQnStuDKVp5xyCnv27OH2228nNzeXvLw8br/9dvbs2cMpp5yS6DYK0S20dcNKZIakI9nOSM/VgJymMZKhwCnXmsofJ/xY7wK2GIz8YcKP283UtZXhay/7F22c5yPbP+yyzFFui9dFHF9kmIMQXSuuTCVAdnY2d955ZyLbIkS31lbWbnuCMiSxZjtrPE6e+u5TXtq7Hp8WfO6FBeN472Bx1H3jzdS1tV9bj43OyMekGFqVOPJp6lHNHMkkjd6rp5bIEuJ4EVdJoZ5OSj2IeC0t2dDqhjVnyOSoJWs2nrcw5htarGVvlpZs0EsDtaX5vu0FWkcrEHt29xd6l3fzdnXkdemIrh6CILqH9kpkHQtynxG9UdyZSiF6o2iZuVxrKgtHn8sj21fi0wJRMyRtBW+xjAcLdbO3F1A237fEUdNmoNWR7GhHA8/Q2MlHtn+IT1OPauaoJ65j3ht0Rea4rRJZQoijR4JK0SGJvEH01G7KSDespSUbeHRHMKA0KQZ+M/qcVoFZe8FbLGtat1ePsjmrwUQ/azo/XftS1EAr1kAsWttjeQ/njziDKwZODAvEj8Z7n6hJGj31cxmPo32tkjkWoneJK6icNWsWy5cv7/BjomdL5A3ieLrZRJrl/N87PuKKgRP1G3UswVss48EiBZ6APqbyPwe3he1b4WloM9DqSHa0Zdsr3Q089d2n+DUVi8HIwtHnMi6rIGKA0jwQT8R7HykYiiUob8/x9Llsz9G+VskcC9H7xBVUvvfeexG3q6rK+++/36kGie4pkTeI4+1mE0tgFmsWrWVZoEpPAzUeZ9TA06IYuWLgRM7qO5zT8oawaPyFrTKCbQVakQIxs2KgnzW93et7Ytcq/XevGtDHTrbXhd7Z9z5aMNTZSRrH2+eyLcfiWqW8jxC9T4eCyvLy8og/QzCgXLNmDQUFBYlpmehWEnmD6C43m0R1/cWSIetIFi3XmkqJo0bvtm4ZpDUPPLfWH+TRHSt5df/GiMFce4FWy8chODt75qdP68eKlh2Npq0ApbPvfXvBUGdqUXaXz+WxcCyuNRGZYyFEz9KhOpVFRUUUFRWF/Rz6N2jQIObOncvdd999VBoqulYi6791h1pyiVzKLZbVWjqyoku0wGm3/bBekzLXmsqojHwe3bGy3dqYc4ZMZsN5C3lj+nVsOG9hqwzinCGTWTHjFkzKkf8cND9Wy7ablfb/s9FyZZ2Qzr73saziE28tyu7wuTxWjsW1yipGQvQ+HcpU7tixA4DRo0frP4eYzWYKCgpITk5OXOtEt5HI+m9dXUsu0V1/NR4ng9NyWTHjlrBVbFqKNYsWLXA695On9PGLD42fxeC03JizTe3Nhq30NLSqJ9n8WC275c/79Ok2M5dtZWGDs+Tjmw1+NLNfXf25PJaO1bXKKkZC9C4dCipHjRoFQFVVFXl5eQlrxLp169i5cyfnn38++flt3xzWrl3Lrl27wrZlZ2cze/bshLWnO+lOM1ETeYPoyptNIrv+Io3va+8Y7RWGjdbdHAr6QkHwihm3JCzAaitYa/4ZDF1b84DErBg5J38kqyq/azdAOTJLXo06S74tRzsY6k1B0LG6VinvI0Tv0ani52VlZezcuRNN0xg9erTeNR6rFStWcNdddxEIBCguLuaTTz5hxowZbe4zf/58VqxYEfa8wsJC/vCHP8R83p5SlLY3zUQ9lhJRqLyt47QsVh7S8v1cOPpcBqZmgwan5Q1pVcInFDi1XLM75I3p11HiqIlYjD0ekQq7A1E/gy0LTLdXcLqjr1dbukNxayHa0lPuM0IkUlyzvxsaGpg/fz6vvfYaoZhUURSuvvpq/v73v5OWlhbTcQKBAC+++CJ5eXkdCkhPPfVUXnzxxXia3mP0ppmoHdXZ7G2kbNdvRp/D9g4esyMZz0jvZ/OVZoyKgT9O+HHYZByH38PD2z9s1S0NYFIMeubwaGWPgbAgsOVnsGUGqr2MVCIzxD0p+9WdehuEEOJoiiuoXLBgAd988w0ffvghU6dOBYLd0r/61a9YsGAB//jHP2I6zoUXBjMhLWeSt6empoY333yTzMxMJk6cSJ8+fTp2AT3A8ToTtbM32ERlbyPNoO7oMTsyvq+9ouUBTeX+rcvDipI/umNlxIASgl3ooS6GRAZYzY+1uur7hH4Ge+NsYOltEEL0Jh2a/R3y9ttv88Ybb3DOOeeQmppKamoq55xzDm+88QZvv/12otvYyq5du3j99de5//77GTJkCH//+9/bfL7H48Fut4f96+6Ox5monZ1xHcus6I6INoP6vi3L2G0/3GY7Vld9DxDz7NZI72dLXjWgz2KOJQi9ZePrbV9gJyX6M9jbZgNH+7x29HMqhBA9RVxBpdPppH///q225+fn43A4Ot2otvz0pz9l3759vP3226xfv57//u//5pZbbuGbb76Jus/ixYvJzMzU/3V07GdXON5uwIm4wbY1KzreQDXSMX2ayrmfPBXxWM0D41NWPIzD72mzXE9Iy/czklCXNsQWhK6u3ssb+zd16DUMBcQt94m0/Wh8BtsrbxSvaNfVlWIpfySEEMeTuCbqnHnmmZx00kk8/vjjmEzBG47f7+f2229n69atfPbZZx06Xnl5OUVFRTFN1ImkT58+/PrXv+auu+6K+LjH48Hj8ei/2+12ioqKesQA6uNlQsLqqu+5as2SVtvfmH5dzF2pkSZ6tNTRiR9tHbPlsaI9996x5zN/xBkxn299zT7mb3gNtcU88PvGns9NzY6ztGQD925ZFrULPCTWbtWlJRu4b8syfJqKWTHw+6YxnO110R6Lz2BnhkV01y7mRE0IEz2TTNQRvVFcmconnniCV199lcGDB3PRRRdx0UUXMXjwYF5//XUef/zxRLexXSkpKdTU1ER93Gq1kpGREfavp4i3kHN3k4iu1NZFuFtn8jqaCQod0xShoHfLY0Xrkn5k+8qYM2S51lR+VDCW3409DyMKAEYU7m0RUAJcUDAWpek5bfGqAe7fspz/HCiO2I4aj5P/HCzmd9++i68pQPVpKvc2dfO3l0GO9TMYb7awM8MiunMX8/HW2yCEEO2Ja6LOKaecwp49e3jhhRfYtm0biqJw++23M2/ePLKyshLawC+//JKqqipmz56NqqocOnSIAQMG6I+vX7+esrIypkyZktDzisTqSH3BtrJW7RXhjnvMX4SEvcVgxOZz66vKjM7Ix6QYWmUOfVqg1eSVtq5hackGFm//kEBTplID0kzWVuffYa/Ap8W4NKIW4MaNr7XK1D27+4uoM8j9msqyA1sSMhkn3mxhZ6scROti3lBTQro5OSEzrjuTRe1NdS+FECKuoBKCBcfvvPPOTp18z549rF69mrq6OiBYt3Lfvn2cdNJJnHTSSQAsWbKEdevWMXv2bAKBAOeeey4zZsxg7NixlJaW8uyzz3LZZZdxySWXdKot4uiL5QYbS3DSfIZyZwthh4Iaf4uu6FBtyBs3/DOsHXeNmRlWCghaB7JtXUONx8l9W5aH1Z1U0bh/y3JOyx1MpadBD14izZY2Y+CawZN4cd/6iNfTPCh7q3Rzq7a2VJiS3ekZ2Z0JDDtb5SDSa2RSDNy88U18Wue7wxPRtd6Tyh8JIURnxNX9HVJWVsbKlSv58MMPKSsr6/D+FRUVfPrpp3z77bdce+21+u/79u3TnzN9+nQuvvhiILgU5ObNmzn11FPZuXMnVquVf/3rX7z11lsYDJ26FHGMtNWVGk9XZmcnfkSdZa1pBJqyl83bMX/EGdw79ny9671lIBsMGpdFvYZo2UevFmg14ShS9+nvT/wx5w8Y2+Y1hTJ1D2//sM3nmRQD5+SP6nQXbbTAcH3NvlbPbdlF3tlhES1fI4tiRAP9Ne5Md3ikz+P9W5Z3i651IYTojrq0+Pnpp5/O6aef3uZzfv7zn4f9npSUxHXXXRdPs0U3F2/WqmUmqCPdlRGzgYpBH3sYqR3zR5zBFQMnRsy4PvXdpxH3XV+zjx8VjGV0Rj5mxRgxsGy5DONpuYMjrile43FGXMYxxGowoWm0OcEntKLPdnsFFxSM7VAXbcvXN9qykrdsfF2fDAThXfHNs36dzTY3z4DbvC5u3Pha2OPx1taM9Hn0agGe+u5TFjWtNiSEEOKIuNJ7zYufOxwOHA4HH374Id988w0LFixIdBtFL5GIyTwdnfSRa01l4ehzMTdN1LEaTPx2zMx22xEp41rjcfI/e9dGPM8tG1/Xs4+/nzALQzsTcJqXSjrv06cpcdTo52qZnTMpBn2iUSgoOy1vSMSSRAtGns0b069j4ehzeXTHSv11ev/gtpgm40R6fUPtaXk+n6bqWcJnd3/BH7ataBU413icCSkzFHo/Il13Z9ZDN0eYwPVyyXrJVgohRAQ9svi56D4SWR+ws7Nl4+k+X1qygUd3rMSnqZgUA78ZfQ7zR5zRZjtC17zbfpj/HCjmPweDs67XV5foXeYtNQ+wLigYizFCsNJS8wDs/q3L+c/BYr3Q+wUFY/VAbOUPbuPhE2dzx8izWTHjFuYMmUyuNZULC8aFHe+C/mNYMPqHEQu+t3ydIr2vbb2+c4ZM5ulTr2x1DaEsbaSu+Oaz6xNV5SCRM65zralcO6T1BMDmReqFEEIcEVf3d1cWPxfdR3sTUuKZMduZ2bIdXYt7fXWJXrcRgkHcf+/4iB/2Gxmx27nlNTdnVBSuGnhqm+3zqH7eKt3MwJTsmGd1h3jVADduONKtG3q9AX7y5Yv6xJ+/fvcJf5xwERcUjOW9g8Vhx1hV+Z3+vrT1OkV7X9vb77TcIREn/UDkrnhzU7H3RK+NncgZ17eNnMFLJevD3q+evrKVEEIcLXEFlZMnT+bBBx9sVfx80aJFnHbaaQltoOie2prx+/7BbZ2aMRvvbNlIY/ssBmOrACBaYAhHup39TZnL/xp4CqPG5Ee85uYCmsab+7/CgNKqqHlzf9i2ArNiaPd57QlNGtEgbCZ5QAvOJM+xpkQNANtag7ut97W9tbujlY06LXdwxDGXd42ZyX86+VmJpvlnqDNBa2i4QvM2Sq1JIYSI7Lgofi6OvbbqAyaiGHWNxxnWtRzp8WjLCjYvZO5XVf5zcFvYftECQ32fZpnLV/dv5OT3F7O0ZEO763H7ULlu2FQsTTPDjSgRi6r7NLVVQNl+ifPWvFog6kzyBq8nwh7Qz5oetYtYA94s3Rx1JncsXcuRxkdGKlp/79jzuXzgxKNeuLyz682HhCYktrcAWXdcLlIIIY6Vbl/8XHSN9rI70bJWmkani2k/u/sL/rTtAz3wMioKf5xwkZ7Baqvb/YKCsfzu23f1Y6lo3LtlmV4zsb3AMBIVjfu3LueDGbe2OevajIHJOYO4ZtAkvdsciKleZDw5y5blc5pvT7ckRdxn6b6NLJpwYasu4vcPbmtzCczmM7nb61qOlGmOtN/qqu8TUng9ms4WVg8do/kQidDY2EjH6K7LRQohxLESV6Zy3rx5evHz//mf/2HJkiXceeedElAeJ2LJ7kTLWnV29m1olnDzTF6oS7fG42x3Ms766pJWWUC/puo1E/tZ02N7EVrwqgEOexrCrrk5AwqqAjdufC1stnauNZUrBk6MOBO7MywGIw9NmMXvJ4RnZk2KgYcmzOK03MERl7F8qWSd/lo1D/7ay942n2gU76SalvslYrZ/W9oaAxqraCWiWh6jOy8XKYQQx0pcmcp//vOfPP300yQlRc6GiJ6rI9mdaFmreOsO1nicLN4WuWC3t2kpRIfT2XZ2K0o/cvXhwzSkFVHpaWi3HZGYFQPGinpmDxrFBecdWSZyt6MKh8/Fb795t1XB7QsKxuKprqO8vJRfDzydx0vX4FH9WAxGBlky2e2ujencRsWAQQt2r5sxcO3QKcwtmIjicJOTk8sF549lfc0+FDQm5w7R34drh57G899/GXYsn6ay+dBezh08Xt8Wa/a2+etst9uoq60lJyeX9IyMWF9Gnd1uw1Fby+9GnMPi3R/HXaOy+fFatqe9MaDtqfE4eWlv65WLLErrcbqdXRko2jUIIURPEldQOX36dD744ANmz56d6PaILtbRm2OsXZ3RHDxQTnl5KTk5uay3lREgcsFui2KkUElh065iTChhyyo2DxTGWHJbTYIxAOrucj4vtzFuypQ2u7AjMQDnNWSwbf16avaXceaZZ+uBlcWbwi5aj230qH5W791KzZqvUTWNZEVh2bk/pVxrpHJzMZV2G0+m1kYMgk1NE3m8WgATCv+lFHF+/9EcMniYPngc2ZZk1q9bg6qqGAwGpkw5nR8VtF5l57YTZvDS3nVhmTYTCn394X/2hUpKq9c0Utd66HW2222tzt+RIKj5/oMMBlZN+wXlmjPumdrR2pNrTeXuET/kj7tW4kfDhMLdI34Yc9AabfWjnw05rdUxOhvAdvY1FUKI7iCuoHLSpElcc801zJ07lzFjxmCxWMIenzdvXkIaJ469jt4co2VXYpnBffBAOSveX4bP78fjdmHNy8aYCoEWgZZRUXhowixwuEnTjFxtGsJr/hL8aHp2y+Txs+P7Ynbt2s5lan/eNhwkoASDqPMdmfhdDVTYGhh6uJqHxs9qs7vXYjByQ/4pnJBTgMPRgLb7AH5XAxrQ0GDnm683kZqaRmnpPtweN7aAF2OqQkAJD3RT691UaRpqIIBPDVCzr5S81DR2lpZj1mA0Jnak+cPOHbqecYE0Pt31NX39JpyHqthVvhmzxUxxhYOhQ0egqsFAUVVVamtrIgYgudZUfnfCOfzpu4+CdThR+Il5KEP7Dgh7nuJwh72mFiXYtQ5EzDjvP1QS0/mjqautDdsfh4vpg+MfQ9nyeM3bMzN5INnWUyhXGyk0pDApuSjm40arJvDLkTNaPTfazPdYA9i2rkEIIXqKuLu/8/LyWL58OcuXL2/1uASVPUOkgLAjN8fm2RW/38/QocMpLBwYdjOMFnTa7Ta2bv0Gv9+PqgbQNLB6NS4gixWpNvyKhhGFqwadysIx55JrTaXBbsdgMDDD1I9TzXlkjBzKxP5DMXv8rF+3hprqaioPVzDSYmW+Px1/v0wKtGRUp6PZ6GFFz6Q+tetTXioJZvJMmsKP1L4MUlIZZMwgu9aIob6KaeNOZHO5nQpbA2pAxWarx1Zfj8fjIRDwoygGAmqAs9JNfNbXR0AJdpU/OP5CxloHULJ1Gy63C4Ca2mrcHg+hCcQXHk7hkuR8dpkaOcGUid8AF086m0F5+TTY7VTt3Yet0YY9EMBgMKBp4HK5AA2DwaBntXJycqO+vwXf1/GA9wQqTV7OHHYS4waPaBWs5OTkcralP6cYcziAS28DEDHjnJOTG9P5o+ns/h05Xk5OLplGK+mKucPn6mig2Jn6mIl+TYQQoisoWns1Mo5DdrudzMxMbDYbGb00G9Bed1uNx6nfHM0ef8TAcP++Enbu3IbX6+Xw4QoyM7PJzMxk7LgJ+Lw+LGYLxdu+bXWO0LkdDQ2Ule3HYrHi9XooKhqExWolZ2AhjgwrE/sPJdeaqgemFrOFelsdoFBYWKS3Zf++ErZs+Zqa6mrq6mpRDMFUZ35+f1JT03A1NmIwGklOTubMM8/W97Pbbaxc+ynb6w9iqrSRa0lFVQNkZeeSnZ0NwKhRY8nJyaW8vIyqqkpK9u6htrYGVVUJBAIYDEY0TUXTNNxmhfpkhdOHT+DcKTNoaLCzft2XVFVXkmS1YrEmMXDgYLYVb8Hr8+L3+cjL64vb4yI7Oxev18OAgiJOOvkU0jMyaLDbKS8vZVvxFqqrqzAajRQMKOTMM88GoLa2ps3xdzu2FfPl2s/RNFAUmDbtTEaPGRfxuQ12e6vj2e02DpSVgRL+ekd7fkfEu3+0LykHD5ZTXlZKUdEg+heEZ2I729bmfwuJKM4eTWfbKboXuc+I3iiuTKXo3trKDoa2R+tua/6c0LjBaMFnKLvi8XhQAyp+v4+GhgbWrV1NamoaTqcDi9mCBng8HsrLSxk9Zhx1tbW43W4Cqkp+/wFkZmYybNgJ+HxeAAoLB6KhUXfoMB6LmW3FW3C73VQdrqRv335Yk5IoLCzSr6mmpoqKikME/H4CAT8mxRRsr2LAYDAwfMQJoCmARnl5GVmZWXh9XhobnaRpRkaoqVSqDQTUAEajEYOiUF9fh6Ohgf79Cxk0eAijx4wl60AW24q3EFBV1ICKogSPqWkaiqKQphlJdyl4a+r5+KMVVFVXEfD7cTgaaFAMGI0G1IDKaVNO59Chcmz19Wiait/hp+LQAXx+Pw12OzU11YwcNZrCwoEMKCxi7949ZGdnoygKEydO0l//dgMPJRhcq4EAqqpSV1vH/n0lbX4umgeUX3z+CRUVBwHIzy8IC8jTMzI6FfjEs3+0z6LdbmNb8RZUNZhJTktLDzt2Z9sabzH+jupsO4UQoqtJUHmciXbjPXignHXrVmM2W0hKSmLcuBNbdbdF2rd58Ol2u/nm603k9emnZ66mTDmd3bt38lVtDQ6Hg4C/jj59g12nZrMFm82GzVYPgMlkJDMri5rqYBCoKAoGReGMM2agaRqfrFqDz+elOO1bUlJSMZlMOB0OUMDpcOL3+3F7PJgtFmpra2hosLNu7Wq8Pi+apmK2mDEajQQCARRFwWarx2K1cOBAORWHgsGRhoaiGMjNzcPtCnZLJycnk5KSSnp6OunpGeTl9mXt2s8B+GTVBzgcdsaPPwmvz0t+fn8OHTqI3+8DxYACeL1eUMBkMmO1WklLTaOurg6/34emqk3d3Sp+v0pdXS179uxkwoST+fyzVaiahqqqWK1JmEwBNE2jouIg/oCf8vJSCgsHYTKZyMrOgdC5YlRYWERuTh8qKg6iKArbtn1LTW0VSUlJrbLGofc8lGVubGzE5XKhaRAIBKitqdG/FIQ+Z4maqdz8WBpa2HFj+SKUqPGIMvtaCCE6R4LK40woC+jxeLBardTW1qChsW7tamrralEU6Ns3n/q6OgoLBwGaPg5y/77WEzDMFjNOhwN/wE91dTXlZaUoikJ+/wJ++MPzgrNsc/uQm5eH0+HEmp5BqJR3wO+nsbERt9uFwWCksqKClR+uwO1y4fUGy+FkZGZRX1/H5s0bOXToIChQV1dLn7796NOnL4oChyoqQFPx+XwYDcHso9li1q9JU1U0VSOgBYOy4L/g+EOHw4Gmanh9XgwGQ1O7vJSXl6EG/JjNZny+DE47bTpmkwmXy8WOHVvDXoft24pxOh2MG3ciaenpDDQPorHRicfjxeFswGKxkJychMlkwe124/P5SEpKosHRgKpqKAooigFNC3aZg0JtbQ19+/bD7fGgBgI0ulwE1ABqQMVoNGK1WpvaEH38ZHtBUHpGBiNHjcYf8OP3+3A4HHg8HixNQXl6RgYHysuw2WwkWa1owBeff4LRaMJkMmIyGVHVQPD9UxT27t1DZlYWtvp69u7dg6qq+Hxepk49o1WXcyzsdhsHysvYu3cPJpMJvz84aclkMukBbigDaTAYIn4RgsSMR5TZ10II0XkSVB5nLGYLVYcrUTUNg6JgsViC4xEtFhQFNA0aG53sLdmj37wLCwcCrW/O5qauZxSFqsOVBAIqXp8Xk9FExaGDlJeXMXrM2OBYx7o6fH4/TqeDadPPwmwy8fXXm2hsDGYYFSUAaDicDjRVRdU06urrSU1Lo7rqME6nA9CC/9PA7w/g9Xqx2xuCVXcMBpKSksnL68uwESMoLysFFBSFI9m+JCuKoqABRoOC0WjEbrdjUBQ8bjdmswWTyYTP50XTNAKBAAFVBaWBHTu2YlCMHD58iMbGxrDl+CyWYLBYVrafceNOxOv1YraY2bD+S5zOBjQ0nE4XHk8wY+Z0NtC//wDycvOoq6shKTkHg2Kgvr4Oi8VCfV0tEyacjM1WjwZUHa4kOzsHny+ZwqKBHK6swOPx6O9NYeHAiOMdo3UFNw80CwsHsnfvHhoa/GiahtVqDctM7927B5utjtpAAJPRjM/nxWgyoShw8smnkpuTx4GDB0hLTUVVVdatXY2qatQ1fVkxGIys/fILzp35o7jKCgUz2XX07ZuPxxNcWjI9PR1VVSkvKw0L7r1eL1OmnN7qtQhlzDszHlFmXwshROdJUNkDtQwcmv/u9Xn1DJjRoFBWtp+iokFYk5Lo1zcfr9fL4CHDOHCgjIaGBpKaspmh8VzNb87lZaXYbDb8fh9mswVVdTcFfcFsmsvlZP++EhobnWRnZ3Po0CE0TWPnjq0MHzGKhga7Pk5S0zS961Zp6jY2KAoej5fq6ioanU59bGJSUhKDBg7icNVhjCYjXp+X5KRkjCYjqWmpfL15E9VVh7HZbOTl9UHVguMnq6oPB7OUqgoGAxqQkZZOXV0NmgaqGsBkSiYzMwmHo4FAQEVTVfw+H26XC7vdjsfjDgsojUYj9gYbTmcDPp8Pm62ecWNPpKxsP6qqkpWdg9vlorGxUc+0eb1e6upq8fl8eDwejCYfaalp5OcXEFD9pKWm4fN6yc3N48CBctLSMgioKikpKSRZk/B6vfh8XrweD7t372LEiJEMGjwk7DMQKQiqqDjI+vVfkpqSisVqZejQ4ZhNZhyOYMDep08fhg8/ISwzbTKZyM7O4XBlJRg13B43yUrwtU5OTmXEiFG4Pe5gsOxwYLZYUAh2iWtoGI3GsMxnLJ/X5u03Ggx43B5qqqvIys7GbA6WJzMYDBQVDcJmqw/LQEYbd9jZ8YjxZjuly1wIIY6IO6hcv349L774Inv37uWDDz4AYMmSJVx55ZWkpaUlrIEiXKQxcC27CK1JSXoGLDiusV7PsOXk5FJRcYiDB8pQFAMmk0mvM9p8lvXu73ayY+d2nM7gCjSKwUBubl+qqw9jtVoxmczs3LGd5ORkfD4fdrsNl6sRgKqqw6SlZ+hBYkuapjaVyNHwuN3U1lZjMplJz8gIjofEwP79+/D6PPTJ60tjoxOL2UJKSgo2Wz17v9+Ny+VGUaCqqpIJJ05k//59aGqoexn8fj9Go5+6uhq8Xi+qpoE/mKU1m82YTCZC3fQWizV4jU2Z3OYURcHv86MaFKqrDwMaa9d+gc/v59DBcpKSktHQgpOVVBUUBZPBgMvViM8XnDikaSoOhx2Xy4k1KRm3y0Xxti3Y7fX4fX7cbhfJySkoBgM2ux2nowGXqxFV1aitraG0dJ8+1CCkZRDk83r5+KMP8Hg8VFNFclIyDQ12aqqrCQQCWK1WUgcUBseONpto5ff7cTqcGI1GsrNzCAQCJCUlk5ObGzZutra2BovFwubNG3G5XOTm9UFTA6SkpGJNSmqzrNEXn3+Cy+UKm30fOnd1dRU+n5fGRsjKzmHixEn65zQ9I4O0tPRjMiO6+XWaLWZqa2v07aHriDSZSbrMhRDiiLiCymXLlvFf//VfXH755Xz44ZFl9Q4ePMjjjz/O/fffn7AGinAtM1TRugh37ChGAcwWi7590OAhTfUhv0bTwOfzkpaWQVnZfjQ0fZb1wQPlTXUYA1gsZtLS0unTtx91dXUYjAbsdhsABqMRo8EAKHi9Hr2NLpeLw5UVpKam4vV6CQRc+mOhEjwpKSmYzRYqK4MTdlRVJSnJitfjwev1BsvgGBQsZgvZ2Tl4vT68Ph/FW7c01WoMBoAej5eSvXuCGVtbPZp2ZCKLx+MmJSUNxeCHppnhoGEymUhJScHlVpqypR6ysrNwOI0YjQYCgSMzuv1+PwaDisFgpNHZSIPVTnp6JtVVlQQCTeMNDQZMJiOaZsJoNJKenklSUhIHD5YD6BlMxWAgKSkJv89HfV0tHo8bUDCZzSQnp2C2mPXn+3y+4D5KsEj8F198gsVsJSc3hxEjRqGhhY2J/ebrTQTU0JhStSlL6sblamzKEntosNvCgj+tKag2W8y4PW7MZjMFAwpb1RsNZQFD7ztASkpKWACooUWcWX6gvIyKioNoGthsdfqQifSMDIYOHU5tTQ2apmEwGvH7/frnFI59FjA9IwMNrVWgGGlbIicIgWQ8hRDHh7iCygceeIClS5dy6aWX8sorr+jbr7zySmbOnClB5VHUMkMVrYtw9Ohx2Gz1uN1uXI2N1NRUYTFbKCvfj8t1JNiorDyIyWSkeOsWNFRMRhPORqdehsbn8+JyufF4vXi9HhqdjTSfiBNtscP6+nqMJhN+f3DSSiCgNtVzDHZ/q1pwdRpA72622eyApmcbCUBjowu324XH48VoNOL3+4LjJvWUokZDQwNpaenk5/dn//6SsO7rgOoPdoc3UVUNn8+Ls1EjIz2TmtpqfF4fB8rLMRiNZGXnUF9Xi9/v148TfG2Dk1by8wuoqa6m0eXSM6MmkwmD0UhKSipp6elMmHAym7/a2LRP8NxGowkFhfq6OlQ1gMfj0a8jKSmZtLQ0LFZrcEyj0dh0ZcFzu90udu7YhqYFA+Lv9+wmJTVVHxObmZVFReUhvJ5gQG2xWOnbrx92m00fWwuQlR0esNTV1urd36mpafTtl8/o0eOiBjWh56enpwOEfVGJPWMXfE1DAWp6RjpeX/ALSXJysh70xpMFTERgFilQDP3cfFso2xprl3lbbZOMpxDieBFXULlz507OP/98gLDuzYKCAg4ePJiYlomIIk1KaNlFGLqBDR4yjM1fbcRmq2PTpvUoioHU1FQqDh3Qb5IGg4Gy8jIC/lBmTKFlPXxVDWCrr2u1PZpgZtQDTdnLYLbPgNlsJrTYtdvViKYRHgAG/K3a4HI59SDTYDBEbJ/X62X//hJSUlJaPRbw+/VrhWDXO4DZZKaqKdsYPHeg6XyNRFqQOziO1IStvh6DIdhPHmqLoiiYjEYMBgMWs5nvdu3AbDajKMExmaqq4g/4UQwKfp9Pn6EeulajyYTP52PK1NOpr6/D7w+QnJzC4cOVgILatEygpmn4/f6mAu8GrFYrHo+H7du2YrfbSE5Oxu/3MXz4CJJTUvWyShDMKufn9w8LbpoHRUlJSW0GlBB93GG0igN1tbVkZWWTn1+gd38XFg4MC6LMZgsnnzyJ5OQUMrMy9SCuo1nARAVmka7R0dCA0+nQy3GFrjvWCULttU0mCQkhjhdxBZXZ2dmUlpYyatSosKBy9erVFBXFvrauiF3LTEe0sV7Nb2BOh6Np/KIxOONZ9VHrduvHNBgMTcHUkXxjtMCxswsvqaqKx+PBbDYTaMqCRqM1C9j0rGXT9kj7hQJFp9PZ6rFQ13NzXq83Yr3HQCCAzxuseRkqAaRTFMxmE26Pm+qqqrDXQ9OCYyobGxtxOBpQVZXc3Dz9Wg0GAygGzCYTfl+wCz60n6ZpeD1ubLZ6SvZ+T2NjI41OBw6HA5Mp2J3u9aphwW9jo5OUlFRstrqmpSNt+H1+TGYziqLw/d7vMRqNuF2NTVniAJmZ2WRkZLQKbmINikKfsebPD3V5+3zesIoDPq8v7Dwtx0k2L11lMpnIzc0jOycnbJ9o5YOiSVRg1jJQ1NAo3vYtFrMFr9fLqaee1uHC6u21LRTIBstRefUxzkII0dPEFVRec8013HzzzSxZsgQIjqH78MMPueWWW2Td76OgrfIx69et0W9GU6eeEZyU0nQDs1gs+Px+PWMW0DQMBqUpyFHCuoWPldBYwbZEykZC5wPbWByZoR6erQz4/bhUFbc72G1tMpvx+3x69lRRDKhqMEhUNa1pSIKGqgb0Yykk6YFk6BqNRlNTGSIHGzeuRVU1AmoAi9mC1Wol0FRL09SUzVRVNbg6Tl0N6RlZ+HyNepszs7JodDbidzfi96mAgjUpGZ/Xi8FoYN26NaSmpJLSVB6otraGQYOHdDgD2LLL2+l0BCf5qGqwmkBddatxvtk5OXoWMlI2MLT0ZfN9OlImKJFrZzcPFEMBsEawdFV9fV2Ha3K217b0jAzGjT2RtWu/wGKxUFz8batVgY4nMn5UiONXXEHl73//e6677jqGDAkOqE9LS0NVVa655hruueeehDZQRM90hLodDx+uQNNg7ZdfMHXaGfoNzJqUxMjRY6k4eIDUtHRMJhNrv/wcqzUJr9eDwWTC3Sxz2RUiBZDdYTn6ULDo9wfra0JobCVNBc2DwbnVmoTf7wt2iaMBwf0sFisOR0PYMT0ed3Cmtq95MK8RCKitMqpezYPBoOgBq9ls0rOVimJAUQw0Oh14PG49yM1Iz8JoNOFw2JsCXBWf14uqqbiaam86HQ0UDCgK68Ztqfma36BF/eyFtpvNFnxeL1artSkjmRc2ztdsMceUIW0ZeHWkTFBHalV2JKgJzVI/fLgCgL1794RNYkpU27w+L6lNVTOO5y5wGT8qxPEtrqDSarXy6quv8vvf/56vvvoKVVU5+eSTOeGEExLdvh4tUd/Io2U6cnJymwp5B+//FoslLMMTKl6uqir2BjsZ6Zkkp6RRW1MV7OqNIWt4tHWHADKSYLtCgWLL7Ue6rjVNxWKxoKoaWdk5+H0+kpKS9RnqzQUCgbDufEVRMJnMqGrr9yI4oSh4LKNRAUWhYMAAqg5XEVADBAJ+/IGmepFNbaqqqiA9I5O0tPTgSkKa0jTswI0hORjc5WT3pV/ThJyGBjs7dhRTVDRIz761XPM7N7ePnimNtopNUlISo0eNY8vWzZgtFkpK9oSVsGqZhYyUIU1EAfNYgtCOBjXBWeojcLlcJFmtmEymuAK+9tqWyExrdybjR4U4vsUVVPbp04eqqiqGDh3K0KFDE92m40Lzm5ff72fo0BF63b+OCqsVaLaE1dCbOvUM1n4Z7DYL1QsMlUbZuWMbDQ12vF4vtvo6FIMhOCNY1WgeLIVuZuKI4OsRafxmeJDpdrvJyc3F6XTi9Xjw+X2YTEYaGx3tnqN5+Z8Ij6Jqml77U2kqopmZmYmqqiiKQm2zG3QgEMBstnDoYDkul0sPTqxWq16uqF/ffKxNE3IaGuyseH8Zqqbx7bdfc8opkxkxYiR1tbX6mt8QHJM6cuQYUlJS2lzFpra2htTUI5m25qWB4MhnzO/309jopMFub/W3ECpx5GhoOGq1KeMJagoLiygv339UA75EBNU9QW8JnoXoreIKKjVNo7a2lpycnES357gRunl5vV4OH67A5XJRXr4/7u6eaDX0+hcM4NyZP2o1+3v9ujXU1dZw4EC5Xm8xmBWLHCi1mpgiYuZqdKEGAvj0oMkVU5CuKErYhKFQQfjQmEuzyYTX62tKmAYDLoPRiMFgbCrUfuQcgUBwbKPFYmnKkir6LPy0tHTOPOuHmM1m/TOyY0dxcHnLQACX28W24i3U1FQxeMgw1ECwDJPBaGiasR35y1DL7Fu0YCEUMJWXl7J37x5KS/dRXl4a9rfQfHxw1eFKsrJzQNOYOq1j64q31zsQT1BzrAK+zq4K1BP0luBZiN4qrqByzpw5PPLIIyxevDg46UO0Erp5hdYzTrJaO93dEy3L0vJmFBprWd20mkowUAG/P3J3t6ZpTV3nnoiPi7ZpmhrWDR1amrI5qzWpqdj5ES3Hk4YykCFGo5nUVAuBgD9Y/N3rxW63k5ebh9/v12eXh47h8bhJTU1r+j24zWQyc+ZZP2T4iPChKUVFgyje+i2+pnJFaWlpuN1utm75muSUVACGjxjFiBEjI9ZVDAVuodJBzWeGh1akcTQ04PUdmfWdkpLatJJR6yxh6LPt8XiCYxgrKzCZzaxd+wXnnhvbuuLRVu9pLtLs7khF21uKFvDJpJOO6w3BsxC9VVxBZXFxMR9//DGvvfYao0aNalUCY/ny5TEfa9OmTTz77LPs3LmTp556ipNPPrndfb788kueeeYZKisrGT9+PHfddRf9+vXr8HUcTS2zMy3HpMUjWpal+fKK3qaSJD6fV58pHBLs9o4sWHTbhKoGuu04x+5IMRjCZtxD6y5yk8mkzwIPPWaxWCKWSGq+r8ViCi4viQmjMdCUmQwu3ZiWnkFGZiY+n1+fKGQwGOnXVIsyVFxdUZSIQW7/ggGcedbZTUMkGgioKr5GJyazBY/HQ3JKKslJyRGXK2w+rCN0faHMudlsZt3a1QDU19XRt28/rElJTJlyeptZwtBjBoMBr8+LyWhCUYKTgGL9InagrOXqPaWMHjMuYjmuluW32htfKcs0CiFE++IKKseNG8e4ceM6ffL777+f//znP1x66aW88MIL2Gy2dvf5/PPPOeecc1iwYAFXXnklTz/9NNOnT+ebb77pdmuOp2dkMHrMOAoLB7bq7omW7WkvW9Iyy7JjezF79+5BVVWqDlfqN/EJEyZSW1Ojr5zTniM1ISWg7AitqdxMW0JDD5q/D35/gD59+3C4sjJq+SSLNbgmeX1dPUajCa/Pi78xuCyk1+vBaDLrPQWh0j52ez1Jycl4vT4UBdxuF3V1ta2ycXa7jZKS79EAh9NBuiEdk9FETXUVisGgrxaUnJysB0wNDXa2bv0mWADeaCTg92E0mUlPT8ftdvPN15s4dOgA9oYG/D4vBoMRt8eD2WLRJ+dMmXI65WWloCitxk6OHTeBdWtXk5OdS11dDTlpuVFnqUfMEDZleUOrQblcrghjm48sQdk88+92u9mxozhiAfiWweO4sSfi9XlpbHTqQ1w8Ho++BKUQQvRWitaFaam6ujqys7MpLy+nqKiITz75hBkzZrS5zxlnnEH//v158803gWDB6/79+7No0SIWLFgQ03ntdjuZmZnYbDYyuiCz0PJG5/N68TfdwCN12bV1DJvNRl1tDWZzsPs6JzcPq9VKVmYWu3bt0DNN4thp2a0dCtJaMhiMGAxKWBd2c0lJSRgMxqb10/1N+xia6lsa9Vn/LSf6BB87khHNy+tLekaGXsu0f8EAdmwvZtu2rfj9fhyOBrKysgH0QLF5wAjQJ68v33zzFV6vF4ejAWtSEhaLhdycPPwBPw0NDaSnp9Ngtwcn3GjBYQEDBhTpmcr0jAwOHihn3bojmczmYye9Xi9btnzN4cMVBPwBUlJS+eE557UaUxktQ9hgt/PxRx9QUXEQo9HYtI75CEpLS/SxzZmZ2WRmZjJlyukArFu3moYGe9MXsnzS0tNbZRz37yth585tQLCOqc8bLP8TXKPdS01NNQD5+QUx//2K419X32eE6ApxZSoTJTs7u0PPb2xs5Msvv+Sll17St6WmpnLOOeewcuXKmIPKrtZ8Ek9NdRWNjY1YrNawLruWWmZmQscwGgy4XI164KEGAlRUHKLi0EF9iT5xbLUsRxStyLyqBlDVI4FipOMEv3j4Wm0PdT0rEcY0BwJHCq77/X5stnqcTgeKwcDaL79gyrTT2bt3DzZbHX6fX/8cKUowwLVarRiSk/XjGQwGnE4nfr9fn1gUCoSDn7sAaBpWixWn0UBaahpms4UJJ04Mmxx08EA5q1Z9iKOhQV+6s/nYyQkTTsZmqyfgD2A0GcnKyoq48lGkscWhbP/AQYPwB/xYm8r/gBY2ttnabGzzoMFDGDtuAqs+/hBFMVBbV4PZbI664o2qqmEr3phMJjLSM/D7A/r5pESOEKI3izuorKqqYuXKlZSWlrYq3Hzvvfd2umGRlJWVoaoqAwaEZy4GDBjAqlWrou7n8Xj0mwoEv0EmQryD9JsXVPa4PcExZCYTRpOR0LrTLbvHW2ZmQseora0FIC09nYz0DMxmMzZbvV5Wpi3NJ4XIOMpEi/31PPI+NauL2TRjP9DiPWxe5xJAawogFUXRjxN6X41Goz7DPLQyj8/nZc/u7zCZTGRn53K48hDpGRl4fV6s1iRSU1Lwer1MmDARu91GbW01Obm5mExmXK5G/E1rqVvMFtA0DEYj6RkZHD7sIaCq5OcXhHUxh9jtNtatW62vox0KpFNSUpt6rRW2fPs1qSmpOB0NpKdl6+ODW2o5NtNitugTdEwmE8nJyfo4z8LCgRQWDqS8vIy9e3e3Gtvs8/rIzMzC43Gjaei1NZtrPj7a5Wrk0KFgDU+DwcDwESNxe9xSIkcIIYgzqFyzZg0XXngh+fn57Nq1ixNPPJHvvvsOl8vFxIkTj1pQGermS0pKCtuenJwcMaMRsnjxYh588MGEtqUzg/SbF1Q2Zhuorq4iKTmZnJxcCguLWh27sHCQntl0Oh2sX7eGnNxc7HYbNns9aiBAfV0tmZmZFAwopPJwhT7Lti2hQLLlkoSiqwTfD6PR2BQQGsDvaxVIttpL0zCZzeD3NwVhCgajgYA/gNo0uUdVVRobGwkt3Yim4XQ4MBiNpKak4HA48ft8WJOSMRoMfLV5A3ZbPc5GJ2azmfS0dCwWq76SUEpKClnZ2ZjNFkwmU1MwGb0Wa11tLWazRb8+kymYwVQ1lczMLD0DaLZY6Nu3H87GRlJSUvQlC1uOO24+tri8vJSKioPB61VVJpw4kQEDCsO+7I0eM5bCwqJWY5tDAWpqahoGRWHqtDMitl9Do7y8VA/cBw4col9rWlp6wkrkyGxyIURPFteYymnTpnH55ZezYMECffxYXV0dP/vZzxg5ciSPPfZYh44X65jKgwcPMmDAAJYtW8asWbP07ddffz3FxcWsX78+4n6RMpVFRUWU3HEuGVZzh9oa4vf7w7olTSZzTIFcSChIPBJImDAajU3H9hEIqKF5BxiNJgIB/5HyQITymUfyYUpTG4xGY9Ma0cFARDKQvYmCwaBgNpvx+4OzxYNLSoZ/gTAYjE21MIPrWYfyo1rTz3Ck5mTLLx6h/zeZTHqQGPry01Z5sdDnPVh+ScVoNDQtP2nW63IGvzRq+vCB8M9/aBKZgsViCZug5PN58fn9R2p5GgwkJSW32za1aTJS6O84tLxm82OH9j/yvGC7Ovr3Hovw/yaEX6foeeweH0OeWCljKkWvEtd/Fbdu3cqKFSsA9PFK2dnZPP3000ydOrXDQWWsCgoK6NevH1999VVYULlhwwamT58edT+r1Yq1aSZtc5qtGtVijKstBqBlx1xHS4e37tgLMtH6jYmplX5X7M8Vx6cA4DsGg6V9QNNKlKGwp73Pf9jnPTRixn3kC1K0vwdo8Zl2h5/L3PQvjNcZU9uMrY7dEPZcQ7TntXHMzgh7DdxH5xzi2NC8bfcwCHE8iuve43A49G9e/fr1Y//+/ZxwwglkZGRQV1eX0AY+8sgjbNu2jZdffhmAn//85zz//PPceOON9O/fn3feeYfi4mKef/75Dh9byczDEGemEsIzGYnIKDTPfmoaGI0GTE1lY0Kro4SylaFuSIPRiKYeWY9aUULtChbAlkzl8UzRa2A2Hz/bcvZ58+0t9w9+jhR9UtCR8ZgmFINCoGm8dGjVJQgWyjeZjvzdRMu6H/ncepuOH2haDehIFq7548FjWzEajWF/W5qm4XYfWUs9uB66scXfi6a3UVEUjEajPmMeWmcWQ/tqGk3tCmZOQ+1qeezg/x95rsFgTHgmUTKVxxfFE3mxCSGOZ51OaPzwhz/kjjvu4IYbbuDVV19l4sSJMe/7/vvv88c//lEfD3nbbbeRmZnJddddx3XXXQfA7t272bx5s77PAw88wK5duxg+fDiDBg1i3759/OUvf+G0007rcNtzFv2rW3VLNNjtrFu3Ouo4zQa7nfLyMlwuJ8nJqRQWFumTeOrqajlcGaxTmZqWht1m48CBcr0b3GAwBAtpS5B53FAUheTkFDRN01frURRDxKEPBqORjPQMrElJuBqD1QJ8Ph/ZOdnk5OTSt28++0q+b1pv3EX//P5Yk5IYN+5Eysr2U15eSk11Nf6An9ycPC740UX6Z3PzVxvYVrwVq9VKg8MeVrantraGnTuDBdbr6+vIysomPT2dUaPGMmjwEPbvK9HLCGka5GTncO7MH7Uq6bN1y9c4nA4UYMKJExk9Zlyrv5dx404Mm2jT/LGx4ybg8vrCFgjYVvxts/qV4eNBmx87VParouIQHq+HlOQU8vsXMGHCyWHrm0fTkXGSDXa7LGF4nDDZ7fBEZlc3Q4hjKq6g8qmnntJ/fvTRR7nuuuuYO3cuo0aN4oUXXoj5OKeccgoPP/xwq+0DBw7Uf77rrrtoaGjQf09KSuLtt9+mtLSUyspKTjjhBDIzj48/3PbWxQ0WUw8vrrx/XwkNDQ1UHDoYLIBeVcnEUyazr2QvBw8e0J8Xy1rUonuIlmlsSdM0GhudYfspiqZn+sKCSkUhJSUVu93WtByiG0VRqK2pDVYg8HjIyMikpqaalORkNIKfmfr6OkwmM/V19TidThSDgs1Wrxf6PnignK++2hgsBB4I1pZsviRpaCJMktWKQVGC5YqazZLOycnF5/PqNTctltYr6OTk5KIYDDidDgD27t1DYeFANDQKCwcCSsQJQqG/Ja/Xyxeff4LP58PV2Ej//gVYk5IYMmQYtbU1FBUNalULs/VkoDLcHg8NdhuKwYDP13qWeCQdndAnSxgKIXqyuILKW2+9Vf+5f//+vP/++3GdvG/fvvTt27fN5wwfPjzi9oEDB4YFn8eLjt5UcnJyaWx0Nt2UDU3L2lWTkpqiZ6xE+2IN5I5+OwxNyzHGJzMzC7c7GDB6PB79WEZjsIi6yWTC5XKF1cZ0u900NjaioeB0BoPUxsZGrNYkKisO4fa48XqCk2ySLCkYjMFucIDy8tJgxjQpGZ/fR1JSMuambtvmM7XLy0spGFBEcnJyWLmh9IwMpk49g7VffoHFYsHaYgWdUJavf/8BuFwukprqQZaXl+qzsYMVEopavRbpGRk0NNj5ZNVK6uvr0DQVRTHgcDpwNjZSWrqPnOxcbLZ60tLSI36JC20rLCyivHw/aampwZJL4ye2WsIykkg1NSVoFEIcr7q0+LnovNBN+6OV72MwGDCZTBQVDaK+vg6LxRI2611Ed2wDymb1KFu1I3JA2V7QGxpjm9enL5WVh5rGQmr6uFuT0UhojG1wPKJPH69nsVrxeDzU1dWiKApWaxJutwuHo6EpaDPqyzWmpqaRk5vblCGEnOw8An4fimIgOSmZ6aefFVbwHMLL8RgMBjKzssKy8alpaYweM75pWEeKvnyjxWyheNuRLurm9SeBdoM1u93GurWraWx04A/4MRqCwbDH46G2phpFUXA6HBQVDQoroB6tlyCUuTRbzGwr3hJT9rGt9c6FEOJ4E1dQOWXKlDYfX7duXVyN6WlCWZTQOK2uGgc1fMQJpKamsmf3LlLT0vW6fopB5oF3RwaD0jSRqvm28ECp9T6GqPUqQwFlUlIyNls9HrcHi8VCSkoqRqORlJQUHE5HsPvX1dg0IcWq15jMyEjH4WjAYDBgNJnQNLUpy6npE3i8XiP9CwYwbtyJelez3W6jZN8esrNzaXDYGTfupFYBJYSvIOV0Olj9+SdkZmXr62gXb/sWt9tN1eFKsrJzqKmpJj09HUUxkJqSgtkSbOfAgUNISUnRA7PmgarFbGm1vnldbW2w9qXZgsnra6qn2V8fVxq8RnA2OrGYLaxftwa3243P62XqtDMidomnZ2Swf18Jbrcbj8dDktXaZvaxvSEtQghxPIkrqGxezgeCN8Ldu3fz+uuvM3/+/IQ0rLsLjZUK3Qz79u0XtsbxsTj/gbIyUILjyTRNo6r6MPW2empqqigsHEhOTg4Vh9wynrKbafl+hIJCqzUJr9fTai1vALPZQiDgarUdQjOzFbxeD9XVbgKBAF6vh+TkFKZNPwu3u5HKygpstnoaG50oiobH68FoNBAIBFfH8vl8+AN+zBYLZpMZRXHpga+iKKSmppKSkhI2drGutha3202Dw07AH2Dz5g0MKCwiqcXfQfMVpHxeH0ajkeSUVCwWC2Xl+1FVFafTgcfroa62hsZGJ35/8HkKkNnUnd5y3GQoWGue0WyeOczJycWalEReXh8sFisjThjJ+PEn4XA0UHW4Us8gTplyOl6fF7fbrU8YWrv2C84990cR/5bNFjNVhytRNQ1D00z2tsg4SSFEbxFXUBltxZzzzz+fd999t1MN6ilC2RePx4Oqabg9HswRJhkcDXa7jS8+/4SKiuBycbk5eXi9Xurr61BVlb798gGF7OwcamuqcbvdR7U9onMUJViwPBDwB4vJNHV1B1fWCf6JmkxtZ539fn+wZE5ToANgtljYs3snE06cSFXVYfy+YPFuaF4mRyMpKRlFAWPAgEFRyMzKxuv14nIFV+BJSkqmb7/8Vmtb5+Tk4vN6m0rtqHrN2paTbcJWkDIE19gOrUvfv38hfv9hGux2fE3riGuahtEQXFVo+IgTSE5OiXjN6RkZaGjs3LENt9uNxWIJ6wpPz8hg7LgJrFu7mpzcXH2iT/+CAVzwo4soK9uvT9IJnT80YSg4Njny37LP66NP3354PB6sVmubq3kJIURvktAxlbNnz+aOO+5I5CG7rdBYKWvTrNakFrNaj6a62lpcLpdeHaihoQFNU4OzcxWoOHSQwYOHMnHiJFJSUtj81cZ2l/oTXSfYzUxTzUkNxWQKjm1MSsbV2Egg4MfrbXtsrKIoekCm/+73U1tXy1dfbcBqtejBqsFgwmzSyMjMIi0tDb/PT/kBO36fD7fHQyCg4vP5moJNhZzcXDweT6vPd3pGBlOnncHatV+goFBXV9tqdndIaKKLqqr4AwGqDldiMpnYtHEto0aPw+VykWfog8frRQ34sViTSE5Opn/+AD0LWV5eyrixJ+pDTULltDxNvQV9+vYjqWmiT2hoSmNjI6mpaUD42Mv+BQPCurebX4vZbNGPE0lOTi5JSUl6HclIXe9CCNEbJTSo/Oabb3pNsd7mY6UsFoteHy801uxort+bk5NLcnIydbU1BAIBUlPTqK+r1ZfjUxSFvXv3UFNTRW5uH9LS0vF43HrQ4ff72z+JOGY0TcPr9eD1HpnAYzKZ0NQjk2raE8p2+v3+pmUYg4FhIBDAYjajaSoOp6Pp+BoFA4oYPHgIo0ePo7y8FIejQS83pGoqFouZ9IxM0lJT8fkif17sdhter5epU8/A6/W2+jtorvnfy/79JXqmUtU0/H4fmZmZqKpKWnq6Xm/SYg52j3vcbswWC263m7VrvyA1LQ2/3096eoaeoezbtx99++VTWDSQ8vJSdu3ajt8fwGQy6mNH2/vS179gAOee+6N2xz+G/e1H6XoXQojeKK6gcu7cua221dXVsXLlSm677bbOtqnHiDRWqqN16SJpLyjV0OjfvwBbfR0GoxFFMZCbm0d1dRV+f3Ddb7/fh8ftxulowGQ2YTSlEfD78XjcElR2I6HsYWicpdEYXKlFMRhQteC61rEwmy2YzSZUVSU1NRWfz4fb7cJoNFFXV0tqajoet7tpvWsVNI3Ro8eRnpFBYeFA9vbdg8/no9HViNlsxmg0kZqaht1uC07mScnSu781NPZ8t4s9e74jJSUl6lji5p/j5jOrfV4fO7ZvRVGC1QpGjBiJhsb3u78Lm2jWcsyyz3ckcD18uAJHgx2n06lnKAuLBrKteAs1NdVUVlZgtVgBjQknTmTAgKKYvuTFMv4xdF1mi5mysv0Ru96FEKI3iiuojBSUDBw4kBdffJErrrii043qyTpbl669oDT0uM1mw+V20bdvPgCuxmAwoDZlqOrr6qirrSE1LZ3c3D64XS4aHA2kp2foM3sBfXm6UEZMJvUcG6HyTy0n5QRXx/GgKAqqqmI2WwANVQ1mmEMFwluWijKZjGRl5eD3+7FYLTQ6G5uGPASrAHg8wUk+wVqmJoY3BXL795VgtpgZOnQEKSkp1NXVkZ9fQJ++fdn81YamWc5uHA4H2dnZeH3BQuJlpfvweL2kJKfQv39Bq895889x6L8XJpNJ/7lv33ycTidTpp5Oalpa2Bjh0v37yMnN1ccCp6SmkpGZxYgRIyku/habzda0PY3U1DT69sunqHCQHuCFXkeXqxGD0Uh5WSnjx5/UZtAb699oywl62dk51NXVhnW9CyFEbxVXULl06dJEt+O40ZG6dJFuau0FpaHHk6xWbIDH4yEzM5MBAwrZu/d7/P5gQOn1elBVjV07t5Obl0daWpq+frjFYsXn8+pdpsnJKcGMVn0tSFCpM5lMpKSk4nI1RpyRHY/Quteh8YqKwUCD3aYHW2azBb/frweEqhogOTlFf9xoNEScGGIymTGbLRiMBtSA2hR4uvUvD8nJKUfW0kbB7XLzxeefBFdhOlxJWlo6FRUHSUpKpr6ulqSkU4JreJtMWDQrPp8PVdPY+u3XeH1eDAYjaOAP+PF6vZgt5rBxhc0/xy6XC7/fh8lk1v8/PT2dlNRUzGZz2BhhNRCgouIgHo+L+vr64Ix0s5n09AzS0tKbCqmXsXfvbr1Lu6hwEMXbvsXR0MDhwxVkZ+disVhBCwblKSkpbQa9HelRaDlBL6Cqetd7KPMrhBC9lRQ/T7BY69JFu6m1F5SGHjdbLOTnFzB06HAKCwfS4LCzr2QvVosVRQGDwYjf78Hn81J1+DCpqalUV1dhMBiDs4w1DaPRREBVCQQC2O12AoGe3S1uNBoTNiEpGPwFX8tgFjfQRmHyYFHtWAqom81mkpKS9eBKUwPk5fXB7Q4FgBoOh6/pMxC8FpPJjDUpifq6Ovx+f6vzJCUlkZqWRk1NFSazGb+vqRyPouizmTVNxWQyBz87JhPf7/0Or9dDamoaqqZhb7CjaRBQAxg0I06Hk+TkZGy2OgCsViupqWkoECz3YzKSnJJMZmY24088ma83b8LlcpGcnMyZZ54d9jk2GY16YXVNVcnKzqGhoYHk5GT98x06l6qqGI1GzBZLcAywqqKg6F+wBg0ewugxYyksLNL/xmpra3C73dTW1aAowaD79NNnsGf3zoir9ED8PQqRlp20JiWFBZRHe0y1EEJ0V0el+HlzvaUQenOxjMuKdlNrKygN3axCExmaTwzaVrwFs8WCz+flpJMns3HDl3pGxWQKYE2yYjAYUdWAXtQ6FIC5XI1Rl3TsLssXxiLWgDIU7EQTXENbCU6W0SAtPQNNs+P1BrulI2lezLyt4/v9wcxeaEKNYlD0dbpVVcXtdgEKmhbQr6mx0aEHiYFA+HGtViuFRYPw+7zBNb8DgaZxk/6mtjSVFzKb8fl8pKWlEwj4MSgGvB4vAb8NDY309Awa7HY0VSPg99G/YAAn9TuF8vJSXC4Xhw4d0DODp5x6GvX1dYBCVmYW27ZtYd++vZhNZowmo74ueOhz3NjYiGnPLtweD0aDgs/nRzEeKZGUnpHBmWeerZ+rtLSEBntDMLg0myOutd3ybyxUDshoMpKZlUVmZibnzow+6SbelW7amqAHiRlTLYQQPVVcQeWkSZN4+umn+eEPf8ikSZMA2LhxIx9//DG33XYbBQUFCW3k8aitm1pHJwCFilCH6uYpikZen77U1FShqRoGQ3DpPbDrAVNohnBwDejoyxT2lIAyVllZ2bjdrla1O0NVC0wmE2np6fqqNCaTGZe7EavV2lQL0ojJZGbgoEH4fQHq62uora0NO1ZbAavalBk2GA0EAn5Miomk5GScjU58Pl/TmEcFvz/4XA2Chcn9Af0LAaAvpzhmzHhGnDASr8/LxvVrqa+vazq2pl+T0WjC7w9gsVhxuZwYjSYaGuw4nQ6SkpKaVtGBfv36U1tbTV5eH0pK9tCvXz6jx4wD4NCBAsrKj9R17F8wQK+Xun9fCS6XC5/RR0pqCqEZ7KHPcYPdzt69u6HpWlJSUjE3FQxv/mVq9Jhx2O02Dh06gNlixuAxkpebh6ZpTJ16RpuzsSOVA4r25S7al7NYtfWlUdb6FkL0ZnEFlaWlpTz99NPccsstYdufeeYZVq5cyV//+teENO541tHl26LdrOx2GzU11VRUHAoGi4rC6NHjqKo6jNPZAEBubh4jR47B5/Pz9ebg5At/wI+manrRbbc7vNRQKPg8nibu5PcvQEFpyrKFCwXrgUAAV6MLxaDQ2NhIdnY2akBtKsek4vH48Xg87Nn9HdOmz6C2rppQQfFIImV6FQXMTeMK0zMy8Ho8eJsmTwUCwXI+NO2naVpTiBb+PhgMBiwWC2PHjUfTNNatW43L1YiGRnJSCk5nA6lpaXpw7PF6mq5PCfsyoy8PGQiQnJJCUnIyBqOx1WcsVDbHZqsnLS1dHzfpcrkwmUwYDUYUBVJT0/V1wUNCVwBgsSahNJ0zUoawrrYWk8lEdnZOcKnJ1FQmTDi51ZKJLcVaDuhoZxJlrW8hRG8WV1C5evVqXnnllVbb58yZwwMPPNDpRvUWHVm+LdLNqvlMcDUQwGpNIjMzE7PZ3NSdWAZoFBYO1Eu6zDzvQurr6/QuTVVVaWxsxON2UVtbiz/gR0FBUdrOuPU0SUnJFBQMYMf27VGfE7pet9uF1Wpt6np24Wx0QrOyP6HnFhd/TXJyCvV1rYNUCAaUKSmpJCUlU1dX01QuKIn09DQsVitGgxGLxUptbS1WazJud2NwXXANkpOSAXA4GiIG90aTiWnTz0LTNFZ++B/q6uoIZQht/vqmrnoDRqOBjIxMqqoP4/V68Xo9BALBiUCh9biTU1JIz0jHZDTp4wSbB0TRvtCE6qWiBLvZzWYLqampehvtdhsHysuoqjqMpqqkp6cDhK3hHa1b2u12U19XF6wDWfytXmaorbGKnRl2kiiy1rcQojeLK6hUFIW1a9dy3nnnhW1ft25dryl+fqxFulnt31eiB5lujxtVU1HVABaLBQ1Nv3GHav61zM402EdSXl4KBGcdb/5qPV5fsM5lg72haQa5qo/FjIeiGEAB7SgHqM0zq6Fxj80zhF6vJxg0+9uv+6hpGm63G4PBgMPRgNFgJDgTO/wakpNScbmcJKek4vG4MRqM+HzepjYEs4DZOTm4XS4GDhwcXDWmT1+8HhfOxkYqqg8FJxf5A8Gxg03XkJyURCAQaDZxKjhLPPQaGo0mCgoKMZtNrFu7GofDgT/gx2Q06uMQQ5lVTdMwGA0U9B9ATU0NXp8Xr8+Hoijk5uZiMlkYO24CI0aMjDpOsPkXGr/fT2OjMzj+Eo2hQ4djtSZRXV1FWmqqvlSphqaXCVKbxoH271+ANSmp1RrezYU+5zt2FKMQXGpSVVXKy0opP1Da6QzjscgkylrfQojeKq6g8pZbbuGqq67itttuY9KkSWiaxqZNm3jqqae4/fbbE9xEEdLyZtX8BpmcnExGRmZwdZ36OoqLj6zyUVg4MGJ2RkOjvPzIjfqMM8/G6/VSU1PNpk3rUDU1OFElLY2k5GTsNhuNjc6Y25uWloHL1agvZxecENTR4FLBYDgSMLY1xtNoNJKRkYnNVt+q21lVVaqrDpOenqF3f7dqS3CadLNfFTKzMml0OnE1jcFUFANpaWmMHTuB0rJ9BPwBrFYL/fP7o6FRXVUVrCdpUEhPzyA3Nw+n04nX68HtdlFRcQBHQwOKYgiO0TSagjOzmwqXm0ymZjVDNQxGY1OwGJwko2oaFrMZU9NEF4vFgtkSnIRjMBhIT88IToRRPBiMJpKsSRQUFNKnTz82f/X/27vzuKjKvn/gnzMLwwAzLMO+yCYQghquKJbkkphL2YZmi7dp6ev2ebQe7qy7xWyxu6w0tXr6lVreWqaWiemdKZY9KIpriiVCIIussg3LMOv1+2OYIwMzMAgyKN/36+Xr1ZxzZs53zsx0PlznXNeViYbGeqBlKBwDAzwUCkRERHUYhExBr7i4EHl5ucjNvYzz589C0jKVonF2G5nZrDXV1VX8MEGcwHjMbB12RyaXIzo6FnV1tfx3E61aa7vTwkgtiYQQcvPcUKh8/fXXERQUhDVr1uCdd94BAERGRuL999/H008/3aMFEuuun+zNx+0DYHYCNgaz9q0zbS8FajQaBIeEoqmpCUKh0NjyBo1x+r+WDhZdCZUNDUoAgEql40OercP+GAcHFwOc8X4/juMglTpBIBBCozFOOWnsQS3gZ5Fxc/No6VTjyI/D2TpYNjY2oLlZCBeZDEKBAE1NKmg01weCvz5JopHxcq4MjhInlJeXQOwohVAkRMTAKKg1zXBycoZSqYSTs3NLK6MAHMdBq9NCKpXC3d0DYeER+L8jh9HU1ITmZhUcHCRgDJA6SaHT64z3OnIcdFodfHx8ATC4yOQoKiyATtcEvU5nHASdMUidnODr5QPA2HHFxUWG4uJC+PsZO83odHqo1c0tg6aL4ebmBjd3D8TFjQAAXDh/FiKhCAaDHkKOa2mBtY1MLoeTkzMMBgMqKsrQrDIOgRQQEAgnZ2d4eXlDp9MhKCgYDAxNTY0QiUQwdZaXyeRdGnanbfgDwM8dbmsLo7V9UEsiIYTcHDd8+XvBggVYsGABHxCEQttPUKTnGHvNmo/bB8CsBTIwMAhurm58713TTCpajRaNjQ1mPWYBIDAwCHKZG4rrCsFxHOrq6uDt7QOBUABhjXkotHXIIdM2er2+ZY5qy+M+mno1MzAIBS0hDQDXEozHJtyN3JxL4DgOFZXlEAgEaGxogEgkRm1dLRzExgG2LdVkmve8XqnkB4BvvZ2po47pv6VSJ2g0atRUV7XMZiOAWGzsRNOsUsE4NqUBOq0Oao0GDmIxnJyM9xR6enojMioaNdVVkDhKUVdXB8YYtC1D/zg7OUGr0UDfEpg5DjAwA9zdPSCVOkEkFsFBb7yvUyQSG1uiXd0QGBhkFs5MLYjXKitQUlIMjVYDoUAAVzd3hIWFm21719334LfffoGqpae5p6cnP/WirWM0arUa6HX6lmMMlJeXwdfXH6WlJRCJRKisrABg7EUvFosRFzcSUqkUgYEDujzsTtvw15UWRnsM7UPjUxJC+rtuD34uFAqRk5ODmpoaDBkyBI6Ojj1RF2nFlpNVRydgBsb33jWd9E0zqbi7e0Cr0WDEiNF82PTwUMDX1xeVlWXQaLQAGGpqquDnH2jW0igSiaHwVECr0bW0lNk26wxjjG/Faj87DAehUAiRSASZTA4nZydo1FrU1lUjIuIOhIaGITQ0jL//r6ioAFeLi6BWq1FTU426utqWoGjscOLq5gpVUxMaGhr4VlnGjMMsicTilvENjcFSKBRBIBRCLBJDIODg5eWN/Pxc6PUGfiYcqZMTystKjB1jOGNI1mo1cIITSkqu8i2FGo0GpWUlcHN1RWVFOd+TG5yxQ4uPjz+cnIwD0jc2NkKnMx5DmUyOiIgo1Ncr0VCvRG2t0NhLWyiAo8QRMpn558/AkJeXa3zvtTUQicQQiUWQyWSIjo4FA8Off2QBAAIDB+C++2byl7FbX662hUwux5gxdyEt7YDpo4Jc7goXFxfU1tXCUSJBc8v0kabL4QqFJ4JDQs1ep/UQWI4SSYehtu1339aw1ttD+9D4lIQQ0sVQWVxcjA8//BAffvghv2zp0qX8EEKhoaFIS0tDaGiotZcgXXSjJ6vWw7i0nTLPxDTNnEwma3cfpo+3P/R6Y8cfgVAId3dPiMViuLsrUFlZDsA4ZWDcnaNQVHwFHAc+0BlDp/FeSEv3UBpbBA0QOziA4663KnIcB0dHR4jFYri4uOCeCZPR0FiPY+m/gRkY8vJy0NTUiLvvnsAHFQaG4qJCfggesdgBer0OYrEDxGIRPDw8oXJshEaj4cem5DgOQqEIvn7eUDVdn0JwYEQkKirKoNPpIZVKIZE4tnT6aZknXShEU1Mj1M3qlhZEIRxbhshpUjXxwdFgYGhuVkEgEKBKpzVOaQhjC61YLIa/fwACAgNRXGyAuqU3toeHJwRCIcLCIuDnH4C7XWR8cC4tuYrqmmo0NChRWHgFeXm5/ExKV4uKUHK12Lh/A4NU6oQ77oiFo1SCnJxLKCwoQFV1JQDA19cfd989AdGDYhEYOMCs1a91eOuol7WffwAmTpzCjwkpEAjQ0FiPuroa1ME4fJVxvnLLQwYBgNhBjMqKchgYg6AlrFvSnaB2szvktA27ND4lIYR0MVS+9957iI6O5h9nZmZi3bp1WL16NcaNG4dXXnkFb7zxBjZv3tzjhfZXN3Kyansyjo0datahBzD2xm49fIzp9TUaDRobG1BRUQ6RSAStVgOxSIzGxnoIhBzqDM2o93eDrEGDqOAoNKuNnW98fHyhN+gBZhyShzHjdH6cQABBm17Zxg43Bui0mpaxEo29y11cZGhuVkGr1aKhsQH5+bnIuZyNmpoaGAz6lnm4VXzv4qtFRcjLz4VWp0NtTTWUBg3KHDTwUgsR6qHAqNFjjTPJaLRIO/wTtFrj/YnuHh4YNmwkIiKiAMAsXNUrlfzjsvJSXMz6HYKWy/ChoaHIz/sLAPh7KF1cZJBKpfD188fFrPPGDjaM8T25dXo9wBgcHaUAGHx9/eEiM47lGBg4oF2rYWBgEIDrLc9KZR2qqq+hrq4OdXU18HBXoLrG2AmmuLgQIjc5coUquHEGOAkEcJBIUFxcgPoGJbQaDQwGBrVYgEqJHkJVvdlg46bv0ZVrpdhz8hd4aYQQqrSQSBxa7l+1HORajwnZ1NSIwsIr8Pb2hVqtRlTUoHaBtS2tRgsvbx9+sH5Lc5nf6HffpO09ma1b4bsb9iyFXRqfkhBCuhgq9+3bh//5n//hH+/duxcjR45ESkoKAOCjjz7CtGnTerbCfu5GTlatT8Z1ejWOVeVjxLBhQIOKf37b4WMAIC8vFxUVZdBqtHxPZBcXGQRCIVxcXHDGSYVvHcug5wChM5BUmYWkphDU1FTDy9sHcn9fXHMwoPFSHqQGY+hylblAq9VAq9VCJBbDYGBo4nQoExngpQakeuN9ij6+A+Dk5ITcnGzodDrodFpczLqAhoYGaLXG0KFSNUEkEqGB0+GHo/vg2qCH+prxUupZ52b84quBXgAIGfCshxMei4gEABRcyYe3lzf0Oj0aBXqUuQqhCL4+rI21ThzV1VUIGhCCxoYGOLu4YMCAUKhUKpRcvQqNVmOccUcsxpixxk4zNTXVqK+vh0atbpnikbUMFu4MB4kjIiOjoVB4mgUbS62Glj5LiUQCAGhobABgnJ7xsKYU20szoPU0QKgAkurlmCB2gIExNECPUkcdSgRqHHFtgp4DRKiGThWMBbh+JWFrfiZePb8XWmaAkAH3NrtgeLUTAgKD4NAyPFBH9zvWK5UoLi6Eg4PxvlzTvZMdBTcPDwUcHR35UQFM378qdSP+VJYhWu4LhcS520GtdTDvyUvTlsJucEgo9SonhPR7XQqVpaWl8PLy4h+fOHEC48eP5x+Hh4ejvLy856ojNzQEiulkfFhTim90+dD9xeCQL8Qbg6fjcbkxUGgkQuMJXOELmcTYuSQsLAIqlQpCgQDXrlUaLyM7OECh8EKzCNihvwx9S29ePQf8JFNijE4Db28fnHVRY1P9n9Cq9BAOAO6tc8HIZhf4+we0zPksgN5gwEV3AzbV/wk9xyBkwBSlDBMcvBEbOxQAUHK1mJ/tRyAUADBON6gSAXUKR9R7Ac+d2wItM0Ak5jBRIkVYM4dfvDRmtX1eewHPqqfx4YQBOO+qw39caqHnarDx6Md4c8gMPB46ij9ulkKNTCaDs7MzPzRTYOAAnD17CiUlxXB2duGDuUYihDg2DHfoRAj3DgQA5FzOxunTJ6DR6lCnV0LqZECwnzd/vFt/xtY+V9Nn6eDgAF9ff/j5BaC09CpUQoZv1PnQtVya13PAz64NWHpnPL76/TC2t4R/GG8vBQDowPBOThpmhQ2HQuKMKnUjXrvwI7QtHaZMrxGjcTLe79iq85Y1N/L9tPScrfmZeO3Cj9AY9HAQtHxXQ0f1SFDr6UvT1sIu9SonhPR3XQqVQUFByMjIwMSJE1FfX4+jR49iyZIl/Pri4mIEBgb2eJH9XVdPVjK5HJHDhuGZox/zoUNj0GPFhX2Y6h+D/5RctHgCDwwM4odt8ZdI4OfnD6nUGYGBQThQcQm6rHNm+9FzQKFYjRIRw0ZlDnQwDydD9DLcER2L/PxcGAwGNHB6fNl4GnrOPAhNkcr5y77+AYH81H8Ag06rQ4aoFr94qqHnVMC1a/z+dWBIc1fBibnwgdJEywy4pCxDglc4ZHI5fIfGYv+FCzBw19e/duFHTPWPgULibDHUTPWPAYsMhE9LUDR9BnFxI/gOOQKBAAdVRVh1YPP15wqNx1Ph6Qk/P3+kaUuxW1gGXXYqHHL28ccbaB9kLX2WbYNVvTIKPxech+4v8x7uWmbAFbEaO1jx9ePR5rioDTr+uPypLIOmzaD2eg7Q+7ojZuBgsx7bHbmRMNX6OaZwa6ql9XdV0QNBracvTdNYl4QQYlmXQuUTTzyBxx57DE899RQyMjIgl8sxadIkfv2RI0cwYcKEHi+SdF0Ra+RboEzUBh0yq/I7PIG3PVlWqRvxQfav+DLveLt9cAA2cQXQadp3xtFzQHDCSAyMiISPjy+qq6uQjXpoz2WabacDgzwqjN+XODYMAa1a+7KuXMY7eXtgbWRLHccQP3os9uYe5EMtAEgEIkTLfQEYL/G+cnEvHyhNNAY93vvjIF4YNLndMXnl/F688nsqdGAQcwK8KZyBx+XGINg6VMBFimePfWLxeHp4KKCWCLHbUNqlcN9W29Amk8uRGBkHh/yfzUKhRGD8OWuZ9XFAWx+XaLkvHARCs9dw4IR4ZOy9GODpa/U1epqlcNs6/HbXzQiB1CpJCCHtdWlOxRdffBHz58/H3r17YTAY8N1338HJyYlfn5qaSjPq9BGmwNCaRCACY7B6AgeMJ8vgkFD+kuSIn97FF3nHzAKbCQOgszDWpGlf40JjzV5zuF+4xZqG+4Vha34mRh54F/PPfYtZF7/BB1f+DxqJEHo/d4v7bv38qRHD8dbQGXyokghEWDl4GjxaXeK1Vue2gpN488L+dsdExwx8ENQyA145vxdV6usDv5veUxFrtHo8ZXI5ZFGh/Ou0Xm8t3LfeR0cUEme8MXh6u/c8WhHS7hi3Plam42LtNd4YMr1XAyVg/btqCr89ofX3mhBCyM3RpZZKkUiEd955h59Fp609e/b0SFGk+0yBYcWFfVAbdNdDh2dou9YpSyfw6/fbdX3O77bhpbOaGGAWsLTMgC/yjuGr/BNYPmhyu3ot7efx0FGY6h+DS8oy3NHqUrKlVrC2dhWfgwAcDLA+iLuOGZBZlY+p/rFmy6PlvhByHPStBlEXcQL+eA73C4fD+fbHu6Nwb2vrnLX33PYY/yN6Ega7+eOOlprSK//iL7dbe42u6OwSfmesfS/afn8IIYT0bd0e/Lwn1NfXo6qqCgEBAcYZSzpQXl5uHHi6FYlEQmNjWmBr6LB0ArcljFnyRuw0+ErlGO1p+fOwVFN65V8W96Vleqz+8xBeiJ6M1X8eshiSWocYhcS5XSCLlvtCzAltCsem8CriBFZaNjkLy0zLzQOp6VHbwOTACfFEyChEyLxtCvedsfSerX3u1jrDWHoNW1l7za7qiXBLCCHEvjhmyxx7N4lOp8Pf//53fPnll3B1dYVOp8P69esxd+5cq89ZtGgRvv76a/j7+/PLIiMjkZqaavN+lUolXF1dUVdXB3k/vRxWpW7EJWUZvCUylKvr27UyVakbMfLAu1aDpZgTtLtnEwAfyLoSMDrb13NREzAzYDAq1PV84OhK69jrF/bhi7+OdVrH56PmQC6Wwlsiw6Rf1kPf6v2JOAHOJL3YLnynV/6F2Uc3tXutbxPmmwW1KnUj1l/+FV/lnYCWGQPYNP9Y7C+5aBbubySQ2cLSMZYIRMic8sINB7ib8ZqE3C7oPEP6I7u2VP7rX//C7t27ceHCBURGRmLTpk146qmnMHjwYAwZMsTq8+69917s2rWrFyu9/SgkzshvqMITGV9ZbGUytbC9dv5HaJgeYk6Ap8LiMTd4JCrU9fCWyDDl1w0W70UEjJd2Xz3/I0YrQhAh9+60lmn+sdhd/LvF9WuyD2Pd5V/x9pAZSPAK73Lr2H9FJuKrvOMWQ7CJRCDCaEUoHxrfHjKj3T482oTuP5Vl8JHIbG5x3JJ/gm8x1Rj02F9yET8l/t0sLN8sN6MzzM3uYNPdy+qEEEJ6V5c66vS0zz77DAsWLEBkpHGQ6vnz52PgwIH4/PPPO3weYwyFhYWoq6vrjTJvS9aGcWnbUeR6MzaHgS5eiJB7I8ErHBFyb7NOHmKufecQLdNj8i/rsTU/s926trXsK8nqcBt9yxBAOcqKLndwUUic8eYQ84489/nFQMwJ+MdtbwF4PHQUTk5Zjm8T5uPklOVmodXUqWj20U2Y/Mt6TPSJsthJqDVrAaxCXY8Er/CbHppuRmeYm9nBpvUxHnng3U6/Q4QQQuzPbi2VZWVlKC4uRnx8vNnyMWPG4PTp0x0+9/vvv0dGRgaqq6sRGRmJTz/9FAkJCTez3NtOZ61MbTvqaFmroYdaAlDr++AcOCEeObqx3b2IOmZo9zxbarFEY9AjrTz7hlrHLN2zZ7oFwForoaV7DduGcR0z4D+lf+C5qAmI9wyx+lqWhu/p6R7OHbkZnWFuVgebDsetpBZLQgjps+zWUllVVQUA8PT0NFvu6emJa60GuG4rISEBly9fRklJCWpraxEfH49p06ahuLjY6nPUajWUSqXZv/6us1amjkJna6bL6MnHNlkdtsfS8zqrxRIHgRCTfKJuuHXMFBJNwaTtY1tYC8AbLh/p8BK2tSGAerOH8+Oho5A55QV8mzAfmVNe6JH7N2/Ga9r63SOEENK32C1UCoXGYKDRaMyWq1vmTbbmiSeeQEREBADA0dERGzZsgF6vx/fff2/1Oe+88w5cXV35f0FBQT3wDm5tnYUcWy9ttm1VsqSz0KeQOOOF6MkWL6GbCDkObwyejoFtLrv3djiLlvtCxLX/2WiZvtPQczMCWFfdSJDu7dfsjXErCSGE9Dy7Xf4OCAgAx3EoLS01W15WVtalqR6NcyL7orCw0Oo2L730Ep5//nn+sVKppGCJjodxsfXSprWWO1PvcFtC39b8TLz350FomR5CCMBgMBvuXAQBDt3zXxjY0uHHnsPPKCTOeHHQvXjr4k9my7vaWkqso3ErCSHk1mS3UCmTyTB8+HD89NNPmDNnDgBjq+WhQ4eQkpLCb1dWVgaVSoXQ0FAwxqDX681aMouKinDlyhW+s48lEokEEonk5r2ZW1hHIceW8GbtXsED9yxBebOy09DXtqVTDwNEnAAicNAwPR8oBrbpQW7PcLYo4i4AwLt/GIMwhZ6eR+NWEkLIrceu41Tu378fM2fOxLvvvosxY8bgww8/xLFjx5CVlQUPDw8AwIIFC3D8+HFkZWVBo9EgPj4ey5YtQ0xMDAoLC/Haa69Bq9Xi9OnTcHa27cRD44f1rK35me1alWy9tGttnMf/N+oxuIod+3Sg6KyjDyGk/6LzDOmP7DpO5X333YcffvgB69atw5YtWzB48GCkp6fzgRIA/Pz8EBYWBsB4qfubb77BBx98gPXr18Pd3R2PPvoonn/+eZsDJel53WlVstbSGa8I6fMtf3QpmxBCCLnOri2V9kJ/QfYt3WnpJISQvojOM6Q/6hNzf5P+je6fI4QQQm59FCpJn0CXkgkhhJBbm12naSSEEEIIIbcHCpWEEEIIIaTbKFQSQgghhJBuo1BJCCGEEEK6jUIlIYQQQgjpNgqVhBBCCCGk2yhUEkIIIYSQbqNQSQghhBBCuo1CJSGEEEII6bZ+OaOOabpzpVJp50oIIYTcjkznF9P5hpD+oF+Gyvr6egBAUFCQnSshhBByO6uvr4erq6u9yyCkV3CsH/4ZZTAYUFJSAplMBo7jABj/qgwKCkJRURHkcrmdK7Qd1d27qO7eRXX3Lqq75zDGUF9fD39/fwgEdKcZ6R/6ZUulQCBAYGCgxXVyubzP/E+pK6ju3kV19y6qu3dR3T2DWihJf0N/PhFCCCGEkG6jUEkIIYQQQrqNQmULiUSCFStWQCKR2LuULqG6exfV3buo7t5FdRNCuqNfdtQhhBBCCCE9i1oqCSGEEEJIt1GoJIQQQggh3UahkhBCCCGEdBuFyhalpaU4efIkqqur7V2KzQwGA7Kzs5GdnQ2tVmvvcrqsrq4O6enpyM/Pt3cpNtPpdLhw4QKuXLli71JsptfrkZubizNnzqCqqsre5Vil1Wpx/PhxXL582eo2jY2NOH36dJ/6zmg0GmRkZCA3N9fqNmVlZTh37lyfmhq2ubkZx44ds+lYHj9+HKdOneqFqjqnUqlw7NgxFBQUdLjdlStXcOHCBej1+l6qjBAC1s/pdDo2b9485ujoyAYNGsQkEglbuXKlvcvq1OrVq5m/vz+LiopiYWFhzMfHh+3cudPeZdnMYDCwadOmMYFAwJYuXWrvcmyyfft25uXlxcLDw1lMTAybOnUqq66utndZHcrIyGDh4eHM39+fxcXFMalUyp544gmm0WjsXRpPqVSyV155hQUGBjIXFxc2d+5ci9tt2bKFubi4sMjISObi4sImTZrE6urqerna62pra9lLL73EAgICmLOzM3v66afbbXP48GE2cuRI5uvry4YOHcqkUilbunQpMxgMdqjY6Nq1aywlJYX5+/vz9XTks88+YwKBgAUHB/dKfdaUl5ezZcuWMT8/P+bo6MiWL19ucbtLly6xkSNHMoVCwUaMGMGioqJYRkZGL1dLSP/U71sq165di9TUVGRlZeHixYs4cOAA3njjDezfv9/epXWorq4OZ8+exaVLl/DXX38hJSUFc+fO7VMtOB1Zs2YN9Ho9YmNj7V2KTQ4ePIjHHnsMa9asQW5uLrKysvD888+jsrLS3qV16Omnn8awYcNQVFSEM2fO4OzZs9ixYwe++uore5fGq6yshIODAzIzM5GQkGBxm+zsbMyfPx/r1q1DdnY2CgsLUVBQgJSUlF6u9rrS0lK4uLjg9OnTGDFihMVtcnNz8emnn6K0tBTnzp3DsWPH8MUXX+DTTz/t5WqvKyoqgre3N37//XcMGjSow20vXryIN998E/Pnz++l6qwrKChAUFAQsrKyEB4ebnGburo6TJo0CVFRUSgpKcHJkydx6NAhVFRU9HK1hPRT9k619jZo0CC2ZMkSs2WJiYnsoYceslNFN6ahoYEBYN9++629S+nUqVOnWEBAACstLWVDhw69JVoqx4wZw2bOnGnvMrrMy8uLvf/++2bLAgIC2KpVq+xUUcemTJlisaXyn//8JwsMDDRbtnbtWubk5MSam5t7qzyrxo8fb7Gl0pJJkyaxOXPm3OSKbDN8+HCrv7+mpiYWGxvLdu3axVasWGH3lsrWYmJiLLZUvvvuu8zFxYUplUo7VEUI6dctlc3Nzfjzzz8xfPhws+WjRo3C2bNn7VTVjTl58iQAYODAgXaupGP19fWYPXs2Pv74Y/j6+tq7HJs0NDTgxIkTmDFjBpRKJU6fPo2ysjJ7l2WTt99+G+vXr8eWLVtw8OBB/P3vf4dcLu8TLU9dcfbsWYu/06ampg7vwexrVCoVsrKy+vzvFACWLVuGkSNH4qGHHrJ3KTZLS0vD+PHj4eTkhHPnziE3N5fuqSSkF4nsXYA91dbWgjEGhUJhtlyhUNxSHXbq6uqwaNEi3HfffRg2bJi9y+nQ4sWLMXHiRNx///32LsVm5eXlMBgMOH36NF599VX4+fkhJycHd999N7Zt2wY3Nzd7l2hVUlISvv/+eyxfvhy+vr4oKCjAypUr4ePjY+/SuqS6uhoxMTFmy0y/21vpt/rcc89Bq9Vi8eLF9i6lQ7t27UJaWhrOnTtn71K6pKSkBEFBQbjzzjvBcRyqqqoglUqxdetWxMfH27s8Qm57/TpUisViAMYWy9ZUKhUcHBzsUVKXNTY2Yvr06fz/OPuy1NRU/Pjjj9ixYwfS09MBGOsvKSlBeno6xo0bZ+cKLTN9T9LS0pCVlQWFQoGKigqMHj0aL730kl3vj+uITqfDxIkTMXbsWBQVFUEkEiEnJwejRo0Cx3FYsmSJvUu0mVgstvg7BXDL/FZXrlyJrVu34qeffoKfn5+9y7FKqVRiwYIFePXVV/lQWVhYCLVajfT0dERHR7f7Q7yvEIvFOHDgANLS0pCYmAi9Xo/58+fj4YcfRmFhIQSCfn1xjpCbrl+HSg8PD8hkMly9etVs+dWrVzFgwAA7VWW7xsZGTJs2DUqlEocPH4a7u7u9S+qQTqdDbGws3njjDX5ZaWkpmpqaUFJSgiNHjkAoFNqxQsv8/Pzg4OCARx55hD+Zent748EHH8SBAwfsXJ112dnZyMnJwVdffQWRyPhTj4iIwL333ovU1NRbKlQGBwejuLjYbJnpd3sr/FbfeustrF69Gvv27euzfzyZqNVqxMbGYvfu3di9ezcAY6isqanBiy++iLfeeguJiYn2LdKKkJAQqNVqvj6hUIgFCxZgy5YtyMvLuyVuOyDkVtavQyXHcZg4cSJSU1OxbNkyAMax8vbv348nn3zSvsV1oqmpCdOmTUNNTQ3S0tL6bMtBaw8++CAefPBBs2V33nknEhMTsXbtWvsUZQOxWIwJEya0++OjuLgYXl5edqqqc6ba2oaxoqIihIaG2qOkGzZ58mQsXLgQ165dg6enJwBgz549iI6ORkBAgJ2r69iqVavwzjvvYN++fRg/fry9y+mUl5cXfyXB5PXXX8eXX37ZbnlfM2XKFKSnp0Oj0fAt2Kbvv+l7Qwi5efp1qASAFStWYOzYsViyZAmmTJmCTZs2Qa/X8yGzLzIYDJg5cybOnz+PzZs349KlS/y6sLAw+Pv727G625OpdSY8PByjR4/G0aNH8d1332Hv3r32Ls0qb29vJCcnY9myZVAqlQgMDMSePXuQmZmJ9957z97lmTl69CgYY/x9zunp6ZBIJBg5ciQAYM6cOVizZg3uv/9+/OMf/8CFCxewceNGfPfdd3at2xSy6urqUF5ejvT0dEilUr5T0bp16/Dyyy/jrbfegkgk4rd3dXXF4MGD7VKzXq9HRkYGAGMnNNPtJy4uLrjzzjvtUpMttFotTpw4AcD4R3VxcTHS09Mhl8sxZMgQAMC8efPw8ccfIzk5Gc888wzKy8vx8ssv49lnn+3T9z4TcrvgGGPM3kXY29mzZ7F27VoUFxcjKioKy5cvR3BwsL3Lskqj0WDChAkW1y1duhSPPPJIL1d04/72t78hLi4O//3f/23vUjp17tw5fPTRRygqKkJwcDCeffZZjBo1yt5ldUir1WLjxo04fPgwamtrERYWhkWLFvW58JCYmAidTme2zNvbG99//z3/uKamBu+++y5OnToFDw8PLFy4EJMnT+7tUnl6vd5iy2NgYCC2b98OAEhJScHx48fbbRMXF4f169ff9BotaWhoQFJSUrvlERER2Lx5s8XnbNq0Cf/5z3+wc+fOm12eVdXV1Zg5c2a75TExMfjss8/4xzU1NVi9ejVOnjwJd3d3TJ06FU899RTdT0lIL6BQSQghhBBCuo3+dCOEEEIIId1GoZIQQgghhHQbhUpCCCGEENJtFCoJIYQQQki3UagkhBBCCCHdRqGSEEIIIYR0G4VKQgghhBDSbRQqCbmNpaWlISsry95l3NKKi4vNBmEnhBBiGYVK0m8UFRVh+/btyM/Pt3cpvWbFihXYtWuXvcu4pR0/fhzz58+3dxmEENLnUagk/cbbb7+NOXPm4LXXXrN3KeQWEhQUhIceesjeZRBCSJ8nsncBhPSGpqYmfPPNN/jHP/6BDRs2YP369XBzcwMAnDp1Cg0NDUhMTDR7zsmTJ9HY2Mgv1+v1yMzMREVFBSIiIjBo0CCz7Q8cOICQkBC4u7sjMzMT7u7uSEhIwNGjR1FUVASO4+Dl5YU777wTHh4e7WqsqalBeno6FAoF4uLi+NcYMmQIv01nNdhCpVLh2LFjqK+vR1xcnMV57m2pxZKO6jt37hzy8/Mxa9YsflllZSXS0tIwadIkuLq64rvvvsOUKVNQU1ODP/74A/7+/hg2bBi/vVar5bepqKjAxYsXMXjwYERERAAwXqo+c+YM3NzcMGzYMLi4uLR7X6dOnQLHcRgxYgT/HehoXUBAAKZNm9buvf7xxx/Izs6Gt7c34uPjIRQK+XX5+fm4cOECpk+fjvPnz6O4uBhDhgzBgAEDOjx+hBByS2OE9AObN29mAwYMYDqdjkVERLANGzbw67Zu3cpcXV1Zc3Oz2XOioqLYypUrGWOM5efns9jYWBYdHc1mzJjB/P392axZs5hGo+G3Hzp0KEtMTGTBwcFsxowZbM2aNYwxxtasWcOSk5NZcnIyS0hIYHK5nO3evdtsX+np6czV1ZUNHTqUTZgwgUVGRrKoqCi2fPlyfhtbamgrISGBrVixgn985swZ5ufnxwYNGsQmTZrEpFKp2Xpba7Gks/ry8vKYXC5nn3zyCWOMMYPBwKZMmcLGjx/P9Ho9q6mpYQDY1KlTWUhICEtKSmIymYw99dRT/D5M29x3331s4MCB7OGHH2YHDhxgjDH24osvMjc3NzZ16lQ2duxY5uvry3777Tf+uQcOHGCurq7srrvuYklJSSwsLIz9+OOPna7buXMnc3V15V9Hr9ezuXPnMrlczpKSktiAAQNYbGwsu3r1Kr/N5s2bmbu7O7vrrrvYuHHj2IQJE5hEImHbt2/v8BgSQsitjEIl6RfGjRvHB8T33nuPxcXF8esaGhqYs7Mz27VrF7/s5MmTDADLzc1ljDE2evRolpKSYvacmJgYtnr1an7Z0KFDmZ+fH6uoqOiwlq+++op5e3vzYctgMLDY2Fi2YMECfpudO3cyAGZBzpYa2modKg0GAxs2bBh77LHHmMFgYIwxdujQIcZxHDt+/HiXarHElvr+/e9/M6lUyi5evMg+/PBD5ubmxgoLCxlj1wNjfHw8a2pqYowxlpWVxRwcHFhqaqrZNklJSWZh+uuvv2aBgYGstLSUX7Z27VoWHBzMdDodY4yxxMRE9s9//pNfX1dXxw4dOtTpurah8ssvv2QuLi4sJyeHMcZYU1MTGzVqFJszZw6/zebNmxkA9uWXX/LLXn/9dRYWFtbhMSSEkFsZ3VNJbnvZ2dnIyMjgO1vMmzcPFy9exJkzZwAAzs7OeOCBB7Bt2zb+Odu2bcOYMWMQHh6OP/74AydOnEBISAh27dqFnTt3Yt++fRg4cCB++eUXs33Nnj0bXl5e7WooKyvDoUOH8O2330Kn06GiogJXrlwBAFy6dAlZWVlISUnht3/44YcREhLCP+5KDdZcvnwZZ86cwYsvvgiO4wAAEydOxOjRo/Htt9/aXIslttb3+OOPY9asWZg1axZeeuklfPbZZwgKCjJ7rSVLlkAqlQIAYmJiMH36dOzYscNsm8WLF0MsFvOPN2/ejMGDByM9PR07d+7Ejh074OjoiIKCAuTl5QEApFIpcnNz0djYCACQy+WYOHFip+va2r59Ox599FEMHDiQf+7zzz+PXbt2Qa/X89s5OzvjySef5B8nJiYiPz8fGo2mw2NJCCG3Krqnktz2Nm7ciPDwcKSnp/PLoqKisHHjRv5+vblz52LWrFmora2FTCbD9u3b8eqrrwIAH/6OHDkCgeD632GOjo6IiYkx25efn1+7/a9atQpvv/02hg0bBh8fH/41TPcdFhUVAUC74Nb6cVdqsKagoAAAEBYWZrY8PDycX2dLLXl5ecjMzOQf33333V2q780330R4eDjGjh2LRx99tF2dbfcdGhpqtj+g/XG+cuUKpFJpu57uycnJMBgMAIAPPvgACxYsgLe3N8aMGYPp06fj2WefhVQq7XBdWwUFBRg3bpzZsvDwcGi1WpSUlPAh2c3NjQ/vACCRSMAYg0ajgYODQ7vXJYSQWx2FSnJb02q12LJlC+Li4vDDDz/wy0NCQvD111/j/fffh1Qqxb333gtXV1fs2rULwcHBqKqqQnJyMgBjqxUAvPXWW4iMjOxwf61DBACUl5fj5Zdfxm+//Ya77roLgLEzyc6dO8EYAwC+005tbS18fHz459bU1PD/3ZUarPH09AQAVFdXw9nZmV9eXV3NByFbaikoKDA7llFRUV2qLyUlBVFRUcjMzMTBgwcxefJks/Wt92V6bKrdpO1xlsvlGDVqFD755BOr+42OjsbRo0dRUVGBw4cP480338Thw4eRmpra4bq2PD09UV1dbbasuroaHMdBoVB0+N4JIeR2Rpe/yW1t7969UKlU2LNnD7Zv387/27NnDxwdHfmWLaFQiOTkZGzbtg3btm1DUlISHxBGjBgBhUKB//3f/zV7bcYYSkpKOtx/eXk5AGPwMmnbmhYdHQ13d3fs2bOHX5aXl2c2aHl3ami9H4VCYTaQd2VlJY4cOcK3vNlSyz333GN2LOPi4myu7/PPP8fBgwexb98+vPDCC5g3bx6qqqrMntM6sDY3N2P//v1ISEjo8L0lJSVhx44d7cLe1atX2/23t7c3Zs+ejZSUFBw/frzTdW2NGzcOqamp0Ol0/LKdO3ciLi4OTk5OHdZJCCG3M2qpJLe1jRs3YurUqe0uN3Ich5kzZ2Ljxo144oknABjv94uPj4dUKsXmzZv5bR0dHfHFF19g9uzZKC0txYQJE1BZWYk9e/ZgwYIFWLhwodX9R0dHIzIyErNnz8bjjz+Oixcv4t///rfZNs7OznjttdewbNkylJaWQqFQYMOGDZDJZHyLXHdqMJFKpXjvvfewePFilJeXIzAwEJ988gmGDh2KuXPn2lyLJbbUl5OTg+eeew4bNmxAeHg4Vq5ciYMHD2LhwoVmQXfPnj0QiUSIi4vDli1b4OTkhMWLF3f43pYvX46ffvoJI0eOxKJFiyCXy3Hy5EmcO3cOp06dAmD8fAMDA5GQkACtVouPPvoIjzzySKfr2nrhhRewbds2TJ48GXPmzMHp06exZcsW/Pzzz51+BoQQcjujlkpy21Kr1XB3d8czzzxjcf3f/vY3+Pn5ob6+HgAwatQoLFy4EA888ABmzpxptu0DDzyA8+fPIyIiAunp6VCpVPj000/NwlxSUhLuuOMOs+eJxWL89ttvGDduHH799Vc4OTkhIyMDycnJZh16li1bhq1bt6KgoAAFBQXYuHEjBg4cCJlM1qUa2po0aRJiY2P5x/Pnz8fPP/8MpVKJzMxMLFq0CGlpaWb3QdpSiyWd1ZeamoqlS5di3rx5AACRSISvv/4aEonErCV0165diIyMRGZmJiZMmIDjx4/zLYAODg5ITk5uN86nTCbD0aNH8eqrryInJwe///47xo0bh2PHjvHbHDp0CElJSfj999+RnZ2NVatWYd26dZ2uazv4uZubG86cOYPJkycjPT0dMpkMp06dwvjx4/ltQkNDcf/995vV6OnpieTkZLMORoQQcjvhmOnGLkKI3VRXV5sFpeLiYkREROCHH37AlClT+kUttbW1cHd3x8mTJzFixIibth9CCCE3B13+JqQPOHr0KD755BPMmDEDKpUKH3/8MeLj4zFp0qR+XQshhJBbB7VUEtJHHDp0CD/++CO0Wi1GjBiBJ5980mzqv9u9lqamJsyfPx+rVq1qN+wRIYSQvo9CJSGEEEII6TbqqEMIIYQQQrqNQiUhhBBCCOk2CpWEEEIIIaTbKFQSQgghhJBuo1BJCCGEEEK6jUIlIYQQQgjpNgqVhBBCCCGk2yhUEkIIIYSQbqNQSQghhBBCuu3/A1WoxahQlUg/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "weights = voom(kept, design, norm_factors=tmm_factors(kept))\n", + "fit = contrasts_fit(\n", + " fit_linear_model(weights.log_cpm, design, weights=weights.weights),\n", + " design.contrasts,\n", + ")\n", + "plain, robust = moderated_statistics(fit), moderated_statistics(fit, robust=True)\n", + "symbols = np.asarray(kang.features[\"symbol\"])[keep]\n", + "print(\n", + " f\"prior degrees of freedom: {plain.prior_df:.1f}, robust {np.max(robust.prior_df):.1f}\"\n", + ")\n", + "print(\n", + " \"largest residual variances:\", \", \".join(symbols[np.argsort(fit.sigma)[-12:][::-1]])\n", + ")\n", + "plot_residual_variances(robust)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0c3342d6", + "metadata": {}, + "source": [ + "The genes with the largest variances are those of hemoglobin, whose reads come from\n", + "red cells that contaminate some samples more than others, and interferon-stimulated\n", + "genes and chemokines whose response differs between donors; the plot marks 217\n", + "outlying variances. Robust moderation gives such genes smaller prior degrees of\n", + "freedom, so that their variances stay closer to their own estimates, and raises those\n", + "of the other genes from 11.4 to 27.7, whose variances are then shrunk more, which\n", + "gives their tests more power.\n", + "\n", + "## A sample of poor quality\n", + "\n", + "A sample that follows the model less closely than the others, such as a degraded one,\n", + "adds noise to every gene. Sample quality weights estimate how closely each sample\n", + "follows the model and down-weight it, instead of removing it [@liu2015]; [Precision\n", + "weights](../statistics/precision_weights.md) gives the model. In the simulated bulk\n", + "experiment, sample `drug_b_3` has four times the dispersion of the others." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b2a946f4", + "metadata": { + "figure_descriptions": [ + "Two panels of the simulated bulk experiment. Left, a multidimensional scaling plot of its 12 samples, labelled, coloured by condition and marked by batch: dimension 1, 27% of the variance, separates drug A from the control and drug B samples, and dimension 2, 19%, sets sample drug_b_3 apart at the top right, far from the other drug B samples. Right, a bar for the quality weight of each sample, with a dashed line at 1: every sample weighs between 1.05 and 1.2 except drug_b_3, which weighs 0.30." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "equal weights 192 genes called, 11 of them false\n", + "quality weights 204 genes called, 12 of them false\n" + ] + } + ], + "source": [ + "bulk = read_cube(\"simulated_bulk.cube.zarr\")\n", + "truth = np.load(\"simulated_bulk_truth.npz\")\n", + "bulk_design = Design(\n", + " bulk.samples,\n", + " \"~ batch + condition\",\n", + " levels={\"condition\": [\"control\", \"drug_a\", \"drug_b\"]},\n", + " contrasts={\"drug_b_vs_control\": \"conditiondrug_b\"},\n", + ")\n", + "equal = limma_voom(bulk, bulk_design)\n", + "weighted = limma_voom(bulk, bulk_design, quality_weights=True)\n", + "\n", + "figure, (left, right) = plt.subplots(1, 2, figsize=(11, 4.2), layout=\"constrained\")\n", + "plot_mds(bulk, color_by=\"condition\", marker_by=\"batch\", labels=True, ax=left)\n", + "plot_sample_weights(weighted, ax=right)\n", + "plt.show()\n", + "\n", + "changed = set(bulk.features[\"feature_id\"][truth[\"true_log2_fold_change_drug_b\"] != 0])\n", + "for name, result in ((\"equal weights\", equal), (\"quality weights\", weighted)):\n", + " table = result.table(\"bulk\", \"drug_b_vs_control\")\n", + " called = table[\"feature_id\"][table[\"adjusted_p_value\"] < 0.05]\n", + " true = sum(gene in changed for gene in called)\n", + " print(f\"{name:<16} {called.size} genes called, {called.size - true} of them false\")" + ] + }, + { + "cell_type": "markdown", + "id": "0fbc5903", + "metadata": {}, + "source": [ + "The noisy sample stands apart on the MDS plot and gets a weight of 0.30, while the\n", + "others weigh slightly more than one, as the weights multiply to one. Down-weighting it\n", + "finds more of the genes that drug B changes, with about the same number of false\n", + "calls.