{ "cells": [ { "cell_type": "markdown", "id": "877832a6", "metadata": {}, "source": [ "# Differential Abundance\n", "\n", "Which cell populations change in frequency between two conditions?\n", "\n", "There are two ways to answer that, and this tutorial runs both:\n", "\n", "1. **Count cells per cluster.** The classical answer, and the question most people\n", " actually arrive with — *\"are naive B cells rarer in old mice?\"* You annotate cells,\n", " count them per sample, and compare the proportions across conditions. Simple,\n", " interpretable, and entirely dependent on the annotation you chose.\n", "2. **Score every cell state (Kompot).** `kompot.da` estimates the cell-state *density*\n", " of each condition over a continuous representation and reports a per-cell log fold\n", " change with calibrated significance. It says whether any cell **states** are more or\n", " less common in one condition — **regardless of the annotation**. No clusters required.\n", "\n", "The two are **not** interchangeable, and Section 3 comes back to why: counting tests\n", "enrichment **for an annotated group of cells**, one proportion per cluster, while\n", "`kompot.da` asks, for **every cell state in the data**, whether it is more or less common\n", "under one condition than the other. The answers usually correlate, but they are different\n", "quantities — a cell type that is depleted overall can still contain sub-states that occur\n", "*only* in that condition, which the count cannot see once it aggregates to the type.\n", "\n", "The method is described in the [paper](https://www.biorxiv.org/content/10.1101/2025.06.03.657769).\n", "For gene-level changes, see [Getting Started](./01_getting_started.ipynb) (DE)." ] }, { "cell_type": "code", "execution_count": 1, "id": "26b8b39a", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:10:33.951744Z", "iopub.status.busy": "2026-07-12T06:10:33.951486Z", "iopub.status.idle": "2026-07-12T06:11:08.580119Z", "shell.execute_reply": "2026-07-12T06:11:08.578836Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import anndata as ad\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import palantir\n", "import pandas as pd\n", "import scanpy as sc\n", "from scipy import stats\n", "\n", "import kompot\n", "\n", "# Consistent, clean plotting style across the tutorial set\n", "plt.rcParams[\"axes.spines.right\"] = False\n", "plt.rcParams[\"axes.spines.top\"] = False\n", "plt.rcParams[\"image.cmap\"] = \"Spectral_r\"" ] }, { "cell_type": "code", "execution_count": 2, "id": "0a341003", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:11:08.583708Z", "iopub.status.busy": "2026-07-12T06:11:08.582838Z", "iopub.status.idle": "2026-07-12T06:11:08.587285Z", "shell.execute_reply": "2026-07-12T06:11:08.586736Z" } }, "outputs": [], "source": [ "DATA_PATH = \"../data/murine_bone_marrow_aging.h5ad\"\n", "GROUPING_COLUMN = \"Age\" # condition column in adata.obs\n", "CONDITIONS = [\"Young\", \"Old\"] # first entry is the reference\n", "CELL_TYPE_COLUMN = \"highres_celltype\" # fine annotation\n", "SAMPLE_COLUMN = \"Replicate\" # biological replicate (mouse)\n", "LIBRARY_COLUMN = \"Sample\" # one sorted library = compartment x mouse\n", "COMPARTMENT_COLUMN = \"Compartment\" # FACS gate: HSPC or Mature\n", "DIMENSIONALITY_REDUCTION = \"DM_EigenVectors\" # cell-state representation\n", "\n", "MIN_CELLS = 50 # ignore cell types too rare to count reliably" ] }, { "cell_type": "markdown", "id": "89ccc625", "metadata": {}, "source": [ "## Load Data" ] }, { "cell_type": "code", "execution_count": 3, "id": "25322201", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:11:08.588971Z", "iopub.status.busy": "2026-07-12T06:11:08.588800Z", "iopub.status.idle": "2026-07-12T06:12:18.373255Z", "shell.execute_reply": "2026-07-12T06:12:18.372238Z" } }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 8090 × 16285\n", " obs: 'Compartment', 'Replicate', 'Age', 'Sample', 'Info', 'batch', 'doublet_score', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'total_counts_hb', 'pct_counts_hb', 'S_score', 'G2M_score', 'phase', 'leiden', 'phenograph', 'highres_celltype', 'midres_celltype'\n", " var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'hb', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n", " uns: 'Age_colors', 'Compartment_colors', 'DMEigenValues', 'DM_EigenValues', 'Info_colors', 'README', 'Replicate_colors', 'Sample_colors', 'batch_colors', 'draw_graph', 'highres_celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'midres_celltype_colors', 'neighbors', 'pca', 'phase_colors', 'umap'\n", " obsm: 'AbCapture', 'DM_EigenVectors', 'HTO', 'X_draw_graph_fa', 'X_pca', 'X_pca_harmony', 'X_pca_noregression', 'X_umap'\n", " varm: 'PCs'\n", " layers: 'MAGIC_imputed_data', 'cc_counts', 'logged_counts', 'normalized_counts', 'raw_counts'\n", " obsp: 'DM_Kernel', 'DM_Similarity', 'connectivities', 'distances'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "from pathlib import Path\n", "\n", "import requests\n", "from tqdm.auto import tqdm\n", "\n", "Path(DATA_PATH).parent.mkdir(parents=True, exist_ok=True)\n", "\n", "if not os.path.exists(DATA_PATH):\n", " print(\"Downloading dataset (~2.4 GB) from Zenodo ...\")\n", " url = \"https://zenodo.org/records/15587768/files/murine_bone_marrow_aging.h5ad?download=1\"\n", " response = requests.get(url, stream=True)\n", " total = int(response.headers.get(\"content-length\", 0))\n", " with open(DATA_PATH, \"wb\") as file, tqdm(total=total, unit=\"B\", unit_scale=True) as bar:\n", " for chunk in response.iter_content(chunk_size=1 << 20):\n", " file.write(chunk)\n", " bar.update(len(chunk))\n", "\n", "adata = ad.read_h5ad(DATA_PATH)\n", "palantir.utils.run_diffusion_maps(adata, pca_key=\"X_pca_harmony\", n_components=40)\n", "adata" ] }, { "cell_type": "code", "execution_count": 4, "id": "a4e6cc27", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:12:18.375365Z", "iopub.status.busy": "2026-07-12T06:12:18.374955Z", "iopub.status.idle": "2026-07-12T06:12:19.186414Z", "shell.execute_reply": "2026-07-12T06:12:19.185288Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color=[CELL_TYPE_COLUMN, GROUPING_COLUMN], frameon=False, wspace=1.3)" ] }, { "cell_type": "markdown", "id": "4f0c5ba2", "metadata": {}, "source": [ "## 1. Counting cells per cluster\n", "\n", "The familiar analysis: count how many cells of each annotated type each animal\n", "contributes, turn the counts into within-sample proportions, and compare Young against\n", "Old across replicates.\n", "\n", "One detail decides whether the numbers mean anything. Cells here were **FACS-sorted into\n", "two compartments** before sequencing (`Compartment`: `HSPC` and `Mature`), so each mouse\n", "yields two libraries and the HSPC : Mature ratio is set by the sorting gate, not by the\n", "animal. Proportions are therefore only comparable **within a compartment**. Every cell\n", "type in this dataset sits ≥91% inside one compartment, so we score each type against the\n", "libraries of its own compartment — three Young mice versus three Old mice." ] }, { "cell_type": "code", "execution_count": 5, "id": "ce6a77dc", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:12:19.190642Z", "iopub.status.busy": "2026-07-12T06:12:19.190040Z", "iopub.status.idle": "2026-07-12T06:12:19.280224Z", "shell.execute_reply": "2026-07-12T06:12:19.279355Z" } }, "outputs": [ { "data": { "text/html": [ "
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highres_celltypeHSCLMPPGMPMyelo PNeutrophilMono PcMoPMonocyteNon Classical MonocytecDC...Mature Naive B cellMemory B cellPlasma cellNKT cellCD8 TEMNaive CD8 T cellCD4 T cellTregILC
Sample
HSPC_Old_123.31002323.0769236.2937068.8578090.08.8578090.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
HSPC_Old_215.88785026.6355146.0747668.4112150.08.4112150.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
HSPC_Old_316.22276026.3922527.0217928.2324460.06.7796610.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
HSPC_Young_10.93167722.3602487.7639758.6956520.018.0124220.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
HSPC_Young_20.26666728.5333336.93333310.4000000.07.4666670.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
\n", "

5 rows × 31 columns

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" ], "text/plain": [ "highres_celltype HSC LMPP GMP Myelo P Neutrophil \\\n", "Sample \n", "HSPC_Old_1 23.310023 23.076923 6.293706 8.857809 0.0 \n", "HSPC_Old_2 15.887850 26.635514 6.074766 8.411215 0.0 \n", "HSPC_Old_3 16.222760 26.392252 7.021792 8.232446 0.0 \n", "HSPC_Young_1 0.931677 22.360248 7.763975 8.695652 0.0 \n", "HSPC_Young_2 0.266667 28.533333 6.933333 10.400000 0.0 \n", "\n", "highres_celltype Mono P cMoP Monocyte Non Classical Monocyte cDC ... \\\n", "Sample ... \n", "HSPC_Old_1 8.857809 0.0 0.0 0.0 0.0 ... \n", "HSPC_Old_2 8.411215 0.0 0.0 0.0 0.0 ... \n", "HSPC_Old_3 6.779661 0.0 0.0 0.0 0.0 ... \n", "HSPC_Young_1 18.012422 0.0 0.0 0.0 0.0 ... \n", "HSPC_Young_2 7.466667 0.0 0.0 0.0 0.0 ... \n", "\n", "highres_celltype Mature Naive B cell Memory B cell Plasma cell NK \\\n", "Sample \n", "HSPC_Old_1 0.0 0.0 0.0 0.0 \n", "HSPC_Old_2 0.0 0.0 0.0 0.0 \n", "HSPC_Old_3 0.0 0.0 0.0 0.0 \n", "HSPC_Young_1 0.0 0.0 0.0 0.0 \n", "HSPC_Young_2 0.0 0.0 0.0 0.0 \n", "\n", "highres_celltype T cell CD8 TEM Naive CD8 T cell CD4 T cell Treg ILC \n", "Sample \n", "HSPC_Old_1 0.0 0.0 0.0 0.0 0.0 0.0 \n", "HSPC_Old_2 0.0 0.0 0.0 0.0 0.0 0.0 \n", "HSPC_Old_3 0.0 0.0 0.0 0.0 0.0 0.0 \n", "HSPC_Young_1 0.0 0.0 0.0 0.0 0.0 0.0 \n", "HSPC_Young_2 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs = adata.obs[adata.obs[GROUPING_COLUMN].isin(CONDITIONS)]\n", "\n", "# Which compartment does each cell type live in, and how many cells do we have?\n", "by_compartment = pd.crosstab(obs[CELL_TYPE_COLUMN], obs[COMPARTMENT_COLUMN])\n", "home = by_compartment.idxmax(axis=1) # majority compartment per type\n", "keep = by_compartment.sum(axis=1) >= MIN_CELLS\n", "\n", "# Composition of every library: what fraction of it is cell type X?\n", "counts = pd.crosstab(obs[LIBRARY_COLUMN], obs[CELL_TYPE_COLUMN])\n", "props = counts.div(counts.sum(axis=1), axis=0) * 100 # percent of library\n", "\n", "library = obs.groupby(LIBRARY_COLUMN, observed=True)[\n", " [GROUPING_COLUMN, COMPARTMENT_COLUMN]\n", "].agg(lambda s: s.iloc[0])\n", "\n", "props.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "72687cd7", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:12:19.283113Z", "iopub.status.busy": "2026-07-12T06:12:19.282855Z", "iopub.status.idle": "2026-07-12T06:12:19.337389Z", "shell.execute_reply": "2026-07-12T06:12:19.336414Z" } }, "outputs": [ { "data": { "text/html": [ "
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Young_%Old_%log2FCp
Naive CD8 T cell4.9620.053-6.5200.082
Mature Naive B cell14.7583.626-2.0250.039
CLP13.0537.192-0.8600.031
cMoP2.9211.623-0.8470.230
Ery P23.33715.522-0.5880.012
Monocyte9.0966.296-0.5310.241
Mono P11.4068.016-0.5090.416
GMP7.5556.463-0.2250.063
Myelo P9.6218.500-0.1790.141
T cell1.8701.736-0.1070.737
pDC1.9631.945-0.0130.972
MKP9.7779.8380.0090.954
LMPP24.42025.3680.0550.713
Neutrophil42.09447.1010.1620.216
Pre-B cell3.0934.0490.3890.295
Immature B cell5.1127.5950.5710.150
Pre-B II cell4.6899.7331.0540.093
Memory B cell0.4302.9412.7730.015
CD8 TEM0.1062.6254.6130.070
HSC0.57118.4745.0140.017
\n", "
" ], "text/plain": [ " Young_% Old_% log2FC p\n", "Naive CD8 T cell 4.962 0.053 -6.520 0.082\n", "Mature Naive B cell 14.758 3.626 -2.025 0.039\n", "CLP 13.053 7.192 -0.860 0.031\n", "cMoP 2.921 1.623 -0.847 0.230\n", "Ery P 23.337 15.522 -0.588 0.012\n", "Monocyte 9.096 6.296 -0.531 0.241\n", "Mono P 11.406 8.016 -0.509 0.416\n", "GMP 7.555 6.463 -0.225 0.063\n", "Myelo P 9.621 8.500 -0.179 0.141\n", "T cell 1.870 1.736 -0.107 0.737\n", "pDC 1.963 1.945 -0.013 0.972\n", "MKP 9.777 9.838 0.009 0.954\n", "LMPP 24.420 25.368 0.055 0.713\n", "Neutrophil 42.094 47.101 0.162 0.216\n", "Pre-B cell 3.093 4.049 0.389 0.295\n", "Immature B cell 5.112 7.595 0.571 0.150\n", "Pre-B II cell 4.689 9.733 1.054 0.093\n", "Memory B cell 0.430 2.941 2.773 0.015\n", "CD8 TEM 0.106 2.625 4.613 0.070\n", "HSC 0.571 18.474 5.014 0.017" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def count_test(cell_types, home, props, library):\n", " \"\"\"Young vs. Old proportion per cell type, within that type's own compartment.\"\"\"\n", " ref, alt = CONDITIONS\n", " rows = {}\n", " for ct in cell_types:\n", " same_gate = library[COMPARTMENT_COLUMN] == home[ct]\n", " y = props.loc[same_gate & (library[GROUPING_COLUMN] == ref), ct].values\n", " o = props.loc[same_gate & (library[GROUPING_COLUMN] == alt), ct].values\n", " rows[ct] = {\n", " f\"{ref}_%\": y.mean(),\n", " f\"{alt}_%\": o.mean(),\n", " \"log2FC\": np.log2((o.mean() + 1e-3) / (y.mean() + 1e-3)),\n", " \"p\": stats.ttest_ind(o, y, equal_var=False).pvalue, # Welch, n = 3 vs 3\n", " }\n", " return pd.DataFrame(rows).T.sort_values(\"log2FC\")\n", "\n", "\n", "counted = count_test(by_compartment.index[keep], home, props, library)\n", "counted.round(3)" ] }, { "cell_type": "code", "execution_count": 7, "id": "e9ef035c", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:12:19.339728Z", "iopub.status.busy": "2026-07-12T06:12:19.339412Z", "iopub.status.idle": "2026-07-12T06:12:19.855488Z", "shell.execute_reply": "2026-07-12T06:12:19.854134Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "significant cell types: 5 of 20\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import to_rgba\n", "\n", "sig = counted[\"p\"] < 0.05\n", "# solid = significant, faded = not; red = enriched in Old, blue = depleted\n", "bar_colors = [to_rgba(\"#C44E52\" if f > 0 else \"#4C72B0\", 1.0 if s else 0.35)\n", " for f, s in zip(counted[\"log2FC\"], sig)]\n", "\n", "fig, ax = plt.subplots(figsize=(6, 7))\n", "ax.barh(counted.index, counted[\"log2FC\"], color=bar_colors)\n", "for y, (ct, row) in enumerate(counted.iterrows()):\n", " if sig[ct]:\n", " ax.text(row[\"log2FC\"] + np.sign(row[\"log2FC\"]) * 0.15, y, \"*\",\n", " va=\"center\", ha=\"center\", fontsize=13)\n", "ax.axvline(0, color=\"k\", lw=1)\n", "ax.set(xlabel=f\"log2 fold change in proportion ({CONDITIONS[1]} / {CONDITIONS[0]})\",\n", " title=\"Per-cluster cell counting\\n(* = p < 0.05, Welch t-test, n = 3 vs 3)\")\n", "plt.tight_layout()\n", "\n", "print(f\"significant cell types: {int(sig.sum())} of {len(counted)}\")" ] }, { "cell_type": "markdown", "id": "1d77dc00", "metadata": {}, "source": [ "The classic aging phenotype falls straight out: **HSCs expand** sharply in old marrow\n", "(log2FC +5.0) and **memory B cells** rise, while the **naive lymphoid compartment shrinks**\n", "(mature naive B cells, CLPs) — as do erythroid progenitors.\n", "\n", "Now read the `p` column, because that is where the count starts costing you:\n", "\n", "- Only 5 of 20 cell types clear `p < 0.05`, **and the largest effect in the table is not one\n", " of them.** Naive CD8 T cells fall from 5.0% of the mature compartment to 0.05% — a ~90-fold\n", " depletion — at `p = 0.08`, and CD8 TEM cells rise ~25-fold at `p = 0.07`. (The second-largest\n", " effect, HSC, does clear it, at `p = 0.02`.) A per-cluster proportion crushes every cell into a\n", " single number per animal, so with three mice per condition even enormous effects can miss.\n", "- **The answer is only as good as the annotation.** Change the clustering resolution and\n", " you change the result — as we are about to demonstrate.\n", "- **It says nothing about *where inside* a cluster the change happened.**\n", "\n", "## 2. Differential abundance without clusters\n", "\n", "`kompot.da` never sees the labels. It estimates the cell-state density of each condition\n", "over `DM_EigenVectors` and scores **every cell**.\n", "See [kompot.da](https://kompot.readthedocs.io/en/latest/simplified.html#kompot.da)." ] }, { "cell_type": "code", "execution_count": 8, "id": "8694a8f8", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:12:19.858188Z", "iopub.status.busy": "2026-07-12T06:12:19.857728Z", "iopub.status.idle": "2026-07-12T06:14:03.727934Z", "shell.execute_reply": "2026-07-12T06:14:03.726408Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:12:20,388] [INFO ] Condition 1 (Young): 2,917 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:12:20,390] [INFO ] Condition 2 (Old): 3,116 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:12:20,399] [INFO ] Fitting density estimator for condition 1...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:13:17,059] [INFO ] Fitting density estimator for condition 2...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:03,696] [INFO ] This run will have `run_id=0`.\n" ] } ], "source": [ "da_results = kompot.da(\n", " adata,\n", " groupby=GROUPING_COLUMN,\n", " condition1=CONDITIONS[0],\n", " condition2=CONDITIONS[1],\n", " obsm_key=DIMENSIONALITY_REDUCTION,\n", ")" ] }, { "cell_type": "markdown", "id": "c44e7042", "metadata": {}, "source": [ "Per-cell results land in `adata.obs`:\n", "\n", "- `kompot_da_Young_to_Old_lfc` — log fold change (positive = enriched in Old)\n", "- `kompot_da_Young_to_Old_lfc_direction` — up / down / unchanged" ] }, { "cell_type": "code", "execution_count": 9, "id": "64804a5d", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:14:03.731021Z", "iopub.status.busy": "2026-07-12T06:14:03.730486Z", "iopub.status.idle": "2026-07-12T06:14:04.050205Z", "shell.execute_reply": "2026-07-12T06:14:04.049141Z" } }, "outputs": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c1, c2 = CONDITIONS\n", "direction = f\"kompot_da_{c1}_to_{c2}_lfc_direction\"\n", "lfc = f\"kompot_da_{c1}_to_{c2}_lfc\"\n", "\n", "sc.pl.embedding(\n", " adata, \"umap\",\n", " color=[direction, lfc],\n", " color_map=\"RdBu_r\", vcenter=0, frameon=False,\n", ")" ] }, { "cell_type": "markdown", "id": "71e26faf", "metadata": {}, "source": [ "### Volcano plot\n", "\n", "Effect size vs. significance, one point per cell ([volcano_da](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.volcano_da)):" ] }, { "cell_type": "code", "execution_count": 10, "id": "290100f1", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:14:04.053086Z", "iopub.status.busy": "2026-07-12T06:14:04.052837Z", "iopub.status.idle": "2026-07-12T06:14:05.070671Z", "shell.execute_reply": "2026-07-12T06:14:05.068835Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:04,055] [INFO ] Found DA run info for run_id=-1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:04,056] [INFO ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:04,056] [INFO ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:04,057] [INFO ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp'}\n" ] }, { "data": { "image/png": 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r2bMnlJWVERsbK7ZVxr28qniPUBUVFdSrVw8eHh5iNXNJFBEHEREREREREVFZMBFIREQ1RnEirqLJsNIkJCQAANatW1eu8xwdHWXakpOTUVhYiKdPn2LhwoUlnpuWlibTZmNjI9Omq6sL4MXygRU1efJkMbnUqVMnmJubQ11dHcCLZExRUVGF53748CECAwNhaGiIbdu2SfpiYmIAvFheUl4iUN7H0tzcHFpaWkhJSalwTMXK8jxTU1MhCEKJn1fy2iv6PMsST0pKCoqKiuDk5CSTBHzZm3yeyaOjo4NBgwZh8+bN+Oeff/DOO++Iy4J+8MEH4rjij0ujRo1k5jA1NYWenh6Sk5NLvVZSUhIAoHHjxqWOu3r1KqZPnw4VFRX07t0bTk5O0NXVhbKyMs6dO4eAgAC5z1rec1ZXV4eamprkdVQZ9/Kq+fPnix/TslJEHEREREREREREZcFEIBER1QgZGRlYv349AKBz586VPr+RkRGAFwkeU1NTuWO0tbVl2l7ef7CYgYEBlJSUYGdnJ+5zJk/Hjh0rGG35HT16FI0bN0ZISIhkn7KYmBgsXrz4jebevHkzBEFAampqiXNdunQJYWFhcHFxkbTL2+8xLi4OOTk54scE+O/ZZ2ZmyoyPjIx8k/BhaGgIJSWlEveelNeuyOdpZGQEZWVl3L9/v9Rxivg8Gzt2LDZv3gx/f3906NABe/fuhbW1Nbp27SqJD3iRAC6uTiyWmJiIjIwMuQnylxVXgd67dw+tWrUqcdzRo0chCAI2bdokU3n7cnKyoirjXipDTYmDiIiIiIiIiOoeJgKJiKjaPX78GGPGjEFMTAycnJzQu3fvSr9Gly5dsHHjRhQUFOCLL76AsrKypP/Zs2eIiooq01w6Ojpo27Ytrl+/jp49e6Jt27YyY86ePSvzB//yKE4+laVKSBAEKCkpQVNTE2pqamJ7QUEB5s2bV+EYiufesmULgBfLfMpbtvXixYv4559/sHnzZqxcuVLS9/3332PkyJFiYqioqAgLFiwAALRr104cZ2trCwA4fPiwZNnIf//9F0eOHHmje9DV1UWzZs1w/fp17N27F++++67Yd+bMGRw/flwyXpHPE3iR9PT09MSFCxewYsUKfPbZZ5L+a9euoXHjxgr5POvQoQMaNWqEAwcOwMPDA9nZ2fjkk08krwdvb298//33WLZsGbp37y5+zIuKisRYX/7YydO5c2d89913WLhwIXx9fVG/fn2xLzs7G2FhYWjVqpVYEamnpyc5/99//8WuXbvKfF8lqYx7qQwViUNTU5NVgkRERERERET0xpgIJCKiKlNUVIQvv/wSAFBYWIiUlBTcvHkTwcHBKCwshL6+Pnbt2gUVFZVKv/aQIUPwv//9D7///jv++ecfdOnSBebm5khJScGDBw9w7tw5zJw587V7fRVbsWIFunbtivbt26NDhw5wdXWFjo4OIiMjceXKFdy/fx9RUVEyCY6ycnBwAAAsWrQId+7cga6uLszMzDB58mSZsUpKSmjbti0CAgLg4eGBLl26IDMzEydPnkRycvIbPc/Tp0/jyZMnaN26NVavXi13zMOHD+Ho6IitW7di+fLlkutlZWXBxcUF/fr1g76+Ps6ePYtr165BR0cHkyZNEsf17NkTampqWLx4MW7cuAEnJydERERg//79MDExwbNnzyp8DwAwa9YsjBkzBoMGDUKfPn3g7OyMhw8fYv/+/TA2NhaXjgUU+zyLLVmyBD169MD8+fOxa9cueHt7Q0NDAyEhITh79ixiY2Oho6NT6Z9nSkpKGDt2LL744gsxITt27FjJmP79+8PFxQUhISFwcXFBnz59oKWlhbNnzyIkJAQ6OjqYPn16qdfp1asX2rVrh6CgIDg4OKBv376ws7NDTEwMTp48iUGDBqFVq1bw8vIC8GKvyUGDBsHCwgL37t3DwYMHYWJigpycnPI/3Eq+l8pQkTgcHBxw9uxZDBkyBI0bN4aKigqGDRsGZ2dnhcdLRERERERERLWIQEREVAWsrKwEAHL/qampCUOGDBEeP34s91wdHR2hY8eOkrb+/fsLAIScnBxJ+9GjRwUAwvfffy8zT0JCgtC3b1+5MVhZWQl//fWXODYnJ0cAIPTv37/Eezp06JBQv359mbmUlJQEX19fIS0tTRy7atUqAYBw4sQJmXmK+wICAsS2wsJCoW3btpJ5mzZtKgiCIGzatEkAIOzevVscf+vWLZlYDAwMhJMnTwoaGhoyz0/eHPKMHDlSACBs3ry51HHvvPOOAEA4dOiQ5J42b94sNG7cWBKXvr6+cPjwYZk5lixZIvMsJ0+eLEyfPl0AIDx48KDCz1MQBGHu3LmCkpKSZP4hQ4YIM2bMEAAIYWFhFX6eFYlnx44dgpGRkcw9t2rVSsjIyBDHlefzrCyePHkiPod27drJHRMRESE0a9ZM5pqmpqbC8ePHZcZbWVkJbm5ukraEhAShZ8+eMnNoa2tLPp8mTpwoM2bQoEHCokWLBABCYGCgZF55z//lvi5durzRvZSkadOmAgDJx6Yk8p5HeePYu3evoKKiIhm7b9++MsdLRERERERERCQIgsCKQCIiqhIzZ85Eenq6eKyhoQFDQ0M4OjqidevWMDQ0LPHc+fPnw9LSUtI2bNgwuLu7y+zh5+DggEWLFsldRtHExAR///037t69i8DAQCQkJMDU1BSOjo7w8fGRVHqpqqpi0aJFpVbf9O7dG48fP0ZAQABCQ0NRUFAAW1tbtGnTBvb29pKx3t7eWLRoERo1aiQzT3FfgwYNxDZlZWWcPXsWR44cwd27d5GbmwszMzMAgLu7OxYtWoQmTZqI411dXREWFobDhw8jMjISlpaW6NOnD+rVq4fPP/8c1tbWkmvKm0MeNzc3ODo6YujQoaWOW7p0Kdq0aSMuMVl8Tz4+Phg6dCgOHjyI8PBwmJubo2/fvnL3aVy4cCH69OmDgIAACIIAHx8feHh44NixYzA0NES9evUq/DwB4Ouvv8aoUaNw8uRJ5Ofno02bNujYsSOOHz8OfX19mJiYVPh5ViSe4cOHo2/fvjh+/DgePHgAHR0duLm5wcfHRzKuPJ9nZWFra4sff/wR8fHxJe7H2ahRI4SEhCAgIAAhISHIz8+Hg4MDevXqBR0dHZnxM2fOlNlj08TEBEePHsWNGzdw/vx5ZGRkoEGDBujSpYvk4//LL79gzJgxuHz5MgoLC9G2bVt4eXnh3LlzYrwvk/f8X+57dXx576UkkydPRnx8PNTV1V87Vt7zKG8cAwcORGhoKE6ePImkpCQUFRWxGpCIiIiIiIiIyk1JEAShuoMgIiIiIiIiIiIiIiIiosqlXN0BEBEREREREREREREREVHlYyKQiIiIiIiIiIiIiIiIqBZiIpCIiIiIiIiIiIiIiIioFmIikIiIiIiIiIiIiIiIiKgWYiKQiIiIiIiIiIiIiIiIqBZiIpCIiIiIiIiIiIiIiIioFqpTiUBBEJCeng5BEKo7FCIiIiIiIiIiIiIiIiKFqlOJwIyMDBgYGCAjI6O6QyGSq6ioCM+ePUNRUVF1h0JEVCsVFhbiwIED2LJlC/Lz86s7HCKiWos/1xIREREREdUMdSoRSERERERERERERERERFRXMBFIREREREREREREREREVAupVncAL7t//z6uXLkCbW1teHl5wdzcXGZMXFwcTp8+DUEQ4Ovri/r161dDpEREREREREREREREREQ1W42oCHz+/Dn69++Pd999F0ePHsVPP/2ERo0a4bfffpOMO3bsGBwcHLBhwwb4+/vDwcEBf//9dzVFTURERERERERERERERFRz1YiKwMLCQnz88cfo2rWr2Pb111/jk08+wQcffAB1dXXk5uZi7NixmDx5MlauXAkAWLBgAcaNG4fIyEhoa2tXV/hERERERERERERERERENU6NqAjU0tKSJAEBoH79+hAEAUVFRQCAM2fOIC4uDlOmTBHHTJ06FcnJyThx4kSVxktERERERERERERERERU09WIisBiZ8+exZ07dxAZGYndu3fjt99+g6amJgAgNDQUOjo6sLW1FcfXr18fhoaGCA0NRf/+/WXmy8vLQ15ennicnp4OACgqKhITjEQ1SVFRkSQBTkRElav462zx11p+vSUiUgz+XEu1gbJyjXjvNBERERHRG6lRicCoqChcv34dDx48AADo6uqKfenp6TA0NJQ5x8jISEzwvWrFihVYvHixTHtCQgJyc3MrJ2iiSlRUVIS0tDQIgsBfOomIFKCwsBCpqanIzs5GfHw81NTUqjskIqJaiT/XUm1gYWFR3SEQEREREb2xGpUIfP/99/H+++8DANatW4cRI0bgwYMHsLW1hZaWFjIyMmTOSU9PL3F/wM8++wwzZ86UjLWxsYGpqSn09fUVcxNEb6CoqAhKSkowNTXlH0yIiBSgsLAQhoaGUFJSgpmZGROBREQKwp9riYiIiIiIaoYalQh82cCBA/Hhhx/i+vXrsLW1haOjI9LT05GcnIx69eoBANLS0pCcnAwHBwe5c2hoaEBDQ0OmXVlZmb+MUo2lpKTEz1EiIgURBAFKSkr8WktEVAX4tZaIiIiIiKj61YjfyKKjo/H8+XNJ2/nz5wEA9vb2AIAuXbpAW1sbO3bsEMf88ccfUFNTQ7du3aouWCIiIiIiIiIiIiIiIqK3QI2oCLx//z569+6N7t27w8rKCvfu3cPWrVsxY8YMuLq6AgAMDQ2xcuVKzJkzB48fP4aKigrWrl2LZcuWwdTUtJrvgIiIiIiIiIiIiOjt8tNPP6GwsBDTpk0rccyGDRuQlJSETz/9tFLnfVt99NFHGD58ODp16iT3mIiopqkRFYGdO3fG0aNHYW1tjcjISDRs2BDBwcFYvXq1ZNzUqVNx4sQJKCsro6ioCEeOHMGsWbOqKWoiIiIiIiIiIiKit9e///6Ly5cvlzrm+vXrCA4OrvR531aHDx/G48ePSzyeMGECAgMDqz4wIqIS1IiKQACwtLTE9OnTXzuuffv2aN++fRVERERERERERERERFS3jR8/Hjk5OdUdxlvj4MGD6NixI3x8fKo7FCIiADUoEUhEREREREREREREVe/06dM4ePAgMjMz0bdvX/Tr10/su3r1KpKSkuDl5SW2BQYGYuvWrVBVVYWvry+eP3+Ox48fY8GCBWWet3j5UGdnZ+zZswcaGhpYu3atOP+ff/6JjIwMNG3aFBMnToSenp54bnh4ODZs2ICYmBg0btwYH374YZm3jwoKCsLu3buRmpqKDh06YOzYsVBW/m/hvNdduzQzZ85Eamoq1qxZg/3790NLSwutW7dGQUGBzMp2c+fOhaurK0aNGoUxY8Zg/PjxuHnzJq5duwYDAwNMnToVjRo1kpzzJrERUd1VI5YGJSIiIiIiIiIiIqKqd/ToUSxevBhNmzaFjY0NhgwZgj179oj9ry4Nevz4cXTu3Bmamppo1aoV1q5di2nTpsksh/m6ef/9918sXrwYX375JTw8PNC7d28AwJo1azBkyBBYWlrC19cXwcHBaNmyJTIzMwEAUVFRaN26NVJTU9G9e3fk5+ejc+fOZbrX1atXo0uXLlBVVUXHjh0RFBSEefPmif2vu/br9OrVC1paWvDy8sKwYcPw3nvvwdraGosXL0ZWVpY47vHjx1i1ahUcHR0BAAcOHMCAAQMQFBSEdu3a4eHDh/Dw8EBMTEylxUZEdRcrAomIiIiIiIiIiIjqKB0dHRw/fhwaGhoAgCdPnmD79u0YNGiQ3PELFizAhAkTsGbNGgDA+++/j4YNG1ZoXhUVFZw4cQI6OjoAgGfPnmHOnDkICgpC69atAQCjR49Gq1at8Ouvv2L27NkICgqCgYEBfvnlF3GeqVOnvvY+Y2JiMHfuXGzYsAGjR48GAHzwwQdISkoq87Vfp1u3btDQ0ECbNm3E+8zPz4eWlhZ2796NsWPHAgA2bdoEZ2dntG3bVjy3VatW2LFjhxhXmzZtsGLFCvz444+VEhsR1V1MBBIRERERERERERHVUZ6enmKyDgDs7e1x69YtuWOfP3+Oa9euYenSpWKbhoYGunfvjmfPnpV73rZt24pJQODFUqIFBQX49ttvAQCCIEAQBCQnJ4vnurm54enTp/j8888xbNgwNG3aFCYmJq+9z4CAAADAiBEjJO3GxsZlvnZFqKmpYcyYMdi4cSPGjh0LQRDg7+8vk7zs37+/+P9KSkoYMGAA/vrrL4XGRkR1AxOBRERERERERERERHXUy8k6AFBWVkZRUZHcsampqSgqKoKhoaGk3dDQUCYRWJZ59fX1ZebX0tKSqUYcMmQIrK2tAQAuLi44c+YMfvnlF/To0QOFhYWYOnUqPv/881LvMy0tDfr6+lBVlf8n8bJcu6LGjx+Pb7/9Fg8ePMDjx48RExODUaNGScbIe6bJyckKj42Iaj8mAomIiIiIiIiIiIjotUxNTaGpqYlHjx7B09NTbH/8+HGlzG9jY4OsrCx4enrCxsamxHHe3t7w9vYG8KLSr1u3bvDw8ED37t1LPMfOzg7JyclITEyUW0FY1mu/jpKSkkybk5MTfHx8sGnTJjx69Ah9+vSBubm5ZMyjR48kxw8fPoStrW2lxkZEdZNydQdARERERERERERERDWfkpISBg0ahLVr1yI3NxcAEBoaiqNHj1bK/N26dYONjQ1mzJiBvLw8sf3atWu4fPkyACAwMBChoaFiX8uWLaGhoYHs7OxS5+7atSusrKwwb948FBYWAgCys7Nx7NixMl+7LExMTJCQkCDTPn78eGzatAn79+/HuHHjZPo3bNiAxMREAC/2M9y6dSuGDRtWqbERUd3ERCARERERERERERERlcny5csRFxcHZ2dndOvWDb169ULLli2hoqLyxnNramri4MGDuHXrFho1aoRevXrB1dUVEydOhJ6eHgBAR0cHI0eOhLu7O/r27QtnZ2d06dIF77zzzmvn3r9/P06cOAFHR0f06NEDTZs2RXp6epmvXRYjRozA4sWL0b9/f8nyn4MGDUJubi4MDQ3Rq1cvmfMaN24MNzc3dO/eHc2bN0fLli0xYcKESo2NiOomJUEQhOoOoqqkp6fDwMBAXA+aqKYpKipCfHw8zMzMoKzMPD0RUWUrLCzEoUOHkJaWhuHDh0NNTa26QyIiqpX4cy0REdHb4cqVKxAEAW3atBHb7t27h5iYGHTu3BkAEBISgpycHHh5eYlj8vLycP78eaipqcHNzQ0TJ06EpqYmNm3aVOZ55Y0pVlhYiGvXriEuLg729vZwdnaWLLlZVFSEW7duISYmBvb29mjcuHGZ7zk/Px+XLl1CVlYWWrduDWNj43Jd+8iRI2jatCns7OzkHgPAnTt3EB4ejqKiIgwYMEBsd3NzQ8+ePbFy5UrJNQ0NDbF+/Xq0b98eN2/ehIGBATw8PGSWGX1dbERE8jARSFSD8A8mRESKxUQgEVHV4M+1REREtVd0dDRSU1Ph6uoK4EXSq02bNli3bh1GjBhRzdHVXBcuXICPjw/u37+PRo0aSfqKE4GDBg2qpuiIqDZTre4AiIiIiIiIiIiIiOjtoKWlhQEDBkBdXR0aGhq4dOkSxowZI+5nV12CgoLw/fffy+3T0dGBv79/FUf0QmpqKsaNG4fz589jypQpMklAIiJFYyKQqI4KjovEg4wUOOoZwdvctrrDISIiIiIiIiKit4CxsTEuXbqEkJAQJCUlwdnZGba21f+3JTs7uxKTkerq6lUczX+0tLQwcuRIzJ49G97e3nLHbNmyBa1atariyIiormAikKgOmh8SAP+kh+LxmKeNsNzdtxojIiIiIiIiIiKit4WKikqNS1xZW1vXyKU1NTQ08N5775U6pl+/flUUDRHVRdysgaiOCY6LlCQBAcA/6SGC4yKrKSIiIiIiIiIiIiIiIlIEJgKJ6pgHGSnlaiciIiIiIiIiIiIiorcTE4FEdYyjnlG52omIiIiIiIiIiIiI6O3ERCBRHeNtbosxxo0kbWONG8HbvPo3dSYiIiIiIiIiIiIiosqjWt0BEFHVW+7uiz5x9niQkSJWAvqH34CjnhETgkREREREREREREREtQQrAonqKG9zW4xxcMOhpxEYfPsE5j+58uK/IQHVHRoRERERERHRW00QBKxfvx5Pnz6tknlDQ0Oxbds27Nq1Czk5OVi/fj1SUlIq9dpERETV7eLFizh+/Hh1h6Ewr95fZd0vKwKJ6rDguEj4Jz2UtPknPUSfOHtWBhIREREREVGN5u/vj6KiIowePRoqKipi+8WLF5GYmIg+ffpUW2yFhYWYMGECAgICUL9+fYXO+8cff2DSpEno27cvrKys0LFjR0yYMAFt27aFkZFRpV27LLFt2rQJffv2hbm5eZVdl2qu6OhoHDt2DAYGBhg8eLCkLy8vD1u3bgUAjB49Gurq6uL4kSNHQktLSxx7+fJl3Lx5E3369EFBQQGOHTsGAFBSUoKZmRlatGgBa2vrqrsxIgVJTk7G3r17oa6ujtGjR0v6BEHA5s2bUVhYiMGDB8PAwKBMc8bGxuLIkSMYP368IkIuk2vXruHatWvw8PBA8+bNxfbs7Gzs2LED/fv3h6mpaZnm2rlzJ8LDw9G9e3dFhSvGW0xfXx9NmzZF06ZNFXbNYq/eX2XdLxOBRHXY9xHX5LZviQxlIpCIiIjoDSWGxyIrPhU6ZoYwcbDE48DbyIpOhoq2OrRM9aFjZojYC/eQF5sOJXVlaJjpQV1fCxqGOlBSUYZQWIS81CwAgLGLDQBI5iMiquumTJmCrKwsFBUVwc/PT2zfuXMnrly5Uq2JQGVlZfj5+VVqErCkef39/TFp0iSsWLECAJCeng4/Pz/Uq1evUq/9Ovn5+ZgwYQICAwOZCCQAwO3btzFhwgSoqKigdevWaNiwodi3d+9efPjhhxAEAYMGDYK6uro4vk+fPmIicO/evRgxYgQWLFgACwsLHDt2DBMmTMCIESOgpaWFx48fIzAwECtWrMDMmTOr61aJKkVkZCQmTJgAJSUlNG7cGJ6enmLfmTNn4OfnB0EQ0L59+zInAu/cuYMJEyZUayLw77//xuLFi9G0aVPcvHkTysovFqpMTk7GhAkT4OrqWuZEoJeXF+zt7RUZLv7++2989913GDp0KAAgJSUFx48fx4ABA7BlyxYoKSkp9PqKwEQgUR0VHBeJ4JwkuX0H02MRHvgnTvoMqeKoiIiIiGqHu/suICMkRjx+pKoEFAjiccYr44VsIDc1D7klzJd+JUpynOhuBeeBXpUULRHR28vJyQmLFi0SkwIliYqKwvnz56GqqooOHTpIElXPnz/Hli1bMGDAAMTHx+PWrVuwsLBAhw4dXvvHvufPn+PMmTNITk5Gs2bNxGoBJSUltG3bFvr6+pLxt2/fxo0bN9CgQQN4enpi27Zt6Nq1K6ytrcsUx6vzrl+/Hnfv3oWOjg7Wr18vXqdt27YyzyM1NRXnzp3D8+fP4ePjI3kG27ZtQ25uLpSVlWFjYwMvLy/o6uqW6xlt27YNAHDo0CHcvXsX9erVw7vvvlvq86O6oVOnTti0aROWLFkitq1fvx5dunTByZMnSzxv/fr1mDx5MtasWYOJEydK+r777jtYWFgAAFauXIlPP/0UQ4cOhZWVlWJugqgKde7cGRs2bJAkAuW9ZtLS0rB7924AgLq6Ouzt7eHl5SVJtB09elQ8HwBcXFxgZmaGK1euYPjw4eJcCQkJOHDgAMaOHQtVVVVERUXh1KlTGDVqFM6cOYOoqCj069dPfJPJxYsXER4eDmtra3h7e0NdXb3Ue7KwsEBUVBT8/f3xwQcfyB1z8+ZNXL58GQBgYGCA5s2bo3HjxpIxdnZ2YrX7/fv3cfHiRZnqybCwMFy5cgWjRo0S28obr7GxseT7akBAADp37oxp06ahTZs2pZ57+fJl3L9/Hw4ODmjbtq1Mf3ljqQzcI5CojnqQUfpeAWHPM7D+vvyKQSIiIiJ6ITE8Fk+C7yAxPFbS9nISEIAkCVgZMkJiJNckIqqrpkyZAkEQ8MMPP5Q45pdffoGTkxO2bt2KX3/9FQ0bNsSePXvE/uzsbEyYMAHDhg3DiBEjsH//fgwePBiDBg0q9drPnj2Ds7MzPvvsMxw8eBAjR47EpEmTAPy3hOe9e/fE8StWrEDr1q2xc+dOfPbZZ+jUqRMmTJiA27dvlzmOV+e9ePEisrKyEBUVhYsXL+LixYsICAjAhAkTEBPz3/eivXv3wtbWFsuXL8euXbvQvn17cXlFALh69SouXryIwMBAzJ8/Hy4uLggNDS3XM7p69SqAF/sVXrx4ETdu3Cj1+VHd4efnh82bN6OoqAgA8PDhQwQHB+P9998v8ZyVK1di6tSp2LZtm0wS8FW9evVCYWEhwsLCKjVuouri5+eHXbt2ITs7G8CLirR9+/Zh3LhxknE5OTni1/7jx49j1KhR8Pb2RlbWi1VFsrKyxNdF8bhHjx4hKCgIc+bMkcwVERGBCRMmIDf3xVsTb9y4gQkTJsDX1xdLly7F+fPnkZWVhbS0NHTq1AmjRo3CkSNHMGvWLLi7u+PJkyel3pOBgQE+/fRTfPHFF8jJyZE7JiYmRoxz586daNOmDRYsWCAZs3PnTqxZswYAoKKigjFjxiAkJEQy5ssvv8S+ffsAoMLxvsrMzAzAizfGlCQ1NRW+vr7o27cv9u/fjxkzZkjeEFNZsVQEKwKJ6ihHvdfvExCSnlAFkRARERG9nV6t+kt0t4JJMzvEnL1TJdfPik/lEqFEVONkZ2cjLy8PGhoa0NbWVvj1tLW18eWXX2LOnDmYMGECjI2NJf2RkZGYOXMmfvvtN7FiYMWKFZg4cSK6du0KQ0NDcayFhQVOnDgBJSUl3L17Fy4uLrh+/TpatGgh99o7d+6EgYEBrly5IlbFHT9+XO7Yx48fY9GiRfjjjz/w3nvvAQDmzJmDoKAgmbHliWP9+vUICQnBu+++i3nz5gF4kaDcsWOHOCYqKgojR47EV199hdmzZwMAMjMzJYm+77//XjLv5MmTMXfuXBw6dKjMsX3//ff49ddfMXfuXLRv317uc6Dqdz85HTGZ2bDS1YZTPf3Xn1AJevTogU8//RQnTpxAjx49sGHDBvTr10/m9Vps3rx5+Ouvv3Dw4EF069bttfMXfy5zn0BShGtp8XiYnYZG2gZoaWBWJdds0aIF7O3tsXv3bowZMwbbtm1DmzZt4OjoKBlnYWEhqVrLz8+Hl5cX1q5di3nz5sHGxgYzZ87E0aNHJeM2b95cpjgKCgrQp08ffPrpp2Lb+PHjoa+vj1OnTon7844ePRozZ87EX3/9Vep8M2bMwE8//YQ1a9Zg7ty5Mv29evVCr169xON79+6hefPmeP/99+Hi4iIz3t7eHm3btsX27dvh7u4OAMjIyMDBgwfFKvVZs2ZVKN7MzEzxmaWmpmLLli0YMmQIvL29Szznk08+QXx8PMLCwsTKyZcrOCsaS2VgIpCojvI2t8WYp43gn/SwxDFH0mLgH34DjnpG3DOQiIiI6CXyqv4yQmJkKwEVSCgsqrJrERGVxbNnz5CYmCgem5iYiEv3KdK4ceOwevVqLFu2DKtXr5b0HT58GPr6+pLlwT755BN88cUXOHPmDAYMGCC2jx07VkzoOTs7w8jICOHh4SUmAvX19REXF4fQ0FC4uroCALp37y537OHDh2FmZiYmAQFg2rRp+Pbbb2XGljeO19m7dy90dHQwY8YMsU1XV1ey5BwAXLt2DQ8ePEBGRgaUlZXFCj9FxkZVy/92BPY9+G+58YGONhjjqti9toAXe1uOHTsWGzduRNeuXeHv74+NGzeWWFmzY8cO9OrVC126dClxzh07dkBfXx9PnjzBjz/+iCFDhsDZ2VlRt0B11LIHl/Fz5C3xeLJtMyxw9KiSa/v5+WHjxo0YM2YMNmzYUOIemAUFBQgKCkJUVBRyc3NhYmIi9+t3RX344YeSa+3cuRNjxozB1q1bIQgCBEGArq6uuARpabS1tbFo0SLMmzcPEyZMkDsmMTERly9fRlxcHAoLC2FoaIhr167JTQQCwMiRI/H1119j5cqVUFZWxt69e6GhoYHevXu/Ubx5eXm4ePEigBfJxczMTNjY2KCwsBCqqrJptfz8fPz5559Yu3atZI/erl27Vsqze1NMBBLVYcvdfdEnzh7H4x5jXcIDmf48CJj/5AoAYMzTRlju7lvVIRIRERFVm8TwWDy7/ACFOc+hYaIHLVN96JgZwsTBElnxqdUdHvJSs6o7BCIiUXZ2tiQJCLz4Y56+vr7CKwNVVFSwfPlyDB8+HNOnT5f0RUVFwdbWVrLXn5aWFszNzREZGSkZ+3J1IPBiv6W8vDwAwJkzZxAeHi72jR07FqNGjUJISAjat28PExMTdOvWDdOmTZP7x8ro6GjY2NhI2qytrcV9nMoaR0VER0ejQYMGYvXBq/Ly8tC7d2/cvn0b3t7eMDQ0RGxsrMzHUxGxUdW5n5wuSQICwL4HUfCyNK2SysAPPvgATZs2xbZt26CsrIyuXbviyJEjcsdu374d48aNwwcffIBNmzbJfZ1cvXoV2traMDExwaZNm9C/f39F3wLVMdfS4iVJQAD4OfIWepk1qJLKwBEjRmDOnDn4448/8OjRIwwaNAh37khXHnn8+DF8fX2hqamJ5s2bQ09PD3FxcZX2dVlDQ0PydT85ORlZWVmIjIyUuUZZX4N+fn74/vvvsWzZMskbVADgjz/+wEcffQR3d3fY2dlBQ0MD+fn5cr8fFRs2bBhmzJiBs2fPwtfXF9u3b8fgwYOhoaGB+Pj4Csf76h6B8fHxaNy4MaysrGTiBl48m5ycHNjby39zRWU8uzfBRCBRHedtbvva/QIBwD/pIfrE2bMykIiIiOqEV5f9fB6Zhoz///9EdyvkxGfIP5GIqI4q6Y+OeXl5VbJE6MCBA9GqVSt8/vnnkuUGzczMZP6AKAgCkpOTYW5uXub5IyIixMoAABg1ahQ0NDSwZs0arF69GtevX8cvv/wCT09PhIeHS6oBAMDU1BTJycmStpSUFHHPNEWqV68e4uPjS+zfu3cvbt26hfDwcOjp6QEAtmzZIlnOjN5+MZnZJbZXRSKwUaNG8PLywpQpUzBr1iy5yb1iPj4++Oeff8S9//z9/WUS2d99912VVBxT3fUwO63E9qpIBBoZGWHAgAGYMGECRo4cKfd76apVq+Do6ChZlvrDDz/E/fv3S51bRUVF5vtPSfv2vUxPTw8qKioYMmSIpNK+PFRVVbF8+XKMGDFCsn8eAMyePRsrVqzAlClTxLa///4bglDyfusmJibo3r07tm3bBhcXF5w+fRqnT5+utHiLmZmZoVmzZjh79qzcRKC+vj5UVFRK/H5bmbFURMlfcYmozijLfoEAcDzusWIDISIiIqoB5C37+bKMkBgUxKZXYUTyGbvYvH4QEVEV0dDQKFe7IqxcuRI7duxASEiI2NahQwc8efIEly5dEtv27duHwsJCtG3btsxz+/n5Yf369eI/DQ0NPHz4EIIgQFVVFW3atMGqVauQkZGBiIgImfN9fHzw4MED3Lx5U2xT9H5AxXr27ImoqCiZ/QtjYl58r0tMTISRkZGYBARe7H9YXhoaGlBXVy/TH5Op6lnpyk/Il9SuCAsWLMCwYcPg5+f32rHe3t44fvw4Dh06hPfffx+FhYVVECHRfxppG5SrXRFmzpyJYcOGYerUqXL7ExMTJdXmGRkZMnu7Fn9tf/lrs7W1NeLj4yVvUDlx4sRr49HS0oKvry9+/vlnmdekvO99JXn33XfRokULLFy4UGwrfpOOre1/RSinTp1CQkLCa+d7//338ddff2HTpk2wtraGj49PpcYLAM+fP8fDhw9hZWUlt19LSwudOnXCxo0bJYnL6OjoSo+lIlgRSERl2i8QANYlPMDzkEIuEUpERES1QmJ4LLLiU8XlPotFn7ldjVGVjV4LK0nMRETVrXiJvlf3CKyKasBi7du3R+/evXHw4EG0a9cOANCyZUt8+OGH6NOnD6ZNm4a8vDz88MMPmD9/Puzs7N7oeocPH8bmzZvRu3dvmJqaYu/evWjatKnc/fLatGmDIUOGoFevXpgyZQrS0tKwa9cuKCsrS5YtVYQWLVrgs88+w4ABA/DRRx/B2toax44dw9ChQzF+/Hj07t0b8+bNw8iRI+Hh4YGjR4/i2rVr5b6OkpISPDw88PXXX+Phw4cwNTWVqfag6uNUTx8DHW0ky4O+62hTJdWAxbp06VLqvn+v8vT0xKlTp9CtWzcMHz4cO3bsUGB0RFItDcww2baZZHnQKXbNq6QasFjr1q0ly1O+asiQIRgxYgRMTExgYmICf39/FBQUSMa4uLhAX18f06ZNg4eHB5o0aYL27dvDwcEB/fr1w+DBg3H79m2ZN4uU5Oeff4avry/atm2LQYMG4fnz5zh9+jTc3Nzwv//9r8z39s0336BDhw7isZKSEgYNGoRp06bh/v37SEpKwrp16yRvUilJ//798eGHH+Krr77CJ598Ivm+WtF4MzMzxWefkZGBffv2ITc3F7NmzSrxnLVr16JTp07w9fVF3759ERMTg6CgIPHNSJX17CqCiUAiAvDffoFz7wbhYYH85SIALhFKREREtcOrS38mulvBeaAXbm4NQH5U9Vf7yaPf2gaaxnoyiUsioprCwsIC+vr6yMvLg4aGhsKTgGPHjoWzs7Ok7ZtvvoGZmRkcHR3Ftl9++QU9evTAmTNnoKKigr/++gvdu3cX+zU0NODn5wdTU1PJXCNHjoSDg0OJ1//444/RoUMH/P3334iIiMDw4cMxYsQIaGpqoqioCH5+fqhfv744ftu2bdi8eTNCQkLQoEEDnDhxAk5OTtDX1y9zHMrKyjLzDhgwAG5ubuKxtrY2/Pz8JMuTLl++HD179sThw4cRFxeH+fPnw9f3xZt8GzVqhKtXr2Lr1q148OABBg0ahGXLluH3338v9zPas2cPNm7ciOvXr8Pc3JyJwBpmjKs9vCxNEZOZDStdbYUnAW1sbODn51diZbCtra2kv3j8y187WrVqhVOnTuGnn37CkSNHYG9vLzOGSFEWOHqgl1kDPMxOQyNtA4UnAY2NjeHn5yezH2sxU1NTSf97772HI0eO4MiRI3j69ClWrFiBwsJCPHjwQDxHX18fgYGB2LVrF/79919oaWmhXbt2CA4Oxu+//47Hjx+jXbt2mDNnDr755huoqakBePH6/OCDD2RicHR0xJ07d7B9+3aEhobCxMQES5YsEavw5GnZsqVMFZyPjw+WLFmCJ0+ewMzsxXPduHEjNm3ahJs3b6JevXo4e/Ysdu3aBVdXV/E8Ly8vmX34tLW1sXz5cty4cQPjxo2rlHgHDBggLgmuo6ODIUOGYOTIkTAyKnllPRcXF9y5cwdbtmxBREQEnJycsHjx4nLF8ur9ybvfilASSltgtZZJT0+HgYEB0tLSxB+yiGqSoqIixMfHw8zMrNS10hVpfkjAaysDl9u1xhgHt1LHEBHVRIWFhTh06BDS0tIwfPhw8QdcIqpbEsNj8WhrsEy7qqV+jVjysySmXZ3RwMf19QNrgJrwcy0RUU0TFxcn2Zdwx44d8PPzQ0JCAnR1dasxMiIiIqrNWBFIRKLguMjXJgEBIL+I67ITERHR2ysrPlVue01OAgKAkgoTakREb7M1a9bg4cOH8PT0xKNHj7Bu3TosWrSISUAiIiJSKCYCiUh0Iu5xmcapKasoNhAiIiIiBRIKi6o7hArRMTOs7hCIiOgNLF26FH/99RcuXLiAevXq4eTJk/D29q7usIiIiKiWYyKQiERlXSd4W+w9Lg1KREREb60aX1mnoQLkSVdg0GthxX0BiYjeckpKShg0aBAGDRpU3aEQERFRHcJEIBGJups3wLqEB68ddyc/A36XD2ODR+8qiIqIiIioZInhsciKT4WOmWGpibKXx9XkikBVS320+Kg7EsNjkRQWBQAwdrFhEpCIiIiIiIgqhIlAIhJ5m9tizNNGZdon8FjGM6y/fw3jnVpWQWREREREsu7uu4CMkBjxONHdCs4DvSRjEsNjER1wG/nR/+3/p2atX/rEKkpAYVnXSig/ZUMNFKXmye2r18waAGDiYMnkHxEREREREb0xJgKJSGK5uy80bqrg9zJUBi6Kuo6H2WlY7u5bBZERERER/ScxPFaSBASAsEPhuHUnA07t7eHW0V4mUVjs5aSgXApMAgKAUFByRSL3ASQiIiIiIqLKxEQgEcnoZt6gTIlAAPBPeog+cfbwNrdVcFRERERE/yleNrPYiZNxCA5OBvAYwCV0Ge2E9g1USjxfzUof+TElJwRVTLVRmJBdOcG+QsjMV8i8RERERERERK9Sru4AiKjm8Ta3hZeWcZnHP8hIUWA0RERERFJ3911A+pX/EoHR0Tn/nwT8z6kt9xEdnVPiHIYultBvbQNNJxO5/YUJ2VDS16icgMshKz61yq9JREREREREtRcTgUQk10z7su/9t/TJNQVGQkRERPQfeUuCJiU/lzu2pHZlYy0knLyL9CtRyL2fCKjJ/7VISJe/j58icWlQIiIiIiKiqpGXl4fo6OgSj2sLLg1KRHJ5m9vCO8IYwTlJrx2bjSK4nNqMDa6duUQoERERVYrE8FhkxadCx8wQJg6WYru8ijnjeupy53i1XdlQE8atGyDh5F3pwPyS9+yrSnotrCT3SkREpYuNjYWBgQF0dHQk7WlpacjNzYW5ubnMOXl5eXj+/Dn09PRKnTs3NxeZmZkwMZFfOU5Er5eXl4eEhASoq6vDzMxMpr/4j+1WVlZQUlISxxfT0tKCsbHsilWvjnuZhYUFVFVVJWOUlJRgYmICDY2qX+2BqDzy8/MRFxcHFRUV1K9fX6b/6dOnKCwsFD/Pa4vi+y6moaEBExMTKCkpKfzaFy5cgK+vL/Lz86GqqipzXFuwIpCISjSjHFWB6SjE4NsnMD8kQIERERERUV1wd98FPNoajPh/7uDR1mDc3XdB7JNXMWdtrYUuo50kbe2868HaWkvSZty6AZRUatavQMrGWjDr0QQNR3nDeYBXdYdDRPRWcXJywqZNm2TaFy1ahC5dukjaTp48iRYtWsDAwAC2trZwcHDADz/8gOfPpdXjf//9Nzw8PGBoaAgXFxfo6+tj4MCBCAkJUeStENVKAQEBsLGxQcOGDZGeLt2bOTAwEDY2NrCxsUFaWppkvIeHB9q2bQtHR0cYGBhg/vz5EARBZt7icS//i4iIkBnj6ekJAwMDtGzZEkFBQVX3AIjKKTQ0FDY2NrC2tkZkZKSk78GDB7C0tISNjQ3Cw8OrKULFKL7vVq1aoW3btnBxcYGuri6mTJmCgoKC6g6vVqhZvwUTUY1S3r0CAcA/6SGC4yJfP5CIiIhIDnlLf2aExOBx4G0AgImDJVQt9SX9ei2sMMN/KJadGYGPfumKZWdGYOBs2Tc0JZy8i7SIOJn2N6ajVqHTNB2M0Wpab9h5N2ElIBGRAj158gT9+vVD//79kZ6ejpSUFJw6dQqRkZF48uSJOO6nn37C4MGDMXr0aCQnJyMhIQHPnj2Dn58f/v7772q8A6K3m62tLXbu3ClpW79+PZydneWOv3btGqKjo5GcnIz9+/dj5cqV2LVrV4njXv7XuHHjEueyt7fHgAEDZJKSRDWNk5MTNm/eLGkr7TUDACkpKcjNzZVpz83NRUzMf79fJScnSxLrz58/R0pKSonzCoKAhISE186dn5+PZ8+eITc3F9HR0cjPz5eZJzo6Wu48xf755x9ER0cjMTER58+fx+bNm/Hjjz+WOP5l6enppc5d0vOpK5gIJKJSlWevwGITQ89UfiBERERUJ8hb+hN4kcS7u+8Crnx3EAWx//3xRklfQ6ykc+toj74TveDW0R7OA71g2lX2F+W88CRoOEjf6KRsLK0cVDHRlhlTEnVbA7T5tD8ajvKGiol2mc4BAP3WNmg2yrfM44mIqOKCg4ORk5ODuXPnQl39xbLRdnZ2+O677+Do6AgAiIuLw+zZszFr1ixMnToV2tovvqZra2ujT58++OKLL6otfqK33bhx47Bx40bxOD09HXv27MG4ceNee66vry9MTEzeuAJKW1sbc+fORWJiIm7cuPFGcxEp2rhx47Bp0yYxYVdQUIAtW7bAz89PZuzp06fRtGlT2NjYwMTEBB07dsT9+/fF/pMnT8Le3h5z5syBqakpbGxsYGdnh6CgIMyaNQvm5uawsrKCm5ub5M0xALBjxw5YWVmhUaNG0NfXx/Dhw5GRkSEz95IlS2BsbIzWrVvjwYMH8PLywu+//y6Z69SpU2jYsCFSU1PL9AxatGgBBweH1772T506hebNm8PExAQWFhYYPXq0JMbXPZ+6golAIiqVt7kteupZlOucJCEf7wbtU1BEREREVJvJW/qzWEZIDIT0PEmbkJ4nVgu+qqRlQA3szWHa1RnazmYw7eqMVtN6o+Eob3GJzpYfvwNLr8Zyz32VsqYaEsNjYeJgiZYfvyOTQFQxlZ8cNHaxKdP8RERvm8zoJCTeeILM6NfvN18ZUlNTZSqCMjMzJWNsbF58zd24cSMKCwvlznPo0CHk5uZi0qRJCo+ZqDqF5zxFYNodhOc8rbJrDhs2DLdv30ZoaCgAYPv27XB3d4eLi4vc8U+fPkV0dDQePHiAVatWISMjA7179y5xXPG/2NjYUuMo/tqgqan5hndEdUlh/BXkP9iFwvgrVXbNd955B3l5eTh9+jQA4ODBg9DR0UHHjh0l48LCwtC/f398+eWXyMzMRGpqKlq0aIF3331XsqRm8Z6Z0dHRSE1NhaurKzp37oyMjAzExcUhJSUFRkZGWLhwoXjO7du3MXr0aCxduhTp6ekIDw/H9evXMXv2bEkMeXl5uHnzpvh6bNasGcaOHStJ/gMvvge/8847sLAo+e/M8fHxiI6ORkREBNatW4f79+9jwIABJY6/desWevfujUGDBiEzMxMJCQno1q0bwsLCyvV86oLas9shESnMBo/eeDdoHy7lJpf5nEu5yQiOi4S3ua0CIyMiIqLaxsTBEonuVjLLg5YmK1r+zyglJRXTIuKQF/7iD9TZd+ORm5gB54FeL64dHosnwXeQm5Qh99xX5d5PxKP7iUh0t4LzQC80H+WLxPBYZMWnQsfMECYOlri774LkfvRaWHEpUCKqlaKO38SzoP/eZW/Rzgk23Zsr9Jrfffcdfv31V0lbWloa7OzsxOP27dtj/vz5+OSTTzB//nx4eHigU6dOGD16tJgkfPToETQ0NGBtba3QeImq0464cziY/F8yo2+91hhh3kHh19XT08PgwYOxYcMGrF69Ghs2bMDkyZNLHN+7d28oKysjLy8PKSkpWLBgAdzd3UscV0xHRwf37t2TjHn69CkKCgrw5MkTzJ49Gy4uLnBzc6u0e6PaLe/yYuTfWiMeqzWbBg2PRQq/roqKCsaMGYMNGzagS5cu2LBhA8aNGwclJSXJuLVr18LHxwc+Pj54+vQpBEHAlClTsGbNGoSGhko+11etWgUNDQ0AwJAhQ3Ds2DF8++23YqX8oEGD8PPPP4vjf/rpJ3h5eYmVu7a2tliyZAlGjBiB77//XqycB4Bvv/0WOjo64rGfnx+WL1+OGzduwM3NDampqdi3b5/MEsGvGjVqFNTU1JCfn4+EhARMmTIFnTp1KnH82rVr0axZM0nV/qhRoyr0fGo7JgKJqEz6mzfCpSdlTwQCwIOMFCYCiYiIqNycB3rhscltJJy8W6bxKtrqctvlJRU1HIzFJGCxjJAYJDaLReKtJ69NQOq1tEZeYgaeR6bJncPEwVL89/L9JDaTJgeJiGqbzOgkSRIQAJ4F3YdREyvoWpdv7/ny+OqrrzB16lRJ2yeffIKTJ09K2pYtW4bZs2fj1KlTuHTpEtavX48VK1bg1KlT8PT0hKqqKgoLC1FYWAhVVf65jGqf8JynkiQgABxMvgIPfUc4aNVX+PX9/Pzw7rvvYvjw4bh37x6GDBmCM2fOyB177do1sWro/v376NSpE5SUlPDll1+WOK4kvXv3hoqKCkxMTODp6YnPP/9cTHwQlaYw/ookCQgA+bfWQLVBb6iYtVb49ceNGwc3Nzfcvn0bJ06cwG+//YanT6WVvLdu3cKNGzfQurU0HktLS8THx4vHGhoaMDU1FY91dXWhr68PfX19SdvL+2feu3dPJgHfsmVLFBYWIiIiAs2aNQMAqKqqSt58AwANGjRAly5dsHHjRvzwww/YsWMHDAwM5Fb2vuyff/4RrxkVFYXu3btj6tSpMm/4KXbnzh14eHiUOF9Zn09dwKVBiahMHPWMyn3Ot5EhlR8IERER1QkNfFyh525VprEZ16Jxd98FuX3OA70ky34a2JvLHffs8oPXJwFbWMG5f1sYusiPq6T9DYEXSUk77yZMAhJRrZWblFmu9upgZGSEQYMGYdWqVQgLC4OlpSVWrVoFAGjSpAkKCgpkqomIaounz1PK1V7Z2rdvDyMjI7z//vsYMmQIdHV1y3Sek5MThg4dik2bNlXouteuXUNUVBSuX7+OX3/9lVW/VGZFaRHlaq9sjo6OaN26Nd577z107doVVlayv4OoqKjg3XfflVkiOzo6Gt26dXuj62toaOD58+eStry8PLHv5RherVQEgPHjx2P79u14/vw5Nm7ciFGjRpXrjTY2NjYYO3Ys/P39xb0SX6WqqirGJI8in8/bholAIioTb3NbuKrrv37gS5KFAqy/f01BEREREVFt92oSr7TEYEZIDBLD5e8L83ISrqTlQnPuJcht129tI17feYAXgJKXHBUKi0q+GSKiWk7TWP4f9Utqr0ry9gXU1NSEnZ2d+EfOPn36wNTUFMuWLSvzHERvk/rq8t/gXVK7IkyZMgVZWVkYP358uc7LzMxkFR9VOWUD+3K1K8KkSZOQlZWFjz76SG5/27ZtceLECWRnZ0vai4re/PcSNzc3BAYGSpJwZ8+ehZ6eHho2bPja8wcMGABlZWUsXboUV69eFZcYLY/MzEyoqamV2N+2bVsEBAQgPz9f0l58/4p8Pm8bJgKJqMwWOXmW+5yQdPl/VCMiIiIqi5eTeMWJQW1nM7ljS6vIe3m+slYaAoCxi41MJV9JcyScvFtiZSIRUW2na20Mi3ZOkjaL9o0VuixoWe3ZswfvvPMO/vzzT4SGhuL27dv46quvcPr0abz//vsAAG1tbezYsQMHDhzAqFGjcP78eTx8+BBnzpzB559/jgkTJlTzXRC9GQet+uhbT7o8Xr96bapkWdBi06ZNQ3R0NLy8vEod9/TpU0RHRyMiIgJbt27F9u3bJft+vTru5X+5ubmKCp/qGBWz1lBrNk3SptZ8epUsC1ps+PDhiI6ORr9+/eT2z5gxA0pKSujXrx/OnTuHO3fuYMeOHWjduvUbv4FlxowZiImJwZQpU3D79m389ddfWLhwIebPn19qcq6Yuro6Ro0ahaVLl8LLywsuLi6vPSc+Ph7R0dF49OgR/vrrL/z88894//335VYcAi+WAs/KysLQoUNx8eJFXL16FVOmTMG5c+fEe1DU83nbcNFzIiozb3NbjHnaCP5JD8t8Tl5R3fqiSkRERBWXGP76ffSK2x/dld3ToaRKvVe9vGdfblIG0q9EyR2n18JKJo7iGE2a2UHTRE9mH8OX9wokIqprbLo3h1ETK+QmZULTWFfhSUArKyu5ywsaGhpK9g0bOnQojIyMsGnTJixZsgQAYG9vj7///luyX1HXrl1x48YN/O9//8PHH3+MjIwM2NnZoVu3bvjhhx8Uei9EVWGEeQd46Dvi6fMU1Fc3UngSUFNTE1ZWVlBWll+LoqWlJekvHt+3b18ALxIJtra2+P777yXJ+FfHvczf3x9dunQRx6ioqCjgzqiu0PBYBNUGvVGUFgFlA3uFJwHV1dVhZWVVYqLt1X5zc3NcvnwZy5Ytw+TJkyEIAlq2bAl/f3/xc19LS0tmSVxtbW2ZpUZ1dHRQv/5/XxPMzc0RGBiIL774Av3794eRkRG++OILTJv2X3JU3twvGzt2LFavXv3aasDi+yoep6amBmtra8yfPx8ff/xxiedZWFjg0qVL+PLLLzFmzBgYGRlh7Nix6NixY5mfj4aGBqysrMRk46vHtYWSUNICq7VQeno6DAwMkJaWJtkIk6imKCoqQnx8PMzMzEr8IakmmHD5CI5kPH39QAD2ato412G4giMiIiqbwsJCHDp0CGlpaRg+fHiZ3sVGRFXj7r4Lkj369NytYNLMrsTEoMz4Flbi0p3lkRgei0dbg2XaTbs6o4GPqzgmKz4VaRFxyAtPEseoWekjPyZd5lyzHk1g592k3LHUJm/Lz7VERERERKQYf/75J/z8/BAbGws9Pb3qDqdOY0UgEZVb+3pWZU4ERuRn48ub59DdvAG8zW0VHBkRERG9jRLDYyVJPeBFZd3LbYnuVnAe+F+i7+WqvtIqCF/HxMESie5WMknF4iTgqwnHl8lLAgJlr0wkIiIiIiKqbTIzMxEVFYVly5bhww8/ZBKwBmAikIjKzVGvfBtJr0t4gHUJDzDmaSMsd/dVUFRERET0tirL3n7yltw0cbCslCU4S0oqyktQvkrNWh/50f8lBOUtJ0pERERERFRXbN++HStWrICHh4e4JDdVLyYCiajcvM1t4RleD5dyk8t1nn/SQzS6b4DxTi0VFBkRERG9jcpaQZcVn1piku3G2QhEhsXD1sUMbh3tyx2DvKRiWRKU1r6u4tg3qUwkIiIiIiKqDT766CN89NFH1R0GvYSJQCKqkL3tBsL7zA48Kcwp13mLoq7jYXYaKwOJiIhIJG95TnlKShj+OPUAjv10UzzuOaU5pv7YXzKmeJ8/ecm6kvpel6B8ufqPCUAiIiIiIiKqiZgIJKIKC+40AhP/PYaD6aX/0e5V/kkP0SfOnnsGEhERkejV5TkTbz2R2bdPXrLtxtkISRIQAI79dBM+g13FysBX9/l7eb/B0vrkJSg1HYyhb2/O6j8iIiIiIiJ6KzARSERvpLWBWbkTgQDwICOFiUAiIiKSeHl5ThMHS7n79r0qMiy+xHa3jvZy9/nLCInBY5Pb0K1fT27fPdVLMHaxgYmDZYn7BxIRERERERG9DZgIJKI3oqasUqHzziXHYAzcKjkaIiIiqk3k7dv3KlsXs1LbS9rnL+HkXaRa68vtS78ShfQrUWJ1YFniICIiIiIiIqqJlKs7ACJ6uznqGVXovGMZTxEcF1nJ0RAREVFd49bRHj2nNJe09ZrqJi4LWto+f/nR6aXOnRESg8Tw2DeOkYiIiIiIiKi6sCKQiN6It7ktvCOMEZyTVO5zT8Q95vKgRERE9Mam/tgfPoNdERkWD1sXMzEJCMjf5+9lalb6yI8pOSGYFZ/KakAiIiIiIiJ6a7EikIje2Az7lhU672BSJPzDb7AykIiIiN6YW0d79J3oJUkCFnMe6AXTrs5yz7Pu7FpiH1B6RSERERER1R579+5Fjx49Sh1z7Ngx+Pj4lHhcW3Xq1AmHDh2q7jDqvH///Reurq4oLCys7lCqxav3X9efR3kwEUhEb8zb3BZjjBuV+7ynRXmY/+QKBt8+gfkhAQqIjIiIiOiFBj6u0HO3krTptbCCiYMllFTk/1qkZm3AakAiohrMw8MDf/zxR6n9rq6uuHjxokzfgAED4Orqir1798qMd3V1Rdu2bTF69Ghcu3atzP1EJBUUFCS+ZlxdXdGmTRsMGTIEAQE1829AycnJuHfvXqljUlNTERYWVuLxq15+Bs2aNUOXLl0wf/58JCWVf2Wt6nT37l2kpqaKxz4+Pjh27Fj1BVRL3bt3T/L50qlTJ8yYMQOxsS+2K8jKykJoaCgEQajmSKvHq/df159HeXBpUCKqFMvdfdEnzh4PMlJwIO4hLuUml+t8/6SH6BNnz6VCiYiISGGcB3ohsVkssuJToWNmKCb5Sqr6s/ZtWoXRERFRed25c6fUP6bfuXMHmpqa+P3339G2bVuxPSQkBAEBAcjOzkZycrJk/PTp0zF8+HCkp6fj559/hre3N65cuQJXV9fX9hORVEZGBkJDQ3HmzBkYGxsjOzsbe/fuRbdu3RAYGAgvL6/qDrHcevXqhfPnz5d5/KvP4PHjx5gzZw6OHz+OixcvQlX17fjz/NmzZ2FhYSEeh4WFSRKDVDlycnIQGhqKPXv2oHHjxoiNjcXnn3+OgwcPIiQkpLrDo7cYKwKJqNJ4m9tijIMb+puXvzoQeLFnIBEREZEimThYws67yYu9A8Nj8ST4DgBAw8FYMq64WpCIiN5uI0eOxJ9//onMzEyxbd26dRg+fDhUVFRkxtevXx+urq7w9vbG5s2boaurix07dpS5n4hkNW7cGK6urvDw8MDXX38NY2NjnDp1SuwvXt6vuGpw5MiRMkmP7OxsLFq0CB07doSvry+WL1+O58+fi/03btzA8OHD0apVK/Tq1Qv79u2TnF+87OehQ4cwcOBAtGnTBrNmzZJ8bSh2/PhxDBo0CF5eXvj4448lCa8LFy5gwoQJFX4Gffr0wZo1a3D16lXcvHkTn332GebPn48ffvgBPj4+6NevHwAgLy8PS5cuRbt27eDp6Ym5c+ciLS1NMmdGRgZmzJiBNm3aYMCAAfj777/xzjvvSCqdBUHA77//jq5du6Jt27YYP348Hj9+LJnHw8MDe/bswSeffIL27dujd+/eOH36tGTMRx99hMDAQABAv379kJqaijlz5ohfD8sas4eHB3bv3o1JkyahdevW+N///lfuZ1kX2Nvbw9XVFd27d8eGDRsQERGBc+fOyYx79OiR+Npp2bIlBg8eLJOoLigowMqVK9G5c2f4+Pjg888/R1ZWFgDg3LlzaNWqFY4fP44hQ4bAw8MD48ePR2JiIo4dO4bevXuLH8vc3NxyXVeehIQEfPrpp/D29kb37t1lvn8mJCRg1qxZ8PT0RJcuXbBixQrJ65wq7u14ywERvVXWRN2q0Hks4iYiIqpbEsNlq/PK0/8m7u67gIyQGLl9Gg7GcB7w9r1DnYiIZDVr1gxNmjTBrl274Ofnh9zcXOzYsQPHjx/H5s2bSz1XVVUV+vr6yMjIqFA/EckKCQlBcnIymjb9b+WFJk2aYOfOnQBeJPwOHz4Mb29v3LlzBw0aNAAAzJo1C//++y9WrFgBLS0tHD9+HCtWrMCiRYvw+PFjtGvXDqNHj8aaNWtw+fJlDBs2DNu2bcPgwYMBvFj28/Tp04iMjMR3330HZWVlzJo1CxEREdi/f78YS0xMDBYvXoxFixZBTU0N06ZNw+TJk8WExeuWAi0LY+MXb0DLyMhAVFQU/vzzTwwZMgQrVqyAubk5AGDcuHG4dOkSVq9eDS0tLXz22WcICgqSJFtGjhyJiIgIfPvttwCAOXPm4N69e3j33XfFMVOnTsX58+exePFi1K9fH3v27EGrVq0QFhYGMzMzAC+qocePH48lS5Zg+PDh2L9/P3r37o179+7B1vbFyl0vLw363XffITAwENOnT0fPnj3FN1WUJeY7d+5g3Lhx+PLLLzFhwgRYWUmX7idZL3++aGtrS/qsrKzE105ubi7OnDmDLl264MKFC2jZsiUAYNmyZdi+fTu+//571KtXD+fOnROTz+np6bh+/TrmzZuHZcuWQUNDAxMnToSPjw/09PTw1VdfQUlJCR9++CHU1NSwdOnSMl/3VcnJyfD09ESDBg2wcOFCqKurY+PGjbC2tkaHDh2QmpoKLy8vdOzYEd999x1yc3PxxRdf4Nq1a9i9e7dCnm1dwkQgEVWq9fev4VlRXoXO7W7eoHKDISIioipRkYTdq4m4RHcrOA/0KnP/m8ZbUhIQAPLCk5AYHsuKQCKiCrh3KQYx95Ng5WSMxp414w+8fn5+2LBhA/z8/LBnzx7Y2NigTZs2rz3vwIEDePToEXx8fCrUT1QjPUoB4rMAMx2goVGVXLJTp05QVVVFTk4OoqKi8MUXX2DgwIFiv46OjmR5XQ8PD1y+fBn+/v5YtGgRgBdVg6NHj0a3bt0AAO3bt0d+fj4AYPny5WjWrBl+/vlnAEC7du3w9OlTLFiwQEwEAi8qo7Zt24ZWrVoBACwtLeHm5oYbN27Azc0NAFBUVIS9e/eKCbmFCxdWqAKwJAUFBfjxxx+hr6+P5s2bAwBsbGzg7+8vJtRCQ0OxY8cOXLx4EZ6engAAJycnODg44MiRI3jnnXdw8+ZNcbnI4tgtLS3h7u4uXuv+/fv49ddf8ejRIzGh5+npiQsXLmDdunVYsGCBOHbKlCmYNm0agBfPf8uWLTh16hQ++OADmXtwdHSEiooKrK2txY9bWWIu5ufnh1mzZlXK86wK8eGpSHuaBYP6OjBzMKzSawuCgDVr1kBdXR0eHh548uSJpF9dXV3y2mndujVCQ0Oxbt06/PLLLwBevHYGDRqE3r17AwC8vLzE107xNbZs2SLOM23aNHz88ccIDw+Hvb09AGDixInYvXu3mAgsy3Vf9b///Q/5+fk4cuQINDU1AQBdunQRY1mzZg3Mzc2xYcMG8RxnZ2fY2NggIiJCjIUqholAIqpUIekJFTpvrHEj7g9IRET0FqpIwk5eIi4jJAaJzWLFJTtL639TWfGpZRrDRCARUflsmnsKf30TLB6/96k3PljZpRojemH48OGYOXMmwsLCsH79evj5+ZU4dvny5fj111+RkZGBhIQEfPbZZxgyZEiZ+4lqtH1hwImH/x13awQMdFH4ZX/77TcYGxsjLy8PQUFBmD9/Ptzc3MRlMAVBgL+/P/766y/ExMTg+fPniI2NFZNxwIu9+ZYuXYr09HR069YNbdq0gZqaGgDg2rVr6NWrl+Sa3bp1w6pVq5CZmQldXV0AgJ6enpgEBIDmzZvD2NgY169fF5Np9evXl1zX0tIS6enpyMvLg4aGRoWfQXEyNDY2FgYGBti5cyeMjF4kYlu1aiVZqvj69evQ1dUVE2oAYGdnBycnJ1y/fh3vvPMOQkJCYGRkJMYNAG5ubjA0NBSPAwMDoaSkJHnOgiAgKipKJqnSokUL8f+VlJRQv359xMfHl/n+yhJzMQ8PjzLPW90u/3EXNw8+Eo+b920Ij+HOCr/uoEGDoKmpifj4eCgrK2Pz5s1o2LChTCIQAP766y9s27YNUVFRyM3NRXx8vKQqr1evXpg/fz6UlZXRo0cPtG3bVnztAC+q21+u0LWwsICOjo7kc8TCwkLm8+F1131VUFAQunXrJiYBixXHEhgYiHv37sHd3V38XBUEAUpKSrh//z4TgW+IiUAiqlTu+qbYlxZd5vGNVLWx0rkdk4BERERvoZISdo9NbqOBj2sJZ5WciCtOvr2u/03pmBlWyhgiIvrPvUsxkiQgAPz1TTC833Wu9spAfX19DBo0CPPnz8fFixfx119/lTj2gw8+wPDhw6GjowMbGxuoqqqWq5+oxnqUIk0CAi+O3S0UXhnYuHFjWFhYAHiR9Lp+/ToWLlwoJqhWr16Nb7/9FitWrICzszN0dXUxf/58yZ5kX331Fby8vLB//36MGDEC2dnZ2LBhA9555x1kZWVBS0tLcs3iJRSzs7PFROCrY4rHFe+XBqDE17QgvNmGNr/99htMTExgYmIiSTS+HGsxeffzaqzZ2dlyx7zclp2dDW1tbWzbtk1m3MsJQ0D+fZfnnssS88ttb4P48FRJEhAAbh58hAZtLBReGbhy5Uo4OzvDyMgI9evXh5KSktxx27dvx+TJk7Fy5Uq4ublBT08Pq1evxsOH/73Wp0yZgqZNm2LPnj346KOP8OzZM6xduxYjR44EAKioqMjM/7rPh7Jc91W5ubmlfuyzs7PRpUsXLFy4UKbPzs6uxPOobPjTChFVqvFOLbEzLhxhz8u2R8J4qyZMAhIREb0lbpyNQGRYPGxdzODW0b7EhF3CybvITcwosTKwpCRbcXtJ/WkRcYB3k3JGLcvEwRKJ7lYlLg+q18KK1YBEROUUcz+pxPbqTgQCL5ai69ixI4YMGSLutyRP/fr1JcudlbefqMaKzyq5vYqWCC1mZGSExMRE8fjgwYOYNGkSxo4dK7Y9ffpUpgLonXfeESvL5syZg6lTp+Lhw4dwcHBAaGioZOzt27ehp6cn7oMHAAkJCUhISICpqSkAICUlBbGxsVVSafRyMvR1HBwckJCQgPj4eDH+vLw8hIeHY9KkSQAAe3t7PHv2DCkpKWJlYUpKCuLi4sR5nJyckJGRAVVVVTg7V24Vm4qKiiQxVJaY3zZpT+W/ZtKeZik8EWhvby+p0ivJwYMHMXLkSEycOFFsS0iQXa2tU6dO6NSpEwDg22+/xcSJEzF8+PAKx1fW676scePGuH79eon9Tk5OCAkJ4fdYBVGu7gCIqPY56TMEi21awEfb9LVjD8SV/E4RIiIiqjl+nHoACzrtwG+TTmJBpx34ceqBUqvmMkJikBgeK7fPxMESeu7SPwq/nHwzcbCEhoPsH2mL9+6rDM4DvdBwlDfMejRBw1Hekv93HlA5exESEdUlVk7yk2sltVe1Dh064Pbt2+IeYkR1jplO+doVJCYmBnv37kXHjh3FNlNTU1y6dAkFBQUAgF9//RVXrlyRnLdgwQJERkYCeFGZlJ+fL1b6TZw4EXv27EFgYCAAIDo6Gt98840kSVF83ty5c1FUVISioiLMnTsXtra26NKl+pcwflnHjh3h4uKC2bNni89k0aJFUFVVxXvvvQcA8PX1hZ2dHT777DNxCcXPPvsMRUVF4jxdu3ZFs2bN8OGHH4rLOhYUFGDHjh04derUG8VoYWGBx48flyvmt41BffmvjZLaq4OpqSmuXr2KnJwcAMC+fftw+PBhyZilS5fi/v374nF+fj60tbWhrFzx1FBZrvuqSZMm4dKlS/jpp5/EtoMHD4rJwalTp+L27dtYsmSJ+HmclJSETz/9FIWFhRWOlV5gIpCIFGK8U0sUCEWvHXcpNxnBcS9+kAuOi4R/+A3xmIiIiGqG8zv/xbGfbkrajv10EzExOTIJvZeVthffq4m4V5NvBvbmcs8ry/5+ZWXiYAk77yYwcbCU/D8REZVfY08rvPept6Rt0FxvhVcDLl++HK6urpJ/e/fulTu2adOmpVYDEtVqDY1e7An4su6NqqQasFOnTnB1dYWjoyMaNWqEFi1aYO3atWL/V199hXv37sHCwgLm5ub4+eefxeqlYs7OzujQoQOsra1hYWGBY8eOYf369QCA3r17Y+HChejZsydsbW1hb2+P1q1bY9GiRZI5LCwskJ+fD1NTU5iYmODo0aPYvn27ZL+0mkBVVRU7d+7EtWvXYGxsDBMTE+zcuRN//vknDAwMxDHbtm3DoUOHYGxsDFNTU6Snp8Pc3Fy8HxUVFRw9ehQ6OjqwtrZGw4YNYWRkhKNHj5ap2qw0M2fOxNKlS9G4cWN4e3uXKea3jZmDIZr3bShpa963ocKrActj3rx5yM3NRf369WFlZYU5c+bI7JfZrFkz9OvXTxzz22+/YevWrQq/7qvatGmDXbt2Yfny5TAyMoKZmRk2bNiABg0aAHixbPD+/fvh7+8PAwMD2NraokmTJjAzM5PsoUkVoyS86QLHb5H09HQYGBggLS0N+vr61R0