{ "cells": [ { "cell_type": "markdown", "id": "md_80419", "metadata": {}, "source": [ "# scCS Tutorial — Single-Condition Analysis\n", "## Single-cell Commitment Scores with Radial Star Embedding\n", "\n", "**scCS v0.7.0** computes RNA velocity-based commitment scores for k-furcation cell fate decisions.\n", "\n", "### What scCS does\n", "1. Takes a user-defined **bifurcation cluster** (progenitor) and **k terminal fate clusters**\n", "2. Builds a **radial star embedding** — progenitor at origin, each fate on its own arm\n", "3. Projects **RNA velocity** into this embedding\n", "4. Computes **commitment scores** (unCS, nCS) and per-cell fate affinities\n", "5. Optionally bootstraps **confidence intervals** on all scores\n", "6. Identifies **driver genes** (velocity-based + DEG-based) per fate arm\n", "7. Runs **pathway enrichment** (KEGG, GO BP, Reactome) per fate\n", "\n", "### Reference\n", "Kriukov et al. (2025) *Single-cell transcriptome of myeloid cells in response to transplantation of human retinal neurons reveals reversibility of microglial activation*\n", "\n", "---\n", "**Notebook outline**\n", "\n", "| Section | What you learn |\n", "|---------|---------------|\n", "| 1. Installation | pip install |\n", "| 2. Load & preprocess | scVelo pancreas dataset |\n", "| 3. RNA velocity | scVelo dynamical model |\n", "| 4. Build star embedding | `SingleScorer.build_embedding()` |\n", "| 5. Fix arm coverage | `rebuild_embedding_with_subset_pseudotime()` |\n", "| 6. Fit & score | `fit()`, `score()`, bootstrap CI |\n", "| 7. Visualize | star plot, rose, pairwise heatmap, bar chart |\n", "| 8. Per-cell scores | fate affinity, entropy, NN-smoothed entropy |\n", "| 9. Transfer labels | write scores back to full adata |\n", "| 10. Subset scoring | `score_per_subset()` |\n", "| 11. Driver genes | velocity drivers, DEG drivers |\n", "| 12. Pathway enrichment | KEGG / GO BP per fate |\n", "| 13. Expression trends | `plot_expression_trends()` |\n" ] }, { "cell_type": "markdown", "id": "md_51322", "metadata": {}, "source": [ "## 1. Installation" ] }, { "cell_type": "code", "execution_count": 1, "id": "cd_36910", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scCS version: 0.7.4\n" ] } ], "source": [ "%matplotlib inline\n", "# Install from GitHub (recommended)\n", "# !pip install git+https://github.com/mcrewcow/scCS.git\n", "\n", "# Or from a local directory:\n", "#!pip install -e /...\n", "\n", "import scCS\n", "print(f\"scCS version: {scCS.__version__}\")" ] }, { "cell_type": "markdown", "id": "md_24156", "metadata": {}, "source": [ "## 2. Load & preprocess data\n", "\n", "We use the built-in **pancreas** dataset from scVelo — a well-studied k=4 bifurcation\n", "(Ductal → Alpha, Beta, Delta, Epsilon). The dataset already contains spliced/unspliced\n", "counts and cluster annotations.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "cd_54704", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "29b104cf498249de9e378ed909a388d9", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0.00/50.0M [00:00= 2.2 rejects this with ValueError.\n", " # cell_ranger uses explicit bin edges including +/-inf and is\n", " # robust across pandas/py versions (scCS changelog v0.7.4).\n", " scv.pp.filter_and_normalize(adata, min_shared_counts=20)\n", " sc.pp.highly_variable_genes(\n", " adata, n_top_genes=2000, subset=True, flavor=\"cell_ranger\"\n", " )\n", "sc.pp.neighbors(adata)\n", "scv.pp.moments(adata, n_pcs=None, n_neighbors=None)" ] }, { "cell_type": "markdown", "id": "md_39969", "metadata": {}, "source": [ "## 3. RNA velocity\n", "\n", "We run the **dynamical model** (most accurate) via scVelo.\n", "If your data already has `velocity` and `velocity_graph`, skip this section.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "cd_10252", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "db9b2feb39654b88a3763df073bc273c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1163 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.tl.recover_dynamics(adata, n_jobs=32)\n", "scv.tl.velocity(adata, mode=\"dynamical\")\n", "scv.tl.velocity_graph(adata)\n", "scv.tl.velocity_pseudotime(adata)\n", "\n", "# Visualise velocity on UMAP\n", "scv.pl.velocity_embedding_stream(adata, basis=\"umap\", color=\"clusters\",\n", " title=\"RNA velocity — pancreas\")" ] }, { "cell_type": "markdown", "id": "md_00889", "metadata": {}, "source": [ "**Alternatively**, you can let scCS run the full velocity pipeline for you:\n", "\n", "```python\n", "scorer = scCS.SingleScorer(adata, ...)\n", "scorer.compute_velocity(mode=\"dynamical\", n_top_genes=2000)\n", "```\n" ] }, { "cell_type": "markdown", "id": "md_31811", "metadata": {}, "source": [ "## 4. Build the radial star embedding\n", "\n", "The pancreas dataset has a clear bifurcation from **Ductal** progenitors into\n", "four terminal fates: Alpha, Beta, Delta, Epsilon.\n", "\n", "`SingleScorer` requires:\n", "- `root` — the progenitor cluster label\n", "- `branches` — list of terminal fate cluster labels\n", "- `obs_key` — column in `adata.obs` with cluster labels" ] }, { "cell_type": "code", "execution_count": 5, "id": "cd_07216", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Building star embedding: root='Pre-endocrine', k=4 fates, metric='pseudotime'\n", "[scCS] Subsetting: 1876 / 3696 cells kept\n", " (1820 cells from other populations excluded)\n", " Alpha: 481 cells (fate)\n", " Beta: 591 cells (fate)\n", " Delta: 70 cells (fate)\n", " Epsilon: 142 cells (fate)\n", " Pre-endocrine: 592 cells (progenitor)\n", "\n", "[scCS] Star embedding built → adata_sub.obsm[\"X_sccs\"] shape: (1876, 2)\n", " Arm angles: {'Alpha': 0.0, 'Beta': 90.0, 'Delta': 180.0, 'Epsilon': 270.0}\n", "[scCS] Star embedding stored in scorer.adata_sub.obsm['X_sccs']. (1876 cells)\n", "Embedding shape: (1876, 2)\n", "Cells in embedding: 1876\n" ] } ], "source": [ "scorer = scCS.SingleScorer(\n", " adata,\n", " root=\"Pre-endocrine\",\n", " branches=[\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\"],\n", " obs_key=\"clusters\",\n", " n_angle_bins=36, # 10° angular bins (default)\n", " sector_method=\"centroid\", # anchor sectors to fate centroids (recommended)\n", ")\n", "\n", "# Build the star embedding using scVelo pseudotime\n", "scorer.build_embedding(\n", " ordering_metric=\"pseudotime\", # uses adata.obs['velocity_pseudotime']\n", " arm_scale=10.0, # maximum radial distance\n", " jitter=0.3, # perpendicular noise to avoid overplotting\n", ")\n", "\n", "print(\"Embedding shape:\", scorer.adata_sub.obsm[\"X_sccs\"].shape)\n", "print(\"Cells in embedding:\", scorer.adata_sub.n_obs)" ] }, { "cell_type": "markdown", "id": "md_52821", "metadata": {}, "source": [ "## 5. Fix arm coverage with subset-local pseudotime\n", "\n", "**Problem:** scVelo pseudotime is computed on the *full* adata. When we subset to\n", "bifurcation + terminal fate cells, the pseudotime range is compressed — cells cluster\n", "near the origin instead of spanning the full arm length.\n", "\n", "**Solution:** `refit_pseudotime()` extracts the velocity_graph\n", "submatrix for the subset cells, recomputes pseudotime locally, scales it to [0, 1],\n", "and rebuilds the embedding.\n", "\n", "> **When to use `scale_01=True` vs `False`:**\n", "> - `scale_01=True` (default) — cells span the full arm; best for single-condition analysis\n", "> - `scale_01=False` — preserves absolute pseudotime ordering; use for multi-condition\n", "> comparisons where cross-condition pseudotime comparability matters\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "cd_55996", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Recomputing pseudotime on subset (1876 / 3696 cells)...\n", "[scCS] Used scanpy DPT (with diffmap) as pseudotime fallback.\n", "[scCS] Subset pseudotime scaled to [0, 1].\n", "[scCS] Subset pseudotime stored in adata_sub.obs['sccs_pseudotime']. Range: [0.000, 1.000]\n", "[scCS] Rebuilding star embedding with subset-local pseudotime...\n", "[scCS] Subsetting: 1876 / 3696 cells kept\n", " (1820 cells from other populations excluded)\n", " Alpha: 481 cells (fate)\n", " Beta: 591 cells (fate)\n", " Delta: 70 cells (fate)\n", " Epsilon: 142 cells (fate)\n", " Pre-endocrine: 592 cells (progenitor)\n", "\n", "[scCS] Star embedding built → adata_sub.obsm[\"X_sccs\"] shape: (1876, 2)\n", " Arm angles: {'Alpha': 0.0, 'Beta': 90.0, 'Delta': 180.0, 'Epsilon': 270.0}\n", "[scCS] Embedding rebuilt. Call fit() again to update the FateMap and velocity projection.\n", "Subset pseudotime range: [0.495, 1.000]\n" ] } ], "source": [ "# Recompute pseudotime on the subset subgraph and rebuild the embedding\n", "scorer.refit_pseudotime(scale_01=True)\n", "\n", "# Inspect the corrected pseudotime\n", "pt_sub = scorer.adata_sub.obs[\"velocity_pseudotime\"]\n", "print(f\"Subset pseudotime range: [{pt_sub.min():.3f}, {pt_sub.max():.3f}]\")" ] }, { "cell_type": "markdown", "id": "md_38754", "metadata": {}, "source": [ "## 6. Fit and compute commitment scores\n", "\n", "`fit()` builds the FateMap (validates clusters, computes fate centroids, projects velocity).\n", "`score()` computes all commitment scores.\n", "\n", "### Key outputs in `CommitmentScoreResult`\n", "\n", "| Attribute | Description |\n", "|-----------|-------------|\n", "| `pairwise_unCS` | Unnormalized CS matrix (k × k) |\n", "| `pairwise_nCS` | Cell-count-normalized CS matrix (k × k) |\n", "| `commitment_vector` | Fraction of velocity mass per fate |\n", "| `population_entropy` | Population-level commitment entropy |\n", "| `mean_cell_entropy` | Mean per-cell fate entropy |\n", "| `per_fate_entropy` | Per-fate binary entropy |\n", "| `cell_scores` | Per-cell fate affinity matrix (n_cells × k) |\n", "| `bootstrap_ci` | Bootstrap CI dict (if `n_bootstrap > 0`) |\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "cd_49984", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Root cluster 'Pre-endocrine': 592 cells, centroid=(-0.00, -0.00)\n", "[scCS] Fate 'Alpha': 481 cells, centroid=(3.51, -0.01)\n", "[scCS] Fate 'Beta': 591 cells, centroid=(0.03, 4.38)\n", "[scCS] Fate 'Delta': 70 cells, centroid=(-4.75, -0.05)\n", "[scCS] Fate 'Epsilon': 142 cells, centroid=(-0.02, -2.55)\n", "[scCS] FateMap built: k=4 fates\n", "[scCS] Projecting velocity via scVelo on full adata → slicing to subset...\n", "[scCS] Velocity projected. Shape: (1876, 2)\n", "FateMap (root='Pre-endocrine', k=4)\n", " Cluster key : 'clusters'\n", " Root cells : 592\n", " Root centroid: (-0.005, -0.003)\n", " Fate 0: 'Alpha' n_cells=481 centroid=(3.51, -0.01) arm_angle=0.0°\n", " Fate 1: 'Beta' n_cells=591 centroid=(0.03, 4.38) arm_angle=90.0°\n", " Fate 2: 'Delta' n_cells=70 centroid=(-4.75, -0.05) arm_angle=180.0°\n", " Fate 3: 'Epsilon' n_cells=142 centroid=(-0.02, -2.55) arm_angle=270.0°\n" ] }, { "data": { "text/plain": [ "SingleScorer(root='Pre-endocrine', branches=['Alpha', 'Beta', 'Delta', 'Epsilon'], k=4, status='fitted')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scorer.fit()" ] }, { "cell_type": "code", "execution_count": 8, "id": "fc97f3d6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = scorer.plot_nn_entropy_elbow(k_nn_range=range(5, 51, 5))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "cd_05626", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Computing bootstrap CI (n=500)...\n", "=== CommitmentScoreResult ===\n", " Fates (4): Alpha, Beta, Delta, Epsilon\n", " Dominant fate: Beta\n", "\n", " Entropy metrics:\n", " Population entropy: 0.7052 [aggregate velocity-mass balance]\n", " Mean cell entropy: 0.9361 [per-cell average, k-way]\n", " Per-fate cell entropy:\n", " Alpha: 0.8246\n", " Beta: 0.8608\n", " Delta: 0.7541\n", " Epsilon: 0.6399\n", " NN-smoothed entropy (k=15): mean=0.9547 [per-cell, stored in adata_sub.obs['cs_nn_entropy']]\n", "\n", " Commitment vector (normalized):\n", " Alpha: 0.2210\n", " Beta: 0.6449\n", " Delta: 0.0765\n", " Epsilon: 0.0576\n", "\n", " Pairwise nCS matrix:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000000 0.421157 0.420532 1.133082\n", "Beta 2.374413 1.000000 0.998516 2.690405\n", "Delta 2.377942 1.001486 1.000000 2.694404\n", "Epsilon 0.882548 0.371691 0.371140 1.000000\n", "\n", " Bootstrap 95% CI on nCS (n=500):\n", " CI low:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.369 0.352 0.922\n", "Beta 2.119 1.000 0.851 2.270\n", "Delta 1.989 0.855 1.000 2.103\n", "Epsilon 0.723 0.303 0.290 1.000\n", " CI high:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.472 0.503 1.383\n", "Beta 2.712 1.000 1.170 3.297\n", "Delta 2.838 1.175 1.000 3.449\n", "Epsilon 1.084 0.440 0.476 1.000\n" ] } ], "source": [ "# Score with bootstrap confidence intervals (n_bootstrap=500 recommended)\n", "result = scorer.score(\n", " cell_level=True, # compute per-cell fate affinities\n", " k_nn=15, # NN-smoothed entropy (15 nearest neighbours)\n", " n_bootstrap=500, # bootstrap CI on nCS\n", " bootstrap_ci=0.95, # 95% CI\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "cd_25064", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== CommitmentScoreResult ===\n", " Fates (4): Alpha, Beta, Delta, Epsilon\n", " Dominant fate: Beta\n", "\n", " Entropy metrics:\n", " Population entropy: 0.7052 [aggregate velocity-mass balance]\n", " Mean cell entropy: 0.9361 [per-cell average, k-way]\n", " Per-fate cell entropy:\n", " Alpha: 0.8246\n", " Beta: 0.8608\n", " Delta: 0.7541\n", " Epsilon: 0.6399\n", " NN-smoothed entropy (k=15): mean=0.9547 [per-cell, stored in adata_sub.obs['cs_nn_entropy']]\n", "\n", " Commitment vector (normalized):\n", " Alpha: 0.2210\n", " Beta: 0.6449\n", " Delta: 0.0765\n", " Epsilon: 0.0576\n", "\n", " Pairwise nCS matrix:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000000 0.421157 0.420532 1.133082\n", "Beta 2.374413 1.000000 0.998516 2.690405\n", "Delta 2.377942 1.001486 1.000000 2.694404\n", "Epsilon 0.882548 0.371691 0.371140 1.000000\n", "\n", " Bootstrap 95% CI on nCS (n=500):\n", " CI low:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.369 0.352 0.922\n", "Beta 2.119 1.000 0.851 2.270\n", "Delta 1.989 0.855 1.000 2.103\n", "Epsilon 0.723 0.303 0.290 1.000\n", " CI high:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.472 0.503 1.383\n", "Beta 2.712 1.000 1.170 3.297\n", "Delta 2.838 1.175 1.000 3.449\n", "Epsilon 1.084 0.440 0.476 1.000\n" ] } ], "source": [ "# Summary table\n", "print(result.summary())" ] }, { "cell_type": "code", "execution_count": 11, "id": "cd_13505", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pairwise nCS matrix:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.421 0.421 1.133\n", "Beta 2.374 1.000 0.999 2.690\n", "Delta 2.378 1.001 1.000 2.694\n", "Epsilon 0.883 0.372 0.371 1.000\n", "\n", "Commitment vector (fraction of velocity mass per fate):\n", " Alpha: 0.221\n", " Beta: 0.645\n", " Delta: 0.076\n", " Epsilon: 0.058\n", "\n", "Population entropy: 0.705\n", "Mean per-cell entropy: 0.936\n" ] } ], "source": [ "# Access individual scores\n", "print(\"Pairwise nCS matrix:\")\n", "print(pd.DataFrame(\n", " result.pairwise_nCS,\n", " index=result.fate_names,\n", " columns=result.fate_names\n", ").round(3))\n", "\n", "print(\"\\nCommitment vector (fraction of velocity mass per fate):\")\n", "for fate, cv in zip(result.fate_names, result.commitment_vector):\n", " print(f\" {fate}: {cv:.3f}\")\n", "\n", "print(f\"\\nPopulation entropy: {result.population_entropy:.3f}\")\n", "print(f\"Mean per-cell entropy: {result.mean_cell_entropy:.3f}\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "cd_28286", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CI (95%, n=500):\n", " nCS CI low:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.369 0.352 0.922\n", "Beta 2.119 1.000 0.851 2.270\n", "Delta 1.989 0.855 1.000 2.103\n", "Epsilon 0.723 0.303 0.290 1.000\n", "\n", " nCS CI high:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.472 0.503 1.383\n", "Beta 2.712 1.000 1.170 3.297\n", "Delta 2.838 1.175 1.000 3.449\n", "Epsilon 1.084 0.440 0.476 1.000\n" ] } ], "source": [ "# Bootstrap CI (if n_bootstrap > 0)\n", "if result.bootstrap_ci is not None:\n", " ci = result.bootstrap_ci\n", " print(f\"Bootstrap CI ({int(ci['ci_level']*100)}%, n={ci['n_bootstrap']}):\")\n", " print(\" nCS CI low:\")\n", " print(pd.DataFrame(ci['ci_low'], index=result.fate_names, columns=result.fate_names).round(3))\n", " print(\"\\n nCS CI high:\")\n", " print(pd.DataFrame(ci['ci_high'], index=result.fate_names, columns=result.fate_names).round(3))" ] }, { "cell_type": "markdown", "id": "md_23805", "metadata": {}, "source": [ "## 7. Visualizations\n", "\n", "scCS provides several built-in plots. All are accessible as methods on the scorer\n", "or as standalone functions in `scCS.plot`.\n" ] }, { "cell_type": "markdown", "id": "md_29288", "metadata": {}, "source": [ "### 7.1 Radial star embedding" ] }, { "cell_type": "code", "execution_count": 13, "id": "cd_48296", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Primary visualization: cells in the star embedding, coloured by fate\n", "fig = scorer.plot_star(result, figsize=(8, 8))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "cd_08405", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Colour by per-cell entropy instead of fate\n", "fig = scorer.plot_star(result, color_by=\"entropy\", figsize=(8, 8))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "cd_98980", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Colour by NN-smoothed entropy (requires k_nn in score())\n", "fig = scorer.plot_star(result, color_by=\"nn_entropy\", figsize=(8, 8))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_35846", "metadata": {}, "source": [ "### 7.2 Rose / polar plot" ] }, { "cell_type": "code", "execution_count": 16, "id": "cd_90305", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Rose plot: cumulative velocity magnitude per angular bin\n", "fig = scorer.plot_rose(result, figsize=(6, 6))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_83490", "metadata": {}, "source": [ "### 7.3 Pairwise nCS heatmap" ] }, { "cell_type": "code", "execution_count": 17, "id": "cd_24992", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeMAAAGACAYAAACeFwrMAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAoHJJREFUeJzs3XdUE0sbB+BfaAHp3QJKERBBBcFeUFTAir2hFyv2rteGDb32dsWCvSvYrmJDATv23gtgLxTpNUD2+wPJZ0yAJCQk6Puck3PI7uzs7EB4M7OzMyyGYRgQQgghRG6U5F0AQggh5E9HwZgQQgiRMwrGhBBCiJxRMCaEEELkjIIxIYQQImcUjAkhhBA5o2BMCCGEyBkFY0IIIUTOKBgTQgghciaVYBwYGAg7Ozveq3Hjxvjrr79w9+5dsfKZMWMGOnXqJI0iCS2js7OzTPIWhsPhYNeuXejevTucnZ1Rt25ddO7cGYGBgUhLSyu3ckjq06dPsLOzQ1hYGG/brl27cPnyZTmWqmTilC85ORmLFy+Gh4cH6tSpgyZNmqBfv37YtWuXbAtZjl69egVnZ2ckJSXxthV9Rm/cuMGXNi0tDXZ2djh27Fh5F1NidnZ22L59O+/9wIEDMWLEiHI5965du2BnZydS2levXmHKlClo3rw5HB0d0bRpU4wdO5bvd5Cfn4+9e/eiS5cucHZ2RoMGDdClSxcEBASAw+GUeo5Lly6hZcuWIqUVJjIyEkOGDEHDhg3h6OgId3d3zJ07F2/fvuWlEeUzc+/ePTRq1AgZGRl8+YeGhqJ9+/YoKCiQqHx/AhVpZaSuro7du3cDAL59+4aNGzdi0KBBOHbsGGxtbUXKY/To0cjKypJWkfj06tULbm5uMsn7V7m5uRg2bBgePnwIHx8fTJw4EWpqanjx4gX27t2L9PR0zJo1q1zKIikTExOEhITAwsKCt23Pnj1o1apVudWjuEQtX35+Pnx9fZGeng4/Pz9YWVkhMTER9+/fx8WLFzFo0KDyKbCMrV27Ft27d4eBgYHAvo0bN6JJkyZyKJXszJs3D0pKitXZFxERgUmTJsHGxgaTJk1C9erVkZSUhPPnz2PIkCG4ffs2tLW1sWjRIhw7dgx+fn6oX78+srOz8eLFC4SGhiInJwdqamrFnoNhGKxZswaDBg0qMV1xVq5cia1bt8LT0xMLFy6EgYEBPnz4gKNHj2LSpEk4fvy4yJ8ZFxcX2NjYYMeOHRg/fjzvHB07dsS///6L48ePo0ePHmKX8Y/ASMG6desYJycnvm2fP39m7OzsmAULFkjjFDzZ2dlSzU8Wli1bxtSqVYuJiooS2JeTk8Ncv35dDqUqu9atW0v99ylNopYvKiqKsbW1ZW7fvi2wr6CgQBZFEyDrv+MPHz4wdnZ2zLNnz/i229raMgMHDmRsbW2ZO3fu8LanpqYytra2zNGjR8t87vL6jNra2jLbtm0rl3P9aufOnYytrW2JaeLj45n69eszvr6+TG5ursD+GzduMFlZWUxWVhbj4ODABAYGCs2Hy+WWeJ4bN24w9vb2zPfv30W/gB8uXbrE2NraMmvXrhW6/8KFCwzDiPeZ+e+//5jGjRszHA6Hb3tgYCDj7e0tdhn/FDL7Glm1alUYGBjg06dPAIAdO3agR48ecHFxQZMmTTBixAi+LhBAsJv62LFjsLOzw4MHDzB48GA4OTlh+fLlmDVrFvr3789Ll5SUhFq1avF948rMzISDgwPOnj0LQLCbOi8vD8uWLUOrVq3g6OiI5s2bY+TIkUhPT+elSUtLw/z583ndS927d8e1a9dKvO6cnBwcPHgQbdu2RdOmTQX2s9lsvhbJ58+fMX78eLi4uMDJyQlDhw7Fq1ev+I5xd3dHQEAAdu3aBTc3Nzg7O2PGjBngcDh48eIF+vbtCycnJ/Ts2VPgWDs7O2zZsgVr1qxBkyZN4OrqiuXLl4NhGNy4cQPe3t5wdnaGr68vvn79yjvu125qd3d3fP78Gfv37+d1dRZ1aZalfAzDYPv27fD09ISjoyPatGkj0FVc9Lt79eoV+vXrh3r16qFTp064evUqXx0VV75fpaamAgCMjY0F9v3askpLS8PChQvRsmVLXvfdqlWr+NIEBwfzyu/u7o6NGzeCy+Xy9hf3dwwU9iJNnToVjRo1Qt26deHj44OnT5/y5R8ZGcm73eHq6oru3buX2h1//PhxmJubo3bt2gL73Nzc4ODggA0bNpSYR1mu7datW7Czs8PVq1cxYcIEODs7o1WrVjh58iSA//diNGzYELNnz+brXo2Pj8fMmTPRpk0b1K1bFx4eHli9enWpXbC/dlP/fOvs51dgYCAvTUxMDEaNGsX7/Pn5+eHDhw98+WZkZODvv/+Gs7MzGjdujOXLl4vU3Xro0CFkZGRg5syZQlusjRs3hoaGBrKzs5GXlwcTExOh+bBYrBLPc/z4cTRo0ICvB6So/qOiojBlyhQ4OzujdevW2Lp1K9+xO3bsgJGREUaPHi0079atWwMQ7zPTtm1bpKenC/yNtm/fHi9evMDLly9LvJ4/ldS6qX+VkZGBlJQU3h/Yt2/fMGDAAFStWhUZGRkIDg5G3759ce7cOejp6ZWY15QpU9CnTx+MGDECGhoaiI2NxcmTJ5Gbmws2m427d+/yuoEzMjKgpaWFBw8eID8/Hw0aNBCa5+bNmxEcHIypU6fCxsYGycnJiIqK4n3gORwOBg8ejO/fv2PixIkwNTVFaGgoRowYwfsHJMzTp0+RlZWFFi1aiFRHAwcOhJKSEhYsWAA2m41NmzZhwIABCA0NRZUqVXhpIyMjYWNjg4CAAHz8+BFLly6FqqoqHj58iEGDBsHIyAgrV67EhAkTcObMGb4PyP79+9GwYUMsX74cjx49QmBgILhcLqKiojBq1Cioqqpi0aJFmD17Nnbs2CG0rOvXr+d1oQ0ZMgQAUL169TKX759//sHhw4cxcuRI1KtXD/fv38fKlSvBZrPRr18/Xv55eXmYOnUq/vrrL4wePRpbt27F+PHjceHCBejr65davp/Z29tDSUkJ/v7+GDNmDFxcXIT+s+RwOPD19cXnz58xZswY2Nra4tu3b7h37x4vzd69e7Fo0SIMHDgQrVq1woMHD7B+/Xqkp6dj+vTpfPn9+necmpqK/v37o1KlSpgzZw60tbWxd+9e+Pr64vz58zA0NMSHDx8wYcIEdOzYEVOmTAGXy8XLly95/xyLc/369RLHSIwePRpjxozBw4cP4eTkJDRNWa4tJycHADB//nx069YNvXv3xqFDh/D333/j5cuXePPmDRYsWMD7WzE3N8fIkSMBFN6b1NPTw8yZM6Gjo4N3794hMDAQCQkJWLJkSYnX/bOQkBC+99euXUNgYCAsLS0BAB8/fkTfvn1hY2ODpUuXgsViISgoCIMGDUJYWBjvb2LWrFm4evUqpk6dCjMzMxw4cACnTp0q9fx37tyBiYlJqfeWDQwMULVqVWzatAmamppo3rw5dHV1Rb7O69evF9v1O2/ePHh7e2PDhg2IiIjAypUrYWdnh5YtWyI/Px/379+Hh4cHVFVVSzyHqJ8ZANDS0kLNmjVx/fp1tG3blrfd2toaurq6iIqKQq1atUS+vj+GNJrXRd3UeXl5TF5eHvPx40dm7NixjK2tLXPlyhWB9Pn5+Ux2djbj5OTEBAcH87ZPnz6d6dixI+/90aNHGVtbW2bz5s18x3/48IGxtbVlbt26xTAMwyxatIiZPHky07BhQ+by5csMwzDM6tWrGQ8PD4EyFvHz82PGjh1b7DUdOXKEqV27NvPmzRu+7b169WLGjx9f7HGnT58u9rp/tXv3bsbOzo6Jjo7mbUtOTmacnJyYJUuW8La1bt2aadmyJV9X17hx4xhbW1ve9TJMYZeSra0t8+LFC942W1tbpmfPnnzn7datm8B59+7dy9ja2jKpqakMwzDMx48fGVtbW+bs2bN85RDWDSxp+d6/f8/Y2dnx/Q0wDMOsWLGCadasGa/7a926dYytrS1z6dIlXpqi8h0/frzU8gmza9cuxsHBgbG1tWUcHByYfv36MXv27GHy8vJ4aUJCQhhbW1vm/v37QvPIz89nGjVqxEyaNIlv+6pVqxgHBwcmKSmJYZji/47//fdfxsXFhUlMTORty83NZVq1asUsW7aMYRiGOXv2LGNra8ukp6eLdF0MU9it6ejoKLQLt6hrl8vlMp07d2aGDRvGMIxgN3VZr+3mzZuMra0ts3z5ct62tLQ0xt7ennFzc+Prwhw3blyJ3Zd5eXlMaGgoU7t2bSYrK0vgWooMGDCA8fPzE5rH27dvGVdXV2b27Nm8bX///TfTpk0bJicnh7ft+/fvjJOTE7Nv3z6GYRjmzZs3jJ2dHXP48GFemvz8fMbd3b3UbmovLy+md+/eJaYpcvPmTaZp06aMra0tY2dnx7Rv355ZuXJlqV3PcXFxAp/TovxsbW15f0cMU/h30bp1a2bWrFkMwzBMQkICY2try6xcuVKkMorymSkyffp0pnv37gLbBwwYwIwbN06k8/1ppNZNnZWVBQcHBzg4OKBNmza4desW5s6dy2shPnz4EIMHD0ajRo1Qu3Zt1KtXD1lZWXj37l2pebdq1Yrvvbm5OSpXrow7d+4AAO7evYuGDRvC1dWVb1txrWIAqF27Ni5fvozAwEA8fvyYr+sNAKKiomBrawsLCwvk5+fzXk2bNsWTJ09KLXNpXUtFZbSxsYG1tTVvm56eHpo2bcrX+gKABg0a8H0TtbCwgJKSEho3bsy3DQBfdzMAge5yS0tLmJiY8J236Nhv376VWm5hJCnf9evXAQAeHh4CdZyQkMB3HUpKSnzd+2ZmZlBXV0dcXJxE5fX19cXFixcREBAAT09PvHv3DosWLcLgwYN5fws3btyAtbV1sS3M2NhYJCcnw8vLi297hw4dkJeXh8ePH/Nt//XvOCoqCo0aNYKuri7v2pWUlNCgQQPe35idnR2UlZUxdepUXLhwge82SnFSU1PB4XCEDtwqwmKxMGrUKFy5ckXo33NZr61Is2bNeD9ra2vDwMAArq6ufC0xCwsLvt81wzDYtWsXOnTogLp168LBwQFTp05Ffn4+Pn78WOK1C5ORkYHRo0fD2toac+fO5W2PioqCu7s7lJWVefWvo6OD2rVr824VPHnyBAzDoF27drzjlJWV+Vp8JRHl/wAANGrUCOHh4fj333/Rp08fFBQUYMuWLejcuXOJf+MJCQkAUOzvunnz5nxlsba2FviMi1pGUT4zRfT19XllE2U7kfJo6n379oHFYkFfXx9VqlThdUV++fIFQ4YMgaOjIxYsWAATExOoqqpixIgRyM3NLTVvIyMjgW0NGjTA3bt3kZGRgZcvX8LV1RXZ2dkICwsDh8PB48eP0atXr2LzHDVqFJSUlPDff/9h/fr1MDAwgI+PD8aMGQMWi4Xk5GQ8f/4cDg4OAscqKysXm29Rt/yvAVGYtLQ0oddmaGiIN2/e8G3T0dHhe6+qqgp1dXW+AFj0D+7XOhV2rLBtwo4VlSTlS05OBsMwfAH7Z1+/fkW1atUAQCCvovwkLS9QeP+rT58+6NOnD/Ly8jB37lwcO3YMFy9eRJs2bfhuswhT1FVsaGjIt73o/a9dyb/+rpOTk/Hw4UOhf2NFXeyWlpYICgrC5s2bMXbsWCgpKaF58+aYO3cuqlatKrRcRXVS2shaT09P1KxZExs3bsSyZcukem1FtLW1+d6rqakJ/Vv5+X7w7t27sWzZMgwbNgyNGjWCjo4Onjx5goCAALF/31wuF1OnTkV6ejp27drFVyfJycnYvXs37ymQX8sEFAY7VVVVgW7jX+tFGFNTU8TGxopc1kqVKsHLy4v3Bejw4cPw9/fHjh07MHPmTKHHlPa7/rX+VVVVeV/o9PT0wGaz8eXLF5HLWNpnpoiamprQ31VZP7O/M6kFYyUlJdSpU0fovqtXryIrKwvr16/nfRDz8/NLve9VkgYNGmDp0qW4desW9PX1YW1tjezsbKxcuRI3b94Eh8OBq6trscerqalh3LhxGDduHN6/f4+jR48iMDAQZmZm6Nq1K3R1dWFnZ4d//vlHrHI5OjqiUqVKuHr1aolfBgBAV1dXYBAbAHz//l2se0YVla6uLlgsFg4cOCD0nlXRvb3yoKqqynsULyYmBm3atIGenp7AgLOfFY11+Pk5XqDw9weg1N+hrq4uWrRogQkTJgjs+/mfa8uWLdGyZUtkZGTgypUrWLJkCWbOnCk0iPxcrtKeZ1dSUsLIkSMxbdo0gUE1Zb22sggLC4O7uzumTJnC2xYTEyNRXmvWrEFUVBT27t0r8MVKV1cXbm5ufINBi2hqagIoDD55eXlITU3lu+aieihJw4YNcePGDbx58wY2NjZil71Xr15YuXJliddeVCZJ5i5QUVFB/fr1cfPmTeTn50NFRbxwIOwzUyQtLU3oWKD09PRSxwj9qcrlobycnBywWCy+X/bZs2eRn58vcZ6urq7IysrCrl27eEHX3t4ebDYbW7duRZUqVWBmZiZSXjVq1MDkyZOhp6fH+ybbtGlTfPz4ESYmJqhTp47Aqzjq6uro168fwsPDcfPmTYH9ubm5vIf9XVxc8Pr1a75vz6mpqbh+/TpcXFxErovyIu1vtUXdzikpKULrWEtLSyblS0lJEfq3V3TLpGjEaNOmTRETE4NHjx4JzcfS0hIGBgZ8E6MAhX/bqqqqqFu3bonlKMrf2tpa4NqFDfrR0tJChw4d0LFjxxL/QbPZbFStWpX3JENJOnTogBo1agiMrC7rtZVFTk6OwJezolHY4jh9+jS2bNmCuXPnCh2k1qRJE7x58wa1a9cWqH8rKysA4H3Ww8PDeccVFBQgIiKi1PP36tULWlpaWLJkCfLy8gT237p1izeSWljD5Pv370hPTxc6grmImZkZVFVVRfpdCzN48GAkJCQgKChI6P6iEdGifmaKfP78WeiX6eK2ExmOpv5ZUTfkzJkz0bdvX7x58wY7d+4U6K4Sh7W1NQwNDXH79m34+/sDKOw+rl+/Pq5cuYLOnTuXePzo0aPh4OCA2rVrQ0NDAxcvXkRqaiqvrF27dkVwcDD++usvDBkyBBYWFkhPT8fz58+Rl5fH9639VxMmTMCTJ0/g5+cHHx8fNG3aFKqqqnj58iX279+P1q1bo0mTJujevTt27dqFESNGYOLEibzR1CoqKvD19ZW4bmTFysoKN2/eRFRUFHR0dGBmZgZ9fX2J87O0tISPjw/+/vtvDB06FPXq1UNeXh7evXuHW7duYePGjTIp382bN7Fy5Up069YNdevWhYqKCl68eIHNmzejatWqvPuD3t7eOHDgAPz8/DB27FjY2NggLi4Od+/excKFC6GsrIzRo0dj0aJFMDAwgJubGx4+fIitW7fC19e31LoZNGgQTp48iQEDBuCvv/5C1apVkZSUhEePHsHU1BSDBg1CcHAwHj58iBYtWsDY2BifPn1CaGgo371YYerXr49nz56VWmfKysoYMWKEQDdoWa+tLJo2bYo9e/Zg3759sLCwQGhoKN6/fy9WHh8/fsSsWbPQqFEj2NjY4OHDh7x9lStXRuXKlTF+/Hj07NkTQ4cORe/evWFkZITExETcvn0brq6u6NSpE2rWrIl27dph8eLFyM3N5Y2mFhZcf2VsbIxly5Zh4sSJ6NevH3x8fGBubo7k5GRERETg5MmTvIDs6ekJb29vNG7cGLq6uvj06RN27NgBJSUlvqcKfsVms+Ho6CjS71oYNzc3DBs2DIGBgYiOjkbHjh2hr6+PT58+4ejRo0hPT4ebm5vIn5kiT58+xeDBg/m2ZWVlITY2FmPGjJGorL+7cgnGdnZ2WLJkCdavX48RI0bA3t4e//77LyZOnFimfF1dXXHu3Dm+gVoNGjTAlStXShy8BRT+szp79ix27tyJgoICWFpaYuXKlbzBTmpqatizZw8CAwMRFBSEhIQE6OnpoXbt2kK7tX7GZrOxfft2HDhwAKGhoTh48CC4XC5q1KgBb29vXqDV0tLC3r17sXTpUsyZMwdcLhf169fHvn37+B5rUhSTJ0/G/PnzMW7cOGRmZmLJkiXo3r17mfL09/eHpaUlQkJCsGHDBmhqasLS0lJg4JA0y1evXj14enoiMjISu3fvRm5uLipXrozOnTvDz8+P1yJXU1PDrl27sGbNGmzevBkpKSmoXLkyOnbsyMtr4MCBUFFRwa5du3Dw4EEYGxtj7NixvMd0SqKvr4+QkBCsXbsWK1euREpKCgwNDVGvXj3ePzc7OztcvHgRS5YsQUpKCoyNjdGxY0ehXds/8/T0xNSpU3mP+pWkS5cu2LBhg0DrqizXVhZjxoxBcnIy1q1bB6DwWvz9/cU675cvX5CTk4Nbt26hT58+fPvGjh2LcePGoUaNGjh8+DDWrl2LBQsWICsrC8bGxmjQoAFfz8TixYsREBCAlStXQk1NDd26deM9Kliatm3b4siRI9i6dStWrVqF5ORk6OjowMXFBTt27IC2tjY4HA6GDx+Oq1evIiwsDKmpqTAyMkKdOnWwdOlSoWMKfubp6Yldu3aBYRiRB2P9bNq0aXB2dsb+/fsxa9YsZGdnw8TEBM2bN8fQoUMBiP6ZAYBnz54hKSkJnp6efOe5du0a1NXV0bJlS7HL+CdgMQzDyLsQhBDpysvLQ+vWrTF16lR07dpV3sUhMpSUlAQ3Nzfs2LGj1EZIeVi2bBmePXuGPXv28G0fP348NDU1xXpW/E+iWBO5EkKkQlVVFcOHDxf4h0h+PwYGBujXr1+xA/rKU0ZGBo4cOYJx48bxbf/48SMuX76MUaNGyalkio+CMSG/qX79+qFNmzYCI6LJ72fkyJGoVauWxKs2ScuXL18wYcIEgRZ6XFwcAgICip0Vj1A3NSGEECJ31DImhBBC5IyCMSGEECJnFIwJIYQQOaNgTAghhMgZBWNCCCFEzsplBi5FlZOdLe8iVCjqGhqo3ONfeRejQvl2dALVmZi+HZ2A/C/FL9BB+KlUFZzHnFQ81DImhBBC5IyCMSGEECJnFIwJIYQQOaNgTAghhMgZBWNCCCFEzigYE0IIIXJGwZgQQgiRMwrGhBBCiJxRMCaEEELkjIIxIYQQImcUjAkhhBA5o2BMCCGEyBkFY0IIIUTOKBgTQgghckbBmBBCCJEzCsaEEEKInFEwJoQQQuRMRd4FEOb48eMICQnBu3fvkJubK7D//v37cigVIYQQIhsK1zI+ceIE5syZAxsbGyQnJ6N9+/bw9PSEqqoqDA0NMWTIEHkXkRBCCJEqhQvGO3fuxOjRozFv3jwAQP/+/bFkyRJERkbCwMAAmpqaci4hIYQQIl0KF4zfv3+P+vXrQ1lZGcrKysjIyAAAaGlpYfjw4di7d6+cS0gIIYRIl8IFYy0tLXA4HACAqakpoqOjefsKCgqQnJwsr6IRQgghMqFwA7gcHR3x6tUrtGjRAu7u7tiwYQMYhoGKigq2bNkCJycneReREEIIkSqFC8YjRozAly9fAADjx4/H58+fsXjxYnC5XNSpUwcBAQFyLiEhhBAiXQoXjJ2cnHitXx0dHWzatAkcDgccDgdaWlryLRwhhBAiAwoXjIVRU1ODmpqavItBCCGEyIRCBuNr167h3Llz+Pbtm8CkHywWC7t375ZTyQghhBDpU7hgvG3bNqxcuRLVqlWDtbU1tLW15V0ksWRlZWHXrl148vQpnj59irS0NAQsWABvb2+Rjk9LS8PatWtx4eJFZGdnw9HREVOnTIG9vb1A2kuXLmFTUBBiY2NhYGAA7y5d4OfnBxUVhfu1lkhNRRl/922Mnm61oKupjhfvE7H04A1cefxBrHxC5naDW73q2HH2EWZtu8TbXtVQC/3cHdDWxQKWVfRQwGXw6sN3rDl6G1cff5Ty1ZQPqjPxZGZnY2fwf3j84hWevHyDtPQMLJo+Ad282pR6bML3JOw9ehKPX7zGs1fRyMrOxs41/6ChUx2BtFv2HcLF67fx8cs3ZGZlo7KJEVo2dsWIAb1hoKcri0sjvwmF+6994MABDBgwAP7+/vIuikSSk5OxecsWVKlSBba2trh7967Ix3K5XIwbNw6vXr/GIF9f6OnpIeTQIQwdNgwHDxxAjRo1eGmvXbuGiZMmwdXVFTOmT8eb6Ghs3bYNScnJ8J89WxaXJjP/jmuHTo1rYuvph4j9moI+reyxf3YX9Jh3DLdffhEpjw6NrOFqW1noPq+GVhjTzQVht2Nx6NILKCsroZdbLRye1x0T14cj+OJzaV5OuaA6E09Kaho27QlGFVNj2Flb4s7DJyIf+/bjZ2w/eBQ1zKrC1qoGHj57WWzaZ69jUKumFdq7t4CmhgZiP3zCkdPnceXmXRzd+i8qaahL43JkaoyShchpN3DfyawcfxqFC8YpKSlo06b0b6uKytjYGJERETAyMsKzZ8/Q38dH5GPDw8Px8NEjrFyxAu3atQMAeHh4oIu3NzZt2oSlS5fy0q5avRq2NjYI2rSJ1xLW0tTEtu3b4dO/PywtLaV7YTLiXNMU3ZrbYcHuq9gUWjjn+OFLL3BpzQDMGdgMnWcfLjUPtqoy5vu2wPrj9zC9XxOB/VFPP8F1xA4kpefwtu059wQRq/pjWt/GFS6wUJ2Jz9jAAJeO7oaxgT6evnqDPiOniHysg601ok7sh56ONs5djioxGP8bMFNgW73atTBp/lJcunEbHdxbSlT+8qTMYsm7CH8khZv0o3Xr1rh37568iyExNTU1GBkZSXRsREQEDA0N+b6MGBgYwMPDAxcvXeJNhhITE4PY2Fj06NGDr0u6d+/eYBgG4RERZbuIctSpSU3kF3CxN/wpb1tuXgEORD5Dg1pVUdWw9BH0Y7q6QEmJhU2hwv9uXn1M4gsqAMDJL8CF++9QzUgbmuqqZbuIckZ1Jj41NVUYG+hLdKxmpUrQ05H8dlm1yiYAgPSMTInzKE/KLNFfRHoUomX87Nkz3s89evTA/PnzkZubi6ZNm0JHR0cgvYODQ3kWr9y8fPkS9rVqQUmJ/zuSo6Mjjh49ivfv38PGxgYvXxZ+M69duzZfOhMTE5iamvL2VwSOliaI/ZKMjGwO3/YH0XEAAAdLY3z5nlHs8dWMtDG2mysmbYhADqdArHMb61VCVk4esjn54hdcjqjOFBvDMEhJS0d+QQE+fPqC1Vt2Q1lJCQ2E3GNWRNQylg+FCMY9evQA66c/AIZhsHXrVmzdulVgO4vFwosXL+RRTJlLSExEfRcXge3GP1ra8QkJsLGxQWJiYuF2Y2OBtEZGRkhISJBtQaXIVL8S4pKzBLbHJxe2Iirrl7wwyHzfFnj6NgEnol6LdV6Lyrro0KgmTt14Ay6XEetYeaM6U2yJySlo1cOX976ysRGW+0+FVXUzOZZKdNTilQ+FCMZ79uyRdxEUQm5uLtRUBbv/1Njswv05hd2GOT8e91IV8uw1m81GZkbxrSJFo66mAk6+YOssJy+ft784zRzN0LFxTXSYESLWOTXUVLB1SgfkcPKxaF+UeAVWAFRnik1XWwvbVgYgl5OHF29iEHH1BrKys+VdLJFRy1g+FCIYN2zYUOp5ljYILDIyUurnLCs2mw1OXp7Ads6P4MtWLxyJqf4jOOdxOAJpc3NzeekqghxOPtRUlAW2q6uq8PYLo6zEwqIhbjhy+QUexsSJfD4lJRaCJreHrbkB+i86gbjkinEf72dUZ4pNTVUVTVycAACtmjRA4/r1MGDcdBjo66FVkwbyLZwIqGUsHwoRjIV5+/YtHj9+jISEBBgbG6NOnTqwsrKSd7FkytjICIlCupgTfnRLm/zoli4aIJaQkIDKlfkfTUlMTISjo6OMSyo9cclZqGIg2K1q8qOr9Vsx//h7t7KHdVV9TNt8AebG/INrtNRVYW6sjcTUbIF7m6tGtkE7F0uM/jcMUU8/SekqyhfVWcXi7GgPY0MDnIq4VEGCMUVjeVC4YJyZmYm5c+fi7Nmz4HK5YLPZyM3NhZKSEry8vLBw4UJoapZ8TwxQzJZvaezs7HD/wQNwuVy+QVxPnzyBuro67zljOzs7AMDz589Rp87/B4XEx8cjLi4OPXr0KN+Cl8Gzdwlo5mgGLQ01vgFJ9W0Kv2Q8eyv8/nc1I22oqSrj1OLeAvt6t66N3q1rY9Cykwi7HcvbPvev5ujXxgH+Oy7j+DXx7pcqEqqziieXw0FGpuB9fkWkcI/Y/CEULhgvWrQIFy9exMKFC+Hp6QktLS1kZGQgLCwMixcvxqJFi7BkyRJ5F7PMEhISkJGRATMzM6j+uE/ctl07hEdEIDIykveccXJyMs6Hh8PNzY03P3fNmjVhaWmJo0ePomfPnlBWLuyyPHT4MFgsFtq1bSufi5LAyRtvMNrbBQPbOfKemVVTUUZf99q49/orb1RwNSNtaLBVEP25cD3r41Gv8fSdYNDZNb0zIu69xb6Ip7j/+htv+2jv+hjt7YK1R29j2+mHsr8wGaI6k52E70lIz8yCedXKUBVzJrus7BywWCxoqLP5tp+/fB1p6RlwsK0pzaLKDLWM5UPhgvG5c+cwdepUvtadlpYWevbsidzcXKxevVrhg/HB4GCkp6cjIT4eAHD5yhXE/fi5X9++0NbWxrp16xB68iTOnD6NatWqAQDatW2L/XXrYu68eYiJjYX+jxm4uFwuRo8axXeOSZMmYcKECRg5ahS8PD0RHR2N4JAQdO/WrUJ15z94E4fQ668xy6cpjHQ18PZbKnq3soe5sTYmbwznpQsc54Gmjmao3ONfAED052RekPnVh/g0vtZd+4bWmPtXC8R8ScabT0no0dKOL/3lRx+RmFoxWi0A1Zmk9v93CukZmYhPTAIAXLp+G3EJhbeAfLp1graWJtZs3YMT5y7g/MGtqFbZlHds0N7CAW/R7wqnGz15/iLuPymc+GTkwD4AgPefv2DYlDnwat0CVtXNwGKx8Ox1NE6FX0K1yiYY2KNzuV1rWagpUTCWB4ULxmw2G2Zmwh8BMDc3rxDzLu/ZvRtfvn7lvY+MjOR1m3fs0KHY+baVlZWxYf16rF6zBgcPHkROTg4cHRywMCAAFhYWfGndWrbE6lWrELR5M5YuWwZ9fX0MHToUI/z8ZHZdsjJu3XlM79cEPd3soavJxov3iRi4JBQ3n4s2rWNpHCwK77FbV9XHhgleAvu7zz1S4QIL1Zn4doUcx5e4eN77iKs3EHH1BgCgc7tW0NYq/vZX4I79fO+Pnf3/xDpFwbiysRHatWyK2w8e48S5C8gvyEdVUxP069YRIwb0hp6u4JwJiogGcMkHi2EYhXpgcMWKFYiNjcXGjRsFnjEeNWoULC0tMX36dKmcK6cCPW6gCNQ1NHitLCKab0cnUJ2J6dvRCcj/8krexagwVKralZ5IDP/qiJ7fhDT6PUmLwjUzdXV18fz5c3h4eKB169YwNDTE9+/fcfHiRXA4HLi4uGDnzp0ACpdTHDRokHwLTAghvxFqGcuHwgXj1atX834WNhnIqlWreD9TMCaEEOmiAVzyoXDBuCLNq0wIIb8bahnLh8IFY0IIIfJDwVg+FCIY/7xqkyh+11WbCCFE3qibWj4UIhj/umpTcX73VZsIIUTeqGUsHwoRjMVZtenjx48yLAkhhPzZqGUsHwoRjEtbtSkpKQlnz57FyZMn8ejRowo19zIhhFQk1DKWjzIF46SkJCQnJ4PFYkFfXx/6+vrSKheys7MRHh6OU6dO4fr16ygoKIC9vT1mzpwptXMQQgjhR9NhyodYwTgrKwthYWGIjIzEgwcPkJzMP8+tvr4+nJyc0LZtW3h5eaFSpUpiFaagoABXr17FyZMnceHCBeTk5MDIyAgFBQVYtWoVOnToIFZ+hBBCxEPd1PIhUjBOTk7Gli1bEBwcDA6HAzs7O7Rp0wbm5ubQ0dEBwzBIS0vDp0+f8OzZM8yZMwcLFy5E3759MXz4cBgYGJSY/71793Dq1CmEhYUhOTkZenp66NKlCzp37gwbGxs0atQIxj/W8iWEECI7ShSM5UKkYOzu7o4aNWrg77//hqenZ6nBNSkpCefOncOhQ4cQEhKC+/fvl5jex8cHLBYLjRo1wuDBg9GsWTPeghDp6ekiXgohhJCyYtFNY7kQKRivW7cOLVq0EDlTAwMD9OvXD/369cPVq1dLTW9ra4vXr1/jzp07UFZWRnJyMtq2bQstLS2Rz0kIIaTslCgYy4VIwfjnQMwwDDIzM6Gqqgo2m13CUYLHFic0NBTR0dEIDQ3F6dOnMWPGDKirq8PNzQ2tW7cW6RlkQgghZcdSVpJ3Ef5IYtd6Xl4eGjZsKNazwaKoWbMmJk+ejMjISOzfvx/dunXDnTt3MGPGDACFzyLfuXNHquckhBDCj6XMEvlFpEfsR5vU1NRgZGQENTU1WZQHAODi4gIXFxf4+/vj2rVrOHXqFCIjIxEREYGqVasiMjJSZucmhJA/GXVTy4dE/RHdunXDiRMnwOFwpF0ePsrKynBzc8OKFStw/fp1rFixAjY2NjI9JyGE/MlYSkoiv8ri/fv3mDt3Lry9vVG7dm106tRJpOMYhsGWLVvQqlUr1K1bF3369MHDhw/LVBZFINGkH3Z2doiMjESnTp3QrVs3VKtWDerq6gLpPDw8ylzAIurq6ujUqZPIvzBCCCHiK6+W8Zs3b3D58mXUq1cPXC4XDMOIdNzWrVuxbt06TJ06FXZ2dti/fz+GDBmCEydOwNzcXMallh2JgvHkyZN5P//7779C09CCDoQQUvEoqSmXy3nc3d3Rtm1bAMCMGTPw9OnTUo/Jzc3F5s2bMWTIEAwaNAhA4W1NLy8vbN++HfPnz5dhiWVLomAs7cFbhBBCFEN5tYyVJOjmvn//PjIyMtC+fXveNjU1NbRr1w7h4eHSLF65kygYl7awAyGEkIqJpcBzU8fGxgIArKys+LZbW1tj9+7dyMnJEXrLtCIo86pN0dHR+Pz5MwCgWrVqqFmzZpkLRQghRD6UxHjOuE2bNiXul/aTL2lpaVBTUxOY46JoWubU1NQ/LxhHRERg6dKlvEBcxMzMDDNmzCj1l0QIIUTx0PPD8iFRML58+TLGjx+PqlWrYtKkSbC2tgYAxMTE4NChQxg3bhyCgoLQsmVLqRaWEEKIbIkTjMt7zgcdHR1wOBzk5ubytY7T0tLAYrGgq6tbruWRJomC8caNG3lDyn9eJrFNmzYYMGAA+vfvjw0bNlAwJoSQCkacburyVnSv+O3bt6hVqxZve2xsLKpWrVphu6gBCSf9ePXqFbp27Sp0veJKlSqhW7duePXqVZkLRwghpHwp8nSY9evXh5aWFs6ePcvblpeXh/Pnz1f4xp9ELWM2m43U1NRi96empoq0iAQhhBDFolROo6mzs7Nx+fJlAMDnz5+RkZGBsLAwAIVP7BgYGMDX1xdfvnzhPbbEZrMxYsQIBAYGwsDAALa2tjh48CBSUlIwdOjQcim3rEgUjBs1aoQ9e/agRYsWcHZ25tv36NEj7N27F82aNZNKAQkhhJSf8lq16fv375gwYQLftqL3e/bsQaNGjcDlclFQUMCXZvjw4WAYBjt27EBSUhLs7e2xffv2Cj37FgCwGFHnIPvJx48f0bdvXyQlJaFu3bqwtLQEUNiP//jxYxgaGiI4OBhmZmZSL7A05WRny7sIFYq6hgYq9xA+4xoR7tvRCVRnYvp2dALyv9BtLlGpVLWTan4Pe3iKnNbp6DmpnvtPJlHL2NzcHKGhodi8eTOuXLmCM2fOAACqVq2Kv/76C35+fjA0NJRqQQkhhMgerWcsHxK1jAkhhPyenvTrIHLaOgfPyLAkfxaJWsZ//fUXRo0ahSZNmgjdf/PmTWzcuFHh57DepFer9ESEZ1TKS+raF5O6hgayc3LkXYwKRUNdHSNZFvIuRoURxLyTan6KPB3m70yi/ojbt28jMTGx2P1JSUm4c+eOxIUihBAiH0rKSiK/iPRIPB0mi1X8t6f3799DU1NT0qwJIYTICU2HKR8iB+P//vsP//33H+/9pk2bcOjQIYF06enpePXqVYV/AJsQQv5ENIBLPkQOxtnZ2UhOTua9z8zMFLoeZaVKldC3b1+MGTNGOiUkhBBSblgSrDNMyk7kYNy/f3/0798fAODu7o7Zs2fTykyEEPKboXvB8iHRPeMLFy5IuxyEEEIUAHVTy4fEA7iKZGRkICMjA1wuV2Bf1apVy5o9IYSQckTBWD4kDsYHDhzArl278PHjx2LTvHjxQtLsCSGEyIGSqqq8i/BHkugr0MGDBxEQEIDq1atj4sSJYBgGvr6+8PPzg5GREWrVqoV//vlH2mUlhBAiYyxlJZFfRHokqs19+/ahefPm2LZtG3r37g0AcHNzw6RJk3DmzBlkZmYiJSVFmuUkhBBSDpSUlER+EemRqDY/fPiA1q1bAwBUf3Rp5OXlAQC0tbXRs2dPHDhwQEpFJIQQUl6oZSwfEt0z1tbW5q0xqaWlBQ0NDXz79o23X1NTs8TpMgkhhCgmCrLyIVGt29jY4OXLl7z39erVw8GDBxEXF4evX78iJCQEFhYW0iojIYSQcsJSUhL5RaRHotrs0qUL3rx5Aw6HAwAYN24cYmJi0KpVK7i7u+Pt27eYOHGiNMtJCCGkHFA3tXxI1E3do0cP9OjRg/fexcUFp0+fxoULF6CsrIxmzZrB0tJSaoUkhBBSPijIyofYwTg3NxchISGwt7dHgwYNeNvNzc3h6+sr1cIRQggpXzQdpnyIXetsNhsrV67E27dvZVEeQgghckT3jOVDom5qGxsbfP78WdplIYQQImdKamWeJZlIQKKvNpMmTUJwcDCuX78u7fIQQgiRI2oZy4dEX4H27dsHPT09DB06FGZmZjAzMwObzeZLw2KxsGnTJqkUkhBCSPlQUlaWdxH+SBIF49evXwMAqlSpgoKCArx//14gDYvFKlvJCCGElDsaTS0fCrue8fHjxxESEoJ3794hNzdXYP/9+/dlXgZCCPnTUDCWD4Ws9RMnTmDOnDmwsbFBcnIy2rdvD09PT6iqqsLQ0BBDhgyRdxEJIeS3RPeM5UPiYXMFBQUICwvDrVu38P37d4wfPx52dnZIT0/HjRs3UL9+fRgZGUmU986dOzF69Gj4+fnh0KFD6N+/PxwcHJCRkYGhQ4dCU1NT0mITQggpAbWM5UOiWk9LS0O/fv0wZcoUnDp1ChcuXEBSUhIAoFKlSli0aBH27NkjcaHev3+P+vXrQ1lZGcrKysjIyABQuCjF8OHDsXfvXonzJoQQUrzynA4zJiYGgwcPhpOTE5o1a4bly5fzplkuibu7O+zs7ARewm5pVhQStYxXrlyJN2/eYPv27bC3t0fTpk15+5SVleHp6YnLly9j8uTJEhVKS0uL9wsxNTVFdHQ0GjVqBKCwRZ6cnCxRvoQQQkpWXt3Pqamp8PX1hYWFBQIDAxEXF4elS5ciJycHc+fOLfV4T09PgVuWampqsiquzEkUjCMjIzFw4EA0a9ZMaGC0sLDAf//9J3GhHB0d8erVK7Ro0QLu7u7YsGEDGIaBiooKtmzZAicnJ4nzJoQQUjyWUvk82hQcHIzMzEysX78eenp6AAobWwsWLMCIESNgampa4vFGRka/VSyQKBinp6fDzMys2P35+fm89Y4lMWLECHz58gUAMH78eHz+/BmLFy8Gl8tFnTp1sGDBAonzliVjZ0fY9euGai0aQrt6NeQkpSDu7iPcXvQvUmPelXhslaaucBo3BEZ17KFuZABOahoSn7zEvRUb8e3WA1467erVMOBxZLH5PN99CJcnlP6tUpFkZWVh165dePL0KZ4+fYq0tDQELFgAb29vkY5PS0vD2rVrceHiRWRnZ8PR0RFTp0yBvb29QNpLly5hU1AQYmNjYWBgAO8uXeDn5wcVlYoz61BRfT198oRXXwsCAsSur4sXLvDqa8rUqcXWV9CmTbz66uLtXeHqCwBquNZFE98esG3dBIYWZsj8noy3Nx/ghP8qxL8RbWrfWm2awWvWGNRwcQRLSQlxr9/i/PLNuHfoFC8NW7MSuiyaivo920PL2ACJsR9xcd0uXAnaJ6tLk75yCsZXrlxBkyZNeIEYANq3b4958+YhKioK3bt3L5dyKAqJPlHVq1fHs2fPit0fFRUFa2triQvl5OTE+8ajo6ODTZs2gcPhgMPhQEtLS+J8Zc154nBUbuSMmBPnkPT0FTRMjVBnuA96XT6KY+36IunFm2KP1bO2AMPl4tnOYGTFJ4KtqwvbPp3hfWYfzvQegY+R1wAA2YlJiPCbJnB89TYtYNunCz5eiJLZ9clKcnIyNm/ZgipVqsDW1hZ3794V+Vgul4tx48bh1evXGOTrCz09PYQcOoShw4bh4IEDqFGjBi/ttWvXMHHSJLi6umLG9Ol4Ex2Nrdu2ISk5Gf6zZ8vi0mQiOTkZWzZvLlN9vX71Cr6DBkFPTw+HQkIwbOhQHDh4UKC+Jk2cCFdXV0yfMQPRb95g29atSE5Kwmx/f1lcmsx4Th8J62auuHf4ND4/fgmdysZoNdYXs+6fwvLG3fDl2esSj28yqBcGbl+GF+HXcHzWCnALuKhsZwUD8yq8NCwlJYw/twfVXevg8oa9iH/zDrU9W6L/pkWopK+DsCUbZX2ZUsFSVS2X88TGxvKt/gcU/r83NjZGbGxsqcefPHkShw4dgqqqKlxdXTF16lTY2dnJqrgyJ1Ew7tmzJ1auXIlGjRqhcePGAAon+eBwONiwYQOuXr2KgIAAiQs1c+ZMjB49Gubm5rxtampqUFNTw+fPn7F+/XosWbJE4vxl5dGGXYgYNhXcvDzetphjZ9H7eiicJw5H5Ii/iz32xd4jeLH3CN+2Z9sPwOdhOOqO8uUF4/ysbLw5dFLg+Fr9uyE3NR3vwy5K6WrKj7GxMSIjImBkZIRnz56hv4+PyMeGh4fj4aNHWLliBdq1awcA8PDwQBdvb2zatAlLly7lpV21ejVsbWwQtGkTr2WnpamJbdu3w6d//wqz7KexsTEiIiN59eXTv7/Ix4aHh+PRw4dYsXIlX315d+kiUF+rV62Cja0tNgUF8epLU0sL27dtQ38fnwpTXwAQsXobtvefgIKfPpv3Qk5hzpNz8JwxCjsHTir2WMMaZui3IQCXAnfj0MTie+Wcu3vBupkr9gyZhus7DwMArgTtg9/hjegwZzyitoUgPeG79C5KVsRoGbdp06bE/ZGRxffipaWlQUdHR2C7rq4uUlNTS8zX3d0ddevWRdWqVfHx40cEBQWhf//+OH78OF/cqEgkulPv6+uLrl27YvLkyfDy8gIATJ06FfXr18fmzZvRu3dv9OrVS+JC/ffff8UO0kpOTsbx48clzluW4m4/4AvEAJAa+x7JL6Ohbyd+T0F+dg6yE5PB1tUuMV0lU2NUbdEIb0+FoyC39JGIikZNTU3ix+AiIiJgaGjI90/BwMAAHh4euHjpEm8gYExMDO+b+M9drL179wbDMAiPiCjbRZQjWdXXpYsXRa6viPDwsl1EOYu9cZ8vEANAfPQ7fHn2GpXta5Z4bIuRPmApKyF07moAhV3RwtRsUbik7J1g/i/Ld4NPQk1DHfW820la/PKlpCz6S078/f3RpUsXuLq6olu3brwnbLZv3y63MpWVRC1jFouFRYsWoWvXrjh37hzev38PLpeL6tWro3379nzrHEvb+/fv+e4xVAQaxoZIehktUlpVbU0oq6pC3VAfdn27wtDBFvdWBpV4TM0eHaCkrIzXQlrMv7uXL1/CvlYtKP0yAtTR0RFHjx7F+/fvYWNjg5cvXwIAateuzZfOxMQEpqamvP2/u5cvX6KWvT3V1w86pkb48qz420cAYN+2GeJexsKxQ2v0WDET+mZVkJmUgksb9uDUvDVgGAYAoMJmoyA/HwUc/qDPycoGAFR3qQNsC5bNhUiROKOpS2r5lkZHRwfp6ekC21NTU6GrqytWXiYmJnBxcSnx9qmiK9MoDFdXV7i6ukqlIAcOHMDBgwcBFAb7qVOnCiw+weFw8PnzZ3h6ekrlnOXBpndnaFWrjDtL1omU3mPnWlRv2wIAUJDLwbMdwbi3ouR7TTa9OiPzazw+X7lZ5vJWNAmJiajv4iKw3fhHyzE+IQE2NjZITEws3G5sLJDWyMgICQkJsi2ogkhMSIBL/foC241+1EtCfPwfU18NfbpC36wKTv5o8RbHxMYC3AIufHeuwPnlQfj06AWcu3uh45zxUFZRwfFZywEAca9ioKyiAsvGzoiJ+v99/JotGgIA9KqVPDpYYZRTi9fKykrg3nB6ejoSEhJgZWVVLmVQJAozJNLExASOjo4AgDdv3sDS0hIGBgZ8aVRVVWFlZYWePXvKo4hi07OxRIsVc/Ht1gO8OnBcpGNuLliFR+t3QsusMuz6dYOSmipYKipAMd3PutYWMHF2xKMNu4Af39D/JLm5uVATMuBE7ccXudycHABAzo/JAFSFPIfIZrOR+WNimd9dbm6u8Dr4sa2onorqTVjdstlsZGRmyrCUsmdqZ41+GwIQc/0ebuw+WmJatpYmlJSVcWz6UpxfXthL9eBYGCoZ6MF9wmCcXbwBuRmZuHMgFB3nTsBfO5YjeMxcxL95B3uPFnAbPQAAoKqhLvPrkopyCsYtW7ZEUFAQ373jsLAwKCkpoVmzZmLlFRcXh3v37on8RIEikjgYnzhxAkePHsWnT5+QmprK66opwmKxcO/ePZHza9u2Ldq2bct7/+sALnGVZWCBNGiYGKHDoc3gpKXjnO8EMFyuSMd9f/L/7r/XISfR6/JRuG9cgvO+E4Smt+3duTDtH9hFDRQGBs4v9wIBgPMjqLDVC/8Bqv8IznlCZvfJzc3lpfvdsdls4XXwY1tRPRXVh7C6zc3N5aWriHRMjTH29A5kp6ZjS89RpX42Odk5UNfSxJ2DoXzb7xwMhWP7VjB3dkD01dtIi0vAxi7DMHjvakwIL3yUKTs1DcHj5mPwntXIzciS2TVJU3lN+tG3b1/s3bsXY8aMwYgRIxAXF4fly5ejb9++fM8Y+/r64suXLwj/MU7h1KlTuHjxItzc3GBiYoKPHz9iy5YtUFZWxuDBg8ul7LIgUTBesWIFduzYAVNTUzg6OkJbu+QBRuL6eaQ0wzCIj4+HoaFhhXm2UU1HCx2PbAFbVwfH2/sg61u8RPlw8/Lw7uxFOE8aDmV1NgpyBKd6q9mzI5JfxyLxUcW9V1IWxkZGSBTSZZrwo5vV5Ec3a9GAp4SEBFSuXJkvbWJiIq9X5ndnZGzMq5ufFdWhsYlJYbrftL7UdbQx9uwuaOjpYFWLXkj9WvpnM/VLHNRtrZAex19v6fGFI6M19f9/fzP66m34W7VEtTq1wNbUwKdHL6BbtTCwxL8u/XEdhVBOLWNdXV3s3r0bCxcuxJgxY6CpqYmePXti0iT+ke1cLpdv3gozMzPEx8dj8eLFSE9Ph7a2Nho3bozx48dX2JHUgITB+PDhw2jVqhU2bNggMBBEWq5evYrAwEA8f/4cBQUFOHLkCBwcHDBnzhw0aNAAXbp0KfF4Wbd8i6PMVkP74E3Qs7bAya5DkPwqpmz5abDBUlKCmpYmsn8JxiYudaFnbYHb//xbpnNUZHZ2drj/4AG4XC7f3+LTJ0+grq7Oe2626PnD58+fo06dOrx08fHxiIuLE3je8XdlZ2eHB/fvC9TXk6dPf/v6UmGzMebkNpjaWmJt2wH4+kK0QZUf7j2Fqa0V9KqZIvHtR952vaqFX1x+fVyJ4XLx6dFz3nv7toVdri8iKsgcAOU4Stra2hq7du0qMc2vaxE4OTn9lusTSBxJ3dzcZBaIT506BT8/P5iZmWHevHl8XeDm5uY4duyYTM5bViwlJbTbuQamDZxwftBExN15KDRdJVNj6NlYQumnlr6GkYFAOjVdbVh19kD6xy/ITkwS2G/TqxMA4M3hUwL7fkcJCQl4+/Yt8n7qOm3brh2+f//O9+UrOTkZ58PD4ebmxpurtmbNmrC0tMTRo0f5vmUfOnwYLBYL7X66RfK7EFZf7dq2FVpf4efPi1Rfhw8dAovFQtt2FeQxnR9YSkoYHrIeVk3qY2uv0Xh7U/h66DqVjWFqZ8332bwbUvj5aja0z//zY7HQZHAvZHxPxod7T4s9r5aRATymj8SnRy/wMuKalK5GtljKyiK/iPRI1DJu1aoV7t27h759+0q7PACAjRs3wtfXFzNmzEBBQQHmzJnD22djY4Pdu3fL5Lxl1fSf6bDs0Abvzl4AW18XNj/u5xYpmqyj0bzJqNW/G/bVbYP0D58BAB2PbEXGl2+Iv/sY2QnfoWVeBbX6d0elKiYIHyy44AZLSQk1u7XHt9sPkfbuo8D+iuZgcHDhSMr4wm7Dy1euIO7Hz/369oW2tjbWrVuH0JMnceb0aVSrVg1AYXDZX7cu5s6bh5jYWOj/mIGLy+Vi9KhRfOeYNGkSJkyYgJGjRsHL0xPR0dEIDglB927dKtzozeCDB5Geno74H93LVy5fRnxcHACgb79+vPo6GRqK02fO8Oqrbbt2qLt/P+bNnYvYmBjo6evjUEgIuFwuRo0ezXeOovoaNXIkPL28EB0djZDgYHTr3r3C1VfPVf6o590Oj0LDUclADw19uvLtv73/OACg25LpaDKoJ2ZbNMf3958AAI9OnMeLiGvwnDkamkYG+PzoOep19YBNi4bY5zcT+T/dg598KQSxN+4jIfoddCobo4VfP7C1NLGh01CBcTUKS6V8ZuAi/CQKxnPmzMHIkSMREBCAHj16oEqVKkJbyZI+D/zx40e4ubkJ3aehoSH02TRFYFincG5fi/busGjvLrBf2MxZRV7sOwqb7h1Qd7Qv1HS1wUlJQ9zdR3g4fCq+3hAcCGfWqikqmRrj3qrN0rsAOdqzeze+fP3Kex8ZGclrvXXs0KHYcQnKysrYsH49Vq9Zg4MHDyInJweODg5YGBAACwsLvrRuLVti9apVCNq8GUuXLYO+vj6GDh2KEX5+MrsuWdm9Zw++/pi/HeCvrw4dO5ZYX+s3bMCa1at59eXg6IiAhQsF6qulmxtWrV6NzUFBWLZ0Ka++/EaMkNl1yYq5U+Hz0vW6tEO9LoKt+qJgXJygrn7osmgqXPt0QpNBPRD3KhY7fCbg9oETfOk+3HsCl14doFetMrLT0vEy/BpC56zi695WdOW1UAThx2Ik+LqWn5+PtWvXljrbyYsXLyQqlLu7O4YOHQofHx8UFBTAwcEBR48ehYODA3bv3o2DBw8iLCxMorx/tkmvVpnz+JOMSnmJnOxseRejQlHX0ED2j8eEiGg01NUxkmUh72JUGEHMO6nml3cntPREP6g2KHnszu8qMzMTsbGxSE5OBovFgr6+PiwsLMq0doJELeOAgAAcPnwY9erVQ7169aQ+mrpTp04IDAyElZUVGjYsfGCexWLh9evX2LZtG/r16yfV8xFCCClELWPhPn78iOPHjyMyMhJv3rwB95dH4pSUlFCzZk20bdsWXbt2FXtkt0TB+OzZs/D29uabVF6axo4dizdv3mDw4MG8ru7hw4cjKSkJrVq1gl8F7FYkhJAKgYIxn+joaKxbtw7h4eHQ0dFBw4YN4eXlBXNzc+jo6IBhGKSlpeHTp0949uwZ9u3bh40bN6Jdu3aYMGGCyCsYShSMVVRUUK9ePUkOFYmamho2bdqEmzdv4vr160hOToauri6aNm2Kpk2byuy8hBDyxyunST8qCm9vb7i5uWHz5s1o2rRpqfNd5Ofn4/r16wgODoa3tzeePi1+tP3PJArGHTt2xMWLF2XeXdy4cWM0btwY0dHRePPmDZSUlFBQUABlGlJPCCEyQY8s8QsNDRW5dQsUNlZbtmyJli1bIiZG9HkmJArG7du3x6JFi+Dn58cbTS0sQDo4OIicJ8Mw2LZtG8LDw5Gfnw8vLy8MHz4c/v7+fM8V16xZE7t37xaYt5oQQogUUDc1H3ECcVmOlSgY+/xY/P3Fixe4evWqwH6GYcBiscQaTb19+3asXr0abdq0gaamJjZt2oRXr17hypUrmD59OqysrPD69WsEBQVh48aN8Pf3l6TohBBCSkLBWCwcDgePHz9GfHw8rKysUKuWZE/pSBSMf547WlqOHTuG0aNHY9y4cQAADw8PjB07FrNnz8aAAYWrnrRs2RIqKirYv38/BWNCCJGB8loooiK5evUqzpw5g2nTpvH1ysbExGD06NH48OEDb1u7du2wevVqsddSkCgYd+vWTZLDSvTp0yc0atSI975x48ZgGEagq9vR0RFff5ocghBCiBQp0wxcvzp69Cg+fPggcHt02rRpeP/+Pbp16wZHR0dcvnwZ4eHh2LdvHwYNGiTWORTmKxCHw4H6T8vYFf2s9svaq6qqqnxz5RJCCJEilpLorz/E06dP0aRJE75tz58/x/Pnz9G5c2csWbIEPj4+2LJlC1xcXBAaKvrEKUUkahnPnDmz1DQsFguLFy+WJHuBfAghhJQP5g8KsqJKTEzkrWhW5OrVq2CxWOjevTvf9rZt2+Lff8VfSU+iYHzr1i2BbVwuFwkJCSgoKICBgQE0NDTEztfX11cg+Pr4+PBtqzCTrRNCSEVEwVhApUqVkP3LVMD37t2DkpIS6taty7ddW1tbYHYuUUgUjC9cuCB0e15eHkJCQrB7927s2LFDrDzHjh0rSVEIIYRIE/VGCrC2tkZkZCR8fX0BAKmpqbhz5w6cnZ2hqanJl/br168wMjIS+xwSBePiqKqqYsCAAYiOjsbChQuxZcsWkY+lYEwIIQqARlMLGDx4MEaPHo1hw4bB2dkZFy9eRE5ODvr37y+Q9tq1a6hdu7bY55BJrdeqVQt37tyRRdaEEEJkiGEpifz6U7i7u2PatGl4+PAhAgMDER0djdGjR6NDhw586R4+fIiHDx8WuwRwSaTaMi5y/fp1ie4ZE0IIkbM/KMiKY+jQoRg0aBCSk5NhaGgodHBxrVq1cOPGDejo6Iidv0TBeP369UK3p6en486dO3j+/DmtrEQIIRURBeNiKSsrl3g/WF1dne8RXXFINRjr6urC3NwcCxYsQO/evSUqECGEEDmiYCwgPj4ef/31F7y8vDBx4sRi061Zswbnz5/Hvn37YGhoKNY5JArGL1++lOQwQgghCu5Puhcsqj179iA1NRXDhw8vMd3w4cNx+PBh7N27t8SgLQzVOiGEkP9TUhb99Ye4fPkyOnbsKPAY06+0tLTQqVOnYh//LUmZBnBlZGTgy5cvSEtLEzoZR4MGDcqSPSGEkPJGLWMBHz58wF9//SVSWhsbGxw6dEjsc0gUjJOTk7Fw4UKcP39e6DzRkiyhSAghRP6om1qQkpIS8vLyREqbl5cn0TTOEgXjOXPm4OLFixg4cCBcXV0lGsZNCCFEAdGkHwKqV6+Oe/fuCZ3k41f3799H9erVxT6HRME4KioKvr6++PvvvyU5nBBCiKKilrGAdu3aISgoCAMGDICzs3Ox6R4+fIiwsDCMHDlS7HNIVOvq6uqoVq2aJIcSQghRZLSEooBBgwbB1NQUQ4YMwZYtWxAXF8e3Py4uDlu2bMGQIUNgamoq9lrGgITBuEuXLoiIiJDkUEIIIYqsHINxTEwMBg8eDCcnJzRr1gzLly8Hh8Mp9TiGYbBlyxa0atUKdevWRZ8+ffDw4cMyl6c4Wlpa2LVrF6pXr47Vq1ejVatWaNiwIVq3bo2GDRuiVatWWL16NczMzLBz505oaWmJfQ6Juqk9PT1x584dDB06FH369EHlypWhrCw4zN3BwUGS7AkhhMhJeQ3gSk1Nha+vLywsLBAYGIi4uDgsXboUOTk5mDt3bonHbt26FevWrcPUqVNhZ2eH/fv3Y8iQIThx4gTMzc1lUl5zc3McO3YM586dQ2RkJN6+fYuMjAyYmZnB0tIS7u7u8PT0hIqKZA8psRgJFgiuVavW/zMQMmqsooym3qRXq/REhGdUykvk/LKmJymZuoYGsnNy5F2MCkVDXR0jWRbyLkaFEcS8k2p+uekpIqdla+tJfJ7NmzcjKCgIFy9ehJ5eYT4hISFYsGABLl68CFNTU+Hly81F06ZN4ePjg8mTJwMAOBwOvLy80LJlS8yfP1/iMsmTRCF8yZIl0i4HIYQQRVBO6xlfuXIFTZo04QViAGjfvj3mzZuHqKgodO/eXehx9+/fR0ZGBtq3b8/bpqamhnbt2iE8PFzWxZYZiYJxt27dpF0OQgghCoBRkslifgJiY2PRo0cPvm06OjowNjZGbGxsiccBgJWVFd92a2tr7N69Gzk5ORIv1iDM0KFDMXLkSLEnsbp58ya2bt2K7du3i5S+fGqdEEJIxSDGPeM2bdqUuD8yMrLYfWlpaULnqNDV1UVqamqJx6mpqYHNZvNt19HRAcMwSE1NlWowNjc3x+DBg2Fubo4OHTqgSZMmsLe3F5gaMyMjA8+ePcP169cRFhaGL1++oGfPniKfR6RgPHfuXAwfPlzsG+MfPnzAtm3bEBAQINZx5WVUCi14IS51WqdabBpS/Mfwp5D2fVAiOqacuqkrivnz52Po0KHYs2cPDhw4gI0bN4LFYkFXV5f3ZSI1NZU3LbSuri46d+6Mv/76S6yYKVIw/vr1K9q3b4/GjRvzvhlUqVJFaNpPnz7hxo0bOHv2LG7duoVmzZqJXJjyRgO4xEMDuMSnrqFBdSYmdQ0NGsAlBml/cRFnSG9JLd/S6OjoID09XWB7amoqdHV1SzyOw+EgNzeXr3WclpbGC5LSZm5ujtmzZ2P69Om4e/cuHj58iNjYWKSkpAAA9PT0YGVlBScnJ7i4uEBVVVXsc4gUjLdu3Yp79+5hx44dmDt3LgoKCqCnp4dq1apBV1eX1zXw6dMnpKWlQVlZGS1btsTu3bvh6uoqdqEIIYTIB1f8B2wkYmVlJXBvOD09HQkJCQL3g389DgDevn3L92RPbGwsqlatKtUu6l+pqKigcePGaNy4sfTzFjWhi4sLXFxckJSUhIsXL/K+GXz79g1A4TcDDw8PODk5oVWrVmIvrEwIIUT+yicUAy1btkRQUBDfveOwsDAoKSmV2KNav359aGlp4ezZs7xgnJeXh/Pnz6Nly5blUnZZEHsAl4GBAXr06CEwCo4QQkjFxy2naNy3b1/s3bsXY8aMwYgRIxAXF4fly5ejb9++fM8Y+/r64suXL7zHlthsNkaMGIHAwEAYGBjA1tYWBw8eREpKCoYOHSrzcmdlZUFDQ6PYlZmSkpIQExMj9uhrGk1NCCGER4J5oCSiq6uL3bt3Y+HChRgzZgw0NTXRs2dPTJo0iS8dl8sVWKp3+PDhYBgGO3bsQFJSEuzt7bF9+3aZzb4FAP/99x/WrVuHb9++QV1dHV5eXpg8eTKMjY350l27dg3Tp08Xe9IriWbg+l3QAC7x0AAu8dEALvHRAC7xSHsAV1J6lshpDbQrSfXciurGjRsYPHgwrKys4Obmhvj4eEREREBdXR2BgYFo2LAhL21oaKhEwZhaxoQQQnj+2NZZCTZu3AgHBwccPHgQampqAID3799jwoQJGDZsGJYuXYoOHTqU6Rx/zhpYhBBCSsVlRH/9Kd68eYOuXbvyAjEA1KhRA8HBwWjatCmmTp2Kffv2lekc1DImhBDCU/Dn3rksFpfLFboyobq6OjZu3IjZs2fjn3/+wffv32FpaSnROSgYE0II4aFYLKhGjRq4f/8++vfvL7BPSUkJS5YsgZ6eHjZt2gQLCwuJzlGmYPzw4UPcunUL379