\n", + "\n", + "## Check the design\n", + "\n", + "A label typed differently in one sample splits a group in two, and the analysis then\n", + "runs without an error. {api}`Design.check` reports such problems, with what to do;\n", + "here one stimulated sample is labelled `Stim`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c475002b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Design check: 16 samples, 10 columns, rank 10, 6 residual degrees of freedom.\n", + "3 warnings:\n", + " 1. [similar_levels] condition has levels that differ only in case or surrounding\n", + " spaces ('Stim' and 'stim'), and each is a group of its own; if they mean the same\n", + " group, clean the labels before building the design\n", + " 2. [single_sample_level] condition has a single sample at level 'Stim' (1016_stim);\n", + " effects of such a level rest on one sample with no replicate. Add replicates, merge\n", + " the level with a similar one, or remove the sample\n", + " 3. [unreplicated_sample] the model fits sample 1016_ctrl (donor = 1016, condition =\n", + " ctrl) exactly (leverage 1), so it tells nothing about the residual variance and the\n", + " effects it determines rest on it alone. This happens when a level, or a combination\n", + " of levels in an interaction, has too few samples for the terms that involve it; add\n", + " replicates or simplify the formula\n" + ] + } + ], + "source": [ + "labels = list(kang.samples[\"condition\"])\n", + "labels[5] = \"Stim\"\n", + "mislabelled = kang.samples.with_columns(condition=labels)\n", + "print(Design(mislabelled, \"~ donor + condition\").check())" + ] + }, + { + "cell_type": "markdown", + "id": "c2a920a0", + "metadata": {}, + "source": [ + "The check also finds aliased and confounded columns, levels without samples, contrasts\n", + "the design cannot estimate and numeric codes that look like batches ([Designs, linear\n", + "models and contrasts](../statistics/linear_models.md#designs-that-cannot-answer-the-question)).\n", + "\n", + "## Choices\n", + "\n", + "- **The filter.** {api}`limma_voom` filters with the design, as above; a paired design\n", + " gives every sample a high leverage, so a gene needs counts in only a few samples.\n", + " `expression_filter` changes the thresholds, and {api}`filter_by_expression` with\n", + " `group=` asks for counts in as many samples as the smallest group has.\n", + "- **Normalization factors.** TMM is the default of {api}`limma_voom` and of edgeR.\n", + " TMM, RLE and DESeq2's median ratios assume that most genes do not change between\n", + " samples, and the upper quartile that one quantile of the counts does not; when a\n", + " response changes many genes, check that the factors make sense, as above.\n", + "- **Robust moderation.** Pass `robust=True` to {api}`limma_voom` when `plotSA` shows\n", + " outlying variances, as here.\n", + "- **A poor sample.** Quality weights keep it at a lower weight; leaving it out loses\n", + " its information, and in a paired design its partner's ([Precision\n", + " weights](../statistics/precision_weights.md)). `prior_weights=\"n_cells\"` instead\n", + " weights pseudobulk profiles by their number of cells; the two cannot be combined.\n", + "- **What to adjust for.** [Repeated measures and donors](repeated_measures.ipynb)\n", + " partitions the variance of every gene among the variables of the design." + ] + } + ], + "metadata": { + "datasets": [ + "kang2018", + "simulated_bulk" + ], + "executed_at": "2026-10-26T20:33:00+00:00", + "executed_code_sha256": "22d3a7ff3bb3e8c30a897c9fdf76b3b8ae560b0e10330515c1e8bdb033a09b7f", + "executed_datasets": { + "kang2018": { + "kang2018.cube.zarr": "sha256:a30af3dabe17f21a6c75f41b64a279a1423640b9aa919022cf67897f9cc77a51" + }, + "simulated_bulk": { + "simulated_bulk.cube.zarr": "sha256:ac41de9421f1171ef9273f8d3104a6ff2e5b7fe34a503d29ad63e11da4770cd2", + "simulated_bulk_truth.npz": "sha256:a8a0275532e3cafb02401846176a7ddfa037579aceb804c5f9c007700f022977" + } + }, + "executed_with": "0.1.dev54+g3f0cbb52e", + "execution_seconds": 2.8, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/guides/pathway_activity.ipynb b/docs/source/guides/pathway_activity.ipynb new file mode 100644 index 0000000..a39d8cc --- /dev/null +++ b/docs/source/guides/pathway_activity.ipynb @@ -0,0 +1,342 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "83bd56f7", + "metadata": {}, + "source": [ + "(pathway-activity)=\n", + "# Pathway and regulator activity\n", + "\n", + "A gene-set test answers one question of one contrast. Scores answer it for every\n", + "profile: how active is a regulator or a pathway in each sample, or in each cell type's\n", + "response? A transcription factor raises some of its targets and lowers others, and a\n", + "signalling pathway leaves a footprint of genes that respond to it. CollecTRI\n", + "[@muellerdott2023] and PROGENy [@schubert2018] give each such source signed weights\n", + "on its targets, and {api}`ulm` scores the sources from them as decoupler does\n", + "[@badiaimompel2022]; GSVA scores gene sets, whose genes count alike\n", + "[@haenzelmann2013]. [Gene-set tests](../statistics/gene_set_tests.md#activities-of-regulators-and-pathways)\n", + "explains the methods. This page scores the Kang data [@kang2018] (the `kang2018`\n", + "dataset of the [Datasets](../reference/datasets.md) page).\n", + "\n", + "{api}`collectri` and {api}`progeny` download their networks on first use, check them\n", + "against pinned digests and keep them in a cache. By default `collectri()` keeps the\n", + "interactions whose sources allow commercial use, the licence level a company may use\n", + "([Datasets](../reference/datasets.md#networks) gives the terms)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a184bed8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CytePool 0.1.dev54+g3f0cbb52e\n", + "Network: 1,171 sources, 39,896 edges, 6,505 target genes\n", + " name: CollecTRI; version: 2.0 (Zenodo record 8192729); licence: CC BY 4.0 (Zenodo record 8192729); level 'commercial': the interactions of resources that OmniPath lists for commercial use, without those that GEREDB (listed for academic use) alone supports; each resource keeps its own terms\n", + " read from CollecTRI_regulons.csv, SHA-256 4473c9189dd53dacc80297709ad1452dda1086a1cc2185f9a56146c261668701\n", + " sources: MYC (853), SPI1 (332), SMAD3 (159) and 1,168 more\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import cytepool\n", + "from cytepool.activity import ulm\n", + "from cytepool.design import Design\n", + "from cytepool.differential_expression import limma_voom\n", + "from cytepool.gene_sets import GeneSets\n", + "from cytepool.io import read_cube\n", + "from cytepool.networks import collectri, progeny\n", + "from cytepool.pathway_scores import gsva\n", + "from cytepool.plotting import plot_activities, plot_pathway_scores, plot_top_activities\n", + "from cytepool.stats.empirical_bayes import moderated_statistics\n", + "from cytepool.stats.linear_models import contrasts_fit, fit_linear_model\n", + "from cytepool.stats.multiple_testing import adjust_p_values\n", + "\n", + "kang = read_cube(\"kang2018.cube.zarr\")\n", + "levels = {\"condition\": [\"ctrl\", \"stim\"]}\n", + "contrasts = {\"stim_vs_ctrl\": \"conditionstim\"}\n", + "design = Design(kang.samples, \"~ donor + condition\", levels=levels, contrasts=contrasts)\n", + "result = limma_voom(kang, design)\n", + "regulators = collectri()\n", + "print(f\"CytePool {cytepool.__version__}\")\n", + "print(regulators)" + ] + }, + { + "cell_type": "markdown", + "id": "0748b5d7", + "metadata": {}, + "source": [ + "## Regulators of each cell type's response\n", + "\n", + "Scored on the moderated t-statistics of a contrast, a regulator is active when its\n", + "activated targets go up and its repressed targets go down. {api}`ulm` scores every\n", + "cell type of the result, one profile each; the bars show the regulators with the\n", + "largest scores in the CD14+ monocytes, and the heatmap the 25 with the largest scores\n", + "in any cell type." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b068828f", + "metadata": { + "figure_descriptions": [ + "Bars of the 25 transcription factors with the largest absolute activities in the response of the CD14+ monocytes, the ULM t-statistics of CollecTRI's regulons on the moderated t-statistics, in decreasing order from the top and coloured by their value: STAT1 at about 11.5, IRF1 at 10.5, STAT2 at 8, then NFKB1, IRF9 and RELA near 7, down to FOXO3 at about 3.3, all in shades of red; TRERF1 and ZBTB4, at about -3.4, are pale blue.", + "Heatmap of the activities of 25 transcription factors (rows) in the response of each of eight cell types (columns), coloured from blue for negative through grey to red for positive, up to about 17. STAT1, IRF1, STAT2 and IRF9 are active in every cell type, most in the CD4 T cells; NFKB1, RELA, IRF2 and IRF3 are moderately active in most. Dark grey cells, frequent in the CD8 T cells and the megakaryocytes, mark regulators with fewer than 5 targets among a cell type's tested genes." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "responses = ulm(result, regulators, id_column=\"symbol\")\n", + "plot_top_activities(responses, \"CD14+ Monocytes\")\n", + "plt.show()\n", + "plot_activities(responses, top=25)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9d67cdf9", + "metadata": {}, + "source": [ + "STAT1, IRF1 and STAT2 lead the monocytes' response, as camera ranked their targets\n", + "([Gene sets and pathways](gene_sets.ipynb)), now with each target counted with its\n", + "sign. The same regulators are active in the response of every cell type, most in the\n", + "CD4 T cells. A regulator with too few targets among a cell type's tested genes has no\n", + "score there, drawn dark grey: fewer genes pass the filter where the profiles are\n", + "small, as in the CD8 T cells and the megakaryocytes.\n", + "\n", + "## Pathways in every sample\n", + "\n", + "Scored on the log-CPM values of one cell type, every sample gets an activity for each\n", + "pathway, which can be drawn, compared and tested with the design like the expression\n", + "of a gene. PROGENy's footprints are those of 14 pathways in human cells." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "be0bc4ee", + "metadata": { + "figure_descriptions": [ + "Heatmap of the activities of PROGENy's 14 pathways (rows) in the 16 CD14+ monocyte samples (columns), the 8 controls on the left and the 8 stimulated samples on the right under a strip of their condition's colour, coloured from blue through grey to red. JAK-STAT goes from about 0 in the controls to about 13 in every stimulated sample; NFkB and TNFa rise from about 3 to about 10; MAPK and EGFR fall a little; the other pathways change little." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pathway t adjusted p\n", + "JAK-STAT 22.3 5.1e-08\n", + "NFkB 13.5 1.0e-06\n", + "p53 12.9 1.2e-06\n", + "VEGF 10.4 6.3e-06\n", + "TNFa 10.2 6.5e-06\n", + "Hypoxia 6.4 1.8e-04\n", + "Androgen 3.5 8.0e-03\n", + "WNT -1.6 1.5e-01\n", + "Estrogen -2.0 7.7e-02\n", + "PI3K -5.6 4.6e-04\n", + "Trail -6.4 1.8e-04\n", + "TGFb -6.4 1.8e-04\n", + "EGFR -14.4 7.8e-07\n", + "MAPK -14.9 7.8e-07\n" + ] + } + ], + "source": [ + "pathways = ulm(kang, progeny(), group=\"CD14+ Monocytes\", gene_ids=\"symbol\")\n", + "plot_activities(pathways, color_by=\"condition\")\n", + "plt.show()\n", + "\n", + "profile_design = Design(\n", + " pathways.profiles, \"~ donor + condition\", levels=levels, contrasts=contrasts\n", + ")\n", + "fit = contrasts_fit(\n", + " fit_linear_model(pathways.scores, profile_design), profile_design.contrasts\n", + ")\n", + "tested = moderated_statistics(fit)\n", + "adjusted = adjust_p_values(tested.p_value[:, 0])\n", + "print(f\"{'pathway':<10}{'t':>7}{'adjusted p':>12}\")\n", + "for k in np.argsort(-tested.t[:, 0]):\n", + " print(f\"{pathways.sources[k]:<10}{tested.t[k, 0]:>7.1f}{adjusted[k]:>12.1e}\")" + ] + }, + { + "cell_type": "markdown", + "id": "08a1fa6e", + "metadata": {}, + "source": [ + "JAK-STAT, through which interferons signal, rises in every stimulated sample, with\n", + "NFkB and TNFa, while MAPK and EGFR fall. The test, which pairs each donor's samples,\n", + "also finds smaller shifts that every donor shares, such as those of p53 and VEGF,\n", + "which the heatmap barely shows.