OkYyioiKxhP5N3pVREwTHRWLw7RNlGrvcrjXuZSbDP+m/6sAxxo2w3N1XUeERUR1VWFiIQ4cOIS0tDcOHD69xv/AR1UQ3twbg8t6H2L9fthLPZ2Rj9JzQCgbKOUg4eVemv+Eo7won1hLDY/Foa7BM+5vMSVWnNv1cS0Tlc+9SDGLuJ8HKyVjhScCwsDC5VQJWVlYwMjJCWFgYLCwsxGXzXnXnzh3Ur19f7A8LC4O5uTnq1atX4vVK6yd6KzxKebEcqJmOwpOAmZmZkqoxdXV12NjYyN1LrqioCJGRkVBTU4OVlRViY2NRVFQEa2trybiYmBioqKjA3NxcZl+znJwcREVFwdTUVOZ1v379eixduhSPHz9GdnY2nj59igYNGkgSDCkpKUhISICTk5PYlp2djYcPH6Jp06ZQUlJCWloanj59Ki61+epxSc/A2dlZ7r5r0dHRUFJSgpWV/K+XUVFRKCgoQIMGDeTuE1dYWIhHjx7B0tISSkpK0NfXx5EjR9CtWzfJuNTUVCQmJsLW1hbq6uqSvrCwMFhbW0NPT09si4iIgIGBAUxMTABATNS+nNTLzs5GdHQ0CgsL4eLiUqaY5V2rposPT0Xa0ywY1NdReBIwNzcX4eHhcHBwgKampkx/VlYWHj16JFk+UxAEREdHQxAE2NraIj4+HllZWWjYUJrEfPbsGYqKiiR7DmZkZCAqKgpNmvy3/UJ6ejpiYmIkH9PU1FTExcWhcePG5b7uqwRBwOPHj2FoaFji9+fieW1sbEq9f3nPg+RjIpCoBqlNfzDxD7+B+U+uvH4ggAYqWnhcmCPTvtimBdSUVeCoZ8R9BImoUjARSFQ+N7cGIC88CdHROdiw8XGJ43pOaY6uXcwke+7ptbB64yU27+67UOlzUtWoTT/XEhER0dvv5URgbbF//340a9YM9vb2yM/PxyeffILdu3fjyZMncpOtRFR3yb4NgYioEjjqlf1dZfKSgACwKOq/DWTHPGWFIBERUVVKDI9FXngSAMDaWgve3vUQHJwsd+yxn27CZ/AINBxlh6z4VOiYGVZK1Z7zQC8kNout1DmJiIiIiGoDW1tb9O7dG9nZ2UhJSYG1tTUOHjzIJCARyWAikIgUwtvcFmOeNpIs9/km/JMeok+cPSsDiYiIqsire/F162oOF2d9XA9JxbVrqTLjI8Pi4dbRS3JuZSTuivfvIyIiIiKqqPfeew8dOnSo7jAqVcuWLXH37l08ffoU6urq3AOViErERCARKcxyd1/0ibPHg4wUnEuOwbGMp28034OMFCYCiYiIqoiOmaFMm7W1FtSs9OUmAm1dzGSW8kx0t4LzQC7lSURERETVy8jIqMT9yN529evXr+4QiKiG42YNRKRQ3ua2GOPgBnP1N1+WoDzLjRIREdGbMXGwhIaD9F3Fmg7G6LOkP3pOaS5p9x3aCAbKOZIkIABkhMQgMTxW4bESERERERERkXysCCQihQuOi3zjJULHGjdiNSAREVEVurvvgrhHIABoOBij2agX+/VO/bE/fAa74saea9DLzoW1tQYSTt6VO09WfOobL+2ZGM59AomIiIiIiIgqgolAIlK4BxkpFT53oIE1Rti4MAlIRERUhRLDY2Wq+/LCk/A48DaUVJShY2YIKystPK+nBNQrvepf3hKj5VHW5UaZLCQiIiIiIiKSxUQgESncmyzpySQgERFR1cuKT5Xb/nLVn5qV/mvn0Wth9UZJOXkJyYyQGCQ2i5XMy70JiYiIiIiIiOTjHoFEpHDe5rYYY9yoQud+cf9iJUdDREREr1OWKr78mHS57aZdnWHWowkajvKG84A3S8aVlJB8ub3EZCH3JiQiIiIiIiJiIpCIqsZyd1/sdu2GD00dy3Ve2PMMLAw5A//wGwiOi1RQdERERPQyEwdL6LlbvXacmrW0KlCvhRUa+LjCzrtJpSzPWVJC8uX2siQLiYiIiIhe5/Lly1i+fHmpY0JCQrBo0aISj4mIaiIuDUpEVcbb3Bbe5rbICymEf9LDMp+3MSkCSHrx/2OeNsJyd18FRUhERETFe+2ZNLODSTM7ZMWnQigskiwLWsza1xUAFLY3n4mDJRLdrSQVf68uN1qWZCEREdVuly9fRmBgIJKTk2FpaQk3Nze0b99eMmbBggXIy8vD9OnTYWNjI+lbu3Ytnjx5giFDhsDDw0MyHgB0dXXh5OSE9957DxoaGlVzU0S1wL1797Bu3TrxWEtLCw0bNsSgQYOgr//6Zear2s2bN/H7779j/vz5JY65e/cufvrpJyxevFjuMdGbiI2NxerVq2FpaYmZM2dK+n744Qc4OjrinXfeEcfNnDkTlpb//W505MgRBAQEYOLEibC3t6/q8KkGY0UgEVW54urACeWsDgQA/6SHrAwkIiJSkLv7LuDR1mDE/3MHj7YGI/HWE9h5N0EDH1eZCsE33f+vrJwHeqHhKG9xuVETVzs8Cb4jLv0pr3qxqmIjIqLqlZiYiG7duuGdd97BgwcPoKOjg/v372PhwoVwd3dHWlqaOPaHH37AmjVrJEkJAHj27BnmzJmD77//Hjdv3pSMj4iIgIWFBYqKirBo0SK4uroiNTW1qm6P6K336NEjfPfdd9DR0YGFhQXU1NTw+++/o3HjxoiMfDv/ttOiRQssWbKkusOgWio+Ph7fffcdZs2ahcDAQEnf1q1bce7cOcm4+Ph4sX/jxo0YMGAAGjZsyCQgyWBFIBFVi+LqwNvBybiQk1Sucx9kpMDb3FZBkREREdVNJe611ywWJg6WcB7ohcRmsZLqv7v7LkjOSXS3gvPAN9sXUB4TB8tSrycvNiIiqv0GDx6MuLg43L9/H/Xq1ZP03bp1CyoqKpK2vn37YvPmzfjyyy+hrPzivfGbNm1C165dcfLkSZn5u3TpgqlTpwIApk6dCjs7O/z666+YN2+egu6IqHaaNGkSLCwsAACffvopzM3N8eeff2L27NkAgIiICPzyyy8AXlQNOjk5YfDgwdDU1JTMExwcjLNnz0JZWRldu3ZFq1atxL7c3Fzs2rUL9+/fh5mZGYYOHSpeE3hROXzy5EmMGzcOBw4cQHR0NDp06IBu3brJxJuYmIj9+/cjJiYGrVu3Ru/evcW+nJwcxMXFVd7DIZKjbdu2mDt3LoKDg8s0ftWqVfj888+xZcsWDBs2TMHR0duIFYFEVK16mpQ/oeeoZ6SASIiIiOq2suy1Z+JgKe7/V2Li8P8r9Srb6673cmxERFT7nT9/HmfOnMGqVatkkoAA0KxZM+jq6kraevToAUEQcPz4cbFt48aN8PPze+31zMzMYGNjg8ePH79x7ER1WUFBAQoLC6GjoyO2qaurw8LCQqwa/OWXX9CiRQtkZWWJY9auXYs+ffogMTERGRkZmDp1qljhm5WVhTZt2uDbb7+FsrIyjh49ChcXF0mV782bN/H111/D09MToaGhyMjIQP/+/bF06VJJfMnJyfDx8cGdO3eQnZ2N4cOHS/YNLF4KlEiRlixZguvXr2Pv3r2vHTt37lwsXrwYf//9N5OAVCJWBBJRtVJTVnn9oJc0UdNjNSAREVElKd4PUMfMsNx77ZWWOFREMq6qr0dERBXz/F4oCmOioGJlA/XGTRV2naCgIABAhw4dynyOsrIyxo4di40bN6Jnz544c+YM0tPT0adPn9eeGxkZiSdPnsDJyanCMRPVBIXJYRCyoqCkYwOVei5Vcs0lS5ZAW1sbOTk5OHPmDAYOHIjRo0eL/TY2NmJ1IPBij85WrVph48aN+PjjjwEA27Ztw8KFCzFjxgwAwFdffYXw8HAAwOrVq5GWloawsDAxwdi/f3/MmDEDp06dEufNyMjA77//LiZL2rdvj1GjRmHcuHHiPmsZGRnw9/cX9wu1sbHB8uXLS903kGq3gowrKMoJh7KWA1T1WlfJNW1sbDBlyhR89tln6NevH1RV5adxpk+fjtu3b+PkyZNo27ZtlcRGbycmAomoWpW3uu9Ofga6Bv6Jkz5DFBQRERFR3fDqMpvKxloyY0rba6+kBGFaRBzg3aRSYizL9UpqJyKiqpe++Rdk/7VDPNZ+bwT0x05SyLVSU1Oho6MDPT09se3l5QUBYNiwYWjdWvpH23HjxqFJkyZISkrC+vXrMXr0aKipqcm9xv79+/H48WNkZGTgwIEDaN68OT766COF3A9RVXge+jsKwneKx6oOw6De9EOFX9fU1BR6enrIy8uDnZ0drl+/jtjYWDg6OopjoqKi8PfffyMmJgbPnz9HQUEBbt++LfY3bNgQf/31F3x8fNCqVSsoKSmJ5584cQKDBg2SVBmOGzcO7733HvLz88XXuLq6OgYPHiyOee+99zB27FicP38eQ4a8+DuTiYmJmAQEAFdXVzx9+lQyD9UduY8X4XnMD+KxutV0aDZYXCXXnj9/PjZs2IANGzaU+L3n5s2bsLW15ZtU6LW4NCgRVStvc1uMMW5UYn99ZQ2ZtrDnGVh//5oiwyIiIqrV5C2zWZSUIzPOxNWuxDlMHCyh4WAs054XnlTm5UETw2PxJPhOmcabOFhCz91K0lZaopKIiKrW83uhkiQgAGT/tQPP74Uq5HrGxsbIyspCWlqa2Pby8oLfffedJIlQrGHDhvD29sbatWuxd+9ejBs3rsRr6OnpwcLCAu7u7ti+fTsuXbokSTQQvU0Kk8MkSUAAKAjficLkMIVfe9KkSZg9ezYWLFiAI0eOwMrKStx/EwCOHz8OJycnBAYGiq9jbW1tyev7p59+QsuWLfHuu+/C2NgYo0ePxpMnTwAAT58+hbm5ueSaFhYWKCwsREJCgthWr149yd6hSkpKMDU1xdOnT8W2V1/jxZVYhYWFlfAk6G1SkHFFkgQEgOcxP6Ag40qVXL9evXqYN28evvzyS8kyuS/bsWMHnj9/js6dOyMxMbFK4qK3ExOBRFTtlrv7YrdrN3hpyf4x8WlRntxzQtIT5LYTERHR65W0zGZ5xxnYm8ttL8v8d/ddwKOtwYj/5w4ebQ3G3X0XXnuO80AvNBzlDbMeTdBwlDecB3i99hwiIqoahTFR5Wp/U506dQIAyX5/xcsLvrzEoDx+fn5YunQpWrRoAReXkpdG7NKlC2bPno1JkyahS5cuUFbmn9Ho7SVkyX8tltSuSG5ubggJCRGP//e//+Gjjz7Czp078eWXX2L27Nkye38aGxtjzZo1iIyMxKVLlxAXF4fhw4cDAKytrRETI32TW1RUFNTU1CQJwsTERDx//lw8LigoQFxcHKytrRVwl/S2K8oJL1e7IkyfPh2qqqpYvXq13P769evjzJkzKCgoQOfOnSWJb6KX8ScYIqoRvM1tscd7ADw1ZTd5l8dd31TBEREREdVeZV1O83XjKrpcp7yKxIyQmDJXBtp5N2ElIBFRDaNiZVOu9jfVunVr9O3bF59++inCwspX0fTuu+9i5cqV+PbbbxUSG1FNpKQj/7VYUruiCIKA4OBgNG7cWGzLz8+HIAji8a1bt3D69GnJeSdOnBD/39HREb179xaTf3379sWuXbuQnJwM4EX13q+//opevXpJKgALCgqwceNG8Xjz5s1QUVFBx44dK/cmqVZQ1nIoV7siaGpqYvHixVi1ahWSkpLkjjE3N0dAQACUlJTg6+uLuLi4KouP3h7cI5CIaozguEhcyk1+7bgGqloY79SyCiIiIiKqnUwcLJHobiWzR+DLy4OWZdlNefOU5bySKgaz4lOZ4CMiekupN24K7fdGvLJH4EioN26qsGtu374dH374IVq2bIkOHTrAwcEBubm5CAoKgpubG9zc3OSep6mpiVmzZiksLqKaSKWeC1Qdhr2yR+BwqNQruSq2sixZsgTa2trIy8vDhQsXEBkZiaNHj4r9kydPxrBhw/Ds2TNoamri8OHDsLOTLlH/xx9/YObMmfD09MTz58+xf/9+rFixAgAwdepUHDhwAC1atECPHj1w7do1PHv2DGfPnpXMYWBggNWrV+P06dNQVlbG3r17sXr1apiYmCj8GdDbR1WvNdStpr+yR+AnUNVrXcpZlW/MmDFYvXo1QkNLXmrb1NQUp0+fRrdu3eDr64vTp0/DwsKiCqOkmo6JQCKqMR5kpLx2TAMVLaxybg//8Btw1DOCt7ltFURGRERU+zgP9EJis1hkxadCx8zwRVIvXHpc0Xlep6KVhEREVLPpj50ETa8OKIyJgoqVjUKTgMCLPfz++OMPPHr0CEFBQUhOToaFhQWmTp2KFi1aSMYuX74cnp6eJc719ddfS/qXL1+O9u3bKyx2ouqg3vRDqNT3gZAVBSUdG4UnAZ2dnbFq1ar/rq+uji5duqBbt26SvfgGDhyI69ev49y5c1BTU8PixYtx//59yTKeGzduxJ07d3DhwgWoqKhg0aJFsLe3F+cNCAjAiRMncO/ePXTp0gW9e/eGrq6uJB5DQ0NcvXoVp06dQkxMDObNmwd3d3ex39PTEwsWLJCc07BhQ6xatQpqamoAgBYtWmDJkiVi/6vHVLtoNlgMVeO+KMoJh7KWg8KTgFZWVli1ahXMzMzENhUVFWzevBlnzpwRv08Vj7Oy+m8PdWNjY5w6dQqbNm3C5cuX0a9fP4XGSm8XJeHluutaLj09HQYGBkhLS4O+vn51h0Mko6ioCPHx8TAzM6uTew8Ex0Vi8O0Trx/4kjHGjbDc3Vc8Tkp+jKycROhomcC4XoNKjpCI3naFhYU4dOgQ0tLSMHz4cPGXOSKqenf3XZCpJOSef7VHXf+5loiIiGqW9evXY+nSpXj8+HF1h0JEVOVYEUhENYa3uS16PqmPYxlPy3yOf9JDNLpvgPFOLXEv/Biycu8CABJTgMRkZzR26KmocImIiN4qFan2U+ScFakkJCIiIiIiIqLyYSKQiGqM+SEB5UoCFlsUdR330mMxXDNc0p6VexdJyc6sDCQiojrv1eq7RHcrOA98s+q7ypjTxMGSCUAiIiIiUjh5y34SEdUVXKOFiGqE4LhI+Cc9rPD5O9LicC9f9ktaVk7im4RFRET01ksMj5Uk7AAgIyQGieGxNWpOIiIiIiJFadasGSZMmFDdYRARVQsmAomoRniQkfLGc8QUyH5J09EyeeN5iYiI3mZZ8anlaq+uOYmIiIiIiIio8jERSEQ1Qn5R4RvP0UjTWnKso+nCZUGJiKjO0zEzLFd7dc1JRERERERERJWPewQSUY2gpqzyRuc7qGnDwqwl7NTckZWTCB0tEyYBiYioTkoMj0VWfCp0zAzFPfgS3a0kS3lqOhi/0d588ubUa2HF/f6IiIiIiIiIahgmAomoRnDUM3qj88PzszH49gmMMW6E5e6+lRQVERHR2+XuvguS5FyiuxWcB3rBeaAXbmYGIC88CQCQG56Eu/suwHmgV4Wv5TzQC4nNpElHIiIiIiIiIqpZuDQoEdUI3ua2GGPc6I3n8U96iPX3r1VCRERERG+XxPBYSRIQADJCYpAYHovE8FgxCfhq35swcbCEnXcTJgGJiIiIiIiIaigmAomoxlju7ovdrt3woakjJpg6YrdrN+x27QZXdb1yzbMo6jrmhwQoKEoiIqKaKSs+tcT20vqIiIiobARBwMmTJ5GSklLdoRAREVWalJQUnDx5EoIgyD2mtx+XBiWiGsXb3Bbe5rbicXBcJG4/zyj3PP5JD9Enzl4yFxERUW2mY2ZYrvbX9REREdV0Z86cQUFBAby9vaGtrS3pu379OpKSktCkSRNYWlZO5XphYSG6deuGgIAAdOrUqcLzFMcNALq6unBwcICJiUmlxEhUkyQlJeH69ety+7y8vKCjo6OQaykpKcHMzAwODg7Q0tKqtGsQKVJYWBhiYmJKHdO5c2coK1d+bdeNGzfQrVs35OfnQ1VVVeaY3n78KBJRjfYgo+LvtHyQkcJEIBER1RkmDpZIdLeSLA+q18JKXLaztD4iIqK3UZ8+fZCVlYVff/0VH330kdiek5ODzp07IzU1FevWrcP48eOrMUpZffr0gbW1NaytrZGeno4bN25gzJgx+O2336CkpFTd4RFVmn///Re9evWCj48P1NXVJX3r16+v1ETgq9d68uQJkpOT8dNPP2HYsGGVdh0iRTl69CiOHDkiHp8+fRqNGzeGlZWV2NaxY0eFJAKp9mMikIhqNEc9o2o5l4iI6G3kPNALic1ikRWfCh0zQ0mir7S+qpYYXjPiICKit5+npyc2btwoSQTu2bMHDRo0QFhYmNgWHBwMS0tLNGjQQHL+hQsXYGFhgYYNGwJ4UfV369Yt5Ofnw9nZGXp6r9+qIicnByEhIVBVVYWbm5tMwkOeqVOnYurUqQCAwMBAdOrUCe3atcOYMWPKcttEb5U///wTFhYWcvtiY2Px6NEjtGvXDnfv3sXTp0/h5uaGa9euoV27dpKKvszMTFy8eLHUasKXrzVz5kyMGzcOXbt2ZdUt1XgzZ87EzJkzxWNVVVVMnz4dEydOLNP5OTk5uHXrFnR1deHi4iLzxpLs7GzcuHEDurq6aNy4cZm+V1HtwfQxEdVo3ua2pe4RaK2iIbfdU7MeqwGJiKhOMnGwhJ13E7kJttL6qsrdfRfwaGsw4v+5g0dbg3F334Vqi4WIiN5+Q4cORWhoKG7fvi22bdiwAePGjZOM27RpEyZPnixpi42NhY+PD548eQLgRVLQ3t4ew4YNw5QpU2BjY4Pff/+91Ovv378flpaW8PPzw/Dhw2FnZ4ezZ8+W6x58fHzQsGFDXLp0qVznEdUGR44cwbvvvotevXphwIABWLZsGQoKCjBy5Ej88ccfkrH+/v54//33oaEh/29Brxo9ejRycnJw8+ZNRYROVGOsW7cOFhYWGDVqFIYOHYp27drh2bNnYv+GDRtgZWWFjz/+GMOHD4e9vT0CAwOrMWKqakwEElGNt8ipbYl90YV5ctvd9IwVFQ4RERFVUGJ4rGR5UgDICIlBYnhsNUVERESVLS7tGe49u4u4tGevH1wJ9PT0MHjwYGzcuBEAEB4ejkuXLmHkyJGScePHj8fx48cl+y/5+/vDzs4OHTt2REpKCvr27YvFixfj7t27uHz5Mo4fP45PPvkEt27dknvtxMREjB07FvPmzcOdO3cQHh6OwYMHY9SoUcjJySnzPeTm5iIxMZEVS1QlMkNvI/HoEWSG3n794EoSGBiIkydPiv/OnDkj6Y+Pj0fHjh1x9+5dnDx5EmZmZhg9erT4ui62ceNGjB49usx7lkVFRQEAX1v0Rp5HhyD7xj48jw6p7lDkOnPmDD766COsW7cO9+7dw61bt/D9998jKSkJABAUFIRZs2YhICAAV65cwe3btzF37lwMHz68XN+r6O3GpUGJqMbzNrdFzycWOJZR9l8kn+ZlITguEg8yUuCoZ8TqQCIioipS2rKfWfGpcs/Jik/lEqFERLXAhfAgXI+6Jh63sGkJL4d2Cr+un58fBg4ciK+//hrr16/HgAEDUK9ePckYT09PNGnSBP7+/pg/fz6AF1WCH3zwAZSUlLBnzx4oKSnBzs4OAQEBAABBEGBra4sTJ06gWbNmMtc9cOAAlJWVJUu5LVmyBD/99BNOnz6N3r17lxjzvXv3cPLkSWRkZGDdunUoLCzksqCkcJE//Yhn27aIxxbvj4btlKkKv+7atWslyxBqaWmhU6dO4rG6ujpmzZolOWf8+PH47rvvcP/+fTg5OeHmzZu4du0atm/fXuq1AgMDYWRkhCdPnmDJkiXo0KEDXF1dK/V+qO5IP74SWUH/VYbrtPsQ+t3nVmNEstavXw9fX18MGTJEbPP09BT///fff0fLli2RmpqKgIAACIIABwcHxMbG4tatW/Dw8KiOsKmKMRFIRG+FDR694Xf5CI5lPC3T+IPpsTh4+7/qgjFPG2G5u6+iwiMiIqpyN85GIDIsHrYuZnDraF/d4QB4seznyxV/ie5WcB7oJR7rmBnKPa+kdiIienvEpT2TJAEB4HrUNTQytYe5gfy9wSpL+/btYWxsjL1798Lf3x9bt26VO278+PFYu3Yt5s+fj8DAQERERGDs2LEAgAcPHiA/Px9Lly6VnGNtbQ1dXV258z18+BCNGjWCmpqa2GZoaAgLCws8evSo1JhPnDiBsLAw6OjooGnTpvjxxx/RqFGjctw1Uflkht6WJAEB4Nm2LajXqRN0myo2UVbaHoEAYG5uLnkdAUDjxo3Rvn17bNy4EV9//TU2bNgALy8vODs7l3qttWvXQkNDAyYmJpgxYwY+/PBDKCtzUTwqv+fRIZIkIABkBf0OzSY9oG7tXj1ByfHw4UO0bt26xP4HDx4gNjZW5vtb586dUVBQoOjwqIZgIpCIarziyj4/O1fYxOliXcKDcs/hn/QQfeLsWRlIRES1wo9TD+DYT//tddJzSnNM/bF/NUZUyrKfzWLFaj8TB0skultJxum1sGI1IBFRLZCak1piu6ITgQAwbtw4TJs2DTo6OujSpYvcMaNGjcLcuXNx7tw5bNq0Cd27d4e1tTUAQEdHB3p6ejh58mSZr2loaIj09HSZ9vT0dBgaGpZ67tSpUzF1quIrsYiK5UZGltiu6ETg65SUqBs/fjzmzZuHL774Atu3b8fKlStfO9frko5EZVWQJP8NHQVJj2pUIlBXVxepqakl9uvo6MDLy0tmz02qW/h2CCKq0eaHBGDw7ROY/+QKBt8+gajcjArPdSLuMfzDbyA4Tv4Pv0RERG+DG2cjJElAADj2003cOBtRTRG9UNqyny9zHuiFhqO8YdajCRqO8obzAC+55xER0dvFUMuwXO2VbcyYMXBzc8Nnn30GJSUluWOMjIwwcOBArFmzBrt378a4cePEvs6dOyM6OhqnT5+WnFNYWIjMzEy583l6eiI8PBz37t0T286cOYPs7Gy0adOmEu6KqPJo2sp/Y3RJ7TXB4MGDkZ2djUmTJiE3NxdDhw6t7pCoDlE1bliu9uri6+uLf/75R/K9Svg/9u47rsry/QP4hymCLNkbGU4URHMgmrjClStzlOJKLTQ1LdNfyzK1MstcucVylCsTEzO1HJhmCC5UEBkCHobAObLX7w++PPHAOcxzWH7er5cvfe77fp7nOkcP4LnOdV/FxcjMzARQ8v3t1KlTSE5OFp2XkZGB4uLieo2VGg4rAomo0QqWxCIgNUo0FiR7gp46rXE152mNr7etTCUhtwolIqKmKjY8SeF4dbcIrayPX23VZNtPUxdrVgESETUzFoaW6GrnKe4RaO9ZL9WAQMnWgmfOnKly3RtvvIEBAwbAxMQEo0b9V03ft29fzJw5E2PHjsX777+PDh064OHDh9izZw92796Nbt26VbhWv379MHLkSIwcORIffvghcnNz8dFHH+GNN95Au3btlPr4iOqqVSc3WL4+VdwjcMrUeqkGLO3bV5aHhwdMTU0rPa9ly5Z47bXXsHnzZkybNk3hNr1EqqBt6wG9PrPFPQK95zSqakCgpMJ8//796NevH95++21oaWlhz549+Oyzz9CrVy+8/fbbOHz4MLy9vbF48WKYmpoiNDQU+/fvx4MHDxR+eIaaFyYCiajRipClyR131zeRmwj01beqdg9BbhVKRERNlX0H8xqNl1dVH7/aqmzbT1UkHomIqPHp7dIHTmbOSM9Oh1FLI5UnAX18fGBjY6NwfsCAARXm+/fvD3Nzc0ycOBHa2tqiuR07dsDX1xfHjx/H5cuX0b59exw6dEhI6qmrq2PgwIGihMbPP/+MzZs34/Dhw9DQ0MAnn3yCmTNnVhm3nZ1dTR8uUZ3Z+89D6/79kRMbCx17e5UnAU1NTTFw4EBs3bq1wtznn38OU1NT2NjYwNvbW+E1JkyYgM2bN4sqeCu7V4sWLeocN1EpgyFLodPxJRSkPoKmSZt6TQIOHDhQ2L66Mvr6+ggODsbmzZtx7NgxGBsbY/ny5ejVqxeAkq1BL126hB07duD3339HcXExPD09ce3aNWFbXmNjYwwcOFDhMTV9asXPUf2nVCqFoaEhMjIyYGBg0NDhEFVQVFSEpKQkmJub8wstSioCx9+u+InON8xc5fYJXOXQHa76xoiQpcFVv+Q/ZhGyNOxPfIDbeRX7Nqxy6A4/F3flB05EjVZhYSECAwORkZGBSZMmVWhIT9RUfDlqNy78+lg47jfKFu/9Mr3K81IiE/Doh+AK422meCktQVc+6Vc+8aivpMQjNW78uZaIGqu7d+/Czc0NYWFh6Ny5c0OHQ0RV+PTTT7F//37cu3evoUMhImqyWBFIRI2Wl4U9/BKdRNuDTjNxUtgn8MLTeEQ+S8ONZ6no+swEn3n0BwDcjqmYBAQgJAuJiIiakpTIBPh46MPV1BGpT/Ng0lobtrYtkRKZUGUyr7I+fspKBJbd9jMlMkGUBAQAWWg8UjpXHSsREZEySaVSBAcH44svvsCwYcOYBCRq5CIiIhASEoJvv/0W69ata+hwiIiaNCYCiahRW+XhgxESZ1GVn7wqQQCibUFv5Kbj8NloDDS0krvWS9eE24ISEVGTVJrMs7VtCVvblqLxqpJrNenjpwz1kXgkIiKqjvj4eHz99ddo27YtPvvss4YOh4iqcP78eRw7dgzLli3DtGnTGjocIqImjYlAImr0vCzshaRdQGRYtc+TohDHMh7LnVvk5KmU2IiIiOqboqRdcWERYoLvVtqHr7I+fqpQ34lHIiIiRTp06IAzZ+R/qJSIGp/Zs2dj9uzZDR0GEVGzwEQgETUpytjOc5qJE6sBiYioyZKXzFM3aYnkP/7rm/KPji4KjI1h38Ec7i86i85vP6Y3UjqL+/jVZ6yqTDwSERERERERkRgTgUTUpMjrG1hdYwxtMdmuA5OARETUJKVE/pe8K5vMKy4sEiUBz/whQXDwU+HY178L5m0cJbpW2T5+qlafiUciIiIiIiIiEmMikIianFUePtC+qYHtyRE1Os/DwIxJQCIiapLuHbsiqqpL8bBB+zG9YepijZjgu8L448fZoiQgAARtuom+490qVAbWp/pMPBIRERERERHRf9QbOgAiotoYYuFY43O01DXkjgdLYhEQGYZgSWwdoyIiIlK+lMgEURIQAGSh8UiJTAAg7reX+jRP7jViw5NUFh8RERERERERNV5MBBJRk+RlYQ8/E6canSOvv+Dy0PMYf/sMlsdcL/k99LyyQiQiIlKKzKT0SsdNXayh72EDADBprS13rX0Hc1WERkRERERERESNHBOBRNRkrfLwwSG3wZht5lqt9YGJD0XHwZLYCr0GA1KjWBlIRESNStmKP0Xj7cf0RpspXvCc2Q0Dp7YVrRs6z71BtwUlIiIiIiIioobDRCARNWleFvZw1DWs1trySb4IWZrcdYrGiYiIGkLZir9S+l1tKvTcM3WxhoNXRywKmIDP/5yMOVsG4fM/J8N/w8v1GS4REREpyd69e+Ho6FjpmqNHj8LU1FThMRERERETgUTU5Mnb8lORdQ9DqjyvJtcjIiKqD6UVf+YvdUSbKV5oP7p3pevdX3TGyLm9WQlIRETNmpGREVq0aIFbt26JxhcvXoz+/fsr9V65ubnQ1NTE5cuXlXrdyhQVFaGgoKBGa6pzDlF9Ki4uxp49e+Dt7Q1jY2OYmprCy8sLW7duRV5eSX/r33//HZqampBIJHKvUTqvqakJLS0t2NjYYOzYsbh//359PhSienP06FEMHDgQJiYmMDY2xgsvvICvv/4aWVlZAICwsDDRa8LY2Bju7u5YsGABoqKiKlzv9OnT6NOnD4yNjWFhYYGXX34Zd+/elXvvOXPmCNdW9Cs3N1cUQ/lf586dE8Wpq6uL5ORk0X3i4+PRokULaGpq8rVcD5gIJKImryb9Aq9kpwpVgfLOm2biBC8Le6XHSEREVFelFX/lKwGJiIieVwUFBVBXV8f7778vGi8sLFR6Mqy4uBiFhYUoLi5W6nXraty4cUhNTW3oMIgUmj59Ot59913Mnj0b9+/fR2RkJL799lvcvHkTx48fB1CSwK7s9VU6HxMTg+zsbPz11194+vQpfH19kZ2dXZ8Ph0jlli5dCj8/P4wbNw63bt1CTEwMtm7diqSkJOzduxfAf9+Trl69iuzsbERHR2PLli1ISEhA586dcf78eeF6ERERGDlyJAYOHIioqChcv34d6urqGDJkCIqKiircf8uWLcjJyRF+AcB3330nGmvRooUohrJzOTk58PHxEcVpZmaGH374QXSfXbt2wdLSslF+b22OmAgkomZhlYdPtXsFnpFEi8475DYYqxy645DbYHzu4aOiCImIiGouJTIBMcF3kRKZ0NChEBERNUpvvvkmTp8+jT///FPhmqdPn2LWrFmwtLSEiYkJhgwZgps3bwrzDx8+hKamJmJiYkTn6ejo4PfffwcAWFpaAgD69+8PTU1NeHh4ICMjA5qamti0aRN69OgBXV1dbN68GQAQGBgIT09P6OnpoU2bNvj8889Fb3Tu3bsXDg4OWL9+PTp27Ah9fX0MHToUsbEVe9Zv2bIFbm5uMDIywqBBg0TVHseOHYOFhUXNnziienD48GEEBATgwIEDmDp1KszNzWFkZIQePXpg06ZNGD9+fI2up6GhAU1NTbi4uGDVqlWIjo5GaGioaoInagCXLl3Cl19+ie+//x5vvfUWrK2tYWBgAE9PT3zxxReYO3euaH3pa8LQ0BBeXl44dOgQfH19MX36dOEDMTdv3kR+fj7ee+89GBsbw87ODv7+/oiPj0diYmKFGNTV1UXVfYrGysdQ9peamppozbRp07Br1y7huLi4GLt378b06dOV8rxR1ZgIJKJmY7CFY7XWlf+MiZeFPfxc3FkJSEREjcq9Y1fw6IdgJJ2+i0c/BOPesSsNHRIREVHVZFeBpB9Kfq8HHTt2hJ+fH9577z2584WFhXjppZeQm5uLv//+GxEREfDx8cGAAQOEbcoUVfsVFBQI1RLx8fEAgLNnzyInJwf//vuvcN6aNWvw9ddfIy0tDW+++SZu3ryJ0aNHY8qUKYiNjcXWrVuxbt06rFu3Trh2UVERYmNjceTIEZw4cQK3b99GUVERxo0bJ4ohPj4ef/zxB06ePInw8HCoqalh9uzZoutwK1Cqidz4cDy7eQa58eEqv9ePP/6ILl26YNCgQUq/trp6ydvarCQiVbstycFvD6S4LclR+b1+/PFHWFpaYvLkybW+xvz58xETE4Pr168DAPr16wcLCwts3LgR2dnZSE1Nxc6dO9GvXz9YW9fPbjNjxoxBQkICrl4t+dmg9Hvp0KFD6+X+xEQgETUjXhb26KilX621pduDEhERNUYpkQmQhcaLxmSh8awMJCKixu3RUiCsF/Bgasnvj5bWy21XrFiB27dv49ChQxXmTpw4gaioKOzevRuOjo5o3bo1li1bBisrKxw7dqza99DQ0BB+19TUFI4B4MMPP0Tfvn3RokULqKmp4auvvoKPjw8WLVokVCAuXboUa9asqXDd7du3w9nZGQ4ODtixYwdCQkLw119/ie67e/duODg4wMrKCosWLcKlS5eY/KBaeXp2GxJ3z0PKr2uQuHsenp7dptL7PXjwAO3bt1f6dePj4/Hxxx/DxsYGHh4eSr8+UakNf6dg+i+P8fH5JEz/5TE2/J2i0vs9ePAAbdu2rVBRVxOlr7nS6nEzMzP8+uuv+Pbbb6GrqwtTU1NERETg559/rtN9SnXv3r1CRWBmZqZojY6ODiZPnixUBe7YsQN+fn6i76WkWkwEElGzsTz0PO7my6pctz05AuNvn8Hy0PNVriUiImoImUnpNRonIiJqcLKrQPyX4rH4L+ulMtDW1hbz58/H8uXLkZ+fL5q7fv060tLS0KpVK7Ro0QItWrSAtrY27ty5I9pisy7c3NxEx3fu3EGvXr1EY15eXkhJSRGqEAFAX18f7dq1E47t7OxgbW2Nu3fvCmMWFhYwMDAQjlu3bo3c3FxkZWUpJXZ6fuTGh0N65SfRmPTKTyqtDCwuLlZKoqGUra0tNDU14ebmBjU1Nfz222/Q1dVV2vWJyrotycHesHTR2N6wdJVWBir7NQOUJBeHDBmCOXPmICUlBTExMXB0dMSgQYOQm5tb5+vL6xGop6dXYd3MmTNx8OBBxMXF4fjx45gxY0ad703Vp1n1EiKixi9YEouA1Jr9Jy4gNQojJM4AgAhZGlz1jUV/5lahRETUUPTMjWo0TkRE1OCyHyge1++p8tsvW7YM27dvx7Zt4gqnwsJCtGvXDrdu3apwTunWgnWlra1dYaz8G7mlx2Ur+eS92aumpiZsR6poTfnrEFVHfupjheMtbDqo5J6urq548EDB14ZaiImJgaWlJauIqF7EZuQpHHez0FHJPV1dXXHy5Mk6JQRLX3Nt2rQBAOzevRvGxsZYsWIFAMDExASbNm2ClZUVgoKCMGrUqDrFXFopX5WuXbvC2dkZ48ePR48ePeDq6ipsX0qqx4pAImoWImRptTrvm4chJdWBMdcx/vYZ0Z9ZMUhERA3F1MUa+h42ojH9rjYwdamfHg5EREQ11rJtzcaVzMjICMuXL8enn36KZ8+eCeMeHh6IiIjA48ePK2xdVpoINDYu+VBoenq6cN6jR49QWFgoHJe+yVk2SadIhw4d8M8//4jGrl27htatW8Pc3FwYk0qliIiIEI4TEhKQkJCADh1Uk5Sh55uWiW2NxpVh0qRJuHHjhmi727rQ0NBgEpDqjb1hxQ95VDauDJMmTUJCQgJ+/vnnWl9jy5YtsLW1Rffu3QGUfKCkfFKx9Ptffb+eZs6ciatXr2LmzJn1el9iIpCImonSar6aCs5OVTgXkBrFXoJERNRg2o/pjTZTvGD+Uke0meKF9qN7N3RIREREiun3BGzeE4/ZLK2XasBS8+fPh46ODvbv3y+MjR07Fp06dcKECRMQGhqK3Nxc3L17FwsWLEBwcDCAkuqIdu3aYd26dXj27BliY2Px5ptviq6tqakJa2trXLt2rcpqvMWLF+PMmTPYunUrMjMzcfHiRaxZswbvvvtuhbVz585FfHw8JBIJ5syZg06dOsHHx0cJzwaRWAubDjDoPUE0ZuA1UWXVgAAwceJEvPLKK5g4cSJ+/vlnyGQyZGdn4+bNm1iyZAmOHj2qsnsT1ZWbhQ6muhuJxvw8jFRWDQgAPj4+8Pf3x5w5c7B7926kp6cjLy8P4eHh+OSTT7Bjxw655+Xl5eHGjRuYNm0ajh49iu3bt0NLSwsA8PLLLyMmJgarV69GZmYmkpKSsGDBApiZmcHLy0tlj0Uef39/5OfnY+rUqfV6X2IikIiaCS8Le3i1NFH6dffHhTMZSEREDcbUxRoOXh1ZCUhERE1Dmy8A97+BtntLfm+zpl5v36JFC6xYsQLZ2dnCmJaWFs6dO4fOnTtj8ODB0NfXx4QJE+Dq6ooXXnhBWLdv3z7cuXMHpqamGDJkCCZMmFChUuLrr7/Ghg0boK2tDQ8PD4VxeHp64qeffsL69ethYGCA8ePHY/bs2RUSgdbW1hg8eDD69u0LW1tbSKVSHD16VOn9oYhKtR44G1bTN8L05fdhNX0jWg94Q6X3U1NTw08//YQPPvgAX3zxBczMzGBubg4/Pz/Y2tpi6NChovWlPQDL/srIyFBpjESVmd/LFLtH22KFjzl2j7bFvJ6mKr/nxo0bsWHDBmzbtg3W1tYwMjLCq6++Ck1NTbz66quitd27d4empiYMDAwwYcIEaGtr48aNG/D19RXW9OrVC0eOHMHhw4dhbm6Odu3aITU1FadPn0br1q3rHG9pDGV/7dq1S+H66mwjSsqnVvwcbSoulUphaGiIjIwMUaNlosaiqKgISUlJMDc3V1qvgudJsCQW42+fUcm1/UycsMqDn8okauoKCwsRGBiIjIwMTJo0SfiEHBERKRd/riWi+lBYWAh1dfUKibOCggKoqanVecszRdcvKipCcXExNDQ0UFBQUKs3Nffs2YMPPvgAjx/L79sGlPQBLCoqqvA4yt6z/BpF5xA1ZsXFxaKteMvS1NQU5plAIPpPQUEBACjl+11lFH0vLBtDeRoaGsL6qr5P1vb7KNUM/0dGRM2Gl4U9/EycanSOg0bLaq3jNqFERERERESNS9k3GsvS1NRUypuiiq6vrq4uXF+Vb14qenO37D3Lr1H1G8JEqqCmplahoqj0V9l5IvpP6WtE1V/zFX0vLBtD+V9l11f12uVru37wWSaiZmWVhw9GSJzxuyQa25MjqlwfU5iNFXZdoaWugfyiQnwcd0Ph2ghZGrws7JUZLhERERERERERERGRyrAikIiaHS8Le3zSpV+1qwPjc54BAB7/73dFXPWN6xwbERFRqbC/HuLE91cQ9tdDucdERETUfPn5+SEmJqahwyAiIqLnACsCiajZWuXhA6cHhpVW+QHAtmpUDk4zcWI1IBERKc3GeccRtOmmcGzfpTVibz4Vjn39u2DexlENERoRERHVA27hSURERPWFFYFE1KzNausJX33LWp/vpm2AQ26D8bmHjxKjIiKi51nYXw9FSUAAoiQgAARtusnKQCIiIiIiIiKqMyYCiajZ01Kr2acsnTR1hT/fzpMiMJFvxBIRkfLEhicpdR0RERERERERkSJMBBJRs7Y89DxOSONrdE5UQZboOCA1CsGSWGWGRUREzzH7DuZKXUdEREREREREpAgTgUTUbAVLYhGQGqWUa0XI0pRyHSIiIvcXneHr30U0Zu/eWnQ8dJ473F90rs+wiIiIiIiIiKgZ0mzoAIiIVEWZyTtXfWOlXYuIiGjexlGwaWuCB9cS0LaHNca87Y2wvx4iNjwJ9h3MmQQkIiIiIiIiIqVgRSARNVvKSt5NM3GCl4W9Uq5FREQEABvnHcfOBedxcd997FxwHhvnHYf7i84YObc3k4BERERERERUJ7du3cKIESNQVFTU0KE0W+Wf48b8nLMikIiaLS8Le/glOtV6e9DZZq4YbOHIJCARESlV2F8PEbTppmgsaNNN9B3vxiQgERFRDYwfPx7Z2dn44osv0KlTJ9HcggUL8PDhQ7z99tsYMmRIA0X4n9JYAaBVq1Zo27Yt5s6dC2tr6waOjKhhhYSE4KOPPgIAqKuro1WrVnBycsKgQYPw4osvQk1NrcI5MTEx+OGHH3Dnzh1oaGigbdu2eO211+DszJ+lqWl79OgR5s+fD2tra2zbtk00t2jRInh4eMDPz69a10pNTcXJkydRVFQEdXXV1oNJJBLs3bsXoaGhKCoqgouLCyZMmAA3NzcA/z0uAFBTU0OrVq1gb2+P/v3746WXXqoQn0QiwbZt23D37l1oa2ujZ8+emD59Olq2bFnh3hs2bMDp06crje/YsWPQ0tJS0qP9T/nnuD6f85piIpCImrVVHj4YIXFGhCwN0VkZ2JYcUa3zppk44eMu/VQcHRERPY9iw5MUjjMRSEREVH2nTp2Cmpoatm7diu+++04Yj4yMxPbt25GXl4fRo0c3XIBlnDp1ClOmTMHw4cMhlUqxY8cObNiwAWFhYbC354dP6fmVlJSEkydP4ocffoCRkRFkMhlCQ0Mxfvx4uLm54ZdffoGhoaGwfu/evZgzZw7GjBmDoUOHQltbGw8ePMDIkSOxbt06+Pr6NuCjIaqbjIwMnDx5EgDg6+uLsWPHCnMXL15EixYtqn2tzp0748SJE9DQ0FB6nGUFBgZi0qRJ8PHxwejRo9GqVStERkZi6tSpWLhwIaZOnSo8ru+++w5t2rRBZmYm7ty5g9mzZ8PCwgK//vqr8MGYp0+f4oUXXoCzszNmz56NZ8+e4YsvvsCRI0dw9uzZCvd/8cUX0aZNG+F41KhRmDt3LoYOHSqMqfo5aAqYCCSiZs/Lwh5eFvYIlsRWKxHYU6c12rZqjWBJLICSXoOu+sasDCQiIqWw72Beo3EiIiJS7NVXX8W+ffvw1VdfCW+Q7tixA2PHjsXhw4dFa/Pz87Fz506cP38empqaeOmllzBlyhSh4igzMxMTJkzAZ599hqCgINy8eROWlpZ45513YGdnV+3rKNKpUyeMGDECQMkbldbW1ti1axc++eQTJT4jRI3H77//jp9++gnz5s3D3r178fjxY/Tr1w9vvvkmNDXFb0sPGjQIlpaWAIBJkyZh0aJF6NGjB+bOnYsDBw4AAEJDQzFz5kysXr0aS5YsEZ3/f//3f0hPT6+Xx0WkaiNGjMCyZcvw8ssvV3itAMDjx48xd+5cAIC2tjacnZ0xZ84cuLi4CGsSEhLw/fffY9iwYcjLy8PEiROxdOlS9OrVq8J1NmzYgDZt2iA7Oxs7duzApUuX0KpVKwwaNAiTJk1SGGdsbCwmTJiAN998E2vXrhXNLVu2DCkpKaKxvn37wsPDQzhevHgxvL298dprr+H8+fMAgAsXLiAuLg6hoaFo3bo1AMDa2hojRozAkydPhK8Tpbp06YIuXboIx2pqaujcubPw/bYyOTk52LVrl/B4p06dCm9vb2G+ps9HY9a46hOJiFTIy8IefiZOVa67mvMUy2OuY/ztMxh/+4zw5+Wh5+shSiIiau7cX3SGr38X0djQee6sBiQiIqqF3r17w8LCAr/88gsAoKCgAAEBAZg5c2aFtZMnT8aaNWswcOBA9OrVC4sXL8aCBQuE+fz8fJw8eRLDhg1DdnY2Ro8ejYiICPTt2xc5OTnVvk516OnpwdzcHBKJpHYPnKgJiI2Nxf79+zF69Gi4urpi4MCBWL16Nd56660qz7W0tMSSJUvw888/Iy0tDQCwceNGWFpaYuHChRXWa2howMTERNkPgahBLF++HMnJydixY4fceWNjY8ydOxdz587F5MmTkZ2dDXd3d0RGRgprym5T2aJFC+Tm5mL79u2i6+zfvx937tyBo6MjcnJy4OPjgxMnTmDkyJHo3bs3PvnkE2FLT3m2bdsGDQ0NfPzxxxXm1NTUYGZmVunjNDQ0xIcffog///wT9+/fBwC0bdsW6urqCA8PF9bdvXsXlpaWQmJQGbKystCvXz9s3LgRffv2Rc+ePfF///d/uHbtGgDU6vlozFgRSETPlbJbheYXFeKP1Me4mJVcrXMDUqMwQuLMykAiIqqzeRtHoe94N8SGJ8G+gzmTgERE1Gzkpz1G4bNUaLQygZaxbb3cc+bMmdi5cycmTJiAwMBA6Orqon///qI1wcHBOHLkCG7evCn0LGrXrh2GDRuG+fPnw9XVVVi7aNEivPfeewCAoUOHwtjYGH///Tf69+9fo+tU5p9//sGjR4/QrVs3JTwDRNX3+PFjpKamwsTEBLa2qn+N5uTkYPfu3RgwYACAksrY/v374913363y9dKzZ08UFRXhzp078Pb2xvXr1+Hh4SG3QopIVfLu30FhfBw0bOyg3a5T1ScogbGxMd5//32sWLECU6ZMgZ6enmheT09PVPH2yiuvICkpCRs3bsS3334r95qvvfYa/P39sXnzZqGCft++fZg8eTLU1NSwZcsWZGdn4/Lly8JWmt7e3ujYsSOWLl0q9+vF9evX0a5dO+jr69f6sfbs2RMAcOvWLbRr1w4dO3bEr7/+ismTJwvbiBYVFeHs2bPQ1tau9X3K27hxI6KiohAZGQkjIyMAwPTp05GZmQkAtXo+GjN+1SSi507pVqHLQ89XOwlYKkKWxkQgEREphfuLzkwAEhFRs/Ls7u/IeXhZONZx7oNWHYeo/L5TpkzB//3f/yE2NhY7duzA9OnTK2zTGRwcDGdnZyF5BwBDhgyBjo4Orl27JkpI9OnTR/izgYEBTE1NkZCQUOPrlPf9998jKCgIMpkMV69exauvvorp06fX+fETVdeZM2dw+fJ/r9E+ffpg8ODBKr1ny5YthSQgULI1oIGBAa5evVplIlBXVxdASeVO6e/KrAgiqop0zxZkHdkvHOuOmwyDaW/Wy73ffvttbNiwAevWrcOHH35YYf6ff/7B/v37ERcXh5ycHNy/f19IYskzZswYzJkzB4GBgRg3bhxu376Nmzdv4uDBgwBKtvLNyMjAuHHjUFxcLPwCSiry5CW+lPGaLP86l0ql+Pzzz+Hk5IRZs2YhMzMTX331Fb799lts27atTvcq6+zZsxg6dKiQBAQAdXV1IalZm+ejMWMikIieS8GSWASkRtX4PFd9YxVEQ0RERERE1LTlpz0WJQEBIOfhZbSw6qjyykBzc3MMGzYMn3/+Oc6cOYPvv/++wpq0tDQYGhpWGDc0NMTTp09FY6WVEqXU1NRQVFRU4+uU17dvXwwfPhx6enpwdXVtcm8iUtP2+PFjURIQAC5fvowOHTqo9N+igYFBhTFDQ0Nhu8/KlCbgS3uCWVtbIzo6WqnxESmSd/+OKAkIAFlH9kOnd796qQzU0dHBp59+igULFgj9AEudOnUKY8aMwcKFCzFu3Djo6+sjICAAycmKCx50dXUxevRo7Nu3D+PGjcO+ffvg6emJDh06AADS09Ph5uaGWbNmic6bM2cO3N3d5V7T2toaN27cqNPjLP8637p1K+7fv4+4uDghSdijRw907doVfn5+og/r1IVUKkX79u0Vztfm+WjMmAgkoudShKzqHzjL89IV7zUfLIlFhCwNrvrGrBIkIiIiIqLnWuGzVIXj9bFF6MyZMzFixAgMHTpUblKjTZs2iI6ORmFhobDFl0wmg0QiQZs2bap9n7pcp1OnTqKt3IjqU2qq/NdoamqqShOBycnJkMlkQpVNVlYWEhMT4ejoWOW5v/zyC8zMzNCpU0nSxdfXF5988gliYmLg4OCgspiJAKAwPk7xeD1tEern54evv/4an376qWh83759eP3117FmzRphbO/evVVe7/XXX8fo0aORlpaGAwcOiPrbOjo6Ii4urkbfp3x9ffHzzz/jxo0b6Nq1a7XPK+uXX35By5YthS1CExMTYWVlJSQBAcDFxQUAEB8fX6t7yNOmTRtRH8LyavN8NGbqDR0AEVFDqE5l32wzVxxyGwyvliUJwOCsVIy/fQbLQ89jeej5kj/HXBfGiIiIiIiInlcarUxqNK5svr6+CAwMxIYNG+TOv/zyy8jLy8OmTZuEsZUrV8LCwkK0bWFVlHUdovpmYiL/tahoXFmKioqwevVq4fiLL76AsbExBg4cqPCcwsJCfP/999i2bRtWrVolJN3feust2NnZYdq0aUhKShKd88cff+Dvv/9WzYOg55KGjV2NxlVBXV0dq1evxtatW0VJMB0dHcTExAhbVV69ehW//PJLldcbPHgwjIyMsGDBAjx+/BiTJk0S5mbNmoXLly8jICBAGCsoKMDmzZuFqvjyXnvtNXTr1g0zZsxAbGysaO7vv//GH3/8oTCW4uJiHDx4EKtXr8by5cuFavsePXrg/v37uHbtmrA2ICAAGhoaSu2rO336dPzxxx84ceKEMHbjxg0hOVib56MxY0UgET2XvCzs4ZfoVOn2oIMtHAEAwdniT83JOycgNQojJM6sDCQiIiIioueSlrEtdJz7lOsR6F0v1YAAoKGhgeHDhyucNzc3x44dOzBr1iwEBAQgNzcXT548wcGDB0VVB1VR1nWI6putrS369OlToUegqreoNTU1xeXLl9GlSxeoq6sjMjIS+/fvr/B6mTJlClq0aIFnz57h9u3baN26NQICAvD6668LawwMDPDXX39hzpw5cHBwQLdu3aCpqYmIiAh07txZlKAnqivtdp2gO25yuR6Br9XLtqBljRw5Er169cLFixeFsSVLlsDHxwcdO3ZE69atERERgR49elR5LQ0NDUyYMAHfffcdhgwZImzHCQADBw7E999/j/nz5+OLL76AqakpHjx4gFdeeaVC391SWlpa+P333zFv3jy0a9cO7u7u0NPTQ2RkJOzt7bFx40bR+rfffhsGBgbIyspCeHg4tLW1sXbtWsybN09YM3HiRFy4cAEvvvgiunfvjszMTERERGDjxo1wdnau6dOn0ODBg7Fu3TpMnDgRrq6u0NLSgrq6Oo4dO1br56MxUysuTRs/B6RSKQwNDZGRkSF3f2qihlZUVISkpCSYm5tDXZ0Fu6oWLInF+NtnFM6/YeYKNQDbkiOqdb1VDt3h59L09ogmep4UFhYiMDAQGRkZmDRpErS0tBo6JCIAQEpkAjKT0qFnbgRTF+uGDoeozvhzLdHzKz/tMQqfpUKjlYnKk4BBQUHo1KkT7OzkV2ecOnUKbm5uonmpVIp///0XGhoa6N69uygZUVBQgKCgIPTt21fUB/CPP/5Ahw4dYGNjU63rKIq1ffv21doOkUiVHj9+jNTUVJiYmKg8Cbhjxw6sXLkSUVFRePDgAeLj49G1a1e0bt1aWJOcnIyrV68CKKl+0tPTQ5s2bWBvX/kHrZOSknD37l1oaGigbdu2sLCwUOljoedX3v07KIyPg4aNncqTgFKpFBcuXICPjw/09PSE8ZiYGNy6dQsuLi5CX7vMzEyEhISguLgYnp6eiI+Px9OnT9G7d28AJdv+XrlyBcOHDxclrhITE/Hvv/+iXbt2cHV1rRBDZmYmbty4geLiYnTu3BlGRkbVij0tLQ23bt1CUVERXF1dK3zPvHDhAoCSvru6urpwcHCAk5OTwus9efIEDx48gLa2Njp27FjtfM5vv/0GNze3Kr+GlEpPT8eNGzdgbGyMzp07CxXIpSp7Pso/x4qe88aAicAmRBoWgry4aBTn50NNSwvado4wcPds6LBIifiGSf0KiAzD8pjrSrveIbfBrAgkauSYCKTG6N6xK5CF/rfNi76HDdqP6d2AERHVHX+uJSIiotJEYHR0dEOHQkT0XOPWoE3Ek01rgaDjorECAM96eMP6w9XyTyKiSlWnT2B1TTNxYhKQiIhqLCUyQZQEBABZaDxSOiewMpCIiIiIiIiI6owfzWwCpGEhFZKApdSvXUL8Z8vqOSKi5sHLwh69W9atKfZsM1ccchuMzz18lBQVERE9TzKT0ms0TkRERETUVLz00kvYtWtXQ4dBRPTcYyKwCciLi650XuPapZJkIRHV2DvOddtetxhAhCwNwZJY5QRERETPFT1zoxqNExERERE1FXZ2dhgwYEBDh0FE9Nzj1qBNgLadIwqqWCM7UPLpmqyrlwAAuj292T+QqBq8LOzhl+iEgNSoWp2/PTlC+LNfohNWsTKQiIhqwNTFGikeNuIegV1tuC0oERERERERESkFE4FNgIG7J7J8RyncHhQANO6EIeuDBcJx1olDyPIdBUv/JcKYNCwEeXHR0LZzZJKQ6H+CJbFo16o1ZkANu1Ifyl3j1dIEBpraCJIlVnqtgNQojJA4s1cgERHVSPsxvZHSOQGZSenQMzdiEpCIiIiIiIiIlIaJwCbC0n8JpN4DkBcXjZzjP0PzSXzVJwUdh9R7AAzcPfFk01ohkVgAQNbJHfqTZjAhSM+15aHnq1UJGJydCgDw1beEvY4+igGoAdhWphqwVIQsjYlAIiKqMVMXayYAiYiIiIiIiEjp2COwCTFw94TpiLEwmPdetc/Ji4su6R9YrpqwtILwyaa1yg6TqEkIlsTWeDvQINkTDLZwxCdd+mGwhaPcNflFhQiIDGPPQCIiIiIiIiIiIiJqcEwENkEG7p6A76hqrdW2c0ReXLTiBUHHSxKFKNk6NCXwqHBM1JxFyNLqdJ6XhT06aOuL5lqraeLjuBtYHnMd42+fwfLQ83WOk4iIiIiIiIiIiIiotpgIbKIs/ZdAd+V6FPUdqHiR72gYuHtC286x0mvlxUXjyaa1yPpgAQq2fsNKQXouuOob1+m8YEkswvNkormnxQWi44DUKFYGEhERERERERE1Y+np6di4cSMyMzPlHhNR9cTHx2Pjxo0oLi6We0y1xx6BTVhpf7+si2flzmtY2wrrsnxHVdgetFRO6HVoXr0oHizTX5CoOfKysIdfolONtgftqdNaqAisbkUhewYSERERERE1jG3btiEvLw8TJ06EqampaO7YsWOIj4/HgAED0LFjxxpfEwBatWqFtm3bwsvLS6lxEzUXsbGx+PXXXwEAampqMDc3R7du3eDk5KT0e2VlZWHXrl3CsZaWFmxtbTFgwAC0bNlS6fcr68mTJ5g/fz5Gjx4NPT29CsdEtXHr1i2EhoaiqKgILi4u6NmzJzQ1S9I5KSkpOHjwIICS11arVq1gb2+PF154Aa1atar0uocPH8aTJ08wffp0uf8+z58/jzt37lR6jTfffBMaGhq1fGSKRUREYP78+Zg7dy40NTUrHFPt8dlr4gzcPSGztoNGQlyFufyI8Gpdo0IS8H/y4qIBJgKpGVvl4QPtmxrYnhxRrfVXc57iasxTAIBbuW1BFalt5SERERERERHVzTvvvIPs7GxkZWXhvffeE8bT09Px2muvIScnB9u2batRIvCdd95Bt27d0LlzZ0ilUixevBhubm44ffo0dHR0VPEwiJqsu3fvYv78+Zg+fTp0dXVx6tQpvPbaa1ixYgWWLVum1HtJpVLMnz8fI0eOhL29PfLy8vD9998jPj4e586dg5ubm1LvR6QqsbGxeO211xAeHo4BAwagVatW2LlzJ5KSkrB9+3b07dsXjx8/xvz58zFhwgSYmpoiMzMTd+7cwd27dzFv3jysXLlSbuLsxIkTmDZtGjIzMxUmqhMTE3Hv3j3hePPmzXjxxRfRqVMnYYwVek0PE4HNgLbvKBTu2lhhXMu1A6RhIci6eklhNWCl161iS1Gi5mCIhWO1E4Fl3S63LSgAdNDWF20XOs3EidWAREREREREKpSSkoJz584hLy8P/fv3h62trWh+0KBB2LVrlygR+OOPP6JHjx74+++/K1zv4cOHuHDhAjQ1NeHj41PhegAwfvx4zJs3DwAQGRmJjh07Ytu2bXj77beV/OiImodVq1bB0tISALBu3Tq8++67mDJlCsLDw6Guro5OnTrh7NmzUFNTw+TJkwFASOAVFBSgb9++cHFxqda93nrrLfj6+gIACgsL4eHhgXXr1omqBeWJjY3FxYsXoampiUGDBsHExEQ0HxMTI3xt6NWrF9q0aVPTp4GoSpmZmRg0aBDs7Ozw6NEj6Ov/V4gQExODpKQk0fr3338fHh4ewvHly5cxfPhwZGdnY/369aK18fHxePPNN/H5559j4cKFCmOYPHmy8DoEgO+//x4TJkzA3Llzq/UYIiMjERwcjFatWmHQoEEwMDAQzT948ACXL19Gq1at4OXlBRsbm2pdl+qGPQKbAbMxE1BoL/7mU2jvhMKEOGR9sAA4cahW1826dE4Z4RE1al4W9vAzEW9JMc3ECb76VtW+xhtmrjjkNhh/9H0Vh9wGY5VDdxxyG4zPPXyUHS4RERERERH9z8GDB+Hg4IDNmzfj9OnTGDRoEAIDA0VrRo0ahdTUVFy+fFkY27lzJ2bOnFnheuvXr0enTp1w4sQJHDx4EC4uLti/f3+lMbi4uMDR0RF3795VzoMiauYGDRqEoqIi3Lt3DwEBAXj77bfRp08fnDp1ClFRJe1bfvrpJ7i4uODAgQMIDAyEm5sb1q1bV+N7aWhowMDAAIWFhZWu+/LLL9G2bVvs27cPx44dg7e3N0JCQoT5tWvXwsPDA4GBgThx4gS6du2KTZs21Tgeoqrs2bMHjx49wtatW0VJQABwcHDACy+8UOn5ffr0wSeffILNmzcjOTlZGC8sLMTkyZOxdOlSUWWfsr377rvo0qULjhw5ggMHDsDLy0t4XQPA0qVL4eXlhbNnz+Knn35Cp06dhC1OSbVYEdhM2Gzai+RjPyE/Ihxarh2g6+RakgSsi6DjSLa2g9mYCQqXSMNCkBcXDW07R/YTpCZrlYcPRkicESFLg6u+sVDFFyyJxe+S6CorBlPysoU/e1nYswqQiIiIiIieWw+f5uLJswJYttKEc+sWKrtPTEwM/Pz8sHbtWsyfPx8AkJ2dXSEhp62tjddffx07d+5Enz59cP36dTx69AivvPIK3njjDWFddHQ03nvvPQQEBGDixIkASt789/f3h6+vL1q3bi03jqdPnyI+Ph729vx/IDUNt2OeIiblGRxMW8HNQf6/a1W6efMmAAivmaioKNy9e1eosEtPT8dbb72Fzz77DEuWLAFQkvSfOnUqRo0aBWdn50qvf+LECURGRiI/Px9Xr15FSkoKtm7dqnD9xYsXsXTpUpw8eRLDhg0DUFJpXJpEuXLlCj799FOEhIQIVYn//PMPvL29hW1IqXm7mRmDmJxkOOiYoYueg0rvdfbsWbRr167aFbDyvPTSS1i0aBGuXr2KESNGAAA+++wz6OrqYt68eTh79qyywhU5dOgQvv32W1y+fBk9evQAADx+/Bj5+fkAgF9++QUBAQG4c+cOLCwsAJS8Xl9//XUMHToUhoaGKomLSjAR2IyUTdg92fadUq5ZuGsj4q9ehP6kGRUSfU82rRW2HC0AkOU7Cpb+S5RyX6L6Ji+B52VhjwhZWpXnHst4jGMZj+GX6IRVrAIkIiIiIqLn1E+30nEy4r92CcNd9TGhs5FK7nX06FEYGBjA399fGGvZsiW6detWYe3MmTPRu3dvfPfdd9ixYwcmTZqEli1bitb89ttvaN26NSZM+O+9lfnz52P58uX466+/MGbMGGH8woULAACZTIb9+/fDxMQEs2fPVvZDJFK6707ewt7z/33YeaqPK94e3lnl9929ezf09fURExODrVu3YsqUKWjbti0AwMfHR7TN5oULF5CRkSFsvwsAEyZMwOLFi/Hbb78JiX9F4uLioKamhoKCAsTHx8PAwABFRUUK1x88eBA9evQQkoAAYGpqClNTUwDAgQMHYGNjgz/++ANnzpwReqNpa2vj2rVrTAQ2c98+PoHdkvPC8XQLHyy0Hamy+yUnJ8vdkromzMzMAJR8UAUoeU1t3boVN27cgJqaWp1jVOTgwYMYNmyYkAQEIHos+/fvh4ODA44dO4bi4mIUFxejsLAQMpkMt27dgre3t8piIyYCm6WyCbqqFDi3g+bD+5Wu0bgThqwPFogSfdKwkIr3CDoOqfcAVgZSs+Kqb1zttQGpURghca6QUAyWxFaoNiQiouYlJTIBmUnp0DM3gqmLdUOHQ0REVO8ePs0VJQEB4GSEDN1tWqqkMjAhIQEODg5QV6+6642bmxs6dOiA3bt348CBA/jjjz8qrImLi4Otra3oTdIWLVrAwsICcXFxorUSiQT37t2Dnp4eFi5ciIkTJ0JPT6/uD4pIhW7HPBUlAQFg7/kIDHCzUXllYEREBPT09GBqaoqff/5Z6OEHAObm5qK1cXFxMDMzg46OjjCmpqYGe3t74bUYGxuLX3/9VZj38fERevqV7REIAHPmzMG4cePw4MEDuUmQhISESvv9xcXFoaioCLdv3xaN+/n5CX0PqXm6mRkjSgICwG7JeQww7qKyykBDQ0PEx8fX6RoZGRkAIPTmmzdvHnr16oXDhw8DAO7fL8kF7NmzB/3791daAi4hIQE9e/ZUOB8XF4e8vLwKr6W33nqrQh9BUj4mApsZuQm6Smh27AK4tq/eOf/bKrSFkyuenf5VboPJvLhogIlAaka8LOzhl+iEgNSoqhcDiJCliZJ9y0PPi85l1SARUfNz79gVyEL/+89aiocN2o/p3YARERER1b8nzwoUjqsiEWhiYoInT55Ue/3MmTOxaNEiuLi4yO2xZGlpKeqnBABFRUVISUmp8Gb/+PHjRdVKRE1BTMozheOqTgSuWrWq2kkzS0tLPH36FIWFhdDQ0BDGk5KShGtkZmbi3r17wpyHh4eQCCzvxRdfxLZt2yCRSOTGYGJigsjISIXxtG7dGq1bt8bGjRurFT81HzE5yQrHVZUI9PLywsqVK5GUlFQhSV5dpVXrnp4l79GPGTMGqampwmvm8ePHAICHDx+iQ4cOSoi6RFXfl1u3bg1tbW2+lhpI1R+boiYlLy5a7nihl/zEg25Pb+h6DwBGjkehV/8qr1+4ayOyPlgA9Yvy9xLWtnOsMCYNC0FK4NGSJCVRE7TKwweH3AZjjGHVpfllKwiDJbEVEogBqVEIlsQqPUYiImoYKZEJoiQgAMhC45ESmdBAERERETUMy1byP2uuaLyuhg0bhvj4eAQGBorGY2Ji5K6fNGkSZs6ciVWrVsmd79+/P2JjY3H58mVh7PDhwyguLoaXl5fyAidqIA6mrWo03lB69+4NdXV1oXoJAIKDg/Ho0SP0798fANChQwds3LhR+FVZRdPt27eho6MjbPVZ3vDhw3Hp0iXcuXNHGMvPzxeqskaOHImrV68iODhYdF5sbCyysrJq+zCpCXDQMavRuDK88cYb0NXVxeLFi4VtaEtlZ2fj4cOHlZ4fFxeHFStWYOzYscK2tStWrBC9Xko/yPLZZ59h3LhxSot9+PDhCAwMFFU0ZmVlISkpCUDJa+m3334TJfGBkgrF8o+VlI8Vgc2Mtp0j5H0GT3/YaGQZGIgr/3xHI+vSOWFMQ855NeI7WrQtqDQsBLIDu6BxJwwA+whS01Za5Xcs43Gl63bG3BK2AVXUX7B81SARETVdmUnpCse5RSgRET1PnFu3wHBXfXGPwLb6KqkGBIAuXbrgk08+wSuvvILp06fD1tYWp0+fxowZMzBt2rQK6w0MDLBhwwaF13N3d8f8+fMxcuRIvPnmm8jNzcXmzZvx8ccf17lfE1Fj4ObQGlN9XEXbg/r5tFV5NWBNWVtbY8WKFZg+fTquXbuGli1bYsuWLXjzzTeFCqfKnDhxApGRkSgoKMCdO3ewd+9erFmzBpqa8t8GHzNmDF577TV4e3tjxowZMDAwwIkTJ7B27VrY2Nhg9OjReOONNzBo0CDMmDEDtra2uHPnDv755x9cuXIFurq6yn4KqJHooueA6RY+ou1BZ1gMUFk1IFDS3y8wMBCvvPIKPD09MWrUKOjp6SEyMhJnz57F119/DWdnZ2H9Tz/9hEuXLiErKwt37tzBsWPH0K9fP+zatUtlMSryxhtv4MSJE+jevTv8/PygpaWFEydO4IcffoC5uTneeOMN/P777+jduzemT58OU1NThIaGIjw8HGFhYSrtX0hMBDY7Bu6eyPIdVSHhZ+DuCQN3T0i9ByAvLhrado7IjYpA4a66l+IW9R2IVi+9LEoClvYprJBcZB9BasKqs01okOwJgmQlZfA9deT/MF2TvoNERNS46Zkb1WiciIioOZvQ2QjdbVriybMCWLbSVFkSsNTHH3+MoUOH4uTJk8jNzcWaNWtE1Xtz5sxBp06dFJ7/5ptviubXr18PX19f/Pnnn9DW1kZQUBD69esnOmfOnDno0qWL8h8MUT14e3hnDHCzQUzKMziYtlJ5EtDBwQH+/v4Ke2gOGTJEbp/P9957D15eXjh16hTy8/Pxww8/YNiwYZXeS09PD/7+/gCAe/fuQUNDAy4uLrh27Rrc3d0rPTcgIABnzpzB+fPnoa6ujj179sDNzU2Y37p1K6ZMmYIzZ84gPT0dQ4cOxY4dO9CiRcnXOGNjY/j7+6NVq1Zyj6npWmg7EgOMuyAmJxkOOmYqTQKW6tWrFyIjI3H8+HGEhYUhJycHPXr0wGeffSZsF2pmZgZ/f3/IZDLcv38furq66NmzJ5YuXYqOHTtWen07O7sa/fv09/cXvR4U0dTUxMmTJ/Hrr78iODgYenp6OHLkiJC41NDQwNGjR3HmzBn89ddfyMzMxIQJEzB69Gjh64CNjQ38/f0VHlPtqRU/R3WXUqkUhoaGyMjIaPYNKKVhIULCT17SrTRRV5UCB2doxlRecqy7cn2FSsCsDxYoXK85ZxFMR4yt8t7Po6KiImEPaH6Ba7x2PAhBqDQZBcXFOCGtWQPfaSZO+Jw9AokaTGFhIQIDA5GRkYFJkyZBS0uroUOiZqB8j0D9rjZoP5o9Aun5xp9riYiIiIiIGgdWBDZTBu6egIKqO2lYSKVJQI0Z86CmpSX0+5Ot+wwaT1PkL5azHeiz079W2nyyIOExpGEhJRWKVSQsiRqb5aHnK60IrMwKu66Y1Zb/zomImpv2Y3ojpXMCMpPSoWdu1Ki3BE2JbBpxEhEREREREZFyMBH4HMqLi1Y86TsaZmMmiPr7yesdWOjVHxomZtDt+V8z3tIqwyo/73viELJOHILMvg00Yh8BYP9AahqCJbG1TgICgJZ6nTtxEhFRI2XqYt3oE2vlKxdTPGzQfgwrF4mIiIiIiIiaMyYCn0Pado4okDOuMWMezMZMUNzfr+za4D8BAFknDiHLdxR0vQdUWmVY0MYFmo8ixdf4XxJQwP6B1MhFyNIqnXfQbImYgmyF8+wNSEREDSUlMkGUBAQAWWg8UjonNPoEJhERERERERHVHps1PIcM3D0B31HiwTKVgNXpHSgSdBxZVy/JnSrqOxC6K9dDZ8jIal1K0XWIGoOqEnkxBdlYYdcVqxy6w1ffSjTnq2+FCFkagiWxqgyRiIhIrsyk9BqNExEREREREVHzwIrA55Sl/xJIvQdU6M9X6bahtdDqpZdLegECcqsQKzhxCPGSRLTo+gL7BlKj42VhD79Ep0q3B9VS14Cfizv84I5gSSwiZGm48PQxgmSJCJIlAgD8Ep2wysOnvsImIiKCnrlRjcaJiIiIiIiIqHlgReBzzMDdE6YjxoqSbdp2jgrXF5iaK5zT7emNQvs2orFC+zbCteVVIRbaO8m9lsa1SyjY+g2yPlhQsk0pUQMLlsQiIDIMwZJYrPLwwSG3wXjDzFXu2rJVg14W9nDVN0aQ7IloTUBqFCsDiYhI5VIiExATfBcpkSXbf+p72Ijm9bvacFtQIiIiIiIiomaOFYEkYuDuiSzfUaLtQQs7eUBNrxU0r8nftrOgQxcAFXv+acQ+wpNt30G3pzcM3D3lViE+2fYdcOKQ4oAU9A2UhoVUqGYkUoXloedFFYCl1XxeFvbICy0UzU0zcYKXhb3ofEV9BSNkaRXWEhERKcu9Y1dEPQFTPGzQfkxvpHROQGZSOvTMjZgEJCIiIiIiInoOMBFIFZRP2AFA1gcLFK7XDL8J2YFd0JA3eeIQsk4cQpbvKFj6LylJ2pVJ3On29EZWZYlA/G+70jLnPNm0VkhUFgDCtYmULVgSW2Eb0IDUKIyQOMPLwh6rPHwwQuKMCFkaXPWN5Sb2FPUVrKrfIBERUW2lRCaIkoAAIAuNR0rnkspAJgCJiIiIiIiInh/cGpTkKrttaHX6BmrcCat8QdBxSMNC5N6n/Jai5ZXdrlQaFiKqVqzs2kR1VVk1XykvC3v4ubgrrO7zsrCHn4l4G1x5lYNERETKkpmUXqNxIiIiIiKqPalUitjYWIXHREQNjRWBVCVtO0cUVGNdYSf3ShOCz07/CgCirTylYSEVthQV8R0tWq8oKVm+apBIGapbzRcsia1QFVh2rDqVg0RERMqiZ25Uo3EiIqKmKioqCkVFRXB0dISmpvgtrsTERGRmZsLc3BwGBgYNFGHtFBcX4+HDh7C1tYWOjk5Dh0NUa1lZWUhISAAAqKmpwczMTGWvx2fPnuHJkyfCsa6uLiwtLaGurvo6mP3792Pt2rWIjIyUe0xUHcnJycjIyKh0jbOzM9TU1OopImpOmAikKsnrGyiP/qQZAICsq5fk9v1Tv3gWWRfPirbyVJTYK3Bpjxb9BsFszATRuKKkZNmqQSJl8bKwh1+iU6V9AOX1EASgsK9gWfISiERERHVl6mKNFA8b0fag+l1tuCUoERE1O126dEFmZib27duHyZMnC+MFBQXw9PTEkydPsH37dsyaNasBo6y53NxcuLq64uLFi/D29m7ocIhq7cKFCxg6dCgcHR2hoaGBxMREODg4YNOmTfDx8VHqvQIDAzFp0iQ4OTlBTU0NmZmZePbsGRYtWoRPP/1UqfciUoVvvvkGP//8s3D88OHDCsnzu3fvQltbuyHCoyaOiUCqlrJ9A4vz81G4a6PCtZrWtsjp0Bma4bfkLwg6jmRrO6hpaaE4P1/+NSLvoTDyHhJuh8L6w9XCuNykZLmqQSJlqqyaT1EPwfLK9hUsJS+BuMpDuT8EExHR86v9mN5I6ZyAzKR06JkbMQlIRETNVqdOnbBz505RIjAwMBCtWrVCixYt5J6TmJgITU1NmJmZicaLiooQFRUFOzs7tGjRAhKJBK1bt4aWllaNrlNWRkYG8vPzYWpqKozFxMTA0NAQRkZGorVxcXHQ09ODRCIBAMTHxyMyMhItWrSAnZ2dsC4tLQ0FBQWV3peoMbly5QosLS2Rm5uL6dOnY9y4cXj06BFycnKgpqYGc3NzpKamIisrS/RvXSqVIisrC5aWltW+1507d4RK2t9//x0vvfQSevbsieHDh1d6XnFxMRITE9G6dWu5lbhFRUXCfMuWLasdD1F1rVq1CqtWrRKONTU18emnn2Lu3LkASqpe4+Pj0aZNG2RlZUEikcDW1lb4HpWXl4ekpCRYWlpWqJIvlZKSAm1tbRgYGCAlJQUFBQU1en1R08UegVRtpX0D1RT8ACzdsQFZHyxAwdZvFCcB/6dw10YUbP0Ghbs2VtojUP3aJcR/tkw0Zum/BLor10NzziLorlwPS//F4jjCQpASeJR9A0lpSvsAAkBAZBiCJSX7vCvqIShPhCytJHEYGYYdD0LkJhBLr0tERKQMpi7WcPDqyCQgERE1a6+//jouX76MR4/+azuyY8cOzJgxo8LaK1euoH379mjXrh0cHBzg6emJO3fuCPNSqRSurq746KOPYGNjAw8PD+jr62PdunU1ug4APHjwAP369YOZmRk6dOiAF154Affu3QMALF26FLNnzxatf/r0KVxdXREcHIwJE0p2R1q8eDF8fX0xZ84c4Zre3t6ws7NDp06dYG9vj8DAwDo8e0T1q0WLFli8eDHS0tIQGhqKxYsX4/XXX4ePjw/at28vVO8mJiZi2LBhsLKyQteuXWFmZoaAgIAa32/w4MHQ0dERfX2QZ8eOHbCyskLHjh1haWmJhQsXoqDgvz3Jdu7cCSsrK3Tr1g1mZmYYPny4aBtSovoQGBgIT09PLFq0CFZWVhg8eDASExNRWFiI999/H6ampujRowcMDQ3h7++P3Nxc4dyMjAwMHToUlpaWcHZ2Rs+ePTFz5kwhyUjNHxOBVGOKtuHUjK7dvtcasY+gMWMeivoOlD9/7VKFpF5pUrJ8JeCTTWuFZGTWBwvwZNPaWsVEVN7y0PMYf/sMlsdcL/k99Dzyiwqrff6Fp/HC+R/H3ZC7piaJRSIioupIiUxATPBdpEQmNHQoRET0nEhJz0ZUghQp6dn1cj9TU1OMHDkSu3fvBlBSRffHH3/Az89PtC4zMxPjxo3DkCFDkJaWhvT0dLi6umL8+PEoLBT/3+78+fO4ceMGEhMT8eOPP+K9995DdHR0ta/z7NkzDBw4EFZWVnj69CmSk5OxZcsWhIWFAQBmzZqF48ePIzU1Vbjnvn370Lp1awwdOhTXrl0DABw8eBCRkZH47bffkJWVhSFDhmDIkCFIT09HUlIS1q9fjwkTJiAqquLONESKPE3JQFxUIp6mVN6LTFVKe6C1atUKAHDmzBnMnTsXycnJOH36NIqLizFy5Eg4OjoiNTUViYmJOHbsGN566y1cvXq1yutHRUUhMjISYWFheP/996Gjo4Nhw4YpXH/kyBG8+eab2LBhA9LT05GcnIw2bdoIr89ff/0V77//Pn777Tc8efIEycnJ0NPTw8yZM5XwbFBTkBT1DyKuHEBS1D8NHQrS09MhlUqRkpKCyMhI2NvbY8WKFThz5gzu3LmDhIQEREVF4fLly6Lqwg8++ADR0dGIi4tDcnIyFi5ciF9//bUBHwnVNyYCqcYM3D0B31FKvaaalhZavfSywnlFvQTLkoaFVOxjGHSclYFUZ4q2AJWX0PPVt4KfiZNobKi+JYJkiVXex1XfuG6BEhERlXHv2BU8+iEYSafv4tEPwbh37EpDh0RERM1cyINkBF2LQ/DtJwi6FoeQB8n1ct+ZM2diz549KCoqwp49ezB48GBYW4sr4o8ePYpnz55hzZo10NDQgLa2NtavX4979+7h3LlzorXLly+Hubk5AOCVV16Bjo6OkMSrznUOHz6Mp0+fYtu2bUKyo3v37kKl38CBA2Fra4t9+/YJ99y1axemTp0KDQ0NuY+x9L5Tp05FXFwcHj16BHd3dzg5OeHkyZNKeBbpeXDnRiQunv4XIVfCcfH0v7hzo3Yf6q+p6OhoREZG4uzZs1i0aBE6d+6MLl26AAB69+4tvDYA4K+//kJYWBjmz5+PJ0+e4NGjR7C2toaXlxeOHj1a5b1GjhwJX19fDBs2DOvXr8f7778PJycnheu/+eYbvPbaaxg/fjwAQEtLCwsWLICFhQUAYN26dZgwYQJMTEzw6NEjJCYmYsqUKTh16hSysrLq8rRQE3DtyEc4sXoALuyajROrB+DakY8aOiR89dVXwnaghYWF+O677zB79mwUFhbi0aNHyMzMxKuvvorDhw8DKNn2dteuXVi+fDmsrKwAAJMmTULv3r0b7DFQ/WOPQKqVsj0DCxIeAycOVe/EoWOBUxW/aWvbOcLA3RPPenhD/dolufNVUZQszIuLBthDkOqgJpV6QbJE+Jk44ZDbYKGvYIQsDadklW8ZMc3ESdRDkIiIqC5SIhMgC40XjclC45HSOYFbhRIRkUqkpGfjbrT4/053o9Ngb94Kpkaq7ac1ZMgQACX9wHbt2oWvv/66wpqIiAg4OztDV1dXGLO0tISFhQUiIiIwePBgYdzW1lZ0bqtWrSCTyap9nfDwcLi6usLQ0FBuvGpqapgxYwZ27dqFt99+G6GhoQgNDcVPP/2k8DHevn0bmZmZGDRoUIU5JiOoOp6mZCDyrrglSeTdWFjZmaG1qfx/q8oyadIkaGpqwtTUFD4+Pnj//feFRIazs7No7e3btwGUJPTKc3NzAwCkpqYiLe2/rzcODg7Cn8v2CLx37x769u0LNTU1vPfee3JjCw8Px8SJExXGfvv2bYSHhyMoKEg07uTkBIlEgjZtFLc8oqYtKeof3Ar6RjR2K+gbOHYdCXOnFxokJiMjI7Ru3Vo4jouLQ0ZGBj7//HN89dVXorWlH0RJSEhAVlYWOnXqJJrv1KkTkpPr5wM71PCYCKRaM3D3BNw9IQ0LQVY1E4Ga9g4o8B0lrtzzHS1s8Wn94WrEf7YMGmWTgWXmK6Nt54gCBeNEdVHTSr2A1CiMsHIW+goqssKuK7TUNeCqb8wkIBERKVVmUrrCcSYCiYhIFaRZ+QrHVZ0IVFdXx7Rp0zBv3jw8e/YMw4cPr7CmZcuWon5JpbKzs0VJvapU5zra2trIzq58a9Tp06fj448/RkhICHbv3o0+ffqgbdu2CtdraWnB2toakZH1U8FFzU+mVH7COFOapfJE4JUrV2BpaSl3rnwVrJaWFrS0tPDgwQOoq8vfzG737t34/vvvhePff/9d7rr27dtjxIgRwha/8lT1etXS0sLbb7+NZcuWKVxDzVOGRP7X2wxJZIMlAuW9XoCSPpZlP9BSVmlivPz3rpycHBVESI0VtwalOqvJVqG5N/6Bpf8S6K5cD805i6C7cj0s/ReL1th8uLrS+RrFUc0kIlFlvCzsK2z3WZWyVYTyzp9m4oRZbT3h5+LOJCARESmdnrlRjcaJiIjqykBXq0bjyjZ9+nSoqalh3rx5whujZXl4eCAiIgLx8f9VzN+4cQMZGRlwd6/8Q5w1vY6XlxcePnyIiIgI0bllexFaW1tj2LBh2LJlC/bv3y/qN6alpQV1dXUUFPz3cWcvLy88evQIISEV25+UXUekiJ6B/IS3ovGG4uXlhezsbPz2228V5kr/rS9ZsgSRkZHCr8q2/pRKpWjZUvGHEby8vHDq1KkK40VFRcL8sWPHUFxcLDcWar4MLVxqNN4QbGxs4ODggCNHjlSYK/03amJiAhsbG1y4cEGYKyoqwpUrbB3xPGFFIClF6VahWVcvVbpNqMa1S5CGhQjVhIpUNV9VHHlx0cJ2o0TKsMrDByMkzsJ2n4GJDyv0DSyrfBVh+fNLk3/BktgKY0RERHVl6mKNFA8b0fag+l1tWA1IREQqY2rUEh0djUXbg3Z0NFZ5NWCpNm3aVEi8leXr64sXXngB48ePxxdffIHc3FwsWLAAo0ePRteuXat9n+pcx9fXF/3798fLL7+MNWvWwNbWFqdOnYKOjg6WLFkiXGvWrFkYPXo09PT0hP5kQEnFh7OzM44dOwYrKyvo6urC19cXL730EsaOHYs1a9agQ4cOePjwIb7//nt8/PHH6NOnTy2eNXqetDY1hEtHe9H2oC4d7VVeDVhTnTt3xsyZMzF9+nSsWbMG3bt3R1xcHPbu3YtXXnkFr776aqXnR0VFCVV+58+fx/Hjx7FhwwaF6z/++GN4eXlh9uzZmDFjBp49e4Z169Zh586dsLKywqeffgovLy9MmDAB8+bNg46ODq5cuYJff/0VZ8+eVfbDp0bE3OkFdPZdJNoetIvvOw1WDajI119/jUmTJsHIyAjjxo1DVlYWzpw5g9TUVGzZsgUAsGzZMixfvhw2Njbo0KEDtmzZgujoaHTu3LmBo6f6wkQgKY2BuycM3D3xJD9PvPVnOVlXLylM1EnDQoQ5ALVK6NU2iUhUFS8LeyFZ52VhjxESZ/wuicaVjCe4nScT1inq91d6frAkFgGRYbjw9DGCyvQO9Et0wioPH9U/ECIiei60H9MbKZ0TkJmUDj1zIyYBiYhI5TzbmsHevBWkWfkw0NVSeRLQ2dlZYR++8vNqamoIDAzEihUrMG/ePGhoaGDUqFH44IMPhPWlCbjSbdRKtWnTBvr6+tW+jpqaGk6cOIGvvvoKq1atQnFxMYYOHYp3331XdN3hw4fDxMQEL7/8stDLqdTOnTuxcuVKjBo1Ck5OTvjtt99w/PhxfPfdd9i0aRPS09PRvn17LF26lElAqrZOXV1gZWeGTGkW9Ax0VZ4E1NPTg7OzMzQ15b8FbWlpWWGrQwDYvn07XnjhBezbtw/ffPMNnJ2dMXXqVIwbN07hvfT19eHs7IyXX34ZQMl2iA4ODti/f3+lycMuXbrg77//xurVqzFr1izY2tpi0aJFsLKyAlDSR+369ev48ssvMX/+fOjq6sLLywv79u0TrmFoaCjqU1j+mJquHuM+hWPXkciQRMLQwqVek4AuLi6i73H6+vpyq1/HjRuHs2fPYv369Zg+fTrMzc0xZMgQLF++XFjj7++P/Px8fPvtt9DW1sagQYMwefJk5OfL39abmh+14vJ1zc2YVCqFoaEhMjIyYGBg0NDhNGvSsJAqqwMBAL6jYOlf8mm4J5vWKk4gllnXnBUVFSEpKQnm5uYK90GnxmN56HlRVaBXSxMscvYUJQHLV/yVP6e8Q26DWRlIpEKFhYUIDAxERkYGJk2aJHfbKKKywv56iNjwJNh3MIf7i84NHQ5Rk8Gfa4mIqhYTEwMnJydcunQJvXv3buhwiIiomSosLBQl3YuLi+Hu7o5XXnkFH330UQNGRvWFFYGkEtWtDkTQcUi9Bwh/rmodt/qkxiJYElshoRecnYpFZY7LJ/18Y6wQJEus9LoRsjQmAomIGomN844jaNNN4djXvwvmbaxeX2QiIiIiRXJzc/Ho0SN89NFH6NWrF5OARESkUjdu3MC2bdswZcoUaGpqYtu2bXj06BH8/PwaOjSqJ/xoJqmUpf8S6K5cD805i4CR4+WuyYuLRl5cdJXXqs4aovoSIUurdFxeorCqJCBQsbcgERE1jLC/HoqSgAAQtOkmwv562EARERERUXMRHh6OkSNHIiMjAwEBAQ0dDhERNXPdu3dHr169sGLFCvj7+6OgoAAhISHcwvY5wopAUrnSnn3SsBBkydkqtLQfYEEV1yldVxNlew6ympCUSVHCrnRcUaKwMop6CxIRUf2LDU9SOM4tQomIiKguPDw8EBER0dBhEBHRc2TGjBmYMWNGQ4dBDYSJQKo3Bu6eyPIdJd4C1He0kKCrMFdWmXXVVbbnYMH/rq+MPoNMLhIAeFnYwy/RSVT1VzaRV93KPl99K/RrbSP0ECQiosbBvoN5jcaJiIiIiIiIiBojJgKpXln6L4HUe0C1EmmFPbzRousLtUq4ScNCKiYVldBnUFXJRWqaVnn4YITEGRGyNFEiL1gSiwhZGnz1FfcE7KdrinZ6xhhi4cgEIBFRI+T+ojN8/buItgcdOs+d1YBERERERERE1KQwEUj1rnSr0LLkJe40rl2C9svja5W4U9RPMC8uusK9q0tVyUVq2rws7EWJvOWh50VVgj11WuNqztMK513ISsGFrBRsT46AX6ITVnn41Eu8RERUffM2jkLf8W54cOkhTEy00WVQ24YOiYiIiIiIiIioRtQbOgAioIrEXS0o6idYmz6DVcVS2xip+QmWxIqSgABwNecpfPWtKj0vIDUKwZJYVYZGRES11OJpEhzzpNBPTMGjH4Jx79iVhg6JiIiIiIiIiKjamAikRkHZiTsDd0/Ad5R4sBZ9BqsTS12Si9S8RMjS5I73a22DQ26DscqhO94wc5W75ndJNAIiw5gQJCJqRFIiEyALjReNyULjkRKZ0EARERERERERERHVDLcGpUbBwN0TWb6jxFtv1iJxJw0LEfoP1qQfYX3GSM2Xq76xwvHSLUSDJbHYnhxRYU3ZMW4VSkTUOGQmpSscN3Wxrt9giIiIiIiIiIhqgYlAajSqStyVTfLJS7492bRWSNIVAMjyHQVL/yW17glYmxjp+eZlYQ+/RCfR9qBD9S1xNyMF++PC4WFghlltPSusKS8gNQojJM6i3oNERFT/9MyNajTeGKREJiAzKR165kZMVhIRETUChYWFaNeuHfbt24eePXs2uXvVZ/xEz4sDBw5gx44dOHv2rNxjIiJl49ag1KgYuHvCdMTYCgm2J5vWIuuDBSjY+g2yPlhQkvQrQxoWIq7UA4Cg4yXj9RQjEQCs8vAR9QQ8JXuCj+Nu4FjGY3wcdwNef+7HKg8fYavQ2Qq2ClW0zSgREalWSmQCYoLvIiUyAaYu1tD3sBHN63e1abQJtnvHruDRD8FIOn2X/QyJiOi54O7ujnbt2iE6Olo0/vnnn2PixIn1EkNcXBzee+89eHl5wc3NDSNGjMD69euRnZ0NACguLsbDhw+FY1VSxb2qc013d3e4uLjg0qVLFeZ8fX3h4uKCQ4cOKS2m+pKXlwcXFxf8+++/DR1Kk3Xx4kW4uLjAxcUFrq6u6NOnD9555x0kJSUp/V4nT54U7uXi4oIuXbpg7Nix+PPPP6t1Xl5entxjVcjIyEBMTIzCY3p+hYeHw8XFBeHh4XKPFfnnn38wc+ZMdOvWDV27dsX48eNx5MgRFBcX10fY1ASwIpAaPYVJPu8BQjIuLy5a7rl5cdFKrQgkqkqwJBZBskSF8zGF2Rh7+RiO9hkjbBW6Tc5WoYq2GSUiItW5d+yKqCdgiocN2o/pjZTOjb/KTmE/w84JjTZmIiKiunr48CFycnLwwQcf4McffxTGk5OT8fjxY5Xf/+LFixg5ciQGDRqEFStWwNraGrGxsTh79izefPNN7NmzR+UxlKWpqYmIiAjY2NhUvViJHj58iJYtW2L79u3w9vYWxq9fv46rV6/i2bNnyMjIqNeYlKGoqKjekrjNVWZmJh4+fIgrV67A1NQU0dHRWLRoEc6dO4d//vkHWlpaSruXTCbDw4cPcefOHWhrayMzMxM//PADhgwZgn/++Qfu7u6VnldUVCT3mKg+5ebm4uHDh8jNzZV7LM/GjRuxePFiLFiwABs2bECrVq0QGRmJn376CYmJiZg3b159hU+NGCsCqdGrNMn3P9p2jnLXKBonUpXqVPJdzXmKYEksgP9tJ2riJJqfZuLEbUGJiOqZwkTa/yoDHbw6NuqEWmX9DImIiJozPz8/HDhwAKGhoQrXPH36FAsXLoS7uzu6deuG5cuXIysrS5iXyWRwcXFBYGAg/Pz80LVrVwwdOhR///23wmtmZ2djwoQJGDx4MA4fPozBgwejU6dOGDp0KNauXYvt27crPLdHjx5wcXFB27ZtMXDgQHz//fcVqjZ+/PFHDBgwAB4eHpg6dSoiIyOrnCssLISvry9u3rwprM3NzcWqVavg5eWF7t2748MPPxS9oVydWKpjypQpOHz4MKRSqTC2Y8cOTJ48GRoaGqK1yvr7qOo6VT3+qVOn4pNPPhGtz8/Ph6enJ44cOYIePXoAACZOnAgXFxcMGzZMuObKlSvRq1cvdOvWDbNnz0ZCQkKNn7PniaOjI1xcXDBo0CB8++23CAsLw82bN7FkyRIsWbIEX3zxBV544QW89NJLAEqSsN999x28vb3h4eGB119/HRERFT9ELY+TkxNcXFzg7u6Or776ChoaGrh48aJSH094eDj8/PzQpUsXvPTSSzh16lSF+ddffx2dO3eGj48PNmzYwMQiqcTNmzexYMECfPnll/jyyy/h5eUlVMP+9NNPmDNnTkOHSI0EKwKp0dO2c0SBgvFSBu6eyPIdJa4c9B3N7Tup3lW3ki9CliYk+1Z5+GCExBkRsjS46hszCUhE1AAqS6Q15gRgqabYz5CIiJqnNMkTZKanQc/IGMYWliq/X+/evfH06VMsXboUp0+frjBfXFyMESNGoKioCBs2bEBubi7efvtthIeH49ixYwBKEmgPHz7EG2+8ga+//hrvvPMOtm/fjmHDhiEqKgpGRkYVrvvbb78hMTERH374ody4Kqt0+umnn1BYWIjCwkLcvn0bCxcuRE5ODhYuXAgAOH36NN58803s2LEDHTt2xO3bt7FgwQKcPHmy0rny23gWFxdj5MiRiImJwRdffAE7OzucOnUKGzZswJIlS6oVS3V17NgRXbp0wcGDBzF79mxkZWXhwIEDOH/+PHbu3Kn0v4/qXKeqxz9gwAC8++67+L//+z/h7+vEiRO4d+8eBg0ahI4dO6Jjx474+uuv0a1bN7Ro0QLFxcUYM2YM8vLysGbNGhgYGGDbtm3o3bs37t69Cz09vRo9bw0h+f59SBMSYGBtDbN27er9/qWvp2fPnuHJkyc4ePAgpk2bhi1btsDc3BwAMGfOHNy4cQMrV66ElZUVDh8+jB49euDu3buwsrKq5Opi586dQ05ODrp06aK0+G/fvo3evXtjwoQJ2Lp1K549e4ZvvvkGHh4esLKyQnh4OLy8vPDuu+9iyZIlkEgkWLhwIeLj47FmzRqlxUH152rUVTyQPEBbi7bo6dS4eqXu3r0bxsbGeOutt+TOK7Pqlpo2JgKp0atuks/Sfwmk3gOQFxcNbTtHJgGpQXhZ2MMv0QkBqVGVrovOykCwJFZI+nlZ2DMBSETUgJp6Is3UxRopHjaiqsbG3M+QiIiap/Arl/Dwxn/91Jy7dkOH3t6VnKEcq1evhpubG/744w8MGjRINBcUFIR//vkHjx49gq2tLYCSirru3bvjxo0b6Nq1q7B2xYoVmDx5MgBg3bp12LZtG65du4YhQ4ZUuOetW7egoaGBDh061DjeNm3aCH9u164dZDIZ1q5dKyTfbty4AQ8PD0yYMAEA0LlzZ7z66qtVzpUXFBSEc+fO4c6dO2j3v4RPt27dUFhYWO1YamLmzJnYvn07Zs+ejUOHDsHJyQmenuL3ZpT191Gd61T1+F999VUsXLgQJ06cwNixYwGUvKk+duxYGBoaokWLFgAAGxsbuLi4AAD++OMPXLx4EU+ePBGSflu2bEHbtm1x6NAhTJs2rcbPW326HrAHd44eFY47jR2L7n7T6u3+eXl5+Pbbb2FkZAQPDw8AJf8Gt23bBnX1ko3rwsPDsXPnTsTFxQnb3Lq7u+PChQvYuXMnPvjgg0rv0alTJ6ipqSEzMxOpqan47rvv0K9fP6U9ho8//hjdu3fHjh07hLHBgwcLFX8rVqzA+PHjsXz5cmF+8+bNGDp0KFauXAlNTb4d35QsPbIUXwZ9KRy/5/sevhj3RQNGJHbr1i20a9eOCT+qEr/yUJPAJB81JeUr/NZG/ourOU9Fa7YlR2BbcgT8Ep2wysOngSIlIqJSzSGR1lT6GRIRUfOUJnkiSgICwMMb/8LSyUXllYHt27fHjBkzsHTpUly/fl00FxoaCldXVyFZBJQkgwwNDREWFiZKPJXtIaatrY3WrVsjOTlZ7j0LCgqgpaVVqzf1L1++jPXr1yMiIgIymQxZWVmiHnovvfQSPv30U7z++usYPXo0fHx8YGJiUuVcecHBwXB2dhaSYKXKbtVZVSw1MWHCBCxcuBC3b9/Gjh07MHPmzAprlPX3UZ3rVPX4dXV1MWnSJOzatQtjx47FkydPEBQUhN9//13hY7x48SLy8/PRrVs3YQvV4uJixMfH48GDBzV5uupd8v37oiQgANw5ehQOvXqrvDKwd+/e0NDQwJMnT2Bra4vDhw/D0NAQAODp6SkkAQHg0qVLUFNTw8CBAwGUPL/FxcV48uQJHBwcqrzXiRMnoK2tjezsbJw/fx7vv/8+2rVrJzehXxvBwcF45513KoyXPoaLFy+ioKAAFy5cEGLPz89Hbm4uYmNj4eTkVOFcapyuRl0VJQEB4MugLzG269hGUxlYUFCAli1bNnQY1AQwEUhNhoG7J/C/BKA0LKRCUvDJprVC1WABgCzfUbD0X6L0OOTdm6i8shV+Ry3sESyJxe+SaGxPFu9pH5AahRESZ1YDEhE1As0hkWbqYt0k4yYioqYvM11+v/TM9LR62SL0k08+gaurKw4cOCAaz87OFiq7ymrZsmWFfnLle9kBUNgvz8HBATk5OUhISBCqlqrjzp07GDRoEJYtW4YlS5bAyMgI58+fh7+/v7Cma9euuH37Nvbv348tW7ZgypQpmDlzJjZu3FjpXHl5eXmVvkFcnVhqQl9fH6+++iref/99XL9+Hb/++muFNcr6+6jOdap6/AAwa9Ys9OzZE4mJidi7dy/s7OzQv39/hetzcnLg4OCAwMDACnPGxtVrFdJQpAr6GEoTElSeCDxw4ADMzMxgZmYGAwMD0Vz5v6OcnBzo6enJfY719fUBAGvXrsX3338vjJdN3jo5OUFHRwdAScXsX3/9hc8++0xpicCq/l3l5OTgrbfegp+fX4U5Ozs7pcRA9eOBRH5y/4HkQaNJBDo4OODChQsNHQY1AUwEUpMjL+Gn6z1AvHUoAAQdh9R7gFKTdQmfLYP6tUuie6si2UjNj5eFPSJk8v9jXLZfIBERNSwm0oiIiGpHz0h+EkTRuLJZW1tjwYIF+OCDD+Dr6yuMu7q6Cn3zSt+8l0gkkEgkcHV1rfX9hg8fDm1tbWzbtg0rVqyo9nnnzp2Dq6srPvroI2Hs8OHDFdY5OTnhgw8+wAcffICQkBB069YN06dPR7du3RTOla2gA4AOHTpg48aNkEqlFZIvNYmlJmbOnAlvb29MmjRJbmJMWX8f1blOVY8fKKki7NKlCwICArBnzx5Mnz4dampqAP5LRJZNBnfo0AHffvstDA0NYWZmVu14GwMDa/k/4yoaVyZHR0dYWlbvAwEdOnSATCZDbm4uOnXqJHfN9OnTMXr0aOHYzs4O165dk7vWwMAA9+/fr3HMlcX377//Vjp/7949YTtZarraWrSt0XhDGDt2LPbu3YszZ85g8ODBDR0ONWLqVS8hajykYSFyE35ZVy/JXZ8XF620e8eXSQKWvbc0LERp96Dm7cLTeLnjrvqN+1ODREREREREVTG2sIRz126iMeeu3eqlGrDU0qVLIZVKcfDgQWFs7Nix0NPTw7Jly1BUVIS8vDwsXLgQ7du3x4ABA2p9L2tra6xcuRJffvkldu7cifz8fABAfn4+/vjjD6xZs0bueZaWloiJiUFUVElf+Rs3buCbb74Rrdm+fTuCgoKEXnZPn5a0mjA0NKx0rrxXXnkFxsbGmDt3LjIzMwEA169fx08//VTtWGqqT58+iIyMxJYtW+TOK+vvozrXqerxl5o1axbWrFmDiIgIUY8/LS0tmJiY4OHDh8LY+PHjYWlpiWnTpgnP/bNnz/DNN98gJKRxvz9k1q4dOv2vF2Ipt3HjVF4NWFMDBgxA165dMWvWLDx+/BhASZXdrl27cObMGQCAiYkJXFxchF+K+qPdu3cPgYGBdXqtl7dw4ULs27cPR/+3zWp+fj7Wr1+PpKQkAMDixYtx5MgR7Ny5U0gi379/H++//77SYqD60dOpJ97zfU80ttR3aaOpBgSAl19+GaNGjcKMGTNw/vx54d9cZmYm9uzZg59//rmBI6TGgolAalJqmtjTtnNUyn2lYSHQKJ8E/B9lJhup+QqWxCJIlih3LjDxodxxIiIiIiKipqRDb2/0GTcBHgOHoM+4CejQ27te729oaIj/+7//Q1raf7ux6Onp4ejRowgKCoKRkRGMjY1x//59HDp0SO7WkzXx7rvvYteuXfjmm29gZGQEe3t7GBsbY+3atQoTD+PGjcOIESPQvn17WFlZwdfXF6NGjRKt6dOnDzZs2AAjIyPY2Nhg4sSJ2LRpE1xcXCqdK69Vq1Y4c+YMoqOjYWxsDHNzc/j7+wuVg9WJpTacnZ3lJiYB5f19VOc6VT3+Uq+99hry8vIwaNCgCls3/t///R/eeusttGnTBsOGDYOenh7Onj2L3NxcWFhYwMrKCra2toiPj69ThWl96e43DcO+/AreCxdh2JdfodvUittXNjR1dXX89ttvsLS0hJOTE6ysrGBubo4rV67Aw8OjyvM7deoEFxcX2NjYwMPDAyNHjlSYmK+NV155Bd999x3mzp0LIyMjmJubC//GAGDMmDHYvXs3PvnkE+jr66N169YYO3YsevToobQYqP58Me4L/L3sb+ydsRd/L/sba8Yp799STbz88sui5LeLiwuioqKgpqaGw4cPY/bs2XjttdfQunVr2NjYwNraGpcuXULv3r0bJF5qfNSKFW123gxJpVIYGhoiIyND4ZYA1LhJw0KQ9cGCCuO6K9cj69I5cbWg72hY+i9Wyn1TAo+iYKv8T8XprlyvtO1Hi4qKkJSUBHNzc1GjZGr6AiLDsDzmusL5Q26DuT0oUT0oLCxEYGAgMjIyMGnSJIWfHCVqilIim3Z/Q2pe+HMtEdWHqKgomJqait7jKSgoQHR0NFq2bFmhd19iYiI0NDRgbm4uGi8qKkJUVBTs7OxEfeeio6NhamqKVq1aVRlLRkYGZDIZrKysKiS0IiMjYWNjI+orJpPJkJGRAWtra+Tk5CAxMRHOzs6i87Kzs5GRkSH3a6miOXn3AkoqB4uLi2FiYlIh9qpiUXTNUvL+Hqozr6y/D0XXqe7jf/bsGaysrLBz5068+uqrFeZzc3OFe5RNFMpkMkilUlhbWwvbiZJYVlYWEhIS0KZNG7mJXolEAjU1NYV/d1lZWXj69Cmsra2r/Hni2bNnePLkiXCso6Mj9/Wo6DxnZ2eoqalVOFakqKgICQkJMDc3h7a2ttw1iYmJ0NXVrZAYl0qlSE9Ph729vdxjen7l5eUhNjYW9vb20NbWFo7lcXBwqPCeRlJSEoqKiqq9FS89P5gIpCanbI9AAKKEnzQsBHlx0dC2c1Rqb0BFCciiHt6w/nC10u7DN0yan2BJLCJkacgvKsTHcTcUruura4a3nTyYDCRSMSYCqbm6d+wKZKH/bUGt72GD9mP46U9qOPy5loiImoovv/wSGzZsQFRUFP9/QEREzZJmQwdAVFOW/ksg9R4gN+Fn4O4JKDEBWPa6Wb6jRAnIwh7esJGTBKxLMlJ68wakcTHQsXOAkUe3qk+gRm156HkEpEYJxx209RGeJ5O79mJWMi7ePgO/RCes8vCprxCJiKgZSIlMECUBAUAWGo+UzgmsDCQiIiJSIDQ0FKNHj0ZycjIOHDjAJCARETVbTARSk1SdhJ+yqwMrS0CWiv9smdBLsABAlu8oWPovqdb1n2xai+LTv6LQrg2y4x4h56WXq30uNT7BklhREhAAwvNkWGHXFadTYhGcnSr3vIDUKIyQOLMykIiIqi0zKV3hOBOBRERERPJ16NABZ8+ehZWVFXR1dRs6HCIiIpVhIpCapbLbh9Y0IVeZyhKQCWWSgIKg45B6D6gyESkNCymJt+ze49U8lxqnCFma3HEtdQ246hoqTASWnstEIBERVZeeuVGNxomIiIgIaNGiRYW+jERERM0RmzVQsyMk1coKOl4yrsJ7qpdPAv5PXlx0lecrWlOdc6lxctU3ljueX1RYoVKwuucSERHJY+piDX0PG9GYflcbVgMSERERERERESsCqfmpNKmmouq6yhJ22naOVZ6vbeeIglqeS42Tl4U9/BKdREm/aSZOCEqJrfS8Dtr6rAYkIqIaaz+mN1I6JyAzKR165kZMAhIRERERERERACYCqRlqiKSaonsW9vCu1taeBu6eeNbDG2r/XP5v0Hc0twVt4lZ5+GCExBkRsjShym/P7TOVnhOeJ8OOByF4nPMMagAGWzgyMUhERNVi6mLNBCARERERERERiXBrUGp2DNw9Ad9R4kEVJ9Xk3bOohzdsPlxdrfOfbFor2lq08IU+sPRfrNQYqWF4WdjDz