/R//+/WFhYYHs7GzExsbCwsJCYO5OQgghiu1P6n4WlZubG7Zv346UlBS+VaZ+Nn36dBgaGmLlypXFPvZUEomCMYfDweTJkxEZGclbu7h169awsLCAkpIShgwZgkGDBmHUqFGSZE8IIURO/uAHbIrVs2dP6Ovr4/v378UGYwAYNmwYatSogVevXol9DokGcP3777+4dOkS5s+fj7CwML5fHpvNhpeXV5nmLCWEECIfXDFef4rKlSvDx8cH1tbWpaZt164dxo4dK/Y5JArGp0+fRt++fdGnTx+hk3JbW1vj48ePkmRNCCFEjhhG9BeRHom6qb9//w47O7ti9ysrKyMnJ0fiQhFCCJGP8loooqL666+/StzPYrHAZrNRuXJlNGrUCJ6enlBRKT3UShSMq1SpIrDaxs/u37+P6tWrS5I1IYQQOaJQXDKGYRAXF4cPHz5AV1cX1apVAwB8/vwZqampqFGjBrS0tPDo0SMcOnQIW7Zswc6dO2FgYFBivhJ1U3fq1AnBwcF48OABb1vR6LFDhw7h7Nmz6Nq1qyRZE0IIkSOa9KNkEyZMQGpqKpYuXYrr16/j2LFjOHbsGK5fv44lS5YgNTUVc+bMwc2bN7F48WJER0dj9erVpeYrUct45MiRePToEQYMGAArKyuwWCxeIb59+wY3NzcMGjRIkqwJIYTIEfVSl2z58uXo3r27QINTWVkZ3bp1w+vXr7FkyRKEhISge/fuePjwIS5cuFBqvhK1jNXU1LBt2zYsXrwY5ubmsLKyAofDgZ2dHZYuXYqgoCChs5UQQghRbAUMI/LrT/Tq1SuYmZkVu9/MzAwvX77kvXdwcEBqamqp+Uo86QeLxYK3tze8vb0lzaJEXC4XN2/exNu3b8HhcATOTS1vQgiRvj+1+1lUxsbGCAsLQ79+/aCkxN+e5XK5OHv2LIyMjHjbUlJShD519CuJgnGbNm0wa9YstGnTRuj+ixcvYtGiRRI/a5yQkICBAwfi3bt3YLFYvOeYf57VhIIxIYRI3x/a4BXZ4MGDsXDhQvTr1w+9evXiDVZ+//49Dh8+jCdPnsDf35+XPiwsDHXr1i01X4mC8efPn5GVVfyal1lZWfjy5YskWQMAli5dCj09PVy+fBlubm44dOgQjIyMEBoaiuPHj2PLli0S500IIaR4XBpPXSIfHx+wWCysW7cO/v7+vEYiwzDQ09ODv78/fHx8ABTOVjlz5kzeiOuSlKmbujhPnjyBjo6OpFnjzp078Pf3h7GxMW9b1apVMXLkSDAMg4CAAGzbtk3i/AkhhAhHLePS9e/fH7169cKTJ0/w9etXAIUxytHREaqqqrx0ampqaNiwoUh5ihyMd+/ejT179gAoDMSLFy/GmjVrBNJlZGQgLS0NnTp1EjVrAenp6TAwMICSkhK0tLTw/ft33j4nJydqGRNCiIzQpB+iUVVVRf369aWWn8jB2NDQEDY2NgAKu6lNTU1hamoqkK5SpUpwcHAQutSUqMzMzBAfHw8AqFmzJk6cOIHWrVsDACIiIkqcqJsQQojkCv6kSaclVFBQgNDQUFy6dIl3S7Zq1apo3bo1OnfuLNHTRCIH406dOvFauwMHDsTo0aPRpEkTsU8oilatWiEqKgodOnTAqFGjMGbMGDRp0gQqKipITEzE1KlTZXJeQgj501HLuGTp6ekYOnQonjx5Ak1NTZibmwMArl+/jvPnz+PgwYPYvn07tLS0xMpXonvGe/fuleQwkU2ZMoX3s5ubGw4ePIiIiAjk5OSgadOmcHNzk+n5CSHkT/WnPj8sqjVr1uDZs2fw9/dH7969efeI8/LycPjwYfzzzz9Ys2YN5syZI1a+Eg/gKjp5bGws0tPTha6B2aBBA4ny/fLlC4yNjXkXWadOHdSpU4d3zi9fvqBq1aqSF5wQQohQ1DIuWXh4OPr168cbMV1EVVUV/fv3R2xsLMLCwsonGHO5XKxatQoHDhwocXWmFy9eSJI92rRpg5CQEKHPZr169Qq9evWSOG9ZMnZ2hF2/bqjWoiG0q1dDTlIK4u4+wu1F/yI15l2Jx1Zp6gqncUNgVMce6kYG4KSmIfHJS9xbsRHfbj3gT8xiofag3nAY0he6ltWRl5WNxEfPcXfFJsTdfiD8BAosKysLu3btwpOnT/H06VOkpaUhYMECkSeUSUtLw9q1a3Hh4kVkZ2fD0dERU6dMgb29vUDaS5cuYVNQEGJjY2FgYADvLl3g5+cn0qoqioLqS3w1XOuiiW8P2LZuAkMLM2R+T8bbmw9wwn8V4t+8FSmPWm2awWvWGNRwcQRLSQlxr9/i/PLNuHfoFC8NW7MSuiyaivo920PL2ACJsR9xcd0uXAnaJ6tLk7q8AgrGJUlJSYGlpWWx+y0tLUWacetXEk2HGRQUhO3bt6NLly5YtmwZGIbBlClTsGDBAtjZ2aFWrVrYvn27JFkDgNBWdhEOhwM1NTWJ85Yl54nDYdWlHT5duYmoGYvxfPchVG3qil6Xj8LA3qbEY/WsLcBwuXi2MxhXpwXgYeBOVDI1gveZfTBv05wvbZOFf8NtzQJ8f/4aUbOX4dH6ndCtaQHv03tgUr+OLC9RJpKTk7F5yxa8ffsWtra2Yh3L5XIxbtw4nDl7Fn379MGkiRORlJSEocOG4f3793xpr127homTJkFbWxszpk9H69atsXXbNixdtkyalyNzVF/i85w+Es492uNlZBQOTViAq1sOombLRph1/xSqOpReh00G9cL483tRkJeP47NW4Oi0JYi+chsG5lV4aVhKShh/bg9ajvLBvUOncXjiQsS9ikX/TYvgNXO0LC9Pqmg6zJLVqFGjxLmmL1y4INGqhRJ9vf3vv//Qvn17LFiwAMnJyQAK599s0qQJunbtir59++LmzZto2rSpyHnGxMQgJiaG9/7WrVv49u0bX5rc3FycPn2ad8Nc0TzasAsRw6aCm5fH2xZz7Cx6Xw+F88ThiBzxd7HHvth7BC/2HuHb9mz7Afg8DEfdUb74GHkNAMBSVobDkL6IOR6GCyOm//88J8Iw4FEkbHp3Rvz9J1K+MtkyNjZGZEQEjIyM8OzZM/T/pfunJOHh4Xj46BFWrliBdu3aAQA8PDzQxdsbmzZtwtKlS3lpV61eDVsbGwRt2sRr2WlpamLb9u3w6d+/xG+7ioTqS3wRq7dhe/8JKPjps3kv5BTmPDkHzxmjsHPgpGKPNaxhhn4bAnApcDcOTVxQbDrn7l6wbuaKPUOm4frOwwCAK0H74Hd4IzrMGY+obSFIT/he7PGKgqbDLFm/fv2wcOFCDB8+HL6+vrCwsAAAvH37Fnv37sX169fF7qIGJAzG3759w7BhwwCA10otmj9aTU0NXbp0wc6dOzF58mSR8zx79izWr18PoPA55lWrVglNp6OjgyVLlkhSbJkT1kWcGvseyS+joW9nLXZ++dk5yE5MBltXm7dNSVUFqpU0kBXP/6HOTkgCt6AA+dnF3zZQVGpqanxzuYojIiIChoaGfFOzGhgYwMPDA6dPn+b1pMTExCA2NhazZs7k62Lt3bs3tm7bhvCICPgNH17maykPVF/ii71xX2BbfPQ7fHn2GpXta5Z4bIuRPmApKyF0buEyeGzNSsjNFJyBsGaLwjEyd4JP8m2/G3wS9Xt2QD3vdri2LVjSSyg3BRSNS+Tj44OkpCRs2bIF165d421nGAaqqqoYM2aMRI/2ShSM9fT0eNNhampqQktLCx8/fuRLk5aWJlaevr6+6NatGxiGQdu2bbF+/XqBe1iqqqowNjYucfYvRaRhbIikl9EipVXV1oSyqirUDfVh17crDB1scW9lEG9/QU4u4u48RK3+XRF35wG+3rgHNV1tuE4bjdyUNDzfdUhWl6GQXr58CftatQQmbHd0dMTRo0fx/v172NjY8FZRqV27Nl86ExMTmJqa8q2y8juj+uKnY2qEL8/elJjGvm0zxL2MhWOH1uixYib0zaogMykFlzbswal5a3i31VTYbBTk56OAk8d3PCcrGwBQ3aUOUAGCMQ3gKt24cePg4+ODGzdu4PPnzwCAatWqoUmTJjAwMJAoT4mCce3atfHkyf+7Qhs1aoTdu3fD3t4eDMNgz549sLOzEytPbW1taGsXtgAjIyNhbGyssPeGxWHTuzO0qlXGnSXrRErvsXMtqrdtAQAoyOXg2Y5g3FuxkS9NhN/f8Ni5Bm23ruRtS337Acc9+yP9/SfpFb4CSEhMRH0XF4Htxj9ajvEJCbCxsUFiYmLh9p+mWC1iZGSEhIQE2RZUQVB9/V9Dn67QN6uCk3NLXvjdxMYC3AIufHeuwPnlQfj06AWcu3uh45zxUFZRwfFZywEAca9ioKyiAsvGzoiJuss7vmaLwukQ9aoJTpKkiGj8Fr+S1llwdnaGs7Mz731OTg7fJCDikCgY9+rVC8ePH+d1aU2aNAk+Pj4YMGAAGIaBrq4uZsyYIVaeKSkpvJ81NTWRlZVV4mIUFWEWLj0bS7RYMRffbj3AqwPHRTrm5oJVeLR+J7TMKsOuXzcoqamCpaIC5P5/Gcm8jEwkvXyDb7cf4vOVG6hkYgTnScPhtX89jrf3QU5SimwuSAHl5uZC7ae5YIuosdmF+3+M9s/JzQUAqAr5gsdms5GZkSHDUioOqq9CpnbW6LchADHX7+HG7qMlpmVraUJJWRnHpi/F+eWFvVQPjoWhkoEe3CcMxtnFG5CbkYk7B0LRce4E/LVjOYLHzEX8m3ew92gBt9EDAACqGuoyvy5pUOSW8YULF7B27Vq8ffsWVatWhZ+fH3r06FHiMZ8+fRK6wmC9evVw6FDpPYnu7u4S9caK+8SPRMG4bdu2aNu2Le99zZo1ERERgVu3bkFZWRnOzs5iB8vGjRuLdcGlXWhxyzsWkXR5R1FpmBihw6HN4KSl45zvBDBc0eaY+/7k/91/r0NOotflo3DfuATnfScAKBzA1fn4TnyJuo1rfy/ipf106Qb63DwJp/FDcXO+8PvtvyM2mw1OXp7Ads6PYMJWL/wHqP4j2OT9sjY2UBigitL97qi+AB1TY4w9vQPZqenY0nNUqZ9NTnYO1LU0cedgKN/2OwdD4di+FcydHRB99TbS4hKwscswDN67GhPCCx9lyk5NQ/C4+Ri8ZzVyM4pvXCgSRb1nfPfuXYwdOxY9e/bErFmzcPPmTcyePRuamprw8vIq9fjJkyejUaNGvPeampoinXfx4sXlcmtUpGDcsGFDBAQE8C54/fr18PDw4HusQltbmy9Ai6u8Lrg8qOlooeORLWDr6uB4ex9kfYuXKB9uXh7enb0I50nDoazORkFOLqo2c4Whgy2uz17KlzY19j2SX8eiciPpTVxeERgbGSFRSJdpwo9uVpMf3axFA54SEhJQuXJlvrSJiYlwdHSUcUkVw59eX+o62hh7dhc09HSwqkUvpH4t/bOZ+iUO6rZWSI9L5Nue/mMQpab+/xeOj756G/5WLVGtTi2wNTXw6dEL6FYt7J6Ofx0rxSuRHUVtGW/atAl169ZFQEAAgMIG3MePH7Fu3TqRgnGNGjXg5OQk9nm7d+8u9jGSECkYZ2Vl8U3usX79etSoUUPsZxxLIu0LlnXLtzjKbDW0D94EPWsLnOw6BMmvYko/qKT8NNhgKSlBTUsT2Tm50DAu/CfJUhZ8RFxJRQVKKuJPUF6R2dnZ4f6DB+ByuXyDkp4+eQJ1dXXUqFGDlw4Anj9/zpvNDQDi4+MRFxdXalfX7+JPri8VNhtjTm6Dqa0l1rYdgK8vRBtU+eHeU5jaWkGvmikS3/5/oKpeVRMAEHhcieFy8enRc957+7bNAAAvIqLKegnlQhHvGXM4HNy6dUtgXYIOHTrg1KlT+PTpE8zMzORUOukQadIPc3NzhIWF4ePHj7znirOzs5GSklLiq6xSU1Nx9+5dnDx5kjejSW5uLrgidvmWN5aSEtrtXAPTBk44P2gi4u48FJqukqkx9GwsofTTIyMaRoIj8NR0tWHV2QPpH78gOzEJAJAS/Q4AULNHR760RvVqQ8/GEomPFW9mMmlJSEjA27dvkfdTN2vbdu3w/ft3vi9fycnJOB8eDjc3N94gwJo1a8LS0hJHjx5FQUEBL+2hw4fBYrHQrgy9OoqK6uv/WEpKGB6yHlZN6mNrr9F4e1PwUScA0KlsDFM7a77P5t2Qwhm2mg3t8//8WCw0GdwLGd+T8eHe02LPq2VkAI/pI/Hp0Qu8jLhWbDpFwmUYkV/l5cOHD8jLy4OVlRXfdmvrwkdGY2NL73WYP38+7O3t0aRJE/j7+0slRkmTSC3jESNGYNasWbh8+TKAwj/EefPmYd68eSUeJ+mUlVwuF2vXrsXevXuRnZ0NFouFI0eOQFdXF2PHjkW9evUwduxYifKWpab/TIdlhzZ4d/YC2Pq6sOndmW//m0OFzx82mjcZtfp3w766bZD+oXBYfMcjW5Hx5Rvi7z5GdsJ3aJlXQa3+3VGpignCB///ee3ER8/w8UIUavXvBjVtTXy8EAXNyiZw9PNBQXYOHm/aU34XLEUHg4ORnp6OhB9LZ16+cgVxP37u17cvtLW1sW7dOoSePIkzp0+jWrVqAIB2bdtif926mDtvHmJiY6Gvp4eQQ4fA5XIxetQovnNMmjQJEyZMwMhRo+Dl6Yno6GgEh4Sge7duAh9yRUf1JZ6eq/xRz7sdHoWGo5KBHhr6dOXbf3v/cQBAtyXT0WRQT8y2aI7vP55MeHTiPF5EXIPnzNHQNDLA50fPUa+rB2xaNMQ+v5nI/+m++uRLIYi9cR8J0e+gU9kYLfz6ga2liQ2dhpY4s6AiEWc6zPIam1PUGNPR0eHbXvS+pOkn1dTU0K9fPzRv3hw6Ojp49OgRgoKC8PTpUxw+fJi3BoK8iRSMu3btirp16+L27dtITEzE+vXr0a5dO7EfXxLVv//+i3379mH69Olo0qQJPD09efvc3d1x+PBhhQzGhnUKn4u2aO8Oi/buAvuLgrEwL/YdhU33Dqg72hdqutrgpKQh7u4jPBw+FV9v3ONLe7b/aDiNG4Ka3TvAvE0LcPPy8PXGPdz+51+kRIs2z66i2bN7N758/cp7HxkZyfsgd+zQgffY26+UlZWxYf16rF6zBgcPHkROTg4cHRywMCCANzNOEbeWLbF61SoEbd6MpcuWQV9fH0OHDsUIPz+ZXZesUH2Jx9yp8Hnpel3aoV6XdgL7i4JxcYK6+qHLoqlw7dMJTQb1QNyrWOzwmYDbB07wpftw7wlcenWAXrXKyE5Lx8vwawids4qve1vRlVeLNz09nbdufUnKOuOiiYkJ5s+fz3vfsGFD2NjYYMSIEQgPD0eHDh3KlL+0sBgJvq65u7tj9uzZpX4rklTLli3h5+eHAQMGoKCgAA4ODjh69CgcHBwQFRWFiRMn4s6dO2U+zya9WlIo7Z9jVMpL5GRny7sYFYq6hgbVmZjUNTQwkmUh72JUGEHMO6nmt+PuB5HTDnEVfw7mIocPH4a/v3+p6c6cOQOGYdCxY0ds27YNLVq04O179+4dPD09sXXrVrRs2VLkczMMg/r166N///6YNm2aROWXNokebSppkmxpSElJ4d0L+FVBQQHy8/Nlen5CCPlTccvp0aZevXqhV69eIqXlcDhQVVVFbGwsXzAuuldc0W6bCCPRqk2yZmFhgago4SMPb9++DRubkldAIoQQIpkCRvRXeVFTU0OjRo1w7tw5vu1nzpyBtbW12COpL168iKysLL4nBeRNIRclHTRoEObMmQMVFRXe82Pfvn3Dw4cPsXfvXoVdKIIQQio6RX3OeNSoUfjrr78wf/58tG/fHrdu3cKpU6ewZs0avnS1a9dG165dsXjxYgDA0qVLwWKx4OTkBB0dHTx+/BibN2+Go6NjmebGkDaFDMbdu3dHamoqAgMDsXnzZgDAmDFjoKGhgYkTJyrMDXdCCPndKOo6xa6urggMDMTatWtx5MgRVK1aFYsWLUL79u350hUUFPA9/mptbY2DBw/i0KFDyMnJgampKXr27Inx48fzrUgmbxIN4CovmZmZePDgAZKTk6GrqwtnZ+diR4lKggZwiYcGcImPBnCJjwZwiUfaA7j+jRJ9prAJzSr+vVpFoThfC3749OkTDh8+jIcPHyIxMREsFgtGRkaoX78+bGxspBqMCSGE8FPUual/dxIN4Grfvj2CgoJ46zhKy8mTJ9GhQwds3rwZ7969g7a2NjQ1NfH27Vts3LgRXl5eOHPmjFTPSQgh5P8KuIzILyI9ErWMq1SpgsDAQKxbtw7Ozs7o2rUrvLy8ytRqjYmJwaxZs+Di4oI5c+YIPNr05s0bLFy4EDNmzIC9vT0sLS0lPhchhBDhOPmKOd3w706ilvGOHTtw+fJl/P3338jJycGcOXPQrFkzjB8/HhEREXxz4YrqwIEDMDc3x5YtW4Q+Y2xjY4Nt27bBzMwM+/fvl6TYhBBCSkEtY/mQ+J6xkZERBg0ahEGDBiE2NhahoaE4ffo0wsPDoaOjg/bt26NLly6oX1+0Jf1u376N3r178yaqF0ZNTQ29e/fGsWPHJC02IYSQElCQlQ+pTPphZWWFiRMn4sCBA/D09ERqaiqCg4Ph4+MDDw8P7N+/v9SVlr5+/SrSXNd2dnZSv1dNCCGkELWM5aPMo6mzsrIQHh6O0NBQ3Lp1CwDQqlUrdO3aFaqqqjh06BAWLVqEV69e8RaFFiYzMxOampqlnq9SpUrIysoqa7EJIYQIQUFWPiQKxgUFBbh27RpCQ0Nx4cIFZGdnw8HBAdOnT0fHjh1hYPD/tXnbtGmD1atXY//+/SUGYwV+3JkQQv4YFIzlQ6Jg3KxZM6SmpsLU1BQDBgxA165di13YASjsWs7MzCw1X19fX7BYrBLTUNAmhBDZyadgLBcSBeNWrVrB29sbjRs3LjV4AkDHjh3RsWPHEtMo4vrEhBDyp6GWsXyIHYxzcnKgq6uL7OxskQKxqCgYE0KI/FEwlg+xR1Orq6sjJCQE379/l0V5CCGEyFEBw4j8ItIjUTe1g4MDXr9+Le2yEEIIkTOagUs+JHrOeNasWThz5gwOHz6M/Px8aZeJEEKInNBzxvIhUct4xowZYLFYmDt3LhYtWgRTU1Ow2Wy+NCwWC6GhoVIpJCGEkPJRUMoETUQ2JArGenp60NPTo8UaCCHkN0MtXvmQKBjv3btX2uUghBCiACgYy0eZp8MkhBDy+6BJP+RD4oUiMjIysGXLFgwdOhRdu3bF48ePAQApKSnYuXMn3r9/L7VCEkIIKR80gEs+JGoZf/v2DQMGDMC3b99Qo0YNxMbG8qa71NPTQ3BwMD5//gx/f3+pFpYQQohsUZCVD4mC8fLly5GZmYnjx4/DwMAATZs25dvftm1bXLp0SRrlI4QQUo4oGMuHRME4KioKvr6+qFmzJpKTkwX2m5ub4+vXr2UuHCGEkPJFwVg+JArGOTk5fMsk/kqUFZoIIYQoHgrG8iHRAC5ra2vcuXOn2P0RERGoXbu2xIUihBAiHwX5XJFfRHokCsa+vr44c+YMtmzZgoyMDACF6wy/f/8e06ZNw8OHDzFo0CBplpMQQkg5YBhG5BeRHhYjYY1u2rQJ69evB8Mw4HK5UFJSAsMwUFJSwoQJE+Dn5yftshJCCJExt1WXRE57eUormZXjTyPxpB+jRo2Ct7c3zp8/j/fv34PL5aJ69erw8PCAubm5NMsoM28T0+VdhArF0kgbas5D5F2MCoXzYAfVmZg4D3YgJztb3sWoMNQ1NKSaH5fuGctFmWbgqlq1KnVHE0LIb4ShW8FyIfEMXIQQQn4/inrPOCoqClOmTEHbtm1hZ2eHgIAAkY9NT0/HrFmz0LBhQzg7O2P8+PGIj4+XYWnFJ1HLuFatWmCxWKWme/HihSTZE0IIkRNF7aa+evUqXr58iQYNGiA1NVWsYydOnIjo6GjMnz8fbDYba9euxfDhw3H06FGoqCjGEg0SlWLMmDECwbigoACfP39GREQELC0t0bp1a6kUkBBCSPlhFDQY//3335gxYwYA4NatWyIf9+DBA1y7dg3bt29H8+bNAQCWlpbo0KEDzp8/jw4dOsikvOKSKBiPGzeu2H3x8fHo06cPLCwsJC0TIYQQOVHUYKykJNld1StXrkBHRwfNmjXjbbOysoK9vT2uXLmiMMFY6veMTUxM0LdvX2zcuFHaWRNCCJExLsOI/KoIYmNjYWlpKdCba2VlhdjYWDmVSpBMOss1NDTw6dMnWWRNCCFEhrhizKzVpk2bEvdHRkaWtThllpaWBm1tbYHturq6ePr0qRxKJJzUg/Hr16+xd+9e6qYmhJAKqLwGcKWnp4s0otnc3BxqamrlUCL5kigYu7u7Cx1NnZ6ejvT0dKirq1M3NSGEVEDiPLJUlpZvWFiYSGvenzlzBtbW1hKfR0dHB9++fRPYnpqaCl1dXYnzlTaJgnHDhg2FBmNdXV2Ym5ujY8eO0NPTK2vZCCGElLPymvSjV69e6NWrl8zPY2VlhRs3boBhGL649fbtW9ja2sr8/KKSKBgvXbpU2uUghBCiABT1OWNJtWzZEhs3bsSNGzfQtGlTAIWB+Pnz5xg2bJicS/d/ZbpnnJWVhczMTOjr60v9wenY2FicP38e3759Q25uLt8+FouFxYsXS/V8hBBCFPfRps+fP+PJkycAgOzsbHz48AFhYWEAAC8vL1662rVro2vXrrwY4ezsjObNm2PWrFmYPn062Gw21qxZAzs7O3h4eJT/hRRD7Aj6+fNnbN++HRcvXuT1w7NYLFSuXBleXl7w8fFBtWrVylSo48ePY9asWWCz2ahatSpUVVX59osy+xchhBDxKWowvnXrFmbOnMl7f/XqVVy9ehUA8OrVK972goICcLn8fe1r167FkiVLMHfuXOTn56N58+bw9/dXmNm3ADGXULxw4QKmTZuGzMxMVKtWDXZ2dtDU1ERmZiZevXqFz58/Q1tbGytWrECrVq0AAGvWrMGkSZPEKpSnpydq166NxYsXQ0PKK5L8jFZtEg+t2iQ+WrVJfLRqk3ikvWqT/aRQkdO+WNNFquf+k4n8tSAmJgYTJ06EmZkZAgIC4OrqKpDm7t27mDdvHiZNmoQjR45gy5YtCA0NFTsYx8fHY/78+TINxIQQQgQpasv4dyfyDFxBQUHQ09PDgQMHhAZiAHB1dcX+/fuhra2NHj164OTJk5g8ebLYhXJ1dcXr16/FPo4QQkjZMFxG5BeRHpFbxjdv3kSvXr1KfWRJT08PPXr0wKZNm7Bs2TJ4e3uLXajJkydj2rRpYLPZaNasmdDZU+jRKUIIkb7fbTR1RSFyME5JSRF5YJaZmRmUlZUlCsQA0K1bNwDA/Pnzix2sRcszEkKI9HELyulBY8JH5GCsr68v8nzTnz59goGBgcSFWrx4MY2YJoQQOaCWsXyIHIwbNmyII0eOwNfXt8Qu4pSUFBw5cgSNGzeWuFDdu3eX+FhCCCGSY7gF8i7CH0nkAVwjR45ESkoKBgwYgPv37wtNc//+fQwcOBApKSkYMWJEmQuXmpqKq1ev4tSpU7h69SpSU1PLnCchhJDiMdwCkV9EekRuGdesWROrVq3C9OnTeRN71KpVi+8540+fPkFdXR2rVq1CzZo1JS4UwzBYsWIF9u3bBw6Hw9uupqaGgQMHYtq0aRLnTQghpHgUZOVDrOlHPDw8YG9vj61bt+LSpUuIiIjg7TMxMUHv3r0xdOhQVK9evUyFCgoKwu7duzFs2DC0b98eRkZGSExMxNmzZ7Ft2zbo6OhIpeVNCCGEH1NAwVgexJ4LzNzcHAEBAQCAjIwMZGZmQlNTE1paWlIr1OHDhzFq1CiMHTuWt83IyAi1atWCqqoqQkJCKBgTQogMUMtYPkS+ZyyMlpYWTE1NpRqIASAhIQH169cXus/Z2RkJCQlSPR8hhJBCdM9YPsoUjGWlWrVquHTpktB9ly9fLvNCFIQQQoSjYCwfirNkxU8GDRqE+fPnIykpCV5eXjA0NMT3798RFhaG06dPY/78+fIuIiGE/JYoyMqHQgbjvn37Ii8vDxs3bsSpU6fAYrHAMAwMDAwwe/Zs9OnTR95FLBaHw8HebUGIDDuDjPR0WNasCd/ho1C/YenPXd+/cwvBu3fgXWw0CgoKUM28Orr07IO2Xh350mVmZODg7u24fuUSEuPjoaevD6cGDTFgsB9MKleW1aXJjJqqCuaP6or+nZpCX7sSnrz5hHkbjiHy1vMSj/NuXR/De7aCo40ZDHU1kZCcjttPYrEw6ASexXzmpWvpYoeIbdOLzWfu+mNYuv2U1K6nPFCdiScrKwu7du3Ck6dP8fTpU6SlpSFgwQKRZwlMS0vD2rVrceHiRWRnZ8PR0RFTp0yBvb29QNpLly5hU1AQYmNjYWBgAO8uXeDn56dQy/WVpCCfU3oiInUK+9cxcOBA+Pj4IDY2FqmpqdDT04OlpSWUlBSyZ51n1T/zce1iJLr27o9q5uYIP3MKc6ZOwLLAzXCs51TscTeuXkbAzKmwd6yDAUP8ABYLVy9EYOXCeUhLSUH3vj4AAC6Xi5kTR+PDu7fo1K0nqpnXwNfPH3Hq2BHcv3UTW/YfRiVNzXK6WunYHjAU3du4YN2BcER/iMdfXZohNHAi2vmtwPWHb4o9ztGmGlLSM7H+QDgSUzJQ2VAXvt7NEbXXHy0HLcbj1x8BAC/ffsWg2VsEju/fsSk8mjoi/MZTmV2brFCdiSc5ORmbt2xBlSpVYGtri7t374p8LJfLxbhx4/Dq9WsM+jHpUcihQxg6bBgOHjiAGjVq8NJeu3YNEydNgqurK2ZMn4430dHYum0bkpKT4T97tiwuTeqoZSwfYq1n/LuR9nrGr54/xYThgzBszAT07D8QAMDJzcWIgX2gp2+ANZt3FHvsrIlj8P5tLHYePgE1NTUAQEF+Pob17wl1DQ1s2n0QAPD8ySNMHjkUoyf/jS49evOOP386FKsXB2DO4hVo5tZaqtdVRBbrGbs6WOL6vjmYvjoEa/aeAwCw1VTw4PBCJCSnw23QYrHyMzHQwduwldh54irG/rO3xLTPTiwBGAYOXWdJXP7SyGI94z+hzqS9njGHw0FaWhqMjIzw7Nkz9PfxEbllfO7cOfw9fTpWrliBdu3aAQCSkpLQxdsbzZs1w9KlS3lpu3XvDlUVFRw4cIDXEl6/fj22bd+O/44dg6WlpVSvC5D+esZGnZeWnuiHxJMzpHruP5nCtIx37twpcloWi4VBgwbJrjASunoxEkrKymjv3Y23TY3Nhmcnb+zavAEJcd9gbCq8GzkrMxNa2tq8QAwAyioq0NXVE0gHAPq/zP1tYGgEAGCz2dK4lHLTo60r8vMLsO3YZd62XE4+dp24ikXjesLMVB+f4pJFzi8+KQ1ZORzoaVcqMZ2rgyVsqpsiYNNxSYsuN1Rn4lNTU4ORkZFEx0ZERMDQ0BBt2rThbTMwMICHhwdOnz4NDocDNTU1xMTEIDY2FrNmzuTrku7duze2btuG8IgI+A0fXuZrkTV6zlg+FCYYL1u2TOS0ihqMY16/gpl5dWhq8j/qZVfboXD/m9fFBuO69V1waN9u7N6yCe06dALAwsXwMLx+9QKzApbw0tnUqg11DQ3s2RoEbR1dmFWvgS+fPmLbxnWwta8NZ9eGMrs+WahXqzrefIhDemYO3/Y7T98W7rerXmpg0dXSgKqqCiob6mCcjwd0tSvhwq2SV/Xq16HwHv7BszfLUHr5oDorXy9fvoR9rVoCt8gcHR1x9OhRvH//HjY2Nnj58iUAoHbt2nzpTExMYGpqytuv6KibWj4UJhhXlD/UkiR9T+S1UH9WtO17YvHPR/cfNAzfvnxB8J4dOLh7OwCAra6OOf8sQ5MWrXjpdPX0MDNgCf5duggzxo/ibXdp1AT+i5ZBuYIMEilSxUgXXxNSBLZ/Syych7yKsV6peVzb4w87yyoAgPTMHCzeehI7j18tNr2SEgu9PBri9pNYxHyMl6jc8kR1Vr4SEhNR38VFYLvxj5Z2fEICbGxskJiYWLjd2FggrZGRUYWZH4GCsXxUrP/cCo6TmwtVVVWB7UVdz5zc3GKPVVVVRTXz6mjeug2aubUGt4CLs6H/YfmCuVi8dgPsHevw0urp6cHa1g5d6vRGDSsrxLx5jcP792DV4gXwXyR6D4MiUGerITcvX2B7Tm4eAECDrSaw71fD5u+AjqY6LM2M4dulOdTZqlBWVkJ+vvB/Ku4Na6OykS6W7ThdtsLLCdVZ+crNzYWasM/1j1tCuTmFPRQ5Pz7fqmqC9c9ms5GZkSHDUkoPBWP5UJhg/OzZM1hbW0NdXR3Pnj0rNb2Dg0OJ+3++vyNMZGSkWOUThRqbjby8PIHtRYtdqJVwP3fD6uV4+ewp1u/cx+sOa9mmHUYM6I2gf1fi3627AQBfP3/C3+NGYpr/AjRvXXiNTVq0gmnlqlj1z3zcuRGFBk2aSfvSZCYnlwO2quCfoTq78J9fdm7pj1ncehzD+/lQ2G08PvYPAGDGmkNC0/fr0Bj5+QU4fO62JEWWO6qz8sVms8ER9rn+EXzZ6uoAAPUfn+88jmD95+bm8tIpOobLlXcR/kgKE4x79OiBQ4cOoW7duujRowdYLJbQdAzDgMVi4cWLku9vyYOBoZHQruik74XdV4ZGgt1XAJCXl4dzp06gl89ffPelVFRU4Nq4KU4ePYS8vDyoqqoi/Mwp5HE4aNisBV8ejZu3BAA8e/KoQgXjr4mpqGaiL7C9spFu4X4h3bElSUnPwqU7L9CvfWOhgUWdrQrv1vURees54pPSJCqzvFGdlS9jIyMkCuliTvjRLW3yo1u6aIBYQkICKv/yvH9iYiIcHR1lXFLpoJaxfChMMN6zZw+sra15P5eVLFq+pbGyscOjB/eQmZnBN4jr1bPCZzKtbWyFHpeWmoqCggJwhXwjLcjPB5fLBZdbAEAVycnfwTCMQNqCgsJuS24FGwn56NUHtHKtBW1Ndb4BSQ0drXj7xaXBVoOulvDHPTq7OUFHSwPBFXgQEtVZ+bKzs8P9Bw/A5XL5viw/ffIE6urqvOeM7ezsAADPnz9HnTr/v60UHx+PuLg49OjRo3wLLiEKxvKhMDNoNGzYEJo/Jqto2LBhqS9F1KJ1G3ALCnD2xH+8bRwOB+fPnESt2o68kdTx377h4/t3vDR6+vrQ0tZG1OWLfN3c2VlZuBl1FeY1LMBmF3ZxmZnXAMMwuBIZznfuS+GFz5ta29jJ6vJk4ljEPaioKGNYdzfeNjVVFfzl3Ry3HsfwRgWbVzaAnQV/a8NYX1sgvxpVDNG6oT3uvXgn9Hx92zdGZnYujl+4L72LKGdUZ7KTkJCAt2/f8n0O27Zrh+/fv/N9wU9OTsb58HC4ubnxxoTUrFkTlpaWOHr0KAp++lJ86PBhsFgstGvbtvwupAwK8jgiv4j0KEzL+GcZGRngcDgw+OlZ2tDQUMTExKBJkyZo3Lj0qSXloZaDI1q4t8XOoPVISU5CVTNzRJw9hbivXzBp5hxeuhWL5uLJg/sIiyqcBUhZWRk9+g3A7i2bMNFvENp6dQSXy8W5UyeQGB+Hv+cu5B3brkMnHDm4F4ErFiPmzSvUsLRC9KuXCDt1AjUsrdBURhN+yMqdp7E4cv4OFo3rARMDHUR/jMfAzk1hUcUQIxb8/9nzHQuHwc21Ft8EGvcPB+Di7Rd49OoDktOyYFPdFIO6toCqijJmrzsicC59HU14NquD/yLvITO7+MF0io7qTDIHg4ORnp6OhPjC0eCXr1xB3I+f+/XtC21tbaxbtw6hJ0/izOnTvAVp2rVti/1162LuvHmIiY2F/o8ZuLhcLkaPGsV3jkmTJmHChAkYOWoUvDw9ER0djeCQEHTv1g1WVlble8ESopaxfChkMJ42bRpMTEywYMECAIUz2Kxfvx66urrYunUrVq5ciQ4dOsi5lMJN81+A3aZVEHnux9zU1jWxYMVa1HESviRkkX6+Q1G5SjUcP3wQ+3duRR6HA0trG/gvWsYbqAUAOrp6CNy+F3u2BeFW1FWcOX4U2jq68OzYBYNGjBE6mlvRDZ6zFfNHd0P/jk2gr6OJJ28+ouuEf3Ht/usSj9ty+BLat6gLj6aO0K6kjvjkdETcfIZl20/hafRngfQ92rlCTVXlt+hupToT357du/Hl61fe+8jISF5rt2OHDtDWFuw1AAq/LG9Yvx6r16zBwYMHkZOTA0cHBywMCICFhQVfWreWLbF61SoEbd6MpcuWQV9fH0OHDsUIPz+ZXZe0UTCWD4WcDrN58+aYN28e2rVrB4Zh0KxZM/Tq1QuTJk3CkiVLcPfuXRw9erTM55H2dJi/O1lMh/m7k8V0mL87WUyH+TuT9nSYbBfRZwnLvbdVquf+kynMPeOfpaamQl+/cLTo06dPkZycjJ49ewIA3N3d8fbtW3kWjxBCflu0nrF8KGQ3tZGREaKjo+Hq6orLly+jWrVqMDc3BwBkZ2dXmKXICCGkouE8KH5BGyI7ChnVvLy8sGLFCly/fh1XrlzBsGHDePueP3/Ot2QZIYQQUtEpZDCeMmUKNDU18fTpUwwZMgR+Pw1+ePbsGdq3by/H0hFCCCHSpZDBWEVFBWPHjhW6b8OGDeVcGkIIIUS2FDIYF3n79i0eP36MhIQEGBsbo06dOhXmWT1CCCFEVAoZjDMzMzF37lycPXsWXC4XbDYbubm5UFJSgpeXFxYuXMibrYsQQgip6BTy0aZFixbh4sWLWLhwIe7evYtHjx7h7t27CAgIwKVLl7Bo0SJ5F5EQQgiRGoUMxufOncPUqVPRo0cPaGkVLrigpaWFnj17YsqUKTh//rycS0gIIYRIj0IGYzabDTMzM6H7zM3N6TljQgghvxWFDMbdu3fHwYMH8etMnQzD4MCBA+jevbucSkYIIYRIn0I2MXV1dfH8+XN4eHigdevWMDQ0xPfv33Hx4kVwOBy4uLhg587C1WlYLBYGDRok3wITQgghZaCQC0XUqlVL5LQsFgsvXryQ6Dy0UIR4aKEI8dFCEeKjhSLEI+2FIoh8KGTL+OXLl/IuAiGEEFJuFOae8datW5GQkMC37f79+8j+5Rvyx48fMWfOnPIsGiGEECJTChOMV69eja8/LfxdUFAAHx8fxMbG8qVLSkrCkSNHyrt4hBBCiMwoTDAWdutaAW9nE0IIIVKnMMGYEEII+VNRMCaEEELkTOGDMYvFkncRCCGEEJlSqEebfH19BYKvj48P3za6j0wIIeR3ozDBeOzYsfIuAiGEECIXFIwJIYQQOVP4e8aEEELI746CMSGEECJnFIwJIYQQOaNgTAghhMgZBWNCCCFEzigYE0IIIXJGwZgQQgiRMxZDU1opjDZt2gAAIiMj5VySioPqTHxUZ+KjOiOyRi1jQgghRM4oGBNCCCFyRsGYEEIIkTMKxoQQQoicUTAmhBBC5IyCMSGEECJnFIwJIYQQOaPnjAkhhBA5o5YxIYQQImcUjAkhhBA5o2BMCCGEyBkFY0IIIUTOKBhLUZcuXWBnZ4e7d+/ybb916xbs7Ozw5MkTsfKT9LiKJjAwEHZ2drxXnTp10L59e2zduhVcLlesvCIiIrB//34ZlVS+fq6nWrVqwcXFBZ07d0ZAQABiYmLEzu/YsWOws7NDUlISACAtLQ2BgYGIjo6WdtFl6te/n59fW7Zskdp5hH0e7ezssH37dqmdg/y5VORdgN/Fmzdv8OrVKwDAyZMn4erqKucSVSzq6urYvXs3ACAnJwe3bt3CqlWrwDAM/Pz8RM4nIiICT58+hY+Pj6yKKlc/11NmZiZev36NkJAQHDp0CP/88w+8vb0lzjstLQ3r16+HjY0NatasKa0il4uf6+VnVapUkdo5HBwcEBISAmtra6nlSUgRCsZScvLkSSgpKaFBgwYICwuDv78/VFVV5V2sCkNJSQlOTk68940bN8br169x/vx5sYLx7+7XemrWrBn69+8PPz8/zJ49G/Xr14e5ubn8Cignv9aLLGhpacn8HOTPRd3UUsAwDE6dOoXGjRtj8ODBSElJwdWrV0s8pqgLbfny5WjcuDGcnZ0xY8YMZGRkCKRNS0vDlClT4OzsjNatW2Pr1q18+x88eICRI0eiefPmcHJygre3N44fPy7NS5QLTU1N5Ofn895zOBysXr0arVu3hqOjI9q3b4+TJ0/y9s+YMQP//fcf3rx5w+umnDFjBoDft44AgM1mY86cOcjLy8Phw4d5248dO4bOnTujTp06aNGiBdasWYOCggKheXz69Im3Zu+ECRN49ffp0ycAwMqVK9G5c2c4OzujRYsWmDx5MuLj42V/cVIiyuctLy8Py5YtQ6tWreDo6IjmzZtj5MiRSE9PByD6baPg4GB4enrC0dER7u7u2LhxI9/tlqLbA8+fP8ewYcPg5OQEDw+P3+bvkUiGWsZScP/+fXz+/BljxoxB8+bNoaenh1OnTsHd3b3E4/bu3QsHBwcsW7YMnz59wsqVK5Gbm4s1a9bwpZs3bx68vb2xYcMGREREYOXKlbCzs0PLli0BAF++fEH9+vXRr18/qKmp4f79+/D39wfDMOjWrZvMrlvaigJvUTf1+fPnMWLECN7+CRMm4P79+xgzZgysra1x+fJlTJs2DTo6OnBzc8Po0aORlJSE2NhYrFy5EgBgYGAA4Pepo+LUrFkTpqamePDgAQBg586dWLFiBXx9fTFjxgzExMTwgvHUqVMFjjcxMcH69esxduxYTJ48GY0aNeJtB4Dv379jxIgRMDExQVJSEnbu3ImBAwfi9OnTUFFRjH8jP39xK/Jz2Ur7vG3evBnBwcGYOnUqbGxskJycjKioKHA4HJHLsHfvXixatAgDBw5Eq1at8ODBA6xfvx7p6emYPn06X9qpU6eid+/eGDx4MA4dOoQZM2agTp061A3+h1KMT1EFd+rUKbDZbHh4eEBVVRWenp4IDQ1FZmYmNDU1iz1OTU0NGzZsgLKyMoDCFo6/vz/Gjh3L94H08PDAuHHjAABNmjTBpUuXcO7cOV4w7tixIy8twzBo0KAB4uLiEBISUmECTVZWFhwcHPi2dejQgddFffPmTVy4cAHbt29H8+bNARR20SYkJCAwMBBubm6oXr06DAwM8OXLF4HuxN+hjkpTpUoVJCYmIiMjA+vWrcOwYcMwefJkAIV1paqqiqVLl2Lo0KHQ19fnO1ZNTQ329vYAgBo1agjU35IlS3g/FxQUwNnZGS1btsTNmzd5vw95Evb3AwD79+/njd8o7fP25MkTNG/enG+8gaenp8hlKCgowIYNG9CxY0f4+/sDAJo3b468vDzs2LEDfn5+fPXu4+PDO5ezszMuX76Mc+fOYfTo0eJXAKnwqJu6jPLz8xEWFgY3Nzdoa2sDADp37ozs7GyEh4eXeGzr1q15/xgAwMvLCwzDCHSD/fzPjsViwdraGt++feNtS01NxaJFi9C6dWs4ODjwBpq8fftWGpdYLtTV1XHkyBEcOXIEBw4cwOzZs3H16lXeP7WoqCjo6emhcePGyM/P572aNm2KFy9eFNv9WuR3qKPSMAwDFouFBw8eICsrC15eXgJ1lZOTgzdv3oid9+XLl9G3b1+4uLigdu3avC+C7969k/JVSObnv5+fX0VfMIDSP2+1a9fG5cuXERgYiMePH4s9kj82NhbJycnw8vLi296hQwfk5eXh8ePHfNt//lxXqlQJVatW5ftckz8LtYzLKCoqCklJSWjdujXS0tIAALa2tjA2NsapU6fQtWvXYo81NDTke6+lpQU2my1wL64oyBdRVVXl3ccCCu+VPnjwAGPGjEHNmjWhpaWFgwcP4uzZs2W8uvKjpKSEOnXq8N67uLigoKAAS5cuxeDBg5GcnIyUlBShrR8ASEhIQOXKlYvN/3eoo9J8+/YNFhYWSE5OBoBiW/xfv34VK9/Hjx9j9OjRaNOmDYYPHw5DQ0OwWCz07t0bubm5ZS63NPz69yNMaZ+3UaNGQUlJCf/99x/Wr18PAwMD+Pj4YMyYMWCxWKWWITU1Veh5it4X7S8i7HMtTpc4+b1QMC6jogFEM2fOxMyZM/n2JScn4/v378Ue+7/27j0qquNw4PgXcFEMICxFbEKwELKrFlAeoiAqKuAhYhTqoxIBi2JpQIiIiLXHmmI0J7GxAtEoVEtiRGpAjQ8wlRpbq9gcIyYajwkoIvhIFEEILwP394dn749lQXmZNXY+f7Fz587Mndll7syde2/7bXV1dTQ1NcnX6bqiqamJTz/9lOTkZMLCwuTwXbt2dTmNJ5WDgwMAJSUlDBo0CKVS2el9o5prwx15mutI45tvvuHWrVsEBwczaNAgANLT0zs8QbG1te1W2kePHsXU1JS//OUvGBo+mEyrrKzsfaF/ZI/6vRkbG7NkyRKWLFnC1atXyc3NJS0tDVtb24eeVGtYWFgAyPdtt89X0y6C0BHRGfdCQ0MDhYWF+Pn5ER4errXt9u3bJCQkcPjwYVQqVYf7Hzt2jJUrV8pTZwUFBRgYGDzyDL+t5uZmWltbtW6jqqur45///GcPjujJoplOtbS0xNvbm8zMTBQKBcOGDet0H4VCoTNae5rrCB6cbKSkpGBsbMzs2bMxNzfHxMSEmzdv4u/v3+V0NPXTvv4aGxtRKBRao8O2q9h/Krrzexs6dCgJCQnk5ORw+fLlLqVvb2+PUqmkoKBAq97z8/NRKBS4uLj0zYEITyXRGfdCYWEh9fX1hIWFyatP28rMzOTgwYPyIpr2mpubiYmJYd68efLqzqlTp3ZrNaWZmRnOzs5kZGSgVCrp168f27Ztw9TUVOcM/UnW2tpKcXEx8OAWkwsXLrBlyxYcHR3x8PBAoVAwadIkFi1axKJFi1Cr1TQ0NFBSUsLVq1d54403AHjhhRfIzc3l4MGDDB06FEtLS2xtbZ+KOgLteqqvr5cf+nHt2jXefPNNedQbFxfH22+/zc2bN/H09MTIyIhr165RWFhIWloaJiYmOmlbW1tjbm7OoUOHsLW1xdjYGLVazbhx48jKyiIlJQV/f3/Onj3L/v37f8zDfqS29dKWlZWVfN/1o35vr776Kr/85S8ZMWIEJiYmHDt2jJqaGsaOHdulMhgZGfHqq6+ydu1alEolEydOpLi4mIyMDCIiInQWzQlCW6Iz7oWDBw/y7LPPdtgRA8ycOZN169ZRXl7e4fawsDCqqqpISkqiubkZf39/Vq9e3e1y/PnPf2b16tUkJydjYWFBWFgY9fX1bN++vdtp6UtjYyNz584FHtyOMmTIEF5++WViY2PlEVtqairbtm0jOzubyspKzMzMePHFFwkJCZHTmTVrFl988QUpKSlUV1cTHBzMm2+++VTUEWjX08CBA7G1tcXLy4v09HStk7jIyEhsbGzYsWMHO3fupF+/ftjZ2eHr69vpw2gMDQ1Zv34977zzDgsWLKC5uZnCwkImTpxIYmIiO3fuJC8vDzc3N7Zu3dqtlcaPW9t6aWvWrFnyidqjfm9ubm7k5+ezY8cOWlpasLe3Z8OGDXh7e3e5HGFhYfTr14+//e1vZGdnY21tTWxsLNHR0b0/SOGpZiBJkqTvQvwvUqvVJCUlsXDhQn0XRRCeeuL3JjzpxK1NgiAIgqBnojMWBEEQBD0T09SCIAiCoGdiZCwIgiAIeiY6Y0EQBEHQM9EZC4IgCIKeic5YEARBEPRMdMaCIAiCoGeiM36KlJWVERkZibu7O2q1mqNHj+q7SHr1JNfH4cOH8fT05Pvvv39kXLVaTVpa2o9Qqsfv9OnTqNVqTp8+re+i9NiGDRuYPXu2voshPGXE4zD1IC8vT+sNT0ZGRlhZWTFu3DiWLl2KjY1Nj9JNTk6moqKCpUuXYmZmhpOTU18V+SepN/VRUlJCfn4+wcHB3X7L0aO0tLSQlpbG/PnzeeaZZ/o0beHBC1wyMzPx9PTs9FG1vREREUFWVhaFhYVMmTKlz9MX/jeJzliP4uLisLW1pbm5meLiYvbu3cuZM2c4ePAg/fv371ZajY2NnD17lujoaObPn/+YSvzT0dv6KCkpIT09HU9Pzz7vjI8dO8aVK1c6fJby02706NF88cUXnT4fuy80NDSQnp5ObGzsY+mMra2tmTJlCtu3bxedsdBnxDS1Hk2YMIEZM2Ywe/Zs3njjDSIjIykvL6ewsLDbaWnePmRubt5n5WtqaqK1tbXP0vsxPY766Cu5ubm4ubn1eAbkp8zQ0JD+/fvL70X+Kamvr5f/DgwM5MyZM1y7dk2PJRKeJj+9X8RTzMPDA0DnB15aWkpcXByenp44OzsTEhKi1WGnpaUxadIkAN566y3UajWTJ0+Wt9+6dYuVK1fi7e2Nk5MT06ZN46OPPtLKQ3Mt79ChQ2zcuJHx48czcuRI6urqADh37hwLFy7E3d2dkSNHMn/+fM6cOaOVRlpaGmq1mqtXr5KcnIyHhwfu7u6sXLmShoYGnePdv38/s2bNYuTIkYwePZpXXnmFEydOaMU5fvw4oaGhjBo1CldXVxYvXiy/57gzD6uPyspK1qxZw9SpU3FxcWHMmDHExcVRUVEh75+Xl0d8fDwA4eHhqNVqneucPSkXPDjB+fe//93hm4Cam5tZt24dY8eOxdXVlejoaG7evNlhOt1p08OHD7NlyxYmTJiAs7MzERERXL16VSfN/Px8QkJC5HpJTEzk1q1bWnGSk5NxdXXl+vXr/Pa3v8XV1ZXx48fz4YcfAnDp0iXCw8MZNWoUkyZN0nnvcUfXjMPCwggKCqKkpISwsDBGjhzJ+PHjycjI0KmfTZs2ERISgru7O6NGjSI0NJSioiI5TkVFBV5eXgCkp6fLbdf2mvupU6fktvPw8OB3v/sdpaWlWnlpvsslJSUsW7aM0aNHExoaKm/XtF9PTpwFoSNimvoJUllZCWiP5r755hvmzZuHjY0NUVFRDBw4kPz8fGJiYkhLS8Pf3x9/f3/MzMxYv349QUFBTJgwQb4Wefv2bebMmYOBgQGvvPIKSqWSf/3rX6xatYq6ujoWLFigVYbNmzejUChYuHAhzc3NKBQKTp06RVRUFE5OTsTGxmJgYEBeXh4RERHs2rVL56Xpr732Gra2tiQkJPDVV1+xZ88elEoly5cvl+Okp6eTlpaGq6srcXFxKBQKzp07R1FRET4+PgDs27eP5ORkfHx8SExMpKGhgezsbEJDQ9m7d2+n08cPq48vv/ySs2fPMm3aNIYMGUJlZSXZ2dmEh4dz6NAhTExMGD16NGFhYXzwwQdER0fj4OAAIL+isKflAjh//jz3799nxIgROttWrVrFxx9/TFBQEG5ubhQVFbF48WKdeN1t04yMDAwMDIiMjKSuro7MzEwSExPZs2ePHEezjsHZ2ZmEhATu3LnD+++/z+eff86+ffu0vpMtLS1ERUXh4eFBYmIiBw4c4E9/+hMmJiZs3LiR6dOnExAQwO7du1mxYgWjRo2S3yncmZqaGhYtWoS/vz+BgYEcOXKEDRs2oFKpmDhxIgB1dXXs2bOHoKAgZs+ezffff89HH33EokWL2LNnD8OHD0epVLJmzRrWrFkj/zbgwSI4gJMnTxIVFYWtrS2xsbE0Njayc+dO5s2bR15enk7bxcfHM3ToUJYuXUrbJwebmZlhZ2fH559/rlPfgtAjkvCjy83NlVQqlXTy5Enpzp070o0bN6SCggJp7NixkpOTk3Tjxg05bkREhBQUFCQ1NTXJYa2trdLcuXOlgIAAOezatWuSSqWSMjMztfL6/e9/L40bN06qqqrSCl+6dKnk7u4uNTQ0SJIkSUVFRZJKpZKmTJkih2nyCggIkCIjI6XW1lY5vKGhQZo8ebL0m9/8Rg5LTU2VVCqVtHLlSq28YmJiJE9PT/lzWVmZNGzYMCkmJkZqaWnRiqvJo66uTvLw8JD+8Ic/aG3/7rvvJHd3d53w9jqrj7bHpnH27FlJpVJJe/fulcPy8/MllUolFRUVacXtbbn+/ve/SyqVSrp06ZJW+MWLFyWVSiWtWbNGKzwhIUFSqVRSamqqHNbdNg0MDNT6/mRlZWmVobm5WfLy8pKCgoKkxsZGOd6xY8cklUolbdq0SQ5bsWKFpFKppPfee08Oq6mpkVxcXCS1Wi0dOnRIDi8tLdUpu6ZMbet1/vz5OvXf1NQkjRs3TlqyZIkc9sMPP2gdhyZvb29vre/cnTt3dPLVmDFjhuTl5SXdvXtXDrt48aI0bNgwKSkpSQ7TfJcTEhJ00tCIjIyUAgMDO90uCN0hpqn1aMGCBXh5eTFx4kTi4uIwMTFhy5YtDBkyBIDq6mqKiooIDAykrq6OqqoqqqqquHv3Lj4+PpSVlelMI7YlSRKffPIJkydPRpIkef+qqip8fHyora3lwoULWvvMnDmTAQMGyJ8vXrxIWVkZ06dP5+7du/L+9fX1eHl58dlnn+lcV/71r3+t9dnDw4Pq6mp5yvvo0aO0trYSExOjc+3QwMAAeDCCuXfvHtOmTdMqt6GhISNHjuzxrTFtj+3+/fvcvXsXOzs7zM3N+eqrrx65f2/LVV1dDcCgQYO0wo8fPw48mLJtKyIiQutzT9o0JCQEY2Nj+XP7yyHnz5/nzp07zJs3T2vhoK+vLw4ODnz66ac6x9H21h5zc3Ps7e0xMTEhMDBQDndwcMDc3LxL11UHDhzIjBkz5M/GxsY4Oztr7WtkZCQfR2trK9XV1fzwww84OTl1qe2+/fZbLl68SHBwMBYWFnL4sGHD8Pb2ltugrfbf5bbMzc25e/fuI/MVhK4Q09R6tHr1auzt7amtrSU3N5fPPvtM659meXk5kiSxadMmNm3a1GEad+7c6XQhUFVVFffu3SMnJ4ecnJxO47TVfpqurKwMgBUrVnR6HLW1tVqdy7PPPqu1XTPFWVNTg6mpKeXl5RgaGsrTvh3R5Nu+M9IwNTXtdN+HaWxsZOvWreTl5XHr1i2tqcfa2tpH7t9X5ZLavSytsrISQ0ND7OzstMI1U+QaPWnTztrj3r17AFy/fh0Ae3t7nbQcHBx01gb0798fpVKpFWZmZsaQIUPkk6m24Zp8HqajfQcNGsSlS5e0wvbu3cv27du5cuUK9+/fl8O7suL9Ycf5wgsvcOLECerr6xk4cGCX0pUkSafMgtBTojPWIxcXF5ydnQHw8/MjNDSUZcuWUVBQwDPPPCOPOCMjIxk/fnyHabT/592WZv+XX36Z4ODgDuNorqVptB05wv93GklJSQwfPrzDNNr+8wI6XSnbvgN6GE3ct956C2tra53tRkZGXU6rrZSUFPl696hRozAzM8PAwEDnmuDjKpdmRFZTUyPPgHRHT9q0L9qjrc6OsbPwruTTlfbcv38/ycnJ+Pn5sXDhQqysrDAyMmLr1q2PbVXzw24xvHfvHpaWlo8lX+F/j+iMnxBGRkYkJCQQHh7Ohx9+yOLFi+VFLwqFosPVt4+iVCrlTr0n+wNyGUxNTXucRnt2dna0trZSWlraaQevydfKyqrP8gU4cuQIM2fOJDk5WQ5ramrSGRV3NuLpbbk0I92KigqtTvO5556jtbWV8vJyrdHw5cuXtfbvizZtTzNyvnLlirwSWePKlSs6I2t9OXLkCM8//zzp6ela7ZOamqoVr7O2a3uc7V2+fBlLS0udE8uHqaioYNiwYV2OLwgPI64ZP0HGjBmDi4sLWVlZNDU1YWVlhaenJzk5OXz77bc68dtPR7ZnZGTE1KlTOXLkCF9//XW39wdwcnLCzs6O7du3d/joxq6k0Z6fnx+Ghoa8++67OtebNaOo8ePHY2pqytatW7WmI3uTL3Q8Avvggw9oaWnRCjMxMQF0p657Wy4nJycUCgXnz5/XCp8wYYJclraysrJ0yt/bNu2oTFZWVuzevZvm5mY5/Pjx45SWluLr69vtNB8HTdu1HWmfO3eO4uJirXiatms/PT548GCGDx/Ovn37tLZ9/fXX/Oc//5FXbXdFbW0t5eXluLq6dvcwBKFDYmT8hFm4cCHx8fHk5eUxb948/vjHPxIaGsr06dOZM2cOzz//PLdv36a4uJibN2/y8ccfPzS9ZcuWcfr0aebMmcPs2bNxdHSkpqaGCxcucOrUKf773/8+dH9DQ0PWrl1LVFQUQUFBhISEYGNjw61btzh9+jSmpqa899573TrGoUOHEh0dzebNmwkNDSUgIABjY2O+/PJLBg8ezLJlyzA1NWXNmjUkJSUREhLCSy+9hFKp5Pr16xw/fhw3NzdWr17drXzhwaKk/fv3Y2pqiqOjI8XFxZw8eVJrQQ/A8OHDMTIyIiMjg9raWoyNjRk7dixWVla9Klf//v3x8fHh1KlT8r3MmvyCgoLYtWsXtbW1uLq6UlRU1OH9wL1t0/YUCgWJiYmsXLmS+fPnM23aNPnWpueee+6JuXXH19eXTz75hJiYGHx9famoqGD37t04OjpqPZBjwIABODo6kp+fzy9+8QssLCx48cUXUalUJCUlERUVxdy5c5k1a5Z8a5OZmRmxsbFdLsvJkyeRJEk8gUvoM6IzfsIEBATII9E5c+bg6OhIbm4u6enp7N27l+rqapRKJSNGjCAmJuaR6f3sZz9jz549vPvuu/zjH/8gOzsbCwsLHB0dSUxM7FKZxowZQ05ODps3b2bnzp3U19djbW2Ni4tLjx/pGB8fj62tLTt37mTjxo2YmJigVqu1VtROnz6dwYMHs23bNv7617/S3NyMjY0NHh4ehISE9CjfVatWYWhoyIEDB2hqasLNzY0dO3awaNEirXjW1ta8/vrrbN26lVWrVtHS0sL777+PlZVVr8v1q1/9iiVLlnDjxg1+/vOfy+Hr1q3D0tKSAwcOUFhYyJgxY9i2bZvOiK0v2rS9kJAQBgwYQEZGBhs2bGDgwIH4+fmxfPnyJ+YpZiEhIdy+fZucnBxOnDiBo6Mjb7/9NgUFBTonIGvXriUlJYX169dz//59YmNjUalUeHt7k5mZSWpqKqmpqfTr14/Ro0ezfPnyR94L3VZBQQHu7u4PXbMhCN1hIPV0FYcgCD3S0tLCSy+9RGBgIK+99pq+iyN003fffceUKVN455138PPz03dxhKeEuGYsCD8yIyMj4uPj2bVrV5deoSg8WbKyslCpVKIjFvqUGBkLgiAIgp6JkbEgCIIg6JnojAVBEARBz0RnLAiCIAh6JjpjQRAEQdAz0RkLgiAIgp6JzlgQBEEQ9Ex0xoIgCIKgZ6IzFgRBEAQ9E52xIAiCIOiZ6IwFQRAEQc9EZywIgiAIevZ/sb1+7C6LK68AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heatmap of pairwise normalized commitment scores\n", "fig = scorer.plot_pairwise_cs(result, figsize=(5, 4))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_04523", "metadata": {}, "source": [ "### 7.4 Commitment bar chart" ] }, { "cell_type": "code", "execution_count": 18, "id": "cd_51658", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar chart: unCS vs nCS per fate pair\n", "fig = scorer.plot_commitment_bar(result, figsize=(8, 4))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_68398", "metadata": {}, "source": [ "### 7.5 Per-cell fate affinity heatmap" ] }, { "cell_type": "code", "execution_count": 19, "id": "cd_97334", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heatmap of per-cell fate affinities (rows = cells, cols = fates)\n", "fig = scorer.plot_commitment_heatmap(result, figsize=(6, 5), max_cells=500)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_95811", "metadata": {}, "source": [ "### 7.6 NN entropy elbow plot" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd_13368", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxAAAAGVCAYAAABuGxe/AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAsJ9JREFUeJzs3XdYU2cbBvD7JOwREFAUC1JQcYsLVBx11VXFgVa/qtiqtY7W1lVrXXVrtdY6a0vV2lrFCe696qjWunC0blREEZApKznfH0gkJmACCYFw/66LK8mZz0lr3vOcdwmiKIogIiIiIiLSgsTYARARERERUcnBBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiEqkCRMmwMfH543LiIhIv5hAEJHJ+uuvv+Dj4wMfHx+EhoZq3MbHxwdDhw5VWda/f3/4+PigTZs2yMjIUNtnyZIl8PHxwZUrV94YQ862ef0NHDiwQNeWc+yDBw8WeP/iqHXr1vl+X2FhYcYOkYio1DMzdgBEREVhyZIl6Nq1K6ysrLTe5+HDh/jjjz8QHBxc6PN/9tlneOutt9SWlytXrsDHXLp0Kbp37462bdsWJrRip3z58hg9erTGdfXr1y/iaIiI6HVMIIjI5NWqVQsRERFYu3atWm1DXqysrPDWW29hxYoV6NmzJ+zs7AoVQ4sWLVC7du1CHaOwkpOTC30dRcHe3h6BgYHGDoOIiPLAJkxEZPI6duyImjVr4qeffkJ8fLxW+0gkEowePRrx8fH4+eefDRxhtq1bt8LHxwenT59GSEgI2rZti1q1aqF9+/bYtm2bcruHDx8q2/lv27ZNpYlPDh8fH0yYMAGnT59G3759Ua9ePQwbNky5/uDBg+jTpw98fX1Rr1499OnTR2NzqNatW6N///64evUqBgwYgHr16sHPzw9ffvklYmNjldsdOHAg36ZinTt3Rrt27SCKYqG/J23ExcVh/Pjx8Pf3h6+vL4KDg3H16lW17bKysrBq1Sp06tQJtWvXhr+/P0aMGIF///1XZbvWrVujX79+Kst+/PFH+Pj4qHyvAPDtt9/Cx8cHz5490/+FEREVA0wgiMjkCYKAsWPHIikpCStXrtR6vzZt2qBBgwZYu3YtYmJiChVDcnIy4uLi1P7S0tLUtl20aBHCwsLw/vvvY9y4cRAEARMmTMD58+cBAE5OTpg/fz4AoGHDhpg/f77yL7eIiAgMHz4cderUwVdffYUuXboAAH7//XeMGDECCQkJGD58OIYNG4aEhASMGDECGzduVIsnOjoaAwcOhLu7O8aOHYt27dohLCwMAwYMwIsXLwAArVq1QtmyZbFlyxa1/S9evIhbt26hZ8+eEAThjd+VXC7X+F3FxcVpnYAMHjwYMTExGDlyJIKDgxEREYF+/frhv//+U9lu7NixWLhwIcqXL4/x48ejT58++Ouvv9CnTx9cu3ZNuV3jxo1x8eJFlf9ep0+fhkQiwblz5yCXy5XLz5w5g8qVK8PFxUWrWImISho2YSKiUqFp06YICAjA+vXrMWDAAFSsWFGr/caOHYu+fftiyZIlmD59eoHPn1dn6fHjx2PQoEEqyzIyMrB582ZYWFgAADp06IA2bdrg999/R4MGDWBjY4PAwECMHz8e7u7ueTb3uXnzJlavXo2mTZsqlyUkJGDBggXw8PDApk2blE2a/ve//6Fbt26YO3cuOnbsCJlMptwnMjISX331lco1VKlSBXPmzMG6devw8ccfw8zMDD169MCPP/6IW7duoXLlysptN2/eDKlUiu7du2v1Xd25cwdNmjTRuO706dNwcnJ64zHc3NywZMkSZcLSrl07BAUFYd68eQgJCQEAnDx5Env27EHHjh2xaNEi5bYdO3ZEjx49MHPmTKxfvx5AdgKxZcsWnD9/HgEBAcjIyMCFCxfw3nvvITw8HFevXkWdOnWQlJSE69evo2/fvlpdKxFRScQaCCIqNcaOHYvMzEwsXrxY633q16+Ptm3bYsuWLbh7926Bzz1lyhSsXr1a7a9jx45q2/7vf/9TJg8A4Orqirfffhv37t3T6ZzVqlVTSR6A7Jvm1NRU9O/fX6U/hJ2dHfr374/U1FScOnVKZR87Ozv873//U4vRzs4OBw4cUC7r1asXBEHA5s2blctSU1Oxe/dutGjRAq6urlrFXbFiRY3f1erVq2Fvb6/VMQYPHqxS21GrVi0EBATg9OnTSElJAQBl7J988onKttWqVUOrVq1w/vx5xMXFAchOIIDs2gUAuHDhAtLS0jB48GDY29vj9OnTAICzZ89CLpcrtyciMkVMIIio1KhRowY6d+6MHTt24MaNG1rvN3r0aIiiiO+++67A565Tpw6aNm2q9ufm5qa2rbu7u9oyR0dHPH/+XKdzenp6qi17+PAhgOwahNflLHvw4IFaPLkTGgCwsLCAu7u7yrbu7u5o2rQpwsLCkJmZCQDYs2cPUlJSEBQUpHXcNjY2Gr+rpk2bwtzcXKtjeHt7a1wml8sRFRUFIPu7kEgkGrfNqUHJ+b7KlSsHLy8vZQJx5swZlC1bFj4+PmjUqJHKcolEAj8/P62vl4iopGECQUSlyueffw6pVIoFCxZovY+3tzd69OiB/fv349KlSwaMLptEop+fZmtra70cRxe9e/dGXFwcDh8+DCC7+VLZsmXxzjvvFHks+ta4cWNcvXoVSUlJOHPmDPz9/ZXL//nnH2RkZODMmTOoXr06HBwcjBwtEZHhMIEgolLF3d0dffv2xYkTJ/DXX39pvd+nn34Ka2trnRKP4iinduPmzZtq627duqWyTY4HDx6oTaiXkZGBBw8eqG3bpk0bODs7Y/Pmzbhz5w7++ecfdOvWDWZmRdvl7vbt2xqXSaVSZa2Pu7s7FApFntsCUJm7o3HjxpDL5Th69CiuXLmibKbUpEkTpKWl4dChQ7h586YysSAiMlVMIIio1Bk2bBjs7Ozw7bffar2Pq6srBgwYgLNnz+LYsWMGjE57NjY2OjdrCggIgI2NDX777TckJycrlycnJ+O3336DjY0NAgICVPZJTk5WdibOsX79eiQnJ6tNYmdubo7u3bvjzz//xLJlywBAp+ZL+vLzzz+rjNh09epVnDp1Ck2aNIGtrS0AKGNftWqVyrb//fcfDh8+jAYNGqh02Pb394cgCFixYgUyMzOVCUTVqlXh7OyMpUuXQhRF9n8gIpPHUZiIqNRxcnLCoEGDdOpMDQBDhgzBxo0bceXKFZ3Pefz4cdy5c0dtuY2NDdq1a6fz8QDA19cXp0+fxqpVq+Dm5gZBENC5c+d895HJZBg7diymT5+O3r17K0dG2rZtG+7fv4/p06erdVT28PDAsmXLcPPmTdSsWRNXr17Fli1b4OXlhf79+6udo3fv3ggJCcHOnTvh5+ensS9GfpKSkhAWFqZxnY+PD6pVq/bGY0RFRWHQoEFo3bo1YmJi8Ntvv8HKygrjxo1TbhMQEICOHTti165dSEhIQKtWrRATE4P169fD0tISkyZNUjmmo6MjqlWrhuvXr6NixYoqtS/+/v7YvXs3zM3N0bBhQ52ul4iopGECQUSl0ocffoj169frNL+Dvb09hg0bhjlz5uh8vh9++EHjcldX1wInEFOnTsX06dOxcuVK5chCb0ogAOCDDz5AuXLlEBISoqwlqFatGpYtW6ZWowAA5cuXx/fff4958+Zh165dMDc3R5cuXfDll1/CxsZGbftKlSrB398fZ86cQc+ePXW+rujoaIwfP17juk8++USrBOLnn3/GnDlzsGTJEqSlpaFu3boYP3682r4LFixAjRo1sG3bNsydOxc2NjZo1KgRRo0apTIxX47GjRvj+vXrarUMTZo0we7du1GrVi1lDQcRkakSxKKaFpSIiEqc1q1bo2LFili3bp1O+w0ZMgQXL17EiRMnYGVlZaDoiIjIGNgHgoiI9Or+/fv4888/0bVrVyYPREQmiE2YiIhILy5duoTbt29j3bp1MDc3x4cffmjskIiIyACYQBARkV788ccf2L59O9zd3bFgwQKVIVCJiMh0sA8EERERERFpjX0giIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiIiIiIhIa0wgiAwgPDwcffr0Qb169VCvXj28//772L59u7HD0mjr1q3w8fFBXFwcAODhw4fw8fHB3r17jRwZEVHJsGTJEvj4+Cj/GjdujAEDBuDvv/826HkfPHiA4OBg1KtXDz4+Prh+/bpW+12/fh1LlizBixcvDBofmS4zYwdAZGpmzJiB33//HT179sTw4cMhCAL27duHCRMm4MqVK5g8ebKxQyQiIj2zsrLC2rVrAQDR0dFYvnw5Bg4ciK1bt6Jq1aoGOefixYvx4MED/PDDD7C3t4enp6dW+12/fh1Lly7FBx98AGtra4PERqaNCQSRHh06dAi//fYbRo4ciU8//VS5vHnz5ihXrhyWLVuGgIAAtG7d2qBxpKWlwcrKyqDnICKiVyQSCXx9fZWf69Spg9atW2PDhg2YMmVKgY+b3+/5nTt30LBhQzRv3rzAxycqCDZhItKjtWvXwsHBAR999JHaukGDBsHBwQFr167F1q1bUaNGDTx79kxlm+fPn6NWrVrYsGGDctmFCxcwYMAA+Pr6okGDBhgzZgxiY2OV63OaHG3duhWTJk2Cv78/evXqBQA4evQoPvzwQzRp0gT169dHr169cPz4cQNdPRER5XBzc4OTkxMePnyoXLZ161Z06dIFtWvXRvPmzbFo0SLI5XKV9T4+Prhw4QI+/PBD+Pr6Yv78+WrHzvndv3r1KsLCwuDj46N8MPWm3/2tW7fiq6++AgA0adJEZV8gu/Zk7Nix8Pf3R506dfDBBx8gIiJC798PlWxMIIj0JCsrCxcuXIC/vz9sbW3V1tva2sLf3x8XLlxAu3btIJVK1foZ7N+/HwDQoUMHANnJQ//+/WFvb49FixZhxowZuHLlCoYPH652/O+++w6iKGLhwoUYN24cgOxCplWrVpg/fz6WLFmC+vXr4+OPP8Zff/2l78snIqJckpOT8fz5c5QrVw4AsHr1akyaNAnNmjXDypUrMWTIEPz6669YtGiR2r5jxoxB48aNsXLlSgQGBqqtL1euHDZu3AhPT0+0bNkSGzduxNKlSwG8+Xf/nXfewbBhwwAAP//8s8q+CQkJ+N///ocbN25g8uTJWLJkCaytrREcHKzy4IqITZiI9CQ+Ph4ZGRmoUKFCnttUqFAB6enpSE9PR8uWLbFz507069dPuX7nzp0ICAiAo6MjAGDhwoWoVasWli5dCkEQAABVq1bFe++9h2PHjqFly5bKfatVq4ZZs2apnC/3sRUKBfz9/XHr1i2EhobC399fH5dNREQvZWVlAch+ij9v3jzI5XK0b98eycnJ+OGHHzB48GCMHj0aABAQEABzc3PMnTsXgwYNQpkyZZTH6dOnDz7++OM8z2NhYQFfX19YWVnByclJpenUm373nZyc4OHhAQCoWbMmnJyclNuvXbsWiYmJ2LRpE5ydnQFk11K0b98eISEhGD9+fOG/JDIJTCCIjKRz58744osvEBUVBTc3Nzx9+hTnzp3DvHnzAAAvXrzAP//8g/Hjx6tUcXt6eqJChQq4cuWKSgLxzjvvqJ0jOjoaixYtwqlTpxATEwNRFAFkFxpERKQ/qampKr+tDg4OmDJlCpo3b44TJ04gNTUVHTp0UCYZANC0aVOkpaXh5s2b8PPzUy7X9HuurcL87p88eRL+/v5wcHBQximRSNCoUSNcuXKlwDGR6WECQaQnZcqUgYWFBR4/fpznNo8fP4alpSUcHR3RqlUrWFtbY9euXRgyZAj27NkDS0tLtG3bFgCQmJgIuVyOOXPmYM6cORqPlVvO06IcCoUCw4YNQ1JSEj777DNUqlQJ1tbW+OGHH/KNkYiIdGdlZYXffvsNgiCgTJkyqFChAiSS7Jbi8fHxAIDu3btr3Pf132QXF5cCxVDY3/34+HhcvHhRY7KRU2tBBDCBINIbMzMz1KtXD2fPnkVqaipsbGxU1qempuLs2bOoV68ezMzMYGZmhrZt22L37t0YMmQIdu/ejVatWin3s7e3hyAIGDp0qDKpyC13dTcAZROnHPfv38e1a9ewbNkylf3T0tL0dclERPSSRCJB7dq1Na5zcHAAACxduhTly5dXW//WW2/pJYbC/u47ODigefPmGDVqlNo6CwsLvcRIpoEJBJEeBQcHY/jw4fjll18wcuRIlXW//PILnj9/juDgYOWy9957Dx9//DFOnDiBixcvYsiQIcp1NjY28PX1xZ07d/IslPKTnp4OADA3N1cue/ToES5cuKD1WOFERFR49erVg7W1NaKjo9GuXTuDnUfb3/2c9RkZGSr7N23aFOHh4fD29lZ7CEaUGxMIIj1q06YN+vXrh6VLlyI6Olo5mtL+/fsRGhqKfv36qQyX17RpUzg6OmLixImQyWRo0aKFyvHGjx+P4OBgfP755+jcuTNkMhmio6Nx6tQp9OjRI9+O0F5eXihfvjwWLlwIhUKB1NRU/PDDD8oRQYiIqGjIZDJ89tln+PbbbxEdHQ0/Pz9IpVI8ePAAhw4dUo52VFja/u57e3sDAH7//Xe0bdsWVlZW8PHxwcCBA7Fjxw7069cPAwYMgJubG+Li4nDp0iW4urpi4MCBhY6RTAMTCCI9mzx5MurWrYv169crJ5OrWrUq5s6di27duqlsa25ujvbt22Pjxo0ICgpSqyKuX78+1q9fjyVLluCrr75CZmYmypcvj8aNG6NSpUr5xmFhYYElS5Zg+vTpGDVqFCpUqIBhw4bhzJkzHNObiKiIffTRR3B1dcXq1avx22+/wczMDB4eHnjnnXdUagwKQ9vf/Ro1auDTTz/Fpk2b8PPPP6NChQo4fPgwypQpg40bN+L777/HggUL8Pz5czg7O6Nu3boGrTmhkkcQc7rnExERERERvQEnkiMiIiIiIq0xgSAiIiIiIq0xgSAiIiIiIq0xgSAiIiIiIq0xgSAiIiIiIq0xgTCQfv36oV+/fsYOg4iIjIhlARGZIs4DYSCPHz82dghERGRkLAuIyBSxBoKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGBIKIiIiIiLTGeSCIiExEZGQkwsPDERUVBTc3N3Tt2hUeHh7GDouIqNS5mRCDX26ew73kOHjaOeGjKo1QxaGsyZyXCQQRkQkIDw/HzJkzIQgCRFGEIAj49ddfMXnyZHTp0sXY4RERlRqrb57F4JObIECACBECBMyPOIKQgN4YWKWRSZyXCQQRUQkXGRmJmTNnQqFQqK2bMWMGfH194e7uboTIiIiMq6hrAm4mxGDwyU1QiCIA8eXS7NdBf4bC1doObjYOyJBnIVOhQIYi+zVTIUeGQp7/q1yOTPHla67lmQo5nqWlIOzBVbhnWKJrogvcMi0QZZ6BcNkzDDoZimaub6OyzEVv18kEgoioBMvIyMD333+vMXkAAEEQEBYWhpEjRxZxZERExlWQJ/IZ8iwkZqYjKTMNiZnpSMxIQ1JmOhJzf87Kfn19u8TMNDxIeQ6FKGq8kX9gkY5OB0IMdr1dEpwx6aknRAACstOWAfHlMcv1PkL+O4s5DTvp7VxMIIiISqCHDx9i69at2LFjB+Lj4/PcThRFREVFFWFkRESqiqoWIEshx/OMNMSlp+JSXBQG/bkJb2VYqN3If/jnRvx662/IRVGZGOQkAunyrELHkdeN/AzXe9gpi81zP6kIWIoSWCkksBQlKu+tFBJYiRJYioLG9S5Z5ngvyRkCBJVjihDx9ZNKWP00rtDXlRsTCCKiEiIrKwvHjx/H1q1bcebMGa32EQQBbm5uBo6MiEoCY3TsXX3zLL45Eo6uCS6onWWBaLNnaPfPKUxrFZhvLUB8xgvEpaeq/mW8QGxaCuIyUhGX/tr6jFQkZKSpHCffG3ncfmPsUlGAlUKApSiBhfKGXVDevFvm3Ny/vLG3F8xRNsMcvePLQqLhRn7qE08MSHaDvZklzBQCzOWAmRyQykVI5YBEzCOQQsipfWn21Eavx2UCQURUzEVHR2Pbtm0ICwvDs2fPVNaZmZnB398fp06dgiiqlz6iKCIwMLCoQiWiYsoQHWwVogIZ8uy2+OmKrJfvs5D+8vVW4jNs33UYoU9rqtzE94t3xczdB7G3zr+QQ/FaovACyVnpmk8oAuaiAKuXN+05T+VtFRI4i+awUlgq15XPsMDH8W553sh3TnCGKADWogTWkMJalCoTAwuFAHMFIBEFzXEUQE7NgFeK5auLKSICgNrSMno9JhMIIqJiSC6X49SpU9i6dStOnjyp1sehYsWK6N69O7p27QonJyfs2LEDM2bMUBmFSRRFTJ48mR2oiUqxlMx0nHhyN9/mPKF3L8JCavZaMpCV/f7lq+r77GQhS1Tve2WuEGAjSmGrkMAr3RrfPa2s8SZ+8hNPbPsrBpmCiGqiBFYKS1iK1iqJgVWuJ/w5y14/lq5ybuQbpckKdZxCkQiQmEshMZNmv5qbQWIuhWCe67OZFBKLl9tYZH9+tV51P4mZFM/+uYvYi/cgaMhLJIIA53JOer0EJhBERMXIs2fPsH37dmzfvh3R0dEq66RSKVq0aIGePXvCz88PEsmruUC7dOkCX19fhIWFKeeBCAwMZPJAVAzpqymRQlQg+kUSIpOfIzIl/uVr7vfxiE1PBZB3c56Z5e7hsPwmbEQpbBTZN/7Zr1I4v3xvpzCHjcLyZWIghU2ubV69l8BWIYW5FnMUCy9v43smltP5mg1BkEogmOW6MX/5Xnjts8RcCsHMLN/t4iMe4Pm1h5orGAQBrs188FZHX71fg7mDDeIu3tN8fQCcG3rp9XxMIIiIjEyhUODs2bPYsmULjh8/DrlcrrLe1dUV3bt3R2BgIMqWzfsmw93dnaMtERVzuvQJSM5MV00MkuNVEoSHqQnIVGT/XkhFAQ5yKRzlZtl/CjN4ym3gKJfBPcMSXZJcNHawnfr0bUx9+naRXb/Wcp7S5zxlN891425hpvlJfK5tEv6NwvN/H2usrxAFoFzjKqj4bp3sBEDy5qRHWzYVnbITCI1EuPh56+1cuVm52KNSDz/c33oWEIRcCYyISj38YOVsr9fzMYEgIjKS+Ph4hIeHY+vWrXj06JHKOkEQEBAQgB49eqBp06YwM+PPNVFJdzMhBtt3H0boE819Ag76/ofEzHQ8SH6O5wmJQFrWq4RAbgYHuRmc5GbwkpvBUe4ER0U5OLxcJ1Po/hvxekJREIKZFFJLM0gszSC1NIfUwgwSS3NILc2REB2HrJgkjc2O5BBhVb08vN+po5oIWGS/CtLC3dTbVy6PhP92aawJEACUa1oVUkvzQp1Dk6K+kc/NpYEX7DzLIvbvO0iPT4FlGVs4N/QyyDlZIhERFSFRFPHPP/9gy5YtOHz4MLKyVIcMdHZ2Rrdu3dCtWzdUqFDBSFESmT5DjUgkiiLiM14gKjUBj1ITEZWagOikBMTHJ+LR3YeY9KSSxj4BU554IupQBuwUFrBXVIAERTN6mggREltLOFQq9yoJsMxJArI/Syxevr6+3iL/G/20Z0mIWLQru19WrmsWIUIiCKjaqaHBbqhLy43866yc7VGxfV2Dn0fnBKJ3797o1asXOnXqBFtbW0PERERUokVGRiI8PFzZF6Fr165wcHDArl27sHXrVty7d09tH39/f/To0QMtW7Y0mdoGlhekjZIytCgAJGWmISo1EVEpCXgS/xxx8c+R8DwJL5JSkZmcBqRmwixdDodMKZzk5i9rC8xRRyF9eQRXjcfNubmumGWpcX1+pNYWMLOxhJltzqtlrtfsZfERDxB76b7GDrYQBLg29DbITaeViz08X97EKwBAFAFBgASCwW/igdJxI28sgqhp3L98fP755zh8+DCkUik6dOiAnj17omHDhoaKr8Rq06YNAODQoUNGjoSIilJ4eDhmzpypHAUJyO7jYGZmplbb4OjoiC5duqBHjx4m2dmZ5QXLgjfRNLSoCLFQQ4u+yc2EGIxdE4Kvn1RSaUYkAFjm/BAtG9aHWZocKYkpyEh+ATElA5IXclili5BlSVBGbo4ycjNI9dD853VyQYSFoy0sba1gbmulTAqkuRMDG4tX760ttGrqk/YsCVcXaW7OAwGoObqzQW+q02KTjHITT4ajcwIBAAkJCQgPD8e2bdtw7do1VKpUCT179kS3bt1Qrlzx6FFvbCw0iEqfyMhIBAUFqQ25+rr69eujR48eaN26NSwsLIooOuMo7eUFy4K83UyIQbVt81ExXX1o0YcW6fi20XtwsrRBpkKBDHkWMkUFMhVyZMjlyBTlr94rsj+/eq9AVmYWzNIVsEgXYZGhgGWGCKsMwCoTsEnKQrvnjnpp//8mGeYC5NZSCDYWsLSzgiIhDUJMisY+AVkQYdv4bdTq2tggsTw7fyfP5jwuDfQ7Qg+ZvgIlELnduHEDmzdvxs6dO5GcnIxmzZohKCgIrVu3VhlisLRhoUFUurx48QJff/01jh8/nuc21atXxzfffAMvr9JZWJfG8qK0lwVpWZl4kJI9gtD95HjcT4lHZHI87ifH40LcIzSPsVUbWlQAsmcKlsUC0DC6kNwMDgoztc7FOSMPOcrNYFeADsXayBJEpFoCWVZSwMYcZraWsJbZQuZgBydHB1jLbGFuZ5VdQ2BrCYmZVGX/nD4B0NAnAIKAWqwJoBKi0P/CypcvD3d3d7i4uOD58+e4d+8ePv30U1SsWBELFiyAr6+vHsIkIip+srKycObMGezduxdHjx5FWlpanttKJBK4u7uX2uQBYHlR3OnaF0EURTzPeIH7L4cWvf8yMYhMiVcui36RlOf+3mlWmPzUM8+ZgofGusFOIYW9gZIBTRQQEWulAGqUhZ2DPco4ylDWyREyBxnM7awgsTSDIBS85sLYfQJMvV0+FZ0C/6s8ceKEchQRW1tbdO3aFYsXL4a3tzciIyPxzTffYOLEidi9e7c+4yUiMiqFQoFLly5h7969OHjwIBISErTaTxAEuLkVzagqxQ3Li+JPU1+E+RFH8G3D9+Bf1iPPBCEpMz3f41ooBLyVaQn3TCu4Z1rCIyP71T3TEuXz6DCc82S+QgE6FMPKDBIbC0htLLI7F9tawtzWEha21rC0tYS5rRXu/3ML6dcea+zDoADwlq+3wZoRAcbt2EukLzonEN9//z3CwsIQHR0NPz8/zJkzB+3atVNpx+vh4YERI0bggw8+0GuwRETGIIoibt68ib1792Lfvn148uSJ2jYymQz+/v44ePAgNLUMFUURgYGBRRFuscHyomS4HBeFwX9uQsUM9b4IY87teOP+FgoBFTMt4ZFphbcyLeGRkf2+UpY1XDLNNLb314pEgGUZu1ejC+XVkdjGElIbC607FFuVc0DEdc1Di0oFAZUDahYsXh2wJoBKOp0TiM2bN6N79+7o1asXPDw88tzOy8sLs2fPLlRwRETG9PDhQ+zbtw/79u3DnTt31NZbWlqiRYsW6NChA5o0aQILCws0bdoUM2bMUI7ClPM6efJkkxxpKT8sL4qfTIUcEfHROPfsAc49e4CzMZG4Ev8Y7yU4q/VFGBBfXtkXwVwhoGJWdnLgnmkFzyxrVJbb4q0MSzim654iSK0tIJhJkJmUludMwRWaVzPJoUWJTIHOnaizsrJMZoxyQyrtHeeISqrY2FgcPHgQ+/btw+XLl9XWS6VS+Pv7o0OHDmjZsqXG+Q0ePHiAsLAw5TwQgYGBpS55AFheAMYtCxSiAjcTn71MFLIThotxj5AmVx1O2D3DEpvv11Jr0iO+HKonzjwLTlnmmucQyIfU2gKWznawcrGHpZMdLF3sYeVsD0tnO5jZWHJoUaISTOdf9pzC4O7du7h8+TJiYmJQtmxZ1K5du1R3DiSikis5ORlHjx7Fvn37cPbsWcjlcrVt6tatiw4dOqBt27YoU6ZMvsdzd3fHyJEjDRVuicHyouiIooiHKQnZycKzSJx79gDnYx8iIUNzx34bhQRV0m1QLcMGPRLLQlPDn5zmPc6Z5nmeV2plrpIYWDrbZycML5OE/BhzpmCAzYiICkPnBCIlJQVTpkzBnj17oFAoYGlpifT0dEgkEnTo0AEzZszgjKNEVOxlZGTg1KlT2Lt3L06cOIH0dPXOoJUrV0aHDh3w7rvvltoO0IXB8kJ32o6E9CwtBedeJgrZfw/xRNOIRyLgmmWOKuk28MmwQX25I6pm2KBMqg6NjiQCbCqUeVWbkCtRkFpbFGpUInYoJiqZdE4gZs6ciSNHjmDGjBlo37497OzskJycjL1792L27NmYOXMm5syZY4hYiYi0FhkZifDwcGUzoq5du6JixYr4559/sHfvXhw6dAjJyclq+1WoUAEdOnRA+/btUblyZSNEbjpYXugmr5GQljXugeqO5XAu5oEyYbibHKe2v1QU8HaGFXzSbVA13Rq1smSokmYNm6w33+Dn9H1QWy4A5ZtVw1sdDPeknjUBRPpzMyYZv5x9gHtxqfB0ssFHfu6oUtZO7+fRuQ9E/fr1MXbsWPzvf/9TW/f777/ju+++w/nz5/UWYEnFPhBExhMeHo6ZM2cqOzAD2cOv5tzAvs7R0RHt2rVDhw4dUKdOnUI9UaVXWF5oXxbkNyvzAwv12jF7uRRV021QJd0aVdNtUCPTFp7pVjAT3/z/rmAuhU15R1hXcIRNhTKQWlvg7sZTRuuLQGRIRXVDXRzOu/psJAaHXlIbxCOkty8G+um3H57ONRCWlpZ46623NK5zd3cv9R3miMi4IiMjMXPmTCgUCrV1uZMHGxsbvPPOO+jQoQP8/Pz422UALC+098vNc+iS4IyJTyqpjYS0xPkhHlqko2q6DXzSrVE1wxYVMi3ecMRsZvZWsKlQBjYVHGFdoQxsyjvC0sUOwmszfysys4zWF4FMn7Fu4jXdUM8/cssgN9SFOa8oisiUi8hSKJApF5EpVyBTkf2apRBfLZOLyFQokPXyNffyyOep+Gzb1ex/vjl1Ay9fB4VeRDMvJ1R20V+TUZ1/vXv06IE//vgDzZs3V3lKJ4oi1q9fjx49eugtOCIiXW3fvl3jPAw53N3dMXz4cDRv3hxWVlZFGFnpw/JCe8+fxGHik0oaR0L6PFaLGx1BgFVZe1iXd4SN28uEoXwZmNtr9/84+yKQoRTlTXyWXIGUDDlSMuS4Gp2IwaGXoBChdkP90caLiElJh5ONhcpNe87NepbKzXv2zXzWazfv2a+q22UpRCSmZeH8wwSV8+W8frjxIsbsuApRhMqx5QodhzjTkSAICPkrEnM6V9fbMXVOIBwcHHDt2jW8++67aNWqFZydnREbG4sjR44gIyMDDRo0wOrVq5UBDxw48I3HvH37NmbOnIkLFy7A1tYWgYGB+Pzzz1UmG9IkKSkJ8+fPx/79+5GWloY6depg4sSJqF791Rf08OFDZRVybnXr1kVoaKjyc+vWrfHo0SON59m4cSN8fX3feB1EZDyiKOLYsWPYsmVLngmERCJB9erV0a5duyKOrnQyRHlhqprF2ECEelMlQUPPBImFmbL5UfarI6xdHSAxL1yNDvsimL6irgm4GZOc5038oNCLeMvREi62lkhOz1Le+Kdk5H4vz7VO8za5982Qq9c8ayICGL/zumEu+g3iUjOL/JyiKOJeXKpej6lzH4hq1appf3BBwPXr+f8HSkhIQOfOneHp6YmhQ4fiyZMnmDt3Lrp27YopU6bku++QIUMQERGBMWPGwMXFBWvWrMG1a9cQFhaGChUqAHiVQIwePRr+/v7KfW1tbVGlShXl52vXriEjI0Pl+AsWLMDt27dx4sQJnava2QeCqOj8/fffWLp0KSIiIvLdTiqVon///hxitYjou7woibQtCy6tO4L069FqNRDAyxmSXezg+a4vrCs4wrKMHQQJ++mUZCWhfXzO0/zkjCwkp2fftCenZ3/OuXFXLs91I5+cnv05JSML158kIzpJPTEuzWwtpKggs4K5VIC5RJL9KpXATCKoLTOXCjDL+axpW6kE5pLs1wP/xeD4nVhoqsyQSgSMe8fbuDUQN27c0NvJAWDDhg1ISUnB0qVL4ejoCACQy+X45ptvMHToULi6umrc7+LFizh+/DhWrFiB1q1bAwD8/f3Rpk0bhISEYNKkSSrbV6pUKd9ahBo1aqh8Tk1NxdWrV9GtWze20yUqpq5du4Zly5bhr7/+0mp7URQRGBho4Kgoh77LC0PWVgPAf//9h4ULF+LSpUvIysqCj48PPv30UzRu3Fiv16GJSzknPL7xJI+OzALK1fRAmVqlbzJCU2SoJj0KhYik9CwkpmUhMT0LiWmZyvf/PU3G5L3/amwf/+HGi1h0/DayFGL2jf/LBCA9S7un+cYilQiwtZDC1kIKOwsz5XtbCzPYWkrxX0wyrkUna/wnJRGAtlXLoledCsobdDOJ+s3568s0b6u6bOq+f/HdsTsamyVJJQI+bfa2Xm/kc/SqWwHV5h3RuE4URQzy99Dr+Yx+Z3z8+HE0adJEmTwAQMeOHTF16lScPHkyzzay165dgyAICAgIUC6ztrZGw4YNceTIEbUEQleHDh1CamoqunTpUqjjEJH+3bt3DytWrFB7quvt7Y3hw4cjISFBZRSmnNfJkyeXyhmhTUFCQgKCg4Ph6emJJUuWKGur09LS3lhbPXr0aERERGDcuHHK2urg4GCV2uq4uDgMHDgQ7u7umDVrFszNzbFu3ToMGTIEmzdvho+Pj0Gvz7mBF6KPa66BEQA4N+TEe/pmjFqANzXpKWdnAUdr85cJQBYScpKAtCwkpr96n5ArOchZlpSelfeJ3+DyYw1ziBiYAKC6qx2aezmr3vznJAWWZvkut5BK8h0x72ZMMqrNO4K82tks61Fbr52Kcwzx98DCo7c1rjPEjXyOKmXtENLbF4NCL2qsZdL3tRYogUhNTcW2bdtw/vx5JCQkwMHBAQ0aNED37t1hY2Oj07Hu3LmDnj17qiyTyWQoW7Ys7ty5k+d+GRkZkEgkkEqlKsvNzc3x6NEjpKWlqXSQnDZtGr744gs4OjqiTZs2GDt2rErS8rqdO3eiYsWKqF+/fp7baOpbkePx48fKgomI9CM6Oho//fQTduzYoTLKkpubGz755BO0b99e+ZtQr149hIWFKeeBCAwMZPJgBPoqLwxdW3369GnExsYiNDRUOXKUn58f/Pz8cPDgQYMnEMaelbm00aUWQK4Q8SJTjtSX7exTle+zcr2Xq75/+TklI0tl/fUnyRqbmACAQgQ6h5wtgqvXzM7y1ZN8O0sz2L28cbezfPWqsj5nea6beuXry+0fPn+B6vOParxmQQDCPvIzyE08UPQ31MY+LwAM9HNHMy8nhPwVqUyMB/l7GOScOicQjx8/Rv/+/fHo0SNUq1YNzs7OuHv3Lvbu3Ys1a9bg119/1enGOTExETKZTG25g4MDEhIS8tyvUqVKkMvluHbtGurUqQMge5z3iIgIiKKIxMREWFlZwcLCAn379kWzZs0gk8lw6dIlrFy5EhEREdi0aRPMzc3Vjh0fH4+TJ0/io48+0vo6iMhwnj9/jtWrV2PTpk0qfZWcnZ0xaNAgdO/eXe3fsru7O/s6GJk+ywtD11ZnZmZ3bLS3f3WjbmlpCXNz83xH9dKn0joSkiFrAtKz5IhNyURsagZiUzIQm5qBa9HJmLov7+Y80w/8i0y5qEwI0opxUx57SzPIrF7+vXzvYGWea1n2+4M3Y7D/3xjN7eMFAWNbeWFu5xrqKwupajl7o91MA0V7Q10czgsAlV1sDdJE6nU6JxA5s4bu2rULXl6vqlTv3LmDTz75BHPnzsXixYv1F2EeAgIC4OHhgalTp2LevHlwdnbGqlWr8ODBAwBQVmuVK1cO06ZNU+7n5+eHKlWqYOjQoThw4AA6deqkduw9e/YgMzMT7733Xr4x5NcpLr/aCSLSTkpKCn7//Xf8/vvvSElJUS63s7PDgAED0LdvX1hbWxsxQsqPPssLQ9dWt2rVCi4uLpg7dy6++OILmJmZ4ZdffoEgCG/sN6PP2ujSNhKStjUBoigiIS1LmQRkv2bm+qyaJOSsS8mQ6xzT3bgX+rxErQkAaleQoU0VF5WkwMHaXJkcyKxevbe3NINEy870XWu65t0+HiIG+1fS45WoMubNNFB0N9TF5bxFRecE4tSpU5g+fbpKYQAAXl5eGDVqFKZOnarT8WQyGZKS1Nve5VR158XCwgKLFi3CmDFjlP0UqlatiuDgYKxbty7f5kktW7aEjY0Nrl69qjGB2LlzJ3x8fFC1alWdroWI9CM9PR1btmzBL7/8gufPnyuXW1pa4v3330dwcHC+vw9UPOizvDB0bbWDgwN+//13DB06FM2bNweQPUP5Tz/9xKZvBiBXiDhzPy7P/gAfbryIpSfvIiVDjtjUDMSlZhp8rPwc5hIBZe0sYWMhhY15drt7m5ft723Mc96b5XovVds2+72Z2vKHz1+g5rd5N+nZMrChQW6sjdmsBjD9m+nSSOcEQi6Xw9LSUuM6S0tLyOW6ZfteXl5qT4+SkpIQExOjVui8rlatWti7dy/u378PURTh6emJ6dOno2bNmhqbJmkjKioK//zzD0aPHl2g/Ymo4LKysrB7926sWrUK0dHRyuVSqRSBgYEYPHgwypUrZ8QISRf6Li8KQtva6tjYWIwcORIeHh6YOHEipFIpQkNDMWzYMPz+++/w9vbO8xymUhutj6ZEKelZeJyUjujEtJev6XiclPbaazpiktPz7AuQQzkZl46kEgHONuZwtrWAs42F6ntbCxy7/Qz78mrOIxEwRs/DXeZWzdV4TXqMXRNApkXnBKJ+/fpYsWIF/Pz8VNqKJiUlYeXKlfl2OtakRYsWWLlypcrTpb1790Iikai0Wc2LIAjw9PQEkD2Kxu7duzFu3Lh89zly5AhSU1NRu3ZttXU7d+4EgDc2XyIi/RFFEUeOHMHy5ctx7949lXXt27fHJ598wqfAJZA+ywtD11b//PPPSEhIwNatW5XDwjZp0gSdO3fG8uXLsXDhQq1jLYnya0o0oOFbeJaS8SoBSExHdJLmBCE5Xb9Joa2F9OXNv7kyAch+ffXZ5bVlMiuzfEfn6VG7fJEOd/m60tA+nkyfzgnE+PHj0a9fP7Rs2RKNGzeGi4sLYmNjcfr0aZibm2P27Nk6Ha9Pnz5Yt24dRowYoZxIbv78+ejTp4/KqBrBwcGIiorCgQMHlMtWrFiBSpUqKTvm/fjjj6hVq5ZKZ7q5c+dCEAT4+vpCJpPh8uXLyu3atm2rFs/OnTtRv359uLm56frVEFEBnD17FkuXLsW1a9dUlgcEBGD48OEGH/2GDEef5YWha6tv3boFLy8vlTklpFIpfHx8EBkZqcNVlzz/PknKtynRoNCLb6wt0JaZREB5e0uUl1nieWombsemahynXyoAX7T0wrddaurnxLkYuzkPwBt5Kvl0TiB8fHywY8cOrF69GufPn8etW7fg4OCA3r17Y+DAgShfvrxOx3NwcMDatWsxY8YMjBgxAra2tggKCsIXX3yhsp1CoVCr7k5MTMS8efMQGxuLcuXKoWvXrhg+fDgkEolyG29vb/zxxx8IDQ1FWloaXF1dERQUhM8++0xtgrhbt27h33//1bkfBxHp7urVq1i2bBnOnlUdtrBu3boYOXIk6tWrZ6TISF/0WV4Yurbazc0Nhw4dQnp6urLZlVwux40bN9QmnCvJ0jLliIhOwsVHCbjwKBEXoxJwLvJ5vgmCNsmDg5UZyttbooLM6rVXS5S3t3r5agknGwtlx9/8xukXAQxt4lmga9QGm/MQFY4g6jA+XXp6Or799lt07dpV2RmNNMtp95pf21ii0iAyMhLh4eHK+Rjq16+Pbdu24cgR1SYElStXxogRI9CsWbN8mx9QyaDv8iIhIQGdO3fG22+/raytnjt3Lrp06aIykZy2tdVeXl746aeflA+cIiIi8P7776Nx48b44IMPIJVKsXHjRhw+fBjr1q1Do0aNChS3McuCuNQMXHyZJFx4lICLjxJx/Wmyzp2Ry1ibo6lnGZVEIHei4GpvARuLgs1Lu+bsgzxrAgozKzMRGZZO/+ItLS2xZcsWvPvuu4aKh4hMSHh4uHJG6JyJ39asWaOyTcWKFZWTwOWuPaSSTd/lhaFrq2vVqoWff/4Zy5cvx1dffQWFQoHKlStj1apVBU4eioooioiMf5GdJEQlZtcuRCUiMl674UgdrMyQmJaluSmRRMDQJpUM1tyGNQFEJZNONRAA8NFHH6Fx48b4+OOPDRWTSWANBJV2kZGRCAoKUpkxOjdHR0cMHToU3bp1K/CoaVS8sbzQvSx400hImXIFbjxNVmmCdPFRIuJfZL7x2GYSATVc7VGvogy+FR1Qr6IMdd0cEJOcjmrzjmhsqiQRgH8ntOYNPRGp0LnO8bPPPsPYsWMhlUrRsmVLODs7qzU3yG8OBiIyfXK5HEuXLs0zeRAEAZ07d0avXr2KODIqSiwvdJPXSEj/q1cRlmZSXIxKQER0EtK1mBnZzlIKXzcH+LrJUK+iA3wrylCzvD0szaRq2zpamxu9UzERlSw610BUq1bt1c55tFO+fv164aIyAayBoNLo+fPnCAsLw5YtWxAVFZXndhKJBG3bttV51DYqWVheaF8W5HQoLshoRxVkltlJgjJZcICXk43WsxTnuPUshU2JiEgrOtdAzJ49mx0ciUjF9evXERoaiv379yM9Pf2N2wuCwKGSSwGWF9r75eyD7O8qn2d6ggBUdbFVJgk5TZBc7TVP1qcrDi1KRNrSOYHIPccCEZVeGRkZOHToEEJDQ3HlyhW19fXq1cPFixehqZJTFEUEBgYWRZhkRCwvtHcvLlXjvxUAEAC0qeKC7R82gq1lwUY7IiLSJ52HPGnTpg1u3Lihcd1///2nrK4lItMUHR2N5cuXo3Pnzpg8ebJK8mBvb4///e9/2Lp1K3766SdMmTIFEokEUqlU5XXy5MmcWboUYHmhPU8nmzxrayQSAQ3dHZk8EFGxofOv0aNHj5CRkaFxXVpaGqKjowsdFBEVL6Io4vz589i4cSOOHz+uNkxmlSpV0Lt3b3To0AHW1tbK5V26dIGvry/CwsKU80AEBgYyeSglWF5o7yM/d8w/ckvjOlEUMcjfo4gjIiLKm1YJRHp6Ol68eKGsXk1OTsbz58/Vtjl48CDKlSun9yCJyDhSUlKwe/dubNq0CXfu3FFZJ5VK0bp1a7z//vuoW7dunk9P3d3dMXLkyKIIl4oBlhcFU6WsHUdCIqISQ6sE4qeffsKyZcsAZHd+HDRoUJ7b8kaBqOS7d+8eQkNDsWvXLqSkpKisc3FxQY8ePdCjRw+4uLgYKUIqrlheFBwnVSOikkKrBKJt27aoWLEiRFHExIkTMWzYMHh4qFanmpubw9vbG9WrcwQHopIoKysLf/75J0JDQ3H27Fm19fXq1UPv3r3RqlUrmJmxLTZpxvKicDgSEhGVBFrdBVSrVk05nrcgCGjZsiWcnJwMGhgR6VdkZCTCw8OVfRG6du0KDw8PxMfHY/v27diyZYtam3QrKyt07NgRvXv3RpUqVYwUOZUkLC+IiEyfzo8Ru3fvbog4iMiAwsPDMXPmTJW21WvXrkXt2rVx/fp1ZGZmqmzv7u6OXr16oUuXLrC3tzdS1FTSsbwgIjJNOicQaWlpWL58Ofbt24fo6GiNI2yY+syiRCVJZGQkZs6cCYVCobbu8uXLyveCICAgIAC9e/dG48aNIZHoPMozkQqWF0REpknnBOKbb77Bzp078d5778Hb2xvm5uaGiIuI9CQ8PDzf2YAtLCzw/vvvo2fPnnjrrbeKMDIydSwviIhMk84JxJEjR/Dll1+iX79+hoiHiPTszp07avM25BAEAc2bN8eoUaOKOCoqDVheEBGZJp0TCKlUCk9PTwOEQkT6JIoiduzYgdOnT+e5jUQi4aRuZDAsL4iITJPOjZz79u2LsLAwQ8RCRHry9OlTfP7555g+fbpaB+ncRFFEYGBgEUZGpQnLCyIi06RzDYSVlRXOnz+PPn36oEmTJpDJZCrrBUHAwIED9RUfEelAFEXs3LkTCxcuRHJysnJ5nTp1EBERoTbD7eTJk1kDQQbD8oKIyDQJoiiKuuyQM753ngcUBI6qAaBNmzYAgEOHDhk5Eiotnj59itmzZ+PPP/9ULnN2dsbXX3+NFi1a4MGDBwgLC1POAxEYGMjkgQyK5QXLAiIyTTrXQNy4ccMQcRBRAYmiiF27dmHhwoVISkpSLu/UqRPGjBkDBwcHANlzO4wcOdJYYVIpxPKCiMg06ZxAEFHxERMTg1mzZqnVOkycOBEtW7Y0YmRERERkqgqUQGRmZmLz5s24cuUKoqOjMWXKFHh6emL37t3w8fGBt7e3vuMkolzyqnXo2LEjxo4dq6x1IDI2lhdERKZH5wTiwYMHGDhwIOLj41GjRg2cP38eKSkpAIBz587hxIkTmDNnjt4DJaJsMTExmD17Nk6cOKFcxloHKo5YXhARmSadh3GdOXMmnJyccPDgQaxZswa5+2A3atQI586d02uARJQtp9ahd+/eKslDx44dERoayuSBih2WF0REpknnGoizZ89i4cKFcHJyUpvdtmzZsoiJidFbcESU7dmzZ5g1a5ZarcNXX32Fd955x3iBEeWD5QURkWkq0EzUeY38+uzZM9jY2BQ6KCLKJooi9uzZgwULFiAxMVG5vEOHDhg7diwcHR2NFxzRG7C8ICIyTTonEI0aNcLq1avRokULSCTZLaByJqUKDQ1FkyZN9B4kUWn07NkzzJ49G8ePH1cuc3JywsSJE1nrQCUCywsiItOkcwIxduxY9O3bF507d0br1q0hCAJ+//133Lx5E/fv38emTZt0DuL27duYOXMmLly4AFtbWwQGBuLzzz+HhYVFvvslJSVh/vz52L9/P9LS0lCnTh1MnDgR1atXV27z8OFD5UQ+udWtWxehoaEqyxQKBX799Vds2LABDx8+hIODAxo3boyFCxfqfE1EBSWKIvbu3Ytvv/1Wpdahffv2GDduHGsdqMQwRHlBRETGp3MC4e3tjS1btmDp0qXYuXMnpFIpjh49iiZNmmDBggXw8PDQ6XgJCQkIDg6Gp6cnlixZgidPnmDu3LlIS0vDlClT8t139OjRiIiIwLhx4+Di4oI1a9YgODgYYWFhqFChgtq2/v7+ys+2trZqx5syZQqOHDmC4cOHo0qVKoiJicH58+d1uh6iwnj27BnmzJmDY8eOKZc5OTnhq6++QqtWrYwYGZHu9F1eEBFR8VCgeSDc3d0xb948vQSwYcMGpKSkYOnSpconq3K5HN988w2GDh0KV1dXjftdvHgRx48fx4oVK9C6dWsAgL+/P9q0aYOQkBBMmjRJZftKlSrB19c3zzhOnz6Nbdu2YevWrfDx8VEu79y5c+EukEgLedU6vPvuuxg/fjxrHajE0md5QURExYPOw7jq2/Hjx9GkSROVG6SOHTtCoVDg5MmTee537do1CIKAgIAA5TJra2s0bNgQR44c0TmO0NBQ+Pn5qSQPREXh2bNnGDduHCZPnqxMHpycnDB//nzMnj2byQPRS7dv38aHH34IX19fBAQEYP78+cjIyHjjfklJSZg8eTL8/f1Rt25d9O/fH9evX9e47cWLFzFw4EDUq1cP9evXR+/evfPcloiotCpQDYQ+3blzBz179lRZJpPJULZsWdy5cyfP/TIyMiCRSCCVSlWWm5ub49GjR0hLS4OVlZVy+bRp0/DFF1/A0dERbdq0URvB5tKlS2jVqhVmzZqFbdu2ISMjA40aNcKkSZPw9ttva4xBU9+KHI8fP1ZrRkUUGRmJ8PBwREVFoUKFCihTpgxWr16NhIQE5Tbt2rXDl19+ycSBKJeiaO56+vRpfPzxx+jZsyeGDBmCrKwsXL58GS9evDD05RERlShGTyASExMhk8nUljs4OKjcVL2uUqVKkMvluHbtGurUqQMguxN0REQERFFEYmIirKysYGFhgb59+6JZs2aQyWS4dOkSVq5ciYiICGzatAnm5uYAsmf33bp1KypXrowFCxYgMzMTixYtwqBBg7Bnzx5YWloa5gugUiM8PBwzZ86EIAhQKBRqw1uWKVMGEyZMyDcxJSqtDN3cNSsrC19//TUGDBiAcePGKffnBI1EROqMnkAUVEBAADw8PDB16lTMmzcPzs7OWLVqFR48eAAge6hAAChXrhymTZum3M/Pzw9VqlTB0KFDceDAAXTq1AlAdht0uVyOFStWwMXFBUB2B8DOnTtjx44dCAoKUovh0KFDecbHm0DKLTIyEjNnzoRCodC4PiAgANOmTUOZMmWKODKikiGv5q5Tp07FyZMn0aNHD437vam5a04CcerUKTx69AgDBgww6HUQEZkCoycQMpkMSUlJassTEhLg4OCQ534WFhZYtGgRxowZgy5dugAAqlatiuDgYKxbty7f5h8tW7aEjY0Nrl69qkwgZDIZypcvr0weAMDLywvly5fHrVu3Cnh1RNnCw8PzXCeRSFClShUmD0T5MHRz10uXLsHR0RFXrlzBgAED8ODBA7i7u2PYsGHo1q1bvrGxOSsRlTZG70Tt5eWl9uOflJSEmJgYeHl55btvrVq1sHfvXuzbtw979+5FeHg40tLSULNmTWXTJG1Vrlw5z3Xp6ek6HYsoN4VCgb/++ivP2gcAiIqKKsKIiEoefTR3zfF6c1cguxnrixcvMHHiRPTv3x8hISFo2LAhvvzyS5w4cUL/F0REVIJpVQORMwGQtvJr2vO6Fi1aYOXKlSqFw969eyGRSFSqnPMiCAI8PT0BAHFxcdi9e7dK+1VNjhw5gtTUVNSuXVu5rFWrVli0aBFiYmJQtmxZANkjfkRHR6NmzZpaXw9Rbvfu3cOsWbPyHcVFEAS4ubkVYVREhmPI8qIgtG3uKooi0tPTMXbsWPTr1w8A0KRJE9y5cwcrV65E8+bNC3QNbM5KRKZIqwSiTZs2KgXCvn37kJycjKZNm8LZ2RmxsbE4deoU7O3t0b59e50C6NOnD9atW4cRI0Zg6NChePLkCebPn48+ffqodIoLDg5GVFQUDhw4oFy2YsUKVKpUCc7Ozrh79y5+/PFH1KpVS6Ut7Ny5cyEIAnx9fSGTyXD58mXldm3btlVu16tXL6xbtw5Dhw7F8OHDkZmZicWLF8PDw4NzQZDOsrKysG7dOvz0009vHGZSFEUEBgYWUWREhmWo8sLQzV1zHmA1btxYZf8mTZrg999/1zpOIqLSQKsE4uuvv1a+//nnn1GhQgX8/PPPsLOzUy5PSkrCkCFD4OzsrFMADg4OWLt2LWbMmIERI0bA1tYWQUFB+OKLL1S2UygUkMvlKssSExMxb948xMbGoly5cujatSuGDx8OieRVyyxvb2/88ccfCA0NRVpaGlxdXREUFITPPvsMZmavLt/Ozg5r167FrFmzMG7cOAiCgGbNmmHixImwtrbW6ZqodLtx4wamT5+O//77T7msYsWKaNOmDX777TcIggBRFJWvkydPhru7uxEjJtIfQ5UX+mjuev/+fYiiCE9PT0yfPl2luWuVKlXy3J/NWImIVAni62NJvkHLli0xdepU5XB4uR06dAjffPMNjh8/rrcAS6qcamtDV89T8ZGWloZVq1bh999/Vya7EokEH3zwAYYOHQorKys8ePAAYWFhiIqKgpubGwIDA5k8kMnSZ3nx448/YuXKlTh27JiytmDTpk2YOnUqjhw5kucwrprExcWhY8eOGDdunHKEvWfPnuGdd97B2LFjMXDgQOW2ffr0gVQqLXAtBMsCIjJFOo/ClJCQoLEaGch+GpTTIY2oNPn7778xa9YsZbtqIPuJ5qRJk1T60Li7u2PkyJHGCJGoyOmzvDB0c1cXFxf0798fixcvhiAI8Pb2xq5du3Dx4kX8/PPPBbh6IiLTpXMC0bhxYyxYsAAVKlSAn5+fcvlff/2FhQsXqrUfJTJlycnJWLx4MbZt26ZcZm5ujsGDByM4OFilmRxRaaPP8sLQzV0BYMyYMbCxsUFISAji4uLg7e2NZcuWoVmzZgW4eiIi06VzE6anT59i2LBhuHbtGuzt7VGmTBnEx8cjKSkJ1atXx4oVK3SqSjZVrLY2fceOHcPcuXMRExOjXFanTh1MnjwZb7/9thEjIyoeWF6wLCAqajdjkvHL2Qe4F5cKTycbfOTnjipl7d68o55s3boVa9euRVhYmFbb+/j4YPv27ahevbqBI9MvnR+PlitXDlu2bMHx48dx+fJl5bCnderUQYsWLQwRI1GxEhsbiwULFqg0kbCxscGIESPQq1cvtaeaRKUVywsiKkqrz0ZicOgllcFK5h+5hZDevhjop//+hl999RW2bt2K3bt3w9vbW+/HL84K3L6iRYsWLACoVBFFEbt27cKiRYtUJq5q2rQpJk6ciPLlyxsxOqLii+UFERnazZhkDA69BIUIIKdxzcvXQaEX0czLCZVdbPV2vuTkZOzduxeOjo7YvHkzvvzyS70duyQocAJx/PhxXLlyBdHR0Rg2bBjc3Nxw7tw5eHh4mHyVNJU+jx8/xuzZs3H69GnlMgcHB4wZMwYdO3bUaeIsotKG5QURFdSmS1GYsvdfJKVn5btdQlpmdvKggUIE6n13DA5W5nnub29phhkdfBBUV7uJXffs2QNra2t88cUXWLRoEUaPHq0cFjq31q1bo1evXti/fz/u37+PevXqYfbs2Sq/fRcvXsS4ceMQFRUFPz8/fPvtt7C3twcAjB07FmfOnEFqaio8PT0xfvz4YtHfWOe2FnFxcejTpw+GDh2KLVu2YPPmzYiPjwcAbNmyBStXrtR7kETGIpfLsWHDBvTu3VsleWjfvj02bdqETp06MXkgygPLCyIqrG+P3MaNp8l4lJCW719yujzf4ySny/Pd/8bTZHx79LbWcW3evBldunRBp06d8OLFCxw5ciTPbTdt2oQFCxbg5MmTcHFxwbhx41TW79mzB2vXrsXRo0fx5MkTrFmzRrmuSZMm2LNnD/766y906tQJo0aNQnJystZxGorOCcSsWbMQHx+PnTt3Yv/+/cjdB7tJkyYqN1lEJdmdO3cwZMgQLFiwAC9evACQ3aZ70aJFmDVrFpycnIwcIVHxxvKCiAprfCtvVCtnh4oOVvn+2VlK8z2OnaU03/2rlbPDuHe068dw69YtXLx4Ed27d4etrS3atm2LzZs357l937594e3tDWtra4wbNw5//fUXoqOjlesHDx4MZ2dnyGQyvPvuu7h69apyXc+ePWFvb68c4VGhUODff//VKk5D0rkJ07FjxzBjxgx4e3urDZVXoUIFPHnyRG/BERlDZmYm1qxZg19++QWZmZnK5UFBQRg5cqTKjLpElDeWF0RUWEF13bRqVnQzJhnV5h3R2IxJIgAXRrfUWx+IzZs3o1q1aqhWrRoAoHv37hg8eHCev2kVK1ZUvndxcYGFhQWePHmi7DtZtmxZ5Xpra2ukpKQAyB6WevHixdizZw+ePXsGiUSC5ORkZU2uMemcQMjlctjY2Ghcl5iYqLH9F1FJERERgRkzZuD27VfVmB4eHpg0aRLq169vxMiISh6WF0RUVKqUtUNIb18MCr2oMgqTKIoI6e2rt+QhMzMTYWFhSE1NRUBAAIDsQVbkcjm2bt2qsV/Xo0ePlO9jY2ORkZGhVf+vHTt2YMeOHQgJCYGnpycEQUCjRo30ch2FpXMCUadOHWzZsgUtW7ZUW7dr1y7eZFGJEBkZifDwcERFRcHNzQ3vvvsudu7ciQ0bNkChUAAApFIpBgwYgMGDB8PS0tLIEROVPCwviKgoDfRzRzMvJ4T8FamcB2KQv4deR186fPgwkpOTsX37dshkMuXy9evXY8uWLRg2bJjaPhs3bkSbNm3g5uaGBQsWoFGjRlqN3JicnAxzc3OUKVMGmZmZWLVqlbJ2wth0TiA+//xzDBgwAB988AHat28PQRBw8OBB/Pjjjzh27BjWr19viDiJ9CY8PBwzZ85UPpkAoNJhCcie2GXy5MnK6kki0h3LCyIqapVdbDGns+EmZdu8eTPee+89tXkf+vfvj5CQEGian7lnz54YM2YM7t+/D19fXyxYsECrc3Xv3h2nT59Gq1atYGdnh+Dg4GIzZLzOM1EDwIULF7Bw4UJcuHABcrkcgiDA19cX48ePR7169QwRZ4nD2UeLp8jISAQFBSlrGV5nYWGBjz/+GP369YOZWYFHOSail0p7ecGygKh0a926NSZOnIi2bdsaOxS9KtAdUr169fDbb78hLS0NCQkJkMlksLa21ndsRHoXHh6e77Cr7733HgYOHFh0ARGZOJYXRESmp1CPWK2srGBlZaWvWIgMLioqKs/ah5zRDYhI/1heEBGZjgIlEH/++Sf27duH6OhopKenq6wTBAFr167VS3BE+ubg4KCxfSKQ/f+um5t2M1ASkXZYXhBRaXb48GFjh2AQOicQP//8MxYsWICKFSvC29tbOdU2UXEXHx+PU6dO5bleFEUEBgYWYUREpo3lBRGRadI5gVi/fj369euHSZMmGSIeIoNISkrCiBEjVMZilkiyJ2LPGY1p8uTJcHd3N1aIRCaH5QURkWnSOYF4/vy5clQJopIgNTUVn332Gf777z8AQLly5TB9+nScOXNGOQ9EYGAgkwciPWN5QURkmnROIFq1aoXz58+jSZMmhoiHSK/S09MxZswYXLlyBQBQpkwZLF++HJ6enmjYsKGRoyMybSwviIhMk1YJxNWrV5Xve/bsiWnTpiE9PR1NmzZVmYUvR82aNfUXIVEBZWVlYcKECTh37hwAwN7eHsuWLYOnp6dxAyMyYSwviIhMn1YTyVWrVk1l7Pzcu7y+XBAEXL9+Xc9hljycPMi45HI5Jk2ahAMHDgAArK2tsXz5ctSuXdvIkRGZNpYXqlgWEJEp0qoG4tdffzV0HER6o1AoMGvWLGXyYGlpiUWLFjF5ICoCLC+IyJjSo2/i+fFfkPnsHsxdPOHY4iNYlq+i13P0798fFy5cgLm5OQDAzc0NI0eORMeOHd+475IlS3D9+nUsX75crzEVNa0SCD8/P0PHQaQXoijiu+++Q3h4OABAKpVi3rx57O9AVERYXhCRsTw/vhpRvwwGBAEQRUAQELt7PtwGhcCx+UC9nmvs2LEYOHAgRFHEsWPHMHLkSNSpUwcVK1bU63mKK4muO1SvXh2XL1/WuC4iIgLVq1cvdFBEBbVixQps2LABQPYwrbNmzUKzZs2MHBVR6cTygoiKSnr0zezkQVQACrnKa1TIIGQ8uWWQ8wqCgHfeeQf29va4e/cugOy+YP3794efnx/atWuH0NBQAMDBgwfx448/4ujRo6hXrx7q1asHIHvCzR49eqBBgwZo1qwZpk2bhrS0NIPEqy86j8KUX5cJuVwOqVRaqICICmrNmjX45ZdflJ+nTJmCtm3bGjEiotKN5QURFVbi2U14unUKFGlJ+W4nf5GQnTRoIipwe0o9SK0d8txfYmWPcj1nQNYoSKf4FAoFDh8+jLS0NFSvXh0xMTH46KOPMHXqVLRv3x63b9/GRx99BHd3d7Rt2xZDhw5Va8JkZWWFmTNnwsfHB1FRUfj444+xevVqDBs2TKdYipJWCURMTAyePn2q/Hznzh21H/709HRs2bIFbm5u+o2QSAuhoaFYunSp8vP48ePx3nvvGTEiotKJ5QUR6dOz3d8i4/GNQh9HTEtGVlryG8+lbQLx3XffYenSpcjIyEBmZia++OILODs74+eff0bDhg3RqVMnAEDVqlXRs2dP7NixI88hrXM3s3Z3d8f777+PY8eOlfwEYuPGjVi6dCkEQYAgCPjqq6/UthFFEVKpFFOnTtV7kET52bFjB+bPn6/8PHLkSPTu3duIERGVXiwviEifXDqPx9Mtk7WqgRDzSRAEK7s31kC4dBqndVyjR4/GwIEDAQD379/HsGHDIJPJ8OjRIxw7dkwlKZDL5fn2xbx8+TK+++47/Pfff0hLS4NcLsfbb7+tdSzGoFUC0b17d/j5+UEURQQHB2PKlCmoXLmyyjbm5ubw9PREmTJldA7i9u3bmDlzJi5cuABbW1sEBgbi888/h4WFRb77JSUlYf78+di/fz/S0tJQp04dTJw4UaVd7cOHDzXOhFq3bl1lmzQgu1d87ifYOaZNm4a+ffvqfE1UNA4ePIgZM2YoP3/44YfKf9BEVPQMXV4QUekiaxSkVa1AevRN3J5QTXMzJkEC7+kXYOFaWX2dHlSqVAktW7bE0aNHUb9+fbRr1w6LFi3SuG3u4axzjBkzBj169MDy5cthY2ODNWvWYNu2bQaJVV+0SiAqVqyo7FX+66+/okaNGrCzs9NLAAkJCQgODoanpyeWLFmCJ0+eYO7cuUhLS8OUKVPy3Xf06NGIiIjAuHHj4OLigjVr1iA4OBhhYWGoUKGC2rb+/v7Kz7a2tmrHs7Kywtq1a1WWubu7F+LqyJD+/PNPfP3111Aosn8s+vTpg+HDhxs5KqLSzZDlBRFRXizLV4HboBBEhQxSGYUJogi3QSEGSx6A7IfVx44dQ9u2bREYGIjVq1dj3759aN26NQDg1q1byMzMRJ06deDi4oKoqChkZWXBzCz7Njw5ORkymQw2Nja4ffs2/vjjD1hZWRksXn3QuRN1zhB9N2/exPnz55GQkAAHBwc0aNAAVaroPs7uhg0bkJKSgqVLl8LR0RFAdlXPN998g6FDh8LV1VXjfhcvXsTx48exYsUK5X8gf39/tGnTBiEhIZg0aZLK9pUqVYKvr2++sUgkkjduQ8XD33//jS+//BJyuRwA0KVLF4wePVpjZk9ExqHv8oKIKD+OzQfCpmozxB8LUc4DUablIIMkDwsWLMDixYsBAPb29nj33XcxYsQIWFpaIiQkBAsWLMCUKVMgiiK8vLwwatQoAECHDh2wc+dONGnSBKIo4u+//8b06dMxZ84cLFiwADVr1kTnzp2L/eSTOicQGRkZGDduHPbv3w9RFGFhYYGMjAwIgoD27dtj/vz5b2x6lNvx48fRpEkTZfIAAB07dsTUqVNx8uRJ9OjRQ+N+165dgyAICAgIUC6ztrZGw4YNceTIEbUEgkxHREQERo8ejfT0dABAu3btMGnSJEgkOo9KTEQGpO/ygojoTSxcK8O19xyDnmPdunX5rq9Ro4bKqJC5OTo64rffflNZ1q5dO7Rr105l2WeffVa4IA1M5zuu7777DseOHcM333yDv//+G5cvX8bff/+Nb775BseOHcuzzVde7ty5Ay8vL5VlMpkMZcuWxZ07d/LcLyMjAxKJRG10D3Nzczx69Eht/Nxp06ahevXqaNKkCSZNmoTnz5+rHTMtLQ2NGzdGjRo10KlTJ5U+Epq0adMmz7/Hjx+/4cqpIP777z98+umnSE1NBQA0a9YM06dP53CQRMWQvsuL27dv48MPP4Svry8CAgIwf/58ZGRkvHG/pKQkTJ48Gf7+/qhbty769++P69ev57vP8OHD4ePjg5CQEJ1iJCIqDXSugdi1axdGjx6tMsqNnZ0devfujRcvXuDnn3/Gl19+qfXxEhMTIZPJ1JY7ODggISEhz/0qVaoEuVyOa9euoU6dOgCyx+KNiIiAKIpITEyElZUVLCws0LdvXzRr1gwymQyXLl3CypUrERERgU2bNimnIffw8MDYsWNRo0YNpKenY8eOHZg8eTKSkpIwaNAgra+HDOfevXsYMWIEkpKyR2Jo2LAh5s6dq/xvSETFiz7Li6LqLwcAx44dw6VLl3S7WCKiUkTnBCIhIUGtxiCHl5dXvjf9+hQQEAAPDw9MnToV8+bNg7OzM1atWoUHDx4AeNXLvVy5cpg2bZpyPz8/P1SpUgVDhw7FgQMHlOP0BgYGqhz/nXfeQWZmJlasWIEBAwZovEnNr32appGfqOCioqIwYsQIxMfHAwBq166N7777rth3MiIqzfRZXhRVf7mMjAzMmjULo0ePxsSJE7WOj4ioNNG5CZOXlxfCwsI0rgsPD8+zsMiLTCZTPlHOLaezXV4sLCywaNEipKamokuXLmjatClOnTqF4OBgmJubq/SpeF3Lli1hY2ODq1ev5htbx44dkZSUhMjISK2vh/QvJiYGw4YNw5MnTwBkT8qyePFi2NjYGDkyIsqPPsuLvPrLKRQKnDx5Ms/93tRf7nUhISGQyWR59r8jIqIC1EAMHz4co0aNwqNHj/Duu+/CxcUFsbGx2LdvHy5evKjska4tLy8vtb4OSUlJiImJeWPhUqtWLezduxf379+HKIrw9PTE9OnTUbNmTTZrMRHx8fEYPnw4Hj16BADw9PTEsmXLNDZ7I6LiRZ/lxZ07d9CzZ0+VZfrqL5dTkxkVFYVVq1Zh9erVOo3oll+N8+PHjzU2kyIiKsl0TiDeffddLF26FMuWLcO8efMgiiIEQUD16tWxdOlSZRWxtlq0aIGVK1eq9IXYu3cvJBKJyhOjvAiCAE9PTwBAXFwcdu/ejXHj8p9J8MiRI0hNTUXt2rXz3W737t2QyWTw8PDQ7mJIr5KSkjBy5EjcvXsXQPb48suXL+fkU0QlhD7LC0P3lwOAOXPmoF27dhzOm4joDXROIIBXow+lpqYiKSkJ9vb2BW5O0qdPH6xbtw4jRozA0KFD8eTJE8yfPx99+vRRadMaHByMqKgoHDhwQLlsxYoVqFSpEpydnXH37l38+OOPqFWrlkrV89y5cyEIAnx9fSGTyXD58mXldm3btlVu16NHD3Tr1g1eXl5IS0vDjh07sH//fkycOJG1GUbw4sULjBo1Cv/++y8AoGzZsli+fDnKlStn5MiISBf6LC8KQtv+cn/++Sf+/PNP7N27V+dzsD8cEZU2BUogckgkEgiCUKjx9x0cHLB27VrMmDEDI0aMgK2tLYKCgvDFF1+obKdQKJSThuVITEzEvHnzEBsbi3LlyqFr164YPny4Sjze3t74448/EBoairS0NLi6uiIoKAifffaZcgZAIHsUpjVr1uDZs2cQBAFVq1bFt99+i65duxb42qhg0tPTMWbMGFy+fBlA9pjJy5cvV85uS0QlT2HLi8L2lxszZgy6dOkCILsfVXBwMNatW6fsUzFz5kwMGDAA1tbWSExMVO6fnp6eZ+0HEVFpJYiiKOq605EjR7B06VJcv35dpUr6s88+Q8uWLQ0RZ4mT89SpuM8kWNxkZWVh3LhxOHHiBIDsIR9XrlyJatWqGTkyIioIfZUXH3zwARwdHbFs2TLlsqSkJDRq1AizZ89+Y6dnURTV+stdu3YNGzduBAD4+Pjku//ly5dhaWmpdbw5WBYQ0euWLFmC69evY/ny5cYOpcB0roE4ePAgPv30U9StWxcTJkyAi4sLYmJisHfvXgwbNgw//PCDStMgIm3J5XJMmTJFmTxYW1vjhx9+YPJAVELps7wwdH+5X3/9VW2fAQMGoE+fPujUqRObshKVEDcTYvDLzXO4lxwHTzsnfFSlEao4lNXrOfr3748LFy7A3NwcEokEFSpUQLNmzfDxxx/DyclJ5+P5+Phg+/btqF69ul7jNCSdE4ilS5eic+fOWLBggcry4OBgjB07FkuXLmUCQVqLjIxEeHg4oqKicPfuXdy8eRNAdrOD7777TtnpkYhKHn2WF4buL+fv76/xvB4eHnmuI6LiZfXNsxh8chMECBAhQoCA+RFHEBLQGwOrNNLrucaOHYuBAwdCFEXcvn0by5YtQ48ePbB582a4uLjo9VzFkc6NUe/cuYNu3bppXBcYGJjvcHpEuYWHhyMoKAjr1q3D/v37lcmDIAiYN28eGjXS7z92Iipa+iwvcvrLSaVSjBgxAgsXLkRQUBAmTJigsl1+/eUGDRqEVatWoWvXrli+fHmh+u8RUfFyMyEGg09ugkIUIRcVKq+DTobiVuIzg5xXEARUrlwZ3377Lezs7PDLL78AAK5evYr+/fvDz88P7dq1Q2hoqMb9g4KCAGQ/JKlXrx5WrlwJIDtBadasGerXr48ePXrgzJkzBom/oHSugXBwcMDdu3fRrFkztXV3797NtzMbUY7IyEjMnDkTCoVC4/qcpgZEVHLpu7zw9vbGmjVr8t1m3bp1asu+/PJLfPnllzqdC4ByFDgiMp5Ndy9hyoV9SMpMz3e7hIw0KPLo1qsQRdQLWwQHC6s897c3t8SM+u0R5Fm3QHGamZmhTZs2OHXqFGJiYvDRRx9h6tSpaN++PW7fvo2PPvoI7u7uaNKkicp+mzdvho+PDzZs2KDShKlJkyaYOnUqrKyssHbtWowaNQqHDh2CnZ1dgeLTN50fv3Tq1AnfffcdNm3apBypIikpCZs2bcL333+Pzp076z1IMj3h4eF5TtQkkUjynL2WiEoOlhdEVFjfRhzFjYSneJSakO9fclb+CUZyVnq++99IeIpvrxwtVKyurq5ISEhAWFgYGjZsiE6dOkEqlaJq1aro2bMnduzYofWxevbsCXt7e5ibm2Pw4MFQKBTF6qGGzjUQY8aMQVRUFCZPnowpU6bAzMwMWVlZEEUR7777LkaPHm2IOMnEREVF5Vn7IIoioqKiijgiItI3lhdEVFjja7+Dyf9oVwORXxJhZ2b5xhqIcbXfKWiYAIAnT57AwcEBjx49wrFjx9CwYUPlOrlcrvI5PwqFAosXL8aePXvw7NkzSCQSJCcnIz4+vlDx6ZPOCYSFhQWWLFmCf//9F3///TcSExPh4OCABg0avHEYPKIcz58/R14jCAuCADc3tyKOiIj0jeUFERVWkGddrZoV3UyIQbVt8zU2Y5IIAi4EfoHKMsN1bs7KysLhw4fRokULODg4oF27dli0aJFW+77eImPHjh3YsWMHQkJC4OnpCUEQil2/0AJPJOfj48MCgApk06ZNOHv2bJ7rRVFEYGBgEUZERIbE8oKIDK2KQ1mEBPTGoJOhKqMwiRAREtDboMnD7du3sXz5ciQlJeHDDz+EXC7H6tWrsW/fPrRu3RoAcOvWLWRmZmocXdLFxQWRkZHKPhDJyckwNzdHmTJlkJmZiVWrViElJcVg8RdEgROIf//9F9HR0UhPV68uevfddwsVFJmurVu3Yt68ecrPOTPT5kwwJYoiJk+eDHd3dyNGSUT6xPKCiIrCwCqN0Mz1bYT8d1Y5D8Sgqn4GSR4WLFiAxYsXQyKRwNXVFS1atMCWLVvg7OwMAAgJCcGCBQswZcoUiKIILy8vjBo1SuOxRo0ahZkzZ2LSpEkYMmQI+vXrh9OnT6NVq1aws7NDcHAwypcvr/drKAydZ6L+77//8Pnnn+Pu3bsam6AIgoDr16/rLcCSirOPqgsPD8f06dOVnwcOHIiuXbsq54Fwc3NDYGAgkwciE8HygmUBEZkmnWsgvv76a0ilUqxYsQKenp6cnZO0smvXLsyYMUP5uX///hgxYgQEQcDIkSONGBkRGQrLCyIi06RzAnHr1i0sXrwYLVq0MEQ8ZIL27t2Lb775RvkEsm/fvvjss8/yHMaViEwDywsiItOk8zwQ1apVQ1xcnCFiIRN08OBBTJ06VTlka69evTB69GgmD0SlAMsLIiLTpHMCMWXKFPzyyy84efIksrKyDBETmYijR4/i66+/hlwuBwB0794d48aNY/JAVEqwvCAiMk06N2Hy9vaGr68vBg8eDIlEAktLS5X1giDg/PnzeguQSqbjx49jwoQJyuSha9eu+OqrryCR6JyzElEJxfKCiMg06ZxATJ06FTt37kS7du3w9ttvs1McqTl58iS+/PJL5RPHzp074+uvv2byQFTKsLwgIjJNOicQ+/btw4QJE/DBBx8YIh4q4c6cOYNx48YhMzMTANChQwdMmTIFUqnUyJERUVFjeUFEZJp0fiQsk8k4Tj9pdO7cOYwZMwYZGRkAgHbt2mHatGlMHohKKZYXRESmSecE4sMPP8Rvv/3GDnGk4p9//sEXX3yhnGm2VatWmDFjBszMCjzZORGVcCwviIhMk853d5GRkfjvv//Qrl07NGrUCDKZTG2bSZMm6SU4KhkuXryIUaNGIS0tDQDQvHlzzJ49m8kDUSnH8oKIilrasyTEnr+D9PgUWJaxhXMDL1i52Bs7rDeaMmUK7O3tMW7cODx8+BBt2rTBuXPnNP5uFgc63+EdOXJE2Rn277//VlsvCAILhFLkypUrGDVqFF68eAEACAgIwLx589hZkohYXhBRkXp2/g7ubz0LCAIgioAgIPr4dVTq4QeXBl56O0///v1x4cIFlXsdCwsL/PXXXwU+5vTp0/URWpHROYE4fPiwIeKgEujq1asYOXIkUlJSAACNGzfG/PnzYWFhYeTIiKg4YHlBREUl7VlSdvIgIjt5wKvX+1vPws6zLKyc9VcTMXbsWAwcOFBvxytp2MaECuTGjRsqyYOfnx8WLFigNs47ERERUUHFX4lE1MEIyNMz891OnpaZnTxoIgLXl+yD1Crv1hFSS3O4ta2NMrULN/CDj48PJk6ciPXr1yM2NhbNmjXDjBkzYG9vj4yMDEydOhWHDx9GVlYWKlSogNmzZ6NOnTqYMGEC7O3t8fXXX6sdMzMzEz/88AN27NiBtLQ0NG7cGFOmTIGTk5PynNOmTcPvv/+OqKgo+Pn54dtvv4W9veGabuncifr48ePYuXOn8vPjx4/x4YcfokWLFpgwYQJSU1P1GiAVP//99x9GjBiBpKQkAED9+vXx3XffwcrKysiREVFxwvKCiAor+sQNpMUkIjPxRb5/ioz8B2tQZGTlu39aTCKiT1zXS8xhYWH49ddfcfjwYSQmJmL27NkAgG3btuHff//FgQMH8Pfff2PJkiUoW7bsG4/3448/4ujRo1i/fj0OHToEQRAwduxYlW327NmDtWvX4ujRo3jy5AnWrFmjl2vJi84JxA8//IAnT54oP0+fPh23b99G586dceLECfzwww96DZCKl1u3bmH48OFISEgAAPj6+uL7779n8kBEalheEFFhlW9eHVZlZTCXWef7J7HIv1GNxMIs3/2tyspQvnl1reP67rvv0LBhQ+Xfhx9+qFw3ePBguLq6QiaTYdSoUdixYwcUCgXMzMyQkpKC27dvQxRFvP3226hQocIbzxUeHo5hw4bBzc0Ntra2mDBhAk6ePKny+zp48GA4OztDJpPh3XffxdWrV7W+loLQuQnT/fv3Ua1aNQBAcnIyTpw4gQULFqBDhw6oUqUKli5digkTJug9UDK+u3fvYvjw4Xj+/DkAoHbt2li8eDFsbGyMGxgRFUssL4iosMrUdteqWVHasyRcXbRLczMmAaj+aXu99oEYPXp0nn0gKlasqHzv5uaGzMxMxMXFITAwEDExMZg6dSqio6PRunVrjB8/XtkUKS/R0dEqx3R1dYWFhQWePHkCV1dXAFCpybC2tlY2MTcUnWsgsrKylKNqnDt3DkD2sJ0A4O7ujmfPnukxPCou7t+/j08++QRxcXEAgBo1amDJkiWwtbU1cmREVFyxvCCiomLlYo9KPfwAAYBEyB6JSRAAAajUw0+vycObPHr0SPn+8ePHMDc3h5OTE8zMzPDJJ58gPDwcu3fvRlRUFJYtW/bG45UvX17lmDExMcjIyFAmD8agcw2El5cXwsPDUbduXWzcuBH16tVT3kTGxMTA0dFR3zGSkT148ACffPIJYmNjAQDVqlXDsmXLYGdnZ+TIiKg4Y3lBREXJpYEX7DzLIvbvXPNANPQq0uQBAEJCQtCgQQNYW1tj8eLF6Ny5MyQSCU6fPg1HR0dUqVIF1tbWsLS0hFQqfePxunbtipUrV6JevXqQyWSYO3cumjZtWrISiOHDh2PUqFHYvn07pFIpVq5cqVx34sQJ1KhRQ68BknE9evQIn3zyCWJiYgAAVatWxbJlywzas5+ITAPLCyIqalbO9qjYvq7Bz7NgwQIsXrxYZVnO0NVdu3bFgAED8OzZMwQEBChHVoqNjcX06dMRHR0NS0tLNG3aFCNHjnzjuT7++GOkpqbi/fffR3p6Ovz9/fHtt9/q/6J0IIiimNegV3l68OABrl27Bh8fH3h6eiqXb9y4ET4+PvD19dXpeLdv38bMmTNx4cIF2NraIjAwEJ9//vkb5xNISkrC/PnzsX//fqSlpaFOnTqYOHEiqld/1QkmZza/19WtWxehoaEajxsdHY2OHTsiNTUVp0+ffmPbNE1yznno0CGd9y0uHj9+jI8//hiPHz8GAHh7e+PHH3/kU0Mi0pq+y4uSxhTKAiLSno+PD7Zv365yL2qKCjQPhLu7O9zd1Tu0vP/++zofKyEhAcHBwfD09MSSJUvw5MkTzJ07F2lpaZgyZUq++44ePRoREREYN24cXFxcsGbNGgQHByMsLEytV/vo0aPh7++v/Jxf2/25c+fCxsamVA8x+OTJE3zyySfK5OHtt9/GihUrmDwQkU70WV4QEVHxoHMn6tzkcjmqV69eqKGiNmzYgJSUFCxduhTNmzdHUFAQxo0bhw0bNqgMT/W6ixcv4vjx45g1axaCgoLwzjvvYMWKFTAzM0NISIja9pUqVYKvr6/yr0qVKhqPe/r0aZw+fRqDBg0q8DWVdDExMfjkk0+UHXYqVaqEFStWFKgmhogI0E95QURExUOhEggAKEALKBXHjx9HkyZNVJ5sd+zYEQqFAidPnsxzv2vXrkEQBAQEBCiXWVtbo2HDhjhy5EiBYsnMzMSMGTPw6aeflqon7ZGRkVi6dCkmTpyI+fPnY9CgQXjw4AGA7KeHK1euhIuLi5GjJKKSrrDlBRFRcffvv/+afPMloIBNmHITBKFQ+9+5cwc9e/ZUWSaTyVC2bFncuXMnz/0yMjIgkUjUeq+bm5vj0aNHSEtLU5ncbNq0afjiiy/g6OiINm3aYOzYsWpJwq+//gqpVIq+ffsiLCzsjbFr6luR4/Hjx1pNDmJs4eHhmDlzJgRBgEKhUCngK1asiBUrVmg1SyIR0ZsUtrwwZH+5y5cv448//sDff/+Np0+fwtXVFe3bt8ewYcM41w0R0WsKnUAU9olSYmIiZDKZ2nIHBwflbMeaVKpUCXK5HNeuXUOdOnUAAAqFAhERERBFEYmJibCysoKFhQX69u2LZs2aQSaT4dKlS1i5ciUiIiKwadMmmJubA8hu879s2TIsW7ZMqyG1TEFkZCRmzpwJhUKhcf2UKVNQvnz5Io6KiExVYcoLQ/eX27NnD+7fv4/BgwfD09MTt27dwg8//IBLly7h119/LXDcRESmqFAJhFQqxY0bN/QVi04CAgLg4eGBqVOnYt68eXB2dsaqVauUTW9ynnSVK1cO06ZNU+7n5+eHKlWqYOjQoThw4AA6deoEAJg/fz4CAgLQpEkTrWPIb1SN/Goniovw8PA8nwjmjFfcoEGDIo6KiExRYcuL3P3lcmqP5XI5vvnmGwwdOjTP8dBz+sutWLECrVu3BgD4+/ujTZs2CAkJwaRJkwAAQ4YMUenn5e/vD5lMhrFjxyIiIgK1atUqcOxERKam0H0gCksmkyEpKUlteUJCAhwcHPLcz8LCAosWLUJqaiq6dOmCpk2b4tSpUwgODoa5uXm+fRhatmwJGxsbZWe+CxcuYN++fRg2bBgSExORmJiIFy9eAABSUlKU701NVFRUvk8Eo6KiijAaIqK8Gbq/nKZBInLmqXj69KkeroCIyHRoVQMxYMAArQ8oCALWrl2r9fZeXl5qfR2SkpIQExMDLy+vfPetVasW9u7di/v370MURXh6emL69OmoWbOmsmmSNu7evYvMzEx0795dbV3btm3RqVMnLFq0SOvjlRRubm551kAIggA3N7cijoiISjpDlRdF1V8ut/PnzwPAG8siU+gPR0SkC60SCDs7uzd2fouNjcXFixd17iTXokULrFy5UqUvxN69eyGRSFSeGOVFEATl5ERxcXHYvXs3xo0bl+8+R44cQWpqKmrXrg0AaN68uVob1xMnTuCnn37CsmXLVCY/MiVdu3bNs/AWRRGBgYFFHBERlXSGKi8M3V/udXFxcViyZAnatGljsmUAEVFBaZVALF++PM91MTEx+Pnnn3Hy5EnY29ujX79+OgXQp08frFu3DiNGjMDQoUPx5MkTzJ8/H3369FFp0xocHIyoqCgcOHBAuWzFihWoVKkSnJ2dcffuXfz444+oVasWevToodxm7ty5EAQBvr6+kMlkuHz5snK7tm3bAgDKli2rNtJQzhwI9evXN9n5Dzw8PNCsWTOcOHECQHYyJpFIIIoiJk+erHHyJyKi/BiyvCgIbfvL5ZaZmYnRo0cDgEofuryU9P5wRES6KnAn6idPnuCnn37C5s2bYWVlhY8//hgDBgyAnZ2dTsdxcHDA2rVrMWPGDIwYMQK2trYICgrCF198obKdQqGAXC5XWZaYmIh58+YhNjYW5cqVQ9euXTF8+HBIJK+6dnh7e+OPP/5AaGgo0tLS4OrqiqCgIHz22WcwMyv0IFQlWmZmJq5duwYguxBt0aIF3n77bQQGBjJ5ICK90Ud5Udj+cmPGjEGXLl0AAFWrVkVwcDDWrVun1l9OFEVMnDgRly9fxvr161GuXDmtYyQiKi0EUcdx9R4/foyVK1di27ZtsLOzw8CBA/HBBx/A1tbWUDGWSDlPnfJ7MmVse/fuVY5A0rZtW8ydO9fIERGRKdFnefHBBx/A0dERy5YtUy5LSkpCo0aNMHv2bJWaZ01EUVTrL3ft2jVs3LhRZbu5c+fit99+w08//aTTqHx5KQllARGRrrR+BP/gwQP8+OOP2L59OxwdHTF69Gj06dMnz85nVPyFhoYq3/fu3duIkRCRKTFEeVEU/eVWrVqFNWvWYMGCBXpJHoiITJVWCcSECROwc+dOlC1bFl999RV69er1xpk/qXj7999/cfnyZQDZzbzq1atn5IiIyBQYqrwwdH+5HTt2YOHChejatSveeustXLx4UbnOw8PDZPvCEREVhFYJxPbt2wFktyXdsGEDNmzYkOe2giAgPDxcL8GR4WzatEn5vlevXjqPnkVEpImhygtD95fLmUsiPDxcLaY5c+a8sYkUEVFpolUfiAkTJuh0gzlnzpxCBWUKinO718TERHTs2BHp6emwtbXFnj17YGNjY+ywiMgEsLxQVZzLAiKigtKqBoKda01LeHg40tPTAQBdunRh8kBEesPygojI9EnevAmZEoVCgc2bNys/BwUFGTEaIiIiIippdOoDoa1u3boVIBQqCqdPn8bDhw8BAP7+/pxhlYj0iuUFEZHp03oUpjfJ3eaVBULx9XrnaSIifWJ5QURk+rRKIM6dO5fv+hs3bmDZsmU4c+YM3nrrLb0ERvr38OFD5Ugj5cuXR/PmzY0cERGZGpYXRESmT6sEwt7eXuPyq1evYvny5Thy5Ajc3d0xZ84cdO3aVa8Bkv5s2bIFOYNu9ezZE1Kp1MgREZGpYXlBRGT6tJ6JOrfLly9j2bJlOH78OLy9vTF//nx06tRJZUxtKl7S0tKUY5ubm5uz2QARFQmWF0REpkenBOL8+fNYvnw5Tp48CR8fHyxatAjt27fnJGQlwP79+5GQkAAAaNeuHcqUKWPkiIjIlLG8ICIyXVolEH/99ReWLVuGc+fOoWbNmli2bJlychwq/kRRRGhoqPJz7969jRgNEZkylhdERKZPqwQiODgYgiDA398fLVu2RGRkJFavXq1xW0EQMHDgQH3GSIUUERGBGzduAABq1KiBmjVrGjkiIjJVLC+IiEyf1k2YRFHEmTNncObMmXy3Y4FQ/OSufejVqxebEBCRQbG8ICIybVolEDlPr6nkiYuLw8GDBwEADg4OaNeunZEjIiJTxvKCiMj0cRgME7d9+3ZkZmYCAAIDA2FlZWXkiIiIiIioJGMCYcKysrKwZcsWANlNBXr27GnkiIiIiIiopGMCYcJOnDiBJ0+eAACaNWuGihUrGjkiIiIiIirpmECYsE2bNinfc+hWIiIiItIHJhAm6u7duzh79iwAwN3dHf7+/kaOiIiIiIhMARMIE5W79iEoKAgSCf9TExEREVHhaT0PRG5yuRyXLl1CdHQ0MjIy1NZ369atsHFRIaSkpGDXrl0AACsrK3Tp0sXIERFRacXygojI9OicQFy9ehWffvopHj9+DFEU1dYLgsACwcj27NmDlJQUAEDHjh0hk8mMHBERlUYsL4iITJPOCcS0adNgZ2eHtWvXonLlyjA3NzdEXFRAoiiqzTxNRGQMLC+IiEyTzgnErVu38P3338PPz88Q8VAhnT9/Hnfu3AEA1K1bF1WrVjVyRERUWrG8ICIyTTr3rPX09FQ2j6Hih0O3ElFxwfKCiMg06ZxAfPXVV/jxxx9x+/ZtQ8RDhfD06VMcPXoUAODs7IzWrVsbNyAiKtVYXhARmSadmzDNmDEDMTEx6NKlC8qVKwd7e3uV9YIgIDw8XKdj3r59GzNnzsSFCxdga2uLwMBAfP7557CwsMh3v6SkJMyfPx/79+9HWloa6tSpg4kTJ6J69erKbR4+fIg2bdqo7Vu3bl2VvgLbtm3DH3/8gXv37uHFixdwc3ND165dMWTIkDfGUVxs3boVcrkcANC9e3e2NyYiozJEeUFERMancwJRs2ZNCIKgtwASEhIQHBwMT09PLFmyBE+ePMHcuXORlpaGKVOm5Lvv6NGjERERgXHjxsHFxQVr1qxBcHAwwsLCUKFCBbVtc0+mZmtrqxZH8+bN8fHHH8POzg6XL1/G0qVLER0djRkzZujteg0lMzMT27ZtAwBIpVL06NHDyBERUWmn7/KCiIiKB50TiLlz5+o1gA0bNiAlJQVLly6Fo6MjgOxxw7/55hsMHToUrq6uGve7ePEijh8/jhUrViib6vj7+6NNmzYICQnBpEmTVLavVKkSfH1984xj4MCBKp8bN26MlJQUrFmzBtOmTYNUKi3wNRaFw4cPIzY2FgDwzjvvoFy5ckaOiIhKO32XF0REVDwYfXri48ePo0mTJsrkAcieu0ChUODkyZN57nft2jUIgoCAgADlMmtrazRs2BBHjhzRS2yOjo7IysqCQqHQy/EMiUO3EhEREVFRKNBM1ImJidi3bx/u3r2rcWbR15/+5+fOnTvo2bOnyjKZTIayZcsqhyPVJCMjAxKJRK1mwNzcHI8ePUJaWhqsrKyUy6dNm4YvvvgCjo6OaNOmDcaOHauStOTIyspCZmYmrl69irVr16Jv37559iXQ1Lcix+PHj9WaURnKf//9h0uXLgEAvLy80KBBgyI5LxHRm+izvDBkf7mc7ebMmYODBw8iMzMTzZs3x6RJk1ijS0T0Gp0TiHv37qFPnz7IyMjAixcv4OTkhISEBGRlZcHBwQF2dnY6FQiJiYkaZ0p2cHBAQkJCnvtVqlQJcrkc165dQ506dQAACoUCEREREEURiYmJsLKygoWFBfr27YtmzZpBJpPh0qVLWLlyJSIiIrBp0yaV5CArKws1a9ZUfu7evTsmTpyo9bUYy+tDt7LNMREVB/osL4qiv9znn3+OW7duYdq0abC0tMT333+PIUOGYMuWLTAzK9DzNiIi0yTqaOjQoeLHH38svnjxQvTx8REjIiLErKwsMTw8XGzVqpV45coVnY5Xo0YN8ccff1Rb3rlzZ3HSpEl57peeni62bdtW7Natm/jvv/+Kz549E2fPni1Wr15drFq1qvj06dM89z1y5IhYtWpVcdeuXWrrLl++LJ47d05cvXq16OfnJ44fP16n68nRunVrsXXr1gXaVxcJCQli06ZNxQYNGogtWrQQk5OTDX5OIiJt6LO8WLlypejr6yvGx8crl23YsEGsXr26GB0dned+Fy5cEKtWrSoeOnRIuSw1NVVs0qSJOGPGDOWyf/75R6xatap44sQJ5bLbt2+LPj4+GssKbRVVWUBEVJR07gNx+fJl9OnTR1llnJmZCalUii5dumDgwIGYOXOmTseTyWRISkpSW56QkAAHB4c897OwsMCiRYuQmpqKLl26oGnTpjh16hSCg4Nhbm6usXlSjpYtW8LGxgZXr15VW1e7dm00bNgQAwcOxKxZs7B9+3ZcuXJFp2sqSjt27EB6ejoA4L333lMbXYqIyFj0WV4Yur/c8ePHIZPJVLbz8vJC9erVcfz4ca3jJCIqDXSuk83IyICdnR0kEgkcHBzw9OlT5boqVargxo0bOh3Py8tLra9DUlISYmJi4OXlle++tWrVwt69e3H//n2IoghPT09Mnz4dNWvW1MscCLVq1QIAREZGonbt2oU+nr4pFAps3rxZ+Zmdp4moONFneWHo/nJ37tzB22+/rdYEVFMZ9bri0h+OiKio6FwD4enpiUePHgEAatSogfXr1yM5ORlpaWnYuHGjzp3NWrRogVOnTiExMVG5bO/evZBIJCpPgvIiCAI8PT3x9ttvIz4+Hrt3737jjfSRI0eQmpr6xqTg/PnzAAB3d3ctrqTonTlzBg8ePAAA+Pn5wdPT07gBERHlos/yQh/95XK83l8u5/ivT3SnzfGJiEojnWsgOnfurHxqNGrUKAwaNAh+fn4QBAGiKOo87nefPn2wbt06jBgxAkOHDsWTJ08wf/589OnTR2UOiODgYERFReHAgQPKZStWrEClSpXg7OyMu3fv4scff0StWrVUJlGbO3cuBEGAr68vZDIZLl++rNyubdu2yu0++OADtGvXDl5eXpBIJLh06RJ++eUXNG/eXNlJu7h5vfM0EVFxou/yoiACAgLg4eGBqVOnYt68eXB2dsaqVauUD1/0MejEoUOH8lyXX+0EEVFJpXMC8eGHHyrf+/r6YufOnTh+/DjS09PRuHFjVK1aVafjOTg4YO3atZgxYwZGjBgBW1tbBAUF4YsvvlDZTqFQQC6XqyxLTEzEvHnzEBsbi3LlyqFr164YPnw4JJJXFSve3t74448/EBoairS0NLi6uiIoKAifffaZyqgatWrVQmhoKKKiomBmZoa33noLn376Kf73v//pdD1F5dGjR/jzzz8BAK6urmjWrJmRIyIiUqXP8qKw/eXGjBmDLl26AACqVq2K4OBgrFu3TtmnQiaTITo6WufjExGVRoUel65ChQp4//33C3UMb29vrFmzJt9t1q1bp7bsyy+/xJdffpnvfr169dKqb8BXX32Fr7766o3bFRebN2+GKIoAgJ49e3KIQSIq9gpTXhi6v5yXlxdOnz4NURRVaiXu3r2r84MxIiJTV6CZqDMzM/HHH39g4sSJ+Oijj3Dv3j0AwO7du3H79m19xkcapKWlITw8HEB2R8Bu3boZNyAiojzoq7wwdH+5Fi1aICEhAadPn1Yuu3v3Lq5du4YWLVpoHScRUWmg82PrBw8eYODAgYiPj0eNGjVw/vx5pKSkAADOnTuHEydOYM6cOXoPlF45cOCAslNf27Zt4eTkZOSIiIjU6bO8MHR/uXr16qFZs2aYOHEivvzyS1haWmLRokXw8fHBu+++q6dvhIjINOicQMycORNOTk7YtGkTZDKZcqhTAGjUqBG+++47vQZIqkRRRGhoqPIzO08TUXGlz/LC0P3lAOD777/HnDlzMGXKFGRlZaFZs2aYNGkSm4gSEb1G51/Fs2fPYuHChXByclL7kS5btixiYmL0Fhypu3r1Kq5fvw4AqFatmkqBTERUnOi7vDBkfzkAsLe3x+zZszF79myd4iIiKm107gMhlUqVnXdf9+zZM9jY2BQ6KMrb67UP+hiCkIjIEFheEBGZJp0TiEaNGmH16tXIzMxULssZ0zs0NBRNmjTRa4D0SlxcnLJdr4ODA9vlElGxxvKCiMg06dyEaezYsejbty86d+6M1q1bQxAE/P7777h58ybu37+vMrkZ6VdYWJiyIO7atSusrKyMHBERUd5YXhARmSadayC8vb2xZcsW1KtXDzt37oRUKsXRo0fh4eGBTZs2wcPDwxBxlnpZWVnYsmULgOwneD179jRyRERE+WN5QURkmgo0tIS7uzvmzZun71goH3/++adyltSAgAC89dZbRo6IiOjNWF4QEZmeAk0kR0Uvd+dpbWbWJiIiIiIyBK1qIL766iutDygIAofA07N79+7h7NmzAIC33nqLHQ+JqNhieUFEZPq0SiC2bdsGW1tbeHh45DkkXw4OK6p/uTsaBgUFqU1+RERUXLC8ICIyfVolEL6+vrh06RLkcjnee+89dO7cGRUrVjR0bAQgNTUVO3fuBABYWlqia9euRo6IiChvLC+IiEyfVo+yN2zYgEOHDqFLly7YtWsX2rZti759++L3339HXFycoWMs1Xbv3o2UlBQAQIcOHSCTyYwcERFR3lheEBGZPkF8Ux2zBrdu3cLOnTuxZ88ePHr0CI0bN0b//v3RsmVLQ8RYIrVp0wYAcOjQoQIfQxRFvP/++7hz5w4A4LfffkO1atX0Eh8RUVEo7eWFPsoCIqLipkDDuFauXBmff/45hg0bhsWLF2PNmjWwsrIqNQVCUfnnn3+UyUOdOnWYPBBRicPygohKo/Tom3h+/BdkPrsHcxdPOLb4CJblq5jMeXVOIORyOf7880/s3r0bhw4dglQqRVBQEIKCgvQeXGmXu/N07969jRgJEZHuWF4QkbEZ40b++fHViPplMCAIgCgCgoDY3fPhNigEjs0HmsR5tU4gzp07h507d2Lv3r3IyMhAmzZtsGDBAjRr1gxmZgWqyKB8PH36FEeOHAEAODs7K6vBiYiKO5YXRPkz9afTxeW8xriRT4++mX1OUQHkdBJ4+RoVMghmTu4wd6wAMSsDiqx0iJnpEOUZ2a9Z6RCzMrJfM1+9V+Qs17TNy33lqfFIvXFM5Xy5z2tTtRksXCvr7Tq1+iVv2bIl4uPj0aJFC0ybNg2tW7eGpaWl3oIgddu2bYNcLgcAdOvWDebm5kaOiIjozVheUElRmm5qS9p5RVF8eZOckevm+uX7nBtpTe9zbqyzMpAZ9xDPwmYAENVvqH/+CMlXD0JiaQsosiBmZUJUZAHyLIjy7PeiPDP7s8r6TIgvlynfv9weL7dRpKdmJw8aL0yByPlt9f0Vv5kgIP5YCFx7z9HfIbXpRF2tWjWYmZnB3Nz8jeN2C4KA8+fP6y3AkqowHecyMzPx3nvvITY2FlKpFOHh4XB1ddV3iEREesfyQhU7URdPmm5qIYoGv5lOj76J2xOqab7BFCTwmHAYFmUqZt+UZuW+kc18tezle5UbWJVlmSr7Q56JrMSneH4sBK/upFVODLv6gZBa2WevF0WIoiL7e8njM0RF9jwvymWKl9u9/KxQABChSEvBi9un8/w+zJ09AODVE/aXf5BnFvarptwECWR+vfHW8D/0dkitaiBGjhyptxPSmx0+fBixsbEAsp/mMXkgopKC5UXJZarNW0SFAoq0JMhTn0OREo+0hxGI+mXQyxvhnI2yX6J+/ggpN45CYmkLUZ6ldpMORc77XE+oX39irbyJf7l/7n0yXuT/dHrOO3q7bu2JSP5nuxHOC2TGRhrlvAUmNYcgNYMgNYcgMQPMsl9zlkFiBnlyLORJMXkcQICFW3XYePtDMLOAYGYJwdwSgtQi+9XMUm25xFx9maZtn+2ah/iDSwGFXMNpBZi7eOr1qyjQMK70ZoV56jR48GBcvHgRALBy5Uo0bNhQn6EREVERKSk1EMZ6Iq/teRUZaZCnxkOR+hzy1OeQp7x8nxKfnRjkei9PjYciJfs1e11C3jftZFSCmQWkds7ZN8I5N8ZSi5c3xha5bpI1fFbeSFu82ifX/kn/bEfypd151vY4BAyAc/vPAYkZBGUiYA5IzZTvBanZq6RBItXqmt5Uy1R53r967YtgrPOyN1sxEhkZiTVr1iiTB3d3dzRo0MC4QRERUZEp6loAURSR/uhavp0+BQsbmDlWABRyiAp59lN4hTzXZ3l2UxmVz3lvl/M+K/Ep4g8ug+Y26h8iJmwGxIxUyFPjIWamG+w70AuJVOUptJDrSXXup9ZZiU8hT3yax0EEWFTwgbVnA9Un3cpjmGff6OYsy7nxlar+KbfNdf7nJ1Yj8cwGQNT0dFoKx5YfwbnjWAACBEGSncgJQvZniQTAq8+QSCDkfBYE4OX2r5ZJlNvGbJ+GuP2LNT8Vl0jh1H60Xtvl52bj0yI7gchD2a5fG+RG3rJ8FbgNCkFUyCCNibEhzmmM87IGwkB0feoUHh6OmTNnZnccevmfRBAETJkyBV26dDFYnEREZDi6lAX5PY13aBYMMTMdivRkKNKSoUhPgSI9GWJ6ispnlfcv14mvfVa+f/kKeZahv4aiJ5FCalsGUhtHSGyyX6W2ZSCxcUTag8tIu3M27yfTTfvB6d1R2U+hzTQlBK+asGTfyEtf3mS/WWl5Om3s8+Z4fmJNnjfUhqxZA4CMJ7cQfyxE+TCgTMtBBr3Woj4vEwgD0aXQiIyMRFBQEBQK9X9gEokEW7Zsgbu7u95jJCIiw9K2LMj3RgsAIEBzB1gTJjGDmWMFZSKQkwBIXyYEEtvc719tI7VxhGBpm2cn/tJ6U1vazpvDWDfypo5NmIqB8PDwPH/oBEFAWFgYOyYSEZmw58d/eXljldcWekoeJFJIrOwgsbSDxNIWEks7ZCU+RVb8ozzOIcDq7Yawrdby5ZN2afYTeYk01+f8lmteBokUCSd/ReK5zZpv5CVSOHcca5DmLcZqYpLDsflA2FRtVuQ3taXtvDksXCsbrJlUacYEohiIiopCXhVBoigiKiqqiCMiIqKilPns3sshMTWT2DrByr1O9k2/1aubf+G1z6+vf31bwcxC7YHVqyfyGs4vCHhr2HqD3OxZlK+anUBoIooo03KQ3s+Zo7Te1Ja285LhMIEoBtzc3PKtgXBzcyviiIiIqCiZu3jmXQMhkaLMOx8b7AastHT6fB1vaokKrlgkELdv38bMmTNx4cIF2NraIjAwEJ9//jksLCzy3S8pKQnz58/H/v37kZaWhjp16mDixImoXr36/9u7z7gorrYN4Bc1IAooYo0CFlbBAjaiICqoWKIIdqOxYMOCr4VYUBR5FCRGJYCK2LBir4kt9seWxFhjDAkiCioqKEtb6v1+8LfzuIKAyy4jcP+/JDs7s/c56+5cnClnhXXi4+OFa1Df17p1a+zdu1d4HBUVhdOnT+Pvv/9GZmYmmjRpgokTJ6J7d/X/YmD//v2xbdu2Qp8jIri6uqq9DYwxxsRj7DgOST8HFf6kmo/GA5X38hbGmHJEH0CkpKRg9OjRMDc3R0hICBITExEYGAiZTAZfX98it501axbu378Pb29v1KxZE1u3bsXo0aNx5MgR1K1bt8C6dnZ2wmMDAwOF59evXw8HBwcMHz4cVapUwcmTJzF16lQEBgbCzc1NdR0uRMOGDbFo0SL4+/tDQ0MDRCT8d9GiRXwDNWOMVXBiH40H+PIWxljJiT6AiIqKQnp6OkJDQ2FsbAwAyMvLg5+fHyZNmvTRX2G+ffs2Ll26hHXr1sHJyQkAYGdnB2dnZ2zatAkLFy5UWN/MzAw2NjYfbcfBgwdRo0YN4bG9vT0SEhKwefNmtQ8gAKBfv36wsbHBkSNH8OzZM9SrVw+urq48eGCMsUqCj8YzxsoL0QcQly5dQseOHYXBAwD07t0bixcvxpUrV+Du7l7odg8ePICGhgbs7e2FZfr6+mjXrh3Onz9fYABRnPcHD3LNmzfHn3/++UmvUxoNGjTg2ZYYY6wS46PxjLHyQPQBxKNHjzBw4ECFZYaGhjA1NcWjR48+ul12djY0NTWhpaX40+I6OjpISEiATCaDnp6esHzJkiWYOXMmjI2N4ezsjDlz5igMWgpz8+ZNNGrU6KPPF3Zvhdzz588LXEbFGGOMMcZYeSf6AEIqlcLQ0LDAciMjI6SkpHx0OzMzM+Tl5eHBgwdo1aoVACA/Px/3798HEUEqlUJPTw+6uroYPnw4HBwcYGhoiDt37mD9+vW4f/8+9u3bBx0dnUJf/9ixY7h16xbCwsJU01HGGGOMMcYqANEHEMqyt7dHw4YNsXjxYqxYsQImJibYsGEDnj59CgDCtKi1atXCkiVLhO06dOiApk2bYtKkSThz5gz69OlT4LUfPnyIxYsXw93dvchZmIr6ZdGizk4wxhhjjDFWXmmK3QBDQ0OkpqYWWJ6SkgIjI6OPbqerq4vVq1cjIyMD/fr1Q6dOnXD16lWMHj0aOjo6RV6e1KVLF1SpUqXQ+xsSEhIwYcIEtGrVCkuXLlWqT4wxxhhjjFVUop+BaNSoUYF7HVJTU/Hq1asi7z8AgBYtWuDkyZOIi4sDEcHc3BxLly6FtbX1Ry9NKkpycjI8PDxgYmKC0NBQpV5D7uXLl8jLy+MzEYyxcqNu3brYsWOH2M2oUDgLGGPlSUlzQPQzEI6Ojrh69SqkUqmw7OTJk9DU1FSYYeljNDQ0YG5uDgsLC7x58wY///wzBg8eXOQ258+fR0ZGBlq2bCksS09Px4QJE5CTk4MNGzagatWqyncKwBdffAFt7U8fnz1//hzPnz8vVW1liFVXzNqVra6YtStbXTFri9lnVpAyWcCf24pfV8zala2umLUrcl0NIiK1VihGSkoK+vbtCwsLC0yaNEn4Ibl+/fop/JDc6NGj8ezZM5w5c0ZYtm7dOpiZmcHExASxsbEIDw9Ho0aNEBERAU3Nd2OjwMBAaGhowMbGBoaGhrh79y7Cw8NhYWGBPXv2CDv2cePG4caNG1i2bBnMzc0V2ljU70eomvwoVVH3V1SkumLWrmx1xaxd2eqKWVvMPjPV4M9txa8rZu3KVlfM2hW5ruiXMBkZGSEyMhL+/v6YOnUqDAwMMGjQIMycOVNhvfz8fOTl5Sksk0qlWLFiBZKSklCrVi30798fU6ZMEQYPANC4cWPs3r0be/fuhUwmQ+3atTFo0CB4eXkpHBW6cuUKAGDu3LkF2vj333+rssuMMcYYY4yVW6IPIIB3f+Rv3bq1yHW2b99eYNncuXML/YP/fYMHDy72kiaABwmMMcYYY4yVhOj3QDDGGGOMMcbKDx5AMMYYY4wxxkqMBxCMMcYYY4yxEuMBBGOMMcYYY6zERJ/GlTHGGGOMMVZ+8BkIxhhjjDHGWInxAIIxxhhjjDFWYjyAYIwxxhhjjJUYDyAYY4wxxhhjJcYDCMYYY4wxxliJ8QCCMcYYY4wxVmI8gPgM8Ey6jDFWuXEOMMbKEx5AiCwtLQ0//PAD4uPjxW4KY2qTn5+PvLw8sZsBoGz+UEtLS8OFCxfUXodVDJwDrDLgHKhYeAAhorS0NPTq1QvR0dEwNjYWrR15eXlITU2FTCZDbm4ugHdf9LKQmpoKb29vJCcnl0k9ObH6LFZ/c3NzkZiYiOTkZGRkZAAouyOeqampmD59Ov79998yqSeXnp6O0NBQfPfddwgNDcWZM2cAABoaGmqtm5aWBmdnZ+zcuRPZ2dlqrfUhMb/LTDmfSw4AlW+/WNn6yznAOaBK2ip/RVYiaWlpcHV1RdOmTbF06VJUrVpVtHZ4e3vj5cuXSEtLQ5s2bTBq1ChYWVmVSW03NzcYGhpCU7PsxrJi9VnM/np5eSExMRFSqRRmZmbw9PSEvb19mdR2c3ODsbExatWqpfZ6cunp6Rg4cCD09PRQvXp13Lt3D5s3b8a5c+fg4+Ojtu9bWloa+vfvD2tra/j7+0NXV1ctdT5WW6zvMlPO55ID8rZUtv1iZesv5wDngCrxGQgRZGRkoF+/fmjcuDECAgKEL1RKSgrS0tKQmJhYJu2QyWQYPnw4UlNT4ebmhi5duuCff/7BkCFDcPjwYWHkqg7yL9iXX36JdevWldmRN7H6LFZ/s7KyMGrUKOTm5mLKlCkYO3YsDAwMMH78eISFheH169dqqy3/46h+/foICwtD9erVC6yjrqNfmzdvhoGBAUJCQrBlyxZERkZi7ty5+OWXXzBjxgwkJCSovGZ6ejrc3d3RuHFjBAYGwtTUFMC7o0EfHoFSdb/F/C4z5XwuOQBUvv1iZesv5wDngFo+18TK3M6dO0kikVBwcLCw7MKFCzR27Fjq2rUrdevWjb7//nt68eKFWttx7tw56t27N/3777/CspiYGPL19aXmzZvTli1bKDs7W+V1MzIyqE+fPjR06FBKS0ujnJwcIiJKTk6mhIQEevXqFaWlpRERUV5enkpri9FnMft769Yt6tmzJ925c0dYJpVKae3atSSRSGjZsmX08uVLldYkIsrMzKQ+ffrQwIEDSSaTCX1OTEyk6Ohoio6OpqSkJCJSfZ+JiGbPnk0jR45UWJaTk0NXr16lTp060bhx4+jt27dERJSfn1/qenl5eTRz5kySSCS0f/9+YfnVq1fJ19eXBg8eTPPnz6cDBw4Iz6mirpxY32WmvM8lB4gq336xsvWXc+B/OAdU97nmS5hE0LdvX8THx2Pt2rWoX78+6tWrh8mTJ6N79+7o0aMHZDIZIiMjERMTg//85z8wMTFRSzukUimePHkCfX19YVmjRo0wb948GBoaIigoCFWrVsWgQYOQn5+vstOtBw8eRExMDHr37o309HQYGBjg7NmzWL9+PR4/fgxtbW1YW1tjzpw5aNasmUpri9FnMfubkpKCuLg4VKtWDcC7Ix7VqlWDp6cnDA0N4e/vj2rVqmHatGkAVHdd6Pnz55GcnAwzMzO8evUKX375Jc6cOYPg4GA8e/YMRIQ6derA398f7dq1U2mfAaB+/fp49OgRXr58KRzZ1dbWRseOHbFq1Sp4eXlh2bJlCAoKUkmfNTU10a9fPzx9+hRRUVFo1KgR0tPT4enpCYlEAiMjI/z+++84ceIE4uLiMHPmTJVegyvWd5kp73PJAaDy7RcrW385BzgH1PK5VtlQhH2S1NRUCggIIIlEQi1btqTw8HCSSqVE9G5EeuHCBWrevLnC0SlVu3HjBtnb29PPP/9cYBScmZlJfn5+ZG1tTXfv3lV57VWrVlH37t1pyZIltG/fPmrRogXNmjWLtm3bRkFBQdS7d2+yt7enhw8fqqSe/OjGtWvXROnzypUrydnZucz7GxMTQ87OzrRhwwaSyWREpHjEIzw8nCQSCV24cKHAc6W1Y8cO6tOnD40bN46ioqKodevWNH/+fDpy5Aht27aNhg4dSlZWVvT777+XunZWVhalpqYKj3/55Rdq3rw5RUVFFXjt3NxcOnDgANnY2NDhw4eVrimvK//eEhFdunSJBg4cSM7OzmRra0tr164Vjuw9evSI/P39ydbWlo4fP16qukSKfRLzu8yU9znkAJF4nx/OAc4BzoHSETMHeAAhotTUVFq1ahXNmjWL4uLihOU5OTnCqbB+/frRmzdvVPqFzs3NFf5/6NChNGDAgEJPIz558oSGDx9OU6ZMEXY6pZWVlSX8/8qVK8nBwYHatGlDoaGhlJGRITx3/vx56tmzJ02fPl1hG2W93/5BgwaVWZ/lp6SJiIKCgtTe39zcXMrOzlY4He3p6Uldu3ZV2GnIP08ZGRk0ffp0cnV1VdgBlqb28+fPhWU7d+6knj17UosWLSg4OJgyMzOF5x48eEDu7u7k5uZWqtrp6enUs2dPWrRoEb1580ZY7ufnR61ataKrV68SkeKO9vXr1zRkyBBavny5yuteunSJ3NzcaOHChZScnKywzaNHj6hz584UGBiodF2id/uO77//np48eSIsK+vvMlMNsXKASLws4BzgHJDjHFCe2DnA57FFVLVqVXh4eGDChAlo2LAhgHenFrW1tYVTS9ra2jAyMir1aa6MjAwcO3YMAKClpSXczLN06VK8evUK3333HXJzc6GpqSnc2NOgQQN07twZDx48QFZWlkpq6+rqCrVnz54Nd3d3ODg4oH///tDX1xdqd+3aFR07dsS9e/eUrp2RkYGwsDB4eXlh5syZiIqKAgAsW7YMiYmJauvz+3W9vb2Fut7e3hgwYIDa+pueng5fX1+MGDECgwYNwurVqwEAQUFB0NXVhZ+fH548eQLg3SlqIoK+vj6cnJyQmJiIlJQUpep+WHvo0KFC7REjRmDUqFHo168f+vbtCz09PaHPzZs3h5OTExISEiCVSpWu/dtvvyEuLg579+7FDz/8gNTUVADAhAkT8NVXX2HKlCm4fv26wnfIxMQE9evXx8OHD5Wel/zDuvI+dO7cGQsWLECvXr2EGwblU+hZWFigRo0aePr0qdL9fX/az+rVqwvtL4vvMlO9sswBQLws4BzgHOAcqFg5wAMIkRkaGqJZs2YA3t2lL/9wv3jxAq9evYKVlRVycnJKdbd+ZmYmRowYAW9vb2zevBnAux14fn4+GjVqBB8fH9y9exeenp5ISUlR+IJZWFhAS0sLmZmZKq0tD4+ZM2di4sSJaNCgQYFtDQwMoKOjo1RopqenY8iQIbh48SIyMzMhlUqxZMkSbNiwAZaWlli0aBHu3Lmj8j5/rO7atWsBvAvLCRMmqLy/aWlpGDhwIOLi4mBra4sePXogPDwcISEhqFq1Kr7//nskJSVh1qxZ+Ouvv5CdnS3UqV27NvT09JTeoRRVGwBGjhyJsWPHonHjxgW21dHRQZUqVaCjo6NUbQBo1qwZ2rZtCy8vLxw/fhzLly9HRkYG6tati9mzZ6Ndu3aYPHkyDhw4IMy7/vbtW0ilUpibmyv9R9mHdQMDA4XwaNeunTA9onwnDgCxsbHIzs5Gq1atlKpZ2LSfWlpaAABzc3P4+Pjg9u3bmDx5ssq/y0x9yiIHAPGygHOAc4BzoOLlAN9E/ZkgIuEDEBcXh/Xr1yM6OhpLliwp1RzCubm5CAoKwsuXL2Fra4vIyEjk5eVhwoQJ0NTUhKamJrp16wYiwvLly+Hh4YHp06fDxsYGOTk5OHfuHIyNjWFgYKDS2vLw0NXVhbW1tbC+tva7j2RSUhL++usvNGvW7JP7n52djdmzZ6NWrVpYvHgxzMzM8Pr1a6xfvx4RERFwcnKCk5OTyvtcVN2tW7fC0dERLVq0QIsWLVTa36ysLHh6ego3o8lDKScnB7/++isAoFWrVggODsa8efMwdepUeHh4wMXFBZmZmTh+/DgMDAyUukmzJLUBoGnTpsJ7JO9fcnIybt68iaZNm5ZqPm4TExNIpVJoaGhgyZIl8PHxgYaGBhYsWABLS0ssWbIEO3bsgI+PD+zs7GBkZIScnBzcvn0bc+fOVfpGssLqampqwtvbG0ZGRsJ68n/jly9fYuPGjZBKpejVq9cn15NP+ykPjfen/ZQfSe7duzeICAEBARg7dixmzJihku8yKxvqygFAvCzgHOAckOMcqFg5wAOIz4R8hLh69Wrcvn0bsbGx2Lp1a6Gj9U/x9OlTXLt2DY6Ojhg9ejS2bNmC7du3A3h3ag8A9PT00KNHD5iZmcHX1xcLFixATk4OvvzySyQkJCAyMlKpL3ZxteVHvt4/TQ8AMTEx2LRpE+7du4eoqKhP3pFev34dL1++xOTJk4UdWc2aNdGzZ0/s27cPjx8/RpMmTdC9e3eV9rm4uomJiUJoqLK/V65cQX5+PsaNG4cvv/xSWF6rVi2kpaXh1KlTyMnJQfv27bFr1y7Mnz8fERERWLZsGSwsLJCSkoKIiAil5iQvrvbp06chk8nQrl071KtXT+jb33//ja1bt+LmzZvYvXs3qlSp8sm1gXenhLW1teHk5CQclcnKyoK/vz80NTWxePFi7N27F8OGDUObNm1w+fJlxMXFwczMDLt37xYCTdV1Fy5ciLCwMPTt2xeWlpaIiIjAtWvX8PDhQ2zatEm4VOVTHD58GM+fP4ebmxvq1KkDALh48SIiIyPx6NEjaGhoYMCAAXB3d8f69euxePFizJ8/H7m5uaX+LrOyoa4cAMTLAs4BzgHOgQqaA6W+i4Kp1L1792jhwoUUGxurktfLzMykvXv3Cjf3REdH06xZs6hz5860YcMGYb33b7Q5c+YMbd68mfbv369wc466ar9/I9/27dupd+/e1K1bN/rrr7+UqhsTE0OjRo0SZmN4v28uLi60atUqIlK8mUoVfS5pXVX3Nzk5mY4cOaJw011GRgb17NmTHB0dqVu3btSyZUsaMGCAMA/43bt36dChQ3Tu3DlKSEhQqu6n1HZzc6PLly8TEdHWrVupW7du1KNHD6X7/KGffvqJunTpQklJSZSZmUmHDh2iFi1aULdu3ahDhw5Cv+XvvXw+cnXVdXJyEuomJSVRcHAwTZw4UWF+7k/19u1bWrFihTDH+NWrV6lZs2Y0bdo0WrZsGS1cuJCsra1pypQpwk2bp06doi1btpT6u8zKlqpzgEi8LOAc4BzgHKiYOcADiM+Qqj7UcvIdpPx1//3330J34KqY5ULZ2nl5eSSTyejmzZsUEhJCjx8/LlVd+cwWH/44jZubG/n7+wuP39+Jq0JJ6xK9e09u3rxJwcHBpe6v/H3Oy8uj3NxccnFxoUGDBtGdO3dIKpVSbGws2dvb09ixY0tVpzS1x48fT0REz58/p4iICJXtyPLz8ykuLo6+/vpr4Q+uvLw8GjhwIDVv3pw8PDyEHwtSpZLUlf8RIZPJFGZiUVZJp/2U/5HCyi9V5wCReFnAOVB4XSLOAc6BT/e55AAPICqp93fgERERREQUHx9Pu3btUph+raxqP336lPbu3UsvXrxQ+c6c6H8BMXLkSPLx8RGWp6am0tmzZ1U+PWJJ6srn3FZHf7ds2VLg3/HEiRPUrFkzio6OVsuvfpa0NpFq5xmXGzx4MIWHhxMR0YwZM6hDhw4UEBBANjY2NHPmTIX5wcuq7v/93/+pvG5Jp/1MTk5W678zqxjEygLOAc4BzgHlfQ45wPdAVFKNGzeGp6cnNDQ0sG3bNkilUjx+/BinT5+Gk5OTaLUvXrwo3ESoSvLXrFatGt68eQMASE1NRUBAAA4ePIjLly/D1NS0zOouX74chw4dUnldIoKGhgbGjBlT4LmEhAQ0bNgQ9erVU8svEZe0NqC6XzoFIFw/3bZtW8THx2POnDm4du0a1qxZgzZt2sDMzAyhoaHIyMhQ6fX/YtWVT/v57NmzAtN+ymlra8PY2Fil7zOrmMTKAs4BzgHOAeV9DjnAA4hKKj8/H02aNIGnpydkMhk2bNgAIyMjHDx4ELVr166wtXV1dSGVSiGTyRAUFISTJ09i//79agmNouqeOnVKLXXf31HId+QA8Pr1a/z555+wsrJSS2iIWVv+mg4ODvDw8ICRkRFWrVqFr776ChoaGhg4cCD69u0LQ0PDClEXeDftp/x18/LyhD9QPpz2U9npIFnlIdb+mHOAc0CVOAfKPgd4AFFJyT/0hoaGSE9PR7Vq1bBz5040adKkQtaWHyXQ19dHcnIyli9fjqNHj2L37t2wsrKqcHWB/+3IY2JisHHjRly7dg07duyAvr6+WuuKVbtjx45YtWoVatSogfbt2wtt0NXVLfUUmJ9jXUC9036yykGsLOAc4BxQB86BsssBHkBUYpmZmQgMDMS1a9dw+PDhMhk8iFVbHla1atXCoUOH8ODBA+zatUvtO2+x6sqFhIQI00Fu2bJFJdNBfq61NTU10bt37zI/4i5WXUC9036yykOsLOAc4BxQNc6BsssBDaJS/rQlK9f++9//wtTUFBKJpFLUfvDgAcaPH4/t27eX6U5UrLp///03Tp48CXd390J/9bSi1q5s7t+/jz179sDDwwPm5uZiN4eVQ2JlAeeA+nEOVA5lnQM8gGCVjkwmg56eXqWp+/61kZWpdmXz/i/aMsaKxjlQOWpXNmWZAzyAYIwxxhhjjJWYem7DZ4wxxhhjjFVIPIBgjDHGGGOMlRgPIBhjjDHGGGMlxgMIxhhjjDHGWInxAIIxxhhjjDFWYjyAYIwxxhhjjJUYDyBYmZo3bx6+/vprpbZNSkqCra0toqOjVdyqz0dISAj++OOPMq8rkUiwadMmtWx38OBBSCQSJCcnK9u8UsvPz4eLiwuOHj0qWhsYY+9wDhSNc0A9OAdUiwcQrNxYt24d7OzsYGlpKXZT1CY0NBS3bt0q87p79uxBv379yrxuWdHU1MTEiRMREhKC3NxcsZvDGFMS54D6cA6wT8EDCFYupKen48CBAxg4cKDYTSlAJpOJ3YRSs7GxQa1atcRuhlJK+v736dMHr1+/xoULF9TbIMaYWnAOqBfnAPsUPIBgosrPz4ePjw/s7Oxw7969j6536tQpAICjo6PCcolEgoiICISEhKBTp06ws7PD/PnzkZGRobDeixcvMGfOHNjZ2aFVq1b45ptvcP/+fYV1Dh8+jOHDh6NDhw5o3749Ro0ahbt37yqsExISAltbW9y9exdDhw5Fy5YtsXPnTgBATEwMPD090bZtW9jY2GDixIl48uSJwvb79+9H37590apVK9jZ2WH48OFCDYlEAgAICgqCRCKBRCLBjRs3Cn0/4uPjIZFIcOTIESxduhTt27eHg4MDVqxYUeDISkna9eEpaCJCaGgo7O3tYWtrCy8vL1y9erXQNuXn5xf7/gPAkydP8O2336J169ZwcnLC/v37C6xz+vRpuLq6omXLlnBwcEBAQACysrKE52/cuAGJRIILFy7Ay8sLbdq0wYwZMwAAZ8+ehbu7O2xtbdGuXTu4u7vj4sWLwrb6+vro0qULDh06VOh7yhgTB+cA58D7OAfKBx5AMNHk5uZizpw5uHjxIrZv346WLVt+dN2rV6/CysoKX3zxRYHndu7cicePHyMwMBBTp07FsWPHsHbtWuH5lJQUjBgxAg8fPsSiRYsQEhICfX19jB49GklJScJ68fHxGDBgAIKDg7Fy5UrUrVsX33zzDWJjYxXq5eTkYPbs2ejfvz8iIiJgb2+Pp0+fYtiwYUhJSUFgYCBWrlyJ5ORkjBkzBtnZ2QCA3377DT4+PnB0dMSGDRuwYsUKdOzYEampqQDenT4GgFGjRmHPnj3Ys2cPrK2ti3wP16xZA01NTaxZswbDhg3D5s2bsW/fPuH5krSrMNu3b0doaCjc3NwQEhKChg0bYuHChYWuW9z7Lzdr1izY29sjNDQUdnZ28PHxwaVLl4Tnz549Cy8vLzRp0gRhYWEYP348oqKi4O3tXeC1Fi1ahAYNGiAsLAzjxo3DkydPMGPGDDRt2hShoaFYvXo1evfujZSUFIXtbG1tcf36deTn5xf5vjLGygbnAOcA50A5RYyVoblz51Lfvn0pKyuLJk+eTF27dqXY2Nhit+vZsyf5+fkVWG5paUmDBg0qUKN79+7C4+DgYGrbti29fv1aWJaVlUVdu3alFStWFFovLy+PcnJyyMXFhX744Qdh+Y8//kiWlpb0008/Kaz/3XffkbOzM8lkMmFZUlIS2djY0I4dO4iIaOPGjdShQ4ci+2lpaUkbN24sch0ioqdPn5KlpSV5eXkpLB85ciSNHj36k9r1Yd3c3Fyyt7en+fPnK7z2ggULyNLSkq5fv66wXXHv/4EDB8jS0pLWrFmjsN4333xDQ4YMER4PGDCAhg4dqrBOVFQUWVpa0sOHD4mI6Pr162RpaUm+vr4K6504cYIsLS0pNTWViiLfPjo6usj1GGPqwznAOSDHOVB+8RkIVuZkMhkmTZqER48eYefOnTA3Ny92m1evXqFGjRqFPtepUyeFx40bN8aLFy+Ex1euXIGdnR2MjIyQm5uL3NxcaGpqon379gqny2NiYjB16lR06tQJzZs3h7W1NWJjY/H48eMCNbt06aLw+MqVK3BycoKWlpZQw9DQEFZWVsIpcisrK7x9+xbz5s3DlStXkJmZWWy/i+Pg4FBs34tr14devHiBV69ewcnJSWG5s7NzoesX9/7L9ejRQ+Fxz5498eeffyIvLw/p6en466+/4OLiorBOnz59AAA3b95UWN61a1eFxxKJBFpaWpgzZw7OnTsnHM37UPXq1QG8+zwxxsTDOcA5AHAOlGfaYjeAVT7Jycl48eIFRowYgXr16pVom+zsbOjq6hb6nKGhocJjHR0dhdOyb968we3btws9DdywYUMAQFpaGsaNG4caNWpg3rx5qFevHr744gssXLhQ4dpL4N01lAYGBgrL3rx5g8jISERGRhaooaOjAwDo2LEjgoKCsG3bNnh4eOCLL76Ai4sLFixYAGNj4+LfhEJUq1at2L4X164PyXeqHwa1iYlJoesX9/5/bPuaNWsiJycHb968QW5uLoiowDrVqlWDrq5ugVPQH65nYWGB9evXIzw8HNOmTYOmpiYcHBzg6+ur8BmTf4Yqwg2PjJVnnAOcAwDnQHnGAwhW5urVq4dp06Zh1qxZqF69Ojw9PYvdxsjICFKpVKl6RkZG6Ny5s3CT1fvkO5Lbt2/jxYsXCA8PR7NmzYTnU1NTUadOHYVtNDQ0Cq3RpUsXjBgxosBz74eMq6srXF1dkZycjLNnzyIgIADa2tpYvny5Un0rTknb9T5TU1MAKDBf9/vXCSsjKSkJtWvXFh6/fv0aOjo6qF69OmQyGTQ0NArUTE1NRXZ2NoyMjBSWF/Zv4OjoCEdHR6SlpeHSpUsICAjA/PnzFUJT/hlSNqgZY6rBOcA5AHAOlGc8gGCi6NWrF7KzszF37lzo6+tjzJgxRa5vYWGB+Ph4pWp16tQJR48eRePGjVGlSpVC15EfiXj/aMwff/yBhIQENG3atNgaHTt2xD///AMrKytoaWkVu36NGjUwePBgXLp0CY8ePRKW6+joFDjSVRqf2i4AqFOnDkxNTXH27Fl0795dWP7LL7+Uqi1nzpyBlZWV8Pj06dOwtraGlpYWDAwM0Lx5c5w8eVLhs3DixAkAQNu2bUtcp2rVqujTpw/u3r2L48ePKzyXkJAAACW6XIIxpl6cA5wDnAPlFw8gmGj69++PrKws+Pr6Qk9PD8OGDfvoum3atBF2Ip9qzJgxOHbsGEaOHIlvv/0W9erVQ3JyMu7cuYPatWtjzJgxsLGxQZUqVeDn54eJEyciMTERISEhCkdKiuLl5YVBgwbBw8MDQ4YMQc2aNfH69Wv8+uuvaNeuHb7++mv8+OOPePv2LTp06AATExNER0fj8uXLCjvKRo0a4ezZs2jXrh309fVhYWGBqlWrKtXvkrbrQ1paWpg4cSKWL1+OmjVrws7ODjdu3MC1a9cAvPsxHmUcOXIEenp6sLKyws8//4zffvsNGzZsEJ6fNm0apk6dijlz5qB///6IjY3F6tWr4eLiIkxt+DFRUVG4ffs2OnfuDFNTU8THx+Po0aOwt7dXWO/+/fto3LjxR6+jZoyVLc4BzgHOgfKJBxBMVIMHD0ZWVhb8/Pygp6eHAQMGFLqei4sLwsPD8fjx408+alC9enXs2bMHa9aswcqVK/H27VuYmJigdevWwg1dNWvWRHBwMIKCgjBlyhSYm5vDz88PGzduLFENMzMz7Nu3D2vWrIGfnx8yMjJgamqK9u3bCzu9li1bIjIyEidOnEBaWhrq1KkDDw8PhVP3vr6+WL58OSZMmACZTIZt27bBzs7uk/r7qe0qzKhRoyCVSrFr1y5s374dHTt2hLe3N2bOnFngetuS+uGHH7Bq1SqEhYXBxMQE/v7+CjchOjs7Izg4GGFhYZgyZQqMjY0xZMgQzJ49u9jXlkgkOH/+PAICAvD27VuYmpqib9++BS5XuHTpUoEb9Bhj4uIc4ByQ4xwoPzSIiMRuBGMl4e7uDicnJ0ybNk3splRKa9aswZYtW3Djxg3o6emJ3ZxP9s8//8DV1RWnTp1CgwYNxG4OY0wJnAPi4hxgcnwGgpUbU6ZMwZIlSzBx4sSPzsTBVCMmJgZHjx6Fra0tdHR08Ouvv2LTpk0YPnx4uQwNANi8eTNcXV05NBgrxzgHyg7nACsKDyBYudG9e3fExcXh+fPnMDMzE7s5FZqenh5u3bqF3bt3Iz09HbVr14aHhwemT58udtOUkp+fDzMzs49eGsEYKx84B8oO5wArCl/CxBhjjDHGGCsx/iVqxhhjjDHGWInxAIIxxhhjjDFWYjyAYIwxxhhjjJUYDyAYY4wxxhhjJcYDCMYYY4wxxliJ8QCCMcYYY4wxVmI8gGCMMcYYY4yVGA8gGGOMMcYYYyX2/8E/K5w8RHr/AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Elbow plot to choose k_nn for NN-smoothed entropy\n", "# Sweeps k_nn values and plots mean NN entropy\n", "fig = scorer.plot_nn_entropy_elbow(k_nn_range=range(5, 51, 5), figsize=(8, 4))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_31254", "metadata": {}, "source": [ "## 8. Per-cell fate affinity scores\n", "\n", "After `score(cell_level=True)`, per-cell scores are stored in\n", "`scorer.adata_sub.obs`:\n", "\n", "| Column | Description |\n", "|--------|-------------|\n", "| `cs_{fate_name}` | Per-cell affinity for each fate (sums to 1 per cell) |\n", "| `cs_dominant_fate` | Fate with highest affinity |\n", "| `cs_entropy` | Per-cell commitment entropy (0 = fully committed, 1 = uniform) |\n", "| `cs_nn_entropy` | NN-smoothed entropy (if `k_nn` was set) |\n", "| `velocity_pseudotime_sub` | Subset-local pseudotime |\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "cd_42472", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Per-cell score columns: ['cs_Alpha', 'cs_Beta', 'cs_Delta', 'cs_Epsilon', 'cs_dominant_fate', 'cs_entropy', 'cs_nn_entropy']\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cs_Alphacs_Betacs_Deltacs_Epsiloncs_dominant_fatecs_entropycs_nn_entropy
index
AAACCTGAGAGGGATA0.3456560.2520710.1542990.247973Alpha0.9728860.992053
AAACCTGAGGCAATTA0.2470550.2966870.2526680.203590Beta0.9936920.992740
AAACCTGTCCCTCTTT0.3245020.2448870.1755030.255107Alpha0.9836650.958981
AAACGGGAGTAGCGGT0.3610400.3242780.1384810.176201Alpha0.9469060.977282
AAACGGGCAAAGAATC0.2746400.4768420.2240020.024516Beta0.8180770.875318
AAACGGGGTACAGTTC0.2514950.4631680.2472360.038101Beta0.8465850.884746
AAACGGGGTCGGGTCT0.2680750.2214690.2320880.278367Epsilon0.9967240.998418
AAACGGGTCCGCGCAA0.3288270.3814960.1703640.119313Beta0.9294800.988123
AAACGGGTCGCATGGC0.2728470.4794990.2257800.021874Beta0.8125560.817800
AAAGATGAGAGTACCG0.2130460.2706710.2868440.229439Delta0.9948290.992597
\n", "