\n", + "\n", + "## Scores of gene sets in every sample\n", + "\n", + "{api}`gsva` scores each gene set in every sample from how the set's genes rank against\n", + "the sample's other genes, each gene measured against its own distribution across the\n", + "samples. Here the sets are the regulators' targets, without their signs; as GSVA's\n", + "guide does, the scores are tested with limma, with a prior that follows the sets'\n", + "sizes, and the heatmap shows the 20 sets that differ most between the conditions." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0c325c73", + "metadata": { + "figure_descriptions": [ + "Heatmap of the GSVA scores of the target sets of 20 transcription factors (rows), those that differ most between the conditions, in the 16 CD14+ monocyte samples (columns), the 8 controls on the left and the 8 stimulated samples on the right, coloured from blue (about -0.6) through grey to red (about 0.6). The sets of STAT1, IRF1, REL, IRF4, IRF3, NFKB1 and RELA score low in every control and high in most stimulated samples; those of NRF1 and DNMT1 score high in most controls and low after the stimulation." + ] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regulons = GeneSets(\n", + " {regulator: list(targets) for regulator, targets in regulators.items()},\n", + " source=regulators.name,\n", + " licence=regulators.licence,\n", + ")\n", + "scores = gsva(\n", + " kang,\n", + " regulons,\n", + " group=\"CD14+ Monocytes\",\n", + " gene_ids=\"symbol\",\n", + " min_size=15,\n", + " max_size=500,\n", + ")\n", + "score_design = Design(\n", + " scores.samples, \"~ donor + condition\", levels=levels, contrasts=contrasts\n", + ")\n", + "fit = contrasts_fit(\n", + " fit_linear_model(scores.scores, score_design), score_design.contrasts\n", + ")\n", + "differing = np.argsort(moderated_statistics(fit, trend=scores.n_genes).p_value[:, 0])\n", + "names = list(scores.gene_sets)\n", + "plot_pathway_scores(\n", + " scores, sets=[names[k] for k in differing[:20]], color_by=\"condition\"\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e62c4287", + "metadata": {}, + "source": [ + "The target sets of the interferon regulators score low in the controls and high after\n", + "the stimulation. GSVA treats a set's targets alike, whether the regulator activates or\n", + "represses them; the activities above weigh them by their signs.\n", + "\n", + "## Choices\n", + "\n", + "- **A contrast or the samples.** Score a contrast's statistics to see which regulators\n", + " drive a response, in each cell type; score the samples to compare them, correlate\n", + " activities with other measurements, or test them with any design.\n", + "- **ULM, MLM or the weighted aggregate.** {api}`ulm` is decoupler's default for\n", + " regulators and pathways alike; {api}`mlm` fits all the sources at once, which\n", + " separates regulators whose targets overlap; {api}`weighted_aggregate` gives the\n", + " weighted mean or sum of the targets' values, the sum being PROGENy's original score,\n", + " with permutation p-values.\n", + "- **Activities or scores.** Activities weigh each target by its sign and weight, so\n", + " that a repressed target counts against its regulator; GSVA and the other pathway\n", + " scores ({api}`ssgsea`, {api}`combined_z_scores`, {api}`plage`) treat a set's genes\n", + " alike.\n", + "- **The networks.** `collectri(licence=\"academic\")` adds the interactions that only a\n", + " resource listed for academic use supports. `progeny()` keeps each pathway's genes\n", + " with a p-value below 0.05, as decoupler does, and `progeny(top=100)` the 100 most\n", + " significant, as progeny's `getModel` does by default; `organism=\"mouse\"` gives the\n", + " mouse model. A source with fewer than `min_targets` targets among the genes of a\n", + " profile (5 by default) gets no score, drawn dark grey in the heatmaps.\n", + "- **One contrast, one set.** To test whether a set responds in one contrast, the\n", + " tests of [Gene sets and pathways](gene_sets.ipynb) use every gene's statistic and\n", + " allow for the correlation between genes." + ] + } + ], + "metadata": { + "datasets": [ + "kang2018" + ], + "executed_at": "2026-10-26T20:33:18+00:00", + "executed_code_sha256": "1928564a0c0ddc49fe7c9dc2dc94a61a075ccffbc0ee7d921400755b9e7a65a6", + "executed_datasets": { + "kang2018": { + "kang2018.cube.zarr": "sha256:a30af3dabe17f21a6c75f41b64a279a1423640b9aa919022cf67897f9cc77a51" + } + }, + "executed_with": "0.1.dev54+g3f0cbb52e", + "execution_seconds": 3.6, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/guides/repeated_measures.ipynb b/docs/source/guides/repeated_measures.ipynb new file mode 100644 index 0000000..f1c50b0 --- /dev/null +++ b/docs/source/guides/repeated_measures.ipynb @@ -0,0 +1,460 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e7b1a6d9", + "metadata": {}, + "source": [ + "(repeated-measures)=\n", + "# Repeated measures and donors\n", + "\n", + "When a study samples each donor more than once, before and after a treatment, at\n", + "several time points or in several tissues, the samples of a donor are correlated. Two\n", + "models allow for it: a fixed effect for each donor, which compares each donor's samples\n", + "with each other, and a random effect for the donor, which dream fits by a mixed model\n", + "for every gene [@hoffman2021]. This page compares the two on the Kang data\n", + "[@kang2018], tests a variable of the donors and several time points on a simulated\n", + "study whose truth is known, and measures how much of each gene's variation the donors\n", + "explain. [Mixed models, REML and dream](../statistics/mixed_models.md) explains the\n", + "models.\n", + "\n", + "## A fixed or a random donor effect\n", + "\n", + "In the Kang data every donor gives one control and one stimulated sample. The paired\n", + "design `~ donor + condition` and the mixed model `~ condition` with `(1 | donor)` both\n", + "compare the stimulated samples with the controls of the same donors." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "06e77e7a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CytePool 0.1.dev54+g3f0cbb52e\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fixed donor effect 5,125 genes tested 3,168 called\n", + "random donor effect 3,651 genes tested 2,542 called\n", + "Of the 3,651 genes both test, the log2 fold changes correlate at 0.999 and 2,273 are called by both.\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "import cytepool\n", + "from cytepool.cube import Cube\n", + "from cytepool.design import Design\n", + "from cytepool.differential_expression import dream_voom, limma_voom\n", + "from cytepool.io import read_cube\n", + "from cytepool.plotting import (\n", + " plot_gene_variance_fractions,\n", + " plot_p_values,\n", + " plot_variance_fractions,\n", + ")\n", + "from cytepool.variance_partitioning import variance_partitioning\n", + "\n", + "kang = read_cube(\"kang2018.cube.zarr\")\n", + "print(f\"CytePool {cytepool.__version__}\")\n", + "monocytes = \"CD14+ Monocytes\"\n", + "levels = {\"condition\": [\"ctrl\", \"stim\"]}\n", + "contrasts = {\"stim_vs_ctrl\": \"conditionstim\"}\n", + "paired = Design(kang.samples, \"~ donor + condition\", levels=levels, contrasts=contrasts)\n", + "mixed = Design(\n", + " kang.samples,\n", + " \"~ condition\",\n", + " random=\"(1 | donor)\",\n", + " levels=levels,\n", + " contrasts=contrasts,\n", + ")\n", + "fixed = limma_voom(kang, paired, groups=monocytes).table(monocytes, \"stim_vs_ctrl\")\n", + "random = dream_voom(kang, mixed, groups=monocytes).table(monocytes, \"stim_vs_ctrl\")\n", + "\n", + "for name, table in ((\"fixed donor effect\", fixed), (\"random donor effect\", random)):\n", + " called = np.count_nonzero(table[\"adjusted_p_value\"] < 0.05)\n", + " print(f\"{name:<20} {table['feature_id'].size:>6,} genes tested {called:>6,} called\")\n", + "shared, i, j = np.intersect1d(\n", + " fixed[\"feature_id\"], random[\"feature_id\"], return_indices=True\n", + ")\n", + "correlation = np.corrcoef(fixed[\"log2_fold_change\"][i], random[\"log2_fold_change\"][j])\n", + "both = (fixed[\"adjusted_p_value\"][i] < 0.05) & (random[\"adjusted_p_value\"][j] < 0.05)\n", + "print(\n", + " f\"Of the {shared.size:,} genes both test, the log2 fold changes correlate at \"\n", + " f\"{correlation[0, 1]:.3f} and {both.sum():,} are called by both.\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "f26ba559", + "metadata": {}, + "source": [ + "Both models find the same response: the fold changes of the genes both test agree\n", + "almost exactly, and most genes that one calls the other calls too. They test different\n", + "numbers of genes because each filters with its own fixed effects, and the paired\n", + "design asks for counts in fewer samples than the condition alone ([Normalization,\n", + "filtering and sample quality](normalization_and_quality.ipynb#which-genes-to-test)).\n", + "When every donor gives a sample in every condition and the question is within donors,\n", + "the paired design is the simpler of the two.\n", + "\n", + "## A variable of the donors\n", + "\n", + "A study of patients and healthy donors, each sampled at three time points, asks two\n", + "kinds of question: what changes over time within donors, and how patients differ from\n", + "healthy donors. The simulation below has three patients and three healthy donors, each\n", + "sampled at 0, 6 and 24 hours, in one cell type: time changes 400 of 4,000 genes, the\n", + "disease 150 others, and every donor shifts every gene a little in all its samples. A\n", + "paired design cannot hold the disease, which is constant within each donor, and\n", + "{api}`Design.check` says why." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "97b13b7f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Design check: 18 samples, 9 columns, rank 8, 10 residual degrees of freedom.