8UdXhb2CvsGlvdx3A1sT47AtuQIjL99BstDz6s4SiIiIiIiIiIiIiJqjlgRSM2Spf8SSL0HIC8uGtp2jvVSWVfbe8rraajxz2VIw0JYEdjM1Lb3X0BqFEZInFkZSEREREREREREREQ1wkQgNVsG7p4q6wmozHs2RE9DahheFvboGdkaV3Oe1vjcCFkaE4FERERERERERKQ0u3fvRosWLTB58mS5x0TUPDARSNTAGqKnITUc6xa6gJxEoC7UkYUihefVtpqQiIiIiIjoebV48WLk5uZCTU0NLVu2hIWFBXr27Ik+ffpATU1N7jnnzp3DpUuXIJVK4ejoiIEDB6JDhw71HDlR8xAeHo5NmzZh9erV0NfXb+hw5Prnn39w7NgxrFq1qsFi+Omnn3Dx4kUAgJqaGoyMjODh4YHRo0dDQ0NDpfc+ffo0WrVqJST+yh8TUfPAHoFEDUxuT8OXRnFb0GbKw8BM7nhlScBpJk6sBiQiIiIiIqqhrVu3IikpCe3atYOlpSWio6MxYcIEeHh44N69e6K1EokE3t7emDJlCjIyMmBlZYWIiAhMnDgRH374YQM9AqKmLSYmBps2bUJmZmZDh6LQ/fv3sWvXrgaN4fz58zh58iTat2+Pdu3aQU1NDQsWLICvry+Ki4sbNDYiah5YEUjUCJT2F8yNjUYLUwtY9Ozd0CGRisxq64mDkkiE58mqXNtP1xTznboyCUhERERERKTAv//+i5MnTyIvLw9Dhw5Fnz59RPP9+vXDvHnzhOMvvvgCo0ePxtChQxEeHg4dHR0AwCuvvAKpVIq7d+/C0NBQWF9cXIw7d+7Uz4MhauauXLmCoKAgTJs2DSdOnEBcXBx69+6NsWPH4tGjRzh48CBkMhl8fX3Rr1+/Op8XERGB9evXAwBatmyJtm3bYvLkydDT0wNQUrG4d+9eyGQy4evEsGHDoKWlhdDQULz77rvCtW7evImAgAB8/fXXophmz56NH374AYmJiVi5ciX09fWRkpKC/fv3IzY2Fo6Ojpg0aRJMTEwqfW4sLCxEX6u8vb3x0ksvITIyEq6urgrPS01NxYEDBxATE4NOnTrhtddeg5aWljBfm1iIqPlhRSBRHUnDQpASeBTSsJA6XcfA3RMmw0dDt42zkiKjxuqPvq9ihV1XdG1hVOm68knAYEksAiLDECyJVXGEREREREREjd/nn38OLy8vJCQkoGXLlli2bBn27NlT6Tm6urrYtGkToqOjcezYMQDAhQsXcOnSJXzxxReiJCBQsk2fm5ubqh4C0XPlzp07+PrrrzFo0CAkJydDTU0NkydPhp+fHwYPHoycnBzk5ORg8ODBCAoKqvN5urq6aN++Pdq3bw8zMzPs378f7u7uePbsGQBAT08PVlZW0NDQENaZmpri33//xU8//SSKPSoqClu3bhXFtG7dOrz44otIT0+Hq6srNDQ0EBYWhk6dOuHq1aswNzfHpUuX0LFjR0RGRtbouZJKpVBXV0erVq0UrgkJCUG7du1w9OhRGBsb48KFCxg9erQwr6xYiKjpY0UgUR082bQWCDoOACgAkOU7Cpb+Sxo2KGoSZrX1REdDU4y/fUbu/FB9S1EScHnoeQSkRgnHfolOWOXho/I4iYiIiIiIaiTiNpAYA1g5AK6qS6DdunULH374IX755Re8/PLLAIDly5cjNrbqD066urrC0tIS169fx6RJkxAcHAwA6Nu3r8riJWosMrMSkZObDp0WRtDTtar/+2dm4siRI/Dw8AAAZGVlYfPmzbhz547Qj/Pp06fYsWMHfH1963SejY2NqMpuyZIl6N69O3bs2IGFCxfC3t4egwcPxunTp0Xrzp07V63H8uzZM5w8eVJUhThz5kzMmzdPtKXwjBkz8MEHH+DgwYMKrxUdHS3EkJKSgqtXr2Lz5s2wslL8dzRjxgwMHDhQlLSMjo6ucyxE1PwwEUhUS9KwECEJKAg6Dqn3gAbr7ycNC0FeXDS07RzZY7AJ8LKwh1+ikyjBBwC++lbY0WOYcBwsia2wJiA1CiMkztw2lIiIiIiIGo/93wG/7v3v+OWpwOS3VXKrkydPwtraWkgCAiXVew4ODtU639DQEDJZScuGjIwM6OnpVVp5Q9QcPH5yEUkp/wrH5qbdYGtZvwlwc3NzIZkHlCTm7ezshGRe6divv/6qlPMePnyIX375BfHx8cjLy0N2djbu3r2rlMdiYGAgSgImJCTg33//haurKxYuXIji4mIUFxcjOjoajx8/rvRaLVu2RPv27QEA6enpuHv3Ln7//Xf4+fkJWxiX9fjxY4SFheHbb78VjTs6OtY5FiJqfpgIJKqlvLhoxeMNkIRjdWLTtMrDByMkzvhdEg01AIMtHCsk9yJkaXLPjZClMRFIRFQDKZEJyExKh565EUxdrBs6HCIiouYl4rY4CQiUHL8wQCWVgampqbC0tKz1+cnJyUKfLDMzM2RmZiI9PR1GRkZKipCoccnMShQlAQEgKeVfGBu41GtlYMuWLUXHGhoacscKCwvrfN7Jkycxbtw4TJw4Ee3bt0erVq3w77//QiqVKuOhwNjYWHScnJwMAHBxcYGFhYUw3rZtW6EvoSLlewT6+/vD1tYWO3bsEI2XSk1NBQCFXwfrEgsRNT9MBBLVkradIwoUjNe3xlidSNXnZWFfaULPVd+4RuNERFTRvWNXIAuNF45TPGzQfkzvBoyIiIiomUmMUTyugkSgtbU1YmNjUVRUBHV19Rqde/36dTx9+hR9+vQBAAwYMABASdLgtddeU3qsRI1BTm66wvGG2CK0PmzcuBH+/v74+uuvhbHyFYNqamoVztPW1kZ+fr5oLD09vcr7lW7j6enpiTFjxtQi4v8YGxvDxsYGt27dkjtvbV3ywcZHjx4JlYSqioWImr6a/aRERAIDd0/Ad5R40Hd0gyTeKq1OpCbPy8IefiZOorFpJk6sBiQiqqaUyARREhAAZKHxSIlMaKCIiIiImiErBVtyKhqvozFjxiAjIwNbtmwRxrKzs/Hvv/9WclbJdnqzZs1Ct27dMGxYSUsGDw8PjBs3DsuWLcPDhw9F62UyGU6fPq38B0BUz3RaGNVovDkoLCxETk6OcBwSEoLz58+L1hgbG0Mmk4kqCZ2dnREZGSlU3RUWFuLAgQNV3s/c3BwDBw7E559/Lmw9DJR8Hfnrr79qFHt0dDRiYmJEW5+WZWZmBh8fH3z11Veix3jx4kWlx0JETR8rAonqwNJ/CZKt7ZAfEQ4t1w4wGzOhQeJoTNWJpBqlW4hGyNLgqm8sNwkYLImtdJ6I6HmVmZSucJxbhBIRESmJq1tJT0BRj0A/lVQDAiV9sHbu3InZs2fj8OHDsLW1xT///IO1a9eK1h06dAj37t1Dfn4+Hj16hEuXLmHo0KHYvHmzqJIwICAAb731Fjp37owBAwYIFYf379/H0qVLVfIYiOqTnq4VzE27ibYHtTDt3myrAQHg7bffxiuvvILHjx9DR0cHZ8+ehbOzs2hN7969oaOjg6FDh6Jt27YYNmwYhg8fjo4dO6Jnz57o168f/v3332r3EN2zZw9GjhyJDh06oH///pDJZLh16xY+++yzSs+Ljo4WtgBNT09HUFAQ+vbti7lz5yo8Z/fu3fD19UWnTp3g7e2NyMhItG/fHn379q1TLETU/KgVFxcXN3QQ9UUqlcLQ0BAZGRkwMDBo6HCoiZOGhUB2YBc07oT9N1jHvnxFRUVISkqCubl5jbc2KdsjsCSW0bD0X1zrWKhh1DaZtzz0PAJSo4RjPxMnrPLwUUWIRE1aYWEhAgMDkZGRgUmTJkFLS6uhQ6J6kBKZgEc/BFcYbzPFi4lAIhWpy8+1RNTERdwu2Q7UykFlScCyJBIJzp07h+LiYrz44ouwsbER5rZt24a8vDyoqamhRYsWsLS0RPfu3SvtLRgbG4srV65AJpPBwcEBPXv25HtI1KxkZiUiJzcdOi2MVJ4EjI2Nxa+//ooZM2ZAV1cXd+/exfXr1zF16lRhza1bt3Dz5k3RtrwhISGIjIzEq6++CgC1Pg8AIiMjcenSJWhpacHHxwf3799Hfn4+hgwZIqxJTk7G2bNnkZqaihdeeAE9evRAXl4eTp8+jfT0dHTv3h06Ojo4c+YMZs+erTCmUkVFRbh48SIePHgAKysr9OnTp0I/wbL+/PNP3L59Wzg2MDBA+/bt0aNHjyqf4/z8fJw7dw6PHz9G586dK5xTVSy///678NzIOyai5oGJQKJaqJB0K0N35fpabw9a1zdMpGEhyIuLhradI3sDNkG1TeYFS2Ix/vaZCuOH3AazMpCoHCYCn1/lewTqd7VB+9HsEUikKkwEEhERERERNQ7cGpSohqRhIQqTgMD/+vI1UBLOwN2zwe5NdRMsiRUlAQEgIDUKIyTOomSevIrBCFma3GtGyNKYCCQi+p/2Y3ojpXMCMpPSoWduxEpAIiIiIiIiInouMBFIVEN5cdGVzrMvH9VGdZJ5FSoGE0sqBl315W8vYa2er/xAiYiaMFMXayYAiYiIiIiIiOi5wj1aiGqoskRfob0Tt6/xbXYAAOgFSURBVOSkWlGUzCsdV1Qx+MnNCwBKthEta5xuLkyyLuF+ZJAKoiUiIiIiIiIiIiKipoCJQKIaMnD3BHxHyZ3TiI0q2TqUqIa8LOwrJPOmmThVuf3n9uQIoT/gnjbuWGSQjbWtMzFNPw8AkJlzD6lPo1UXOBERERERERERERE1WtwalKgWLP2X4ImWNnDiUIW5huwRSE3bKg8fjJA4V+gBCCiuGCwVkBoFr5ZtMKBlQYW5zOwUmMBR2eESERERERERERERUSPHikCiWtLt6S13nD0CqS68LOzh5+IuSgIK4+UqBstLKJD/JV2vpanS4iMiIiIiIiIiIiKipoOJQKJakrtFqO9o9ggklVnl4YNDboMx28xV7rybqRP0dNqLxvR0OsCktWM9REdEREREREREREREjQ23BiWqA0v/JZB6D0BeXDS07RyZBCSV87Kwh5eFPXJDCxGQGiWMC/0ELeyR+rQ9MrNToNfSlElAIiIiIiIiIiIioucYE4FEdWTg7smegFTvKusnaNLakT0BiYiIiIiIiIiIiIiJQCKipqq0OpCIiIiIiIiIiIiISB4mAomaEGlYCLchJSIiIiIiIiIiIiKiamEikKiJeLJpLRB0HABQACDLdxQs/Zc0bFBUL4IlsXK3ACUiIiIiIiIiIiIiqgwTgUT1oK6VfNKwECEJKAg6Dqn3AFYGNnPLQ88jIDVKOPZLdMIqD58GjIiIiIiIiIiIiIiImgomAolUTBmVfHlx0YrHmQhstoIlsaIkIAAEpEZhhMSZlYFEREREREREREREVKVaJQLj4+Px22+/4cKFC4iJiUF6ejqMjY3h4OCAfv36YdiwYbC2tlZ2rERNjrIq+bTtHFGgYFzV2Jew4UTI0hSOl08EcvtQIiIiIiIiIiIiIiqvRonAq1evYs2aNThx4gQKCwuhr68PCwsLGBgYICEhASEhIfjhhx+gqamJESNGYNmyZejRo4eqYidq9JRVyWfg7oks31HipKLvaJUn5tiXsGG56htXa7wm24cyYUhERERERERERET0/Kh2IvD111/H/v370bNnT6xfvx4DBgxA+/btoaamJqwpLi5GeHg4zp07hx9//BG9evXC5MmT8eOPP6okeKLGTpmVfJb+SyD1HlBv1XnsS9jwvCzs4ZfoJEryTTNxEiXwarJ9KPsNEhERERERERERET1fqp0IfPr0Kf755x9069ZN4Ro1NTV07NgRHTt2xLx583D9+nV8+OGHSgmUqClSdiWfgbtnvfUEZF/CxmGVhw9GSJwVVvGdkUTLPa/89qHsN0hERERERERERET0/Kl2IvC3336r8cW7d++OU6dO1fg8ouakviv5lEVRNWNxfn69x/K887Kwl5usK1/hV1b57UPXPQyRu05ev0EiIiIiIiIiIiIiah7UGzoAoueBgbsnTEeMbTJJQOB/1Ye+oyqMF+7aWNI7kBqUvAq/UvK2D72SnSp3raI+hERERERERERERETU9FW7IlCRmzdv4ty5c0hNTYWpqSkGDBiAzp07KyM2Impglv5LkGxth8JdG8UT7BXY4CJkaXLH3zBzxSdd+lVrrZV6C1YDEhERERERERERETVjtU4E5uXlYcaMGdi3b1+FualTp2LHjh3Q0tKqU3BE1PDUFLyO2SuwYeUXFcodt9VpVWFMUdVfYlEugiWxTAYSERERERERERERNVO13hr0ww8/xPHjx/H555/j9u3bSE5Oxu3bt7Fy5UocOXIEH330kTLjJKIGom3nWKNxqh9a6hrVHveysIdXSxO56xVVCxIRERERERERERFR01frisC9e/di+/btmDhxojBmamqKTp06oU2bNliyZAlWr16tlCCJqOEYuHsiy3cUEHT8v0Hf0dwWtIEpqvJTNL7I2RPBt89Uez0RERERERERERERNX21TgRmZGRg2LBhcueGDx+OWbNm1TooImpcLP2XQOo9AHlx0dC2c2QSsBHwsrCHX6ITAlKjhLFpJk4Kt/ms6XoiIiIiIiIiIiIiavpqnQjs2bMnHjx4gO7du1eYe/DgAby8vOoUGBE1LgbunuwJ2Mis8vDBCIkzImRpcNU3rjKpV3Z9flEhtNQ12COQiIiIiIiIiIiIqBmrdSJwy5YteOedd/Dll1/Czc1NGL916xY++ugjbNq0SSkBEhGRYl4W9jVK5HlZ2CMw8aGoMtAv0QmrPHxUER4RERERERERERERNaBaJwLnzp0LmUyGLl26wNHRERYWFpBIJHj06BG6deuGOXPmVDjnzz//rEusRERUR8GSWFESEAACUqMwQuLMykAiIiIiIiIiIiKiZqbWicCcnBxoaWmhR48eAIDi4mKYm5vD3NxcmCciosblm4chcscjZGlMBBIRERERERERERE1M7VOBP7999/KjIOIiFQsWBKL4OxUuXOu+sb1HA0RERERERERERERqVqtE4FE1LxJw0KQFxcNbTtHGLh7NnQ4pAQRsjS54166JqwGJCIiIiIiIiIiImqGap0INDIyQnp6eq3niajxerJpLRB0HABQACDLdxQs/Zc0bFBUZ4qq/hY5MdFLRNSUpUQmIDMpHXrmRjB1sW7ocIiIiIiIiIioEal1IjAjI0PhXHFxcaXzRNR4ScNChCSgIOg4pN4DWBnYxHlZ2MMv0QkBqVHC2DQTJ1YDEhE1YfeOXYEsNF44TvGwQfsxvRswIiIiIiIiIiJqTFSyNWh4eDgMDQ1VcWkiUrG8uGjF40wENnmrPHwwQuKMCFkaXPWNmQQkImrCUiITRElAAJCFxiOlcwIrA4mIiIiIiIgIQA0Tgb169ar0GAByc3Px4MEDDBgwoG6REVGD0LZzRIGCcWVh/8GG5WVhzwQgEVEzkJmUrnCciUAiIiIiIiIiAmqYCNTR0an0GABMTEwwZMgQvPfee3WLjIgahIG7J7J8R4m3B/UdrbSEHfsPEhERKYeeuVGNxomIiIiIiIjo+VOjROCff/4p/NnR0VF0TET1R9UVdZb+SyD1HqD0e7D/IBERqUrYXw8RG54E+w7mcH/RuaHDqRemLtZI8bARbQ+q39WG1YBEREREREREJKh1j8Do6GglhkFE1VVfFXUG7p5K7wnI/oN1FyyJZX8/IqJyNs47jqBNN4VjX/8umLdxVANGpFo3E5IQlyGDnaE+uozpjZTOCchMSoeeuRGTgEREREREREQkUutEYKmbN2/i3LlzSE1NhampKQYMGIDOnTsrIzYiKqepV9TVR//B5mx56HkEpEYJx36JTljl4dOAERERNbywvx6KkoAAELTpJvqOd2uWlYGbr97E7wlPheMh1k/wVs8uTAASERERERERkVy1TgTm5eVhxowZ2LdvX4W5qVOnYseOHdDS0qpTcEQkpqiiLuvqJZVuFaosqu4/2JwFS2JFSUAACEiNwgiJMysDiei5U3Yb0NjwJLlrYsOTml0i8GZCkigJCAC/JzyFd0ISulibN1BURERERERERNSY1ToR+OGHH+L48eP4/PPPMWrUKFhYWEAikeCXX37B6tWrYW1tjdWrVyszVqLnnqKKOpw4hAKodqtQZVFV/8HmLkKWpnCciUAiep6U3wa0x1gnuevsOzS/xFhchkzhOBOBRERERERERCRPrROBe/fuxfbt2zFx4kRhzNTUFJ06dUKbNm2wZMkSJgKJlExuRV15TWCrUFX0H2zuXPWNazRORNQcydsG9NrRKPQY64RrR/+rmh46z73ZVQMCgJ2hfo3GiYiIiIiIiIhqnQjMyMjAsGHD5M4NHz4cs2bNqnVQRKRY2Yq6goTHwIlDFdbkxUUz0dbMeFnYwy/RSbQ96DQTJ1YDEtFzRdE2oF0HO2HU272E7UKbYxIQALpYm2OI9RPR9qAvWbdmNSARERERERERKVTrRGDPnj3x4MEDdO/evcLcgwcP4OXlVafAiEix0oo6aVgIsuQkArXtHOs/KFK5VR4+GCFxRoQsDa76xkwCEtFzR9F2n6XJv+aaACzrrZ5d4J2QhLgMGewM9ZkEJCIiIiIiIqJKqdf2xC1btuCjjz7C7du3ReO3bt3CRx99hE2bNtU5OCKqnIG7J+A7SjzoO7pRbwtKdeNlYQ8/F3cmAYnoueT+ojN8/buIxprrNqCV6WJtjuEdnJkEJCIiIiIiIqIq1boicO7cuZDJZOjSpQscHR1hYWEBiUSCR48eoVu3bpgzZ06Fc/7888+6xEpEcpTdKlTbzpFJQKqVYElshUpDeWNERA1t3sZR6DverdlvA0pEREREREREpAy1TgTm5ORAS0sLPXr0AAAUFxfD3Nwc5ubmwjwR1Y/SrUKJamN56HlR70G/RCcAqDC2ysOn3mMjIpLnedkGlIiIiIiIiIiormqdCPz777+VGQcRETWAYEmsKOEHoMJx6dgIiTMrA4mIiIiIiIiIiIiakFonAlVFIpH8P3v3Hhf1fed9/81ZHEEYEBBlwAGLGAU0mhgPIeRoTjU2a9pu2rUbNz1Et9d2726ubHq1u023ufZ29+611652D63derXZtumVprZNV5tuDYkakxgjVKNERBgUAWGG0yhn7j/IjPyY38AMp+Hwej4eedTf93f6jlErefP5fHTt2jUtWbLE59zFixfV29trWLNarbJarZO1PQCYUc63uYK6liAQAAAAAAAAAKaPKRMEvvLKK9qzZ49ee+01WSwWNTY2+lyzdu1aRUZGat68ed61L37xi/riF784mVsFgBljaVzihFwLAAAAAAAAAAi98EAv/NjHPqbTp08H9fDTp0/r0UcfDejan/3sZ9q1a5e++c1vDnvdP/zDP6iiosL7DyEgAIze+lSbtifZR7xuc9xCqgEBAAAAAAAAYJoJOAgMCwtTQUGB7r77bu3fv181NTWm1zkcDn3/+9/XXXfdpYKCgoA3sm/fPj344IMKDx9+S11dXbp06ZJPi1AAwOg8X1isn664R89nrtFnFyw1veZ266JJ3hUAAAAAAAAAYKwCDgJfeuklHT58WJGRkfrjP/5j2Ww2paSkqKCgQBs3blR+fr4WLFigzMxM7dixQzExMSopKdFLL700rht+4okntGbNGlksFn36059WU1PTuD4fAGaj9ak2bc8p0D2pWabnaQsKAAAAAAAAANNPUDMCb7/9dt1+++26ePGifvWrX+nIkSNyOBxqampSQkKC7rrrLm3atEkPPvigsrKyxn2z/8//8//oqaee0vz583X+/Hlt2bJFn/70p/XrX//a9PrOzk51dnZ6j1tbWyVJfX196uvrG/f9AWPV19en/v7+Sfv12Vr2nrprqhWVkan4/FWT8k5MbesWLNZ26xL9oOmid+2PkpZo3YLF/LmJGcHz56znz1p+XQPAxJjsv9cCE2GkjkUAAADAdBDW39/fH+pNDPYP//AP+pu/+Rs1NjaOeO2BAwf0yCOPqLa2VgsXLvQ5/9d//df6+te/7rP+wQcfKC4ublz2C4ynvr4+tbS0aP78+RP+RafrlZelk8dvLKxep8QHt07oOzF9nG2+qtrr7UqPnae8hAWh3g4wbnp7e/Xqq6/q2rVrevjhhxUVFRXqLSEIF09f0dWaFi3ImK8lK3z/7jdRWq841dHcrjkJ8xS/0Dpp7wWms8n8ey0wUdLS0kK9BQAAAGDMgqoInGo8VYfV1dWmQeBf/uVf6s///M+9x62trcrIyNCCBQsUHx8/WdsEAtbX16ewsDAtWLBgQv+DSWvZe0o48CPjYs1Fzbn5FioDIUlKSUkJ9RaACdHb26uEhASFhYUpJSWFIHAa+fZ/+6UOfbvMe3zfU/l66n8/POHvLT9wXG2naiVJHZJ6C9OVu2XdhL8XmO4m6++1AAAAAIDhjToIvHr1qn7/+9/L6XSqv79fycnJWrFihRYsmJjKkZ6eHkVGGrd75MgRhYeHy263m94TExOjmJgYn/Xw8HC+GMWUFRYWNuG/RnsuVSvMpBi451K1wgtvnrD3AkCo9ff3KywsbFL+rMX4KS25oIN7ygxrB/eUadMfrFBBUfaEvbexolbtp2oVNmit/VStnCvrlJyTPmHvBWYK/qwFAAAAgNALOgh8++239fTTT+v111/X0K6iYWFhKioq0t/93d9pzZo1QT33ypUrcrvdamxsVF9fnyoqKiRJNptN0dHR+tnPfqZXXnlFn/zkJ7Vw4UK98cYbevbZZ7Vz504qV4AgRWdkqcfPOgAAU43jbIPf9YkMAt0NzX7XCQIBAAAAAMB0EFQQePToUd11111avHix/uzP/kx5eXlKSEiQJDU3N+vs2bP6xS9+oU2bNul3v/udbrvttoCf/Vd/9Vf63e9+J0myWq3avHmzJOk///M/tXTpUj322GMKDw/Xnj17VFNTo8zMTP3bv/2bPvGJTwTzEQBIii9YrWubt0gHD9xY3PyI4gtWh25TAAD40dPVa7puy5vYbwazpCQEtQ4AAAAAADDVhPUPLesbRlFRkW666Sb90z/9kyIiIkyv6e3t1Z/+6Z/q/fff12uvvTZe+xwXra2tmj9/vlpaWpgRiCmpr69PDQ0NSklJmZQWSq2lJ9VVU6XojCxCQACzQm9vr371q1+ppaVFn/zkJ5kROA3s2XVAB/eW+azfv6tAO//poxP+/nMvv6m2U5e9x3GrFmnZI4F/sxswW03232sxtbgdR9XtKldUYq4stg2h3g4AAAAwqwVVEXjixAn9/Oc/9xsCSlJERIS++c1vKiMjY8ybAzCx4gtWSwSACNCxeofOt7m0NC5R61Ntod4OgFmgtOSCaQi4438Xa+sXN07KHpZtvU2NK2vlbmiWJSWBlqAAMALn4acVXblPkZL6JTUlbdSc1U8TCAIAAAAhElQQGBkZqWvXrikxMXHY69xutyIjgx4/CACYJINDPUkjBnzPnjqs/U2V3uPtV+x6vrB4UvYKYPbyNxswMtr/N6VNhOScdAJAAAiA23FU0ZX7DGsxTUfU/+oROe07ZC3eHaKdAQAAALNXUGldUVGRPvvZz+oHP/iBrFar6TVOp1Of+9zndMcdd4zH/gAA42xoqDeYWcB3rN7hc/3+pko9VJ9NZSCACeVvBuBEzwYEAJgbqeVnx8ndivFzb3TlPrmzt1AZCAAAAEyyoILA3bt3a+PGjVq8eLGKioqUm5urxMRE9ff3q7m5WeXl5SopKdG8efN05MiRidozAGCUzEK9wcwCvvNtLtNrz7e5CAIBTKiComxt3plvaA96/64CFRRlh3BXADB7DA7+Oi8cMLT8HFrh13zyXxXTNPx/B7h+5nsEgQAAAMAkCyoIXLZsmU6ePKnnnntOL7/8sg4ePGg4n5SUpE996lP66le/yoxAAJiC/IV6Q68ZHPB52ocO5W8dAMZLackFZa5I0Y7/XazI6AjZ8lIIAQFgAphV+g2d9Rc95J7oyn1qnp+thNWf8147krCu5vHeOgAAAIARBD3Iz2az6bvf/a6++93v6vLly2pqapI0EAIuWrRo3DcIABg/gYR3Q69Zn2rT9it2QyXhZ5LsVAMCmFB7dh0wVAJu3pmvhz9/Wwh3NDqNFbVyNzTLkpLAnEEAU9LQwM9p36GY7C0BBXuR7z2rpitHFVP3SkDvisi4d2ybBQAAABC0oIPAwRYtWkT4BwDTiFmoN9jmuIWmAd/zhcV6qD5b59tcWhqXSAgIYEKVllwwhICSdHBvmTZtWzGtKgLPvfym2k5d9h43Fi7Ssq3TL8wEMH2NNNPP7TjqE/hFV+5TZ0SMTwWgP4GGgF1xN8m6+nMBPhUAAADAeBlTEAgAmH6eLyxWdFmEvnP1vM+5263+v7ljfaqNABDApHCcbfC7Pl2CwMaKWkMIKEltpy6rcWUtlYEAJoW/Sr/BwWC3q9z0PwqEV7045vf3rHpektR79aQiFqwmBAQAAABCZMKCwOTkZDU2Nk7U4wFMQ62lJ9VVU6XojCzFF6wO9XZmtXtTs0yDQOb+AZgKbHkpQa1PRe6GZr/rBIEAJoqnAlC93aaVfv0mwWC/yXMiu32/lu+MW6GInD9U5HvP+p5b+KBirtyoDOyy7yD4AwAAAKaICQsCPbMDAUCS6vb+vXTwgCSpR9K1zVuUtvPLod3ULMbcPwBTWUFRtjbvzDe0B71/V8G0qQaUJEtKQlDrADBWgysAAxFduU/K3qIu+w5DaNg1Z7GiOy75XB/TdlpdLRd8r7fvUFLxbkMbUqtJG1IAAAAAoRFUEHjq1KkJ2gaAmay19KQ3BPQ6eECtG++kMjCEmPsHYCrbtWeLNm1bIcfZBtnyUqZVCChJyTnpaixcZGgPGrdqEdWAACaE2ay/QHS7ymUt3i33oJahfWe+J9X6BoHSQHgYds8vpEHXe0I/i22DRAAIAAAATDlBBYGrVq2aqH0AmMG6aqr8rxMEhhRz/wBMZQVF2dMuABxs2dbb1LiyVu6GZllSEggBAUwIt+OoOs7+H8WM4t6+lotqPvmvUkSU1Ns9MDMw9Rap9ud+7+l2lSuh4AlCPwAAAGCaCCoItFgs+tM//VNZLJYRr/3qV7866k0BmN6GzgKMzshSj8l10RlZk701AAAmVXJOOgEggAnjaQc6mhBQkqLPf9t0vSvuJkW3nTE9F5WYO8q3AQAAAAiFoILABx98UIWFhfr4xz8+4rUEgcDs5G8W4LXNW4ztQTc/QlvQGaLJWSX39UZZYpOVZM0K9XYAAABmhdG2Aw1EdNsZ9ax6Xr2OXyum6Yh3vcu+g/l/AAAAwDQTVBD42GOP6T/+4z8CCgIBzD7DzQJM2/lltW6801ApiOmvvOKg3B3nJEmNLqnRuUy5OZtDvCsAM0FpyYVpOx8QACZDt6vc9Av6rrk5ir5WMfYXREQp6ZEDcjuO+swDBAAAADB9BBUEPvDAA6qvrw/o2jfffHNUGwIwfY00CzC+YDUzAaeBY/UOnW9zaWlc4rDzA5ucVd4Q0MPdcU5NzmVUBgIYkz27Dujg3jLv8ead+dq1Z0sIdwQAU09UYq76TdbHJQTUjRagFtsG5gECAAAA01h4MBfHxsbqqaeeCujadevWjWpDAKYvfzP/mAU4dRyrd2h/RamO1TtMzz976rC2nX5Vz1afGPjfU4f9Pst9vTGodQAIRGnJBUMIKEkH95aptORCiHYEAFOTxbZBXfYdhrXOpE3j8uwu+46BABAAAADAtBdURSAADCe+YDWzAKewZ08d1v6mSu/x9it2PV9Y7D0+Vu8wnJek/U2Veqg+27Qy0BKbrEaX73ssscnjt2kAs47jbIPfdVqEApiJBrfeDDZ8sxbvljt7i/f+OZL6X33D57rO7M8q5sK/mT6j07peEfatUm+3FBFFC1AAAABghiEIBDCumAU4NQUS8p1vM0n1Plw3CwKTrFlqdC4ztAe1zMmjLSiAMbHlpQS1DgDTmfPw04qu3KdISf2SnPYdshbvDuoZFtsGuSVvGNhl36Hoyn3e8132HUq643/K2d9rWO+Mz9ecW/9GSYR+AAAAwIw26iAwOXn4io+YmBilpaXpjjvu0Je+9CUtXrx4tK8CMM0wC3DqCSTkWxqXaHqNv3VJys3ZrCbnMrmvN8oSm0wICGDUSksuyHG2Qba8FG3emW9oD3r/rgKqAQHMOG7HUUMwJ0nRlfvkzt4yYmXg4CrCzgsHDGGi7DsUds8vvOc91X1DqwcJAAEAAIDZYdRB4COPPKLq6modP35c69evV0pKihoaGnT06FHddtttSktL06VLl7R37159//vf17Fjx5SbmzueewcABCiQkG99qk3br9gNlYOfSbKbVgMOlmTNUpKyxmWfAGanPbsOGIK/zTvz9c3X/tAbDBICApiJul3lpl+Qd7vKpWFCuqFVhNFDzkdX7pOytyih4Amfey22DcM+GwAAAMDMEz7aG5944gnFxcXJ4XDo0KFD+sEPfqBDhw7J4XBo7ty5+sIXvqDDhw/rwoULWrJkib7yla+M574BAEFYn2rT9iS7Yc0s5Hu+sFg/XXGPns9co5+uuEffHDRDEAAmQmnJBUMIKMl7/PDnbyMEBDBjRSWaf6Ps4HW346iaS78nt+Oo93hoFaGZblf5+GwSAAAAwLQ36orAP/uzP9MPf/hDJSYaq0ysVqt2796tP/qjP9Jbb72lRYsWac+ePXr44YfHvFkAwOg9X1ish+qzdb7NpaVxiX4r/dan2kasAgSA8eI42+B3nRAQwExmsW2Q02Sen6eVp9n8wHDrsoC+iPcXMgIAAACYfUYdBJaVlWnBggWm5xYsWKCyshvf2b1ixQpdu3ZttK8CAIwTQj4AU40tLyWodQCYSYbO7fOEgP7mB/bMf37EZw4OEwEAAABg1K1B09LS9KMf/cj03AsvvKC0tDTvcXV1tT7ykY+M9lUAAACYoQqKsrV5Z75h7f5dBVQDApgxhrb3HMpi26CEgicG5vd9yG9rz4goddl3GJa67DsUds8v1LPm7xR2zy9kLd49bnsHAAAAMP2NuiLwqaee0p/92Z+prKxMDz74oFJSUtTQ0KBf/vKX+vd//3d985vf9F77wgsv6JOf/OS4bBgAMLGO1TtGbB8KAONp154t2rRthRxnG2TLSyEEBDBjDG3v2bTwQUUsukNRibmG4G+oqMRc9ftZtxQ8YVpFKKoAAQAAAJgYdRD4F3/xF2ptbdXf//3f61//9V+96zExMfrv//2/6y/+4i+8a5s3b9Ztt902tp0CACbcs6cOa39Tpfd4+xW7ni8sDuGOAMwWBUXZBIAApjW346g3nLPYNpi294y58op05RXvzD9P9d7Qe0eaH2ixbSD4AwAAABCQsP7+frNvNAxYU1OTjh07pqamJiUlJWn9+vVKSkoar/2Nq9bWVs2fP18tLS2Kj48P9XYAH319fWpoaFBKSorCw0fduRcYlWP1Dm07/arP+k9X3ENlIGaM3t5e/epXv1JLS4s++clPKioqKtRbAoAZaab/vXZocOep/PPosu9QuHWZIk/8xTBPkcLu+YU6LxzwDfz8BIQAAAAAEKxRVwR6JCUl6Y477pDT6ZTValVcXNx47AsAMMnOt7n8rhMEAgAADPBp95n2oGLqXjFcE125Tz3znx/xWZ1VB32qBqMr98mdvcVbGUjlHwAAAICxGNO3Zr7++utat26d5s+fr6ysLM2fP1/r1q3TG2+8MV77AwBMkqVxiUGtAwAAzDam7T6HhIAefe2X1GXfMar3dLvKR3UfAAAAAAw16iDw2LFjuvvuu3X58mV99rOf1V/91V/pc5/7nC5fvqy7775bb7311njuEwAmXGvpSTX+6mdqLT0Z6q2ExPpUm7Yn2Q1rn0myUw0IAADwoWACuujz35Y00P6zZ83fqTPtQcP5LvsOxWRtNr03KjF39JsEAAAAgEFGPSPw3nvvVXx8vP7jP/5D0dHR3vWuri794R/+odra2nTo0KFx2+h4YEYgprqZPktlKqvb+/fSwQM3FjZvUdrOL4duQyF0rN6h820uLY1LJATEjMOMQACYHNPh77Wjmb/ndhxV/6sf9VnvXPigYq6YVwaG3fML7/PN3mk2X9AzIxAAAAAAxmrUMwKPHz+u0tJSQwgoSdHR0dq9e7dWrVo15s0BwGRoLT1pDAEl6eABtW68U/EFq0OzqRBan2ojAAQAADPa0Dl/zgDDN4ttg5z2HT7BXVLxbjlf/6q3CnCwble5d86f2cw/a/FuubO3eANCKzMBAQAAAIyjUQeBXV1diouLMz0XFxenrq6uUW8KACZTV02V//VZGAQCAADMFGYVeGZz/qIr98mdvSWgykCz4M7tOOr3+kDafJoFhAAAAAAwHkYdBObl5elf//Vf9ZWvfMXn3He/+13l5eWNaWMAMFmiM7LU42d9NqI1KAAAmAn8Vf11u8pNvxAeXLk3ksHBnec90SbXddl3UOEHAAAAIKRGHQT+6Z/+qf7kT/5EZWVl+tjHPqa0tDTV19fr5Zdf1osvvqjvfe9747lPAJgw8QWrdW3zliEzAh+ZlW1Bnz11WPubKr3H26/Y9XxhcQh3BAAAppLRzNULheGq/qISc9Vvck9UYm7Qn8/sPZLUtfQpxWRtJgQEAAAAEHKjDgKfeOIJXb58Wc8//7xefPFF7/qcOXP0jW98Q9u3bx+XDQLAZEjb+WW1brxTXTVVis7ImpUh4LF6hyEElKT9TZV6qD6bykAAE6qxolbuhmZZUhKUnJMe6u0A8GO0c/VCYbiqv4SCJ0zn/OnCgaA/n7/3hM9fMqWDUgAAAACzx6iDQEn66le/qp07d+ro0aNyOp1KSkrS+vXrZbVax2t/ADBp4gtWz+qZgOfbXH7XCQIBTJRzL7+ptlOXvceNhYu0bOttIdwRADNjnas32Yar+pN85/zFSOp/9aOGawP5fCO9BwAAAABCbUxBoCRZrVY9/PDD47EXAEAILY1LDGp9OMwZBBCIxopaQwgoSW2nLqtxZS2VgcAUMx5z9cYi2JadFtsGn6q/zqRNmjPkGs/em0u/N6rPZ/Ye5gICAAAAmErGHAQCAGaG9ak2bb9iN7QH/UySPeggjzmDAALlbmj2u04QCEwtoax8G21LUk/VX8fJ3YppOqKYpjfU/+obpvf7+3y9l16TCp4I6D2eoJIQEAAAAMBUEnAQuGbNmqAffuLEiaDvAQCEzvOFxXqoPnvU1XzMGQQQDEtKQlDrAEInVJVv49GSNKbpyIj3W2wb1LTwQcVcecV4b90rcjuOjviuwdWFAAAAADCVBBwEJicnT+Q+AABTxPpU26hDO+YMAghGck66GgsXGdqDxq1aRDUgMEVNduWb23FUHWf/j2JMzgXakrSz6qCiA7w/YtEd0pAgMJh3AQAAAMBUFHAQePDgwYncBwBgBhjPOYMAZodlW29T48pauRuaZUlJIAQEprjJqnzztAM1CwGlwFqSep5hqrdbzaXfM8wcDGX7UwAAAACYKMwIBACMm/GaMwhgdknOSScABOBl1g50sJFakrodRwcqAf08oyvuJkW/96wk48zBULU/BQAAAICJNC5B4Jw5cyRJHR0d4/E4AMA0NtY5gwBmptKSC3KcbZAtL0UFRdmh3g6AKazbVW76hWrn4j/QnLw/GjaY81QBmrUD9YhuO2M8HjQzcLLbnwIAAADARBuXILCzs3M8HgMAmCHGMmcQwMyzZ9cBHdxb5j3evDNfu/ZsCeGOAExl/lp0zsn7I28bTzMjVRIOZ/AcwMlqfwoAAAAAkyE81BsAAADAzFVacsEQAkrSwb1lKi25EKIdAZjqLLYN6rLvMKx12XfIYtsgt+Oomku/J7fjqM993a7yUb+TOYAAAAAAZipmBAIAAGDCOM42+F2nRSgAf4a26IyR1PTzLYppOqJIGWf7SQPVgL0f/GDEL3A9ASNzAAEAAADMFuMSBP7VX/3VeDwGAAAAM4wtLyWodQCzl9tx1Bv8WWwbvC06PXP/YoZc75nt13nhgOl5SepY+JBiV3zWZ+YfcwABAAAAzBbjEgT+9V//9Xg8BgAwTRyrd+h8m0tL4xKZBQhgWAVF2dq8M9/QHvT+XQVUAwIw8IR9Q6v9Rpr711l1cNjzkYuKTGf+MQcQAAAAwGxBa1AAQFCePXVY+5sqvcfbr9j1fGFxCHcEYKrbtWeLNm1bIcfZBtnyUggBARiq/yT5hHmear9uV/mYvmhl9h8AAACA2Y4gEAAQsGP1DkMIKEn7myr1UH02lYEAhlVQlE0ACECSb/VfZ9JG87aeJ3drzuqn1e/nOR0LH1L4MO9h9h8AAAAAaNivmwAAMDjf5gpqHQDMlJZc0C//5U2VllwI9VYATDKzVp8xTUdMr/Wsd9l3GNY7kzaqM+1BzbnyK0Wf/7bPfZ1JmxR2zy9kLd49TrsGAAAAgOmLikAAQMCWxiUGtT4SZg0Cs8+eXQcM8wI378zXrj1bQrgjAJPJX6vPrrlLFX3tvOn11uLd3jahUYm5miOp/9WP+j5j6VOKydqsJKoAAQAAAMCLikAAQMDWp9q0PcluWPtMkn1UId6zpw5r2+lX9Wz1iYH/PXV4vLYJYIoqLblgCAEl6eDeMioDgVnE38y+/jkLhr3eYtughIInZLFtUGfVQb/PtxACAgAAAIABQSAAICjPFxbrpyvu0fOZa/TTFffom4XFQT/D36zBY/WO8domgCnIcbYhqHUAM4/FtkGdCx/0WY9xHvNZ77LvINgDAAAAgDGiNSgAIGjrU20jVgEO1/bzWxdOmt5zvs1Fi1BgBrPlpQS1DmBmilh0h3TlFdP1sBWf87YAtfoJAWOyNqvfZDZgTNbm8d4qAAAAAEx7VAQCAMbkWL1D+ytKDdV8w7X9PFbv0JvXm0yfNdpZgwCmh4KibG3emW9Yu39XgQqKskO0IwCh4K89qHq7vSHgcJWAFtsGddl3GNaoHgQAAAAAc1QEAgBG7dlThw0tPrdfseuhhdmmbT8fqs/W+lSbzre5TJ+1PjaJakBgFti1Z4s2bVshx9kG2fJSCAGBWchi2yCnfYeiK/d517riblL0e89KkvolOe07ZC3e7fcZ1uLdcmdvGbF6EAAAAABmO4JAADNaa+lJddVUKTojS/EFq0O9nRnF35y/mPAI0+s9bT/9Vf19KZt/P8BsUVCUTQAIzHKeIK+z6qD6rtVqzuWfG85HV+6TO3vLiJWBIgAEAAAAgGERBAKYser2/r108IAkqUfStc1blLbzy6Hd1Azir7Kv38/1ngBwfapN26/YDSHiZ5LsVAMCADDLdF44YKgKHKrbVU7QBwAAAABjRBAIYEZqLT3pDQG9Dh5Q68Y7qQwcJ/4q++5NzVJXX++wQd/zhcV6qD5b59tcWhqXSAgIAMA05nYcDWi239B7hgsBpWFmCQIAAAAAAkYQCGBG6qqp8r9OEDguhqvsW59qGzHo81wHAACmL+fhpxVduU+RCmy2n0e3q3zYL0a77DuY+wcAAAAA44AgEMCMFJ2RpR4/6xg/w1X2EfQBADCzmVX1eWb7xS6+bdh7oxJzTduJdy19SjFZmwkBAQAAAGCchId6AwAwEeILVkubtxgXNz9CW9AJsD7Vpu05BX5Dv2P1Du2vKNWxesck7wwAAEykbld5UOuDWWwb1GXfYVjrsu+Q9fZvBNxeFAAAAAAwMioCAcxYaTu/rNaNd6qrpkrRGVmEgCHw7KnDhtah26/Y9XxhcQh3BAAAxoPbcVR9LRdNzwU6289avFvu7C3e+YJUAQIAAADA+CMIBDCjxResZiZgiByrdxhCQEna31Sph+qzaRkKAMA05pkLGG1yzjPbr6+vTx1X31dL3a8Vbc31W+VnsW2QCAABAAAAYMIQBAIAJsT5NpffdYJAAACmJ7O5gJLvbD/Xa8+o//IJRXT9Xv3qk9O+Q9bi3ZO9XQAAAACY9ZgRCACYEEvjEoNaBzBzlJZc0C//5U2VllwI9VYAjDN/8//C5y/xVv25HUcVdfHfDeejK/fJ7Tg64fsDAAAAABhREQgAmBDrU23afsVuaA/6mSQ71YDADLdn1wEd3FvmPd68M1+79mwJ4Y4AjKeoxFz1+1n36HaVm37HabernDagAAAAADDJCAIBABPm+cJiPVSfrfNtLi2NSyQEBGa40pILhhBQkg7uLdOmbStUUJQdol0BGC9ux1F1Vh1UeFSyIrsbvetdcTd5W4JKA6Fgr8n9g8NCAAAAAMDkIAgEAEyo9ak2AkBglnCcbfC7ThAITG/Ow08runKfok3ORbedkdtx1Nsa1GLboKYlfyxdPuG9psu+wxAWAgAAAAAmB0EgAAAAxoUtLyWodWAqcDuOqttVrqjEXG+QBSO346iiK/cNe83Qtp+Jd/yt2s68pt7eKkVYcwkBAQAAACBECAIBAOPqWL2DVqDALFVQlK3NO/MN7UHv31VANSCmLE+VW6SkfklO+w5Zi3eHeltTTrerfMQvHM3afs5ZsFzzU+5QeLjZxEAAAAAAwGQgCAQAjJtnTx3W/qZK7/H2K3Y9X1gcwh0BmGy79mzRpm0r5DjbIFteCiEgpiyzKrfoyn1yZ2+hMnCIqMRc9Q9znrafAAAAADB18a2ZADDNtVYcV+OxH6q14nhI93Gs3mEIASVpf1OljtU7QrQjAKFSUJSthz9/GyEgprRuV3lQ67OZxbZBXfYdPuudSZsUds8vqKIEAAAAgCmMikAAmMauvPw16dQLkqRuSe7Cx7Vw63Mh2cv5NpffdVqEAgCmGn9VbmYtLmeDkWYlWot3y529RZ1VByVJMVmblUQVIAAAAABMeQSBADBNtVYc94aAXqdeUOvKBxSfs27S97M0LjGodQAAQsli2yCnfYehPehsa3HpCf96L7+mmCuvjDgr0WLbQNtUAAAAAJhmCAIBYJrqaqjwvx6CIHB9qk3br9gN7UE/k2SnGhAAMGV5qtw8lXCzKQRs+vUfecO/oV8UMisRAAAAAGYOgkAAmKaiU3LU7Wc9VJ4vLNZD9dk63+bS0rhEQkAAwJRnsW2QZlng1fTKHymm7pVhr+l2lc+6nxcAAAAAmIkIAgFgmorPWSd34ePG9qCrPhWStqCDrU+1EQACADBFuR1HRwwBpdk7KxEAAAAAZhqCQACYxhZufU6tKx9QV0OFolNyQh4CAgCA0PHM/ItKzDVt6+l2HFXH2f+jmBGeM9tmJQIAAADATEYQCADTXHzOOsNMwNaK4wSDAADMMs7DTyu6cp8iJfVLctp3yFq82+e8vxCww7pekfats25WIgAAAADMdASBADCDXHn5a95Wod2S3IWPa+HW50K7KQAAMKHcjqOKrtxnWIuu3Cd39hZZbBtMzw/WmfaQkh/cP9HbBAAAAACEQHioNwAAGB+tFceN8wIl6dQLA+shcqzeof0VpTpW7wjZHgAAM5vbcVTNpd+T23E01FsJmW5Xuel6x8ndw57vXPwHCrvnF0oiBAQAAACAGYuKQACYIboaKvyvh6BF6LOnDmt/U6X3ePsVu54vLJ70fQAAZq6R2mEOx3G6Ts5LrbIujpdtRdqE7lMaeX7fWEQl5qrfZD2m6YiaT/6ropJXmJ6fk/dH474XAAAAAMDUQhAIADNEdEqOuv2sT7Zj9Q5DCChJ+5sq9VB9ttan2sbl+efbXFoalzguzwMATD8jtcMczuHvvKsLhxu8x9nFKSp+8uZx358n+Ou8cGDUgWUgLLYNakraqJimIz7nIt97Vp32HZJ9h+Hnq8u+g1mAAAAAADALEAQCwAwRn7NO7sLHje1BV31K8SGoBjzf5vK7PtbgjkpDAIA00O7S7IuZble5NEzA5ThdZwgBJenC4QZl31Y3bpWBQysVo4ecDzSwDMac1U+r/1XfINDzvrB7fiFlb/GGk4SAAAAAADA7EAQCwAyycOtzal35gLoaKhSdkhOSEFCSlsYlBrUeqImuNAQATB/+2mFGJeYOe5/zUqvf9fEIAs0qFc2MFFgG+q5uV7nU2y1FRKl34YOKufKK3/clFDwx5ncCAAAAAKYXgkAAmGnc0ZJzrmQZWn8wedan2rT9it0Q2n0myT7msG4iKw0BANOLxbZBH8z9ojovvKv4uXVKmn8hoHaX1sXxQa0Hy1+l4lAjBZYjGVx16BEpqdO6XjHOY+P+PgAAAADA9EQQCAAzSN3ev5cOHpAk9Ui6tnmL0nZ+OSR7eb6wWA/VZ4/rLL+JqjQEAEw/A3P+bpF0iyTJvq5fdxY/MOJ9thVpyi5OMc4IvDNl3NqC+qtUHGys8/mGqzqMcR5T55DKQOYBAgAAAMDsRRAIADNEa+lJbwjodfCAWjfeqfiC1SHZ0/pU27hW6k1UpSEAYHoxm/NXeTxMOXcGNuev+MmblX1bnZyXWmVdHD9uIaA0UKnotO8wBHVd9h2KGcf5fCNVHUYsukNhKz7HPEAAAAAAAEEgAMwUXTVV/tdDFAROhImoNAQATC/jMefPtiJtXAPAwazFu+U2C/5GEch55gBGJebK8uH9I1Udeq8lAAQAAACAWY8gEABmiOiMLPX4WZ9pxrvSEAAwvUz0nL/xMB5B3OA5gP2SnPYdshbvNq069KANKAAAAABgMIJAAJgh4gtW69rmLcb2oJsfCVlbUAAAJspEz/mbCszmAEZX7pM7e4sstg2GqkP1dksRUbQBBQAAAAD4IAgEgBkkbeeX1brxTnXVVCk6I4sQEAAwY03knL+pwN8cwG5XubfSkPafAAAAAICREAQCwAwTX7B6Rs0EBADMDo7TwYd6EznnbzyZzfkbib85gFGJueO7OQAAAADAjEYQCAAAgFmhsaJW7oZmWVISlJyTHurtYJDD33nX2OazOEXFT94cwh2NH39z/kZiNgeQ+X8AAAAAgGARBAIAAGDGO/fym2o7ddl73Fi4SMu23hbCHcHDcbrOEAJK0oXDDcq+rW5aVPsNZ6Q5fyMZPAeQ+X8AAAAAgNEgCAQAzAjH6h063+bS0rhErU+1hXo7AKaQxopaQwgoSW2nLqtxZS2VgVOA81Kr3/XpGgR6WoH2tVxUtMn5wXP+RsIcQAAAAADAWBAEAgCmvWdPHdb+pkrv8fYrdj1fWBzCHQGYStwNzX7XCQJDz7o4Pqj1qW5wK1B/mPMHAAAAAJgs4aHeAABg9jpW79D+ilIdq3eM7RmDQkBJ2t9UOaZnAphZLCkJQa1jctlWpCm7OMWwln1nyrSsBjRrBTpUl31HQG1BAQAAAAAYD1QEAgBCYryq+M63ufyu0yIUgCQl56SrsXCRoT1o3KpFVANOIcVP3qzs2+rkvNQq6+L4aRkCSgMtP82+wOpa+pTC5y/xzvnztA6NSswlFAQAAAAATCiCQADApPNXxfdQfXbQ4d3SuMSg1gHMTsu23qbGlbVyNzTLkpJACDjEVAimbCvSpm0A6BGVmKt+k/WYrM3en9fBrUP7JTntO2Qt3j2Z2wQAAAAAzCK0BgUA+GitOK7GYz9Ua8XxCXn+cFV8wVqfatP2JLth7TNJdqoBAfhIzklX5vrlqp0bqVfOXlBZbUOotzQlOA8/rf5XP6rIE3+h/lc/Kufhp0O9pWnLYtugLvsOw9rgVqBmrUOjK/fJ7Tg6aXsEAAAAAMwuVAQCAAyuvPw16dQLkqRuSe7Cx7Vw63Pj+o7xruJ7vrBYD9Vn63ybS0vjEgkBAfj17bfK9Jtap/f43vQ6PXVrfgh3FFp+g6nsLbSsHCVr8W65s7d4Kyytg34e/bUO7XaVS/x8AwAAAAAmABWBAACv1orj3hDQ69QL414ZOBFVfOtTbdqeU0AICMCvstoGQwgoSb+pdc7qysBuV3lQ6wiMxbZBCQVP+ISpUYm5ptf7WwcAAAAAYKyoCAQAeHU1VPhfz1k3ru+iig+Y3kpLLshxtkG2vBQVFGVP+H3joaalze96fnrKpO5lqvA3045gamJYbBvktO8wVGF22XcYqgYBAAAAABhPBIEAAK/olBx1+1mfCOtTbQSAwDS0Z9cBHdxb5j3evDNfu/ZsmbD7xkvG/Lig1meDmRpMnahu1kVnh5ZY52hNZkKot2MwXOtQAAAAAADGG0EgAMArPmed3IWPG9uDrvqU4se5GhDA9FVacsEQ5knSwb1l2rRtxbAVfqO9bzzlp6fo3vQ6Q3vQ+9Kts7Ya0GOmBVN/+1/VeqnC820t7Xo0p0XP3JUZ0j0NZbFtYCYgAAAAAGBSEAQCAAwWbn1OrSsfUFdDhaJTcggBARg4zprP03