" ], "text/plain": [ " cs_Alpha cs_Beta cs_Delta cs_Epsilon cs_dominant_fate cs_entropy cs_nn_entropy\n", "index \n", "AAACCTGAGAGGGATA 0.345656 0.252071 0.154299 0.247973 Alpha 0.972886 0.992053\n", "AAACCTGAGGCAATTA 0.247055 0.296687 0.252668 0.203590 Beta 0.993692 0.992740\n", "AAACCTGTCCCTCTTT 0.324502 0.244887 0.175503 0.255107 Alpha 0.983665 0.958981\n", "AAACGGGAGTAGCGGT 0.361040 0.324278 0.138481 0.176201 Alpha 0.946906 0.977282\n", "AAACGGGCAAAGAATC 0.274640 0.476842 0.224002 0.024516 Beta 0.818077 0.875318\n", "AAACGGGGTACAGTTC 0.251495 0.463168 0.247236 0.038101 Beta 0.846585 0.884746\n", "AAACGGGGTCGGGTCT 0.268075 0.221469 0.232088 0.278367 Epsilon 0.996724 0.998418\n", "AAACGGGTCCGCGCAA 0.328827 0.381496 0.170364 0.119313 Beta 0.929480 0.988123\n", "AAACGGGTCGCATGGC 0.272847 0.479499 0.225780 0.021874 Beta 0.812556 0.817800\n", "AAAGATGAGAGTACCG 0.213046 0.270671 0.286844 0.229439 Delta 0.994829 0.992597" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Inspect per-cell scores\n", "obs_cols = [c for c in scorer.adata_sub.obs.columns if c.startswith(\"cs_\")]\n", "print(\"Per-cell score columns:\", obs_cols)\n", "scorer.adata_sub.obs[obs_cols].head(10)" ] }, { "cell_type": "code", "execution_count": 22, "id": "cd_74626", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cs_dominant_fate\n", "Beta 836\n", "Alpha 604\n", "Delta 246\n", "Epsilon 190\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Distribution of dominant fate assignments\n", "print(scorer.adata_sub.obs[\"cs_dominant_fate\"].value_counts())" ] }, { "cell_type": "code", "execution_count": 23, "id": "cd_54875", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Entropy distribution per fate\n", "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(1, len(result.fate_names), figsize=(12, 3), sharey=True)\n", "for ax, fate in zip(axes, result.fate_names):\n", " mask = scorer.adata_sub.obs[\"cs_dominant_fate\"] == fate\n", " ax.hist(scorer.adata_sub.obs.loc[mask, \"cs_entropy\"], bins=20, color=\"steelblue\", edgecolor=\"white\")\n", " ax.set_title(fate)\n", " ax.set_xlabel(\"Entropy\")\n", "axes[0].set_ylabel(\"# cells\")\n", "plt.suptitle(\"Per-cell commitment entropy by dominant fate\", y=1.02)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_72070", "metadata": {}, "source": [ "## 9. Transfer labels to full adata\n", "\n", "`transfer_labels()` writes per-cell scores from `adata_sub` back to the full adata,\n", "so you can use them in UMAP plots, downstream analyses, or integration with other tools.\n", "\n", "Cells not in the embedding subset receive `NaN` (numeric) or `'unassigned'` (categorical).\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "cd_77036", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Labels transferred to adata.obs for 1876 / 3696 cells. Columns: ['cs_Alpha', 'cs_Beta', 'cs_Delta', 'cs_Epsilon', 'cs_dominant_fate', 'cs_entropy']\n", "Columns added to adata.obs: ['cs_Alpha', 'cs_Beta', 'cs_Delta', 'cs_Epsilon', 'cs_dominant_fate', 'cs_entropy', 'cs_nn_entropy']\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cs_Alphacs_Betacs_Deltacs_Epsiloncs_dominant_fatecs_entropycs_nn_entropy
index
AAACCTGAGAGGGATA0.3456560.2520710.1542990.247973Alpha0.9728860.992053
AAACCTGAGCCTTGATNaNNaNNaNNaNunassignedNaNNaN
AAACCTGAGGCAATTA0.2470550.2966870.2526680.203590Beta0.9936920.992740
AAACCTGCATCATCCCNaNNaNNaNNaNunassignedNaNNaN
AAACCTGGTAAGTGGCNaNNaNNaNNaNunassignedNaNNaN
\n", "
" ], "text/plain": [ " cs_Alpha cs_Beta cs_Delta cs_Epsilon cs_dominant_fate cs_entropy cs_nn_entropy\n", "index \n", "AAACCTGAGAGGGATA 0.345656 0.252071 0.154299 0.247973 Alpha 0.972886 0.992053\n", "AAACCTGAGCCTTGAT NaN NaN NaN NaN unassigned NaN NaN\n", "AAACCTGAGGCAATTA 0.247055 0.296687 0.252668 0.203590 Beta 0.993692 0.992740\n", "AAACCTGCATCATCCC NaN NaN NaN NaN unassigned NaN NaN\n", "AAACCTGGTAAGTGGC NaN NaN NaN NaN unassigned NaN NaN" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scorer.transfer_labels(adata, result, prefix=\"cs_\")\n", "\n", "# Columns added to adata.obs\n", "cs_cols = [c for c in adata.obs.columns if c.startswith(\"cs_\")]\n", "print(\"Columns added to adata.obs:\", cs_cols)\n", "adata.obs[cs_cols].head()" ] }, { "cell_type": "code", "execution_count": 25, "id": "cd_47835", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize on UMAP\n", "sc.pl.umap(adata, color=[\"cs_dominant_fate\", \"cs_entropy\", \"cs_Alpha\", \"cs_Beta\"],\n", " ncols=2, wspace=0.4)" ] }, { "cell_type": "markdown", "id": "md_18114", "metadata": {}, "source": [ "## 10. Subset scoring\n", "\n", "`score_per_subset()` computes commitment scores separately for each value of a\n", "metadata column in `adata_sub.obs`. Useful for comparing commitment across\n", "time points, batches, or any categorical variable.\n", "\n", "> **Note:** The mask is applied to `adata_sub` (the embedding subset), not the full adata.\n", "\n", "> **Note on `inf` in pairwise nCS:** When a subset contains only progenitor cells (e.g., 'Pre-endocrine') with no cells from any fate arm, `pairwise_nCS` will be `inf` for all off-diagonal entries. This is mathematically correct — nCS is undefined when a fate arm has 0 cells. A `UserWarning` is emitted automatically. Progenitor-only subsets are still useful for inspecting the commitment vector and population entropy.\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "cd_59143", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
subsetn_cells_in_fatenCS[Alpha vs Beta]nCS[Alpha vs Delta]nCS[Alpha vs Epsilon]nCS[Beta vs Delta]nCS[Beta vs Epsilon]nCS[Delta vs Epsilon]status
0Pre-endocrine0infinfinfinfinfinfprogenitor-only (inf)
1Alpha4810.00.00.0infinfinfpartial (some inf)
2Delta70infinfinfinfinf0.0partial (some inf)
3Beta591infinfinf0.00.0infpartial (some inf)
4Epsilon142infinfinfinfinfinfpartial (some inf)
\n", "
" ], "text/plain": [ " subset n_cells_in_fate nCS[Alpha vs Beta] nCS[Alpha vs Delta] nCS[Alpha vs Epsilon] nCS[Beta vs Delta] nCS[Beta vs Epsilon] \\\n", "0 Pre-endocrine 0 inf inf inf inf inf \n", "1 Alpha 481 0.0 0.0 0.0 inf inf \n", "2 Delta 70 inf inf inf inf inf \n", "3 Beta 591 inf inf inf 0.0 0.0 \n", "4 Epsilon 142 inf inf inf inf inf \n", "\n", " nCS[Delta vs Epsilon] status \n", "0 inf progenitor-only (inf) \n", "1 inf partial (some inf) \n", "2 0.0 partial (some inf) \n", "3 inf partial (some inf) \n", "4 inf partial (some inf) " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Score separately for each cluster within the embedding\n", "# (Here we use 'clusters' as a demo; in practice use a condition/batch column)\n", "subset_results = scorer.score_per_subset(\n", " split_by=\"clusters\",\n", " cell_level=False,\n", " n_bootstrap=0,\n", " verbose=False,\n", ")\n", "\n", "# Tidy summary: one row per subset with all off-diagonal nCS values + status\n", "def _subset_summary(subset_results):\n", " rows = []\n", " for subset_name, res in subset_results.items():\n", " n = len(res.fate_names)\n", " ncs = res.pairwise_nCS\n", " row = {\"subset\": subset_name, \"n_cells_in_fate\": int(res.n_cells_per_fate.sum())}\n", " for i in range(n):\n", " for j in range(i + 1, n):\n", " col = f\"nCS[{res.fate_names[i]} vs {res.fate_names[j]}]\"\n", " row[col] = float(ncs[i, j])\n", " # Status flag: any inf?\n", " off_diag = [ncs[i, j] for i in range(n) for j in range(n) if i != j]\n", " if all(np.isinf(v) for v in off_diag):\n", " row[\"status\"] = \"progenitor-only (inf)\"\n", " elif any(np.isinf(v) for v in off_diag):\n", " row[\"status\"] = \"partial (some inf)\"\n", " else:\n", " row[\"status\"] = \"ok\"\n", " rows.append(row)\n", " return pd.DataFrame(rows)\n", "\n", "summary_df = _subset_summary(subset_results)\n", "summary_df\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "cd_21779", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize subset comparison\n", "fig = scorer.plot_subset_comparison(subset_results, figsize=(10, 4))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_69803", "metadata": {}, "source": [ "## 11. Driver genes\n", "\n", "scCS provides three complementary approaches to identify fate-driving genes:\n", "\n", "1. **Velocity drivers** (`get_velocity_drivers`) — genes with highest mean RNA velocity in each fate arm\n", " (high positive velocity = gene is being upregulated along that fate)\n", "2. **DEG drivers** — differentially expressed genes between each fate arm and\n", " the bifurcation cluster (Wilcoxon rank-sum test)\n", "3. **Velocity-fate correlation drivers** (`get_velocity_fate_drivers`) — Spearman correlation between each gene's velocity and per-cell fate affinity. Stronger signal than mean velocity because it filters out genes that are fast everywhere.\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "cd_78227", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "── Velocity drivers: Alpha (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Clu 1.488299 1.532060\n", " 2 Cpa2 1.242302 0.851096\n", " 3 Cryba2 1.057625 1.217162\n", " 4 Ghrl 0.986426 0.384223\n", " 5 Meis2 0.821635 0.665699\n", " 6 Pax6 0.726139 0.883325\n", " 7 Npepl1 0.725493 0.182687\n", " 8 Tm4sf4 0.668253 0.466062\n", " 9 Vasp 0.611339 0.097546\n", " 10 Pax4 0.603224 0.034867\n", " 11 Btbd17 0.577881 0.930656\n", " 12 Krt7 0.547158 -0.280244\n", " 13 Cd200 0.535196 0.330072\n", " 14 Celf3 0.534336 0.370460\n", " 15 Tox3 0.497146 0.251629\n", " 16 Pdx1 0.496890 0.392475\n", " 17 Ppp3ca 0.487356 0.200745\n", " 18 Hn1 0.468364 0.031799\n", " 19 BC023829 0.455840 0.336861\n", " 20 Cpt2 0.432719 0.246379\n", "\n", "── Velocity drivers: Beta (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Ins2 3.672153 3.689225\n", " 2 Nnat 3.631306 4.051527\n", " 3 Isl1 3.562601 1.070217\n", " 4 Clu 1.605093 1.648854\n", " 5 1700086L19Rik 1.411600 0.453118\n", " 6 Krt7 1.125878 0.298475\n", " 7 Pax4 0.901425 0.333068\n", " 8 Ppp1r1a 0.861976 1.539815\n", " 9 Tm4sf4 0.842035 0.639844\n", " 10 Igfbpl1 0.771356 0.268164\n", " 11 Cpa2 0.714384 0.323178\n", " 12 Pax6 0.697922 0.855108\n", " 13 Dbn1 0.615245 0.314196\n", " 14 Pdx1 0.535203 0.430788\n", " 15 Meis2 0.518604 0.362668\n", " 16 BC023829 0.514133 0.395154\n", " 17 Cldn6 0.508870 -0.301879\n", " 18 Glud1 0.481521 0.737995\n", " 19 Smarcd2 0.460625 0.598269\n", " 20 Lurap1l 0.456940 0.285098\n", "\n", "── Velocity drivers: Delta (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Cpa2 2.483908 2.092702\n", " 2 Krt8 2.349361 1.407045\n", " 3 Maged2 2.340670 3.380898\n", " 4 Cryba2 1.744062 1.903599\n", " 5 Ldha 1.710826 1.581080\n", " 6 Hn1 1.123444 0.686879\n", " 7 Cdkn1c 1.072009 1.007896\n", " 8 Nnat 1.059840 1.480061\n", " 9 Ppp1r1a 1.017116 1.694955\n", " 10 Ambp 0.908994 0.752210\n", " 11 Gnas 0.861592 6.604826\n", " 12 Pax6 0.851152 1.008338\n", " 13 Akr1c19 0.804932 1.123999\n", " 14 Sparc 0.687036 0.649847\n", " 15 Meis2 0.684853 0.528917\n", " 16 Rpl12 0.670421 -0.154604\n", " 17 Celf3 0.637237 0.473361\n", " 18 BC023829 0.635596 0.516617\n", " 19 Krt18 0.603725 -0.206350\n", " 20 Foxa3 0.588107 0.411777\n", "\n", "── Velocity drivers: Epsilon (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Cpa2 1.345101 0.953895\n", " 2 Cryba2 1.310028 1.469565\n", " 3 Clu 1.293649 1.337410\n", " 4 Meis2 1.209729 1.053792\n", " 5 Pax4 0.843907 0.275551\n", " 6 Syt13 0.799221 0.825314\n", " 7 Siva1 0.731447 0.615843\n", " 8 Pax6 0.731163 0.888349\n", " 9 Lurap1l 0.654209 0.482367\n", " 10 Arl6ip1 0.602216 -0.050500\n", " 11 Nudt19 0.557069 0.466408\n", " 12 Npepl1 0.499464 -0.043343\n", " 13 Pdx1 0.488036 0.383621\n", " 14 Rgs17 0.487121 0.559517\n", " 15 Gars 0.450410 0.620145\n", " 16 Cpt2 0.450140 0.263800\n", " 17 Cdkn1c 0.401330 0.337217\n", " 18 Ppp1r14b 0.393609 -0.294763\n", " 19 Cdk1 0.393504 0.399177\n", " 20 Tkt 0.385895 0.397531\n", "Top velocity drivers (top 5 per fate):\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
fategenemean_velocityrank
0AlphaClu1.5320601
1AlphaCpa20.8510962
2AlphaCryba21.2171623
3AlphaGhrl0.3842234
4AlphaMeis20.6656995
5BetaIns23.6892251
6BetaNnat4.0515272
7BetaIsl11.0702173
8BetaClu1.6488544
9Beta1700086L19Rik0.4531185
10DeltaCpa22.0927021
11DeltaKrt81.4070452
12DeltaMaged23.3808983
13DeltaCryba21.9035994
14DeltaLdha1.5810805
15EpsilonCpa20.9538951
16EpsilonCryba21.4695652
17EpsilonClu1.3374103
18EpsilonMeis21.0537924
19EpsilonPax40.2755515
\n", "
" ], "text/plain": [ " fate gene mean_velocity rank\n", "0 Alpha Clu 1.532060 1\n", "1 Alpha Cpa2 0.851096 2\n", "2 Alpha Cryba2 1.217162 3\n", "3 Alpha Ghrl 0.384223 4\n", "4 Alpha Meis2 0.665699 5\n", "5 Beta Ins2 3.689225 1\n", "6 Beta Nnat 4.051527 2\n", "7 Beta Isl1 1.070217 3\n", "8 Beta Clu 1.648854 4\n", "9 Beta 1700086L19Rik 0.453118 5\n", "10 Delta Cpa2 2.092702 1\n", "11 Delta Krt8 1.407045 2\n", "12 Delta Maged2 3.380898 3\n", "13 Delta Cryba2 1.903599 4\n", "14 Delta Ldha 1.581080 5\n", "15 Epsilon Cpa2 0.953895 1\n", "16 Epsilon Cryba2 1.469565 2\n", "17 Epsilon Clu 1.337410 3\n", "18 Epsilon Meis2 1.053792 4\n", "19 Epsilon Pax4 0.275551 5" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Velocity-based driver genes (top 20 per fate)\n", "vel_drivers = scorer.get_velocity_drivers(n_top_genes=20)\n", "\n", "# Compact long-form table: top 5 per fate, one DataFrame\n", "print(\"Top velocity drivers (top 5 per fate):\")\n", "_stack_drivers(vel_drivers, n_per_fate=5, cols=[\"gene\", \"mean_velocity\", \"rank\"])\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "cd_26593", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "── DEG drivers: Alpha vs progenitor ──\n", " Significant: 761 (up: 376, down: 385)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Pyy 209.768677 1.181761e-93 0.968815 NaN\n", " Gcg 209.614731 9.196179e-64 0.656965 NaN\n", " Iapp 99.370232 4.065913e-99 0.854470 NaN\n", " Ttr 67.718864 2.617159e-103 1.000000 NaN\n", " Gnas 34.805965 2.937512e-52 1.000000 NaN\n", " Rbp4 33.815922 7.031753e-50 0.962578 NaN\n", " Hpgds 26.723766 3.763407e-02 0.087318 NaN\n", " Tnr 26.722797 2.795890e-02 0.091476 NaN\n", " Tmem27 17.364475 1.123328e-141 0.981289 NaN\n", "Slc38a5 15.393972 4.940813e-60 0.920998 NaN\n", " Pcsk1n 12.127839 4.762578e-59 0.997921 NaN\n", " Gast 9.842274 1.419605e-32 0.538462 NaN\n", " Cpe 7.672148 1.079724e-40 1.000000 NaN\n", " Pcsk2 7.646369 6.491126e-63 0.846154 NaN\n", " Gpx3 7.507235 1.191563e-82 0.937630 NaN\n", " Meis2 6.603501 2.217035e-78 0.970894 NaN\n", " Peg10 6.532975 2.869438e-65 0.700624 NaN\n", " Ssr2 6.296807 1.585608e-69 0.985447 NaN\n", " Ppy 6.134921 1.251811e-15 0.378378 NaN\n", "Tmsb15l 5.803368 2.070066e-73 0.711019 NaN\n", "\n", "── DEG drivers: Beta vs progenitor ──\n", " Significant: 830 (up: 422, down: 408)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Iapp 185.345184 6.106240e-152 0.944162 NaN\n", " Pyy 139.123322 1.052978e-85 0.962775 NaN\n", " Ins1 99.108521 3.512617e-47 0.582064 NaN\n", " Ins2 47.560135 3.515790e-67 0.610829 NaN\n", " Nnat 42.420864 2.029962e-103 0.825719 NaN\n", " Rbp4 41.067871 6.750219e-103 0.996616 NaN\n", " P2ry1 27.845049 4.690784e-06 0.164129 NaN\n", " Fmo1 26.452681 3.894453e-02 0.081218 NaN\n", " Plppr1 26.415466 3.894453e-02 0.081218 NaN\n", " Gnas 26.366089 3.362044e-60 1.000000 NaN\n", " Ttr 22.955372 6.047775e-52 0.994924 NaN\n", " Dlk1 12.507628 4.599450e-97 0.966159 NaN\n", " Sec61b 12.047029 6.698179e-114 1.000000 NaN\n", " Npy 12.042974 1.086211e-07 0.191201 NaN\n", "Ppp1r1a 11.322408 1.013795e-94 0.712352 NaN\n", " Pcsk2 9.181964 2.013853e-127 0.984772 NaN\n", " Calr 8.696516 3.976336e-95 0.959391 NaN\n", " Rpl10 8.650661 6.788600e-35 1.000000 NaN\n", " Hspa5 8.530251 2.027799e-109 0.969543 NaN\n", " Sdf2l1 7.616785 3.683485e-85 0.747885 NaN\n", "\n", "── DEG drivers: Delta vs progenitor ──\n", " Significant: 386 (up: 156, down: 230)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Pyy 484.160583 5.419924e-34 1.000000 NaN\n", " Sst 332.010773 9.905999e-30 0.871429 NaN\n", " Rbp4 194.580841 2.024127e-37 1.000000 NaN\n", " Iapp 102.586014 2.319858e-35 0.985714 NaN\n", "Ptprz1 28.902637 3.369656e-03 0.257143 NaN\n", " Cd24a 20.200207 1.633998e-31 1.000000 NaN\n", " Ppy 18.444256 6.494096e-07 0.485714 NaN\n", " Hhex 16.970627 6.566081e-31 0.985714 NaN\n", " Dlk1 16.967428 4.469675e-28 1.000000 NaN\n", " Rpl10 13.510839 4.188939e-13 1.000000 NaN\n", " Ssr2 10.061992 2.442933e-24 1.000000 NaN\n", " Gpx3 9.890513 3.689698e-25 0.985714 NaN\n", " Isl1 9.400220 3.580594e-12 1.000000 NaN\n", " Hadh 9.289947 7.724100e-31 0.971429 NaN\n", " Arg1 8.830122 9.905999e-30 0.900000 NaN\n", " Pcsk2 8.306222 1.427407e-20 0.928571 NaN\n", " Ttr 7.740336 4.406957e-03 0.971429 NaN\n", "Spock3 7.235566 4.338918e-05 0.342857 NaN\n", " Mest 6.525658 6.399791e-18 0.714286 NaN\n", "Igfbp7 6.383225 4.517170e-17 0.685714 NaN\n", "\n", "── DEG drivers: Epsilon vs progenitor ──\n", " Significant: 518 (up: 266, down: 252)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Ghrl 495.486511 3.376669e-72 1.000000 NaN\n", " Pyy 81.501137 3.980708e-18 0.873239 NaN\n", " Rbp4 74.675728 6.843394e-44 0.992958 NaN\n", " Lrpprc 22.582724 8.565872e-16 0.873239 NaN\n", " Cdkn1a 21.258612 4.533111e-15 0.887324 NaN\n", " Gcg 20.178659 1.772858e-04 0.338028 NaN\n", " Iapp 18.956543 1.029570e-23 0.760563 NaN\n", " Isl1 18.905531 3.368229e-35 0.992958 NaN\n", " Ttr 16.562450 4.734949e-04 0.929577 NaN\n", " Maged2 15.220592 1.711104e-41 0.943662 NaN\n", " Hspa5 9.455750 8.303204e-39 0.957746 NaN\n", " Tmem27 8.894045 2.939794e-24 0.739437 NaN\n", " Calr 8.733923 2.532672e-39 0.950704 NaN\n", " Ssr2 7.860883 2.188520e-39 0.992958 NaN\n", " Arg1 7.192320 3.382770e-34 0.732394 NaN\n", " Rpl10 7.168509 2.855208e-09 1.000000 NaN\n", "Slc38a5 7.034479 3.542731e-11 0.838028 NaN\n", " Ccnd2 6.007015 4.025146e-26 0.661972 NaN\n", " Acsl1 5.986801 1.903084e-05 0.267606 NaN\n", " Anpep 5.644922 5.435417e-36 0.802817 NaN\n", "Top DEG drivers (top 5 per fate):\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
fategenelogfoldchangepval_adjpct_fatepct_progenitor
0AlphaPyy209.7686771.181761e-930.968815NaN
1AlphaGcg209.6147319.196179e-640.656965NaN
2AlphaIapp99.3702324.065913e-990.854470NaN
3AlphaTtr67.7188642.617159e-1031.000000NaN
4AlphaGnas34.8059652.937512e-521.000000NaN
5BetaIapp185.3451846.106240e-1520.944162NaN
6BetaPyy139.1233221.052978e-850.962775NaN
7BetaIns199.1085213.512617e-470.582064NaN
8BetaIns247.5601353.515790e-670.610829NaN
9BetaNnat42.4208642.029962e-1030.825719NaN
10DeltaPyy484.1605835.419924e-341.000000NaN
11DeltaSst332.0107739.905999e-300.871429NaN
12DeltaRbp4194.5808412.024127e-371.000000NaN
13DeltaIapp102.5860142.319858e-350.985714NaN
14DeltaPtprz128.9026373.369656e-030.257143NaN
15EpsilonGhrl495.4865113.376669e-721.000000NaN
16EpsilonPyy81.5011373.980708e-180.873239NaN
17EpsilonRbp474.6757286.843394e-440.992958NaN
18EpsilonTnr26.5691872.522357e-010.091549NaN
19EpsilonHpgds26.1068194.514074e-010.070423NaN
\n", "
" ], "text/plain": [ " fate gene logfoldchange pval_adj pct_fate pct_progenitor\n", "0 Alpha Pyy 209.768677 1.181761e-93 0.968815 NaN\n", "1 Alpha Gcg 209.614731 9.196179e-64 0.656965 NaN\n", "2 Alpha Iapp 99.370232 4.065913e-99 0.854470 NaN\n", "3 Alpha Ttr 67.718864 2.617159e-103 1.000000 NaN\n", "4 Alpha Gnas 34.805965 2.937512e-52 1.000000 NaN\n", "5 Beta Iapp 185.345184 6.106240e-152 0.944162 NaN\n", "6 Beta Pyy 139.123322 1.052978e-85 0.962775 NaN\n", "7 Beta Ins1 99.108521 3.512617e-47 0.582064 NaN\n", "8 Beta Ins2 47.560135 3.515790e-67 0.610829 NaN\n", "9 Beta Nnat 42.420864 2.029962e-103 0.825719 NaN\n", "10 Delta Pyy 484.160583 5.419924e-34 1.000000 NaN\n", "11 Delta Sst 332.010773 9.905999e-30 0.871429 NaN\n", "12 Delta Rbp4 194.580841 2.024127e-37 1.000000 NaN\n", "13 Delta Iapp 102.586014 2.319858e-35 0.985714 NaN\n", "14 Delta Ptprz1 28.902637 3.369656e-03 0.257143 NaN\n", "15 Epsilon Ghrl 495.486511 3.376669e-72 1.000000 NaN\n", "16 Epsilon Pyy 81.501137 3.980708e-18 0.873239 NaN\n", "17 Epsilon Rbp4 74.675728 6.843394e-44 0.992958 NaN\n", "18 Epsilon Tnr 26.569187 2.522357e-01 0.091549 NaN\n", "19 Epsilon Hpgds 26.106819 4.514074e-01 0.070423 NaN" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# DEG-based driver genes (top 20 per fate, vs the bifurcation cluster)\n", "deg_drivers = scorer.get_deg_drivers(\n", " n_top_genes=20,\n", " pval_threshold=0.05,\n", " logfc_threshold=0.25,\n", ")\n", "\n", "print(\"Top DEG drivers (top 5 per fate):\")\n", "_stack_drivers(\n", " deg_drivers, n_per_fate=5,\n", " cols=[\"gene\", \"logfoldchange\", \"pval_adj\", \"pct_fate\", \"pct_progenitor\"],\n", ")\n" ] }, { "cell_type": "markdown", "id": "b2a5920b", "metadata": {}, "source": [ "### 11.3 Velocity-fate correlation drivers\n", "\n", "`get_velocity_fate_drivers()` computes the **Spearman correlation** between each gene's\n", "velocity and the per-cell fate affinity score for each fate arm. Genes with high positive\n", "correlation are being upregulated specifically as cells commit to that fate — a stronger\n", "signal than mean velocity alone, because it filters out genes that are fast everywhere.\n", "\n", "Requires `score(cell_level=True)` to have been called first (needs `result.cell_scores`).\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "274ca14c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "── Velocity-fate drivers: Alpha (top 20, sorted by Spearman r) ──\n", " Significant (FDR < 0.05): 683 / 2000\n", " rank gene spearman_r pval_adj mean_velocity\n", " 1 Adam23 0.332275 2.726568e-46 0.035280\n", " 2 Klb 0.309560 6.025260e-40 0.045717\n", " 3 Tmem206 0.265787 4.237692e-29 0.099139\n", " 4 Notch2 0.257026 2.741812e-27 0.073804\n", " 5 Sorcs2 0.235934 5.877863e-23 0.037468\n", " 6 Rasgrf2 0.235511 6.661376e-23 0.025164\n", " 7 Epha4 0.235026 7.813431e-23 0.052760\n", " 8 Megf11 0.228079 1.824037e-21 0.007886\n", " 9 Sgce 0.224234 9.184396e-21 0.052389\n", " 10 Kif2c 0.223713 1.097454e-20 0.083291\n", " 11 Sel1l 0.223152 1.274883e-20 0.055911\n", " 12 Bst2 0.222681 1.434448e-20 0.190410\n", " 13 Ctsb 0.219757 4.981190e-20 -0.068126\n", " 14 Gabrb3 0.217725 1.071893e-19 0.055429\n", " 15 Tmem51 0.214352 4.378911e-19 0.109053\n", " 16 Fam234a 0.214279 4.378911e-19 0.044228\n", " 17 1700011H14Rik 0.212987 7.086263e-19 0.285092\n", " 18 Gch1 0.211215 1.369510e-18 0.472799\n", " 19 Cdh11 0.211206 1.369510e-18 0.021027\n", " 20 Zcchc16 0.210129 2.081817e-18 0.022147\n", "\n", "── Velocity-fate drivers: Beta (top 20, sorted by Spearman r) ──\n", " Significant (FDR < 0.05): 924 / 2000\n", " rank gene spearman_r pval_adj mean_velocity\n", " 1 Gng12 0.687204 4.410440e-259 0.364720\n", " 2 Nnat 0.675808 1.430221e-247 4.051527\n", " 3 Sdk2 0.571355 3.286960e-160 0.011898\n", " 4 Dact2 0.559535 2.499373e-152 0.045325\n", " 5 Ap1s2 0.549641 5.731258e-146 0.087439\n", " 6 Vat1l 0.548981 1.264673e-145 0.064852\n", " 7 Sphkap 0.541680 4.498258e-141 0.119721\n", " 8 Mxd4 0.515216 2.594995e-125 -0.069785\n", " 9 Slc2a2 0.511380 2.850628e-123 0.166863\n", " 10 Nol4 0.506439 1.524017e-120 0.096487\n", " 11 Shroom3 0.501075 1.259699e-117 -0.008355\n", " 12 Zbtb7c 0.497687 7.505370e-116 0.024958\n", " 13 Ins2 0.488525 5.173891e-111 3.689225\n", " 14 Igfbpl1 0.474913 3.992365e-104 0.268164\n", " 15 Slc7a14 0.461875 7.903311e-98 0.072172\n", " 16 Ptprz1 0.459658 8.304841e-97 0.021035\n", " 17 Ccnd2 0.458424 3.072975e-96 0.365967\n", " 18 Gc 0.455471 7.272239e-95 0.137919\n", " 19 Ghr 0.454304 2.464647e-94 0.248989\n", " 20 Slc30a8 0.449188 5.200257e-92 0.450795\n", "\n", "── Velocity-fate drivers: Delta (top 20, sorted by Spearman r) ──\n", " Significant (FDR < 0.05): 685 / 2000\n", " rank gene spearman_r pval_adj mean_velocity\n", " 1 Zbtb20 0.303609 1.783641e-38 0.166360\n", " 2 Fndc3a 0.293026 9.165943e-36 -0.005701\n", " 3 Pbld2 0.258827 1.428849e-27 0.038566\n", " 4 Vat1l 0.252901 2.293744e-26 0.065950\n", " 5 Trim35 0.250792 5.950762e-26 0.184455\n", " 6 Hap1 0.248696 1.537300e-25 0.031227\n", " 7 Arx 0.245404 7.175120e-25 -0.018569\n", " 8 Asb4 0.236969 3.565400e-23 -0.003783\n", " 9 Vps37a 0.227608 2.126823e-21 -0.083059\n", " 10 Chd3 0.223959 9.343843e-21 -0.079594\n", " 11 Snap25 0.222951 1.330732e-20 0.048876\n", " 12 Mia3 0.221878 2.046525e-20 0.047561\n", " 13 Ufm1 0.217722 1.073379e-19 -0.142988\n", " 14 Stard10 0.214950 3.289204e-19 -0.088858\n", " 15 BC048546 0.214442 3.949377e-19 -0.140049\n", " 16 Pon2 0.208136 4.756439e-18 -0.013737\n", " 17 Tmx1 0.203896 2.536844e-17 -0.220162\n", " 18 Cpm 0.202291 4.706904e-17 0.038128\n", " 19 Gcsh 0.201279 6.868679e-17 -0.086339\n", " 20 Hagh 0.198569 1.954275e-16 0.038047\n", "\n", "── Velocity-fate drivers: Epsilon (top 20, sorted by Spearman r) ──\n", " Significant (FDR < 0.05): 924 / 2000\n", " rank gene spearman_r pval_adj mean_velocity\n", " 1 Rab27a 0.514252 8.184805e-125 0.055813\n", " 2 Pdk2 0.512925 4.186366e-124 0.051594\n", " 3 Sorcs1 0.499450 8.951898e-117 0.005206\n", " 4 Il17re 0.485971 1.042002e-109 -0.002558\n", " 5 Auts2 0.484087 9.271443e-109 0.256760\n", " 6 Pycr2 0.474232 8.299458e-104 -0.452137\n", " 7 Nusap1 0.467321 2.024908e-100 0.014434\n", " 8 Mnx1 0.465603 1.321285e-99 -0.004751\n", " 9 Chga 0.460968 2.055227e-97 -2.422998\n", " 10 Npepl1 0.449508 3.960569e-92 -0.043343\n", " 11 Gm609 0.449416 4.222258e-92 0.024659\n", " 12 Efcab10 0.448844 7.240713e-92 -0.045064\n", " 13 Gsto1 0.445875 1.588429e-90 -0.086271\n", " 14 Igf1r 0.445424 2.468092e-90 -0.019749\n", " 15 Eps8l2 0.442219 6.679705e-89 0.126253\n", " 16 Kcnb2 0.441447 1.439386e-88 0.029580\n", " 17 Cbfa2t2 0.432747 9.568963e-85 0.159800\n", " 18 Fam213a 0.432126 1.687532e-84 0.043521\n", " 19 Josd2 0.428882 4.017044e-83 0.046612\n", " 20 Kif20a 0.428003 9.327305e-83 0.081612\n", "Top velocity-fate drivers (top 5 per fate):\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
fategenespearman_rpval_adjmean_velocitydelta_velocity
0AlphaAdam230.3322752.726568e-460.0352800.026601
1AlphaKlb0.3095606.025260e-400.0457170.037019
2AlphaTmem2060.2657874.237692e-290.0991390.149552
3AlphaNotch20.2570262.741812e-270.0738040.069658
4AlphaSorcs20.2359345.877863e-230.0374680.026698
5BetaGng120.6872044.410440e-2590.3647200.065286
6BetaNnat0.6758081.430221e-2474.0515273.631306
7BetaSdk20.5713553.286960e-1600.0118980.011638
8BetaDact20.5595352.499373e-1520.0453250.018165
9BetaAp1s20.5496415.731258e-1460.0874390.024644
10DeltaZbtb200.3036091.783641e-380.166360-0.036171
11DeltaFndc3a0.2930269.165943e-36-0.005701-0.049914
12DeltaPbld20.2588271.428849e-270.0385660.025424
13DeltaVat1l0.2529012.293744e-260.0659500.013837
14DeltaTrim350.2507925.950762e-260.1844550.063726
15EpsilonRab27a0.5142528.184805e-1250.0558130.007661
16EpsilonPdk20.5129254.186366e-1240.0515940.072639
17EpsilonSorcs10.4994508.951898e-1170.0052060.004127
18EpsilonIl17re0.4859711.042002e-109-0.002558-0.027604
19EpsilonAuts20.4840879.271443e-1090.2567600.302319
\n", "
" ], "text/plain": [ " fate gene spearman_r pval_adj mean_velocity delta_velocity\n", "0 Alpha Adam23 0.332275 2.726568e-46 0.035280 0.026601\n", "1 Alpha Klb 0.309560 6.025260e-40 0.045717 0.037019\n", "2 Alpha Tmem206 0.265787 4.237692e-29 0.099139 0.149552\n", "3 Alpha Notch2 0.257026 2.741812e-27 0.073804 0.069658\n", "4 Alpha Sorcs2 0.235934 5.877863e-23 0.037468 0.026698\n", "5 Beta Gng12 0.687204 4.410440e-259 0.364720 0.065286\n", "6 Beta Nnat 0.675808 1.430221e-247 4.051527 3.631306\n", "7 Beta Sdk2 0.571355 3.286960e-160 0.011898 0.011638\n", "8 Beta Dact2 0.559535 2.499373e-152 0.045325 0.018165\n", "9 Beta Ap1s2 0.549641 5.731258e-146 0.087439 0.024644\n", "10 Delta Zbtb20 0.303609 1.783641e-38 0.166360 -0.036171\n", "11 Delta Fndc3a 0.293026 9.165943e-36 -0.005701 -0.049914\n", "12 Delta Pbld2 0.258827 1.428849e-27 0.038566 0.025424\n", "13 Delta Vat1l 0.252901 2.293744e-26 0.065950 0.013837\n", "14 Delta Trim35 0.250792 5.950762e-26 0.184455 0.063726\n", "15 Epsilon Rab27a 0.514252 8.184805e-125 0.055813 0.007661\n", "16 Epsilon Pdk2 0.512925 4.186366e-124 0.051594 0.072639\n", "17 Epsilon Sorcs1 0.499450 8.951898e-117 0.005206 0.004127\n", "18 Epsilon Il17re 0.485971 1.042002e-109 -0.002558 -0.027604\n", "19 Epsilon Auts2 0.484087 9.271443e-109 0.256760 0.302319" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Velocity-fate correlation drivers\n", "# Correlates each gene's velocity with per-cell fate affinity scores\n", "# (requires cell_level=True in score())\n", "try:\n", " vf_drivers = scorer.get_velocity_fate_drivers(\n", " result,\n", " n_top_genes=20,\n", " pval_threshold=0.05,\n", " )\n", " print(\"Top velocity-fate drivers (top 5 per fate):\")\n", " display(_stack_drivers(\n", " vf_drivers, n_per_fate=5,\n", " cols=[\"gene\", \"spearman_r\", \"pval_adj\", \"mean_velocity\", \"delta_velocity\"],\n", " ))\n", "except ValueError as e:\n", " print(f\"Skipped: {e}\")\n", " print(\"Tip: call scorer.score(cell_level=True) first.\")\n" ] }, { "cell_type": "markdown", "id": "md_75490", "metadata": {}, "source": [ "## 12. Pathway enrichment\n", "\n", "`get_enrichment()` runs over-representation analysis (ORA) on the DEG driver genes\n", "for each fate using **gseapy** (KEGG, GO Biological Process, Reactome).\n", "\n", "Requires an internet connection and a valid organism code.\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "cd_38259", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", " Pathway enrichment: Alpha\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 376\n", " Down-regulated genes: 385\n", "============================================================\n", "\n", " [up] Significant terms: 121\n", " Gene_set Term Overlap Adjusted P-value\n", "KEGG_2019_Mouse Protein processing in endoplasmic reticulum 17/163 0.000003\n", "KEGG_2019_Mouse Thyroid hormone synthesis 10/73 0.000127\n", "KEGG_2019_Mouse Lysosome 12/124 0.000313\n", "KEGG_2019_Mouse Gastric acid secretion 9/74 0.000600\n", " Reactome_2022 Response To Elevated Platelet Cytosolic Ca2+ R-HSA-76005 13/130 0.000783\n", "KEGG_2019_Mouse Circadian entrainment 10/99 0.000825\n", " Reactome_2022 Platelet Degranulation R-HSA-114608 12/125 0.000966\n", " Reactome_2022 Hemostasis R-HSA-109582 28/576 0.000966\n", " Reactome_2022 G-protein Mediated Events R-HSA-112040 8/52 0.000966\n", " Reactome_2022 Platelet Activation, Signaling And Aggregation R-HSA-76002 17/254 0.001008\n", "\n", " [down] Significant terms: 252\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 24/94 1.627570e-17\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 24/93 1.627570e-17\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 23/90 6.790532e-17\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 22/90 5.465181e-16\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 22/90 5.465181e-16\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 22/86 5.465181e-16\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 22/92 6.859847e-16\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 24/113 8.686504e-16\n", "GO_Biological_Process_2021 protein targeting to ER (GO:0045047) 23/103 1.101897e-15\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 21/90 4.696474e-15\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA74AAAHkCAYAAAAZ9PO5AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8jef/+PHXOcnJkiFBYjQkglghiBG7QY2KxAwqaK2qGjVKahQ1omJGfRSx94gRijaUqhLUXi2xlRgR2fOc3x/55f46MgSJ+X4+Hn0059zXfd3v+zp34rzva9wqnU6nQwghhBBCCCGEeE+p33QAQgghhBBCCCFEfpLEVwghhBBCCCHEe00SXyGEEEIIIYQQ7zVJfIUQQgghhBBCvNck8RVCCCGEEEII8V6TxFcIIYQQQgghxHtNEl8hhBBCCCGEEO81SXyFEEIIIYQQQrzXJPEVQgghhBBCCPFek8RXCCGEyGeBgYE4Ozsr/9WpU4fu3btz/PjxF6onNDSU1atXZ3p/1KhRtG7dOq/Cfa/4+vrSr1+/F9rH2dmZoKCgfIoob128eJHAwEASEhJeua5Jkybh7OzMTz/9lOX2l22X192ewcHByu9as2bNXttx3zaBgYFUq1bthfdbtmwZBw4cyNNYvLy8GDVqlPI6ICBA+Yxe9PdTiJclia8QQgjxGpiYmLB+/XrWr1/P+PHjiYqKomfPnvz777+5riM0NJS1a9fmY5Tvn++//56RI0e+6TDyzcWLF5k3b94rJ75paWns2rULgB07duRFaG/c4sWLmTt37psO452zYsWKPE98n/XZZ5+xfv16KlasmK/HEeJpkvgKIYQQr4FarcbV1RVXV1datGjBggULSE1NZd26dW86tPdSYmIiAGXKlKF06dJvOJq33+HDh3n48CF169bl6tWrnD9//k2H9MoqVapEhQoV3nQYyrUo/k+xYsVwdXXF3Nz8TYciPiCS+AohhBBvQPHixbGxseH27dsALFmyhPbt21OjRg3c3d3p168f165dU8qPGjWKLVu2cPnyZWWI4NNDBwHCwsLw9vbG1dWVDh06cO7cOWXbd999R9euXZXXkZGRlC9fnvbt2yvvxcXFUalSJaXnLzw8nG+++YZGjRpRtWpVWrVqxZIlS9Bqtco+7dq1Y9iwYZnOb/r06dSvX5+0tLRs2yA6Oprx48dTv359KleuTLt27fjzzz/1ymQMVd69ezfNmzenWrVqdO/enZs3byplbt++jbOzM8HBwYwZM4batWvTsWNHvf2fFh4eztdff02tWrWoWrUqbdq0ydTLqdVqCQwMpG7dutSuXRs/Pz/i4+OV7RnDac+ePcsXX3xB1apVad68OX/99RdarZZZs2ZRt25d6taty4wZM/TaLCOG/v37U6NGDVxdXenbt6/eOUH6EOFFixZlG0dwcDB+fn4AuLu74+zsjIeHR7btnZMdO3ZQoEAB/P390Wg0hISEPHefjLbdunUrTZs2pUqVKvj6+nL16tVMZZ/Xnvfv38fPz48mTZpQpUoVPvnkE2bOnElycvJLnU9WMj6zyMhIvfefHYabMXXgwIEDtG7dGhcXF9q1a8epU6dyfYyTJ0/y+eef4+rqyo8//gjAvXv3GD58OLVr16ZKlSp89tlner+jAMnJyUyaNIlatWrh5ubGuHHjCAkJwdnZWflbERYWplx7T/vqq6/w9fXNNrb4+HgmTpxI8+bNqVq1Kh4eHowbN46YmBiljIeHB3fu3GH16tXK35ng4GC98/P09MTFxYUGDRowa9asTL/jJ06coF27dri4uCjtKMTbwPBNByCEEEJ8iGJjY4mKisLW1hZI/1LcrVs3ihcvTmxsLOvWraNz587s2bOHggUL8tVXXxEZGcnVq1cJCAgAwMbGRqnvwYMHTJo0ib59+2JhYcGMGTP4+uuv+e2339BoNNSsWZOQkBCSkpIwNjbm+PHjGBkZcfHiRWJjYzE3N+fkyZOkpqZSs2ZNID0ZcXR0xNPTkwIFCijzSePj4/n6668B6NixI/7+/sTExGBhYQGkD5vdtm0bbdu2xcDAIMvzT05O5vPPP+fRo0cMGTIEOzs7tm/fTr9+/ZTkIcPFixeJjIxk+PDhpKWl4e/vz4gRI1i/fr1enTNnzqRRo0ZZJpoZrl+/jo+PD8WKFWP06NEUKVKEf//9l//++0+v3OrVq6lRowb+/v5cv36dH3/8kUKFCjF8+HC9ciNHjqRz5858/vnnLFy4kK+//pq2bdsSGxvLtGnTOH36NIGBgZQrVw5PT08Abt26RefOnSlbtiz+/v6oVCoWLFhAz5492b17N0ZGRrmKo3HjxvTv35///e9/LF68GAsLC719nZ2dadu2Lf7+/lm2RYakpCR+/fVXmjVrhp2dHfXr12fnzp18++23qNU595GcP3+emzdvKjc/Zs+eTe/evV/oPAAeP35MwYIF8fPzw9LSkuvXrxMYGMiDBw+YOnVqjjHkhwcPHjBhwgQGDhyIpaUlixYtolevXvz6668UKlToufsPGzYMHx8f+vXrh6mpKU+ePKFr166YmZkxduxYLCwsWLlyJT169NCrc8aMGaxbt45BgwZRoUIF9uzZw4wZM/LknBITE0lLS+Obb77BxsaGu3fvsmDBAr766itWrlwJwLx58+jbty/Vq1fniy++AKBkyZIALF26lOnTp9OjRw9GjRpFeHi4kvhmfI4PHjygV69eODs7M3v2bKKjo5kwYQLx8fFvRe+7+LBJ4iuEEEK8JqmpqUB6kjtt2jTS0tJo3rw5kN4jmyEtLY169erh7u7Onj178PHxoWTJktjY2PDff//h6uqaqe4nT56watUqypYtC4CpqSndu3fn9OnTuLm54ebmRnJyMqdPn6ZWrVocO3aMZs2a8eeff3LixAkaNmzIsWPHcHBwoHDhwkB6L6K7uzsAOp2OGjVqkJiYyKpVq5TE19PTk2nTphESEqL0KB84cIAHDx7o9SY/KyQkhEuXLrFt2zbKlCkDQIMGDbhx4wbz589nzpw5StmYmBi2bt2qJPrx8fH4+flx7949ihYtqpQrX748kydPzvEzCAwMRKPRsHbtWmWYZd26dTOVK1KkiJJwNGzYkAsXLrBnz55MiW+3bt2U87azs8PT05Nz584pSXmDBg3Yt28fu3fvVhLfefPmYWVlxdKlSzE2NgagevXqNGnShI0bN/LZZ5/lKg4bGxslKalUqZLejRAAAwOD5yauAPv27SMuLk5ZIM3T05Pff/+dsLAw5fPPzqNHj1i1ahUODg4AVKxYkRYtWhAcHEznzp1z3Z7Ozs56c7GrV6+Oqakpo0aNYty4cZiamj73PPJSVFQUs2fPVs6/Vq1aNGrUiGXLlmU5wuFZnTt3pm/fvsrruXPnEh0dzcaNG5Uk193dnebNmxMUFMS3335LVFQUa9eupX///sq+DRo0oGfPnty9e/eVz8nGxoYJEyYor1NTU/noo4/o2rUr165dw9HRkYoVK2JkZEThwoX1/s7ExsYyd+5cevfuzdChQwGoV68eGo0Gf39/evXqhbW1NcuXL0elUrFo0SLlRljRokXp2bPnK8cvxKuSxFcIIYR4DeLj46lUqZLy2srKinHjxtGgQQMATp06xZw5c7hw4QJRUVFKuevXr+eqfltbWyXpBZRkMiIiAgB7e3uKFi3KsWPHqFWrFsePH6dz584kJiZy7NgxGjZsyPHjx5XeXkjvCfz5558JCQnh7t27pKSkKNvi4uIoUKAA5ubmtGzZks2bNysJYHBwMG5ubkoylJVDhw5Rrlw5HBwclBsCkJ6Ebt++Xa9s+fLl9ZK6jHN7NvFt3Ljxc9vpyJEjNG/e/LlzC59Nhp2cnNi5c2emcvXq1VN+zjjfOnXq6JVxdHTUG7Z+6NAhWrVqhYGBgXLulpaWVKxYMdPQ19zGkZULFy7kqtyOHTsoVKiQciwPDw/MzMwICQl5buJbtmxZvc+5VKlSlC9fntOnT+slvs87D51Ox/Lly9mwYQO3b98mKSlJ2Xbr1i3KlSuXq3PJKxYWFnrnbmFhQd26dTl9+jSQPnT76VEFarVa7ybDs9fioUOHqF27NlZWVspnrlarqVmzpjJk+d9//yUpKYkmTZro7dukSRMOHz6cJ+e1detWli1bxo0bN/SGml+/fh1HR8ds9zt58iTx8fG0aNEi0+9rYmIily9fplatWpw+fZratWsrSS+kJ/gFCxbMk/iFeBWS+AohhBCvgYmJCatWrUKlUmFtbU2xYsWUL8r//fcfX3zxBZUrV2bChAnY2tqi0Wjo16+fXgKQE0tLS73XGo0GQG//mjVrcvz4cWJjY7l06RJubm4kJCSwe/dukpOTOXPmjDI3FtLn6W7cuJEBAwZQuXJlLCws2Lt3L//73/9ISkqiQIECAHTq1InOnTtz6dIlbG1t2b9/PxMnTswx3sePH3PhwgW9mwEZnh0enZtzA3I1BPXp4eU5yeqYWc03ffoLfsbQ3uft+/jxY5YvX87y5csz1Zdxbi8ax8uKjo7mwIEDeHl5ERcXp7zfoEEDfvvtN8aPH683ZPlZWbV5oUKFePDggd57zzuP5cuXM23aNHr37k3t2rWxtLTk7NmzTJw4Mde/A3np2d5zSD+v8PBwAH766SfmzZunbPv6668ZOHCg8jpj1ESGx48fc+rUqSyv94xe+4w2s7a2znTcvPDbb78xcuRIfHx8+OabbyhYsCAPHjxgwIABz23jx48fA9C2bdsst2f0SD948IBSpUpl2p5VewrxukniK4QQQrwGarUaFxeXLLcdPHiQ+Ph45s2bpyQIqampPHnyJE9jqFmzJv7+/oSFhWFtbY2TkxMJCQkEBARw5MgRkpOTcXNzU8rv3r0bHx8fvSGbWS1UU61aNcqWLcvmzZspXrw4RkZGtGjRIsdYrKyscHZ2fu7Q5BehUqmeW6ZgwYLcv38/z475MqysrGjUqJHeYmMZMm4mvC579uwhJSWFTZs2sWnTpkzb9+/fzyeffJLt/o8ePcryvfLly79QHLt378bDw0NvGHFGkplXMoaVPz1yAdKT/2c9uwAWpJ9XkSJFgPSbPU/36j7vZoqVlRUNGjRg8ODBmbZl3FjIqPvx48fY2dnpHTe355HT78Du3bupUKGC3k2po0eP5hj30/FD+jD9p0dZZPjoo4+Uc8jqmsiqPYV43STxFUIIId6wxMREVCoVhob/98/yrl279IYUQnov2av0frm5uREfH8+yZcuUBLdChQoYGxuzaNEiihUrpnyBhfQe1ad7INPS0rIdZtuxY0f+97//UahQIVq1aoWZmVmOsdStW5cDBw5ga2ur9yU/v2XMmx4+fPgbe5SKu7s7ly9fpmLFitku/pVbGZ/Py/YCh4SEUKJEiSwXkBo6dCghISE5Jr6XL1/mxo0bSi/fjRs3uHTpEj4+Pi8UR2JiYqbe7tysLP0iMq6zq1evKj+Hh4dnOX82JiaGw4cPK8OdY2Ji+Ouvv5T513Z2di903WYM4Xdycsr2d6Ns2bIYGxsTGhqqd+MgNDRUr1xG4hkeHk716tWB9MTy/PnzVK5cOdsYctvGWf2dqVatGqampty7d49mzZple4wqVaqwdu1avcXuDh8+rDd9Q4g3RRJfIYQQ4g3LmBPq5+dH586duXz5MkuXLs00PNTJyYnNmzezY8cOSpUqhbW1tV6i+jxOTk4UKlSIo0ePMmbMGCB9WHH16tX5448/lMWXMtStW5eNGzdSpkwZrK2tWbNmTbYJlpeXFwEBATx+/DhXvbje3t6sW7eO7t2788UXX+Dg4EBMTAwXLlwgJSUlVwsIvYyvv/6a/fv307VrV3r37k2RIkUIDw8nISGBPn365MsxnzVo0CA6dOhAr1696NSpE4ULF+bhw4ccPXoUNzc3ZZGp3HBycgLSV01u2rQpJiYmyorYFStWxNvbmylTpmS5b0REBMeOHaN///7Url070/bWrVuzZs0avSTmWYUKFeLLL79k0KBBAMyZMwc7OzvatWuX63OA9GttxYoVykJZ27dv58aNGy9Ux/NUrVqVYsWKMWXKFIYNG0ZsbCwLFy7Mcv5pwYIFGT16NIMGDcLCwoJFixah0+no0aPHSx27Z8+ehISE0K1bN7p3707x4sWJjIzk9OnT2NnZ0bNnT6ytrenSpQsLFizA2NiYChUqsHv3bmWef8bUiKJFi1K1alV++uknLCwsMDQ01FtMKjt169Zl4sSJ/PTTT1SrVo0DBw5kOXe4dOnSHDlyhEOHDmFpaclHH32EtbU1gwYNYvr06dy7d49atWphYGDArVu32Lt3L4GBgZiamtKjRw/WrFlDnz596NOnD9HR0QQGBsocX/FWkOf4CiGEEG+Ys7MzU6dO5fz58/Tr14+dO3cyZ86cTF9kO3ToQIsWLfjhhx/o0KGD3hzD3Mro6X16EauMn59+D2Ds2LHUrFmTH374gdGjR1OuXDm+/PLLLOstWLAgtWrVokyZMlmuOv0sIyMjVqxYQePGjVmwYAG9evVi/PjxnDt3jho1arzweeWWg4MD69ato0SJEkyYMIH+/fuzadMmSpQokW/HfFapUqXYuHEjBQsWZMKECfTq1YuAgAASEhL0HuOUGxUrVmTgwIFs376dzp07079/f2VbWlpato91Ati5cydarRZvb+8st7dt25bk5GT27NmTbR2VKlWid+/eTJ8+nW+//ZbChQsTFBSU47zgrAwYMABPT0/mzp3L0KFDMTY2Vm7O5BWNRsO8efMwNjZm8ODB/Pzzz/j5+WXZc1ukSBHGjRvHwoULGTx4MElJSQQFBWWau5tb1tbWrF+/ngoVKhAQEMAXX3zB1KlTuXPnDlWqVFHKZTwGKeO4qampylSDp/8eBAQEULJkSfz8/Jg2bRrdu3fPsbcX0lea/uKLL5RV2e/evZvlo5KGDh1K0aJFGThwIB06dOD3338HUGIOCwtj0KBBDB48mA0bNuDi4qL0JNva2rJo0SISExMZPHgwixYtYty4cVkOjxbidVPpdDrdmw5CCCGEEO+22NhYGjRowMCBA5Xnf4r3m6+vL2ZmZvz8889vOhQ9wcHB+Pn5cejQIaytrV94OPmoUaM4d+4cO3bsyKcIX8yIESP4+++/2bdv35sOJc9krIrds2dPChQo8NZdQ+L9JEOdhRBCCPHSYmNjCQ8PZ82aNahUqhce4ipEfqlXrx4lS5bkt99+e9Oh5NrRo0c5ceIElSpVQqvVsn//fkJCQhg1atSbDi1PzZw5k0WLFgG5ewyZEHlBEl8hhBBCvLTz58/TvXt3ihUrxrRp02Qun3jjPv74Y2WF6owVkN8VZmZm7N+/n0WLFpGUlESJEiUYNWoUPXv2fNOh5SlfX1+aN28OZH7UlRD5RYY6CyGEEEIIIYR4r8niVkIIIYQQQggh3muS+AohhBBCCCGEeK/JHF8hhBDiHdehQwfatm3LZ599BmS9Km1aWhrDhg1j7969zJs3j0aNGjFq1Ci2bNmSZZ0zZ87k008/VV4/fvyYoKAg9u3bx507dwCwt7enfv36dOvWLdPzhP/77z8WLVrEwYMHiYiIwNDQEEdHRxo3bky3bt2wsbHJ62bIUkpKChs2bGD79u1cuXKFpKQkbG1tcXNzw8fHJ9Ojk548ecKCBQv47bffuHfvHpaWltSpU4cBAwYoz8zNybOPIypUqBBVqlThm2++0dsWGBio9zgqa2trypUrx6BBg5RHTuUnX19fjh49CoBKpcLW1pYqVaowZMgQypQpk+/Hz0pYWBgnT57M9pFZ4vXLeKTUpEmT3nAkQrw6SXyFEEKId9hvv/3GnTt3aN++fbZltFot3377LaGhoUrSm8He3p6AgIBM+5QqVUr5+caNG/To0YPU1FR8fX1xcXFBpVJx/vx51q1bx8mTJ1m/fr1S/vTp0/Tp0wcrKyu6d+9OuXLlSE1N5eTJk6xbt47r168zc+bMPGqB7CUlJdGnTx9OnjyJj48PX375JQUKFODGjRts3bqVrl27cvbsWeWZsw8ePKBbt248efKEL7/8kooVK3Lv3j2WLFlChw4dWLhwYaZnHWfF19eX1q1bo9PpuHfvHj///DO9evXil19+0VvIx8TEhOXLlwNw79495s+fT8+ePQkODqZcuXL50yhPqV69OiNHjiQtLY3w8HBmz55Nz5492blzJ1ZWVvl+/GcdPXqUJUuWSOL7FunTpw+ffvopvXv3xsHB4U2HI8QrkcRXCCGEeIctX76cTz/9FBMTkyy3a7Va/Pz82LNnD3PmzMn06BATExNcXV1zPMawYcNITU1l8+bN2NnZKe+7u7vTvXt3tm/frryXlJTE4MGDsbOzY+3atZibmyvb6tevz+eff87vv//+Qud4+/ZtmjRpwt69ezP1LOdk9uzZHDt2jCVLluDu7q68X6tWLTp27MjmzZv1yk+YMIH//vuPrVu36vXuNm3alA4dOjBs2DB+++23564UXKxYMb02dXR0xMvLi5MnT+rddFCr1XrlqlSpgoeHB+vWrWPcuHG5OseXbRtIX0034/g1atTA1NSU4cOHc/DgQVq3bv1CdYn3U6lSpahevTqrV69m9OjRbzocIV6JzPEVQggh3lG3bt3i+PHjtGjRIsvtOp2O0aNHs2PHDmbNmkWTJk1e+BjHjx/n7Nmz9O/fXy/pzWBkZESHDh2U17t27eLu3bsMHz5cL+nNYG5ujqen5wvH8aISExNZt24dn3zyiV7S+7T27dsrvb137twhNDQUb2/vTEOazczM+PLLL4mIiGDXrl0vHEuBAgWA9GHXOSlevDg2Njbcvn37hY+RFypWrAikD1N/WnBwMJ6enri4uNCgQQNmzZpFWlqasv3+/fv4+fnRpEkTqlSpwieffMLMmTNJTk7Wq0er1bJ06VJatmxJ5cqVqVevHoMGDSImJkYZ+h0fH4+zszPOzs74+voq+x47dozOnTtTpUoVateujZ+fH1FRUcr227dv4+zszNatWxk3bhxubm64u7uzdOlSAHbu3Enz5s2pXr06X3/9NdHR0XqxRUdHM378eOrXr0/lypVp164df/7550u1o7OzMwsXLmTWrFm4u7vj5ubGjz/+iE6n4/Dhw3h5eVGtWjV69OjB3bt39faNiorCz8+P2rVrU6VKFTp37syxY8f0ynh4eDBx4kS990JDQ3F2dta7dhYuXEizZs1wcXGhTp069OzZk1u3binbk5OTmTlzJh9//DGVK1emZcuWhISEZDqfFi1aEBISQmpq6ku1hxBvC+nxFUIIId5RR44cwdDQkCpVqmTaptPpGDduHNu3b2fGjBk0a9Ys23qy+kJraJj+FSEsLAxI763NjaNHj2JoaEidOnVyVT6/nDt3jvj4+FzHfezYMXQ6HR9//HGW2z08PID0GwHe3t451qXVaklNTUWn0xEREcH06dOxtramdu3aOe4XGxtLVFQUtra2uYo5r2XM3X6653jp0qVMnz6dHj16MGrUKMLDw5XEd/jw4UD6/O+CBQvi5+eHpaUl169fJzAwkAcPHjB16lSlrh9++IH169fTo0cP6tWrR1xcHPv37yc+Pp6OHTty7949duzYoQz/zrhxcu7cOT7//HNq167NnDlzePjwITNmzODKlSusW7cOAwMD5RizZ8/mk08+Yc6cOYSGhuLv709kZCRHjx5lxIgRxMbGMmnSJKZPn84PP/wApCeAn3/+OY8ePWLIkCHY2dmxfft2+vXrR3BwcKZ527mxevVqatWqxY8//sjp06cJDAxEq9Vy6NAh+vfvj0ajYdKkSYwePZolS5YA6fPw+/Tpw61btxg+fDiFCxdm5cqVfP7556xbt47KlSvn+vhbt25lzpw5DBo0CFdXV2JiYvj777+Ji4tTygwePJgTJ04o89cPHDjAiBEjsLS01BuZUL16dR4/fszFixdxcXF54bYQ4m0hia8QQgjxjjp79iwODg5Kr+XTrly5wpUrVxgyZEi2PcIAly9fplKlSpneP3DgAEWLFuX+/ftA+vDdp6WlpaHT6ZTXGYny/fv3sba2zjQc+OnyKpVKL1l5lk6n0+tR1Gq1yv+fTtINDAxQqVRZ1pERd9GiRfXe12q1Sn1P15FRvnjx4lnWZ25ujqWlJffu3cs27gwBAQF686YLFizIvHnzsLCwyFQ243zu3bvHtGnTSEtLo3nz5tnWnRdt83RdqampaLVarly5QkBAABUrVqRp06ZAeiI+d+5cevfuzdChQwGoV68eGo0Gf39/evXqhbW1Nc7OzowcOVKpt3r16piamjJq1CjGjRuHqakp165dY+3atXzzzTf069dPKfv0uRYtWjTT8G+ABQsWUKRIERYsWIBGowHSr8devXpx4MAB5aYEgKurK9999x0AderU4ddff2XVqlXs27cPa2trAP755x82bdqkJL4hISFcunSJbdu2KQt7NWjQgBs3bjB//nzmzJmTYztmxdbWlunTpyt17du3j2XLlrFz505lREFERAQ//PAD0dHRWFpasn//fs6cOcPixYtp0KABkH7D6ZNPPuHnn38mMDAw18c/c+YMzs7Oem2d8blC+k2zffv2ERQUpNwcqlevHg8ePCAwMFAv8S1TpgwGBgacOXNGEl/xTpPEVwghhHhHZSSZWSlevDimpqasWLGCFi1a4OjomGW5kiVLZrnQVKFChXI8tpeXF5cvX1ZeHz58OMeVmt3c3IiPjwfShw6fPHky27JHjx6le/fumd5/ttd6xYoVz+1FfTb5mzRpEqtXr1Zez5kzJ8cbAy+je/futGnTBoDIyEjWrFnDV199xcqVKylfvrxSLj4+Xu+mg5WVFePGjVOSnqzkZdscOHBA7/iFChVi06ZNyo2UkydPEh8fT4sWLfSS6rp165KYmMjly5epVasWOp2O5cuXs2HDBm7fvk1SUpJS9tatW5QrV44jR46g0+n0hsXn1vHjx2ndurWS9EJ6Qmhpacnff/+tl/jWq1dP+dnAwAB7e3tUKpXe74mDgwPR0dHExcVRoEABDh06RLly5XBwcMh0nk/PX38RdevW1Xvt6OjIw4cP9YbRZywWlbF6+PHjxzE3N9f7/DUaDc2aNdNboT03KlasyJo1a5g6dSrNmjWjatWqeu136NAhChYsSJ06dTKd8/jx40lLS1NuThkaGmJhYaHcHBLiXSWJrxBCCPGOSk5OzrK3F9LnlS5evJguXbrQq1cv1q5dm+UcXWNj4xx7cTKG3UZERGBvb6+8P2vWLBITE9m/f7/eY3lsbW05fPhwpthWr15NWloaGzZseO6X+EqVKrFp0ybl9YMHD+jfvz//+9//KFKkiPJ+dsn803E/20Pbu3dv2rZtq9T5bPn//vtPLznNEBsbS3R0dKYe5KwULVpUr03d3d1p2LAh8+fPZ+7cucr7JiYmrFq1SknMihUrhlqd8/IredE2GWrUqIGfnx+pqamcOHGCWbNmMXToUNasWYNarebx48cAtG3bNsv9M+anLl++nGnTptG7d29q166NpaUlZ8+eZeLEiUoSHBUVhaGh4XNvqGQlOjo6y/0KFSrEkydP9N57tlddo9FgZmaW6T1IX4itQIECPH78mAsXLmQ58iGnkQk5eXr17oxjZvVeRhyQ/XkWLlw403k+T7t27YiLi2PDhg0sW7YMCwsLvL29GT58OCYmJjx+/JioqKgszxnSr6unr3UjIyO9GxpCvIsk8RVCCCHeUVZWVsq8zKwULVqUoKAgPvvsM7744gtWrVqVbQ9xdjJ6Df/880+6dOmivF+2bFkAvV5fSF8xefPmzRw5coSGDRsq72csnLR///7nHtPc3FwvccxYsKdcuXK5Xrm4cuXKmJmZcejQIb1exuLFi1O8ePFMC0jVrFkTlUrF/v379XoQM2TE/TLP2DUyMsLe3j5TW6nV6hceOpoXbZPBwsJCqatatWqo1Wr8/f3ZvXs3rVq1Uh5pNG/evCwT/ozj7d69Gw8PD4YNG6ZsCw8P1ytbsGBBUlNTefTo0Qsnv1ZWVjx69CjT+48ePcqTxy5ZWVnh7OzM5MmTX7muV40jq/N8+PCh3nkaGRllWijt2cRYrVbTo0cPevToQUREBDt37mTGjBlYW1szYMAArKyssLGxYeHChVnG8uzojZiYGAoWLPiSZybE20FWdRZCCCHeUY6Ojs9dAbh06dIsWrSIu3fv0q9fP2W4cW65ubnh4uLC//73v1wNdWzZsiXFihVj5syZxMbGvtCx8pKJiQmdO3dmz549ygJdOSlRogRNmzZl69atXLt2TW9bQkICCxYsoGjRorRs2fKFY0lKSuLmzZsvfNPhdevWrRsfffQRP//8M5CeDJuamnLv3j1cXFwy/ZdxPomJiXrDaIFMqwPXqVMHlUqV6RFST9NoNJlWgob0num9e/fqDck9dOgQ0dHR1KhR46XPN0PdunW5desWtra2WZ7n61KjRg1iY2P1VpNOTU0lNDRU7zyLFi2a6cbCoUOHsq3Xzs6OL774AmdnZ65evQqkn3NkZCQajSbLc356tEZkZCQJCQm5GkUgxNtMenyFEEKId1T16tX56aefuHfvXo5DcCtXrsz8+fPp06cPX3/9NQsWLFC+2CYmJnLq1KlM+xQrVkwZGj1jxgx69OhBu3bt6N69Oy4uLqhUKu7cucO6deswMjJSEh9jY2PmzJlD7969adeuHd26daNcuXJotVquX7/OL7/8ojzeJ78NGTKE8+fP06dPH3x8fKhXrx4FChTg0aNH7NmzB0BvGOz3339Pt27d+Oyzz+jXrx8VK1YkIiKCJUuWcOfOHRYuXPjcZ/hC+hDgjDaNjIxk9erVREVF0blz53w5z7yi0Wj48ssvGTNmDH/88QcNGzZk0KBBTJ8+nXv37lGrVi0MDAy4desWe/fuJTAwEFNTU+rWrcuKFStYtWoVDg4ObN++nRs3bujV7ejoSOfOnZkzZw5PnjzB3d1dGSo/cOBA7OzscHJyIjU1leXLl1OtWjXMzc0pXbo0X375JZ07d6Zfv374+voqqzpXqVJFbxGml+Xt7c26devo3r07X3zxBQ4ODsTExHDhwgVSUlKUnuzg4GD8/PxyNX/6ZTRu3JgqVaowYsQIhg0bpqzqfP/+fb0h8s2bN2f8+PHMmzePatWqceDAgUy/w+PGjVOe02xpacmJEye4dOmSMmqjXr16fPzxx/Tu3ZvevXvj7OxMQkICV65c4caNG3q932fPngXIk5sMQrxJkvgKIYQQ76hatWpRsGBB/vjjDzp16pRj2Tp16jBz5kwGDx7MiBEjmDVrFpC++JCPj0+m8oMHD+arr74CoFSpUgQHBxMUFMSWLVuYN28eKpUKe3t76tevz8yZM/XmVlatWpVt27axcOFCli9fTkREBBqNBgcHB1q0aEG3bt3ysBWyZ2xsTFBQEOvXr2f79u1s2rSJlJQUbG1tqVGjBmvWrNH7Ml+kSBE2bNjAggULWLFiBREREVhYWFCnTh2mT5+e6fm+2Vm5ciUrV64E0ud6Ojk58dNPP+mtqvu28vb2ZsGCBSxatIiGDRvyxRdfYGdnx9KlS1m1ahWGhoaULFmSxo0bKzc7BgwYwOPHj5XkrHnz5owZM4Yvv/xSr+5x48bx0UcfsXHjRpYvX07BggWpWbOmciPk448/pmvXrixcuJBHjx5Rs2ZNVq5cSeXKlVmyZAkzZ85k4MCBmJmZ4eHhwciRI196Du7TjIyMWLFiBYGBgSxYsIAHDx5QsGBBKlasSNeuXZVyCQkJQPqc2/xgYGDAwoUL+fHHH5k+fbqy+NmSJUv0HmXUsWNHbt68ydq1a1m2bBmtWrVi6NChekPNq1WrxoYNG9i4cSMJCQnY29vj5+dHx44dlTJz585l4cKFrF27ljt37mBhYUHZsmVp166dXlwHDx7Ezc0t385biNdFpXv6WQRCCCGEeKf4+/tz4cIFVqxY8aZDEeK9NmLECKKioli0aNGbDuW1SU1NpXHjxgwfPvy5z68W4m0nc3yFEEKId9gXX3zBmTNnuHTp0psORYj32okTJ/RWAv8Q7NixgwIFCtC6des3HYoQr0x6fIUQQoh33K5du7Cyssr07FAhhHgV27Zto0SJEi+1mrkQbxtJfIUQQgghhBBCvNdkqLMQQgghhBBCiPeaJL5CCCGEEEIIId5rkvgKIYQQQgghhHivSeIrhBDitevWrdtre5arEEIIIYQkvkIIIV67u3fvcvfu3XypW6vVEhUVhVarzZf6PyTSlnlD2jHvSFvmDWnHvCNt+e6QxFcIIcR7JeNhBfLQglcnbZk3pB3zjrRl3pB2zDvSlu8OSXyFEEIIIYQQQrzXJPEVQgghhBBCCPFek8RXCCGEEEIIIcR7zfBNByCEEEKID5NOpyM5ORmdToexsTEqlepNhySEEOI9JYmvEEIIIV6b2NhYTp0MIyb6ASpVMibG6cluYpIOHUZYWBTGtVodzM3N33CkQggh3ieS+AohhBAi36WkpHDwj9/QaR9SzcUcG2vLLMs9jorh6OEt6FQ2NGz0CRqN5jVHKoQQ4n0kia8QQggh8lXko0f8cWAH9euYU7hQ4RzLWhc0xqOhMQ8fJbAzZA0NGn5KocI57yOEEEI8jyxuJYQQQoh88zgykoMHt/PpJ4UoXMg01/sVLmTKp58U4s8/Q4h89CgfIxRCCPEhkMRXCCGEEPlCq9Vy4MBOWjUtjEbz4l85NBo1rZoW5o8Dv6DVavMhQiGEEB8KSXyFEEIIkS+Ohh3EraoJGo3BS9eh0RhQs5opYUf+yMPIhBBCfGgk8RVCCCFEnktLS+PRwxt8VKLAK9dVorgZkY9ukpaWlgeRCSGE+BBJ4iuEEEKIPHf534s4lzHKs/rKlzXmn38u5Fl9QgghPiz5nvimpKQwb948WrRowaeffoq3tzdfffUVFy9eVMqEh4fTt29fmjZtStOmTenXrx/h4eHPrdvDw4PmzZvj5eVFy5YtGTZsGPHx8QDs3buXKVOmPLeOwMBAJk+e/PInCKxdu5bFixe/9P7BwcF89dVXOZYJDAykTp06yrkOGTKEJ0+evPQx32ceHh5611d2li1bxoMHD5TXr/o5vqi5c+fSokULOnbsmGnb6NGjOXLkSL4cd9SoUSxbtgx4/ef8qoKDg/X+NuT29/xFTZs2jZ07dyqvz549S+/evfHw8KBdu3Z4e3szf/58ZbtOp2PRokW0aNGCli1b0qJFC4KCgtDpdFnWn5CQwNChQ2nWrBnNmzdn9+7dudo2atQoGjRogJeXF15eXkybNi1X+w0YMEDZx8vLi/Lly7N3714AHj58yNdff42npyctW7ZUro0MR48epX379nz66ae0atWKkydPAvD7778zduzYl2hd8aG4desqpezz7lm8pewLcOf21TyrTwghxIcl3x9n5OfnR3x8POvXr8fKygqAv/76i2vXrlGhQgUiIiLo1q0b3333HZ6engDs2LGD7t27s3XrVooUKZJj/bNnz6ZChQpotVq+/PJLtmzZwmeffUaTJk1o0qRJfp8eAF26dHktx/H09GT06NGkpaUxePBg/ve//zFq1Ci9MqmpqRgavhtPqUpLS8PA4OXnfb2qFStWULt2beUae12fY4bFixcTGhqKra1tpm2vejMmt173OT/P867fLVu2YGlpiZOTE0C+/J5HRERw4MABvv32WwD++ecfevfujb+/Px9//DEAUVFRLFy4UNln1qxZHDt2jDVr1mBjY0NkZCQDBgwgJiaGIUOGZDpGUFAQRkZG/Pbbb9y6dYtOnTpRu3ZtrK2tc9wG0KtXL3r27PlCdf70009KuYwkvkGDBgBMnToVJycn5s2bR3x8PF26dKF69epUqVKFiIgIRo0axaJFi3ByciI5OZnExEQAPv74YwIDA7l+/ToODg550fTiPZOamoBGY5Fn9RkaqklLjcuz+oQQQnxY8jVDun79OqGhoezfv19JegHq1q2r/LxmzRpq1aqlJL0ArVu35rfffmPNmjUMHjw4V8dKSUkhISEBS0tLIL1nKDQ0VOmVWbx4MVu2bEGtVlOuXDnGjx+PhYX+P8hpaWkEBARw8OBBAGrXrs3IkSMxMjLi/v37jBo1inv37lG0aFGsrKwoXbo0AwcOJDAwkOjoaEaPHg3AwoULCQkJQaVSYWJiwvLly4mNjWXo0KHExcWRlJRE7dq1GTNmDGr1i3e6GxgY4O7uzh9//