\n", + "2 errors:\n", + " 1. [rank_deficient] the design matrix has 9 columns but rank 8, so 1 coefficient is\n", + " not estimable. Aliased columns: diseasepatient = donorP1 + donorP2 + donorP3. The\n", + " columns in each relation cannot be estimated separately; remove or recode the\n", + " variables behind them (see the other findings), or drop terms from the formula\n", + " 2. [confounded] every level of donor holds a single level of disease (disease\n", + " 'healthy': donor 'H1', 'H2' and 'H3'; disease 'patient': donor 'P1', 'P2' and\n", + " 'P3'), so the effect of disease cannot be separated from the donor effects. Remove\n", + " donor from the formula; if donor groups repeated samples (donors, batches), the\n", + " right model has it as a random effect, random='(1 | donor)'; fit_mixed_model\n", + " estimates this random intercept by REML; fit_linear_model fits it with a known\n", + " correlation, given block= (the donor of each sample) and correlation=; or pool the\n", + " samples of each donor with Cube.collapse_samples('donor')\n" + ] + } + ], + "source": [ + "rng = np.random.default_rng(20261026)\n", + "n_genes, times = 4_000, [\"0h\", \"6h\", \"24h\"]\n", + "donors = [\"P1\", \"P2\", \"P3\", \"H1\", \"H2\", \"H3\"]\n", + "genes = np.array([f\"gene_{g:04d}\" for g in range(1, n_genes + 1)])\n", + "baseline = rng.normal(0.0, 1.5, n_genes)\n", + "dispersion = 0.05 * rng.lognormal(0.0, 0.5, n_genes)\n", + "donor_spread = 0.35 * rng.lognormal(0.0, 0.4, n_genes)\n", + "time_effect = {time: np.zeros(n_genes) for time in times}\n", + "changed = rng.choice(n_genes, 400, replace=False)\n", + "for time, chosen in ((\"6h\", changed[:250]), (\"24h\", changed[150:])):\n", + " time_effect[time][chosen] = rng.choice([-1, 1], 250) * rng.uniform(0.6, 1.8, 250)\n", + "disease_effect = np.zeros(n_genes)\n", + "in_disease = rng.choice(np.setdiff1d(np.arange(n_genes), changed), 150, replace=False)\n", + "disease_effect[in_disease] = rng.choice([-1, 1], 150) * rng.uniform(0.8, 2.0, 150)\n", + "\n", + "rows, counts = [], []\n", + "for donor in donors:\n", + " shift = rng.normal(0.0, donor_spread) # the donor's own level of every gene\n", + " patient = donor.startswith(\"P\")\n", + " for time in times:\n", + " log2_mean = baseline + shift + time_effect[time] + patient * disease_effect\n", + " mean = rng.uniform(1e6, 4e6) * 2.0**log2_mean / np.sum(2.0**log2_mean)\n", + " counts.append(rng.poisson(rng.gamma(1 / dispersion, mean * dispersion)))\n", + " rows.append(\n", + " (f\"{donor}_{time}\", donor, \"patient\" if patient else \"healthy\", time)\n", + " )\n", + "samples = dict(zip((\"sample_id\", \"donor\", \"disease\", \"time\"), map(list, zip(*rows))))\n", + "study = Cube(\n", + " {\"counts\": np.array(counts, dtype=np.uint32)[np.newaxis]},\n", + " samples=samples,\n", + " groups={\"group_id\": [\"Monocytes\"]},\n", + " features={\"feature_id\": genes},\n", + ")\n", + "print(Design(study.samples, \"~ donor + disease + time\").check())" + ] + }, + { + "cell_type": "markdown", + "id": "8f128478", + "metadata": {}, + "source": [ + "The random donor effect keeps the disease testable. {api}`dream_voom` tests each\n", + "contrast, and `f_tests` tests several at once: here whether a gene changes at any time\n", + "point, by one F-test instead of a test per time point. With fewer than 20 samples it\n", + "uses Kenward and Roger's degrees of freedom, which allow for variance components\n", + "estimated from few donors [@kenward1997]. The simulation knows which genes changed." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fd3055f8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "degrees of freedom: kenward_roger \n", + "\n", + "test changed called false\n", + "patient_vs_healthy 150 109 28\n", + "6h_vs_0h 250 232 14\n", + "24h_vs_0h 250 218 4\n", + "time (F-test) 400 387 18\n" + ] + } + ], + "source": [ + "levels = {\"disease\": [\"healthy\", \"patient\"], \"time\": times}\n", + "design = Design(\n", + " study.samples,\n", + " \"~ disease + time\",\n", + " random=\"(1 | donor)\",\n", + " levels=levels,\n", + " contrasts={\n", + " \"patient_vs_healthy\": \"diseasepatient\",\n", + " \"6h_vs_0h\": \"time6h\",\n", + " \"24h_vs_0h\": \"time24h\",\n", + " },\n", + ")\n", + "result = dream_voom(study, design, f_tests={\"time\": [\"6h_vs_0h\", \"24h_vs_0h\"]})\n", + "print(\"degrees of freedom:\", result.summary[\"df_method\"][0], \"\\n\")\n", + "\n", + "truth = {\n", + " \"patient_vs_healthy\": disease_effect != 0,\n", + " \"6h_vs_0h\": time_effect[\"6h\"] != 0,\n", + " \"24h_vs_0h\": time_effect[\"24h\"] != 0,\n", + " \"time (F-test)\": (time_effect[\"6h\"] != 0) | (time_effect[\"24h\"] != 0),\n", + "}\n", + "print(f\"{'test':<20}{'changed':>8}{'called':>8}{'false':>7}\")\n", + "for name, true_change in truth.items():\n", + " table = result.table(\"Monocytes\", name.removesuffix(\" (F-test)\"))\n", + " effect = true_change[np.searchsorted(genes, table[\"feature_id\"])]\n", + " called = table[\"adjusted_p_value\"] < 0.05\n", + " print(f\"{name:<20}{effect.sum():>8}{called.sum():>8}{(called & ~effect).sum():>7}\")" + ] + }, + { + "cell_type": "markdown", + "id": "dccbcb33", + "metadata": {}, + "source": [ + "The tests within donors find most of the genes that time changes, with few false\n", + "calls. The test between donors does not hold its error rate: 28 of its 109 calls are\n", + "false, where an adjustment at 5% allows for about 5 on average. With three donors in\n", + "each group, a difference between patients and healthy donors is measured against the\n", + "variation between six donors, which every gene's model estimates from those six alone.\n", + "The p-values of the 3,850 genes that the disease leaves unchanged should be uniform.\n", + "Pooling each donor's samples into one profile ({api}`Cube.collapse_samples`) gives\n", + "six profiles, whose residuals hold the variation between donors, and\n", + "{api}`limma_voom` compares them." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2695cd04", + "metadata": { + "figure_descriptions": [ + "Two histograms of the p-values of the 3,850 genes that the simulated disease leaves unchanged, in 20 bins of width 0.05, each with a dashed line at the count expected without effects, about 193. Left, dream_voom on every sample: the first bin, p-values below 0.05, holds about 340 genes, and the other bins about the expected count. Right, limma_voom on the profiles pooled by donor: every bin holds close to the expected count." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dream_voom, every sample: 109 genes called, 28 of them false\n", + "limma_voom, samples pooled by donor: 62 genes called, 3 of them false\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pooled = study.collapse_samples(\"donor\")\n", + "pooled_design = Design(\n", + " pooled.samples,\n", + " \"~ disease\",\n", + " levels={\"disease\": [\"healthy\", \"patient\"]},\n", + " contrasts={\"patient_vs_healthy\": \"diseasepatient\"},\n", + ")\n", + "by_donor = limma_voom(pooled, pooled_design)\n", + "\n", + "figure, (left, right) = plt.subplots(\n", + " 1, 2, figsize=(11, 3.8), layout=\"constrained\", sharey=True\n", + ")\n", + "for ax, tested, title in (\n", + " (left, result, \"dream_voom, every sample\"),\n", + " (right, by_donor, \"limma_voom, samples pooled by donor\"),\n", + "):\n", + " table = tested.table(\"Monocytes\", \"patient_vs_healthy\")\n", + " unchanged = disease_effect[np.searchsorted(genes, table[\"feature_id\"])] == 0\n", + " plot_p_values(table[\"p_value\"][unchanged], ax=ax)\n", + " ax.set_title(title)\n", + " called = table[\"adjusted_p_value\"] < 0.05\n", + " print(\n", + " f\"{title}: {called.sum()} genes called, {(called & unchanged).sum()} of them false\"\n", + " )\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "21990884", + "metadata": {}, + "source": [ + "dream_voom's p-values of the unchanged genes gather below 0.05, about 1.8 times as\n", + "many as expected there; those of the pooled profiles are uniform, and 3 of their 62\n", + "calls are false. The pooled comparison finds fewer genes, but those it finds hold.\n", + "Pooling suits a design in which every donor was sampled alike, as here; the changes\n", + "within donors are tested on every sample, where dream_voom kept their error rate.\n", + "\n", + "## What drives the variation between samples\n", + "\n", + "Variance partitioning fits every gene with a mixed model of every variable of the\n", + "design and reports the share of its variance that each explains [@hoffman2016], as\n", + "variancePartition does. It shows which variables dominate, and which genes follow\n", + "each. {api}`variance_partitioning` runs it on every cell type of a cube, after the\n", + "same steps as {api}`dream_voom`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "893fa455", + "metadata": { + "figure_descriptions": [ + "Two panels of variance partitioning in the CD14+ monocytes. Left, violins of the percentage of each gene's variance that the condition, the donor and the residuals explain, with a narrow box plot inside each: the condition spreads from 0 to 100% with a median near 43%, the donor lies mostly below 25% with a median near 8% and a tail of genes up to 97%, and the residuals spread from 0 to 100% with a median near 34%. Right, stacked bars for eight genes: ISG15, CD14 and S100A8 are mostly condition; RPS26 is about 38% condition and 58% donor; HBB about 54% donor and 46% residuals; HLA-DQA1, HLA-DRA and LYZ are mostly donor." + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "median share of a gene's variance:" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " donor 8%, condition 43%, residuals 34%\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "partition_design = Design(\n", + " kang.samples, \"~ 1\", random=[\"(1 | donor)\", \"(1 | condition)\"]\n", + ")\n", + "partition = variance_partitioning(kang, partition_design, groups=monocytes)\n", + "chosen = [\"ISG15\", \"CD14\", \"S100A8\", \"RPS26\", \"HBB\", \"HLA-DQA1\", \"HLA-DRA\", \"LYZ\"]\n", + "\n", + "fractions = partition.table(monocytes)\n", + "shares = [f\"{name} {np.median(fractions[name]):.0%}\" for name in partition.variables]\n", + "print(\"median share of a gene's variance:\", \", \".join(shares))\n", + "\n", + "figure, (left, right) = plt.subplots(1, 2, figsize=(11, 4.5), layout=\"constrained\")\n", + "plot_variance_fractions(partition, ax=left)\n", + "plot_gene_variance_fractions(partition, chosen, ax=right)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8e408f64", + "metadata": {}, + "source": [ + "The stimulation explains much of the variance of most genes, and the donors a little\n", + "of most, but the genes differ widely. ISG15 and CD14 vary almost only with the\n", + "stimulation; the HLA class II genes HLA-DQA1 and HLA-DRA, which differ between people,\n", + "and LYZ vary mostly between donors, and RPS26 with both. HBB, whose reads come from\n", + "contaminating red cells, varies between donors and between the two samples of each\n", + "donor, which the residuals hold.\n", + "\n", + "## Choices\n", + "\n", + "- **A fixed or a random donor effect.** With every donor in every condition and a\n", + " question within donors, the paired design and {api}`limma_voom` are the simplest. A\n", + " variable of the donors, such as disease, sex or age, needs the random effect and\n", + " {api}`dream_voom`, and so do donors with unequal numbers of samples.\n", + "- **Few donors, a question between donors.** With three donors in each group,\n", + " dream_voom's test between donors called too many genes above. When every donor was\n", + " sampled alike, compare the profiles pooled by donor ({api}`Cube.collapse_samples`)\n", + " with {api}`limma_voom` instead, and test the changes within donors with\n", + " {api}`dream_voom`.\n", + "- **Degrees of freedom.** `df_method=\"adaptive\"`, the default, uses Kenward and\n", + " Roger's below 20 samples and Satterthwaite's from 20; `\"kenward_roger\"` and\n", + " `\"satterthwaite\"` fix one ([Mixed models, REML and dream](../statistics/mixed_models.md)).\n", + "- **Several time points or groups.** `f_tests` asks whether anything changes among\n", + " them; the contrasts then say what changes when.\n", + "- **What to adjust for.** A variable that explains much of the variance of many\n", + " genes and is not the question, such as a batch, is worth a term in the design.