OcbRg20BvtfePtqVvztbG2QTUtbcqYHzfrQ0CPmRJMnahuHhQCDnipolt35zRPucpAAAAAAAAmA0EgAMBHfM66cZ8JCGBmsOWZB2f+1sd630TIT08hAJyhLjo7/K6vGaEo0O046q2KtMyAUBQAAAAAAEkKD/UGAAAAMH0UFGVr8858w9r9uwpGrOob7X1AMJZY5wS17uE8/LT6X/2oIk/8hfpf/aich5+eiO0BAAAAADDpqAgEAABAUHbt2aJN21bIcbZBtryUgMO80d6H0XGcrpPzUqusi+NlW5EW6u1MijWZCXo0p8XQHvTRnKhh24K6HUcVXbnPsBZduU/u7C1UBgIAAAAApj2CQADAjHes3qHzbS4tjUvU+lRbqLcDzAgFRdmjCvJGex+Cc/g77+rC4RtzGbOLU1T85M3j9vyp3EbzmbsydXdOsy46O7TEOmfE2YDdrnLTL4q6XeU+cxOn8ucGAAAAAMAMQSAAYEZ79tRh7W+q9B5vv2LX84XFIdwRAEwsx+k6QwgoSRcONyj7trpxqQx0Hn5a0ZX7FCmpX5LTvkPW4t1jfu54WpOZMOJMQI+oxFz1+1kfbDp8bgAAAAAAhmJGIABgxjpW7zCEgJK0v6lSx+odIdoRAEw856XWoNaD4beNpuPomJ8dKhbbBnXZdxjWuuw7DBV/M/FzAwAAAABmByoCAQCj0lpxXF0NFYpOyVF8zrpQb8fU+TaX33VahAKYqayL44NaD0YwbTSnE2vxbrmzt3jbflqHfJaZ+rkBAAAAADMfQSAAIGhXXv6adOoFSVK3JHfh41q49bnQbspEd1+v6frSuMRJ3gkATB7bijRlF6cYZwTemTIubUEDbaM5HVlsG/yGeuPxuU9UBz63EAAAAACA8UIQCAAISmvFcW8I6HXqBbWufGBKVQYOnQ3o8ZkkO9WAAGa84idvVvZtdXJeapV1cfy4hIDSQFjmtO8wtMnssu/wqaCbacb6uf/2v6r1UkX3h0ftejSnRc/cFeAQQwAAAAAAxoAgEAAQlK6GCv/rUyQI/O4HJ01DwK9nrNKffGR1CHYEzBxltQ2qaWlTxvw45aenhHo7GIZtRVpAAaDjdHCB4UhtNCeT23HUuw/LBO9jtJ/7RHXzoBBwwEsV3bo7p5nKQAAAAADAhCMIBAAEJTolR91+1qcCf5WAkhQVHjHJuwFmlm+/Vabf1Dq9x/em1+mpW/NDuCOM1eHvvGtsIVqcouInbx72noHgcIGsi7Nls41PpeFoOA8/rejKfYqU1C/Jad8ha/HuCX3ncO1D/bno7PC7voaiQAAAAADABAsP9QYAANNLfM46qfBx4+KqT02JtqDH6h1+Q0CJ2YDAWJTVNhhCQEn6Ta1TZbUNfu7AVOc4XWcIASXpwuEGOU7X+b3n8Hfe1W+ef08n/s8F/eb593T4O+9O9DZNuR1HDW06JSm6cp/cjqMh2c9wlljnBLUOAAAAAMB4IggEAARt4dbnZPn0C4q67+uyfPoFLXzk66HekiTpfJvL7zlmAwJjU9PSFtQ6pj7npdag1kcTHE6Ubld5UOuhtCYzQY/mRBnWHs2Joi0oAAAAAGBS0BoUADAq8TnrpsxMQA9/FX/MBgTGLmN+XFDrmPqsi+ODWh8uOAxktuB4ikrMVb+f9anombsydXdOsy46O7TEOocQEAAAAAAwaagIBADMGOtTbdqeZDesfSbJTggIjIP89BTdm241rN2XblV+ekqIdoSxsq1IU3ax8d9f9p0pfkO9YIPDiWSxbVCXfYdhrcu+Y2CG3xS1JjNB21alEQICAAAAACYVFYEAgBnhWL1D59tcemhhth5amK3zbS4tjUukHSgwjp66NV8baxtU09KmjPlxhIAzQPGTNyv7tjo5L7XKujhethVpcpw2Hnt4gsPB7UGHCw4nmrV4t9zZW9TtKldUYq6sUzgEBAAAAAAgVAgCAQDT3rOnDmt/U6X3eHuSXc8XFodwR8DMlZ+eQgA4w9hWpHkDwJe//rqayt3ec9nFKSp+8mbvsVlwGEoW2waJABAAAAAAAL8IAgEA09qxeochBJSk/U2Veqg+m2pAYJRKSy7IcbZBtrwUFRRlh3o7mASHv/OuodLP48LhBmXfVudTGRjqADBQbsdRb8XgVG4bCgAAAADARCEIBABMa+fbXH7XCQKB4O3ZdUAH95Z5jzfvzNeuPVtCuCNMNMfpOtMQ0MN5qXXaBH+DOQ8/rejKfYqU1C/Jad8ha/HuUG8LAAAAAIBJFR7qDQAAMBZL4xKDWj9W79D+ilIdq3dM5LaAaam05IIhBJSkg3vLVFpyIUQ7mtkcp+t06uAHcpyuC+k+nJdahz1vXRw/STsZP27HUUVX7jOsRVfuk9txNEQ7Gl8nqpv10/fqdKK6OdRbAQAAAABMcVQEAgCmtfWpNm2/Yje0B/1Mkt20GtBnluAVZgkCgznOmleFOc420CJ0nA1txTl0Ft9kGi7oy74zZcpWAw7X9rPbVW76hU63q3zazxT82/+q1ksV3R8etevRnBY9c1em4ZoT1c16/eJAwHv7knityUyY3E0CAAAAAKYMgkAAwLT3fGGxHqrP1vk2l5bGJZqGgMwSBEZmy0sJah2jY9aKc+gsPsfpOjkvtcq6OH7CgzjbijRlF6cY9pSUa9HNj35kyoaAI7X9jErMVb/JfVGJuZO1xTE5Ud2si84OLbHOkSTDj2+EgPIe353T7A37jEGh9KPyRj2a06K7c+Z7n0MwCAAAAACzB0EgAGBGWJ9qGzbQY5YgMLKComxt3plvaA96/64CqgHHmb9WnJ5ZfKGoFix+8mZl3zZ54eNY+G37mb3FWxlosW2Q077DcF2XfYesIa4GdLz/hly15UpMz5Vt+SbTa4ZW/N3Qroy5/ZLCfO7ZfaRRie82yhoTrt9e6vM5/1JFt16qaPQ+x6yKEAAAAAAwMxEEAgBmhWBnCQKz1a49W7Rp2wo5zjbIlpdCCDgB/LXitC6OD6hacKLYVqRN6QDQI9C2n9bi3XJnb/G2Dw11CHh4/5+r8sh3vMf2jU+qePu3DNecqG72qfgbrOaabwgoSRfbB/6RfENAM0OrCAEAAAAAM1d4qDcAAMBkWJ9q0/Yku2HN3yxBYLYrKMrWw5+/jRBwgnhacQ7mmcU3XLWgNNAy9NTBD+Q4XTfh+5yqei+9Zrpu1vbTYtughIInfGYITjbH+28YQkBJqjzyHTnef8N7fKK6WX/92tVJ29NFZ8ekvQsAAAAAEDpUBAIAZo1AZgkCmDmanFVyX2+UJTZZkrw/TrJmhXZj8t+Kc7hqwVC0DJ1q3I6jiql7xWe9Y+FDSh5D2Dd4Jl8gVXKe67t7+xQVET7ifa7acr/rtuWbBrUDNa/4mwiemYMAAAAAgJmNIBAAMKuMNEsQwMxQXnFQ7o5zkqTGQSNCG11So3OZcnM2h2hnN5i14vRUCxoCvzsHqgdD1TJ0MrkdR72tPM2q+Py1BY1cVDTqdw6dyTfS/Dzj9R7m93kCQ2uU+f/vJKbnjtgOdLTuXhyuBZZI3b4kXr+taDG849GcKNqCAgAAAMAsQRAIAACAkGqsqJW7oVmWlAQl56SP+XlNzipvCGjG3XFOTc5lU6Iy0IxZteCpgx+YXuu81DpjgkDn4acVXblPkZL6JTntO2Qt3m24pvfSa6ZfwJi1BQ2EWQg33Py84UK7ofcZA0O77svYriU1+73Xt33kj2Vbvkn/9zXHqPY+nKL0MP3PB2+0w16TmaC7c4KregQAAAAAzAwEgQAAAAiZcy+/qbZTl73HjYWLtGzrbWN6pvt6Y0DXJClLkrGF6FQJB4dWCw7XMnQmcDuOKrpyn2EtunKf3NlbvJWB49kW1FOpV9PSZXr+orNDv6uo1om6blljpdttcxUVEe73+sH3rck0DwwPpf6ZUix3aX5ntVpiMtUwb6VqfnlBr9f2B7X3oZJj+tXYeaOlaFF6mP7+Yd/5nmsyE7TGf6EjAAAAAGCGIggEAACAQWnJBTnONsiWl6KCIt9AYbw0VtQaQkBJajt1WY0ra8dUGWiJTTa0A/V3jeTbQnSqtA0dyl/L0JlSDeiv5We3q1z6MOQbr7ag5q09jfa+2yZ370C4drFdevfqtYCe7Zm79/rFVtPzDfNWqmHeSu/xWELAeZF9+ru7U7QmMyHoGYcAAAAAgNmDIBAAAABee3Yd0MG9Zd7jzTvztWvPlgl5l7uh2e/6WILAJGuW6hoy1NlTY3reMidPSdYs0xaiU7ltqFnL0JE4Tgd3fahEJebKLBIb3PIzkGvMDA7JJI0YAubESxWtYcNeY2Z18kDVXSBBYyCK0sP0ifwkXXR2qLu3T1ER4bro7FRLV59uWhCjP1xz4/cI1X4AAAAAAH8IAgEAACBpoBJwcAgoSQf3lmnTthUTUhloSUkIan0kTc4qOZvPS5Kio+PV2eN7TUxUlnJz7pPkv4Xo4LahU83QlqHDOfydd40VhMUpKn7y5ona2phYbBvktO8wtAftsu+QdVDLz0CuGcoYyrVrdfLw+yhKD1Pj9dFV6cVFhw07Q3AgYDS+q8SkIvCTudG6fUm8t7KPgA8AAAAAMBYEgQAAAJAkOc42+F2fiCAwOSddjYWLDO1B41YtGlU14OAWn8Pp7K5SecVB5eZs9ttC1NM2dDpznK4zhICSdOFwg7JvqwsoSJysVpNux1F1u8oVlZgra/FuubO33Dg2CfgCuWbwZxgayp0cYXxkSW2/Fs/tlxR8RWBJbb/S48xbgn4yN1p/fofN5+d1aPXgozlR+vM7bEG/GwAAAAAAfwgCAQAAIEmy5aUEtT4elm29TY0ra+VuaJYlJWFUIaBZi8/heNp/NjrN72l0npuSrUGD4bxkHkg5L7WOGAQOraJ7NKdFz9w1PmVpg4O/zgsHFF25T5GS+iU57TtkLd7tnQnoj8W2YcRrJOmis8N0fXXy8IHgpWvBh4AjuX1JvCTfFp7P3JWpu3OY7wcAAAAAmDgEgQAADHKs3qHzbS4tjUvU+lSqMjC7FBRla/POfEN70Pt3FUxINeBgyTnpY5oJeOVCmRRrfi4qYqG6e6/4rNdcKVFfv0k5oAaCwuqaRGVm3DrqPYWadXF8UOseZlV0L1V06+6c5jGHVM7DTxuCv+gh56Mr98mdvWUg6BsHAzMB233Wn1wzUPH5+sVW/ai8a1ze5XH7knh19bb4VPkN93PHfD8AAAAAwEQiCAQA4EPPnjqs/U2V3uPtV+x6vrA4hDsCJt+uPVu0adsKOc42yJaXMuEh4FiVfHuv6s+8qZwvrDE9Hx2VaBoE+gsBPZpa3lS7+5JuWvbouOxzstlWpCm7OMU4I/DOlBGrAf1V0V10dowprHI7jhpm+/nT7SoPqNovEGsyE/Rojv9Qbk1mgrp6q/3O9DNze3qYXjeZ6zf42WsyE6jyAwAAAABMGQSBAABooBJwcAgoSfubKvVQfTaVgZh1Coqyp3wA2OSs0pULZao/8+aw17k73tdAueD1oN/R2VOjM+demrZhYPGTNyv7tjo5L7XKujg+oNmA/qroBtZHr9tVHtAXHlGJuWN6z1B358xXdMRAm9Tbl8T7hHLP3JWp3zdU6APzTqoGj+ZE6Zm7Mg1z/iSZBn6zucrP8f4bctWWK2HhRxST9JFQbwcAAAAAZj2CQAAAJJ1vM68OOt/mIggEppjyioMDMwFjpZwvrFHruWEGvkkaTQjo0dlToyZn1bSdGWhbkRZQAOgxUhXdaEUl5sq8ju6GLvsOWcepGlAaOutQ6upt8fkcJ6qbhw0Bt+VEaYk1xhD0DQ35ZlPg5wn5EtNzZVu+yXAsSSd/+bdqqnh94OKwcGUUPa27P/mXIdwxAAAAAIAgEAAASUvjEoNaBxAaTc6qgRBwkPhlyQHcOUeSedvLkbivNypJWaO6dyoaXNFmFvA9c1fmuLe2tNg2yGnfYWgP2mXfoZjsLep2lSsqMXdcQ8BAZx36a4UqDQSgT981i1I+PzxhX+U7/1fOyqPe9biFK9R25fSw99a/f0g1Zzcp86bbJ3qbAAAAAAA/CAIBAFNKa8VxdTVUKDolR/E56ybtvetTbdp+xW5oD/qZJDvVgJg1SksuTMm5gI0VtXI3NMuSkqDknHS5r5tX/7WebVR83nCBYIciw1PV01fvcyYmKkthYeHq7HKqX80+5y2xgQSN04OxSq5dj+a06BmTsGsiWltai3fLbRb8jWMA6BHorEN/rVC/dPNc/eGa9HHf13RzeP+fq/LId0zPjRQCerhqPyAIBAAAAIAQIggEAEwZV17+mnTqBUlStyR34eNauPW5SXv/84XFeqg+W+fbXFoal0gIiFljz64DOri3zHu8eWe+du3ZEsIdDTj38ptqO3XZe9xYuEgLihaq0aSTb/y8lbJ0LFDswng5m8+or9/3IrMQUJI6u6sGHUVI6vUeWebkTdu2oEMFWiU3kSy2DaMK/kaqYhwq0FmH/lqhjkcIOLSN5nTieP8NVZ36T78hYDAS05kTCAAAAAChRBAIAJgSWiuOe0NAr1MvqHXlA5NeGUgAiNmktOSCIQSUpIN7y7Rp24qQVgY2VtQaQkBJajt1Wf2xHWq4UK2UohtlXa6TV5SaZ1ey3a4ka5Ysscmqrv35KN/cO+jHFuXm3DfK50w9gVbJhcJwQV+gVYyDBTPrcCJaoQ6tpLNvfFLF278V0L2TESCavePkwX/W1ap3dc15Sc6LR0d4QmBSb7pPGXkbx+VZAAAAAIDRIQgEAEwJXQ0V/tcnMQgEZhvH2QbT9eO/PBfSINDd0Gy6fundd1X/9gW1vn9VMclzZclOlHX1QnWpUtW1lWp0LlNuzmY1Opf5zBIcxS5UXfOWMjNuHeNzpoZAq+Qm23BB31iqGIMJ+MazFarj/Td8Kukqj3xH2Wu3jhjsjSVA9Hj17R/rcu3vtSh9pe655RMjviMp53a1N1Sos7U2qPcMJynndq166L8rJolqQAAAAAAINYJAAMCUEJ2So24/6wAmji0vxXT9l//fSXV39ISsRaglJcFnrf7yu2q6ekaSdP1SqyQpY9tywzXujnNq+jAMPHPOrc6emjHtw9lyesYEgcFUyU2UoZV/IwV9Y61inIhZhyNx1Zb7XR8uCPQXIEZEzVFW4f1+7x1c3fd/S/6X5p98dWBd0rfefVF//oWfDfuOporXA/lYAUnKuV2rH35GtuWb1NfXp4YG8280AAAAAABMHoJAAMCUEJ+zTu7Cx43tQVd9alLbggKzUUFRtjbvzPdpDyqFtkVock66GgsXeduDXnNf9YaAHjHJc03vdV9vlJwacwgoSf1qU5OzKug5ga0Vx9XVUKHolJwp9efYRLTBDJRZ5V+2Ncb0Wk/QN1WrGIeTmJ4b1Lo0ENCdfX2/6bnzh/9J5w//k2l14Cv/+Ieq+/0vvcfzh9w7/+SrevXtH3srA/2FlKNl3/RZZa95ZNrOQgQAAACA2YAgEAAwZSzc+pxaVz4wJf/jOTCT7dqzRdFzIvWL/++kzznH2YaQtQhdtvU2Na6slbuhWfUVpdL5gfXYxfEDIWB4mOl9/X29A2HgOHFfb1SSsgK+/srLX/N+U0O3JHfh41q49blx289YhaJKzl/l35dujjK9fol1jrd6sCg9TCW1/d5zk13FGCzb8k2yb3zS2OJz02f9hmRDW3X6M7S96K+HhID+XK79vaSBILC3x6z2PjhpKz+qxcuLDcEfASAAAAAATF0EgQCAKSU+Zx0zAYEQuPXhZaZBoL/WoZMlOSddyTnpCp/XrbMvSYsezZN19ULv+f6uOQqLNraPbGp5UzGRGeO2B0tscsDXtlYcN1Y2S9KpF9S68oExf3PDRFcZuh1H1e0qV1Ririy2DeP6bH8tPuvae7Q6WTo5KLddnSz9qKxJrw8K/25PD9O6xZZJr2IcreLt31L22q0jVsqZteocjqe9qOP9N3QlgBBQkqxhN6onIyLNg9eRLFz5US0aEv4BAAAAAKYHgkAAAACYtgi9f1dByKoBh8rIL9DSncWak26sAgyL7pBlznK5O943rHf21CgifIF6+65O5jbV1VDhfz2I8G5o6DfRVYbOw08runKfIiX1S3Lad8havHvcnu+vxeePyrt81gZCwX7D2uu1/fpk/vQIAT1syzeNGJr5a9UZn7FarTW+wbynvWgwLT4zLTeC8+Hakw5Gy08AAAAAmDkIAgEAACBpoEXopm0r5DjbIFteypQJASWpyVnlEwJ69PaZV5sNDgHDwxLV1+8a1bvd1xsVVVEXUDVedEqOzJovRqfkBPy+oaFfW849Cq941XjROFUZSgOVgNGV+wxr0ZX75M7eMm6VgWsyE/RoTotPe9BgeOYGziT+gjmzEHBwe9FAA72h15q1LU3KuV22gofU7hyYqZlVeD8tPwEAAABgBiEIBAAAgFdBUfaUCgA9hpv5Z4lNVUdX5bD3jzYElCQd+5Hcp38uaeRqvPicdXIXPm5sD7rqUwEHdmatRX1CwA8FW2Xoz9HTv1L11U519/UrKjxMOXMitDYuUt2ucmkcW4Q+c1em7s4ZmPtX09JlWg04nIGqwpnFtnyT4hauUNuV08Nel337F2S/+WGV/va7SkzP1enf/vOo3xlo21IAAAAAwMxAEAgAAIApzxKbrEaTLC8mMkOZGbeqo9Mld8e54R/SGSvFXA/qvVFNdYr6MAT0GqEab+HW59S68oFRzfPz11rUTDBVhv7s2r9Le4/s9Vn/0sIYfeOeG5Vk4zU/cE1mgtZkSieqm/Wjcv/h7lCP5kRNq7aggXK8/8aIIaAkXXj9n3Xh9dGFf565goMF0rYUAAAAADAzEAQCAADMQqUlF6ZkC1B/kqxZanQuM4R9MZE23bTsY5Kk3JzNanIuk/t6o/r7etXU8qbvQ4IMASUpsr3ZdH2karz4nHWjqtbz11q0b2h70CCqDP0peb/ENASUpP91pVNb2ntUpImZH7gmM0HZcY260Ob/mqL0MN262KIl1uk1GzAYwcz6G61g2ogCAAAAAGYegkAAAIBZYHDw98ZPT+vg3jLvuc0787Vrz5YQ7i4wg8M+S2yykqxZhvNJ1iwlaWCt3X1JnT01Y35nz7wE0/XxqMYz46+16KJHvq7WiuOjqjL052zt2RHPr5kXOSHzA09UN5uGgNtyorTEGjOjw7/BxjOkS1v5Uc2dn2qY/zd4riAAAAAAYHYiCAQAAJjh9uw6YAj+hjq4t0ybtq2Y8pWBTc4qvyHgYOUVBw0hoLuqWZashFG9szspTe25qzWv/OSNxXGoxhuOv9aiQ6sMT1QPzNsbbWiWl5434vluV7npFwxjnR940dlhur7EGqNtq9JG/dzpxrZ8k+LXfVytx38ypucsXPlRPfDFgfCY+X8AAAAAgMEIAgEAAGaw0pILw4aAHo6zDVM6CCyvOOhtC9rokhqdy5Sbs9nnuiZnlc+swNGGgB5t+Rs076ZPKcrdNm7VeCMZrrVoyfsl+qcj7+hMW5bmzSuU1K5Hc1r0zF2ZQb2jaHmRPrbyY/rZ73/mcy4/4xEVLS+S2xGpfpN7oxLHVsm2xDpHUruf9dml755P6ycLO7T23ZOyO24E2P2p2Qqrv2B6j33TZ5W95hHTwI/5fwAAAACAwQgCAQCz2rF6h863ubQ0LlHrU22h3g4w7hxnGwK6zpaXMsE7CU5NWamq33pLkrRgVY7cc4zhnrvjnErfadHi7FsN1YHu642mz2s926j4vORR7+dqlFv56z816vvHy679uwxz/VJTn1RGxtN6qaJbd+c0+60MLHm/RGdrzyovPU9Fy4u86/csv8c0CGyL3KAT1c1yu3t0um+tlrvf1Nq4gS8duuw7ZB1DNaA0MCPw0ZwWvVRxYyLiozlRU6YdqOP9Nyatqs5uSVN9aop+9cBmpdY3KLGlRa758/XNW7+q1PoG7z4k+eyJwA8AAAAAMBKCQADAjBHs/KxnTx3W/qZK7/H2K3Y9X1g8kVsEJl0gAd/9uwqmVDVgybf3qurQIe9x06U0ZWxb7nNdb+wVVdf+XJfrUrQobb2SrFnq7+s1faYlYakirs9Rb+yVUe2pp69BTc6qYVuSTrSS90sMIaAk1dd/RwnpazR3wSKVNLi0JnOtz31Dw8OdG3dqz/Y9kvy3B42JydJf/fy/69en/+3GfSvv1v/7yF+POQT0eOauTN2dM7b2phPh8P4/N87Z2/ikird/y/Ta0QSGQ+9Zm5Srxxpv0Yvtb6s+NUX1qSl6bN6tWpuUKyX5VvsBAAAAABAMgkAAwIxw5eWvSacG5iN1S3IXPq6FW5/ze/2xeochBJSk/U2Veqg+m8pAzChv/PS0z9r9uwq08Q9ukuNsg2x5KVMqBKwpKzWEgJLU2Xht2Ht6+hpUXftzNTqXKTbWvOrPkpkoS2yqmlpGFwRKA9WGScoyrjmOqttVrqjEXFnGKSDz52ztWdP1a4k/U4x9uf6PpI7yC/pK7ie8FYBdPV0+4eHeI3u1be02FS0vUtHyIn189ef1k5P/4j2flvZZSTKEgJK09/e/1ba7/4eKNH7WZCZoTXAdTSeU4/03DCGgJFUe+Y6y1271CeGCCQxHuucruZ/QvU2rVOmuk92SNhACAgAAAAAwDggCAQDTXmvFcW8I6HXqBbWufMBvZeD5NpffdYJAzBT+5gNu/IObVFCUPaUCQA/XoBlpHtcvtaqhpFopRcMnRu6Oc+rpMf/929FVqY6uSkkWSe5R7c0yJGR0Hn5a0ZX7FCmpX5LTvkPW4t2jenYg/FbvzU/0/vjF9rf1+32/1k+O/2DYZ52tPettEfqFok+o/nqkypvDNH/+7Zo3r1CZ4T/XuRHum4lcteWm61Wn/tMQBAYTGAZ6z9qkXAJAAAAAAMC4IwgEAEx7XQ0V/tf9BIFL4xKDWgemI3/zAR1nG6ZkCChJibYM749jF8crJnmuOhuvqf43F5SctUZXK95W6l1L/N7f0ztSyOdWRPgC9fZdDWpfljl5xlmEjqOKrtxnuCa6cp/c2VsmrDKwaHmRdm7caajwW1C4RnNTF3qPr9Vf0U+O/3jEZ51qHGgZO7Rt6KqkTn19891yu9fqpbf93zedBNO+0zOLb6jzh/9J59sdir73CUWHR2hu5Zum13mCRLP3+QsZXbXltPwEAAAAAEwYgkAAwLQXnZKjbj/r/qxPtWn7FbuhPehnkuxUA2JG8TcfMJC5gZOtpqxULkeNEm0ZyrrvPl3vrzBUAF6vktY8+LhKvt2shpIKv9WBc2JS5e5oGvZdc+ekKDoqR+7r9erv61Fnj8P0upioLMXNWyxLbLLPbMBuV7npX6S7XeXSGIPAE9X+5+bt2b5H29Zu09naswqLj9O3I941nO9sMa92Hiwt7bMqudyn7d/5M/2ft41tQ399+t/09D1/6Ldl6Lst+TpR3Txl5vmNJNj2nbblm2Tf+KRP5Z4k6Z0D+sFiqT41RanhDfq4yf2X3v+dTvzkS6bv8xcy+lsHAAAAAGA8EAQCAKa9+Jx1chc+bmwPuupTftuCejxfWKyH6rN1vs2lpXGJhICYcQqKsrV5Z76hPej9uwqmXDVgybf3GuYCzl+ZKdsnjHuMzZKanFUqemqnaspKdbXmnJTSLsW0ea+xzMlTbs69OnX6svrU4vd9bdfOBLSveXMX+j0XlZirfj/rY/G3/1Wtlyo839rQrkdzWvTMXcbQ0zPbT5IayyP0YvuN0r0Ca55qZJyxKEmZmc8rPDxKMTFZcrl+o3Pntpm2/pRutP98dN1fqfTaXersrFJMTJbmzSuUJF10dkypuX7+jKZ950iyHDVKbGmRa/58nV2ao7zzNyrSF678qK78/hd+32cWMto3fZZqQAAAAADAhCIIBADMCAu3PqfWlQ+oq6FC0Sk5I4aAHutTbQSAmNF27dmiTdtWyHG2Qba8lCkXAtaUlRpCQEkKi+g0vdZ9vVFJylJGfoEy8gskDYSD7uuNhqq9whV/rOqat+S+Xq+enjb1BNkGdEC0mloG2j82uqRG5zLl5mz2nrXYNshp32FoD9pl3yHrGKoBT1Q3DwoBB7xU0a27c/xX4H0l9xO6t2mV/uXyQZ3orpYjOUwLCtfo6qkT3ms+cfMXVBG2TZLU3n5K9fUm1W6DeGYRLrHO0bx5hd4A0GOJdU6Qnyw0RtOK0yw8HOzWd0+arqetfFiLlhf7BIFD31e8/VvKXrs14FalAAAAAACMFUEgAGDGiM9Z53cmIDCbFRRlT7kA0MPlqDEcxy6OV7SfoMkSm+yzlmTNUpKyfNYzM271/vh85asBVwHe0GU4cnecU5NzmaFFqLV4t9zZW9TtKldUYu6YQkBpoNLO3/pIFXgnuqu9P164bpPmL8lR99kcxapABUvXKr+lXD+7aldnZ9Wwz7kz505vteGazAQ9mtNiCCcfzYmaNm1BR9OK0194OJK63/9SCz9iHuoNfZ+nOhAAAAAAgMlAEAgAAICQSbRleH+cem+239l/4ddTfeb0BcqasDSoIDAyPFU9ffU+656KxMEstg1jngnoMVBp1+5n3b9Kd53P2tzUhYpwr1OEM1cvVXRrR/oFPej8UzX0J+qfh3nW1x7+muH4mbsydXeO/5mFU9loWnH6CwlPL8vVinPDh4QRkVG0/gQAAAAATDkEgQAAAAiZjPwCZd13n+rPvGkaAtb/10VFRqTonl2fHPU7kqxZqmvIUGdPjen5cM03zBTs7XObXmdWkTieRluBZ7ekSSbdT8M6B+6rqdmtL5y4EU6tsYTrhLvP5/pdm3Z5qwGH7ms6zAQ0E2wrTrPwMH7dJ3Rm4fURg8DE9FwV3P0ntP4EAAAAAEwpBIEAAAAIuZjkuabrkTEJuufzXxn1c5ucVbpcd0w9fQ0+58IUp7lzMuTueN+w3m9SlWeZkzfqisRgjKYCb21Srh5rvEUvtr/tXQu/skrh7lTTmYAn3H361j1fUqz1I+rq6VJ0ZLTy0vNMQ8CpyPH+G0EFbYG24nynqVyV7jrZH/qc7hkU5r05r0/1Vw/oRGG+1pwqM713cOUfrT8BAAAAAFMJQSAAAABCpqasVFWHDil2cbzp+YRs+6ifXV5xUO6Oc37P96vNJwQ0ExOZoYWar8ZjP1R0Ss7APNIJNJoKvK/kfkL3Nq1SpbtOb1VE6Y3LKZLkdyZgrPUj+vzdnx/2mSXvl+hs7dkpFRIe3v/nxtabG59U8fZvBXy/N+yzpGlt0o02oN8s//GNIPWq9Ni8W/SVu/9EklTfVC5dlY6tu1UXlixRYkuLXPPnS5LuuZaojy9/jOAPAAAAADBlEQQCAAAgZKrfekuSdP1SqxpKqn3ag0YsdKm84qCSrcvkvt4oS2xyQJV5Tc6qYUPAYESf/LHc5SclSd2S3IWPa+HW58bl2eNpbVKu1ibl6uM26UT2QFVhc+tN+uxF32vz0vOGfdau/bu098he7/HOjTu1Z/ue8d5yUBzvv2EIASWp8sh3lL12a0BB3P/8r2/qVMNxuebPV31qih5rvEVfyf2E3mkqN1RTStKL7W/r3qZV3p9TT8VlfWqK6lNTtCYqS59fdJ8hTAQAAAAAYCoiCAQAAEDoxPYooTBNnY3XVP+bC+psvKaMR40hlbvjnNy1A6Feo0tqdC5Tbs7mYR/rvt44LtuLaqrTvA9DQK9TL6h15QMTXhk4FjeqCu9XadVOQ6jnbxagR8n7JYbrJWnvkb3atnZbSCsDXbXmM/pcteUjBoE/3fcnSjn+E9374fGJwny9uE7eKkozle46b9A3uOJyaDUhAAAAAABTGUEgAAAAQqK84qDmFnZpbuFySVJDSbU6G9wj3ufuOKcm57JhKwMtsclqdI19j5HtzabrXQ0V0hQOAgfbs32Ptq3dFnCbz7O1Z/2uhzIIvPT+70zXE9MHQjl/bT8d77+h1uM/Mdyz5lSZLixZosoFA9frqu9z7ZY0w7GnOhAAAAAAgOmEIBAAAACTzqx1Z0pRpmpeMg+hhnJfb1SSsvyeT7JmqdG5bMztQXvmJZiuR6fkjOm5k+FE9UB70CXWOSpaXhRwiOevbehI7UQnkuP9N1T3+1/6rC9c+VHZlm/ynfH3YdtPyX8lYWJLizc09LT+9Hhs3q2EfgAAAACAGYEgEAAAYJYoLbkgx9kG2fJSVFCUHdK9+G3d2dev8I4U9c1pGPZ+S2zyiO/IzdmsJucyOZvPq+3amdFsU91JaWrPXW1sD7rqUyFtC+p2HFW3q1xRibmy2DaYXvO3/1Wtlyq6Pzxq16M5LXrmrkzTa4cqWl6knRuDayc60fyFeb32lSPO+PNUDA61KmUdrT8BAAAAADMeQSAAAMAMNTj4e+Onp3Vwb5n33Oad+dq1Z0vI9uavdWdn4zWF18UrY/16ua83yhKbrJraw+pTi/eacCUM2xZ0sCRrlpKsWSqv6B11dWBb/gZFLd2ied0DlYATEQIOrt5bk5ng9zrn4acVXblPkZL6JTntO2Qt3u3zrBsh4ICXKrp1d07zsM8eLNh2ohPNX5j3T+GntfhyrOk5z4w/2/JNsm98UpVHvuM9F7/uE9px11cM19P6EwAAAAAwExEEAgAwCsfqHTrf5tLSuEStT7WFejuAjz27DhiCv6EO7i3Tpm0rQlYZmGTNUk2lsfKvoaRK1y+1KtGWMRDgKUtNzipDCChJfWpWk7Nq2DCwteK4uhoqvMFdsnWZwpsj1NXtVl9fp7p7rwS137jsjQGHj8EKtHrP7Tiq6Mp9hrXoyn1yZ28xVAZedHaYvueis0NrAisKlKSg2olOBMPMP5Mw70RhgepTU1TfXW16/+AZf8Xbv6XstVvlqi1XYvpAOAgAAAAAwGxAEAgAQJCePXVY+5sqvcfbr9j1fGFxCHcEGJWWXBg2BPRwnG0IaYvQwjV/qNf3/6NclafV2XhN1y+1asl9m5WRX+C9xl8L0aEzAmvKSuVy1CjRlqHICy9Jp16QJHVLasi9Xa2DnhmuhGH3FRm+QD19V73Hljl5ExYCBlO91+0qN/3Le7erXBoUBC6xzpHU7nPdwHroDQ74JJm24zSd+bf9W7pkX6pfXfq1XPPnqz41xXv9mqhMnRgUCJrN+LMt30QACAAAAACYdQgCAQAIwrF6hyEElKT9TZV6qD6bykBMGY6zw8/X87DlpYx80QS7ffsXDSHe4BBQ8t9CdPCMwJJv71XVoUOSpPlzr+nWj1w0Xlv+uq4vSlV30kDw1KfmYfeUMD9XltgN3takExUCSoFV73lmAqq32/TaqERj4LUmM0GP5rQYAsZHc6ICbgs6kYYGfF6esC/3E8PO/Fu2/E79/dzzPs/9/KLNksxDRQAAAAAAZjOCQAAAgnC+zSSR+HCdIBBTRSAB3/27CkJSDTg49JPk/XH+Qw/5XNvkrJL7eqNiIjPU2VPjXR9coVdTVuoNASVpbkyX6Xsj25u9QaBHVFOdItubpd5eKSLC+79RvUuUVLDGUHE4UUaq3hs8E1CSuuJuUnTbGe91XfYdsg6qBvR45q5M3Z0T2NzByWIW8A3mCfsq3XWm5yvddfq4rUiPNd5ieM7g6j8CQAAAAAAAjAgCAQAIwtK4xKDWgVAoKMrW5p35hvag9+8q0MY/uEmOsw2y5aWEJAQcXLk3VNZ996noqZ3e4/KKg3J3nPMex0RmKC4u06dCz+WoGfwYXeuMNn1+z7wEw3Fc2VHNKz9pvtG3X9WVyne1cOtzw3ya8TFc9Z7pTMC2M+pZ9bwUEaWoxFzTEHDws4OZCTjR/AV8Q6/p6us1PedpJfqV3E94A0Oq/wAAAAAAGB5BIAAAQVifatP2K3ZDe9DPJNlHrAb0VDZNdJvBsSgtuRDSkAjja9eeLdq0bYXPv9NQ/bsdWrk3VNWhQ7Jv3KiM/IKB3y+DQkBJ6uypUVrszT6/fzyVhR4t1+aq5lq6MubWetfac1cbqgGjmur8h4Aep15Q68oHFJ+zboRPNnaDq/e6e/sUFRGuE9XNymk2nwmoiCglFDwx4fsab3ZLmrEdqIk3W8t1uPOcz/rQmX9rk3IJAAEAAAAACABBIAAAQXq+sFgP1WfrfJtLS+MSRwwBB1c2NbqkRucy5eZsnoytjqjlwnvquFqtQz+6ohf/sdG7vnlnvnbt2RLCnWE8FBRlT5lQd2jlnr9rMvIL5L7eaHrefb3Rp11nRn6BUteuVf0773jXujY9qsb5A20/e+Yl+LQEjWxvDmjPXQ0V0iQEgdJA9d5vK6oHVQa262PpK/SnJtcOnQk4XaxNyvVp6zlYccwy0xDwy0kP6dNZd0709gAAAAAAmJEIAgEAGIX1qbaAZgKaVTa5O86pybks5JWBNb/4X+ot+5Uk6fYFUszHUvSDny2XJB3cW6ZN21ZMmRAJ09/Qyr3hrrHEJqvRZBxnv0nLyJJv7zWEgKlrb1HqipvUdk0+AaDH0Dah/kSn5AR03Xg4Ud1saA8qST+rtWrT4qdVWLfbu+ZvJuBU4nj/Dblqy5WYnivb8k2Gc0Pbekry/rjSXafDV32DwOjwiEnZNwAAAAAAMxFBIAAAEyiYyqbJ1HLhPW8I6HHrqgZJ8oaBjrMNBIHTxHRo65qRX6Cs++7z2x50yX2blZFfIElKsmap0bnMJ0RvanlTHZ0ub0WtWbvR+nfe1pLN66U5Ay1AzaoCu5PS1J67evj2oKs+NSltQT0uOjtM16+kb9eqlRvV7SofcSZgqL3TVK6yl74hvXPAu2bf+KSKt3/Le+x4/w1F15brtvRc2WwDlY2GFp8mrUM9gSEAAAAAAAgeQSAAABPIX2WTJTZ58jcziKtkv+n6rasa9Prbi1V9KV62vJRJ3hVGY8+uAzq4t8x7PJXbuhY9tVP2jRvlctR4q/88P/aEgB65OZtVXZOoppY3DeuDK2r9tRvtrLumhLYzij33O+9ae+5qteXfCNHa8jeoPzxScWdN2lSueUILH/7KaD/mqCyxzpHUbrpusW2QpnAAKEnfLP+xSi78Sh8fFAJKUuWR7yh77VbZlm/S4f1/rsoj3/GeGxoSmrUOHTobEAAAAAAABIcgEACACTS0sqm8O1wN/enq6A7X+hDtqeXCe1Lt7/2eX760SdWX4vXGT09P2eoyDCgtuWAIAaWp39Y1I7/AEPoNDQAHC/PTEtJTUTu03Wjs4njFJM9VdNRlQwgoSfPKT6pjUbahMrBzYaZpEGjJuyugz4IB7zSV68X2t7WspcX0/Mlf/q0kGUJAz7EnJPQY2jqUEBAAAAAAgLEJD/UGAACY6XJzNisz/RG9cC1DX3ZatNvVom2nX9Wzpw6HZD+t5ceGPb94YZvWFtTp7IEjKi25MEm7wmg4zjYEtT7d+Kuc9ax72o1KUuq92cr5whplbFuu/p73TO+LbG82HHtahBpMcktQD3+tQf2th9I7TeX6iaNE7zSVSxqY8SdJYb2+MxwlqanidVWd+k/Tc67acp+1tUm5+ritiBAQAAAAAIBxQEUgAACToLw7XD9uazas7W+q1EP12VqfapvUvYSNcL4gz6mCPKckqfbNf5eK/mbiN4VR8de+daa0dTWbFWiZk6cka5b3uOipnUq7JU/uOTcqI3vmJZg+z2y9LX+DtOQuxXb0KD5jjSSp8dgPFZ2SM6mB4HCtQUPpnaZyQ3XeN8t/fKN151XpscZbdG/yKumq1B9hXsE5nMR0wj4AAAAAACYSQSAAAJPgfJvJoMAP1yc7CIzLXS/XyZ8FdG16z5tqufCe5mevmuBdYTQKirK1eWe+oT3o/bsKplRb0Nf/5Z/lPH9e1qVLdfvnvxD0/bk5m9XkXCb39UZZYpMNIaAktVYcV4zrhLqind62n55Kv3nlJ73XteeuNrQF9bDMydPSFQNVhVde/pp06oWBZ0hyFz6uhVufC3rPo7EmM0GP5rTopYpu79qjOVFak5kwKe83MzT0K76yTIc7zxmuebH9bd2bvEqPzbtFJfP9V6JmFd6v3u4O44zATZ81tAUFAAAAAADjjyAQAIBJ0N1n3jJvaVziJO9Emp+9Sq35D6m37FcBXe86/EPvfZh6du3Zok3bVshxtkG2vJQpFQK+8KnH1dPWJklqqahQzZEjevyHL/i9vslZ5RP41ZSVyuWoUaItQ0n5WYbrPcFdjKQYSddsuepKs6lnXoLa8jeoY1G2Itub1TMvwRACxs29STExiYb3tFYc94aAXqdeUOvKByatMvCZuzJ1d06zLjo7tMQ6J6QhoGfu32BDQ0CPSnfdwGy/5FU65ujQvHcPGc57Aj/b8k3KXrtVrtpyJabnEgICAAAAADAJCAIBABikteK4uhoqTNsCDnduOM+eOqz9TZU+659Jsk96NaBHxke/pJab7lD1r3+s+JYTw19cd0quH51Sa/5DyvjolyZngwhKQVH2lAoApYFKQE8I6NHT1qbX/+WfDZWBnvCvra1anT01kqRGl9ToXKa631xQ1aEboVLWffep6KmdksyDu7mOcs11DMyca89drbb8DT5VgFFNdYq9Gqn4jDWKX5TlXe9qqDD9HF0NFdIYg8CS90t0tvas8tLzVLS8aNhr12QmaE3mmF43Ljxz/wJht6TpnaZy/cvlgzqx1qZU2xZlOmq0LCJN2zbsMgR+nkAQAAAAAABMDoJAAAA+NFxbwNG2DDxW7zANAb+esUp/8pHV47b30ZifvUqJ2cfUe3KEIPBDvWW/UstNd1AZiIA4z58fdr3JWaXLdcfU02feTtLdcU71Z4y/NqsOHZJ940Zl5Bf4De485pWfVMeibGMlYNlRb7tQt4y/j6NTctRt8pzolJxh3zOSXft3ae+Rvd7jnRt3as/2PWN65mSwW9Kkq77rxTHG9qCPzbtVv2l8z1A9WJ+aovrUFL0t6fbUFIXm2x0AAAAAAIAkhYd6AwAATAV+2wJWHB/2nJlj9Q7tryjVsXqH39mAUeER47HtMan5xf9Sb4CzAj2qK4cPXwAP69KlftfLKw6quvbnfkNAj7iPJPmsuRwDVYOBBHSR7c3eH0c11RlmBkoy/D6Oz1knFT5uPL/qU/ogapl++l6dTlQ3K1gl75cYQkBJ2ntkr0reLwn6WZNtbVKuHpt3i2HtsXm36h9WfFbfzfqcnl2wRd/N+pzuTS70aSE6WDCVhQAAAAAAYPxREQgAgEZoCzjcPUNaBg5tA7o5bqHpvaGYDThYy4X3Ap4RONh/Obp04vglPbFu8QTsCjPJ7Z//gmqOHDG0B42Mi9NNj92v6tqfB/iUfp+VRFuGpIHgzl34uG9IP0jPvIQb7x4UCg42+Pfxwq3PqXXlA94WwN+uXqiXDjZ+eGW7Hs1p0TN3Bd6382ztWb/rI7UInQq+kvsJ3du0SpXuOtktaVqblCtpICT0/PgnjuFDTbslbdjzAAAAAABgYlERCACA/FcXRafk+D3X12tsJGjWBvRg2xVtjjP+h/BQzgb06LhaPar7+sIi9Fptv87UtozzjjATLV6/3ufYfb3Rz9W+LAnG33tL7tusjPwC73F00RNqvHObmm+5R9dsuYZr23NXG9qCDg4FBxv6+zs+Z52S1w9UAr5UYfw9/lJFd1CVgXnpeUGtT0Vrk3L1cVuRN/gbarig77F5t/q9DwAAAAAATA4qAgEAkJ/qolWfGmgXKJlWHvX+9m90pfGid8aYvzagt1sXa0fmSp1vc2lpXOKIIWCTs0ru642yxCYryZo1+g81jDkLMnV9FPeF9/dKki63dOqm9PHdE2aWUz//uaoOHTKsVR06JEtmgsIDKKqzzMnT6u33acmqIrkcNUq0ZRhCQElyNp9Xd1KaupPSdD1zma7l5CuyvVk98xIMIaAkdSelqT13taE96PtZn5azLUtLqpu1JjPBcP1FZ4fpvirOvqa8sAWy2DaM+BmKlhdp58adhvaguzbtmhbVgIFam5SrxxpvMbQHXROVpc8vuo8QEAAAAACAKYAgEACADw1tCxg/qO3nwq3PqSF5iXp/+zfGm069oNaVDyg+Z53fdp+e8C+QKsDyioNyd5yTJDW6pEbnMuXmbB79h/JjfvYquezrpcpjQd23+HqlrsYs0qL5q8Z9T5g5Sr691ycE9Djzbz9RzpPFis0K865FRaQqPfU2SfIJwTPyCwwBoCcob2urVmfPwLzAqKY6bwB4PXOZ6XvDwxJl3fx36uj9W4VXvKrvxz2hn3V9XHq7XWZtP5dY50hq93mO/dK31H/5jJz2HbIW7x7x52LP9j3atnabztaeVV563owKAT38tRAFAAAAAAChRxAIAMAg8TnrfOb+eYRHRKnXZN0zY2x9qk3br9gN7UGDaQPa5KzyhoAe7o5zanIum5DKwMRbPyZXkEHg2ubXtLb5NUWceEj66JfGfU+Y3mrKSlX91lt+Q0CPiu8c1rqv/pliF8b7VL4mKcvvfYOD8qimOsW2Nyu6zqG5jnLvNe25q9WW71utZ024SVHOOnVVvKryqFz9LO7jhvMvVXTr7pwblYFrMhP0aE6LoT3oJ8P2a3nYGUlSdOU+ubO3BFwZOBMDwMEGzw0EAAAAAABTB0EgAAABik7JUbef9daK4+pqqNAzKTl6aOE93jagkrS/ojSglqDO5vOm6+7rjcOGI6PlKtk/6nt7y36llpvu0PxsKgMxYLgqQDOdddeUu+bOgK8fHJTHlR01tPgcbF75SXUsyvZpDWqJTVZX9RFJUm3kYtN7Lzo7tGZQ29Jn7srU3TnNqjj7muyXvuUNAT26XeVSAEEgAAAAAABAqBAEAgAQIH9zBN2//7V3rVvSksLHtX7rc3r21GFDdeD2K3Y9X1hs+uzBlU5DWWKTx2X/l+pdcrV2KDF+juLaq6Ta34/teW8cVPjcOMUtzBmX/WH6qikrDSoElKREW0ZQ11+uG6hejWqq8xsCesx7/225Nn3Ue2yZk6cka5ZaU+rULSm955LpfQPtQI3WZCYoL2yB+i+f8TkXlUgFHAAAAAAAmNoIAgEACMLQOYKS5P7B48aLTr2g47ZbtL+53rC8v6lSD9Vn+1QGmrUE9fAEGGP1xntVqr7a9eFRm3Kvn9GCMT4zvr1UnSc6dD2tUClrt451i5jGXI6aoK5PWJbnvWfw/D9/mpxV6ulrkCRFtjePeP2cumpFNdWpOylNSfNvU2bGrZJuhPm5p17Qx9p+YmgP+mhOlLct6FAW2wY57TsUXbnPu9Zl3yEr1YAAAAAAAGCKIwgEACBIg+cINh77oek1zvpyKSbBZ/18m8snCLxcbz6nL27uTVpqv2dsm9VAJeCNEPDDd/YuGHMQ2Nt8Vb3J6YqoO6W2KyupDAyB0pILcpxtkC0vRQVF2SHbR7DVfc3nzuq9c2clSVn33aeip3YOe737eqP3xz3zEgJ6R2R7s6IXFXtDQA9PmP9kQ4U2hV/VlZglWmKd4zcE9LAW75Y7e4u6XeWKSswlBAQAAAAAANMCQSAAAGPgb26gNTVXGlIRKMk7N9CjyVmlnt4G02f39fWPxxblau3wWWuft0TunPtkqQiuneNQfZ3XFWGJU1drg0QQOKn27Dqgg3vLvMebd+Zr154t4/LsxopauRuaZUlJUHJO+ojXZ+QXKOu++wztQVNvuUXq71f9O+8Me2/VoUOyb9w4bGVgVONlxV46p555CepOSlN77uoR24MmLL5fC3PuMz3nCfM3Dlk/Ud2si84OLbHOUV7YGW/oZ/kw9LPYNjATEAAAAAAATCsEgQAAjIHZ3MD313xcjQvi9LA69MvmFu/6Z5LsPtWAgyudhnJ3vK9Tpy+rcMUfj2mPifFzJLX5rM8vflJxa+9R3esva677A/U2Xw362eXRSxXXF62oi71KYlzapCktuWAIASXp4N4ybdq2YsyVgedeflNtpy57jxsLF2nZ1ttGvM++caOaysvVVlUlSap/+22lrl0b0Dtdjhpl5BeopqxULkeNEm0Z3mDwystfk069oIQPr71my1VXmk3NN98pRUSoZ16C5ly+YAgGu1dsla1gIBRtrTjubeUb/2Elr5m//a9qvVThifXb9Ymwg/pcxLfVL8lp3yFr8e6APst4eKepXJXuOtktaVrLbywAAAAAADAGBIEAAIzR4LmB345x6iVVSVcPSJIeXbBCN8+9WUvjEn1CQEmyxCar0eX/2X1qUXXNWz7tDYOxODVRmQtaDO1BMxdEa3Fqoi64rqgjxa6I/mRZGs+o81JFUM/+Te9qXerN1qoz7yp/86i3iCA5zppXkTrONowpCGysqDWEgJLUduqyGlfWDlsZWPLtvYZqQA+zasDYxfGKSZ6rzsZrun6pVZLU19Pj84ys++7TqntvNoTskjTXUa65jnJJUnvual3PXKbupDR1LMpWZHuzeuYlaH7OH0i6ESJKUrckd+HjWrj1OZ89nahuHhQCDvhx/3Zt6i/R8rAziq7cJ3f2Fm9l4ET6ZvmP9WL72wMHV6XHGm/RV3I/EdQzCBIBAAAAAIAHQSAAAOMgPmed3klM1EtV/2pYL+k+rU8nbtDaJN8QUJKSrFlqdC6Tu+Oc32c3t36gec5UJVmzRr2/TauytKTeJVdrhxLj52hxaqLeeK9K1VcjNa9zoWI7IpTWk6j5QT636OoBvZD553pvyc1698i7unnjzaPeI4yGm/9ny0sxvcffeqDcDc1+1/0FgTVlpaYhoJnUe7OVUpTpPW4oqVb9by6o9N+/53Nt1aFDsnX/p+YM87x55SfVsShb3Ulp3n+kgYC9teK4T4ioUy+odeUDPpWBF52+7XMl6VK/TcvDzkiSul3lE94W9J2m8hsh4IdebH9b9zatCjjQG48gEQAAAAAAzBzhod4AAAAT4Z2mcv3EUaJ3mson7Z2V7rqg1j1yczYrM/0RxURlmZ7v7W9Sde3PVV5xcKxblCR1uq7og/feVPXVLmU6Xlbh+7uVW/l9za8bfpabmVx3mRZfuyBJqq2rGZf9YWD+31fu+A/96xd+q6/c8R/as+uA4XxBUbY278w3rN2/q2DMbUEtKQlBrUvSqR/9yHQ9MaFNtsUNSkwYaEsbuzjeEAJKUkpRpmIXx3vPJxSmeY/nz72mOc6zI+45sr3ZuNc5eUqyZqmrwby61Wx9idU8blwc5vD+OCpx4ivrRvtniIe/IHEy/xwEAAAAAABTCxWBAIAZJ1QVMXZLmmQyZs9uSRvx3iRrlpKsWTp1+t/VpxbTa9wd59TkXDaqysCB6j9Pa9BIzesL07xrF5VR95ugnzXUza7XdGluttKjLqnuN/+otHu/OOZnzmaBzv/btWeLNm1b4bdqcDSSc9LVWLjI0B40btWiYasBne+/77O+Iq9KuUtvPKP8/CJdijGfzxeTPFfxyxf4VArOu3pB6h95zz3zEiRJYWHxmns9S51V11RzrVTzU3LUbXJ9dEqOz9qazAQ9mtNiaA/6ybD93mrALvsOWSehLajnz5DU+gYltrTINX++6lNTZLekBdTuc7ggkRahAAAAAADMTgSBAIAZZTxa643W2qRcPdZ4i+H9j827Naj3Fq74Y1XXvKXm1g/U29/kc959vVFJygpqX5fqXYb5gJLUHm7Vgo7zgT8kJlbqvG566uaWN7Qg8poyF8dKnVLj2TeUnLcpqD3ihmDm/xUUZY9LADjYsq23qXFlrdwNzbKkJAw7G9Dl8K0CTUxoM4SAkpS79LIaz9VKWu77kPAw00rBqKYY6Xdnht1re+5qbzvQ9jOtKnvhH7znsu67Tx8pfNzYHnTVp3zagno8c1em7s5p1kVnh5ZY5ygvbLO6XUsUlZg7KSGgNPBnyPYXqzT/5KvetdbV9+g3894L6JsbxvLNCAAAAAAAYGYiCAQAzCihroj5Su4ndG/TqhErd4aTmXGr5jlTVV37c59zltjkEe+/VO/SuSqnunr7tChprsLDzTuBX58T2Dy5qAWL1d/box4/QaAk2ZreVW9igSIscepxXQrouTA3UfP/AtFYcSMAzFxvEtoNUXvqlM9a3DzzXyfR1xrVUFI9pPKvSuozL/vrTkpTe+5qzSs/6V1rz12tjkXZimxvVs+8BG8I2N81R5Uv/Npwf9WhQ7J/4xuav/IBdTVUKDolx28I6LEmM0FrvNvbMOEzAYdyvP+GIQSUpPiTr+o/M+dKqTf+/fv75obx+GYEAAAAAAAwsxAEAgBmlKlQEbM2KXfM/+E9yZqlRucyuTvOedc8s8/MXKp3ydXaoStNbjW09nnXne1uhalfUpjPPe3zlqgm7d7h24NGRKn7amDBXnfTFUVY4hSZuDig62HOM/9vcHvQ8Zj/N5JzL79paAnaWLhIy7be5vf6mrJS1b/zts96W3us6fXz8u9SeG+6Kv75TcUkz1Vn4zVdv9TqnQlopi1/g2nw5/nfqIiFip+XpZZSk9/0GqhYzHjoIWmEAHCqcNWaz/JLbGlRfaoxCPb3zQ3j8c0IAAAAAABg5iAIBADMKFO1Iqa14njAVUkeuTmb1eRcJvf1Rllik/2GgMb5f776TUJAj2rbVvWFRymz9hXzC3rNpqyZ6+vsUH9ds2JsloDvgbnh5v8Nrtobrm1noFpLT6r11O/V+fs2RUuK7HCpZ06i2k5JjStr/b7jnX37TNddzXEqP7/I0B703PlFSvvDx5SRX6Caso069aMf6fqlgerd65da1fhmrZJvM39Pd1KaN/gbzDInT7k590mSalylpvcm2jL8fewpKTHd/M8p1/z5PmvDfXPDeHwzAgAAAAAAmBkIAgEAM85Uq4i58vLXvHPKuiW5Cx/Xwq3PBXRvkjVr2JmAZvP/guVKuMl/EBiMth71Hj6proVFUsHqsT9vljOb/xds1d5wrr78E3X+4ieKbLyqSEmpQ863ptwsd8Ny0yCwpqxUbVVVfp99+myWLl9JUty862prj5WrOU7uI0eUkV/g/aemrFQuR436enoUHhmp60ePKfb6eUXGR6s3O8M0/JOkqIhUpafeZgjGM/ILlHXffao6dMi7tuS+zcrILwjiZyT0bMs3yb7xSVUe+Y53zb7psyrKXjvlvrkBAAAAAABMDwSBAIAZaapUxLRWHPeGgF6nXlDrygcCrgwcjqu1Y8zPWFj32pifIUkRC5PUf8s8/f53F1T80Lg8EoM0VtQaQkBJajt1ediqPTOtpSfV9q1vKMLZOOxfBOMb3lVfa60k31mBZ3/9nyO+x9UcJ1dznPe46tAh2Tdu9IZzGfkFqjxyRFWHDmnpwjotSW368EZJ1cfVnrtabfk3ZvS1nGlQf3OClt623LQ6tuipnbJv3CiXo0aJtgxl5BfoWL1D59tcWhqXqPWpthH3PBUUb/+Wstdulau2XInpubIt36RiaUp9cwMAAAAAAJg+CAIBAJhAXQ0V/tfHIQi80uQe0/1LL/y7Up2+c948rjbFaEFSZ0DP6m6oGRhF2PyOnirYq2+X7hzT3mDkbmj2ux5IENhaelJtP/qeIs6UKiLAd0b3tJquN545HeATjFyOGm8QWFNWqqpDhzR/7rUbIeAg88pPqmNRtrcy8OrrDl2/dFo1vz6irPvuU9FTvr++PNWGkvTsqcPa31TpPbf9il3PFxaPat+TzbZ8k2zLNxnWpso3NwAAAAAAgOklPNQbAABgJotOyTFd7+vtVuOxHw5UDI7Si78tV0Nr36jvn9d+UalN5iHgBxfj9dZ7KQGHgIMtsTcpzFmll//xyKj3Bl+WlISg1ger/cZf6tr/+G+KOGM+S8+f6Iwsn7WaslJ1t5oHhCNJtGWopqxUZb/6larfekuSlLDQfywZ2d4sSWooqdL1SzfeWXXokGrK/H+WY/UOQwgoSfubKnWs3jGqfQMAAAAAAExXVAQCADCB4nPWyV34uKE9aG/SMum3f6NeBT8zUJJKyy/r99XtGii/G73Yjga/5z6ypFXS6MIeSbopo1HvvFKhrV/cOOpnQCqrbVBNS5sy5scpPyddjYWLDO1B41YtGrEa8PI3/lIRb48ilN38iOJNZj2+s29fUI+JXRyvmOS5ipmXojO/+IXq33nHu7bo0TwlZYZJvzOvnL38tkvOX58whIAeg6sLhzrf5vK7Pl1ahAIAAAAAAIwHgkAAACbYwq3PqXXlA+pqqFBfb7f0278xXhDEzMCXX/tA7i5prCFgemKEspLsUuXI147GI7YLOlTaoz27ErVrz5aJeckM9+23yvSbWqf3+N70Oj219TY1rqyVu6FZlpSEEUPA1tKTAYeAR2vS9Fq1TamWa8q6b6U+tfMpn2tqykrVVlUV8GdIvTdbKUWZ3uOGkmrDWlRTnSLbm3XNlqu5jnLDvfWxObr85nVJ102fnWjL8PvepXGJQa0DAAAAAADMVASBAABMgvicdVLOOjUe+6F6Tc4HMjOwtPzyhyHg2MVERSp64XK1LrpFcy/7nxE41LvxG3Rz69ERr+u1huv+nCp984XXVbpthQqKssey3VmnrLbBEAJK0m9qndpY26D8nPSAZgJK0rW3hg8Br7TH6nxTot6oWayLzQmSpIvNCTr+vSat/KMLPv/ePO08RxIx16Joa4QhBJRkOI4rO6p55Sdv7NWWq95586V+qXNhpvqS0hRbY14NOM9mU0Z+gU5UN+uis0NLrHO0JjPBe359qk3br9gN7UE/k2TX+lSb3FePqLu9XFHzcmVZMD4Vq+80lavSXSe7JY05fgAAAAAAYEohCAQAYBJFp+So28+6GbfjqLpd5YpKzFVTa5rpNQ61qjHsupL7Y2VTfED7uNjQqYsNV2WPXx5wEFiTdq/qI2xSIEFgeoQinH1KtVyT42wDQWCQalra/K7np6eMeH9r6Ul11VSpt+mq/E3gO1Bu1y/Pm/+6k6Tjvzzn8+/NdfHiiO+WpKK/fEYtndXq8lNyGtVUZwgBJWmuo1yNd25Td9KNX+cxyXNNg8B2h0Nf/uffqCTc7lnRozkteuauG0Hj84XFeqg+W+fbXFoal6j1qTY1nf6yolq+q3BJvZKa6v9ESSv+PqDP5M83y3+sF9s//D10VXqs8RZ9JfcTY3omAAAAAADAeCEIBABgEpnNDNSqT5m2BXUeflrRlfsUKalf0pLUT6s22tiu8ddhF1USfsl7XNS3WA/0LzF99/zLH6hl0UcMaw1hKQqktqw+6RZV27bqurMmgKsH9MeGKSKsT7a8kYMrGGXMjwtqfbC6vX8vHTwgSX5DQEk6fTV52OeYNZ9119WN+H7r8pskSQuz81Vdax4ERrY3+10fHAR2Nl4zva5uvm1QCDjgpYpu3Z3T7FMZ6JkJ6L56RFEt3zXcE9XyXbmvPjLqysB3mspvhIAferH9bd3btIrKQAAAAAAAMCWEh3oDAADMNgu3PifLp19Q1H1fl+XTL2jhI1/3ucbtOKroyn2GtQX1P1Bi5xnvsUOthhBQkkrCL8kh3wqq+ZfOaaHJevu8JWrOutew1mKx+1yX2vS25rVf1K0Fy/V+z+rhP+CHwq73q7c/XAf+8XhA1+OG/PQU3ZtuNazdl24dsRqwtfSkNwQczq8rsnSxOUFLEpq1blGtliQ0+1xz68PLDMc1ZaXqbGoa8dnO98/od1/9qk7/+BVZ5iwzvaZnXsKI6w0lVabVgJLUbFlgun7R2eF3X93t5UGtB6LSbR6MvtZ0etTPBAAAAAAAGE9UBAIAEAKemYH+dLvKTf9Pel6PQ66YgYqrxrDrpvc2hl2Xrd/YIjQ9e6FSl+XoXOlVn+uT7/msan6/Wq0Ndbo+J0WxHQ2aX+lbyZXS36C4SMkduVzOS5d0YfWt+oj7jOa7fa8Nv9qr/tgwhcX16+2fVeq5R1/Q11563O/nhVRackGOsw2y5aWooChbT92ar421DappaVPG/LiAWoJ21VT5PdcSu0Cu1Jv0u3eidOxcmB5d9oHuz7lxfYmWq0xZaqru08qilT5tQV/7m78J6vNUHTok+8ZvKHnxMtU3lqmj68avk+6kNLXnrvaZERjZ3qz2SpdqTrj9hoCJCW1aZvlAvzU5t8Q6x+9+oublms7njJo3+so9uyVN8v0tpR+2HVVXeTctQgEAAAAAQMgRBAIAMAVFJeaq32S9PdLm/XFyf6zpvYsieqWeG8eWaOnmorWSpMwFLaq+2uU9l7kgWotTE7U49R5dqnfJWVGqOfVO0+c2hKWo8mKbdMsG9cZf09Uoq6Iy8yRJsR0NCuvrUX94pJZW/F9pQbv6FkiPZ5/Xgtc79IufDQRdzAo0t2fXAR3cW+Y93rwzX7v2bFF+ekpAAaBH53vv+G0HOv/6Ve354TVvJeDgELDlvhVaekeuln54bJkTbbj39X/5Z/V1dga8D4+rl88pOSlblthUQxAoSR2LstUfHimFSZVtCXJe7VX6FYdyu8vV35uk8/Kdibkir0q5Sy9LKlNjr10/7t/uPfdoTpShLehQlgUb1VT/J4b2oN0JTyo+yLag7zSVq9JdJ7slTWuTcvVY4y0+7UElWoQCAAAAAICpgSAQAIApyGLbIKd9h6E9aMviz8gVdpP32KZ4FfUtNrQHfXRup4rjTqmxrVUNbcuUtSBKG1fdmBm4aVWWltS75GrtUF9fn9zXu3X0VLUyF8ar/63vK77sV6b7qUm7V+3zBp6T6XhZGa2/0fJWSZeleustOp/zx5KkFef/SeHh7YZ77729RqVnF+iVf36bINDEy/94xBACStLBvWXatG2FJBmqBIfTWnpSEW8fGfaah5ZW6p/eWa1Uy43Ze10ZiXLfYQyr3B3n1ORcpiRr1sAeXn890I/jlXpvtpRxRY2uKz7n4sqOeqsBvx/3hH4W93EpceDcx9p+os/oe2poiVfLtbneexIT2j4MAQd8LuLb2tRfot+c26CMrDxtv+uPRtxT0oq/l/vqI+puL1fUvNygQ8Bvlv/4Ruh3VXqs8RZ9JfcTiv4gUj9sO+ZzfaW7jiAQAAAAAACEFEEgAABTlLV4t9zZW3Ttg9+qrztcLsst0rWB2YCNYdeV3B+rB/qX6OawGPXHndaiyD7lRvVJkpLjKtXXl6aNq27xee7i1ERdrK0yVAZerXxbhe/7hoCNqbepP9aqprkDAeS89ovKqPuN4ZpU59vqeN+txtSbleB63/Sz3JTRKPepY2otzVV8QWAzBmeDoZWAg/3H10t05vCN4MtTJehPV02VnGlWtSfGaZ6rTdY638rOgtRGLUloVr37RsDWkxxn+jz39UYlKUsl396rXrc70I+k2MXxivuIVSlFmabnLZd+7w0By6NyB0LAQX4W93Hd1nFUc2PaDUFg3LyBVri9nRHq6wlXeGSflseckft6lxyvnlHN7QXKyC8YcX+WBRulIANAaaAScGjln6fq746klaZBoN3iW9WIme1KdZVamxoVn5SshZlZod4OAAAAAAAEgQAATGWt7x6STr0gSUrS9xW26B7tzV7rPV/Ut1h/NKdbKbE9PvfGRDWYPvNSvcsQAkoDrT3NJNe/KUlaoFdUb71FzQnLTa/LbD+jzG7fWYEej9guKDypX9f+x3/Ttc1blLbzy36vnS1KSy74DQElGUJA6UaV4JKEFnXVVCk6I8sQqp60dKriD+/2Hi99+6xWHvm9z3NTLdd0/HK6/rMiS/fnVCmysc30/ZbYZNWUlarq0KGAP1Pef3tQkSnmsyslKdnxX4qreEcdskiSaiMXm15XG7lYczuNv57a2mPV4Zqj7rYbcwCj4jrU1j7QItflqAkoCBzKffWIt0LQ8mFAOLT9pzRQ3Wem0l2nj9uKtK2qTz9VuHf9MfVRDTjLvPPqIdWfP+c9Tl26TGvvuS+EOwIAAAAAgCAQAIApq7XiuDcE9Ljz8qu6aUG6zsQvkiSVhF/Sxj6rzKbIdfVIpeWXFR4ersT4OVqcOtB70dXa4XNtWJ9vkDhUqvNtRfW0+7+g0zwA6roerWh131g4eECtG++c9ZWBjrPm4ask3XTnIp353WWf9c6ffEfXao5KGhgD2XbLRsWsWquG7jZVJLQarj1/S54WVVz2qQz0VAO+dO4jOlmXolTLNS2Ob1X+p+K911jm5CnJmqV3/+1/Bvx5UjfmDxsCzmm/LOuVY+qNvDHFML3nkum1/Q1thmpASerrijCEgJLU3TZHfV0Dz+vrGfnX8FBX3/uUYq79SuGSeiU11f+J/iVqjWn7zzdby02fYbekyX31iL7Y8X3dFbZANWHxyuhv1U39V+W++gfecBEz25XqKkMIKEn158/pykdyA64MPPFfv1FrQ4O6OzvU09WpMIVpTkKCut3t6unqVkxcnG7acDuVhgAAAACAoBAEAgAwRXU1VJiuP3LllDKvO1Uda9WZ+EWq7pqrdSbX9UuqqL2s690JktqUuaBFm1ZlKTF+jiRjFVh/eGB/JbC2vq/OsPmK6W8J+HNEx3apa0WUImp7FVXTO/DZaqqkWR4E2vLM4ltpx/8ulr1gob7yu/8wrC9JaJatxtiaMuLtI+p5+4ja8zKl+2/1eVZ7YpwhCLzgitfF5gTv8cXmhIHj/1fqi03T3X+SI0tssnc2YFe7eUvQ+XOvaW5Ml651Rqvl2lzFLo5X6h256leT388bdX3gXERMr6LiOtTdNke53eX6WNtPDO1Bb6s+qJ4Lvu+dG9Pls+ZZb7k2V6X//j211F5W0VM7/e5hsMYPQ8DBPmg9oBdj+gxrL7a/LVtVig53GkMeSbozJk9rk3LVfPGIwiXd1H9VN/Vf9Z7vbi8fVRtSTL5AWnqaXeNZc7c0m97zwTtv6UplhWLj4nS9rU39/dLc+Di5rlxRd2enUrKylLfmVv36O/+svm7jr/F+Sdcab/x66mh26d1XDlBpCAAAAAAICkEgAABTVHRKzuA6Oq+t9aXaWl8qSfr+4nXqz/ySGtvsSo4ztlJMia+QVKHGNrsa2pap+mqXltS7tDg1UZkLWgztQa/PMQ+lzAQTAg7Wmx6hCGefwt39is7IGtUzZpKComzd8jG73v7ZjX9v9+8q0NYvDgRHm3fmG1qH3vVwouQyf9Y8l3l7z6Hr2YmtWpLQrIvNCdqw3qply+LV5OzSso/na+Mn1vrc33TWd+bj0oV1WpJ6I/C7Ov8j6rl3zfAhYFOdwpxu9XZGKCKmV3MSOxQ1t1t9PeG65fevKLzzipotC5Tgvqq0FofpM651Ro+4XnXokOwbN47YItR99Yiir/nOxKwJize5WjpzzXxP6+I/MvD55uWq1+R81Dxag05FQwO9QFp6ml0jyacKcKi2hjq1NZi3lfWcv/jeu+rrNvvT3lywlYYAAAAAgNmNIBAAgCkqPmed3IWP+7QHHewzl47rHWutGrRMbR1pmhfToAXxxkrC5LhKtXWk6Xp3glytHVqcKm1alaUl9S6dOHdV7Z1S+7wlapq/Qkktpyf0M/XHhqkq4Tatm+XVgJK0Z9cBQwh4y8fs2vlPH/Ue79qzRZu2rZDjbINseSlaktCia//DfF6ftc6ppW+f1flb8rxrH3n7rE9bUEl6eMt8uSOytHjxwGy9vIdztOwR3xDw1M9/Lg1ptzl/7jVDCChJC1o+UGNTgbqT0gzrF9sSVH/doiWX31RhxQFJ0jXFKSquQ3MSOxQR06vevM8oybZeaf/+Pb8BoEfLtbm6WJ9keH9lfZJPC1F/swIHzwLsbi8fNM3vhoz+VpNV6aa5Nv3ndd95jnbLwGf+/9u78/ioqvv/469Zksky2fc9ECBEdgRE2cQFxaWiqLW1ttpdsYvar23tt7XWpfb39Wtbq22/1bbWWsVaXOqKCoosRWRHlhAIELLvmSXrzNzfHzEDw0xCwmIgvJ+PBw9zzz333M+dGfMYeXvOiU6ZSUPN1wlrecp/riv+G8RqNuAp58hALz4rh+aKgwF9jgzaelv280QZSAjYw9FQryBQRERERERE+kVBoIiIyCks4+pfUNHWhLn4zV77JDV9TFRbBa2RWXSmxvjbi7vMVHjMZFl92K1u2rriP10WtFt2WgLZaQmU1zTR5GjnYOv8kx4Ebm5P5p/vp4VcyvRMsmXF3oDZfgDrXiply4q9TJhT4G+bMKcg4Lj10qvg7VdDjjlu1Tay9lTgSojB3uQMGQICpF1wNlnnTcJd20x0ajzJIzJD9vvkny8EtfW2PKfV1RwQBL60fzRLK0Z8ejSJa2KSuNn5F6B7Xz9j4jeJGnURibkzSASqP/mEmo/XBQ98hJKqdGpbYgOWJT1SQm5OUFvDJz8grOUp/16AnqgrCDW/cIxRxxc9W3nOOt7fdr39HG7Kv4CyjtpDewd+2j416dCMv6Sxj+CuW+APGxUCnnpCBXpHhoA9Dg/aHA31J7u0AYtNSh7sEkREREREROQ0oSBQRETkFFb18s/6DAEBhh88tJdcec6VMD2fp53hLGm1+dsvxME8sthX2UJ2WkLA9d3HTWyJGj7gWYGbY89jomNNv/uPGdOMfVUVv1j4D3625MZ+XzfUlO2sDdn+0Wu7AoK/Ho4tG+k8uJ+omRfgaGrE+tHKkNcnVjf2GgACvLknH89W+OaXM3sNAAEObt2C1x28T19vy3NaXC2ENVTTlZTOPmf8YSFgt5diPs+57asp7CoGwBRVQHTuDP/5S//7v3n+lpvpbOy99h4trVEhA0CAhNGjg2YDuutWBczUAwhvfZ2OqCuC9ggEuNWzntneA5Qm3UNeeCyj2zbRsGMr30+Zz7zkSZS6qxkenR4QAvaITpmpPQGP0J+99z4rAwn0Dg/aTrXQLX3U6EF/LUVEREREROT0oSBQRETkJPm4objP0OBoHHvW9rksaCjZB19jRcbtLImwBbQvo54J1kriXAa7S92MGj4m4HyTox2Ag1mX9TsINGWfR+P+dP404qfMb3iZHOeh65o8GSRYq0Jel5rUGnL225kktyj0noz//t+NdLZ7uP3xq/xt1U884p8F6GHgX97+uvksvIaZGncU+5rjufLyo1+zefHikO0trVEcbM0kJ6oyoD1mxzpidqzDVTiZmvTrQ15bac32B4HhqSOCzs+84w6W//SnRy+uD/mzZge19bYMaFj8XDogZBg4xqhjpPMlwjsOBa7epicYHvd1po595LhqPBP0hH91B8sCZtyF2nvvs9RboHfk8qBHBm0ZefmkjRwdMJswfdRoDKP3JUIjYuNod/RvP9WI2Dji0jICxzKZMFusRMTH0+V24enswhYTw5gZsxUCioiIiIiIyIAoCBQRETkJHixefGgZwTq4vn4aPym8YUBjdNbuCdnelH0JlZHjiGyvYvjB4KDQ1dwB6cHXGTGfkBXpwdUKxXsOUjjiUv+57iVDnbjswziYPo+c6nd6ras5ZhRdOeeQU+/gsg2LKTtQQF1cBlW2McSa3ezbF8ZYzycw0Rby+tFjvXy8BX528XO82nl8wc/pasKcAi5dND5oeVCAt5/YyqzrxjJhTgGOLRt7XQq0P97ck8/q8uyAtulXju7zmhW/f4LG7dsD2iKzY7ElR2EvSMA6OYP6hmpsVQeI2Rm4nKe9eCOZidOBSUHjZnrKAfBmTyd2RPDisDnjJ5B/ySXsXxp6H8T+CLUsaJi9EG+Ivj6jK2QI2OPwENA/VstTuOsWEJ0yM2DPwZ7jtrq3MWEQkTK/e3bgGejIPfgOd+Tee5+13gK9KRddctSZi1MvvoSqUYVBfQ5vAwLOVx3YT+XePZhMEBkTQ5vTiWFAVGwMTVVVdHV0kJqfT9GUc4LGUtgnIiIiIiIiJ4qCQBERkRPs44bigL3EAP7pWse8hkkDmhkYnjqCrhDtkZOupboxm1jnrpBBoC8iD2gNas+y+vw/u9t30dA4mqTEfKB7edC8lBZqNu2gsSkFS/Q0Mt2h92yLd+6GHbtpiSoiDsit30tu/V7/+aZ6C7V0EpdhxpYWFnT97ItN5E3w8MDdVr6Q+v94vvbuPl+Hoer2x68iLMLKa/+7Mehc2c5aJswpoPPg/mMe/6+bzwoKAeffPqHPWZgHt24JCuLS5hWQOicvoK0rKR2rqznkGIXeEi7NquHtijR/20LnYv9swNi53+n1/nNuW8TwmTNZ8fDDIZcm7UvatGlBy4JC93KdDTVfD1getCv+G1hMwZ/NHp22WSGDQIDWA/+PtgO/IrxjpX/PwcaSZKxGvX/fQW/TEzTttmEQDqZofHFXkTzmVwN6ntNRqD34jnT43nuDobdALyMv/6h1hepzZNuRPw/kWQfaX0RERERERKQ/Qq2UJCIiIseh1F09oPbexI6YDhOP2Edv0pcYNuUC8lLCccSMZn/WdQGn92ddR1TM2czxBQZAC6M6KAzzBbS52w7tl1W/YT32Jx8m98mfk/HSH7H+cxltnpg+67O17qQry4wv2uRv6+jyEf5pCOne0xnyuobI4SQXJTHrIh/Oug5efmxVn/cZynqbndezdKjRFRwFN6YnUlaUR2N6Yp9je43Ar3lf++1cFv3uc31ec+CjjwKOI7Njg0LAHh57fK/t3z8viz9cmsx3o1fwP3Xf5SvOv3afnPSlkLMBD5czfgJzfvSjPvtUZdnYMS6GqqxDs07tqYeWW3XsWUv9mme7l9cFksY+gmXU6/gy/xfLqNdJGvM/hNlDh/Kd8d8Cr6PXe9s6PgwKCa1G8N5zFjqw4sRqVBPe/H80rh76y+D2Zw++U2G/vYy8fAonT1HoJiIiIiIiImcEzQgUERE5wYZHp0NdL+0DlHH1L3CMu4zO2j2Ep47whyizJuUzrKaJ9eFfpS7pPKLaKmiNzMIR0x0sXWYMY6w3iXpTG1kWL3NjNgeNHR3Z/RfyO//fwzhffinovHNpJc5rzyW1rfc9A73ZVrzZYKn0EnbQi8dr+M95mn2493QQPSJwidAmh48D8ZeSc9V2eO8T/vHfK7n6u2fmMoqhlgjtmbW3ZcVeWj6qYtRh/bfNHEfJtCL/8ch1Oxm3alvIsWvcUQHH1nDLUetp2rePuKhWomydtHaEY0ru/TPblZSOq3Ay9uJDMxpdhZMJz5pLUmI+SYkwJe9rOPaMCfr8Hk3O+AnEjx5N867g2WUfXpjE+hkJ/uMpq5uYvazBf1z18s/8e2t2Aa4xFxI19RzC7IWE2QvpchXjpnumYF35FQHLg3ZaxxDe/H/9qnGgrDRQv/2HQ3pm4NFCviP33hMRERERERGRk09BoIiIyAk2NamQ6+unBSwPer39nAEtC3q42BHToZcAxdUJxIz2B4CHyyWWXCMWPFDvdJAcU+o/Fx1RRFJiPvUb1ocMAXu0eLJIpfcgsIc308LWHYmMjagJaO+o8QQFgTnV79CQOBHXqDEkFlbSWNzIy4+tOmPDwNsfv4pZ142lbGctuUWpTJhTwOO3v8rbT2xlWHwzP/n0ZWlMTwwIAQFKphWRtaeCxOrGgPY39+Szrzk+oK1nlmFfkpqWM2zUoVldDSkRdHJWr/2d42fQnlWA1dWM155Dxrgb/cvN9ujr89uXYbNms+mIILAqyxYQAgKsn5HAyF0uJqSkds8A3By4XK5p+zKM6JfwxnvwNlvxtZoxony0JRdi8xzaC7Ez/DzCO9cMuM4BcW84ueMPslB78MVn5ZCSk6t970REREREREQGiYJAERGRk+AnhTcwr2ESpe5qhkenH3MI2JcmR3u/+9Y6R+NsT2d0lof05Ex/WNOwMvQ+aD08DZ10tHWF3OvvSBOHNRA2fCRxjW20rN0HgDU69Crkke21uOzDKBhlYZSrkg1/WHrGBoHQPTOwZ+++LSv2+mcI7muO5609+cwfsR9XQuilWl0JMSRWN/LXzWfhNczUuKOCQsAj9wZsaNyPu62e6Mhk/2fhvR9+nTGpgUs7JtXtpL5hLF1Jfc8MNFLGMf6s7mVsHXvWDngGIHTvrXn4vy8JuTlBfZoSw0NcCbbhrZitVjpr94Q872s146mNwrM/0t9mTi7DO9yKJd4DcPJDQIDos0/+PQZZb3vwiYiIiIiIiMjgUBAoIiJykkxNKjwpAWCPhNgIwNnv/m1d8ewshzGj8v1tBkbvFwBJK/+NO97cryDQFBGFeWIeSUB0YTpdjW6sMSa8LaVBfdsiumen3ZC6hrhJ3aHhjp/8nLMe/Hm/n2eoKttZG3C8ZNcoNlankukwiJsf3N/e5OQf7VNZU1CIUdkGFYGfiRk3jAzYG7B4z9u427tnbNU3QX3jaGgOJ+KI2Zw9rK7mPoNAmzWHMaMXAsHLcron3kjG1b846jM/WLz40AzaOri+fho/GX8D+Zdcwv6lS/39EhpD7zs50VJDTLiD8NQRBO+qCPhMASEggK8+nPb6cKz5bdhGtR61xuPlIWlILwt6uIy8fAWAIiIiIiIiIqeI0P+bvoiIiHymPm4o5oWyFXzcUNzva7LTEshLCT1DqjftHiivafIf29KOvm9hz15/fQqPwzpmOKVGLP/xpVGZmUvMuCwi8zMJS8kK6HowfR4u+zDydrxHfJaB6exhkBJL4tZlOLZs7OUGZ45QS3jua46ncquJket2BrSPWreTD7LPZuVtn8PyvUKsv5qI+Uv5AX0u+/ZU/88Njfv9IWAPd/su3BFbibtgTMh6PPb4XmtNijvXHwKGWpaTzf/obu/Dxw3FAcvoAvzTtY6PG4qZc9siLrj/fjLOPQ+AjIoOzt9QFdD3+pLdjG5uItKyt3sG4sQbA85b89vA3Hvg7dkfibf55P2/cV6i6Iz/Fokz9p60e4iIiIiIiIiI9EYzAkVERAZZyNlQhTf069pZk/KJLa5g2wF3v++3flcd2Wnd+6zVvfFGv64Jtdff4dr2t/L2vGnsdFpJ6WygLjydouhkrrWUYsschjUuGV9HG+6INGLtaWRsfJWiMS5gePcAZw/Dt/kAG55dwdwJk/v9LKebLSv2BuwFGMqEOQVcumi8f3lQgKKprYwd20nWngqy9lRQnDOcVq+NFmcY78yaHXC9+ZocfB81QIkzaElQd1vg0p+H60pKx1U4GXvxoTDWVTi519mA0RFF5OWc4z/ubVnOzto9fe4RWOqu7rV9alIhOeMnkDN+Ait+/wT7ly5l7vt1LHCXUG6PJtvlZnRzd7Bta/8tDZ+0EDtzAY7wOnyNTswxrdhSlh816PO1mvEmTyDcs6XPfiGfzzoOAzMWbzk+Sw6Rwx8AoMtVTJi9kNiUM3fJWxEREREREREZfAoCRUREBlFvs6HmNUzq97KiZvPAJvi7OrpnBTb+74Owt6Rf1/S211+Ptn3NxJds4I6O7f6295LOozQrnuEmB5boGCzRMcRj4Czdx4QQk8/ME/Mo/ZuTuQN6mtPH47e/GhDuXbpoPLc/fpX/eMuKvdSu/Ih0eyvxbYeWwLzyh614L8nEDXzAKOpKrWxKLOrzXlkXZnDbk1cGhY3RkcnUN/VyEeAcP4P2rAKsrmY89vigENBiSiQqMoPE+JH+vQV79LYsZ3jqiD5rHR6dDnW9tB9mzm2LGD5zJpsXLya6Yh0XRe/3n7Pmt2GJ92BpeYrWj5+D/ZH+ZS/cI6cTPWwt1vy2oOVBexgjHiIyezTe3Vf0WWunbRbmxMvxtZdjwiAiZT7JvQV9CgBFRERERERE5BSgIFBERGQQHW02VH/4fL4B33fn318kbuWHwSeGJWFKi8GoccK+Bn+btygeT0In1qbmkOOFp1qYflgICHBRwxo+jruU4TGBfXPye6/LF2fv/0OcRl5+bFVACAjw9hNbmXXdWCbMKeDx218letm/mD9iPwAXASlTk9kSmYf3kkNhXrMnkk2JfQdrAIt+OpfxmcFLjCYl5lNRnYrHVxviqm5dSel0JaVT3GWmos1MltVHYVj3Zyw7Y3ZQANgjdsR03BNvDFwedNKXupfrPIJjz1o6a/cQnjqCqSOmc339tIBA/Hr7OSE//z2zAwFq/3MvlvI/YI7yYYn3AOBttgaHfSUleBOs2Ea1Yk3tpLM0Al/9YbNbJ32J5ElfB6Ch5uuEtTzlP9VpnYA55QuYTWGE2Qt7D/1ERERERERERE5RCgJFREQGUX9nQ/VloDMCk99ZTNzq1wPadmenUnXpOLInZ/hDH99b3cGeef4YDMAB2HaXEL1jF0eyj4wIea/MxhK6uiyYbZFYomNC9glgi2fLir29Lpt5OulZBnTTu6Wse6k0ZJ+ynd2BXPE/PuQnM/f72xvTE0koimZKXBuHv9qtvt6XZ+1xSWZiyBCwR1b6eRyofKXPMZ52hrOk9dC9FkZ18K2E9F5DwB4ZV/8Cx7jL/CHfkSGgY89aHG89iKV+BwBdgHvijfzk6l8wr2ESpe5qhken9ysEjx5xMV7fbwPafK2h/13o8M0himVY4j1ETnbR1nUxlvALg2pMGvsI7roF/mU9FfyJiIiIiIiIyOlOQaCIiMggmppU2O/ZUL1JiI0AnP3qG1G+h8QjQsBn5k3j5dmTug8au0Ofm2M6Mc8PXr+zY9RIbFXVvc4MPFJW8146Pu0alpKFLXNYr31XLYNX/1DBq394LmjZzNPNkcuA9iY3qpGWtz5iVk65v23bzHGUTAu99GeUuSNk+82jsgkzm8iJi+kzBASort3Q5/niLjNLWm2McVSQ19bIgchElpDFDcOnHOVpusWOmB5yT8Cql38Gm/+B5cgTm/+BY9xlTB0xfUCf++iUmUEz+MxRoWfHRhX9F5a4O/wBX1ofAV90ykwt6ykiIiIiIiIiQ4aCQBERkUH2k8IbBjwb6nDZaQnkpbRwoK7zqH3DGg4tRRoe10V9tp3dEwODoyWtNs6N8PhnBh7Ja7f3Owg8XFddBda4ZHy7K9ndFMPoc7r3DfS6neza1Ma7S+xALBC4bObpZsuKvf0KAW+7opq0Fx8mDRiV193WmJ7YawgIEG9tY3LjTjYetkfgRfX7WHD1+f2qbfuuJXR4DvbZp8Jj5vbS5dxcvtbf9nT2dErypnBeWm6/7nMkx561/iVDd8UnUG6PJtvlZnRz94aFnbV7QoaHR3PkDL6umlew1j4XuDzo4cuTKuATERERERERkTOMgkAREZFTwNSkwgEHgIebNSmfYTVNNDnaSYiNoKG5lW0H3EH9ovZsAyBupJvYYe2k4eBvm//G09nTeXz4Bf5+FR5zr0Fg+8YG2ivbMBkQnmklIjWs33W2b9mKEW2Ql1RH2x5o89qJtLjIi4H/+ha882EO/363O/wr21l7WgaBPct9hjIsvpm06FYsJh+T2eFvb0xPxJUQgysuOuR1o9d8gr3Fjb3JSWJ1I/tSsqmJTSLN0cCIKxf0WU9D437cbfW0tTUeNQQEGO2o5OzDQkCAm8vXcqDlIDDhqNeH0lm7B4A/F53FiyNH+tuvKynhazt34DOV4K5b1T0bb4AOn8EXnTITd9oC3HvexddqJSrv4pB7FIqIiIiIiIiInCkUBIqIiAwR2WkJZKd1/9zkaA86H1G+h7itqwmP6yJ2WOD5m8vX8n5yIdtjswDIsoYOAX2by/HUeaHcgzXeTOwAQkAAI9oIOI60uAKO580+SL07mTVr4sgt6nuJy1OVp9Mbsn3h6N3MH7E/qL2vpUB7LN+YRsRHdVxaUEdiLAyrK2dYXTne3OGkXP35Xq8r3vM27vbgPR37kn0wdFg4omeN12MQnjqCbfEJASEgwIsjRzKrcz+TfL/Fu/u3NNR8naSxjxzzfaA7DDyWQFFEREREREREZChSECgiIjIE+XzBQV7PsqDWXvZRy2trBOBaby1jrXa6ktKD+pgnZmOemI3vre1YP9o+oJosMQl4nU1H7XfLN91kjbDz6mNrT8sZgdbwoF3wGBbfHDIEPNpSoD0yb0+hLc/E3/4aRabdxbD4Fs66+XzG3/XtoL5rasoocTaRae4iqR8hoHt/E40bqsFn0FHfSnhjNWmjgvuFp4446li9iR0xnbK00O9lzchw+PQjGdbyFO66BQryREREREREREROEAWBIiIiQ5DZbA5qq49PIgPwtAafA/jK5jUURDb4j12Fk3GOnxF6/Plj8JRUAB1HrWVfWzKvnPU5ppuqONf51lH7bw/PomhhJNW/28OWFXtPuzAw1EzGtOjWkH1dCTH9HjfyymRudW7mo1WxPPvJGL4VPYHxR/S5Z/P7/K2h1H+8MCqcm2OC944s7jJT4TGTWNuC5clNxEW1EmXrxOgIp6U1ira8+UQeOOy9OnyfvWPg2LOW3Jq9UJgVdC7HcAQcd7mKtZefiIiIiIiIiMgJoiBQRERkCEqIjQCc/uOtHS3sTo6DsyYzbsdGHPsiApYHdVeEU5DVEDCGvXgj7VkFIWcGAnij7bSVO4nMDu+zltSD5SSnVvNC7hTGpxQTXVfaa991ceN4LmImeOHSRQdo2fIWzLm9H0986lj54idBbTXuqJB9S8+e1q8xmz2RtPpsFOcMZ/6I9WysTg0KHNfUlAWEgABLWm2cG+EJ2O/xaWc4S1pt3QcRkfxqiodzPPv85+tskxn+1cdx7FlLZ+0ewlNHHPc+e521exjd3MR1JSUBy4N+oekTxkTWBfR1eHKIP667iYiIiIiIiIhIDwWBIiIiQ1B2WgJ5KS1srHZR7W1nt8cNwGtX3EBKbSWUVNNWG441yoen1Yw1ykd0VvDMMaurudcgkJEptHtjCTM3YW1q7rWW6FER3OR8k4zqZkozJzEtLoauxho8jdVBfXfbh/t/ftvIY3L+BpxVe4jJOPZlKT9LW1bs5e0ntga172uO5609+QHLg9Zd9TkaU01BfWPqmnGmxPuPd7elsb+jO/T7ZFwOVUYCFyaY/TMlGxr342pcy6a6HUBe0HgVHrM/CKxprsTT4GJ8WApbbbmMcVRwoac4oH9Kx0Yce9Z2h3/HGQD2CE8dQRfwtZ07mFFVRbk9mmyXm7MmjQ3oV9L5ZXbuyyfPtZ9Zk/JPyL1FRERERERERM5kCgJFRESGqG2dDt5vbwxq3z1qLOn11XS2hNHZ0tPaFXKMzn1uyDu0lGSW1ecPlSyzR2IADsC2u4ToHX3vR3dRwxpaIsfhM3VgibLjCS6NuvCkgOMaI5K8XRtPmyCwbGdtr+eW7BpF9o3zmTQxAhIiKd1SSqK3g0ZLWEC/wvXF2Juc7DyniOK8Ef4QsMc742dzz4VhtNetoKrs7zTZusO0xIhkCLECaZa1+/1KLlvGqKo1zPq0/U+x57OzKydkrZ21e05YCAjdewS6J94Im//B6OYmRjc3waQvkXb+fZSVvEPpwR24fLk0+7qf5UBdJ8NqmshOSzhhNYiIiIiIiIiInIkUBIqIiAxBWytreacyRNIGlA4fzew17wW0dbaEBS0X6iiNoOOdYp7pTOflCaP97QujOoL2nesYNRJbVXWfMwMB4sq3+XcVNEXaMdpc/nPr4sZxICpwD7k0UxvVG7eRNvf6Psc9VYTaH/BwqbPOwWn9DzGNW5iRA7TBzrAIttns/j72JieJ1Y3MeHU17ZNh3cTgELTB+zrePc/RFHMHYQ3VWF3NjLXHszAq99Cyn3S/V4VhPiJcFSRWrQkY45uOD/hhzA0h6wxPPfHBa8bVv8Ax7rKg5UZbGEe5Jz+of5Ojney0E16GiIiIiIiIiMgZRUGgiIjIEHSwxdnrucrMXNZMO5/z1n0Q0N5SEh2wXGhnSxi7s1MDQkAIve8cgNduP2oQeDijzUVHdCo2d/csumkt23BYY3g9/UIA5psOMNzkgFFmlj7xKpcsuqrfYw+mMXOz2P5+RVD7/NsnUMEKshoPBLQXdbVTYbUFzQwMy3Ay2roJuJR8dympHdXU2tLpSkwjN2wHLdYiYrauxl680X/Ndwonc27RrIDZmzGdO2jfuBNsBDFsBsuso7jQs9vf1j76ejL6ORuwqryGlmYXcfF2MrLTgo6D+ranEJc7jOTDzh25n2Vgu4iIiIiIiIiIHA8FgSIiIkPQQYe7z/MfnH8Zu0eN5YLlr5FbeSiY2p40jpGlh5b4rEyOC3n94fvO9Wjb1IAt+dCxJyEer92OxeXqNSDsCQF7XNSwhsKIdmxJ6d0h4Kc2/GszJTvh9sdP3TDwFwv/wbqXSv3HY+ZmMX3BKKzhFnKLUvmoYxlGR0vIa2N8Xn8Q6EqIIbdwA/bpFSQBd2/vZFhlmb+vq3Ayzty5NDRUk1z8YsA49uKNjM0qoPDTfR1jO7dT9eJ6mirjGTY7+L6TPygnPHE+m61nEx3Rgb1wCpM/9/l+Pe+6lVuoKmvwH0dE76bdfWiJ2YzcanKGpdPS7KJifw2ulkOzTU2m7RiAxWomLiGaJA84O8BntoDJREqCTcuCioiIiIiIiIicAAoCRUREhpjff7S112VBD1eZmcuzX1pEZmUZiU11NCakAAQEgZn1oYOrnn3nevje3I7no1rcheFEj7DhPms0HaNG+s/3Zw/BHjkVGwnrzILMYf626koTaz7YyqzrxjJhTkG/xvks9YSAw+KbGZtSD8Anm5oZfu8c8rMdvPfC34gea8EZFRPyeqfZ4v85xVKGfXr3jMLOFltACAjdYV97VgFWV3PIsayuZrqS0knoWId971us3tG9K2BxSRaFIw/NVNxVkkV8+Dhm3PL5Xmfx9aaqvCYgBAQCQkCAqrKGoD49DKP7n94uH4213bMBD5+w6HLCO682Mu7skf2uSUREREREREREgikIFBEROQW1163A69qJxV5ERMqcfl/X196AvanMzKUyM9d/fPiyoaPKa7n6w028PHuS//w1KzZRsGcv3rEZABifVMG+7sDH3RlDR1QmHBYCQv/3EOzRVVeBNS4ZS3R3cDY2pQ6jNpwn73yHxzfcOqDnO9m2rNjLupdKWTh6N/NH7Pe3z5rTjHvlfTRRwdkAW2Fv1gh2ZuRT1HVodtzOsAj/bMBR63aSYNT4z7nb0kPe0+pqBq835Lnojt3kOt8i2lvGltqpAMRFtdJQHc9HDXbM4T6crkgcEWOJmd29DOvosQMLV3duLT16p+PU5upk3Yrt2KJ2k5wWB5jIyk1VMCgiIiIiIiIiMgAKAkVERE4BPcGf4evE3PgKUR3v+8+5D14DCRf3KxTsa2/A/upZNvSGxX8iwtPJl99Zx/Qd+6lMjiOzvoVR5d3LeRr7Amd7ma+ZgHn+mF7HHegegr6ONizRMXjdTi6/uIorsmtZuqWWLSvmnVKzAst21jIsvjkgBNw2cxy1RWnM2PphQN+Cij2sTsqkIiqOGJ8Xp9lCoyWM9JJyRn+8i8TqRg7kRhP/af/G+GlEsSHonh57fK8zApM9HxPldbG+7kcc8I1lZMZvGZZ26L3aV5NERcRYYmZfDUBLs2tA4VpVeQ3OprZ+9z9eHa1dVOzrnmVZsa+OjNxqps2a8JndX0RERERERETkdKYgUERE5CRz7X0MnOuwtn6MxVeLgQ1vWB4+cwy+6ImY2/cR3fpSr9dHt74En5531SzCPvbxXvvmxIVeenKgkuurifB0+o9Hldf6A8CQhiX1GQICWFyugRVh+Oio3EdXXQVYgLFhXJR4kH898CIT5vxoYGOdRLlFqVwxshRSYjHFR9FisVIyrYjM2rKQ/aPbXFTGJPpnASZU1nPea2sAsM/ZR/r0CtyWXFqsRbTEn4ev0MBevNF/vatwMl1JoWcKAliiu1jVvJiG1hTiokoDQkCAYWkNtOZMoGcXybh4+4Cet6V5gO/jCVZV1sD2LSW0udvQLEERERERERERkb4pCBQRETkJ2utW4N1/P5EdK7HTGdyh69PlHzuWDWhce/MTtNdd558ZeOQSouMzUzkrtpQdjvajjNS3zKqD/p/DrSasFhMer0GnxwjZ35QWGECGNVRjdTXjscd3h1bl3TO6OnKysbhc/ZoZ2FG+J6jNm2lh1I513DbhCX6/ZdEAnujkGRbfQsaVcZgn5gGQCIzrcFEWGTpgc3/anmraz4iDn5CzsoYuYojMiMOeNopy4wJqYyb7+zvHz/DvCeixxxMW20qe+x9EhNfSPsxM5z6zv6+1IIU92W/T8En3+xfRVcOu+ATK7dFku9yMbm7yt7sjh5OQGhMUornLVtN0YBOt5kxi8maQkZ1GVXmNfx/B2qMsPRsVYyMu0U71wQYMX59dj9meTw59Piv21RGTUErR+OEKBEVEREREREREjqAgUERE5ARzfXI79uYnTtr4vv33QcryoPu07p+LOf9epsW1s8NhO657VGbkMHnLR8RFWYiLOvR1oaXVQ0tr8N50Rs2hJUljtq4OmsHmHD8DR/Ysf5ttdwnRO3YdU20Tx7dS++5afv+9HG777eeOaYzj5diykc6D+wnPyad131asn4aAPYq62qmIimNv1ggKKg4FmnuzRmKLdbDA/DSZ5v0wDBgGXe/eSljd5bj3tlM76WDAWMVdZiqissmKzaQwzMdw56+J9nbPNoweAR0pNpwJTxGeOoJdVZFUHRaS/SsP3k+b7T++rqSEr+3cQXtYd2DWVOtk3cot/qU2G9+/m/DSPxMPxAP7S65ifeRN+HoJgENpdXbQ6uzod/8TwdnUxroV20lIKWP2vKmf6b1FRERERERERE5lCgJFREROoPa6FSc1BASI6ngf197Hgu4T1fE+FL/PtuYHgfOO6x5bx0/jorXvkmsNnFkYF2WlrdMXPDNwXwO+t7Zjm5YUEAIC2Is30p5VELCcZceokdiqqge0Z2AP81l5zHeV89eX3uBxr8Htj1814DGOx46f/JzErd0zOT2A7+KZMCw8qF+Mz0tx/liqkzKJbnPhjrRTFLeS6eEltJtTcft8RLgq6CjPwtdhYFj30x6fGDDG085wlrQeCnW/YKvgEQ4tOdpFPLbLm7DRvXdfVdl2/7mDEU28f8SyoC+OHMlYVyKmyOH+tqqyBtav2Up6ZDnxpX8O6J/vfZW6znNwmEcO+HUaiIioMMJsVlpd7Xi7+h86HqmpzsmH76xj9rxpJ7A6EREREREREZHTl/noXURERKS/vK6dn82NnOtCNu/uKmJD1/GFgD22T5oest1qMYVs9720BdNzK0Nf42omrKGayAO7CGuoBsA5eRKthaPwJMT3u6awlCzCstKxXj2Fr33fIHrZv9iyYm+/rz9ez37t9/4QsMc+/257gZxmCwAtMYlUpuZii3WQGh1JccwdHIi+kYam8TRtSaNlvxWn7R0aEh6Fpvf81xd3mQNCQIDnO7LY6BtGFzG0F35A2Mwm/7l1K7YH9G0ID12XJ3EHBV3PBrRV7KunYttHIftHGZUh20+k9tYunE1txxUC9miqc1FVXnMCqhIREREREREROf0pCBQRETmBLPaiz+ZGMaFnPFV4s0/YLYrzRoVs93h7D2s8B1pDtodXl5G8/EXi171L8vIXifvoHSIay/GmxuGYMwv3WaP7VZM1Ltn/s3lUBpd/PZLalaEDrBNty4q97F+6LaCtMT2RLeNGsjMsIqB9Z1gEjZawgLYkq4vaiAsJa6gmtvg/2Es+pssZeF0nH5C6pjvAq/CE/pq23XoZYTMd/n0iAVa++3FQv9yO0Hv55XQ4yPe+SqyvJKC91ZQZsn9v7T0sYafe18mWZtdglyAiIiIiIiIicko49f7mRkRE5DQWkTIHV/yik3oPV/zt2Au+G/I+WZbyE3af/ak5vD1uZkBbS6sneFnQw3S2hOHYFxhuteYWElVWHNAWVVbsDwVjtq6mY9TIfs0M7Gqswes+tB+heVQG+fbd/Xia41e2s5Yad1RAmyshBoAdYVm8E3EWq205vBcZxzabPaDfaNN/yIxoJ2brapKXv0j01vV0NEaHvE/izk4K/5XD2Y7Qsz4LCu72/1xVXsOqZetprHUG9TurtYkbawKDyy/VbGNMaz0QPNPPYR7JfkvgMqv7LQuOuixoamZCn+cHQ1y8/eidRERERERERETOANojUERE5ASzj32c9rrr8O6/H0tXKZhsGJgwzDH4wnIJb30fCw66TBl40u/C5PgPeBsxIkZjatuOxVuN15KKEZbZPfOvZSXhbf/BY0nHXPC/2D+dCdZzH9/++7r3BwRGhe3k6sjneLntiyfkWV6Zegmb887iyndfIqmmss8QsEdLSTRtteFYo3x4RuQQWd/ZZ3978UY89njMRismXweG2dZrX09jNZ7GasJSsrBlDgMgocCg6pn7yPjyvQN7uAHYsmIv//71Oqqa43lrTz7zR+zvrr3Jic0zEpsxHB/gBDqMUqCEVNN+4qllQvgGWiJm0OZMIrn4RQCKwwqptGaT6SmnsCswJN0blcC4pNeYa/s7t3W18nvffP+5G6KySazroqqrhpIdB2iq633mW6spk9uqNjKnpYyDtlhyOhz+ELDn/JH2hn2JOss5RBmVtJoyjxoCRkSHMW3mBNYZW6gqawg6HxZuwRYZhqvl0F6T9vgIsvLS8Hp97PnkYJ/jH4uMvCQystNO+LgiIiIiIiIiIqcjk2EYx78Zy2nC4XAQFxdHS0sLsbGxg12OSBCfz0dtbS2pqamYzZqwKyL91163Aq9rJxZ7Ed6Dj1HRspP/bbmHGuPELRV6/T//zIj9xUfveITY4a3EjWjrd//2uGw6k/KxuFxYm5p77Rc5YgKW6Bj/cUd7LFnX3dXn2F6vl9dff52Wlha+8IUvEBYW1md/gMdvf5W3n9jqPx4W38ysnHJm51XSkjaMj6//76Br8sP+HzPD/kxJ1Ddwhp/VXe+BXcSve5enY77KSzGf9/e9xvkCNzv/AsCerCi2ZWYyM2Erae3DaYz9Gdt8CZS2OYhp9pLtPnq9hyvoepZ876tB7fstC9gbdmOf10ZEhzF+yigqympprGuhzXUo0LVFhpFTkM6YCYeCwqryGlqaXXi9PiwWM3Hxdn8g13Pu8DaAdStDB4iHs8dFYDKbcDYd/TM0bc4YhYAipwh9rxURERERETk1KAgUOYXoL0xE5ERpr1uBp+41nq8q4A3Hidu38MrXFzNux8YBXRMe10XaOY4BXVN/wXV0JaUTVlZGzMYtIfuYYxKIGj4moM3bBmnX39fruAMNAres2MtTC35PWnQrNe4oLp9Uyri8RkxtBma3QVXhuWyf93UAynBQb2ojy+Ll0uiX6YpMxmc+FFRGlm6nZmsF/5XyWNB9ftv5TVbmW3kuc6y/bWZDAfPqjv+9i/WVEGVUYjK8GCZLwEw/s9WE77BZnvb4CCIibcQnxQaEfNB7mHe8Dg8Q29xtgInI6Ihew8Tufu20t3XgbHbj80JsQhSzLp56wmoSkeOn77UiIiIiIiKnBi0NKiIiMgRFpMyBlDl84yzo+mgr71Q2npBxX7viBjZMPo8Za95jZOmufl3Ts29g7LD2o3f+lK36AFZXMx57PM2zZhC/cnVQH5+zCa/bGTAr0BIJxX/8Hwq//V/9vldf2v7wMF+82kVNbBLX2HYSFdNB16dfn5rak9gzKo1Y5y72dnzMB5FhbI/NAgMO+Aq52dxJWEO1/zmwWKi0hp6huT4xl+cyEwPaViXtpciZTk778e3BFz1sOnVVzXg6vf42a7iZ/FFZjJkwst8BX0Z22kmZbdffcU/W/UVEREREREREhjIFgSIiIkPcbeeMZ2ZlLesqatnncLPf1U6bz8DXz+tzLRGUeQ+FeJWZubx47VfJrCzjgr3vMd5dgqfVwLXXB72sM3D4voERSZ1EZ/a9b2DMjnX+n12Fk3FNKiJy/166ElOhy0REWffecm1lxbTknENV1DBSaCHPXEe0qZw3r1zEZa890c8nDG3boz/lg5ljqUpI5qqqd4hq7wg4nxDRQI7rP+Tt/T1TgRuAp7On8/jwC1jSauPGPR+QsWeDv39rbiGZntD3MiKagcSg9oZw93EFgRl5SUybOQHofUafAjYRERERERERkaFLQaCIiMgZYHxmKuMzUwPatlbWcrDFSZfPoL61O+iblpVKaZODDTUNhHscFNk6SbBG8FFpE+vshwKpvKYKFm1/BaZDdlykv716RQdNW7rwth66T01SGo64BEaW7qKzBVqrbGy2FhA90sJZrv0Q7iG8ra7X2u3FG7H3HNTuxlU4mebZM4j/cDV0thO3dwXV9maWJH+OkdEursz8mILr23lw2i/4ybqfDfi12rJiL9v2vYt7WDRjD+zghn17As57EuLx2u14EqLI2/BOwLmby9fyfnIhALmHhYAAUWXF5OQWck3TCwF7BF5mXsP0zp38heFBtSR1RverZkuYiSh7BLHx0URGRwYtqwkK/EREREREREREzkQKAkVERM5QocLBnvYFY0YEtCU0vs21bz1GRUwyWc56RjWWAXAw6xvgesHfL32OjfQ5NqrLwwhvaiU8wcxZmW58uHFUxlDVFMPmhDG0ZKZRRSJvt5pI6Wzg7Mhy8mMcWJwtxOxcR1/sxRtpzyqgPTcHq9OJ126nwHWAwv33szLpMg5kppAXX8dVt3TwtZG/5c8l3+v3a/Jfc56israWr959gILt3QGgJyGeztTu16krIQ5vejoAkQdCL42a19b7MqwtkWOYaqRR2PUiDUmjSEkbg6k8m1bPnVxSV8rSlC5/35kNBUedDRiTEEnR+OEK+EREREREREREJCQFgSIiInJUk6+8lLoD6xm16hV/m+vCa8m58Fs0rWvFVvVaQP/07C7IDvMfm4HEbIPEbAdj+I+/vS3ayv6oDJ7jYuZt3Up6SicxHJ3V1UzbyBEYMf65