MHt27fx9vbGx8eHv/76Cy8vLz7++GO+//57Hj16hFqtZuDAgTRt2hSAkydP8uOPPxIXF4dOp2Pw4ME0bdqU69evM2XKFB49ekRycjI+Pj5069aNxMRERo0axb///ouhoSGFCxdmyZIlXL9+nVGjRhEfH49Op8PDw4Nvvvkmx7iDg4PZsmULBQsW5Pr160ycOBEDAwMCAgKIjY1Fq9XSr18/WrZsCcC6detYunQpZmZmNG3alLlz5/LPP/8A4OzszLFjx5TPu3bt2mzevJmPPvpI75hLly5lx44dSkI1ZswYqlWrxrx587h//z5DhgzBxMQEf39/QkNDlc8xp2th1KhRGBkZcePGDe7du0fZsmWZOXMmRkaZh/QdPHiQmTNnkpqaipWVFePHj6dMmTJ07tyZpKQkevXqpVwLT/P19aVHjx40bdo0x+Pt27ePWbNmoVarSUtLY8iQITRt2lRvf4BBgwbRuHFj2rVrp3ecp6/d4OBgtm/fjo2NDZcvX0aj0TBnzhzs7e0zndf8+fMJCQlRznn+/PmUKFGCM2fOZPt57t+/n8DAQFJSUlCpVEycOJGqVavi7OzMgAEDOHDgALVq1WLAgAH4+/tz6dIlkpKScHV1ZezYsWzbto1z584xZcoUAgMDGTp0KI8ePcrV73lgYCDh4eEkJiZy8+ZNChcuzNy5cylYsGCmc9u0aROffPIJKpUKgEWLFtGxY0cl6QUoWLCgkhjHxcWxdOlStmzZgo2NDQA2Njb88MMPtGvXjr59+2JmZqZ3jF27dik3N+zt7alVqxahoaF07Ngxx205ye1+mzZtok2bNspn988///DZZ58BYGZmRs2aNdm+fTtVqlRhzZo1tG7dWrnRYGRkpHedt2jRgo0bNzJixIgsY8rppsTdu3cpVqxYjuck3m1qVT6swpwfdQohhPgg5Gvie+HCBUqWLJnll8uny9SrVy/T+9WqVeOvv/567jEyEpc7d+5QqVIl5Uv20w4cOMDmzZtZv349lpaWjB07loCAACZMmKBXbv369Zw7d47g4GDUajX9+/dn2bJl9O3bl0mTJuHq6sqgQYN48OAB3t7elC5dOtOxtmzZwq+//sqaNWuwsLDgyZMnGBkZYWlpyYIFCyhQoABpaWl89dVX7Nq1i08//fS55/isxMRE9u7di6urKwAxMTGULVtW+fLZsWNH2rdvT+fOnbl+/To+Pj5UqFCBAgUKMGDAAObOnYubmxtarZbo6GjS0tIYOnQo06dPx8nJiYSEBDp16qT0+MTExPDLL78A6T1dAKtWreLjjz+mX79+eu+fPXuWuXPnsmjRoixjP3PmDFu2bKF06dJER0fTvXt3Fi5ciK2tLZGRkbRr147q1avz5MkT5s2bx5YtWyhSpAhz58594XYC8PLy4vPPPwfg1KlTjBo1it27d/P1118THBysjBgACA0NVfbL6VoAuHjxIitWrMDIyIjPPvuMX3/9ldatW+sd+9GjRwwfPpwVK1bg7OzM9u3bGTRoEDt37mTdunU4OzuzevVqJXnPSXbHmz17NhMnTqRatWpotVpiY2Nfqp0ynD17lq1bt2Jvb09AQACLFi1i4sSJemWePHnCkiVL+PPPPzExMSEhIQG1Wk10dDTjxo3L8vOMj4/Hz8+PVatW4eTkREpKitJzCKBWq9m8eTMAY8eOxc3NjUmTJqHT6RgzZgwrVqygd+/ebN++XS+hDw4OVup43u/5mTNn2Lx5M9bW1nzzzTesX79euX6fdvToUb0e1QsXLtC8efNs2yw8PBwjIyPKlCmj936ZMmXQaDRcuXIFOzs7+vbty7Zt2wD477//KF68uFK2RIkS/Pfff8/dBukjFTZv3kzx4sUZMmSIcv0+bz9I/9uxc+dOVq9erbxXqVIlduzYgaurK1FRURw8eBBHR0fl3IoXL07Pnj15/Pgxbm5uDBs2TEnkq1WrxtSpU7NtG/Fh06F60yEIIYQQitc6JvbmzZsMHDiQxMREqlevnidfmDISl9TUVMaNG0dAQECm4b+HDx+mVatWSoLRpUuXLHuSDx8+TNu2bZUejU6dOrF69Wr69u3LkSNHGDlyJABFihShcePGWcbz+++/07lzZ6U3OaOnOzk5mYCAAP7++290Oh2RkZGULVv2hRLfkJAQjh07BkDNmjXp27cvDx8+RKPR0KZNGwBiY2O5cOECa9euBcDBwYHq1atz/PhxrKyscHR0xM3NDUhPNgoWLMiVK1e4cuUKQ4cOVY4VFxdHeHg4bm5uhIeHM378eGrVqkXDhg2V4//444/Ex8dTs2ZNpRffxcUl26QX0r8oZ9wwOHnyJLdu3aJPnz56Za5evcrly5dp0KCBMgy5U6dOesM1c+vChQssWLCAqKgoDAwMuHbtGomJiZiYmOS4X07XAkCzZs0wNTUFoEqVKty8eTNTHadPn6ZcuXI4OzsD0KZNGyZOnEhERARFixZ9ofPI7nju7u5MnjyZ5s2bU79+fSUJelmurq5KD6+rqyurVq3KVMbc3JxSpUoxYsQI6tWrR+PGjSlatChHjhzJ9vO8evUqDRo0UHoONRoNGo1GKdOhQwfl59DQUE6dOsXSpUuB9GQtN0Pin/d7Xr9+fWW4sKurK//++2+W9dy7d49ChQple5xp06bx119/ERkZyZIlSwCU3uHs2NnZKUnvq/jmm28oUqQIarWa3377jT59+rBnzx4KFMjdqrm7d+/GwcFBuSYBRo4cyY8//oi3tzeFChWidu3aREZGAulDz48fP66MvPDz8yMwMFD5W1i4cGEiIiKyPV7GPOKsvK6pKOLN0ekM0Ol0z/39yH19OnS6d2MqjxBCiLdPvv4LUrFiRW7evMmTJ0+wsrKiZMmSbNu2TRmGnFHm5MmTmeasnTx5kooVK+b6WIaGhjRv3pwff/wxU+L7rNz+I5xTuRf9h3zp0qU8evSIjRs3YmxszNSpU0lKSnqhOjLm+D7LxMQkxyHTz4tVp9NhZWWV7RfznTt3cuTIEQ4fPsz06dPZunUrzZs3V3rlV61axfLly3NMeDM8PeRTp9NRtmxZ1q1bl6nc5cuXczwHAwMDvcdaJCcnZ6ojOTmZgQMHsnz5cqpUqUJsbCw1atQgOTn5uYnvs549/tPDPZ+NJT9kdzw/Pz8uX75MWFgYI0eOxNPTkz59+mSKKbfXmrGxcZbHeZqBgQEbNmzg5MmThIWF0alTJ2bOnJnj53n1as4L0jx7XcydO1fpdXxZz35muTk3AFNTU73rqUKFCpw5c4ZmzZoBKEmfh4cHqampODk5kZSUxJUrV/R6fa9cuUJKSkqmnmCA4sWL899//ynzu+/cuUP9+vWfu83Ozk6po1mzZgQEBHDt2jUqV66c434ZNm/erHeTAdKHZfv7+yuvx40bp8RcvHhxKlSooNzAa926NT///LNSNikpSa9dhXialVVhnkRHUdAqb66R6JhkLCxs8qQuIYQQH558XdXZwcGBJk2aMHr0aKKjo5X3ExISlJ+7du1KWFgYISEhyns7duzg6NGjdO3a9YWOd+TIkSy/LLu7u7Nr1y5lGOi6deuyHF7t7u7O1q1bSU5OJjU1lY0bNyrl6tSpw5YtW4D0VVD379+fZQweHh6sW7eOmJgYAGUocXR0NEWKFMHY2JgHDx7orbial8zNzalYsaIyBPTGjRv8/fff1KxZk2rVqnHjxg2OHz8OgFarJSoqCkdHR8zNzZWhphn7RUVFce/ePVQqFU2aNOHbb79Fp9Nx9+5drl+/TuHChfH29mbEiBGcPn36hWOtVq0at2/f1hvSfvHiRZKTk6lduzYHDx7k0aNHAGzcuFFv35IlS3LmzBkAfv31V2U176clJyeTkpKiDP9cuXKl3vYCBQoon9OzcroWciujVzGjZ3Hnzp3Y2dnpJS+vKjw8nLJly9KtWze6dOmifA4lS5ZUfr516xZ///13nh0zNjaWhw8f4ubmxoABA6hRowYXLlzI8fOsX78+f/75p7Iic0pKSrZt37RpUxYtWkRqaiqQPrT6xo0bwPM/s9z8nj+Ps7Mz165dU1736dOHDRs2cODAAeW9jOsiI6bu3bszbtw4paf08ePHjBs3js8//zzT/F5InxubcYPg1q1bHD16VOkBzWnbvXv3lDpOnTpFVFQUpUqVeu5+kP47fe7cuUxD8h8/fkxKSgqQPkJi7969yt/e1q1bExYWptwI+OOPPyhfvryy79WrV/VeC/G08hWqcu7iq02/eNq5i7FUqOiaZ/UJIYT4sOT7mKGpU6eyYMECOnbsiKGhIZaWltjY2CjDIe3s7Fi5ciXTpk1j9uzZqFQqHB0dWbVqVZar3T4rY45vWloaxYsXzzRvF6BRo0ZcvnwZHx8fvUVvnuXj48OtW7eUBYBq1apFjx49gPTHy4wcOZJWrVpha2tLlSpVMi2OBeDt7c39+/fp3LkzBgYGmJmZsXTpUrp3786gQYP49NNPsbW11VvgK68FBATw/fffs2rVKlQqFZMnT1aSv3nz5uHv709cXBxqtZrBgwfj4eHBzz//zJQpU1i2bBlarRZra2tmzJjBP//8o/TmpaWlKY9C+fnnn9m+fTsajQatVqu05/Pm+D7NysqKn3/+mWnTpuHv709qairFihVj/vz5ODs7079/f7p06UKBAgVo0KCBXnv7+fkxefJkZs+eTaNGjbKcR25ubs7gwYPp2LEj1tbWtGrVSm979+7dGTt2rLK41dNyuhZyy8bGhunTpzNy5Ehlcas5c+bk2bA/SF9N+Nq1a2g0GkxMTJTPoU+fPgwZMgRPT0/KlClD1apV8+yYsbGxDBo0SLmB5eDgQNu2bbGwsMj28yxVqhRTp05lxIgRpKamYmBgwIQJE6hSpUqm+v38/JgxYwbe3t6oVCoMDQ0ZMWIEpUqVwsfHB39/f5YtW6Y3NB9y/3v+PM2bN2fr1q3KolDly5dn0aJFzJkzhwkTJmBjY4OhoSFdunRRVjMeNmwYixcvpkuXLqjVarRaLR06dKB3795A+krRT8/x7dWrF9999x1NmzbFwMCAsWPHKgtj5bRt1KhRyqJ1JiYmzJkzR/m9yGk/SO/t/eSTTzA313+8zJkzZ5g8eTIGBgYUKFCA2bNnK397q1evjoeHB97e3hgYGFCmTBm9v7EHDx7Mcf6z+LDZ2NgQFa0hNVWLoeGr3WdPTdUSGWWY4zQEIYQQIicqXXYPmhR6EhMTMTQ0xNDQkMePH+Pj48P06dPzNKEQ+mJjY5Uv6cuXL+fgwYPv1DNnxbspI2mdP3/+C8/F/pBERkbSo0cPNm/enOWK5s+T0Rud0zzgl5WWlkZMTAwWFhZv9JFp74NXbcv7ERFcOLeHxvULv1Ic+/98SIVKzbAr+m6uBC7XZN6Rtswb0o55R9ry3SGrROTS9evXGTlyJDqdjpSUFLp27SpJbz6bMWMGJ06cIDU1FVtb20yrCwuRH9RqNRMnTuT27duS+Obg1q1bTJgw4aWSXvHhsLWz4+rVUly5eo8ypV/umb7h12IxMrF/Z5NeIYQQb4e3vsd33LhxWc4fXb9+/QsvUPS2O3DgADNnzsz0fr9+/TIN0xVCiHeZ9Pi+G/KiLXU6Hb/v201x2yeUL/f8x7c97Z/L0dy+Z4FHk1Z5Ok3kdZNrMu9IW+YNace8I2357njrE18hhBDvH0l83w151ZY6nY6TJ4/y4N4lGtS1xsw05wFnCQmp/HH4MYVtnalevfY7nfSCXJN5Sdoyb0g75h1py3eHDHUWQgghRL5SqVRUr16bJ0/KcyjsAGmpD3GwN6R4MTMszNOf6R0Tm8Ldewlcv5WC2sCK2u5eWS5cKIQQQrwMSXyFEEII8VpYWVnR7JM2JCcnc/vWLc5euk5MTPrjDs3NLSle3IWPm9jL3HEhhBB5ThJfIYQQQrxWRkZGlHZyorST05sORQghxAfi1R6sJ4QQQgghhBBCvOWkx1cIIYQQuabVaomMjCQhIQEDAwMKFSqEsbHxmw5LCCGEyJEkvkIIIYTIkVar5eLpM5z+bT+JN+/BldvoIqNRGWmg7EcYfmRLiWouuLdoSoECBd50uEIIIUQmkvgKIYQQIlv3IyI4tH4L2k37MTl3DdNnH4L413kAbtuYs7bTn1Rs1wL3ph7v/COIhBBCvF8k8RVCCCFEls4ePU7Y/OUUWPs76jRtjmWNImMxWrCdS3+e4U7/q7Tr94U801IIIcRbQxa3EkIIIUQm/547z/FZQVis2vvcpPdpJueuEzdlGduCVuRjdEIIIcSLkcRXCCGEEHoSExM5uHw9phsPvNT+RnceErViB2eOHsvjyIQQQoiXI4mvEEIIIfTs3bgFw0UhvMosXeND5zi2aQdpaWl5FpcQQgjxsiTxfU95eHhw8eJFAJKSkujfvz+DBg0iOTmZUaNG0aBBA7y8vJT/Nm/erOy7c+dO2rdvzyeffEK7du3o2rUre/bsUbbHxcUxefJkmjVrhqenJ23atGH48OHcunXruXGFhYVRpUoVvLy88PT0pEuXLly6dOmFzy84OJjw8PBclV27di2LFy9+4WO8KyIiIujatWue1nn27FmGDBmSp3W+iFWrVjFq1KhXqmPUqFEsW7YsbwJ6Di8vL2JjY/Ot/sDAQJKSkpTXc+bMYfv27S9dX1hYGF5eXnkRmngPpaSkEHH8LJon8a9UjwpQ7fiLcydO5k1gQgghxCuQxa3ec7GxsfTv3x8HBwcmTJiAWp1+r6NXr1707NkzU/mNGzcSFBTEvHnzKFOmDABXr15l3759AOh0Ovr27YuTkxMhISGYmJig1WrZvXs3t27dwt7e/rkxOTo6sm3bNgCWLl3Kd999R3BwsF6Z1NRUDA2zvzy3bNmCpaUlTk5Ozz1ely5dnlvmVTwv1vxmZ2fHmjVr8rROFxcXZs+enad1vs8yrueX9bxraN68efTo0UN5VurgwYNf6XhC5OT61avo9h7Pk7qML93k0p9hVK3plif1CSGEEC9LEt/3WFRUFGPGjMHd3Z3hw4fnap/AwEAmTZqkJL0ApUuXpnTp0gAcPnyYO3fusGzZMjQaDQBqtZpWrVq9VIwNGjRg7ty5QHovdcuWLQkLC6NUqVJMnDiRSZMmcfbsWQBatGjB119/zcaNGzl37hxTpkwhMDCQoUOH0qhRI4KCgti1axdpaWnY2NgwceJESpQoQWBgINHR0YwePZrg4GC2b9+OjY0Nly9fRqPRMGfOnCwTdl9fX8qVK8epU6eIjo6mSZMmjBw5EpVKha+vL87Ozpw9exZjY2OWLl1KQEAABw8eBKB27dqMHDkSIyMjYmJi8Pf35/Tp06jVaipVqsTUqVNJSUlhzpw5HDlyhJSUFBwcHJg4cSJWVlZs3LiRpUuXotFo0Gq1TJo0CRcXFyZNmsThw4fRaDQYGhqydu1aHjx4gLe3N8ePp39RdXZ25ptvviE0NJTIyEgGDBhA+/btAThx4gQTJkxAq9VSuXJlzp8/z+jRo6ldu7beuYeFhTFlyhS2bdvG7du38fb2pnv37uzfv5+YmBjGjBlDo0aNMrVZTuc0atQojIyMuHHjBvfu3aNs2bLMnDkTIyMjYmNjGTNmDBcvXsTGxoayZcsqdaalpWXbtqNGjUKlUnHt2jUeP36Mq6srEyZMwMTERC+uw4cPM3v2bJKSkkhJSaFnz5507NgRIMu2rlq1Kh4eHnh6ehIWFsbdu3f58ssvMTIyYsOGDTx48IBhw4bx6aefKm1+7NgxLC0tCQ8PZ8qUKdy/fx+Arl27Zrr5EhYWxsSJE6latSrnz5/nyy+/pEKFCkyZMoVHjx6RnJyMj48P3bp1Y9y4cQB89tlnqNVqlixZwvTp0ylfvjw9e/YkOTmZWbNmcfDgQdRqNUWKFCEoKIjg4GBCQ0OZP38+AL///jtLlixh5cqVerFkfL4Z109cXBzVq1fnn3/+Uc5tyJAh7Nu3j0ePHvHdd98RHh7Onj17iI2N5Ycffsh0/Yh329VT59Bcj8iTulQ6SLz/KE/qEkIIIV6FJL7vsSFDhtCpUyeGDRuWaVtQUBBbtmxRXo8dOxZHR0ciIiKoWrVqtnWeP3+eChUqKElvVs6ePcvcuXNZtGjRc2PcuXMnlSpVUl5HRUWxceNGVCoV06dPJzk5me3bt5OYmEjXrl0pXbo0HTt2ZPv27fTo0YOmTZsCEBISwrVr11i/fj0GBgZs3bqVCRMmsHDhwizj27p1K/b29gQEBLBo0SImTpyYZXxXrlxh3bp1pKam8tlnn7Fjxw48PT0BuHbtGqtWrUKj0bBmzRrOnTtHcHAwarWa/v37s2zZMvr27cuUKVMwNjZm+/btqNVqIiMjgfTPwNTUlE2bNgHw008/MXv2bL7//nv8/f3ZtWsXtra2pKSkkJyczKVLlzh8+DA7d+5ErVYTExOT7edgZGTEpk2bCA8Pp0OHDnh5eaHVavnmm2+YNm0aderU4ciRI5l62rMTExODs7MzgwYN4o8//mDy5MlZJr45nRPAxYsXWbFiBUZGRnz22Wf8+uuvtG7dmp9++gkjIyN2795NbGwsnTp1Uq7D9evXZ9u2AGfOnGH9+vWYmpoyYMAAli1bxpdffqkXV8WKFVmzZg0GBgZERUXRtm1bGjRoQNGiRbNs6wwJCQmsW7eOGzdu4OnpyZdffsn69es5c+YMffv2VRLfDKmpqXz11VcMHDiQ1q1bAyif97PCw8P5/vvvmTJlCmlpaXTs2JHp06fj5OREQkICnTp1okqVKkycOJH169ezevVqLC0tM9WzcOFCrl+/TnBwMEZGRtke71WYmZmxceNGDh8+zFdffcXYsWMJDg5m165d/Pjjj3pTJZ7WpEmTbOu8e/cuxYoVy/NYxauLefAIw7jEPKsv5UlMntUlhBBCvCxJfN9jjRs3Zs+ePXTt2jXTF8yshjo/epT5rryvry9RUVEkJyfrzfPNcPz4cX744Qfi4+Np3bo1gwcPxsXFJcek99q1a8r8QgcHB/z9/ZVtbdu2RaVKX07l8OHDjBw5ErVajZmZGd7e3hw6dCjL3uXQ0FDOnj1Lu3btANBqs3/0hqurq9LD6+rqyqpVq7It6+3tjUajQaPR0KZNG/766y8l8W3Tpo2SeB4+fJi2bdtiZGQEQKdOnVi9ejV9+/bl999/Z+PGjcowcxsbGyXmmJgYfv31VyC9t7REiRIAuLu78+233/Lxxx/TsGFDHB0dsbe3Jy0tje+++47atWvTqFEjpc5nZcTo5OSEoaEhDx8+JCoqCgMDA+rUqQNAnTp1KFmyZLbn/jRjY2M++eQTAKpVq5btfO6czgmgWbNmmJqaAlClShVu3rwJwJEjR/Dz80OlUmFhYUHr1q2VY+TUtgAtW7bE3NwcgA4dOrBixYpMiW9UVBSjR4/m+vXrSvL777//UrRo0SzbOkPGtVaqVCmMjY1p3rw5kD4U/MmTJ0RHR+slo9euXSMpKUlJeuH/Pu9n2dvbU6tWLWW/K1euMHToUGV7XFwc4eHhVKlSJcv9M/z+++8MHz5caZ/sjvcqMtqhcuXKxMfHKwl/lSpVuHHjRp4fT7xpure6OiGEEOJlSOL7HuvZsyfly5fH19eXFStWULx48RzLFypUCDs7O86cOUODBg0AWLlypTIUEtJ7zlavXk1KSgoajQY3Nze2bdumDCfOjafn+D6rQIECuT/Bp+h0Ovr164ePj89zy2bMkwQwMDB4oRVHM5JyyDnWp8tlR6fTMXbsWOrXr59pW2BgIOfOnePo0aP07duXIUOG8Omnn7Jjxw6OHj1KWFgYM2bMYPXq1RgYGGTa/+lzVKvVpKamvnSckN6DnFFWrVZn22Y5nVNGPRlyavuc4npezFlt//7772nUqBGBgYGoVCratm2r9Oxm19aQuR0zXqtUKlQqVbbtmhtmZmbKzzqdDisrq1eeK/w0AwMDvRtATy+O9TRDQ0O9zyGrchnnnXGjJeP1835/9u7dm+22nHqDxZtlamVJgokGg8SUPKnP0Nzs+YWEEEKIfCarOr/nPv/8c7p164avry937tx5bvkBAwYwdepUvRWTExISlJ/r1q1L0aJFmTx5MomJ/zcULj7+1Vb/zIq7uzubNm1Cp9MRHx/P9u3bqVevHpCedMbE/N/wuaZNm7Ju3TqioqKA9J7GCxcuvHIM27dvJyUlhcTERHbs2EHdunWzjXXr1q0kJyeTmprKxo0blVg9PDwICgpSkpCMoahNmzZl2bJlSvsmJCRw+fJlUlNTuXnzJi4uLvTq1YvmzZtz5swZIiMjiY+Pp379+gwdOpSPPvqIK1eu5PpcSpcuTWpqKkePHgXg6NGjed5bl905PY+7uzvBwcHodDpiY2PZuXOn3rbs2hZgz549xMXFkZaWxubNm7P8jKKjoylevDgqlYpjx44pK4ln19Yvy9HRERMTE3bs2KG8l5uhx46Ojpibm+sNGb5x44ZyPT97vT/Nw8ODFStWKIl8xvFKlSrFP//8Q2JiIqmpqXoxPa1w4cIAyrWUl8m3eDc5VK1MconCeVafiW2hPKtLCCGEeFnS4/sB6NmzJ2q1Gl9fX5YvXw5knuPr6elJ79698fHxwdTUlBEjRhAbG4uNjQ1GRkbKAjsqlYrFixcze/ZsWrdujampKQUKFMDe3p5+/foBLzbHNydfffUVkyZNUobttmjRQhly6ePjg7+/P8uWLWPo0KG0adOGqKgounfvDqQviNS+fXsqVqz4SjE4OTnRpUsXnjx5QpMmTTLN6czg4+PDrVu3lKHWtWrVokePHgB89913TJkyBU9PTwwNDZVFqvr06UNycjKdOnVS6unTpw+lSpXiu+++48mTJxgYGGBjY8PUqVO5e/cuY8eOJSUlBa1WS/Xq1WnYsCEREblbhMbIyIiZM2cyceJEdDodlSpVwtHRMct5oy8ru3N6erGqrHz11VeMGTOGFi1aYGNjQ40aNZRELqe2hfTht7169VIWt3p6W4Zhw4YxYcIE5s+fT4UKFZT5w1qtNsu2flmGhobMnz+fSZMm8fPPP6NSqejatSudO3d+7n4///wzU6ZMYdmyZWi1WqytrZkxYwYAX3zxBV988QUmJiYsWbJEb98+ffowa9Ys2rZti6GhIba2tixatAhXV1caNmxI69atKVKkCNWrV88yqTc0NGTMmDH069ePggULKsO5xYfLqVxZjjSpAeFZ3yx5EYklbalQ3SUPohJCCCFejUqn08nsGyGy4Ovrq7eA1vsgNjZWmQ975swZvvrqK3777Tdl3u27ZtSoUcrqxuLdkjHUOafh0C8rLS2NmJgYLCwsspwKIJ5v84LFxH8z+5WHOycMbItvwES9aQ4fIrkm8460Zd6Qdsw70pbvDunxFeID8uuvv7Js2TJ0Oh2Ghob8+OOP72zSK4TIP826dmLD6X8wW7D9petIKl+Sci0//uCTXiGEEG8HSXyFyMazzzt9H7Rr104ZMvw+eHpFcCFE3rG0tKRq5zacvXgdkwMvPu891cIUTS9P6rf4JB+iE0IIIV6cLG4lhBBCiExqNmqA45DuxDWp/kJPJEopYoXOz5eOA/vleuV4IYQQIr9Jj68QQgghstTQsxXmhaw5XXU3hst3Y/Qo69XFAbRGhiS2rEXRds1o3qWj8pxzIYQQ4m0gia8QQgghslXWpTIVqrkSVr8WN4+eQvvPDTh9BXVcIjpDA3ROJaCSI5aVyvCx96eUKFHiTYcshBBCZCKJrxBCCCFyZGpqSpO2bdB5exIdHc3tGzeJexyFoZGGYg6lsLW1ldVMhRBCvNUk8RVCCCFErqhUKqysrLCqIs/mFUII8W6RxFcIIYQQHzSdTsfjx4+J+O82SQlxqA0NKWRbHDs7OwwN5auSEEK8D+SvuRBCCCE+SPfv3+fUX6GkPL6DDVHYqR5hqdaSBjxIM+e8rhBJxoUoU7UOzhWroFbLwzCEEOJdJYmvEEIIIT4oSUlJHNi1BbPIc9Q1+w9Tc22mMiWIBCLR6i5z9fgFth0vQ51P2lGs+EevP2AhhBCvTBJfIYQQQnwwHjy4z5/bV9HA5CLWFinPLa9WQZkC0TjqTvDX7kfcKf8xbnUb53+gQggh8pSM2RFCCCHEB+HRo4f8tW0prczPYm30/KT3aQYqaGBxA/XlXzh26Pd8ilAIIUR+kcRXCCGEEO+9tLQ0/ghZS3OLSxiqdS9dT1Wz+yT8s4/bN2/kYXRCCCHymyS+QgghhHjv/bVvFzUNzqN5haQ3g7v5LY7t3UJqamoeRCaEEOJ1kMRXCCGEEO+1pKQkYm+do5hJYp7Up1ZBVYPLnD/9d57UJ4QQIv/J4lZC5AMPDw9++uknKlSoQFJSEkOGDEGj0RAQEMC4ceM4dOgQNjY2Svnu3bvTvn17AHbu3MmSJUuIiYnB3NwcExMTevToQfPmzQGIi4tj9uzZ7N+/HxMTE1QqFeXKlWPw4MHY29tnG9PevXuZO3cuAA8fPiQtLQ07OzsAevXqxV9//UX58uXp2bNnPrUKjB49Gk9PT+rUqZNp27Rp0zAzM2PgwIGZtjk7O3Ps2DEsLS3zLbZ3WXR0NOvWraNv377Ke76+vvTo0YOmTZvmyTG8vLxYvXo15ubmeVKfEK/Tmb+P4KK5nqd1ljSJ45cLx6lao3ae1iuEECJ/SOIrRD6KjY2lf//+ODg4MGHCBOUZkL169coywdy4cSNBQUHMmzePMmXKAHD16lX27dsHgE6no2/fvjg5ORESEoKJiQlarZbdu3dz69atHBPfJk2a0KRJEwACAwOJjo5m9OjRyva//vrrlc83NTUVQ8Ps/6xMnjz5lY/xsp4X27ssOjqahQsX6iW+eW3btm35VrcQ+e3BzX+onke9vRlUKrBIfUh8fDxmZmZ5WrcQQoi8935+CxTiLRAVFcWYMWNwd3dn+PDhudonMDCQSZMmKUkvQOnSpSldujQAhw8f5s6dOyxbtgyNRgOAWq2mVatWeRLz1atX6dGjB/fu3aNs2bLMnDkTnU6Hh4cHmzZtolixYgDMnDmTtLQ0RowYgYeHBy1btiQsLIxSpUoxceJEJk2axNmzZwFo0aIFX3/9NaDfC3n//n38/Py4e/cutra2WFtbK+eZlTVr1hAaGkpkZCQDBgxQesjPnj3L5MmTiYuLw9jYGD8/P2rUqMHt27fx9vbGx8eHv/76Cy8vL/bu3UulSpU4e/Ysd+7cwdvbm2rVqrFgwQIiIiLw9fXl888/z1W93bt3Z//+/cTExDBmzBgaNWoEwJkzZwgICCA2NhatVku/fv1o2bJlpvPZuHEjS5cuRaPRoNVqmTRpEnfv3mXDhg0sWbIESF+Mp2nTpixatIhHjx7xww8/4ObmxokTJ0hLS8Pf3x8XFxe+//574uLi8PLywsDAgODgYAD+/vtvlixZwv3796lbty4TJ04E0m/I+Pv7c+nSJZKSknB1dWXs2LEYGRkxf/58QkJCMDIyAmD+/PmUKFFC6XU3Nzdn0qRJHD58GI1Gg6GhIWvXrsXY2PjVLj4h8olOp0OVFAP5kJsWUz3kvzu3KVO2XN5XLoQQIk9J4itEPhkyZAidOnVi2LBhmbYFBQWxZcsW5fXYsWNxdHQkIiKCqlWrZlvn+fPnqVChgpL0ZuXs2bPMnTuXRYsWvXDMFy9eZMWKFRgZGfHZZ5/x66+/0rp1azp06MDatWsZOnQoycnJBAcHs379emW/qKgoNm7ciEqlYvr06SQnJ7N9+3YSExPp2rUrpUuXzpScT5o0CRcXF4KCgoiIiMDLyyvHxNfIyIhNmzYRHh5Ohw4d8PLyQqvVMnDgQH744QcaNGjA8ePHGTRoEL/++isAMTExlC1blhEjRgDpw73/++8/VqxYQWxsLB4eHkRHR7NmzRru379PixYtaN++PSYmJs+t19nZmUGDBvHHH38wefJkGjVqRHR0NOPGjWPhwoXY2toSGRlJu3btqF69ujKsPIO/vz+7du3C1taWlJQUkpOTqVy5Mj/++CNXr16ldOnS7Nu3j5IlS1KmTBkePXrE1atXmTx5MuPHj2ft2rXMnj2boKAgJkyYgLe3d6Ze2Zs3b7JixQpSU1Np1aoVJ0+epFq1akybNg03NzcmTZqETqdjzJgxrFixgo4dO7JkyRL+/PNPTExMSEhIUEYpZLh06RKHDx9m586dqNVqYmJisr0eM0YYZOXu3bvKjRQh8lNycjLG2rh8qbuQJoGr925J4iuEEO8AWdxKiHzSuHFj9uzZw927dzNt69WrF9u2bVP+c3Nzy7IOX19fPD09lfm9zzp+/DheXl40a9aMOXPmAODi4vJSSS9As2bNMDU1xcDAgCpVqnDz5k0AunbtypYtW0hOTmbXrl24uLhQokQJZb+2bduiUqmA9F7pTp06oVarMTMzw9vbm0OHDmU61pEjR+jYsSMAdnZ2eHh45Bibp6cnAE5OThgaGvLw4UOuXbuGWq2mQYMGALi5uVGoUCEuXrwIgEajoU2bNnr1NG/eHAMDA6ysrLC3t6dx48aoVCrs7Oywtrbmzp07z63X2NiYTz75BIBq1apx69YtAE6ePMmtW7fo06cPXl5eSu/x1atXM52Pu7s73377LcuXL+f27dsUKFAAAwMDunTpwpo1awBYvXo13bp1U/YpWbKkcmOkWrVqyueTnVatWmFoaIiJiQkVKlRQyoeGhhIUFISXlxfe3t4cP36cmzdvYm5uTqlSpRgxYgTr1q3jyZMnmXpy7e3tSUtL47vvvmPLli2kpKRkSo6FeJukpaVhgDZf6jZU6UhLSc6XuoUQQuQt6fEVIp/07NmT8uXL4+vry4oVKyhevHiO5QsVKoSdnR1nzpxREq6VK1cqQ2sBKlasyOrVq0lJSUGj0eDm5sa2bduUObuvKmN4K4CBgQFpaWlAemJas2ZNfvnlF9auXcugQYP09itQoMArHzsjcc7O0wmYWq3O9jEiT9djYmKSKSl7tp6nXxsYGJCamqrXDlnVa2RkpLxWq9VKO+l0OsqWLcu6detyPBdIH9Z+7tw5jh49St++fRkyZAiffvopnTp14tNPP8XLy4ubN2/q3RB4NvaM42bn2XN7Os65c+fi6OiYaZ8NGzZw8uRJwsLC6NSpEzNnztS7MWNhYcGOHTs4evQoYWFhzJgxg9WrV1OqVKlMde3duzfb2HLqDRYiL2k0GlIwyJe6k7VqNMam+VK3EEKIvCW36YXIR59//jndunXD19eXO3fuPLf8gAEDmDp1KuHh4cp7CQkJys9169alaNGiTJ48mcTE/1uoJT4+Pm8Dz0L37t2ZNWsW0dHR1K1bN9ty7u7ubNq0CZ1OR3x8PNu3b6devXpZltu8eTMA9+/fVxbwehGOjo5otVqlR/nEiRM8fPiQChUqvHBdeVFvtWrVuH37tt5CYRcvXiQ5Wb9HKDU1lZs3b+Li4kKvXr1o3rw5Z86cAcDKygoPDw++/vprfHx8MDB4/hd2c3NzEhMTMx0nOxnzhjNuHjx58oQbN24QGxvLw4cPcXNzY8CAAdSoUYMLFy7o7RsZGUl8fDz169dn6NChfPTRR1y5ciVXxxXiTdBoNKQY5M9q5PdTzLH9KPMNJCGEEG8f6fEVIp/17NkTtVqNr68vy5cvBzLP8fX09KR37974+PhgamrKiBEjiI2NxcbGBiMjI8aNGwek9zouXryY2bNn07p1a0xNTSlQoAD29vb069cPeLU5vjlxdXXFwsICHx+fHHtnv/rqKyZNmqQMTW7RokWWi2+NHj0aPz8/WrVqhZ2dXZaPOHoeIyMjAgMDmTx5Mv7+/hgbGzNnzhwKFCjA48ePX7i+V63XysqKn3/+mWnTpuHv709qairFihVj/vz5euW0Wi3fffcdT548wcDAABsbG6ZOnaps79SpE1u2bFGGgj9PwYIF8fb2pk2bNpiZmSmLW2XHz8+PGTNm4O3tjUqlwtDQkBEjRmBsbMygQYOUmy0ODg60bdtWb9+7d+8yduxYUlJS0Gq1VK9enYYNG+YqTiHeFJ2xFTpd+krMeemerhDOMlddCCHeCSqdTqd700EIId5+ERERtG/fnt27d8uzXPNZUFAQ4eHhTJky5U2Hkm8yhjrnNBz6ZaWlpRETE4OFhUWuesxF9t6Xtrxw9hSGJ5bgZPbqU0IypOngN219Pu3c+/ll35N2fBtIW+YNace8I2357pAeXyHEc82ZM4fNmzczbNgwSXrz2aeffqr07Ash8kb5SlXYebwUTpzNszovxdngXK9+ntUnhBAif0niK4R4rsGDBzN48OA3HcYHYefOnW86BCHeO2q1mlJV63Pp7B3Km0W+cn2JaWquG5XHs6xzHkQnhBDidZDFrYQQQgjx3nOpVotrJpWJTnm1oYg6HfweW4ZGrXNe70AIIcTbRRJfIYQQQrz3VCoVzbw/Y39KtZdOfnU62BdTmkofd8DKyiqPIxRCCJGfZKizEEIIIT4IxsbGtOrchz3BKymXcI6yplG53jc6xYA/Esrj6tGWUo5l8i9IIYTIA926dePu3bsvtE+xYsVYtWpVPkX05kniK4QQQogPhrGxMZ6de3Hq2F/sOneISobXsTeJz/ZRR9EpBpxO/IjEgmX5pG17TE1NX2/AQgjxEu7evcudW7exSsld+Sea/I3nbSCJrxBCCCE+KCqVimq16uFSvTbnTx1nz7+nUSVFY0EMJqpk0nRqnujM0RpZYmJTnOr1msjQZiHEO6dgKgy9nbuyM+3zN5a3gSS+QgghhPggGRoaUtWtDlXd6qDT6YiJiSEpKQkDAwMsLS0xNJSvSUKId5taVnRSyF90IYQQQnzwVCoVlpaWbzoMIYTIO6oXSHw/gEXqJfEVQgghPmAxMTHEx8eTmpqKiYkJlpaWaDQfwGQvIYR4z6kAdS4T2g8g75XEVwghhPjQpKamcuHcKW78exIrwyeYG6ViqNKSmGZIZIIJBubFqFqzEYUKFXrToQohhHgFMtT5/0jiK4QQQnxA/g47SMS1U1Qo/JhPy2ifWc04GYgnITmS039d40hyIVzrNMPCwuINRSuEEOJVSOL7fyTxFUIIIT4AOp2O/b+FYKs9T0vnpBzLmhpBnVLxJKXGs/uPYDQeHShW/KPXFKkQQoi8Ionv/5GmEEIIIT4Ahw78SgnOUtEu56T3acaG0LpCFEd/D+bJkyf5GJ0QQoi8plKBoWHu/svuWebvE0l8hRBCiPfcf//dQRV5irJFUl54XwM1NC8XyR+/bs6HyIQQQuQntTp3/30IPpDTFEIIIT5cZ44dwM0+4aX3NzYEG8NHPHz4MA+jEkIIka9UL5D4fgA9vjLHVwjxXvLw8OCnn36iQoUKJCUlMWTIEDQaDQEBAYwbN45Dhw5hY2OjlO/evTvt27cHYOfOnSxZsoSYmBjMzc0xMTGhR48eNG/eHIC4uDhmz57N/v37MTExQaVSUa5cOQYPHoy9vX2OcYWFhTFlyhS2bduWfycvxFMSEhJQJ93H6BX/xXctFsdfR/fTrFWHvAlMCCFEvlKR/ozy3JXV5W8wbwFJfIUQ77XY2Fj69++Pg4MDEyZMQP3/x/P06tWLnj17Ziq/ceNGgoKCmDdvHmXKlAHg6tWr7Nu3D0hfIKhv3744OTkREhKCiYkJWq2W3bt3c+vWrecmvkK8bqdPHMG1aNQr12NmDKkx/5GamoqhoXx9EEKId8GHMow5N+RfLiHEeysqKooxY8bg7u7O8OHDc7VPYGAgkyZNUpJegNKlS1O6dGkADh8+zJ07d1i2bBkajQYAtVpNq1atXjrOiRMnYmtry5dffgmkJ9qff/45e/fu5Y8//mDWrFmo1WrS0tIYMmQITZs25caNG3z//fc8evQItVrNwIEDadq0KYmJiYwaNYp///0XQ0NDChcuzJIlSwBYvHgxW7ZsQa1WU65cOcaPH4+FhQWBgYFcuXKFpKQkrl27hoODA8OGDWPatGncvn2bSpUqERAQgFqtJjY2Fn9/fy5dukRSUhKurq6MHTsWIyOjlz5/kb+iHt6lSMm8qcvaJInY2FgKFiyYNxUKIYTIV5L4/h9JfIUQ760hQ4bQqVMnhg0blmlbUFAQW7ZsUV6PHTsWR0dHIiIiqFq1arZ1nj9/ngoVKihJb1bOnj3L3LlzWbRoUa7i7NatG71796ZPnz4YGBiwZs0aOnXqhKGhIbNnz2bixIlUq1YNrVZLbGwsAMOHD6d9+/Z07tyZ69ev4+PjQ4UKFbhw4QIxMTH88ssvQHryD3DgwAE2b97M+vXrsbS0ZOzYsQQEBDBhwgQAzp07R3BwMJaWlvj6+jJmzBiWLFmCiYkJ7du3548//qBx48ZMmzYNNzc3Jk2ahE6nY8yYMaxYsYLevXtnOq8mTZpke853796lWLFiuWof8Yp0aXlWlYlBKomJiXlWnxBCiPwlie//kcRXCPHeaty4MXv27KFr166Zkqyshjo/evQoUx2+vr5ERUWRnJzMnj17Mm0/fvw4P/zwA/Hx8bRu3ZrBgwfj4uKS66QX0nuUnZyc2Lt3L/Xr12fnzp2EhIQA4O7uzuTJk2nevDn169enQoUKxMbGcuHCBdauXQuAg4MD1atX5/jx41SvXp3w8HDGjx9PrVq1aNiwIZDeU92qVSssLS0B6NKlC4MHD1ZiqFevHlZWVgBUrFgRIyMjzM3NldfXr18HIDQ0lFOnTrF06VIAEhMTMTAwyPW5ijdAlXffelJ1ahnmLIQQ74iMxxnltuzLCg4Oxs/PL9P7ffr0yfWIu9dB/vUSQry3evbsSfny5fH19WXFihUUL148x/KFChXCzs6OM2fO0KBBAwBWrlzJ7du38fb2BtKTwNWrV5OSkoJGo8HNzY1t27YRGBhIdHT0S8favXt3Fi1aRGRkJHXr1qVw4cIA+Pn5cfnyZcLCwhg5ciSenp506dIl0/4Zi1fY29uzc+dOjhw5wuHDh5k+fTpbt27NtnwGY2Nj5WcDAwO91xnDrCF9jvPcuXNxdHR87jnt3bs322059QaLvGWgMSY5lVde3AogJskQMzOzV69ICCHEa/E6e3wXL16MhYWF8trOzu71HTwXpPNbCPFe+/zzz+nWrRu+vr7cuXPnueUHDBjA1KlTCQ8PV95LSPi/x8DUrVuXokWLMnnyZL0hn/Hx8a8UZ/369Xn48CH/+9//6Natm/J+eHg4ZcuWpVu3bnTp0oXTp09jbm5OxYoVCQ4OBuDGjRv8/fff1KxZk3v37qFSqWjSpAnffvstOp2Ou3fv4u7uzq5du5Sh0uvWraNevXovHGfTpk1ZtGgRqampADx58oQbN2680rmL/FWhSh3O3jV55Xp0OojVFZTEVwgh3hWv+XFGlSpVwtXVVfnvbZvSJD2+Qoj3Xs+ePVGr1fj6+rJ8+XIg8xxfT09PevfujY+PD6ampowYMYLY2FhsbGwwMjJi3LhxQHpP6eLFi5k9ezatW7fG1NSUAgUKYG9vT79+/YDnz/ENDw9XhiADuLq6MnfuXDp06MCOHTuoVq2asm3WrFlcu3YNjUaDiYkJ48ePByAgIIDvv/+eVatWoVKpmDx5MsWLF+fAgQPMnDkTnU5HWloaXl5elC9fnvLly3P58mV8fHz0Frd6UX5+fsyYMQNvb29UKhWGhoaMGDGCUqVKvXBd4vX46KOPOPGnNdV1d19pKFv4QwOcKtTIu8CEEELkKxW57/FVafM1lLeCSqfTvf8PbRJCiHdAv379aNmypTKs+n2WMdQ5p+HQLystLY2YmBgsLCxk/vH/d/L4YWye/EpJm5f/J/+XfwvTokN/adOXINdk3pG2zBvSjnnnbW3LJk2akHz7NvMMcnfH8+s0HUYfffRS/y5nzPEtVKgQjx8/pnjx4nTq1InevXu/VW0iPb5CCPGGnT17lqFDh+Lk5ISnp+ebDke8h1xcaxKy4TS2FvcwyX5B8myd/s+EEmVqvFVfYIQQQjxfruf4pqU/cSGnNTiyS4qLFCnCwIEDqVq1KiqVin379jF79mwiIiKUEXNvA0l8hRDiDXNxceG3335702GI95ihoSFNPT9j9/bltCj78IWS3wv3NDwxcaFRDff8C1AIIUSee6Ghzq9wnAYNGiiLgkL6uiXGxsYsX76cL7/8Eltb21eoPe9I4iuEEEJ8ACwsLGjapge7Q9ZQzS6CktbaHOf8JqbAsVtm6ApWpn7j5q8vUCGEEHlDBYaGuUxpk3UUK1Ysz6YgtWzZkiVLlnDx4kVJfIUQQgjxellYWODZqRfnz5xg5+VT2Jk8xqVYgtIDrNPBvScqztwviLpAMVzc62MqqzgLIcQ7S5XLOb4fAkl8hRBCiA+IoaEhVavXomr1Wvz33x0OnQ4jNTkR0ILKkEK2xfnYuzbGxsbKoi1CCCHeQSpQqXOZ+OZxfvzLL79gYGBAxYoV87biVyCJrxBCCPGBKl68BMWLt3vTYQghhMgnuU58X0GvXr2oXbs2zs7OQPoiWBs2bKB79+4UKVIk34+fW5L4CiGEEEIIIcR7RkXuhzq/Snrs6OjI5s2buXfvHlqtFgcHB7777jt8fX1foda8J4mvEEIIId56ycnJpKWlYWRkJI9VEkKI3HhNQ53HjBnz8ju/RpL4CiGEEOKtk5KSwrkzJ7h75zIqXSJGBikYqCE5VUWazhi1xpyKLrX56CN7VDktTy2EEB8s1QssbvX+/x2VxFcIIYQQbw2dTsffx/4i4vY5XBxTqFrD4P8ntk9/KUsiJTWRc+EhnDhqRu16LShatNibClkIId5aBoa5fJDvB0ASXyGEEEK8FRITE/l110YqfRRNjToG5PQ1RWOoolo5A1zSEjl0Yis3bSpSq06j1xesEEK87VQv8Dij97/DF7kFIIQQQog3LikpiV0hq2nsEk3pErmfw2tooKKRqwqztPP89efefIxQCCHeLSpApVbn7r83HexrIImvEEIIId64vb9uwaNqIhZmL7dwVSVHNQZJl7hy5d88jkwIId5R/7/HNzf/fQiZrwx1FkIIIcQbdeniWT4q+AhL81dbrblmeTUhf/1OyZIOGBkZ5VF0Qgjx7nodz/HNC5cuXeLvv/8mPDycx48fo1KpsLa2pnTp0lSvXp0KFSq88jEk8RVCCCHEG6PT6fj3wlFa13n1QWgqlYpa5VM4dSKMWnUa5EF0QgjxLlO9QOL7+hPkR48esWbNGrZu3cp///2HTqdDo9FgZWWFTqcjOjqalJQUVCoVxYoVo23btnTp0oXChQu/1PEk8RXiPePh4cFPP/1EhQoVSEpKYsiQIWg0GgICAhg3bhyHDh3CxsZGKd+9e3fat28PwM6dO1myZAkxMTGYm5tjYmJCjx49aN68OQBxcXHMnj2b/fv3Y2Jigkqloly5cgwePBh7e/vnxnbjxg1mzJjBuXPnsLS0RKvVUq9ePb755puX6p2Jjo5m3bp19O3bN9syERERfPPNN6xZs+aF638Re/fuJSwsjO+++y7Ttn///Zcvv/ySffv25WsMLyI0NJTChQvj6uoKwNmzZwkKCmL27NlvNC7x4bl9+zYfFUpEpcqbZ/MWLWTI8X//BSTxFUKI3D/O6PWaPn06a9asoUCBArRo0YK6detSqVIl7Ozs9MpFRERw/vx5Dh06xIYNG1iyZAndunVj2LBhL3xMSXyFeE/FxsbSv39/HBwcmDBhAmp1em9Kr1696NmzZ6byGzduJCgoiHnz5lGmTBkArl69qiRrOp2Ovn374uTkREhICCYmJmi1Wnbv3s2tW7eem/jev3+frl27MmTIEObOnQtAfHw8S5cuJTY2Vi8Zz63o6GgWLlyYbeKbmpqKnZ1dvie9AE2aNKFJkyb5fpzcSk1NxdAw+z/xoaGhlC9fXkl8XVxcJOkVb8S1K+eo9vz7Zi+kYIFkYmNjMTc3z9uKhRDiXaICdW57fF9zfnz8+HGmT59OkyZNcnwWu52dHXZ2dnh4eDBmzBj27t3L4sWLX+qYkvgK8R6KiopizJgxuLu7M3z48FztExgYyKRJk5SkF6B06dKULl0agMOHD3Pnzh2WLVuGRqMBQK1W06pVq1zVv3r1amrVqkXHjh2V98zMzBgwYIDyeunSpezYsUNJ2saMGUO1atXQarVMmjSJw4cPo9FoMDQ0ZO3atXz//ffExcXh5eWFgYEBwcHB+Pr64uzszNmzZzE2NmbKlCl4e3tz/PhxAE6ePMmPP/5IXFwcOp2OwYMH07RpU71Y//nnH8aPH09iYiJJSUm0bt2ar776CoDk5GRmzZrFwYMHUavVFClShKCgIIKDgwkNDWX+/PlKe4aEhGBubk6DBtn3PG3cuJGlS5ei0WiU86xatSrXr19nypQpPHr0iOTkZHx8fOjWrVuO5+Dh4UHLli0JCwujVKlS+Pv7M2fOHI4cOUJKSgoODg5MnDiRU6dOsW/fPg4dOsSWLVvo1q0bJUuWZMqUKWzbtg2ArVu3EhQUBECxYsX44YcfsLOzIzg4mO3bt2NjY8Ply5fRaDTMmTMnVz3+QmQlLjYS85dc0Co7xWxSuXPnNs7O5fO0XiGEeJeoALUmd9NIXne/8Pr16194H5VKRdOmTTN9b8stSXyFeA8NGTKETp06ZTkMJCgoiC1btiivx44di6OjIxEREVStWjXbOs+fP0+FChWUpDcrZ8+eZe7cuSxatCjTtgsXLlCvXr0c4/by8uLzzz8H4NSpU4waNYrdu3dz6dIlDh8+zM6dO1Gr1cTExKDRaJgwYQLe3t5Kspbh2rVrrFq1Co1Gw+3bt5X3o6KiGDBgAHPnzsXNzQ2tVkt0dHSmOEqUKMHy5csxMjIiMTGRzp07U7duXVxdXVm4cCHXr18nODgYIyMjIiMjM+2/f/9+du/eTXBwMAUKFGDEiBHZnrO/vz+7du3C1taWlJQUkpOTSUtLY+jQoUyfPh0nJycSEhLo1KkTVapUoWTJkjmeQ1RUFBs3bkSlUrFgwQJMTU3ZtGkTAD/99BOzZ8/m+++/x8PDg/Llyyu9/2FhYUod//77L9OnTyc4OBg7Ozv+97//MXr0aOUO69mzZ9m6dSv29vYEBASwaNEiJk6cmOnccuoBv3v3LsWKFct2u/hwqEjN8zotC6i4+eRRntcrhBDvFNULLG71do6IzlOS+ArxHmrcuDF79uyha9eumZKLrIY6P3qU+Quir68vUVFRJCcns2fPnkzbjx8/zg8//EB8fDytW7dm8ODBuLi4ZJn0ZmXZsmVs2bKFJ0+eMHHiRBo2bMiFCxdYsGABUVFRGBgYcO3aNRITE7G3tyctLY3vvvuO2rVr06hRI2XodlbatGmTZYJ+6tQpHB0dcXNzA9J7rAsWLJipXFJSEhMmTODSpUuoVCru3bvHxYsXcXV15ffff2f48OHKnOSshmgfPnyYli1bKsMsO3fuzIkTJ7KM1d3dnW+//ZaPP/6Yhg0b4ujoyJUrV7hy5QpDhw5VysXFxREeHk5kZGSO59C2bVtlyFBoaCgxMTH8+uuvAKSkpFCiRIls2y1DWFgYDRo0UObZdO3alZ9++om0tDQAXF1dlR5eV1dXVq1a9dw6hXidchg1J4QQH5S3dY5vVtLS0ti9ezdhYWE8evSIQYMG4ezsTExMDIcPH6Z69eovvbAVSOIrxHupZ8+elC9fHl9fX1asWEHx4sVzLF+oUCHs7Ow4c+aMMix35cqV3L59G29vbwAqVqzI6tWrSUlJQaPR4ObmxrZt2wgMDMyy1/RZFStW5MyZM3ox9uzZE19fX5KTk0lOTmbgwIEsX76cKlWqEBsbS40aNUhOTsbS0pIdO3Zw9OhRwsLCmDFjBqtXr8bAIOvhkQUKFMhlS2Vt5syZWFtbs2XLFgwNDfn6669JSkp6pTqzExgYyLlz5zh69Ch9+/ZlyJAhlCtXDisrq0w92ZDem5yTp89dp9MxduxY6tev/0oxPjv3xtjYWPnZwMBASYiftXfv3mzrfJvmQ4s3S5cPX0Wi47SYWxbM83qFEOLdokKVQ0fBs2XfpOjoaHr37s2ZM2cwMzMjISFBmeJlZmbGpEmT8Pb21usUeFGv/uwAIcRb6fPPP6dbt274+vpy586d55YfMGAAU6dOJTw8XHkvISFB+blu3boULVqUyZMnk5iYqLwfHx+fq3i6du3K4cOHCQ4OVt7TarVKQpmcnExKSoqSpK9cuVIpFxkZSXx8PPXr12fo0KF89NFHXLlyBXNzcxITE0lOTs5VDNWqVePGjRvKfF+tVktUVFSmctHR0RQtWhRDQ0OuXr3KoUOHlG0eHh6sWLFCOWZWQ53r1q3L7t27iY2NRafTsWHDhizjSU1N5ebNm7i4uNCrVy+aN2/OmTNncHR0xNzcnM2bNytlb9y4QVRUVK7PAaBp06YsW7ZM+RwTEhK4fPkyAObm5sTGxma5X+3atTl48CAREREArFu3Dnd392xvNAjxKkzNChKfqM3TOu9GaiheXOadCyE+cP9/qHNu/nvTQ50DAgK4fPkyQUFBhIaGotPplG0GBgY0b96cAwcOvNIxpMdXiPdYz549UavV+Pr6snz5ciDzHF9PT0969+6Nj48PpqamjBgxQlll2cjIiHHjxgHpvX6LFy9m9uzZtG7dGlNTUwoUKIC9vT39+vUDcp7ja2dnx+rVq5k1axbz5s2jYMGCGBkZUbNmTWrUqIG5uTmDBw+mY8eOWFtb6y2adffuXcaOHUtKSgparZbq1avTsGFDNBoN3t7etGnTBjMzM72kOitWVlbMmzcPf39/4uLiUKvVDB48GA8PD71y/fv359tvv2XLli2ULFmSOnXqKNv69OnDrFmzaNu2LYaGhtja2mY630aNGnHmzBnatWuX4+JWWq2W7777jidPnmBgYICNjQ1Tp07F0NCQn3/+mSlTprBs2TK0Wi3W1tbMmDEDOzu7XJ1DRqzJycl06tRJ772yZcvSpk0b/Pz8CA0N5bPPPqNkyZJKmXLlyjFixAh69+4NpC9uNWnSpBzbVoiX5eBUkSs3r1GlTN7di38cq8HCwiLP6hNCiHeV+h0Z6rx37158fX2pV68ejx8/zrTdwcFB7/vry1Dpnk6nhRBCiNcgY6hzTsOhX1ZaWhoxMTFYWFhIL/Ureh1tqdPp2BG8hNbuKXlS34PHqVyJqkjdeplvBr0pck3mHWnLvCHtmHfe1rZs0qQJuod32Va3aK7Ke/11D1XhYvny73JuVKlShTFjxtCpUyceP36Mu7s7S5cuxd3dHYDly5cze/ZsTp48+dLHkKHOQgghhHhjVCoVpcpU5dKNrOeKvwidTkfYRQ3Va9TNg8iEEOIdp0p/nFFu/nvTQ51LlizJ+fPns91+6NAhnJycXukYkvgKIYQQ4o1yqVKDK/esiEt4tbm+p69oKVupLiYmJnkUmRBCvOMMVLn77w3r0KEDmzdv5pdfflHm96pUKpKTk5k1axYHDx7Ex8fnlY4hc3yFEEII8UapVCqaNG/Hnh2rae6WgqnJi9+Xv3wrjahUB6pVcMmHCIUQ4h2kUr3Ac3zfbPLbo0cP5VGOlpaWAAwfPpyoqChSU1Px8fGhY8eOr3QMSXyFEEII8caZmZnxyadd+XXXetzKJFDCNndz5bRaHWEXdaQZlaGxxyf5HKUQQrxjDN6NAb4qlUp5ZNGePXu4ceMGWq2WkiVL0rJlS2rWrPnKx5DEVwghhBBvhQIFCtCmXU8OH9rH+RuXqVYmjSLWWX9V0Wp1/HMzjX/vmFC9dlNKlnR4vcEKIcS7ILc9vm8JNzc33Nzc8qVuSXyFEEII8dZQq9XUa9CUhIR6nDpxmONXbqEmEUvTNAzUkJCsIiFFA2ozyjhXx8vdGdUbHqInhBBvJRWocjt/9wP4MyqJrxBCCCHeOqamprj//0cSabVaYmJi0Gq1GBsbY2Zm9oajE0KId8Q70uPr4eHx3JuYKpWK0NDQlz6GJL5CCCGEeKup1WqsrKzedBhCCPFuUalQaXI5x/cNj5ypVatWpsQ3LS2N//77jxMnTlC2bFkqVqz4SseQxFcIIYQQQggh3kfvyOJW/v7+2W67dOkSvXr1wtPT85WOIYmvEEIIIfTEx8dz4dwpHty/TVpaAoYGanQYYmRsjqNTRRwdS8u8WiGEeAfk+nFGb7Hy5cvj4+NDQEAAwcHBL12PJL5CCCGEACAhIYGDf+xGnfaIymXUVHcyQqXK+KqgJTHpMVdu7ifk9B+Uda5BhYpV3mi8QgghcqAC3pPFrQoVKsSVK1deqQ5JfIUQQgjB9evhnDnxO43cNFiam2ZZxsTYgMplDahURse5y8fYtfMfmjVvi6GhfJ0QQoi3Um4T37fY48eP2bx5M0WLFn2leuRfKiGEEOIDd+3aFcIv/k7rRqa5GsKsUqlwKWdC8cdx7AxZR+s2XTAwMHgNkQohhHgRb2Koc1xcHC1btiQiIoJNmzbh4uLy3H26d++e5fsxMTFcvXqVlJQUfvzxx1eKSxJfIYQQ4gMWFxfHuVO/82nD3CW9TytkraFWxWQOHviVxh4t8ylCIYQQL+UNDXWeP38+aWlpL7SPTqfL9J5KpeKjjz7C3d2d9u3b4+Tk9EpxSeIrhBBCfMAO7v+FxjWNXnqxqqJFjLhy8zZ37/5HsWLF8zg6IYQQL0uFCpUmd6NxVHmU+YaHh7NmzRpGjhzJ999/n+v9Vq5cmSfHz4kkvkK8wzw8PPjpp5+oUKECSUlJDBkyBI1GQ0BAAOPGjePQoUPY2Ngo5bt370779u0B2LlzJ0uWLCEmJgZzc3NMTEzo0aMHzZs3B9J7gWbPns3+/fsxMTFBpVJRrlw5Bg8ejL29/XNju3nzJgEBAZw7d46CBQuiVqvx8fGhY8eOzJkzB0dHR9q0aZMv7RIXF0f16tX5559/APDy8mL16tWYm5vny/Fy6+LFi1y9epVPP/30pfZfu3YtcXFx9O7dO48je3Gvei7i7RAdHY2J4RPMzbKe05tbtVxM+P3EXxQr1iGPIhNCCPHKVEBuhzrnUY/vpEmT6Ny5M46OjnlTYR6SxFeI90BsbCz9+/fHwcGBCRMmoFanP7OtV69e9OzZM1P5jRs3EhQUxLx58yhTpgwAV69eZd++fUD6cJO+ffvi5ORESEgIJiYmaLVadu/eza1bt56b+D548ICuXbsyaNAg5s6dC8CTJ0/45ZdfABg8eHCW+2m1WgAl/ryybdu2PK3vZV28eJHQ0NBsk8XU1NQcFwnq0qVLfoX2wp53LuLdcOZUGFWdX/2rgJGRGtKinnsNCyGEeM1e4+JWu3fv5t9//yUwMJDz58/nWHbr1q0vdQxvb++X2g8k8RXinRcVFcWYMWNwd3dn+PDhudonMDCQSZMmKUkvQOnSpSldujQAhw8f5s6dOyxbtgyNRgOkJ6OtWrXKVf2rV6+mRo0adOrUSXnPyspKSdxGjRpF+fLl6dmzJ4GBgfz777/Ex8dz9+5dli5dysWLFwkMDCQlJQWVSsXEiROpWrUqw4YN49q1a6SkpFCsWDEmT55MkSJFAFi3bh1LlizBzMyMZs2a6cXj7OzMsWPHsLS0ZNq0aRw9epTU1FTMzc354YcflPN2dnbmm2++ITQ0lMjISAYMGKD0kD8rKCiIXbt2kZaWho2NDRMnTqREiRIEBgYSHh5OYmIiN2/epHDhwsydO5e0tDTmzp1LTEwMXl5eVK1alYkTJ+Ls7MyAAQM4cOAAtWrVwtvbm/Hjx5OYmEhSUhKtW7fmq6++Uj636OhoRo8eTXBwMNu3b8fGxobLly+j0WiYM2cO9vb2hIWF8cMPP1CjRg1OnDgBwPTp01m2bBnnz5/HxMSEefPmYWdnl6fnIt49MdEPKWipyZO6ihWGiIgISpQokSf1CSGEeHUvsrjV3bt3adKkSbbb9+7dm+22hIQE/P39+eabb3I1wm7UqFG5jiuDSqWSxFeID9mQIUPo1KkTw4YNy7QtKCiILVu2KK/Hjh2Lo6MjERERVK1aNds6z58/T4UKFZSkNytnz55l7ty5LFq0KMv969Wrl+tzOHnyJFu3bqVw4cJcu3YNPz8/Vq1ahZOTEykpKSQmJgIwevRoZej2woULCQwMZOLEicrdxS1btmBra8vMmTOzPVafPn0YOXIkkD7ce/LkyQQFBSnbjYyM2LRpE+Hh4XTo0AEvL69MPVghISFcu3aN9evXY2BgwNatW5kwYQILFy4E4MyZM2zevBlra2u++eYb1q9fT79+/Rg0aBChoaHMnz9frz61Ws3mzZuB9N775cuXY2RkRGJiIp07d6Zu3bq4urpmOpezZ8+ydetW7O3tCQgIYNGiRUoCevXqVfz9/ZkwYQKzZ8+mR48erFmzBicnJyZMmMCyZcsYOXJknp/L03L6x/Pu3bsUK1Ys2+3i9VCRAuTNasy2Nmru3b8jia8QQrwtVCowyOUoupdc5yHD//73PwoVKpRth8Gzckqi84skvkK84xo3bsyePXvo2rVrpkQiq6HOjx49ylSHr68vUVFRJCcns2fPnkzbjx8/zg8//EB8fDytW7dm8ODBuLi4ZJn0voxGjRpRuHBhAP766y8aNGigrNyn0WiUBDwkJIRt27aRnJxMUlIS1tbWABw58v/Yu+/4mq//geOve2+mTJSIVYkiMUJIJbZGrAQxajfoQI3arVVVI8TqF8FXtUjVFrtIrVbViCpqxp4RidHIXvfe3x/55fMVkrhZ5vv5eNxH3fs5n3PO59zb3Pv+nHWUxo0bU7JkSSB9SPD333+fZVmHDh1i5cqVxMfHo9PpePz4cabjbdu2BaBixYoYGRnx4MGDZ/aN27t3L2fOnKFjx47A/4ZoZ2jYsKFSt1q1anHp0qUcr//DD/83LzI5OZlJkyYRFhaGSqXi3r17XLhwIcvAt1atWsqw81q1arFy5UrlWPny5alevToA1atX591331Xa1MXFhT179hTKtYjXjY6CCnyNNCrSUlMLJC8hhBAFJBdDne3t7fMUkIaHh7Ns2TIWLlxIbGwsAAkJCcp/4+PjsbCwyHTOy7hJKoGvEK+5Pn364OTkhJ+fHytWrKB06ZxXVS1evDh2dnacPn2aRo0aAekr6d25c0cZPlK1alVWrVpFamoqxsbGuLm5sXXrVmWo7fNUq1aNkydPZjm/OCtFihR5bprjx4/z888/s27dOooXL86+ffuU+cNPy2512rt37zJlyhSCg4MpX748YWFhfPTRR5nSmJqaKv9Wq9WkpaU9k49er6d///507do1y3KezEOj0Tx3Sf8nr/+7776jaNGibN68GSMjIwYPHkxycnKuy3n62NPXlZG2oK/lSTl9eebUGyxepILbezcxWYuZmcXzEwohhHhhXsQ+vnfu3CE1NZV+/fo9c6xXr17UrFmT9evXF3o9nkcCXyHeAB9//DEqlUoJfp93F23QoEFMnz6d0qVLK72AiYmJyvH69etTqlQp/P39GTNmDGZmZsD/7t49T48ePWjfvj0bN25UhrzExMSwc+dOunXrluO5DRs2ZOHChVy9ejXTUOeYmBgsLCywtbUlJSWFdevWKed4eHiwZMkS7t+/T4kSJVizZk2WecfGxmJkZESJEiXQ6/WsWrXKoOt5mpeXF8uXL6dly5bY2tqSmprK5cuXqVq1ao7nWVpaKndCsxMTE6P0Nl+7do1Dhw7h5uaWp3oaojCvRbwGVKbo9Sl53sroSfcegGO1sgVQKSGEEAVCBRgbOtQ578U4OzuzYsWKTK9duHCB6dOnM2nSJGrUqGFQPvfv3yc4OJjz588TGxv7zCg0lUrFTz/9lOd6SuArxBuiT58+qNVq/Pz8lD8KT8/xbdu2LZ999hldu3bF3NycL7/8kri4OIoVK4aJiQnffPMNkP6H5ccff2Tu3Lm0adMGc3NzLCwsKFeuHP379wdynuNbsmRJVq9ezZw5c1i4cCEWFhYYGxvTo0eP517Hu+++y/Tp0/nyyy9JS0tDo9EwadIkGjVqxLZt22jVqhW2trbUr1+fyMhIACpXrszgwYPp2bNnlotbZahSpQre3t74+Phga2uLl5dX7hr5/7Vr147o6Gh69eoFgFarpVOnTs8NFuvVq8eyZcto27Ytrq6uWS4INWDAAL766is2b95M+fLl8fDwyFMdDVWY1yJefXalK3Dn3hnK2ZvlO6+of9W8X7x4AdRKCCFEQVG9gFWdra2tcXd3z/JYtWrVqFat2nPzCAsLo1evXiQlJeHg4MClS5d47733iImJITIykvLlyz8z9Sy3VHq9Xp+vHIQQQohcyhjqXBiLW2i1WmJjY7GyskKjKbihvG+i1NRU9u5aQauG+Qt8o2NSOX3DniZNWxZQzd4s8pksONKWBUPaseC8qm3ZrFkzSLjPntHvG5S++Yy/oEiJAvteDg0NpVevXgQHBxvU49u3b18uX77M6tWrMTMzo379+ixfvpx69eqxa9cuvv32W3744QdcXFzyXKeC3SxTCCGEEK8NY2NjrIs5cOdeSp7z0Ov1HDqZxvt1GxVgzYQQQuSfCtRqwx75GeucBXd3dy5evGjwMOcTJ07QtWtXSpcujVqdHqJm9M+2bt2atm3bMnPmzHzVSQJfIYQQ4i1Wr35T/r6gJjHJ8IXLnnTqQhKOld83aJE6IYQQL5jBge/LpdPplB0+rK2t0Wg0REdHK8erVKnCuXPn8lXGy79KIYQQQrw0arUar5ad+PVQKnEJz65inpN/wpJIVlekarXs9wUXQgjxEqlVhj1esrJly3Lnzh0g/XupbNmyHDlyRDl+4sQJrKys8lWGBL5CCCHEW87S0pKWPt05cMKUs5eTeN7yH3EJaez6IwGNZS3q1f/gBdVSCCFErqgwvMf3Jce+DRs2JCQkRHnevXt3NmzYQJ8+fejduzdbtmyhTZs2+SpDVnUWQgghBEWKFKFNu26EhZ1jx8ET2FokUcYOShQ1RqNREZ+o5d59LXeiVJiYl6CxlyeWlpYvu9pCCCGypQIjQ8O9lxv5fv755/j4+JCamoqxsTG9e/cmISGB3bt3o1arGThwoLKzSF5J4CuEEEIIhZNTNZycqvH48WPu3L5J6IWbaDQaLCytsC9TAWc3e4wM/iElhBDipXoF5u8awsbGBhsbG+W5SqVi4MCBDBw4sMDKkG8uIYQQQjzDxsYGS8tqlClb/pXbpkMIIYQBMoY6G5r2JVq1ahWtW7emWLFihVaGBL5CCCGEEHmg1+uJiYkh4m44//4bhU6nw8TEFDu7spSyt8fExORlV1EI8VZT5aLH9+VGvlOmTGH69Om8//77eHt707x5c2xtbQu0DAl8hRBCCCFyISkpiVMnQ7kfdZNitlDazghnRxM0ahXJKVruRV3j4gUdKalmODnX5t0KDi+7ykKIt9UrsGKzIXbt2sWOHTsICQlhwoQJTJo0iXr16uHj44OXl1eBrCkhga8QQgghhAH0ej3nzv3DzWsned+1CB61bJ9JY4Ux7xQ3o7ozaLV6LlwK5ZftodSu0zjfW3EIIUSuvEZDnR0cHBg8eDCDBw/m8uXLShA8ZswYTExMaNiwIT4+Pvj4+OS5jNdjtrMQQgghxEuk1Wr5NWQL6rRz+DQvTsl3zJ97jkajorqzNa0/sODsP3u4cjnsBdRUCCGeYOh2Rq+QSpUqMWzYMEJCQtiyZQu9e/cmNDSUL7/8Ml/5vlpXKYQQQgjxitHpdITs2kQt5xSqVsl9r62pqYbWzd4hIvwvLl86Xwg1FEKIrKhQqdQGPV56l28WwsLC2LVrF7/++ivx8fH5XjdBhjoLIYQQQuTg6JED1KiipZRdkTznoVKpaFKvKCH7QylpVybTth1CCFFoXrPt565cucLOnTvZtWsXN27cwMjIiIYNG/LFF1/g6emZr7xfr5YQQgghhHiB7kdFkZxwi/Jli+Y7L5VKxQcNbdn92w7a+nZHpXr1eliEEG8QFYYvbvWS/xwtXLiQkJAQrly5gkajwcPDg379+uHl5VVg6yNI4CuEEEIIkY2/jv1O88YF1ztrZqqhQlkdN29co4JDxQLLVwghnvX6bGe0aNEi3n//ffz8/GjevDlFi+b/ZuPTJPAVQgghhMhCbGwsZqaJGBubFWi+VatYsvvA3xL4CiEK3yu2cFV2/vjjD4oXL16oZbweLSGEeKk8PT25cOECAMnJyQwYMIAhQ4aQkpLCmDFjaNSoEb6+vspj48aNyrk7duygU6dOtGjRgo4dO9KjRw9+/fVX5Xh8fDz+/v40b96ctm3b0q5dO0aNGsXt27cNqtutW7cYMmQInp6edOzYkQ8//JANGzYUbAP8v759+3Lt2rVCyft5fvvtN/z8/LI8dunSJWXeS2RkJD169HhufkFBQdy/f195vmbNGn788ceCqawQb4iLYWeo7lSwQS+AkZEajTqBtLS0As9bCCEUGdsZGfJ4yUOdnw56Hzx4gLOzM0eOHCmwMqTHVwhhsLi4OAYMGECFChWYNGkS6v+/i/jpp5/Sp0+fZ9Jv2LCBpUuXsmDBAt577z0Arl27xv79+4H0PTH79etHxYoV2b59O2ZmZumrp4aEcPv2bcqVK5djfe7fv0+PHj0YMmQI8+fPB+Dx48fs3LmzAK/6f3744YdCybcg2dnZsXr16uemW7FiBe7u7pQoUQKA7t27F3bVhHjtPHgQQe2qBR/4ApQqoSEqKorSpUsXSv5CCAG8Nj2+WdHr9QWanwS+QgiDREdH8/XXX1OvXj1GjRpl0DmBgYFMnTpVCXoBHB0dcXR0BODIkSOEh4cTFBSEsbExAGq1Gm9vb4PyX7VqFXXq1KFLly7KazY2NkoQ9/DhQyZOnMjNmzfR6/V89NFHdOvWDYCrV68ybdo0oqKiAOjRowfdu3dn+fLl/PLLL6SlpWFkZMTXX3+Nq6srkN7zvXDhQpydnfHz86N69er8888/REVFUb9+fSZPngyk3yAICAggLCyM5ORkatWqxYQJE55Zhv/+/fuMGDGC+Ph4kpOTcXd35+uvv0atVpOamoq/vz+HDx/G2toaNze3Z9p2+/btWFpa0qhRI+X1O3fu0L59e44fPw7AyZMnmTlzJvHx8ej1eoYOHUpYWBhRUVEMGzYMMzMzAgIC2Lt3LzExMYwfPx6tVsvs2bM5ePAgAO7u7owePRoTExNlI/mbN29y7949KlWqxHfffZfvLQaEeCXpk1GrjQsla7uSxkRE3pHAVwhRiF6fOb4vggS+QgiDDBs2jC5dujBy5Mhnji1dupTNmzcrzydMmICDgwORkZHUrFkz2zzPnTuHs7OzEvRm5cyZM8yfPz/L3tZz587RoEGDbM+dMmUKDg4OLFiwgIcPH9KxY0ecnJyoXr06AwcO5IsvvqBNmzYAPHr0CABfX18+/vhjAE6dOsWYMWMICQnJMv9bt26xYsUK0tLS8Pb25uTJk7i6ujJjxgzc3NyYOnUqer2er7/+mhUrVvDZZ59lOt/a2prFixdjYWGBVqtl4MCB7Nq1Cx8fH9avX8/169f55ZdfgPRe9Qy///47ISEhbNq0CQsLi2w3dI+OjmbQoEHMnz8fNzc3dDodMTExeHl5sWnTJubOnYuzszMAe/fuVc5bt24dZ8+eZdOmTajVagYMGEBQUBD9+vUD4MKFC6xYsQITExN69uzJ7t27lXZ8UrNmzbJ9byIiIrC3t8/2uBCvApWqYHsbnmRqoiElOanQ8hdCCFSAkcbwtG84CXyFEAZp2rQpv/76Kz169HgmYMlqqPPDhw+fycPPz4/o6GhSUlIyzfPNcPz4caZMmUJCQgJt2rRh6NCh1KhRI89DjI8cOaL0ThcvXpzmzZtz+PBhLCwsSE5OzhSsFStWDIDz58+zePFioqOj0Wg0XL9+naSkJMzMnh3u6O3tjZGREUZGRjg7O3Pr1i1cXV3Zu3cvp06dYvny5QAkJSWh0Tz7xaPT6Zg9ezZ///03er2eR48eUalSJXx8fDhy5Ajt27dXelI7deqkzJ0+cuQIrVu3xtLSEoBu3bpx4sSJZ/I/deoUDg4OSm+xWq3G1tbWoHbr0KGDUnaXLl1YtWqVEvg2b94cc3NzAFxcXLh169Zz8xTidaTXF94vQa1Wj0YjP8OEEIXsNR3qbGVlxfTp06lUqVKB5Sl/cYUQBunTpw9OTk74+fmxYsWK5w7PK168OHZ2dpw+fVoZivvzzz8rQ3EBqlatyqpVq0hNTcXY2Bg3Nze2bt1KYGAgMTExz61TtWrVOHnyZJbzi7PyvD0zU1JS+OKLL/jpp59wcXEhLi6OOnXqkJKSkmXga2pqqvxbo9Gg1WqB9Dkp8+fPx8HBIcfyli9fzsOHD9mwYQOmpqZMnz6d5OTkPNW9MD1d9pPDmp+87qft27cv2zxz6g0W4lWhL8SfSY/+TaFo0ZKFlr8QQrzOQ51NTU3p0KFDgeb5et4CEEK8FB9//DEfffQRfn5+hIeHPzf9oEGDmD59OlevXlVeS0xMVP5dv359SpUqhb+/P0lJ/xvyl5CQYFB9evTowV9//ZVpFemYmBjWrl0LQL169ZQVnh89esSePXto0KABDg4OmJmZKcOIM46npKSQmpqqBPU///yzQfV4mpeXFz/88IOyYuvjx4+5efPmM+liYmIoUaIEpqam3L9/P9OQ6nr16rFt2zZSU1NJSUlh06ZNyrH69esTEhJCXFwcer2e9evXZ1kPV1dXbt68qcz31el0REdHA2BhYUFsbGyW59WrV48tW7aQkpJCWloaGzZsyHFIuRBvKguLosTFpxZK3ncjtdjL/F4hRGFTqQ17vAIePXrEjBkz8Pb2pmbNmtSsWRNvb29mzJjBgwcP8p2/9PgKIXKlT58+qNVq/Pz8+Omnn4Bn5/i2bduWzz77jK5du2Jubs6XX35JXFwcxYoVw8TEhG+++QZI70n88ccfmTt3Lm3atMHc3BwLCwvKlStH//79gZzn+JYsWZLVq1czZ84cFi5ciIWFBcbGxsp2Pl9//TXffvstbdu2Ra/X8/nnnytzjhctWsTUqVP5/vvvUalU9OjRg27dujF06FA6d+5M0aJFDV5k62ljx45lzpw5tG/fHpVKhZGREV9++SXvvvtupnS9evViyJAh+Pj4ULJkSerXr68c69KlC5cvX8bHx0dZ3OrcuXMANGnShNOnT9OxY8dnFrd6ko2NDQsWLCAgIID4+HjUajVDhw7F09OTXr16MWHCBGVxqyd17dqV27dv07FjRwDq1q1L796989QWQrzOKlZ04tKV36ld06bA846NV1OkSJECz1cIITJ5RYLa57l8+TJ9+vTh4cOH1KxZk1atWgFw48YNli9fztatWwkKCqJy5cp5LkOlL+h1ooUQQojnyBjqnNNw6LzSarXExsZiZWWV5dxqYbi3vS31ej2/bFtJm+bWBTrdIDwigXv/VqBOHY8Cy/Nt8bZ/JguKtGPBeVXbslmzZqCNYe+qTwxK79VzGWisC+V72RB+fn5cvnyZJUuW4OLikunY6dOn6du3L5UrV87zaDyQoc5CCCGEEFlSqVQ4VKzBxSvxBZanXq/n79NJ1KhRu8DyFEKIbKlUhj1estOnT9OrV69ngl5IX0izV69enD59Ol9lSOArhBBCCJGNatVqcvmGmoTEtALJ79SZWJyrusve10KIF0AFaiPDHi95cavixYtnWjT0aaamphQvXjxfZUjgK4QQQgiRDZVKxQeebdjz+2PS0nT5yutWeAKPYmypVNm5gGonhBDPoVYb9njJevXqxZo1a7h///4zxyIjI1mzZg29evXKVxmyuJUQQgghRA4sLS1p1KQdO/Zso3kTG4oUyf3Pp8vX4rh6y5yWrXwKoYZCCJEVVS4Wt8p7j++BAwf44YcfuHLlCnFxcdjZ2eHl5cXgwYOxsrIyKA+9Xk+RIkVo0aIFXl5eyoKgN27cYN++fZQvXx69Xs/y5cv/V2OVyuAtLUECXyGEEEKI5ypWvDjNWnRm//4dOJZPwrmyhUELXiUnazlw5DHmFuXwat7kpe7JLYR4y6gwPPDNx5+m6OhoXFxc8PPzw9bWlsuXLxMYGMjly5dZtmyZQXnMmDFD+ff27dufOX7x4sVMaUACXyGEEEKIQmFpaYlP2y5cOH+aX/acoVRJPZUdzbG2Ms4U0Kal6Yi8n8j5Sylo9Za4vd8GIyMjCXqFEC/eC/i74+vrm+m5u3v6OgYTJkwgMjISOzu75+bxIlaTlsBXCCGEEMJAKpWKqtVqUrVaTSLu3uXclYs8fvwAFWmAHr1ehcbIHDu7SjRsUg1zc3NluxMhhHjhXtI+vra2tgCkpqYalL5MmTKFWJt0EvgKIYQQQuSBfenS2Jcu/bKrIYQQ2XuBC1dptVrS0tK4cuUKCxcuxNPTk7Jly76w8p9HAl8hhBBCCCGEeOOoUKkNDfdURERE0KxZs2xTPG848gcffEBkZCQAjRo1Ys6cOYZW9IWQwFcIIYR4RSUnJ5OYmAiAubl5jnscCiGEEJm8oMWtMixZsoTExESuXLnCf//7Xz7//HOWL1+ORqPJf+YFQAJfIYQQ4hWi1Wq5GHaOq9fOUaSIDov/3zonIUFLQqIahwrOODlXf2V+SAghhHiF5WJxK3t7+3wtMuXk5ASAq6srNWrUwNfXlz179tCqVas851mQJPAVQgghXhEXzp/h6rV/cHayoI2P3TOrAOv1eq5fv05IyBkqVKhBtWo1X1JNhRBCvPpUuZjjW7CrP1epUgVjY2Nu3bpVoPnmhwS+QgghxCvg7+NH0Opu08Yn+5UtVSoVjo42ODracPz4Rf46Fsf7dRu8wFoKIYR4rbykVZ3/+ecfUlNTZXErIYQQQvzPhfNn0GpvUbduSYPPcXMrwfHj4Zw7+w/VqkvPrxBCiCy8gMB38ODBVK9enSpVqmBmZkZYWBhLly6lSpUqeHl55Tv/uLg49u7dC0D79u3znI8EvkIIIcRLpNVquXL1FG3b5P6uuJtbCX7ZcUbm/AohhMjaCwh8XVxc2LlzJ0uWLEGv11OmTBk6d+7Mp59+iomJSb7zj4qKYsyYMahUKgl8hXjbeHp6snDhQpydnUlOTmbYsGEYGxsze/ZsvvnmGw4dOkSxYsWU9L169aJTp04A7Nixg2XLlhEbG4ulpSVmZmb07t2bli1bAhAfH8/cuXP5/fffMTMzQ6VSUblyZYYOHUq5cuVyrFdoaCh9+/bF0dFR2bC8YcOGDBw4EBsbm0JqDcPt27eP0NBQxo0b98LKHD9+PG3btsXDw+OFlSleL5cuXsDZySLP51d1tiDswlnp9RVCCJGZSgUaA8O9XCyC9bR+/frRr1+/PJ//PCVLlmT69On5zkcCXyFeY3FxcQwYMIAKFSowadIk1P+/gMGnn35Knz59nkm/YcMGli5dyoIFC3jvvfcAuHbtGvv37wfSF87p168fFStWZPv27ZiZmaHT6QgJCeH27dvPDXwBHBwc2LJli1K/gIAA+vTpQ3Bw8EvvkWrWrFmO+9PlRVpaGkZG2f8p9ff3L9DyxJvnytWztPExfIjz0xwcbPhlx3kJfIUQQjwrHwHtq8LS0pIOHTrkOx8JfIV4TUVHR/P1119Tr149Ro0aZdA5gYGBTJ06VQl6ARwdHXF0dATgyJEjhIeHExQUhLGxMQBqtRpvb+881dHS0pKJEyfSvHlzDh48SNOmTTlz5gz+/v7Ex8djamrK2LFjqVOnDnfu3KF9+/Z07tyZP//8E51Ox/jx46lfvz5paWn079+ff//9l+TkZJycnJgyZQpFihQhNDSUKVOmUKdOHU6cOAHArFmzCAoK4ty5c5iZmbFgwQLs7OzYtGkTe/fuZdGiRcp5bm5unDhxAq1WS0BAADVq1ADg4MGDLFq0iOTkZNRqNaNGjcLDw4PQ0FAmT55MzZo1OXfuHJ9//jl2dnZMmjQJnU5H9erVOXfuHOPHj8fd3R0/Pz969+6Nl5cXsbGxBAQE8M8//6BWq6lWrdozdzCTkpIYM2YMly5dwsjIiHfeeYdly5bRv39/2rRpQ9u2bQH4888/mTdvHhs2bGDMmDGYmJhw8+ZN7t27R6VKlfjuu+8wMTHhyJEjzJ07l+TkZFJTU+nTpw+dO3cGUIYNXb9+nX///ZdatWoxadIkzMzM2LBhA8uXL8fY2BidTsfUqVOpWbMmN27cYNq0aTx8+JCUlBS6du3KRx99lKfPh4DU1FTMzLTPrN6cGyqViiJFdCQnJ8s+v0IIITJ7SYtbvYok8BXiNTVs2DC6dOnCyJEjnzm2dOlSNm/erDyfMGECDg4OREZGUrNm9r1C586dw9nZWQl6s3LmzBnmz5/PDz/8YFA9jY2NcXZ25vLly9SvX58vvviCKVOm0KhRI44fP86QIUPYvXs3ALGxsTg6OjJ69GhOnTrFgAED2LNnDxYWFsyePZuiRYui1+v59ttvWblypTKs5tq1awQEBDBp0iTmzp1L7969Wb16NRUrVmTSpEkEBQUxevToZ+p27do1/P39+fbbb1mzZg1z585l6dKl3L59mwULFrB06VIsLS25efMmPXv2VHrGr169ysSJE5k2bRopKSk0b96cGTNm4OHhwdGjR9m0aVOWbTFt2jRMTU3Ztm0barWaR48ePZPm4MGDxMbGsnPnTiD9BgekD1cPDAxUAt9Vq1bRs2dP5bwLFy6wYsUKTExM6NmzJ7t376ZNmzZUrVqV1atXo9FoiI6OpkOHDjRq1IhSpUoBcPr0adatW4e5uTmDBg0iKCiIzz//nICAAHbt2kXJkiVJTU0lJSUFrVbLiBEjmDVrFhUrViQxMZEuXbrg4uKCi4vLM9eSU+96REQE9vb22R5/WyQmJlKkSP5HQlgUMSIxMVECXyGEEE9Q5SLwfbE9wxmjA319fVGpVMrz59FoNBQtWpRatWphaWmZqzIl8BXiNdW0aVN+/fVXevTo8UwAkdVQ54cPHz6Th5+fH9HR0aSkpPDrr78+c/z48eNMmTKFhIQE2rRpw9ChQ6lRo4bBQW8GvV4PwPXr11Gr1TRq1AgANzc3ihcvzoULFyhVqhRGRkZ07NgRgFq1alGyZEkuXLhAnTp1CAoK4sCBA2i1WmJjY3F1dVXyL1++PNWrVwegevXqvPvuu1SsWBFIX3Bhz549WdarfPnyyo0AV1dXli1bBsAff/yhBLsZVCoVd+/eBaBcuXLUrVsXSA+eNRqNMofXw8OD8uXLZ1neb7/9xoYNG5Qh6U/Ow87g5OTE1atX+fbbb6lbty6NGzcGoEGDBkybNo3z589jY2PDmTNnmDdvnnJe8+bNMTc3V645Y9+86Ohoxo8fz40bN5Tg99KlS0rg27p1a+WL48MPP2TFihV8/vnn1KtXj6+++ooPPviAxo0b4+DgwJUrV7hy5QojRoxQyo2Pj+fq1atZBr7ixdG/7AoIIYR4Jelf0R7fjFFn3t7emJiYMGbMmFydb25uzvz585XflIaQwFeI11SfPn1wcnLCz8+PFStWULp06RzTFy9eHDs7O06fPq38kfj555+VIcYAVatWZdWqVaSmpmJsbIybmxtbt24lMDCQmJiYPNUzNTWVsLAwunfvnuXx5w3xVKlUbN++ndDQUFauXImlpSUrVqzg6NGjSpone7k0Gk2m52q1Gq1Wm2XeOaVr0KABc+bMeeacyMhIihQp8tw651W5cuXYsWMHR48e5ciRI8yaNYstW7ZgY2ODn58fP//8M++88w6dOnXKtFLik//WaDTKtUycOJEmTZoQGBiISqWiQ4cOpKSkPLfugYGBnD17lmPHjtGvXz+GDRtG5cqVsbGxYevWrQZdy759+7I9VtBzrV9X5ubmJCRk/fnMjYSENOXGhxBCCJFBr381A9+M3wgZv19y+s3wJJ1OR2RkJN999x0zZ87MVeD7araEEMIgH3/8MR999BF+fn6Eh4c/N/2gQYOYPn06V69eVV5LTExU/l2/fn1KlSqFv78/SUlJyusJCQl5ql98fDxTpkyhaNGiNGzYEAcHB3Q6HYcOHQLgxIkTPHjwAGdnZyB9oaiMoOr06dNERUXh5ORETEwMtra2WFpaEhcXl2kYd2Fo2LAhhw8fJiwsTHnt9OnTWaZ1dHQkLS2NY8eOAXDs2DFu3ryZZVpPT0+WLl2KTqcDyHKo871791CpVDRr1oyvvvoKvV5PREQEkD4c6M8//2TTpk1069bNoGuJiYmhdOnSqFQq/vrrr0zXBPDrr78SHx+PVqtl48aNypzqW7duUaNGDT799FNatmzJ6dOncXBwwNLSko0bNyrn37x5UxmOLXLP2NiY5GQjdLq899nq9XoSEjQyzFkIIcRTVOjRGPR40UOdy5QpQ5kyZZ55/rxHuXLlcHNzo2PHjly7di1XZUqPrxCvuT59+qBWq/Hz8+Onn34Cnp3j27ZtWz777DO6du2Kubk5X375JXFxcRQrVgwTExO++eYbIL2378cff2Tu3Lm0adMGc3NzLCwsKFeuHP379weeP8f3+vXr+Pr6kpaWhl6vp2HDhgQFBaHRaNBoNAQGBuLv709AQACmpqbMmzcPCwsL/v33X6ysrLh8+TLt2rVDq9UyZ84cLC0tad++Pfv27aNly5YUK1aMOnXqKMOOC8O7777LnDlzmDhxIomJiaSmplK1atUse4BNTEz47rvvmDx5Mnq9nmrVquHg4IC1tfUzaceNG8e0adNo27YtRkZG1KhRg6lTp2ZKc/HiRb777jv0ej1arRZfX1+cnJyA9N7BFi1aEBUVZfD82JEjRzJp0iQWLVqEs7PzM3O8q1evzqeffqosbtW7d290Oh3jxo3j8ePHaDQaihUrxvTp0zEyMuL7779n2rRpBAUFodPpKFq0aJbtIgz3XsXqXL16iUqVbPN0/rVrj6noWLVgKyWEEOKN8Kr2+ObXhx9+yIcffpirc1T6jMl3QgjxEmUMuT5+/PjLrkquxcXFKfNkT58+zcCBA9mzZ0+BDz3VarV07NiRCRMm4Obmlu/8xowZg5OTU5ZbXxW2jKHOhg5tyo2MeeBWVlYvfQstQ+h0OnbsWEUbnzJ5Gib/y45wWrfuXijX+rq15atK2rHgSFsWDGnHgvOqtmWzZs3Qk8yu3XMNSt+6xTBUmBbK93JWevXqletzVCqV0smTF9LjK4QQ+bR7926CgoLQ6/UYGRkxc+bMAg969+3bh7+/P40aNSqQoFe8OtRqNZUr1Sb02Fk83HO3n++xY1FUdKz5Sv3YEkII8apQ/f8wZsPSvkhZ9b3eu3eP27dvY2VlRbly5YD0jpGYmBjKly+vLMyZVxL4CiFeCWXLln0te3sBOnbsqKxGXViaNWtW4AtCBQQEFGh+Iu+qOFXj5Ik4jobewL1uCYN6fo8di0KjKY9z1RovoIZCCCFeR6/qUOeff/450/Pjx48zcOBApkyZQocOHTAySg9T09LS2LRpE7Nnz2b69On5KvPVbAkhhBDiLeNa252ittX5ZUc4ly79m+WCV3q9nsuXo9n+yx2srKtSx63eS6ipEEKI14UetUGPl23mzJl07NiRzp07K0EvgJGREV26dKFjx475vmEvPb5CCCHEK6KKUzUqVXbm0qUL7Nx1FlOTVIoUMQIVJCRoSU42omLFavj4VFX2gxZCCCGypkJncFD7Yoc6P+3ixYv4+vpme7xs2bKsWbMmX2VI4CuEEEK8QtRqNU5O1XByqkZaWpqy5ZiZmRnGxsYvuXZCCCFeJ6/qUOenlSxZkp07d9K1a9dMPb6QPtx5586dlCyZu3UwniaBrxBCCPGKMjIywsrK6mVXQwghxGtIDwYvbqXn5fb5fvbZZ0ycOJEuXbrQvXt3ypcvD8DNmzdZu3YtFy5cYOLEifkqQwJfIYQQQgghhHjT6FXo9AaGe3rVS418u3btilqtZu7cuUyYMEFZ5FGv11OsWDEmTZpEly5d8lWGBL5CCCGEEEII8QbSvSZDnQE6d+5Mhw4dOHv2LHfv3gWgdOnSVK9e/Znhz3khga8QQgghhBBCvIEM38f31WBkZEStWrWoVatWwedd4DkKIYQQ4rWk0+m4fPkit29eIjUlDpVeR5pWh5GJBaXLOOJctYYssCWEEK8NVS4Wt3q5qzpnSE1N5dq1a8TGxqLXP7ut3/vvv5/nvCXwFUIIId5yer2ek3+Hcvf2Od4rp6VRDRNMjDN+LKnQauMJj/ybvTtPYGFTjvoNmxXIsDMhhBCFJ31xK8MC32dDzBdLp9MxZ84cVq9eTVJSUrbpLly4kOcy5FtLCCGEeIslJSWxe1cwzu8m4dPIBHi2R1ejUVG+tCnlS0Pkwzts3/wTjT7w5Z133nnxFRZCCGGw12U7o8WLF7N06VK6du1KnTp1+Oqrrxg1ahTW1tasXr0alUrFl19+ma8yXo+WEEIIIUSBS05OZtcva/igdgrvlTcx6By74sa0aaTh8IFNPHjwoJBrKIQQIu9U6NAY9HjZQ503b95M69atmTRpEo0aNQKgWrVqdOnShfXr16NSqTh69Gi+ypDAVwghhHhL7d+zjQ/q6LG0yN0AMCMjNa0amHDw921otdpCqp0QQoj80umNDHq8bPfu3cPDwwMAE5P0G7EpKSnK83bt2rF169Z8lSGBrxBCCPEWunL5IqWKRmNjlbcfPMZGaupW1RN65EAB10wIIURB0evVBj1eNltbWxISEgCwsLDA0tKS27dvZ0oTExOTrzLyHd57enpibGyMmZkZSUlJdOrUiX79+uU32ywFBQXh4+NDiRIlCiX/3PLz8yM8PBwrKyuSkpJo0qQJY8aMQa1++R+eguDr6wukr652/fp1KleuDICDgwNz58597vlPtk+GUaNG0ahRIzw9PVm4cCHOzs4FXu8LFy5w7do1fHx8cn1ufHw8tWvX5uLFi88c27RpE/7+/pQtW5a0tDTs7e2ZPHkypUuXxs/Pj969e+Pl5ZVj/ps2baJmzZpUrFjxuXUJDAwkJiaG8ePH55guNDSU5ORkGjdunG2aw4cPs2DBAqKiorC2tsbKyoovvvgCNze3bM+5c+cOBw8epHv37s+ta16MGTMGJycn+vTpw5o1a4iPj+ezzz7LVR47d+7kxx9/JD4+HgsLC0qWLMnw4cOpUqVKtudERkYybtw47ty5g4mJCRUqVGDSpEkUK1Ysz9dSpUoVKleujEqlIi0tjU8//ZROnTplmTarz8qTbRETE8PkyZMJCwtDpVKh1+vp378/bdu2VdLfvn2b5s2b88UXXzBo0KBs6zVo0CDu3LmjPL948SILFy6kWbNmAPz6668sWLBAWTVx8eLFlC1bFp1Oh7+/PwcOHEClUtG7d28++ugjgByPiddL2LljtK5v2PDm7JQuacypS9fRarVoNK/XlhlCCPGm0///UGdD075MVatW5cyZM8pzd3d3fvrpJ5ydndHr9axYsSLH33eGKJB+7blz5+Ls7ExkZCTe3t54eHjg4uJSEFlnsmLFCtzd3V+ZwBdg3LhxeHl5ERcXh6+vL7Vq1cLb2/tlV6tAZAwnuHPnDu3bt8/T8IKM9nmRLly4wN69e/MU+D6Pu7s7ixYtAmDq1KlMnz6dwMBAg8/fvHkz1tbWBgW+hjp27BgxMTHZBr6HDx/mq6++Yv78+dSuXRuAGzduEBYWlmO+4eHhrF27ttAC3yflpYyNGzeyZMkSFi5cyHvvvQfA2bNniYqKyvEPo0ajYcCAAUrQP2PGDGbOnElAQMAzaf38/Jg+fTply5Z9bn1WrVqFtbU1YWFhfPjhhzRq1IiSJUvm+rrmzp1LsWLF2L59OyqViri4uGfmUQYHB+Ph4cGmTZsYOHAgKlXWX1YLFy5U/n3mzBk+++wzZd7M+fPn+c9//sNPP/2EnZ0dcXFxSuCybds2rly5wq+//kpsbCwdOnTA3d2dSpUq5XhMvD5iY2OxMk9CrTbNd17vldVy9eoVKlfO3w8SIYQQBe9V6M01RJcuXdi8eTMpKSmYmJgwfPhwevbsyUcffYRer8fGxoYxY8bkq4wCHdBtZ2eHo6Mj4eHhuLi4cP/+faZOnUp4eDjJycl4enoyfPhwIP3H5rFjx0hLS8PS0pIpU6bg6OgIwMmTJ5k5cybx8fHo9XqGDh1KWFgYUVFRDBs2DDMzMwICAihfvjxTp05V7g60atWKwYMHA+k/WKtVq8aZM2cIDw+nffv2uLq6snjxYiIjI/Hz8+Pjjz8G0oOAadOm8fDhQ1JSUujatWuuezAsLS2pUaMGd+/eBSAuLo6AgADCwsJITk6mVq1aTJgwARMTExYtWsT27duV8euLFi2iTJkyVKlShc8//5wDBw6QmJjIoEGDaNeuHQAHDx7ku+++Iy0tDRsbG7799lvee+89QkNDmTJlCm5ubpw4cQKtVktAQAA1atTg0aNHjBo1ivv37wNQvXp1pk+fDsDSpUvZtWsXWq2WYsWKMXnyZMqUKWPQtW7ZsoWlS5cCYG9vz5QpU7Czs8tVez0pu8/Jtm3b2LFjB99//z2Qvt2Gl5cXCxcupHjx4owYMYL4+HiSk5Nxd3fn66+/5t9//2X+/PnExsbi6+tLzZo1mTx5MqdPn2b27NnExcWh0+no378/rVu3BmDt2rUsW7aMIkWK0Lx5c4Pr3ahRI2bNmvXM69u3b2fFihWkpqai0+kYNmwYnp6ebNiwgbNnzzJt2jQCAwMZMWIETZo0Mfi9yCpdTEwMa9euRavVcuzYMZo3b678P5BhwYIFDBgwQAl6ASpUqECFChUICQlh/fr1LFu2DACtVouXlxc//PADEydO5O7du/j6+mJvb8/ixYs5c+YM/v7+xMfHY2pqytixY6lTp062nzWtVsvs2bM5ePAgkH7jYPTo0cpnP8PTvdtLlixRAj8zMzN++uknzM3Nnzln0qRJStCbUW6GkSNHcv36dVJTU7G3t8ff358SJUrwzjvvZFqJtmbNmqxatSqHdzp3nJycsLa25t69e3kKfO/du4erq6sSzFpaWmJpaakc12q1bN68mWXLljFixAiOHj1KvXr1nptvcHAw7dq1U9p+2bJlfPzxx8r/u0+WsXPnTrp06YJGo8HW1pbWrVvzyy+/MHz48ByPidfHnTu3KGdXMJtXlCtlzLFLVyXwFUKIV5Ch2xm9bM2aNVNGpAG899577N27l9DQUDQaDa6urtja2uarjAINfK9evUp0dDTu7u5A+vC9/v37U7duXdLS0ujfvz+7du2idevW9O3bl9GjRwOwY8cO/P39Wbp0KdHR0QwaNIj58+fj5uaGTqcjJiYGLy8vNm3apPQuA8yaNYuUlBS2bdtGUlISPXr0wNHRUelxvXv3LitWrCAuLg5PT09iYmJYvXo1UVFRtGrVik6dOmFhYcGIESOYNWsWFStWJDExkS5duuDi4oKLiwvjx4/H09Mz0xuRlaioKMLCwvjiiy+A9MDezc2NqVOnotfr+frrr1mxYgWdO3dm2bJl/Pnnn5iZmZGYmJhpaLRKpWLLli3cvn2bTp06Ubt2bczNzRk1apTSxb9t2zaGDBnCjh07ALh27Rr+/v58++23rFmzhrlz57J06VK2bdtG2bJllaAmOjoaSA/Mrl+/zrp169BoNGzZsoVJkyaxZMmS577Hly5dYtasWWzatAk7Ozv++9//Mn78eH788ccs02cEeRkCAwMpX758pjTZfU5atGiBv78/9+/fp0SJEoSGhmJjY4OTkxPJycksXrwYCwsLtFotAwcOZNeuXfj4+DBkyBD27t2r9MzGxMTwzTffsGTJEkqWLMmjR4/o2LEjtWvX5vHjxwQGBrJ582ZKlizJd99999w2gPTgIyQkhGrVqj1zrGHDhrRp0waVSsWdO3fo2rUrDRs2pHPnzmzbti3TMFdD34uc0nXr1i3HIdHnzp3j66+/zvJY8+bNmTlzJteuXcPR