\n", + " [Normalization, filtering and sample quality](normalization_and_quality.ipynb)\n", + " shows how to look for outlying samples." + ] + } + ], + "metadata": { + "datasets": [ + "kang2018" + ], + "executed_at": "2026-10-26T20:33:06+00:00", + "executed_code_sha256": "2e5054ab4f70248a8fc0402fc8e5a3b063e1195d610523ac208e67f8a3a1b56b", + "executed_datasets": { + "kang2018": { + "kang2018.cube.zarr": "sha256:a30af3dabe17f21a6c75f41b64a279a1423640b9aa919022cf67897f9cc77a51" + } + }, + "executed_with": "0.1.dev54+g3f0cbb52e", + "execution_seconds": 2.3, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/source/index.md b/docs/source/index.md index 6574942..5df3d74 100644 --- a/docs/source/index.md +++ b/docs/source/index.md @@ -16,7 +16,7 @@ metafor. Its only required dependencies are numpy and numba, and every method is compared with the package that defined it ([Validation](validation.md)). [Installation](installation.md) · [Quick start](quickstart.ipynb) · -[Differential expression per cell type](differential_expression.ipynb) · +[From cells to results](differential_expression.ipynb) · [Choosing a method](statistics/choosing_a_method.md) · [Capability matrix](reference/capabilities.md) · [API reference](/api/index.html) @@ -32,14 +32,14 @@ what CytePool offers for each today. | Question | What CytePool offers | Where to read | | --- | --- | --- | -| Which genes change in each cell type? | limma-voom, limma-trend and dream on every cell type of a cube; edgeR's quasi-likelihood tests and DESeq2 on one matrix at a time | [Differential expression per cell type](differential_expression.ipynb), [Bulk RNA-seq](guides/bulk_rna_seq.ipynb), [Choosing a method](statistics/choosing_a_method.md) | -| Which cell types expand or contract? | propeller. Not yet: precision-weighted mixed models or count models of composition | [Composition tests](statistics/composition.md) | -| Which pathways and regulators respond? | camera, fry, roast, mroast and romer on any contrast; gene set enrichment analysis (GSEA) of ranked genes; over-representation analysis of the genes that change; scores of pathways in every sample (GSVA, ssGSEA, combined z-scores, PLAGE); activities of transcription factors and pathways from the networks CollecTRI and PROGENy (decoupler's ULM, MLM and weighted aggregate); gene sets read from GMT files | [Gene-set tests](statistics/gene_set_tests.md) | -| What drives the variation between donors, and what must be adjusted for? | Design checks for confounded factors, sample quality weights, mixed models that estimate a variance per random effect for every gene, and variance partitioning: the share of each gene's variance that each variable explains, in every cell type | [Designs, linear models and contrasts](statistics/linear_models.md), [Mixed models, REML and dream](statistics/mixed_models.md) | +| Which genes change in each cell type? | limma-voom, limma-trend and dream on every cell type of a cube; edgeR's quasi-likelihood tests and DESeq2 on one matrix at a time | [Genes that change in each cell type](guides/genes_per_cell_type.ipynb), [Bulk RNA-seq](guides/bulk_rna_seq.ipynb), [Choosing a method](statistics/choosing_a_method.md) | +| Which cell types expand or contract? | propeller. Not yet: precision-weighted mixed models or count models of composition | [Cell-type composition](guides/composition.ipynb), [Composition tests](statistics/composition.md) | +| Which pathways and regulators respond? | camera, fry, roast, mroast and romer on any contrast; gene set enrichment analysis (GSEA) of ranked genes; over-representation analysis of the genes that change; scores of pathways in every sample (GSVA, ssGSEA, combined z-scores, PLAGE); activities of transcription factors and pathways from the networks CollecTRI and PROGENy (decoupler's ULM, MLM and weighted aggregate); gene sets read from GMT files | [Gene sets and pathways](guides/gene_sets.ipynb), [Pathway and regulator activity](guides/pathway_activity.ipynb), [Gene-set tests](statistics/gene_set_tests.md) | +| What drives the variation between donors, and what must be adjusted for? | Design checks for confounded factors, sample quality weights, mixed models that estimate a variance per random effect for every gene, and variance partitioning: the share of each gene's variance that each variable explains, in every cell type | [Normalization, filtering and sample quality](guides/normalization_and_quality.ipynb), [Repeated measures and donors](guides/repeated_measures.ipynb), [Designs, linear models and contrasts](statistics/linear_models.md), [Mixed models, REML and dream](statistics/mixed_models.md) | | Does it replicate, and how should studies be combined? | Studies aligned by sample, gene and cell type, each analysed on its own and lined up gene by gene; meta-analysis of every gene across studies, with the between-study variance, Q and I²; combined p-values, the p-value that a change replicates in at least u studies, sign agreement, pi1 between studies and the genes found in k studies; SumRank, which asks that a gene rank high in most studies, and the prediction of cases in held-out studies. Not yet: shrinkage across studies | [Meta-analysis](statistics/meta_analysis.md), [The cube and its additive layers](statistics/cubes.md) | | Can patients be stratified from their profiles? | Not yet; cubes convert to AnnData and MuData for other tools | [Capability matrix](reference/capabilities.md) | | Which cell-cell interactions change? | Not yet | [Related software](reference/related_software.md) | -| Do effects depend on genotype, time, sex or context? | Interactions and F-tests in designs, likelihood ratio tests, random intercepts for repeated measures, with F-tests and small-sample (Kenward-Roger) tests in mixed models. Not yet: random slopes. QTL mapping is left to dedicated tools | [Designs, linear models and contrasts](statistics/linear_models.md), [Count models](statistics/count_models.md), [Mixed models, REML and dream](statistics/mixed_models.md) | +| Do effects depend on genotype, time, sex or context? | Interactions and F-tests in designs, likelihood ratio tests, random intercepts for repeated measures, with F-tests and small-sample (Kenward-Roger) tests in mixed models. Not yet: random slopes. QTL mapping is left to dedicated tools | [Repeated measures and donors](guides/repeated_measures.ipynb), [Designs, linear models and contrasts](statistics/linear_models.md), [Count models](statistics/count_models.md), [Mixed models, REML and dream](statistics/mixed_models.md) | | How do cells respond to drugs and doses? | A dose as a factor or a covariate of a design. Not yet: dose-response fits, benchmark doses, synergy | [Capability matrix](reference/capabilities.md) | | Can public studies be pooled into one cube? | The cubes of several studies stacked into one, of the genes and cell types that every study has, with sample and donor ids kept apart by study; cubes import the pseudobulk layouts of scanpy, decoupler and LIANA | [The cube and its additive layers](statistics/cubes.md), [Export a cube from another tool](guides/export_cubes.ipynb) | diff --git a/docs/source/myst.yml b/docs/source/myst.yml index 5954894..f9c4ae5 100644 --- a/docs/source/myst.yml +++ b/docs/source/myst.yml @@ -34,14 +34,26 @@ project: title: Installation - file: quickstart.ipynb title: Quick start + - file: differential_expression.ipynb + title: From cells to results - title: Build and share cubes children: - file: guides/export_cubes.ipynb title: Export a cube from another tool - title: Compare conditions children: - - file: differential_expression.ipynb - title: Differential expression per cell type + - file: guides/normalization_and_quality.ipynb + title: Normalization, filtering and sample quality + - file: guides/genes_per_cell_type.ipynb + title: Genes that change in each cell type + - file: guides/repeated_measures.ipynb + title: Repeated measures and donors + - file: guides/composition.ipynb + title: Cell-type composition + - file: guides/gene_sets.ipynb + title: Gene sets and pathways + - file: guides/pathway_activity.ipynb + title: Pathway and regulator activity - title: Other designs and data children: - file: guides/bulk_rna_seq.ipynb diff --git a/docs/source/statistics/choosing_a_method.md b/docs/source/statistics/choosing_a_method.md index de34709..0cd5392 100644 --- a/docs/source/statistics/choosing_a_method.md +++ b/docs/source/statistics/choosing_a_method.md @@ -36,7 +36,8 @@ a variable that is constant within each donor, such as sex: that variable is con with the donor effects, and {api}`Design.check` says so. A random intercept per donor ({api}`dream_voom`) keeps the correlation between the samples of a donor and still estimates donor-level effects. [Mixed models, REML and dream](mixed_models.md) explains -the model. +the model, and [Genes that change in each cell type](../guides/genes_per_cell_type.ipynb) and +[Repeated measures and donors](../guides/repeated_measures.ipynb) show both designs on data. ## One matrix of counts diff --git a/docs/source/statistics/composition.md b/docs/source/statistics/composition.md index ad0e364..9efb8e4 100644 --- a/docs/source/statistics/composition.md +++ b/docs/source/statistics/composition.md @@ -9,6 +9,7 @@ records how many cells of each type every sample holds ({api}`Cube.n_cells`), an {api}`propeller` tests whether the share of each cell type differs between conditions, as speckle's `propeller` does [@phipson2022]. Proportions estimated from single-cell data are variable, so the test compares samples, the biological replicates, not cells. +[Cell-type composition](../guides/composition.ipynb) runs it on a simulated study. ## The steps diff --git a/docs/source/statistics/gene_set_tests.md b/docs/source/statistics/gene_set_tests.md index c90906b..c833aa9 100644 --- a/docs/source/statistics/gene_set_tests.md +++ b/docs/source/statistics/gene_set_tests.md @@ -20,7 +20,8 @@ ranking many sets, such as a pathway collection. The five tests of limma work on linear model, so they allow any design and contrast and do not permute samples; all but romer take voom's precision weights. Gene set enrichment analysis needs only a statistic of every gene, and over-representation analysis only the genes that an analysis called -significant. +significant. [Gene sets and pathways](../guides/gene_sets.ipynb) and [Pathway and +regulator activity](../guides/pathway_activity.ipynb) run these methods on published data. ## The effects of each gene diff --git a/docs/source/statistics/mixed_models.md b/docs/source/statistics/mixed_models.md index ccf149c..9939c8b 100644 --- a/docs/source/statistics/mixed_models.md +++ b/docs/source/statistics/mixed_models.md @@ -10,7 +10,8 @@ correlation, but it also absorbs every variable that is constant within a donor, disease status or sex, which then cannot be tested. A random intercept per donor models the correlation instead and keeps donor-level variables testable. dream applies this to gene expression [@hoffman2021], and dreamlet to the pseudobulk profiles of every cell -type [@hoffman2026a]. +type [@hoffman2026a]. [Repeated measures and donors](../guides/repeated_measures.ipynb) +shows dream and variance partitioning on data. ## The model diff --git a/docs/source/statistics/multiple_testing.md b/docs/source/statistics/multiple_testing.md index a16ef9b..dfde191 100644 --- a/docs/source/statistics/multiple_testing.md +++ b/docs/source/statistics/multiple_testing.md @@ -41,7 +41,9 @@ cell type and contrast, so a call is judged within its cell type. With type for the same contrast, one family per contrast. In simulations, the adjustment over all cell types lowered both the false discovery rate and the power, and so was very conservative [@crowell2020]. The adjustment across cell types is not larger for every -test: a family with more small p-values can lower an adjusted value. +test: a family with more small p-values can lower an adjusted value, as [Genes that +change in each cell type](../guides/genes_per_cell_type.ipynb#adjusting-within-or-across-cell-types) +shows on published data. ## Other families diff --git a/docs/source/statistics/precision_weights.md b/docs/source/statistics/precision_weights.md index a12f3ba..dd10518 100644 --- a/docs/source/statistics/precision_weights.md +++ b/docs/source/statistics/precision_weights.md @@ -8,7 +8,9 @@ Log counts are noisier at low counts than at high ones, and a linear model that every observation alike gives the noisy ones too much say. voom estimates the mean-variance trend of the log counts and gives every observation a precision weight from it, so that the weighted linear model and the empirical Bayes moderation of limma -apply to counts [@law2014]. +apply to counts [@law2014]. [Normalization, filtering and sample +quality](../guides/normalization_and_quality.ipynb) shows voom's trend and sample +quality weights on data. ## voom