gth2lzBrx5s4OrPxpiWRnh3D3XfV8Pa9f+fS+27qc7wtz7zBOw+8BfExXHxtJwUV3SGgc/IEunJzg/q7qw/SUlsDnV3Eh4cFnDsQGbzEZ4/G1kLckcOxRA4ntQsorwTAYR7JjIaR5LqbaAh3k9QZTU57ArubO5lQlEZihJX2tg4iIsN7nfEnIiIiIiIiIiJyJAWBIiIi0i8pt/837XMuxVtRiiVrOPZxUwBImHYHjtfM2EpexFsQPqAxI00eikwHuZ+/wFnQWumlLSoJa2tDn9d57PEBIWBxl5mKnCIKOswUWj000Iavqp6U+GQmlrzGiiuXM+e1v4Yc680rFzGZrZxzywgikmqIjYnAmTgFT2xMwD16VKxaSu2GVQCUAsOjIxkd1x1f/jX7XLbHZrEwqgNX7jTsZYdmN1YmXIo7Mnj5z8PltCfQXhPNhqYu3ulwUtnqJW9cBPPOK+rzOhERERERERERkVAUBIqIiEi/RYybAp8GgIcLz58BxS8e9/hRmRaiMu143GE0t9pxW1KxVh3E3nHQ38dVOJmupHT/8dPOcJa02roPUidycXQLUyLbSDNZ8dU0YS6MYHhBGTu/di5tN/4t4H7/d/2PyV9gp9aSTVZVOd6mWDqyh9GVFXpWn7v6oD8E7FHqbiP67NlUJp9Fp2k0T4UvZWJjG+sivk10zoVEdNXQHpZ21BCwx8i4cD6s7qCy1QvA8LS4fl0nIiIiIiIiIiJyJAWBIiIictwixk3BsX4cVopPyHjWaBvJ0V1EVZZR+lobnTdPw5wdh8ceT1dSOg11XSSlhFHcZT4UAgJREdVsCmtgk6f7eH5yDNdnTKamLJOY6CrCtt/Drm11mKISec69lK4rOzE7a0jZ4MBUGwO0w6panLNH4Zw/LqiujqbQMxUbzfGYGs/nutjnGGN6hoOWiwBwRw7vdwB4uCSbmcpWLxNzYphSmDng60VERERERERERKB7yx4RERGR4xZ7yx/oMqUfveMARGVaSD4nDPfTe2na0MJHe2P4cLmT7dvaAajwHPoqY7W0EhURGNS95XOy19eBOTcd99mT8I4ZTniUmeJIL7+enMKTZ+Xwg3Om8JfxgUtvxny4m7CyxqB6bAlJIess2ZfErPRFjEn4MwDRYeUh+2UNSyEh5ei7IDZ0+Ai3wFPfu/iofUVERERERERERHqjIFBEREROmLjPPUfniFvptMTjg+4/PsDrg04vppouTJVdAxozfa6N4V+OpNPkobysi+ZGL82NXkp2tZNl9fn7WcydIa+vMbqnB8ZsXU3y+//C7SqnOD5wuc1/zsxgV1Z0QJu13hlwXF/Xxe7yRCx50wPaHfapuHw+Em27/G2Jtl2MiH0+oF9GXhJTzhvH7HlTmTZnDIUT8vhzsZMtDR0B/VZXt1PZ6mXNr67p62URERERERERERE5Ki0NKiIiIidU/JjrYMx1Qe2u1/4BrTvAHofPbMPoXI3Z7MTS3IltvQsAI8aMYQaTD9bPyGa8r3uGX1SmhTxXAbgPjbfzk3biK7u4fmQL/wzPxOsLD1lPmslKWEM19uKNeIHGCFvIfuVJEYyuOHQDT3L3zL3qyk527+qgudH76ZkZhKcMx+ppwmNNoDM8nZ9f8AsA2qwTCfOUYsbJ6IQ/kxK1lQbbt4jPv5yM7DT/2BnZaWRkp/HvsQXM+vFLrK/vJMlmpqHDR3pyFOsfuaxfr7WIiIiIiIiIiEhfFASKiIjIZ8J+5Y1HtHzP/5Mr+R9YVr+NydEEgNnTydTFB9kwNQNHeiQZB22M2VbLjHgbqxMPBWqF1n18s3M/13mS+KQ2li0ZNlalRfjPX2aOocBsw+pq9rcltgfOwOuR3dDu/7lqcgH7PFGULXceFgD2MOgMT6MzPI0wi5e7FrpxcRfWlCuJTJkT0DP10z99WflLzfwTEREREREREZGT47QKAjs6OnjggQf497//jWEYXH755fzsZz8jMjJysEsTERGR42C/8kYICgph/Lb1eJc8ibliP42xdgrO+xzDpsygtraWTqOMpPYE3PsjmearYWr0fpz7Ylm130pDhEEbGYQTTllqBwUx8f4xs11uihob+ZhD+/1du28/uaPMOIalsqw+ixpTPGx0AybAIJ42pqR8QtrICHIm3UHEEYGfiIiIiIiIiIjIqei0CgK/8Y1vsHLlSp588kksFgvf+MY3KC0t5YUXXhjs0kREROQkiBg3BcZNASASSPy0fcSIEcB5Qf0TgXl1K/h480+x78jGVBdJQ1kZrckNdMRlYW0qB2BifR0LdsDB6BhSOi0UxubSmdxMZMUB5sc14wOM8GiSF95HXMGkz+JRRURERERERERETjiTYRjGYBfRH6WlpRQUFPDGG29w2WXd++a8++67zJs3jx07dlBUVHTUMRwOB3FxcbS0tBAbG3uySxYZMJ/PR21tLampqZjN5sEuR0RkSGnZu4maf36X90sctMbm8rmiFFLiqom94c3BLk1EZMjR91oREREREZFTw2kzI3DFihWYzWYuuugif9vcuXOx2WysWLGiX0GgiIiInLniCiZhv/sDdr7+Oi0tLeR+4QuEhYUNdlkiIiIiIiIiIiInzWkTBJaXl5OYmEh4eLi/zWq1kpSUREVFRchrOjo66Ojo8B87HA6g+/9O9fl8J7dgkWPg8/kwDEOfTxGRk6Tn92zP71r9vhUROTn0vVaGAs1mFREREZGh4LQJAn0+H1ZrcLlhYWF4vd6Q1/zyl7/kvvvuC2qvq6ujvb39hNcocrx8Ph8tLS0YhqH/6BQROQm8Xi/Nzc20trZSW1urGYEiIieJvtfKUJCenj7YJYiIiIiIHLfTJghMTk6msbExqL2+vp6UlJSQ1/z4xz/mzjvv9B87HA5ycnJISUnRHoFySvL5fJhMJlJSUvQXJiIiJ4HX6yU+Ph6TyURqaqqCQBGRk0Tfa0VERERERE4Np00QOG3aNDo7O1m/fj1TpkwBYPPmzbjdbqZOnRryGpvNhs1mC2o3m836j1E5ZZlMJn1GRUROEsMwMJlM+l0rIvIZ0O9aERERERGRwXfa/BfZlClTmDp1Kvfccw9ut5u2tjZ+8pOfMH78eM4777zBLk9ERERERERERERERETklHLaBIEmk4kXX3yR1tZWkpKSSEhIoKGhgZdffln/h6mIiIiIiIiIiIiIiIjIEU6bpUEB8vLyWLVqFY2NjRiGQVJS0mCXJCIiIiIiIiIiIiIiInJKOq2CwB6JiYmDXYKIiIiIiIiIiIiIiIjIKU1raoqIiIiIiIiIiIiIiIgMQQoCRURERERERERERERERIYgBYEiIiIiIiIiIiIiIiIiQ5CCQBEREREREREREREREZEhSEGgiIiIiIiIiIiIiIiIyBCkIFBERERERERERERERERkCFIQKCIiIiIiIiIiIiIiIjIEKQgUERERERERERERERERGYIUBIqIiIiIiIiIiIiIiIgMQQoCRURERERERERERERERIYgBYEiIiIiIiIiIiIiIiIiQ5CCQBEREREREREREREREZEhSEGgiIiIiIiIiIiIiIiIyBCkIFBERERERERERERERERkCFIQKCIiIiIiIiIiIiIiIjIEWQe7gM+SYRgAOByOQa5EJDSfz4fT6SQiIgKzWTm9iMiJ5vV6aW1tpa2tDYfDQVhY2GCXJCIyJOl7rQwVMTExmEymwS5DREREROSYmYyedOwMUF5eTk5OzmCXISIiIiIiIiKngZaWFmJjYwe7DBERERGRY3ZGBYE+n4/Kykr9H31yynI4HOTk5HDw4EH9x6aIyEmi37UiIiefftfKUKG/PxARERGR090ZtTSo2WwmOzt7sMsQOarY2Fj9hYmIyEmm37UiIieffteKiIiIiIgMLm3WICIiIiIiIiIiIiIiIjIEKQgUERERERERERERERERGYIUBIqcQmw2G/feey82m22wSxERGbL0u1ZE5OTT71oREREREZFTg8kwDGOwixARERERERERERERERGRE0szAkVERERERERERERERESGIAWBIiIiIiIiIiIiIiIiIkOQgkARERERERERERERERGRIUhBoMgpyuFw8PDDDzNr1iyKiopYuHAh69atG+yyREROW5s2beKKK66goKCAOXPm8Prrrw92SSIiQ0ptbS0/+clPOOeccxg3bhw33XQTu3btGuyyREREREREzmgKAkVOUbfffjsOh4OHHnqIl156iWHDhjF79mw2bNgw2KWJiJx2Dhw4wPnnn09+fj6vvPIKn/vc51iwYAHLli0b7NJERIaML33pS9jtdh577DGee+45DMNgxowZlJWVDXZpIiIiIiIiZyyTYRjGYBchIsG8Xi8WiyWgbcyYMVx88cX85je/GZyiREROU3feeSevvfYaJSUl/rYFCxbgcDhYvnz5IFYmIjJ0HPn91ePxkJSUxH333cf3v//9wStMRERERETkDKYZgSKnqCNDQICuri7CwsIGoRoRkdPbihUruOiiiwLaLr30UtasWYPX6x2kqkREhpYjv796vV58Pp++v4qIiIiIiAwiBYEip4m//vWv7N27l89//vODXYqIyGmnvLyc9PT0gLa0tDQ6Ojqor68fpKpERIa2hx56CMMwuOqqqwa7FBERERERkTOWdbALEDlTLF26lK997Wt99vnpT3/Kt771raD2Dz74gNtuu42HH36YKVOmnKwSRUSGLJ/Ph9Ua+LWnZ4aKZgSKiJx4zz//PA8++CD/+Mc/yM7OHuxyREREREREzlgKAkU+I3PmzGHt2rV99omPjw9qW7VqFVdccQU/+tGP+K//+q+TVJ2IyNCWkpISNPOvvr4es9lMYmLiIFUlIjI0/etf/+Lmm2/mySef1GoWIiIiIiIig0xBoMhnJCIiYsD/N/Tq1auZP38+d911F/fee+9JqkxEZOibNm0aq1evDmhbuXIl48ePJyIiYpCqEhEZepYsWcKNN97I73//e2655ZbBLkdEREREROSMpz0CRU5Ra9euZf78+dx5553cd999g12OiMhp7dZbb2Xjxo38/e9/xzAMVq9ezeLFi1m0aNFglyYiMmS88sorfPGLX+QPf/jDUZfEFxERERERkc+GyTAMY7CLEJFgs2fPZtWqVWRmZga0X3TRRTz99NODU5SIyGns73//O3fddRetra0A3HHHHdx///2DXJWIyNCRm5tLdXU1qampAe233HKLft+KiIiIiIgMEgWBIqeouro6Ojo6gtojIyNJSkoahIpERE5/Pp+PhoYG4uPjCQsLG+xyRESGlOrqajweT1C73W4PuRe2iIiIiIiInHwKAkVERERERERERERERESGIO0RKCIiIiIiIiIiIiIiIjIEKQgUERERERERERERERERGYIUBIqIiIiIiIiIiIiIiIgMQQoCRURERERERERERERERIYgBYEiIiIiIiIiIiIiIiIiQ5CCQBEREREREREREREREZEhSEGgiIiIiIiIiIiIiIiIyBCkIFBERGSIi4+P5/bbb+9X37Fjx3LFFVec8BpMJhM/+tGPTvi4IofbtWsXJpOJZ5999qh9XS4XJpOJBx544DOoTERERERERERkcCgIFBER+ZTVamXBggWDXQZvv/02JpMp5J/Ro0cPdnl+Ho+Hv/zlL1x00UUkJydjs9nIz89n3rx5PPPMM7S3tw92iYNu5cqVWCwWvv/974c8/84772A2m7nnnns+28JOoM2bN2MymVi8ePFJGb+hoYF77rmHsWPHEhUVRUxMDFOmTOF//ud/aGtrOyn3FBEREREREREZKhQEioiInKKefPJJDMMI+LNr167BLgsAh8PBhRdeyJ133smVV17Jxo0bcTqdLF++nFmzZvHtb3+bp59+erDLHHSzZs3iBz/4AY899hjvvfdewLmmpia++tWvMnHiRO67775BqvDUtmPHDiZOnMirr77KI488Ql1dHeXl5fzgBz/gN7/5Deeddx61tbWDXaaIiIiIiIiIyCnLOtgFiIiIyOnnG9/4BmvXrmXNmjWcffbZ/vbhw4fz05/+lKuuuoqSkpJBrPDUcf/997N06VJuvvlmtm3bRkJCAgC33XYbjY2NvPvuu4SFhQ1ylaeejo4OFixYgNlsZtWqVf7XDeCGG25g8uTJTJo0iZtuuomlS5cOYqUiIiIiIiIiIqcuzQgUEREZgB07dnDNNdeQlJREREQEY8aM4Te/+Q2GYQT0W7t2LbNmzSIyMpLs7Gx++ctfsmrVKkwmE6+//voJqaWzs5Of//znjBw5kvDwcNLS0rjppps4ePDgUa91u9185zvfITU1FbvdzhVXXEF5eXm/7rtz507++c9/8pWvfCUgBDzc+PHjWbhwYVD7ypUrmTp1KhERERQUFIScNTh69Gj/UqhWq5Xs7Gy+/vWvB8386tl3sD9julwuFi1aFPS8ve2J+NRTT3H22WcTGRlJbGws8+fPZ/PmzQF9fvCDH2AymVi/fn3vLxYQHh7Os88+S319PbfddhsAzz//PIsXL+ZXv/oVRUVF1NbW8s1vfpPMzEzCw8MZNmwYd999N62trf5x/vWvf4W8X3NzMyaTiYcfftjftnbtWkwmE6+88gp//etfGTFiBBEREUyZMoXVq1cH1bhv3z6uvvpqYmJiSEpK4tZbb6Wuru6oe+i98sorTJo0CYAvfOEL/vft5z//ub9Pf54tlOeff56SkhJ++tOfBoSAPUaNGsW3v/1t3nnnHdauXdvnWAcOHOCaa64JeD4tKyoiIiIiIiIiZwIFgSIiIv20a9cupk+fTn19PR9++CFVVVV85zvf4Yc//CGLFi3y99u2bRsXXHABcXFxbNu2jc2bN2O1Wvn1r399Quu57rrrePTRR/nFL35BXV0db7zxBlu2bOGcc86hurq6z2sXLlzIc889x1NPPUVlZSV333033/zmN+ns7DzqfXtmX82fP39A9e7cuZM//vGPPP/881RUVDB//nxuueUWNm3aFNBv165d/qVQHQ4Hixcv5qOPPuLaa6/F5/MNeEzDMLjmmmt44YUX+Mtf/kJVVRU//vGPue2220I+73e+8x2++93v8rWvfY2DBw+yc+dOsrKymDlzJtu3bx/QM/cYO3YsDz30EIsXL+aRRx5h0aJFzJs3j9tvvx2Hw8GMGTNYtmwZL7zwAvX19Tz22GP85S9/4dJLL8Xr9R7TPQEWL15MaWkpq1atYvfu3djtdq666ipcLpe/T1NTE3PmzGHv3r188MEHlJaWcv7553PXXXcddfwFCxb4X+vnn3/e/771BIHH82xvv/02AJdddlmvfXrO9TUjsLm5mTlz5rB7926WL19OaWkps2bN4o477jjq84mIiIiIiIiInPYMERERMQzDMCwWi3HVVVf1ev766683oqOjjbq6uoD2u+66yzCZTMaOHTsMwzCMhQsXGgkJCYbT6Qzod8MNNxiA8dprr/VZx1tvvWUAIf+8/PLLhmEYxvLlyw3AePTRRwOu3bVrl2E2m43vfe97/ra4uDhj0aJF/uNly5YZgPHkk08GXPvee+8ZgHH55Zf3Wd/3v/99AzDWr1/fZ7/DAUZmZqbR1tbmb2ttbTViY2ONW2+99ajXv/322wZgfPLJJwMe89133zUA489//nPAmB988EHQ865fv94AjF/+8pcBfT0ejzF69Ghj4cKF/X7mI/l8PmPu3LkGYCQmJhoVFRWGYRjGQw89ZADG6tWrA/r//e9/NwDj+eefNwzDMF588UUDMD7++OOAfk1NTUE1/+c//zEA47LLLgvou2HDBgMw/va3v/nb7r//fsNkMgW8toZhGA8//LABGPfff3+fz7Vp06aAOg/X32cL5dxzzzWsVmuf9y4pKTEA45ZbbjEMwzB27txpAMbf//53f58HH3zQAIytW7cGXPvAAw/06/lERERERERERE5nmhEoIiLST8uWLWPWrFkkJycHtF977bUYhsHy5csBeP/995k7dy52uz2g3+c+97kB3e/JJ5/0z7Dq+bNgwQJ/LQDXXHNNwDWFhYWMGzfOf7635whVz4UXXhhU84l04YUXEhER4T+OjIykoKCA0tLSgH4bN25kwYIFpKWlYbFYMJlMXHrppQDs2bNnwGO+//77AFx55ZUB186ZM4fY2NiAtp5lW6+77rqAdovFwvnnn8+KFSsG9MyHM5lM3H///UD3/oCZmZlA9/uRnp7OeeedF9C/Z2nVvt7Lo7n88ssDjseOHQsQ9PoMGzaMMWPGBPQd6Oc1lON5NsMwMJlMfY5vfLokb1/9li1bxrBhwxg3blxAe8+/SyIiIiIiIiIiQ5mCQBERkX5qbGwkPT09qL2nrb6+HuheajE1NTWoX6i2Y9XQ0BBw7yPr6amlt2vNZjMpKSlB59LS0o5677y8PADKysr6Wy4AGRkZQW2xsbE0Nzf7j3uWbfR4PLz33nu4XC4Mw2DVqlUAdHV1DXjMnuc9MsCF4PekZ0nVwsJCrFYrFosFs9mM2Wzmj3/8o/91P1Y2my3gnz31hXofIyMjiYuL6/O9BIL2pzzcka9PeHg4Npst6PU5WZ/X43m2vLw8urq6qKys7LVPz2cwNze3zxpCfa7781kXERERERERETndKQgUERHpp4SEBGpqaoLae9p6gqaEhARqa2uD+oVqO1aJiYkB9z6ynlChV4+kpCR8Ph91dXXHVOMll1wCwFtvvdXfcoG+Z231+Ne//kVrayt/+tOfGDduHJGRkQDs27fvmMfsed5QodORz9vzulVUVODxePB6vfh8Pnw+H4ZhBO1ReCIkJiaGfB/b29txOBz+muLi4gBwOp0B/SoqKnodu7+vz8n6vPb32UKZN28eAG+++WavfXrO9XwmQ0lKSurz31sRERERERERkaFMQaCIiEg/XXjhhXz44Yc0NjYGtC9ZsgSACy64AIC5c+fywQcf4Ha7A/r1LDt5omoBePnllwPaS0pK2LZtm/98KD11vvbaawHty5cvDwqZQikqKuL666/nmWeeYfPmzSH7bNu2jZdeeumoY/Xm8BlzAM8888wxjzV37lwA3njjjYD2lStX4nA4AtquuOIKAF544YVjvt9AXXjhhVRVVfHRRx8FtL/00ksYhuF/LwsKCgD45JNPAvod7+dq7ty57Nu3jx07dhzTuNHR0QB0dHQEnevvs4Vy4403UlBQwP33309TU1PQ+d27d/PHP/6Riy66iOnTp/c6zgUXXMD+/fuDXrdXX321z+cSERERERERERkKFASKiIj003333YfJZGLhwoXs2LGDpqYm/vSnP/HYY4/xzW9+k6KiIgDuvfde2tra+OIXv8jevXtpaGjg0UcfDRmUHKsLLriAyy+/nJ/97Gf885//xOFwsHHjRq677jpSUlL44Q9/2Oe1F198MT/84Q95/fXXcTqdrFq1ikcffZSRI0f26/5PPvkk06ZN44ILLuB3v/sd5eXldHV1sW/fPh544AGmT59+TDPK5s+fj9Vq5c4776Suro7y8nLuuOMO/2y4Y3HhhRdy0UUXcffdd/Pmm2/idDpZs2YNjzzySNDznnPOOXznO9/hxz/+Mb/+9a85ePAgra2tfPLJJzz88MPceeed/r4/+MEPMJlMrF+//phrA1i0aBHDhw/nS1/6EqtXr8bpdPLGG2/w/e9/n/POO49rr70WgOHDh3PBBRfwyCOPsGHDBlpaWnj22WfZu3fvcd8/OzubL37xi2zcuBGHw8GLL74YFJz1Jjc3l9jYWN59911cLtcxPVsoNpuNV155BY/Hw6xZs1i6dCmtra04HA5eeOEF5s6dS0FBAc8++2yf9d12223+59uwYQMOh4PFixezc+fOfj2fiIiIiIiIiMjpTEGgiIjIYV599VVMJlPQn0svvZSioiL+85//EB8fz8yZM0lPT+fXv/41Dz74IH/4wx/8Y4wbN45ly5bR0NDAmDFjGD9+PB0dHXz7298Ggme7HaslS5bwve99j3vuuYfk5GQuueQSxowZw9q1a0PundfDZDLx0ksv8fnPf55bbrmF9PR0HnzwQX7/+98THh7er3vHxsayfPlyHnnkEV5++WUmTJiA3W5n7ty5fPjhh/zhD3/g5ptvHvAzjRs3jiVLlrB582Zyc3OZNWsWmZmZfQabR2MymXj55Ze59tpr+fKXv0xGRgYPPfQQjz/+OIZhBL0fjz32GH/6059YsmQJY8aMITU1lRtvvBGXy8Xdd999zHX0Ji4ujtWrVzNnzhyuvfZaEhMTue222/jyl7/M0qVLsVqt/r5/+9vfGD9+PLNnz2bEiBFs2rSJhx566Ljun5CQwIoVK8jPz2f27Nnk5+ezbNkyHnzwQeDon1ebzcZTTz3F+vXrSUhIwGQy8fOf/3zAzxbK2LFj2bJlC1dccQV33HEHSUlJZGZm8qtf/Yrvfve7rF279qh7/SUkJPDhhx9SUFDAnDlzyM/PZ/ny5Tz66KP9f5FERERERERERE5TJsMwjMEuQkRE5Ezwt7/9jZtvvpmtW7cybty4wS5HgKioKG655RaeeOKJwS7llLNlyxYmTpzIM888w0033TTY5YiIiIiIiIiIyDHQjEAREZHPyJIlS0hJSfEvISqD680336StrY05c+YMdimnpCVLlmAymZg9e/ZglyIiIiIiIiIiIseo7/WYRERE5JjcfPPN3HzzzUyePJnGxkb++Mc/8tprr/G73/3uqMshyon3f//3fwBcdtllxMbG8uGHH3LrrbcyadIkrr766kGubvD98Ic/5Nxzz2XmzJl4PB5eeuklHnnkEb761a+Sl5c32OWJiIiIiIiIiMgx0tKgIiIiJ8Hy5cv55S9/yaZNm3C73Zx11ll897vf5Stf+cpgl3ZGqq+v595772Xp0qUcPHiQlJQUrrzySh544AGSkpIGu7xBt2PHDu69917WrFlDfX09+fn53HTTTfzoRz9ScC0iIiIiIiIichpTECgiIiIiIiIiIiIiIiIyBGmPQBEREREREREREREREZEhSEGgiIiIiIiIiIiIiIiIyBCkIFBERERERERERERERERkCFIQKCIiIiIiIiIiIiIiIjIEKQgUERERERERERERERERGYIUBIqIiIiIiIiIiIiIiIgMQQoCRURERERERERERERERIYgBYEiIiIiIiIiIiIiIiIiQ5CCQBEREREREREREREREZEh6P8DtbAJMupqSDMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kompot.plot.volcano_da(adata, color=CELL_TYPE_COLUMN)" ] }, { "cell_type": "markdown", "id": "805bf6c1", "metadata": {}, "source": [ "Show only the significantly changed cells, split into enriched vs. depleted with `mgroups`\n", "([kompot.plot.embedding](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.embedding)):" ] }, { "cell_type": "code", "execution_count": 11, "id": "6e913671", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:14:05.074766Z", "iopub.status.busy": "2026-07-12T06:14:05.074507Z", "iopub.status.idle": "2026-07-12T06:14:05.834491Z", "shell.execute_reply": "2026-07-12T06:14:05.833242Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,095] [INFO ] Selected 585 cells out of 8,090 total cells.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,190] [INFO ] Selected 490 cells out of 8,090 total cells.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kompot.plot.embedding(\n", " adata, \"umap\",\n", " color=CELL_TYPE_COLUMN,\n", " mgroups=[{direction: [d]} for d in [\"up\", \"down\"]],\n", " frameon=False, wspace=.5,\n", ")" ] }, { "cell_type": "markdown", "id": "e02bfed6", "metadata": {}, "source": [ "### Summary by cell type\n", "\n", "The per-cell calls can of course still be *summarized* over an annotation — that is a\n", "read-out, not an input ([direction_barplot](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.direction_barplot)):" ] }, { "cell_type": "code", "execution_count": 12, "id": "520dbeee", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:14:05.837322Z", "iopub.status.busy": "2026-07-12T06:14:05.836970Z", "iopub.status.idle": "2026-07-12T06:14:06.681468Z", "shell.execute_reply": "2026-07-12T06:14:06.680590Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,838] [INFO ] Found DA run info for run_id=-1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,839] [INFO ] Found direction_key='kompot_da_Young_to_Old_lfc_direction' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,840] [INFO ] Successfully inferred fields: {'direction_key': 'kompot_da_Young_to_Old_lfc_direction'}\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,840] [INFO ] Using DA run 0 for direction_barplot: comparing Young to Old\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,841] [INFO ] Creating direction barplot: comparing Young to Old\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:05,841] [INFO ] Using fields - category_column: 'highres_celltype', direction_column: 'kompot_da_Young_to_Old_lfc_direction'\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kompot.plot.direction_barplot(adata, category_column=CELL_TYPE_COLUMN)" ] }, { "cell_type": "markdown", "id": "8be9c7d5", "metadata": {}, "source": [ "## 3. A different question\n", "\n", "It is tempting to read Sections 1 and 2 as two routes to the same number and to check\n", "whether they agree. They are not. The per-cluster count asks **how many cells fall in\n", "this cluster** — a property of the annotation you supplied. `kompot.da` asks **how common\n", "is this cell state** — a property of where cells sit in expression space, estimated per\n", "cell and without reference to any labels.\n", "\n", "The two usually correlate: a cluster that genuinely expands contains cell states that\n", "became more common, so both move together. That correlation is why the results often look\n", "interchangeable. But they are not measuring the same quantity, and the gap is easy to miss:\n", "\n", "- A cluster can hold steady in size while the states inside it shift, if one subpopulation\n", " expands as another contracts. Reduced to a single proportion, those cancel; per cell,\n", " both are visible.\n", "- The two can disagree simply because a cluster boundary need not follow the boundary along\n", " which abundance actually changed.\n", "\n", "Neither is wrong, and neither supersedes the other. Reach for the per-cluster count when you\n", "have a trusted annotation and want a familiar per-cell-type number; reach for `kompot.da`\n", "when you want the shift located at whatever resolution it happens to occupy, without\n", "committing to labels first.\n" ] }, { "cell_type": "markdown", "id": "f99d8365", "metadata": {}, "source": [ "## 4. Accounting for sample variance\n", "\n", "With biological replicates, add `sample_col` so the test reflects between-animal variation\n", "— the same concern that motivates the replicate-level t-test in the counting section, now\n", "applied per cell. The test becomes more conservative, so we relax the threshold slightly.\n", "This adds a `_sample_var` set of results as `run_id=1`:" ] }, { "cell_type": "code", "execution_count": 16, "id": "77903896", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:14:07.670713Z", "iopub.status.busy": "2026-07-12T06:14:07.670477Z", "iopub.status.idle": "2026-07-12T06:16:05.492118Z", "shell.execute_reply": "2026-07-12T06:16:05.490698Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,676] [INFO ] Results with result_key='kompot_da' already exist in the dataset. Previous run was at 2026-07-11T23:14:03.636291 comparing Young to Old. Fields that will be overwritten: obs.kompot_da_Young_to_Old_lfc, obs.kompot_da_Young_log_density, obs.kompot_da_Old_log_density. Note: Only fields NOT affected by sample variance (like lfc, log_density) will be overwritten since they don't use the sample variance suffix. These results will likely be identical if other parameters haven't changed. This is a partial rerun with sample variance added to a previous analysis with matching parameters. Set overwrite=False to prevent overwriting or overwrite=True to silence this message.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,678] [INFO ] Condition 1 (Young): 2,917 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,678] [INFO ] Condition 2 (Old): 3,116 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,682] [INFO ] Using sample column 'Replicate' for sample variance estimation\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,684] [INFO ] Found 3 unique sample(s) in condition 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,685] [INFO ] Found 3 unique sample(s) in condition 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:07,686] [INFO ] Fitting density estimator for condition 1...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:27,714] [INFO ] Fitting density estimator for condition 2...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:53,472] [INFO ] Sample variance estimation automatically enabled due to provided sample indices\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:53,474] [INFO ] Setting up sample variance estimation...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:53,477] [INFO ] Found 3 unique groups for variance estimation\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:53,478] [INFO ] 3 groups have sufficient cells (>= 2) for variance estimation\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:14:53,479] [INFO ] Training estimator for group 1 with 944 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:03,574] [INFO ] Training estimator for group 2 with 1,007 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:12,572] [INFO ] Training estimator for group 3 with 966 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:19,902] [INFO ] Found 3 unique groups for variance estimation\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:19,904] [INFO ] 3 groups have sufficient cells (>= 2) for variance estimation\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:19,904] [INFO ] Training estimator for group 1 with 1,057 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:30,214] [INFO ] Training estimator for group 2 with 1,019 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:39,994] [INFO ] Training estimator for group 3 with 1,040 cells\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:15:56,065] [INFO ] Computing sample-specific variance for condition 1...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:00,929] [INFO ] Computing sample-specific variance for condition 2...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:05,447] [INFO ] This run will have `run_id=1`.\n" ] } ], "source": [ "da_sample_var = kompot.da(\n", " adata,\n", " groupby=GROUPING_COLUMN,\n", " condition1=c1, condition2=c2,\n", " obsm_key=DIMENSIONALITY_REDUCTION,\n", " sample_col=SAMPLE_COLUMN,\n", " threshold=kompot.DAThresholdSettings(ptp_threshold=0.1), # relaxed from 0.05\n", ")" ] }, { "cell_type": "markdown", "id": "a462ee74", "metadata": {}, "source": [ "Fold change is unchanged; significance (the z-score) becomes more conservative:" ] }, { "cell_type": "code", "execution_count": 17, "id": "34b39c7e", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:16:05.495850Z", "iopub.status.busy": "2026-07-12T06:16:05.495593Z", "iopub.status.idle": "2026-07-12T06:16:06.028805Z", "shell.execute_reply": "2026-07-12T06:16:06.027297Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.embedding(\n", " adata, \"umap\",\n", " color=[\n", " f\"kompot_da_{c1}_to_{c2}_lfc\",\n", " f\"kompot_da_{c1}_to_{c2}_lfc_zscore\",\n", " f\"kompot_da_{c1}_to_{c2}_lfc_zscore_sample_var\",\n", " ],\n", " color_map=\"RdBu_r\", vcenter=0, ncols=3, frameon=False,\n", ")" ] }, { "cell_type": "markdown", "id": "03dd1672", "metadata": {}, "source": [ "Volcano plots, standard vs. sample-variance:" ] }, { "cell_type": "code", "execution_count": 18, "id": "f7d86456", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:16:06.032192Z", "iopub.status.busy": "2026-07-12T06:16:06.031962Z", "iopub.status.idle": "2026-07-12T06:16:07.011414Z", "shell.execute_reply": "2026-07-12T06:16:07.010575Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,034] [INFO ] Found DA run info for run_id=0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,034] [INFO ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,035] [INFO ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,036] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,036] [WARNING ] Field 'kompot_da_Young_to_Old_neg_log10_lfc_ptp' was last written by run 0, but current context expects run 1. The field may have been overwritten.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,037] [INFO ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp'}\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:06,038] [WARNING ] Field inference completed with 2 warnings\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kompot.plot.volcano_da(adata, color=CELL_TYPE_COLUMN, run_id=0, title=\"Standard (pooled samples)\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "09141eb8", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:16:07.016498Z", "iopub.status.busy": "2026-07-12T06:16:07.016220Z", "iopub.status.idle": "2026-07-12T06:16:07.993541Z", "shell.execute_reply": "2026-07-12T06:16:07.992495Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,018] [INFO ] Found DA run info for run_id=1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,019] [INFO ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,019] [INFO ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var' from run info\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,020] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,021] [INFO ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var'}\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,022] [WARNING ] Field inference completed with 1 warnings\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kompot.plot.volcano_da(adata, color=CELL_TYPE_COLUMN, run_id=1, title=\"With sample variance\")" ] }, { "cell_type": "markdown", "id": "0d034c79", "metadata": {}, "source": [ "Fewer cells clear significance under sample variance, but effect sizes and the overall\n", "cell-type pattern are preserved — the surviving calls are the robust ones." ] }, { "cell_type": "code", "execution_count": 20, "id": "dfab0951", "metadata": { "execution": { "iopub.execute_input": "2026-07-12T06:16:07.997329Z", "iopub.status.busy": "2026-07-12T06:16:07.996804Z", "iopub.status.idle": "2026-07-12T06:16:25.608581Z", "shell.execute_reply": "2026-07-12T06:16:25.606547Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2026-07-11 23:16:07,999] [WARNING ] No run history found for de analysis.\n" ] } ], "source": [ "kompot.cleanup(adata)\n", "adata.write_h5ad(\"../data/murine_bone_marrow_aging_da.h5ad\")" ] }, { "cell_type": "markdown", "id": "7267a72b", "metadata": {}, "source": [ "## Where to go deeper\n", "\n", "- **[Getting Started](./01_getting_started.ipynb)** — differential *expression*.\n", "- **[DE with sample variance](./03_sample_variance.ipynb)** — the gene-level counterpart to the section above.\n", "- **[Smooth expression](./05_smooth_expression.ipynb)** — the GP primitive that underlies both DA and DE.\n", "- **[Paper](https://www.biorxiv.org/content/10.1101/2025.06.03.657769)** ·\n", " **[Documentation](https://kompot.readthedocs.io)**" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 5 }