0ZH9+/dTvnx53nvvPSZNmsS0adOUnv6UlBS++OILpkyZQqNGjTh+/DhDhgxh9+7d2X7W1q1bx9mzZ9m0aRNqtZoBAwYQFBSU43SIzZs3s3v3blavXo2VlRWPHz9+JlB++PAhERER1KpVK9t8xo8frwxfXrJkCYGBgUyePDlTGq1Wy6pVq577/3duHDt2jKJFi+Lk5JRtmqf/v4iIiFDS9+rVi6FDh7Jr1y5q1apFo0aN+OCDD5S0f/75J6VKleK9997jww8/JDg4+LmBb1JSEjt27MgU4F+9epUyZcrw0UcfERcXR9OmTfniiy/QaDRERERQunRpJW2ZMmX4559/lLpmd+xpObVrREQE9vb2OdZbFJ4HUeHUqlAwPwHMzTQkJcYWSF5CCCEKlk7/snfozTsrK6sCHTlaIN96w4YNQ61Wc/36dcaOHUuxYsVISEjgyJEjmYboJSQkcP36dQAOHTrEypUriY+PR6fT8fjxYwBOnTqFg4ODMgxRrVZnG90fOXKE0aNHo1arKVKkCO3bt+fQoUNK4NuyZUs0Gg02NjaUK1eOpk2bolKpsLOzo2jRooSHh2NsbMyVK1cYMWKEkm98fDxXr17FxcUFf3//HK992rRpzJ07l+vXr9OzZ09lCOvevXs5deoUy5cvB9J/eGo0GiwtLXn33Xf58ssvadCgAU2bNqVUqVJKfp07dwagXLlyuLm5cfz4caytralcubIyfLNdu3ZMnjyZyMhIAMqXL0/NmjUBcHV1VYKPmjVrEhQUREBAAG5ubspQ2L1793LmzBk6duwIpM/ZM1RoaCiNGjVSeol69OjBwoULs53f9byhzjl9Tlq3bk3Lli3ZunUrn332GZs3b85U59mzZ/P333+j1+t59OgRlSpVynJ488mTJ7l9+zZ9+/bN9Pq1a9e4fPkyjRs3VnrmunfvrvQwZ3f9GXOfq1atqty8edKdO3cYNWoUkZGRaDQaHj9+zO3bt7Mc3mzoe5Gf9ywnGo2G7t27s3r1ar7++mtWrVqV7WiH69evo1arlaGybm5uFC9enAsXLmT7WTty5AgdOnRQAtcuXbqwatWqHAPf3377jW7duilzw21sbPJ0bdu3b2fr1q2kpKSQnJxM0aJFMx3X6/VMmjQJa2trevXqpbz+1VdfKXO8b926Rb9+/TA2Tt/XdOHChdkOe+7ZsydJSUncuXOH+fPnPxOsP+np/y+eHLrj4eHBb7/9xl9//cWJEyf45ptv8PLyYuLEiUB6z23G/OG2bdsyf/58Hj9+nGM7hYSEUKFChUxDwNPS0rhw4QI//vgjOp2OAQMGsGbNGpmv+5bQatPQaApyPtfr+8NKCCHeWHrQGfrnWc8L3dEoPzfA83pugc7xPXz4MJ9//jkeHh7Kj8P169djapp5DtHdu3eZMmUKwcHBlC9fnrCwsEL5sfVkuWq1OtNzjUZDWloaRkZG2NjY5Hl57IwfsGFhYfTs2ZMGDRrQpEkT9Ho98+fPx8HB4Zlz1q9fz8mTJwkNDaVLly589913OS4y9DxPX2fG1hKurq5s2bKFw4cPs2fPHubNm8eWLVuUxXK6du2a5zIzZDe30FAZi+pk9TkB6NSpE2PHjqV79+78/vvvjB07FoDly5fz8OFDNmzYgKmpKdOnTyc5OTnbMipVqsTatWufOXb58uVcXc+Tc3yzM2LECEaOHEmrVq0AqFu3rrIce1Z1M+S9yM97Vq1aNU6ePEnVqlWzPN6lSxd8fHzw9fXl1q1beHp6Gpx3Rntl91nLLn1+FS9enFKlSnHq1CmaNGnyzPHjx4/z888/s27dOooXL86+ffuYP39+pjRTp04lIiKChQsXZhp1MXPmTOXfeZnju2nTJsaMGYOrqyuXLl1ixowZQPpUjAEDBhh0fUWKFKFJkyY0adKEDz74gE8++YSJEyfy6NEjfv/9d06fPq3coElLS2P79u14eHgwcuRIAGrXrq0EypA+H/rDDz/MVEbp0qVp3rw5ZmZmALRo0YKTJ0/y0UcfYW9vz927d3F1dQXS53tnfMHkdOxp+/bty/YaC7KXXeSeeRELEpN0mJvlf0Gq9L/jr8dQOiGEeJvogTQDI9/83L7ctWsX27Zt49y5c8TExPDuu+/i5+dHp06dsv3t17x5c9q2bUv37t0NXhvqxIkTrF27ll27dmVaCMtQBfpNVb9+fbp3787cuXOxsLDA3d0905DNyMhI7t27R2xsLEZGRpQoUQK9Xp9p+J2rqys3b97k+PHjQHrPVsawSQsLC2Jj/zecql69egQHB6PX60lISGDbtm00aNAgV3V2cHDA0tKSjRs3Kq/dvHlTKdNQTk5ODB06lP/85z/KXNQffviBtLQ0AB4/fszNmzeVhWrc3NwYNGgQderU4fz580o+mzZtAtJ7Df/++2/c3NyoVasWly5d4tKlS0D60HA7O7vnzqu9ffs2RYoUwdvbmwkTJnDjxg0SEhLw8vJi7dq1yjWmpqZmqkNO3N3dOXjwoNLbvHbtWurVq5fn1Txz+pwASk/2jBkzqFevntL7HxMTQ4kSJTA1NeX+/fuEhIQo51taWmb6nLi6unLnzh0OHz6svHbhwgVSUlLw8PDg4MGDytzUNWvW5Ok6nhQTE6MESlu3blVGM2Rc75N1M/S9yCmdpaUlcXFx2dZn4MCB/Pe//+XUqVPKa7du3VLazMbGBk9PTwYPHkzXrl2V9/LpdnRwcECn03Ho0CEg/Y/PgwcPcHZ2zvazVq9ePbZs2UJKSgppaWls2LDhuf+Penp6snbtWqXsmJiYLPcJHTx4MNOnT+fq1avKa+fPn+fPP/8kJiYGCwsLbG1tSUlJYd26dZnOnTp1Kjdv3mThwoU59szmRceOHalXrx6LFy+mfv36bN26la1btxoc9P7555+ZPjPnzp1Tpgds2bIFLy8vDhw4wP79+9m/fz/z5s0jODiY9957TynryaD35s2bnD17ljZt2mQqp02bNhw6dAidTkdaWhp//vmnMty6VatWrF+/Hq1WS3R0NLt27VJG0uR0TLw+StlXIOJBwey/++hxGkWL532dByGEEIVHp9cb9MiPoKAgzM3NGTNmDP/9739p3LgxEyZMyLTI5tNWr15NZGQkXbp0wdPTk3HjxrFq1SoOHDjAyZMnOXHiBL///jsrV65kzJgxNG3alJ49exIVFZXntVkKfLfigQMH0qJFC86ePcvs2bOZPn26Mt/R3NycyZMn4+TkhLe3Nz4+Ptja2mYa8mdjY8OCBQsICAggPj4etVrN0KFD8fT0pFevXkyYMEFZ3GrgwIFMnTpV2eajVatWuf4BZmRkxPfff8+0adMICgpCp9NRtGhR5syZA2DwHF9IHya7atUqdu/ezdixY5kzZw7t27dHpVJhZGTEl19+iampKUOGDCExMRFIX2SoQ4cOSh5arZb27duTmJjI+PHjlQBq1qxZjB49Wlncat68ec/tPTt27BhBQUFKL/BXX32FlZUV7dq1Izo6WhneqdVq6dSpU7Y9gk+qXLkyX375pbLtjL29PVOnTs02/dNzGT/99FNlwa4M2X1OMoaAd+zYkVmzZvHDDz8o5/Tq1YshQ4bg4+NDyZIlqV+/vnKsXr16LFu2jLZt2+Lq6srkyZP5/vvvmTFjBgEBAcpWRIsWLaJy5coMHjyYnj175npxq+yMGzeOIUOGYG1tjYeHR6b5kF27diUgIICgoCBGjBhh8HuRUzovLy+2bt2Kr69vlotbNWzYkOnTpzNjxgwePHiAmZkZxYoVU+ajw/9W0ssYag/pW/RUqlSJNm3aULZsWRYvXkxgYCD+/v4EBARgamrKvHnzsLCwICQkJMvPWteuXbl9+7YyRLtu3br07t07x/Zr3749UVFRdOvWDY1GQ5EiRVi+fPkzi1t17twZMzMzvvzyS+Lj4zEyMqJcuXKMHDmSChUqsG3bNlq1aoWtrS3169dXbtb8/fff/Pzzzzg6OirXW7Zs2Rz/OOfWqFGj6NixI3379s31wm8ZvcR6vR6VSkXJkiWVRdSCg4MZNWpUpvQNGjRg7NixnDt3Lss55xs3bqRFixaZFq8C8PHx4fz58/j4+KDRaKhTp47y+fL19eXMmTO0aNEClUpFnz59lGHSOR0Tr4/SpUuz7x811d57ftrnuXJbi0PV7Oe0CyGEeHlexBzf//73v5m2haxXrx7R0dEsX76cgQMHZrnVq4uLC8uWLePChQts3LiR/fv3Kx2AGTFOxshQe3t7vLy86NSpU762QlXp9a/xjOc3TJUqVfjrr7+wtrZ+2VURb5mlS5dy9epVpk2b9rKrIt4SGTcTcxoOnVdarTZ9ux4rK9lbNgd7ft1M/arRFDHPexvp9Xp2/KmibYdez0/8FpPPZMGRtiwY0o4F51Vty2bNmpGi07MweLtB6Qd92BYTtarAvpdXr17NpEmT+Pvvv5+5+Z6dyMhIrl27poxwtLW1xdHRMV+7xzypwHt8hRCvFx8fH1QqVbYrcwsh3kzu9Zpx8Ld1tGyQ9x9qf51NoYarzNcWQohX1cta1fnvv//Gzs7O4KAXMGgqZ35I4PsKyVhJVogXKWNbLCHE28Xa2ppS5Wpy9vI/VK/07OKCzxNxP5W4tFK4V3AshNoJIYTIt1yu6hwREZHj9E5De4OPHz/Ozp07s9z9JCcJCQlERUWRlJSEmZkZJUuWpEiRIrnKIycS+AohhBBvqVq16/LnwRhOX7qOS2XDg9/bESmcuW5F6zbPbiEnhBDi1aDH8B7fguoXvnfvHsOHD8fd3T3TdpHZefz4McuWLSMkJIRbt249c7xcuXK0bt2aPn36PLM1ZW5J4CuEEEK8xRo28uLM6RPs/PNvGtbSYG2Z/U+DpGQdR8+kYGzhSOs2nlkuWCKEEOJVoTd4OyPQY29vn685vjExMfTt2xdbW1sCAwOf+x1x+/ZtevXqRVRUFB4eHnh7eyu7tiQnJ3P//n1Onz7Njz/+yNatW/n5558pV65cnusnga8QQgjxlqvhUhvHilX4K/QA8TERlCyqo1RxPWamalLT9EQ+1BP5SI3KuBi13RpRokSJl11lIYQQBnhRc3yTkpLo378/sbGxrFu3Disrq+eeM336dAC2b9+Oo2P202auXbvGp59+yvTp01m0aFGe6yiBrxBCCCGwsLCgqac3Op2Ohw8fci/iDomP4tBq9ZSr4IhLPftXasVSIYQQOUsf6mx42rxKS0tj2LBhXLt2jVWrVhm8QFVoaChDhgzJMegFcHR0pHfv3pm2SM0LCXyFEEIIoVCr1ZQoUYISJUq8stt0CCGEMMyL6PGdNGkSv/32G2PGjCEuLo5Tp04px6pWrYqJiUmW56nVarRarUFlaLXafE+vkcBXCCGEEEIIId5ABk/xzYdDhw4BEBAQ8Myxffv2UbZs2SzPq1+/PsuWLcPd3Z1q1aplm/+5c+dYtmwZDRo0yFc9JfAVQgghhBBCiDeMXp+LVZ3zESDv378/T+eNGzeOXr168eGHH1KjRg2qV69OiRIlMDExISUlhfv373P27FnOnDlDuXLlGDt2bN4riQS+QgghxFtJq9Xy4MEDkpKSADA3N6d48eIypFkIId4gL2pxq7yws7Nj8+bNrFq1it27dxMcHExKSopy3MTEhMqVKzNixAh69OiBhYVFvsqTwFcIIYR4i8TExHDi70PEx97D/h0V5qbpP4oeJMFfR8DSpjSutethbW39kmsqhBAiv1JfxFjnfChSpAh9+/alb9++6PV6oqOjSU5OxtTUFFtbW1QqVYGVJYGvEEII8RZITU1l/95tmGoeU7uaGdZWllmmexzzkBNHg0nRFaVx09YvuJZCCCEKyota1bmgqFQqihYtWmj5y87zQgghxBsuMTGRHdtW8361JJp6WGFtZZxtWhtrY5p6WFHHOZ5dO9aTnJz8AmsqhBCiIOn0eoMer7qIiAj++uuvfOUhga8QQgjxBktLS2P3rmC86ptQzDbrLSWyUryoKc3qGfHnHyEGbzchhBDiVWJY0Jse+L7awe+WLVvo1atXvvKQwFcIIYR4g4UeOYBHTRWWFrmf3WRtaYxHTTXH/zpUCDUTQghRqPTpQ50NebzicW+BkDm+QgghxBtKp9Px78Pb2NXM+0qYZUqZ8fe5m+j1+gJdZEQIIUThSp/ja+B2RoVblSwtWLDA4LT5HeYMEviKJ3h6emJsbIyZmRlJSUl06tSJfv36FUpZQUFB+Pj4UKJEiULJP7f8/PwIDw/HysqKpKQkWrVqxfDhw7lz5w7t27fn+PHjOZ4fExPD2rVrDW4vT09PFi5ciLOzc47pntdOGe+ZqakpiYmJvPfee/Tt25fatWsbVI+Xzc/Pj969e+Pl5ZVjuk2bNlGzZk0qVqwIpG+GHhoayrhx4wq0Lk9+Bpo0acKYMWNQq58dGBMYGEhMTAzjx4/PVMe9e/eyaNEiIP2PeUhICGq1mpSUFD744ANGjx6tpNfr9TRr1oxy5crx008/ZVuv06dPM23aNC5cuECDBg2U/J93LENSUhIdO3bE2NiYrVu3Kq9fvHiRqVOn8uDBAwCGDx9OixYtANiwYQM//PADOp0ODw8PJk6ciLGxMTqdjhkzZnDw4EE0Gg22trZMnTqVd99919BmFi/Y5UthVCqAt6diObh65RLvVaqS/8yEEEK8MDrdy65B9hYsWIBKpUJvYHCe35uvEviKTObOnYuzszORkZF4e3vj4eGBi4tLgZezYsUK3N3dX5nAF9I30fby8uLx48d06NCBmjVrUrlyZYPOjYmJYcmSJQV+o8CQdsp4zwB2795Nv379WLp0KTVr1iyQOuj+/y9mVgHgi7J582asra2VwLdZs2Y0a9aswMvJ+AzExcXh6+tLrVq18Pb2znU+ISEhHDx4kODgYMzMzEhLS+PKlSuZ0hw5cgRra2suXrzI7du3KVeuXJZ5lSxZknHjxnH+/Hn++OMPg49lmD17NrVr1+bMmTPKa4mJiQwcOJAZM2bg5uaGVqvl8ePHANy+fZt58+axefNm3nnnHQYMGMD69evp2bMn+/fv58SJE2zduhVjY2MWLVrEd999x7x583LdRuLFuHL5H1o3KpLvfJwqFuHXQ6ck8BVCiNeM7hXezqh48eJUrVqVmTNnPjft8uXL+eGHH/JVngS+Ikt2dnY4OjoSHh6Oi4sL9+/fZ+rUqYSHh5OcnIynpyfDhw8HYMaMGRw7doy0tDQsLS2ZMmUKjo6OAJw8eZKZM2cSHx+PXq9n6NChhIWFERUVxbBhwzAzMyMgIIDy5cszdepU5cd5q1atGDx4MJDeE1etWjXOnDlDeHg47du3x9XVlcWLFxMZGYmfnx8ff/wxADdu3GDatGk8fPiQlJQUunbtykcffZSra7exsaFGjRpcv379mcB35MiRXL9+ndTUVOzt7fH396dEiRJMnDiR+Ph4fH190Wg0bNq0Kcc2e1J26RYsWPBMOz2vh7hFixacPn2apUuXMn/+fFJTU5k3bx5Hjx4lNTWVChUqMHnyZGxsbIiKimLMmDHcu3ePUqVKYWNjg6OjI1988QWBgYFcunSJhIQEIiIiWL58OUFBQdm+z1WqVGH48OHs3buXR48eMWjQIDp16gQ827vdsWNHRo8ejbu7e6a6b9++nRUrVpCamopOp2PYsGF4enqyYcMGzp49y7Rp0wgMDGTEiBE8fPgwU+/qjz/+yObNm1Gr1VSuXJlvv/0WKysrAgMDuXr1KklJSdy6dYt33nmH+fPnY2trm2M7WlpaUqNGDe7evZtjuuzcu3cPGxsbTE1NATAyMsLJySlTmuDgYDp37sz169fZuHEjw4YNyzKvUqVKUapUqWcC5+cdAzh8+DCRkZF89NFHmQLfX375hVq1auHm5gaARqOhWLFiAPz66694enoqN1u6d+/O4sWL6dmzJwApKSkkJydjZGREXFwcpUqVykXLiBdNo05Drc7/V71Go0KtSimAGgkhhHhR9HpI1RrW5fsyFnZ2cXHh7NmzBm1hZG5unu/yJPAVWbp69SrR0dFKcDJmzBj69+9P3bp1SUtLo3///uzatYvWrVvTt29fZQjnjh078Pf3Z+nSpURHRzNo0CDmz5+Pm5sbOp2OmJgYvLy82LRpU6aeylmzZpGSksK2bdtISkqiR48eODo6Kr1td+/eZcWKFcTFxeHp6UlMTAyrV68mKiqKVq1a0alTJywsLBgxYgSzZs2iYsWKJCYm0qVLF1xcXHBxcWH8+PF4eno+t6fw3r17/P3333Tv3v2ZY+PHj1cChCVLlhAYGMjkyZOZNGkS7du3zzSUNKc2e1J26QYPHvxMOxmiZs2a7N+/H4ClS5dibm5OcHAwAAsXLmTu3LlMnDiRqVOnUqtWLYYMGcL9+/dp3769EshC+k2LLVu28M477wBk+z5nMDExITg4mKtXr/Lhhx/i6+uLkZHhf2IaNmxImzZtUKlU3Llzh65du9KwYUM6d+7Mtm3bMg2J3rRpk3LegQMH2LhxI+vWrcPa2poJEyYwe/ZsJk2aBKQPB964cSNFixZl+PDhrFu3jv79++dYl6ioKMLCwvjiiy+yTbN9+3aOHTumPH/8+DFVq1YFwMfHh/Xr19OsWTPc3NyoW7cubdq0wczMDIDo6GgOHjzIt99+y927d+nfvz9Dhgwp0F71mJgYZs2axY8//vhMYHzlyhVMTEzo378/9+7do0qVKowZM4ZixYoRERFBmTJllLRlypQhIiICSL+JERoaSsOGDbGwsMDOzo6ff/452zrk9P9aREQE9vb2+bxK8Vz6AhzjVpB5CSGEeCFe5R5fFxcXfvvtN+7evUvp0qVzTFu6dGnlhn1eSeArMhk2bBhqtZrr168zduxYihUrRkJCAkeOHFHmAgIkJCRw/fp1AA4dOsTKlSuJj49Hp9MpQyZPnTqFg4OD8iFVq9XZ9rQdOXKE0aNHo1arKVKkCO3bt+fQoUNK4NuyZUs0Gg02NjaUK1eOpk2bolKpsLOzo2jRooSHh2NsbMyVK1cYMWKEkm98fDxXr17FxcUFf3//HK89o0fRyMiIgQMH4uHhwZ07dzKl2b59O1u3blV6vbK7Q/W8Nsttutx4cp7E3r17iY2NZffu3QCkpqYqQc3Ro0eVQLZEiRI0bdo0Uz5NmjRRgl7I/n3O0LZtWwAqVqyIkZERDx48yFVv4J07dxg1ahSRkZFoNBoeP37M7du3leHN2Tly5Aje3t5YW1sD6T2UQ4cOVY43bNhQeZ9q1arFpUuXss1r2rRpzJ07l+vXr9OzZ88cy27btm2Wc3whvT23b9/OP//8w4kTJ1i9ejUrV65k/fr1mJiYsH37dho3boy1tTXW1tYUL16cgwcP0qRJk+c3lIEmT55M//79KV68+DOBr1ar5fDhw6xfv56SJUvy3Xff8e233zJ//vwc8zx79iyXL1/mjz/+wNLSktmzZzNx4kRmz55dYPUWBUulKsApCgWZlxBCiBfiVd6jd8CAAQwYMMCgtL6+vvj6+uarPAl8RSYZvYuHDx/m888/x8PDg7JlywKwfv16Zehmhrt37zJlyhSCg4MpX748YWFhuR5abIgny1Wr1ZmeazQa0tLSMDIywsbGJlOva25kzO/MzvHjx/n5559Zt24dxYsXZ9++fdkGChnBZ1Ztlpd0uXHmzBkqVaqk5D9hwgQaNmz43POeXjCgSJH/zQs05H1++j1KS0sD0t+fJ/cATUnJerjkiBEjGDlyJK1atQKgbt262abNzXU8/VnJaT/SjM9AWFgYPXv2pEGDBri6uuLn5wdA2bJlWbhwoUH10Gg01K5dm9q1a9OrVy/q16/P5cuXqVatGsHBwTx48ABPT08g/QbNxo0badKkCd26dSMxMRETExM2bNiQ28tXnDhxghMnTjBz5kySk5N5/PgxLVu25Ndff8Xe3h53d3fs7OwAaNeuHZ9++ikA9vb23Lp1S8knPDxc6ZndsmULHh4eyk2GDh068Mknn2Rbh3379mV7rDDmaItnaXUFE6zq9Xp0BZSXEEKIF0OP4T2+r254XHDkW0xkqX79+nTv3p25c+diYWGBu7s7S5YsUY5HRkZy7949YmNjMTIyokSJEuj1elatWqWkcXV15ebNm8qKyDqdjujoaAAsLCyIjY1V0tarV4/g4GD0ej0JCQls27aNBg0a5KrODg4OWFpasnHjRuW1mzdvKmXmV0xMDBYWFtja2pKSksK6deuUY5aWliQlJSmBWk5t9qTnpXu6nZ5n7969rFmzRglGvLy8CAoKIjExEUhf1Ojy5csAeHh4sHnzZgAePHjA77//nm2+Ob3Pz1O+fHn++ecfIH3YcXa92TExMcpNlq1bt2bqUc6pHerVq8euXbuIi4sDYO3atbn+7DzNycmJoUOH8p///AcrKyu2bt3K1q1bDQ56z5w5kyl4vHbtGmlpadjb23P27FkePXrEwYMH2b9/P/v372fPnj0cPHiQR48esXbtWrZu3ZqvoBdQ8t6/fz/fffcdFStW5NdffwWgdevWnDlzRmmzAwcOKHOQW7Zsyf79+7l//z56vZ41a9bg4+MDQLly5Th69KjyOf/tt98MXgBOvBwlSzlwNzIx3/ncuZeEfZmcR18IIYR4xej16HSGPV7KJN8XTHp8RbYGDhxIixYtOHv2LLNnz2b69OnKHExzc3MmT56Mk5MT3t7e+Pj4YGtrm6nH1MbGhgULFhAQEEB8fDxqtZqhQ4fi6elJr169mDBhgrJo08CBA5k6daoyXLZVq1a5Xk3XyMiI77//nmnTphEUFIROp6No0aLMmTMHwOA5vtlp1KgR27Zto1WrVtja2lK/fn0iIyMBsLW1pX379rRr144iRYqwadOmbNvs6eG/OaV7up2ymus7bNgwZTujihUrsmTJEmVF5759+5KSkkKXLl2U9H379qVSpUqMHz+e0aNH4+3tTcmSJXFxccHKyirLa69SpUq27/PzDBs2jDFjxrBu3Tpq1arFe++9l2W6cePGMWTIEKytrfHw8Mg016Nr164EBAQQFBSUaSg7pA/Jvnz5Ml27ds20uFV+de/enVWrVrF7925atmyZq3Ojo6OZMmUKMTExmJmZoVarmT17NsWKFWP+/Pn4+Phkms9rbW1NgwYN2Lp1q7JQW4Zr167Rp08fkpKSSEpKonHjxvTv35+ePXvmeCwnpUuXpn///nTr1k2ZMjBlyhQgPbgdMmSIMse9bt26dO3aFYCePXty9epVZf52iRIllLnU4tVUw6UOv+8Jo7Rd/vI5eykNr1avxzZpQggh/udVnuP7pLFjx+Z4XKVSYWpqSqlSpahbty6urq65LkOlN3TjJCHEGyUpKQkjIyOMjIz4999/6dq1K7NmzSqwbZCEyEnGDaichkPnlVarJTY2FisrKzQaTYHn/7rZ8+sWGtRKpIh53u51xyekcfh0EZq3yN/cqreZfCYLjrRlwZB2LDivals2a9aMmOQ0Pv1uhUHpl47ohbWpUaF8LxvC09OTpKQkHj16BKR3oAHKCMBixYopo0dVKhUNGzZk/vz5uVrtWYY6C/GWunHjBp06daJdu3b06NGDHj16SNArxBvIvZ4new4loNXm/j63Vqvn14NxvF+34BZeE0II8eKkpukMerxsP/zwAyYmJgwePJjQ0FDlcfToUQYPHoyZmRlr1qzhr7/+YuDAgRw8eJB58+blqgwZ6izEW8rJySnPC4EJIV4f1tbWuNdrza4DO2nV2AojI8Pueaem6Qg5EIuLa9Nsp0EIIYR4helzMdT5JY8Bnjx5Mo0bN2bw4MGZXre1tWXw4MFERUUxZcoUli1bxhdffMGNGzf49ddfGTNmjMFlSI+vEEII8YYrZV8ajwa+bN8fz43bCeQ0y0mv13P9VgK/7I/Ho0E73nmnxAusqRBCiIKiJ307I0MeL3vu6z///KMstJkVJycnTp48qTyvU6dOpu1ADSGBrxBCCPEWeKdECdq270VMWg1++S2ZY6fi+Dc6haQkLYlJWh5FpxB6Mo5ffksmXl+Tdh16U6x48ZddbSGEEHmWi1WdX3Loa2VlxaFDh7I9fvDgQSwtLZXnCQkJmZ4bQoY6CyGEEG8JIyMjXGrWxqVmbe5FRHDxxiWSEuMBMDe3oEKVKrg/sfJ8TvteCyGEePW9Lqs6d+nShYULFyo7S5QvXx6AW7dusWbNGn7//XcGDhyopD9w4ECWu53kRAJfIYQQ4i1Uyt6eUvb2L7saQgghColeD1oDN/B52fv8DB48mKSkJH766Sf27NmT6ZhGo6FPnz7K/N/k5GQ6duxIlSpVclWGBL5CCCGEEEII8QbSvfwFmw2iUqn48ssv+eSTTzh8+DAREREAlC5dmnr16lH8iak3pqamdOjQIddlSOArhBBCCCGEEG+gtFdgq6LcKF68OG3bti2UvCXwFUIIIYQQQog3TMaqzoamfRUcO3aM33//nbt37wLpPb5Nmzalbt26+c5bAl8hhBBCCCGEeNO8Rvv4pqSkMHLkSPbu3Yter8fa2hqAmJgYli9fTvPmzZkzZw7GxsZ5LkO2MxJCCCGEEEKIN5BWpzfo8bItXLiQPXv28PHHH/Pnn39y7Ngxjh07xqFDh/jkk0/YvXs3CxcuzFcZEvgKIYR47cXHx3P//n3+/fdf2YJHCCGEAPS52MdX/5K7fLdv306HDh346quveOedd5TXixcvzpdffkn79u3Ztm1bvsqQoc5CCCFeS1qtlrALZ7l29QzWRVKwLKImTavnQTQYGRflfffGFCtW7GVXUwghhHhpDJ3jmx83b95k6dKl/PPPP1y+fBlHR0d++eWXXOVx//59XFxcsj3u4uLCjh078lVPCXyFEEK8dhISEti9KxiXytCmqRkqlWmm4zFxCRw5vIlyDu9TtVrNl1RLIYQQ4iV6QXN8L1++zIEDB6hZsyY6nQ59HoLtUqVKcezYMbp3757l8b/++otSpUrlvZLIUGchhBCvmZSUFH7duZ7mDYxxfNcclUr1TBprS2NaNrbhUeTfXL50/iXUUgghhHi59KRvZ2TIIz/9wp6enhw4cID58+dTrVq1POXRvn17du3axTfffMO1a9fQarXodDquXbvGxIkTCQkJydPevU+SHl/xVvP09MTY2BgzMzOSkpLo1KkT/fr1K5SygoKC8PHxoUSJEoWSf275+fnRu3dvvLy8lNfGjBmDk5MTffr0eWn1unPnDgcPHsz2jp8hzpw5w9KlS5k7d67B5/j5+REeHo6VlRVJSUk0adKEMWPGoFY/e38wMDCQmJgYxo8fr7y2adMm9u7dy6JFiwBYsGABISEhqNVqUlJS+OCDDxg9erSSXq/X06xZM8qVK8dPP/2Ubb1Onz7NtGnTuHDhAg0aNFDyz7Bo0SI2bdoEgI+PD8OHDwfSe0SnTJnC2bNnSU1NxcvLi5EjR6JSqQgNDaVv3744ODgo+axbtw4zMzN0Oh0zZszg4MGDaDQabG1tmTp1Ku+++y4XL15k8uTJPHz4ECMjI2rUqMHEiRMxMzMzuJ0LwrHQP2jkZoRFked/hTWoY8n2/UdxrFgFjUbzAmonhBBCvCL0oNMWfo9vVr+Vcuvzzz/n9u3brF+/ng0bNih5ZvQgd+jQgc8//zxfZUjgK956c+fOxdnZmcjISLy9vfHw8MhxjkFerVixAnd391cm8H1VhYeHs3bt2nwFvjVq1MhV0Jth3LhxeHl5ERcXh6+vL7Vq1cLb2zvX+YSEhHDw4EGCg4MxMzMjLS2NK1euZEpz5MgRrK2tuXjxIrdv36ZcuXJZ5lWyZEnGjRvH+fPn+eOPPzId++uvv9ixYwfbtm3DyMiIbt264erqStOmTfn+++/RarVs27aNtLQ0BgwYQEhICK1btwbAwcGBrVu3PlPe/v37OXHiBFu3bsXY2JhFixbx3XffMW/ePExNTZkwYQJOTk5otVpGjhzJDz/8wBdffJHrNsornU5H9MM7vFPTwqD0KpWKqhU1XLp4HueqNQq5dkIIIcSrRI9epzM47cuk0WgICAigT58+/PHHH4SHhwNQpkwZGjdujJOTU77LkMBXiP9nZ2eHo6Mj4eHhuLi4cP/+faZOnUp4eDjJycl4enoqvWkzZszg2LFjpKWlYWlpyZQpU3B0dATg5MmTzJw5k/j4ePR6PUOHDiUsLIyoqCiGDRuGmZkZAQEBlC9fnqlTp3LmzBkAWrVqxeDBg4H03sdq1apx5swZwsPDad++Pa6urixevJjIyEj8/Pz4+OOPAbhx4wbTpk3j4cOHpKSk0LVrVz766KN8t0dqairz5s3j6NGjpKamUqFCBSZPnoyNjQ1jxozB2NiY27dvc+vWLdzd3enevTuzZs3i7t27eHl5MXbsWCB9wYOJEyfy8OFD1Go1X3zxBV5eXiQlJTFmzBguXbqEkZER77zzDsuWLWPixIncvXsXX19f7O3tWbx4cbbtnV0eoaGhTJs2ja1bt/Lo0SNGjRrF/fv3AahevTrTp0/P8dotLS2pUaOGsnl6bt27dw8bGxtMTdPnnRoZGT3zBzs4OJjOnTtz/fp1Nm7cyLBhw7LMq1SpUpQqVeqZwBlg586d+Pr6UqRIEQA6derEL7/8QtOmTQkLC6NNmzaoVCqMjY1p0KABW7duVQLfnKSkpJCcnIyRkRFxcXHKnJoKFSooaTQaDTVq1ODy5cuGNEmBuXH9Oo5Z3yPIVsV3zdn1x1kJfIUQQrx1DJ7jC0RERNCsWbNsj+/bt68gqpQjJyenAglysyKBrxD/7+rVq0RHR+Pu7g6kD/vt378/devWJS0tjf79+7Nr1y5at25N3759lWGrO3bswN/fn6VLlxIdHc2gQYOYP38+bm5u6HQ6YmJi8PLyYtOmTUrvMsCsWbNISUlh27ZtJCUl0aNHDxwdHZUexrt377JixQri4uLw9PQkJiaG1atXExUVRatWrejUqRMWFhaMGDGCWbNmUbFiRRITE+nSpQsuLi64uLgwfvx4PD09s/0jNm3aNAIDA5XnERERyh+bpUuXYm5uTnBwMJC+v9rcuXOZOHEiAJcuXWLFihWoVCp8fHyIiYlh2bJlyrDaDz/8kEqVKjFq1Cg6depEt27duHHjBl27dsXZ2Znz588TGxvLzp07AYiOjgZg0qRJStCaIbv2PnjwYJZ5PGnbtm2ULVuWZcuWZZvmaVFRUYSFheXYk7l9+3aOHTumPH/8+DFVq1YF0occr1+/nmbNmuHm5kbdunVp06aNMiQ4OjqagwcP8u2333L37l369+/PkCFDcj1UKCIigjp16ijPy5Ytq7RFtWrVCAkJoWXLlqSmprJ3715iYmKUtLdu3aJDhw6o1Wo6duxIz549gfTh/6GhoTRs2BALCwvs7Oz4+eefnyk7ISGBDRs2MHLkyGzrl9OXZ0REBPb29rm6XoDHjx9Q2jZ3Q5ZVKhVqtWxxJIQQ4u2ix/DA9+Xv5Fv4JPAVb71hw4ahVqu5fv06Y8eOpVixYiQkJHDkyBEePHigpEtISOD69esAHDp0iJUrVxIfH49Op+Px48cAnDp1CgcHB9zc3ID0OQ+2trZZlnvkyBFGjx6NWq2mSJEitG/fnkOHDimBb8uWLdFoNNjY2FCuXDmaNm2KSqXCzs6OokWLEh4ejrGxMVeuXGHEiBFKvvHx8Vy9ehUXFxf8/f1zvPaMob0ZxowZo/x77969xMbGsnv3biC9B7hMmTLK8WbNmik9mpUrV6Zhw4YYGxtjbGxMxYoVuXnzJvb29pw/f541a9YA6T2GtWvX5vjx49SuXZurV6/y7bffUrduXRo3bpxtPbNrbycnp+fmUbNmTYKCgggICMDNzS3HcqZNm8bcuXO5fv06PXv2pGLFitmmbdu2bZZzfAFKlCjB9u3b+eeffzhx4gSrV69m5cqVrF+/HhMTE7Zv307jxo2xtrbG2tqa4sWLc/DgQZo0aZJtebnVr18/Zs+eTefOnbGyssLFxYWjR48C6UHxH3/8gZWVFffu3aNv374ULVoUb29vzp49y+XLl/njjz+wtLRk9uzZTJw4kdmzZyt5p6SkMHz4cBo2bEjz5s0LrM6GUKnUefpyVvHsAlhCCCHEGy2Xqzrb29u/kF5dSP8Nl9XilDlRqVScP5/3BSsl8BVvvYxe2MOHD/P555/j4eFB2bJlAVi/fr0S3GW4e/cuU6ZMITg4mPLlyxMWFlYgQ4uf9mS5arU603ONRkNaWhpGRkbY2NhkOVczv/R6PRMmTKBhw4ZZHjcxMclUn6zql5WMP3LlypVjx44dHD16lCNHjjBr1iy2bNnyTPqc2tuQPFxdXdmyZQuHDx9mz549zJs3jy1btmS50FHGjYCwsDB69uxJgwYNcHV1xc/PD0jvUV24cGH2jfYEjUZD7dq1qV27Nr169aJ+/fpcvnyZatWqERwczIMHD/D09ATSb1Zs3LiRJk2a0K1bNxITEzExMWHDhg05lmFvb59pOPadO3eUXlQzMzO+/vpr5diSJUt47733gPSh3BlKlSpFmzZt+Pvvv/H29mbLli14eHhgbW0NQIcOHfjkk0+U9KmpqQwfPpwSJUpkCvyzktOXZ069wTkpVqwE9yPPUSoXU+V1Oj1avXzdCSGEePsYvLjVCzZo0KBcB775Jb8EhPh/9evXp3v37sydO5f//ve/uLu7s2TJEmW4a2RkJHq9ntjYWIyMjChRogR6vZ5Vq1Ypebi6unLz5k2OHz+eaaizra0tFhYWxMbGKmnr1atHcHAwdevWJTExkW3btvHZZ5/lqs4ODg5YWlqyceNGOnXqBKTPqbWxscm2p9lQXl5eBAUFUadOHczNzUlMTOTOnTtUqlTJ4DwsLS2pWrUqmzZtokuXLty8eZO///6br7/+mnv37mFtbU2zZs1o1KgRe/fuJSIiAktLy0ztlFN7Z5fHk27fvo2dnR3e3t40btyYevXqkZCQgJWVVbb1dnJyYujQofznP/9h8+bNub6xcObMGWxsbChfvjwA165dIy0tDXt7e86ePcujR484ePCgMrQ5JiaGJk2a8OjRI9auXWtwOa1atWLy5Ml89NFHGBkZsXHjRuXzGhcXh0ajwdzcnNu3b7NmzRplReioqCjeeecd1Go1cXFx/Pbbb3z44YdA+s2EAwcO8Mknn2BiYsJvv/1G5cqVAUhLS2PEiBHY2NgwZcqUF/6FBVCu/Lv8c1JFjVxM/wm7mkDlKvUKr1JCCCHEK0ivB22aYYtb5WHr3Xx5kQtjZpDAV4gnDBw4kBYtWnD27Flmz57N9OnTlQWCzM3NmTx5Mk5OTnh7e+Pj44OtrW2mocI2NjYsWLCAgIAA4uPjUavVDB06FE9PT3r16sWECROUxa0GDhzI1KlTadu2LZAexOR2BWEjIyO+//57pk2bRlBQEDqdjqJFizJnzhyA587xzUnfvn1JSUmhS5cumV7LTeALKENlV65ciUqlwt/fn9KlS3PgwAG+++479Ho9Wq0WX19fnJycSEtLo1KlSrRp04ayZcuyePHibNv74sWLWeYRGhqqpDl27BhBQUGo1Wq0Wi1fffVVjkFvhu7du7Nq1Sp2795Ny5Ytc3XN0dHRTJkyhZiYGMzMzFCr1cyePZtixYoxf/58fHx8Ms3ntba2Vhafyli0LMO1a9fo06cPSUlJJCUl0bhxY/r370/Pnj1xd3endevWymfI29ubDz74AEgP+IcNG4ZGo0Gj0TB27Fhlfvnu3btZs2YNGo0GrVarzBkH6NmzJ1evXsXX11e54TBp0iQgfTGt3bt3U6VKFdq3bw9A7dq1lXnfL4JKpaJkKQfC792kTKnnb6Ok0+m5fENPu46VX0DthBBCiFeJHt0LWNU5MTGRAwcOAOm7c8TFxRESEgJA3bp1KVasWK7z1Ov1RERE8M4772QaZZgfKr3+Rcf3Qggh3nYZN2PyMpdIq9Xyy7a1NHaDojbZfxnq9Xr2HorFqboX5cq/m+e6vs20Wi2xsbFYWVnJPsj5IO1YcKQtC4a0Y8F5VduyWbNm3I9JwrX3DIPSn/xpNCWszfL0vXznzp1sO1kytvPMrQcPHtCoUSOWLVtGvXoFM2pLenyFEEK8VjQaDa19OvPrrk2Us4ujeuUiGBllXhE7IjKJY2eSqVXbU4JeIYQQb60XMce3bNmyXLx4scDzLej+WQl8hRBCvHZMTExo064rt2/dZM+RY6CLxcxURVqansRkNbbFytK8VX1lj2MhhBDibaPPxarOr+IY4IJeS0QCXyGEEK8llUpF+XcrUP7dCuj1epKTkzE2NgbSF0V7ekV2IYQQ4m1j8HZGryDp8RVCCCGeolKpMDNLX+xKq9W+5NoIIYQQrwb9axr42tjYsGLFCmVhzoIgga8QQgghhBBCvGlyMdQ5H4s6FwpjY2Pq1q1boHlK4CuEEEIIIYQQbxg9etJSDRsFpX/VIt9CIIGvEEIIIcQLptVq+ffff0lLS8PIyAhbW1uMjORnmRCiYL3Oc3wLmvyFFUIIIYR4AWJiYjh9KpSE+AdoVCkUtVZjbKwnLQ3+jdGTpjPBzLwotWrXp2jRoi+7ukKI191rPNS5MEjgK4QQQghRiBITE/nzjxAszRNwrWqGjZUpkPWq43HxMZw8sYXYRAsaN/XG0tLyxVZWCPHG0JOL7YwKtyqvBAl8hRBCCCEKydUrYZw/c4im7uZYWVo9N72lhRGN3rckITGN3/evx+E9N5yruryAmgoh3kR67dsQ0hpG/bIrIIQQQgjxJjp/9hR3bx6hjacVVpbGuTq3iLkR3k2tiHnwN6dOHiukGgoh3mj/P9TZkMfb0OUrga8QQgghRAG7fesGUXdP0Oh9S1QqVZ7zca9lSeLjs1y5fLEAayeEeDsYFvSmD4d+8yNfCXyFEEIIIQpQamoqf/+1n8Z1C2Z+roerJefPHiIpKalA8hNCvB30etClag166N/8uFcCXyGEEEKIgnTk0H4a1jFBrc57T++TVCoVTeqacejg7gLJTwjx9tDr9AY93gayuJUQQgghRAFJS0sjLuYu7xQr2NWYbayMSUt5SHJyMqamWa8ILYQQT5PFrf5HenxfM56enrRs2RJfX19atmzJkiVLCq2soKAg7t+/X2j555Zer2flypW0bduWVq1a0aFDBz755BOOHj1aqOXGxMTkqp379u3LtWvXcl1OlSpV8PX1zfTaxo0bqVKlCkFBQbnOb8aMGQQGBgKwZs0afvzxx+eeExoayh9//JHrsgAuXbqEp6dnlscCAwPx8PDA19dXefz3v//NUzmGCAwMJDk5OVfnhIaG4uLigq+vL23btqVz586cOnUq2/RVqlQhJiYm02uenp5cuHABgIsXL9KrVy/atWtHmzZt6NSpE5cuXcqUPuP9PX78eI51mzp1Kp6enlSpUkXJ/3nHkpOTGThwIC1btqRdu3Z8/PHH3Lx5Uzn+8OFDPv30U1q0aEGbNm3466+/nin3yJEjODs7Z/r8JSYmMmLECJo3b07Lli0JCQnJse5CvG3Cws7iXLFwfl65VNZw5vTfhZK3EOLNJD2+/yM9vq+huXPn4uzsTGRkJN7e3nh4eODiUvBbHaxYsQJ3d3dKlChR4Hnnxdy5cwkNDeWHH36gVKlSAJw+fZpz587h4eGRr7zT0tIwMsr6f4eMwLdfv34G5fXDDz/kuR4ajYazZ89SvXp1ID0wyvh3fnTv3t2gdMeOHSMmJobGjRvnu8yntW3blvHjxxd4vllZsGABvXv3znWviIODA1u3bgVg5cqVjBs3jp07d+apDiNHjmTo0KE0b94cgIiICExMTDKlCQ4Opl69egQHB+Pm5pZtXi1btuSzzz6jR48euTrWtWtXGjdujEqlYuXKlXz99df8/PPPAMyePZtatWqxdOlSTp8+zeDBg9m3bx/Gxukrz8bGxjJnzhyaNGmSKc+lS5diYmLCnj17uH37Nl26dMHd3Z2iRYvmroGEeEOF376Gl4d5oeRdqqQZpy7dKZS8hRBvIL0etDrD077hJPB9jdnZ2eHo6Eh4eDguLi7cv3+fqVOnEh4eTnJyMp6engwfPhxI7/07duwYaWlpWFpaMmXKFBwdHQE4efIkM2fOJD4+Hr1ez9ChQwkLCyMqKophw4ZhZmZGQEAA5cuXZ+rUqZw5cwaAVq1aMXjwYAD8/PyoVq0aZ86cITw8nPbt2+Pq6srixYuJjIzEz8+Pjz/+GIAbN24wbdo0Hj58SEpKCl27duWjjz7K8Vrj4+NZtmwZW7ZsUYJeABcXl2yD/tDQUKZMmULVqlU5f/48JiYm+Pv74+zsTGhoKJMnT6ZmzZqcO3eOzz//nLJly+Lv7098fDympqaMHTuWOnXqMHHiROLj4/H19UWj0bBp06Yc29rT05OFCxfi7OyMn58f1atX559//iEqKor69eszefLkbK+zU6dOSrB7/fp10tLSqFSpknI8NTWVefPmcfToUVJTU6lQoQKTJ0/GxsaGqKgoxo4dS0REBCVLlqRo0aLKexwYGEhMTAzjx4/n4sWLfPvttyQlJZGcnEybNm0YOHAgFy5cYO3atWi1Wo4dO0bz5s0ZPHgwBw8eZNGiRSQnJ6NWqxk1apRyoyEwMJDt27djaWlJo0aNcnwPsxIREUHHjh05cOCAEhSOGTMGZ2dnevfuzenTp5k9ezZxcXHodDr69+9P69atuXPnDu3bt6dXr178/vvvxMbG8vXXX9OkSRO++eYbAHr27IlarWbZsmXs37+f5cuXY2xsjE6nY+rUqdSsWTPHutWrV4/Zs2fn+poy3Lt3Dzs7O+W5vb19puPXrl3jzp07BAcH4+PjQ1xcHJaWWQ+NfP/997MtJ7tjpqammYLWmjVrsmzZMuV5SEgIu3enzxd0cXGhZMmS/PXXX9SvXx+AyZMnM2DAAPbs2ZMp3127duHv7w9AuXLlqFu3Lnv37qVz587Z1lGIt4lOm4hGY/L8hHmgUqlALwtcCSEM97b05hpCAt/X2NWrV4mOjsbd3R1IDxj69+9P3bp1SUtLo3///uzatYvWrVvTt29fRo8eDcCOHTvw9/dn6dKlREdHM2jQIObPn4+bmxs6nY6YmBi8vLzYtGmT0rsMMGvWLFJSUti2bRtJSUn06NEDR0dHvL29Abh79y4rVqwgLi4OT09PYmJiWL16NVFRUbRq1YpOnTphYWHBiBEjmDVrFhUrViQxMZEuXbooAez48ePx9PSkWbNmz1yriYkJFStWzFUbXb58mfHjxzNz5kx27tzJ8OHD2bVrl5LnxIkTmTZtGikpKbRo0YIpU6bQqFEjjh8/zpAhQ9i9ezeTJk2iffv2Sk/g89r6abdu3WLFihWkpaXh7e3NyZMncXV1zbK+zZs3Z+nSpSQnJ7Nx40Y6duyYabjt0qVLMTc3Jzg4GICFCxcyd+5cJk6cyNSpU6lRowZLly4lMjISX19fJfB9UpkyZfjpp58wMTEhKSmJbt26Ub9+fWrVqkW3bt2UABng9u3bLFiwgKVLl2JpacnNmzfp2bMn+/fv5/Dhw4SEhLBp0yYsLCz48ssvc3wvtm/fzrFj/9uLsn///nh7e+Ps7Mz+/ftp1aoV8fHx7N+/n9GjRxMTE8M333zDkiVLKFmyJI8ePaJjx47Url0bSO+RrFKlCkOGDOGPP/7A39+fJk2aMHnyZNatW8eqVauwtrYGICAggF27dlGyZElSU1NJSUnJsa6QHhhmfLazkxFcZ4iKilL+PXDgQHr16kXNmjWpVasWLVu2pGrVqsrx4OBgfH19sbOzw8PDgx07dtC1a9fn1iuvVqxYoQxF//fff0lNTc00mqNMmTLcvXsXSL92tVpNs2bNngl87969S+nSpbM872lP/3/8pIiIiGduBgjxJlCRBhRO4Juef2qh5S2EeMPoczHH9y2IjyXwfQ0NGzYMtVrN9evXGTt2LMWKFSMhIYEjR47w4MEDJV1CQgLXr18H4NChQ6xcuZL4+Hh0Oh2PHz8G4NSpUzg4OCjDLNVqNba2tlmWe+TIEUaPHo1araZIkSK0b9+eQ4cOKcFBy5Yt0Wg02NjYUK5cOZo2bYpKpcLOzo6iRYsSHh6OsbExV65cYcSIEUq+8fHxXL16FRcXF6UnKStP7oOYlJRE165dSU1NpWTJktnOgS1Tpgz16tUDwNvbm2+++YaIiAjgf71VANevX0etViu9lm5ubhQvXpwLFy5k6mHOaNec2vpp3t7eGBkZYWRkhLOzM7du3co28DUzM6Nhw4bs2rWLkJAQtmzZkinw3bt3L7GxsUpPXWpqKmXKlAHg6NGjys0NOzu7bOfbJicnM2nSJMLCwlCpVNy7d48LFy5Qq1atZ9L+8ccfSrCbQaVScffuXY4cOULr1q2VXspu3bpx4sSJLMuE7Ic6d+zYkU2bNtGqVStCQkLw8PCgaNGiHDhwgNu3b9O3b99M6a9du0a5cuUwNTWlRYsWALi6unL79u1sy65Xrx5fffUVH3zwAY0bN8bBwSHLdNevX8fX15cHDx6QlpbGhg0bss0TyBRcA5na/JNPPqFdu3YcPXqUv/76i549e+Lv74+3tzdpaWls3bpVGXbcqVMnFi1aVGiB7+LFi7l165ZBc8Xv37/Pf//7X6VuQojcUakK99djwawTLYR4W+jTtC+7Cq8MCXxfQxm9sIcPH+bzzz/Hw8ODsmXLArB+/fpn5jXevXuXKVOmEBwcTPny5QkLC3vu0OK8eLJctVqd6blGo1Hm0drY2GTqPTVExYoVSU5O5tq1azg6OmJmZsbWrVsJDQ1l2rRpQPoiPxkL9MycOTPLfFQqlRJAFylSJMcynwy0n6T//zkQWbV1Vp5uB6025z9AnTp1on///jRq1OiZoa96vZ4JEybQsGHD55abXf2/++47ihYtyubNmzEyMmLw4ME5LgTVoEED5syZ89zy8qp58+ZMnTqVqKgoNm/ezGeffQakX2ulSpVYu3btM+fcuXMHExMT5RrVanWO7RoYGMjZs2c5duwY/fr1Y9iwYfj4+DyTLmOOb2pqKpMmTWLUqFGsW7eOH374gR07dgAwatQog4d1v/POO7Rp04Y2bdpQpkwZtm3bhre3N7///jsxMTGZrjUqKopLly5x/vx5li9fDkCvXr3o1KmTQWVlZ+nSpezevZugoCDMzdPnHRYtWhQjIyPu37+v9PqGh4dTunRpzp07x/3792nfvj2Q3ju8f/9+/v33X4YPH07p0qW5e/cuJUuWVM7L7vO4b9++bOuVU2+wEK8zvb5w1w3Vy7qkQohckFWd/0f+er7G6tevT/fu3Zk7dy4WFha4u7tnWn04MjKSe/fuERsbi5GRESVKlECv17Nq1SoljaurKzdv3lRWldXpdERHRwNgYWFBbGyskjZjER69Xk9CQgLbtm2jQYMGuaqzg4MDlpaWbNy4UXnt5s2bSpnZsbCw4OOPP+brr78mMjJSeT0xMVH599dff83WrVvZunUrVapUAdJ/lGes+hwSEkLx4sWf6cHNqJdOp+PQoUMAnDhxggcPHuDs7IylpSVJSUnK8Nic2rog1KxZkwEDBtC/f/9njnl5eREUFKRcd2JiIpcvXwbS35+Mdo2KimL//v1Z5h8TE0OpUqUwMjLi2rVryjUDWFpaEhcXpzxv2LAhhw8fJiwsTHnt9OnTQPrnLyQkhLi4OPR6PevXr8/T9ZqamtKqVSsWLFjArVu3lKDS1dWVO3fucPjwYSXthQsXDBqm/ORnNy0tjVu3blGjRg0+/fRTWrZsqVxDdoyNjRk/fjz37t1j79699OvXT/lsGRr07tmzh9TUVKUOFy9epHz58kD6MOdx48axf/9+9u/fz2+//UafPn0IDg5WhtVv3bo130Hv8uXL2bFjB8uXL8/UMw3pc/QzbiqcPn2ayMhI3n//fZo2bcrhw4eVurVs2ZKBAwcqc9ifPO/27dscO3ZMglghnqBXFd4wZwB9IQ6jFkK8WfR6w1Z01uv0SsfOm0x6fF9zAwcOpEWLFpw9e5bZs2czffp02rRpg0qlwtzcnMmTJ+Pk5IS3tzc+Pj7Y2tri5eWlnG9jY8OCBQsICAggPj4etVrN0KFD8fT0pFevXkyYMEFZ3GrgwIFMnTqVtm3bAuk/gJ83B/JpRkZGfP/990ybNo2goCB0Oh1FixZVehSzm+MLMHz4cFasWMFnn31GamoqRYsWpUiRIpmGTT+tUqVKbN68GX9/f4yNjfnuu++y7Ak1MTEhMDAQf39/AgICMDU1Zd68eVhYWADQvn172rVrR5EiRdi0aVO2bZ1VUJ0XvXv3zvL1vn37kpKSQpcuXTK9VqlSJcaPH8/YsWPx9vZW5o1mZcCAAXz11Vds3ryZ8uXLZ0rn5eXF1q1b8fX1VRa3mjNnDhMnTiQxMZHU1FSqVq2qrPZ7+vRpOnbsaNDiVk/P8XV3d2fcuHFA+nDnzp0707dvXzQaDZD+2fz++++ZMWMGAQEBpKWlYW9vz6JFi57bfp988gmffPIJZmZmLF26lHHjxvH48WM0Gg3FihVj+vTpz83D3Nyc4cOHExgYiJeXV7Y96NnZvXs3s2fPxsTEBJ1Oh4uLC0OGDCEyMpIjR448U4e2bdvSp08fRo0a9czqz9988w2///47Dx484NNPP8XCwkKZe5vdsXv37hEQEEC5cuXo1asXkP45zxi+PWrUKL766itatGiBsbExs2bNUlZ0zsmnn37KuHHj8PLyQqPRMGHCBIoVK5arthHiTVbEoijxCY+wKFLwP7FSUnUYmVgUeL5CiDeX9Pj+j0r/NoT34q2UMQw6t8OqhRCFL+PmVk7DofNKq9USGxuLlZWVciNF5I20Ze7dj4ri6oUdeLhmvUp7fpw8F0+Jsp6ULVe+wPN+XchnsmBIOxacV7UtmzVrxt2oOIo5DTEo/aOw+ZQuaVko38uvChnqLIQQQghRQEqULMn9f40LfNigXq/nTqSaMmXLFWi+Qog3mJ70fXwNebwFXaES+Io3lru7u/T2CiGEeOFq1KzHX//EF2iep8MSqOxUJ9fTLoQQbzdD5/i+DSTwFUIIIYQoQBUcKhKTVJyH/2a/Yn5uxMSlcveBJVWcqhVIfkKIt4QedKk6gx7S4yuEEEIIIXKtcdNWHDyuJTYuNV/5JCZp2Xc4mQ+atSmgmgkh3h569FrDHm9D5CuBrxBCCCFEATMxMaGVT1f2HdUScT9vPb8PHiUT8kcSLVp3wczMrIBrKIR4K+h0hj3y6erVq3z88cfUqlWLBg0aMHPmTIO2oHyRZDsjIYQQQohCYGZmRlvfHhz8Yw+XroVTr7YlJsbP73NIS9Nx7HQCSWklaePbwqCtxoQQ4ml6veHbGeVnPb7Hjx/Tu3dvKlSoQGBgIJGRkQQEBJCUlMQ333yT94wLmAS+QgghhBCFRKPR0Khxc65du8q+o/9grI6l0rtqSpU0w9Tkf1ufpKTqiLyfxOWbWpJSLalZqzllypZ9iTUXQrwJXsTCVWvXriU+Pp4FCxZga2sLpG/zNGnSJPr374+dnV2h18EQEvgKIYQQQhSyEiVK4ujYkeTkZG5cv8KfJ2+SmpKASqVHjwojY3NKlapC3QbvYWlZ8HsACyHeTob2+ObHH3/8Qb169ZSgF6B169ZMnDiRQ4cO0dAVF2wAAGfzSURBVLFjx0KvgyEk8BVCCCGEeEGKFClC1WouVK3m8rKrIoR40+n1hs/fzcdY52vXrtGpU6dMr1lbW1OiRAmuXbuW53wLmgS+QgghhBBCCPGG0etiiXu41OC0ERHxNGvWLNs0+/bty/L1mJgYrK2tn3ndxsaGx48fG1bZF0ACXyGEEEIIIYR4g9jb2+fyDGuioqIKpS6vCgl8hRBCiFzS6/VcvXKZK5fPAGmoAFRGVK5SiwoOjqhUqpdcQyGEEG+zlStXvrCyrK2tiY2Nfeb1x48fY2Nj88Lq8TwS+AohhBAG0uv1/HXsTyIjrlGxnIrm9Yug0aR/laal6bhw5U9+Of0nZcpVwbW2uwTAQggh3niOjo7PzOWNjY3l/v37ODo6vqRaPev5m8kJIYQQAp1OR8jOjZSwvEnbZpZUrWyBRvO/wNbISE0NJ0vaNrPEyugye37dij4/GyMKIYQQr4HGjRtz+PBhYmJilNdCQkJQq9U0aNDgJdYsMwl8hRBCiOfQ6/Xs3b2NWlWScShv/tz0lRyL4FQhjt/273oBtRNCCCFenm7dumFhYcGgQYP4888/2bhxIzNnzqRbt26vzB6+IIGvEEII8Vx3bt+muHU09nZmBp9Tvow5ZppIoiIjC7FmQgghxMtlY2PDTz/9hEajYdCgQcyZM4cPP/yQMWPGvOyqZfJCA19PT09atmyJr68vLVu2ZMmSJYVWVlBQEPfv3y+0/HPLz88PT09P5dr/85//AHDnzh3c3Nyee35MTEyu2svT05MLFy48N50h7RQXF4erqyvjxo0zqOzQ0FD++OMP5XlkZCQ9evQw6NwXmefzrFmzhrZt2+Lr60urVq0YOXKkcszX15e4uLhCK9vPz4+9e/cCMG/ePLZt21Yo5Xz00Uc0b948X8Mx3d3duXPnTrbHN27cSJUqVTh+/Hiey3jR7ty5w5o1azK91rdv3wLdiy40NBQXFxd8fX1p27YtnTt35tSpU9mmr1KlSqYhRJD5//OLFy/Sq1cv2rVrR5s2bejUqROXLl3KlN6Q9+Lff//F19dXebRs2ZKqVasSHR0NpPd8BgYG0rJlS9q2bYufn1/eGuA1c/ZMKC5OFrk+r3Y1C06dOlwINRJCCCFeHRUrViQoKIh//vmHw4cPM3r0aExMTF52tTJ54YtbzZ07F2dnZyIjI/H29sbDwwMXl4LfxH3FihW4u7tTokSJAs87r8aNG4eXlxePHz+mQ4cO1KxZk8qVKxt0bkbg269fvwKtkyHttGvXLqpVq8aePXsYP348FhY5//g7duwYMTExNG7cGAA7OztWr16dr3oWRp45OXPmDD/++CMbN27E1tYWvV7P+fPnleNbt24ttLKfNnTo0ELJ98aNG9y4cQMbGxuOHTuGu7t7oZQTHBxMvXr1CA4ONugmT27o/n9TdrW6YO/hhYeHs3btWrp376689sMPPxRoGQAODg7KZ2nlypWMGzeOnTt35imvkSNHMnToUJo3bw5ARETEM184hrwXRYsWzfT5Xrp0KX/99Re2trZA+t+Mixcvsn37dkxMTF6pG4yFJSEhARNNHMbGz+5R+DxmZhr0adEkJydjampaCLUTQgghhCFe2qrOdnZ2ODo6Eh4ejouLC/fv32fq1KmEh4eTnJyMp6cnw4cPB2DGjBkcO3aMtLQ0LC0tmTJlirJC2MmTJ5k5cybx8fHo9XqGDh1KWFgYUVFRDBs2DDMzMwICAihfvjxTp07lzJkzALRq1YrBgwcD6b1r1apV48yZM4SHh9O+fXtcXV1ZvHgxkZGR+Pn58fHHHwPpwcK0adN4+PAhKSkpdO3alY8++ihX125jY0ONGjW4fv36M4HvyJEjuX79Oqmpqdjb2+Pv70+JEiX4v/buO77G83/8+OucDERIxAgl1EoQIkHtGkERiaSovWrXKm0+TYza1C6hLVWtPUOE2rVLRGsXqYoVCTGyE5nn/v2RX+6vI1sTI30/Hw+Pz+fc47qu+zrXnZ73fY176tSpxMbG4urqioGBATt37syyzl6U2XHLly9PV081a9ZMd763tzcjR45ky5Yt7Nu3j08++QRIXa1t7ty5XL58Ga1Wi62tLf3792fLli2kpKRw7tw52rVrh5ubG25ubvz555/88MMPPHnyhClTpgAQGxtL69atOXDgAE+ePGHatGnEx8eTkJCAs7MzI0eO5MaNG1mmCXDq1CkWL15McnIyZmZmTJs2jWrVquHv78/MmTNp0KABFy5cICUlhblz51KnTp0sv6PQ0FCKFi2qBvkajQZbW1t1v42NDX/88QfFixfnwoULTJ8+HZ1OR+3atbl27RqTJk2iUaNG9OvXj9q1a3P58mUeP35M06ZNmTFjBgB79uxh3bp1JCUlodPpGDduHI6OjunK4unpSY0aNRg4cCDLli0jMDCQ+Ph47t+/T6lSpfDy8sLc3JykpCRmz56Nn58fZmZm1KtXj2vXrrF+/foMr3HHjh107tyZMmXK4O3trQa+Dx48wM3Njf79+3P8+HGio6OZPHkyLVu2BFJfXr5w4UIMDQ358MMPs6zH27dv8+DBA7y9venUqRMxMTGYmpoCEBgYyMSJE4mJiaFy5crExcXh7OxMly5dePz4MZ6enjx69IiyZctiZmZGlSpVGDNmDMuWLePmzZvExcXx8OFDfvnlF27evMn3339PQkICWq0Wd3d3GjduDICXlxd79uyhePHiNG/enD179nD06FGSk5MZPnw44eHhJCQkUKNGDWbOnImJiQlTp04lJCQEV1dXypUrx4oVK3B0dOS7776jZs2a3Lt3j6lTp/Ls2TO0Wi1jxoyhbdu2atsYP348v/32G2FhYYwaNYquXbtmWU8ATZo0YeHChdkel5lHjx7pzaN5+f19WX0XWfH29tYb7bB69WrWrl2rBtVv08PF/PLw4UOsyr366szvldHw5MkTKlSokIelEkIIIUSuKK9R69atlevXryuKoii3bt1S2rZtqzx79kxRFEUZNGiQ4u/vryiKoiQlJSmDBg1S9u3bpyiKoh6jKIry66+/KoMGDVIURVHCw8OVJk2aKH/88YeiKIqSkpKihIeHp8tLURRl/vz5yhdffKGkpKQosbGxiqurq7J3715FURSlb9++ypgxY5Tk5GQlIiJCqVevnjJ9+nRFp9Mpjx49Uuzt7ZXIyEglOTlZ+fjjj5Vbt24piqIocXFxirOzs3L58mVFURRl4sSJym+//Zbhtfft21c5fPiwoiiK8vDhQ6VZs2aKn5+fEhQUpNSvX1897sVrXblypfL1118riqKkOy67Onvx+nN6XEb++ecf5cMPP1SSk5OV3377TenRo4e6z9PTU5k6daqSkpKiV3YvLy9l1qxZ6nEvlj0kJERp3LixkpCQoCiKonh7eyujR49WFEVRoqOj1e3Pnz9XXF1dlYsXL2ab5tOnT5WGDRsqAQEBiqIoiq+vr9KxY0dFp9MpZ8+eVWrWrKlcunRJURRF2bRpk9p+shIXF6f07NlTadasmfL5558r69evVyIiItT91tbWSmRkpJKQkKC0aNFC8fPzUxRFUfz8/BRra2vl7NmziqKkfu8jR45UkpKSlOfPnyutW7dWLly4oCiKooSFhSk6nU69nqZNm6rX/2J78fDwUH755Re1Hlq3bq2EhYUpiqIo48aNU1asWKEoiqJs2LBBGThwoJKYmKgkJiYqAwcOVPr27Zvh9SUnJyvNmjVTbt26pTx79kypX7++EhUVpZbF2tpaOXDggKIoinLixAnlo48+0qvrf/75R1EURdmyZYtibW2tBAUFZZjPvHnzlAULFiiKoiijRo1StmzZou7r0qWL4u3trShK6t+D2rVrKzt27FAURVHGjBmjLF26VFEURXn8+LHStGlTxcvLS62DZs2aKU+ePFEURVHu37+vdO/eXYmOjlYURVHu3r2rNGvWTElISFCOHTumdOrUSYmOjlZ0Op3i6emptG7dWlEURdHpdGo96nQ6ZcqUKcrKlSsVRVGUs2fPKp07d9a7lhfvlW7duimbN29WFEVR7ty5ozRs2FB58OCBoiipbWP16tXqddnb2ytJSUnp6ublPJYvX65MmDAhw3pMS9fZ2Vnp3Lmz+s/W1lYt0+rVq5W6desq/fv3VxYvXqxcu3Ytx99FZs6fP680bdpULX90dLRSq1YtZdWqVUq3bt2Ubt26qX9HM+Lo6Jjpv5o1ayqOjo7ZluFVJCcnK+Hh4UpycnKepHft2lXl7vW1ihLl/Ur/bl76Rf3vxrsmr+vyv0rqMe9IXeYNqce8I3X57njtPb7jxo1Dq9Vy584dJkyYgIWFBXFxcfj5+fH06VP1uLi4OO7cuQPA6dOn2bBhA7Gxseh0OiIjIwG4dOkSlStXVofsabVadTjey/z8/PDw8ECr1WJiYoKbmxunT5/GyckJgPbt22NgYICZmRlWVla0atUKjUaDpaUlJUqUIDg4GCMjI27dusUXX3yhphsbG0tgYCB2dnbMnj07y2ufM2cOy5Ytw9DQkJEjR9K4ceN0cyP37NmDr68viYmJJCQkUKJEiQzTyq7OcntcZry9vXFzc8PAwICWLVsydepUAgMDqVq1KseOHWP79u3qMFMLC4ts0ytXrhy1atXiyJEjdOzYER8fHwYPHgxAQkIC06dPJyAgAI1Gw6NHj7hx4wb29vZZpnn58mWsra2xsbEBoHPnzsyYMYPQ/7+gTMWKFalbty4ADg4O/Pzzz9mWs0iRImzatIkbN27w559/cujQIVatWoWvr69eG7t9+zYGBgZq72Ljxo2pWLGiXlpOTk4YGhpiaGhIzZo1uX//Pg4ODjx48AB3d3dCQ0MxMDAgMjKSoKAgqlatmmXZmjdvrrYLe3t7dR6nn58fnTt3xsjICAA3Nze8vb0zTOPEiRNUqFBBzatp06bs2bNHnTddqFAhPvroI7XOgoKCgNR7ztrammrVqgHQrVs3Zs6cmWEeycnJ+Pr6qj3OXbt25fvvv6dHjx7ExMQQEBCAm5sbkDovpH79+uq5Z8+excPDA0jtUWzVqpVe2i1btqRUqVIAnDx5knv37tGnTx91v0ajISQkBD8/Pzp06KD2bHbt2hV/f38gda7qmjVrOHHiBCkpKURHR+Pg4JBJrf+fmJgYrl+/rs4Bfv/996lXrx5//vkn5cuXB8DFxUW9LkNDQ54+fUrZsmXTpXXnzh1cXV15+vQpycnJbN++Pcu8N27cSPHi/zfc9sURAoMGDaJz586cPXuWP/74gz59+jB79mycnJyy/C6y4u3tjaurK4aGae+pTSY5OZn4+Hi2b9/OgwcP6NmzJ1WqVKFGjRrZVd07y9ioEEnPda98fmISFH/L5jkJIYQQ/zVvbI7vmTNnGDFiBI0bN1aHf23bti3dHKiQkBBmzpyJt7c3FStWJCAgINdDi3PixXy1Wq3eZwMDA5KTkzE0NMTMzOyV53emzfHNzJ9//sn69evZunUrJUuW5MiRI3h5eWV4rPL/FyPKqM5e5biMJCUl4evri6GhIb/++isAz58/x9vbWw1KXkXXrl3ZuXMntWvX5t69e+pw2cWLF1OiRAl8fHwwNDRk9OjRJCQkvHI+aV7+blNSUnJ0nkajoVatWtSqVYt+/frh5OTEuXPn1IAwq/Myy9/AwEDN/4svvuDLL7+kQ4cOADRs2JDExMRcXc+L6WVXjhd5e3tz584dNXCKj4/nwYMHauBrbGysnp9VnWWVx/Hjx4mKimLIkCFAalt8/PgxN2/e5L333stVWi/vMzEx0fvcrFkzFi1alOn5GaWzZ88e/P392bBhA6ampqxbt46zZ89mm0ZOyvdym0tOTs7wvLQ5vklJSUyfPh13d3e2bt3KqlWr2Lt3LwDu7u7ZDilPU6pUKZydnXF2dqZ8+fLs3r0bJyenLL+L69ev88svvwDQv39/dVh2bGws+/fv13t4Ym5ujomJCa6urgBUqFCBevXqcfXq1QwD3yNHjmRa1jZt2uTomt4GpUqX5up5hWqVX+380GcK79fM/sGgEEIIIfLPG3udUdOmTenVqxdLliyhaNGiNGrUSG/V4tDQUB49ekR0dDSGhoaULl0aRVHYuHGjeoyDgwP37t1T53nqdDp15dGiRYsSHR2tHpu2oIuiKMTFxbF79+5cv1C5cuXKmJqasmPHDnXbvXv31Dz/raioKIoWLYq5uTmJiYls3bpV3Wdqakp8fLwaGGVVZy/K7riX6+lFR48excrKilOnTnH06FGOHj3Ktm3b1B/qjo6OrF69Wl1gKCwsTC1rViset23blqtXr7Jy5Uo6d+6s9iZFRUVRtmxZDA0NuX37NqdPn9a7/szSTOv1TOv53Lt3L5aWljl6b9iAAQO4cuVKuu2BgYEEBASonx8+fEhYWBhWVlZ6x1WpUoXk5GTOnTsHpC7Cde/evWzzhdTrTXvo4+vrq45keFWNGzfm119/JSkpSX1okZGnT5/i5+fH4cOH1e/1999/5/Hjx3rXnBEHBwdu3rxJYGAgkDpPOCkpKcNjvb29mThxoprHsWPHGDhwIN7e3piammJjY6OuVn379m3Onz+vdy0+Pj5qeY8fP55pmZo3b86ZM2f0yp72nTZu3JiDBw+qawC8eO9GRUVhbm6utq20/CC1vWV2X5iamlKrVi127twJpP4NOH/+PB988EGmZcyOkZERkyZN4tGjR/z2228MGzYMX19ffH19cxz0Hj58WP0ukpOT+fvvv9XRB1l9F25ubmpeL85F3rdvHzVq1Eg3AsHZ2VldYT0iIoKrV6+qoy0KKnNzcyJjC6PT5X718+RkHfFJRbNdFFAIIYQQ+euNvsd35MiRXLhwgb/++ouFCxdy7949nJ2dcXFxYcyYMURERGBjY4OTkxOdOnWia9euegu2mJmZsXz5chYuXIiLiwsff/wxFy5cAFJ7Lr7++mtcXV25ceMGI0eOxNDQEBcXF7p3746jo6M6zDmnDA0NWblyJYcPH8bFxYVOnToxadIktVdy0qRJWfZwZOfDDz+kcuXKdOjQgT59+ugtNGVubo6bmxudO3emS5cuAJnW2cuyOu7lenqRt7e3OmQzTdWqVbG0tOTYsWNMnDiRxMRE9ZU/ixcvBlID2xs3buDq6sry5cvTlcfY2JiOHTuyfft29VoAPvvsM3bu3ImLiwuLFi1Shw9nl6aFhQULFizAw8MDFxcXNm/ezNKlS7PsQQRISUkhICAgwwA5Pj6eWbNmqa/fGjFiBO7u7ukW/zI2Nmbx4sXMmjULFxcXdu7cSeXKlfWGo2Zm4sSJjB07Fjc3N27cuJFhL2hu9OjRg/Lly9OpUyd69eqFlZUVxYoVS3ecj48PzZs31yujVqulU6dOmQ6NTmNhYcHs2bMZPXo0nTt35u7duxlOLwgNDVWHGb/IxcWF3bt3k5iYyPz589m8eTPOzs4sXLiQOnXqqGWaNGkSf/75J05OTri7u2NnZ5fhtQBUqlSJRYsWMXXqVDp37kzHjh1Zu3YtAK1bt6ZNmza4ubnRtWtXihcvrqbj5uZGfHw87du3Z+jQoXpDrW1sbKhevTrOzs6MGDEiXZ4LFy5k3759dO7cmbFjxzJ79ux//f0VKVKE8ePHs2zZsld6vdShQ4fUe9zV1RVjY2PGjh2bo+8iIzt27KBbt27ptn/xxRecOnUKZ2dn+vbty5AhQ/JlZf63jbWNPTdvx+b6vGv/xGFb+9UfigghhBAib2iUV/mFJUQBcOXKFbZu3Zrt3OzsvLg67pUrVxg5ciSHDx+mSJEieVHMVypLUlIS7u7u2Nra5vkrsPJKbGwsJiYmaDQagoKC6NmzJ97e3pQrV474+Hh1XnR4eDg9evRgwYIF6lzt3EirE0VRmDt3LvHx8UyfPj0frkjkRtpQ53/zsDAzaXO2ixUrhoGBQZ6kqdPp2OO7mdaNDChezChH54RHJPL7BQ3OnXtk+yDubZUfdflfJPWYd6Qu84bUY96Runx3vLHXGQnxptnZ2eVJT9WhQ4dYs2YNiqJgaGjI/Pnz30jQC/Dpp5+qC6PVr1+f/v37v5Fy5ETaq8ggNaiYMGGCOqLj7t27eHh4oCgKSUlJ9O7d+5WCXgAPDw/1VV7Vq1dn2rRpeXUJ4j9Eq9XSvmNXDuzdRsuGCiXMs16s6smzBM5c0OHk8u4GvUIIIURBIj2+QgghXrt3rcc3TVJSEseP7kWjC8e+ViFKWegvGhj6JJ7LNxIxMC5Fy9Yd1TUM3lXSk5E3pB7zjtRl3pB6zJyiKISHh5OQkIBOp8PIyAgzM7NMF4mVunx3vNv/RRZCCCFeIyMjI9q1dyMuLo5LF/05dyUErVaHBkjRaSlZ2ooWbRpSuHDhN11UIYQQORQSHMz16xdISo5DQyIlzA0pXEiDRgvJSQpXI1JITNICxpR7731sbeuqr48U7w4JfIUQQohcMjExoWmz1m+6GEIIIV6RTqfjypULBN3/m/fKavmwqTmFCpXI8hxFUXgQfI/fDt/A2NiC+g2aZbr4pnj7SOArhBBCCCGE+M948vgxp08fwt6uCHU7lsrxWgwajQarCsWwqlCM2NgkzvjvoXjxyljb2OZziUVeeKOvMxJCCCGEEEKI10FRFM6ePclfVw/h3LEU71cq9soLEBYtakQ7R0tKlwrl6JE9REdH53FpRV6TwFcIIYQQQghRoCmKwpEj+yhV4jGtW5bB0DBvwqAq7xejU4dSHDu2i/CwsDxJU+QPCXyFEEIIIYQQBZaiKBw7up+q78dTrWrxPE+/cGFDnDtYcuLEbqKiovI8fZE3JPAVQgghhBBCFFhXr1zAskwMld/Pv4WojIwM6PhRGY4e2Y1Op8u3fMSrk8BXCCGEEEIIUSBFR0cTHHwN25rm+Z5XoUKG1Hcwwf/sqXzPS+SeBL5CCCGEEEKIAunE8f20+rDka8vPqoIpz+Pu8/TJk9eWp8gZCXyFEEIIIYQQBc7DkBAsy6RQpIjRa823edNSnD//+2vNU2RPAl8hhBBCCCFEgXPlij92tc1fe77GxgZotTE8f/78tectMieBrxBCCCGEEKJAiY+PR6uNoVAhgzeSv71dMS5dPPdG8hYZk8BXCCGEEEIIUaDcvXObalWKvLH8S5cyISLi0RvLX6SXq8DX0dGR9u3b4+rqSvv27fnxxx/zq1ysWbOGJ2/RpPB+/frh6OioXvucOXPydanyZcuWMXv27GyP8/f35+TJk+rn0NBQevfuneflOXbsGF27dqV9+/a0adOGKVOmEBMTo+6/dOkSLi4uuLm5ceqU/kp2/v7+2NnZ4erqiouLC5988gmXLl1S93t6erJmzRq9c168/p07d2JjY8OuXbv0ytOvXz8AgoKCaN68OUFBQer+efPm4eHhAcCVK1fo2bMndevWZeTIkVle54ttPO3f33//neN6ep2WLl3K7t278zzdoKAgatSowXfffffKabz4/WSmb9++tGvXDkVRsk3vwYMHbN68WW/b0KFDuX37dpbnvXw/LFu2jISEhGzze9nOnTupX78+rq6uODs7069fP+7cuZNpWRs0aJBuu42Njfpuv3PnztGjRw9cXV1xcnKiZ8+ePH36VO94Ly8vatasSXBwcJZl8/HxwcXFBVdXV9zc3Dhx4oS67+TJk3Tp0gUXFxe6d+9OQECAum/ChAnqeV27dsXPzy9d2n5+ftSsWVPv/vT09OTDDz9U74958+ZlWT4hhBDiTXj48B7lypq84VIk5eh3jng9DHN7wpIlS6hZsyahoaE4OTnRuHFj7Ozs8rxg69ato1GjRpQuXTrP035VEydOpG3btsTExODq6oq9vT1OTk5vtEznzp0jKiqKFi1aAGBpacmmTZvyNI+TJ08yZcoUVq5cSa1atUhOTuabb75h+PDhbNiwAY1Gg4+PD87OzgwfPjzDNCpXroyvry8AGzZsYOLEiezbty/HZShfvjxeXl44OTlhbGyst8/KyopRo0YxYcIE1q1bx4ULF9i/f78aFJYpU4aJEydy/fp1vYcEmUlr4/khJSUFA4O8GXLz+eef50k6L/P29qZx48bs3LmTkSNHotFo8jyPu3fvcvfuXczMzDh37hyNGjXK8vjg4GC2bNlCr1691G2rVq3KNp+X74fly5czYMAAChUqlOsyN2rUiO+//x5IfbAyZ86cHJXhZcnJyYwePZpffvkFW1tbAG7fvk2RIv/3VFqn0+Hj40PDhg3ZuXMnY8aMyTCtiIgIZs6cycGDByldujR//vknY8aMwc/Pj8jISP73v/+xYcMGqlevzp9//om7uzu//vorkBr4Fi9eHIDr168zcOBAzp49i1ab+jw0OjqaRYsW0bJly3T5Dh48mIEDB+b62oUQQojXJSEhhsKFzd5oGUqYawkPD8fCwuKNlkOkynXgm8bS0pIqVaoQHByMnZ0dT548YdasWQQHB5OQkICjoyPjx48HUn8knjt3juTkZExNTZk5cyZVqlQB4OLFi8yfP5/Y2FgUReHzzz8nICCAx48fM27cOAoXLszcuXOpWLEis2bN4urVqwB06NCB0aNHA6m9sba2tly9epXg4GDc3NxwcHBgxYoVhIaG0q9fPz799FMg9Qf3nDlzePbsGYmJifTo0YO+ffvm6tpNTU2pU6cOISEhAMTExDB37lwCAgJISEjA3t6er7/+GmNjYwIDA5k4cSIxMTFUrlyZuLg4nJ2d6dKlC56entSoUUP9ATlv3jxMTEzS/cj9+++/mTZtGvHx8SQkJODs7MzIkSO5ceMGW7ZsISUlhXPnztGuXTvc3Nxwc3Pjzz//BODUqVMsXryY5ORkzMzMmDZtGtWqVcPf35+ZM2fSoEEDLly4QEpKCnPnzqVOnTrprveHH35gxIgR1KpVCwBDQ0M8PDxo27YtZ8+e5erVq+zfv59ChQqxb98+1q9fr/6gzkiTJk1YuHBhruq8Ro0aGBgYsGnTpgx/cPfq1YvffvuN77//nl27djFjxgy1DGXLlqVs2bLcunUrV3m+6Pbt2wwcOJCNGzdiZWXF6tWrOXPmDKtWrWLXrl3s2rULExMT7t+/T4kSJZg3bx4VKlRg586d+Pj4YG5uzt27d5kxYwYGBgYsXLiQmJgYdDodw4cPp2PHjoSFheHu7q6OdKhduzbffPMNly5dYsaMGaSkpJCSkkLv3r3p3bu3XvuJjY3N8v6oXbs2ly9f5vHjxzRt2pQZM2ZkeJ0pKSn4+Pjw888/88UXX3D27FmaNGkCpPaWBgYGEh8fz/379ylVqhReXl6Ym5uTlJTE7NmzOXPmDMWLF8+wx/NFO3bsoHPnzpQpUwZvb2+9wPfHH39kz549aDQaChcuzNq1a5k6dSohISG4urpSrlw5VqxYgaOjI9999x1xcXFMmzaNPXv2qGn069ePAQMGUKNGDfV+mDJlCgB9+vRBq9Xyww8/0K1bN44cOaIGnV9++SX169fPdtRE48aNc/QQJSOxsbHExMRQqlQpdVva38M0p0+fpmTJknh4eDBq1ChGjRqlBqQv0ul0KIpCbGwspUuXJjo6mrJlywJw//59zM3NqV69OgANGjQgJCSEa9euYWtrq3ePRkdHp0t7xowZfPbZZxw+fPiVrlMIIYR4s5LedAEoVdKQZ0+fSuD7lnjlwDcwMJCIiAj1B6unpyfDhw+nYcOGJCcnM3z4cPbv30/Hjh0ZOnSoOux07969zJ49m9WrVxMREcGoUaPw8vKiQYMG6HQ6oqKiaNu2LTt37tTreVuwYAGJiYns3r2b+Ph4evfuTZUqVdQe15CQENatW0dMTAyOjo5ERUWxadMmHj9+TIcOHejatStFixbliy++YMGCBVStWpXnz5/TvXt37OzssLOzY9KkSTg6OtKmTZssr/3x48cEBASoAeq8efNo0KABs2bNQlEUJk+ezLp16xgyZAhfffUVvXv3pmvXrgQGBuLm5oazs3Ou6rp8+fKsXbsWY2Nj4uPj6dmzJ02bNsXe3p6ePXsSFRXFpEmTgNRhlmmePXuGu7s769atw8bGht27dzN27Fj27t0LpAZzs2fPZtq0aWzevJklS5awevXqdPlfv36dr7/+Wm+bsbExtra2XLt2jWHDhnH79m29ID4rBw4ceKWe8vHjx9OvXz+6deuW4f5Zs2bRtm1bOnfurPaAv4q0By5ptm7dSpUqVfjqq6/4/PPP8fDwYOPGjXh7e6vByIULF/D19aVq1aqsWrWKKVOm8PPPPwOpQ619fHyoUqUKUVFR9O/fnx9//JEyZcoQFhZGly5dqFevHvv376dChQrqeREREQCsXLmSQYMGqe0mMjIyXZm///77LO+P+/fvs27dOpKTk3FycuLixYs4ODikS+f333+nbNmyVKtWjW7duuHt7a0GvmnXsmPHDkqUKMH48ePZunUrw4cPZ9u2bdy5c0ftTRw8eHCm9ZsWXK9du5YSJUqwfPlyoqOjKVasGD4+Phw6dIhNmzZRrFgxIiMjMTY2Zvr06cyZM0cdNfCi+vXrk5iYyNWrV6lTpw5BQUHcuXOHVq1a8ejR/82tmTFjBlu3bmXjxo1q0NekSRN2795Njx49ePr0KWfOnMn0oUAanU7Hb7/9lmUbjo2NxdXVNcN9ZmZm9OnThw4dOtCgQQN15EjlypXVY7y9venatSu1atXC3NycM2fO0Lx583RpWVhYMH36dD7++GPMzc2Jj4/nl19+AeD9998nIiKCCxcuUK9ePY4cOUJsbCzBwcFqT/PChQs5cOAAUVFReHl5qe35wIEDaLVa2rRpk2Hgu27dOnbs2MF7773HuHHjMh0hkdXf0ocPH1KuXLlM9wshhBD/Rj4MWMs1IyMtcfFvPgAXqXId+I4bNw6tVsudO3eYMGECFhYWxMXF4efnpzdHLS4uTp0Dd/r0aTZs2EBsbCw6nU794X7p0iUqV66s9g5ptVrMzc0zzNfPzw8PDw+0Wi0mJia4ublx+vRp9cdn+/btMTAwwMzMDCsrK1q1aoVGo8HS0pISJUoQHByMkZERt27d4osvvlDTjY2NJTAwEDs7u2zn1M6ZM4clS5Zw584d+vTpQ9WqVQH47bffuHTpkvqDMz4+HgMDA2JiYggICMDNzQ2AqlWrUr9+/VzWOCQkJDB9+nQCAgLQaDQ8evSIGzduYG9vn+V5ly9fxtraGhsbGwA6d+7MjBkzCA0NBaBixYrUrVsXAAcHBzXgyg937tzB1dWVp0+fkpyczPbt29V9mQ2lfXl7lSpVcHR0ZNWqVRle+9GjRylVqhQ3b94kOTkZQ8NXe66T2VBnZ2dn/P39GTx4MGvWrNF7eufg4KC2hx49erB06VJSUlLUfS+OcAgKCmLo0KF6ad++fZu6deuyZs0a5s6dS4MGDdTgPW2I7d27d2ncuHGGvanZ3R9OTk4YGhpiaGhIzZo1uX//foaBb1rABeDi4oKXlxeRkZGYmaUOFWrevDklSpQAwN7enps3b6r5u7m5qcPQu3btyo4dOzKs3xMnTlChQgW1vpo2bcqePXvo3bs3x44do2fPnhQrVgxAzTc7Xbp0YefOndSpU0ed85qT73/AgAFMnjyZHj16sG3bNjp16kTRokUzPNbf3x9XV1cePnyImZkZ27ZtyzTdokWLpgvS0+5DgEmTJjFw4ED8/f3x8/Pj448/5qeffqJBgwaEh4dz+vRpZs2aBaTWpbe3d4aBb3R0NOvWrcPb25uqVaty9OhRRo8ezb59+yhWrBhLly5l8eLFxMXFYW9vT7Vq1fSG2ru7u+Pu7s6ZM2dYsGABmzdvJjIykh9++IH169dneG3jx4+ndOnSaLVaDh8+zNChQzl48GCm9SaEEEL8VymKAm9BAC5SvfIc3zNnzjBixAgaN25MhQoVANi2bVu6uXMhISHMnDkTb29vKlasSEBAQK6HFufEi/lqtVq9zwYGBmogZGZmlmGvUU6kzfENCAigT58+NGvWjJYtW6IoCl5eXno9NoDe4k9pXgzmDAwM9BbISkhIwMQk/ST8xYsXU6JECXx8fDA0NGT06NGvtEDPy16us7RA7WW1atXi4sWL6lBngMTERK5du0b//v1zlFfaHN+kpCSmT5+Ou7s7W7duRaPRUKJECbV3M014eDiWlpbp0hk9ejSurq6UL19eb/v9+/f54Ycf2LJlCzNnzmTVqlV89tlnOSpbTiUnJ/PPP/9gbm7O48ePc3zei9+poihUr16dLVu2ZHjsrl27OHPmDIcPH2bp0qXs2rWLgQMH0qZNG/z8/Pj222+pXr0606ZNy1XZX74fMvquw8LCOH78OFeuXGHlypVA6jXv2bNHvWdzkg5k/jADUoPrO3fu4OjoCKQ+KHrw4MG/WpTNzc0NV1dXPDw82LVrl1r+7NjZ2VGkSBHOnj3Ltm3b1IdXGUl7APH8+XPGjh3L9OnTWbJkCbNmzeKPP/4AYP78+TkOAMuXL0+XLl3o0qULU6ZM4cCBAzRo0ABfX19SUlLUHuOUlBQiIiIIDw9n+/bt6ogNd3d3YmNjKV68uPoQwdHRkYkTJxISEsL7779P48aNady4MZB6zzZr1oxq1aqlK0va8PebN2/y9OlTnjx5oj6wCw8P5+jRo4SHhzN+/Hi9+7Jdu3YsXLiQO3fuULt27XTpHjlyJNPrz25kjRBCCPFvvA1rSiUm6jA2yv26IiJ/vPLrjJo2bUqvXr1YsmQJRYsWpVGjRnqrPIeGhvLo0SOio6MxNDSkdOnSKIrCxo0b1WMcHBy4d++eOh9Vp9OpAVDRokX15p01adIEb29vFEUhLi6O3bt306xZs1yVuXLlypiamur1RN27dy9d0JWdGjVq8Pnnn/Ptt9+iKApt27Zl1apVJCcnA6lDUe/du4epqak6xBhSe/XOnz+vplOpUiWuXLkCpP64fHE11hdFRUVRtmxZDA0NuX37NqdPn1b3mZqaZhhgw//1yKX1yu3duxdLS8sMA8qsjBgxgh9++IEbN24AqcHQvHnzKF++vPqjOqeMjIyYNGkSjx494rfffgPgww8/5MCBA+r38PjxY44cOULTpk3TnW9packnn3zCihUr1G06nQ4PDw/GjBlDhQoVmDFjBhs2bFCvO68sWrSIypUrs3HjRubNm8e9e/fUfZcuXSIwMBCA7du306hRowwXsXJwcODBgwecOXNG3Xbjxg0SExMJCgrCxMQEJycnvv76a+7evUtcXBy3b9/GysqK7t27M3z4cC5fvpwu3by4P3bt2kXbtm05ceIER48e5ejRoyxduhRvb+9sz00bMpyUlERiYiI7d+7M8LinT5/i5+fH4cOH1Tx+//13dfqAo6MjW7ZsUe/9qKgoUlJSMDU1zXAeahpLS0vq1KnDnDlzKFmypDqv9WUv/10B6N+/Px4eHlStWjXdw6uMFClShFmzZnHixAmuX7/O5MmT8fX1xdfXV69XNzOxsbGcOHFCXeUxPj5e/Y4hdf7z0qVL1fo5ceIErVu3Zvfu3QwbNkzN68MPP8TKyoobN26o88IvXrxISkqKOoT4xQc03333HY0bN6ZSpUokJSXptd8rV64QFhamjpY5c+aMmn/79u0ZOXKkumbDi8PHL126REREBJUqVcr2uoUQQojXScHoTReB0MfJlMnl726Rf155ji/AyJEj+eijj/jrr79YuHAh33zzDc7Ozmg0GooUKcKMGTOoUaMGTk5OdOrUCXNzc9q2baueb2ZmxvLly5k7dy6xsbFotVo+//xzHB0d6d+/P19//bW6uNXIkSOZNWsWLi4uQOriPbmdJ2poaMjKlSuZM2cOa9asQafTUaJECRYtWgSQ4zm+kLqY0saNGzl06BATJkxg0aJFuLm5odFoMDQ05H//+x+VKlVi/vz5TJw4kdWrV1OxYkXq1Kmjzi/s3r07Y8eOpWPHjlhZWWU6dPmzzz7jq6++wsfHh4oVK+oFm23btsXX1xdXV1d1cas0FhYWLFiwAA8PD3Vxq6VLl+Z6ld6WLVsybdo0Jk2aRGxsLMnJyTRt2pQff/zxlVb8LVKkCOPHj2fZsmW0bduWJk2a0K9fP/r3749Go0Gj0TB+/PgMF9oCGDZsmN4w059//hkTExN69OgBpAZB//vf//D09GTbtm3cv3+fgQMHEh8fT3x8PC1atGD48OH06dMnw/RfnuM7YcIEnj9/zqlTp9i+fTtFihTB09OTcePGqT23Dg4OLFy4UF1QKLNXvJiZmbFy5UrmzZvH3LlzSU5Oply5cnz//fecO3eONWvWqL3vX331FcWKFWPJkiWcPXsWIyMjtFqtOl/+RXlxf3h7e+Pu7q63rVmzZkyYMIFr165leW737t35559/6NSpk7q4VUbn+Pj40Lx5c72FlbRaLZ06dcLb25vJkyfz+PFjevbsiYGBASYmJvzyyy/Y2NhQvXp1nJ2dqVChgt6DjzRdunRh3LhxWfaGDxo0iEGDBlG4cGF+/vlnSpYsSfv27Zk2bVqm7SEjlpaWDB48GC8vrwzLkhVFUdiyZQtz5syhUKFCJCcn8+GHH9KnTx+uXLnCs2fP0j30cXFxYcmSJQwYMEBvu62tLSNGjGDAgAHqUPYlS5aoPfNeXl78+eefpKSkYG9vr07nSE5OxsPDg5iYGAwMDChSpAhLly7N0dByT09Pnj17hlarpXDhwixdulQdmi6EEEK8LUyLliAmJh5TU+PsD84nMbHIfyPfIhpFXi6Vr2JjYzExMUGj0RAUFETPnj3x9vaWRV0KkJ07d6orSot3z9WrV3F3d2f//v0Zrpws8kfaA8ashkO/qpSUFHXBtLx6fdh/ldRl3pB6zDtSl3njv1CPgbf+ITnxIjbW5m8kf0VR2H84Eien7m8kf5Hev+rxFdlLe10TpA7JnTBhggS9QrwlJk2apC4kJUGvEEIIUXBUer8yhw6excb6zeQf9CCG8u9Vyf5A8dpI4JvPmjdvnuFqrKLgSFugSLx7slvJXQghhBDvJkNDQwoXKUlMTOIbGe587UYc7T6yf+35isxJF4cQQgghhBCiwHFwaML5ixGvPd/o6EQKFSr5yq/WFPlDAl8hhBBCCCFEgVOiRAmSUswJC3v+2vJUFIWTp8No1Ljla8tT5IwEvkIIIYQQQogCqUWLjzh1OoLXtZ7vtRsRVK5sT9GiRV9LfiLnJPAVQgghhBBCFEjGxsbYO3zIab+n+Z5XeHg894MMqWVrl+95idyTwFcIIYQQQghRYFV6vwqmxaw5fzEs3/KIikrgxO/RtPuoc77lIf4dCXyFEEIIIYQQBZq9wwdoDavg5/80z4c9P34Sx9ETUXR06oaRkVGepi3yjiw1JoQQQog3QqfTcf/ePYJD7hAdFY5GA4oCxc1KUqF8ZawqVkSj0bzpYgohCggHh4YE3jJnzz4/Wja3wMys0L9KT6dT8P/zGRERRejQsSuFCv279ET+ksBXCCGEEK9VSkoK/v6nCHsWxPuVjKld04TixUzRaDQoikJkVDRBQX5cuXKK0qUr0eCDphgYGLzpYgshCoCq1awpX6EiJ44fwKz4UxzqmlOoUO5CIkVRuB8UzaXLcdjVbUbNWiWlp/cdIIGvEEIIIV6bRw9DOHv2CI0/KEbThpbp9ms0GszNCmFuVog6tSE45Al7dm+iWbOPKF0m/fFCCJFbhQsXpn0HNx49fMjx3/3REEatGkUoa1kUQ8OMZ4IqikJUdCI3b8bw6LGOSpVq0snFDo1GQ3R09Gu+AvEqJPAVQgghxGtx7+5tAgJO4eJkiYFBzpYZKf+eKZZlTDh05AB2dq2pYFUxn0sphPivKFuuHGXLuREfH8/fAde4/vcDUlLi0ZCIRgNaLaSkKCiKIWiMKV68JFWrNOCDxuXUNFJSUt7gFYjckMBXCCGEEPku7Nkzrl07ScePyuV63q6hoZYO7cqy7+AxihV3w8zMLJ9KKYT4LypcuDB17esD9dVtiqKg0+lkmkUBIqs6CyGEECJfKYrCqVMHadva8pUXq9JqNbRtXZoTJ/bn+YqsQgjxMo1GI0FvASOBrxBCCCHyVcCNv6hhbYix8b/7EVm4sCFV3tcQeOufPCqZEEKI/woJfPOBo6Mj7du3x9XVlfbt2/Pjjz/mW15r1qzhyZMn+ZZ+bvXr1w9HR0f12ufMmYNOp8u3/JYtW8bs2bOzPc7f35+TJ0+qn0NDQ+ndu3eel+fYsWN07dqV9u3b06ZNG6ZMmUJMTIy6/9KlS7i4uODm5sapU6fSldHV1TXPywTw4MEDGjRooH52dXXVK1dOLV++HGdnZzp37kyHDh2YN29eXhYzSy+39c2bN/PTTz/laR65uXc9PT1Zs2aN3rYX22NSUhKzZs2iU6dOdO7cGScnJ3755Re942NiYnBwcGDixIk5Kt+zZ89o2rQpI0eOVLft3bsXV1dXnJ2dcXZ25ueff1b3+fn50a1bN5ycnOjUqRPz589X78egoCC6dOminjt27FgiIyOB1PZSs2ZNXF1d1X/3799X0w0JCWHEiBG0b98eJycn1q9fn6Pyi/+uW4F/YV09b4Yn17QxI+Dvi3mSlhBCiP8OmeObT5YsWULNmjUJDQ3FycmJxo0bY2dnl+f5rFu3jkaNGlG6dOk8T/tVTZw4kbZt2xITE4Orqyv29vY4OTm90TKdO3eOqKgoWrRoAYClpSWbNm3K0zxOnjzJlClTWLlyJbVq1SI5OZlvvvmG4cOHs2HDBjQaDT4+Pjg7OzN8+PA8zTu3fH19c33OgQMHOHXqFN7e3hQuXJjk5GRu3bqVZ2VKTk7G0DDzP0kvt/VevXrlWd4vyqt7d926dTx+/BhfX18MDQ1JSEjQCx4B9u/fj62tLYcPH2bSpEkULVo0yzSnTJlCq1atiIiIULeVLVuWn376idKlSxMdHU2XLl2wtbWlUaNGmJmZ8e2332JlZUVCQgIDBw5k165ddOnSRb0HChcuDMCsWbNYtmwZkydPBqBo0aIZthNFURg9ejRDhw6lY8eOADx9+jTX9SP+O+Lj4ylaJCXP3sdrYKClkHFitn8zhBBCiBfJfzHymaWlJVWqVCE4OBg7OzuePHnCrFmzCA4OJiEhAUdHR8aPHw/AvHnzOHfuHMnJyZiamjJz5kyqVKkCwMWLF5k/fz6xsbEoisLnn39OQEAAjx8/Zty4cRQuXJi5c+dSsWJFZs2axdWrVwHo0KEDo0ePBlJ7Y21tbbl69SrBwcG4ubnh4ODAihUrCA0NpV+/fnz66acA3L17lzlz5vDs2TMSExPp0aMHffv2zdW1m5qaUqdOHUJCQoDU3q25c+cSEBBAQkIC9vb2fP311xgbGxMYGMjEiROJiYmhcuXKxMXF4ezsTJcuXfD09KRGjRoMHDhQrScTExPGjBmjl9/ff//NtGnTiI+PJyEhAWdnZ0aOHMmNGzfYsmULKSkpnDt3jnbt2uHm5oabmxt//vknAKdOnWLx4sUkJydjZmbGtGnTqFatGv7+/sycOZMGDRpw4cIFUlJSmDt3LnXq1El3vT/88AMjRoygVq1aABgaGuLh4UHbtm05e/YsV69eZf/+/RQqVIh9+/axfv16ihcvnmHdPXjwADc3N/r378/x48eJjo5m8uTJtGzZkvj4eDw9Pbl58yaGhoaUKlWKn3/+GX9/f+bMmaMGKzdv3mTEiBEcPXo0Xfo2Njb88ccfFC9eXO2hP3PmDE+ePKFbt256PYppHj16hJmZmfpydkNDQ2rUqKHuP3XqFN9//z0JCQlotVrc3d1p3LgxADt27GDdunUoioKhoSFeXl4AuLm50aNHD86cOYOrqyudOnXK8P5Yvnx5urb+22+/ERUVxaRJk0hJSWHhwoVqL3qjRo3w8PDA2NgYT09PjI2NuXfvHo8ePaJ69eosXrwYY2PjDOs+zcv3bm49evQICwsL9Yd5oUKFqF69ut4x3t7ejBw5ki1btrBv3z4++eSTTNPbvn07FSpUwMbGht9++03dXr/+/y3EUaxYMbXMgNoW0/KvWbOmuu/F609JSeH58+eYmJhke11+fn4YGxurQS9AqVKlsj1P/Hc9DAmhXNm8fb+lZRkjQkNDKV++fJ6mK4QQouCSwDefBQYGEhERQaNGjYDU4ZHDhw+nYcOGJCcnM3z4cPbv30/Hjh0ZOnQoHh4eQOrwxdmzZ7N69WoiIiIYNWoUXl5eNGjQAJ1OR1RUFG3btmXnzp1qDxXAggULSExMZPfu3cTHx9O7d2+qVKmi9riGhISwbt06YmJicHR0JCoqik2bNvH48WM6dOhA165dKVq0KF988QULFiygatWqPH/+nO7du2NnZ4ednR2TJk3C0dGRNm3aZHntjx8/JiAgQA1Q582bR4MGDZg1axaKojB58mTWrVvHkCFD+Oqrr+jduzddu3YlMDAQNzc3nJ2dc1XX5cuXZ+3atRgbGxMfH0/Pnj1p2rQp9vb29OzZUw2SIDWwTPPs2TPc3d1Zt24dNjY27N69m7Fjx7J3714Abt++zezZs5k2bRqbN29myZIlrF69Ol3+169f5+uvv9bbZmxsjK2tLdeuXWPYsGHcvn1bL4jPSnR0NDY2NowdO5aTJ08ye/ZsWrZsyalTp4iOjmbfvn0Aer1/ryo6OpqtW7cSFhZGu3bt6Nq1K5aW+u/L7NSpE9u2baNNmzY0aNCAhg0b4uzsTOHChQkKCmL58uWsXr0aU1NT7t27R58+fTh69CgXL17ku+++Y8uWLZQpU4bnz58DqfUeHR1N9erV+d///gfA4MGDM7w/Ro8ena6tvxj8bd26lb/++oudO3ei1Wr57LPPWLNmDcOGDQPgxo0brFu3DmNjY/r06cOhQ4eybV8v37sZWb16NT4+Purnp0+fqvda9+7dGTJkCP7+/tSvX58mTZrQoUMHdaGMW7du8fDhQ5o3b05ycjKrVq3KNPANCgpiy5YtbNy4Uf3eM3Lr1i0uXbrE9OnT0+178uQJBw8eZMWKFeq2xMREPvnkE0JCQrCxseGHH35Q9z1//pyuXbui0+lo06YNn332GQYGBty6dYsSJUowfvx47ty5Q/ny5fH09MTKyipdnln9jXj48CHlypXLdL8oOMLDn1ChXKE8TbOkhTHPnj2WwFcIIUSOSeCbT8aNG4dWq+XOnTtMmDABCwsL4uLi8PPz0xsWGBcXx507dwA4ffo0GzZsIDY2Fp1Op863u3TpEpUrV1bnaGq1WszNzTPM18/PDw8PD7RaLSYmJri5uXH69Gn1x3j79u0xMDDAzMwMKysrWrVqhUajwdLSkhIlShAcHIyRkRG3bt3iiy++UNONjY0lMDAQOzu7bOfUzpkzhyVLlnDnzh369OlD1apVgdRA5dKlS+o8x/j4eAwMDIiJiSEgIAA3NzcAqlatqteLlVMJCQlMnz6dgIAANBoNjx494saNG9jb22d53uXLl7G2tsbGxgaAzp07M2PGDEJDQwGoWLEidevWBcDBwUFvDmV+KlSoEB999JGab1BQEAA1atQgMDCQadOm0bBhQ3X49r+RFgRaWFhgZWVFUFBQusC3dOnS7Nmzh8uXL3PhwgU2bdrEhg0b2LZtGydPnlSD3TQajYaQkBCOHz+Oq6srZcqUAaBIkSLqMUZGRnTu3Bkg2/sjK35+fnz88cdqL2b37t3ZuHGjGvi2a9dOzdfOzi7dkOMXZXTvZmbw4MF6DzGWLVtGVFQUANWrV+fw4cOcP3+eixcv4uXlha+vrzpv2NvbGzc3NwwMDGjZsiVTp04lMDBQvV/SKIrCxIkTmTJlijosOSOPHj1i5MiRTJs2jbJly+rti4mJYcSIEQwZMkRvtIKxsTG+vr4kJiYya9YstmzZwtChQylTpgwnT56kZMmSREREMH78eH7++WeGDh1KSkoKZ8+eZdu2bVSvXp3Nmzfz+eefs3PnzkzLJv7bdLoUtAZ5M8w5jVarQaeTd2cKIYTIOQl880laz9SZM2cYMWIEjRs3pkKFCgBs27ZNHS6aJiQkhJkzZ+Lt7U3FihUJCAjI9dDinHgxX61Wq/fZwMBAnTNlZmb2SvNA4f/m+AYEBNCnTx+aNWtGy5YtURQFLy8vKleurHd8RossvTgXzMDAQG+BrISEhAyHZC5evJgSJUrg4+ODoaEho0ePJiEh4ZWu4UUv11lmLyqvVasWFy9e1BtempiYyLVr1+jfv3+u8zU2Nlbr4cV8rays2Lt3L2fPnsXPz48FCxawa9euDOspp3J6jQYGBtSrV4969erRv39/mjZtyj//pK6u2qxZMxYtWpSrayxcuDBabeoae2mvJ8no/sitl+cSvjis18DAIMuXzWd07xoYGPDll18CUK9ePaZOnZqjchgbG9OkSROaNGnCJ598QvPmzYmIiFDnzxoaGvLrr78CqT2s3t7efPbZZ/Tr1w+AChUqMHfuXG7evKlOiYiNjSU+Pp4BAwawdu1aIHWxtoEDB/LZZ5/pDUGG1PtryJAhtGnTRp3KkFE5u3Tpwtdff83QoUMxNjamZMmSAJibm9O1a1d+/fVXhg4dSrly5ahVq5Y6bNvV1ZXp06eTlJSEkZH+cNYjR45kWjfZjRgRBUeRIqbExYVAySLZH5xDcXHJmBQxzbP0hBBCFHyyqnM+a9q0Kb169WLJkiUULVqURo0a6a0UGxoayqNHj4iOjsbQ0JDSpUujKAobN25Uj3FwcODevXvqfFSdTqcOby1atCjR0dHqsU2aNMHb2xtFUYiLi2P37t00a9YsV2WuXLkypqam7NixQ9127969XA+prVGjBp9//jnffvstiqLQtm1bVq1aRXJyMgCRkZHcu3cPU1NTdYgxpA4tPn/+vJpOpUqVuHLlCgDh4eGcOHEiw/yioqIoW7YshoaG3L59m9OnT6v7TE1NM13F2N7enps3b3Lz5k0gdZi5paVluh7P7IwYMYIffviBGzduAKmLNc2bN4/y5curc13zwqNHj9BoNLRp04avvvoKRVF4+PAhVlZWBAcHExYWBrzaAlZZuXr1ql5P6e3bt0lOTqZcuXI0b96cM2fOEBAQoO5P+84cHR3ZvXs3jx8/BlIDvLThzi/K6v5I2/9iW39RkyZN2LVrF4mJqQvebN++Pdft/mUv3rvVqlXD19cXX1/fHAe9f/zxh3rNANeuXcPc3JzixYtz9OhRrKysOHXqFEePHuXo0aNs27YNX19fihQpoub13XffUaxYMfz9/dXjPDw8aNasmRr0Pn78mIEDBzJ06FA+/vhjvTLExsYyZMgQmjdvnm7ednBwsPo96HQ6Dhw4gLW1NZA6DD0pKQlIfXhz6NAhdYh5ixYtePTokToi4sSJE1StWjVd0CtEmrLlyvPwUVKepvnwUSLl3pNhzkIIIXJOenxfg5EjR/LRRx/x119/sXDhQr755hucnZ3RaDQUKVKEGTNmUKNGDfWVI+bm5rRt21Y938zMjOXLlzN37lxiY2PRarV8/vnnODo60r9/f77++mt1wZ+RI0cya9YsXFxcgNTFrXK7orKhoSErV65kzpw5rFmzBp1OR4kSJdTevJzO8YXUlXc3btzIoUOHmDBhAosWLcLNzQ2NRoOhoSH/+9//qFSpEvPnz2fixImsXr2aihUrUqdOHXXhp+7duzN27Fg6duyIlZVVpkOXP/vsM7766it8fHyoWLGiXrDZtm1bfH19cXV1VRe3SmNhYcGCBQvw8PBQF7daunRprlcgbdmyJdOmTWPSpEnExsaSnJxM06ZN+fHHH/NsNVNIXcRr8eLFKIpCSkoKrq6u6iJTQ4YMoVu3bpQqVSpPhkC/KCIigpkzZxIVFaX21C5cuBALCwssLCxYtGgRU6dO5fnz5yQlJVGrVi0WLVrEBx98wOjRoxk8eDAajQYjIyN1cauXZXZ/lC1bNl1bf1GPHj3U1/MANGzYkAEDBvzra37x3q1du3auzg0JCWHOnDkkJCRgZGSEiYkJ3333HVqtFm9vb/UeTVO1alUsLS05duyYOsQ9J7y8vHj48CHr1q1j3bp1APTv35+uXbuybt06rl69yvPnzzl8+DCQ+jfhs88+4++//+bbb78FUnvba9Wqpa7ofP78eby8vNTe/8aNG/PZZ58BYGJiwvTp0xk2bBiKolCsWDEWL16cq7oR/y0WFhY8fZacp2lGRCqYmkqPrxBCiJzTKGnjC4V4g2JjYzExMUGj0RAUFETPnj3x9vaWxW+EKKDSHpxlNRz6VaWkpBAdHU2xYsXUxcTEq8mrujx+/CAOdomYFf/3i1w9C3vOjZvFaN7c8V+n9bpIm8w7Upd5Q+ox70hdvjukx1e8FdJe1wSpwy4nTJggQa8QQhQQ9es35fTvPnRoVzb7g7Ph/0ckrVq3y4NSCSGE+C+RwFe8FZo3b07z5s3fdDGEEELkg2LFilGmjA3/3AqierWM31+eEzcCIrGyqp2jd04LIYQQL5LFrYQQQgiR7xzqNSTwjiHBwbGvdP79oBgehBSmdh2HPC6ZEEKI/wIJfIUQQgiR7zQaDR+178yNm4ZcvBxGTpcYURSF8xfCuHWnCG3bOefpYoFCCCH+OyTwFUIIIcRrodVqadvOhaKmddm99xGBt6MyDYAVReGfW5Hs3huKuUU9HB07StArhBDilckcXyGEEEK8VtY2NalazZqAgGvsPxSARpOISRENxsYaEhN1xD3XoGBMlco1celcC61WntMLIYT4dyTwFUIIIcRrZ2BggK2tHba2diiKor4DPO2910IIIUReksBXCCGEEG+URqORYFcIIUS+krFDQgghhBBCCCEKNAl8hRBCCCGEEEIUaBL4CiGEEEIIIYQo0DRKTl+kJ4QQQuSROnXqkJKSQrly5fIlfZ1OJysB5xGpy7wh9Zh3pC7zhtRj3slpXZYrV44NGza8hhKJjEhrF0II8doVKlQIQ8P8WV/x4cOHhIaG5kva/zVSl3lD6jHvSF3mDanHvCN1+e6QHl8hhBAFSps2bQA4cuTIGy7Ju0/qMm9IPeYdqcu8IfWYd6Qu3x3S4yuEEEIIIYQQokCTwFcIIYQQQgghRIEmga8QQgghhBBCiAJNAl8hhBBCCCGEEAWaBL5CCCGEEEIIIQo0CXyFEEIIIYQQQhRo8jojIYQQQgghhBAFmvT4CiGEEEIIIYQo0CTwFUIIIYQQQghRoEngK4QQQgghhBCiQJPAVwghhBBCCCFEgSaBrxBCiLdSYGAgn376Kfb29jRr1oz58+eTmJiY7XmKovDjjz/SqlUr7Ozs6NGjB5cuXdI7xt/fHxsbm3T/xo8fn09X82a9al1u3LiR4cOH07hxY2xsbDhw4ECGx4WGhjJmzBgcHBxo2LAhkyZNIiYmJq8v443Lz3qUNpl9XT5+/Jj58+fj6uqKg4MDLVq04MsvvyQ4ODjdsdImM5fTepQ2mbP7293dnY8++gh7e3s++OAD+vTpw++//57uuOjoaCZOnEjDhg1xcHBg7NixPH78OD8uRWTC8E0XQAghhHhZZGQkAwYM4P3332fZsmWEhoYyd+5c4uPjmTJlSpbnrlq1Ci8vL9zd3bGxsWHjxo0MGjQIX19frKys9I795ptvqFKlivq5RIkS+XI9b9K/qUtfX18AWrZsya5duzI8JikpiSFDhgCwaNEi4uPjmTdvHl9++SUrV67M02t5k/K7HtNIm8y8Lq9du8bhw4fp2rUrdevWJTw8nB9++IFPPvmEX3/9FQsLC0DaZF7VYxppk1nf30lJSQwcOJD333+fhIQEvL29GTZsGOvWraNBgwbqcePGjePWrVtMmzaNQoUKsWTJEoYOHcqOHTswNJSQ7LVQhBBCiLfMihUrFHt7eyU8PFzdtmXLFqVmzZrKo0ePMj0vPj5eqVevnrJo0SJ1W0JCgtK6dWtl6tSp6razZ88q1tbWypUrV/Kj+G+VV61LRVGUlJQURVEUJSgoSLG2tlb279+f7pg9e/YoNjY2SmBgoLrt1KlTirW1tXL58uW8uYi3QH7Xo7TJ7OsyMjJSSUpK0tv28OFDxcbGRlm9erW6Tdpk3tSjtMmc3d8vS05OVlq2bKlMnjxZ3XbhwgXF2tpaOXXqlLotMDBQsbGxUfbu3fuvyy9yRoY6CyGEeOucPHmSJk2aYG5urm7r2LEjOp2O06dPZ3rehQsXiImJoWPHjuo2Y2Nj2rVrx8mTJ/OzyG+tV61LAK02+58JJ0+exMbGRq9HqFmzZpibm3PixIlXLvfbJr/r8b/kVeuyePHi6XrGypYti4WFhd6QUWmTeVOP/yX/5v5+mYGBAcWKFSMpKUkv/eLFi9OsWTN1W5UqVahZs+Z/9r9Nb4L8JRZCCPHWuX37tt6PVkj9sVa6dGlu376d5XlAunOrVq1KSEgI8fHxetuHDRtGzZo1adGiBfPmzUu3vyB41br8N+lrNBoqV66cJ+m/LfK7HtNIm8xdXd65c4dnz55RtWrVLNOXNpm1jOoxjbTJ7OtSURSSk5MJDw9n9erV3Lt3jx49euilX7lyZTQajd55VapUKVBt8m0nA8qFEEK8daKioihevHi67WZmZkRGRmZ5nrGxMYUKFdLbXrx4cRRFITIyksKFC1OsWDGGDBnCBx98QKFChTh79iw///wzt2/fLlBzAOHV6zI36RcrVizf0n9b5Hc9SpvMfV0qisKsWbMoU6YMnTp10ktf2uS/r0dpkzmvS29vbyZPngyAiYkJ3377LQ4ODnrpZ9Ym//rrr39RcpEbEvgKIYT4z6lVqxa1atVSPzdp0oQyZcowY8YMrly5gp2d3RssnfgvkjaZe8uWLePs2bP89NNPmJiYvOnivLMyq0dpkznXpk0batSoQXh4OAcOHGDcuHEsX76cli1bvumiiRfIUGchhBBvneLFixMdHZ1ue2RkJGZmZlmel5iYSEJCgt72qKgoNBpNluemzQsuaE/fX7Uuc5N+Rq+Jyav03xb5XY8ZkTaZuW3btvHdd98xffp0mjRpki59aZP/vh4zIm0yYxYWFtSpU4cWLVowZ84cWrRowYIFC/TS/y+0ybedBL5CCCHeOhnNe4qOjubJkyfp5mG9fB6kzld70e3bt3nvvfcoXLhw3hf2Lfeqdflv0lcUhTt37uRJ+m+L/K7H/5J/W5eHDx9m2rRpjB07lm7duuUofWmT6WVXj/8leX1/29racu/ePb3079y5g6IoescVtDb5tpPAVwghxFunRYsWnDlzhqioKHXbgQMH0Gq1eqtivqxevXqYmpqyf/9+dVtSUhKHDh2iRYsWWea5d+9eAOrUqfMvS/92edW6zE36AQEB3L17V93m5+dHREREgRrml9/1mBFpk+n5+/vzxRdf8MknnzBq1KhM05c2+e/rMSPSJnPm/Pnzeu+Nb9GiBZGRkfj5+anb7ty5w/Xr17P9b5PIOxrl5UcPQgghxBsWGRlJp06dqFy5MsOHDyc0NJS5c+fi4uLClClT1OMGDBhASEgIhw8fVrf9+OOPLFu2DHd3d6ytrdm8eTO///47vr6+6g8Rd3d3KlWqRK1atdRFW9asWUPLli357rvvXvv15qd/U5dXr14lODiYsLAwpk+fzqBBg6hbty4WFhY0bNgQSH2w0KVLFwC++OILnj9/zvz587GxsSlQC+Dkdz1Km8y+LgMDA+nRowflypVj+vTpeq+JsrCwoGLFioC0ybyqR2mT2dfl8ePH2bVrF61ataJcuXJERkby66+/cvDgQRYvXqy3WNjgwYMJDAzEw8ODQoUK8e2336LVatmxY0e610uJ/CGBrxBCiLdSYGAgM2fO5OLFixQtWhRXV1fGjx+PsbGxeky/fv0IDg7m6NGj6jZFUfjxxx/ZtGkTYWFh1KxZkwkTJuitsLly5Ur27NlDcHAwSUlJlC9fHhcXF4YNG6aXfkHxqnXp6emJj49PuvQaNmzI+vXr1c+hoaHMmjWL33//HUNDQ9q1a8fEiRMxNTXN3wt7zfKzHqVNZl+XO3fuZMKECRmm9/HHHzN37lz1s7TJf1+P0iazr8vAwEAWLVrE1atXCQ8Pp0SJEtjY2DBs2DD1oVaa6OhovvnmGw4fPkxycjLNmzdn8uTJWFpavtbr/C+TwFcIIYQQQgghRIEmc3yFEEIIIYQQQhRoEvgKIYQQQgghhCjQJPAVQgghhBBCCFGgSeArhBBCCCGEEKJAk8BXCCGEEEIIIUSBJoGvEEIIIYQQQogCTQJfIYQQQgghhBAFmgS+QgghhBBCCCEKNAl8hRBCCFGg9OvXj379+uVpmjqdDmdnZ3744Yc8TTev+fv7Y2Njg7+//5suingDPD09cXR0zJe0w8PDsbe358SJE/mSvhD5TQJfIYQQ4h0UFBTEjBkzaN++PXXr1qVu3bo4OTkxffp0AgIC3nTx8t2tW7dYtmwZDx48eC35/frrrzx8+JC+ffu+lvzeZUePHqVGjRo8efLkTRflrRYaGsqyZcu4cePGmy5KjpQoUYJu3bqxdOnSN10UIV6J4ZsugBBCCCFy59ixY4wfPx4DAwNcXFyoUaMGWq2W27dvc+jQITZv3syRI0coX778my5qvrl16xbLly+nYcOGVKhQQW/f6tWr8zy/1atX06lTJ4oVK5bnaRc0x48fx9bWltKlS7/porzVHj9+zPLlyylfvjw1a9bMkzRnzpyJoih5klZGevXqxfr16/Hz86NJkyb5lo8Q+UECXyGEEOIdcv/+fb744gvee+891qxZQ5kyZfT2u7u7s2nTJrTad2tQV1xcHCYmJnmSlrGxcZ6kk+b69esEBATg6emZp+nmpYSEBIyMjN50MQA4efIkXbt2fdPF+E/K7zZQtWpVrK2t8fHxkcBXvHPerf8qCiGEEP9xP/30E3FxcXzzzTfpgl4AQ0ND+vfvT7ly5fS2BwYGMnbsWBo2bEidOnXo0qULR44c0Ttm586d2NjYcP78eb755hsaN26Mvb09o0aNIiwsLF1eJ06coHfv3tjb2+Pg4MCwYcP4559/sr2GtHzOnTvHtGnTaNKkCS1btgQgODiYadOm0b59e+zs7GjUqBFjx47VG9K8c+dOPv/8cwD69++PjY2N3rzWjOb4Pnv2jIkTJ9K0aVPq1KlD586d8fHxybasAL/99htGRkY0aNAg3b7r168zZMgQ6tWrh4ODAwMGDODSpUvq/qtXr2JjY5NhXqdOncLGxoZjx46p20JDQ5kwYQJNmzaldu3adOrUCW9vb73z0ubx7t27l2+//ZYPP/yQunXrEhMTk2H5//zzT8aOHUurVq2oXbs2LVu2ZM6cOcTHx+sd5+npiYODA0FBQQwePBh7e3uaN2/O8uXLc9yL+Pfff/Pw4UP1+8xMfHw8s2bNolGjRjg4ODBixAhCQ0OxsbFh2bJlesfmpk727dvHDz/8QIsWLahTpw4DBgzg3r176fK/fPkygwcPpn79+tStW5e+ffty/vz5HF3j+vXr6dSpE3Xr1uWDDz6gS5cu7NmzJ1dl9vf3p1u3bgBMmDBBbcM7d+7MNN+YmBhmz56No6MjtWvXpkmTJnz66adcu3ZNPeblOb79+vVT037534t5RUVFMXv2bFq2bEnt2rVp164dP/74IzqdLl05mjZtyrFjx/K1Z1mI/CA9vkIIIcQ75NixY1SqVIm6devm+Jx//vmHXr16YWlpydChQzExMWH//v2MGjWKZcuW0a5dO73jZ82aRfHixRk9ejTBwcGsXbuWGTNmsGTJEvWYXbt24enpSfPmzXF3d+f58+ds3ryZ3r174+Pjk274cUamT5+OhYUFo0aNIi4uDkgNFC9evEinTp0oW7YswcHBbN68mf79+7N3716KFCnCBx98QL9+/Vi/fj0jRoygSpUqQGpvVEbi4+Pp168f9+/fp0+fPlSoUIEDBw7g6elJVFQUAwYMyLKcFy9exNraOl1v2j///EOfPn0oWrQoQ4YMwdDQkK1bt9KvXz82bNhA3bp1qVOnDlZWVuzfv5+PP/5Y7/x9+/ZhZmZG8+bNAXj69Cndu3dHo9HQp08fLCwsOHnyJJMmTSImJoaBAwfqnf/9999jZGTE4MGDSUxMzLS378CBA8THx9OrVy/Mzc25cuUKGzZs4NGjR3h5eekdm5KSwpAhQ6hbty7/+9//OHXqFMuWLSMlJUV92JCVEydOULJkSerUqZPlcZ6enuzfvx9XV1fq1q3LH3/8wbBhw9Idl9s6WbVqFRqNhkGDBhETE8NPP/2Eu7s727dvV4/x8/Nj6NCh1K5dm9GjR6PRaNi5cycDBgxg06ZN2NnZZVrubdu2MWvWLNq3b0///v1JSEjg77//5vLly7i4uOS4zFWrVmXs2LF4eXnRo0cP6tevD0C9evUyzXvq1KkcPHiQvn37UrVqVSIiIjh//jyBgYHY2tpmeM6IESPUADvN7t27+f333ylZsiQAz58/p2/fvoSGhtKzZ0/KlSvHxYsXWbx4MU+ePGHSpEl659va2rJmzRr++ecfrK2tMy2vEG8dRQghhBDvhOjoaMXa2loZOXJkun2RkZHKs2fP1H/Pnz9X9w0YMEBxdnZWEhIS1G06nU7p0aOH8tFHH6nbduzYoVhbWysDBw5UdDqdun3OnDlKzZo1laioKEVRFCUmJkZp0KCBMnnyZL0yPHnyRKlfv3667S9Ly6dXr15KcnKy3r4Xy53m4sWLirW1teLj46Nu279/v2Jtba2cPXs23fF9+/ZV+vbtq35es2aNYm1trfj6+qrbEhMTlR49eij29vZKdHR0luVt0aKFMmbMmHTbR44cqdja2ir3799Xt4WGhioODg5Knz591G2LFi1SbG1tlYiICHVbQkKC0qBBA2XChAnqtokTJyrNmjVTwsLC9PIZP368Ur9+fbVuzp49q1hbWytt2rRJV19p+16sl4zqdOXKlYqNjY0SHBysbvPw8FCsra2VmTNnqtt0Op0ybNgwxdbWVnn27FnmlfT/9e7dW/Hw8MjymL/++kuxtrZWZs+erbfd09NTsba2Vry8vNRtua2Tjh076rXztWvXKtbW1srff/+tXs9HH32kDBo0SK+NP3/+XHF0dFQ+/fTTLMv+2WefKZ06dcrymJyW+cqVK4q1tbWyY8eOLNNLU79+fWX69OlZHuPh4aG0bt060/3nz59XbG1t9drdd999p9jb2yt37tzRO3bhwoVKzZo1lZCQEL3tFy5cUKytrZW9e/fmqNxCvC1kqLMQQgjxjkgbyprRXNh+/frRpEkT9d/GjRsBiIiI4OzZs3Ts2JGYmBjCwsIICwsjPDyc5s2bc/fuXUJDQ/XSSuutStOgQQNSUlIIDg4G4MyZM0RFRdGpUyc1vbCwMLRaLXXr1s3xq3S6d++OgYGB3rbChQur/z8pKYnw8HAqVqxI8eLFuX79eo7SfdnJkycpXbo0zs7O6jYjIyP69etHXFwcf/zxR5bnR0REULx4cb1tKSkpnD59mrZt22JlZaVuL1OmDM7Ozpw/f179vpycnEhKSuLQoUPqcadPnyYqKgonJycAFEXh0KFDODo6oiiKXr02b96c6OhovSGtAG5ubnr1lZkXj4mLiyMsLAwHBwcURcmwTvv06aP+/7Rey6SkJPz8/LLMJyoqikuXLmU7zPnUqVMA9O7dW2/7yytmv0qddOnSRW+Od9rw9KCgIABu3LjB3bt3cXFxITw8XE0vLi6OJk2a8Mcff2Q4vDdN8eLFefToEVeuXMlw/6uUOaeKFy/O5cuX092vOfXkyRPGjh1LjRo1mDZtmrr9wIED1K9fn+LFi+uVt2nTpqSkpKS7P9LuhfDw8FcqhxBvigx1FkIIId4RRYsWBVCHBb9oxowZxMbG8vTpU/73v/+p2+/fv4+iKCxdujTT15A8e/YMS0tL9fN7772ntz/th25UVBQAd+/eBch0iLCpqWmOriej4dDx8fGsXLmSnTt3EhoaqjePMDo6Okfpviw4OJhKlSqlW/ArbWh0SEhItmkoL81nDAsL4/nz51SuXDndsVWrVkWn0/Hw4UOqV69OjRo1qFKlCvv37+eTTz4BUoc5lyhRgsaNG6vpRUVFsXXrVrZu3ZphGV6eZ52T4eRp1+fl5cXRo0eJjIzU2/fyvGCtVqsXyAPqNaY9+MjM77//DqAO3c6qPFqtNl35K1WqpPf5Veokp23Xw8Mj0/JFR0djZmaW4b6hQ4dy5swZPvnkEypVqkSzZs1wdnZWhyq/Splzyt3dHU9PT1q1aoWtrS0tW7bEzc0t3feVkeTkZMaNG4dOp2P58uV6Dwfu3bvH33//neliVZmV98WHY0K8CyTwFUIIId4RxYoVo3Tp0hkuIJU25/fl99qm9V4NGjSIDz/8MMN0K1asqPc5sxWh04K/tP+dP39+hq+sebkXNzOFChVKt23mzJnqfEt7e3uKFSuGRqNh/Pjxb2wxHXNzczVwelVOTk6sWLGCsLAwTE1NOXr0KJ06dcLQMPWnWNr31Llz53RzgdPY2Njofc5Jb29KSgqffvopkZGRDBkyhCpVqmBiYkJoaCienp5Z9m7m1okTJ6hXr16evfLpVeokp233q6++yvQVQlmtLl61alUOHDjA8ePHOXXqFIcOHWLTpk2MGjWKsWPHvlKZc8rJyYkGDRpw+PBhTp8+zerVq1m1ahXLli3Ltpd9/vz5XLp0iV9++YWyZcvq7dPpdDRr1owhQ4ZkeO7777+v9znt4UmJEiVe6TqEeFMk8BVCCCHeIa1atWL79u1cuXIly0V40qT1BhkZGdG0adM8KUNamiVLlsyzNNMcPHgQNzc3vVcHJSQkpOvtzU1vU/ny5fn777/R6XR6gdHt27eB9L2EL6tSpUq6BwoWFhYUKVKEO3fupDv+9u3baLVavZW1nZycWL58OYcOHaJUqVLExMTQqVMnvfSKFi2KTqfL0zq9efMmd+/eZd68ebi5uanbT58+neHxOp2OoKAgvZ7stGvM6r3QiqJw6tQpBg0alG2Z3nvvPXQ6HQ8ePNALql5efTk/6iSt7Zqamr5ymiYmJjg5OeHk5ERiYiJjxoxhxYoVDB8+PFdlfpUe0zJlytCnTx/69OnDs2fP+Pjjj1mxYkWWge/evXtZu3YtEydOpGHDhun2V6xYkbi4uBzXR9q9kNlickK8rWSOrxBCCPEOGTJkCEWKFGHixIk8ffo03f6Xe0VLlixJw4YN2bp1K48fP053/KsMu/zwww8xNTVl5cqVJCUl5UmaaTLqLV6/fj0pKSl624oUKQLkbPhzixYtePLkCfv27VO3JScns379ekxMTPjggw+yPN/e3p5//vmHxMREvXI2a9aMI0eO6AXFT58+5ddff6V+/fp6Q77T3n+6b98+9u3bR+nSpfXyNTAwoH379hw8eJCbN2+mK8Or1mlaoP9iu1AUhXXr1mV6Ttr88LRjN27ciJGRUZbvbb169SrPnj2jVatW2ZYpbSj0pk2b9LZv2LBB73N+1Ent2rWpWLEiP//8M7GxsblO8+V5rcbGxlStWhVFUUhKSspVmdPacE5GE6SkpKRr6yVLlqRMmTJ67fJlN2/eZPLkyXTu3DnTqQkdO3bk4sWL6tzrF0VFRZGcnKy37dq1axQrVozq1atnW24h3ibS4yuEEEK8Q95//30WLlzIl19+SYcOHXBxcaFGjRooisKDBw/49ddf0Wq1esMZp06dSu/evXFxcaF79+5YWVnx9OlTLl26xKNHj9i9e3euymBqasq0adP46quv6NKlC05OTlhYWBASEqIOd50yZcorXV+rVq3w9fXF1NSUatWqcenSJc6cOYO5ubnecTVr1sTAwIBVq1YRHR2NsbExjRs3Vl/R8qIePXqwdetWPD09uXbtGuXLl+fgwYNcuHCBiRMnZjsnuU2bNnz//fecO3dOb/7quHHjOHPmDL1796Z3794YGBiwdetWEhMT9eZZp3FycsLLy4tChQrRrVu3dMNyv/zyS/z9/enevTuffPIJ1apVIzIykmvXruHn58e5c+dyUZOpqlSpQsWKFZk3bx6hoaGYmppy8ODBTIOtQoUKcerUKTw8PLCzs+PUqVMcP36cESNGYGFhkWk+x48fp3z58lSrVi3bMtWuXZv27duzdu1aIiIi1NcZpc2/fbEnNK/rRKvVMmvWLIYOHYqzszNdunTB0tKS0NBQ/P39MTU1ZcWKFZmeP3jwYEqVKkW9evUoWbIkt2/fZsOGDbRs2VJtRzktc9qibVu2bKFo0aKYmJhgZ2eX4Zzd2NhYWrZsSfv27alRowYmJiacOXOGq1ev6o2OeNmECRMA+OCDD/D19dXbV69ePaysrBg8eDBHjx5lxIgRfPzxx9ja2vL8+XNu3rzJwYMHOXLkiN53f+bMGVq3bi1zfMU7RwJfIYQQ4h3Ttm1b9uzZw88//8zp06fZsWMHGo2G9957j5YtW9KrVy9q1KihHl+tWjV27NjB8uXL8fHxISIiAgsLC2rVqsWoUaNeqQwuLi6UKVOGH3/8kdWrV5OYmIilpSUNGjSgS5cur3xtkyZNQqvVsmfPHhISEqhXrx6//PJLuvmHpUuXZvr06axcuZJJkyaRkpLCunXrMgx8CxcuzPr161m4cCE+Pj7ExMRQuXJlvvnmmxyVtXbt2tjY2LB//369wLd69eps3LiRRYsWsXLlShRFwc7OjgULFmT4nmUnJyeWLFnC8+fP6dixY7r9pUqVYvv27Xz33XccPnyYzZs3Y25uTrVq1XB3d89J9aVjZGTEihUrmDVrFitXrqRQoUK0a9eOPn364Orqmu54AwMDfvrpJ6ZNm8aCBQsoWrQoo0ePzradnDhxItt5pi+aN28epUqVYu/evRw+fJimTZvy7bff0qFDB72Fl/KjTho1asTWrVv5/vvv2bBhA3FxcZQuXRo7Ozt69OiR5bk9evRgz549/PLLL8TFxVG2bFn69evHyJEjc11mIyMj5s6dy+LFi5k2bRrJycl88803GQa+hQsXplevXpw+fZpDhw6hKAoVK1ZUH2plJjw8nLi4OL7++ut0+9LyKlKkCOvXr2flypUcOHCAXbt2YWpqyvvvv8+YMWP05mwHBgZy8+ZNJk6cmGU9CfE20ihvaqUIIYQQQoh3xK5du5gxYwbHjx9P92qjgsLT05ODBw9y8eLFXJ339OlTmjdvzsqVK3MV/L7sxo0buLm5sWDBAjp37vzK6Yj8M3v2bP7880927twpPb7inSNzfIUQQgghstG5c2fee+89vfmvIlV0dDSjRo2iUaNGOT4nPj4+3ba1a9ei1WqznXMt3ozw8HC8vb0ZN26cBL3inSRDnYUQQgghsqHVavn111/fdDHeSpUrV2bMmDG5Ouenn37ir7/+onHjxhgYGHDy5ElOnjxJjx499FbDFm+PEiVK5Ho0gBBvEwl8hRBCCCHEa+Xg4MDp06f5/vvviYuLo1y5cowZM4YRI0a86aIJIQoomeMrhBBCCCGEEKJAkzm+QgghhBBCCCEKNAl8hRBCCCGEEEIUaBL4CiGEEEIIIYQo0CTwFUIIIYQQQghRoEngK4QQQgghhBCiQJPAVwghhBBCCCFEgSaBrxBCCCGEEEKIAk0CXyGEEEIIIYQQBZoEvkIIIYQQQgghCrT/B6WDuPNSTRpiAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", " Pathway enrichment: Beta\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 422\n", " Down-regulated genes: 408\n", "============================================================\n", "\n", " [up] Significant terms: 121\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 23/163 1.407868e-10\n", "GO_Biological_Process_2021 IRE1-mediated unfolded protein response (GO:0036498) 12/53 1.863342e-06\n", " KEGG_2019_Mouse Insulin secretion 13/86 3.415612e-06\n", " Reactome_2022 Amino Acid Transport Across Plasma Membrane R-HSA-352230 9/33 1.321921e-05\n", " Reactome_2022 IRE1alpha Activates Chaperones R-HSA-381070 10/48 1.321921e-05\n", " Reactome_2022 Unfolded Protein Response (UPR) R-HSA-381119 13/89 1.321921e-05\n", " Reactome_2022 Integration Of Energy Metabolism R-HSA-163685 13/105 6.483513e-05\n", " Reactome_2022 XBP1(S) Activates Chaperone Genes R-HSA-381038 9/46 6.628341e-05\n", " Reactome_2022 Regulation Of Insulin Secretion R-HSA-422356 11/77 8.152971e-05\n", "GO_Biological_Process_2021 amino acid transport (GO:0006865) 10/50 8.704602e-05\n", "\n", " [down] Significant terms: 245\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 28/93 4.333388e-22\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 28/94 4.333388e-22\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 27/90 1.679608e-21\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 26/86 1.148227e-20\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 26/90 1.428872e-20\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 26/90 1.428872e-20\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 26/92 2.014986e-20\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 28/113 5.547475e-20\n", "GO_Biological_Process_2021 protein targeting to ER (GO:0045047) 27/103 5.547475e-20\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 25/90 1.461345e-19\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", " Pathway enrichment: Delta\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 156\n", " Down-regulated genes: 230\n", "============================================================\n", "\n", " [up] Significant terms: 41\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 14/163 6.690234e-09\n", " KEGG_2019_Mouse Thyroid hormone synthesis 7/73 1.429359e-04\n", " Reactome_2022 Metabolism Of Proteins R-HSA-392499 35/1890 3.776032e-04\n", " Reactome_2022 IRE1alpha Activates Chaperones R-HSA-381070 5/48 3.289099e-03\n", " Reactome_2022 Incretin Synthesis, Secretion, And Inactivation R-HSA-400508 4/24 3.289099e-03\n", " Reactome_2022 SRP-dependent Cotranslational Protein Targeting To Membrane R-HSA-1799339 7/108 3.289099e-03\n", " KEGG_2019_Mouse Protein export 4/28 3.697039e-03\n", "GO_Biological_Process_2021 regulation of insulin secretion (GO:0050796) 7/104 4.368748e-03\n", "GO_Biological_Process_2021 posttranslational protein targeting to membrane, translocation (GO:0031204) 3/7 4.368748e-03\n", "GO_Biological_Process_2021 protein N-linked glycosylation (GO:0006487) 6/67 4.368748e-03\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", " Pathway enrichment: Epsilon\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 266\n", " Down-regulated genes: 252\n", "============================================================\n", "\n", " [up] Significant terms: 47\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 17/163 1.392463e-08\n", " Reactome_2022 Peptide Hormone Metabolism R-HSA-2980736 10/89 1.607304e-04\n", " Reactome_2022 Aberrant Regulation Of Mitotic G1/S Transition In Cancer Due To RB1 Defects R-HSA-9659787 5/17 4.275598e-04\n", " Reactome_2022 IRE1alpha Activates Chaperones R-HSA-381070 7/48 4.275598e-04\n", " Reactome_2022 Unfolded Protein Response (UPR) R-HSA-381119 9/89 4.275598e-04\n", " KEGG_2019_Mouse Lysosome 10/124 6.781878e-04\n", " Reactome_2022 Platelet Degranulation R-HSA-114608 10/125 7.374527e-04\n", "GO_Biological_Process_2021 IRE1-mediated unfolded protein response (GO:0036498) 8/53 8.563951e-04\n", " Reactome_2022 Response To Elevated Platelet Cytosolic Ca2+ R-HSA-76005 10/130 8.709228e-04\n", " Reactome_2022 Incretin Synthesis, Secretion, And Inactivation R-HSA-400508 5/24 1.076303e-03\n", "\n", " [down] Significant terms: 361\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 27/94 1.419635e-26\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 27/93 1.419635e-26\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 26/90 9.147683e-26\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 25/86 1.231498e-24\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 25/90 1.482618e-24\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 25/90 1.482618e-24\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 27/113 1.781313e-24\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 25/92 2.059459e-24\n", "GO_Biological_Process_2021 protein targeting to ER (GO:0045047) 26/103 2.772652e-24\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 24/90 2.428940e-23\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
fatedirectionGene_setTermOverlapAdjusted P-value
0AlphaupKEGG_2019_MouseProtein processing in endoplasmic reticulum17/1633.014548e-06
1AlphaupKEGG_2019_MouseThyroid hormone synthesis10/731.267707e-04
2AlphaupKEGG_2019_MouseLysosome12/1243.133244e-04
3AlphadownGO_Biological_Process_2021cotranslational protein targeting to membrane ...24/941.627570e-17
4AlphadownGO_Biological_Process_2021cytoplasmic translation (GO:0002181)24/931.627570e-17
.....................
16EpsilonupReactome_2022Peptide Hormone Metabolism R-HSA-298073610/891.607304e-04
17EpsilonupReactome_2022Aberrant Regulation Of Mitotic G1/S Transition...5/174.275598e-04
18EpsilondownGO_Biological_Process_2021cotranslational protein targeting to membrane ...27/941.419635e-26
19EpsilondownGO_Biological_Process_2021cytoplasmic translation (GO:0002181)27/931.419635e-26
20EpsilondownGO_Biological_Process_2021SRP-dependent cotranslational protein targetin...26/909.147683e-26
\n", "

21 rows × 6 columns

\n", "
" ], "text/plain": [ " fate direction Gene_set Term Overlap Adjusted P-value\n", "0 Alpha up KEGG_2019_Mouse Protein processing in endoplasmic reticulum 17/163 3.014548e-06\n", "1 Alpha up KEGG_2019_Mouse Thyroid hormone synthesis 10/73 1.267707e-04\n", "2 Alpha up KEGG_2019_Mouse Lysosome 12/124 3.133244e-04\n", "3 Alpha down GO_Biological_Process_2021 cotranslational protein targeting to membrane ... 24/94 1.627570e-17\n", "4 Alpha down GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 24/93 1.627570e-17\n", ".. ... ... ... ... ... ...\n", "16 Epsilon up Reactome_2022 Peptide Hormone Metabolism R-HSA-2980736 10/89 1.607304e-04\n", "17 Epsilon up Reactome_2022 Aberrant Regulation Of Mitotic G1/S Transition... 5/17 4.275598e-04\n", "18 Epsilon down GO_Biological_Process_2021 cotranslational protein targeting to membrane ... 27/94 1.419635e-26\n", "19 Epsilon down GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 27/93 1.419635e-26\n", "20 Epsilon down GO_Biological_Process_2021 SRP-dependent cotranslational protein targetin... 26/90 9.147683e-26\n", "\n", "[21 rows x 6 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pathway enrichment per fate\n", "# Note: requires gseapy and internet access for Enrichr API\n", "# Results will be empty with synthetic data (too few significant DEGs)\n", "\n", "try:\n", " enrichment = scorer.get_enrichment(\n", " deg_drivers,\n", " organism=\"mouse\", # \"mouse\" or \"human\"\n", " pval_threshold=0.05,\n", " logfc_threshold=0.25,\n", " plot=True, # dot plots saved per fate\n", " n_top_pathways=15,\n", " )\n", "\n", " # Single compact summary: top 3 pathways per (fate, direction)\n", " enrich_df = _stack_enrichment(enrichment, n_per_group=3)\n", " if not enrich_df.empty:\n", " display(enrich_df[[\"fate\", \"direction\", \"Gene_set\", \"Term\", \"Overlap\", \"Adjusted P-value\"]])\n", " else:\n", " print(\"(No enriched terms — typical with small / synthetic datasets.)\")\n", "\n", "except ImportError:\n", " print(\"gseapy not installed. Run: pip install gseapy\")\n", "except Exception as e:\n", " print(f\"Enrichment skipped: {e}\")\n", " print(\"(Expected with synthetic data — use real data for meaningful results.)\")\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "6558eea0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Custom gene sets configured (commented out to avoid API call with synthetic data).\n", "Available sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'GO_Molecular_Function_2021', 'Reactome_2022', 'WikiPathway_2021_Mouse']\n" ] } ], "source": [ "# ── Custom gene sets ──────────────────────────────────────────────────────\n", "# You can specify any Enrichr library:\n", "# https://maayanlab.cloud/Enrichr/#libraries\n", "\n", "custom_gene_sets = [\n", " 'KEGG_2019_Mouse',\n", " 'GO_Biological_Process_2021',\n", " 'GO_Molecular_Function_2021',\n", " 'Reactome_2022',\n", " 'WikiPathway_2021_Mouse',\n", "]\n", "\n", "# enrichment = scorer.get_enrichment(\n", "# deg_drivers,\n", "# gene_sets=custom_gene_sets,\n", "# organism='mouse',\n", "# )\n", "print(\"Custom gene sets configured (commented out to avoid API call with synthetic data).\")\n", "print(f\"Available sets: {custom_gene_sets}\")\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "cd_70067", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: enrichment_results/enrichment_Alpha_up.csv\n", "Saved: enrichment_results/enrichment_Alpha_down.csv\n", "Saved: enrichment_results/enrichment_Beta_up.csv\n", "Saved: enrichment_results/enrichment_Beta_down.csv\n", "Saved: enrichment_results/enrichment_Delta_up.csv\n", "Saved: enrichment_results/enrichment_Epsilon_up.csv\n", "Saved: enrichment_results/enrichment_Epsilon_down.csv\n", "Tables saved to enrichment_results/\n" ] } ], "source": [ "# Export enrichment tables to CSV\n", "try:\n", " scCS.export_enrichment_tables(enrichment, output_dir=\"enrichment_results/\")\n", " print(\"Tables saved to enrichment_results/\")\n", "except Exception as e:\n", " print(f\"Export skipped: {e}\")" ] }, { "cell_type": "markdown", "id": "md_52808", "metadata": {}, "source": [ "## 13. Expression trends along fate arms\n", "\n", "`plot_expression_trends()` shows how gene expression changes along each fate arm,\n", "ordered by a differentiation metric.\n", "\n", "The `x_axis` parameter controls the ordering:\n", "- `'affinity'` (default) — per-cell fate affinity score\n", "- `'pseudotime'` — subset-local pseudotime\n", "- `'radial_distance'` — distance from origin in the star embedding\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "cd_56084", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pick a few marker genes\n", "genes_of_interest = [\"Ins1\", \"Gcg\", \"Sst\", \"Ppy\"] # Beta, Alpha, Delta, Epsilon markers\n", "\n", "# Expression trends ordered by fate affinity\n", "# Signature: plot_expression_trends(adata_sub, result, genes, x_axis=...)\n", "try:\n", " fig = scCS.plot_expression_trends(\n", " scorer.adata_sub,\n", " result,\n", " genes=genes_of_interest,\n", " x_axis=\"affinity\", # or 'pseudotime' or 'radial_distance'\n", " figsize=(12, 8),\n", " )\n", " plt.tight_layout()\n", " plt.show()\n", "except Exception as e:\n", " print(f\"Expression trends skipped: {e}\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "cd_43215", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ordered by pseudotime\n", "try:\n", " fig = scCS.plot_expression_trends(\n", " scorer.adata_sub,\n", " result,\n", " genes=genes_of_interest,\n", " x_axis=\"pseudotime\",\n", " figsize=(12, 8),\n", " )\n", " plt.tight_layout()\n", " plt.show()\n", "except Exception as e:\n", " print(f\"Expression trends skipped: {e}\")" ] }, { "cell_type": "code", "execution_count": 36, "id": "5a140f71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Ductal': '#8fbc8f', 'Ngn3 low EP': '#f4a460', 'Ngn3 high EP': '#fdbf6f', 'Pre-endocrine': '#ff7f00', 'Beta': '#b2df8a', 'Alpha': '#1f78b4', 'Delta': '#6a3d9a', 'Epsilon': '#cab2d6'}\n" ] } ], "source": [ "obs_key = \"clusters\" # <-- change to your obs column\n", "\n", "color_map = dict(zip(\n", " adata.obs[obs_key].cat.categories,\n", " adata.uns[f\"{obs_key}_colors\"],\n", "))\n", "print(color_map)" ] }, { "cell_type": "code", "execution_count": 37, "id": "8cdcec93", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWcAAAE0CAYAAABAe4FWAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAp5FJREFUeJzs3Xl8VOW5B/DfmT0zmWSy7xsBwhY2gYBrBXpRtFJrseoVW/W61IIb9hZ3bW1dbjcVpEUUFWytVrQWcangvoCAisgSIED2fSazr+fcPyY5SUgCCZnJzCS/7+fDJzkzZ3LeCZlnzjznfZ9HkCRJAhERERERERERERENKUWkB0BEREREREREREQ0EjE5S0RERERERERERBQBTM4SERERERERERERRQCTs0REREREREREREQRwOQsERERERERERERUQQwOUtEREREREREREQUAUzOEhEREREREREREUUAk7NEREREREREREREEcDkLBEREREREREREVEEMDlLRERENEzMnTsXc+fOjfQwhhX+TkPrySefRElJCbZt29bt9pKSEixZsiRCoyIiIiKKHFWkB0BERER0vJKSkpPu88ILL6CsrGwIRkODUVJSglmzZmH9+vWRHsqIVF1djXnz5p10vy1btiA3N3cIRkREREREXTE5S0RERFFr6dKlfd6Xk5MzhCOJDc8991ykh0BRymg04qc//Wmf9yckJAzJOP77v/8bCxcuRHZ29pAcj4iIiCjaMTlLREREUWvZsmWRHkJMyc/Pj/QQKEolJCRExespOTkZycnJkR4GERERUdRgzVkiIiKKaVVVVZgxYwZmzZqFmpqabvc5nU6cf/75GD9+fLcalytWrEBJSQmqqqqwbt06nHfeeSgtLcXZZ5+N3/3ud7Db7T2O01F71G634+GHH8bcuXMxceJEPPnkk/I+hw8fxooVK3DOOedg0qRJOP3007F8+XJUVFT0+HnNzc149NFHsWDBAkydOhUzZszAggULsGLFClRVVcn7SZKE1157DZdddhlmz56N0tJSnHPOObj22muxefPmXsd4PK/XizVr1uAHP/gBpkyZgunTp+OKK67o8XgguAy+pKQEK1asQHV1NW677TaUlZWhtLQUP/rRj/D++++f4H+j08aNG+XyFNu3b0dJSYn8r+N31vVYR44cwa233oo5c+Zg3Lhx3f6/Pv74Y1x33XUoKyvDpEmTMH/+fDz66KOwWq09jtvxO3A6nXj00Ufxve99D5MmTcL3v/99rFmzBpIk9XiMJEnYsGEDLrjgApSWluKss87Cr3/9a9hstl6fm9frxQsvvICLL74YM2fOxJQpUzB37lz8/Oc/x2effdav3080O5XXx/79+3H77bdj7ty5mDRpEmbPno2LL74Yv/3tb+Hz+eT9+qo52xebzYY//OEPWLBgAUpLSzFz5kxce+21vf6et23bJv997du3D9dffz1mzJiBKVOm4Morr8SuXbtO/ZdCREREFCacOUtEREQxLS8vDw899BBuueUWLF++HBs2bIBKFTzFefDBB1FRUYFly5b1Wp/2d7/7HXbs2IHzzz8fRqMRn3zyCZ5//nns2LEDf//736HVarvt7/V6cdVVV6GtrQ1nnHEG4uPj5TqdH330EZYtWwa/349zzz0X+fn5aGhowLvvvosPPvgAL7zwAiZOnAgAcLlcuPzyy1FZWYkzzjgDc+fOhSRJqK2txZYtW7BgwQLk5eUBAP70pz/hr3/9K3Jzc+VxNjU14dtvv8Xbb7+NhQsXnvD34/V6ce2112L79u0YNWoUrrjiCrjdbrzzzju47bbb5KTa8WpqarB48WLk5eVh0aJFaGtrw+bNm3HTTTdh3bp1mD179gmPO378eCxduhQrV65ETk4OLr74Yvm+WbNmddu3srISl156KQoLC/GDH/wAbrcb8fHxAICVK1fiySefhMlkwve+9z0kJyejvLwczz77LD766CP84x//kPft4PP5cO2116KxsRFnn302lEol3nvvPfzhD3+A1+vtUS7jt7/9LdavX4+0tDT85Cc/gUqlwpYtW/DNN9/A6/VCo9F02//OO+/Epk2bMHbsWCxatAg6nQ6NjY3YuXMnPv74Y5x++ukn/N3Eiv6+Pvbv349LL70UgiBg7ty5yM3Nhd1uR2VlJf7+97/j1ltvhVqtHvDxrVYrLr/8chw6dAilpaX46U9/CrPZjLfeegvXXHMNHnjgAVx22WU9Hrdnzx6sXbsWU6dOxeLFi1FbW4t3330XP/vZz/D6669j1KhRg/7dEBEREYUKk7NEREQUtbrOSu1Kq9Xi+uuvl7fPO+88XH755fj73/+Oxx9/HMuXL8drr72G119/HWVlZbjpppt6/Tm7du3C66+/LtevXb58OW655Ra8++67WLt2LX7xi19027+pqQmjR4/Ghg0boNfr5dvb2tqwfPly6HQ6vPjiixg9erR8X3l5OX7yk5/gnnvuwWuvvQYA+Pzzz1FZWYmf/vSnuOuuu7odw+v1wuv1ytv/+Mc/kJGRgU2bNiEuLq7bvq2trX3+7jqsW7cO27dvx9lnn43Vq1fLieulS5di8eLF+Otf/4rvfe97mD59erfHbd++HcuWLeuWyLzwwgvxP//zP3jmmWf6lZwdP368nJw90ZL6nTt34oYbbuiRJP7iiy/w5JNPYtq0aVizZk23uqgbN27EnXfeiSeeeKLH77CxsRHjxo3DunXroNPp5Oe7YMECPPfcc7jhhhvkZOGuXbuwfv165Ofn45VXXoHJZAIA3HbbbbjqqqvQ1NTUrb6xzWbDm2++iYkTJ+KVV16BUqnsdmyz2XzC30ukWK3WPl9PqampuPzyy3vc3t/Xx+uvvw6Px4NVq1Zh/vz53X5GW1tbj7/b/vr973+PQ4cO4Sc/+QkefPBBCIIAALjuuutwySWX4KGHHsKZZ57Zo5HZBx98gIcffhg/+tGP5Nteeukl3H///XjhhRfwwAMPnNJ4iIiIiMKBZQ2IiIgoaq1cubLXf2vWrOmx75133olx48bh6aefxoYNG/DrX/8aycnJ+P3vfw+FovdTnquuuqpb4k2hUOB///d/oVAo8Oqrr/b6mBUrVnRLzALB5JTVasXNN9/cLTELAGPHjsXixYuxd+9eHDp0qNt9HYnDrjQaTY+ZoCqVqkcSEEC/ane++uqrEAQBK1askBOzAJCSkoKf//znAIBXXnmlx+NycnLk+zucddZZyM7Oxu7du0963IFITU3ttfnb+vXrAQC/+c1vejSs+tGPfoTx48fj3//+d68/85577un2+01JScG8efNgs9lw5MgR+faNGzcCAG688UY5MQsELwD0NqNYEARIkgSNRtPr31VSUtIJnmnk2Gy2Pl9PL730Uq+PGejro7e/58TExD5ffyfi9XrxxhtvQK/X4/bbb5cTswBQWFiIJUuWwOfz4fXXX+/x2OnTp3dLzALAJZdcApVKFfK/XSIiIqLB4sxZIiIiiloHDhzo975arRZ/+tOfcMkll+A3v/kNBEHA448/jvT09D4fc/zyeiBYJiErKws1NTWwWq3dkoJarVauo9rV119/DSC4vLu32YlHjx4FEKxJO3r0aMyaNQsZGRlYs2YNvvvuO5xzzjmYPn06xo8f3yMJ+4Mf/ADr16/HwoULcf7552PmzJmYNm0ajEbjSX8ndrsdx44dQ0ZGBoqLi3vc3zH7dd++fT3uGzduXK8J4czMTPn5hsq4ceN6lA4Agr9XtVqNt99+G2+//XaP+30+H1pbW2E2m7slRY1GIwoKCnodO4ButWr37t0LoPe/hdNOO63H7yA+Ph7nnnsu3n//fSxatAj/9V//Jdc17e8M0W3btmH79u392vdEZs2a1Wu5jt7k5ORg69atA/75x+vt9bFw4UK88MIL+MUvfoEFCxbg9NNPx/Tp0wfVoO7IkSNwuVyYPn16t6R5h9mzZ2P16tW9/u1OmjSpx21qtRopKSm91ikmIiIiiiQmZ4mIiGjYKCoqQklJCb766iuMHj0aZ5555gn3T0lJ6fX21NRU1NTUwGazdUvOpqSkdJvB18FisQAAXn755RMez+l0Aggm+F5++WU88cQT2Lp1Kz755BMAwVmXV1xxBX7+85/Ly+7vvPNO5ObmYuPGjVizZg3WrFkDlUqFs88+GytWrOg1Cdmho3FTWlpar/d3JK57S1gdP1O1g0qlgiiKJ3yeA5Wamtrr7RaLBX6/HytXrjzh451OZ7fk7InGDgCBQEC+raPpV29/CyqVqteZsH/+85/x9NNPY9OmTXIyXqvVYsGCBfjVr37V5/PpsH379pM+p/5YunRpv5Ozp6K/r4/JkyfjxRdfxF/+8he88847+Ne//gUg+HpcunQpLrzwwgEfu+P/pa+/3Y7bI/23S0RERDRYTM4SERHRsLFmzRp89dVXSEpKwsGDB/HXv/61x9L8rlpaWnptDtTc3AwAPWan9paY7brfv/71L4wbN65fY83MzMTvfvc7SJKEQ4cO4YsvvsCLL76IVatWQRRF3HrrrQAApVKJn/3sZ/jZz36GlpYW7Ny5E2+++SbefvttHDp0CG+++Wavs04ByOUROp7P8RobG3t9nkOtr99rfHw8JEkKySzTvnQ895aWlh7lKvx+P8xmszzjtoNOp8OyZcuwbNky1NXV4csvv8Rrr72GN954AzU1Nfjb3/52wmN2PDbaDeT1MW3aNPz1r3+F1+vFnj178PHHH2PDhg1Yvnw5kpOTB9wkreNn9/W329TU1GMMRERERLGINWeJiIhoWNi1axeeeOIJFBUVYdOmTSgqKsKTTz6JHTt29PmY3pJ+VVVVqKurQ05OTp8z8I43ZcoUAMHGVgMlCALGjBmDJUuWYN26dQCALVu29LpvSkoK/uu//guPP/44Zs+ejcrKSpSXl/f5s+Pj45Gfn4+Ghga5tEJX27ZtAwBMmDBhwOPuL4VC0W2m6kBMnToVbW1tOHjwYIhH1anjuff2t7Bz586Tjj0rKwsXXXQRnnnmGRQUFGDnzp1R2xRsoE7l9aHRaDB9+nTccsstuPvuuwH0/fd8IkVFRYiLi8P+/ft7nR07FH+7REREREOByVkiIiKKeW1tbVi+fDkUCgX+9Kc/ITU1FX/+85+hVCpxxx13yGUHjvfCCy+gpqZG3hZFEY899hhEUezRUOhEfvSjHyEhIQErV67steGQKIpyMgkADh482OuMwI7bOhoreb3eXhO+Pp8PbW1tAHDSOqeXXHIJJEnCY4891i3R2NraiqeeekreJ1xMJhPq6+tP6bE/+9nPAAD33nsvGhoaetzvdDoHXf/24osvBgD85S9/6fZ34vF48Mc//rHH/q2trb3WQnY6nXA6nVCpVHJJiljX39fHrl274Ha7ezy+paUFQO+Nwk5Go9HgBz/4ARwOBx5//PFu91VWVmL9+vVQq9VYtGjRgH82ERERUTRhWQMiIiKKWr011+owf/58jB8/HgBw1113oba2Fvfcc49827hx47BixQr8+te/xooVK/CXv/ylx8+YPn06fvjDH+L888+H0WjEJ598gv3792PixIm47rrr+j3OpKQkPPHEE/jFL36BSy+9FHPmzMHo0aMhCALq6+vx1VdfwWKx4NtvvwUAfPrpp/i///s/TJ06FYWFhUhJSUF9fT22bNkChUKBa6+9FgDgdrtxxRVXoKCgABMnTkR2djY8Hg8+++wzHD58GHPnzu210VdX11xzDT766CNs2bIFixYtwtlnnw232423334bLS0t+J//+R/MmDGj3891oObMmYM333wTN954IyZMmACVSoWZM2di5syZ/Xrs8uXL8cc//hELFizA2WefjdzcXDidTtTW1uLLL7/E9OnT8cwzz5zy+E477TQsWbIE69evx4UXXojzzjsPKpUKW7ZsQUJCQo+apw0NDfjhD3+IsWPHoqSkBFlZWbDb7fjggw/Q1NSEJUuWyOUkoonVaj3h6+niiy9Gbm5ut9v6+/pYu3YtvvjiC8yYMQO5ubnQ6/U4dOgQPvroIyQmJuInP/nJKY15+fLl2LFjBzZs2IBvv/0WZWVlMJvNeOutt+BwOHDvvfciLy/vlH42ERERUbRgcpaIiIii1omaJuXk5GD8+PFYv3493nvvPcydOxdLlizpts9///d/4/PPP8d//vMfPPfcc/JMzA533XUX/vOf/+Dll19GTU0NTCYTrrrqKtxyyy3QarUDGuucOXPwxhtv4Nlnn8Unn3yCHTt2QK1WIz09HbNnz8aCBQvkfc866yy5VumWLVtgt9uRnp6OM844Az/72c8wffp0AMFZsXfccQe2bduGr776Cu+99x4MBgPy8/PxwAMP9GvGq0ajwbp167Bu3Tps2rQJGzZsgFKpxLhx43DXXXedUrOmgbj77rshCAI+//xzfPjhhxBFEUuXLu1XchYArr/+ekyfPh3r16/Hzp07sXXrVsTHxyMjIwOXXnppSMZ/9913o7CwEC+++CJeeuklmEwmfP/738ftt9/eY2ZmTk4Oli1bhu3bt2Pbtm0wm80wmUwoKirC8uXLccEFFwx6POFgs9lO+HqaNWtWj+Rsf18fV1xxBRITE/HNN9/IpSAyMjJwxRVX4Oqrr0ZOTs4pjdlkMuEf//gH/vrXv+I///kP1q1bB51Oh8mTJ+Paa689acM/IiIiolggSJIkRXoQRERERENpxYoVeO2117Bly5YeCSmikY6vDyIiIqKhw5qzRERERERERERERBHA5CwRERERERERERFRBDA5S0RERERERERERBQBrDlLREREREREREREFAGcOUtEREREREREREQUAUzOEhEREREREREREUUAk7NEREREREREREREEcDkLBEREREREREREVEEMDlLREREREREREREFAFMzhIRERERERERERFFAJOzRERERERERERERBHA5CwRERERERERERFRBDA5S0RERERERERERBQBTM4SERERERERERERRQCTs0REREREREREREQRwOQsERERERERERERUQQwOUtEREREREREREQUAUzOEhEREREREREREUUAk7NEREREREREREREEcDkLBEREREREREREVEEMDlLREREREREREREFAFMzhIRERERERERERFFAJOzRERERERERERERBHA5CwRERERERERERFRBDA5S0RERERERERERBQBTM4SERERERERERERRQCTs0REREREREREREQRwOQsERERERERERERUQQwOUtEREREREREREQUAUzOEhEREREREREREUUAk7NEREREREREREREEcDkLBEREREREREREVEEMDlLREREREREREREFAFMzhIRERERERERERFFAJOzRERERERERERERBHA5CwRERERERERERFRBDA5S0RERERERERERBQBTM4SERERERERERERRQCTs0REREREREREREQRwOQsERERERERERERUQQwOUtEREREREREREQUAUzOEhEREREREREREUUAk7M07K1YsQI33XRTSH7Wu+++i2uuuQZlZWUoKSnBvn37QvJziYhiXVNTEx566CF8//vfR2lpKU4//XRcdtll+Nvf/gaXyxXp4RERDRutra24//778b3vfQ+TJk3CGWecgWuvvRY7d+486WPnzp2L5557LvyDJCKKMStWrEBJSQlKSkowadIkfP/738fKlSvh9/sjPTQaAVSRHgBRLHE6nZg+fTrOP/983HPPPZEeDhFRVKiqqsLll18Oo9GI2267DSUlJdBoNDhw4ABefvllZGRkYN68eZEeJhHRsLBs2TL4fD488sgjyMvLQ0tLCz7//HNYLJZID42IKKadddZZePjhh+H1evHhhx/i17/+NdRqNW644YZID42GOSZnaURZsmSJnDT45z//CbVajcsuuwzLli0DAEiShJUrV+LVV19Fc3MzTCYTzjvvPDkR+8Mf/hAAUF1dHamnQEQUdR544AEolUq8+uqr0Ov18u15eXmYP38+JEkCAFitVvz+97/He++9B5vNhoKCAixfvhznnnsuAODll1/GqlWrYLFYcOaZZ2LGjBlYtWoVduzYEZHnRUQUbaxWK3bs2IH169dj1qxZAICcnBxMnjwZwInPZZcsWYKamho8/PDDePjhhwEABw4ciNhzISKKNhqNBmlpaQCAK664Au+99x62bt2KtLQ0/O53v8MjjzyCxx57DHV1dZg1axYeeughZGVlobq6GvPnz8crr7yC0tJS+ec999xzeP7557FlyxYoFFy4Tn1jcpZGnNdeew1XX301Xn75ZXz99ddYsWIFpk+fjjPOOAPvvPMOnnvuOfzxj3/EmDFj0NzcjP3790d6yEREUctsNuPTTz/F7bff3i0x25UgCBBFEddddx0cDgf+7//+D/n5+Th06JB8orpz507cf//9uOOOOzB37lx89tlneOKJJ4byqRARRT29Xg+9Xo/33nsPU6dOhUaj6Xb/ic5ln3zySSxatAiXXnopLr300kgMn4gopmi1WnlVgtvtxurVq/Hoo49CrVbjwQcfxG233YaXXnoJubm5OP3007Fx48ZuydmNGzfi4osvZmKWTorJWRpxSkpKsHTpUgBAYWEhNmzYgM8//xxnnHEG6urqkJqaitNPPx1qtRrZ2dnyTAQiIuqpsrISkiShqKio2+1lZWXwer0AgjMP5syZg927d2Pz5s3yvnl5efL+GzZswNlnn41rr70WAFBUVISvvvoKH3zwwdA8ESKiGKBSqfDII4/g3nvvxUsvvYQJEyZg1qxZWLhwIcaNG3fCc1mTyQSlUgmDwSDPDCMiop4kScLnn3+OTz75BFdeeSUAwOfz4b777sOUKVMAAI888ggWLlyI3bt3Y/Lkyfjxj3+MBx54AHfeeSc0Gg2+++47lJeX46mnnorkU6EYwfQ9jTglJSXdttPS0tDS0gIAOO+88+DxeDB//nzcc889+M9//sMC4EREp+Cf//wnXn/9dYwePRperxf79u1DZmZmjyRuhyNHjnSbaQCAF8eIiHqxYMECfPzxx1i9ejXOOussbN++HT/60Y+wceNGnssSEQ3CBx98gGnTpqG0tBTXXXcdFi5cKJdAVKlU3c5Vi4uLkZCQgMOHDwMA5s+fD4VCgf/85z8Agit2y8rKkJubO/RPhGIOk7M04qhU3SeMC4Ig10PMysrC22+/jfvvvx86nQ4PPvggrrzySvh8vkgMlYgo6uXn50MQBBw5cqTb7Xl5eSgoKIBOpwMA+SsREQ2eVqvFGWecgV/84hd46aWXcPHFF+PJJ5/kuSwR0SCUlZXh9ddfx7vvvotvvvkGjz76aJ9lu46n0Wjwwx/+EBs3boTX68W///1vXHLJJWEeMQ0XTM4SHUen02Hu3Lm455578MILL+Crr75CeXl5pIdFRBSVkpKScMYZZ2DDhg1wOp197ldSUoL6+voeSdwORUVF2LNnT7fbvv3225COlYhouBo9erQcg090LqtWqyGKYiSHSkQUteLi4lBQUIDs7Owek7r8fn+3c9WKigpYrVYUFxfLty1evBifffYZ/va3vyEQCOC//uu/hmzsFNuYnCXqYuPGjXjllVdQXl6OqqoqvPHGG9DpdMjOzgYAWCwW7Nu3T166cOTIEezbtw9NTU2RHDYRUUTdf//9CAQCuOSSS7B582YcPnwYFRUV+Ne//oWKigoolUrMmjULM2bMwM0334xPP/0UVVVV+PDDD/HRRx8BAK688kp8+OGHWLduHY4ePYqXXnoJH330EQRBiPCzIyKKHmazGVdddRX+9a9/Yf/+/aiqqsJbb72FtWvXYt68eSc9l83JycGXX36JhoYGtLa2RvjZEBHFDrVajd/85jf45ptvsGfPHtx5552YOnVqtzJcxcXFmDJlCn7/+9/jggsu4Mox6jc2BCPqIiEhAWvWrMEjjzwCURQxduxY/OUvf0FSUhIAYOvWrbjzzjvl/W+77TYAwNKlS+VaNEREI01+fj5ee+01/PWvf8Uf/vAHNDQ0QK1WY/To0bjmmmtwxRVXAAh2Cn/00Udx++23w+VyoaCgAMuXLwcAnHbaaXjwwQexcuVK/PnPf8aZZ56Jn/3sZ3jxxRcj+dSIiKKKwWDAlClT8Pzzz6OyshJ+vx+ZmZlYvHgxbrzxRnzyyScnPJe9+eabcd9992H+/Pnwer04cOBAhJ8REVFs0Ol0uO6667B8+XI0NDRgxowZ+O1vf9tjvx//+Mf46quvWNKABkSQOoptEhEREUWRe+65BxUVFfjb3/4W6aEQERER0Qi1ceNG/O53v8OOHTtOuu+qVavw9ttv49///vcQjIyGC5Y1ICIioqjwzDPPYP/+/Th27BjWr1+P119/HRdffHGkh0VEREREdEIOhwPl5eV48cUXsWTJkkgPh2IMyxoQERFRVNi9ezfWrl0Lh8OBvLw83H333Vi8eHGkh0VEREREdEK/+c1vsGnTJsyfP58lDWjAWNaAiIiIiIiIiIiIKAJY1oCIiIiIiIiIiIgoApicJSIiIiIiIiIiIooAJmeJiIiIiIiIiIiIImBEJGevvPJKXHnllZEeBhHRsMQYS0QUXoyzREThxThLRJGkivQAhkJdXV2kh0BENGwxxhIRhRfjLBFReDHOElEkjYiZs0RERERERERERETRhslZIiIiIiIiIiIioghgcpaIiIiIiIiIiIgoAkZEzVkiOnViQIS53gZLvQ1etx8anQqmTCOSMo1QKHl9h4jCizGIiCKJMYiIiGhkG4pzASZniahPYkBE1d5GWJsdgAAolAo4bR44rR7YW13Im5DODyZEFDaMQUQUSYxBREREI9tQnQvwbIKI+mSut8Ha7IBKq4JWr4G6/atKq4K12QFzvS3SQySiYYwxiIgiqWsMUmtVgChBo1MzBhEREY0Q3c4FNCoIALRxoT8XYHKWiPpkqbcBAqBUdQ8VSpUCgtB+PxFRmDAGEVEkyTFIKcDe6oLT6oHL5mEMIiIiGiE6zgUEAbC1OuGwuOF1+0N+LsDkLBH1yev29zlFX1Aq4HX7h3hERDSSMAYRUSR1xKCAX4QkSgAAn9sPMSAyBhFF2JYtW7B48WJMmzYNZ555Jm655RZUVVVFelhENMx0nAv43H4geCognxOE8lyAyVki6pNGp4IYEHu9TwqI0OhYtpqIwocxiIgiqSMG+b2Bbrd7nT7GIKII2rZtG5YuXYrRo0dj1apVuOuuu7B//35cc801cLvdkR4eEQ0jHecCPk9nElatDb7/h/JcgGcURNQnU6YRTqsHAb/YbVlxwC9CkoL3ExGFC2MQEUVSRwzye7vPivE4fdAZNIxBRBHy5ptvIjs7G7/73e8gCAIAIDk5GT/96U+xZ88ezJgxI8IjJKLhwpRphKPNjYAvOGFEoRSgUClC/nmEM2eJqE9JmUYkpBrg9/jhdXrha//q9/iRkGpAEj+UEFEYMQYRUSQlZRphTDXA7+s5g18dp2IMIooQv98Pg8EgJ2YBwGgMvh4lSYrUsIhoGErKNEKjU8vbCpUiLJ9HmJwloj4plArkTUhH9thUxBm1UCgExBm1yB6birwJ6X3WgiQiCgXGICKKJIVSgYxCk1xjrkseCH5vAIJC6PVxRBReP/rRj3D48GG8+OKLsNlsqKqqwh//+EdMmDAB06dPj/TwiGgYUSgVUCg73+/VWlVYPo+wrAERnZBCqUBKTiJSchIjPRQiGoEYg4gokhxtHvn7rDGpsDTY4Wxzw2X1wG52wZisj+DoiEamGTNmYOXKlVi+fDl+/etfAwDGjx+PtWvXQqlU9vm4efPm9XlfXV0dsrKyQj5WIoptAb8IW7MTAKDSKjHx7KJus/ZDhVNOiIiIiIiIemFvdcrfG5P1yChKkrcbj5gjMSSiEW/Xrl343//9X1x66aV4/vnn8fjjj0MURVx//fVsCEZEIWVtdkAUg0tokjKMYUnMApw5S0RERERE1Ct7qyv4jQAYkuIQL8Sham8j/N4AzHVWeN3p3WrREVH4PfTQQ5g9ezZWrFgh3zZ16lR873vfw7/+9S/85Cc/6fVxW7Zs6fNnnmhWLRGNXJZ6m/x9OBuBcuYsERERERHRcfzeAFy2YFkDfYIOSpUCCqUCafkmAIAkAU3HLJEbINEIdfjwYYwbN67bbZmZmUhKSkJlZWWERkVEw40kSrDU2wEES60lpIavlBGTs0RERERERMexm7uWNIiTv08vTALaVzU2HjPLyx2JaGhkZ2dj79693W6rqamB2WxGTk5OhEZFRMON3eyC3xcAACSmG8LajJjJWSIiIiIiouPIJQ0AxHdp/KWJUyOpfWmj3xOAudY65GMjGskuu+wyvPfee3jooYfw2WefYfPmzbjxxhuRkpKC888/P9LDI6JhwtylpEFSGEsaAKw5S0RERERE1IOtSzOw+C4zZwEgoygZ5rrgh7aGI61IyU0c0rERjWRXXXUVNBoN/v73v+PVV1+FwWDA1KlT8ec//xlJSUkn/wFERCchSVJnvVkBSEyPD+vxmJwlIiIiIiLqQgyIcFiCXd+1enWPpl/xyXGIS9DCZfXAYXHDbnEh3hTX248iohATBAGXX345Lr/88kgPhYiGKZfNA4/TBwBISNFDpVGG9Xgsa0BERERERNSFs80Nqb2WbNeSBh0EQUBGYecMvcYj5iEbGxEREYVXRyMwADCFuaQBwOQsERERERFRNzZz13qzvc+ITc5JhFId/DjVWtMGn8c/JGMjIiKi8Opab9aUweQsERERERHRkLK3dNabNfYycxYAlCoF0vJNAABJApqOcfYsERFRrPO4fHC2BUsb6RN10OrVJ3nE4DE5S0RERERE1E6SJNjbZ84q1Qro4jV97pvetbTBMQvE9lIIREREFJssXWfNZoa3EVgHJmeJiIiIiIjauR1e+L0BAMF6s4Ig9LmvVq+RP7j53H6Y62x97ktERETRr2u92aQhqDcLMDlLREREREQks7d21ps1JvVeb7arjKJk+fvGI61hGRMRERGFn98XgK3FAQDQxKkRZ9QOyXGZnCUiIiIi6ocPP/wQV155JWbPno1JkyZh3rx5ePjhh2GzdZ8tuXXrVlx00UUoLS3FggUL8Oqrr0ZoxHQq7K2d9Wbj+6g325UxRS9/eLObXXC016kjIiKi2NLWYIfUXqEoKdN4wtUzoaQakqMQEREREcU4i8WCyZMnY8mSJTCZTDh48CCefPJJHDx4EM8++ywAYMeOHVi6dCl+/OMf46677sIXX3yBu+++GwaDAeedd16EnwH1h6195qygEGAw6U66vyAISC9MwrFv6wEEZ88WTc0O6xiJiIgo9MwRqDcLMDlLRDRsLFmyBNu3b+/1vj/+8Y+44IIL+txn8+bNKC4uDvcQiYhi2qJFi7ptl5WVQaPR4N5770VDQwMyMjKwevVqTJ48Gb/+9a8BALNnz0ZVVRWeeOIJJmdjgM/jh8fhBQAYEnVQKPu30DAlNxHV+xoR8ItoqbEid3w61Fp+1CIiIooVYkBEW2OwpIFSrYSxH6tnQoVnDEREw8T9998Pu93e7bbnn38e7777LubMmSPfNn36dPzqV7/qtl9ubu6QjJGIaLgxmUwAAJ/PB6/Xi23btuGOO+7ots/ChQuxadMmVFdXM95GuYGWNOigVCmQmm9CQ0UrJFFCc6UFWWNSwzFEIiIiCgNrsxNiQAQAmDLiISiGpqQBwOQsEdGwMXr06B63LV++HGeccQaSkzublSQkJGDq1KlDODIiouElEAjA7/fj0KFDWLVqFebOnYvc3FwcOnQIPp8Po0aN6rZ/x8qEiooKJmejnK1LM7D45JM3A+sqvTAJDRXBhmCNR83ILE4Z0g92REREdOosDZ0lDZKGsKQBwOQsEdGwtWvXLlRXV+PWW2+N9FCIiIaVc889Fw0NDQCAs846C3/4wx8AAG1tbQCCF8G66tjuuL838+bN6/O+uro6ZGVlDWrM1D/dZs4mDSw5qzNokJgej7ZGO7xuP8wNNiRnJZz8gURERBRRkiTB0l5vVlAISEhjcpbCSAyIMNfbYKm3wev2Q6NTwZRpRFKmsd81tYgoNmzatAl6vb7HB/7t27dj6tSpCAQCmDJlCm655RbMnDkzQqMkIoo9a9asgcvlwqFDh7B69WrceOONWLduXaSHRYMU8ItwtrkBALp4zSnVjM0oSkJbY7DEUOMRM5OzREREMcBhccPnCQAAEtMMUKqGNj/G5OwIIgZEVO1thLXZAQiAQqmA0+aB0+qBvdWFvAnpTNASDRN+vx9vvfUW5s6dC72+s2bezJkzsWjRIhQWFqKxsRHPPPMMrr76aqxfvx7Tpk3r8+dxRhcRUadx48YBAKZNm4bS0lIsWrQI//nPf+TyMjabrdv+VqsVAJCYmNjnz9yyZUuf950oBlPoOCwuSFLw+4HUm+0qIc0AnUEDt8MLW4sTTqsb+gRdCEdJREREoWau7zx3M2Uah/z4zMSNIOZ6G6zNDqi0Kmj1wdkAWr0GKq0K1mZHtz9GIoptn376KVpbW3HhhRd2u/3mm2/Gj3/8Y8yYMQMLFy7E+vXrkZ6ejqeeeipCIyUiim0lJSVQq9WorKxEfn4+1Go1Kioquu3TsX18LVqKLvYu9WaNA6w320EQBKQXJcnbjUfMgx4XERERhZela3I2Y2hLGgCcOTuiWOptgIAe07OVKgUC3uD9KTl9z+ggotixadMmmEwmnHnmmSfcT6/X45xzzsE777xzwv04o4uIqHfffPMNfD4fcnNzodFoUFZWhnfeeQc//elP5X02b96M4uJiNgOLct3qzZ7izFkASM1NRPX+Joh+ES3Vbcgdnw6VRhmKIRIREVGIueweuO1eAMFmoKdS1miwmJwdQbxuf59lCwSlAl63f4hHRETh4Ha78d577+Giiy6CWq2O9HCIiIaNpUuXYtKkSSgpKYFOp8P+/fvxzDPPoKSkBPPnzwcA/PznP8dVV12FBx54AOeffz62bduGTZs24U9/+lOER08nIkkS7ObgzFmVVgmt/tTfP5VqJVLzEtF4xAxRlNBUZUFWcUqohkpEREQhZKm3y98nRaCkAcDk7Iii0angtHl6vU8KiNDotUM8IiIKh61bt8LpdOIHP/jBSfd1Op344IMPUFpaOgQjIyKKbZMnT8bmzZuxZs0aSJKEnJwcLF68GNdeey00Gg0AYMaMGXjyySfx5z//Gf/85z+RnZ2Nhx56COeff36ER08n4rJ5EPCLAABjkh6CIAzq52UUJsklDRqPmJE5KnnQP5OIiIhCzxLherPAAJOzH330EX73u9+huroagUAAkiRBEATs27cvXOOjEDJlGuG0Bk88u5Y2CPhFSFLk/giJKChUMfbf//43srOzcdppp3W7fceOHVi7di2+//3vIycnB42NjVi3bh2amprw+OOPh/KpEBFFpcHG2euvvx7XX3/9SfebN28eS77EmK71ZuNPsd5sV7p4LRLSDLA2OeB1+WBpsEdsNg5RtGFegYiihc/tl1fOxBm10Bk0ERnHgJKzv/3tb3HPPfdg2rRpUCjYSyzWJGUaYW91wdrsQMAbLGUgBYKJ2YRUA08YiSIsFDG2ra0NH3/8MX7605/2mKGTlpYGn8+HP/3pT7BYLIiLi8O0adPw4IMPYvLkyaF4CkREUY3nstQXW4jqzXaVUZQEa5MDQHD2LM+1iYIYi4koWlgaItsIrMOAkrMGgwFnnXVWuMZCYaZQKpA3IR3mehss9TZ43X5o9FqYMo1IyjT2WY+WaLgTA2L314VOFZHXRShibGJiIvbs2dPrfQUFBXjmmWcG9fOJiGIZz2WpLx3NwBQKAfpEXUh+ZmJ6PLR6NTxOH6zNDrhsHsQZWUaMiLGYiKKFuUu9WVNW5C6iDijrcO655+K9994L11hoCCiUCqTkJKL4tFyMP6MQxaflIiUnkYlZGrHEgIiqvY2oLW+G0+aBKEpw2jyoLW9G1d5GiAFxyMbCGEtEFF6Ms9Qbj8sHryvYGNeQFAeFIjS1YQVBQHphkrzdeNQckp9LFOsYi4koGgT8IqzNwRUuap0KhhBdnD0VA5o5+8ILL8Bms0Gn00Gj0ci1YbZv3x6u8RERhZW53gZrswMKhQCPywe1VgWtQSMHanO9DSk5iUMyFsZYIqLwYpyl3ti7lTQYfL3ZrlLzTag50AQxIKG5yoKccWlQqZUhPQZRrGEsJqJo0NZohyRKAIIlDSLZuHNAydnXX389TMMgIooMS70NkIJdmiUJCPi80OrVUKoUCHiD9w9VcpYxlogovBhnqTddm4EZQ1RvtoNKrURKbiKajlnaE7RtyByVHNJjEMUaxmIiigaW+s56s5GuCz+gtew5OTlITk5GQ0MDGhoakJycjJycnHCNjYgo7LxuP7weP6TgBTOotUqg/YqZoFTA6/YP2VgYY4mIwotxlnrTdeasISm0M2cBIKOoMxnbeLQVUsdJB9EIxVhMRJEmihIsjcF6s0qVAsZUQ0THM6CZs7t27cLNN9+M1NRUAEBzczOefPJJTJs2LSyDIyIKNzEgQfQH68oKCiDO2FlnRgqI0OiHrnEHYywRUXgxztLxAr4AnFYPACAuQRuWkgNxRi2MqXrYmp3wOHxoa3REtCM0UaQxFhNRpNlbnQj4gnmAxPT4kNWbP1UDSs4+8sgjePzxx3HaaacBCAbVhx9+GC+//HJYBkdEFE4uuwcuq1ve1ifoICiDQTngFyFJgGkIlzcwxhIRhRfjLB3Pbg5fSYOuMgqTYWsOztBtPNrK5CyNaIzFRBRp5i4lDYbyM39fBlTWwO12ywEUAKZPnw6PxxPyQRERhZsoSqjYVSuXM1CqFRADInweP7xOL/wePxJSDUNae4YxlogovBhn6Xhd682GuhlYV6bMeGji1ACAtkYH3HZv2I5FFO0Yi4kokiRJkuvNCgJgSo9sSQNggMlZvV6Pzz77TN7+/PPPERcXvpMYIqJwqS1vgrMtOGtWq1cjb0IG4oxaKBQC4oxaZI9NRd6EdCiUAwqTg8IYS0QUXoyzdDybubPebHwYZ84KgoD0wiR5u/Foa9iORRTtGIuJKJKcVg+8rmBvGWOqAcowlDQaqAGVNbj77rtx8803Q6EIJiskScKTTz4ZloEREYWLrdWJuoMtAIJXyopPy4HBFIe0fFNEx8UYS0QUXoyz1JUoSnC0lzXQ6FTQts9sDZe0fBNqDzRBFCU0VbUhZ1walKrIfyAkGmqMxUQUSZYuJQ2GcqXsiQwoOVtaWop3330XR44cAQAUFRVBrQ7vSQwRUSgFfAEc+apW3s4uSYPBFB1X6hljiYjCi3GWunJZ3RADwfpG8SnhmzXbQaVRIjk3Ec2VFoh+Ec1VbcgoSg77cYmiDWMxEUVSt3qzUVIDvl/JWafTCb1eD7vdDgDIzs4GAHg8Hng8HsTHR8eTISI6mcrvGuBx+gAEa8tljU6J8IgYY4mIwo1xlnpj61pvNmloLtRmFCWhudICAGg8akZ6YRIEIbIdoomGSqhj8WuvvYbnn38ehw8fhl6vR2lpKVauXAmdThfysRPR8OBxeuGyBmtcG0w6uR58pPUrOfvf//3feO211zBjxgwIggCpo4MOgvWT9u3bF7YBEhGFSmutFc1VbQAAhUqBUdOyo+IDEWMsEVF4Mc5Sb+ytnfVmjWGsN9uVPkEHY7IetlYn3HYvrM0OJKbx4gCNDKGMxatXr8bTTz+NG2+8EVOnToXZbMbnn3+OQCAQjqET0TBhrrfL35uipKQB0M/k7GuvvQYA2L9/f1gHQ0QULl6XD0d318vbBZMyoNVrIjiiToyxREThxThLx5MkSU7OKlUKxCVoh+zY6UVJsLUfu/GImclZGjFCFYsrKiqwcuVKPPXUUzjnnHPk2xcsWDCon0tEw1801psFgAG1Ia+rq4PX6wUA7Ny5Exs2bJCXJBARRStJknDk6zoEfMEr6UlZRqTkJkZ4VD0xxhIRhRfjLHXwOH3weYLnBYakuCFdSZOUaYRaF5wjY2mww+3wDtmxiaLBYGPxxo0bkZub2y0xS0R0Mn6vX744qjWooYuPjslawACTszfddBMkSUJDQwNuv/127Nq1C3fddVe4xkZEFBKNR8ywNjsAAGqdCoWTs6KinMHxGGOJiMKLcZY6RKKkQQdBISC9MEnebjxqHtLjE0XaYGPxN998g7Fjx+Kpp57CnDlzMGnSJFx22WX45ptvwjhqIop1lgY70F5NJSnTGFU5gQElZwFAq9Xigw8+wE9+8hP88Y9/xNGjR0/pwA6HA2effTZKSkrw7bffdrvvlVdewYIFC1BaWoqLLroI77///ikdg4jIZfOgal+jvF00NQsqjTKCIzqxUMVYIiLqHeMsAYC9azOw5KFpBtZVWr4JgiL4obC5yoKAXxzyMRBF0mBicVNTEz755BP861//wv33349Vq1ZBEARcc801aGlp6fNx8+bN6/NfXV1dCJ4VEUUzS9d6sxnRU9IAGGBy1uv1wuv14tNPP0VZWdmgDvzUU0/1Wqz7zTffxL333ovzzz8fTz/9NKZOnYqlS5fi66+/HtTxiGjkEQMiDu+qgSQGL49lFCVHdV23UMZYIiLqiXGWOnQsaxQEwGAa+uSsWqtCcnYCACDgE9FS0zbkYyCKlMHGYkmS4HQ68fjjj+O8887DOeecg9WrV0OSJGzYsCEMIyaiWCcGRLQ1BZOzKo0yIhdmT6RfDcE6XHDBBTjjjDNQWFiI6dOno7GxEXFxA39Chw8fxt/+9jf86le/wv3339/tvieeeAIXXHABbr31VgDA7NmzUV5ejlWrVuHpp58e8LGIaOSqOdAEl9UDAIgzapE7Pi3CIzqxUMVYIiLqHeMsAcGac257sN6lPlEHpWrAiwlDIqMoCS3VwaRs4xFzcDZtFC2xJAqXwcbihIQEmEwmjBs3Tr7NZDJhwoQJOHToUJ+P27JlS5/3zZs3r9/HJ6LYY21yQAwEJ22ZMuOj7v12QMnZm266CVdeeSXi44NPJD4+Hk888cSAD/rQQw/hsssuQ1FRUbfbq6qqcPToUfzyl7/sdvvChQvx2GOPwev1QqOJnoK9RBS9rM0O1B9uBRCs7TZqWjYUysh8+OqvUMVYIiLqHeMsAceXNBjaerNdGUxxMCTFwWF2wWXzwNbiREKqIWLjIRoqg43Fo0ePRmVlZa/3eTyeUA2TiIYRc4NN/j4pykoaAAMsa7B161YoFAooFAo888wzWLFiBdraBrYE5+2330Z5eTl+8Ytf9LivoqICAHokbYuLi+Hz+VBVVTWgYxHRyOT3BXDkq1p5O2dcGvSJugiOqH9CEWOJiKhvjLMEADZzZOvNdpVR1KUx2BE2BqORYbCx+Nxzz4XFYsG+ffvk28xmM7777jtMnDgxHEMmohgmSZJcb1ahFJCQFn0XQgeUnP3Tn/6E+Ph47N+/H2+88QZOP/10PPDAA/1+vMvlwiOPPILbbrsN8fE96z52BOSEhIRut3dsnyhgs7g3EXU49m09vG4/AMCYokfmqOQIj6h/BhtjiYjoxBhnCQDsLU75e2MEZ84CQFJWAtTa4GJGc70NHqcvouMhGgqDjcXz589HaWkpbr75ZmzevBlbtmzBjTfeCI1GgyuuuCJ8AyeKEWIgWMv88M5q7Pv0KA7vrEZLTRvEwMhsPmk3u+D3BnteJaTFR+WK2gGNSKUKnjh88sknuPTSS3HZZZfB5XKd5FGdVq9ejZSUFFxyySUDGyURUT+1VLehtcYKAFCqFCialh119WT6MtgYS0REJ8Y4S2JAhKPNDQDQGtRyYjRSFAoBaYUmebvxGGfP0vA32FisUCiwZs0aTJ06Fffddx9uv/12xMfH48UXX0RaWnT3mCAKNzEgompvI2rLm+G0eSCKEpw2D2rLm1G1t3FEJmgt9V1KGmRGZ4PwAZ2NBAIBfPPNN3j33Xfx8MMPAwD8fn+/HltTU4Nnn30Wq1atgs0W/MU4nU75q8PhQGJiIgDAZrN1C6pWazDR0nF/b1jcm4g8Th+OfVsvbxdMzoQ2Th3BEQ3MYGIsERGdHOMsOdrckMRgQ5D4pMjOmu2Qnp+EuvJmSBLQdMyCnLGpUTmrhyhUQhGLk5OT8X//93/hGB5RTDPX22BtdkAQAL83AEEjQBunRiAgwdrsgLnehpScvnNrw40kSTB3JGcFwJQxDJKzt956K+677z7MmTMHxcXFqKioQGFhYb8eW11dDZ/Ph+uvv77HfVdddRWmTJmCP/zhDwCCtWdHjRol319RUQG1Wo28vLyBDJeIRhBJknDk61oE/MErgck5CTH3pjOYGEtERCfHOEv21q4lDSJbb7aDWqdCUnYCWmusCPgCaKmxIi3fFOlhEYUNYzFR+FjqbRADEryuYJkcnycAj8uHOKMWghC8P9Y+Jw+G2+6FxxH8XRiT9VBpIrtipi+CJEnSUBzIarV2K9gNAPv27cPDDz+MBx98EKWlpZg4cSIWLFiA0tJS/P73v5f3u/zyyxEfH4+nn376lI7dMXP2RLNriSi21R1uQfXeRgCARqfCxO+NgkqtjPCoRgbGWCKi8GKcDZ2D26tgaQg2BZn0vVGIM2ojPKIgu9mFfZ8cBQDoE7SYcHZRzJRlIhoOGGdpuNj78RE4LO5e71OqFdAZNJhwVtEQjypyag82o2Z/EwAgb2JG1PajGdB6mbq6Otxwww1YtGgRgGBy9bnnnuvXYxMSElBWVtbt3/jx4wEAEydOlLsqLlu2DJs2bcITTzyBbdu24f7778fu3btx0003DWSoRDSCONvcqNnXKG8XTcuOycTsYGIsERGdHOPsyCZJEmytwbqWKrUSunhNhEfUKT4pDgaTDgDgtHpgb2UtZBq+GIuJwiPgD8Bt98rbSrUCClVn2i/gE+GwuFF7sHnE1J6NhXqzwACTs/fddx8WLlyIjsm2Y8aMwauvvhrSAV144YX4zW9+g02bNuHaa6/Frl27sHLlSkybNi2kxyGi4UEMiKj4qhYdawAyi5ORkGqI7KBO0VDEWCKikYxxdmRz270I+ILdmuOT46JuZmp6YedsnoajrREcCVF4MRYThZ4kSTi8q7PMn6AADKY4GJPjeqwSqdnfhD0fVMBSb8MQLaaPCK/bJ88ijkvQQquPnouyxxtQcralpQWLFi2CQhF8mEqlglJ56rPTysrKcODAAZSWlna7ffHixXj33XexZ88e/Pvf/8a55557yscgouGtel8TXDYPgGDAzSmJ3Q6toY6xRETUHePsyNa13mx8cnQ0A+sqOdsIlSb492ius8n1AomGG8ZiotCr3teItvayPRAAjU4Nn9sHnzcAQILWoIGuS5LW4/Th4JfVOLitCi67JzKDDjNLvV3+PinTGMGRnNyAKuGqVKpuWfW2trZhnWUnoujW1mRHw5HgzBJBIaB4ek5MdzdmjCUiCq/Bxtm33noLb7zxBr777jtYrVYUFBRgyZIluOSSS7rNwnzllVewdu1a1NbWoqioCLfddhsnG0QBW5dSAfFR0gysK4VSgbQCE+oOtgAScOCLSqg0Smh0KpgyjUjKNMb0eQ5RB57zEoVWU6UF9YfbV1wIwOiZeRD9AVjqbfC6/dDotfL7iNvhReWeBthaghcs25ocsH5QgYxRycgekwplDJYH7Iu5S0kDU5QnZwf07n7eeefhvvvug91uxyuvvIKrr74aixcvDtfYiIj65Pf6ceTrOnk7b3x61DT1OFWDjbEbN25ESUlJj39dGywCwaRBR/PFiy66CO+//36onwoRUVQabJx97rnnEBcXhxUrVmD16tU4++yzce+992LVqlXyPm+++SbuvfdenH/++Xj66acxdepULF26FF9//XUYnhENRMfMWUEhwJCoi/Boepea29lB2233QgyIcNo8qC1vRtXexhFTI5CGN+YViELH2uzAsd2dn4sLJmUiKSMeKTmJKD4tF+PPKETxablIyUmEQqmAPkGHkjn5KD4tBxpdcL6mJAH1h1vx7fuH0VxlGRYXS/y+AGzNDgCAJk4FfUJ05woGNHP2mmuuwaZNm2Cz2fDJJ5/g6quvxg9+8INwjY2IqFeSJOHo7nr43H4AQEKqAelFSREe1eCFKsauXbsWRmPnlcGMjAz5+46kwY033ojZs2dj8+bNWLp0KV588UVMnTo1FE+DiChqDTbOrl69GsnJnXVB58yZA4vFgnXr1uGmm26CQqHAE088gQsuuAC33norAGD27NkoLy/HqlWr8PTTT4f6KVE/+dx+eJzBMgEGky5qZ6A62txQqASI/uAHY0kCtHoNAn4R1mYHzPU2pOQknuSnEEU35hWIQsPt8OLwjhq5/0p6URLSC0/+uVgQBCRnJyAxPR71h1pQd7gFkijB5wngyNd1aDxmQcGkDBhM0bfKpL/aGh3y78WUaYy6OvPH63dyNhAI4Nprr8Vzzz2HCy+8MJxjIiI6oZbqNpjrgksUlGoliqZlRX2wPZlQxtiJEyd2Sx50xaQBEY1UoYizvcXW8ePH4+WXX4bT6YTZbMbRo0fxy1/+sts+CxcuxGOPPQav1wuNJnqbUQxntiivN9vBUm+DSq2C1x9MJHucPmh0KihVCgS8wfuZnKVYxrwCUWj4fQEc3F4Ff3ujy4Q0A/InZJzkUd0pVQrkjEtDan4iKr9rkGu0Oswu7P34KFLzTcgdlwa1dkDzOqOCpUtJg2ivNwsMoKyBUqmE2+2GKHIpDRFFjsfpxbE9DfJ24eRMaHTqCI4oNIYixlZVVeHo0aM4//zzu92+cOFCfP755/B6vWE7NhFRpIUrzu7cuRMZGRmIj49HRUUFAKCoqKjbPsXFxfD5fKiqqgrpsan/7F3qzRqjsN5sB6/bD5VGAYUq+DFN9Ivwtq8UEpQK+XuiWMW8AtHgSaKEwztr4LYHP7/p4jUoPi0HguLUJixp9RqMmZmHsWV50MV3XkRurrTg262H0VDRClGMnVIHoiihrTGYaFaqFVF9UbbDgNLfkyZNwg033ICLLroIen3nk5s3b17IB0ZEdDxJklCxqxaiP3gyl5qXiOTshAiPKnRCFWMvvPBCmM1mZGdn49JLL8X//M//QKlU9itpUFxcPPgnQkQUpUJ9Lrtjxw5s3rwZv/rVrwAEm9oAQEJC9/emju2O+3tzojHU1dUhKyvrlMZIQd1mziZF74c0jU4Fp82DuHgNHBY3AMBt80CtVUEKiNDoo7tmHlF/MK9ANDiVextgbQrWU1WplRgzKw+qEDTySkyPx8RUAxqPtKK2vBkBv4iAX0Tldw1oqrQgf1IGElINgz5OuNmaHQi05wxM6fFQnGLSeigNKDl74MABAMDLL78s3yYIAoMoEQ2JukMtsJuDM180cWrkTxzYso1oN9gYm5aWhmXLlmHKlCkQBAFbt27Fn//8ZzQ0NOC+++5j0oCIRrxQnsvW19fjtttuQ1lZGa666qqQjZFCL+AX4bQGE526eA1UmujtRG3KNMJp9UBQKqDWKuHzBCBJgMvqgVKtiPpu00T9wbwC0alrPGpG4xEzAEAQgNEzc6EzhK5kkkIhILM4BSm5iaje14jmquBnRJfNgwOfVyIpy4i8CRnQ6qN39aqlwS5/HyvvmwNKzq5fvz5c4yAiOiGHxYXaA03y9qhp2VCG4OpgNBlsjD3rrLNw1llnydtnnnkmtFotnn/+edx4442DHR4RUcwL1bms1WrFddddB5PJhCeffBIKRXAJemJisBaozWZDWlpat/273t+bLVu29HkfExaD47C4gPbVmMYoX9qYlGmEvdUFa7MjWNrAE6wl6PP4EZ9sjIm6eUQnw7wC0alpa3Lg2J56ebtgchaMKeF5X1NrVSiamo20giRU7qmXV3OY62ywNNiRNToFWaNToq7BpiRJMLfXmxUUAhLTo3+mLzDA5CwQ7PT92WefQRAEnH766Vi4cGE4xkVEJAv4RVTsqpW7LWaNSQnbm1CkhTrGnn/++Xj22Wexb98+Jg2IiDD4OOt2u3HDDTfAZrPhH//4B4zGzmTZqFGjAAAVFRXy9x3barUaeXl5oXkSNCD2GGkGBgAKpQJ5E9JhrrfBUm+DJAJeV0dzMO8p1xMkijbMKxANjMvuweGd1fLFxsziZKTlm8J+3PikOIw/sxDNVW2o3tcIvzcASZRQW96M5qo25E1IR1KWMWoadDva3PC112dPSDVAqYqNCV0DSnE/+uijePbZZzF27FiMGTMG69atw2OPPRausRERAQCq9zXC7QgWO9cn6pA9Nu0kj4hN4Y6xXZMGXTFpQEQjxWDjrN/vx6233oqKigqsXbsWGRndy+vk5eWhsLAQb7/9drfbN2/ejDlz5kCjCd2yQ+o/W5dmYPFR3Aysg0KpQEpOIopPy0Xp3GK5OYuzzSMvLyWKZcwrEA2M3xvAwe3VCPja66hmxCN3fPqQHV8QBKTlm1A6txgZo5LRkYf1unw4vLMG5V9UwmXzDNl4TsTSPmsWAJIy4yM4koEZ0MzZrVu34l//+hd0Oh0A4Cc/+QkWLVqE//3f/w3L4IiILA12NB4N1tRRKASMmp4dEwW9T0U4YuzmzZuhVCoxYcIEpKWlyUmD+fPnd9uHSQMiGgkGG2cffPBBvP/++1ixYgXsdju+/vpr+b4JEyZAo9Fg2bJluOOOO5Cfn4+ysjJs3rwZu3fvxoYNG8LxlOgkJEmS69WrtaqorpHXG4VCQEFpJg58XgkAqN7biKRMY1TXzSU6GeYViPpPFCUc2lENT/tkpbgELUZNz47ITFWVWon8iRlIyzehck8DrM3BpmTWZif2fFiBjMIkZJekhaQ52amy1HepN5sRO6WABpScNRqN3T68q1SqHo1liIgGQwyI8lI+j9MHZ5tbvi9vYgbi4odvl+LBxthrr70WZWVlKCkpARAsRfDyyy/jqquukssYMGlARCPZYOPsp59+CgB45JFHety3ZcsW5Obm4sILL4TL5cLTTz+NNWvWoKioCCtXrsS0adMG/wRowFxWD8T2js3xyXFRs+xyIBJSDUjOTkBrrRV+XwDV+xtROJmNOCl2Ma9A1D+SJKHy23rYWoLleVQaJcbMzIv4Uv04oxZjZ+fBUm9H5XcNwfI7EtBwxIyWGityx6cjNS9xyN9z3Q6vPIPXkBQHtW7AlVwjZkAjnTp1Kq699losWrQIAPDvf/8bU6dOlWsRsu4gEQ2GGBBRtbdRvgLndfvlOrManQopucP7pG2wMbaoqAivvvoq6uvrIYoiCgsLcdddd2HJkiXyPkwaENFINtg4u3Xr1n4dZ/HixVi8ePHgBkshYYuherMnkjchHZYGO8SAiKZjFqTlm2AwRX+JBqLeMK9A1D8NR8xoqrQACDa3GjMzN2pWgAiCgKQsIxLTDag/3Iq6g80QRQl+bwBHv6lD41EzCkozEZ80dO9V3UsaxM6sWWCAydkDBw4AAF599VX5tv3792P//v0QBIFBlIgGxVxvC3YnVgjw+0R5pgsACEoBlgY7UnL6bloV6wYbY++5555+HYdJAyIaqXguO/LYu9SbNcZAvdm+aOLUyClJRdXeRgDAsW/rMf7MwpicCUzEWEx0cpYGO6q+a5C3i6ZkReVFRoVSgeyxqUjJTUTVvgaYa4MJUmebG/s+OYqU3ETkjU8fklms5i7JWVMM1ZsFBpicXb9+fbjGQUQjlCRJcFo9sDU7UH+4BT5PoMc++kQdJFGEpd42rJOzjLFEROHFODvydMycVSgF6BN0ER7N4KQXJaOp0gK33QuHxY3mSgvSCpIiPSyiAWMsJjoxl82Dw7tq5O2sMSlIyY3uz8FavRqjT8uFtcCByj0NcnmBluo2mOttyB6bioyi5LD1j/F5/PIFWV28JubKISoGsvOmTZt63LZ27dqQDYaIhj9JkuCyedBwpBWHvqzGV+8cxN6PjqBqb2OviVmtQQ21TgVBqYDX7Y/AiIcOYyxRdBADIlpq2nB4ZzX2fXoUh3dWo6WmDWJAPPmDKaoxzo4sHqcPvvZzh/ikOAgx3lC0ozlYh6p9TfB7h/e5EQ1PjMVEffN5/Di4vUpeRZqUZUROSVqER9V/CakGTDy7CPmTMqBUB1OOol9E9d5GfPdBBdoa7Sf5CafG0tClEViMlTQABpicffbZZ3H//ffD6/Wira0NN9xwA3bs2BGusRHRMCBJEtwOL5qOmXF4Vw2++c9B7PmgApV7GmCutyHgOy4hKwBqnQpxRi2MKXro2q94SQERmhgq6H0qGGOJIq+j9nVteTOcNg9EUYLT5kFteTOq9jYyQRvjGGdHFvswqTfbVUKqAck5wRr8AV8A1fuaIjwiooFjLCbqnRgQcWhHNTxOH4DgCtKiqdkxV8JGUAjIKEpG6bnFSCswybe7HV6Ub6vCwe1VcDu8IT1mLNebBQaYnH3ppZegVCpx6aWX4sc//jFmzZqFv/zlL+EaGxHFKK/Lh+bqNhz5uha7txzGt1sP4+juerTWWHvMjlWqFUjKNCJ/UgZyx6dDZ9BAa9BAo1dDoQqGqIBfhCTF5hWwgWCMJYocSZLgcfpQU96M1jorAj4RAW8AAgCtXgOVVgVrs6NbLSuKPYyzI0v3ZmCxW2/2eHkT0uVzpKZKC+xm10keQRRdGIuJepIkCUd318tL89U6FcbMzIVSNaC0XVRRa1UonJyFCWcVdmsMZmmwY88HFaje34iAf/ATHwJ+EW1NjvZjKmEwxV4ZowFNQ9NoNMjNzcX7778PURRRWloarnERUQzxefywtThhbXbA1uw84VUwhVIBY0ocElINMKYaoE/QylcCxYAIr8sHa7MDAS8gKBWQAsHEbEKqISavgA0EYyxR+Pl9Abjt3uA/h6f9qxceuxeiKPXY3+cJIM6ohUavRsCLYV/7erhjnB1ZuiYth7JbdLhpdGrkjO3eHGzCWWwORrGDsZiop/rDrWipbgMQLGMzZmYuNHHqCI8qNAymOIw7owCtNdb2coZ+SKKEuoMtaK5qQ96EdCRnJ5zy+5i1yQGp/TzelGGMyffDASVnf/7znyMQCOC1115DTU0Nbr/9dixatAg33XRTuMZHRFHI7wvA3uKEtdkJa4sDLqunz30FhQBjchyMqQYkpBqgT9T1WQRcoVQgb0I6zPU2WOpt8Lr90Oi1MGUakZRphEIZu1cN+4Mxlig0xIAIj9MnJ17ddk/7Vy/83p61rU/GZfNAFEUoVcO/9vVwxzg7cvh9Afn8RJ+ghVKljPCIQiu9KBnNVW1w2TxwtrnRdMyC9EI2B6PYwFhM1J25zobqfY3ydtG0bBhMw+eiIgAIgoCU3ESYMuNRe7AFDYdbIEmAz+1Hxa5aNB21IH9SBvSJA5/12nVlW6yuth1QcnbKlCm48cYbAQAmkwmvvvoq7r777rAMjIiiR8Avwt7qhLXFCVuzAw6Lu899BQEwJLXPjE3RIz4pbkBJVYVSgZScxBE5M40xlqj/JEmCz+2Xk65dZ8J21OnqL0EIli7QxWvgtnsR8IvQ6NXwefzwtv8sj8MHpVqBhDRDOJ4ODRHG2ZHD0XXWbMrwqDfbVUdzsP2fHQMAVO9vRFKWEWrt8K7PT8MDYzFRJ2ebGxVf1cjbOSVpSM5OiOCIwkupUiJvfDrS8kyo/K4ebY3BcgS2Vie+++gI0guTkFOSBpWmfxdVJVGSm4EplAokpMbme74gSVLPNXwn0NjYiCNHjqCsrAx+vx+iKEKj0YRrfCExb948AMCWLVsiPBKi2CAGRNjNLrlUgcPswokihT5Rh4RUAxJS9YhP1sd0XZxIY4wl6i7gC8DVXnbg+JmwYmBApzBQa1XQxWugMwQTscHvtdDq1XIX95aaNtSWN0OlVUGpUsDTnvztYEjUYdwZBcN+Jv9wxjg7MlTvb0TdwRYAwKjpOUjJGZ4fdCt21aClxgoASM03oWhKVoRHRNQ/0RaLGWcpEnxuP/Z+fERemZWck4BR02KvAdhgWBpsqPyuAR5H5+QKpVqJ3HFpSCswnfR3YW124MDnlQCApCwjRs/IDet4w2VAl1bfeecdPPLIIxAEAVu3bsWhQ4fwhz/8AU8//XS4xkdEQ0ASJTja3HLNWHurs9faix3ijFokpOphTDXAmKzv91UtOjHGWBqpRFGCx9k1+RpMxrocHvg9AytDoFAquiReu3/tz7LmpEwj7K0uufa1QqWAWquUmxk62two31aF0TNzoVIz9sUaxtmRo6OhCgAYh1EzsOPlTciApcGOgF9Ec6UFafmmYVVfl4YnxmKi4ISog19WyYlZg0mHoilZIyoxCwRrxCakGtBwpBW15c0QAxICvgCOfVuPpmNm5E/KhPEEK2As9Xb5+1juUTOg5Oxf//pXbNy4EVdffTUAYNy4caitrQ3LwIgofCRJgsvqgbXZAWuzE7ZWJ8QTdEnUGjTBZGxKcHYsl8yFB2MsxQIxIHavC61T9asutCRJ8Hn8XUoQdH71OL3AQCbBdpQhOC75qovXQK1VDeqktrfa18YUPTR6DRoqWiCJgK3Fif2fHsPY2XnQ6IZHo4aRgnF2ZBBFSS5roIlTD5uGKr1R61TILklD1XcNANgcjGIDYzGNdJIk4cg3dXK5QI1OhTEz80bsyiyFUoGs0alIyUlE1b5GtLavCHFaPdj/2TEk5yQgb3x6j/dzSZJgaQjWmxUEIDEjfsjHHioDyrAoFAokJXUvNK9WD9+THaLhQpIkuO1e2FqCyVhrsxMBX9+z0TQ6FRLSDHIydjh/qIkmjLEU7cSAiKq9jbA2OwAheCLltHngtHpgb3Uhb0K6HG+6Jl87ErJioO+LQL1RaZWIM2ihPW4mrFav6bOxYCj0Vfs6KcuIg9uq4PcG4LJ5sO+TYII2Ll4btrFQaDHOjgzONre8Aih+GM+a7ZBRmITmSgubg1HMYCymka7uYLOcgFQoBYyZlQe1jhOgNHFqFE/PQXphEiq/rYezvbFna40VlnobssekImNUspzEdtk8cq8JY4ohple1Deh/32AwoLm5Wb4S+/nnnyMxceQ17SGKpP7OWvM4ve2JWAdszQ55SW5vVFolEtoTscZUQ7D+ImdcDDnGWIp25nobrM0OqLQqKBRC8CKPBAS8ATRVWtBS3YbACWbh90ahFNqTrtrO5Gt7IjbaTrDiTXEYf0YBDnxRBa/LB6/Lh/2fHMOYsjwuI44RjLMjg73VKX9vTI7NxiADIbA5GMUYxmIayVprrag50Cxvj5qeA32iLoIjij7GZD0mnF2EpkoLavY1we8LQAxIqN7fhKZKC3InpEMKSKg71Pl7VOtUEANizM4+HtA79h133IHrrrsOVVVVuPzyy1FdXY01a9aEa2xEdJwTzVpra3QgPkUPR2twZqzX1Xe3cqVaIc+KTUg1QBevYTI2CjDGUrSz1NsAAYAowdrq7FGKIHCCWtVavVpuwNW1JqxaN7gyBENNF6/F+DMLUL6tCi6rB35fAAc+P4bi03JhiuGlVCMF4+zIYOtSb3YkzJwFAGOKHim5icGLZD4R1fsaUTQ1O9LDIuoVYzGNVHaLCxVfdZbwyB2fHtN1UsNJEASkFyQhOSsBNQea0HjUDADwOH04vKMGCqUAqctnD3urE1V7G5E3IT0mE7QDSs6WlpbihRdewK5duwAA06ZNQ0LC8Ox8ShSNjp+15vcGIPpFuY5jS3Vbr49TKBUwpsTBmGpAQooe+kRdTCVDRgrGWIp2XrcfAgTYLa7ea8QKQHxSXPckrEEDrSG8ZQiGmkanxrjTC3Doy2rYWpwQAxIOfVmFwilZSM0zRXp4dAKMs8OfJEnyzFmlSoE448gpO5I3IR2WeluwOVhVG1LzTSNi5jDFnlDGYofDgfPPPx8NDQ345z//idLS0lAOlShkvC4fDm2vlhOKqXmJyCxOjvCoop9Ko0RBaSbSCkyo3NMAW0vwPV4MdH4YUagUUMepYW12wFxv61GaLBYMeK2L0WjEOeecE46xENFJdMxakwIirK3uPhvoCAoB8clxcqkCvSluWCVGhjPGWIpmKrUSdnNnYlapVkATp4ZSqYDPG4AhUYvi03IjO8gholIrMbYsDxVf1cJcZ4MkAUe+roPPE0BmcTIvgEUxxtnhzePwwe8NlnKKT44bUa9FtVaFnHFpqNwTbA5W+W09JpxVBIHngBSFQhWLn3rqKQQCfZdvI4oGAb+Ig19Ww+fxAwi+PxWUZo6o96jB0ifoUDInH/s+PQbHcRNFNFollCoFAt5gziQWk7OxN9eXaATzuv2QRCnY1fG4xKxCKUCjU6FkTj6mnzcW4+YUIHtsKuKT9UzMEtGg+b0BONo6Y49CpYDBFBdsGKgQIAiAaYQty1IoFSg+Ladb453qfY2o2tsISeq7xAMRhY+tS73Z+BE4azS9IAn6hOBsYafVg8Zj5giPiCh8Dh8+jL/97W9YtmxZpIdC1CdJknDkq1o429wAgqW+Rs/Ijcml95EmCMHPHHFGLbQGdfttkBuYC0oFvG5/JId4yvjXQBRTBHgcnbVkVRolDCYdEtKCTbzik+OQkGpgoCeikBIDIg5+WQVfx8mOEJyh5fcF4HV64ff4kZBqGJE1swRBQP6kDOSUpMm3NVS0ouKrWrlbPBENHbt5ZDUDO56gEJBfmilv1+xvkmdqEQ03Dz30EC677DIUFRVFeihEfao50ARzvQ1AsNzOmFl5bNg4CBqdCpIkQRevRWK6AQlpBgjt+Q8pIEKji83fLTM4RDHCUm/r1n1YrQ0mZlVaFURRgiSNvFlrRBR+kiTh8K5a2Nsb7CjVCuRNSIchUQuFQkCcUYvssakxW3w/FARBQPbYVBROyZJva62x4uC2KgT8XGpJNJTsLcFYJQiAwTQyu18bk/VIzQsu6Qz4g81kiYabt99+G+Xl5fjFL34R6aEQ9am5ug11B1vk7eLTckZULfRwMGUaASn4/gZBCP5DcDuWcyIDSin7/X68++67qKyshN/feQV26dKlIR/YSCEGRJjrbbDU2+B1+6HRqWDKNCIp0zhiP+RST+Y6Kw7vrJG3FSoFlGolfN4ApEAwCI3UWWvDCWMsRRtJknDs2/pgvWsEl/GXzM6HwTQyup8PVFq+CSqNEod31kASJVibHdj/WSXGlnGGRLRgnB3efB4/3A4vAATr7Y/gc+nc8ekw19sQ8IloqW5DWr4JxpSRN5OYotNgY7HL5cIjjzyC2267DfHx8f0+7rx58/q8r66uDllZWX3eTzRQ9lYnjn5TJ2/nT8xAYnr//16pd0mZRthbXbA2OxDwBksZDIecyIA+Kdx+++1oamrC5MmToVCM3JOdUBEDwSvZ1mYHIAQ/9DptHjitHthbXSN6FhJ1aq21omJXDTrKFyZlG5GUYYSloT2hr9cyoT9MMMZStKk92IymYxYAwYvSo2fmMDF7EkmZRpTMycfB7VUI+EQ429zY9+lRjC3Lh86gifTwRjzG2eHNbnbJ38cnjexYpdaqkDsuDce+DTYHO7anHhPZHIyixGBj8erVq5GSkoJLLrkkDKMjGjyP04eDX1ZDai9xlVZgQnpR0kkeRf2hUAZX8XWb5DgMciIDSs4eOHAAb7/9NjvKhYi53gZrswMqrQqQJEiiBJVaCQCwNjtgjtEucxQ6LTVtqPiqVm7Ak5KbiKKpWRAEASm5/NsYbhhjKZo0HjOj9kCzvF00NRuJabza3x/GZD3Gn1GIA19Uwuf2w+PwyQlaQ+LIXGYdLRhnh7eu5Z9GYr3Z46UVJKHpmAVOqwcuqweNR83IGJUc6WERDSoW19TU4Nlnn8WqVatgswVX9jidTvmrw+GAwWDo9bFbtmzp8+eeaFYt0UAE/AEc3F4FvzdY2io+JQ7xyXpU7KrhaukQUSgVSMlJHFb5sgElZ7OysuDz+aDRcOZHKFjqbYAAiH5R7tzX1bHd9WipboMmTg2NTh38Gqdq/6qGgle+h7WW6vbEbLvUvEQUTsniB8phjDGWooW53oZju+vl7bwJ6bwgNEBxRi3Gn1mI8i8q4bZ74fcEsP+zYxgzMxcJqb1/aKTwY5wd3mytXWbOJo/smbNAsB52weQs7PvkKIBgU5rk7ASoY7RZCg0fg4nF1dXV8Pl8uP7663vcd9VVV2HKlCl4+eWXQzFMogHr6NXgsnkAABq9GjqDFnUHm7lamk5oQO/M+fn5WLJkCebPnw+ttrOI8VVXXRXygY0EXrcfCoUAd/sL93gBv4i2Rkefj1drlXKiNpjA7UzcauPUUGmVTOTFqOYqC4583VmfJi3fhILJmfz/HOYYYyka2Fqd3WpcZ4xKRmZxSgRHFLu0cWqMP6MQB7dXwW52QfSLKN9WhVHTspGcnRDp4Y1IjLPDlxgQ4bQEk7M6g4Z1ntvFJ8UhNT8RzZVtweZg+xoxalp2pIdFI9xgYvH48ePxwgsvdLtt3759ePjhh/Hggw+itLQ05OMl6q/qfY1oa7ADCDbRzShMQlOlBSqtCkpVZxI24Be5Wpq6GdBZi8/nw6hRo1BRURGu8YwoGp0KthYXxPY6JAqVAkqVAmJAhNjeae5EfJ4AfJ4AHJaes26BYH3AvpK3HTNwO8ooUPRoqrR0KxyeXpiE/EkZTMyOAIyxFGkumwcHt1fJ9bGScxKQNyE9wqOKbSqNEmNn56NiVw0sDXZIooTDO2vg8/iRUcTlxUONcXb4cljc8rkzZ812lzsuHeY6Ngej6DGYWJyQkICysrJe75s4cSImTpw42OERnZKmSgvqD7cGNwRg9Gm5aKo0AwK6JWaB4HbAG1xNzeQsAQNMzj788MPhGseIlJgej9Y6m7ytN2qh1CgR8Ivwe/zIHpOKhDQDPC4fvC4fvC5/+9f2f24/fG5/nz9fkoKFqD1OX5/7KFWKzmRtL6UTNDoVp9kPocajZhz7tnMpcXpREvInMjE7UjDGUiR5XD4c+KISAZ8IAEhIM6BoajbjTwgoVQqMnpGLo9/WobmyDQBQuacBPrcfOePS+DseQoyzw5etS73ZeNab7SbYHCxdPsc89m09JpxdxBJpFDGMxTTcWJsdOLa7c4JVwaRMJKQZUFPe1Gc+RVAq4D1BPodGlgGv92loaMDBgwfh8XQuxWfx7FPj8wTkRk8KpQBRkhBweiFJQEKqAUlZwQLRaq0K6KM7tihK8Lk7E7fdErnu4PcdH7R7E/CLcNk8ck2U3nQrn6A7Lnkbp4Jaq+rzg6UYELt30WPx6z41HGlF5Z4GeTtjVDLyJqTzQ/sIwxhLkeD3BlDe3rwKAPSJOoyekcMP7iEkKAQUTs6CWqtC3cEWAEDdoRb4PH4UTs5iB/UhxDg7PHVvBsaZs8dLKzChqdICZ5sbLluwOVgmm4NRBIUyFpeVleHAgQOhGhrRgLgdXhzaUSOv3kgvSkJ6YRKA4GppZx+5FikgQqPX9nofjTwDSs7+85//xFNPPQWLxYLCwkLs378fU6ZM4QntKQj4RdQfbpG345P1ENtfnANJXioUArR6DbT6voupB/yB42bd+oNJXHfndscS1t4MqHxCl9IJKq0KrbVtcLZ5IChY/PpE6itaUfVdZ2I2szgFueM5m2qkYYylSBADIg5ur4Lb7gUAaPVqjC3Lg1LFsjehJggCcselQ61VyRfjmqva4PX4kZyVAGuTnRcyw4xxdniSJAl2c7DerEqjhNbAhm/HEwQBBaWZxzUHM0KjU0d2YDQiMRZHN06w6j+/L4CD26sQ8AUAAIlpBuRPyJDvN2Ua4bR6EPCLPWrOSlLwfiJggMnZ559/Hq+99hp++tOfYuPGjfjyyy+xcePGcI1tWGs80gq/N/gCTso2YvRpuWE7llKlRJxRiThj71dlJEmC3xvoI3kbTOoOtnxCR2dCrV4NpVrB4tdd1B9uQdXeRnk7a0wKckqYmB2JGGNpqHXUP+2a1Bg7O5+NdMIsoygZaq0KFV/VQhIlWBsdsDU7odWroVDxQmY4Mc4OTy6bR14pFp8cx3OoPsQnxSEtPziDVvSLqNrbiOLpOZEeFo1AjMXRSwwEY4O12SF/hud5Se86zqM7Jjjo4jUYdVpOt9VQSZlG2FtdsDY7EPAGSxlIAbFztTSTs9RuQK8qtVqNxMREBALBpOLMmTOxf//+sAxsOPP7AqjrMms2Z2xaBEcTvJKu1qpgMMUhKSsBGaOSkT8xA6NPy8WEMwsx9ftjcNoF4zB53miMO70Ao6ZlI3dcGtIKTEjMiEdcghZK9Un+lCRA9ItwWYMlFCRRgqXeduLHjAB1h5q7JWazx6YyMTuCMcbSUJIkCce+rYelvaOsQqnA2LI86DjjbEgkZydgbFmefAIviRK8Lh+UKgW0eg1UWpV8IZNCZ7Bx9tixY7jvvvuwaNEiTJgwARdeeGGv+73yyitYsGABSktLcdFFF+H9998Pyfipd/ZWl/y9kfVmTyhnXBqU7Q2BW2uswQQM0RDjOW/0MtfbYG12QKVVQavXQN3+leclPVXubYC1KRhDVWolxszK69FwXaFUIG9COrLHpiLOqIVCISDOqEX22FQmuqmbAU2N0Wg0kCQJhYWFeO6555CTkwOn03nyB1I3DRWt8tX9lNzEPme0RpNg+QQ1tPq+lz4F/GK3hmW15c0IBILPUwpIENtLJwR8IgI+EZIUvG2k1jSsLW9GzYEmeTunJA3ZY1MjOCKKtMHG2LfeegtvvPEGvvvuO1itVhQUFGDJkiW45JJL5IT/kiVLsH379h6P3bx5M4qLi0P2XCj61ZY3o6nSAiBYnmb0zFwY+qhvTuGRkGqAMUUfTI5IgBiQYG91wWDSQalWsotvGAw2zh48eBAffvghpkyZAlEMnssc780338S9996LG2+8EbNnz8bmzZuxdOlSvPjii5g6dWoInw11sLMZWL+ptSrkjk/Dsd3B5mCVexrYHIyGHPMK0ctSbwMEdFuCDwS3eV7SqfGoGY1HzAA6z6P7muCgUCqQkpPI3xud0ICSs7fccgvsdjt++ctf4v7774fVasX9998frrENSz6PH/UVrQCCL+LhlIxTqhSIM2rlZLO12QGnzSPXw/V7/HBaPXJ9W6/Lj+8+rEDh5CwYU0bOibQkSagtb0ZtebN8W+64NGSNGT5/C3RqBhtjO05uV6xYgaSkJHz22We49957UV9fj6VLl8r7TZ8+Hb/61a+6PTY3N3ylVSj6NB41d4tBRdOykZhmiOCIRi4xICLOqIXH4YUYkCCJwQStPkHLLr5hMNg4O3fuXMyfPx8AsGLFCuzZs6fHPk888QQuuOAC3HrrrQCA2bNno7y8HKtWrcLTTz8dkudB3dnaZ84KCgH6RF2ERxP90vJNaK60wGFpbw52pBWZxSmRHhaNIMwrRC+v29/nbE6elwS1NTlwbE+9vF04ZWTlMyg8BpScnTNnDgDAaDRi3bp1YRnQcFd/uBWiPzibNDXfNKyXjx5f/FqlVcGYooTb5pGDutvuxf7PjiEt34Tc8elQaYZ3AxpJklBzoEnu1A0AuRPSkcUTYsLgY+zq1auRnNzZeXnOnDmwWCxYt24dbrrpJigUwROthIQEzt4awcx1Vhz7tvOEMm9iBq/kR1BHF9/4JD0cbS55ZY3T6oFSrUACk+YhNdg42xFH+1JVVYWjR4/il7/8ZbfbFy5ciMceewxerxcazfA994uEjhVbABBviuMM0H4QBAH5pZnY9/FRAEDNgWYk5ySwORgNGeYVolfHeUlvpPYG5iOZy+7B4Z3VQPvCmcziZKTmmSI6JhoeBlTgoq6uDjfccAMWLVoEANi3bx+ee+65cIxrWPK6fWg80j5rViEge5jPlEzKNCIh1QC/xw+v0wufxw+f2weFSoGkbCPiEjoDe1OlBd9+cBgtNdZelwgOB5IkoXp/98Rs3sQMJmZJNtgY2zUx22H8+PGw2+1cKkYAAFuLE4d31crbmcXJyBzV8++Gho4p0xgsaSBJiE+Kg1rXed084BPhcXjlDsA0eOE+l62oqAAAFBUVdbu9uLgYPp8PVVVVITsWBXU0NASCzcCof+JNcUgrMAHobABENFSYV+g/MSCipaYNh3dWY9+nR3F4ZzVaatogtpcPDLWO85KAv/vPD/iDTaxMI7iBld8bwMHtVfKFdFNGPHLHp0d4VDRcDCg5e99992HhwoVy8mzMmDF49dVXwzKw4ajuUItcdzW9IAmauOF9dfpExa9HTc3GxLOLkD8xQ1424fcEULGrBge3V8Hj9EZ49KElSRKq9jai/lBnYjZ/UgaTItRNOGLszp07kZGRgfj4ePm27du3Y+rUqSgtLcWVV16JL7/8clDHoNjgtLpx8MsqubRMSm4iTyijQLcLmS4f1Fol1NrOVSTONg/2fXoMbsfwel+MlHCfy7a1tQEIrlDoqmO74/7ezJs3r89/dXV1IRvjcGNjvdlTljsuTW5ew+ZgNJSYV+ifjgsnteXNcNo8EEUJTpsHteXBptLhSND2NsHK6/TC7/EjIdWApBGanBVFCYd2VMPjCK7UiEvQYtT0HDbyppAZUHK2paUFixYtkpd0qVQqKJXDexl6qHicPjQdswAAFEoBWWNGxmzJjuLXxaflYvwZhSg+LRcpOYlQKBUQBAEZo5Ix6dxRMGV0Jo7aGh3Y80EF6g63yEmEWCZJEqq+a0BDe61hACgozURGEROz1F2oY+yOHTuwefNmXHPNNfJtM2fOxN133421a9fi0UcfhcvlwtVXX42vvvrqhD+LSYPY5nH6UL6t80p/QpoBhVOyeEIZBXpcyFQqYEzRI3N0ChSq4P+Py+bB3o+PMnESAjyXHX7srZw5e6pUmmBzsA7Hvq2XJ5IQhRNjcf+Y622wNjug0qqg1Wugbv+q0qpgbXbAXG8L+TFPNMEqb0J6n/VohzNJklD5bT1sLcGLgSqNEmNm5vVomkY0GAOqOatSqbotOW9raxu2S9BDrfZgs5xozChKhlo7oF/9sKaNU2PMrLxgHcQ9DfC5/RADEqr3NqK1ug0FU7IQH6MdxCVJQuWeBjQeNcu3FU7ORFpBUgRHRdEqlDG2vr4et912G8rKynDVVVfJt998883d9vve976HCy+8EE899RQb1QxTfq8f5dsq4Wuv9W0w6TB6Ri7rMkaRvrr4puWZcPDLKrjtwdIGB76oRMGkDKQX8uLeqQr3uWxiYvD/0GazIS2tM+lltVq73d+bLVu29HnfvHnzQjTC4SXgD8DZ5gYAxBm18ixQ6r/UfBOa2puDue1eNBxpZcktCjvmFfrHUm8DBPRIAipVCgS8wfvD0Tegr/OSkarhiBlNlRYAwfKUY2blQasf3qugaegNKEN43nnn4b777oPdbscrr7yCv//971i8eHG4xjZsuB1eNFdZAAQDKbuh9i4pKwEJqQZU72+Sk5lOqwf7Pj6K9KIk5I5Lg1IVOyfdkiTh2Lf18oxpACiamsWC4dSnUMVYq9WK6667DiaTCU8++eQJG9jo9Xqcc845eOedd074M5k0iE0Bv4jy7dVw24NL4rUGDcbM4pX+WKGL12D8mYWo2FWDtkYHIAHHvm2A0+pB/qRMJthPQbjPZUeNGgUgWHu24/uObbVajby8vJAdiwC72S1/z1mzp0YQBBSUZmJve3Ow2gNN0CfokMhmhBRGzCv0j9ftl2eqSqIk14ENLnwS4HH64HX7oFAooFAKEBQCV0WFmKXBjqrvGuTtoilZiE/i+w2F3oCSs9dccw02bdoEm82GTz75BFdffTV+8IMf9Pvxb731Ft544w189913sFqtKCgowJIlS3DJJZd0CyKvvPIK1q5di9raWhQVFeG2227DueeeO5ChRpWaA03duvmpNLGTYBxqSrUSBaWZSMlNxNHddXBZg50iG4+YYa6zoaA0Mybq3EiShKO769Bc2VlbrmhaNlJzefWR+jbYGAsAbrcbN9xwA2w2G/7xj3/AaIz+1wuFhyRKOLyrBo72ZjlqrRIls/O4ciPGqNRKjJmVh+p9jag/HCyP03TMArfdi+LTcvj/OUChiLMnkpeXh8LCQrz99tuYP3++fPvmzZsxZ84caDSakB2LAHuXerNG1ps9ZQZTHNILk9B41AwxIOHgtkoUTc1GCs9bKUzCHYuHC7VWBbvZBa/TB7+39+ag3/znULdtQSFAoQgmahVKAQqFAoIyeJtCqZDvl79vv09QKtpvFyAoOr+PS9BBn6AdkUlfp9WNw7tq5O2sMSmMixQ2Az6jv/DCC3HhhRee0sGee+455OTkYMWKFUhKSsJnn32Ge++9F/X19Vi6dCkA4M0338S9996LG2+8EbNnz8bmzZuxdOlSvPjii5g6deopHTeSXDYPWmuCS9lUaiXrjPZTfFIcJpxVhIaKVtQeaIIoSvC5/Tj0ZTVMmUYUTMqI2oZqkiThyNd1aKluT8wKwKhp2VwWQv0ymBjr9/tx6623oqKiAi+++CIyMjJO+hin04kPPvgApaWlp3RMik6SJOHot3Voa7ADABQqBcaU5UOrZ2IoFgmCgLwJGYgzanF0dz0kUYKtxYm9Hx/FmFm50CfoIj3EmDKYOOtyufDhhx8CAGpqamC32/H2228DAGbNmoXk5GQsW7YMd9xxB/Lz81FWVobNmzdj9+7d2LBhQ8ieAwWx3mzo5E1Ih9flg6XBDkkCKr6qhc/j54o/CpvBxOLhTAyIsDTY0VprhaXehoFWe5BECYEQ145WqpVISNUjIVUPY6oBOoNm2CdrfR4/Dm6vhtg+Wzkpy4ickrSTPIro1PUrOfvwww+f8P4777yzXwdbvXo1kpM7k5Nz5syBxWLBunXrcNNNN0GhUOCJJ57ABRdcgFtvvRUAMHv2bJSXl2PVqlUxWQ+x5kCT/H3m6BQoWQur3xQKAVmjU5CcbcTR3fWwNgUboVjaC6PnjktDemFSVL0xSKKEiq9r5YQ8BKB4eg6SsxNO/EAa0UIVYx988EG8//77WLFiBex2O77++mv5vgkTJmD37t1Yu3Ytvv/97yMnJweNjY1Yt24dmpqa8Pjjjw/mKVCUqTnQJM/cFwRgzMxcGBKZwIt1qXkm6OK1OPRlFXyeALwuH/Z9cgyjpmfHxKqSSApVnG1pacEtt9zS7baO7RdeeAFlZWW48MIL4XK58PTTT2PNmjUoKirCypUrMW3atFMbPPVKEiXYzcGZs2qdKmov2scKhVKB0TNygyW52msrVu1thNftR96E9Kg636bYFapYPNyIARHWJgdaaq2w1NshBsSeOwmASqUILsiVgnEvLkELSQQkUYQYkCCKEqSACFGUIAak4O3y96eesA34AjDX2WCuCzYgU+tUSEgJJmoTUg3Drv6qGBBx6MtqeF0+AIA+UYeiqdmMgxRW/UrOPv/88ygtLcVZZ511wtqFJ9M1Mdth/PjxePnll+F0OmE2m3H06FH88pe/7LbPwoUL8dhjj8Hr9cbUcjCHxdUZwLRKpBeyCdSp0Oo1GFuWh9ZaKyr3NMDvDUD0i6jc04CW6jYUTs6CPgqSDpIooeKrWrTWBhOzggCMOi0HyVlMzNKJhSrGfvrppwCARx55pMd9W7ZsQVpaGnw+H/70pz/BYrEgLi4O06ZNw4MPPojJkyef8nEpujQebUXdwRZ5u2haDhJSWTtwuOhYWXLwy2o429zyB4ickjRkjUnhB4c+hCrO5ubm4sCBAyfdb/HixayfGGZOqxtiIJhsMCbr+bcfAoJCQMHkTKjjVKg90AwAaKhohc/jR9HUbNa5pkELVSweDkRRgq3ZgdZaK8x1NrmebFcqjRKmzHiotSq4HV743H5odCqYMo1IyjTK9Wj7Q5KCCVpRbP8akCCKIqT2pK4YELvfLkrwewOwtbpga3Eg4Oscn8/tR0uNFS3tE5K0ejUSUg0wpuqRkGqI6ZJLwfKE9bB3lAXTqTBmZi77NVDY9etV89xzz+HVV1/Fpk2bcP755+OSSy5Bfn5+SAawc+dOZGRkID4+Hjt37gQAFBUVddunuLgYPp8PVVVVKC4uDslxh0LXWbNZY1L5gh4EQRCQkpOIxLR4VO1rRHP7FX2HxY3vPj6CzFEpyB479L/jgF+E1+2D1+lD4zFLsKMmgonZ4hm5nMlE/RKqGLt169aT7vPMM8+cyhApRrTWWnHs286mBfkTM5CSwwtEw40mTo3xZxTgyNd18gXBmgNNcNk8KJySxfONXoTzXJaGlhgQYa63of5Q50UoQSFADIgDSlRQ7wRBQM7YNGi0KhzdXQ8AaK2xwu8JYPSMHK4CpEEZ6bFYkoJliVprgglZv69nHVmlWoGkTCOSsxNgTDWE7KKIIAjB2rMDfAlnFgfH7Wxzw9rshK3ZAVurU744BgAepw9NlRZ51n2cUSsnao0peqhiKG7UH26RyxMqFALGzMzlygwaEv1Kzs6ePRuzZ8+G3W7Hpk2bcMcdd0Cr1eKOO+7AlClTTvngO3bswObNm/GrX/0KANDWFnwRJCR0/yDZsd1xf29O1C28rq4OWVlZpzzOU2FrdQY7KwPQxKmQlm8a0uMPVyqNEkVTspDa3jDMbfcCUjCImuusKCjNhDFFD3O9DZZ6G7yDvLro9wTgcfngbf/X+b0fXlfvhdkFhYDRM3JgymBilvonXDGWRhZrswMVX9XK25mjU5AxinXOhyuFUoFR07MRl6BFzf7gxeDWWivcDi8/SPSCcXZ4EAMiqvY2wtrsgNftk2+3tTpRtbcReRPSmaANkbSCJKi0KhzeWQNJlGBtdmD/Z8cwtiwfal3szoqjyBqJsViSJNjNrvaErBU+T8/PjwqlAkmZ8UjOSUBCWnzUzVIXBAEGUxwMpjhkjU6BKEpwmF2wtjhga3bCbnZ1K5vgsnngsnnQeMQMADCYdO0lEPSIT9JH7UVkc50N1fs6J9gVTcuGwcR65jQ0BvTOGh8fj3nz5qGtrQ3r169HRUXFKQfR+vp63HbbbSgrK8NVV111Sj8jmnV8UAKA7LFpPFEMMWOKHhPPLkLd4RbUHWyBJErwOH0o31YFrSH4gVRo70LptHngtHpgb3V1O2mXZ712SbZ6nJ2JWK/bP+DaPEL71bXE9PiQP2ca/kIZY2lkcVrdOPRltRyzUnITkTuOTQuGO0EQkD0mFXFGLSp21UIMiHC2BVeUjJmZh/gkfqA4HuNsbDO39x1QaZTwODuTsxqdCtZmB8z1NjZgDaGkTCNK5uTj4PZqBHwBOK0e7Pv0KMaW5UEXr4308CiGDfdYLEkSHG1utNZY0Vprhc/t77GPQiEgMTMeydkJMKXHx1S+QKEQYEzRw5iiB8YGP1fbzU55Zq3D4u62v8PihsPiRv2hFggCEJ+khzFNj4QUAwxJcVGRjHa0uVHxVY28nVOSxr4xNKT6lZwNBALYunUr/vnPf6K2thYXXXQRNm7ciPT09FM6qNVqxXXXXQeTyYQnn3xSrjeTmBg8mbLZbEhLS+u2f9f7e7Nly5Y+7zvRrNpwsDY7YGsJNijQGtRIyeVJYjgolArkjA0GzWO76+XfuccRPFmPM2qhEARAoYDfF0BLTZtcO6avWa/9JgQ/CGji1PI/bZwaienxw64gOoVfqGMsjSwepw/lX1TJtcoS0w0onJLF+osjSFKmEePPLMChL6vhcfrg9wSw/7NjKJycidQ8U6SHFxUYZ4cHS70NEIJ1/jsuRqnUSijVSgR8AViYnA05Y7Ie488oQPm2SnhdfnicPuz79BjGzOIFIBq44RCLO0qrHL9K05QRD4/Dh5ZaK8y11m4XkDoICgGJ6YZgQjbDGLUzSAdKqVIgMS0eiWnBCUp+XwC2FmcwL9LshMvmkfeVpOBqB1urE7VohkIpID45WAIhIVUPfYIOwhAna71uHw5ur5JLNSTnJCBrTMqQjoGoX8nZs88+G1lZWfjRj36E6dOnAwBaW1vR2toKABg3bly/D+h2u3HDDTfAZrPhH//4B4zGzqXfo0aNAgBUVFTI33dsq9Vq5OXl9fs4kSJJEqq7zJrNGZsWFVeChrO4eC1K5uSjuaoNR3fXAe2TXbu+CXRwtrl73NYbpUrRJfGqgrZLElajV0OjVQ35mwYNX6GMsTSy+Dx+lH9RCZ8nOCPDYNKh+LRcvu+MQPoEHcafWYjDO2tga3FCEiUc+boOTquHndbBODtceN1+SH4JDlvn+ZxKG6xlKCgV8PYyO40GL86oxfgzC1H+RRVcNg/83gAOfH4MxaflwpTB1WLUf7Eei7uWVoEQnCzksARrsR7bXd9rUy9BABLS2hOymcaYqr96qlRqJZLaywoCwfPVjlm11mZHt8S1GJBgbXLA2uTofLxGCbVWBbVOFfyqVUGtVR63rYJSrTil85tuCXaXHy67R254ZjDpUMRJDhQB/UrOarVatLa2Yu3atRAEAZLUudRbEIQTzlrtyu/349Zbb0VFRQVefPFFZGRkdLs/Ly8PhYWFePvttzF//nz59s2bN2POnDnQaDT9Ok4ktTXa4WifnRln1CKZjViGhCAISMs3oemYGW6Ht1s3yd5odKpgkrXLrFdNXOdM2JHwpknRI1QxlkaWgF/Ewe1VcDu8AACdQYMxs/KGzSwMGji1VoWxs/NRuaceTccsAIKd1t02D0adljOi39sYZ2OfJEkQ/SI8rs4P9SqNUl6xJAVEaPRcah8uGp0a484IztC3tQSbAR38sirYC4Iz9KmfYj0Wy6VVtCqIfhFumxdioPfPnQmpBiTnJCAp0wiVZuS+/wLB85OUnAS5Sa3H6WufVeuAtdkpTzLo4PcG4PcGep1s1ZWgEIJJ246E7XHJ2+B28P6OshHdEuwAfG6/nFRXKAUUT8+JqRITNHz0Kznbnw7g/fHggw/i/fffx4oVK2C32/H111/L902YMAEajQbLli3DHXfcgfz8fJSVlWHz5s3YvXs3NmzYEJIxhJMkSd1rzZak8orLENPq1QgEROgMwdkTwaoGCiiUAvw+EXEJWoyZkctZrxRVQhVjaeQQRQmHd9bINb3UWiXGzs6DWssmLSOdQiGgcHIW9Ak6VO6phyQBbU0O7Pv4KMbMyh2xdSIZZ2ObJEmo/K4BTmvnB3W1TgV9ghYQBAT8IiQJMGWyGWs4qdRKjC3LQ8VXtTDX2QAJOPJ1HbxuP7JGp/BzD51UrMfijtIqCoUAey8rMlUaJXJK0pCUZeQ52Qlo9Wqk5ZuQlm+CJElwO7zBRG2LE16nDz6PHz5P4KT9XyRRau8dc/JVE0qVQm5m6HX7oVQqAAHdZjurtCrYLS5oDdE/KZCGnyGNGJ9++ikA4JFHHulx35YtW5Cbm4sLL7wQLpcLTz/9NNasWYOioiKsXLkS06ZNG8qhnhJznU0+adQn6uRp/DR0TJlGOK0eCEoF9Ik6+faAX4RClJCSk8DELBHFNEmScGx3Hdoa7QCCJ5tjy/Kh1fNEkjqlFyZBF6/BoR01CPgCcDu82PvJURRPz2HTSoopYkDE4V21waRIO5VGCaVaAZ83ACkQTMwmpBp47j0EFEoFik/LQeV3DXIn9pr9TfC5/ciflMEELQ1rXrcfCqUiOAFIpYDoF6FUK6BuL3mnVCmQXpgU6WHGFEEQEBevRVy8FumFyfLtkiQh4BPbE7V++Nz+zu89gW7b/eklE/CLCNi98rZ4XAkKfaIOkiiydjlFzJAmZ/t7pWzx4sVYvHhxmEcTWpIkoeZAl1qzJWk8OYmApEwj7K0uWJsdCHiD9cd40k5Ew0nN/iY0V7UBCC7nGj0zt9vFKKIOCakGTDirEIe+rIbLFqynVr6tCnkTM5BRlMTzFIp6Po8fB7+slkuGCQKQNykTKrWisxmPXgtTe21DLkUdGoIgIH9iBjQ6Far3BT//NB41w+fxY9S0bP4/0LCl0angtHkAQQVjchwkCfLEH6/TC42Os2VDRRAEqDRKqDRKxBlPvOpHFCX4vR0J3ECXJO5xSV13oNcyFLp4DdQ6FXweP2uXU8QweoRIS7UV7vYrMfFJcUhMN0R4RCOTQqlA3oT07h00edJORMNEw5FW1B1qkbdHTctGQirfb6hvOoMG488sQMWuWlgagrOtq75rgMvmRsGkTL4vUtRyO7w4uK2zrrZCqcDoGZ0zvzmzKXT66j5/onNnQRCQNToVaq0KR7+pgyQFVxGWe6owelbuiK5xTcNXxyrNgF+EUhWcQQuApVUiTKEQoNGpodGpT7rvoR3VcLa5odKqIIkSBIUg1wRm7XKKJCZnQ0AUJdSWd5k1O46zZiNJoVQgJSeRJ+1ENKy01lpRuadB3s6flIHkbDadpJNTqpQYPTMXNfub5OR+c2Ub3DYvRs/MZV08ijp2iwsHt1XJS1XVWiXGlOXDwFUCIddb93mnzQOn1QN7qwt5E9JPeBEnNc8EtVaFQzuqIQYk2Fqd2P/pMYwty4Mm7uSJEqJYwlWa4XEqF4hOVVKWES6bp1tSFmCCnSKP0yVCoKXKAo8z2Dk2IVXPWUxERBRS1mYHKr6qlbezRqcgoyj5BI8g6k4QBOSOT8eo6dnyEky72YW9Hx2Bs5emJkSRYmmw4cBnx+TErC5eg/FnFjExGyZdu89r9Rqo27+qtCpYmx0wd6n125fE9HiUnF4gJzpcNg/2fXL0pJ3WiWJNxyrN7LGpiDNqoVAIiDNqkT029aQXMqh3HReIasub4bR5IIoSnDYPasubUbW3sdcyBIORlGlEQqoBfo8fXqc3WMrA6YXf42eCnSKKUyUGSQyIqClvlrdzxqVHcDRERDTcONvcOPRltdyxNjUvETnj0iI8KopVKTmJ0Bk0OPhlNXzuYG21fZ8eRdHUbM7EpohrPGbGsd318rYxWY/RM3O7zW6i0OroPq9UdU8qKVUKBLzod3OceFMcxp9RiPJtlfA4fXJsGTMrD8ZkfbiGTzTkuEoztLpeIOoahwJ+Ub5AFMrfNcsgUrRicnaQmo5Z4GsvGp2YEY/4pLgIj4iIiIYLj9OL8m2VCLR3lE1Mj0fh5CyWzqFBMZji5EZhDosbYkDC4Z01cNk8yB6byr8vGnIdjXXrDnbW1E7KNmLUVDaXCreO7vO9EZSKATXHCc5yLkT5tio429wI+EQc+LwSxdNzkJTVORttKJcwE1F0C9UFooFggp2iEd/9BiHgF1F7qHPWbG4JZzIREVFo+Dx+HPiiCj5PcGmvISkOxaflyEvSiQZDo1Nj3OkFSMnt/GBSW96Mwztr5IsBRENBFCUc+bquW2I2Y1QyiqfnMFE3BDQ6VZ/LhqWAOODu82qtCuNOz5fLvEmihEM7qtF41Axg6JcwE1F0C+UFIqJYxjOeQWg82gp/+4fmpCwj9KyFRUREIRDwizi4vQqe9i7lOoMGY2bm9phVQDQYCqUCRVOzkDuhsySTuc6GfZ8elWvpE4VTwBfAwW1VaKluk2/Ln5iB/IkZnME9REyZRkBCj4syg2mOo1QpMaYsD8k5naVSjn1bj5oDTTDXDb7GLRENH6G+QEQUq/gp7xT5fQG54zEA5HDWLBERhYAoSji8M7jcHAjOQho7Ox9qLU9OKfQEQUBWcQrGzMqTk/8uqwd7Pz4CW4szwqOj4czr8mHfZ8dgbXYAAASFgOIZOcgYxWaHQylczXEUCgGjpmUjs7jz/7O2vBnVB5oA9L6EWRDalzgTncRbb72Fn//85zj77LMxdepULFq0CP/85z8hSVKkh0YDFI4LRESxiJ/0TlFDRSsCvmAASclNRJxRG+ERERFRrJMkCUe/qUNbYzBZoVQpMHZ2HrR6dYRHRsOdKSMe488sxMEvq+Bx+OD3BnDg82MoKM1EWkFSpIdHw4zT6kb5tiq5b4NSrcSYWblsHBUB4WyOIwgC8iZkQK1VoWpvIwDA6/RBoVJAE6fuUaaHS5ipv5577jnk5ORgxYoVSEpKwmeffYZ7770X9fX1WLp0aaSHRwOQlGmEvdUFa7MDAW8wDkiBYGJ2MBeIiGINk7OnwO/1o76iFQAgCED22NQIj4iIiIaD6v1N8vJeQSFg9Mxc6BNYMoeGRpxRiwlnFuHwzhpYmx2QJODo7no4bR7kT8hgvWMKCWuzA4e+rJZnSWn1aowpy0NcPCc6REq4m+NkFqdArVPhyFe1kCRA9ItwWFwwmOK6xRUpIEKj598Bndzq1auRnNw5K3vOnDmwWCxYt24dbrrpJigUXCAcK8J5gYgolvAv/RTUHW6F2H5CmZpngs6gifCIiIgo1tVXtKK+S7mcUdOy5YYqRENFpVFibFke0os6Z8s2HjGjfFsV/N5ABEdGw0FLTRvKt1XJiVl9og7jzyxkYnYESMlJxNiy/P9v796joyjvPoB/Z/aaTXZzIyQBAgGUCMorKheB11CxVVBDqmKhakWPR+I59FAuVihSqwcvlF4FrfRYWpVioWq9tqVFbOurtQqKFC+tmgCGkIRcNrub2+7OzPP+sdklS0IIye7OZuf7ObVkZ3Z3nmez+e7sb555JlKMVYMaWpvbI3NN8hRmOhvdC7NhEydORGtrK9rbOSXPUBM+QDT+klGYOLsY4y8ZhdyRmSzMkqFw5OxZCnYqOBEeNStLHDVL0FQt+kif3cwjfUR0VppqvKj+uD5ye8zkfOSMcPXxCKL4kWQJYy4ogMNpw9FDdRAiNNrxk7cO49xpRZzKKckl436JEAJ1lc049umJyLLM4ekYfwkvdGgkrrx0nDdrNP7zz6MQGqCpAr7GdpgsMkxmGZn5Tp7CTAP2/vvvIz8/HxkZGXo3hYjorLE4e5aOf9EITQtNND58TBasaZwH0Mg0VUP1JydCF7OQQkf92n1+tHv9aG3uQNGk4SzQElGfvA1tOHygJnK78NxcDC/mBXFIf3ljsmHPsOGL/cegBFT424L49K0jGHfxSGTl88tvMkrG/RIhBL78qB4njrgjy/JGZ2HM5AJOlWFAGdkOnF86Fv9550so/tBofDWoQQ1qcB/3QAKQXeiEM8fB9wf12/79+/GnP/0Ja9as6fN+V1xxxWnX1dbWorCwMNZNIyLqF1aNzoK/PYiGoy0AANkkofBcjpo1OnedD97GNphtZtgcVli6/jXbzPA2tsHNK84SUR/aPJ34fP8xhC8uPGx0JkaW5OnbKKJunLkOTLpsLNJcodGyqqLh8/eqUVvZxKtiJ6Go/ZI0CyxWk677Jaqi4Yt9x6IKsyNL8jDmf1iYNbI0px0XzBmH7EInpG5vAyWg4cQRN/77zpf4cM/nOHywFp4TrZGBMUS9qaurw8qVKzFjxgzceuutejeHiGhAOHL2LNR+3ggRHjU7NgcWG18+o2up8wESepySZzLLUAOh9fG6uAIRDW2dbQF89u6XkTnMs/IzUDy5EJLEggUlF5vDgomzi3H4wPFIce/YJyfQ4fWj+H8KeIZIEgnvlwhVg6e5EwBgMsmQzTKEJtBwpAXOHAcsdnPcsyboV/D5e9Voawm1Q5KA4gsLMawoK67bpaHBYjPjnKmjoARVtNS1wl3rhaehLfJdSwmoaPyyBY1ftsBkkZGV70ROoROuvHRmDkV4vV7ceeedyMrKwpYtW854IbC9e/eedl1fo2qJiOKN1cV+6mwLoKG6BUCo8FY4PlffBlFSCHQqp91BlEwyAp1KgltERENB0K/gs3dPntKZnp2GcRePHNBIsmScX5JSj8ksY/zUkTj+WSOOf9YIAGg65kFnqx/nTBsFq53TPCWD8H5J0K8CXYMNVUWLXIDL19yOg69/AZNZRprThjSnDfauf9OcoTOAYlG0DR988rcFAQCyWcY5U0ciM4/TYVA0s8WEYUWZGFaUCVVR0VLfFirUnmiFpobexGpQQ9MxD5qOeSCbZWTlZyC7wInM4Rmcs9jAOjs7UVFRAZ/Ph127dsHp5HzFRDR0sTjbT8f/2xDZyc0fnwOz1aRvgygpWO1mtPv8va4TqgargxdNIaJoqqLhs3erI0ULe4YVE6YP7KI4yTi/JKUuSZIwsiQPaU4bDn94HJoq0NbSiU/+7wjOnTYK6VlpejfR8ML7JbZ0C4QmoAbVXk8JVxUNre4OtLo7opabLCeLtt3/6+tssVMPEEmyhDZ3R6SwZrGbMWF6ERyZ9th2llKOyWxC7kgXcke6oCoavA2taK71oaW+NXKWiaZoaK7xornGC9kkIXN4BrILncjKz4DJzO9nRqEoClasWIGqqirs2LED+fn5ejeJiGhQWJzthw6fH001XgCAyWJCwVheqIVCsgqcaPf6oSpaVGFFVTQIEVpPRBSmaQJf7D+Gdk/oNF+L3YwJM0bDbB3Yx3H3+SVPzaDw/JKcWoViLWeEC/Z0Kz5/rxqBTgXBTgWfvn0UY6cU8v2ms/B+iRCAIytUDBWagBII/Z7CBdIOnx+Bjp5n96hBDa3NHWhtji7amq2mXoq2VsgmOeoAkVAF/O3ByONs6RaUXDoGNgdHVtPZMZllZBe6kF3ogqZ2fabV+uCu80ENdhVqVRFaVuuDJEvIzEsPFWoLnDBbWKhNZQ888AD+9re/Ye3atWhtbcWHH34YWTdp0iRYrVb9GkdENAAszvZDzX8bIj8XnpMLEz/sqUt2gROtzR3wNrZBDYSmMhBqqDDrGpaObBZniaiLEAJHPjwOb0MbgNAXzwkzigZVtOC816QXR6Ydk0rH4ot9x9Dq7oDQBKo+OI4Orx8jz8vj3Mk66Wu/JLvQFTWaXg2q6GgNoMPnj/ov2MuUTEpAha+pHb6m9qjlslmCEIDZbIJskqIKs5IsoXB8LguzNGiyKTTnbFa+E2M0AV+3Qq0SCE0PJDSBlvpWtNS3QpJqQ/vhI1zIys/gdUJS0Ntvvw0A2LhxY491e/fuxahRoxLdJCKiQeEn1Rm0eTrhrg1d/MJsM2F4cbbOLaJkIptkFE0aHj3fo8PG+R6JqIdjn56InIUhyRLOnV4Eh2twp/ly3mvSk8VmRsnM0Th6qA6N1R4AQO0XTejw+THu4hE8xVgHZ7NfYrKYkJGdhozs6OkolKCKDp8fnT4/2rv+7fD5Q/PYnkJTQlMXBNXorLHYzDBZZHgb25A3hvvOFDuyHJrKIHN4BsZMLoCvuT0yejboD70PhQA8DW3wNIRGdLtyHaFRuAVOWOz8+psK3njjDb2bQEQUU/x0OoOa/5wcNTvi3GGcdJ56kE0yckdmcnQaEZ1WXWUT6iqbI7fHXzwCzlzHoJ+X816T3mSTjOILC5HmsqP643oAQEt9Kz596yjOmTYK9nSeWppog90vMVtMcOY44MyJzigloPYYZetrbo9ckyHM5rDAnmFFMKDyABHFlSRLcA1Lh2tYOkZfkI9Wd0eoUHvce/K9JwBvYzu8je04eqgOGdlpcGTZkea0weG0Ic1l44EkIiLSHYuzfWhtbofnRCuA0BfgvNFZ+jaIiChGKisr8eCDD+LAgQNIT09HeXk5VqxYwTm64qCpxoPqT05Ebo+ZXIDsQldMnpvzXlMykCQJBeNykJZhReUHNVCDGjp8fnz6f0cwfupIuIal693EhEvFjDVbTXDmOqIOLFW+fwztHj9MVhmaIiCbJJi7TiHnASJKJEmSIgcViiYND539eNwHd603arqN3i6EZ02zIM3VVaztKtjaM2yQZU7PQkREicHibB+OdZtrdsSEYTxFnYhSgsfjwZIlS1BcXIwtW7agvr4eGzduRGdnJ+677z69mxdTp15F3Go3x33ake7b7PCF5nMMGzFhWEynx+G815RMModnYNL/FuPz946hsy0AJajis399idEXFBhqWigjZWz4AJEky7A6eICIkoMkScjISkNGVhpGTcxDh9eP5lov3LU+dLYGetw/0BFEoCMIT31rt+cA7Bkni7VpThscLhusaZYzzqmtx74HERENbSzOniL8YdpwtCVy0QOz1YTsEbEZ5UREpLedO3eira0Njz32GLKysgAAqqrigQceQEVFBfLz8+O27UR+YdFULeoq4rJJRrvPj3avH63NHVEXxonHNjVNINBttI49w4qC8Tkx3R7nvaaBiOffoT3DhomXFaPq/Rp4GtogBHD0UB2aa70wW0wI+lO/UKFnxiYaDxBRspMkCfYMK9KcNvjbAjCZZcgmuavIishF8TRFi3qcEIhM34HjJ5fLJhlpTivSXPbItAhpTlvkomN67HuEt8uCMBHphRk0eCzOdtP9wzTqarOShJr/NMTtw5SIKJHefPNNzJw5M1I0AID58+fjBz/4Ad5++21cf/31cdluX19YfM0dGFUyDJIsQwgBoQlAAJoQgBAQGkLLu9aFFp+838l1J3/2NXWgpc4L2WyCLCHyxUvTBJqPe6EGVaRl2rvmSxTh/3WbP1FE3xZdS0TkZtQDhAA6W/1odXdAlmUogZNzLZosoc+OlvrWmM9PzXmv6WwkonBgtphw7owiVH9yAvVVobmWfY3tkORQkSQRhQo96ZWxeuABIkp2vWVeMKAg6FfgGpaO82aOhiRLCHQo6PB1osMbuhBeh9ePzlY/hOj5fG0tnWhr6YxabraZ4HDaIEkS2r2dsNjMMNvMkLqmRlAVDd7GNrjrfDH/vNarIExEBDCDYoXF2W7cdT54G9sgSQh94QcgmyTY0i1x+zAlIkq0qqoq3HDDDVHLXC4X8vLyUFVVFbfthjPWbDXB3x5Ep+/kqYWdrQE0HHHHZ8O9XGEcAJpqvECNNy6bVHFyBI7JIiMjOw2BjiBa+DlCOov8HdrMPeYpjuW+jiRJGH1+PjRVQ8PRFgChfSt/awAZOQ5oQqTsvpVeGasXHiCiZNbfzLM5LLA5LMjKPznaW9ME/G0BtHs7Q6NovaGRtN0H8YQpfhVef3vkdtCvAvBDkiWEZ0EQmsCRg7U4/lljv9p+pukTItsOqqEDwpIESZJgS7PA5rDGtSBMRBSWqH3LVMfibDctdT5AAlTl5CFSe4YNJosJalDll2oiSglerxcuV8+pWjIzM+HxeHp9zBVXXHHa56utrUVhYeEZtxvOWFmWETTIFbxlk4z0rLTQFyaTzCuXk+7Cf4fdd56B0G01gJjv66hBFdY0C4L+IIQWKnYEOoOwpVvjsr1kMJCMBWKTs0QUbTCZJ8tSaM5ZZ/SF7VRF6yrWhoq24ZG2SqDnwWChCXQffCtU0eu8t7EhICDQ4fPDmmaOW64TEXWX6H3LVMXibDeBTgWySYbJDAT9CsxWEyw2EwDwSzUR0SCFM1bqOiMh2DWiVUJoKgJJkpCeZQ8VMrtGmkhdo0CibssSELWu58+QJDQda0GwU4U5nOORlkgIBhRY0ywoGJcTeq7wPcI/n/y/yIiX8DIp+slOjmyRgJr/NsDfFoTVbj65k9K1nlcup2QQ/jvsTTz2dQKdCsw2E+zpFrR7/dBUDWYr962IKDHikXkmc+iMmIzstKjlQb+Cyvdr0OELjZjVFA2aqnWfLSm0b3Ca9ojT3uh1QYSmdlsnAbY0S2TfgzlLRPGW6H3LVMXibDdWuxntPj9sDitcedEvDb9UE1GqcLlc8Pl8PZZ7PB5kZvZ+VHPv3r2nfb6+Rnt1F85YIHRWgj3j5LpAewBpThvGXzKqX8/VHxabCcc/a4TJYupxio1Jk5E/Nhs5Mb7YY97orNDpirLUY5u8cjklg+5/h6eKx75OeHuSzYz0UwoZqbpvNZCMBWKTs0QULZGZZ7GZkTcmtB/Q2+m9il/BiAnDYj6CrPL9Y5HvsKdK1ZwlouSR6H3LVMVZebvJKnACIvTh2R2/VBNRKhk3blyPeQ99Ph8aGhowbty4uG030RmbXeCEa1g6FL+CQHsAwa5/la6LgMTjKuJ6bJPobCT679CI+1Z6ZSwR9WSEfQ8j5iwRJQ9mUGxw5Gw32QVOtDZ3wNvYBjUQGoIt1NAbil+qiShVlJaWYuvWrVHzIu7evRuyLGP27Nlx226iM1aPq4jzyuWU7BL9d2jEfSu9MpaIejLCvocRc5aIkgczKDZYnO2GX6qJyAgWL16M7du3Y9myZaioqEB9fT02bdqExYsXIz8/P27b1atYmuiriPPK5ZTMEv13aMR9K70yloh6MsK+hxFzloiSBzMoNiQhxOlnF08R4Xm6+prLi4jISCorK7FhwwYcOHAA6enpKC8vx8qVK2G19pyv7EyYsURE0WKZsQBzlogo3pizRKQnQxRnJ0+eDFVVUVhYqHdTiCjFFBYW4re//a3ezdAVM5aI4ok5y5wlovhhxoYwZ4koXvqTs4YYX2yz2WA2G2MGh9raWtTW1urdjIRin43DqP1OdszY1GfEfrPPlEyYs6mNfTYOo/Z7KDBKzhr1PWjEfrPPQ4shRs4aiRFPx2CfjcOo/abkYdT3oBH7zT4T6cOI70P22TiM2m9KHkZ9Dxqx3+zz0GKIkbNEREREREREREREyYbFWSIiIiIiIiIiIiIdsDhLREREREREREREpAMWZ4mIiIiIiIiIiIh0wOIsERERERERERERkQ5YnCUiIiIiIiIiIiLSgSSEEHo3goiIiIiIiIiIiMhoOHKWiIiIiIiIiIiISAcszhIRERERERERERHpgMVZIiIiIiIiIiIiIh2wOEtERERERERERESkAxZnh5DKykrcfvvtmDJlCmbPno1NmzYhEAic8XE7duxARUUFLr30UpSUlGD37t0JaG1sDKTPJ06cwKZNm1BeXo6LLroIpaWlWL16NWpqahLU6sEZ6O/57rvvxpVXXokpU6Zg2rRpuPnmm/HWW28loMWxMdB+d/fUU0+hpKQEFRUVcWolpTIjZizAnDVKzjJjKRkYMWeZscbIWIA5S/ozYsYCzFmj5GyqZ6xZ7wZQ/3g8HixZsgTFxcXYsmUL6uvrsXHjRnR2duK+++7r87Evv/wyAGDOnDl46aWXEtDa2Bhonz/++GPs2bMHN9xwAy688EK43W488cQTuPHGG/Haa68hJycngb04O4P5PQeDQdx2220oLi6G3+/H888/j6VLl+KZZ57B1KlTE9SDgRlMv8MaGhrw+OOPIzc3N86tpVRkxIwFmLNGyVlmLCUDI+YsM9YYGQswZ0l/RsxYgDlrlJw1RMYKGhK2bt0qpkyZItxud2TZzp07xcSJE0VdXV2fj1VVVQghRHV1tZgwYYL485//HM+mxsxA++zxeEQwGIxaVltbK0pKSsS2bdvi1dyYGMzv+VSKoog5c+aI9evXx7iVsReLfn/3u98V99xzj7jlllvE0qVL49RSSlVGzFghmLNhqZ6zzFhKBkbMWWZsSKpnrBDMWdKfETNWCOZsWKrnrBEyltMaDBFvvvkmZs6ciaysrMiy+fPnQ9M0vP32230+VpaH5q95oH12uVwwm6MHhRcUFCAnJwcnTpyIV3NjYjC/51OZTCY4nU4Eg8EYtzL2Btvv/fv34/XXX8fq1avj2EpKZUbMWIA5G5bqOcuMpWRgxJxlxoakesYCzFnSnxEzFmDOhqV6zhohY4fuX6HBVFVVYdy4cVHLXC4X8vLyUFVVpVOr4iuWfT58+DCampowfvz4WDYx5gbbZyEEFEWB2+3Gtm3bcPToUSxatChezY2ZwfRbVVVs2LABd911F4YPHx7PZlIKM2LGAszZsFTPWWYsJQMj5iwzNiTVMxZgzpL+jJixAHM2LNVz1ggZyzlnhwiv1wuXy9VjeWZmJjwejw4tir9Y9VkIgQcffBDDhw/HNddcE8smxtxg+/z8889j/fr1AACHw4Gf/exnuOiii2LezlgbTL+fffZZdHR04LbbbotT68gIjJixAHO2u1TOWWYsJQMj5iwz9qRUzliAOUv6M2LGAszZ7lI5Z42QsSzOUsrbsmUL/vWvf+FXv/oVHA6H3s2JqyuuuALnnXce3G43du/ejRUrVuCxxx7DnDlz9G5aXDQ1NWHz5s344Q9/CKvVqndziAyLOZuaOcuMJUoOzNjUzFiAOUuULJizqZmzQyljWZwdIlwuF3w+X4/lHo8HmZmZOrQo/mLR59///vd4/PHH8dBDD2HmzJmxbmLMDbbPOTk5kStLlpaWwuPx4Ec/+lHSB+1A+/3oo4+ipKQEU6dOhdfrBQAoigJFUeD1euFwOHrMJUTUGyNmLMCc7S6Vc5YZS8nAiDnLjD0plTMWYM6S/oyYsQBztrtUzlkjZGxytILOaNy4cT3m0vD5fGhoaOgx90aqGGyf9+zZg/vvvx/Lly/HwoUL49XMmIr17/n888/Hm2++Gavmxc1A+3348GHs27cP06ZN67Fu2rRpePLJJ1FaWhrz9lLqMWLGAszZsFTPWWYsJQMj5iwzNiTVMxZgzpL+jJixAHM2LNVz1ggZy+LsEFFaWoqtW7dGzbWxe/duyLKM2bNn69y6+BhMn999912sWrUKN954I5YtW5aI5sZErH/P77//PoqKimLdzJgbaL/XrVsXOQIW9vDDD8Nut2PVqlUoKSmJa7spdRgxYwHmrFFylhlLycCIOcuMNUbGAsxZ0p8RMxZgzholZ42QsSzODhGLFy/G9u3bsWzZMlRUVKC+vh6bNm3C4sWLkZ+fH7nfkiVLcPz4cezZsyey7NChQ6ipqUFzczMA4ODBgwBCw9mnT5+e2I6chYH2ubKyEsuWLUNxcTHKy8vx4YcfRu6bk5OD0aNHJ7or/TbQPv/973/HSy+9hK985SsoLCyEx+PBa6+9hrfeegs//elP9epOvw203xMnTuzxXC6XCw6HAzNmzEhY+2noM2LGAsxZo+QsM5aSgRFzlhlrjIwFmLOkPyNmLMCcNUrOGiFjWZwdIjIzM/H0009jw4YNWLZsGdLT07Fw4UKsXLky6n6apkFV1ahlO3bswIsvvhi5/etf/xoAMH36dGzfvj3+jR+ggfb54MGD8Pl88Pl8+OY3vxl13+uuuw4bN25MSPsHYqB9LioqQiAQwE9+8hO43W5kZ2ejpKQE27dvT/oPVGBw72+iWDBixgLMWaPkLDOWkoERc5YZa4yMBZizpD8jZizAnDVKzhohYyUhhNC7EURERERERERERERGI+vdACIiIiIiIiIiIiIjYnGWiIiIiIiIiIiISAcszhIRERERERERERHpgMVZIiIiIiIiIiIiIh2wOEtERERERERERESkAxZniYiIiIiIiIiIiHTA4iwRERERERERERGRDlicJSIiIiIiIiIiItIBi7N0RnPnzsVVV12F8vJylJeX49577+3z/n/4wx9QWVkZ83bs3LkT8+bNQ3l5Odxud9Tt+vp63HTTTf16njvvvBNVVVVxbWtftmzZgksvvTTyepaXl+OJJ54Y8PN178+3vvUtvP7667FqKhElADM2tpixRHQq5mxsMWeJqDtmbGwxY43JrHcDaGj4+c9/jokTJ/brvi+++CJcLhfGjx8f0zY8/fTTeOSRR3DRRRf1evvZZ5/t1/M8+eSTcW/rmZSVlZ3xQ6u/uveHiIYmZmxsMWOJ6FTM2dhizhJRd8zY2GLGGg9HztKAvPrqq7jxxhvx9a9/HQsWLMAbb7wBAHjuuefw0Ucf4eGHH0Z5eTn+8Y9/AAC2bduGhQsX4rrrrsMdd9yBmpqaXp939erVuP7661FWVoalS5eioaEBALB8+XJUV1dj7dq1WL58eY/bx44dw9SpUyPPU1JSgq1bt2LhwoWYO3cuXnjhhci6uXPn4tNPP+21rWVlZfjggw8i9921axdWrFgR65fvtNauXYvvfe97WLx4Ma666iqsWbMGnZ2dAEKv7dVXX43y8nKUlZXh4MGDUf05VVNTE7797W+jrKwM1157LXbu3BlZN3fuXDz66KNYtGgR5s6di1/84heJ6SAR9QszNj6YsUQUxpyND+YsEQHM2HhhxqYwQXQGl19+ubjyyivFggULxIIFC8Rf//pX0dzcLDRNE0IIUV1dLWbNmiX8fr8QQohbbrlF7NmzJ/L4V155Rdx7771CURQhhBAvvviiuPPOO3vdVlNTU+TnX/7yl+L73/9+VDs++eSTXm9XV1eLSy65JLJuwoQJYtu2bUIIIb744gsxZcoUEQwGezzu1Lbu2rVLrFq1KnK7rKxM7Nu3r9+vVX9s3rxZzJgxI/J6LliwQPzxj38UQgixZs0acfXVVwufzycURREVFRXiiSeeEEIIcfHFF4v6+nohhBCBQEC0trb22Z/vfOc74sc//rEQQojGxkZRWloqDhw4EHnMhg0bhBCh1/ziiy8WdXV1Me0nEfUPM5YZS0TxxZxlzhJR/DBjmbE0eJzWgPrl1NMUDh06hLvvvhv19fUwmUzweDyorq7udbj/66+/jkOHDuH6668HAGiadtrtvPrqq3j55ZcRCATg9/uRnZ094DaXlZUBAMaPHw+z2YzGxkYUFBT0+ZgFCxZg8+bNaGxsxJEjRyBJUtQRtljp6zSF+fPnIyMjAwCwcOFCPPPMM7jrrrswc+ZM3HPPPbj88stRWlqKsWPH9rmNd955B3fffTcAIDc3F1/72tfwz3/+E1OmTAEAXHvttQCAnJwcFBUVobq6Gvn5+THqIRGdDWZsbDFjiehUzNnYYs4SUXfM2NhixhoPi7M0IKtWrcLq1asxb948AMD06dMRCAR6va8QAhUVFVi0aFGfz7l//35s374du3btQm5uLvbu3YvNmzcPuI02my3ysyzLUBTljI+x2+247rrrsHPnTlRVVeHmm2/u9X4PPvgg9u3bd8bnW7NmDWbNmtX/RvdCkiQAoYnBP/roI7z33ntYunQpVqxYgWuuueasnyfs1NdHVdVBtZOIYocZy4wlovhizjJniSh+mLHMWDo7LM7SgHi9XowaNQoA8PLLL8Pj8UTWpaenw+fzRW5/9atfxW9+8xtcddVVyMrKQjAYxOeff45Jkyb1eM709HRkZWUhEAhg165dce/HqW0FgJtvvhnf+MY3oCgKHnrooV4ft379+ri16S9/+Qtuv/122O12vPDCC5g1axYURUFNTQ0mT56MyZMnw+1249///nefYTtz5kw899xzWLlyJZqbm7Fnzx48+uijcWs3EcUOM5YZS0TxxZxlzhJR/DBjmbF0dlicpQFZt24dli9fDpfLhUsvvRQjRoyIrFu0aBE2btyIp556CqtWrcKCBQvQ0tKCW2+9FQCgqipuuOGGHmF72WWX4ZVXXsG8efOQlZWFWbNmob6+Pq79OLWtc+bMQUFBASZNmoTi4mKkpaXFZbuvvvoq3nvvvcjtGTNmYN26dQCACy64AHfccQfcbjemTJmCJUuWQNM0rFu3Dh6PByaTCTk5OXjkkUf63Mb69etx//33o6ysDEII3HXXXbjwwgvj0h8iii1m7OAwY4noTJizg8OcJaK+MGMHhxlrPJIQQujdCKJk0t7ejnnz5mHHjh0oKipK6LbXrl2L8847D7fddltCt0tElCjMWCKi+GLOEhHFDzOW4kHWuwFEyeR3v/sd5s+fj5tuuinhQUtElOqYsURE8cWcJSKKH2YsxQtHzhIRERERERERERHpgCNniYiIiIiIiIiIiHTA4iwRERERERERERGRDlicJSIiIiIiIiIiItIBi7NEREREREREREREOmBxloiIiIiIiIiIiEgHLM4SERERERERERER6YDFWSIiIiIiIiIiIiIdsDhLREREREREREREpAMWZ4mIiIiIiIiIiIh08P8Eksr9VMnEvgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for fate_name in result.fate_names:\n", " fig = scCS.plot_expression_trends(\n", " adata, result,\n", " genes=genes_of_interest,\n", " fate=fate_name,\n", " color_map=color_map,\n", " ncols=4,\n", " )\n", " fig.suptitle(f\"Expression trends — {fate_name}\", y=1.02)\n", " fig.savefig(f\"expression_trends_{fate_name}.svg\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": 38, "id": "74602dc9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CellRank-style: cells binned by per-cell CS for a chosen fate,\n", "# mean expression per bin plotted with LOWESS smooth.\n", "# Requires compute_cell_level=True (Cell 2 above).\n", "\n", "genes_of_interest = [\"Ins2\"] # <-- your genes\n", "\n", "fig = scCS.plot_expression_trends(\n", " adata,\n", " result,\n", " genes=genes_of_interest,\n", " fate=result.dominant_fate, # or e.g. fate=\"Activated\"\n", " n_bins=60, # bins along CS axis\n", " layer=None, # or None to use adata.X\n", " smooth=True,\n", " smooth_frac=0.4, # LOWESS bandwidth (0–1)\n", " color_map=color_map,\n", " ncols=2,\n", ")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 39, "id": "d798e97d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = scCS.plot_expression_trends(\n", " adata,\n", " result,\n", " genes=genes_of_interest,\n", " fate=result.dominant_fate, # or e.g. fate=\"Activated\"\n", " n_bins=60, # bins along CS axis\n", " layer=None, # or None to use adata.X\n", " smooth=True,\n", " smooth_frac=0.4, # LOWESS bandwidth (0–1)\n", " color_map=color_map,\n", " ncols=2, x_axis=\"pseudotime\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_69568", "metadata": {}, "source": [ "## Summary — scCS single-condition workflow\n", "\n", "```python\n", "import scCS\n", "\n", "# 1. Create scorer\n", "scorer = scCS.SingleScorer(\n", " adata,\n", " root=\"Ductal\",\n", " branches=[\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\"],\n", " obs_key=\"clusters\",\n", ")\n", "\n", "# 2. Build embedding (fix arm coverage)\n", "scorer.build_embedding(ordering_metric=\"pseudotime\")\n", "scorer.refit_pseudotime(scale_01=True)\n", "\n", "# 3. Fit & score\n", "scorer.fit()\n", "result = scorer.score(cell_level=True, k_nn=15, n_bootstrap=500)\n", "print(result.summary())\n", "\n", "# 4. Visualize\n", "scorer.plot_star(result)\n", "scorer.plot_rose(result)\n", "scorer.plot_pairwise_cs(result)\n", "scorer.plot_commitment_bar(result)\n", "\n", "# 5. Transfer labels to full adata\n", "scorer.transfer_labels(adata, result)\n", "\n", "# 6. Driver genes & enrichment\n", "vel_drivers = scorer.get_velocity_drivers()\n", "deg_drivers = scorer.get_deg_drivers()\n", "enrichment = scorer.get_enrichment(deg_drivers, organism=\"Human\")\n", "```\n", "\n", "For **multi-condition analysis**, see the companion notebooks" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.12 lab-py312", "language": "python", "name": "lab-py312" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "064e1ce5efc546d8978181e048243093": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_b66566ddfd5d4205ba17ad04831a3b03", "placeholder": "​", "style": "IPY_MODEL_b6d1870d814747f8b0dd9d975df04558", "tabbable": null, "tooltip": null, "value": "100%" } }, "15449fac1a8a47898e63c1b9e6da660c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_49e290ee1a244ec49e9f889c31487107", "placeholder": "​", "style": "IPY_MODEL_5eabe6a1ce6b49a1b37319a9c1d1a8d4", "tabbable": null, "tooltip": null, "value": " 3696/3696 [00:03<00:00, 1191.90cells/s]" } }, "21c92d7529a54820ae011b871b3ed208": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_e2b2784d21054a06b7f43be18394539b", "max": 1139, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_4906c3db752d4e9b949a8c806b5ec88d", "tabbable": null, "tooltip": null, "value": 1139 } }, "23dc7e51b39d437592c8b7936b2e18a1": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "2bb87d2f4f0b4f9f9504bb8a0764d370": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "367df325aba341edb92396d706b28122": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "4906c3db752d4e9b949a8c806b5ec88d": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "49e290ee1a244ec49e9f889c31487107": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "4b12a962f21f46a1be801e8e346e55eb": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_23dc7e51b39d437592c8b7936b2e18a1", "placeholder": "​", "style": "IPY_MODEL_c377746d66314e078dac22e0548a8284", "tabbable": null, "tooltip": null, "value": "100%" } }, "4c900b53800b4e6ab5a52a4ec0b6d83c": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5eabe6a1ce6b49a1b37319a9c1d1a8d4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null } }, "7fe1532838184ab7990e33df297fffe3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "83c392e39bc449e98b5db776a21abfb8": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "8932fdd3c77c4ab883a00a047256d686": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_064e1ce5efc546d8978181e048243093", "IPY_MODEL_21c92d7529a54820ae011b871b3ed208", "IPY_MODEL_9725e0d9a4194489b986d5b7b9030ed0" ], "layout": "IPY_MODEL_83c392e39bc449e98b5db776a21abfb8", "tabbable": null, "tooltip": null } }, "9725e0d9a4194489b986d5b7b9030ed0": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_2bb87d2f4f0b4f9f9504bb8a0764d370", "placeholder": "​", "style": "IPY_MODEL_a53385ea715e4278921ed69a4d3aa835", "tabbable": null, "tooltip": null, "value": " 1139/1139 [00:56<00:00,  5.47gene/s]" } }, "a53385ea715e4278921ed69a4d3aa835": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null } }, "b66566ddfd5d4205ba17ad04831a3b03": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b6d1870d814747f8b0dd9d975df04558": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null } }, "c377746d66314e078dac22e0548a8284": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HTMLStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null } }, "ce3efe2a8fef4720be3e2094acf81931": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_4c900b53800b4e6ab5a52a4ec0b6d83c", "max": 3696, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_7fe1532838184ab7990e33df297fffe3", "tabbable": null, "tooltip": null, "value": 3696 } }, "db847570724946238fb9a11ee70ac363": { "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_4b12a962f21f46a1be801e8e346e55eb", "IPY_MODEL_ce3efe2a8fef4720be3e2094acf81931", "IPY_MODEL_15449fac1a8a47898e63c1b9e6da660c" ], "layout": "IPY_MODEL_367df325aba341edb92396d706b28122", "tabbable": null, "tooltip": null } }, "e2b2784d21054a06b7f43be18394539b": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }